├── requirements.txt ├── README.md ├── client.py ├── server.py └── test.csv /requirements.txt: -------------------------------------------------------------------------------- 1 | python-dateutil==2.8.2 -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # JPMC Task 1 2 | Starter repo for task 1 of the JPMC software engineering program 3 | -------------------------------------------------------------------------------- /client.py: -------------------------------------------------------------------------------- 1 | ################################################################################ 2 | # 3 | # Permission is hereby granted, free of charge, to any person obtaining a 4 | # copy of this software and associated documentation files (the "Software"), 5 | # to deal in the Software without restriction, including without limitation 6 | # the rights to use, copy, modify, merge, publish, distribute, sublicense, 7 | # and/or sell copies of the Software, and to permit persons to whom the 8 | # Software is furnished to do so, subject to the following conditions: 9 | # 10 | # The above copyright notice and this permission notice shall be included in 11 | # all copies or substantial portions of the Software. 12 | # 13 | # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS 14 | # OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 15 | # FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 16 | # AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 17 | # LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING 18 | # FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER 19 | # DEALINGS IN THE SOFTWARE. 20 | 21 | import json 22 | import random 23 | import urllib.request 24 | 25 | # Server API URLs 26 | QUERY = "http://localhost:8080/query?id={}" 27 | 28 | # 500 server request 29 | N = 500 30 | 31 | 32 | def getDataPoint(quote): 33 | """ Produce all the needed values to generate a datapoint """ 34 | """ ------------- Update this function ------------- """ 35 | stock = quote['stock'] 36 | bid_price = float(quote['top_bid']['price']) 37 | ask_price = float(quote['top_ask']['price']) 38 | price = bid_price 39 | return stock, bid_price, ask_price, price 40 | 41 | 42 | def getRatio(price_a, price_b): 43 | """ Get ratio of price_a and price_b """ 44 | """ ------------- Update this function ------------- """ 45 | return 1 46 | 47 | 48 | # Main 49 | if __name__ == "__main__": 50 | # Query the price once every N seconds. 51 | for _ in iter(range(N)): 52 | quotes = json.loads(urllib.request.urlopen(QUERY.format(random.random())).read()) 53 | 54 | """ ----------- Update to get the ratio --------------- """ 55 | for quote in quotes: 56 | stock, bid_price, ask_price, price = getDataPoint(quote) 57 | print("Quoted %s at (bid:%s, ask:%s, price:%s)" % (stock, bid_price, ask_price, price)) 58 | 59 | print("Ratio %s" % getRatio(price, price)) 60 | -------------------------------------------------------------------------------- /server.py: -------------------------------------------------------------------------------- 1 | ################################################################################ 2 | # 3 | # Permission is hereby granted, free of charge, to any person obtaining a 4 | # copy of this software and associated documentation files (the "Software"), 5 | # to deal in the Software without restriction, including without limitation 6 | # the rights to use, copy, modify, merge, publish, distribute, sublicense, 7 | # and/or sell copies of the Software, and to permit persons to whom the 8 | # Software is furnished to do so, subject to the following conditions: 9 | # 10 | # The above copyright notice and this permission notice shall be included in 11 | # all copies or substantial portions of the Software. 12 | # 13 | # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS 14 | # OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 15 | # FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 16 | # AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 17 | # LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING 18 | # FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER 19 | # DEALINGS IN THE SOFTWARE. 20 | 21 | import csv 22 | # from BaseHTTPServer import BaseHTTPRequestHandler,HTTPServer 23 | import http.server 24 | import json 25 | import operator 26 | import os.path 27 | import re 28 | import threading 29 | from datetime import timedelta, datetime 30 | # from itertools import izip 31 | from random import normalvariate, random 32 | from socketserver import ThreadingMixIn 33 | 34 | import dateutil.parser 35 | 36 | ################################################################################ 37 | # 38 | # Config 39 | 40 | # Sim params 41 | 42 | REALTIME = True 43 | SIM_LENGTH = timedelta(days=365 * 5) 44 | MARKET_OPEN = datetime.today().replace(hour=0, minute=30, second=0) 45 | 46 | # Market parms 47 | # min / max / std 48 | SPD = (2.0, 6.0, 0.1) 49 | PX = (60.0, 150.0, 1) 50 | FREQ = (12, 36, 50) 51 | 52 | # Trades 53 | 54 | OVERLAP = 4 55 | 56 | 57 | ################################################################################ 58 | # 59 | # Test Data 60 | 61 | def bwalk(min, max, std): 62 | """ Generates a bounded random walk. """ 63 | rng = max - min 64 | while True: 65 | max += normalvariate(0, std) 66 | yield abs((max % (rng * 2)) - rng) + min 67 | 68 | 69 | def market(t0=MARKET_OPEN): 70 | """ Generates a random series of market conditions, 71 | (time, price, spread). 72 | """ 73 | for hours, px, spd in zip(bwalk(*FREQ), bwalk(*PX), bwalk(*SPD)): 74 | yield t0, px, spd 75 | t0 += timedelta(hours=abs(hours)) 76 | 77 | 78 | def orders(hist): 79 | """ Generates a random set of limit orders (time, side, price, size) from 80 | a series of market conditions. 81 | """ 82 | for t, px, spd in hist: 83 | stock = 'ABC' if random() > 0.5 else 'DEF' 84 | side, d = ('sell', 2) if random() > 0.5 else ('buy', -2) 85 | order = round(normalvariate(px + (spd / d), spd / OVERLAP), 2) 86 | size = int(abs(normalvariate(0, 100))) 87 | yield t, stock, side, order, size 88 | 89 | 90 | ################################################################################ 91 | # 92 | # Order Book 93 | 94 | def add_book(book, order, size, _age=10): 95 | """ Add a new order and size to a book, and age the rest of the book. """ 96 | yield order, size, _age 97 | for o, s, age in book: 98 | if age > 0: 99 | yield o, s, age - 1 100 | 101 | 102 | def clear_order(order, size, book, op=operator.ge, _notional=0): 103 | """ Try to clear a sized order against a book, returning a tuple of 104 | (notional, new_book) if successful, and None if not. _notional is a 105 | recursive accumulator and should not be provided by the caller. 106 | """ 107 | (top_order, top_size, age), tail = book[0], book[1:] 108 | if op(order, top_order): 109 | _notional += min(size, top_size) * top_order 110 | sdiff = top_size - size 111 | if sdiff > 0: 112 | return _notional, list(add_book(tail, top_order, sdiff, age)) 113 | elif len(tail) > 0: 114 | return clear_order(order, -sdiff, tail, op, _notional) 115 | 116 | 117 | def clear_book(buy=None, sell=None): 118 | """ Clears all crossed orders from a buy and sell book, returning the new 119 | books uncrossed. 120 | """ 121 | while buy and sell: 122 | order, size, _ = buy[0] 123 | new_book = clear_order(order, size, sell) 124 | if new_book: 125 | sell = new_book[1] 126 | buy = buy[1:] 127 | else: 128 | break 129 | return buy, sell 130 | 131 | 132 | def order_book(orders, book, stock_name): 133 | """ Generates a series of order books from a series of orders. Order books 134 | are mutable lists, and mutating them during generation will affect the 135 | next turn! 136 | """ 137 | for t, stock, side, order, size in orders: 138 | if stock_name == stock: 139 | new = add_book(book.get(side, []), order, size) 140 | book[side] = sorted(new, reverse=side == 'buy', key=lambda x: x[0]) 141 | bids, asks = clear_book(**book) 142 | yield t, bids, asks 143 | 144 | 145 | ################################################################################ 146 | # 147 | # Test Data Persistence 148 | 149 | def generate_csv(): 150 | """ Generate a CSV of order history. """ 151 | with open('test.csv', 'wb') as f: 152 | writer = csv.writer(f) 153 | for t, stock, side, order, size in orders(market()): 154 | if t > MARKET_OPEN + SIM_LENGTH: 155 | break 156 | writer.writerow([t, stock, side, order, size]) 157 | 158 | 159 | def read_csv(): 160 | """ Read a CSV or order history into a list. """ 161 | with open('test.csv', 'rt') as f: 162 | for time, stock, side, order, size in csv.reader(f): 163 | yield dateutil.parser.parse(time), stock, side, float(order), int(size) 164 | 165 | 166 | ################################################################################ 167 | # 168 | # Server 169 | 170 | class ThreadedHTTPServer(ThreadingMixIn, http.server.HTTPServer): 171 | """ Boilerplate class for a multithreaded HTTP Server, with working 172 | shutdown. 173 | """ 174 | allow_reuse_address = True 175 | 176 | def shutdown(self): 177 | """ Override MRO to shutdown properly. """ 178 | self.socket.close() 179 | http.server.HTTPServer.shutdown(self) 180 | 181 | 182 | def route(path): 183 | """ Decorator for a simple bottle-like web framework. Routes path to the 184 | decorated method, with the rest of the path as an argument. 185 | """ 186 | 187 | def _route(f): 188 | setattr(f, '__route__', path) 189 | return f 190 | 191 | return _route 192 | 193 | 194 | def read_params(path): 195 | """ Read query parameters into a dictionary if they are parseable, 196 | otherwise returns None. 197 | """ 198 | query = path.split('?') 199 | if len(query) > 1: 200 | query = query[1].split('&') 201 | return dict(map(lambda x: x.split('='), query)) 202 | 203 | 204 | def get(req_handler, routes): 205 | """ Map a request to the appropriate route of a routes instance. """ 206 | for name, handler in routes.__class__.__dict__.items(): 207 | if hasattr(handler, "__route__"): 208 | if None != re.search(handler.__route__, req_handler.path): 209 | req_handler.send_response(200) 210 | req_handler.send_header('Content-Type', 'application/json') 211 | req_handler.send_header('Access-Control-Allow-Origin', '*') 212 | req_handler.end_headers() 213 | params = read_params(req_handler.path) 214 | data = json.dumps(handler(routes, params)) + '\n' 215 | req_handler.wfile.write(bytes(data, encoding='utf-8')) 216 | return 217 | 218 | 219 | def run(routes, host='0.0.0.0', port=8080): 220 | """ Runs a class as a server whose methods have been decorated with 221 | @route. 222 | """ 223 | 224 | class RequestHandler(http.server.BaseHTTPRequestHandler): 225 | def log_message(self, *args, **kwargs): 226 | pass 227 | 228 | def do_GET(self): 229 | get(self, routes) 230 | 231 | server = ThreadedHTTPServer((host, port), RequestHandler) 232 | thread = threading.Thread(target=server.serve_forever) 233 | thread.daemon = True 234 | thread.start() 235 | print('HTTP server started on port 8080') 236 | while True: 237 | from time import sleep 238 | sleep(1) 239 | server.shutdown() 240 | server.start() 241 | server.waitForThread() 242 | 243 | 244 | ################################################################################ 245 | # 246 | # App 247 | 248 | ops = { 249 | 'buy': operator.le, 250 | 'sell': operator.ge, 251 | } 252 | 253 | 254 | class App(object): 255 | """ The trading game server application. """ 256 | 257 | def __init__(self): 258 | self._book_1 = dict() 259 | self._book_2 = dict() 260 | self._data_1 = order_book(read_csv(), self._book_1, 'ABC') 261 | self._data_2 = order_book(read_csv(), self._book_2, 'DEF') 262 | self._rt_start = datetime.now() 263 | self._sim_start, _, _ = next(self._data_1) 264 | self.read_10_first_lines() 265 | 266 | @property 267 | def _current_book_1(self): 268 | for t, bids, asks in self._data_1: 269 | if REALTIME: 270 | while t > self._sim_start + (datetime.now() - self._rt_start): 271 | yield t, bids, asks 272 | else: 273 | yield t, bids, asks 274 | 275 | @property 276 | def _current_book_2(self): 277 | for t, bids, asks in self._data_2: 278 | if REALTIME: 279 | while t > self._sim_start + (datetime.now() - self._rt_start): 280 | yield t, bids, asks 281 | else: 282 | yield t, bids, asks 283 | 284 | def read_10_first_lines(self): 285 | for _ in iter(range(10)): 286 | next(self._data_1) 287 | next(self._data_2) 288 | 289 | @route('/query') 290 | def handle_query(self, x): 291 | """ Takes no arguments, and yields the current top of the book; the 292 | best bid and ask and their sizes 293 | """ 294 | try: 295 | t1, bids1, asks1 = next(self._current_book_1) 296 | t2, bids2, asks2 = next(self._current_book_2) 297 | except Exception as e: 298 | print("error getting stocks...reinitalizing app") 299 | self.__init__() 300 | t1, bids1, asks1 = next(self._current_book_1) 301 | t2, bids2, asks2 = next(self._current_book_2) 302 | t = t1 if t1 > t2 else t2 303 | print('Query received @ t%s' % t) 304 | return [{ 305 | 'id': x and x.get('id', None), 306 | 'stock': 'ABC', 307 | 'timestamp': str(t), 308 | 'top_bid': bids1 and { 309 | 'price': bids1[0][0], 310 | 'size': bids1[0][1] 311 | }, 312 | 'top_ask': asks1 and { 313 | 'price': asks1[0][0], 314 | 'size': asks1[0][1] 315 | } 316 | }, 317 | { 318 | 'id': x and x.get('id', None), 319 | 'stock': 'DEF', 320 | 'timestamp': str(t), 321 | 'top_bid': bids2 and { 322 | 'price': bids2[0][0], 323 | 'size': bids2[0][1] 324 | }, 325 | 'top_ask': asks2 and { 326 | 'price': asks2[0][0], 327 | 'size': asks2[0][1] 328 | } 329 | }] 330 | 331 | 332 | ################################################################################ 333 | # 334 | # Main 335 | 336 | if __name__ == '__main__': 337 | if not os.path.isfile('test.csv'): 338 | print("No data found, generating...") 339 | generate_csv() 340 | run(App()) 341 | -------------------------------------------------------------------------------- /test.csv: -------------------------------------------------------------------------------- 1 | 2019-02-01 00:30:00.966511,ABC,buy,118.24,21 2 | 2019-02-01 16:29:33.406644,DEF,buy,120.09,71 3 | 2019-02-02 18:37:52.442361,ABC,buy,120.09,131 4 | 2019-02-03 11:49:54.753944,ABC,buy,118.13,145 5 | 2019-02-04 12:34:43.199076,ABC,sell,120.24,2 6 | 2019-02-05 04:03:01.708103,DEF,buy,110.79,52 7 | 2019-02-05 18:25:31.835007,ABC,buy,112.7,101 8 | 2019-02-06 08:07:20.411698,ABC,buy,115.46,245 9 | 2019-02-07 12:04:33.363229,DEF,buy,115.14,12 10 | 2019-02-08 05:45:58.422127,DEF,sell,117.87,74 11 | 2019-02-09 02:10:38.317086,ABC,buy,112.79,80 12 | 2019-02-10 10:07:43.237974,ABC,sell,116.63,183 13 | 2019-02-11 18:12:31.763344,ABC,buy,110.5,35 14 | 2019-02-13 00:41:03.061658,DEF,sell,117.51,84 15 | 2019-02-13 19:37:03.654348,DEF,buy,113.65,40 16 | 2019-02-14 08:26:51.287677,DEF,buy,112.39,54 17 | 2019-02-14 22:54:17.994967,DEF,sell,116.98,41 18 | 2019-02-15 19:51:35.120133,DEF,sell,116.9,16 19 | 2019-02-17 02:30:47.122289,ABC,buy,112.27,91 20 | 2019-02-17 19:35:22.154753,DEF,sell,116.05,105 21 | 2019-02-18 12:30:42.187256,DEF,buy,111.17,273 22 | 2019-02-19 17:08:20.400814,ABC,buy,108.62,92 23 | 2019-02-20 21:26:54.664490,ABC,sell,113.04,253 24 | 2019-02-21 12:31:57.442982,DEF,sell,114.47,68 25 | 2019-02-22 01:35:01.655558,DEF,buy,112.29,97 26 | 2019-02-23 06:36:37.717586,ABC,buy,111.24,93 27 | 2019-02-24 13:43:36.615682,ABC,sell,116.17,22 28 | 2019-02-25 04:54:36.476134,ABC,buy,109.03,108 29 | 2019-02-25 20:06:18.131320,ABC,buy,110.35,175 30 | 2019-02-27 03:31:20.961622,ABC,sell,111.65,74 31 | 2019-02-27 23:09:41.106498,ABC,buy,107.04,130 32 | 2019-02-28 21:40:40.238896,DEF,sell,111.68,156 33 | 2019-03-02 01:55:48.640233,ABC,sell,115.57,60 34 | 2019-03-03 00:10:38.079285,DEF,sell,113.62,14 35 | 2019-03-03 18:30:47.050607,ABC,buy,106.16,40 36 | 2019-03-04 09:05:05.419473,ABC,buy,107.53,68 37 | 2019-03-05 17:49:40.846183,ABC,sell,112.39,11 38 | 2019-03-06 06:40:35.041441,ABC,buy,106.94,60 39 | 2019-03-07 13:59:29.291951,ABC,buy,105.77,59 40 | 2019-03-08 23:35:56.746472,ABC,buy,109.2,56 41 | 2019-03-10 03:38:27.596382,ABC,sell,110.27,64 42 | 2019-03-11 10:23:52.781283,ABC,buy,105.63,27 43 | 2019-03-12 14:15:55.227949,DEF,sell,109.27,10 44 | 2019-03-13 07:01:35.342559,ABC,buy,106.37,37 45 | 2019-03-14 01:16:06.136558,DEF,sell,112.76,7 46 | 2019-03-14 21:42:08.012696,ABC,buy,108.74,12 47 | 2019-03-16 02:08:37.533436,ABC,buy,104.38,56 48 | 2019-03-16 23:04:36.166315,DEF,sell,109.83,25 49 | 2019-03-17 18:31:27.760441,ABC,buy,107.55,202 50 | 2019-03-18 12:38:13.606208,ABC,sell,113.12,0 51 | 2019-03-19 22:22:54.040153,DEF,sell,115.16,68 52 | 2019-03-20 23:02:25.850131,ABC,buy,111.62,145 53 | 2019-03-21 20:36:35.476887,DEF,sell,114.6,141 54 | 2019-03-22 09:43:03.471379,ABC,sell,116.77,70 55 | 2019-03-23 09:34:49.336990,DEF,buy,109.75,16 56 | 2019-03-23 22:04:26.812142,DEF,buy,109.85,14 57 | 2019-03-25 00:39:53.320423,ABC,sell,113.53,19 58 | 2019-03-26 06:01:58.895705,ABC,buy,110.41,118 59 | 2019-03-27 09:06:46.537723,ABC,sell,114.19,97 60 | 2019-03-28 13:44:48.249941,DEF,sell,116.33,14 61 | 2019-03-29 14:08:02.247788,ABC,buy,112.66,55 62 | 2019-03-30 04:50:16.044901,DEF,sell,115.76,111 63 | 2019-03-31 11:58:15.666679,DEF,sell,115.78,35 64 | 2019-04-01 11:55:24.073957,DEF,buy,110.1,19 65 | 2019-04-02 04:53:05.228984,ABC,sell,115.28,62 66 | 2019-04-02 20:23:26.130366,DEF,buy,111.14,24 67 | 2019-04-03 15:50:09.987424,ABC,buy,111.57,75 68 | 2019-04-04 12:52:41.254838,DEF,buy,109.53,136 69 | 2019-04-05 16:38:39.023546,ABC,buy,111.52,63 70 | 2019-04-06 12:41:48.755998,DEF,buy,110.7,9 71 | 2019-04-07 04:20:47.537559,ABC,buy,112.96,133 72 | 2019-04-08 11:05:03.621711,DEF,buy,112.11,227 73 | 2019-04-09 13:01:42.296983,DEF,sell,115.47,61 74 | 2019-04-10 21:05:44.760840,DEF,buy,113.29,121 75 | 2019-04-12 04:17:26.274648,ABC,buy,114.48,73 76 | 2019-04-13 08:44:06.013282,DEF,sell,117.04,23 77 | 2019-04-14 05:28:33.151392,ABC,buy,114.05,20 78 | 2019-04-15 09:42:14.426547,DEF,sell,119.2,7 79 | 2019-04-16 02:27:16.101261,ABC,sell,120.8,16 80 | 2019-04-16 19:15:07.422371,ABC,buy,116.4,231 81 | 2019-04-17 11:13:25.432400,DEF,sell,120.44,7 82 | 2019-04-18 00:07:04.768087,DEF,buy,114.18,5 83 | 2019-04-18 21:21:52.963034,DEF,buy,113.57,33 84 | 2019-04-19 17:55:29.018736,ABC,buy,112.19,147 85 | 2019-04-21 01:55:03.472619,DEF,buy,114.73,85 86 | 2019-04-22 04:35:30.585456,DEF,buy,114.65,40 87 | 2019-04-23 02:28:45.618826,DEF,buy,116.0,137 88 | 2019-04-23 22:37:20.868606,ABC,sell,123.37,47 89 | 2019-04-25 08:37:18.347364,DEF,buy,110.96,172 90 | 2019-04-26 09:57:36.379367,DEF,sell,118.25,48 91 | 2019-04-27 03:58:31.643303,ABC,sell,119.31,163 92 | 2019-04-28 15:42:01.718765,ABC,buy,114.54,2 93 | 2019-04-29 13:53:43.470320,ABC,sell,118.7,142 94 | 2019-04-30 17:16:37.357174,DEF,sell,119.9,79 95 | 2019-05-01 18:09:26.412464,DEF,sell,117.83,27 96 | 2019-05-02 12:55:21.152408,ABC,sell,117.47,129 97 | 2019-05-03 03:27:00.683917,DEF,buy,109.91,166 98 | 2019-05-04 09:54:42.317726,DEF,buy,112.99,76 99 | 2019-05-04 22:13:42.320289,ABC,sell,119.29,39 100 | 2019-05-06 08:39:32.855590,DEF,sell,120.09,140 101 | 2019-05-07 04:58:20.385951,DEF,buy,116.18,170 102 | 2019-05-07 22:01:00.410529,ABC,sell,116.95,57 103 | 2019-05-08 17:41:21.773503,DEF,buy,113.76,32 104 | 2019-05-09 06:42:58.665282,ABC,buy,114.83,85 105 | 2019-05-10 17:25:40.463745,ABC,buy,118.18,173 106 | 2019-05-11 11:27:20.728437,ABC,sell,122.4,145 107 | 2019-05-11 23:28:50.041898,ABC,buy,119.1,88 108 | 2019-05-13 04:54:35.255504,ABC,buy,119.61,83 109 | 2019-05-14 02:47:45.243607,DEF,buy,117.7,153 110 | 2019-05-14 23:36:31.044770,ABC,buy,120.17,23 111 | 2019-05-15 21:31:00.475836,ABC,buy,117.38,137 112 | 2019-05-16 10:57:03.222613,ABC,buy,118.2,51 113 | 2019-05-17 22:38:44.203711,ABC,buy,122.45,32 114 | 2019-05-18 20:14:43.073412,DEF,sell,128.29,9 115 | 2019-05-19 22:05:06.307934,DEF,buy,124.55,45 116 | 2019-05-20 11:07:09.737387,ABC,buy,122.44,212 117 | 2019-05-21 15:30:13.809274,DEF,sell,129.54,24 118 | 2019-05-22 06:30:16.274013,DEF,buy,123.52,38 119 | 2019-05-23 01:03:01.019365,DEF,buy,126.81,210 120 | 2019-05-24 03:20:49.396787,ABC,sell,131.8,15 121 | 2019-05-25 14:44:36.205029,DEF,buy,123.78,76 122 | 2019-05-26 03:51:11.892198,ABC,buy,125.45,58 123 | 2019-05-26 15:59:10.752224,DEF,buy,124.07,139 124 | 2019-05-27 18:17:22.506216,DEF,buy,125.02,30 125 | 2019-05-29 03:56:36.961704,DEF,buy,128.38,87 126 | 2019-05-29 23:39:55.619075,ABC,sell,133.01,94 127 | 2019-05-31 04:44:25.669327,ABC,buy,125.11,157 128 | 2019-06-01 09:31:01.535043,DEF,sell,127.94,145 129 | 2019-06-01 23:20:02.748345,DEF,buy,128.2,32 130 | 2019-06-03 06:03:02.129228,ABC,sell,132.12,133 131 | 2019-06-04 06:48:54.131871,DEF,buy,121.52,20 132 | 2019-06-05 18:16:13.667974,DEF,buy,127.09,175 133 | 2019-06-06 15:55:40.360587,ABC,sell,128.23,285 134 | 2019-06-07 04:46:10.130650,DEF,buy,127.89,55 135 | 2019-06-07 22:23:38.414203,ABC,buy,127.06,118 136 | 2019-06-09 07:38:03.278759,DEF,buy,127.45,183 137 | 2019-06-10 17:55:51.136003,ABC,sell,129.84,168 138 | 2019-06-11 15:36:36.077084,DEF,buy,128.03,123 139 | 2019-06-12 05:12:22.008019,DEF,sell,134.02,64 140 | 2019-06-12 17:23:28.290442,ABC,sell,136.91,101 141 | 2019-06-14 04:26:29.074847,ABC,sell,135.97,62 142 | 2019-06-15 14:22:10.678774,DEF,buy,133.08,127 143 | 2019-06-16 08:47:49.614759,ABC,sell,135.83,23 144 | 2019-06-17 06:08:15.942386,DEF,buy,132.59,141 145 | 2019-06-18 17:41:56.239316,DEF,buy,132.74,23 146 | 2019-06-19 13:56:40.309747,DEF,sell,138.34,55 147 | 2019-06-20 17:06:17.933853,ABC,buy,134.39,15 148 | 2019-06-22 01:35:13.509672,DEF,buy,137.94,29 149 | 2019-06-23 06:46:16.944986,DEF,buy,135.63,80 150 | 2019-06-24 04:25:32.950446,ABC,buy,137.31,38 151 | 2019-06-25 07:19:55.681960,DEF,buy,138.57,113 152 | 2019-06-26 03:16:48.667914,DEF,sell,141.57,53 153 | 2019-06-27 12:13:43.187161,ABC,sell,141.35,241 154 | 2019-06-28 22:29:06.771417,ABC,sell,145.12,7 155 | 2019-06-29 13:37:36.835703,ABC,sell,145.26,89 156 | 2019-06-30 14:07:19.603768,ABC,sell,146.4,153 157 | 2019-07-01 09:01:54.181301,ABC,buy,140.87,126 158 | 2019-07-02 01:35:36.426830,ABC,buy,138.12,38 159 | 2019-07-03 00:12:03.547053,ABC,sell,145.67,102 160 | 2019-07-03 18:43:52.573942,DEF,buy,140.16,5 161 | 2019-07-04 17:19:04.291722,DEF,sell,142.38,48 162 | 2019-07-05 07:52:01.660000,DEF,buy,137.85,195 163 | 2019-07-06 11:34:27.159495,ABC,sell,147.93,35 164 | 2019-07-07 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00:29:35.629326,ABC,sell,152.62,184 241 | 2019-09-20 02:27:57.557369,ABC,sell,152.56,147 242 | 2019-09-20 18:33:03.042245,DEF,sell,149.43,60 243 | 2019-09-21 21:44:57.247947,ABC,sell,151.97,40 244 | 2019-09-22 14:00:23.051818,DEF,sell,152.79,77 245 | 2019-09-23 13:59:26.771946,DEF,sell,153.4,8 246 | 2019-09-24 16:51:55.188192,ABC,sell,150.58,45 247 | 2019-09-25 12:33:54.085644,DEF,buy,148.2,239 248 | 2019-09-26 03:23:45.395720,ABC,sell,152.46,21 249 | 2019-09-27 15:02:34.250253,ABC,sell,152.58,108 250 | 2019-09-28 07:50:39.400793,DEF,buy,149.07,38 251 | 2019-09-28 20:18:12.114080,ABC,buy,147.28,97 252 | 2019-09-30 08:14:21.735486,DEF,sell,150.98,130 253 | 2019-10-01 10:04:58.584849,ABC,buy,146.8,60 254 | 2019-10-02 17:33:28.946601,ABC,buy,146.9,17 255 | 2019-10-03 08:22:49.109896,DEF,buy,147.41,43 256 | 2019-10-04 02:19:03.981575,ABC,sell,151.19,38 257 | 2019-10-04 22:28:01.053118,DEF,sell,150.37,27 258 | 2019-10-05 18:04:33.591615,ABC,sell,151.2,153 259 | 2019-10-06 19:26:23.168662,DEF,buy,144.63,52 260 | 2019-10-07 18:06:53.558940,ABC,sell,149.99,58 261 | 2019-10-09 01:36:46.495874,DEF,sell,150.28,52 262 | 2019-10-09 21:43:48.406167,DEF,buy,144.38,225 263 | 2019-10-10 12:24:27.843886,DEF,sell,152.63,73 264 | 2019-10-11 06:13:53.952253,ABC,buy,147.53,149 265 | 2019-10-12 04:27:03.315268,DEF,buy,147.13,76 266 | 2019-10-12 23:03:31.330192,DEF,sell,153.01,175 267 | 2019-10-13 18:17:22.521683,ABC,sell,154.66,5 268 | 2019-10-14 18:29:25.392694,ABC,buy,146.32,47 269 | 2019-10-15 12:44:40.913731,ABC,sell,151.91,221 270 | 2019-10-16 20:17:38.013756,DEF,sell,151.87,31 271 | 2019-10-18 08:09:57.258085,DEF,buy,145.58,36 272 | 2019-10-19 14:32:12.693153,ABC,sell,152.27,64 273 | 2019-10-20 23:16:06.838369,ABC,sell,152.83,23 274 | 2019-10-22 09:28:36.578717,ABC,sell,153.01,109 275 | 2019-10-23 17:55:58.959351,DEF,sell,151.27,26 276 | 2019-10-24 18:57:31.329529,DEF,sell,155.01,92 277 | 2019-10-26 01:29:00.741244,DEF,sell,151.98,160 278 | 2019-10-27 01:35:34.555412,ABC,sell,151.83,6 279 | 2019-10-28 00:01:44.010975,DEF,buy,148.92,9 280 | 2019-10-28 16:53:02.066552,DEF,sell,151.51,67 281 | 2019-10-29 17:42:42.028127,ABC,buy,146.83,92 282 | 2019-10-30 17:48:59.222056,ABC,buy,146.65,3 283 | 2019-10-31 08:35:32.868524,ABC,buy,146.0,67 284 | 2019-11-01 14:30:42.443700,DEF,buy,146.69,45 285 | 2019-11-02 23:29:13.822874,ABC,buy,147.45,25 286 | 2019-11-04 05:36:02.993955,DEF,sell,149.18,171 287 | 2019-11-05 05:09:40.253337,DEF,buy,146.4,74 288 | 2019-11-06 14:48:18.819584,DEF,buy,147.18,65 289 | 2019-11-07 17:47:12.983357,DEF,buy,145.57,105 290 | 2019-11-08 14:04:39.065372,DEF,sell,149.5,62 291 | 2019-11-09 15:29:32.189657,DEF,sell,149.09,27 292 | 2019-11-10 05:41:56.219594,DEF,buy,148.69,101 293 | 2019-11-11 09:49:11.996183,DEF,sell,150.92,97 294 | 2019-11-12 01:05:10.275872,ABC,sell,151.02,7 295 | 2019-11-13 10:50:38.029670,ABC,sell,149.2,16 296 | 2019-11-14 09:45:41.737007,ABC,sell,150.35,44 297 | 2019-11-15 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21:45:31.828134,DEF,sell,143.72,158 317 | 2019-12-04 21:02:44.850173,DEF,buy,142.44,58 318 | 2019-12-06 01:08:30.406967,ABC,sell,139.93,47 319 | 2019-12-07 07:39:33.733221,ABC,sell,140.02,7 320 | 2019-12-08 09:03:56.908377,DEF,sell,140.98,147 321 | 2019-12-09 02:49:38.382594,ABC,buy,140.6,45 322 | 2019-12-09 21:22:18.043324,DEF,sell,141.53,23 323 | 2019-12-10 16:11:16.761970,ABC,sell,142.65,42 324 | 2019-12-11 23:47:12.577798,DEF,sell,141.57,33 325 | 2019-12-12 17:50:52.701763,DEF,buy,137.37,188 326 | 2019-12-13 14:56:19.751690,DEF,buy,136.38,72 327 | 2019-12-14 22:30:36.236938,DEF,sell,141.56,15 328 | 2019-12-16 09:04:31.226950,ABC,sell,139.66,233 329 | 2019-12-16 21:23:20.385642,DEF,buy,135.69,60 330 | 2019-12-18 08:28:34.654300,ABC,buy,138.65,8 331 | 2019-12-19 10:09:39.714313,DEF,sell,142.37,133 332 | 2019-12-20 01:23:49.253222,ABC,buy,137.55,134 333 | 2019-12-20 19:20:50.625308,ABC,sell,142.56,135 334 | 2019-12-21 19:58:33.851193,ABC,sell,143.6,43 335 | 2019-12-22 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00:52:38.644194,ABC,buy,127.27,57 393 | 2020-02-18 11:50:41.867743,ABC,buy,128.58,248 394 | 2020-02-19 22:25:06.079293,ABC,sell,132.73,108 395 | 2020-02-21 06:55:17.916969,DEF,buy,131.0,3 396 | 2020-02-22 17:49:26.163364,DEF,sell,132.55,10 397 | 2020-02-24 01:56:34.331627,ABC,buy,127.89,50 398 | 2020-02-24 17:26:58.439144,DEF,buy,125.08,54 399 | 2020-02-25 19:34:59.675583,ABC,sell,129.16,241 400 | 2020-02-26 09:35:59.962100,ABC,buy,126.36,22 401 | 2020-02-27 01:52:29.043564,ABC,sell,128.21,137 402 | 2020-02-28 12:08:41.913198,ABC,sell,130.45,6 403 | 2020-02-29 01:29:41.072469,ABC,sell,130.0,57 404 | 2020-02-29 15:37:48.012903,ABC,sell,130.25,63 405 | 2020-03-01 21:09:00.300707,ABC,sell,131.25,99 406 | 2020-03-03 04:12:03.468618,DEF,sell,130.97,198 407 | 2020-03-04 00:42:28.369708,DEF,sell,130.22,61 408 | 2020-03-05 03:10:39.370586,ABC,buy,127.43,121 409 | 2020-03-06 04:03:36.779682,DEF,buy,126.03,205 410 | 2020-03-07 03:31:41.510136,ABC,buy,126.15,5 411 | 2020-03-08 12:58:41.185930,ABC,buy,126.6,64 412 | 2020-03-09 08:26:06.981541,DEF,buy,127.52,101 413 | 2020-03-09 21:00:34.331684,DEF,buy,128.83,1 414 | 2020-03-11 04:30:04.854084,ABC,buy,131.41,66 415 | 2020-03-12 15:20:51.780073,DEF,sell,135.0,37 416 | 2020-03-14 00:40:58.009144,ABC,sell,133.67,113 417 | 2020-03-14 23:33:04.119272,DEF,buy,130.62,50 418 | 2020-03-16 07:34:10.008498,ABC,buy,129.77,194 419 | 2020-03-17 07:11:32.059053,DEF,buy,131.08,61 420 | 2020-03-17 20:09:22.608194,ABC,buy,133.61,126 421 | 2020-03-18 23:36:19.021289,ABC,buy,135.82,140 422 | 2020-03-20 00:29:11.037802,DEF,buy,137.42,3 423 | 2020-03-21 09:21:21.516028,DEF,buy,134.91,67 424 | 2020-03-22 05:29:39.016806,ABC,sell,137.39,25 425 | 2020-03-23 02:40:51.381952,DEF,sell,137.26,3 426 | 2020-03-24 10:29:27.218283,ABC,sell,136.13,42 427 | 2020-03-25 17:15:21.024745,DEF,sell,136.41,14 428 | 2020-03-26 13:27:26.159282,DEF,buy,132.63,25 429 | 2020-03-27 05:37:03.044155,DEF,sell,135.67,81 430 | 2020-03-28 00:11:34.621312,ABC,sell,138.61,14 431 | 2020-03-28 22:58:01.566486,DEF,sell,137.3,9 432 | 2020-03-29 11:31:21.108673,DEF,buy,134.44,142 433 | 2020-03-30 15:28:34.890661,DEF,buy,133.31,81 434 | 2020-03-31 10:31:27.569305,DEF,sell,135.07,119 435 | 2020-04-01 12:59:01.241598,DEF,buy,134.94,30 436 | 2020-04-02 04:57:58.635332,DEF,sell,135.45,77 437 | 2020-04-03 03:15:28.379371,DEF,buy,131.04,108 438 | 2020-04-04 05:08:35.647714,DEF,sell,135.62,75 439 | 2020-04-05 09:15:37.375667,ABC,buy,132.68,53 440 | 2020-04-06 18:19:02.399983,ABC,buy,131.66,29 441 | 2020-04-08 04:20:34.768440,ABC,sell,138.63,202 442 | 2020-04-08 19:38:15.511325,ABC,sell,135.23,101 443 | 2020-04-10 00:24:24.801399,ABC,sell,136.04,139 444 | 2020-04-11 10:23:32.618744,ABC,buy,132.3,74 445 | 2020-04-12 05:19:07.041174,ABC,sell,135.81,20 446 | 2020-04-13 04:54:00.768030,DEF,buy,132.83,71 447 | 2020-04-14 09:22:22.459286,DEF,buy,134.33,225 448 | 2020-04-15 03:05:33.726289,DEF,buy,134.04,172 449 | 2020-04-16 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20:06:50.970842,DEF,buy,124.3,79 621 | 2020-10-05 10:32:56.551653,DEF,buy,123.18,133 622 | 2020-10-06 15:37:00.045598,DEF,buy,122.32,134 623 | 2020-10-07 21:11:05.684729,ABC,sell,127.45,177 624 | 2020-10-08 23:18:08.759006,DEF,sell,126.94,54 625 | 2020-10-10 09:43:32.213339,DEF,buy,125.41,152 626 | 2020-10-11 13:09:57.231102,ABC,sell,128.37,72 627 | 2020-10-12 16:17:28.052139,ABC,buy,125.43,93 628 | 2020-10-13 16:42:31.254255,ABC,buy,124.18,28 629 | 2020-10-14 20:34:33.256678,DEF,sell,126.55,41 630 | 2020-10-15 16:40:12.322651,DEF,sell,126.7,21 631 | 2020-10-16 12:19:43.942588,ABC,buy,124.88,13 632 | 2020-10-17 23:12:50.912586,DEF,buy,124.74,16 633 | 2020-10-18 17:12:32.751737,ABC,buy,126.74,81 634 | 2020-10-19 15:10:29.248084,ABC,buy,125.2,58 635 | 2020-10-20 09:48:28.540525,ABC,sell,127.44,95 636 | 2020-10-21 01:46:52.493647,DEF,sell,127.87,22 637 | 2020-10-21 23:07:46.581980,DEF,sell,129.44,3 638 | 2020-10-22 14:57:38.265245,ABC,sell,128.68,46 639 | 2020-10-23 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22:10:06.302198,DEF,buy,118.97,202 659 | 2020-11-11 21:01:30.541409,DEF,sell,120.19,34 660 | 2020-11-12 19:09:01.405088,DEF,buy,118.92,23 661 | 2020-11-13 11:54:26.443620,DEF,sell,124.34,83 662 | 2020-11-14 00:01:20.778598,ABC,sell,123.83,19 663 | 2020-11-14 14:33:30.935971,ABC,sell,123.88,88 664 | 2020-11-15 16:59:31.381572,ABC,buy,117.78,59 665 | 2020-11-16 11:33:05.037229,ABC,buy,119.16,56 666 | 2020-11-17 00:11:13.274292,DEF,buy,119.92,107 667 | 2020-11-18 07:41:41.259854,ABC,buy,118.9,33 668 | 2020-11-19 19:35:33.903451,ABC,buy,119.98,33 669 | 2020-11-20 16:55:36.151619,ABC,buy,117.94,33 670 | 2020-11-21 23:48:26.585315,ABC,sell,121.33,61 671 | 2020-11-23 02:41:19.685302,DEF,buy,120.1,7 672 | 2020-11-23 23:24:53.684065,ABC,buy,120.25,55 673 | 2020-11-24 18:42:13.948405,DEF,sell,123.91,213 674 | 2020-11-25 15:23:55.487930,DEF,buy,121.74,109 675 | 2020-11-26 20:36:21.667343,DEF,buy,119.2,46 676 | 2020-11-28 05:38:25.363005,ABC,buy,116.48,167 677 | 2020-11-29 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17:50:29.506070,DEF,buy,98.74,91 1077 | 2022-01-03 13:43:44.905191,ABC,sell,100.3,61 1078 | 2022-01-04 10:16:38.923458,DEF,buy,97.41,66 1079 | 2022-01-05 05:49:38.548328,ABC,buy,100.99,18 1080 | 2022-01-06 14:36:42.642473,DEF,buy,101.51,37 1081 | 2022-01-07 23:52:35.923166,DEF,buy,101.99,15 1082 | 2022-01-09 03:08:29.019706,DEF,buy,98.93,22 1083 | 2022-01-09 21:17:59.296318,ABC,sell,100.28,111 1084 | 2022-01-11 05:31:44.936676,DEF,sell,100.34,117 1085 | 2022-01-12 06:45:30.175160,DEF,buy,97.92,184 1086 | 2022-01-12 23:45:05.215447,ABC,sell,98.4,99 1087 | 2022-01-14 02:13:13.163448,ABC,buy,92.96,204 1088 | 2022-01-15 07:56:58.040436,DEF,buy,92.48,123 1089 | 2022-01-16 13:58:37.250442,ABC,sell,97.71,85 1090 | 2022-01-17 13:26:48.134677,DEF,sell,97.02,44 1091 | 2022-01-18 05:17:40.621054,DEF,buy,94.32,59 1092 | 2022-01-19 00:53:35.757501,DEF,sell,97.28,218 1093 | 2022-01-20 06:05:14.320867,DEF,sell,97.75,90 1094 | 2022-01-21 04:12:09.236467,DEF,buy,95.28,17 1095 | 2022-01-22 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22:46:56.966817,DEF,sell,90.21,0 1134 | 2022-03-01 01:13:29.101587,DEF,buy,88.7,64 1135 | 2022-03-02 05:49:37.560423,DEF,sell,92.98,40 1136 | 2022-03-03 03:25:21.280634,DEF,sell,95.2,4 1137 | 2022-03-04 07:32:06.847195,DEF,buy,89.89,110 1138 | 2022-03-05 03:47:49.906098,ABC,buy,88.83,39 1139 | 2022-03-06 12:17:26.829857,ABC,sell,91.59,6 1140 | 2022-03-07 09:15:29.960024,ABC,sell,89.31,77 1141 | 2022-03-08 03:27:57.315633,ABC,sell,89.92,19 1142 | 2022-03-08 17:20:52.467785,ABC,buy,86.86,6 1143 | 2022-03-09 15:48:31.687068,DEF,buy,85.27,0 1144 | 2022-03-10 21:08:05.461587,DEF,sell,88.84,33 1145 | 2022-03-11 14:23:00.770641,ABC,buy,84.33,28 1146 | 2022-03-12 15:10:47.757495,DEF,buy,84.47,86 1147 | 2022-03-13 07:59:50.208138,ABC,buy,83.04,77 1148 | 2022-03-13 20:52:51.014704,DEF,sell,88.09,210 1149 | 2022-03-14 14:04:19.859871,DEF,buy,85.97,43 1150 | 2022-03-15 10:13:34.029529,DEF,sell,89.27,57 1151 | 2022-03-16 18:17:14.328720,DEF,sell,89.27,125 1152 | 2022-03-17 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17:04:11.351581,ABC,sell,84.76,3 1191 | 2022-04-26 21:22:18.173278,DEF,sell,85.2,21 1192 | 2022-04-28 04:06:33.912841,DEF,buy,83.1,89 1193 | 2022-04-28 23:42:13.349660,ABC,sell,88.19,61 1194 | 2022-04-29 14:35:36.664900,ABC,buy,84.92,24 1195 | 2022-05-01 01:52:19.642565,DEF,buy,85.55,53 1196 | 2022-05-01 23:28:12.396572,DEF,buy,85.22,152 1197 | 2022-05-02 12:16:32.532799,DEF,buy,85.73,93 1198 | 2022-05-03 22:54:23.302276,DEF,buy,83.54,20 1199 | 2022-05-04 20:21:06.893836,ABC,sell,89.0,144 1200 | 2022-05-05 15:00:54.435044,ABC,sell,87.67,206 1201 | 2022-05-07 01:25:22.213574,ABC,buy,86.73,16 1202 | 2022-05-08 00:09:32.032168,DEF,buy,85.77,96 1203 | 2022-05-09 04:04:38.601648,ABC,sell,87.47,47 1204 | 2022-05-10 08:03:02.420064,DEF,buy,85.43,12 1205 | 2022-05-11 10:30:38.264775,DEF,buy,87.28,55 1206 | 2022-05-12 00:48:31.352032,ABC,buy,87.0,81 1207 | 2022-05-13 12:45:08.049020,DEF,buy,85.54,20 1208 | 2022-05-14 17:53:19.441162,DEF,sell,88.96,48 1209 | 2022-05-15 15:02:38.992546,DEF,sell,88.28,71 1210 | 2022-05-16 18:43:37.061731,ABC,sell,88.7,29 1211 | 2022-05-18 03:35:26.931122,DEF,sell,89.61,76 1212 | 2022-05-18 22:02:33.816898,DEF,sell,90.1,24 1213 | 2022-05-20 00:09:50.079828,DEF,buy,87.19,23 1214 | 2022-05-20 13:19:25.025646,ABC,sell,91.78,95 1215 | 2022-05-21 06:29:54.529236,ABC,buy,89.33,21 1216 | 2022-05-21 20:12:29.586667,DEF,buy,90.05,27 1217 | 2022-05-22 09:33:04.733420,ABC,buy,90.04,141 1218 | 2022-05-23 10:39:42.878345,DEF,buy,90.71,5 1219 | 2022-05-24 06:20:39.405703,DEF,buy,89.46,131 1220 | 2022-05-24 18:45:35.754588,ABC,buy,85.72,77 1221 | 2022-05-25 09:50:58.507229,DEF,buy,86.69,165 1222 | 2022-05-26 20:21:44.696648,DEF,sell,89.17,14 1223 | 2022-05-27 12:26:26.991092,ABC,sell,89.23,35 1224 | 2022-05-28 09:25:21.310899,DEF,sell,88.47,55 1225 | 2022-05-29 20:37:01.641721,ABC,sell,88.97,47 1226 | 2022-05-31 08:03:53.876809,ABC,sell,89.51,3 1227 | 2022-06-01 18:12:41.837927,ABC,sell,89.66,85 1228 | 2022-06-02 20:39:10.407505,DEF,buy,87.52,20 1229 | 2022-06-03 14:32:58.306897,DEF,sell,87.6,61 1230 | 2022-06-04 14:32:44.452827,ABC,buy,86.73,37 1231 | 2022-06-05 13:39:04.095559,DEF,buy,83.82,60 1232 | 2022-06-06 04:54:36.850000,ABC,sell,85.56,34 1233 | 2022-06-07 01:46:08.586149,DEF,buy,83.39,31 1234 | 2022-06-07 17:29:06.056507,DEF,sell,85.74,2 1235 | 2022-06-08 15:58:34.824402,ABC,buy,85.05,76 1236 | 2022-06-09 19:54:58.674200,ABC,buy,86.12,30 1237 | 2022-06-10 11:14:13.238188,DEF,sell,84.9,95 1238 | 2022-06-11 13:23:07.530150,ABC,buy,82.97,74 1239 | 2022-06-12 16:43:26.227288,DEF,buy,82.86,76 1240 | 2022-06-13 04:49:06.981884,ABC,sell,86.85,69 1241 | 2022-06-13 17:23:18.515283,ABC,buy,83.14,92 1242 | 2022-06-14 10:16:15.841738,ABC,sell,85.46,208 1243 | 2022-06-15 05:15:01.657042,ABC,sell,86.45,59 1244 | 2022-06-15 18:45:05.821454,DEF,sell,86.54,76 1245 | 2022-06-16 08:10:43.280696,ABC,sell,86.89,134 1246 | 2022-06-17 13:13:48.028693,ABC,buy,84.62,26 1247 | 2022-06-18 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00:37:39.118535,ABC,sell,96.18,17 1267 | 2022-07-07 10:04:46.864125,ABC,sell,94.24,97 1268 | 2022-07-08 08:29:44.479162,ABC,buy,92.57,22 1269 | 2022-07-09 02:44:27.207852,DEF,sell,93.13,15 1270 | 2022-07-09 15:36:25.912099,DEF,buy,90.26,193 1271 | 2022-07-10 05:46:37.583435,DEF,sell,92.96,32 1272 | 2022-07-11 07:57:20.343044,DEF,buy,89.6,76 1273 | 2022-07-12 16:17:49.070415,DEF,sell,91.69,55 1274 | 2022-07-13 12:15:23.735365,ABC,sell,91.81,90 1275 | 2022-07-14 18:39:41.050009,DEF,buy,88.13,90 1276 | 2022-07-16 05:50:26.323739,ABC,sell,92.02,43 1277 | 2022-07-16 19:44:54.282024,DEF,buy,90.53,52 1278 | 2022-07-18 02:59:34.590334,DEF,sell,91.26,121 1279 | 2022-07-18 15:14:31.020855,ABC,buy,91.47,56 1280 | 2022-07-19 22:16:39.123813,ABC,sell,93.54,28 1281 | 2022-07-21 08:11:46.362859,DEF,sell,93.47,116 1282 | 2022-07-22 15:51:16.799159,DEF,sell,95.09,84 1283 | 2022-07-23 09:42:48.293842,ABC,sell,93.35,68 1284 | 2022-07-24 05:33:57.129176,ABC,buy,92.22,5 1285 | 2022-07-24 18:02:42.256927,ABC,buy,92.15,246 1286 | 2022-07-25 19:45:44.521382,DEF,sell,91.88,75 1287 | 2022-07-26 13:45:14.014594,ABC,buy,91.65,30 1288 | 2022-07-27 16:18:14.293530,ABC,buy,88.99,87 1289 | 2022-07-28 17:31:44.991355,ABC,buy,88.37,156 1290 | 2022-07-30 01:10:10.307045,DEF,buy,87.38,97 1291 | 2022-07-30 20:00:45.969459,DEF,sell,90.5,145 1292 | 2022-07-31 18:18:44.337278,DEF,buy,89.0,35 1293 | 2022-08-01 11:35:07.230511,DEF,sell,90.57,24 1294 | 2022-08-02 11:40:21.885760,DEF,buy,88.6,94 1295 | 2022-08-03 16:16:56.317543,ABC,sell,92.24,155 1296 | 2022-08-04 17:12:38.935204,DEF,buy,89.36,111 1297 | 2022-08-05 07:18:47.212049,DEF,sell,92.39,123 1298 | 2022-08-06 15:00:49.031418,DEF,sell,90.52,12 1299 | 2022-08-07 14:19:40.358856,DEF,buy,89.41,52 1300 | 2022-08-09 00:17:30.972759,DEF,buy,90.38,169 1301 | 2022-08-10 02:19:15.977636,ABC,sell,93.74,57 1302 | 2022-08-11 08:09:32.760665,DEF,sell,94.78,20 1303 | 2022-08-12 19:46:16.686189,DEF,sell,93.79,94 1304 | 2022-08-14 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15:47:56.042134,DEF,sell,98.82,158 1324 | 2022-09-02 06:05:10.428630,ABC,sell,100.52,26 1325 | 2022-09-03 05:20:10.308427,ABC,sell,98.23,141 1326 | 2022-09-04 09:53:44.796688,ABC,sell,97.95,17 1327 | 2022-09-05 08:27:22.756182,ABC,sell,96.54,45 1328 | 2022-09-06 07:16:43.139475,ABC,sell,98.42,49 1329 | 2022-09-07 09:41:45.318758,ABC,sell,95.91,119 1330 | 2022-09-08 10:41:48.151817,DEF,buy,92.52,71 1331 | 2022-09-09 12:15:17.796700,ABC,buy,91.97,37 1332 | 2022-09-10 11:12:03.033396,DEF,buy,89.89,202 1333 | 2022-09-11 06:00:03.370753,ABC,sell,96.3,193 1334 | 2022-09-11 23:24:32.335155,ABC,buy,92.18,76 1335 | 2022-09-12 21:46:23.350508,DEF,buy,91.54,51 1336 | 2022-09-13 20:16:31.152872,ABC,sell,95.81,59 1337 | 2022-09-15 05:21:19.697350,DEF,sell,95.85,53 1338 | 2022-09-16 14:25:32.758334,DEF,buy,91.99,126 1339 | 2022-09-18 01:40:44.978270,ABC,sell,91.14,3 1340 | 2022-09-19 11:46:28.031779,ABC,buy,90.3,152 1341 | 2022-09-20 14:32:43.241172,ABC,buy,89.4,27 1342 | 2022-09-21 10:59:23.132375,DEF,buy,87.01,55 1343 | 2022-09-22 14:11:16.488708,ABC,buy,87.19,60 1344 | 2022-09-23 11:08:31.357021,DEF,sell,89.53,28 1345 | 2022-09-24 09:49:56.581297,ABC,sell,89.9,199 1346 | 2022-09-25 10:23:11.067344,DEF,sell,90.2,177 1347 | 2022-09-26 03:01:52.832987,ABC,buy,90.56,11 1348 | 2022-09-27 11:00:49.339742,DEF,buy,90.76,57 1349 | 2022-09-28 08:36:34.428632,DEF,buy,91.34,159 1350 | 2022-09-29 00:02:27.683264,ABC,sell,96.75,21 1351 | 2022-09-30 02:18:54.171789,DEF,sell,93.7,6 1352 | 2022-10-01 00:05:47.310132,DEF,buy,90.94,121 1353 | 2022-10-02 05:24:19.133753,DEF,buy,90.03,62 1354 | 2022-10-03 00:06:30.938449,DEF,buy,88.84,4 1355 | 2022-10-03 19:50:55.778541,DEF,buy,88.51,58 1356 | 2022-10-05 03:23:34.231211,DEF,buy,89.54,80 1357 | 2022-10-06 08:38:41.852557,DEF,buy,87.59,154 1358 | 2022-10-07 13:55:19.786945,ABC,buy,90.68,34 1359 | 2022-10-08 06:49:46.177126,ABC,buy,89.89,140 1360 | 2022-10-09 14:17:12.301736,ABC,sell,91.78,61 1361 | 2022-10-10 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22:59:27.297909,DEF,buy,88.56,155 1381 | 2022-10-29 05:54:21.869827,DEF,sell,90.8,62 1382 | 2022-10-30 02:02:05.810883,ABC,sell,90.1,28 1383 | 2022-10-31 05:01:52.364643,DEF,sell,90.49,146 1384 | 2022-10-31 23:40:29.967429,ABC,buy,85.7,64 1385 | 2022-11-01 21:05:31.414981,ABC,sell,88.46,72 1386 | 2022-11-02 18:54:08.015573,ABC,sell,88.53,84 1387 | 2022-11-03 11:15:25.686163,DEF,buy,85.79,51 1388 | 2022-11-04 05:25:54.067865,ABC,sell,87.44,41 1389 | 2022-11-05 11:07:15.090221,DEF,sell,87.24,46 1390 | 2022-11-06 06:39:59.752243,ABC,buy,84.4,22 1391 | 2022-11-06 20:04:47.843898,DEF,sell,88.46,58 1392 | 2022-11-07 19:03:43.258070,DEF,sell,90.74,27 1393 | 2022-11-08 20:47:57.475132,ABC,sell,90.25,36 1394 | 2022-11-10 04:21:57.753385,ABC,buy,86.71,64 1395 | 2022-11-11 03:30:30.605204,DEF,sell,89.83,79 1396 | 2022-11-11 22:15:05.838025,DEF,sell,90.87,49 1397 | 2022-11-12 14:39:49.524825,DEF,buy,85.81,124 1398 | 2022-11-13 20:35:41.235059,ABC,buy,86.11,121 1399 | 2022-11-15 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22:24:38.259518,ABC,buy,83.31,208 1438 | 2022-12-22 12:15:56.217069,DEF,sell,85.27,99 1439 | 2022-12-23 18:16:56.806372,DEF,sell,86.17,27 1440 | 2022-12-24 18:14:59.481781,DEF,buy,84.0,161 1441 | 2022-12-25 20:48:45.534384,DEF,buy,85.72,32 1442 | 2022-12-26 12:26:59.794816,DEF,sell,87.19,41 1443 | 2022-12-27 15:20:48.489550,DEF,buy,85.42,129 1444 | 2022-12-29 01:17:23.360610,DEF,sell,85.06,56 1445 | 2022-12-29 20:01:51.816200,DEF,buy,82.48,157 1446 | 2022-12-30 18:47:36.915526,ABC,sell,87.38,59 1447 | 2022-12-31 19:48:05.508808,ABC,buy,83.32,182 1448 | 2023-01-01 15:54:41.894132,ABC,sell,85.52,103 1449 | 2023-01-02 20:30:25.814125,ABC,sell,84.87,6 1450 | 2023-01-03 11:45:23.924014,ABC,buy,83.79,19 1451 | 2023-01-04 09:42:25.130975,ABC,buy,83.3,112 1452 | 2023-01-05 17:49:49.910168,DEF,buy,84.61,138 1453 | 2023-01-06 08:59:17.344997,DEF,buy,84.17,116 1454 | 2023-01-07 06:55:32.144991,ABC,buy,84.78,95 1455 | 2023-01-08 11:19:07.240460,DEF,sell,86.98,114 1456 | 2023-01-09 08:59:59.941508,DEF,sell,88.05,124 1457 | 2023-01-10 19:26:39.593764,ABC,buy,87.25,74 1458 | 2023-01-12 05:22:20.856852,DEF,buy,83.01,2 1459 | 2023-01-13 05:48:53.327929,ABC,buy,82.3,216 1460 | 2023-01-14 00:48:25.410206,DEF,buy,82.58,1 1461 | 2023-01-14 18:39:48.823186,DEF,buy,82.9,15 1462 | 2023-01-15 16:43:38.318982,ABC,sell,85.36,183 1463 | 2023-01-16 18:55:39.369166,DEF,buy,83.42,58 1464 | 2023-01-17 15:05:27.917303,ABC,buy,83.77,47 1465 | 2023-01-18 17:56:29.290991,DEF,buy,83.64,22 1466 | 2023-01-20 01:59:38.356147,ABC,buy,83.8,177 1467 | 2023-01-21 04:11:30.563594,DEF,buy,84.91,4 1468 | 2023-01-21 22:20:15.154452,ABC,buy,82.74,31 1469 | 2023-01-22 19:38:13.135669,ABC,sell,85.54,71 1470 | 2023-01-24 06:34:20.154922,ABC,sell,87.21,29 1471 | 2023-01-25 07:17:08.929662,DEF,buy,83.56,77 1472 | 2023-01-26 01:55:21.587192,ABC,buy,82.82,32 1473 | 2023-01-27 02:05:34.693188,DEF,sell,85.65,22 1474 | 2023-01-28 03:44:30.943467,DEF,sell,84.8,38 1475 | 2023-01-29 10:45:48.018139,ABC,sell,87.35,120 1476 | 2023-01-30 10:29:34.790980,ABC,sell,86.93,103 1477 | 2023-01-31 10:36:17.872487,ABC,buy,86.96,136 1478 | 2023-02-01 00:43:51.102920,DEF,sell,87.22,162 1479 | 2023-02-01 18:27:17.842477,ABC,sell,87.39,1 1480 | 2023-02-02 19:50:16.087153,ABC,buy,87.4,89 1481 | 2023-02-04 05:54:52.378455,DEF,buy,86.94,6 1482 | 2023-02-05 13:53:50.281328,ABC,sell,87.41,141 1483 | 2023-02-06 13:03:43.650099,DEF,buy,86.9,72 1484 | 2023-02-07 11:31:38.604709,DEF,buy,86.03,0 1485 | 2023-02-08 07:29:45.351020,ABC,sell,87.58,130 1486 | 2023-02-09 10:34:52.204582,DEF,buy,86.8,72 1487 | 2023-02-10 16:00:46.551617,ABC,sell,88.98,48 1488 | 2023-02-11 17:16:37.165280,ABC,buy,86.63,1 1489 | 2023-02-12 23:03:52.618134,ABC,buy,86.44,29 1490 | 2023-02-14 02:56:31.274749,ABC,buy,84.96,53 1491 | 2023-02-15 01:51:45.891442,DEF,sell,87.97,20 1492 | 2023-02-15 15:51:45.624821,ABC,sell,88.26,166 1493 | 2023-02-16 11:02:42.030423,ABC,sell,88.68,99 1494 | 2023-02-17 07:54:41.198101,ABC,buy,89.55,132 1495 | 2023-02-18 06:00:30.808953,ABC,sell,90.68,49 1496 | 2023-02-18 22:52:26.583912,ABC,buy,87.66,2 1497 | 2023-02-20 03:19:07.883859,ABC,buy,87.15,185 1498 | 2023-02-21 14:16:20.233613,ABC,buy,87.84,39 1499 | 2023-02-22 08:31:13.903229,ABC,buy,88.11,1 1500 | 2023-02-23 14:49:35.594929,ABC,sell,91.02,77 1501 | 2023-02-24 08:13:06.276923,ABC,buy,88.75,30 1502 | 2023-02-25 02:30:47.344352,DEF,buy,89.04,109 1503 | 2023-02-25 15:38:19.584942,ABC,sell,93.18,106 1504 | 2023-02-26 15:20:03.633420,ABC,buy,89.05,56 1505 | 2023-02-27 12:27:12.036732,DEF,buy,88.63,24 1506 | 2023-02-28 03:54:25.116193,ABC,sell,91.47,62 1507 | 2023-03-01 04:51:10.141170,ABC,buy,89.6,55 1508 | 2023-03-02 13:44:45.563322,ABC,buy,86.82,0 1509 | 2023-03-03 11:53:27.681694,ABC,sell,88.1,41 1510 | 2023-03-04 10:02:52.255543,ABC,sell,88.58,143 1511 | 2023-03-05 11:25:28.837758,DEF,sell,87.17,10 1512 | 2023-03-06 00:16:48.481358,DEF,buy,85.09,117 1513 | 2023-03-07 00:22:10.625648,ABC,sell,86.77,25 1514 | 2023-03-07 20:41:32.514548,ABC,sell,85.49,100 1515 | 2023-03-09 01:50:43.742831,ABC,sell,87.31,122 1516 | 2023-03-09 23:02:19.280924,ABC,buy,88.25,30 1517 | 2023-03-10 16:08:14.196641,DEF,buy,87.9,33 1518 | 2023-03-11 13:06:07.560326,DEF,sell,91.59,50 1519 | 2023-03-12 08:58:53.800007,ABC,sell,91.02,94 1520 | 2023-03-13 00:30:43.758792,DEF,buy,89.1,114 1521 | 2023-03-14 02:16:03.079692,DEF,buy,90.33,71 1522 | 2023-03-15 07:05:01.344062,DEF,sell,92.14,49 1523 | 2023-03-16 13:37:24.833597,ABC,sell,91.68,202 1524 | 2023-03-18 00:58:30.095932,ABC,buy,89.99,112 1525 | 2023-03-18 15:07:03.900181,DEF,sell,91.11,220 1526 | 2023-03-19 09:01:37.128547,ABC,sell,89.72,32 1527 | 2023-03-20 19:26:22.435849,ABC,buy,87.29,21 1528 | 2023-03-22 07:19:21.605934,ABC,sell,91.59,97 1529 | 2023-03-23 15:57:10.649700,ABC,buy,88.96,28 1530 | 2023-03-24 22:35:37.951918,DEF,sell,92.06,116 1531 | 2023-03-25 12:59:28.577859,DEF,buy,88.1,42 1532 | 2023-03-26 17:49:47.314849,ABC,sell,93.49,0 1533 | 2023-03-27 16:26:41.772703,ABC,sell,94.03,44 1534 | 2023-03-28 12:09:29.483046,DEF,buy,92.41,72 1535 | 2023-03-29 12:15:58.952446,DEF,sell,94.57,150 1536 | 2023-03-30 12:05:51.507517,DEF,buy,91.34,98 1537 | 2023-03-31 14:40:44.307942,DEF,sell,92.18,171 1538 | 2023-04-01 08:44:35.940322,ABC,buy,91.29,116 1539 | 2023-04-02 01:19:26.173869,ABC,sell,92.75,151 1540 | 2023-04-03 09:30:21.043098,ABC,buy,91.27,73 1541 | 2023-04-04 15:02:10.594016,DEF,buy,90.97,69 1542 | 2023-04-05 23:39:02.650468,DEF,sell,94.36,23 1543 | 2023-04-06 21:40:22.489258,ABC,sell,92.93,106 1544 | 2023-04-07 18:10:41.199336,ABC,sell,92.09,38 1545 | 2023-04-08 20:01:59.538406,ABC,sell,91.87,71 1546 | 2023-04-09 20:03:20.082844,DEF,sell,92.14,38 1547 | 2023-04-10 13:28:03.494522,ABC,buy,91.76,75 1548 | 2023-04-11 21:21:13.215189,ABC,buy,94.08,85 1549 | 2023-04-12 20:47:42.652214,DEF,buy,89.55,54 1550 | 2023-04-13 22:22:34.882361,ABC,sell,91.39,68 1551 | 2023-04-14 18:01:41.527836,ABC,sell,91.05,66 1552 | 2023-04-15 21:56:25.954170,ABC,sell,91.28,44 1553 | 2023-04-17 05:42:03.407601,DEF,sell,92.07,309 1554 | 2023-04-18 12:29:02.046025,ABC,buy,91.67,165 1555 | 2023-04-19 04:50:26.162191,ABC,buy,90.57,116 1556 | 2023-04-19 21:43:44.975374,DEF,sell,92.51,78 1557 | 2023-04-20 11:46:24.412727,DEF,sell,92.68,10 1558 | 2023-04-21 16:27:49.911587,ABC,sell,90.7,97 1559 | 2023-04-22 12:54:20.245154,ABC,buy,88.78,24 1560 | 2023-04-23 16:31:24.030879,ABC,sell,90.6,10 1561 | 2023-04-24 13:52:50.136456,DEF,buy,88.91,97 1562 | 2023-04-25 09:46:30.364784,ABC,sell,90.23,12 1563 | 2023-04-26 04:46:33.893763,DEF,sell,87.8,36 1564 | 2023-04-27 14:22:50.456142,DEF,buy,86.97,36 1565 | 2023-04-28 04:49:46.211958,ABC,buy,86.95,91 1566 | 2023-04-29 01:48:51.589551,DEF,buy,87.67,218 1567 | 2023-04-29 19:29:25.399524,DEF,sell,89.74,66 1568 | 2023-04-30 19:49:28.826928,ABC,buy,87.07,124 1569 | 2023-05-01 20:55:04.062797,DEF,buy,88.56,78 1570 | 2023-05-02 20:19:24.480846,ABC,buy,87.27,72 1571 | 2023-05-04 01:44:23.615510,DEF,sell,90.52,30 1572 | 2023-05-04 14:04:04.107108,DEF,buy,87.44,105 1573 | 2023-05-05 18:12:05.988554,ABC,buy,90.6,94 1574 | 2023-05-06 20:58:04.980412,DEF,sell,92.12,104 1575 | 2023-05-08 03:10:45.323558,DEF,sell,90.63,35 1576 | 2023-05-08 18:26:46.283250,DEF,sell,90.26,85 1577 | 2023-05-09 16:05:07.841797,DEF,buy,90.77,15 1578 | 2023-05-10 18:01:47.743809,ABC,buy,89.52,61 1579 | 2023-05-11 14:49:30.662966,DEF,buy,89.59,266 1580 | 2023-05-12 10:01:47.794162,ABC,buy,87.94,42 1581 | 2023-05-13 07:11:56.957857,ABC,buy,87.95,21 1582 | 2023-05-14 02:41:42.311557,ABC,sell,89.53,21 1583 | 2023-05-15 05:51:29.951368,DEF,buy,86.37,27 1584 | 2023-05-16 13:12:55.060661,ABC,sell,89.05,162 1585 | 2023-05-17 22:43:14.953408,DEF,buy,87.94,121 1586 | 2023-05-19 00:06:46.717335,DEF,buy,88.56,119 1587 | 2023-05-19 12:48:39.243120,ABC,sell,89.8,179 1588 | 2023-05-20 21:54:02.271550,DEF,sell,90.88,144 1589 | 2023-05-22 01:38:51.241220,ABC,sell,88.46,75 1590 | 2023-05-23 00:39:54.702241,DEF,buy,85.9,60 1591 | 2023-05-24 11:31:02.402748,DEF,sell,88.08,63 1592 | 2023-05-25 18:08:56.434671,ABC,buy,85.97,133 1593 | 2023-05-26 23:32:02.775990,ABC,buy,86.71,18 1594 | 2023-05-27 15:36:33.292894,ABC,buy,87.0,238 1595 | 2023-05-29 03:19:09.494860,DEF,sell,92.91,70 1596 | 2023-05-29 20:23:11.758921,ABC,sell,91.85,9 1597 | 2023-05-31 05:32:58.986402,ABC,sell,90.93,61 1598 | 2023-06-01 15:25:34.560783,DEF,buy,87.9,45 1599 | 2023-06-03 02:12:57.522144,DEF,buy,88.84,87 1600 | 2023-06-04 14:00:54.356381,ABC,sell,93.17,48 1601 | 2023-06-06 01:27:27.976947,ABC,sell,91.34,124 1602 | 2023-06-07 12:05:46.054604,DEF,sell,93.21,101 1603 | 2023-06-08 15:11:28.937774,DEF,sell,92.92,12 1604 | 2023-06-09 20:35:00.094628,DEF,sell,91.77,15 1605 | 2023-06-10 23:39:55.741120,ABC,sell,94.41,160 1606 | 2023-06-12 09:18:29.860705,ABC,sell,92.77,188 1607 | 2023-06-13 08:03:24.480430,ABC,sell,93.11,101 1608 | 2023-06-14 19:19:18.760074,ABC,buy,89.12,197 1609 | 2023-06-16 06:13:12.802924,DEF,sell,90.54,65 1610 | 2023-06-17 09:51:09.732523,DEF,buy,90.33,12 1611 | 2023-06-18 16:47:07.801043,ABC,buy,89.63,9 1612 | 2023-06-19 15:05:06.885374,DEF,sell,93.7,50 1613 | 2023-06-20 16:42:40.676078,DEF,buy,89.35,76 1614 | 2023-06-22 04:37:51.485390,ABC,sell,90.95,133 1615 | 2023-06-22 18:41:58.124665,DEF,buy,87.07,72 1616 | 2023-06-23 21:21:26.740902,DEF,buy,88.4,151 1617 | 2023-06-25 08:57:47.996568,DEF,buy,87.2,114 1618 | 2023-06-26 07:36:55.198396,DEF,buy,85.94,35 1619 | 2023-06-27 06:34:19.393621,DEF,sell,87.96,30 1620 | 2023-06-28 16:46:25.582466,ABC,sell,87.83,96 1621 | 2023-06-30 04:18:02.172431,DEF,buy,86.03,133 1622 | 2023-06-30 21:56:03.223566,DEF,buy,88.06,17 1623 | 2023-07-01 14:20:15.453329,ABC,sell,89.64,160 1624 | 2023-07-02 11:33:37.523006,ABC,buy,88.12,92 1625 | 2023-07-03 12:51:27.321335,ABC,sell,91.38,171 1626 | 2023-07-04 14:00:08.271261,DEF,sell,91.7,108 1627 | 2023-07-05 21:25:25.560732,ABC,sell,92.6,6 1628 | 2023-07-06 12:41:37.136733,ABC,buy,90.12,47 1629 | 2023-07-07 05:50:58.838494,DEF,buy,90.88,17 1630 | 2023-07-08 13:21:19.746578,DEF,buy,92.11,27 1631 | 2023-07-09 15:07:04.828547,ABC,buy,92.69,104 1632 | 2023-07-10 15:16:39.383170,ABC,sell,95.73,22 1633 | 2023-07-11 05:27:14.061780,ABC,sell,96.25,115 1634 | 2023-07-12 08:04:27.987416,ABC,buy,93.46,42 1635 | 2023-07-12 22:54:32.253132,DEF,buy,93.35,15 1636 | 2023-07-13 12:37:42.305832,ABC,buy,93.24,89 1637 | 2023-07-14 02:23:23.982489,DEF,buy,92.33,134 1638 | 2023-07-14 16:25:23.064154,ABC,buy,92.71,126 1639 | 2023-07-16 02:10:17.957288,ABC,buy,92.41,157 1640 | 2023-07-17 01:30:06.518618,DEF,sell,95.02,19 1641 | 2023-07-17 14:24:42.707699,DEF,sell,93.75,40 1642 | 2023-07-19 01:40:03.000958,ABC,sell,90.81,142 1643 | 2023-07-19 21:04:14.003036,ABC,buy,89.93,41 1644 | 2023-07-20 23:22:45.644430,DEF,buy,88.57,77 1645 | 2023-07-22 10:53:18.801963,DEF,buy,89.22,143 1646 | 2023-07-23 11:34:55.481193,ABC,buy,91.43,27 1647 | 2023-07-24 19:47:19.571840,DEF,sell,94.94,71 1648 | 2023-07-25 09:04:40.949744,DEF,buy,90.82,88 1649 | 2023-07-26 16:34:28.922993,DEF,buy,88.11,84 1650 | 2023-07-28 03:37:25.543433,DEF,sell,90.91,82 1651 | 2023-07-28 19:49:17.655921,DEF,sell,90.08,187 1652 | 2023-07-29 20:17:43.009071,ABC,buy,88.59,90 1653 | 2023-07-31 04:49:16.489519,ABC,sell,92.8,109 1654 | 2023-08-01 07:23:04.235842,ABC,buy,88.31,154 1655 | 2023-08-02 10:39:30.341323,ABC,buy,89.37,79 1656 | 2023-08-03 14:53:03.620387,DEF,buy,91.3,145 1657 | 2023-08-04 09:19:51.735446,ABC,buy,90.06,24 1658 | 2023-08-05 18:37:51.168197,ABC,buy,88.72,155 1659 | 2023-08-06 09:35:15.208491,ABC,buy,90.9,209 1660 | 2023-08-07 16:15:31.516002,ABC,buy,89.25,24 1661 | 2023-08-08 05:08:51.576445,ABC,buy,87.12,61 1662 | 2023-08-09 02:09:27.561051,ABC,buy,87.38,45 1663 | 2023-08-09 14:49:00.209819,ABC,sell,89.15,35 1664 | 2023-08-11 00:10:40.120356,ABC,buy,87.29,93 1665 | 2023-08-12 08:19:10.098517,DEF,sell,89.98,52 1666 | 2023-08-13 18:14:09.632993,ABC,buy,86.7,31 1667 | 2023-08-14 18:19:11.250225,ABC,sell,87.56,125 1668 | 2023-08-15 12:30:37.181473,DEF,buy,86.21,93 1669 | 2023-08-16 11:56:32.206979,DEF,sell,89.24,18 1670 | 2023-08-17 21:43:33.599736,DEF,buy,86.69,52 1671 | 2023-08-19 05:48:37.328625,ABC,buy,85.38,11 1672 | 2023-08-20 06:36:29.398400,ABC,buy,86.64,24 1673 | 2023-08-21 13:52:21.893069,ABC,sell,90.96,13 1674 | 2023-08-23 00:28:33.276825,DEF,sell,91.19,123 1675 | 2023-08-24 03:43:48.772888,DEF,sell,92.56,10 1676 | 2023-08-25 11:53:47.638597,ABC,sell,90.08,38 1677 | 2023-08-26 15:31:55.820035,DEF,buy,89.26,54 1678 | 2023-08-27 13:53:39.204627,ABC,buy,89.4,83 1679 | 2023-08-28 23:17:09.028004,ABC,buy,90.2,41 1680 | 2023-08-29 22:43:54.432461,ABC,buy,91.39,71 1681 | 2023-08-30 16:41:31.924781,ABC,sell,92.13,20 1682 | 2023-08-31 14:58:10.205630,DEF,sell,92.31,15 1683 | 2023-09-01 09:02:02.324862,DEF,sell,93.16,119 1684 | 2023-09-02 16:39:50.443150,DEF,buy,91.32,226 1685 | 2023-09-03 23:14:27.456528,DEF,buy,92.36,78 1686 | 2023-09-05 01:42:02.632794,ABC,buy,90.42,0 1687 | 2023-09-06 00:15:51.827622,ABC,buy,91.38,5 1688 | 2023-09-06 16:24:37.113008,DEF,buy,92.36,243 1689 | 2023-09-07 12:08:32.823188,ABC,buy,94.25,120 1690 | 2023-09-08 12:41:56.109149,ABC,sell,94.26,89 1691 | 2023-09-09 16:54:27.164990,ABC,sell,94.98,179 1692 | 2023-09-11 00:44:11.823364,ABC,sell,95.31,46 1693 | 2023-09-12 11:25:02.194673,DEF,buy,92.57,145 1694 | 2023-09-13 15:48:10.657019,DEF,buy,92.29,130 1695 | 2023-09-14 16:42:22.689995,ABC,buy,91.61,25 1696 | 2023-09-15 23:16:46.938978,ABC,sell,94.86,127 1697 | 2023-09-16 21:45:59.591369,ABC,sell,95.88,78 1698 | 2023-09-18 08:52:14.693401,DEF,buy,91.31,25 1699 | 2023-09-18 22:09:41.777058,ABC,sell,94.54,24 1700 | 2023-09-19 12:06:07.435893,ABC,buy,92.66,102 1701 | 2023-09-20 13:52:57.080871,DEF,buy,90.21,21 1702 | 2023-09-22 00:06:22.211660,ABC,buy,91.23,161 1703 | 2023-09-22 20:15:51.408955,DEF,buy,93.57,64 1704 | 2023-09-23 10:53:21.795632,DEF,sell,97.01,16 1705 | 2023-09-24 13:47:26.306975,DEF,buy,95.46,168 1706 | 2023-09-25 02:23:56.271048,DEF,sell,98.29,10 1707 | 2023-09-25 22:56:22.696217,ABC,sell,98.42,67 1708 | 2023-09-27 05:52:50.422744,DEF,sell,97.32,101 1709 | 2023-09-28 08:56:31.062121,ABC,sell,96.47,23 1710 | 2023-09-29 05:33:57.174717,ABC,buy,95.39,11 1711 | 2023-09-30 09:06:30.793353,ABC,sell,99.06,122 1712 | 2023-10-01 02:17:11.680513,ABC,sell,97.92,9 1713 | 2023-10-02 01:29:52.878457,ABC,buy,96.32,21 1714 | 2023-10-03 03:07:44.593699,ABC,sell,99.58,49 1715 | 2023-10-04 08:40:41.985235,ABC,buy,98.12,6 1716 | 2023-10-05 09:17:14.855530,ABC,buy,97.47,43 1717 | 2023-10-06 04:45:49.744017,ABC,sell,99.48,7 1718 | 2023-10-06 23:03:47.965134,ABC,buy,96.72,305 1719 | 2023-10-07 11:33:36.397729,DEF,sell,98.3,146 1720 | 2023-10-08 07:39:15.293243,DEF,sell,100.68,282 1721 | 2023-10-09 19:08:52.593894,DEF,sell,101.97,131 1722 | 2023-10-10 10:38:57.677433,DEF,buy,99.54,107 1723 | 2023-10-11 22:03:38.186412,DEF,buy,99.4,72 1724 | 2023-10-12 17:18:23.717228,DEF,buy,99.29,33 1725 | 2023-10-13 15:58:57.919362,DEF,sell,100.96,49 1726 | 2023-10-14 08:23:21.525806,DEF,buy,99.6,110 1727 | 2023-10-15 12:27:20.463605,DEF,buy,98.56,89 1728 | 2023-10-16 06:05:15.983764,DEF,sell,100.17,35 1729 | 2023-10-17 10:58:18.501174,ABC,buy,98.08,76 1730 | 2023-10-18 15:50:00.641144,DEF,buy,97.57,81 1731 | 2023-10-19 20:25:04.460115,ABC,buy,98.9,8 1732 | 2023-10-20 19:05:20.305894,DEF,buy,97.14,148 1733 | 2023-10-21 11:46:33.970828,DEF,sell,99.52,5 1734 | 2023-10-22 14:41:57.629958,DEF,sell,101.07,109 1735 | 2023-10-24 00:10:41.944881,ABC,sell,101.1,172 1736 | 2023-10-25 05:38:34.434146,DEF,sell,102.14,73 1737 | 2023-10-26 09:33:29.117857,DEF,sell,102.28,139 1738 | 2023-10-27 00:24:38.529376,ABC,sell,103.01,98 1739 | 2023-10-27 16:09:40.976242,ABC,buy,100.84,57 1740 | 2023-10-28 19:09:31.446546,ABC,sell,99.98,72 1741 | 2023-10-29 17:47:21.993418,ABC,buy,99.38,46 1742 | 2023-10-30 19:11:19.680684,DEF,sell,102.91,239 1743 | 2023-10-31 21:37:58.437022,DEF,sell,104.66,67 1744 | 2023-11-01 23:15:39.961086,ABC,sell,101.8,13 1745 | 2023-11-02 19:24:31.982920,ABC,buy,99.41,120 1746 | 2023-11-03 15:09:44.629175,DEF,buy,98.01,33 1747 | 2023-11-04 08:17:01.187110,ABC,sell,100.21,84 1748 | 2023-11-05 07:30:58.153090,DEF,sell,99.4,50 1749 | 2023-11-06 16:28:21.308385,ABC,buy,97.4,21 1750 | 2023-11-07 09:21:28.659327,ABC,sell,102.2,169 1751 | 2023-11-08 17:42:13.436968,ABC,sell,102.12,60 1752 | 2023-11-10 01:06:07.434395,DEF,buy,100.07,183 1753 | 2023-11-11 06:14:14.080885,DEF,buy,100.77,9 1754 | 2023-11-12 02:29:04.472709,DEF,buy,100.95,175 1755 | 2023-11-13 13:40:13.793581,ABC,sell,103.23,1 1756 | 2023-11-14 06:43:42.242490,DEF,buy,100.72,101 1757 | 2023-11-15 02:26:27.808282,ABC,buy,100.81,75 1758 | 2023-11-16 09:34:57.032824,ABC,buy,102.14,82 1759 | 2023-11-17 10:29:55.210262,ABC,buy,101.82,177 1760 | 2023-11-18 09:41:16.637285,DEF,sell,104.92,125 1761 | 2023-11-19 11:58:41.268220,ABC,buy,101.07,55 1762 | 2023-11-20 06:37:37.075348,ABC,sell,104.18,51 1763 | 2023-11-21 01:38:32.300365,DEF,sell,103.54,115 1764 | 2023-11-22 10:47:06.087450,ABC,sell,105.03,47 1765 | 2023-11-23 21:56:18.970255,ABC,buy,102.52,174 1766 | 2023-11-24 21:18:39.396090,ABC,buy,101.78,103 1767 | 2023-11-26 08:55:45.360056,ABC,sell,102.91,5 1768 | 2023-11-27 16:56:01.404311,DEF,sell,104.01,305 1769 | 2023-11-29 03:54:54.513440,DEF,sell,104.18,51 1770 | 2023-11-30 13:34:04.985927,ABC,sell,102.2,52 1771 | 2023-12-01 14:31:44.343937,DEF,buy,102.47,23 1772 | 2023-12-02 03:35:47.837837,DEF,sell,103.22,90 1773 | 2023-12-03 05:09:47.937281,ABC,buy,102.33,76 1774 | 2023-12-03 20:28:20.062770,ABC,sell,104.15,46 1775 | 2023-12-05 06:28:25.244244,DEF,sell,105.39,135 1776 | 2023-12-06 05:14:01.659691,DEF,buy,103.01,119 1777 | 2023-12-06 21:52:04.838762,ABC,buy,103.44,137 1778 | 2023-12-08 03:27:57.784722,ABC,buy,102.95,154 1779 | 2023-12-08 19:17:48.627925,ABC,buy,104.49,200 1780 | 2023-12-09 19:05:01.747075,ABC,sell,104.28,211 1781 | 2023-12-10 15:43:09.146037,ABC,sell,105.8,51 1782 | 2023-12-11 08:21:54.589367,ABC,sell,106.22,97 1783 | 2023-12-11 20:51:00.954873,ABC,sell,106.0,105 1784 | 2023-12-13 00:55:44.307877,ABC,buy,103.7,88 1785 | 2023-12-14 02:59:06.890918,ABC,buy,103.39,96 1786 | 2023-12-15 12:28:40.332153,ABC,buy,104.5,136 1787 | 2023-12-16 06:45:17.021466,ABC,buy,100.73,185 1788 | 2023-12-17 06:21:56.223708,ABC,buy,103.5,52 1789 | 2023-12-18 06:58:57.897972,ABC,sell,106.91,118 1790 | 2023-12-19 17:31:10.266563,DEF,sell,106.65,140 1791 | 2023-12-20 09:08:05.645708,ABC,sell,105.02,53 1792 | 2023-12-21 03:39:32.051180,DEF,buy,103.4,18 1793 | 2023-12-22 09:22:48.824301,DEF,buy,102.16,38 1794 | 2023-12-23 16:50:49.309111,DEF,buy,103.76,154 1795 | 2023-12-24 21:55:10.608415,ABC,buy,104.23,118 1796 | 2023-12-25 14:59:20.492220,ABC,buy,105.45,65 1797 | 2023-12-27 00:08:17.482758,DEF,buy,105.95,145 1798 | 2023-12-27 22:52:15.641019,DEF,buy,106.7,236 1799 | 2023-12-28 23:09:02.389510,ABC,sell,109.09,91 1800 | 2023-12-29 22:41:05.926186,DEF,sell,110.85,52 1801 | 2023-12-30 10:52:12.403612,DEF,sell,110.5,107 1802 | 2023-12-31 04:22:58.702656,ABC,sell,108.73,117 1803 | 2024-01-01 15:46:45.687152,DEF,sell,110.54,96 1804 | 2024-01-02 23:36:27.278885,DEF,buy,110.37,120 1805 | 2024-01-04 01:13:42.055786,DEF,buy,111.0,66 1806 | 2024-01-04 16:37:11.014440,ABC,sell,112.85,104 1807 | 2024-01-05 22:46:35.900027,DEF,buy,108.76,9 1808 | 2024-01-06 21:32:05.087230,DEF,sell,111.98,157 1809 | 2024-01-08 03:06:42.170619,DEF,sell,109.84,182 1810 | 2024-01-09 01:20:15.959344,ABC,sell,110.11,13 1811 | 2024-01-09 19:29:09.387744,ABC,buy,108.84,28 1812 | 2024-01-10 22:22:55.813324,DEF,buy,108.77,88 1813 | 2024-01-12 07:27:02.566412,DEF,sell,110.18,126 1814 | 2024-01-12 22:33:45.152941,ABC,sell,109.02,131 1815 | 2024-01-14 07:41:20.711656,ABC,sell,108.07,124 1816 | 2024-01-14 21:10:14.174666,DEF,sell,108.36,118 1817 | 2024-01-15 23:43:02.551931,ABC,buy,104.09,0 1818 | 2024-01-17 04:10:31.537302,DEF,sell,107.62,186 1819 | 2024-01-18 03:33:30.497442,ABC,sell,109.65,80 1820 | 2024-01-19 02:53:57.473813,ABC,sell,109.24,108 1821 | 2024-01-20 07:52:10.337703,DEF,sell,110.04,58 1822 | 2024-01-21 08:11:01.812291,DEF,sell,108.96,32 1823 | 2024-01-21 22:36:09.210959,ABC,sell,107.6,98 1824 | 2024-01-23 06:31:31.187251,ABC,sell,109.14,211 1825 | 2024-01-24 00:45:28.383711,DEF,sell,109.82,131 1826 | 2024-01-24 21:54:53.664044,DEF,sell,108.91,126 1827 | 2024-01-26 04:39:39.178731,DEF,buy,107.2,30 1828 | 2024-01-26 18:28:15.684474,DEF,sell,111.63,69 1829 | 2024-01-27 10:20:04.985486,ABC,sell,108.69,140 1830 | 2024-01-28 08:23:43.522705,ABC,buy,107.0,19 1831 | 2024-01-29 10:47:50.065081,ABC,sell,109.48,58 1832 | 2024-01-30 22:38:50.999795,ABC,sell,108.89,0 1833 | --------------------------------------------------------------------------------