[
  {
    "path": "README.md",
    "content": "# JPMC Task 1\nStarter repo for task 1 of the JPMC software engineering program\n"
  },
  {
    "path": "client3.py",
    "content": "################################################################################\n#\n#  Permission is hereby granted, free of charge, to any person obtaining a\n#  copy of this software and associated documentation files (the \"Software\"),\n#  to deal in the Software without restriction, including without limitation\n#  the rights to use, copy, modify, merge, publish, distribute, sublicense,\n#  and/or sell copies of the Software, and to permit persons to whom the\n#  Software is furnished to do so, subject to the following conditions:\n#\n#  The above copyright notice and this permission notice shall be included in\n#  all copies or substantial portions of the Software.\n#\n#  THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS\n#  OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n#  FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n#  AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n#  LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n#  FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n#  DEALINGS IN THE SOFTWARE.\n\nimport json\nimport random\nimport urllib.request\n\n# Server API URLs\nQUERY = \"http://localhost:8080/query?id={}\"\n\n# 500 server request\nN = 500\n\n\ndef getDataPoint(quote):\n    \"\"\" Produce all the needed values to generate a datapoint \"\"\"\n    \"\"\" ------------- Update this function ------------- \"\"\"\n    stock = quote['stock']\n    bid_price = float(quote['top_bid']['price'])\n    ask_price = float(quote['top_ask']['price'])\n    price = bid_price\n    return stock, bid_price, ask_price, price\n\n\ndef getRatio(price_a, price_b):\n    \"\"\" Get ratio of price_a and price_b \"\"\"\n    \"\"\" ------------- Update this function ------------- \"\"\"\n    return 1\n\n\n# Main\nif __name__ == \"__main__\":\n    # Query the price once every N seconds.\n    for _ in iter(range(N)):\n        quotes = json.loads(urllib.request.urlopen(QUERY.format(random.random())).read())\n\n        \"\"\" ----------- Update to get the ratio --------------- \"\"\"\n        for quote in quotes:\n            stock, bid_price, ask_price, price = getDataPoint(quote)\n            print(\"Quoted %s at (bid:%s, ask:%s, price:%s)\" % (stock, bid_price, ask_price, price))\n\n        print(\"Ratio %s\" % getRatio(price, price))\n"
  },
  {
    "path": "client_test.py",
    "content": "import unittest\nfrom client3 import getDataPoint\n\nclass ClientTest(unittest.TestCase):\n  def test_getDataPoint_calculatePrice(self):\n    quotes = [\n      {'top_ask': {'price': 121.2, 'size': 36}, 'timestamp': '2019-02-11 22:06:30.572453', 'top_bid': {'price': 120.48, 'size': 109}, 'id': '0.109974697771', 'stock': 'ABC'},\n      {'top_ask': {'price': 121.68, 'size': 4}, 'timestamp': '2019-02-11 22:06:30.572453', 'top_bid': {'price': 117.87, 'size': 81}, 'id': '0.109974697771', 'stock': 'DEF'}\n    ]\n    \"\"\" ------------ Add the assertion below ------------ \"\"\"\n\n  def test_getDataPoint_calculatePriceBidGreaterThanAsk(self):\n    quotes = [\n      {'top_ask': {'price': 119.2, 'size': 36}, 'timestamp': '2019-02-11 22:06:30.572453', 'top_bid': {'price': 120.48, 'size': 109}, 'id': '0.109974697771', 'stock': 'ABC'},\n      {'top_ask': {'price': 121.68, 'size': 4}, 'timestamp': '2019-02-11 22:06:30.572453', 'top_bid': {'price': 117.87, 'size': 81}, 'id': '0.109974697771', 'stock': 'DEF'}\n    ]\n    \"\"\" ------------ Add the assertion below ------------ \"\"\"\n\n\n  \"\"\" ------------ Add more unit tests ------------ \"\"\"\n\n\n\nif __name__ == '__main__':\n    unittest.main()\n"
  },
  {
    "path": "requirements.txt",
    "content": "python-dateutil==2.8.2"
  },
  {
    "path": "server3.py",
    "content": "################################################################################\n#\n#  Permission is hereby granted, free of charge, to any person obtaining a\n#  copy of this software and associated documentation files (the \"Software\"),\n#  to deal in the Software without restriction, including without limitation\n#  the rights to use, copy, modify, merge, publish, distribute, sublicense,\n#  and/or sell copies of the Software, and to permit persons to whom the\n#  Software is furnished to do so, subject to the following conditions:\n#\n#  The above copyright notice and this permission notice shall be included in\n#  all copies or substantial portions of the Software.\n#\n#  THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS\n#  OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n#  FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n#  AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n#  LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n#  FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n#  DEALINGS IN THE SOFTWARE.\n\nimport csv\n# from BaseHTTPServer import BaseHTTPRequestHandler,HTTPServer\nimport http.server\nimport json\nimport operator\nimport os.path\nimport re\nimport threading\nfrom datetime import timedelta, datetime\n# from itertools import izip\nfrom random import normalvariate, random\nfrom socketserver import ThreadingMixIn\n\nimport dateutil.parser\n\n################################################################################\n#\n# Config\n\n# Sim params\n\nREALTIME = True\nSIM_LENGTH = timedelta(days=365 * 5)\nMARKET_OPEN = datetime.today().replace(hour=0, minute=30, second=0)\n\n# Market parms\n#       min  / max  / std\nSPD = (2.0, 6.0, 0.1)\nPX = (60.0, 150.0, 1)\nFREQ = (12, 36, 50)\n\n# Trades\n\nOVERLAP = 4\n\n\n################################################################################\n#\n# Test Data\n\ndef bwalk(min, max, std):\n    \"\"\" Generates a bounded random walk. \"\"\"\n    rng = max - min\n    while True:\n        max += normalvariate(0, std)\n        yield abs((max % (rng * 2)) - rng) + min\n\n\ndef market(t0=MARKET_OPEN):\n    \"\"\" Generates a random series of market conditions,\n        (time, price, spread).\n    \"\"\"\n    for hours, px, spd in zip(bwalk(*FREQ), bwalk(*PX), bwalk(*SPD)):\n        yield t0, px, spd\n        t0 += timedelta(hours=abs(hours))\n\n\ndef orders(hist):\n    \"\"\" Generates a random set of limit orders (time, side, price, size) from\n        a series of market conditions.\n    \"\"\"\n    for t, px, spd in hist:\n        stock = 'ABC' if random() > 0.5 else 'DEF'\n        side, d = ('sell', 2) if random() > 0.5 else ('buy', -2)\n        order = round(normalvariate(px + (spd / d), spd / OVERLAP), 2)\n        size = int(abs(normalvariate(0, 100)))\n        yield t, stock, side, order, size\n\n\n################################################################################\n#\n# Order Book\n\ndef add_book(book, order, size, _age=10):\n    \"\"\" Add a new order and size to a book, and age the rest of the book. \"\"\"\n    yield order, size, _age\n    for o, s, age in book:\n        if age > 0:\n            yield o, s, age - 1\n\n\ndef clear_order(order, size, book, op=operator.ge, _notional=0):\n    \"\"\" Try to clear a sized order against a book, returning a tuple of\n        (notional, new_book) if successful, and None if not.  _notional is a\n        recursive accumulator and should not be provided by the caller.\n    \"\"\"\n    (top_order, top_size, age), tail = book[0], book[1:]\n    if op(order, top_order):\n        _notional += min(size, top_size) * top_order\n        sdiff = top_size - size\n        if sdiff > 0:\n            return _notional, list(add_book(tail, top_order, sdiff, age))\n        elif len(tail) > 0:\n            return clear_order(order, -sdiff, tail, op, _notional)\n\n\ndef clear_book(buy=None, sell=None):\n    \"\"\" Clears all crossed orders from a buy and sell book, returning the new\n        books uncrossed.\n    \"\"\"\n    while buy and sell:\n        order, size, _ = buy[0]\n        new_book = clear_order(order, size, sell)\n        if new_book:\n            sell = new_book[1]\n            buy = buy[1:]\n        else:\n            break\n    return buy, sell\n\n\ndef order_book(orders, book, stock_name):\n    \"\"\" Generates a series of order books from a series of orders.  Order books\n        are mutable lists, and mutating them during generation will affect the\n        next turn!\n    \"\"\"\n    for t, stock, side, order, size in orders:\n        if stock_name == stock:\n            new = add_book(book.get(side, []), order, size)\n            book[side] = sorted(new, reverse=side == 'buy', key=lambda x: x[0])\n        bids, asks = clear_book(**book)\n        yield t, bids, asks\n\n\n################################################################################\n#\n# Test Data Persistence\n\ndef generate_csv():\n    \"\"\" Generate a CSV of order history. \"\"\"\n    with open('test.csv', 'wb') as f:\n        writer = csv.writer(f)\n        for t, stock, side, order, size in orders(market()):\n            if t > MARKET_OPEN + SIM_LENGTH:\n                break\n            writer.writerow([t, stock, side, order, size])\n\n\ndef read_csv():\n    \"\"\" Read a CSV or order history into a list. \"\"\"\n    with open('test.csv', 'rt') as f:\n        for time, stock, side, order, size in csv.reader(f):\n            yield dateutil.parser.parse(time), stock, side, float(order), int(size)\n\n\n################################################################################\n#\n# Server\n\nclass ThreadedHTTPServer(ThreadingMixIn, http.server.HTTPServer):\n    \"\"\" Boilerplate class for a multithreaded HTTP Server, with working\n        shutdown.\n    \"\"\"\n    allow_reuse_address = True\n\n    def shutdown(self):\n        \"\"\" Override MRO to shutdown properly. \"\"\"\n        self.socket.close()\n        http.server.HTTPServer.shutdown(self)\n\n\ndef route(path):\n    \"\"\" Decorator for a simple bottle-like web framework.  Routes path to the\n        decorated method, with the rest of the path as an argument.\n    \"\"\"\n\n    def _route(f):\n        setattr(f, '__route__', path)\n        return f\n\n    return _route\n\n\ndef read_params(path):\n    \"\"\" Read query parameters into a dictionary if they are parseable,\n        otherwise returns None.\n    \"\"\"\n    query = path.split('?')\n    if len(query) > 1:\n        query = query[1].split('&')\n        return dict(map(lambda x: x.split('='), query))\n\n\ndef get(req_handler, routes):\n    \"\"\" Map a request to the appropriate route of a routes instance. \"\"\"\n    for name, handler in routes.__class__.__dict__.items():\n        if hasattr(handler, \"__route__\"):\n            if None != re.search(handler.__route__, req_handler.path):\n                req_handler.send_response(200)\n                req_handler.send_header('Content-Type', 'application/json')\n                req_handler.send_header('Access-Control-Allow-Origin', '*')\n                req_handler.end_headers()\n                params = read_params(req_handler.path)\n                data = json.dumps(handler(routes, params)) + '\\n'\n                req_handler.wfile.write(bytes(data, encoding='utf-8'))\n                return\n\n\ndef run(routes, host='0.0.0.0', port=8080):\n    \"\"\" Runs a class as a server whose methods have been decorated with\n        @route.\n    \"\"\"\n\n    class RequestHandler(http.server.BaseHTTPRequestHandler):\n        def log_message(self, *args, **kwargs):\n            pass\n\n        def do_GET(self):\n            get(self, routes)\n\n    server = ThreadedHTTPServer((host, port), RequestHandler)\n    thread = threading.Thread(target=server.serve_forever)\n    thread.daemon = True\n    thread.start()\n    print('HTTP server started on port 8080')\n    while True:\n        from time import sleep\n        sleep(1)\n    server.shutdown()\n    server.start()\n    server.waitForThread()\n\n\n################################################################################\n#\n# App\n\nops = {\n    'buy': operator.le,\n    'sell': operator.ge,\n}\n\n\nclass App(object):\n    \"\"\" The trading game server application. \"\"\"\n\n    def __init__(self):\n        self._book_1 = dict()\n        self._book_2 = dict()\n        self._data_1 = order_book(read_csv(), self._book_1, 'ABC')\n        self._data_2 = order_book(read_csv(), self._book_2, 'DEF')\n        self._rt_start = datetime.now()\n        self._sim_start, _, _ = next(self._data_1)\n        self.read_10_first_lines()\n\n    @property\n    def _current_book_1(self):\n        for t, bids, asks in self._data_1:\n            if REALTIME:\n                while t > self._sim_start + (datetime.now() - self._rt_start):\n                    yield t, bids, asks\n            else:\n                yield t, bids, asks\n\n    @property\n    def _current_book_2(self):\n        for t, bids, asks in self._data_2:\n            if REALTIME:\n                while t > self._sim_start + (datetime.now() - self._rt_start):\n                    yield t, bids, asks\n            else:\n                yield t, bids, asks\n\n    def read_10_first_lines(self):\n        for _ in iter(range(10)):\n            next(self._data_1)\n            next(self._data_2)\n\n    @route('/query')\n    def handle_query(self, x):\n        \"\"\" Takes no arguments, and yields the current top of the book;  the\n            best bid and ask and their sizes\n        \"\"\"\n        try:\n            t1, bids1, asks1 = next(self._current_book_1)\n            t2, bids2, asks2 = next(self._current_book_2)\n        except Exception as e:\n            print(\"error getting stocks...reinitalizing app\")\n            self.__init__()\n            t1, bids1, asks1 = next(self._current_book_1)\n            t2, bids2, asks2 = next(self._current_book_2)\n        t = t1 if t1 > t2 else t2\n        print('Query received @ t%s' % t)\n        return [{\n            'id': x and x.get('id', None),\n            'stock': 'ABC',\n            'timestamp': str(t),\n            'top_bid': bids1 and {\n                'price': bids1[0][0],\n                'size': bids1[0][1]\n            },\n            'top_ask': asks1 and {\n                'price': asks1[0][0],\n                'size': asks1[0][1]\n            }\n        },\n            {\n                'id': x and x.get('id', None),\n                'stock': 'DEF',\n                'timestamp': str(t),\n                'top_bid': bids2 and {\n                    'price': bids2[0][0],\n                    'size': bids2[0][1]\n                },\n                'top_ask': asks2 and {\n                    'price': asks2[0][0],\n                    'size': asks2[0][1]\n                }\n            }]\n\n\n################################################################################\n#\n# Main\n\nif __name__ == '__main__':\n    if not os.path.isfile('test.csv'):\n        print(\"No data found, generating...\")\n        generate_csv()\n    run(App())\n"
  },
  {
    "path": "test.csv",
    "content": "2019-02-01 00:30:00.966511,ABC,buy,118.24,21\r\n2019-02-01 16:29:33.406644,DEF,buy,120.09,71\r\n2019-02-02 18:37:52.442361,ABC,buy,120.09,131\r\n2019-02-03 11:49:54.753944,ABC,buy,118.13,145\r\n2019-02-04 12:34:43.199076,ABC,sell,120.24,2\r\n2019-02-05 04:03:01.708103,DEF,buy,110.79,52\r\n2019-02-05 18:25:31.835007,ABC,buy,112.7,101\r\n2019-02-06 08:07:20.411698,ABC,buy,115.46,245\r\n2019-02-07 12:04:33.363229,DEF,buy,115.14,12\r\n2019-02-08 05:45:58.422127,DEF,sell,117.87,74\r\n2019-02-09 02:10:38.317086,ABC,buy,112.79,80\r\n2019-02-10 10:07:43.237974,ABC,sell,116.63,183\r\n2019-02-11 18:12:31.763344,ABC,buy,110.5,35\r\n2019-02-13 00:41:03.061658,DEF,sell,117.51,84\r\n2019-02-13 19:37:03.654348,DEF,buy,113.65,40\r\n2019-02-14 08:26:51.287677,DEF,buy,112.39,54\r\n2019-02-14 22:54:17.994967,DEF,sell,116.98,41\r\n2019-02-15 19:51:35.120133,DEF,sell,116.9,16\r\n2019-02-17 02:30:47.122289,ABC,buy,112.27,91\r\n2019-02-17 19:35:22.154753,DEF,sell,116.05,105\r\n2019-02-18 12:30:42.187256,DEF,buy,111.17,273\r\n2019-02-19 17:08:20.400814,ABC,buy,108.62,92\r\n2019-02-20 21:26:54.664490,ABC,sell,113.04,253\r\n2019-02-21 12:31:57.442982,DEF,sell,114.47,68\r\n2019-02-22 01:35:01.655558,DEF,buy,112.29,97\r\n2019-02-23 06:36:37.717586,ABC,buy,111.24,93\r\n2019-02-24 13:43:36.615682,ABC,sell,116.17,22\r\n2019-02-25 04:54:36.476134,ABC,buy,109.03,108\r\n2019-02-25 20:06:18.131320,ABC,buy,110.35,175\r\n2019-02-27 03:31:20.961622,ABC,sell,111.65,74\r\n2019-02-27 23:09:41.106498,ABC,buy,107.04,130\r\n2019-02-28 21:40:40.238896,DEF,sell,111.68,156\r\n2019-03-02 01:55:48.640233,ABC,sell,115.57,60\r\n2019-03-03 00:10:38.079285,DEF,sell,113.62,14\r\n2019-03-03 18:30:47.050607,ABC,buy,106.16,40\r\n2019-03-04 09:05:05.419473,ABC,buy,107.53,68\r\n2019-03-05 17:49:40.846183,ABC,sell,112.39,11\r\n2019-03-06 06:40:35.041441,ABC,buy,106.94,60\r\n2019-03-07 13:59:29.291951,ABC,buy,105.77,59\r\n2019-03-08 23:35:56.746472,ABC,buy,109.2,56\r\n2019-03-10 03:38:27.596382,ABC,sell,110.27,64\r\n2019-03-11 10:23:52.781283,ABC,buy,105.63,27\r\n2019-03-12 14:15:55.227949,DEF,sell,109.27,10\r\n2019-03-13 07:01:35.342559,ABC,buy,106.37,37\r\n2019-03-14 01:16:06.136558,DEF,sell,112.76,7\r\n2019-03-14 21:42:08.012696,ABC,buy,108.74,12\r\n2019-03-16 02:08:37.533436,ABC,buy,104.38,56\r\n2019-03-16 23:04:36.166315,DEF,sell,109.83,25\r\n2019-03-17 18:31:27.760441,ABC,buy,107.55,202\r\n2019-03-18 12:38:13.606208,ABC,sell,113.12,0\r\n2019-03-19 22:22:54.040153,DEF,sell,115.16,68\r\n2019-03-20 23:02:25.850131,ABC,buy,111.62,145\r\n2019-03-21 20:36:35.476887,DEF,sell,114.6,141\r\n2019-03-22 09:43:03.471379,ABC,sell,116.77,70\r\n2019-03-23 09:34:49.336990,DEF,buy,109.75,16\r\n2019-03-23 22:04:26.812142,DEF,buy,109.85,14\r\n2019-03-25 00:39:53.320423,ABC,sell,113.53,19\r\n2019-03-26 06:01:58.895705,ABC,buy,110.41,118\r\n2019-03-27 09:06:46.537723,ABC,sell,114.19,97\r\n2019-03-28 13:44:48.249941,DEF,sell,116.33,14\r\n2019-03-29 14:08:02.247788,ABC,buy,112.66,55\r\n2019-03-30 04:50:16.044901,DEF,sell,115.76,111\r\n2019-03-31 11:58:15.666679,DEF,sell,115.78,35\r\n2019-04-01 11:55:24.073957,DEF,buy,110.1,19\r\n2019-04-02 04:53:05.228984,ABC,sell,115.28,62\r\n2019-04-02 20:23:26.130366,DEF,buy,111.14,24\r\n2019-04-03 15:50:09.987424,ABC,buy,111.57,75\r\n2019-04-04 12:52:41.254838,DEF,buy,109.53,136\r\n2019-04-05 16:38:39.023546,ABC,buy,111.52,63\r\n2019-04-06 12:41:48.755998,DEF,buy,110.7,9\r\n2019-04-07 04:20:47.537559,ABC,buy,112.96,133\r\n2019-04-08 11:05:03.621711,DEF,buy,112.11,227\r\n2019-04-09 13:01:42.296983,DEF,sell,115.47,61\r\n2019-04-10 21:05:44.760840,DEF,buy,113.29,121\r\n2019-04-12 04:17:26.274648,ABC,buy,114.48,73\r\n2019-04-13 08:44:06.013282,DEF,sell,117.04,23\r\n2019-04-14 05:28:33.151392,ABC,buy,114.05,20\r\n2019-04-15 09:42:14.426547,DEF,sell,119.2,7\r\n2019-04-16 02:27:16.101261,ABC,sell,120.8,16\r\n2019-04-16 19:15:07.422371,ABC,buy,116.4,231\r\n2019-04-17 11:13:25.432400,DEF,sell,120.44,7\r\n2019-04-18 00:07:04.768087,DEF,buy,114.18,5\r\n2019-04-18 21:21:52.963034,DEF,buy,113.57,33\r\n2019-04-19 17:55:29.018736,ABC,buy,112.19,147\r\n2019-04-21 01:55:03.472619,DEF,buy,114.73,85\r\n2019-04-22 04:35:30.585456,DEF,buy,114.65,40\r\n2019-04-23 02:28:45.618826,DEF,buy,116.0,137\r\n2019-04-23 22:37:20.868606,ABC,sell,123.37,47\r\n2019-04-25 08:37:18.347364,DEF,buy,110.96,172\r\n2019-04-26 09:57:36.379367,DEF,sell,118.25,48\r\n2019-04-27 03:58:31.643303,ABC,sell,119.31,163\r\n2019-04-28 15:42:01.718765,ABC,buy,114.54,2\r\n2019-04-29 13:53:43.470320,ABC,sell,118.7,142\r\n2019-04-30 17:16:37.357174,DEF,sell,119.9,79\r\n2019-05-01 18:09:26.412464,DEF,sell,117.83,27\r\n2019-05-02 12:55:21.152408,ABC,sell,117.47,129\r\n2019-05-03 03:27:00.683917,DEF,buy,109.91,166\r\n2019-05-04 09:54:42.317726,DEF,buy,112.99,76\r\n2019-05-04 22:13:42.320289,ABC,sell,119.29,39\r\n2019-05-06 08:39:32.855590,DEF,sell,120.09,140\r\n2019-05-07 04:58:20.385951,DEF,buy,116.18,170\r\n2019-05-07 22:01:00.410529,ABC,sell,116.95,57\r\n2019-05-08 17:41:21.773503,DEF,buy,113.76,32\r\n2019-05-09 06:42:58.665282,ABC,buy,114.83,85\r\n2019-05-10 17:25:40.463745,ABC,buy,118.18,173\r\n2019-05-11 11:27:20.728437,ABC,sell,122.4,145\r\n2019-05-11 23:28:50.041898,ABC,buy,119.1,88\r\n2019-05-13 04:54:35.255504,ABC,buy,119.61,83\r\n2019-05-14 02:47:45.243607,DEF,buy,117.7,153\r\n2019-05-14 23:36:31.044770,ABC,buy,120.17,23\r\n2019-05-15 21:31:00.475836,ABC,buy,117.38,137\r\n2019-05-16 10:57:03.222613,ABC,buy,118.2,51\r\n2019-05-17 22:38:44.203711,ABC,buy,122.45,32\r\n2019-05-18 20:14:43.073412,DEF,sell,128.29,9\r\n2019-05-19 22:05:06.307934,DEF,buy,124.55,45\r\n2019-05-20 11:07:09.737387,ABC,buy,122.44,212\r\n2019-05-21 15:30:13.809274,DEF,sell,129.54,24\r\n2019-05-22 06:30:16.274013,DEF,buy,123.52,38\r\n2019-05-23 01:03:01.019365,DEF,buy,126.81,210\r\n2019-05-24 03:20:49.396787,ABC,sell,131.8,15\r\n2019-05-25 14:44:36.205029,DEF,buy,123.78,76\r\n2019-05-26 03:51:11.892198,ABC,buy,125.45,58\r\n2019-05-26 15:59:10.752224,DEF,buy,124.07,139\r\n2019-05-27 18:17:22.506216,DEF,buy,125.02,30\r\n2019-05-29 03:56:36.961704,DEF,buy,128.38,87\r\n2019-05-29 23:39:55.619075,ABC,sell,133.01,94\r\n2019-05-31 04:44:25.669327,ABC,buy,125.11,157\r\n2019-06-01 09:31:01.535043,DEF,sell,127.94,145\r\n2019-06-01 23:20:02.748345,DEF,buy,128.2,32\r\n2019-06-03 06:03:02.129228,ABC,sell,132.12,133\r\n2019-06-04 06:48:54.131871,DEF,buy,121.52,20\r\n2019-06-05 18:16:13.667974,DEF,buy,127.09,175\r\n2019-06-06 15:55:40.360587,ABC,sell,128.23,285\r\n2019-06-07 04:46:10.130650,DEF,buy,127.89,55\r\n2019-06-07 22:23:38.414203,ABC,buy,127.06,118\r\n2019-06-09 07:38:03.278759,DEF,buy,127.45,183\r\n2019-06-10 17:55:51.136003,ABC,sell,129.84,168\r\n2019-06-11 15:36:36.077084,DEF,buy,128.03,123\r\n2019-06-12 05:12:22.008019,DEF,sell,134.02,64\r\n2019-06-12 17:23:28.290442,ABC,sell,136.91,101\r\n2019-06-14 04:26:29.074847,ABC,sell,135.97,62\r\n2019-06-15 14:22:10.678774,DEF,buy,133.08,127\r\n2019-06-16 08:47:49.614759,ABC,sell,135.83,23\r\n2019-06-17 06:08:15.942386,DEF,buy,132.59,141\r\n2019-06-18 17:41:56.239316,DEF,buy,132.74,23\r\n2019-06-19 13:56:40.309747,DEF,sell,138.34,55\r\n2019-06-20 17:06:17.933853,ABC,buy,134.39,15\r\n2019-06-22 01:35:13.509672,DEF,buy,137.94,29\r\n2019-06-23 06:46:16.944986,DEF,buy,135.63,80\r\n2019-06-24 04:25:32.950446,ABC,buy,137.31,38\r\n2019-06-25 07:19:55.681960,DEF,buy,138.57,113\r\n2019-06-26 03:16:48.667914,DEF,sell,141.57,53\r\n2019-06-27 12:13:43.187161,ABC,sell,141.35,241\r\n2019-06-28 22:29:06.771417,ABC,sell,145.12,7\r\n2019-06-29 13:37:36.835703,ABC,sell,145.26,89\r\n2019-06-30 14:07:19.603768,ABC,sell,146.4,153\r\n2019-07-01 09:01:54.181301,ABC,buy,140.87,126\r\n2019-07-02 01:35:36.426830,ABC,buy,138.12,38\r\n2019-07-03 00:12:03.547053,ABC,sell,145.67,102\r\n2019-07-03 18:43:52.573942,DEF,buy,140.16,5\r\n2019-07-04 17:19:04.291722,DEF,sell,142.38,48\r\n2019-07-05 07:52:01.660000,DEF,buy,137.85,195\r\n2019-07-06 11:34:27.159495,ABC,sell,147.93,35\r\n2019-07-07 02:45:38.691866,DEF,sell,145.32,59\r\n2019-07-08 12:17:08.159629,ABC,sell,146.13,99\r\n2019-07-09 04:59:29.551436,ABC,buy,141.94,17\r\n2019-07-10 16:56:23.927825,ABC,buy,140.4,64\r\n2019-07-11 13:05:39.316353,DEF,buy,141.97,6\r\n2019-07-12 09:38:52.645459,DEF,sell,145.71,7\r\n2019-07-13 09:02:36.194082,DEF,buy,140.39,1\r\n2019-07-14 02:19:04.248606,ABC,sell,144.07,6\r\n2019-07-15 00:22:36.272503,ABC,sell,146.98,17\r\n2019-07-16 00:23:28.846209,DEF,sell,148.53,62\r\n2019-07-16 14:40:44.616201,DEF,sell,146.53,9\r\n2019-07-17 21:29:47.581678,ABC,sell,144.61,54\r\n2019-07-19 03:59:26.479899,DEF,sell,152.75,17\r\n2019-07-20 01:37:46.304516,ABC,sell,152.42,298\r\n2019-07-21 04:03:38.750854,DEF,sell,155.48,260\r\n2019-07-22 03:54:18.111829,ABC,buy,146.11,3\r\n2019-07-23 07:02:47.671106,DEF,sell,150.36,83\r\n2019-07-24 04:47:37.355947,DEF,buy,143.41,76\r\n2019-07-25 16:13:09.593154,DEF,buy,144.64,50\r\n2019-07-27 03:29:20.181943,ABC,buy,145.66,70\r\n2019-07-28 10:42:55.073195,DEF,buy,146.63,40\r\n2019-07-29 18:59:56.438486,DEF,buy,145.19,79\r\n2019-07-30 07:30:49.755254,DEF,sell,152.46,58\r\n2019-07-31 03:50:18.416632,ABC,buy,145.76,115\r\n2019-07-31 22:31:28.042738,ABC,buy,142.53,108\r\n2019-08-01 15:07:28.285327,ABC,buy,140.28,53\r\n2019-08-02 05:50:43.865510,DEF,sell,145.33,39\r\n2019-08-03 03:04:13.115818,ABC,buy,144.27,64\r\n2019-08-04 06:59:41.946799,DEF,buy,143.39,134\r\n2019-08-04 19:10:11.773469,DEF,buy,139.85,45\r\n2019-08-06 03:03:58.960013,DEF,sell,146.89,82\r\n2019-08-07 10:05:15.184090,DEF,sell,145.22,168\r\n2019-08-08 14:38:26.590661,DEF,sell,149.04,33\r\n2019-08-09 05:58:10.065983,ABC,sell,151.55,6\r\n2019-08-10 16:34:14.522054,ABC,sell,151.23,103\r\n2019-08-12 02:07:20.473439,ABC,sell,148.36,178\r\n2019-08-12 16:34:53.398896,ABC,buy,144.26,26\r\n2019-08-14 03:12:21.014012,DEF,buy,143.52,32\r\n2019-08-15 09:05:12.063866,DEF,sell,150.59,41\r\n2019-08-16 15:25:15.691706,DEF,sell,149.19,12\r\n2019-08-17 11:33:16.927968,ABC,buy,144.13,115\r\n2019-08-18 06:44:08.171191,DEF,sell,151.66,153\r\n2019-08-19 00:26:56.076273,ABC,sell,149.82,179\r\n2019-08-19 15:24:50.369502,DEF,buy,145.01,96\r\n2019-08-20 06:26:24.045528,DEF,sell,150.54,156\r\n2019-08-21 11:33:43.513404,ABC,buy,142.39,36\r\n2019-08-22 13:36:42.052751,DEF,sell,149.44,56\r\n2019-08-23 14:26:47.274807,ABC,buy,145.05,2\r\n2019-08-24 08:09:27.140593,ABC,buy,143.92,15\r\n2019-08-25 01:03:58.839078,ABC,buy,146.41,265\r\n2019-08-26 06:55:42.875330,ABC,buy,146.94,157\r\n2019-08-27 04:18:34.735112,ABC,sell,152.11,79\r\n2019-08-28 12:50:43.211209,ABC,sell,151.52,134\r\n2019-08-29 03:08:16.625251,DEF,sell,151.66,178\r\n2019-08-29 22:49:26.848892,DEF,buy,145.01,1\r\n2019-08-30 20:00:35.567127,DEF,sell,150.11,42\r\n2019-08-31 17:36:16.521351,ABC,sell,149.79,200\r\n2019-09-01 15:28:46.215146,ABC,buy,147.44,90\r\n2019-09-02 07:50:13.771205,ABC,buy,148.65,82\r\n2019-09-03 04:15:57.504749,ABC,sell,152.36,62\r\n2019-09-04 01:13:11.034031,DEF,sell,151.48,38\r\n2019-09-05 08:28:40.843427,ABC,sell,152.11,53\r\n2019-09-06 00:09:21.303824,DEF,buy,146.12,10\r\n2019-09-06 23:34:14.396449,DEF,sell,152.49,158\r\n2019-09-08 11:06:15.389266,DEF,sell,153.2,93\r\n2019-09-09 19:35:26.920010,ABC,buy,146.42,150\r\n2019-09-10 10:26:04.827613,DEF,sell,149.95,35\r\n2019-09-11 05:49:42.182254,DEF,sell,152.72,53\r\n2019-09-11 21:29:59.187137,ABC,sell,148.18,61\r\n2019-09-12 18:45:19.841229,DEF,buy,147.69,242\r\n2019-09-14 01:18:03.859110,DEF,buy,147.03,226\r\n2019-09-14 14:12:32.511221,DEF,buy,147.62,27\r\n2019-09-15 06:11:50.599202,DEF,buy,147.35,70\r\n2019-09-16 09:01:46.566870,ABC,sell,150.48,194\r\n2019-09-17 00:06:34.268150,DEF,buy,146.84,53\r\n2019-09-17 12:57:50.400888,ABC,buy,146.17,15\r\n2019-09-19 00:29:35.629326,ABC,sell,152.62,184\r\n2019-09-20 02:27:57.557369,ABC,sell,152.56,147\r\n2019-09-20 18:33:03.042245,DEF,sell,149.43,60\r\n2019-09-21 21:44:57.247947,ABC,sell,151.97,40\r\n2019-09-22 14:00:23.051818,DEF,sell,152.79,77\r\n2019-09-23 13:59:26.771946,DEF,sell,153.4,8\r\n2019-09-24 16:51:55.188192,ABC,sell,150.58,45\r\n2019-09-25 12:33:54.085644,DEF,buy,148.2,239\r\n2019-09-26 03:23:45.395720,ABC,sell,152.46,21\r\n2019-09-27 15:02:34.250253,ABC,sell,152.58,108\r\n2019-09-28 07:50:39.400793,DEF,buy,149.07,38\r\n2019-09-28 20:18:12.114080,ABC,buy,147.28,97\r\n2019-09-30 08:14:21.735486,DEF,sell,150.98,130\r\n2019-10-01 10:04:58.584849,ABC,buy,146.8,60\r\n2019-10-02 17:33:28.946601,ABC,buy,146.9,17\r\n2019-10-03 08:22:49.109896,DEF,buy,147.41,43\r\n2019-10-04 02:19:03.981575,ABC,sell,151.19,38\r\n2019-10-04 22:28:01.053118,DEF,sell,150.37,27\r\n2019-10-05 18:04:33.591615,ABC,sell,151.2,153\r\n2019-10-06 19:26:23.168662,DEF,buy,144.63,52\r\n2019-10-07 18:06:53.558940,ABC,sell,149.99,58\r\n2019-10-09 01:36:46.495874,DEF,sell,150.28,52\r\n2019-10-09 21:43:48.406167,DEF,buy,144.38,225\r\n2019-10-10 12:24:27.843886,DEF,sell,152.63,73\r\n2019-10-11 06:13:53.952253,ABC,buy,147.53,149\r\n2019-10-12 04:27:03.315268,DEF,buy,147.13,76\r\n2019-10-12 23:03:31.330192,DEF,sell,153.01,175\r\n2019-10-13 18:17:22.521683,ABC,sell,154.66,5\r\n2019-10-14 18:29:25.392694,ABC,buy,146.32,47\r\n2019-10-15 12:44:40.913731,ABC,sell,151.91,221\r\n2019-10-16 20:17:38.013756,DEF,sell,151.87,31\r\n2019-10-18 08:09:57.258085,DEF,buy,145.58,36\r\n2019-10-19 14:32:12.693153,ABC,sell,152.27,64\r\n2019-10-20 23:16:06.838369,ABC,sell,152.83,23\r\n2019-10-22 09:28:36.578717,ABC,sell,153.01,109\r\n2019-10-23 17:55:58.959351,DEF,sell,151.27,26\r\n2019-10-24 18:57:31.329529,DEF,sell,155.01,92\r\n2019-10-26 01:29:00.741244,DEF,sell,151.98,160\r\n2019-10-27 01:35:34.555412,ABC,sell,151.83,6\r\n2019-10-28 00:01:44.010975,DEF,buy,148.92,9\r\n2019-10-28 16:53:02.066552,DEF,sell,151.51,67\r\n2019-10-29 17:42:42.028127,ABC,buy,146.83,92\r\n2019-10-30 17:48:59.222056,ABC,buy,146.65,3\r\n2019-10-31 08:35:32.868524,ABC,buy,146.0,67\r\n2019-11-01 14:30:42.443700,DEF,buy,146.69,45\r\n2019-11-02 23:29:13.822874,ABC,buy,147.45,25\r\n2019-11-04 05:36:02.993955,DEF,sell,149.18,171\r\n2019-11-05 05:09:40.253337,DEF,buy,146.4,74\r\n2019-11-06 14:48:18.819584,DEF,buy,147.18,65\r\n2019-11-07 17:47:12.983357,DEF,buy,145.57,105\r\n2019-11-08 14:04:39.065372,DEF,sell,149.5,62\r\n2019-11-09 15:29:32.189657,DEF,sell,149.09,27\r\n2019-11-10 05:41:56.219594,DEF,buy,148.69,101\r\n2019-11-11 09:49:11.996183,DEF,sell,150.92,97\r\n2019-11-12 01:05:10.275872,ABC,sell,151.02,7\r\n2019-11-13 10:50:38.029670,ABC,sell,149.2,16\r\n2019-11-14 09:45:41.737007,ABC,sell,150.35,44\r\n2019-11-15 00:06:08.241208,DEF,sell,149.84,198\r\n2019-11-15 20:43:09.222486,DEF,sell,150.67,127\r\n2019-11-17 06:31:55.039853,ABC,buy,148.02,21\r\n2019-11-18 06:55:54.768701,ABC,buy,147.34,84\r\n2019-11-19 09:22:32.240298,ABC,sell,150.76,112\r\n2019-11-20 01:02:22.919502,ABC,sell,149.92,189\r\n2019-11-20 15:41:26.888820,DEF,buy,145.66,143\r\n2019-11-21 19:36:10.749684,ABC,sell,151.8,86\r\n2019-11-22 08:11:26.109300,ABC,sell,151.89,0\r\n2019-11-23 19:49:34.205741,DEF,buy,147.74,141\r\n2019-11-24 21:17:18.866234,ABC,sell,148.5,66\r\n2019-11-26 09:10:21.660282,DEF,buy,143.38,4\r\n2019-11-27 16:39:37.034404,DEF,buy,144.72,169\r\n2019-11-28 17:02:21.368631,ABC,sell,145.92,90\r\n2019-11-29 17:09:49.667946,ABC,buy,141.5,61\r\n2019-11-30 09:18:01.408249,ABC,buy,141.18,135\r\n2019-11-30 23:42:47.021902,ABC,buy,142.9,40\r\n2019-12-01 19:52:04.607887,ABC,buy,141.6,50\r\n2019-12-02 14:30:05.809809,DEF,buy,139.37,88\r\n2019-12-03 21:45:31.828134,DEF,sell,143.72,158\r\n2019-12-04 21:02:44.850173,DEF,buy,142.44,58\r\n2019-12-06 01:08:30.406967,ABC,sell,139.93,47\r\n2019-12-07 07:39:33.733221,ABC,sell,140.02,7\r\n2019-12-08 09:03:56.908377,DEF,sell,140.98,147\r\n2019-12-09 02:49:38.382594,ABC,buy,140.6,45\r\n2019-12-09 21:22:18.043324,DEF,sell,141.53,23\r\n2019-12-10 16:11:16.761970,ABC,sell,142.65,42\r\n2019-12-11 23:47:12.577798,DEF,sell,141.57,33\r\n2019-12-12 17:50:52.701763,DEF,buy,137.37,188\r\n2019-12-13 14:56:19.751690,DEF,buy,136.38,72\r\n2019-12-14 22:30:36.236938,DEF,sell,141.56,15\r\n2019-12-16 09:04:31.226950,ABC,sell,139.66,233\r\n2019-12-16 21:23:20.385642,DEF,buy,135.69,60\r\n2019-12-18 08:28:34.654300,ABC,buy,138.65,8\r\n2019-12-19 10:09:39.714313,DEF,sell,142.37,133\r\n2019-12-20 01:23:49.253222,ABC,buy,137.55,134\r\n2019-12-20 19:20:50.625308,ABC,sell,142.56,135\r\n2019-12-21 19:58:33.851193,ABC,sell,143.6,43\r\n2019-12-22 17:45:42.102989,ABC,sell,144.84,41\r\n2019-12-23 12:27:25.503619,ABC,sell,141.97,107\r\n2019-12-24 03:39:06.646835,DEF,sell,141.73,2\r\n2019-12-24 21:51:37.386945,ABC,sell,144.61,226\r\n2019-12-25 18:16:34.089004,DEF,sell,145.54,162\r\n2019-12-26 09:54:49.794693,DEF,sell,142.0,0\r\n2019-12-27 20:51:41.328747,ABC,sell,144.06,64\r\n2019-12-29 03:30:49.915927,DEF,buy,139.88,104\r\n2019-12-30 15:12:14.623705,DEF,sell,144.89,137\r\n2019-12-31 05:24:16.245877,ABC,buy,141.11,9\r\n2020-01-01 08:04:29.021195,DEF,sell,144.41,66\r\n2020-01-02 12:46:11.450500,DEF,sell,144.11,7\r\n2020-01-03 13:05:21.728279,ABC,buy,138.62,56\r\n2020-01-04 04:27:47.210948,ABC,sell,141.5,217\r\n2020-01-04 23:58:06.560175,DEF,buy,137.89,173\r\n2020-01-06 02:36:12.518124,DEF,buy,139.72,85\r\n2020-01-07 08:05:32.726370,ABC,sell,143.69,205\r\n2020-01-08 08:51:51.939638,DEF,sell,142.12,62\r\n2020-01-09 10:17:04.098355,DEF,sell,142.11,142\r\n2020-01-10 07:15:56.001890,ABC,buy,139.37,56\r\n2020-01-11 10:11:14.093955,ABC,sell,142.04,92\r\n2020-01-12 02:22:55.497325,ABC,buy,137.69,198\r\n2020-01-13 09:39:46.501455,ABC,buy,137.96,39\r\n2020-01-14 15:45:35.616131,DEF,buy,137.56,27\r\n2020-01-15 12:13:10.003038,ABC,buy,137.03,101\r\n2020-01-16 01:59:56.947895,DEF,sell,139.66,45\r\n2020-01-16 19:43:15.169704,ABC,buy,137.81,4\r\n2020-01-17 13:21:04.838348,ABC,sell,138.95,203\r\n2020-01-18 18:01:55.239443,DEF,sell,137.65,91\r\n2020-01-19 20:07:04.625411,ABC,sell,136.72,82\r\n2020-01-20 20:48:41.528047,ABC,buy,132.32,119\r\n2020-01-22 08:42:14.591094,DEF,sell,134.64,3\r\n2020-01-23 00:10:32.545444,DEF,sell,135.33,158\r\n2020-01-24 06:58:02.471912,DEF,sell,134.39,152\r\n2020-01-25 10:18:24.161512,ABC,buy,132.81,64\r\n2020-01-26 01:03:22.263458,DEF,buy,134.43,150\r\n2020-01-26 19:54:20.806665,DEF,sell,139.07,6\r\n2020-01-27 13:45:21.370554,ABC,sell,137.56,154\r\n2020-01-28 09:11:15.014497,DEF,buy,133.2,159\r\n2020-01-29 02:13:54.438680,ABC,sell,136.56,152\r\n2020-01-29 16:17:59.039199,DEF,sell,138.9,59\r\n2020-01-30 06:55:11.158342,DEF,buy,135.32,288\r\n2020-01-31 09:58:41.350958,DEF,sell,135.4,56\r\n2020-02-01 00:16:21.526178,ABC,buy,130.82,41\r\n2020-02-02 10:47:47.420986,DEF,sell,132.31,28\r\n2020-02-03 15:44:39.119071,ABC,buy,131.9,159\r\n2020-02-05 02:42:10.805304,DEF,sell,134.0,216\r\n2020-02-06 14:21:58.289290,ABC,buy,130.13,144\r\n2020-02-07 12:49:34.448742,DEF,buy,131.0,83\r\n2020-02-08 09:41:01.922889,ABC,buy,132.11,91\r\n2020-02-09 10:13:39.403488,DEF,sell,135.4,148\r\n2020-02-10 15:00:31.236576,DEF,sell,134.81,57\r\n2020-02-12 02:34:31.050450,ABC,buy,130.39,82\r\n2020-02-12 23:31:02.390711,ABC,sell,134.91,13\r\n2020-02-14 09:30:31.089353,DEF,sell,133.7,43\r\n2020-02-15 15:14:35.824625,ABC,sell,132.54,39\r\n2020-02-16 11:04:35.961514,DEF,buy,128.82,120\r\n2020-02-17 00:52:38.644194,ABC,buy,127.27,57\r\n2020-02-18 11:50:41.867743,ABC,buy,128.58,248\r\n2020-02-19 22:25:06.079293,ABC,sell,132.73,108\r\n2020-02-21 06:55:17.916969,DEF,buy,131.0,3\r\n2020-02-22 17:49:26.163364,DEF,sell,132.55,10\r\n2020-02-24 01:56:34.331627,ABC,buy,127.89,50\r\n2020-02-24 17:26:58.439144,DEF,buy,125.08,54\r\n2020-02-25 19:34:59.675583,ABC,sell,129.16,241\r\n2020-02-26 09:35:59.962100,ABC,buy,126.36,22\r\n2020-02-27 01:52:29.043564,ABC,sell,128.21,137\r\n2020-02-28 12:08:41.913198,ABC,sell,130.45,6\r\n2020-02-29 01:29:41.072469,ABC,sell,130.0,57\r\n2020-02-29 15:37:48.012903,ABC,sell,130.25,63\r\n2020-03-01 21:09:00.300707,ABC,sell,131.25,99\r\n2020-03-03 04:12:03.468618,DEF,sell,130.97,198\r\n2020-03-04 00:42:28.369708,DEF,sell,130.22,61\r\n2020-03-05 03:10:39.370586,ABC,buy,127.43,121\r\n2020-03-06 04:03:36.779682,DEF,buy,126.03,205\r\n2020-03-07 03:31:41.510136,ABC,buy,126.15,5\r\n2020-03-08 12:58:41.185930,ABC,buy,126.6,64\r\n2020-03-09 08:26:06.981541,DEF,buy,127.52,101\r\n2020-03-09 21:00:34.331684,DEF,buy,128.83,1\r\n2020-03-11 04:30:04.854084,ABC,buy,131.41,66\r\n2020-03-12 15:20:51.780073,DEF,sell,135.0,37\r\n2020-03-14 00:40:58.009144,ABC,sell,133.67,113\r\n2020-03-14 23:33:04.119272,DEF,buy,130.62,50\r\n2020-03-16 07:34:10.008498,ABC,buy,129.77,194\r\n2020-03-17 07:11:32.059053,DEF,buy,131.08,61\r\n2020-03-17 20:09:22.608194,ABC,buy,133.61,126\r\n2020-03-18 23:36:19.021289,ABC,buy,135.82,140\r\n2020-03-20 00:29:11.037802,DEF,buy,137.42,3\r\n2020-03-21 09:21:21.516028,DEF,buy,134.91,67\r\n2020-03-22 05:29:39.016806,ABC,sell,137.39,25\r\n2020-03-23 02:40:51.381952,DEF,sell,137.26,3\r\n2020-03-24 10:29:27.218283,ABC,sell,136.13,42\r\n2020-03-25 17:15:21.024745,DEF,sell,136.41,14\r\n2020-03-26 13:27:26.159282,DEF,buy,132.63,25\r\n2020-03-27 05:37:03.044155,DEF,sell,135.67,81\r\n2020-03-28 00:11:34.621312,ABC,sell,138.61,14\r\n2020-03-28 22:58:01.566486,DEF,sell,137.3,9\r\n2020-03-29 11:31:21.108673,DEF,buy,134.44,142\r\n2020-03-30 15:28:34.890661,DEF,buy,133.31,81\r\n2020-03-31 10:31:27.569305,DEF,sell,135.07,119\r\n2020-04-01 12:59:01.241598,DEF,buy,134.94,30\r\n2020-04-02 04:57:58.635332,DEF,sell,135.45,77\r\n2020-04-03 03:15:28.379371,DEF,buy,131.04,108\r\n2020-04-04 05:08:35.647714,DEF,sell,135.62,75\r\n2020-04-05 09:15:37.375667,ABC,buy,132.68,53\r\n2020-04-06 18:19:02.399983,ABC,buy,131.66,29\r\n2020-04-08 04:20:34.768440,ABC,sell,138.63,202\r\n2020-04-08 19:38:15.511325,ABC,sell,135.23,101\r\n2020-04-10 00:24:24.801399,ABC,sell,136.04,139\r\n2020-04-11 10:23:32.618744,ABC,buy,132.3,74\r\n2020-04-12 05:19:07.041174,ABC,sell,135.81,20\r\n2020-04-13 04:54:00.768030,DEF,buy,132.83,71\r\n2020-04-14 09:22:22.459286,DEF,buy,134.33,225\r\n2020-04-15 03:05:33.726289,DEF,buy,134.04,172\r\n2020-04-16 12:56:06.764705,ABC,sell,136.39,156\r\n2020-04-17 18:39:24.973103,DEF,buy,133.85,170\r\n2020-04-18 12:45:40.498632,ABC,buy,134.12,70\r\n2020-04-19 07:36:49.380143,DEF,buy,133.01,7\r\n2020-04-20 17:56:20.486915,ABC,buy,130.28,0\r\n2020-04-22 02:44:51.145294,DEF,sell,134.33,26\r\n2020-04-23 13:56:16.670102,ABC,buy,131.92,41\r\n2020-04-24 11:12:57.815497,DEF,buy,132.86,26\r\n2020-04-25 20:35:09.542041,DEF,buy,132.93,85\r\n2020-04-27 02:43:01.117950,DEF,sell,135.34,25\r\n2020-04-27 23:16:43.445135,ABC,buy,132.48,47\r\n2020-04-29 04:23:39.644623,ABC,buy,134.39,40\r\n2020-04-30 16:15:03.635462,ABC,buy,132.65,77\r\n2020-05-01 22:09:10.825776,DEF,buy,131.43,9\r\n2020-05-03 02:23:29.164802,DEF,sell,134.46,28\r\n2020-05-04 09:53:36.153276,DEF,sell,132.5,71\r\n2020-05-04 22:50:11.825373,ABC,sell,131.2,72\r\n2020-05-05 11:33:12.130632,DEF,sell,130.99,132\r\n2020-05-06 06:35:58.523532,ABC,buy,129.01,66\r\n2020-05-06 23:48:11.020231,ABC,sell,130.25,115\r\n2020-05-07 15:51:48.138843,DEF,sell,131.56,72\r\n2020-05-09 00:05:05.054775,ABC,sell,131.47,46\r\n2020-05-10 05:46:12.550763,DEF,sell,130.2,112\r\n2020-05-11 05:58:56.886138,DEF,buy,126.55,10\r\n2020-05-12 06:26:15.881957,DEF,buy,124.34,3\r\n2020-05-13 12:22:02.086260,DEF,buy,123.15,71\r\n2020-05-14 09:24:22.490910,DEF,sell,126.25,5\r\n2020-05-15 01:27:23.687095,DEF,sell,126.83,36\r\n2020-05-16 00:35:52.237621,ABC,sell,125.84,70\r\n2020-05-16 21:09:31.958083,ABC,sell,123.92,29\r\n2020-05-18 02:02:12.578094,DEF,sell,124.8,126\r\n2020-05-19 11:03:28.420471,ABC,sell,123.27,138\r\n2020-05-20 04:29:58.027985,DEF,buy,121.65,30\r\n2020-05-21 00:51:46.480736,DEF,buy,123.76,101\r\n2020-05-21 13:23:46.499756,DEF,buy,123.3,70\r\n2020-05-22 22:31:10.926553,ABC,sell,128.84,109\r\n2020-05-23 10:37:29.632318,ABC,buy,125.38,175\r\n2020-05-24 01:14:47.139924,DEF,sell,127.35,51\r\n2020-05-24 18:13:36.395073,ABC,sell,129.52,37\r\n2020-05-26 03:27:18.013193,DEF,sell,126.84,67\r\n2020-05-27 10:44:33.327606,ABC,buy,125.76,29\r\n2020-05-28 11:44:38.296613,DEF,sell,131.0,64\r\n2020-05-29 01:20:59.840169,ABC,buy,127.59,82\r\n2020-05-30 10:33:20.418294,DEF,sell,131.86,138\r\n2020-05-31 07:32:30.776366,ABC,sell,129.44,14\r\n2020-06-01 17:06:11.636984,DEF,buy,126.96,24\r\n2020-06-03 02:06:48.052171,ABC,sell,129.28,58\r\n2020-06-03 14:33:59.200641,DEF,sell,128.14,142\r\n2020-06-04 03:12:28.830566,ABC,buy,126.12,279\r\n2020-06-04 18:13:36.423394,DEF,buy,126.9,40\r\n2020-06-05 22:55:50.922403,DEF,sell,127.52,66\r\n2020-06-07 02:07:11.492616,DEF,sell,127.73,14\r\n2020-06-07 22:21:24.979990,DEF,sell,126.62,39\r\n2020-06-09 00:33:24.992573,ABC,buy,124.07,48\r\n2020-06-10 11:16:06.163047,DEF,buy,124.66,7\r\n2020-06-11 01:51:11.849586,DEF,buy,124.08,21\r\n2020-06-12 03:14:05.139082,ABC,buy,125.07,198\r\n2020-06-12 18:29:06.953386,DEF,sell,126.51,1\r\n2020-06-13 23:33:06.542991,DEF,buy,124.62,2\r\n2020-06-14 21:56:04.049079,DEF,sell,126.03,51\r\n2020-06-16 03:55:18.999235,ABC,sell,125.05,80\r\n2020-06-17 07:05:15.793769,DEF,sell,125.15,101\r\n2020-06-18 04:30:08.270672,ABC,buy,123.98,2\r\n2020-06-19 02:50:19.699892,ABC,buy,123.45,7\r\n2020-06-19 17:27:42.020439,DEF,buy,121.89,67\r\n2020-06-20 06:12:30.674699,ABC,buy,123.61,39\r\n2020-06-21 12:41:46.877725,DEF,sell,125.05,139\r\n2020-06-22 06:05:22.146894,DEF,buy,122.95,161\r\n2020-06-23 07:29:59.824055,ABC,buy,122.57,55\r\n2020-06-24 04:10:29.051035,ABC,sell,126.85,103\r\n2020-06-25 00:23:36.772399,ABC,sell,126.65,96\r\n2020-06-26 04:33:23.037957,ABC,buy,127.27,65\r\n2020-06-27 16:24:34.817022,DEF,sell,128.28,100\r\n2020-06-29 01:52:42.741314,ABC,sell,131.6,80\r\n2020-06-30 08:54:47.904138,DEF,sell,132.56,166\r\n2020-07-01 08:20:41.364188,ABC,buy,127.9,23\r\n2020-07-02 12:58:33.619933,ABC,sell,129.54,21\r\n2020-07-03 16:41:53.810106,DEF,buy,125.83,0\r\n2020-07-05 02:06:43.986193,ABC,sell,128.99,28\r\n2020-07-06 02:48:59.022591,DEF,buy,125.54,22\r\n2020-07-06 21:32:00.564465,ABC,buy,126.61,118\r\n2020-07-08 09:13:24.631751,DEF,sell,130.18,49\r\n2020-07-09 05:23:25.038269,ABC,buy,126.04,194\r\n2020-07-10 02:24:56.503888,ABC,buy,125.67,12\r\n2020-07-10 20:36:23.709153,DEF,buy,127.69,159\r\n2020-07-11 20:12:14.254790,DEF,sell,130.65,24\r\n2020-07-13 04:45:02.672653,ABC,buy,127.45,120\r\n2020-07-13 20:05:32.147020,ABC,sell,129.89,110\r\n2020-07-15 03:10:32.576700,ABC,buy,127.27,12\r\n2020-07-16 05:44:27.063993,DEF,sell,131.17,36\r\n2020-07-17 03:13:28.860035,ABC,buy,127.6,56\r\n2020-07-18 02:33:49.082958,ABC,sell,130.82,141\r\n2020-07-19 06:28:27.861161,DEF,buy,125.66,83\r\n2020-07-20 10:02:04.113666,ABC,sell,129.81,53\r\n2020-07-21 12:41:25.863254,ABC,buy,126.49,48\r\n2020-07-22 23:17:59.393307,ABC,sell,128.61,12\r\n2020-07-23 15:49:44.113466,DEF,sell,132.07,58\r\n2020-07-24 13:38:27.625819,DEF,buy,125.93,129\r\n2020-07-25 07:52:50.997227,DEF,buy,125.07,185\r\n2020-07-26 01:14:41.167628,ABC,sell,127.63,113\r\n2020-07-27 01:00:20.624661,DEF,buy,123.58,67\r\n2020-07-27 22:13:55.013416,DEF,buy,123.44,51\r\n2020-07-28 14:16:31.792301,DEF,sell,127.37,48\r\n2020-07-29 12:10:39.164814,DEF,sell,128.65,119\r\n2020-07-30 18:25:17.273546,ABC,sell,127.11,75\r\n2020-07-31 15:44:46.892615,DEF,buy,122.88,71\r\n2020-08-01 20:15:15.559460,DEF,sell,126.9,74\r\n2020-08-02 19:36:41.709307,ABC,buy,122.38,210\r\n2020-08-03 19:34:15.056973,ABC,sell,125.46,45\r\n2020-08-05 01:10:27.738687,ABC,sell,125.87,42\r\n2020-08-05 18:36:55.491272,DEF,buy,121.63,87\r\n2020-08-06 11:05:49.524126,ABC,sell,126.0,114\r\n2020-08-07 06:43:10.416193,DEF,sell,128.01,18\r\n2020-08-07 20:29:57.975905,ABC,sell,127.55,91\r\n2020-08-09 06:37:43.924074,DEF,buy,125.14,80\r\n2020-08-10 15:57:06.481301,DEF,buy,121.25,85\r\n2020-08-12 02:28:12.195248,ABC,buy,122.04,35\r\n2020-08-12 18:31:39.207810,ABC,buy,120.79,8\r\n2020-08-13 12:26:34.576155,DEF,sell,125.96,37\r\n2020-08-14 14:05:34.690714,ABC,buy,123.65,45\r\n2020-08-15 19:01:26.716254,ABC,buy,123.29,114\r\n2020-08-16 23:57:23.702950,DEF,sell,127.87,45\r\n2020-08-17 13:07:00.473569,ABC,buy,125.77,73\r\n2020-08-18 07:01:12.856649,DEF,buy,124.35,114\r\n2020-08-19 15:17:46.809991,DEF,sell,126.95,13\r\n2020-08-20 08:05:08.358697,DEF,buy,123.72,105\r\n2020-08-21 17:09:50.753097,DEF,buy,126.69,114\r\n2020-08-22 23:59:19.752681,ABC,buy,125.85,21\r\n2020-08-24 01:02:54.494601,ABC,buy,125.54,68\r\n2020-08-25 01:29:19.361943,ABC,sell,127.26,95\r\n2020-08-26 04:34:42.395297,DEF,sell,125.63,25\r\n2020-08-27 11:17:48.552328,DEF,sell,123.67,147\r\n2020-08-28 08:03:24.198157,ABC,sell,123.26,12\r\n2020-08-29 19:33:13.721604,ABC,sell,125.61,207\r\n2020-08-30 19:44:40.149046,DEF,buy,122.33,131\r\n2020-09-01 00:52:47.248633,ABC,sell,126.24,102\r\n2020-09-01 23:45:53.978412,ABC,sell,127.83,14\r\n2020-09-03 06:32:42.113118,ABC,sell,122.86,59\r\n2020-09-04 17:18:50.034668,ABC,sell,123.61,57\r\n2020-09-05 09:26:01.779347,DEF,buy,121.25,121\r\n2020-09-06 06:36:17.683962,ABC,buy,122.47,24\r\n2020-09-07 01:04:43.571093,DEF,sell,124.12,22\r\n2020-09-07 15:03:45.601642,ABC,buy,121.74,32\r\n2020-09-08 14:00:38.733405,ABC,buy,121.4,40\r\n2020-09-09 08:43:40.880251,DEF,buy,123.33,15\r\n2020-09-10 00:48:17.343375,DEF,sell,128.63,162\r\n2020-09-10 17:04:21.894764,DEF,sell,129.08,2\r\n2020-09-11 17:28:50.024087,DEF,buy,127.28,21\r\n2020-09-12 08:14:22.363868,ABC,sell,130.66,69\r\n2020-09-13 11:46:09.408750,ABC,sell,131.7,3\r\n2020-09-14 16:34:49.835274,ABC,sell,131.79,159\r\n2020-09-16 03:53:08.101351,DEF,buy,125.95,3\r\n2020-09-16 16:07:07.667319,DEF,buy,124.15,100\r\n2020-09-17 09:20:25.207493,DEF,buy,126.45,207\r\n2020-09-18 11:19:26.897546,ABC,buy,128.48,217\r\n2020-09-19 12:02:58.805873,ABC,buy,126.05,83\r\n2020-09-20 08:46:33.356347,ABC,buy,126.11,10\r\n2020-09-21 17:01:16.487348,DEF,sell,128.16,110\r\n2020-09-22 15:26:41.222271,DEF,sell,129.23,102\r\n2020-09-23 21:54:37.284992,ABC,sell,130.04,28\r\n2020-09-24 19:33:54.361278,DEF,sell,130.72,83\r\n2020-09-25 18:22:55.061476,ABC,buy,128.09,92\r\n2020-09-27 03:16:52.927025,ABC,buy,127.75,114\r\n2020-09-27 15:39:47.327081,DEF,sell,130.01,50\r\n2020-09-28 08:23:45.140760,ABC,sell,130.16,86\r\n2020-09-28 21:44:42.442398,DEF,buy,127.44,143\r\n2020-09-30 03:28:54.875096,DEF,buy,128.27,18\r\n2020-10-01 07:36:25.313724,ABC,buy,126.66,52\r\n2020-10-02 00:49:32.959149,DEF,sell,126.69,135\r\n2020-10-03 02:03:04.056650,DEF,buy,126.6,63\r\n2020-10-04 05:44:36.441120,ABC,buy,124.46,216\r\n2020-10-04 20:06:50.970842,DEF,buy,124.3,79\r\n2020-10-05 10:32:56.551653,DEF,buy,123.18,133\r\n2020-10-06 15:37:00.045598,DEF,buy,122.32,134\r\n2020-10-07 21:11:05.684729,ABC,sell,127.45,177\r\n2020-10-08 23:18:08.759006,DEF,sell,126.94,54\r\n2020-10-10 09:43:32.213339,DEF,buy,125.41,152\r\n2020-10-11 13:09:57.231102,ABC,sell,128.37,72\r\n2020-10-12 16:17:28.052139,ABC,buy,125.43,93\r\n2020-10-13 16:42:31.254255,ABC,buy,124.18,28\r\n2020-10-14 20:34:33.256678,DEF,sell,126.55,41\r\n2020-10-15 16:40:12.322651,DEF,sell,126.7,21\r\n2020-10-16 12:19:43.942588,ABC,buy,124.88,13\r\n2020-10-17 23:12:50.912586,DEF,buy,124.74,16\r\n2020-10-18 17:12:32.751737,ABC,buy,126.74,81\r\n2020-10-19 15:10:29.248084,ABC,buy,125.2,58\r\n2020-10-20 09:48:28.540525,ABC,sell,127.44,95\r\n2020-10-21 01:46:52.493647,DEF,sell,127.87,22\r\n2020-10-21 23:07:46.581980,DEF,sell,129.44,3\r\n2020-10-22 14:57:38.265245,ABC,sell,128.68,46\r\n2020-10-23 12:54:09.915104,DEF,buy,126.42,3\r\n2020-10-24 03:43:46.959181,DEF,buy,126.15,15\r\n2020-10-25 02:01:21.911811,ABC,buy,124.37,107\r\n2020-10-25 16:42:04.207971,ABC,buy,125.48,104\r\n2020-10-26 18:04:24.843063,ABC,sell,129.53,129\r\n2020-10-27 22:25:26.858150,ABC,sell,128.76,152\r\n2020-10-29 03:22:50.378063,ABC,buy,122.9,36\r\n2020-10-29 17:37:52.454426,ABC,buy,120.76,24\r\n2020-10-30 10:51:28.766204,ABC,sell,124.12,200\r\n2020-10-31 01:43:15.195557,ABC,buy,121.55,89\r\n2020-11-01 12:49:28.429366,ABC,sell,123.22,96\r\n2020-11-02 16:24:50.866723,DEF,buy,119.17,29\r\n2020-11-03 21:11:05.126328,ABC,sell,122.59,152\r\n2020-11-04 19:49:55.852007,DEF,sell,122.71,55\r\n2020-11-05 23:10:28.276817,ABC,sell,119.58,28\r\n2020-11-06 14:25:41.278962,DEF,buy,118.25,10\r\n2020-11-07 14:59:27.841074,DEF,sell,122.24,43\r\n2020-11-08 21:11:09.626852,DEF,sell,120.15,58\r\n2020-11-10 05:31:06.659580,ABC,buy,118.2,146\r\n2020-11-10 22:10:06.302198,DEF,buy,118.97,202\r\n2020-11-11 21:01:30.541409,DEF,sell,120.19,34\r\n2020-11-12 19:09:01.405088,DEF,buy,118.92,23\r\n2020-11-13 11:54:26.443620,DEF,sell,124.34,83\r\n2020-11-14 00:01:20.778598,ABC,sell,123.83,19\r\n2020-11-14 14:33:30.935971,ABC,sell,123.88,88\r\n2020-11-15 16:59:31.381572,ABC,buy,117.78,59\r\n2020-11-16 11:33:05.037229,ABC,buy,119.16,56\r\n2020-11-17 00:11:13.274292,DEF,buy,119.92,107\r\n2020-11-18 07:41:41.259854,ABC,buy,118.9,33\r\n2020-11-19 19:35:33.903451,ABC,buy,119.98,33\r\n2020-11-20 16:55:36.151619,ABC,buy,117.94,33\r\n2020-11-21 23:48:26.585315,ABC,sell,121.33,61\r\n2020-11-23 02:41:19.685302,DEF,buy,120.1,7\r\n2020-11-23 23:24:53.684065,ABC,buy,120.25,55\r\n2020-11-24 18:42:13.948405,DEF,sell,123.91,213\r\n2020-11-25 15:23:55.487930,DEF,buy,121.74,109\r\n2020-11-26 20:36:21.667343,DEF,buy,119.2,46\r\n2020-11-28 05:38:25.363005,ABC,buy,116.48,167\r\n2020-11-29 14:26:25.029210,ABC,sell,121.65,75\r\n2020-12-01 01:44:18.529028,ABC,sell,122.92,25\r\n2020-12-02 02:47:46.469036,DEF,buy,118.94,123\r\n2020-12-02 15:26:17.060808,ABC,buy,118.03,147\r\n2020-12-03 14:52:01.629276,DEF,sell,121.91,37\r\n2020-12-04 08:08:01.271633,DEF,sell,123.11,73\r\n2020-12-05 16:30:27.725633,DEF,buy,118.09,41\r\n2020-12-06 11:32:22.140443,ABC,sell,123.05,79\r\n2020-12-07 01:13:30.796687,ABC,sell,126.22,112\r\n2020-12-08 11:07:32.564828,DEF,buy,120.03,109\r\n2020-12-09 03:59:44.285463,ABC,buy,117.59,188\r\n2020-12-09 21:27:26.647342,ABC,sell,122.52,73\r\n2020-12-11 06:55:06.649551,ABC,buy,121.11,27\r\n2020-12-11 22:27:54.300770,DEF,buy,119.41,63\r\n2020-12-13 09:59:59.141633,ABC,buy,122.25,131\r\n2020-12-14 00:34:14.748964,DEF,buy,123.23,102\r\n2020-12-14 20:13:26.952904,DEF,sell,127.58,149\r\n2020-12-15 22:34:07.058778,DEF,buy,123.43,129\r\n2020-12-17 01:14:40.897168,DEF,buy,125.64,92\r\n2020-12-17 14:28:32.276938,ABC,sell,125.15,309\r\n2020-12-18 07:30:59.061966,DEF,sell,127.13,29\r\n2020-12-19 13:05:55.780565,ABC,buy,120.76,48\r\n2020-12-20 14:36:43.585436,ABC,buy,120.58,100\r\n2020-12-21 03:33:21.919410,ABC,buy,120.83,29\r\n2020-12-22 11:49:26.761682,DEF,buy,119.26,44\r\n2020-12-23 09:00:45.378770,ABC,sell,124.14,22\r\n2020-12-24 03:03:14.104504,DEF,buy,118.8,16\r\n2020-12-24 15:23:26.548499,DEF,sell,127.65,51\r\n2020-12-25 11:33:19.260163,ABC,sell,125.06,114\r\n2020-12-26 19:36:54.776772,ABC,buy,121.71,23\r\n2020-12-27 20:56:24.035359,ABC,buy,118.53,34\r\n2020-12-28 18:05:15.813060,DEF,buy,119.8,18\r\n2020-12-29 10:21:43.634993,ABC,buy,118.92,173\r\n2020-12-29 23:38:52.139688,ABC,buy,118.39,85\r\n2020-12-31 05:02:16.288474,DEF,buy,116.78,166\r\n2021-01-01 15:17:33.686096,DEF,sell,118.91,168\r\n2021-01-03 02:22:52.821719,ABC,sell,118.35,70\r\n2021-01-04 00:48:18.360331,DEF,buy,113.83,0\r\n2021-01-04 17:54:08.620296,DEF,buy,114.1,200\r\n2021-01-05 12:46:15.092123,DEF,buy,113.91,16\r\n2021-01-06 02:11:05.578544,ABC,buy,115.23,69\r\n2021-01-07 13:09:45.566190,DEF,sell,118.01,88\r\n2021-01-08 06:21:10.003102,ABC,buy,112.51,109\r\n2021-01-08 23:31:54.673983,DEF,sell,116.39,10\r\n2021-01-10 04:44:38.021154,DEF,sell,114.4,62\r\n2021-01-11 15:51:29.192791,ABC,sell,113.51,129\r\n2021-01-13 01:43:07.240912,DEF,buy,107.88,35\r\n2021-01-14 08:18:15.355938,ABC,buy,108.94,13\r\n2021-01-15 13:20:42.715500,DEF,sell,114.24,250\r\n2021-01-16 17:25:22.252359,DEF,buy,109.96,88\r\n2021-01-17 16:39:18.720092,ABC,sell,114.8,14\r\n2021-01-18 05:56:10.165344,ABC,sell,115.84,7\r\n2021-01-19 01:01:00.463279,ABC,buy,112.64,153\r\n2021-01-19 14:56:48.596338,ABC,sell,115.54,31\r\n2021-01-20 23:52:09.918983,ABC,buy,112.95,53\r\n2021-01-21 12:00:32.603328,DEF,buy,113.27,109\r\n2021-01-22 23:22:27.288500,DEF,buy,111.0,119\r\n2021-01-24 04:12:45.505914,DEF,buy,109.82,29\r\n2021-01-25 13:59:48.774501,DEF,buy,108.82,35\r\n2021-01-26 17:06:32.296159,ABC,sell,113.49,41\r\n2021-01-27 20:02:06.444530,ABC,buy,107.78,20\r\n2021-01-28 17:48:41.180312,DEF,buy,107.1,8\r\n2021-01-29 22:40:20.596819,DEF,sell,109.88,69\r\n2021-01-31 04:35:14.320930,DEF,buy,107.27,48\r\n2021-02-01 07:34:15.329402,ABC,sell,109.39,215\r\n2021-02-02 17:56:29.719959,DEF,sell,107.29,127\r\n2021-02-03 19:54:25.069360,ABC,buy,104.43,89\r\n2021-02-04 14:52:45.225247,DEF,buy,106.45,7\r\n2021-02-05 18:21:17.103384,DEF,buy,103.85,14\r\n2021-02-06 07:51:38.025965,ABC,buy,102.89,181\r\n2021-02-07 18:41:17.358823,ABC,buy,104.04,75\r\n2021-02-08 19:25:06.228589,DEF,buy,104.29,49\r\n2021-02-10 05:41:10.017342,ABC,sell,109.53,147\r\n2021-02-11 07:36:12.511603,ABC,buy,105.48,74\r\n2021-02-12 18:50:51.674623,DEF,sell,110.58,113\r\n2021-02-14 05:27:05.587898,DEF,sell,106.38,26\r\n2021-02-15 06:51:02.102883,DEF,buy,104.42,70\r\n2021-02-16 00:36:18.096018,ABC,buy,101.66,63\r\n2021-02-16 14:45:18.566394,DEF,sell,107.77,15\r\n2021-02-17 02:49:50.327176,ABC,buy,103.38,25\r\n2021-02-17 21:50:51.738951,DEF,sell,104.32,202\r\n2021-02-18 13:13:44.524198,DEF,buy,101.18,35\r\n2021-02-19 21:24:14.954714,ABC,buy,100.68,58\r\n2021-02-21 01:46:40.357696,DEF,buy,102.14,98\r\n2021-02-21 19:44:00.236779,DEF,sell,105.75,119\r\n2021-02-22 09:53:34.936695,DEF,sell,104.84,40\r\n2021-02-23 07:36:41.546628,DEF,sell,107.11,125\r\n2021-02-23 23:41:33.616709,DEF,sell,103.21,68\r\n2021-02-24 23:38:52.603776,DEF,sell,103.56,56\r\n2021-02-25 15:20:48.498561,ABC,buy,102.18,135\r\n2021-02-26 15:03:55.703114,ABC,sell,109.36,100\r\n2021-02-27 07:23:29.941885,ABC,buy,104.05,159\r\n2021-02-28 12:27:15.318184,ABC,buy,103.02,151\r\n2021-03-01 14:25:07.540528,DEF,buy,103.06,114\r\n2021-03-02 07:57:26.220017,DEF,buy,102.64,130\r\n2021-03-03 15:46:28.070335,DEF,buy,102.02,11\r\n2021-03-05 03:10:34.239690,DEF,buy,104.01,69\r\n2021-03-05 17:17:05.980588,ABC,sell,106.76,126\r\n2021-03-07 02:31:34.746168,DEF,buy,104.84,129\r\n2021-03-07 20:34:46.966059,DEF,buy,106.69,25\r\n2021-03-08 22:46:23.756738,ABC,buy,106.75,91\r\n2021-03-09 19:03:34.309904,ABC,buy,107.73,18\r\n2021-03-10 10:30:49.545860,DEF,buy,106.38,90\r\n2021-03-11 08:07:51.938629,DEF,buy,108.46,8\r\n2021-03-12 19:48:38.799806,ABC,sell,112.87,24\r\n2021-03-13 17:10:52.261999,ABC,buy,109.44,121\r\n2021-03-15 02:05:00.431031,ABC,buy,110.34,18\r\n2021-03-15 15:10:20.976124,DEF,sell,113.44,40\r\n2021-03-16 09:20:30.880122,ABC,sell,114.38,208\r\n2021-03-17 03:01:59.531501,DEF,sell,114.4,27\r\n2021-03-17 16:14:52.771750,DEF,buy,110.26,97\r\n2021-03-18 13:50:22.474474,DEF,buy,105.35,86\r\n2021-03-19 11:31:27.985223,ABC,sell,108.96,108\r\n2021-03-20 06:47:59.735685,DEF,buy,108.12,41\r\n2021-03-21 16:05:32.953119,ABC,sell,113.1,41\r\n2021-03-22 16:05:51.120872,ABC,buy,108.92,13\r\n2021-03-23 16:44:01.959779,DEF,sell,114.75,55\r\n2021-03-24 22:47:53.453842,DEF,buy,111.19,93\r\n2021-03-26 01:18:01.997170,DEF,sell,115.52,238\r\n2021-03-27 06:18:13.207451,ABC,buy,113.76,46\r\n2021-03-28 15:00:12.824001,ABC,sell,115.39,3\r\n2021-03-29 10:08:38.026485,ABC,buy,114.09,117\r\n2021-03-30 21:02:34.087408,DEF,sell,116.42,23\r\n2021-04-01 01:58:54.457532,ABC,buy,113.76,199\r\n2021-04-02 02:14:37.150150,DEF,sell,118.64,113\r\n2021-04-02 23:01:49.947526,ABC,buy,114.51,43\r\n2021-04-03 16:26:29.455556,DEF,buy,115.4,10\r\n2021-04-04 15:35:26.424528,ABC,sell,119.59,102\r\n2021-04-05 16:51:46.699822,ABC,sell,115.87,190\r\n2021-04-06 09:24:24.095421,ABC,sell,116.85,70\r\n2021-04-07 00:20:18.915432,ABC,sell,118.7,106\r\n2021-04-07 13:38:40.296385,DEF,buy,116.2,78\r\n2021-04-08 07:53:12.242649,DEF,buy,117.5,96\r\n2021-04-08 22:23:29.192739,ABC,buy,116.42,83\r\n2021-04-10 00:07:24.341756,DEF,sell,117.0,82\r\n2021-04-10 20:28:49.437393,DEF,sell,118.44,175\r\n2021-04-11 09:23:44.781436,DEF,sell,117.55,78\r\n2021-04-12 12:53:41.167397,ABC,sell,116.31,13\r\n2021-04-13 12:05:59.676897,DEF,buy,113.76,21\r\n2021-04-14 05:10:53.945865,ABC,buy,114.3,75\r\n2021-04-15 15:13:28.700392,ABC,sell,116.07,20\r\n2021-04-16 08:47:15.196973,ABC,buy,115.36,42\r\n2021-04-17 11:27:00.058610,ABC,sell,119.34,8\r\n2021-04-18 08:34:29.626946,DEF,buy,115.89,72\r\n2021-04-19 16:14:23.907597,ABC,buy,115.56,31\r\n2021-04-20 22:09:58.292767,ABC,buy,115.66,9\r\n2021-04-21 20:27:08.653027,ABC,sell,118.99,24\r\n2021-04-23 01:22:07.257668,ABC,buy,115.71,43\r\n2021-04-24 08:45:21.210176,ABC,sell,120.56,58\r\n2021-04-25 11:02:37.794321,ABC,buy,116.22,37\r\n2021-04-26 08:30:48.846698,ABC,sell,120.8,34\r\n2021-04-27 10:10:48.258888,ABC,sell,119.12,63\r\n2021-04-28 13:52:47.924229,DEF,buy,116.83,51\r\n2021-04-29 17:00:15.901014,ABC,sell,119.06,18\r\n2021-05-01 00:19:26.922539,ABC,buy,115.83,36\r\n2021-05-02 08:38:40.777967,DEF,sell,119.46,34\r\n2021-05-03 18:29:48.129340,DEF,buy,118.37,103\r\n2021-05-05 03:24:20.363101,DEF,buy,116.57,150\r\n2021-05-06 14:34:58.840875,ABC,buy,116.91,243\r\n2021-05-07 08:22:41.316448,ABC,buy,115.47,15\r\n2021-05-08 06:59:43.124206,ABC,buy,117.1,64\r\n2021-05-09 08:28:38.040660,DEF,buy,118.18,117\r\n2021-05-10 16:42:04.305276,DEF,sell,121.52,112\r\n2021-05-11 21:32:41.364344,ABC,buy,117.38,38\r\n2021-05-13 01:01:38.332890,DEF,buy,116.71,3\r\n2021-05-13 13:55:44.819401,ABC,sell,118.31,117\r\n2021-05-14 09:29:56.638733,DEF,sell,118.7,37\r\n2021-05-15 00:34:12.052547,ABC,sell,117.57,153\r\n2021-05-15 17:57:39.995869,DEF,sell,118.42,59\r\n2021-05-16 13:29:17.093242,ABC,buy,112.97,148\r\n2021-05-17 07:33:10.410936,ABC,sell,115.7,75\r\n2021-05-18 07:22:37.527686,DEF,buy,113.53,57\r\n2021-05-19 00:38:18.937402,DEF,sell,116.02,209\r\n2021-05-19 15:04:53.077144,DEF,sell,118.36,132\r\n2021-05-20 08:52:01.026407,DEF,sell,117.83,83\r\n2021-05-21 02:14:39.834657,DEF,sell,116.9,162\r\n2021-05-21 18:43:37.691569,DEF,sell,115.9,39\r\n2021-05-22 22:14:13.713722,DEF,buy,113.81,46\r\n2021-05-23 18:07:46.454445,DEF,buy,111.77,96\r\n2021-05-24 19:04:27.206707,DEF,sell,115.3,68\r\n2021-05-25 15:04:26.744248,DEF,sell,114.39,4\r\n2021-05-26 04:06:59.937896,ABC,buy,112.01,3\r\n2021-05-27 13:50:59.521234,ABC,buy,112.33,95\r\n2021-05-28 05:38:55.585054,DEF,sell,114.74,303\r\n2021-05-29 00:39:09.031210,ABC,sell,112.87,16\r\n2021-05-30 12:30:58.748033,ABC,sell,112.95,74\r\n2021-05-31 14:10:45.160668,DEF,buy,111.7,29\r\n2021-06-01 07:35:58.329524,DEF,sell,113.98,173\r\n2021-06-02 02:19:03.517992,ABC,buy,113.66,48\r\n2021-06-02 15:46:49.635860,DEF,buy,114.0,133\r\n2021-06-03 09:55:01.099800,ABC,buy,113.51,37\r\n2021-06-03 22:44:38.681861,ABC,buy,113.23,97\r\n2021-06-05 08:04:53.206870,ABC,buy,113.43,59\r\n2021-06-06 04:33:18.818918,DEF,buy,112.87,51\r\n2021-06-07 01:43:20.576320,ABC,sell,115.97,11\r\n2021-06-08 02:54:57.007463,ABC,buy,113.87,7\r\n2021-06-09 07:32:23.568059,DEF,buy,114.52,81\r\n2021-06-10 18:04:38.215573,ABC,sell,116.53,43\r\n2021-06-12 02:36:43.296628,DEF,buy,113.66,183\r\n2021-06-13 05:19:24.199658,DEF,buy,112.77,3\r\n2021-06-14 12:32:07.904860,DEF,sell,116.09,53\r\n2021-06-15 20:46:13.375458,ABC,sell,115.3,9\r\n2021-06-16 22:03:57.935610,ABC,buy,112.73,17\r\n2021-06-18 07:30:27.650440,ABC,sell,115.63,3\r\n2021-06-19 07:19:04.884789,ABC,sell,115.33,89\r\n2021-06-20 08:53:32.551015,DEF,sell,113.29,87\r\n2021-06-21 09:39:42.410464,ABC,sell,113.99,99\r\n2021-06-22 06:05:21.199590,ABC,buy,113.04,38\r\n2021-06-23 16:09:43.335051,DEF,sell,114.18,8\r\n2021-06-25 03:45:20.939413,ABC,buy,110.96,152\r\n2021-06-26 03:37:22.175790,DEF,buy,110.62,74\r\n2021-06-27 01:43:23.891805,DEF,buy,110.11,121\r\n2021-06-27 14:18:11.695961,ABC,buy,108.33,68\r\n2021-06-28 16:42:31.469368,ABC,sell,110.3,67\r\n2021-06-30 04:34:25.897292,ABC,buy,107.63,22\r\n2021-07-01 03:31:58.338631,DEF,buy,106.74,16\r\n2021-07-02 11:09:04.634832,DEF,buy,107.35,90\r\n2021-07-03 19:11:51.493674,ABC,buy,106.03,112\r\n2021-07-05 02:45:20.576031,ABC,buy,105.97,52\r\n2021-07-06 09:11:50.193342,ABC,buy,104.16,167\r\n2021-07-07 16:19:42.870636,DEF,buy,103.36,103\r\n2021-07-08 06:57:08.983589,DEF,sell,105.32,108\r\n2021-07-09 05:30:43.141380,DEF,sell,107.47,48\r\n2021-07-10 17:13:34.171900,ABC,buy,103.19,240\r\n2021-07-11 07:39:38.589498,DEF,sell,106.71,6\r\n2021-07-11 20:18:39.643145,DEF,buy,104.28,58\r\n2021-07-12 08:56:15.008979,ABC,sell,106.57,143\r\n2021-07-13 01:53:39.350438,ABC,sell,107.65,124\r\n2021-07-13 17:32:19.036973,DEF,buy,103.08,140\r\n2021-07-14 14:01:08.136126,ABC,sell,106.91,167\r\n2021-07-15 18:35:58.661642,DEF,buy,102.61,184\r\n2021-07-16 20:09:11.492705,DEF,sell,106.61,69\r\n2021-07-17 18:37:30.973652,ABC,sell,105.22,29\r\n2021-07-18 07:38:17.933011,DEF,buy,103.13,16\r\n2021-07-18 23:11:28.043532,ABC,sell,106.21,9\r\n2021-07-20 10:16:13.087554,DEF,buy,103.64,64\r\n2021-07-21 10:22:02.000096,ABC,sell,105.16,96\r\n2021-07-22 06:22:31.942938,DEF,sell,103.41,139\r\n2021-07-23 05:35:10.791578,DEF,buy,103.07,25\r\n2021-07-24 14:29:48.537046,DEF,buy,101.08,16\r\n2021-07-25 12:39:24.705962,DEF,sell,103.42,127\r\n2021-07-26 02:38:44.737872,ABC,buy,101.16,68\r\n2021-07-27 00:24:06.187586,ABC,sell,104.48,74\r\n2021-07-28 06:57:57.924589,ABC,sell,104.79,143\r\n2021-07-29 14:29:36.859700,ABC,buy,102.14,35\r\n2021-07-30 05:15:39.184013,DEF,sell,105.2,183\r\n2021-07-30 19:57:54.200416,DEF,buy,104.01,64\r\n2021-08-01 01:58:24.849062,DEF,sell,107.71,19\r\n2021-08-02 10:26:48.862316,DEF,sell,108.02,125\r\n2021-08-03 11:51:28.623708,ABC,sell,109.31,55\r\n2021-08-04 23:44:40.838242,DEF,buy,105.94,77\r\n2021-08-05 16:18:33.742475,DEF,buy,103.47,45\r\n2021-08-07 03:28:41.148923,DEF,buy,105.45,199\r\n2021-08-08 14:09:34.020093,ABC,buy,106.07,20\r\n2021-08-09 08:03:53.785233,ABC,buy,105.01,54\r\n2021-08-09 21:39:03.967777,DEF,buy,107.66,40\r\n2021-08-10 22:13:57.384612,ABC,buy,106.62,124\r\n2021-08-12 08:27:45.885898,DEF,sell,108.54,7\r\n2021-08-13 19:50:23.061267,ABC,buy,105.09,44\r\n2021-08-14 18:11:39.379822,DEF,sell,108.07,219\r\n2021-08-16 02:53:47.101961,ABC,buy,107.32,97\r\n2021-08-17 10:23:42.767114,DEF,sell,108.71,34\r\n2021-08-18 11:08:25.725296,ABC,sell,109.87,13\r\n2021-08-19 14:48:15.240401,ABC,buy,107.92,173\r\n2021-08-20 17:49:26.852486,DEF,sell,110.13,26\r\n2021-08-22 02:52:27.091048,ABC,sell,107.97,84\r\n2021-08-22 23:56:51.500671,DEF,buy,106.43,13\r\n2021-08-23 22:57:08.105251,ABC,sell,111.93,33\r\n2021-08-25 01:53:37.636808,ABC,sell,110.59,3\r\n2021-08-25 21:48:16.527683,DEF,buy,106.42,146\r\n2021-08-26 15:35:48.429742,ABC,sell,109.72,159\r\n2021-08-27 20:42:50.218109,ABC,buy,107.58,23\r\n2021-08-29 00:25:27.825048,ABC,buy,107.09,44\r\n2021-08-29 18:25:47.395654,DEF,sell,108.69,117\r\n2021-08-30 10:04:58.115928,DEF,sell,107.54,107\r\n2021-08-31 02:40:50.852583,DEF,sell,106.73,160\r\n2021-09-01 14:25:38.054446,ABC,sell,106.18,60\r\n2021-09-02 23:16:45.401421,ABC,buy,104.68,86\r\n2021-09-04 07:47:37.483218,ABC,buy,103.96,83\r\n2021-09-05 13:34:17.398346,DEF,buy,103.49,112\r\n2021-09-06 20:15:40.282598,DEF,sell,106.85,161\r\n2021-09-08 06:23:51.408672,ABC,sell,106.42,88\r\n2021-09-09 09:15:51.495414,DEF,buy,104.02,159\r\n2021-09-10 03:36:49.431925,DEF,buy,103.46,17\r\n2021-09-10 16:06:22.207698,DEF,sell,105.43,142\r\n2021-09-11 07:25:08.554890,DEF,sell,105.81,162\r\n2021-09-11 20:57:33.441248,DEF,sell,103.65,106\r\n2021-09-12 13:21:18.010662,ABC,sell,105.87,248\r\n2021-09-13 15:26:51.705808,DEF,sell,105.53,25\r\n2021-09-14 19:53:56.010628,ABC,sell,107.14,21\r\n2021-09-15 10:04:42.882415,DEF,sell,107.25,97\r\n2021-09-16 21:59:00.975110,DEF,sell,106.34,12\r\n2021-09-17 17:24:56.343867,DEF,sell,102.23,5\r\n2021-09-18 14:13:51.498183,ABC,buy,100.23,81\r\n2021-09-19 18:16:08.027612,ABC,buy,98.99,11\r\n2021-09-21 00:02:32.213246,ABC,buy,96.71,133\r\n2021-09-21 15:48:07.379085,DEF,sell,99.34,58\r\n2021-09-22 12:49:03.128060,ABC,buy,97.57,98\r\n2021-09-23 11:28:56.225251,ABC,sell,102.78,72\r\n2021-09-23 23:42:43.971690,DEF,buy,98.74,44\r\n2021-09-24 23:26:06.385014,DEF,sell,103.0,98\r\n2021-09-26 10:38:11.391197,DEF,buy,97.81,72\r\n2021-09-27 12:53:17.050186,DEF,sell,99.65,152\r\n2021-09-29 00:35:09.876663,ABC,buy,97.75,12\r\n2021-09-29 14:58:31.193592,DEF,buy,100.01,49\r\n2021-09-30 13:05:25.780080,DEF,buy,99.69,231\r\n2021-10-01 06:28:02.942223,DEF,sell,105.3,0\r\n2021-10-02 03:28:56.833663,ABC,sell,104.19,38\r\n2021-10-03 15:00:59.099366,DEF,buy,98.89,26\r\n2021-10-05 01:51:27.879903,ABC,buy,97.83,283\r\n2021-10-06 12:31:30.521238,ABC,sell,101.48,42\r\n2021-10-07 08:12:20.835199,DEF,sell,102.2,72\r\n2021-10-07 20:30:27.876186,DEF,buy,96.84,108\r\n2021-10-09 08:10:17.690730,ABC,sell,99.03,140\r\n2021-10-10 09:48:52.434433,DEF,buy,98.06,55\r\n2021-10-10 23:43:10.429295,ABC,sell,98.86,26\r\n2021-10-11 20:21:55.381454,ABC,sell,99.86,240\r\n2021-10-12 10:05:59.962662,ABC,sell,98.98,210\r\n2021-10-13 17:28:46.776456,DEF,sell,99.73,16\r\n2021-10-15 01:23:52.177182,ABC,sell,101.25,234\r\n2021-10-16 06:39:37.107960,ABC,buy,97.0,28\r\n2021-10-17 11:23:35.155663,DEF,buy,96.27,11\r\n2021-10-18 09:57:32.666061,ABC,buy,93.37,33\r\n2021-10-19 18:58:17.484915,ABC,sell,98.77,27\r\n2021-10-20 10:00:13.723181,ABC,buy,94.5,70\r\n2021-10-21 13:01:28.618877,ABC,buy,94.98,131\r\n2021-10-22 08:49:29.574053,ABC,buy,93.04,42\r\n2021-10-22 23:30:17.017646,ABC,buy,91.57,127\r\n2021-10-24 05:41:54.573467,DEF,sell,99.72,48\r\n2021-10-25 11:46:31.741770,ABC,buy,94.55,31\r\n2021-10-26 22:25:50.721877,ABC,buy,97.2,69\r\n2021-10-27 15:05:13.302875,DEF,buy,97.11,118\r\n2021-10-29 00:27:38.355335,ABC,sell,101.33,47\r\n2021-10-30 02:51:19.004739,ABC,sell,101.08,10\r\n2021-10-31 09:09:05.634653,DEF,sell,99.58,147\r\n2021-11-01 14:27:52.583833,ABC,sell,99.24,118\r\n2021-11-02 14:04:01.758229,ABC,sell,97.82,37\r\n2021-11-03 16:06:19.606885,DEF,buy,95.02,39\r\n2021-11-04 23:58:40.342446,DEF,buy,96.91,102\r\n2021-11-06 06:53:29.615033,DEF,sell,100.59,82\r\n2021-11-07 02:35:09.748782,ABC,buy,99.1,17\r\n2021-11-08 06:01:17.937900,DEF,buy,98.52,3\r\n2021-11-08 22:04:38.763480,ABC,buy,97.76,71\r\n2021-11-09 18:49:54.059397,ABC,sell,102.26,199\r\n2021-11-10 13:40:04.211131,DEF,sell,100.65,70\r\n2021-11-11 10:23:20.457844,DEF,buy,95.88,6\r\n2021-11-12 13:17:25.676417,ABC,buy,96.93,14\r\n2021-11-13 06:38:41.965457,ABC,sell,100.1,42\r\n2021-11-14 07:33:16.368019,DEF,sell,100.12,95\r\n2021-11-15 19:18:09.395249,DEF,buy,96.36,42\r\n2021-11-17 06:28:30.181977,DEF,buy,95.65,44\r\n2021-11-18 01:58:42.471583,DEF,sell,102.06,72\r\n2021-11-19 04:32:57.730091,DEF,sell,100.53,47\r\n2021-11-20 05:19:56.199613,ABC,sell,100.72,59\r\n2021-11-20 17:47:33.288079,DEF,buy,96.59,41\r\n2021-11-21 08:38:36.087012,DEF,buy,98.63,46\r\n2021-11-22 20:13:33.155206,DEF,buy,98.22,31\r\n2021-11-23 16:13:58.713459,ABC,sell,102.74,113\r\n2021-11-24 08:57:53.367035,DEF,buy,97.51,138\r\n2021-11-25 05:24:23.311026,DEF,buy,98.4,50\r\n2021-11-25 20:06:23.654795,ABC,buy,98.6,53\r\n2021-11-27 06:12:50.622176,ABC,sell,100.22,72\r\n2021-11-28 10:20:53.105258,ABC,sell,99.97,140\r\n2021-11-29 01:12:54.815495,ABC,buy,93.89,93\r\n2021-11-30 05:26:34.533563,ABC,sell,100.65,90\r\n2021-11-30 19:30:18.066595,DEF,buy,97.29,15\r\n2021-12-01 09:55:38.815509,ABC,sell,99.63,127\r\n2021-12-02 17:33:07.011963,ABC,sell,100.27,55\r\n2021-12-04 02:50:45.885280,DEF,sell,98.98,97\r\n2021-12-05 03:40:52.883618,ABC,sell,99.76,0\r\n2021-12-06 14:36:27.727019,DEF,buy,95.4,18\r\n2021-12-07 05:01:54.833609,DEF,buy,98.16,36\r\n2021-12-07 21:59:54.512756,DEF,sell,100.17,35\r\n2021-12-09 00:20:35.384426,DEF,sell,100.38,43\r\n2021-12-09 19:23:19.768047,DEF,buy,98.72,18\r\n2021-12-10 20:29:58.167480,ABC,sell,103.2,167\r\n2021-12-11 10:49:20.345497,DEF,buy,98.74,55\r\n2021-12-12 02:49:13.813667,ABC,buy,96.17,112\r\n2021-12-12 23:12:07.706251,DEF,sell,100.87,17\r\n2021-12-14 10:15:12.003605,DEF,sell,101.31,40\r\n2021-12-15 09:03:09.240936,ABC,buy,100.13,74\r\n2021-12-16 00:58:52.513328,DEF,buy,98.64,284\r\n2021-12-17 08:21:48.453517,ABC,sell,100.86,41\r\n2021-12-17 22:26:55.476961,DEF,sell,96.47,49\r\n2021-12-19 06:34:54.719728,DEF,buy,92.6,111\r\n2021-12-20 17:51:44.956000,ABC,buy,94.57,183\r\n2021-12-21 07:35:31.636446,ABC,sell,100.63,46\r\n2021-12-21 20:27:03.026182,DEF,sell,99.12,204\r\n2021-12-22 18:06:27.342100,DEF,buy,97.91,104\r\n2021-12-23 22:59:30.688170,ABC,buy,95.57,10\r\n2021-12-24 18:50:26.020494,DEF,sell,101.53,49\r\n2021-12-26 02:44:19.657280,ABC,buy,97.41,65\r\n2021-12-26 19:33:48.577709,ABC,buy,98.21,59\r\n2021-12-27 11:46:02.768814,DEF,sell,101.18,171\r\n2021-12-28 04:08:33.083126,DEF,buy,96.59,71\r\n2021-12-29 12:08:24.492797,ABC,sell,99.37,42\r\n2021-12-30 16:22:16.383845,ABC,buy,95.54,43\r\n2022-01-01 01:28:53.052112,ABC,sell,100.79,100\r\n2022-01-01 14:45:51.788196,DEF,buy,97.15,95\r\n2022-01-02 17:50:29.506070,DEF,buy,98.74,91\r\n2022-01-03 13:43:44.905191,ABC,sell,100.3,61\r\n2022-01-04 10:16:38.923458,DEF,buy,97.41,66\r\n2022-01-05 05:49:38.548328,ABC,buy,100.99,18\r\n2022-01-06 14:36:42.642473,DEF,buy,101.51,37\r\n2022-01-07 23:52:35.923166,DEF,buy,101.99,15\r\n2022-01-09 03:08:29.019706,DEF,buy,98.93,22\r\n2022-01-09 21:17:59.296318,ABC,sell,100.28,111\r\n2022-01-11 05:31:44.936676,DEF,sell,100.34,117\r\n2022-01-12 06:45:30.175160,DEF,buy,97.92,184\r\n2022-01-12 23:45:05.215447,ABC,sell,98.4,99\r\n2022-01-14 02:13:13.163448,ABC,buy,92.96,204\r\n2022-01-15 07:56:58.040436,DEF,buy,92.48,123\r\n2022-01-16 13:58:37.250442,ABC,sell,97.71,85\r\n2022-01-17 13:26:48.134677,DEF,sell,97.02,44\r\n2022-01-18 05:17:40.621054,DEF,buy,94.32,59\r\n2022-01-19 00:53:35.757501,DEF,sell,97.28,218\r\n2022-01-20 06:05:14.320867,DEF,sell,97.75,90\r\n2022-01-21 04:12:09.236467,DEF,buy,95.28,17\r\n2022-01-22 13:47:37.002012,ABC,buy,95.13,30\r\n2022-01-23 12:20:02.393029,DEF,sell,96.7,110\r\n2022-01-24 03:51:27.534793,ABC,sell,98.35,156\r\n2022-01-25 12:18:32.227446,ABC,buy,92.56,105\r\n2022-01-26 19:45:03.189447,DEF,buy,93.01,92\r\n2022-01-28 00:07:45.835739,ABC,buy,92.6,156\r\n2022-01-29 07:51:24.798900,ABC,sell,95.79,13\r\n2022-01-29 22:20:51.463504,ABC,sell,95.79,137\r\n2022-01-31 06:10:44.465994,ABC,buy,90.88,75\r\n2022-02-01 06:43:18.217524,DEF,buy,89.96,19\r\n2022-02-02 09:51:15.542391,ABC,sell,93.6,206\r\n2022-02-03 01:10:15.554314,DEF,buy,87.96,114\r\n2022-02-04 02:19:47.212610,ABC,sell,92.8,56\r\n2022-02-04 16:19:19.704263,DEF,sell,95.9,38\r\n2022-02-05 07:14:49.268496,ABC,buy,88.57,2\r\n2022-02-06 14:49:05.379726,DEF,buy,90.87,31\r\n2022-02-07 13:46:05.602461,ABC,sell,94.97,3\r\n2022-02-08 09:39:31.477397,DEF,sell,94.04,182\r\n2022-02-09 13:52:28.822550,DEF,buy,90.74,74\r\n2022-02-10 10:39:15.411899,ABC,sell,94.35,63\r\n2022-02-11 13:40:03.007057,ABC,sell,93.08,75\r\n2022-02-12 15:31:10.053626,ABC,sell,91.92,23\r\n2022-02-13 10:12:59.403984,DEF,buy,89.63,112\r\n2022-02-14 03:47:53.346405,ABC,sell,93.02,29\r\n2022-02-14 22:59:36.473362,DEF,buy,90.8,258\r\n2022-02-15 14:51:52.071365,DEF,buy,88.53,104\r\n2022-02-16 10:32:18.545339,DEF,buy,89.29,186\r\n2022-02-17 02:09:12.297055,ABC,sell,92.11,23\r\n2022-02-18 11:49:05.454122,DEF,sell,93.05,81\r\n2022-02-19 23:15:45.272882,ABC,buy,86.94,31\r\n2022-02-21 09:59:15.424681,ABC,buy,88.46,73\r\n2022-02-22 02:18:54.778476,DEF,buy,87.96,153\r\n2022-02-22 23:53:19.268124,DEF,buy,85.7,1\r\n2022-02-23 18:10:57.612844,ABC,sell,92.36,169\r\n2022-02-24 08:13:32.840532,DEF,sell,89.7,193\r\n2022-02-25 08:34:06.380170,DEF,buy,87.31,198\r\n2022-02-26 10:31:09.108871,ABC,buy,84.28,10\r\n2022-02-27 05:32:23.496844,ABC,sell,90.18,147\r\n2022-02-27 22:46:56.966817,DEF,sell,90.21,0\r\n2022-03-01 01:13:29.101587,DEF,buy,88.7,64\r\n2022-03-02 05:49:37.560423,DEF,sell,92.98,40\r\n2022-03-03 03:25:21.280634,DEF,sell,95.2,4\r\n2022-03-04 07:32:06.847195,DEF,buy,89.89,110\r\n2022-03-05 03:47:49.906098,ABC,buy,88.83,39\r\n2022-03-06 12:17:26.829857,ABC,sell,91.59,6\r\n2022-03-07 09:15:29.960024,ABC,sell,89.31,77\r\n2022-03-08 03:27:57.315633,ABC,sell,89.92,19\r\n2022-03-08 17:20:52.467785,ABC,buy,86.86,6\r\n2022-03-09 15:48:31.687068,DEF,buy,85.27,0\r\n2022-03-10 21:08:05.461587,DEF,sell,88.84,33\r\n2022-03-11 14:23:00.770641,ABC,buy,84.33,28\r\n2022-03-12 15:10:47.757495,DEF,buy,84.47,86\r\n2022-03-13 07:59:50.208138,ABC,buy,83.04,77\r\n2022-03-13 20:52:51.014704,DEF,sell,88.09,210\r\n2022-03-14 14:04:19.859871,DEF,buy,85.97,43\r\n2022-03-15 10:13:34.029529,DEF,sell,89.27,57\r\n2022-03-16 18:17:14.328720,DEF,sell,89.27,125\r\n2022-03-17 10:41:50.404172,ABC,buy,83.83,149\r\n2022-03-18 05:16:22.241188,ABC,sell,86.41,31\r\n2022-03-18 23:50:45.299430,ABC,buy,85.28,23\r\n2022-03-19 22:28:11.764771,DEF,buy,83.58,48\r\n2022-03-21 07:53:51.816392,ABC,buy,83.64,32\r\n2022-03-22 15:46:22.255417,DEF,sell,82.96,34\r\n2022-03-23 15:10:55.685775,DEF,buy,80.61,28\r\n2022-03-24 16:44:45.459723,DEF,sell,85.59,30\r\n2022-03-26 04:20:08.524891,ABC,sell,83.98,24\r\n2022-03-26 22:55:10.239734,DEF,buy,80.45,124\r\n2022-03-27 22:24:39.495479,ABC,sell,87.13,202\r\n2022-03-29 01:41:40.107125,ABC,buy,83.2,30\r\n2022-03-29 14:44:58.906689,DEF,sell,85.07,22\r\n2022-03-30 21:49:49.551721,ABC,buy,82.94,137\r\n2022-04-01 07:45:30.523769,ABC,buy,81.3,136\r\n2022-04-02 01:04:28.670457,ABC,sell,82.8,33\r\n2022-04-03 08:09:48.649674,DEF,sell,82.47,54\r\n2022-04-03 20:32:21.975103,ABC,sell,83.27,18\r\n2022-04-04 21:15:23.468100,ABC,sell,82.79,184\r\n2022-04-06 05:18:02.804887,ABC,sell,83.81,73\r\n2022-04-07 08:31:59.367888,ABC,sell,84.52,208\r\n2022-04-08 14:56:11.742696,ABC,buy,81.57,11\r\n2022-04-09 22:32:10.616551,ABC,buy,82.05,56\r\n2022-04-11 05:17:54.916839,DEF,sell,85.54,109\r\n2022-04-12 01:24:25.780874,ABC,sell,85.55,34\r\n2022-04-12 21:24:01.118436,ABC,buy,82.53,87\r\n2022-04-13 19:28:42.317977,DEF,sell,84.11,94\r\n2022-04-14 16:55:49.392818,ABC,sell,84.2,47\r\n2022-04-15 13:44:11.529920,DEF,buy,79.04,67\r\n2022-04-16 19:10:14.057487,DEF,sell,84.0,8\r\n2022-04-17 15:27:15.392851,DEF,sell,81.62,17\r\n2022-04-19 01:16:35.602174,DEF,sell,82.96,29\r\n2022-04-20 04:29:10.944001,ABC,buy,83.54,13\r\n2022-04-21 05:31:17.541857,DEF,sell,85.27,13\r\n2022-04-21 18:08:47.698388,DEF,buy,83.73,138\r\n2022-04-23 00:47:16.099798,DEF,buy,82.66,0\r\n2022-04-24 05:44:58.013095,ABC,buy,83.87,61\r\n2022-04-24 23:00:44.839174,DEF,buy,81.95,12\r\n2022-04-25 17:04:11.351581,ABC,sell,84.76,3\r\n2022-04-26 21:22:18.173278,DEF,sell,85.2,21\r\n2022-04-28 04:06:33.912841,DEF,buy,83.1,89\r\n2022-04-28 23:42:13.349660,ABC,sell,88.19,61\r\n2022-04-29 14:35:36.664900,ABC,buy,84.92,24\r\n2022-05-01 01:52:19.642565,DEF,buy,85.55,53\r\n2022-05-01 23:28:12.396572,DEF,buy,85.22,152\r\n2022-05-02 12:16:32.532799,DEF,buy,85.73,93\r\n2022-05-03 22:54:23.302276,DEF,buy,83.54,20\r\n2022-05-04 20:21:06.893836,ABC,sell,89.0,144\r\n2022-05-05 15:00:54.435044,ABC,sell,87.67,206\r\n2022-05-07 01:25:22.213574,ABC,buy,86.73,16\r\n2022-05-08 00:09:32.032168,DEF,buy,85.77,96\r\n2022-05-09 04:04:38.601648,ABC,sell,87.47,47\r\n2022-05-10 08:03:02.420064,DEF,buy,85.43,12\r\n2022-05-11 10:30:38.264775,DEF,buy,87.28,55\r\n2022-05-12 00:48:31.352032,ABC,buy,87.0,81\r\n2022-05-13 12:45:08.049020,DEF,buy,85.54,20\r\n2022-05-14 17:53:19.441162,DEF,sell,88.96,48\r\n2022-05-15 15:02:38.992546,DEF,sell,88.28,71\r\n2022-05-16 18:43:37.061731,ABC,sell,88.7,29\r\n2022-05-18 03:35:26.931122,DEF,sell,89.61,76\r\n2022-05-18 22:02:33.816898,DEF,sell,90.1,24\r\n2022-05-20 00:09:50.079828,DEF,buy,87.19,23\r\n2022-05-20 13:19:25.025646,ABC,sell,91.78,95\r\n2022-05-21 06:29:54.529236,ABC,buy,89.33,21\r\n2022-05-21 20:12:29.586667,DEF,buy,90.05,27\r\n2022-05-22 09:33:04.733420,ABC,buy,90.04,141\r\n2022-05-23 10:39:42.878345,DEF,buy,90.71,5\r\n2022-05-24 06:20:39.405703,DEF,buy,89.46,131\r\n2022-05-24 18:45:35.754588,ABC,buy,85.72,77\r\n2022-05-25 09:50:58.507229,DEF,buy,86.69,165\r\n2022-05-26 20:21:44.696648,DEF,sell,89.17,14\r\n2022-05-27 12:26:26.991092,ABC,sell,89.23,35\r\n2022-05-28 09:25:21.310899,DEF,sell,88.47,55\r\n2022-05-29 20:37:01.641721,ABC,sell,88.97,47\r\n2022-05-31 08:03:53.876809,ABC,sell,89.51,3\r\n2022-06-01 18:12:41.837927,ABC,sell,89.66,85\r\n2022-06-02 20:39:10.407505,DEF,buy,87.52,20\r\n2022-06-03 14:32:58.306897,DEF,sell,87.6,61\r\n2022-06-04 14:32:44.452827,ABC,buy,86.73,37\r\n2022-06-05 13:39:04.095559,DEF,buy,83.82,60\r\n2022-06-06 04:54:36.850000,ABC,sell,85.56,34\r\n2022-06-07 01:46:08.586149,DEF,buy,83.39,31\r\n2022-06-07 17:29:06.056507,DEF,sell,85.74,2\r\n2022-06-08 15:58:34.824402,ABC,buy,85.05,76\r\n2022-06-09 19:54:58.674200,ABC,buy,86.12,30\r\n2022-06-10 11:14:13.238188,DEF,sell,84.9,95\r\n2022-06-11 13:23:07.530150,ABC,buy,82.97,74\r\n2022-06-12 16:43:26.227288,DEF,buy,82.86,76\r\n2022-06-13 04:49:06.981884,ABC,sell,86.85,69\r\n2022-06-13 17:23:18.515283,ABC,buy,83.14,92\r\n2022-06-14 10:16:15.841738,ABC,sell,85.46,208\r\n2022-06-15 05:15:01.657042,ABC,sell,86.45,59\r\n2022-06-15 18:45:05.821454,DEF,sell,86.54,76\r\n2022-06-16 08:10:43.280696,ABC,sell,86.89,134\r\n2022-06-17 13:13:48.028693,ABC,buy,84.62,26\r\n2022-06-18 07:43:43.194213,DEF,sell,86.0,4\r\n2022-06-19 06:54:56.425905,DEF,buy,83.06,80\r\n2022-06-19 20:05:48.235932,DEF,buy,82.86,133\r\n2022-06-21 05:49:20.379655,DEF,sell,87.18,52\r\n2022-06-22 01:26:30.250469,ABC,buy,84.81,18\r\n2022-06-23 09:48:53.504868,ABC,buy,86.53,40\r\n2022-06-24 07:52:23.941482,ABC,buy,87.58,78\r\n2022-06-24 22:41:43.951270,DEF,buy,88.53,224\r\n2022-06-25 15:11:53.091296,DEF,buy,88.49,92\r\n2022-06-26 12:24:02.441449,DEF,buy,88.19,159\r\n2022-06-27 02:48:39.209232,DEF,buy,88.1,163\r\n2022-06-28 14:00:39.595202,DEF,sell,90.77,21\r\n2022-06-29 09:57:44.133319,ABC,buy,90.12,18\r\n2022-06-29 22:45:39.736489,DEF,sell,92.88,30\r\n2022-07-01 04:19:33.655017,DEF,sell,93.04,46\r\n2022-07-02 11:50:12.692650,ABC,sell,95.32,87\r\n2022-07-03 01:14:05.304047,ABC,sell,95.02,5\r\n2022-07-04 02:53:52.690019,ABC,buy,92.63,54\r\n2022-07-05 03:47:44.756732,DEF,buy,94.62,27\r\n2022-07-06 00:37:39.118535,ABC,sell,96.18,17\r\n2022-07-07 10:04:46.864125,ABC,sell,94.24,97\r\n2022-07-08 08:29:44.479162,ABC,buy,92.57,22\r\n2022-07-09 02:44:27.207852,DEF,sell,93.13,15\r\n2022-07-09 15:36:25.912099,DEF,buy,90.26,193\r\n2022-07-10 05:46:37.583435,DEF,sell,92.96,32\r\n2022-07-11 07:57:20.343044,DEF,buy,89.6,76\r\n2022-07-12 16:17:49.070415,DEF,sell,91.69,55\r\n2022-07-13 12:15:23.735365,ABC,sell,91.81,90\r\n2022-07-14 18:39:41.050009,DEF,buy,88.13,90\r\n2022-07-16 05:50:26.323739,ABC,sell,92.02,43\r\n2022-07-16 19:44:54.282024,DEF,buy,90.53,52\r\n2022-07-18 02:59:34.590334,DEF,sell,91.26,121\r\n2022-07-18 15:14:31.020855,ABC,buy,91.47,56\r\n2022-07-19 22:16:39.123813,ABC,sell,93.54,28\r\n2022-07-21 08:11:46.362859,DEF,sell,93.47,116\r\n2022-07-22 15:51:16.799159,DEF,sell,95.09,84\r\n2022-07-23 09:42:48.293842,ABC,sell,93.35,68\r\n2022-07-24 05:33:57.129176,ABC,buy,92.22,5\r\n2022-07-24 18:02:42.256927,ABC,buy,92.15,246\r\n2022-07-25 19:45:44.521382,DEF,sell,91.88,75\r\n2022-07-26 13:45:14.014594,ABC,buy,91.65,30\r\n2022-07-27 16:18:14.293530,ABC,buy,88.99,87\r\n2022-07-28 17:31:44.991355,ABC,buy,88.37,156\r\n2022-07-30 01:10:10.307045,DEF,buy,87.38,97\r\n2022-07-30 20:00:45.969459,DEF,sell,90.5,145\r\n2022-07-31 18:18:44.337278,DEF,buy,89.0,35\r\n2022-08-01 11:35:07.230511,DEF,sell,90.57,24\r\n2022-08-02 11:40:21.885760,DEF,buy,88.6,94\r\n2022-08-03 16:16:56.317543,ABC,sell,92.24,155\r\n2022-08-04 17:12:38.935204,DEF,buy,89.36,111\r\n2022-08-05 07:18:47.212049,DEF,sell,92.39,123\r\n2022-08-06 15:00:49.031418,DEF,sell,90.52,12\r\n2022-08-07 14:19:40.358856,DEF,buy,89.41,52\r\n2022-08-09 00:17:30.972759,DEF,buy,90.38,169\r\n2022-08-10 02:19:15.977636,ABC,sell,93.74,57\r\n2022-08-11 08:09:32.760665,DEF,sell,94.78,20\r\n2022-08-12 19:46:16.686189,DEF,sell,93.79,94\r\n2022-08-14 02:11:26.232527,DEF,buy,91.43,142\r\n2022-08-15 09:41:39.474256,DEF,sell,94.4,36\r\n2022-08-16 18:38:54.431298,DEF,sell,92.26,62\r\n2022-08-17 06:44:29.339475,DEF,sell,95.05,53\r\n2022-08-18 07:41:36.334476,ABC,sell,93.99,36\r\n2022-08-19 15:08:39.949334,DEF,buy,90.57,2\r\n2022-08-20 12:09:55.932678,DEF,sell,95.28,79\r\n2022-08-21 14:27:49.503744,ABC,buy,91.26,125\r\n2022-08-22 05:53:21.763360,DEF,sell,95.46,110\r\n2022-08-22 22:18:47.901325,DEF,buy,94.19,43\r\n2022-08-23 10:47:21.333940,ABC,buy,93.61,30\r\n2022-08-24 05:53:41.003340,DEF,sell,98.23,149\r\n2022-08-25 09:25:18.198508,ABC,buy,93.42,162\r\n2022-08-26 05:51:44.530843,ABC,sell,95.89,174\r\n2022-08-27 13:10:24.137086,ABC,sell,98.88,57\r\n2022-08-28 22:28:29.835805,ABC,buy,93.6,24\r\n2022-08-29 14:02:53.477172,ABC,sell,97.88,23\r\n2022-08-30 15:19:17.715065,DEF,sell,97.12,55\r\n2022-08-31 13:37:38.667583,ABC,sell,95.0,57\r\n2022-09-01 15:47:56.042134,DEF,sell,98.82,158\r\n2022-09-02 06:05:10.428630,ABC,sell,100.52,26\r\n2022-09-03 05:20:10.308427,ABC,sell,98.23,141\r\n2022-09-04 09:53:44.796688,ABC,sell,97.95,17\r\n2022-09-05 08:27:22.756182,ABC,sell,96.54,45\r\n2022-09-06 07:16:43.139475,ABC,sell,98.42,49\r\n2022-09-07 09:41:45.318758,ABC,sell,95.91,119\r\n2022-09-08 10:41:48.151817,DEF,buy,92.52,71\r\n2022-09-09 12:15:17.796700,ABC,buy,91.97,37\r\n2022-09-10 11:12:03.033396,DEF,buy,89.89,202\r\n2022-09-11 06:00:03.370753,ABC,sell,96.3,193\r\n2022-09-11 23:24:32.335155,ABC,buy,92.18,76\r\n2022-09-12 21:46:23.350508,DEF,buy,91.54,51\r\n2022-09-13 20:16:31.152872,ABC,sell,95.81,59\r\n2022-09-15 05:21:19.697350,DEF,sell,95.85,53\r\n2022-09-16 14:25:32.758334,DEF,buy,91.99,126\r\n2022-09-18 01:40:44.978270,ABC,sell,91.14,3\r\n2022-09-19 11:46:28.031779,ABC,buy,90.3,152\r\n2022-09-20 14:32:43.241172,ABC,buy,89.4,27\r\n2022-09-21 10:59:23.132375,DEF,buy,87.01,55\r\n2022-09-22 14:11:16.488708,ABC,buy,87.19,60\r\n2022-09-23 11:08:31.357021,DEF,sell,89.53,28\r\n2022-09-24 09:49:56.581297,ABC,sell,89.9,199\r\n2022-09-25 10:23:11.067344,DEF,sell,90.2,177\r\n2022-09-26 03:01:52.832987,ABC,buy,90.56,11\r\n2022-09-27 11:00:49.339742,DEF,buy,90.76,57\r\n2022-09-28 08:36:34.428632,DEF,buy,91.34,159\r\n2022-09-29 00:02:27.683264,ABC,sell,96.75,21\r\n2022-09-30 02:18:54.171789,DEF,sell,93.7,6\r\n2022-10-01 00:05:47.310132,DEF,buy,90.94,121\r\n2022-10-02 05:24:19.133753,DEF,buy,90.03,62\r\n2022-10-03 00:06:30.938449,DEF,buy,88.84,4\r\n2022-10-03 19:50:55.778541,DEF,buy,88.51,58\r\n2022-10-05 03:23:34.231211,DEF,buy,89.54,80\r\n2022-10-06 08:38:41.852557,DEF,buy,87.59,154\r\n2022-10-07 13:55:19.786945,ABC,buy,90.68,34\r\n2022-10-08 06:49:46.177126,ABC,buy,89.89,140\r\n2022-10-09 14:17:12.301736,ABC,sell,91.78,61\r\n2022-10-10 03:43:16.320758,DEF,buy,88.66,18\r\n2022-10-10 19:39:08.241838,DEF,buy,88.72,25\r\n2022-10-11 14:07:45.220367,DEF,sell,92.72,49\r\n2022-10-12 14:29:36.601879,ABC,sell,93.97,14\r\n2022-10-13 09:09:22.370903,DEF,sell,93.55,96\r\n2022-10-13 21:15:45.187231,DEF,buy,90.23,88\r\n2022-10-14 10:50:38.153341,DEF,buy,91.4,123\r\n2022-10-15 04:03:24.643368,DEF,sell,96.16,34\r\n2022-10-16 15:38:17.875437,DEF,sell,96.09,64\r\n2022-10-17 22:00:01.855377,ABC,sell,95.96,94\r\n2022-10-18 15:39:17.503370,ABC,buy,95.0,57\r\n2022-10-19 09:05:34.485246,ABC,sell,96.64,64\r\n2022-10-20 14:50:27.172731,DEF,sell,99.97,5\r\n2022-10-21 15:55:55.544989,ABC,sell,97.82,15\r\n2022-10-22 23:14:18.152676,ABC,sell,96.77,31\r\n2022-10-23 19:14:25.190799,DEF,sell,94.66,31\r\n2022-10-25 02:38:20.032151,DEF,buy,92.0,80\r\n2022-10-26 13:48:38.007764,ABC,buy,89.1,86\r\n2022-10-27 07:05:36.573876,ABC,buy,87.14,113\r\n2022-10-27 22:59:27.297909,DEF,buy,88.56,155\r\n2022-10-29 05:54:21.869827,DEF,sell,90.8,62\r\n2022-10-30 02:02:05.810883,ABC,sell,90.1,28\r\n2022-10-31 05:01:52.364643,DEF,sell,90.49,146\r\n2022-10-31 23:40:29.967429,ABC,buy,85.7,64\r\n2022-11-01 21:05:31.414981,ABC,sell,88.46,72\r\n2022-11-02 18:54:08.015573,ABC,sell,88.53,84\r\n2022-11-03 11:15:25.686163,DEF,buy,85.79,51\r\n2022-11-04 05:25:54.067865,ABC,sell,87.44,41\r\n2022-11-05 11:07:15.090221,DEF,sell,87.24,46\r\n2022-11-06 06:39:59.752243,ABC,buy,84.4,22\r\n2022-11-06 20:04:47.843898,DEF,sell,88.46,58\r\n2022-11-07 19:03:43.258070,DEF,sell,90.74,27\r\n2022-11-08 20:47:57.475132,ABC,sell,90.25,36\r\n2022-11-10 04:21:57.753385,ABC,buy,86.71,64\r\n2022-11-11 03:30:30.605204,DEF,sell,89.83,79\r\n2022-11-11 22:15:05.838025,DEF,sell,90.87,49\r\n2022-11-12 14:39:49.524825,DEF,buy,85.81,124\r\n2022-11-13 20:35:41.235059,ABC,buy,86.11,121\r\n2022-11-15 03:55:34.454210,DEF,buy,87.97,57\r\n2022-11-16 01:20:35.398802,DEF,buy,87.46,8\r\n2022-11-17 05:23:37.813890,ABC,buy,87.86,101\r\n2022-11-18 13:19:46.921138,ABC,buy,86.88,31\r\n2022-11-19 20:34:11.323217,ABC,sell,89.79,1\r\n2022-11-20 23:13:27.048857,ABC,sell,90.09,18\r\n2022-11-21 13:20:27.418945,ABC,buy,85.78,25\r\n2022-11-22 17:05:01.180546,ABC,sell,89.33,74\r\n2022-11-23 10:34:19.951069,DEF,buy,88.34,7\r\n2022-11-24 14:34:22.752085,DEF,sell,88.5,16\r\n2022-11-25 19:13:15.989129,DEF,buy,86.02,130\r\n2022-11-27 02:04:08.835730,ABC,buy,86.89,125\r\n2022-11-27 15:28:14.235416,ABC,buy,87.31,274\r\n2022-11-28 08:25:39.688573,DEF,sell,89.33,32\r\n2022-11-29 09:32:05.039686,ABC,sell,89.98,109\r\n2022-11-30 18:42:44.445032,DEF,buy,86.86,50\r\n2022-12-01 09:17:18.940234,ABC,sell,89.29,100\r\n2022-12-01 22:20:16.168831,DEF,sell,90.56,1\r\n2022-12-03 00:01:34.947655,ABC,buy,85.23,9\r\n2022-12-04 06:53:39.257275,DEF,buy,85.11,101\r\n2022-12-05 04:41:52.049376,ABC,sell,88.75,34\r\n2022-12-06 12:57:09.124389,DEF,buy,85.85,182\r\n2022-12-07 07:24:13.652170,DEF,buy,84.87,45\r\n2022-12-08 05:11:20.747663,DEF,sell,87.1,43\r\n2022-12-08 22:20:07.076545,ABC,buy,82.5,74\r\n2022-12-10 03:23:49.254775,ABC,buy,82.11,52\r\n2022-12-11 11:32:10.532744,ABC,sell,87.19,21\r\n2022-12-12 01:39:47.401707,DEF,sell,86.78,42\r\n2022-12-13 09:40:20.580769,DEF,buy,82.61,28\r\n2022-12-14 07:44:38.847797,DEF,buy,82.59,41\r\n2022-12-15 07:40:29.626245,DEF,sell,84.32,68\r\n2022-12-16 01:04:57.620175,DEF,buy,78.82,6\r\n2022-12-16 13:12:29.293678,DEF,buy,82.7,21\r\n2022-12-17 12:39:50.145848,ABC,sell,86.6,63\r\n2022-12-18 17:47:46.867654,ABC,sell,87.08,182\r\n2022-12-19 11:35:33.976170,DEF,sell,87.35,55\r\n2022-12-20 05:50:06.061376,DEF,sell,87.13,55\r\n2022-12-20 21:38:42.881534,DEF,sell,84.91,154\r\n2022-12-21 22:24:38.259518,ABC,buy,83.31,208\r\n2022-12-22 12:15:56.217069,DEF,sell,85.27,99\r\n2022-12-23 18:16:56.806372,DEF,sell,86.17,27\r\n2022-12-24 18:14:59.481781,DEF,buy,84.0,161\r\n2022-12-25 20:48:45.534384,DEF,buy,85.72,32\r\n2022-12-26 12:26:59.794816,DEF,sell,87.19,41\r\n2022-12-27 15:20:48.489550,DEF,buy,85.42,129\r\n2022-12-29 01:17:23.360610,DEF,sell,85.06,56\r\n2022-12-29 20:01:51.816200,DEF,buy,82.48,157\r\n2022-12-30 18:47:36.915526,ABC,sell,87.38,59\r\n2022-12-31 19:48:05.508808,ABC,buy,83.32,182\r\n2023-01-01 15:54:41.894132,ABC,sell,85.52,103\r\n2023-01-02 20:30:25.814125,ABC,sell,84.87,6\r\n2023-01-03 11:45:23.924014,ABC,buy,83.79,19\r\n2023-01-04 09:42:25.130975,ABC,buy,83.3,112\r\n2023-01-05 17:49:49.910168,DEF,buy,84.61,138\r\n2023-01-06 08:59:17.344997,DEF,buy,84.17,116\r\n2023-01-07 06:55:32.144991,ABC,buy,84.78,95\r\n2023-01-08 11:19:07.240460,DEF,sell,86.98,114\r\n2023-01-09 08:59:59.941508,DEF,sell,88.05,124\r\n2023-01-10 19:26:39.593764,ABC,buy,87.25,74\r\n2023-01-12 05:22:20.856852,DEF,buy,83.01,2\r\n2023-01-13 05:48:53.327929,ABC,buy,82.3,216\r\n2023-01-14 00:48:25.410206,DEF,buy,82.58,1\r\n2023-01-14 18:39:48.823186,DEF,buy,82.9,15\r\n2023-01-15 16:43:38.318982,ABC,sell,85.36,183\r\n2023-01-16 18:55:39.369166,DEF,buy,83.42,58\r\n2023-01-17 15:05:27.917303,ABC,buy,83.77,47\r\n2023-01-18 17:56:29.290991,DEF,buy,83.64,22\r\n2023-01-20 01:59:38.356147,ABC,buy,83.8,177\r\n2023-01-21 04:11:30.563594,DEF,buy,84.91,4\r\n2023-01-21 22:20:15.154452,ABC,buy,82.74,31\r\n2023-01-22 19:38:13.135669,ABC,sell,85.54,71\r\n2023-01-24 06:34:20.154922,ABC,sell,87.21,29\r\n2023-01-25 07:17:08.929662,DEF,buy,83.56,77\r\n2023-01-26 01:55:21.587192,ABC,buy,82.82,32\r\n2023-01-27 02:05:34.693188,DEF,sell,85.65,22\r\n2023-01-28 03:44:30.943467,DEF,sell,84.8,38\r\n2023-01-29 10:45:48.018139,ABC,sell,87.35,120\r\n2023-01-30 10:29:34.790980,ABC,sell,86.93,103\r\n2023-01-31 10:36:17.872487,ABC,buy,86.96,136\r\n2023-02-01 00:43:51.102920,DEF,sell,87.22,162\r\n2023-02-01 18:27:17.842477,ABC,sell,87.39,1\r\n2023-02-02 19:50:16.087153,ABC,buy,87.4,89\r\n2023-02-04 05:54:52.378455,DEF,buy,86.94,6\r\n2023-02-05 13:53:50.281328,ABC,sell,87.41,141\r\n2023-02-06 13:03:43.650099,DEF,buy,86.9,72\r\n2023-02-07 11:31:38.604709,DEF,buy,86.03,0\r\n2023-02-08 07:29:45.351020,ABC,sell,87.58,130\r\n2023-02-09 10:34:52.204582,DEF,buy,86.8,72\r\n2023-02-10 16:00:46.551617,ABC,sell,88.98,48\r\n2023-02-11 17:16:37.165280,ABC,buy,86.63,1\r\n2023-02-12 23:03:52.618134,ABC,buy,86.44,29\r\n2023-02-14 02:56:31.274749,ABC,buy,84.96,53\r\n2023-02-15 01:51:45.891442,DEF,sell,87.97,20\r\n2023-02-15 15:51:45.624821,ABC,sell,88.26,166\r\n2023-02-16 11:02:42.030423,ABC,sell,88.68,99\r\n2023-02-17 07:54:41.198101,ABC,buy,89.55,132\r\n2023-02-18 06:00:30.808953,ABC,sell,90.68,49\r\n2023-02-18 22:52:26.583912,ABC,buy,87.66,2\r\n2023-02-20 03:19:07.883859,ABC,buy,87.15,185\r\n2023-02-21 14:16:20.233613,ABC,buy,87.84,39\r\n2023-02-22 08:31:13.903229,ABC,buy,88.11,1\r\n2023-02-23 14:49:35.594929,ABC,sell,91.02,77\r\n2023-02-24 08:13:06.276923,ABC,buy,88.75,30\r\n2023-02-25 02:30:47.344352,DEF,buy,89.04,109\r\n2023-02-25 15:38:19.584942,ABC,sell,93.18,106\r\n2023-02-26 15:20:03.633420,ABC,buy,89.05,56\r\n2023-02-27 12:27:12.036732,DEF,buy,88.63,24\r\n2023-02-28 03:54:25.116193,ABC,sell,91.47,62\r\n2023-03-01 04:51:10.141170,ABC,buy,89.6,55\r\n2023-03-02 13:44:45.563322,ABC,buy,86.82,0\r\n2023-03-03 11:53:27.681694,ABC,sell,88.1,41\r\n2023-03-04 10:02:52.255543,ABC,sell,88.58,143\r\n2023-03-05 11:25:28.837758,DEF,sell,87.17,10\r\n2023-03-06 00:16:48.481358,DEF,buy,85.09,117\r\n2023-03-07 00:22:10.625648,ABC,sell,86.77,25\r\n2023-03-07 20:41:32.514548,ABC,sell,85.49,100\r\n2023-03-09 01:50:43.742831,ABC,sell,87.31,122\r\n2023-03-09 23:02:19.280924,ABC,buy,88.25,30\r\n2023-03-10 16:08:14.196641,DEF,buy,87.9,33\r\n2023-03-11 13:06:07.560326,DEF,sell,91.59,50\r\n2023-03-12 08:58:53.800007,ABC,sell,91.02,94\r\n2023-03-13 00:30:43.758792,DEF,buy,89.1,114\r\n2023-03-14 02:16:03.079692,DEF,buy,90.33,71\r\n2023-03-15 07:05:01.344062,DEF,sell,92.14,49\r\n2023-03-16 13:37:24.833597,ABC,sell,91.68,202\r\n2023-03-18 00:58:30.095932,ABC,buy,89.99,112\r\n2023-03-18 15:07:03.900181,DEF,sell,91.11,220\r\n2023-03-19 09:01:37.128547,ABC,sell,89.72,32\r\n2023-03-20 19:26:22.435849,ABC,buy,87.29,21\r\n2023-03-22 07:19:21.605934,ABC,sell,91.59,97\r\n2023-03-23 15:57:10.649700,ABC,buy,88.96,28\r\n2023-03-24 22:35:37.951918,DEF,sell,92.06,116\r\n2023-03-25 12:59:28.577859,DEF,buy,88.1,42\r\n2023-03-26 17:49:47.314849,ABC,sell,93.49,0\r\n2023-03-27 16:26:41.772703,ABC,sell,94.03,44\r\n2023-03-28 12:09:29.483046,DEF,buy,92.41,72\r\n2023-03-29 12:15:58.952446,DEF,sell,94.57,150\r\n2023-03-30 12:05:51.507517,DEF,buy,91.34,98\r\n2023-03-31 14:40:44.307942,DEF,sell,92.18,171\r\n2023-04-01 08:44:35.940322,ABC,buy,91.29,116\r\n2023-04-02 01:19:26.173869,ABC,sell,92.75,151\r\n2023-04-03 09:30:21.043098,ABC,buy,91.27,73\r\n2023-04-04 15:02:10.594016,DEF,buy,90.97,69\r\n2023-04-05 23:39:02.650468,DEF,sell,94.36,23\r\n2023-04-06 21:40:22.489258,ABC,sell,92.93,106\r\n2023-04-07 18:10:41.199336,ABC,sell,92.09,38\r\n2023-04-08 20:01:59.538406,ABC,sell,91.87,71\r\n2023-04-09 20:03:20.082844,DEF,sell,92.14,38\r\n2023-04-10 13:28:03.494522,ABC,buy,91.76,75\r\n2023-04-11 21:21:13.215189,ABC,buy,94.08,85\r\n2023-04-12 20:47:42.652214,DEF,buy,89.55,54\r\n2023-04-13 22:22:34.882361,ABC,sell,91.39,68\r\n2023-04-14 18:01:41.527836,ABC,sell,91.05,66\r\n2023-04-15 21:56:25.954170,ABC,sell,91.28,44\r\n2023-04-17 05:42:03.407601,DEF,sell,92.07,309\r\n2023-04-18 12:29:02.046025,ABC,buy,91.67,165\r\n2023-04-19 04:50:26.162191,ABC,buy,90.57,116\r\n2023-04-19 21:43:44.975374,DEF,sell,92.51,78\r\n2023-04-20 11:46:24.412727,DEF,sell,92.68,10\r\n2023-04-21 16:27:49.911587,ABC,sell,90.7,97\r\n2023-04-22 12:54:20.245154,ABC,buy,88.78,24\r\n2023-04-23 16:31:24.030879,ABC,sell,90.6,10\r\n2023-04-24 13:52:50.136456,DEF,buy,88.91,97\r\n2023-04-25 09:46:30.364784,ABC,sell,90.23,12\r\n2023-04-26 04:46:33.893763,DEF,sell,87.8,36\r\n2023-04-27 14:22:50.456142,DEF,buy,86.97,36\r\n2023-04-28 04:49:46.211958,ABC,buy,86.95,91\r\n2023-04-29 01:48:51.589551,DEF,buy,87.67,218\r\n2023-04-29 19:29:25.399524,DEF,sell,89.74,66\r\n2023-04-30 19:49:28.826928,ABC,buy,87.07,124\r\n2023-05-01 20:55:04.062797,DEF,buy,88.56,78\r\n2023-05-02 20:19:24.480846,ABC,buy,87.27,72\r\n2023-05-04 01:44:23.615510,DEF,sell,90.52,30\r\n2023-05-04 14:04:04.107108,DEF,buy,87.44,105\r\n2023-05-05 18:12:05.988554,ABC,buy,90.6,94\r\n2023-05-06 20:58:04.980412,DEF,sell,92.12,104\r\n2023-05-08 03:10:45.323558,DEF,sell,90.63,35\r\n2023-05-08 18:26:46.283250,DEF,sell,90.26,85\r\n2023-05-09 16:05:07.841797,DEF,buy,90.77,15\r\n2023-05-10 18:01:47.743809,ABC,buy,89.52,61\r\n2023-05-11 14:49:30.662966,DEF,buy,89.59,266\r\n2023-05-12 10:01:47.794162,ABC,buy,87.94,42\r\n2023-05-13 07:11:56.957857,ABC,buy,87.95,21\r\n2023-05-14 02:41:42.311557,ABC,sell,89.53,21\r\n2023-05-15 05:51:29.951368,DEF,buy,86.37,27\r\n2023-05-16 13:12:55.060661,ABC,sell,89.05,162\r\n2023-05-17 22:43:14.953408,DEF,buy,87.94,121\r\n2023-05-19 00:06:46.717335,DEF,buy,88.56,119\r\n2023-05-19 12:48:39.243120,ABC,sell,89.8,179\r\n2023-05-20 21:54:02.271550,DEF,sell,90.88,144\r\n2023-05-22 01:38:51.241220,ABC,sell,88.46,75\r\n2023-05-23 00:39:54.702241,DEF,buy,85.9,60\r\n2023-05-24 11:31:02.402748,DEF,sell,88.08,63\r\n2023-05-25 18:08:56.434671,ABC,buy,85.97,133\r\n2023-05-26 23:32:02.775990,ABC,buy,86.71,18\r\n2023-05-27 15:36:33.292894,ABC,buy,87.0,238\r\n2023-05-29 03:19:09.494860,DEF,sell,92.91,70\r\n2023-05-29 20:23:11.758921,ABC,sell,91.85,9\r\n2023-05-31 05:32:58.986402,ABC,sell,90.93,61\r\n2023-06-01 15:25:34.560783,DEF,buy,87.9,45\r\n2023-06-03 02:12:57.522144,DEF,buy,88.84,87\r\n2023-06-04 14:00:54.356381,ABC,sell,93.17,48\r\n2023-06-06 01:27:27.976947,ABC,sell,91.34,124\r\n2023-06-07 12:05:46.054604,DEF,sell,93.21,101\r\n2023-06-08 15:11:28.937774,DEF,sell,92.92,12\r\n2023-06-09 20:35:00.094628,DEF,sell,91.77,15\r\n2023-06-10 23:39:55.741120,ABC,sell,94.41,160\r\n2023-06-12 09:18:29.860705,ABC,sell,92.77,188\r\n2023-06-13 08:03:24.480430,ABC,sell,93.11,101\r\n2023-06-14 19:19:18.760074,ABC,buy,89.12,197\r\n2023-06-16 06:13:12.802924,DEF,sell,90.54,65\r\n2023-06-17 09:51:09.732523,DEF,buy,90.33,12\r\n2023-06-18 16:47:07.801043,ABC,buy,89.63,9\r\n2023-06-19 15:05:06.885374,DEF,sell,93.7,50\r\n2023-06-20 16:42:40.676078,DEF,buy,89.35,76\r\n2023-06-22 04:37:51.485390,ABC,sell,90.95,133\r\n2023-06-22 18:41:58.124665,DEF,buy,87.07,72\r\n2023-06-23 21:21:26.740902,DEF,buy,88.4,151\r\n2023-06-25 08:57:47.996568,DEF,buy,87.2,114\r\n2023-06-26 07:36:55.198396,DEF,buy,85.94,35\r\n2023-06-27 06:34:19.393621,DEF,sell,87.96,30\r\n2023-06-28 16:46:25.582466,ABC,sell,87.83,96\r\n2023-06-30 04:18:02.172431,DEF,buy,86.03,133\r\n2023-06-30 21:56:03.223566,DEF,buy,88.06,17\r\n2023-07-01 14:20:15.453329,ABC,sell,89.64,160\r\n2023-07-02 11:33:37.523006,ABC,buy,88.12,92\r\n2023-07-03 12:51:27.321335,ABC,sell,91.38,171\r\n2023-07-04 14:00:08.271261,DEF,sell,91.7,108\r\n2023-07-05 21:25:25.560732,ABC,sell,92.6,6\r\n2023-07-06 12:41:37.136733,ABC,buy,90.12,47\r\n2023-07-07 05:50:58.838494,DEF,buy,90.88,17\r\n2023-07-08 13:21:19.746578,DEF,buy,92.11,27\r\n2023-07-09 15:07:04.828547,ABC,buy,92.69,104\r\n2023-07-10 15:16:39.383170,ABC,sell,95.73,22\r\n2023-07-11 05:27:14.061780,ABC,sell,96.25,115\r\n2023-07-12 08:04:27.987416,ABC,buy,93.46,42\r\n2023-07-12 22:54:32.253132,DEF,buy,93.35,15\r\n2023-07-13 12:37:42.305832,ABC,buy,93.24,89\r\n2023-07-14 02:23:23.982489,DEF,buy,92.33,134\r\n2023-07-14 16:25:23.064154,ABC,buy,92.71,126\r\n2023-07-16 02:10:17.957288,ABC,buy,92.41,157\r\n2023-07-17 01:30:06.518618,DEF,sell,95.02,19\r\n2023-07-17 14:24:42.707699,DEF,sell,93.75,40\r\n2023-07-19 01:40:03.000958,ABC,sell,90.81,142\r\n2023-07-19 21:04:14.003036,ABC,buy,89.93,41\r\n2023-07-20 23:22:45.644430,DEF,buy,88.57,77\r\n2023-07-22 10:53:18.801963,DEF,buy,89.22,143\r\n2023-07-23 11:34:55.481193,ABC,buy,91.43,27\r\n2023-07-24 19:47:19.571840,DEF,sell,94.94,71\r\n2023-07-25 09:04:40.949744,DEF,buy,90.82,88\r\n2023-07-26 16:34:28.922993,DEF,buy,88.11,84\r\n2023-07-28 03:37:25.543433,DEF,sell,90.91,82\r\n2023-07-28 19:49:17.655921,DEF,sell,90.08,187\r\n2023-07-29 20:17:43.009071,ABC,buy,88.59,90\r\n2023-07-31 04:49:16.489519,ABC,sell,92.8,109\r\n2023-08-01 07:23:04.235842,ABC,buy,88.31,154\r\n2023-08-02 10:39:30.341323,ABC,buy,89.37,79\r\n2023-08-03 14:53:03.620387,DEF,buy,91.3,145\r\n2023-08-04 09:19:51.735446,ABC,buy,90.06,24\r\n2023-08-05 18:37:51.168197,ABC,buy,88.72,155\r\n2023-08-06 09:35:15.208491,ABC,buy,90.9,209\r\n2023-08-07 16:15:31.516002,ABC,buy,89.25,24\r\n2023-08-08 05:08:51.576445,ABC,buy,87.12,61\r\n2023-08-09 02:09:27.561051,ABC,buy,87.38,45\r\n2023-08-09 14:49:00.209819,ABC,sell,89.15,35\r\n2023-08-11 00:10:40.120356,ABC,buy,87.29,93\r\n2023-08-12 08:19:10.098517,DEF,sell,89.98,52\r\n2023-08-13 18:14:09.632993,ABC,buy,86.7,31\r\n2023-08-14 18:19:11.250225,ABC,sell,87.56,125\r\n2023-08-15 12:30:37.181473,DEF,buy,86.21,93\r\n2023-08-16 11:56:32.206979,DEF,sell,89.24,18\r\n2023-08-17 21:43:33.599736,DEF,buy,86.69,52\r\n2023-08-19 05:48:37.328625,ABC,buy,85.38,11\r\n2023-08-20 06:36:29.398400,ABC,buy,86.64,24\r\n2023-08-21 13:52:21.893069,ABC,sell,90.96,13\r\n2023-08-23 00:28:33.276825,DEF,sell,91.19,123\r\n2023-08-24 03:43:48.772888,DEF,sell,92.56,10\r\n2023-08-25 11:53:47.638597,ABC,sell,90.08,38\r\n2023-08-26 15:31:55.820035,DEF,buy,89.26,54\r\n2023-08-27 13:53:39.204627,ABC,buy,89.4,83\r\n2023-08-28 23:17:09.028004,ABC,buy,90.2,41\r\n2023-08-29 22:43:54.432461,ABC,buy,91.39,71\r\n2023-08-30 16:41:31.924781,ABC,sell,92.13,20\r\n2023-08-31 14:58:10.205630,DEF,sell,92.31,15\r\n2023-09-01 09:02:02.324862,DEF,sell,93.16,119\r\n2023-09-02 16:39:50.443150,DEF,buy,91.32,226\r\n2023-09-03 23:14:27.456528,DEF,buy,92.36,78\r\n2023-09-05 01:42:02.632794,ABC,buy,90.42,0\r\n2023-09-06 00:15:51.827622,ABC,buy,91.38,5\r\n2023-09-06 16:24:37.113008,DEF,buy,92.36,243\r\n2023-09-07 12:08:32.823188,ABC,buy,94.25,120\r\n2023-09-08 12:41:56.109149,ABC,sell,94.26,89\r\n2023-09-09 16:54:27.164990,ABC,sell,94.98,179\r\n2023-09-11 00:44:11.823364,ABC,sell,95.31,46\r\n2023-09-12 11:25:02.194673,DEF,buy,92.57,145\r\n2023-09-13 15:48:10.657019,DEF,buy,92.29,130\r\n2023-09-14 16:42:22.689995,ABC,buy,91.61,25\r\n2023-09-15 23:16:46.938978,ABC,sell,94.86,127\r\n2023-09-16 21:45:59.591369,ABC,sell,95.88,78\r\n2023-09-18 08:52:14.693401,DEF,buy,91.31,25\r\n2023-09-18 22:09:41.777058,ABC,sell,94.54,24\r\n2023-09-19 12:06:07.435893,ABC,buy,92.66,102\r\n2023-09-20 13:52:57.080871,DEF,buy,90.21,21\r\n2023-09-22 00:06:22.211660,ABC,buy,91.23,161\r\n2023-09-22 20:15:51.408955,DEF,buy,93.57,64\r\n2023-09-23 10:53:21.795632,DEF,sell,97.01,16\r\n2023-09-24 13:47:26.306975,DEF,buy,95.46,168\r\n2023-09-25 02:23:56.271048,DEF,sell,98.29,10\r\n2023-09-25 22:56:22.696217,ABC,sell,98.42,67\r\n2023-09-27 05:52:50.422744,DEF,sell,97.32,101\r\n2023-09-28 08:56:31.062121,ABC,sell,96.47,23\r\n2023-09-29 05:33:57.174717,ABC,buy,95.39,11\r\n2023-09-30 09:06:30.793353,ABC,sell,99.06,122\r\n2023-10-01 02:17:11.680513,ABC,sell,97.92,9\r\n2023-10-02 01:29:52.878457,ABC,buy,96.32,21\r\n2023-10-03 03:07:44.593699,ABC,sell,99.58,49\r\n2023-10-04 08:40:41.985235,ABC,buy,98.12,6\r\n2023-10-05 09:17:14.855530,ABC,buy,97.47,43\r\n2023-10-06 04:45:49.744017,ABC,sell,99.48,7\r\n2023-10-06 23:03:47.965134,ABC,buy,96.72,305\r\n2023-10-07 11:33:36.397729,DEF,sell,98.3,146\r\n2023-10-08 07:39:15.293243,DEF,sell,100.68,282\r\n2023-10-09 19:08:52.593894,DEF,sell,101.97,131\r\n2023-10-10 10:38:57.677433,DEF,buy,99.54,107\r\n2023-10-11 22:03:38.186412,DEF,buy,99.4,72\r\n2023-10-12 17:18:23.717228,DEF,buy,99.29,33\r\n2023-10-13 15:58:57.919362,DEF,sell,100.96,49\r\n2023-10-14 08:23:21.525806,DEF,buy,99.6,110\r\n2023-10-15 12:27:20.463605,DEF,buy,98.56,89\r\n2023-10-16 06:05:15.983764,DEF,sell,100.17,35\r\n2023-10-17 10:58:18.501174,ABC,buy,98.08,76\r\n2023-10-18 15:50:00.641144,DEF,buy,97.57,81\r\n2023-10-19 20:25:04.460115,ABC,buy,98.9,8\r\n2023-10-20 19:05:20.305894,DEF,buy,97.14,148\r\n2023-10-21 11:46:33.970828,DEF,sell,99.52,5\r\n2023-10-22 14:41:57.629958,DEF,sell,101.07,109\r\n2023-10-24 00:10:41.944881,ABC,sell,101.1,172\r\n2023-10-25 05:38:34.434146,DEF,sell,102.14,73\r\n2023-10-26 09:33:29.117857,DEF,sell,102.28,139\r\n2023-10-27 00:24:38.529376,ABC,sell,103.01,98\r\n2023-10-27 16:09:40.976242,ABC,buy,100.84,57\r\n2023-10-28 19:09:31.446546,ABC,sell,99.98,72\r\n2023-10-29 17:47:21.993418,ABC,buy,99.38,46\r\n2023-10-30 19:11:19.680684,DEF,sell,102.91,239\r\n2023-10-31 21:37:58.437022,DEF,sell,104.66,67\r\n2023-11-01 23:15:39.961086,ABC,sell,101.8,13\r\n2023-11-02 19:24:31.982920,ABC,buy,99.41,120\r\n2023-11-03 15:09:44.629175,DEF,buy,98.01,33\r\n2023-11-04 08:17:01.187110,ABC,sell,100.21,84\r\n2023-11-05 07:30:58.153090,DEF,sell,99.4,50\r\n2023-11-06 16:28:21.308385,ABC,buy,97.4,21\r\n2023-11-07 09:21:28.659327,ABC,sell,102.2,169\r\n2023-11-08 17:42:13.436968,ABC,sell,102.12,60\r\n2023-11-10 01:06:07.434395,DEF,buy,100.07,183\r\n2023-11-11 06:14:14.080885,DEF,buy,100.77,9\r\n2023-11-12 02:29:04.472709,DEF,buy,100.95,175\r\n2023-11-13 13:40:13.793581,ABC,sell,103.23,1\r\n2023-11-14 06:43:42.242490,DEF,buy,100.72,101\r\n2023-11-15 02:26:27.808282,ABC,buy,100.81,75\r\n2023-11-16 09:34:57.032824,ABC,buy,102.14,82\r\n2023-11-17 10:29:55.210262,ABC,buy,101.82,177\r\n2023-11-18 09:41:16.637285,DEF,sell,104.92,125\r\n2023-11-19 11:58:41.268220,ABC,buy,101.07,55\r\n2023-11-20 06:37:37.075348,ABC,sell,104.18,51\r\n2023-11-21 01:38:32.300365,DEF,sell,103.54,115\r\n2023-11-22 10:47:06.087450,ABC,sell,105.03,47\r\n2023-11-23 21:56:18.970255,ABC,buy,102.52,174\r\n2023-11-24 21:18:39.396090,ABC,buy,101.78,103\r\n2023-11-26 08:55:45.360056,ABC,sell,102.91,5\r\n2023-11-27 16:56:01.404311,DEF,sell,104.01,305\r\n2023-11-29 03:54:54.513440,DEF,sell,104.18,51\r\n2023-11-30 13:34:04.985927,ABC,sell,102.2,52\r\n2023-12-01 14:31:44.343937,DEF,buy,102.47,23\r\n2023-12-02 03:35:47.837837,DEF,sell,103.22,90\r\n2023-12-03 05:09:47.937281,ABC,buy,102.33,76\r\n2023-12-03 20:28:20.062770,ABC,sell,104.15,46\r\n2023-12-05 06:28:25.244244,DEF,sell,105.39,135\r\n2023-12-06 05:14:01.659691,DEF,buy,103.01,119\r\n2023-12-06 21:52:04.838762,ABC,buy,103.44,137\r\n2023-12-08 03:27:57.784722,ABC,buy,102.95,154\r\n2023-12-08 19:17:48.627925,ABC,buy,104.49,200\r\n2023-12-09 19:05:01.747075,ABC,sell,104.28,211\r\n2023-12-10 15:43:09.146037,ABC,sell,105.8,51\r\n2023-12-11 08:21:54.589367,ABC,sell,106.22,97\r\n2023-12-11 20:51:00.954873,ABC,sell,106.0,105\r\n2023-12-13 00:55:44.307877,ABC,buy,103.7,88\r\n2023-12-14 02:59:06.890918,ABC,buy,103.39,96\r\n2023-12-15 12:28:40.332153,ABC,buy,104.5,136\r\n2023-12-16 06:45:17.021466,ABC,buy,100.73,185\r\n2023-12-17 06:21:56.223708,ABC,buy,103.5,52\r\n2023-12-18 06:58:57.897972,ABC,sell,106.91,118\r\n2023-12-19 17:31:10.266563,DEF,sell,106.65,140\r\n2023-12-20 09:08:05.645708,ABC,sell,105.02,53\r\n2023-12-21 03:39:32.051180,DEF,buy,103.4,18\r\n2023-12-22 09:22:48.824301,DEF,buy,102.16,38\r\n2023-12-23 16:50:49.309111,DEF,buy,103.76,154\r\n2023-12-24 21:55:10.608415,ABC,buy,104.23,118\r\n2023-12-25 14:59:20.492220,ABC,buy,105.45,65\r\n2023-12-27 00:08:17.482758,DEF,buy,105.95,145\r\n2023-12-27 22:52:15.641019,DEF,buy,106.7,236\r\n2023-12-28 23:09:02.389510,ABC,sell,109.09,91\r\n2023-12-29 22:41:05.926186,DEF,sell,110.85,52\r\n2023-12-30 10:52:12.403612,DEF,sell,110.5,107\r\n2023-12-31 04:22:58.702656,ABC,sell,108.73,117\r\n2024-01-01 15:46:45.687152,DEF,sell,110.54,96\r\n2024-01-02 23:36:27.278885,DEF,buy,110.37,120\r\n2024-01-04 01:13:42.055786,DEF,buy,111.0,66\r\n2024-01-04 16:37:11.014440,ABC,sell,112.85,104\r\n2024-01-05 22:46:35.900027,DEF,buy,108.76,9\r\n2024-01-06 21:32:05.087230,DEF,sell,111.98,157\r\n2024-01-08 03:06:42.170619,DEF,sell,109.84,182\r\n2024-01-09 01:20:15.959344,ABC,sell,110.11,13\r\n2024-01-09 19:29:09.387744,ABC,buy,108.84,28\r\n2024-01-10 22:22:55.813324,DEF,buy,108.77,88\r\n2024-01-12 07:27:02.566412,DEF,sell,110.18,126\r\n2024-01-12 22:33:45.152941,ABC,sell,109.02,131\r\n2024-01-14 07:41:20.711656,ABC,sell,108.07,124\r\n2024-01-14 21:10:14.174666,DEF,sell,108.36,118\r\n2024-01-15 23:43:02.551931,ABC,buy,104.09,0\r\n2024-01-17 04:10:31.537302,DEF,sell,107.62,186\r\n2024-01-18 03:33:30.497442,ABC,sell,109.65,80\r\n2024-01-19 02:53:57.473813,ABC,sell,109.24,108\r\n2024-01-20 07:52:10.337703,DEF,sell,110.04,58\r\n2024-01-21 08:11:01.812291,DEF,sell,108.96,32\r\n2024-01-21 22:36:09.210959,ABC,sell,107.6,98\r\n2024-01-23 06:31:31.187251,ABC,sell,109.14,211\r\n2024-01-24 00:45:28.383711,DEF,sell,109.82,131\r\n2024-01-24 21:54:53.664044,DEF,sell,108.91,126\r\n2024-01-26 04:39:39.178731,DEF,buy,107.2,30\r\n2024-01-26 18:28:15.684474,DEF,sell,111.63,69\r\n2024-01-27 10:20:04.985486,ABC,sell,108.69,140\r\n2024-01-28 08:23:43.522705,ABC,buy,107.0,19\r\n2024-01-29 10:47:50.065081,ABC,sell,109.48,58\r\n2024-01-30 22:38:50.999795,ABC,sell,108.89,0\r\n"
  }
]