$QQQ ETH spreads wider than RTH spreads

US Stock Market pre-market and post-market bid ask spreads are different that regular trading hours

Hours and Market Data on The US Stock Markets

Regular Trading Hours (RTH) in the US Stock Market is 9:30 a.m. to 4:00 p.m. Eastern Time. Trading can happen in the Pre-market hours (4:00 a.m. to 9:30 a.m. ET) and in the After Hours (post) market (4:00 p.m. to 8:00).

The pre-market and post-market are sometimes called Extended Trading Hours (ETH).

ETH markets do not behave the same as the RT sometimes called after-hours trading. To illustrate this here are a few graphs that show the spread over time for some of the QQQ, one of the most popular trading symbols in both RTH and ETH.

The following chart clearly shows that the average bid-ask spread during each minute bar varies widely in ETH.

$QQQ ETH spreads wider than RTH spreads

  • The blue highlights are the pre-market hours.
  • The yellow highlights are RTH.
  • The green highlights are the post-market hours.

 

This chart was generated using CloudQuant’s free historical backtesting tool. The python historical market data is shown below.

from cloudquant.interfaces import Strategy

    class CQb5e7901ea3bc4e22b0ffd861ce3f0287(Strategy):

    # note that this doesn't start with "self" because it's a @classmethod
    @classmethod
    def is_symbol_qualified(cls, symbol, md, service, account):
        return symbol=="QQQ" 

    # called at the beginning of each instance
    def on_start(self, md, order, service, account):
        self.filename = "spread_{}.csv".format(self.symbol)
        service.write_file(self.filename, "time,symbol,spread")

    # called every minute before the first on_trade of every new minute, or 5 seconds after a new minute starts
    def on_minute_bar(self, event, md, order, service, account, bar):
        mybars = md.bar.minute(start=-1,include_extended=True)
        if len(mybars.spread) > 0:
            service.write_file(self.filename, "{},{},{}".format(service.time_to_string(event.timestamp), self.symbol, mybars.spread[-1]))
        else:
            service.write_file(self.filename, "{},{},{}".format(service.time_to_string(event.timestamp), self.symbol, 0))

1 Day Spread Supporting Data

Time Symbo Spread
4:01:01 AM QQQ 0.4700
4:02:05 AM QQQ 0.8300
4:03:05 AM QQQ 0.0375
4:04:05 AM QQQ 0.0300
4:05:05 AM QQQ 0.0300
4:06:01 AM QQQ 0.0475
4:07:05 AM QQQ 0.0567
4:08:05 AM QQQ 0.0600
4:09:05 AM QQQ 0.0500
4:10:05 AM QQQ 0.0500
4:11:05 AM QQQ 0.0500
4:12:05 AM QQQ 0.0700
4:13:05 AM QQQ 0.0700
4:14:00 AM QQQ 0.0000
4:15:05 AM QQQ 0.0350
4:16:05 AM QQQ 0.0500
4:17:05 AM QQQ 0.0500
4:18:05 AM QQQ 0.0000
4:19:05 AM QQQ 0.0000
4:20:05 AM QQQ 0.0000
4:21:05 AM QQQ 0.0600
4:22:05 AM QQQ 0.0700
4:23:05 AM QQQ 0.0600
4:24:05 AM QQQ 0.0250
4:25:05 AM QQQ 0.0486
4:26:05 AM QQQ 0.0400
4:27:05 AM QQQ 0.0400
4:28:05 AM QQQ 0.0300
4:29:05 AM QQQ 0.0300
4:30:05 AM QQQ 0.0200
4:31:05 AM QQQ 0.0133
4:32:05 AM QQQ 0.0133
4:33:05 AM QQQ 0.0300
4:34:05 AM QQQ 0.0300
4:35:05 AM QQQ 0.0300
4:36:05 AM QQQ 0.0300
4:37:05 AM QQQ 0.0000
4:38:05 AM QQQ 0.0000
4:39:05 AM QQQ 0.0300
4:40:02 AM QQQ 0.0200
4:41:05 AM QQQ 0.0225
4:42:05 AM QQQ 0.0300
4:43:05 AM QQQ 0.0200
4:44:05 AM QQQ 0.0300
4:45:05 AM QQQ 0.0400
4:46:05 AM QQQ 0.0400
4:47:05 AM QQQ 0.0200
4:48:05 AM QQQ 0.0200
4:49:05 AM QQQ 0.0300
4:50:05 AM QQQ 0.0300
4:51:05 AM QQQ 0.0000
4:52:05 AM QQQ 0.0000
4:53:05 AM QQQ 0.0300
4:54:05 AM QQQ 0.0300
4:55:05 AM QQQ 0.0000
4:56:03 AM QQQ 0.0000
4:57:05 AM QQQ 0.0250
4:58:05 AM QQQ 0.0250
4:59:05 AM QQQ 0.0000
5:00:05 AM QQQ 0.0000
5:01:05 AM QQQ 0.0300
5:02:05 AM QQQ 0.0300
5:03:05 AM QQQ 0.0000
5:04:05 AM QQQ 0.0250
5:05:05 AM QQQ 0.0400
5:06:05 AM QQQ 0.0300
5:07:05 AM QQQ 0.0300
5:08:05 AM QQQ 0.0000
5:09:05 AM QQQ 0.0000
5:10:05 AM QQQ 0.0000
5:11:05 AM QQQ 0.0300
5:12:05 AM QQQ 0.0300
5:13:05 AM QQQ 0.0300
5:14:05 AM QQQ 0.0300
5:15:05 AM QQQ 0.0300
5:16:05 AM QQQ 0.0000
5:17:03 AM QQQ 0.0187
5:18:05 AM QQQ 0.0300
5:19:05 AM QQQ 0.0300
5:20:05 AM QQQ 0.0300
5:21:05 AM QQQ 0.0300
5:22:05 AM QQQ 0.0300
5:23:05 AM QQQ 0.0300
5:24:05 AM QQQ 0.0000
5:25:05 AM QQQ 0.0000
5:26:05 AM QQQ 0.0000
5:27:05 AM QQQ 0.0000
5:28:05 AM QQQ 0.0300
5:29:05 AM QQQ 0.0300
5:30:05 AM QQQ 0.0300
5:31:05 AM QQQ 0.0300
5:32:05 AM QQQ 0.0200
5:33:05 AM QQQ 0.0250
5:34:05 AM QQQ 0.0250
5:35:05 AM QQQ 0.0233
5:36:05 AM QQQ 0.0300
5:37:05 AM QQQ 0.0300
5:38:05 AM QQQ 0.0300
5:39:05 AM QQQ 0.0050
5:40:02 AM QQQ 0.0050
5:41:05 AM QQQ 0.0333
5:42:05 AM QQQ 0.0300
5:43:05 AM QQQ 0.0300
5:44:05 AM QQQ 0.0220
5:45:05 AM QQQ 0.0300
5:46:05 AM QQQ 0.0100
5:47:00 AM QQQ 0.0400
5:48:05 AM QQQ 0.0367
5:49:05 AM QQQ 0.0367
5:50:05 AM QQQ 0.0400
5:51:05 AM QQQ 0.0300
5:52:05 AM QQQ 0.0100
5:53:05 AM QQQ 0.0233
5:54:05 AM QQQ 0.0333
5:55:05 AM QQQ 0.0400
5:56:05 AM QQQ 0.0400
5:57:05 AM QQQ 0.0300
5:58:05 AM QQQ 0.0150
5:59:05 AM QQQ 0.0150
6:00:05 AM QQQ 0.0300
6:01:05 AM QQQ 0.0200
6:02:01 AM QQQ 0.0200
6:03:02 AM QQQ 0.0300
6:04:05 AM QQQ 0.0150
6:05:05 AM QQQ 0.0150
6:06:05 AM QQQ 0.0400
6:07:05 AM QQQ 0.0400
6:08:05 AM QQQ 0.0400
6:09:04 AM QQQ 0.0300
6:10:05 AM QQQ 0.0400
6:11:05 AM QQQ 0.0400
6:12:05 AM QQQ 0.0100
6:13:05 AM QQQ 0.0100
6:14:04 AM QQQ 0.0300
6:15:05 AM QQQ 0.0364
6:16:05 AM QQQ 0.0364
6:17:05 AM QQQ 0.0400
6:18:05 AM QQQ 0.0400
6:19:05 AM QQQ 0.0317
6:20:05 AM QQQ 0.0300
6:21:02 AM QQQ 0.0400
6:22:02 AM QQQ 0.0200
6:23:05 AM QQQ 0.0400
6:24:05 AM QQQ 0.0400
6:25:03 AM QQQ 0.0417
6:26:05 AM QQQ 0.0400
6:27:05 AM QQQ 0.0400
6:28:05 AM QQQ 0.0400
6:29:05 AM QQQ 0.0400
6:30:05 AM QQQ 0.0100
6:31:05 AM QQQ 0.0400
6:32:05 AM QQQ 0.0214
6:33:05 AM QQQ 0.0300
6:34:05 AM QQQ 0.0300
6:35:05 AM QQQ 0.0400
6:36:05 AM QQQ 0.0400
6:37:05 AM QQQ 0.0100
6:38:05 AM QQQ 0.0100
6:39:05 AM QQQ 0.0000
6:40:05 AM QQQ 0.0300
6:41:05 AM QQQ 0.0300
6:42:05 AM QQQ 0.0300
6:43:05 AM QQQ 0.0300
6:44:05 AM QQQ 0.0300
6:45:05 AM QQQ 0.0000
6:46:05 AM QQQ 0.0000
6:47:05 AM QQQ 0.0000
6:48:05 AM QQQ 0.0200
6:49:03 AM QQQ 0.0238
6:50:05 AM QQQ 0.0275
6:51:04 AM QQQ 0.0275
6:52:05 AM QQQ 0.0250
6:53:05 AM QQQ 0.0225
6:54:05 AM QQQ 0.0225
6:55:03 AM QQQ 0.0000
6:56:05 AM QQQ 0.0300
6:57:05 AM QQQ 0.0300
6:58:05 AM QQQ 0.0200
6:59:04 AM QQQ 0.0100
7:00:00 AM QQQ 0.0080
7:01:05 AM QQQ 0.0169
7:02:01 AM QQQ 0.0156
7:03:03 AM QQQ 0.0140
7:04:05 AM QQQ 0.0131
7:05:05 AM QQQ 0.0100
7:06:05 AM QQQ 0.0067
7:07:05 AM QQQ 0.0067
7:08:05 AM QQQ 0.0087
7:09:05 AM QQQ 0.0213
7:10:02 AM QQQ 0.0073
7:11:05 AM QQQ 0.0208
7:12:05 AM QQQ 0.0325
7:13:05 AM QQQ 0.0275
7:14:05 AM QQQ 0.0086
7:15:05 AM QQQ 0.0125
7:16:05 AM QQQ 0.0025
7:17:05 AM QQQ 0.0025
7:18:01 AM QQQ 0.0250
7:19:05 AM QQQ 0.0147
7:20:05 AM QQQ 0.0260
7:21:05 AM QQQ 0.0176
7:22:05 AM QQQ 0.0244
7:23:05 AM QQQ 0.0244
7:24:05 AM QQQ 0.0000
7:25:05 AM QQQ 0.0300
7:26:05 AM QQQ 0.0300
7:27:05 AM QQQ 0.0224
7:28:05 AM QQQ 0.0300
7:29:05 AM QQQ 0.0167
7:30:05 AM QQQ 0.0129
7:31:03 AM QQQ 0.0089
7:32:05 AM QQQ 0.0085
7:33:05 AM QQQ 0.0240
7:34:05 AM QQQ 0.0161
7:35:02 AM QQQ 0.0089
7:36:05 AM QQQ -0.0020
7:37:05 AM QQQ 0.0100
7:38:05 AM QQQ 0.0100
7:39:05 AM QQQ 0.0044
7:40:05 AM QQQ 0.0200
7:41:04 AM QQQ 0.0000
7:42:03 AM QQQ 0.0100
7:43:01 AM QQQ 0.0125
7:44:05 AM QQQ 0.0208
7:45:05 AM QQQ 0.0100
7:46:05 AM QQQ 0.0250
7:47:05 AM QQQ 0.0112
7:48:05 AM QQQ 0.0064
7:49:05 AM QQQ 0.0064
7:50:05 AM QQQ 0.0000
7:51:05 AM QQQ 0.0000
7:52:05 AM QQQ 0.0050
7:53:03 AM QQQ 0.0100
7:54:05 AM QQQ 0.0200
7:55:05 AM QQQ 0.0100
7:56:05 AM QQQ 0.0200
7:57:05 AM QQQ 0.0267
7:58:05 AM QQQ 0.0226
7:59:05 AM QQQ 0.0075
8:00:01 AM QQQ 0.0040
8:01:02 AM QQQ 0.0085
8:02:05 AM QQQ 0.0171
8:03:05 AM QQQ 0.0200
8:04:01 AM QQQ 0.0200
8:05:01 AM QQQ 0.0183
8:06:00 AM QQQ 0.0210
8:07:05 AM QQQ 0.0189
8:08:04 AM QQQ 0.0150
8:09:05 AM QQQ 0.0167
8:10:05 AM QQQ 0.0100
8:11:05 AM QQQ 0.0225
8:12:05 AM QQQ 0.0200
8:13:05 AM QQQ 0.0025
8:14:05 AM QQQ 0.0133
8:15:02 AM QQQ 0.0025
8:16:00 AM QQQ 0.0150
8:17:05 AM QQQ 0.0200
8:18:05 AM QQQ 0.0200
8:19:05 AM QQQ 0.0100
8:20:05 AM QQQ 0.0200
8:21:05 AM QQQ 0.0113
8:22:05 AM QQQ 0.0120
8:23:05 AM QQQ 0.0300
8:24:03 AM QQQ 0.0200
8:25:05 AM QQQ 0.0021
8:26:00 AM QQQ 0.0200
8:27:05 AM QQQ 0.0300
8:28:05 AM QQQ 0.0400
8:29:05 AM QQQ 0.0175
8:30:05 AM QQQ 0.0125
8:31:05 AM QQQ 0.0117
8:32:05 AM QQQ 0.0214
8:33:05 AM QQQ 0.0214
8:34:03 AM QQQ 0.0160
8:35:05 AM QQQ 0.0471
8:36:05 AM QQQ 0.0075
8:37:05 AM QQQ 0.0075
8:38:05 AM QQQ 0.0300
8:39:05 AM QQQ 0.0200
8:40:05 AM QQQ 0.0200
8:41:05 AM QQQ 0.0238
8:42:00 AM QQQ 0.0200
8:43:04 AM QQQ 0.0220
8:44:05 AM QQQ 0.0200
8:45:01 AM QQQ 0.0086
8:46:05 AM QQQ 0.0306
8:47:05 AM QQQ 0.0189
8:48:00 AM QQQ 0.0167
8:49:05 AM QQQ 0.0150
8:50:05 AM QQQ 0.0100
8:51:02 AM QQQ 0.0023
8:52:01 AM QQQ 0.0237
8:53:05 AM QQQ 0.0218
8:54:05 AM QQQ 0.0262
8:55:05 AM QQQ 0.0186
8:56:05 AM QQQ 0.0100
8:57:05 AM QQQ 0.0162
8:58:05 AM QQQ 0.0133
8:59:05 AM QQQ 0.0125
9:00:05 AM QQQ 0.0217
9:01:05 AM QQQ 0.0160
9:02:05 AM QQQ 0.0144
9:03:05 AM QQQ 0.0100
9:04:05 AM QQQ 0.0067
9:05:05 AM QQQ 0.0200
9:06:01 AM QQQ 0.0127
9:07:05 AM QQQ 0.0100
9:08:00 AM QQQ 0.0141
9:09:05 AM QQQ 0.0137
9:10:05 AM QQQ 0.0100
9:11:04 AM QQQ 0.0147
9:12:05 AM QQQ 0.0026
9:13:05 AM QQQ 0.0100
9:14:05 AM QQQ 0.0136
9:15:05 AM QQQ 0.0186
9:16:05 AM QQQ 0.0125
9:17:03 AM QQQ 0.0212
9:18:05 AM QQQ 0.0108
9:19:05 AM QQQ 0.0174
9:20:02 AM QQQ 0.0180
9:21:05 AM QQQ 0.0216
9:22:02 AM QQQ 0.0162
9:23:05 AM QQQ 0.0200
9:24:05 AM QQQ 0.0125
9:25:03 AM QQQ 0.0076
9:26:05 AM QQQ 0.0100
9:27:03 AM QQQ 0.0100
9:28:00 AM QQQ 0.0090
9:29:05 AM QQQ 0.0066
9:30:00 AM QQQ 0.0120
9:31:01 AM QQQ 0.0106
9:32:00 AM QQQ 0.0100
9:33:00 AM QQQ 0.0108
9:34:00 AM QQQ 0.0105
9:35:00 AM QQQ 0.0088
9:36:00 AM QQQ 0.0105
9:37:00 AM QQQ 0.0106
9:38:00 AM QQQ 0.0101
9:39:00 AM QQQ 0.0104
9:40:00 AM QQQ 0.0093
9:41:00 AM QQQ 0.0103
9:42:00 AM QQQ 0.0099
9:43:00 AM QQQ 0.0095
9:44:01 AM QQQ 0.0110
9:45:00 AM QQQ 0.0101
9:46:00 AM QQQ 0.0098
9:47:01 AM QQQ 0.0096
9:48:01 AM QQQ 0.0098
9:49:00 AM QQQ 0.0104
9:50:01 AM QQQ 0.0102
9:51:01 AM QQQ 0.0102
9:52:00 AM QQQ 0.0087
9:53:02 AM QQQ 0.0093
9:54:01 AM QQQ 0.0100
9:55:00 AM QQQ 0.0099
9:56:00 AM QQQ 0.0096
9:57:01 AM QQQ 0.0096
9:58:01 AM QQQ 0.0096
9:59:00 AM QQQ 0.0100
10:00:00 AM QQQ 0.0110
10:01:00 AM QQQ 0.0099
10:02:00 AM QQQ 0.0102
10:03:00 AM QQQ 0.0096
10:04:00 AM QQQ 0.0099
10:05:00 AM QQQ 0.0101
10:06:00 AM QQQ 0.0099
10:07:01 AM QQQ 0.0103
10:08:02 AM QQQ 0.0099
10:09:02 AM QQQ 0.0110
10:10:02 AM QQQ 0.0100
10:11:00 AM QQQ 0.0102
10:12:01 AM QQQ 0.0090
10:13:00 AM QQQ 0.0099
10:14:01 AM QQQ 0.0100
10:15:00 AM QQQ 0.0099
10:16:00 AM QQQ 0.0099
10:17:00 AM QQQ 0.0099
10:18:01 AM QQQ 0.0100
10:19:01 AM QQQ 0.0101
10:20:00 AM QQQ 0.0094
10:21:01 AM QQQ 0.0097
10:22:00 AM QQQ 0.0100
10:23:01 AM QQQ 0.0098
10:24:00 AM QQQ 0.0100
10:25:01 AM QQQ 0.0099
10:26:01 AM QQQ 0.0100
10:27:00 AM QQQ 0.0098
10:28:01 AM QQQ 0.0099
10:29:00 AM QQQ 0.0099
10:30:01 AM QQQ 0.0100
10:31:01 AM QQQ 0.0101
10:32:00 AM QQQ 0.0085
10:33:00 AM QQQ 0.0101
10:34:01 AM QQQ 0.0100
10:35:02 AM QQQ 0.0097
10:36:01 AM QQQ 0.0100
10:37:01 AM QQQ 0.0098
10:38:01 AM QQQ 0.0091
10:39:00 AM QQQ 0.0099
10:40:01 AM QQQ 0.0099
10:41:01 AM QQQ 0.0095
10:42:00 AM QQQ 0.0099
10:43:00 AM QQQ 0.0100
10:44:00 AM QQQ 0.0099
10:45:00 AM QQQ 0.0097
10:46:00 AM QQQ 0.0099
10:47:01 AM QQQ 0.0099
10:48:00 AM QQQ 0.0093
10:49:01 AM QQQ 0.0101
10:50:00 AM QQQ 0.0087
10:51:00 AM QQQ 0.0101
10:52:01 AM QQQ 0.0093
10:53:00 AM QQQ 0.0110
10:54:00 AM QQQ 0.0093
10:55:01 AM QQQ 0.0102
10:56:03 AM QQQ 0.0095
10:57:01 AM QQQ 0.0088
10:58:00 AM QQQ 0.0098
10:59:00 AM QQQ 0.0098
11:00:00 AM QQQ 0.0102
11:01:01 AM QQQ 0.0107
11:02:01 AM QQQ 0.0102
11:03:01 AM QQQ 0.0100
11:04:01 AM QQQ 0.0099
11:05:02 AM QQQ 0.0092
11:06:01 AM QQQ 0.0101
11:07:01 AM QQQ 0.0104
11:08:05 AM QQQ 0.0100
11:09:01 AM QQQ 0.0095
11:10:00 AM QQQ 0.0108
11:11:00 AM QQQ 0.0103
11:12:01 AM QQQ 0.0100
11:13:01 AM QQQ 0.0100
11:14:02 AM QQQ 0.0098
11:15:01 AM QQQ 0.0100
11:16:00 AM QQQ 0.0096
11:17:01 AM QQQ 0.0095
11:18:01 AM QQQ 0.0101
11:19:00 AM QQQ 0.0102
11:20:00 AM QQQ 0.0096
11:21:00 AM QQQ 0.0105
11:22:00 AM QQQ 0.0103
11:23:00 AM QQQ 0.0102
11:24:01 AM QQQ 0.0100
11:25:01 AM QQQ 0.0093
11:26:02 AM QQQ 0.0101
11:27:01 AM QQQ 0.0099
11:28:01 AM QQQ 0.0103
11:29:02 AM QQQ 0.0113
11:30:00 AM QQQ 0.0101
11:31:00 AM QQQ 0.0100
11:32:01 AM QQQ 0.0100
11:33:00 AM QQQ 0.0100
11:34:01 AM QQQ 0.0091
11:35:00 AM QQQ 0.0090
11:36:00 AM QQQ 0.0085
11:37:01 AM QQQ 0.0102
11:38:04 AM QQQ 0.0100
11:39:01 AM QQQ 0.0098
11:40:00 AM QQQ 0.0101
11:41:00 AM QQQ 0.0100
11:42:00 AM QQQ 0.0100
11:43:01 AM QQQ 0.0097
11:44:01 AM QQQ 0.0100
11:45:00 AM QQQ 0.0096
11:46:01 AM QQQ 0.0100
11:47:03 AM QQQ 0.0100
11:48:00 AM QQQ 0.0091
11:49:00 AM QQQ 0.0100
11:50:01 AM QQQ 0.0100
11:51:05 AM QQQ 0.0100
11:52:00 AM QQQ 0.0097
11:53:01 AM QQQ 0.0099
11:54:05 AM QQQ 0.0091
11:55:01 AM QQQ 0.0103
11:56:02 AM QQQ 0.0100
11:57:03 AM QQQ 0.0105
11:58:00 AM QQQ 0.0099
11:59:03 AM QQQ 0.0099
12:00:01 PM QQQ 0.0100
12:01:05 PM QQQ 0.0099
12:02:02 PM QQQ 0.0097
12:03:01 PM QQQ 0.0094
12:04:02 PM QQQ 0.0103
12:05:03 PM QQQ 0.0098
12:06:04 PM QQQ 0.0098
12:07:01 PM QQQ 0.0099
12:08:01 PM QQQ 0.0095
12:09:01 PM QQQ 0.0101
12:10:00 PM QQQ 0.0100
12:11:01 PM QQQ 0.0099
12:12:02 PM QQQ 0.0101
12:13:02 PM QQQ 0.0104
12:14:00 PM QQQ 0.0098
12:15:04 PM QQQ 0.0100
12:16:00 PM QQQ 0.0099
12:17:03 PM QQQ 0.0099
12:18:05 PM QQQ 0.0100
12:19:00 PM QQQ 0.0098
12:20:02 PM QQQ 0.0100
12:21:01 PM QQQ 0.0098
12:22:00 PM QQQ 0.0104
12:23:01 PM QQQ 0.0098
12:24:01 PM QQQ 0.0098
12:25:01 PM QQQ 0.0084
12:26:02 PM QQQ 0.0096
12:27:04 PM QQQ 0.0102
12:28:01 PM QQQ 0.0101
12:29:02 PM QQQ 0.0100
12:30:00 PM QQQ 0.0090
12:31:01 PM QQQ 0.0097
12:32:03 PM QQQ 0.0085
12:33:02 PM QQQ 0.0099
12:34:00 PM QQQ 0.0093
12:35:00 PM QQQ 0.0100
12:36:00 PM QQQ 0.0100
12:37:02 PM QQQ 0.0098
12:38:02 PM QQQ 0.0100
12:39:00 PM QQQ 0.0098
12:40:00 PM QQQ 0.0100
12:41:05 PM QQQ 0.0094
12:42:03 PM QQQ 0.0096
12:43:00 PM QQQ 0.0102
12:44:01 PM QQQ 0.0100
12:45:01 PM QQQ 0.0099
12:46:05 PM QQQ 0.0100
12:47:05 PM QQQ 0.0100
12:48:01 PM QQQ 0.0096
12:49:03 PM QQQ 0.0111
12:50:05 PM QQQ 0.0102
12:51:05 PM QQQ 0.0099
12:52:01 PM QQQ 0.0100
12:53:01 PM QQQ 0.0094
12:54:01 PM QQQ 0.0104
12:55:05 PM QQQ 0.0102
12:56:00 PM QQQ 0.0101
12:57:02 PM QQQ 0.0102
12:58:04 PM QQQ 0.0100
12:59:00 PM QQQ 0.0099
1:00:02 PM QQQ 0.0107
1:01:00 PM QQQ 0.0101
1:02:02 PM QQQ 0.0100
1:03:05 PM QQQ 0.0101
1:04:01 PM QQQ 0.0099
1:05:05 PM QQQ 0.0100
1:06:01 PM QQQ 0.0098
1:07:02 PM QQQ 0.0098
1:08:01 PM QQQ 0.0098
1:09:01 PM QQQ 0.0100
1:10:00 PM QQQ 0.0096
1:11:04 PM QQQ 0.0099
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