Model: Youyang Gu (YYG) - YYG-ParamSearch

    Name: ParamSearch
    Abbreviation: YYG-ParamSearch
    Owner: covid19hub
    Team name: Youyang Gu (YYG)
    Description: An SEIR model that makes daily infections and deaths projections for US states. A machine learning layer learns the best parameters/inputs for each state. The model accounts for state reopenings.
    Contributors: Youyang Gu <covid19projections@gmail.com>
    License: Creative Commons Attribution 4.0
    Notes: primary
    Citation: https://covid19-projections.com/about/
    Methods: We've built a SEIR model with learned parameters to make daily projections regarding COVID-19 infections and deaths in all 50 US states and 70+ countries. The model also accounts for individual state-by-state reopenings and the resulting effects on infections and deaths. The parameters/inputs of this simulator are learned using hyperparameter optimization that minimizes the error between the projected outputs (projected daily deaths) and the actual results (reported daily deaths). Because the infections curve is unique for every region, we let the model use each region's own data to learn the best set of parameters for that region. This includes parameters such as: mortality rate, initial R_0, post-lockdown R, and the inflection date of any lockdowns. Other variables such as the latency period, infectious period, and virus shedding period are fixed based on published literature. After some additional validation techniques to minimize overfitting, we use the learned parameters to simulate the future and make projections. See website for full description, methods, and results.
    Home: https://covid19-projections.com
    Auxiliary data: https://github.com/youyanggu/covid19_projections

    Forecasts (177)

    Timezero Data Source Upload Time Issued at Version
    2020-05-05 2020-05-05-YYG-ParamSearch.csv 2020-05-31 13:58:15 UTC 2020-05-31 12:00:00 UTC
    2019-12-30 (No data)
    2020-03-15 (No data)
    2020-05-16 2020-05-16-YYG-ParamSearch.csv 2020-05-31 14:04:33 UTC 2020-05-31 12:00:00 UTC
    2020-05-15 2020-05-15-YYG-ParamSearch.csv 2020-05-31 13:57:16 UTC 2020-05-31 12:00:00 UTC
    2020-05-06 2020-05-06-YYG-ParamSearch.csv 2020-05-31 14:02:02 UTC 2020-05-31 12:00:00 UTC
    2020-05-07 2020-05-07-YYG-ParamSearch.csv 2020-05-31 14:05:47 UTC 2020-05-31 12:00:00 UTC
    2020-08-01 2020-08-01-YYG-ParamSearch.csv 2020-08-02 11:21:12 UTC 2020-08-02 12:00:00 UTC
    2020-07-31 2020-07-31-YYG-ParamSearch.csv 2020-08-02 11:20:56 UTC 2020-08-02 12:00:00 UTC
    2020-08-02 2020-08-02-YYG-ParamSearch.csv 2020-08-03 11:36:35 UTC 2020-08-03 12:00:00 UTC
    2020-05-10 2020-05-10-YYG-ParamSearch.csv 2020-05-31 14:00:58 UTC 2020-05-31 12:00:00 UTC
    2020-05-23 2020-05-23-YYG-ParamSearch.csv 2020-06-08 23:01:13 UTC 2020-06-08 12:00:00 UTC
    2020-05-22 2020-05-22-YYG-ParamSearch.csv 2020-06-08 23:03:12 UTC 2020-06-08 12:00:00 UTC
    2020-05-27 2020-05-27-YYG-ParamSearch.csv 2020-06-08 23:56:05 UTC 2020-06-08 12:00:00 UTC
    2020-06-26 2020-06-26-YYG-ParamSearch.csv 2020-06-26 18:18:33 UTC 2020-06-26 12:00:00 UTC
    2020-07-11 2020-07-11-YYG-ParamSearch.csv 2020-07-13 18:36:19 UTC 2020-07-13 12:00:00 UTC
    2020-07-18 2020-07-18-YYG-ParamSearch.csv 2020-07-20 11:20:22 UTC 2020-07-20 12:00:00 UTC
    2020-07-25 2020-07-25-YYG-ParamSearch.csv 2020-07-27 11:21:01 UTC 2020-07-27 12:00:00 UTC
    2020-08-04 2020-08-04-YYG-ParamSearch.csv 2020-08-04 11:28:07 UTC 2020-08-04 12:00:00 UTC
    2020-07-28 2020-07-28-YYG-ParamSearch.csv 2020-07-28 20:40:38 UTC 2020-07-28 12:00:00 UTC
    2020-08-05 2020-08-05-YYG-ParamSearch.csv 2020-08-05 14:25:37 UTC 2020-08-05 12:00:00 UTC
    2020-08-06 2020-08-06-YYG-ParamSearch.csv 2020-08-07 00:38:12 UTC 2020-08-07 12:00:00 UTC
    2020-08-07 2020-08-07-YYG-ParamSearch.csv 2020-08-08 00:37:58 UTC 2020-08-08 12:00:00 UTC
    2020-08-08 2020-08-08-YYG-ParamSearch.csv 2020-08-09 00:39:17 UTC 2020-08-09 12:00:00 UTC
    2020-08-09 2020-08-09-YYG-ParamSearch.csv 2020-08-10 18:18:47 UTC 2020-08-10 12:00:00 UTC
    2020-08-11 2020-08-11-YYG-ParamSearch.csv 2020-08-12 06:18:55 UTC 2020-08-12 12:00:00 UTC
    2020-08-12 2020-08-12-YYG-ParamSearch.csv 2020-08-12 18:18:19 UTC 2020-08-12 12:00:00 UTC
    2020-08-13 2020-08-13-YYG-ParamSearch.csv 2020-08-13 12:22:30 UTC 2020-08-13 12:00:00 UTC
    2020-08-14 2020-08-14-YYG-ParamSearch.csv 2020-08-14 18:17:57 UTC 2020-08-14 12:00:00 UTC
    2020-08-15 2020-08-15-YYG-ParamSearch.csv 2020-08-15 18:17:17 UTC 2020-08-15 12:00:00 UTC
    2020-08-16 2020-08-16-YYG-ParamSearch.csv 2020-08-17 06:19:44 UTC 2020-08-17 12:00:00 UTC
    2020-08-18 2020-08-18-YYG-ParamSearch.csv 2020-08-20 00:39:55 UTC 2020-08-20 12:00:00 UTC
    2020-08-19 2020-08-19-YYG-ParamSearch.csv 2020-08-20 00:40:10 UTC 2020-08-20 12:00:00 UTC
    2020-08-20 2020-08-20-YYG-ParamSearch.csv 2020-08-21 00:40:50 UTC 2020-08-21 12:00:00 UTC
    2020-08-21 2020-08-21-YYG-ParamSearch.csv 2020-08-21 18:19:40 UTC 2020-08-21 12:00:00 UTC
    2020-08-22 2020-08-22-YYG-ParamSearch.csv 2020-08-23 18:18:53 UTC 2020-08-23 12:00:00 UTC
    2020-08-23 2020-08-23-YYG-ParamSearch.csv 2020-08-23 18:19:09 UTC 2020-08-23 12:00:00 UTC
    2020-08-25 2020-08-25-YYG-ParamSearch.csv 2020-08-25 18:20:03 UTC 2020-08-25 12:00:00 UTC
    2020-08-26 2020-08-26-YYG-ParamSearch.csv 2020-08-27 18:20:28 UTC 2020-08-27 12:00:00 UTC
    2020-08-27 2020-08-27-YYG-ParamSearch.csv 2020-08-28 12:27:23 UTC 2020-08-28 12:00:00 UTC
    2020-08-30 2020-08-30-YYG-ParamSearch.csv 2020-08-31 00:24:20 UTC 2020-08-31 12:00:00 UTC
    2020-08-29 2020-08-29-YYG-ParamSearch.csv 2020-08-31 00:24:36 UTC 2020-08-31 12:00:00 UTC
    2020-09-02 2020-09-02-YYG-ParamSearch.csv 2020-09-03 00:46:38 UTC 2020-09-03 12:00:00 UTC
    2020-09-01 2020-09-01-YYG-ParamSearch.csv 2020-09-03 00:46:54 UTC 2020-09-03 12:00:00 UTC
    2020-09-03 2020-09-03-YYG-ParamSearch.csv 2020-09-04 00:46:36 UTC 2020-09-04 12:00:00 UTC
    2020-09-04 2020-09-04-YYG-ParamSearch.csv 2020-09-05 01:19:31 UTC 2020-09-05 12:00:00 UTC
    2020-09-05 2020-09-05-YYG-ParamSearch.csv 2020-09-06 00:48:44 UTC 2020-09-06 12:00:00 UTC
    2020-09-06 2020-09-06-YYG-ParamSearch.csv 2020-09-06 12:25:52 UTC 2020-09-06 12:00:00 UTC
    2020-09-08 2020-09-08-YYG-ParamSearch.csv 2020-09-10 18:26:22 UTC 2020-09-10 12:00:00 UTC
    2020-09-13 2020-09-13-YYG-ParamSearch.csv 2020-09-14 15:19:23 UTC 2020-09-14 12:00:00 UTC
    2020-09-19 2020-09-19-YYG-ParamSearch.csv 2020-09-21 00:57:56 UTC 2020-09-21 12:00:00 UTC
    2020-03-23 (No data)
    2020-03-30 (No data)
    2020-04-06 (No data)
    2020-04-13 2020-04-13-YYG-ParamSearch.csv 2020-05-13 15:28:17 UTC 2020-05-13 12:00:00 UTC
    2020-04-20 2020-04-20-YYG-ParamSearch.csv 2020-05-13 17:04:40 UTC 2020-05-13 12:00:00 UTC
    2020-04-27 2020-04-27-YYG-ParamSearch.csv 2020-05-13 17:32:16 UTC 2020-05-13 12:00:00 UTC
    2020-05-04 2020-05-04-YYG-ParamSearch.csv 2020-05-13 15:29:02 UTC 2020-05-13 12:00:00 UTC
    2020-05-11 2020-05-11-YYG-ParamSearch.csv 2020-05-13 20:36:15 UTC 2020-05-13 12:00:00 UTC
    2020-05-18 2020-05-18-YYG-ParamSearch.csv 2020-05-19 02:26:16 UTC 2020-05-19 12:00:00 UTC
    2020-05-25 2020-05-25-YYG-ParamSearch.csv 2020-05-26 00:02:53 UTC 2020-05-26 12:00:00 UTC
    2020-06-01 2020-06-01-YYG-ParamSearch.csv 2020-06-01 13:36:53 UTC 2020-06-01 12:00:00 UTC
    2020-06-08 2020-06-08-YYG-ParamSearch.csv 2020-06-08 22:55:03 UTC 2020-06-08 12:00:00 UTC
    2020-06-15 2020-06-15-YYG-ParamSearch.csv 2020-06-15 20:07:36 UTC 2020-06-15 12:00:00 UTC
    2020-06-22 2020-06-22-YYG-ParamSearch.csv 2020-06-22 14:51:21 UTC 2020-06-22 12:00:00 UTC
    2020-06-29 2020-06-29-YYG-ParamSearch.csv 2020-06-29 11:59:29 UTC 2020-06-29 12:00:00 UTC
    2020-07-06 2020-07-06-YYG-ParamSearch.csv 2020-07-07 13:32:13 UTC 2020-07-07 12:00:00 UTC
    2020-07-13 2020-07-13-YYG-ParamSearch.csv 2020-07-14 03:39:35 UTC 2020-07-14 12:00:00 UTC
    2020-07-20 2020-07-20-YYG-ParamSearch.csv 2020-07-21 03:10:27 UTC 2020-07-21 12:00:00 UTC
    2020-07-27 2020-07-27-YYG-ParamSearch.csv 2020-07-28 01:25:16 UTC 2020-07-28 12:00:00 UTC
    2020-08-03 2020-08-03-YYG-ParamSearch.csv 2020-08-04 01:11:58 UTC 2020-08-04 12:00:00 UTC
    2020-08-10 2020-08-10-YYG-ParamSearch.csv 2020-08-11 00:41:36 UTC 2020-08-11 12:00:00 UTC
    2020-08-17 2020-08-17-YYG-ParamSearch.csv 2020-08-19 00:40:05 UTC 2020-08-19 12:00:00 UTC
    2020-08-24 2020-08-24-YYG-ParamSearch.csv 2020-08-25 00:48:01 UTC 2020-08-25 12:00:00 UTC
    2020-08-31 2020-08-31-YYG-ParamSearch.csv 2020-09-01 06:23:22 UTC 2020-09-01 12:00:00 UTC
    2020-09-07 2020-09-07-YYG-ParamSearch.csv 2020-09-07 12:27:40 UTC 2020-09-07 12:00:00 UTC
    2020-09-14 2020-09-14-YYG-ParamSearch.csv 2020-09-15 01:41:52 UTC 2020-09-15 12:00:00 UTC
    2020-09-21 2020-09-21-YYG-ParamSearch.csv 2020-09-22 01:39:18 UTC 2020-09-22 12:00:00 UTC
    2020-09-28 2020-09-28-YYG-ParamSearch.csv 2020-09-29 02:04:00 UTC 2020-09-29 12:00:00 UTC
    2020-10-05 2020-10-05-YYG-ParamSearch.csv 2020-10-06 13:45:16 UTC 2020-10-06 12:00:00 UTC
    2020-10-12 (No data)
    2020-10-19 (No data)
    2020-10-26 (No data)
    2020-11-02 (No data)
    2020-11-09 (No data)
    2020-11-16 (No data)
    2020-11-23 (No data)
    2020-11-30 (No data)
    2020-12-07 (No data)
    2020-12-14 (No data)
    2020-12-21 (No data)
    2020-12-28 (No data)
    2020-04-12 (No data)
    2020-04-16 2020-04-16-YYG-ParamSearch.csv 2020-05-31 13:59:44 UTC 2020-05-31 12:00:00 UTC
    2020-04-19 2020-04-19-YYG-ParamSearch.csv 2020-05-31 14:04:01 UTC 2020-05-31 12:00:00 UTC
    2020-04-23 2020-04-23-YYG-ParamSearch.csv 2020-05-31 13:53:47 UTC 2020-05-31 12:00:00 UTC
    2020-04-26 2020-04-26-YYG-ParamSearch.csv 2020-05-31 14:03:42 UTC 2020-05-31 12:00:00 UTC
    2020-04-15 2020-04-15-YYG-ParamSearch.csv 2020-05-31 13:59:09 UTC 2020-05-31 12:00:00 UTC
    2020-04-17 2020-04-17-YYG-ParamSearch.csv 2020-05-31 14:00:00 UTC 2020-05-31 12:00:00 UTC
    2020-04-18 2020-04-18-YYG-ParamSearch.csv 2020-05-31 13:54:05 UTC 2020-05-31 12:00:00 UTC
    2020-04-21 2020-04-21-YYG-ParamSearch.csv 2020-05-31 13:55:24 UTC 2020-05-31 12:00:00 UTC
    2020-04-22 2020-04-22-YYG-ParamSearch.csv 2020-05-31 14:00:29 UTC 2020-05-31 12:00:00 UTC
    2020-04-24 2020-04-24-YYG-ParamSearch.csv 2020-05-31 14:12:33 UTC 2020-05-31 12:00:00 UTC
    2020-04-25 2020-04-25-YYG-ParamSearch.csv 2020-05-31 13:55:39 UTC 2020-05-31 12:00:00 UTC
    2020-04-28 2020-04-28-YYG-ParamSearch.csv 2020-05-31 14:03:05 UTC 2020-05-31 12:00:00 UTC
    2020-04-29 2020-04-29-YYG-ParamSearch.csv 2020-05-31 13:59:26 UTC 2020-05-31 12:00:00 UTC
    2020-04-30 2020-04-30-YYG-ParamSearch.csv 2020-05-31 13:53:30 UTC 2020-05-31 12:00:00 UTC
    2020-05-01 2020-05-01-YYG-ParamSearch.csv 2020-05-31 14:03:25 UTC 2020-05-31 12:00:00 UTC
    2020-05-02 2020-05-02-YYG-ParamSearch.csv 2020-05-31 13:52:42 UTC 2020-05-31 12:00:00 UTC
    2020-05-03 2020-05-03-YYG-ParamSearch.csv 2020-05-31 14:08:17 UTC 2020-05-31 12:00:00 UTC
    2020-03-22 (No data)
    2020-03-29 (No data)
    2020-04-05 (No data)
    2020-04-08 (No data)
    2020-03-27 (No data)
    2020-03-31 (No data)
    2020-04-01 (No data)
    2020-04-07 (No data)
    2020-04-09 (No data)
    2020-01-13 (No data)
    2020-01-20 (No data)
    2020-01-27 (No data)
    2020-02-03 (No data)
    2020-02-10 (No data)
    2020-02-17 (No data)
    2020-02-24 (No data)
    2020-03-02 (No data)
    2020-03-09 (No data)
    2020-01-06 (No data)
    2020-03-16 (No data)
    2020-05-08 2020-05-08-YYG-ParamSearch.csv 2020-05-31 14:09:29 UTC 2020-05-31 12:00:00 UTC
    2020-05-09 2020-05-09-YYG-ParamSearch.csv 2020-05-31 14:10:25 UTC 2020-05-31 12:00:00 UTC
    2020-05-14 2020-05-14-YYG-ParamSearch.csv 2020-05-31 14:07:10 UTC 2020-05-31 12:00:00 UTC
    2020-05-12 2020-05-12-YYG-ParamSearch.csv 2020-05-31 14:11:27 UTC 2020-05-31 12:00:00 UTC
    2020-05-17 2020-05-17-YYG-ParamSearch.csv 2020-05-31 13:56:08 UTC 2020-05-31 12:00:00 UTC
    2020-05-13 2020-05-13-YYG-ParamSearch.csv 2020-05-31 13:54:30 UTC 2020-05-31 12:00:00 UTC
    2020-05-21 2020-05-21-YYG-ParamSearch.csv 2020-06-08 23:06:42 UTC 2020-06-08 12:00:00 UTC
    2020-05-24 2020-05-24-YYG-ParamSearch.csv 2020-06-08 23:08:18 UTC 2020-06-08 12:00:00 UTC
    2020-05-20 2020-05-20-YYG-ParamSearch.csv 2020-06-08 23:57:22 UTC 2020-06-08 12:00:00 UTC
    2020-05-19 2020-05-19-YYG-ParamSearch.csv 2020-06-08 23:00:21 UTC 2020-06-08 12:00:00 UTC
    2020-08-28 2020-08-28-YYG-ParamSearch.csv 2020-08-31 00:24:59 UTC 2020-08-31 12:00:00 UTC
    2020-09-09 2020-09-09-YYG-ParamSearch.csv 2020-09-10 18:26:34 UTC 2020-09-10 12:00:00 UTC
    2020-05-28 2020-05-28-YYG-ParamSearch.csv 2020-06-08 23:10:04 UTC 2020-06-08 12:00:00 UTC
    2020-04-14 2020-04-14-YYG-ParamSearch.csv 2020-05-31 14:05:20 UTC 2020-05-31 12:00:00 UTC
    2020-05-29 2020-05-29-YYG-ParamSearch.csv 2020-06-08 22:58:19 UTC 2020-06-08 12:00:00 UTC
    2020-05-31 2020-05-31-YYG-ParamSearch.csv 2020-06-08 23:09:09 UTC 2020-06-08 12:00:00 UTC
    2020-05-26 2020-05-26-YYG-ParamSearch.csv 2020-06-08 22:54:10 UTC 2020-06-08 12:00:00 UTC
    2020-05-30 2020-05-30-YYG-ParamSearch.csv 2020-06-08 22:56:05 UTC 2020-06-08 12:00:00 UTC
    2020-06-02 2020-06-02-YYG-ParamSearch.csv 2020-06-08 23:04:17 UTC 2020-06-08 12:00:00 UTC
    2020-06-03 2020-06-03-YYG-ParamSearch.csv 2020-06-08 22:57:21 UTC 2020-06-08 12:00:00 UTC
    2020-06-04 2020-06-04-YYG-ParamSearch.csv 2020-06-08 23:02:04 UTC 2020-06-08 12:00:00 UTC
    2020-06-07 2020-06-07-YYG-ParamSearch.csv 2020-06-08 23:05:38 UTC 2020-06-08 12:00:00 UTC
    2020-06-05 2020-06-05-YYG-ParamSearch.csv 2020-06-08 23:11:26 UTC 2020-06-08 12:00:00 UTC
    2020-06-06 2020-06-06-YYG-ParamSearch.csv 2020-06-08 23:55:17 UTC 2020-06-08 12:00:00 UTC
    2020-06-09 2020-06-09-YYG-ParamSearch.csv 2020-06-09 09:41:31 UTC 2020-06-09 12:00:00 UTC
    2020-06-10 2020-06-10-YYG-ParamSearch.csv 2020-06-10 08:42:34 UTC 2020-06-10 12:00:00 UTC
    2020-06-11 2020-06-11-YYG-ParamSearch.csv 2020-06-11 11:43:08 UTC 2020-06-11 12:00:00 UTC
    2020-06-12 2020-06-12-YYG-ParamSearch.csv 2020-06-15 20:06:09 UTC 2020-06-15 12:00:00 UTC
    2020-06-13 2020-06-13-YYG-ParamSearch.csv 2020-06-15 20:10:22 UTC 2020-06-15 12:00:00 UTC
    2020-06-14 2020-06-14-YYG-ParamSearch.csv 2020-06-15 20:09:11 UTC 2020-06-15 12:00:00 UTC
    2020-06-16 2020-06-16-YYG-ParamSearch.csv 2020-06-17 12:52:18 UTC 2020-06-17 12:00:00 UTC
    2020-06-17 2020-06-17-YYG-ParamSearch.csv 2020-06-17 20:23:58 UTC 2020-06-17 12:00:00 UTC
    2020-06-18 2020-06-18-YYG-ParamSearch.csv 2020-06-18 21:27:03 UTC 2020-06-18 12:00:00 UTC
    2020-06-19 2020-06-19-YYG-ParamSearch.csv 2020-06-20 12:17:22 UTC 2020-06-20 12:00:00 UTC
    2020-06-20 2020-06-20-YYG-ParamSearch.csv 2020-06-21 00:25:50 UTC 2020-06-21 12:00:00 UTC
    2020-06-21 2020-06-21-YYG-ParamSearch.csv 2020-06-22 13:10:00 UTC 2020-06-22 12:00:00 UTC
    2020-06-23 2020-06-23-YYG-ParamSearch.csv 2020-06-23 12:42:44 UTC 2020-06-23 12:00:00 UTC
    2020-06-24 2020-06-24-YYG-ParamSearch.csv 2020-06-25 02:50:44 UTC 2020-06-25 12:00:00 UTC
    2020-06-25 2020-06-25-YYG-ParamSearch.csv 2020-06-26 18:17:23 UTC 2020-06-26 12:00:00 UTC
    2020-06-27 2020-06-27-YYG-ParamSearch.csv 2020-06-28 21:35:59 UTC 2020-06-28 12:00:00 UTC
    2020-06-28 2020-06-28-YYG-ParamSearch.csv 2020-06-28 21:37:01 UTC 2020-06-28 12:00:00 UTC
    2020-06-30 2020-06-30-YYG-ParamSearch.csv 2020-07-01 14:59:08 UTC 2020-07-01 12:00:00 UTC
    2020-07-01 2020-07-01-YYG-ParamSearch.csv 2020-07-01 14:58:05 UTC 2020-07-01 12:00:00 UTC
    2020-07-02 2020-07-02-YYG-ParamSearch.csv 2020-07-02 07:43:37 UTC 2020-07-02 12:00:00 UTC
    2020-07-03 2020-07-03-YYG-ParamSearch.csv 2020-07-05 12:25:41 UTC 2020-07-05 12:00:00 UTC
    2020-07-04 2020-07-04-YYG-ParamSearch.csv 2020-07-07 13:31:29 UTC 2020-07-07 12:00:00 UTC
    2020-07-05 2020-07-05-YYG-ParamSearch.csv 2020-07-07 13:31:52 UTC 2020-07-07 12:00:00 UTC
    2020-07-07 2020-07-07-YYG-ParamSearch.csv 2020-07-08 12:11:32 UTC 2020-07-08 12:00:00 UTC
    2020-07-08 2020-07-08-YYG-ParamSearch.csv 2020-07-08 12:11:02 UTC 2020-07-08 12:00:00 UTC
    2020-07-09 2020-07-09-YYG-ParamSearch.csv 2020-07-13 18:35:37 UTC 2020-07-13 12:00:00 UTC
    2020-07-12 2020-07-12-YYG-ParamSearch.csv 2020-07-13 18:35:58 UTC 2020-07-13 12:00:00 UTC
    2020-07-10 2020-07-10-YYG-ParamSearch.csv 2020-07-13 18:34:58 UTC 2020-07-13 12:00:00 UTC
    2020-07-14 2020-07-14-YYG-ParamSearch.csv 2020-07-15 22:16:24 UTC 2020-07-15 12:00:00 UTC
    2020-07-15 2020-07-15-YYG-ParamSearch.csv 2020-07-15 22:16:03 UTC 2020-07-15 12:00:00 UTC
    2020-07-16 2020-07-16-YYG-ParamSearch.csv 2020-07-17 19:26:49 UTC 2020-07-17 12:00:00 UTC
    2020-07-17 2020-07-17-YYG-ParamSearch.csv 2020-07-20 11:20:55 UTC 2020-07-20 12:00:00 UTC
    2020-07-19 2020-07-19-YYG-ParamSearch.csv 2020-07-20 11:20:04 UTC 2020-07-20 12:00:00 UTC
    2020-07-21 2020-07-21-YYG-ParamSearch.csv 2020-07-21 14:24:33 UTC 2020-07-21 12:00:00 UTC
    2020-07-22 2020-07-22-YYG-ParamSearch.csv 2020-07-23 11:14:36 UTC 2020-07-23 12:00:00 UTC
    2020-07-23 2020-07-23-YYG-ParamSearch.csv 2020-07-24 11:13:50 UTC 2020-07-24 12:00:00 UTC
    2020-07-24 2020-07-24-YYG-ParamSearch.csv 2020-07-25 11:21:06 UTC 2020-07-25 12:00:00 UTC
    2020-07-26 2020-07-26-YYG-ParamSearch.csv 2020-07-27 11:21:20 UTC 2020-07-27 12:00:00 UTC
    2020-09-10 2020-09-10-YYG-ParamSearch.csv 2020-09-11 18:26:37 UTC 2020-09-11 12:00:00 UTC
    2020-09-12 2020-09-12-YYG-ParamSearch.csv 2020-09-13 18:23:13 UTC 2020-09-13 12:00:00 UTC
    2020-09-11 2020-09-11-YYG-ParamSearch.csv 2020-09-13 18:23:25 UTC 2020-09-13 12:00:00 UTC
    2020-07-29 2020-07-29-YYG-ParamSearch.csv 2020-07-30 19:49:58 UTC 2020-07-30 12:00:00 UTC
    2020-07-30 2020-07-30-YYG-ParamSearch.csv 2020-07-31 11:22:50 UTC 2020-07-31 12:00:00 UTC
    2020-09-15 2020-09-15-YYG-ParamSearch.csv 2020-09-16 12:28:26 UTC 2020-09-16 12:00:00 UTC
    2020-09-16 2020-09-16-YYG-ParamSearch.csv 2020-09-17 06:25:01 UTC 2020-09-17 12:00:00 UTC
    2020-09-17 2020-09-17-YYG-ParamSearch.csv 2020-09-17 12:31:18 UTC 2020-09-17 12:00:00 UTC
    2020-09-18 2020-09-18-YYG-ParamSearch.csv 2020-09-18 12:38:36 UTC 2020-09-18 12:00:00 UTC
    2020-09-20 2020-09-20-YYG-ParamSearch.csv 2020-09-21 00:57:44 UTC 2020-09-21 12:00:00 UTC
    2020-09-22 2020-09-22-YYG-ParamSearch.csv 2020-09-23 12:32:42 UTC 2020-09-23 12:00:00 UTC
    2020-09-23 2020-09-23-YYG-ParamSearch.csv 2020-09-23 12:33:11 UTC 2020-09-23 12:00:00 UTC
    2020-09-24 2020-09-24-YYG-ParamSearch.csv 2020-09-24 18:25:08 UTC 2020-09-24 12:00:00 UTC
    2020-09-27 2020-09-27-YYG-ParamSearch.csv 2020-09-29 02:03:22 UTC 2020-09-29 12:00:00 UTC
    2020-09-26 2020-09-26-YYG-ParamSearch.csv 2020-09-29 02:03:37 UTC 2020-09-29 12:00:00 UTC
    2020-09-25 2020-09-25-YYG-ParamSearch.csv 2020-09-29 02:03:49 UTC 2020-09-29 12:00:00 UTC
    2020-09-29 2020-09-29-YYG-ParamSearch.csv 2020-09-30 18:28:02 UTC 2020-09-30 12:00:00 UTC
    2020-09-30 2020-09-30-YYG-ParamSearch.csv 2020-09-30 18:27:42 UTC 2020-09-30 12:00:00 UTC
    2020-10-01 2020-10-01-YYG-ParamSearch.csv 2021-01-12 22:37:18 UTC 2020-10-01 12:00:00 UTC 1 of 2
    2020-10-01 2020-10-01-YYG-ParamSearch.csv 2020-10-04 06:28:29 UTC 2020-10-04 12:00:00 UTC 2 of 2
    2020-10-03 2020-10-03-YYG-ParamSearch.csv 2020-10-04 06:27:57 UTC 2020-10-04 12:00:00 UTC
    2020-10-02 2020-10-02-YYG-ParamSearch.csv 2020-10-04 06:28:15 UTC 2020-10-04 12:00:00 UTC
    2020-10-04 2020-10-04-YYG-ParamSearch.csv 2020-10-06 13:45:31 UTC 2020-10-06 12:00:00 UTC
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