Model: Auquan Data Science - Auquan-SEIR

    Name: MLOptimizedModifiedSEIR
    Abbreviation: Auquan-SEIR
    Owner: covid19hub
    Team name: Auquan Data Science
    Description: Modified SEIR model with compartments for reported and unreported infections. Non-linear mixed effects curve-fitting.
    Contributors: Vishal Tomar <vishal@auquan.com>, Chandini Jain <chandini@auquan.com>
    License: Creative Commons Attribution 4.0
    Notes: primary
    Citation: Missing
    Methods: We start with a standard SEIR model and break down the Infectious compartment(I) into reported infections (Ir) and unreported infections (Iu). People from the Exposed compartment(E) with symptoms go into the reported infections (Ir) compartment. People with mild or no symptoms go into the unreported infections compartment. Both reported infections (Ir) and unreported infections (Iu) contribute to disease spread, but at different rates - a low spread for people quarantined in compartment Ir, and a high spread for, often, asymptomatic people in compartment Iu. This handles the quarantine measures taken by countries to limit the infections. Some people in reported infections (Iu) recover (compartment C) and some die (compartment D) All people in unreported infections (Iu) recover (compartment Cu), there are no mortalities in this compartment. If their symptoms were serious enough they would be reported (and therefore in compartment Ir). We fit our model to reported confirmed cases and reported deaths in a region to estimate beta1 and beta2 for that region. For other parameters, we use estimates from other studies as starting point and learn using hyperparameter optimization that minimizes the error between projected daily deaths and reported daily deaths.
    Home: https://covid19-infection-model.auquan.com/
    Auxiliary data: Missing

    Forecasts (15)

    Timezero Data Source Upload Time Issued at Version
    2020-05-05 (No data)
    2019-12-30 (No data)
    2020-03-15 (No data)
    2020-05-16 (No data)
    2020-05-15 (No data)
    2020-05-06 (No data)
    2020-05-07 (No data)
    2020-08-01 (No data)
    2020-07-31 (No data)
    2020-08-02 2020-08-02-Auquan-SEIR.csv 2020-08-03 13:43:36 UTC 2020-08-03 12:00:00 UTC
    2020-05-10 (No data)
    2020-05-23 (No data)
    2020-05-22 (No data)
    2020-05-27 (No data)
    2020-06-26 (No data)
    2020-07-11 (No data)
    2020-07-18 (No data)
    2020-07-25 (No data)
    2020-08-04 (No data)
    2020-07-28 (No data)
    2020-08-05 (No data)
    2020-08-06 (No data)
    2020-08-07 (No data)
    2020-08-08 (No data)
    2020-08-09 2020-08-09-Auquan-SEIR.csv 2020-08-10 18:28:24 UTC 2020-08-10 12:00:00 UTC
    2020-08-11 (No data)
    2020-08-12 (No data)
    2020-08-13 (No data)
    2020-08-14 (No data)
    2020-08-15 (No data)
    2020-08-16 2020-08-16-Auquan-SEIR.csv 2020-08-17 12:22:09 UTC 2020-08-17 12:00:00 UTC
    2020-08-18 (No data)
    2020-08-19 (No data)
    2020-08-20 (No data)
    2020-08-21 (No data)
    2020-08-22 (No data)
    2020-08-23 (No data)
    2020-08-25 (No data)
    2020-08-26 (No data)
    2020-08-27 (No data)
    2020-08-30 (No data)
    2020-08-29 (No data)
    2020-09-02 (No data)
    2020-09-01 (No data)
    2020-09-03 (No data)
    2020-09-04 (No data)
    2020-09-05 (No data)
    2020-09-06 (No data)
    2020-09-08 (No data)
    2020-09-13 (No data)
    2020-09-19 (No data)
    2020-03-23 (No data)
    2020-03-30 (No data)
    2020-04-06 (No data)
    2020-04-13 (No data)
    2020-04-20 (No data)
    2020-04-27 (No data)
    2020-05-04 2020-05-04-Auquan-SEIR.csv 2020-05-13 20:16:05 UTC 2020-05-13 12:00:00 UTC 1 of 2
    2020-05-04 2020-05-04-Auquan-SEIR.csv 2021-05-04 20:52:10 UTC 2020-07-06 12:00:00 UTC 2 of 2
    2020-05-11 (No data)
    2020-05-18 2020-05-18-Auquan-SEIR.csv 2020-05-19 02:25:03 UTC 2020-05-19 12:00:00 UTC
    2020-05-25 (No data)
    2020-06-01 (No data)
    2020-06-08 (No data)
    2020-06-15 2020-06-15-Auquan-SEIR.csv 2020-06-15 20:48:25 UTC 2020-06-15 12:00:00 UTC
    2020-06-22 (No data)
    2020-06-29 (No data)
    2020-07-06 (No data)
    2020-07-13 (No data)
    2020-07-20 (No data)
    2020-07-27 (No data)
    2020-08-03 (No data)
    2020-08-10 (No data)
    2020-08-17 (No data)
    2020-08-24 2020-08-24-Auquan-SEIR.csv 2020-08-25 01:17:48 UTC 2020-08-25 12:00:00 UTC
    2020-08-31 (No data)
    2020-09-07 (No data)
    2020-09-14 (No data)
    2020-09-21 (No data)
    2020-09-28 (No data)
    2020-10-05 (No data)
    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 (No data)
    2020-04-19 (No data)
    2020-04-23 (No data)
    2020-04-26 (No data)
    2020-04-15 (No data)
    2020-04-17 (No data)
    2020-04-18 (No data)
    2020-04-21 (No data)
    2020-04-22 (No data)
    2020-04-24 (No data)
    2020-04-25 (No data)
    2020-04-28 (No data)
    2020-04-29 (No data)
    2020-04-30 (No data)
    2020-05-01 (No data)
    2020-05-02 (No data)
    2020-05-03 (No data)
    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 (No data)
    2020-05-09 (No data)
    2020-05-14 (No data)
    2020-05-12 (No data)
    2020-05-17 (No data)
    2020-05-13 (No data)
    2020-05-21 (No data)
    2020-05-24 2020-05-24-Auquan-SEIR.csv 2020-05-26 00:01:30 UTC 2020-05-26 12:00:00 UTC
    2020-05-20 (No data)
    2020-05-19 (No data)
    2020-08-28 (No data)
    2020-09-09 (No data)
    2020-05-28 (No data)
    2020-04-14 (No data)
    2020-05-29 (No data)
    2020-05-31 2020-05-31-Auquan-SEIR.csv 2020-06-01 13:36:00 UTC 2020-06-01 12:00:00 UTC
    2020-05-26 (No data)
    2020-05-30 (No data)
    2020-06-02 (No data)
    2020-06-03 (No data)
    2020-06-04 (No data)
    2020-06-07 2020-06-07-Auquan-SEIR.csv 2020-06-08 22:53:04 UTC 2020-06-08 12:00:00 UTC
    2020-06-05 (No data)
    2020-06-06 (No data)
    2020-06-09 (No data)
    2020-06-10 (No data)
    2020-06-11 (No data)
    2020-06-12 (No data)
    2020-06-13 (No data)
    2020-06-14 (No data)
    2020-06-16 (No data)
    2020-06-17 (No data)
    2020-06-18 (No data)
    2020-06-19 (No data)
    2020-06-20 (No data)
    2020-06-21 2020-06-21-Auquan-SEIR.csv 2020-06-22 19:42:29 UTC 2020-06-22 12:00:00 UTC
    2020-06-23 (No data)
    2020-06-24 (No data)
    2020-06-25 (No data)
    2020-06-27 (No data)
    2020-06-28 2020-06-28-Auquan-SEIR.csv 2021-01-20 14:06:55 UTC 2020-06-29 12:00:00 UTC 1 of 2
    2020-06-28 2020-06-28-Auquan-SEIR.csv 2020-07-01 15:14:27 UTC 2020-07-01 12:00:00 UTC 2 of 2
    2020-06-30 (No data)
    2020-07-01 (No data)
    2020-07-02 (No data)
    2020-07-03 (No data)
    2020-07-04 (No data)
    2020-07-05 2020-07-05-Auquan-SEIR.csv 2020-07-07 13:31:03 UTC 2020-07-07 12:00:00 UTC
    2020-07-07 (No data)
    2020-07-08 (No data)
    2020-07-09 (No data)
    2020-07-12 (No data)
    2020-07-10 (No data)
    2020-07-14 (No data)
    2020-07-15 (No data)
    2020-07-16 (No data)
    2020-07-17 (No data)
    2020-07-19 (No data)
    2020-07-21 (No data)
    2020-07-22 (No data)
    2020-07-23 (No data)
    2020-07-24 (No data)
    2020-07-26 (No data)
    2020-09-10 (No data)
    2020-09-12 (No data)
    2020-09-11 (No data)
    2020-07-29 (No data)
    2020-07-30 (No data)
    2020-09-15 (No data)
    2020-09-16 (No data)
    2020-09-17 (No data)
    2020-09-18 (No data)
    2020-09-20 (No data)
    2020-09-22 (No data)
    2020-09-23 (No data)
    2020-09-24 (No data)
    2020-09-27 (No data)
    2020-09-26 (No data)
    2020-09-25 (No data)
    2020-09-29 (No data)
    2020-09-30 (No data)
    2020-10-01 (No data)
    2020-10-03 (No data)
    2020-10-02 (No data)
    2020-10-04 (No data)
    2020-10-08 (No data)
    2020-10-11 (No data)
    2021-06-29 (No data)
    2021-07-01 (No data)
    2021-07-05 (No data)
    2021-07-06 (No data)
    2021-07-11 (No data)
    2021-07-13 (No data)
    2021-07-14 (No data)
    2021-07-15 (No data)
    2021-07-18 (No data)
    2021-07-20 (No data)
    2021-07-21 (No data)
    2021-07-25 (No data)
    2021-07-24 (No data)
    2021-07-30 (No data)
    2021-07-31 (No data)
    2021-08-02 (No data)
    2021-08-03 (No data)
    2021-08-05 (No data)
    2021-08-07 (No data)
    2021-08-09 (No data)
    2021-08-12 (No data)
    2021-08-18 (No data)
    2021-08-22 (No data)
    2021-08-23 (No data)
    2021-08-24 (No data)
    2021-08-26 (No data)
    2021-08-27 (No data)
    2021-08-30 (No data)
    2021-08-31 (No data)
    2021-09-01 (No data)
    2021-09-03 (No data)
    2021-09-06 (No data)
    2021-09-10 (No data)
    2021-09-12 (No data)
    2021-09-15 (No data)
    2021-09-18 (No data)
    2021-09-19 (No data)
    2021-09-21 (No data)
    2021-09-23 (No data)
    2021-09-27 (No data)
    2021-09-28 (No data)
    2021-10-01 (No data)
    2021-10-03 (No data)
    2021-10-04 (No data)
    2021-09-30 (No data)
    2021-10-05 (No data)
    2021-10-06 (No data)
    2021-10-07 (No data)
    2021-10-08 (No data)
    2021-10-11 (No data)
    2021-10-12 (No data)
    2021-10-13 (No data)
    2021-10-14 (No data)
    2021-10-20 (No data)
    2021-10-21 (No data)
    2021-10-23 (No data)
    2021-10-25 (No data)
    2021-10-27 (No data)
    2021-10-30 (No data)
    2021-11-01 (No data)
    2021-11-02 (No data)
    2021-11-04 (No data)
    2021-11-03 (No data)
    2021-11-06 (No data)
    2021-11-08 (No data)
    2021-11-09 (No data)
    2021-11-14 (No data)
    2021-11-20 (No data)
    2021-11-22 (No data)
    2021-11-25 (No data)
    2021-11-28 (No data)
    2021-12-01 (No data)
    2021-12-02 (No data)
    2021-12-03 (No data)
    2021-12-06 (No data)
    2021-12-08 (No data)
    2021-12-12 (No data)
    2021-12-13 (No data)
    2021-12-16 (No data)
    2021-12-21 (No data)
    2021-12-22 (No data)
    2021-12-25 (No data)
    2021-12-27 (No data)
    2022-01-02 (No data)
    2022-01-09 (No data)
    2022-01-10 (No data)
    2022-01-14 (No data)
    2022-01-19 (No data)
    2022-01-20 (No data)
    2022-01-21 (No data)
    2022-01-23 (No data)
    2022-01-25 (No data)
    2022-01-27 (No data)
    2022-01-28 (No data)
    2022-01-29 (No data)
    2022-02-02 (No data)
    2022-02-03 (No data)
    2022-02-04 (No data)
    2022-02-09 (No data)
    2022-02-13 (No data)
    2022-02-15 (No data)
    2022-02-17 (No data)
    2022-02-27 (No data)
    2022-02-28 (No data)
    2022-03-06 (No data)
    2022-03-12 (No data)
    2022-03-14 (No data)
    2022-03-16 (No data)
    2022-03-20 (No data)
    2022-03-22 (No data)
    2022-03-23 (No data)
    2022-03-27 (No data)
    2022-03-30 (No data)
    2022-04-01 (No data)
    2020-10-15 (No data)
    2020-10-16 (No data)
    2020-10-18 (No data)
    2021-07-04 (No data)
    2021-07-02 (No data)
    2021-07-07 (No data)
    2021-07-12 (No data)
    2021-07-16 (No data)
    2021-07-22 (No data)
    2021-08-01 (No data)
    2021-08-08 (No data)
    2021-08-10 (No data)
    2021-08-16 (No data)
    2021-08-19 (No data)
    2021-08-21 (No data)
    2021-08-28 (No data)
    2021-09-02 (No data)
    2021-09-04 (No data)
    2021-09-13 (No data)
    2021-09-16 (No data)
    2021-09-25 (No data)
    2021-10-02 (No data)
    2021-10-10 (No data)
    2021-10-16 (No data)
    2021-10-18 (No data)
    2021-10-19 (No data)
    2021-10-24 (No data)
    2021-10-28 (No data)
    2021-10-31 (No data)
    2021-11-05 (No data)
    2021-11-07 (No data)
    2021-11-10 (No data)
    2021-11-15 (No data)
    2021-11-19 (No data)
    2021-11-21 (No data)
    2021-11-26 (No data)
    2021-11-30 (No data)
    2021-12-05 (No data)
    2021-12-04 (No data)
    2021-12-09 (No data)
    2021-12-11 (No data)
    2021-12-14 (No data)
    2021-12-19 (No data)
    2021-12-26 (No data)
    2022-01-04 (No data)
    2022-01-08 (No data)
    2022-01-11 (No data)
    2022-01-15 (No data)
    2022-01-17 (No data)
    2022-01-22 (No data)
    2022-01-30 (No data)
    2022-01-31 (No data)
    2022-02-05 (No data)
    2022-02-07 (No data)
    2022-02-10 (No data)
    2022-02-14 (No data)
    2022-02-18 (No data)
    2022-02-21 (No data)
    2022-03-02 (No data)
    2022-03-09 (No data)
    2022-03-13 (No data)
    2022-03-17 (No data)
    2022-03-21 (No data)
    2022-03-28 (No data)
    2022-04-03 (No data)
    2022-04-07 (No data)
    2022-04-10 (No data)
    2022-04-18 (No data)
    2022-04-25 (No data)
    2022-05-08 (No data)
    2022-05-16 (No data)
    2022-05-23 (No data)
    2022-05-30 (No data)
    2022-06-05 (No data)
    2022-06-12 (No data)
    2022-06-20 (No data)
    2022-07-02 (No data)
    2022-07-09 (No data)
    2022-07-16 (No data)
    2022-07-19 (No data)
    2022-07-24 (No data)
    2022-07-25 (No data)
    2022-07-23 (No data)
    2022-07-31 (No data)
    2022-08-01 (No data)
    2022-07-30 (No data)
    2022-08-07 (No data)
    2022-08-08 (No data)
    2022-08-06 (No data)
    2022-08-14 (No data)
    2022-08-13 (No data)
    2022-08-15 (No data)
    2022-08-21 (No data)
    2022-08-20 (No data)
    2022-08-22 (No data)
    2022-08-28 (No data)
    2022-08-27 (No data)
    2022-08-29 (No data)
    2022-09-04 (No data)
    2022-09-03 (No data)
    2022-09-05 (No data)
    2022-09-11 (No data)
    2022-09-12 (No data)
    2022-09-10 (No data)
    2022-09-18 (No data)
    2022-09-17 (No data)
    2022-09-19 (No data)
    2020-10-22 (No data)
    2020-10-25 (No data)
    2020-10-29 (No data)
    2020-11-01 (No data)
    2020-11-04 (No data)
    2020-11-08 (No data)
    2020-11-05 (No data)
    2020-11-12 (No data)
    2020-11-15 (No data)
    2020-11-17 (No data)
    2020-11-18 (No data)
    2020-11-19 (No data)
    2020-11-22 (No data)
    2020-11-21 (No data)
    2020-11-24 (No data)
    2020-11-26 (No data)
    2020-11-29 (No data)
    2020-12-01 (No data)
    2020-12-03 (No data)
    2020-12-06 (No data)
    2020-12-05 (No data)
    2020-12-08 (No data)
    2020-12-10 (No data)
    2020-12-11 (No data)
    2020-12-13 (No data)
    2020-12-15 (No data)
    2020-12-16 (No data)
    2020-12-17 (No data)
    2020-12-18 (No data)
    2020-12-19 (No data)
    2020-12-20 (No data)
    2020-12-22 (No data)
    2020-12-24 (No data)
    2020-12-23 (No data)
    2020-12-27 (No data)
    2020-12-30 (No data)
    2021-01-03 (No data)
    2021-01-04 (No data)
    2021-01-05 (No data)
    2021-01-06 (No data)
    2021-01-10 (No data)
    2021-01-09 (No data)
    2021-01-11 (No data)
    2021-01-13 (No data)
    2021-01-14 (No data)
    2021-01-17 (No data)
    2021-01-15 (No data)
    2021-01-16 (No data)
    2021-01-18 (No data)
    2021-01-19 (No data)
    2021-01-21 (No data)
    2021-01-22 (No data)
    2021-01-23 (No data)
    2021-01-24 (No data)
    2021-01-25 (No data)
    2021-01-27 (No data)
    2021-01-28 (No data)
    2021-01-31 (No data)
    2021-01-29 (No data)
    2021-02-01 (No data)
    2021-02-02 (No data)
    2021-02-04 (No data)
    2021-02-05 (No data)
    2021-02-06 (No data)
    2021-02-07 (No data)
    2021-02-08 (No data)
    2021-02-11 (No data)
    2021-02-12 (No data)
    2021-02-13 (No data)
    2021-02-14 (No data)
    2021-02-15 (No data)
    2021-02-16 (No data)
    2021-02-18 (No data)
    2021-02-17 (No data)
    2021-02-20 (No data)
    2021-02-21 (No data)
    2021-02-22 (No data)
    2021-02-23 (No data)
    2021-02-25 (No data)
    2021-02-24 (No data)
    2021-02-27 (No data)
    2021-02-28 (No data)
    2021-03-01 (No data)
    2021-03-02 (No data)
    2021-03-03 (No data)
    2021-03-04 (No data)
    2021-03-05 (No data)
    2021-03-06 (No data)
    2021-03-07 (No data)
    2021-03-08 (No data)
    2021-03-10 (No data)
    2021-03-09 (No data)
    2021-03-11 (No data)
    2021-03-12 (No data)
    2021-03-13 (No data)
    2021-03-14 (No data)
    2021-03-15 (No data)
    2021-03-21 (No data)
    2021-03-20 (No data)
    2021-03-19 (No data)
    2021-03-17 (No data)
    2021-03-18 (No data)
    2021-03-22 (No data)
    2021-03-24 (No data)
    2021-03-25 (No data)
    2021-03-27 (No data)
    2021-03-26 (No data)
    2021-03-28 (No data)
    2021-03-29 (No data)
    2021-03-30 (No data)
    2021-03-31 (No data)
    2021-04-01 (No data)
    2021-04-02 (No data)
    2021-04-03 (No data)
    2021-04-04 (No data)
    2021-04-05 (No data)
    2021-04-08 (No data)
    2021-04-10 (No data)
    2021-04-11 (No data)
    2021-04-12 (No data)
    2021-04-13 (No data)
    2021-04-14 (No data)
    2021-04-15 (No data)
    2021-04-16 (No data)
    2021-04-18 (No data)
    2021-04-17 (No data)
    2021-04-19 (No data)
    2021-04-20 (No data)
    2021-04-21 (No data)
    2021-04-22 (No data)
    2021-04-23 (No data)
    2021-04-25 (No data)
    2021-04-24 (No data)
    2021-04-26 (No data)
    2021-04-27 (No data)
    2021-04-28 (No data)
    2021-04-29 (No data)
    2021-04-30 (No data)
    2021-05-01 (No data)
    2021-05-02 (No data)
    2021-05-03 (No data)
    2021-05-04 (No data)
    2021-05-05 (No data)
    2021-07-03 (No data)
    2021-07-08 (No data)
    2021-07-17 (No data)
    2021-07-19 (No data)
    2021-07-23 (No data)
    2021-05-06 (No data)
    2021-05-07 (No data)
    2021-05-08 (No data)
    2021-05-09 (No data)
    2021-05-10 (No data)
    2021-05-11 (No data)
    2021-05-12 (No data)
    2021-05-13 (No data)
    2021-05-14 (No data)
    2021-05-15 (No data)
    2021-05-16 (No data)
    2021-05-17 (No data)
    2021-05-19 (No data)
    2021-05-20 (No data)
    2021-05-21 (No data)
    2021-05-23 (No data)
    2021-05-24 (No data)
    2021-05-22 (No data)
    2021-07-26 (No data)
    2021-05-25 (No data)
    2021-05-26 (No data)
    2021-05-27 (No data)
    2021-05-28 (No data)
    2021-05-29 (No data)
    2021-05-30 (No data)
    2021-05-31 (No data)
    2021-06-01 (No data)
    2021-06-03 (No data)
    2021-06-02 (No data)
    2021-06-06 (No data)
    2021-06-05 (No data)
    2021-06-07 (No data)
    2021-06-08 (No data)
    2021-06-09 (No data)
    2021-06-10 (No data)
    2021-06-11 (No data)
    2021-06-13 (No data)
    2021-06-14 (No data)
    2021-06-16 (No data)
    2021-06-18 (No data)
    2021-06-17 (No data)
    2021-06-19 (No data)
    2021-06-20 (No data)
    2021-06-21 (No data)
    2021-06-22 (No data)
    2021-08-15 (No data)
    2021-08-11 (No data)
    2021-08-14 (No data)
    2021-08-17 (No data)
    2021-08-20 (No data)
    2021-06-23 (No data)
    2021-06-24 (No data)
    2021-06-25 (No data)
    2021-06-27 (No data)
    2021-06-28 (No data)
    2021-08-25 (No data)
    2021-08-29 (No data)
    2021-09-05 (No data)
    2021-09-20 (No data)
    2021-09-26 (No data)
    2021-10-17 (No data)
    2021-10-26 (No data)
    2021-11-18 (No data)
    2021-11-24 (No data)
    2021-11-27 (No data)
    2021-11-29 (No data)
    2021-12-07 (No data)
    2021-12-10 (No data)
    2021-12-15 (No data)
    2021-12-20 (No data)
    2021-12-29 (No data)
    2022-01-03 (No data)
    2022-01-12 (No data)
    2022-01-13 (No data)
    2022-01-16 (No data)
    2022-01-24 (No data)
    2022-01-26 (No data)
    2022-02-06 (No data)
    2022-02-11 (No data)
    2022-02-16 (No data)
    2022-02-20 (No data)
    2022-03-07 (No data)
    2022-03-11 (No data)
    2022-03-19 (No data)
    2022-03-29 (No data)
    2022-04-04 (No data)
    2022-04-05 (No data)
    2022-04-08 (No data)
    2022-04-11 (No data)
    2022-04-15 (No data)
    2022-04-17 (No data)
    2022-04-24 (No data)
    2022-05-01 (No data)
    2022-05-02 (No data)
    2022-05-06 (No data)
    2022-05-09 (No data)
    2022-05-15 (No data)
    2022-05-22 (No data)
    2022-05-29 (No data)
    2022-06-04 (No data)
    2022-06-06 (No data)
    2022-06-10 (No data)
    2022-06-13 (No data)
    2022-06-19 (No data)
    2022-06-26 (No data)
    2022-06-27 (No data)
    2022-07-03 (No data)
    2022-07-04 (No data)
    2022-07-10 (No data)
    2022-07-11 (No data)
    2022-07-17 (No data)
    2022-07-18 (No data)
    2022-09-25 (No data)
    2022-09-24 (No data)
    2022-09-26 (No data)
    2022-10-02 (No data)
    2022-10-01 (No data)
    2022-10-03 (No data)
    2022-10-09 (No data)
    2022-10-08 (No data)
    2022-10-10 (No data)
    2022-10-16 (No data)
    2022-10-15 (No data)
    2022-10-17 (No data)
    2022-10-23 (No data)
    2022-10-22 (No data)
    2022-10-24 (No data)
    2022-10-30 (No data)
    2022-10-29 (No data)
    2022-10-31 (No data)
    2022-11-06 (No data)
    2022-11-07 (No data)
    2022-11-05 (No data)
    2022-11-13 (No data)
    2022-11-12 (No data)
    2022-11-14 (No data)
    2022-11-18 (No data)
    2022-11-19 (No data)
    2022-11-21 (No data)
    2022-11-20 (No data)