Model: MOBS Lab at Northeastern - MOBS-GLEAM_COVID

    Name: GLEAM COVID-19
    Abbreviation: MOBS-GLEAM_COVID
    Owner: covid19hub
    Team name: MOBS Lab at Northeastern
    Description: This model makes predictions about the future that are dependent on the assumption that current interventions continue. Metapopulation, age structured SLIR model.
    Contributors: Alessandro Vespignani <alexves@gmail.com>, Matteo Chinazzi <m.chinazzi@northeastern.edu>, Jessica T. Davis <davis.jes@northeastern.edu>, Kunpeng Mu <mu.k@northeastern.edu>, Ana Pastore y Piontti <anapastore@gmail.com>, Nicole Samay, Xinyue Xiong <xiong.xin@northeastern.edu>, M. Elizabeth Halloran, Ira M. Longini, Jr., Natalie E. Dean, Cécile Viboud, Kaiyuan Sun, Maria Litvinova, Corrado Gioannini, Luca Rossi, Marco Ajelli
    License: Other License
    Notes: primary
    Citation: https://uploads-ssl.webflow.com/58e6558acc00ee8e4536c1f5/5e8bab44f5baae4c1c2a75d2_GLEAM_web.pdf
    Methods: This model makes predictions about the future that are dependent on the assumption that current interventions continue. The GLEAM framework is based on a metapopulation approach in which the world is divided into geographical subpopulations. Human mobility between subpopulations is represented on a network. This mobility data layer identifies the numbers of individuals traveling from one sub-population to another. The mobility network is made up of different kinds of mobility processes, from short-range commuting between nearby subpopulations to intercontinental flights. To model short-range mobility such as commuting or car travel, we rely on databases collected from the Offices of Statistics of 30 countries on five continents. Superimposed on the worldwide population and mobility layers is an agent-based epidemic model that defines the infection and population dynamics.
    Home: https://covid19.gleamproject.org/
    Auxiliary data: Missing

    Forecasts (209)

    Timezero Data Source Upload Time Issued at Version
    2020-05-05 (No data)
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    2020-04-13 2020-04-13-MOBS-GLEAM_COVID.csv 2020-07-15 21:14:01 UTC 2020-07-15 12:00:00 UTC
    2020-04-20 2020-04-20-MOBS-GLEAM_COVID.csv 2020-07-15 21:13:49 UTC 2020-07-15 12:00:00 UTC
    2020-04-27 2020-04-27-MOBS-GLEAM_COVID.csv 2020-07-15 21:14:33 UTC 2020-07-15 12:00:00 UTC
    2020-05-04 2020-05-04-MOBS-GLEAM_COVID.csv 2020-07-15 21:15:35 UTC 2020-07-15 12:00:00 UTC
    2020-05-11 2020-05-11-MOBS-GLEAM_COVID.csv 2020-07-15 21:16:18 UTC 2020-07-15 12:00:00 UTC
    2020-05-18 2020-05-18-MOBS-GLEAM_COVID.csv 2020-07-15 21:14:54 UTC 2020-07-15 12:00:00 UTC
    2020-05-25 2020-05-25-MOBS-GLEAM_COVID.csv 2020-07-15 21:14:23 UTC 2020-07-15 12:00:00 UTC
    2020-06-01 2020-06-01-MOBS-GLEAM_COVID.csv 2020-07-15 21:15:06 UTC 2020-07-15 12:00:00 UTC
    2020-06-08 2020-06-08-MOBS-GLEAM_COVID.csv 2020-07-15 21:15:55 UTC 2020-07-15 12:00:00 UTC
    2020-06-15 2020-06-15-MOBS-GLEAM_COVID.csv 2020-07-15 21:14:14 UTC 2020-07-15 12:00:00 UTC
    2020-06-22 2020-06-22-MOBS-GLEAM_COVID.csv 2020-07-15 21:14:44 UTC 2020-07-15 12:00:00 UTC
    2020-06-29 2020-06-29-MOBS-GLEAM_COVID.csv 2020-07-15 21:15:45 UTC 2020-07-15 12:00:00 UTC
    2020-07-06 2020-07-06-MOBS-GLEAM_COVID.csv 2020-07-15 21:16:08 UTC 2020-07-15 12:00:00 UTC
    2020-07-13 2020-07-13-MOBS-GLEAM_COVID.csv 2020-07-15 21:15:18 UTC 2020-07-15 12:00:00 UTC
    2020-07-20 2020-07-20-MOBS-GLEAM_COVID.csv 2020-07-21 14:24:03 UTC 2020-07-21 12:00:00 UTC
    2020-07-27 2020-07-27-MOBS-GLEAM_COVID.csv 2020-07-28 01:13:18 UTC 2020-07-28 12:00:00 UTC
    2020-08-03 2020-08-03-MOBS-GLEAM_COVID.csv 2021-01-12 21:50:10 UTC 2020-08-03 12:00:00 UTC 1 of 2
    2020-08-03 2020-08-03-MOBS-GLEAM_COVID.csv 2020-08-13 06:19:33 UTC 2020-08-13 12:00:00 UTC 2 of 2
    2020-08-10 2020-08-10-MOBS-GLEAM_COVID.csv 2021-01-12 21:50:23 UTC 2020-08-10 12:00:00 UTC 1 of 2
    2020-08-10 2020-08-10-MOBS-GLEAM_COVID.csv 2020-08-13 06:19:20 UTC 2020-08-13 12:00:00 UTC 2 of 2
    2020-08-17 2020-08-17-MOBS-GLEAM_COVID.csv 2020-08-18 18:43:26 UTC 2020-08-18 12:00:00 UTC
    2020-08-24 2020-08-24-MOBS-GLEAM_COVID.csv 2020-08-25 00:54:04 UTC 2020-08-25 12:00:00 UTC
    2020-08-31 2020-08-31-MOBS-GLEAM_COVID.csv 2020-09-01 01:01:35 UTC 2020-09-01 12:00:00 UTC
    2020-09-07 2020-09-07-MOBS-GLEAM_COVID.csv 2020-09-07 18:23:05 UTC 2020-09-07 12:00:00 UTC
    2020-09-14 2020-09-14-MOBS-GLEAM_COVID.csv 2020-09-15 00:57:47 UTC 2020-09-15 12:00:00 UTC
    2020-09-21 2020-09-21-MOBS-GLEAM_COVID.csv 2021-01-12 21:50:44 UTC 2020-09-21 12:00:00 UTC 1 of 2
    2020-09-21 2020-09-21-MOBS-GLEAM_COVID.csv 2020-09-28 18:29:04 UTC 2020-09-28 12:00:00 UTC 2 of 2
    2020-09-28 2020-09-28-MOBS-GLEAM_COVID.csv 2020-09-29 01:12:21 UTC 2020-09-29 12:00:00 UTC
    2020-10-05 2020-10-05-MOBS-GLEAM_COVID.csv 2020-10-06 12:49:49 UTC 2020-10-06 12:00:00 UTC
    2020-10-12 2020-10-12-MOBS-GLEAM_COVID.csv 2020-10-13 01:20:07 UTC 2020-10-13 12:00:00 UTC
    2020-10-19 2020-10-19-MOBS-GLEAM_COVID.csv 2020-10-20 01:14:10 UTC 2020-10-20 12:00:00 UTC
    2020-10-26 2020-10-26-MOBS-GLEAM_COVID.csv 2020-10-27 01:23:40 UTC 2020-10-27 12:00:00 UTC
    2020-11-02 2020-11-02-MOBS-GLEAM_COVID.csv 2020-11-03 00:48:36 UTC 2020-11-03 12:00:00 UTC
    2020-11-09 2020-11-09-MOBS-GLEAM_COVID.csv 2020-11-11 20:42:05 UTC 2020-11-11 12:00:00 UTC
    2020-11-16 2020-11-16-MOBS-GLEAM_COVID.csv 2020-11-17 06:20:40 UTC 2020-11-17 12:00:00 UTC
    2020-11-23 2020-11-23-MOBS-GLEAM_COVID.csv 2020-11-24 01:00:32 UTC 2020-11-23 12:00:00 UTC
    2020-11-30 2020-11-30-MOBS-GLEAM_COVID.csv 2020-12-01 00:58:48 UTC 2020-11-30 12:00:00 UTC
    2020-12-07 2020-12-07-MOBS-GLEAM_COVID.csv 2020-12-08 00:31:56 UTC 2020-12-07 12:00:00 UTC
    2020-12-14 2020-12-14-MOBS-GLEAM_COVID.csv 2020-12-15 00:32:05 UTC 2020-12-14 12:00:00 UTC
    2020-12-21 2020-12-21-MOBS-GLEAM_COVID.csv 2020-12-22 01:00:57 UTC 2020-12-21 12:00:00 UTC
    2020-12-28 2020-12-28-MOBS-GLEAM_COVID.csv 2021-01-12 21:51:04 UTC 2020-12-27 12:00:00 UTC 1 of 2
    2020-12-28 2020-12-28-MOBS-GLEAM_COVID.csv 2020-12-29 07:14:37 UTC 2020-12-29 12:00:00 UTC 2 of 2
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    2021-07-05 2021-07-05-MOBS-GLEAM_COVID.csv 2021-07-05 18:28:11 UTC 2021-07-05 18:28:11 UTC
    2021-07-06 (No data)
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    2021-08-02 2021-08-02-MOBS-GLEAM_COVID.csv 2021-08-02 18:38:39 UTC 2021-08-02 18:38:39 UTC
    2021-08-03 (No data)
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    2021-08-09 2021-08-09-MOBS-GLEAM_COVID.csv 2021-08-09 18:34:41 UTC 2021-08-09 18:34:41 UTC
    2021-08-12 (No data)
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    2021-08-23 2021-08-23-MOBS-GLEAM_COVID.csv 2021-08-24 00:35:18 UTC 2021-08-24 00:35:18 UTC
    2021-08-24 (No data)
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    2021-08-30 2021-08-30-MOBS-GLEAM_COVID.csv 2021-08-30 18:33:37 UTC 2021-08-30 18:33:37 UTC
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    2021-09-06 2021-09-06-MOBS-GLEAM_COVID.csv 2021-09-06 18:33:14 UTC 2021-09-06 18:33:14 UTC
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    2021-09-27 2021-09-27-MOBS-GLEAM_COVID.csv 2021-09-27 18:41:09 UTC 2021-09-27 18:41:09 UTC
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    2021-10-04 2021-10-04-MOBS-GLEAM_COVID.csv 2021-10-04 18:48:43 UTC 2021-10-04 18:48:43 UTC
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    2021-10-11 2021-10-11-MOBS-GLEAM_COVID.csv 2021-10-11 18:27:40 UTC 2021-10-11 18:27:40 UTC
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    2021-10-25 2021-10-25-MOBS-GLEAM_COVID.csv 2021-10-25 18:39:16 UTC 2021-10-25 18:39:16 UTC
    2021-10-27 (No data)
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    2021-11-01 2021-11-01-MOBS-GLEAM_COVID.csv 2021-11-01 18:31:39 UTC 2021-11-01 18:31:39 UTC
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    2021-11-08 2021-11-08-MOBS-GLEAM_COVID.csv 2021-11-10 01:05:22 UTC 2021-11-10 01:05:22 UTC
    2021-11-09 (No data)
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    2021-12-27 2021-12-27-MOBS-GLEAM_COVID.csv 2021-12-27 18:42:35 UTC 2021-12-27 18:42:35 UTC
    2022-01-02 (No data)
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    2022-01-10 2022-01-10-MOBS-GLEAM_COVID.csv 2022-01-11 00:44:59 UTC 2022-01-11 00:44:59 UTC
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    2022-02-28 2022-02-28-MOBS-GLEAM_COVID.csv 2022-03-01 00:34:02 UTC 2022-03-01 00:34:02 UTC
    2022-03-06 (No data)
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    2022-03-14 2022-03-14-MOBS-GLEAM_COVID.csv 2022-03-15 00:33:20 UTC 2022-03-15 00:33:20 UTC
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    2021-07-12 2021-07-12-MOBS-GLEAM_COVID.csv 2021-07-12 18:54:43 UTC 2021-07-12 18:54:43 UTC
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    2021-08-16 2021-08-16-MOBS-GLEAM_COVID.csv 2021-08-16 18:44:42 UTC 2021-08-16 18:44:42 UTC
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    2021-09-13 2021-09-13-MOBS-GLEAM_COVID.csv 2021-09-14 00:58:23 UTC 2021-09-14 00:58:23 UTC
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    2021-10-18 2021-10-18-MOBS-GLEAM_COVID.csv 2021-10-18 18:33:10 UTC 2021-10-18 18:33:10 UTC
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    2021-11-15 2021-11-15-MOBS-GLEAM_COVID.csv 2021-11-15 18:31:50 UTC 2021-11-15 18:31:50 UTC
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    2022-01-17 2022-01-17-MOBS-GLEAM_COVID.csv 2022-01-17 18:33:07 UTC 2022-01-17 18:33:07 UTC
    2022-01-22 (No data)
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    2022-01-31 2022-01-31-MOBS-GLEAM_COVID.csv 2022-02-01 00:37:51 UTC 2022-02-01 00:37:51 UTC
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    2022-02-07 2022-02-07-MOBS-GLEAM_COVID.csv 2022-02-08 00:34:00 UTC 2022-02-08 00:34:00 UTC
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    2022-02-14 2022-02-14-MOBS-GLEAM_COVID.csv 2022-02-15 15:10:03 UTC 2022-02-15 15:10:03 UTC
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    2022-02-21 2022-02-21-MOBS-GLEAM_COVID.csv 2022-02-22 00:44:59 UTC 2022-02-22 00:44:59 UTC
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    2022-03-21 2022-03-21-MOBS-GLEAM_COVID.csv 2022-03-22 00:47:58 UTC 2022-03-22 00:47:58 UTC
    2022-03-28 2022-03-28-MOBS-GLEAM_COVID.csv 2022-03-29 00:44:32 UTC 2022-03-29 00:44:32 UTC
    2022-04-03 (No data)
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    2022-04-18 2022-04-18-MOBS-GLEAM_COVID.csv 2022-04-18 18:43:37 UTC 2022-04-18 18:43:37 UTC
    2022-04-25 2022-04-25-MOBS-GLEAM_COVID.csv 2022-04-25 18:38:34 UTC 2022-04-25 18:38:34 UTC
    2022-05-08 (No data)
    2022-05-16 2022-05-16-MOBS-GLEAM_COVID.csv 2022-05-16 18:43:15 UTC 2022-05-16 18:43:15 UTC
    2022-05-23 2022-05-23-MOBS-GLEAM_COVID.csv 2022-05-23 18:43:39 UTC 2022-05-23 18:43:39 UTC
    2022-05-30 2022-05-30-MOBS-GLEAM_COVID.csv 2022-05-30 18:33:30 UTC 2022-05-30 18:33:30 UTC
    2022-06-05 (No data)
    2022-06-12 (No data)
    2022-06-20 2022-06-20-MOBS-GLEAM_COVID.csv 2022-06-20 18:40:08 UTC 2022-06-20 18:40:08 UTC
    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 2022-07-25-MOBS-GLEAM_COVID.csv 2022-07-26 00:48:14 UTC 2022-07-26 00:48:14 UTC
    2022-07-23 (No data)
    2022-07-31 (No data)
    2022-08-01 2022-08-01-MOBS-GLEAM_COVID.csv 2022-08-01 18:33:34 UTC 2022-08-01 18:33:34 UTC
    2022-07-30 (No data)
    2022-08-07 (No data)
    2022-08-08 2022-08-08-MOBS-GLEAM_COVID.csv 2022-08-08 18:42:11 UTC 2022-08-08 18:42:11 UTC
    2022-08-06 (No data)
    2022-08-14 (No data)
    2022-08-13 (No data)
    2022-08-15 2022-08-15-MOBS-GLEAM_COVID.csv 2022-08-15 18:34:52 UTC 2022-08-15 18:34:52 UTC
    2022-08-21 (No data)
    2022-08-20 (No data)
    2022-08-22 2022-08-22-MOBS-GLEAM_COVID.csv 2022-08-22 18:34:35 UTC 2022-08-22 18:34:35 UTC
    2022-08-28 (No data)
    2022-08-27 (No data)
    2022-08-29 2022-08-29-MOBS-GLEAM_COVID.csv 2022-08-29 12:29:57 UTC 2022-08-29 12:29:57 UTC
    2022-09-04 (No data)
    2022-09-03 (No data)
    2022-09-05 2022-09-05-MOBS-GLEAM_COVID.csv 2022-09-05 18:46:23 UTC 2022-09-05 18:46:23 UTC
    2022-09-11 (No data)
    2022-09-12 2022-09-12-MOBS-GLEAM_COVID.csv 2022-09-12 18:49:04 UTC 2022-09-12 18:49:04 UTC
    2022-09-10 (No data)
    2022-09-18 (No data)
    2022-09-17 (No data)
    2022-09-19 2022-09-19-MOBS-GLEAM_COVID.csv 2022-09-19 18:51:09 UTC 2022-09-19 18:51:09 UTC
    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 2021-01-04-MOBS-GLEAM_COVID.csv 2021-01-12 21:51:20 UTC 2021-01-03 12:00:00 UTC 1 of 2
    2021-01-04 2021-01-04-MOBS-GLEAM_COVID.csv 2021-01-05 01:18:34 UTC 2021-01-04 12:00:00 UTC 2 of 2
    2021-01-05 (No data)
    2021-01-06 (No data)
    2021-01-10 (No data)
    2021-01-09 (No data)
    2021-01-11 2021-01-11-MOBS-GLEAM_COVID.csv 2021-01-11 12:33:10 UTC 2021-01-11 12:00:00 UTC 1 of 2
    2021-01-11 2021-01-11-MOBS-GLEAM_COVID.csv 2021-02-02 00:47:42 UTC 2021-02-01 12:00:00 UTC 2 of 2
    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 2021-01-18-MOBS-GLEAM_COVID.csv 2021-01-18 19:12:29 UTC 2021-01-18 12:00:00 UTC 1 of 2
    2021-01-18 2021-01-18-MOBS-GLEAM_COVID.csv 2021-02-02 00:48:39 UTC 2021-02-01 12:00:00 UTC 2 of 2
    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 2021-01-25-MOBS-GLEAM_COVID.csv 2021-01-25 19:15:27 UTC 2021-01-25 12:00:00 UTC 1 of 2
    2021-01-25 2021-01-25-MOBS-GLEAM_COVID.csv 2021-02-02 00:49:24 UTC 2021-02-01 12:00:00 UTC 2 of 2
    2021-01-27 (No data)
    2021-01-28 (No data)
    2021-01-31 (No data)
    2021-01-29 (No data)
    2021-02-01 2021-02-01-MOBS-GLEAM_COVID.csv 2021-02-02 00:48:12 UTC 2021-02-01 12:00:00 UTC
    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 2021-02-08-MOBS-GLEAM_COVID.csv 2021-02-08 18:33:17 UTC 2021-02-08 12:00:00 UTC
    2021-02-11 (No data)
    2021-02-12 (No data)
    2021-02-13 (No data)
    2021-02-14 (No data)
    2021-02-15 2021-02-15-MOBS-GLEAM_COVID.csv 2021-02-15 18:43:43 UTC 2021-02-15 12:00:00 UTC
    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 2021-02-22-MOBS-GLEAM_COVID.csv 2021-02-22 18:26:50 UTC 2021-02-22 12:00:00 UTC
    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 2021-03-01-MOBS-GLEAM_COVID.csv 2021-03-01 18:29:17 UTC 2021-03-01 12:00:00 UTC
    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 2021-03-08-MOBS-GLEAM_COVID.csv 2021-03-08 18:30:12 UTC 2021-03-08 12:00:00 UTC
    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 2021-03-15-MOBS-GLEAM_COVID.csv 2021-03-16 00:50:16 UTC 2021-03-15 12:00:00 UTC
    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 2021-03-22-MOBS-GLEAM_COVID.csv 2021-03-23 00:46:21 UTC 2021-03-22 12:00:00 UTC 1 of 2
    2021-03-22 2021-03-22-MOBS-GLEAM_COVID.csv 2021-03-26 18:31:00 UTC 2021-03-26 12:00:00 UTC 2 of 2
    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 2021-03-29-MOBS-GLEAM_COVID.csv 2021-03-29 18:36:56 UTC 2021-03-29 12:00:00 UTC
    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 2021-04-05-MOBS-GLEAM_COVID.csv 2021-04-05 18:40:17 UTC 2021-04-05 12:00:00 UTC
    2021-04-08 (No data)
    2021-04-10 (No data)
    2021-04-11 (No data)
    2021-04-12 2021-04-12-MOBS-GLEAM_COVID.csv 2021-04-12 18:39:57 UTC 2021-04-12 12:00:00 UTC
    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 2021-04-19-MOBS-GLEAM_COVID.csv 2021-04-19 18:34:34 UTC 2021-04-19 12:00:00 UTC
    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 2021-04-26-MOBS-GLEAM_COVID.csv 2021-04-26 18:50:55 UTC 2021-04-26 12:00:00 UTC
    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 2021-05-02-MOBS-GLEAM_COVID.csv 2021-05-03 18:35:56 UTC 2021-05-03 12:00:00 UTC
    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 2021-07-19-MOBS-GLEAM_COVID.csv 2021-07-19 18:49:23 UTC 2021-07-19 18:49:23 UTC
    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 2021-05-10-MOBS-GLEAM_COVID.csv 2021-05-10 18:53:19 UTC 2021-05-10 12:00:00 UTC
    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 2021-05-17-MOBS-GLEAM_COVID.csv 2021-05-17 18:44:33 UTC 2021-05-17 12:00:00 UTC
    2021-05-19 (No data)
    2021-05-20 (No data)
    2021-05-21 (No data)
    2021-05-23 (No data)
    2021-05-24 2021-05-24-MOBS-GLEAM_COVID.csv 2021-05-24 19:06:29 UTC 2021-05-24 12:00:00 UTC
    2021-05-22 (No data)
    2021-07-26 2021-07-26-MOBS-GLEAM_COVID.csv 2021-07-26 19:10:50 UTC 2021-07-26 19:10:50 UTC
    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 2021-05-31-MOBS-GLEAM_COVID.csv 2021-05-31 19:48:19 UTC 2021-05-31 19:48:19 UTC
    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 2021-06-07-MOBS-GLEAM_COVID.csv 2021-06-07 20:30:54 UTC 2021-06-07 20:30:54 UTC
    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 2021-06-14-MOBS-GLEAM_COVID.csv 2021-06-14 18:38:44 UTC 2021-06-14 18:38:44 UTC
    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 2021-06-21-MOBS-GLEAM_COVID.csv 2021-06-21 18:34:37 UTC 2021-06-21 18:34:37 UTC
    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 2021-06-28-MOBS-GLEAM_COVID.csv 2021-06-29 01:17:28 UTC 2021-06-29 01:17:28 UTC
    2021-08-25 (No data)
    2021-08-29 (No data)
    2021-09-05 (No data)
    2021-09-20 2021-09-20-MOBS-GLEAM_COVID.csv 2021-09-20 18:34:52 UTC 2021-09-20 18:34:52 UTC
    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 2021-12-20-MOBS-GLEAM_COVID.csv 2021-12-20 18:29:33 UTC 2021-12-20 18:29:33 UTC
    2021-12-29 (No data)
    2022-01-03 2022-01-03-MOBS-GLEAM_COVID.csv 2022-01-04 00:40:13 UTC 2022-01-04 00:40:13 UTC
    2022-01-12 (No data)
    2022-01-13 (No data)
    2022-01-16 (No data)
    2022-01-24 2022-01-24-MOBS-GLEAM_COVID.csv 2022-01-25 00:43:59 UTC 2022-01-25 00:43:59 UTC
    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 2022-03-07-MOBS-GLEAM_COVID.csv 2022-03-08 00:47:36 UTC 2022-03-08 00:47:36 UTC
    2022-03-11 (No data)
    2022-03-19 (No data)
    2022-03-29 (No data)
    2022-04-04 2022-04-04-MOBS-GLEAM_COVID.csv 2022-04-04 18:42:24 UTC 2022-04-04 18:42:24 UTC
    2022-04-05 (No data)
    2022-04-08 (No data)
    2022-04-11 2022-04-11-MOBS-GLEAM_COVID.csv 2022-04-11 18:39:44 UTC 2022-04-11 18:39:44 UTC
    2022-04-15 (No data)
    2022-04-17 (No data)
    2022-04-24 (No data)
    2022-05-01 (No data)
    2022-05-02 2022-05-02-MOBS-GLEAM_COVID.csv 2022-05-02 18:44:30 UTC 2022-05-02 18:44:30 UTC
    2022-05-06 (No data)
    2022-05-09 2022-05-09-MOBS-GLEAM_COVID.csv 2022-05-09 18:47:05 UTC 2022-05-09 18:47:05 UTC
    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 2022-06-13-MOBS-GLEAM_COVID.csv 2022-06-13 18:43:18 UTC 2022-06-13 18:43:18 UTC
    2022-06-19 (No data)
    2022-06-26 (No data)
    2022-06-27 2022-06-27-MOBS-GLEAM_COVID.csv 2022-06-27 18:36:47 UTC 2022-06-27 18:36:47 UTC
    2022-07-03 (No data)
    2022-07-04 2022-07-04-MOBS-GLEAM_COVID.csv 2022-07-05 12:35:24 UTC 2022-07-05 12:35:24 UTC
    2022-07-10 (No data)
    2022-07-11 2022-07-11-MOBS-GLEAM_COVID.csv 2022-07-11 18:36:20 UTC 2022-07-11 18:36:20 UTC
    2022-07-17 (No data)
    2022-07-18 2022-07-18-MOBS-GLEAM_COVID.csv 2022-07-18 18:53:02 UTC 2022-07-18 18:53:02 UTC
    2022-09-25 (No data)
    2022-09-24 (No data)
    2022-09-26 2022-09-26-MOBS-GLEAM_COVID.csv 2022-09-26 18:42:18 UTC 2022-09-26 18:42:18 UTC
    2022-10-02 (No data)
    2022-10-01 (No data)
    2022-10-03 2022-10-03-MOBS-GLEAM_COVID.csv 2022-10-03 18:41:26 UTC 2022-10-03 18:41:26 UTC
    2022-10-09 (No data)
    2022-10-08 (No data)
    2022-10-10 2022-10-10-MOBS-GLEAM_COVID.csv 2022-10-10 18:52:57 UTC 2022-10-10 18:52:57 UTC
    2022-10-16 (No data)
    2022-10-15 (No data)
    2022-10-17 2022-10-17-MOBS-GLEAM_COVID.csv 2022-10-17 18:45:47 UTC 2022-10-17 18:45:47 UTC
    2022-10-23 (No data)
    2022-10-22 (No data)
    2022-10-24 2022-10-24-MOBS-GLEAM_COVID.csv 2022-10-24 18:46:01 UTC 2022-10-24 18:46:01 UTC
    2022-10-30 (No data)
    2022-10-29 (No data)
    2022-10-31 2022-10-31-MOBS-GLEAM_COVID.csv 2022-10-31 18:36:52 UTC 2022-10-31 18:36:52 UTC
    2022-11-06 (No data)
    2022-11-07 2022-11-07-MOBS-GLEAM_COVID.csv 2022-11-07 18:41:16 UTC 2022-11-07 18:41:16 UTC
    2022-11-05 (No data)
    2022-11-13 (No data)
    2022-11-12 (No data)
    2022-11-14 2022-11-14-MOBS-GLEAM_COVID.csv 2022-11-14 18:36:54 UTC 2022-11-14 18:36:54 UTC
    2022-11-18 (No data)
    2022-11-19 (No data)
    2022-11-21 2022-11-21-MOBS-GLEAM_COVID.csv 2022-11-21 18:43:14 UTC 2022-11-21 18:43:14 UTC
    2022-11-20 (No data)
    2022-11-27 (No data)
    2022-11-26 (No data)
    2022-11-28 2022-11-28-MOBS-GLEAM_COVID.csv 2022-11-28 18:36:09 UTC 2022-11-28 18:36:09 UTC
    2022-12-04 (No data)
    2022-12-03 (No data)
    2022-12-05 2022-12-05-MOBS-GLEAM_COVID.csv 2022-12-05 18:51:37 UTC 2022-12-05 18:51:37 UTC
    2022-12-11 (No data)
    2022-12-10 (No data)
    2022-12-12 2022-12-12-MOBS-GLEAM_COVID.csv 2022-12-12 18:45:09 UTC 2022-12-12 18:45:09 UTC
    2022-12-16 (No data)
    2022-12-18 (No data)
    2022-12-17 (No data)
    2022-12-19 2022-12-19-MOBS-GLEAM_COVID.csv 2022-12-19 18:47:25 UTC 2022-12-19 18:47:25 UTC
    2022-12-25 (No data)
    2022-12-26 2022-12-26-MOBS-GLEAM_COVID.csv 2022-12-26 18:39:22 UTC 2022-12-26 18:39:22 UTC
    2022-12-24 (No data)
    2023-01-01 (No data)
    2022-12-31 (No data)
    2023-01-02 2023-01-02-MOBS-GLEAM_COVID.csv 2023-01-02 18:45:02 UTC 2023-01-02 18:45:02 UTC
    2023-01-03 (No data)
    2023-01-08 (No data)
    2023-01-07 (No data)
    2023-01-09 2023-01-09-MOBS-GLEAM_COVID.csv 2023-01-12 00:45:19 UTC 2023-01-12 00:45:19 UTC
    2023-01-15 (No data)
    2023-01-14 (No data)
    2023-01-16 2023-01-16-MOBS-GLEAM_COVID.csv 2023-01-16 18:46:21 UTC 2023-01-16 18:46:21 UTC
    2023-01-22 (No data)
    2023-01-23 2023-01-23-MOBS-GLEAM_COVID.csv 2023-01-23 18:42:23 UTC 2023-01-23 18:42:23 UTC
    2023-01-21 (No data)
    2023-01-29 (No data)
    2023-01-28 (No data)
    2023-01-30 2023-01-30-MOBS-GLEAM_COVID.csv 2023-01-30 18:48:54 UTC 2023-01-30 18:48:54 UTC
    2023-02-05 (No data)
    2023-02-06 2023-02-06-MOBS-GLEAM_COVID.csv 2023-02-06 18:34:48 UTC 2023-02-06 18:34:48 UTC
    2023-02-04 (No data)
    2023-02-12 (No data)
    2023-02-11 (No data)
    2023-02-13 2023-02-13-MOBS-GLEAM_COVID.csv 2023-02-13 18:32:46 UTC 2023-02-13 18:32:46 UTC
    2023-02-19 (No data)
    2023-02-18 (No data)
    2023-02-20 2023-02-20-MOBS-GLEAM_COVID.csv 2023-02-20 18:35:46 UTC 2023-02-20 18:35:46 UTC
    2023-02-26 (No data)
    2023-02-25 (No data)
    2023-02-27 2023-02-27-MOBS-GLEAM_COVID.csv 2023-02-27 18:35:32 UTC 2023-02-27 18:35:32 UTC
    2023-03-05 (No data)
    2023-03-04 (No data)
    2023-03-06 2023-03-06-MOBS-GLEAM_COVID.csv 2023-03-06 18:33:22 UTC 2023-03-06 18:33:22 UTC
    2023-03-11 (No data)
    2023-03-12 (No data)
    2023-03-13 2023-03-13-MOBS-GLEAM_COVID.csv 2023-03-13 12:35:45 UTC 2023-03-13 12:35:45 UTC
    2023-03-18 (No data)
    2023-03-19 (No data)
    2023-03-20 2023-03-20-MOBS-GLEAM_COVID.csv 2023-03-20 18:38:39 UTC 2023-03-20 18:38:39 UTC
    2023-03-27 2023-03-27-MOBS-GLEAM_COVID.csv 2023-03-27 18:34:15 UTC 2023-03-27 18:34:15 UTC
    2023-03-26 (No data)
    2023-04-01 (No data)
    2023-04-10 2023-04-10-MOBS-GLEAM_COVID.csv 2023-04-10 14:41:36 UTC 2023-04-10 14:41:36 UTC
    2023-04-03 2023-04-03-MOBS-GLEAM_COVID.csv 2023-04-10 14:41:26 UTC 2023-04-10 14:41:25 UTC
    2023-04-02 (No data)
    2023-04-09 (No data)
    2023-04-08 (No data)
    2023-04-15 (No data)
    2023-04-16 (No data)
    2023-04-17 (No data)
    2023-04-22 (No data)
    2023-04-24 2023-04-24-MOBS-GLEAM_COVID.csv 2023-04-24 12:40:39 UTC 2023-04-24 12:40:39 UTC
    2023-04-23 (No data)
    2023-04-29 (No data)
    2023-05-01 2023-05-01-MOBS-GLEAM_COVID.csv 2023-05-01 18:40:57 UTC 2023-05-01 18:40:57 UTC
    2023-04-30 (No data)
    2023-05-07 (No data)
    2023-05-08 2023-05-08-MOBS-GLEAM_COVID.csv 2023-05-08 18:53:58 UTC 2023-05-08 18:53:58 UTC
    2023-05-13 (No data)
    2023-05-15 2023-05-15-MOBS-GLEAM_COVID.csv 2023-05-15 18:39:01 UTC 2023-05-15 18:39:01 UTC
    2023-05-14 (No data)
    2023-05-20 (No data)
    2023-05-22 2023-05-22-MOBS-GLEAM_COVID.csv 2023-05-22 18:47:08 UTC 2023-05-22 18:47:08 UTC
    2023-05-21 (No data)
    2023-05-27 (No data)
    2023-05-29 2023-05-29-MOBS-GLEAM_COVID.csv 2023-05-29 18:42:28 UTC 2023-05-29 18:42:28 UTC
    2023-05-28 (No data)
    2023-06-04 (No data)
    2023-06-03 (No data)
    2023-06-05 2023-06-05-MOBS-GLEAM_COVID.csv 2023-06-05 12:42:58 UTC 2023-06-05 12:42:58 UTC
    2023-06-10 (No data)
    2023-06-12 2023-06-12-MOBS-GLEAM_COVID.csv 2023-06-12 12:43:08 UTC 2023-06-12 12:43:08 UTC
    2023-06-11 (No data)
    2023-06-18 (No data)
    2023-06-19 2023-06-19-MOBS-GLEAM_COVID.csv 2023-06-19 18:45:33 UTC 2023-06-19 18:45:33 UTC
    2023-06-26 2023-06-26-MOBS-GLEAM_COVID.csv 2023-06-26 18:46:06 UTC 2023-06-26 18:46:06 UTC
    2023-06-25 (No data)
    2023-07-03 2023-07-03-MOBS-GLEAM_COVID.csv 2023-07-03 18:45:15 UTC 2023-07-03 18:45:15 UTC
    2023-07-10 2023-07-10-MOBS-GLEAM_COVID.csv 2023-07-10 12:45:19 UTC 2023-07-10 12:45:19 UTC
    2023-07-17 2023-07-17-MOBS-GLEAM_COVID.csv 2023-07-17 12:51:15 UTC 2023-07-17 12:51:15 UTC
    2023-07-16 (No data)
    2023-07-24 2023-07-24-MOBS-GLEAM_COVID.csv 2023-07-24 18:48:20 UTC 2023-07-24 18:48:20 UTC
    2023-07-31 2023-07-31-MOBS-GLEAM_COVID.csv 2023-07-31 18:55:57 UTC 2023-07-31 18:55:57 UTC
    2023-08-07 2023-08-07-MOBS-GLEAM_COVID.csv 2023-08-07 18:47:46 UTC 2023-08-07 18:47:46 UTC
    2023-08-06 (No data)
    2023-08-14 2023-08-14-MOBS-GLEAM_COVID.csv 2023-08-14 18:49:52 UTC 2023-08-14 18:49:52 UTC
    2023-08-13 (No data)
    2023-08-21 2023-08-21-MOBS-GLEAM_COVID.csv 2023-08-21 18:58:43 UTC 2023-08-21 18:58:43 UTC
    2023-08-28 2023-08-28-MOBS-GLEAM_COVID.csv 2023-08-28 18:46:37 UTC 2023-08-28 18:46:37 UTC
    2023-08-27 (No data)
    2023-09-04 2023-09-04-MOBS-GLEAM_COVID.csv 2023-09-04 19:02:24 UTC 2023-09-04 19:02:24 UTC
    2023-09-11 (No data)
    2023-09-10 (No data)
    2023-09-18 2023-09-18-MOBS-GLEAM_COVID.csv 2023-09-18 18:53:01 UTC 2023-09-18 18:53:01 UTC
    2023-09-25 2023-09-25-MOBS-GLEAM_COVID.csv 2023-09-25 18:47:57 UTC 2023-09-25 18:47:57 UTC
    2023-10-02 2023-10-02-MOBS-GLEAM_COVID.csv 2023-10-02 18:58:04 UTC 2023-10-02 18:58:04 UTC
    2023-10-01 (No data)
    2023-10-15 (No data)
    2023-10-08 (No data)
    2023-10-09 2023-10-09-MOBS-GLEAM_COVID.csv 2023-10-18 19:06:50 UTC 2023-10-18 19:06:50 UTC
    2023-10-16 2023-10-16-MOBS-GLEAM_COVID.csv 2023-10-18 19:07:04 UTC 2023-10-18 19:07:04 UTC
    2023-10-23 2023-10-23-MOBS-GLEAM_COVID.csv 2023-10-23 18:45:07 UTC 2023-10-23 18:45:07 UTC
    2023-10-30 2023-10-30-MOBS-GLEAM_COVID.csv 2023-10-30 18:53:23 UTC 2023-10-30 18:53:23 UTC
    2023-10-29 (No data)
    2023-11-06 2023-11-06-MOBS-GLEAM_COVID.csv 2023-11-06 18:58:27 UTC 2023-11-06 18:58:27 UTC
    2023-11-05 (No data)
    2023-11-13 2023-11-13-MOBS-GLEAM_COVID.csv 2023-11-13 18:46:42 UTC 2023-11-13 18:46:42 UTC
    2023-11-12 (No data)
    2023-11-20 2023-11-20-MOBS-GLEAM_COVID.csv 2023-11-20 18:50:08 UTC 2023-11-20 18:50:08 UTC
    2023-11-19 (No data)
    2023-11-27 2023-11-27-MOBS-GLEAM_COVID.csv 2023-11-27 18:48:00 UTC 2023-11-27 18:48:00 UTC
    2023-11-26 (No data)
    2023-12-04 2023-12-04-MOBS-GLEAM_COVID.csv 2023-12-04 18:45:53 UTC 2023-12-04 18:45:53 UTC
    2023-12-03 (No data)
    2023-12-11 2023-12-11-MOBS-GLEAM_COVID.csv 2023-12-11 18:45:03 UTC 2023-12-11 18:45:03 UTC
    2023-12-10 (No data)
    2023-12-18 2023-12-18-MOBS-GLEAM_COVID.csv 2023-12-18 18:50:02 UTC 2023-12-18 18:50:02 UTC
    2023-12-17 (No data)
    2023-12-25 2023-12-25-MOBS-GLEAM_COVID.csv 2023-12-26 00:46:47 UTC 2023-12-26 00:46:47 UTC
    2024-01-01 2024-01-01-MOBS-GLEAM_COVID.csv 2024-01-01 18:42:10 UTC 2024-01-01 18:42:10 UTC
    2023-12-31 (No data)
    2024-01-02 (No data)
    2024-01-08 (No data)
    2024-01-07 (No data)
    2024-01-15 (No data)
    2024-01-14 (No data)
    2024-01-22 (No data)
    2024-01-21 (No data)
    2024-01-29 2024-01-29-MOBS-GLEAM_COVID.csv 2024-01-29 18:52:36 UTC 2024-01-29 18:52:36 UTC
    2024-01-28 (No data)
    2024-04-15 2024-04-15-MOBS-GLEAM_COVID.csv 2024-05-03 14:28:05 UTC 2024-05-03 14:28:05 UTC
    2024-04-01 2024-04-01-MOBS-GLEAM_COVID.csv 2024-05-03 14:26:52 UTC 2024-05-03 14:26:52 UTC
    2024-02-12 2024-02-12-MOBS-GLEAM_COVID.csv 2024-05-03 14:27:24 UTC 2024-05-03 14:27:24 UTC
    2024-02-26 2024-02-26-MOBS-GLEAM_COVID.csv 2024-05-03 14:27:13 UTC 2024-05-03 14:27:13 UTC
    2024-03-04 2024-03-04-MOBS-GLEAM_COVID.csv 2024-05-03 14:27:03 UTC 2024-05-03 14:27:03 UTC
    2024-03-18 (No data)
    2024-04-29 2024-04-29-MOBS-GLEAM_COVID.csv 2024-05-03 14:27:36 UTC 2024-05-03 14:27:36 UTC
    2024-03-25 (No data)
    2024-02-19 2024-02-19-MOBS-GLEAM_COVID.csv 2024-05-03 14:27:56 UTC 2024-05-03 14:27:56 UTC
    2024-02-05 2024-02-05-MOBS-GLEAM_COVID.csv 2024-05-03 14:27:47 UTC 2024-05-03 14:27:47 UTC
    2024-04-08 2024-04-08-MOBS-GLEAM_COVID.csv 2024-05-03 14:28:34 UTC 2024-05-03 14:28:34 UTC
    2024-04-22 2024-04-22-MOBS-GLEAM_COVID.csv 2024-05-03 14:28:24 UTC 2024-05-03 14:28:24 UTC
    2024-03-11 2024-03-11-MOBS-GLEAM_COVID.csv 2024-05-03 14:28:14 UTC 2024-05-03 14:28:14 UTC
    2024-04-28 (No data)
    2024-03-24 (No data)
    2024-04-14 (No data)
    2024-03-31 (No data)
    2024-04-21 (No data)
    2024-03-17 (No data)
    2024-02-04 (No data)
    2024-02-11 (No data)
    2024-04-07 (No data)
    2024-02-18 (No data)
    2024-03-10 (No data)
    2024-02-25 (No data)