Created by Prof. Dr. Thomas Hotz, Stefan Heyder, Matthias Glock and Sebastian Semper of the AG Stochastik, Technische Universität Ilmenau
in collaboration with Prof. Dr. Alexander Krämer and Anne Böhle of the School of Public Health, Bielefeld University.

Afghanistan

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Albania

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Algeria

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Andorra

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Angola

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Antigua and Barbuda

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Argentina

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Armenia

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Australia

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Austria

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Azerbaijan

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Bahamas

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Bahrain

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Bangladesh

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Barbados

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Belarus

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Belgium

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Belize

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Benin

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Bhutan

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Bolivia

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Bosnia and Herzegovina

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Botswana

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Brazil

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Brunei

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Bulgaria

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Burkina Faso

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Burma

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Burundi

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Cabo Verde

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Cambodia

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Cameroon

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Canada

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Central African Republic

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Chad

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Chile

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

China

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Colombia

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Comoros

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Congo (Brazzaville)

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Congo (Kinshasa)

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Costa Rica

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Cote d’Ivoire

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot <a href=‘data/estimates/Cote d’Ivoire_JHU_R.csv’>here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Croatia

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Cuba

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Cyprus

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Czechia

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Denmark

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Djibouti

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Dominica

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Dominican Republic

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Ecuador

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Egypt

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

El Salvador

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Equatorial Guinea

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Eritrea

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Estonia

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Eswatini

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Ethiopia

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Fiji

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Finland

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

France

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Gabon

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Gambia

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Georgia

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Germany

data download (last update: 30.01.2023, 09:16)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Ghana

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Greece

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Grenada

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Guatemala

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Guinea

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Guinea-Bissau

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Guyana

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Haiti

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Honduras

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Hungary

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Iceland

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

India

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Indonesia

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Iran

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Iraq

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Ireland

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Israel

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Italy

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Jamaica

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Japan

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Jordan

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Kazakhstan

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Kenya

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Kiribati

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Kosovo

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Kuwait

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Kyrgyzstan

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Laos

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Latvia

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Lebanon

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Lesotho

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Liberia

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Libya

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Liechtenstein

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Lithuania

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Luxembourg

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Madagascar

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Malawi

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Malaysia

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Maldives

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Mali

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Malta

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Marshall Islands

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Mauritania

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Mauritius

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Mexico

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Micronesia

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Moldova

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Monaco

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Mongolia

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Montenegro

data download (last update: 30.01.2023, 09:17)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Morocco

data download (last update: 30.01.2023, 09:17)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Mozambique

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Namibia

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Nauru

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Nepal

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Netherlands

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

New Zealand

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You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Nicaragua

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Niger

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Nigeria

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

North Macedonia

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Norway

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Oman

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Pakistan

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Palau

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Panama

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Papua New Guinea

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Paraguay

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Peru

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Philippines

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Poland

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Portugal

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Qatar

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Romania

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Russia

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Rwanda

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Saint Kitts and Nevis

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Saint Lucia

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Saint Vincent and the Grenadines

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Samoa

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

San Marino

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Sao Tome and Principe

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Saudi Arabia

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Senegal

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Serbia

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Seychelles

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Sierra Leone

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Singapore

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Slovakia

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Slovenia

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Solomon Islands

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Somalia

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

South Africa

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

South Sudan

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Spain

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Sri Lanka

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Sudan

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Suriname

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Sweden

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Switzerland

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Syria

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Tajikistan

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Tanzania

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Thailand

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Timor-Leste

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Togo

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Tonga

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Trinidad and Tobago

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This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Tunisia

data download (last update: 30.01.2023, 09:17)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Turkey

data download (last update: 30.01.2023, 09:17)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Tuvalu

data download (last update: 30.01.2023, 09:17)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Uganda

data download (last update: 30.01.2023, 09:17)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Ukraine

data download (last update: 30.01.2023, 09:17)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

United Arab Emirates

data download (last update: 30.01.2023, 09:17)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

United Kingdom

data download (last update: 30.01.2023, 09:17)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Uruguay

data download (last update: 30.01.2023, 09:17)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

US

data download (last update: 30.01.2023, 09:17)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Uzbekistan

data download (last update: 30.01.2023, 09:17)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Vanuatu

data download (last update: 30.01.2023, 09:17)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Venezuela

data download (last update: 30.01.2023, 09:17)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Vietnam

data download (last update: 30.01.2023, 09:17)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

West Bank and Gaza

data download (last update: 30.01.2023, 09:17)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Yemen

data download (last update: 30.01.2023, 09:17)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Zambia

data download (last update: 30.01.2023, 09:17)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

Zimbabwe

data download (last update: 30.01.2023, 09:17)

You can download the data for this plot here.

This file contains the following columns:
  • date the date,
  • new.cases the amount of new cases on that day,
  • repronum the estimated reproduction number on that day,
  • repronum.se the (estimated) standard error of the reproduction number estimate,
  • ci.lower the lower bound of the 95% confidence interval and
  • ci.upper the upper bound of the 95% confidence interval.

We show results for all countries with sufficiently many cases. Results for the world and for the 20 most affected countries can be found here. In addition, results for Germany and its federal states (Bundesländer) based on official data are available here (in German).

Notes

  • We estimate the (effective) reproduction number R(t) at day t, i.e. the average number of people someone infected at time t would infect if conditions remained the same.

  • The estimator has been taken from (Fraser 2007). It compares the number of infections at a time point with the number of infectious cases at that time, weighted by their respective infectivity. Note that constant (per country) underreporting does not affect the estimates since both the number of infections and the number of infectious persons are reduced by the same proportionality factor.

  • For this estimator, we derived (approximate, pointwise) 95% confidence intervals using the delta method.

  • However, the size of the confidence intervals reflects only those statistical uncertainties due to the random dynamics of the epidemic. But since the estimator is based on assumptions about the infectivity of the virus, and given that the data are not perfect because of a change of reporting criteria, varying amounts of testing etc., the estimates should be interpreted cautiously and not be taken at face value (especially when case counts are low). Still, we believe that one can draw qualitatively credible conclusions from them.

  • Estimates are shown in black, confidence intervals as grey stripes, with values specified by the left axis (on a log-scale; thus 0 is always out of sight, at the infinite lower end of the axis). If estimates cannot sensibly be determined due to insufficient data, values are interpolated by dashed lines without confidence intervals.

  • The critical value for the reproduction number is 1, shown as a red horizontal line: a value larger than one would result in an exponential increase of infections, a value smaller than one in a decrease.

  • The analysis is based on newly reported cases of Coronavirus Disease 2019 (COVID-19) per day, shown as blue bars as specified by the right axis (on a linear scale). For these we rely on the data provided by Johns Hopkins University.

  • For the estimated reproduction number (black line, left vertical axis), the horizontal axis specifies the corresponding date of infection. For the newly reported cases (blue bars, right axis), it specifies the date the cases were reported. Mondays are marked by thin vertical lines.

  • The graphics are updated daily (last update: 30/01/23 08:17 GMT), showing data up to yesterday.

  • Note that cases are reported much later than the corresponding day of infection, namely after incubation time (about 5 days (WHO 2020)) plus some more days necessary for testing and reporting the case to the authorities. For simplicity we assume that cases are reported 7 days after infection. Therefore, estimates for the reproduction number lag one week behind the reporting of new cases.

  • In a population where no countermeasures have been put into place, the so-called basic reproduction number R0 is believed to be given by some value between 2.4 and 4.1 (Read et al. 2020). Estimates higher than that might be explained by a considerable number of imported cases.

  • Details may be found in the accompanying Technical Report (Hotz et al. 2020); the code is available here.

References

[1]: Fraser, C. (2007). Estimating Individual and Household Reproduction Numbers in an Emerging Epidemic. PLOS ONE 2 (8), https://doi.org/10.1371/journal.pone.0000758.

[2] WHO (2020). Report of the WHO-China Joint Mission on Coronavirus Disease 2019 (COVID-19), https://www.who.int/publications-detail/report-of-the-who-china-joint-mission-on-coronavirus-disease-2019-(covid-19).

[3]: Read, J.M., Bridgen, J.R.E., Cummings, D.A.T., Ho, A., Jewell, C.P. (2020). Novel coronavirus 2019-nCoV: early estimation of epidemiological parameters and epidemic predictions. MedRxiv, Version 2, 01/28/2020, https://doi.org/10.1101/2020.01.23.20018549.

[4]: Hotz, T., Glock, M., Heyder, S., Semper, S., Böhle, A., Krämer, A. (2020). Monitoring the spread of COVID-19 by estimating reproduction numbers over time. arXiv:2004.08557, 18/04/2020.


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