COVID-19_Brazil

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COVID-19_Brazil

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Data, analysis and graphs of the advancement of COVID-19 in Brazil

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---
**2020-04-01 Important Update **

Datasets were moved to DATA folder and new datasets were added.
---

# COVID-19 - Brazilian States
Data, analysis and graphs of the advancement of COVID-19 in Brazil

See our analysis about a possible collapse of Brazilian states health system [here](https://github.com/pdpcosta/COVID-19_Brazil/blob/master/Python/COVID_19_Brazil_States_HealthSystemCollapseAnalysis.ipynb)

## Description

The datasets in this repository were generated thanks to the joint effort of researchers and students of the School of Electrical and Computer Engineering of the University of Campinas (UNICAMP) and researchers of the University of Brasília (UnB).

Our methodology consisted of dividing the country into regions and states and looking for sources of information regarding confirmed cases of COVID-19 in that region. This procedure was necessary because we realized that the numbers provided by the  Ministry of Health in Brazil, for some regions, were outdated or discrepant.

We do not collect data using bots. Our data is daily curated by a team of researchers that checks the information in multiple official communication channels and media. Data is mined by one person and verified by a different one. Our process is documented here: https://docs.google.com/spreadsheets/d/1RkovtMc-o7fGdGf5SBR8kYWQQCsTn-7CdACsUgJHLxI/edit?usp=sharing

Since March, 19th 2020, the Brazilian Ministry of Health is not sharing any CSV file or any other dataset format that researchers could use to process the data. This is the reason that we decided to generate our own dataset.

Under development: ShinyApp for Brazil: https://kirtisundarsahu.shinyapps.io/BRAZIL_shinyapp/ , Shiny Dashboard for Brazil: https://kirtisundarsahu.shinyapps.io/Brazil_DashBoard/

## Highlighted Updates

2020-04-04 - We added an analysis of the possible collapse of Brazilian states health system

2020-04-01 - We moved datasets do folder DATA. We added two datasets with data in rows, including population and territory information.

2020-03-27 - Datasets updated and added dataset with death numbers

2020-03-28 - Datasets updated but still with some missing points in death numbers

2020-03-29 - Datasets updated, no missing points in death numbers, but some states did not updated their numbers during the weekend

## Contributors
Maria Giulia Martins (FEEC-Unicamp)

João Luís Carvalho de Abreu (FEEC-Unicamp)

Guilherme Lisboa (IMECC-Unicamp)

Thiago Ribas Bella (FEEC-Unicamp)

Júlia Perassolli De Lázari (FEEC - Unicamp)

Victor Macchini (FEEC - Unicamp)

Renan Cyrillo Lima (IMEEC - Unicamp)

Welington Corozolla (FCM - Unicamp)

Prof. Paula Dornhofer Paro Costa (FEEC-Unicamp)

Prof. Dalton Martins (Faculty of Information Sciences - UnB)

Kirti Sundar Sahu (University of Waterloo, Canada)

## Terms of Use

This GitHub repo and its contents herein, including all data, mapping, and analysis, copyright 2020 University of Campinas, all rights reserved, is provided to the public strictly for educational and academic research purposes. The Website relies upon publicly available data from multiple sources, that do not always agree. The University of Campinas hereby disclaims any and all representations and warranties with respect to the Website, including accuracy, fitness for use, and merchantability. Reliance on the Website for medical guidance or use of the Website in commerce is strictly prohibited.

## Special Thanks

To Helena (2), Laura (11) and Ana Luiza (14) for being very patient while their mother work during the quarantine period.

## Stay Home! Stay Safe! Save Lives!

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