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<h1 class="title toc-ignore">Dados abertos</h1>
<h4 class="author">Melina Leite</h4>
<h4 class="date">2024-07-16</h4>
</div>
<p>Dados são a <strong>base</strong> de quase toda pesquisa ecológica e
podem ser de natureza, formatos e tamanhos muito diferentes: tabelas,
questionários, texto, imagem, áudio, entrevista, simulações, etc…</p>
<p>Dados são <strong>produto da pesquisa</strong>, assim como teses e
artigos. Portanto, devemos nos orgulhar dos dados que
produzimos/coletamos/simulamos/organizamos dentro dos nossos projetos de
pequisa!</p>
<p>Nessa aula vamos navegar no universo dos dados ecológicos, discutindo
um pouco sobre:</p>
<ul>
<li><p>Porque precisamos de dados abertos, ou minimamente abertos -
fraudes como fabricação/falsificação de dados</p></li>
<li><p>Longevidade dos dados - resgate de dados</p></li>
<li><p>Plano de gestão de dados</p></li>
<li><p>Boas práticas de organização e gestão de dados tabulares</p></li>
<li><p>Importância dos metadados</p></li>
<li><p>Vantagens em deixar dados abertos</p></li>
<li><p>Barreiras para o compartilhamento de dados</p></li>
<li><p>Princípios FAIR (Findable, Accessible, Interoperable and
Reusable)</p></li>
<li><p>Publicação de dados em repositórios e/ou revistas
científicas</p></li>
<li><p>Tipos de repositórios</p></li>
<li><p>Licenças</p></li>
<li><p>Ética na publicação de dados</p></li>
</ul>
<div id="algumas-revistas-de-dados" class="section level1">
<h1>Algumas revistas de dados</h1>
<p>Base de dados sobre políticas de dados de revistas em Ecologia e
Evolução:</p>
<ul>
<li>Berberi I, Roche D (2021) Living database of journal data policies
in E&E. <a href="https://doi.org/10.17605/OSF.IO/D6SP3"
class="uri">https://doi.org/10.17605/OSF.IO/D6SP3</a></li>
</ul>
<p>Listas de revistas de dados (<em>Data journals</em>):</p>
<ul>
<li><p><a href="https://zenodo.org/record/7082126"
class="uri">https://zenodo.org/record/7082126</a></p></li>
<li><p><a href="https://libguides.wmich.edu/datasci/datajournals"
class="uri">https://libguides.wmich.edu/datasci/datajournals</a></p></li>
</ul>
<p>Algumas revistas que publicam dados ou metadados extendidos de
pesquisas</p>
<ul>
<li><p><a href="https://esapubs.org/archive/">Data Papers</a> nas
revistas da ESA (Ecological Society of America)</p></li>
<li><p><a href="https://www.journals.elsevier.com/data-in-brief">Data in
Brief</a> (da Elsevier): várias disciplinas</p></li>
<li><p><a href="https://www.nature.com/sdata/">Scientific Data</a> (da
Springer Nature): várias disciplinas</p></li>
</ul>
<p>Exemplo de <em>data papers</em> em ecologia: 15 artigos de dados
sobre biodiversidade da Mata Altântica publicados na
<em>Ecology:</em></p>
<ul>
<li><a
href="https://esajournals.onlinelibrary.wiley.com/doi/toc/10.1002/(ISSN)1939-9170.AtlanticPapers">ATLANTIC:
Data Papers from a biodiversity hotspot</a></li>
</ul>
</div>
<div id="alguns-repositórios-de-dados" class="section level1">
<h1>Alguns repositórios de dados</h1>
<p>Listas de vários repositórios de dados:</p>
<ul>
<li><p><a href="https://oad.simmons.edu/oadwiki/Data_repositories"
class="uri">https://oad.simmons.edu/oadwiki/Data_repositories</a></p></li>
<li><p><a
href="https://clarivate.com/webofsciencegroup/master-data-repository-list/"
class="uri">https://clarivate.com/webofsciencegroup/master-data-repository-list/</a></p></li>
</ul>
<div id="temáticos" class="section level3">
<h3>Temáticos</h3>
<ul>
<li><p><a href="https://www.gbif.org/">Movebank</a>: dados de movimento
animal</p></li>
<li><p><a href="https://www.gbif.org/">GBIF</a></p></li>
<li><p><a href="https://knb.ecoinformatics.org/">KNB</a> (Knowledge
Network for Biocomplexity)</p></li>
<li><p><a href="https://biotime.st-andrews.ac.uk/">bioTIME</a>: global
database of assemblage time series for quantifying and understanding
biodiversity change</p></li>
<li><p>[Environmental Data Initiative](+(<a
href="https://edirepository.org/"
class="uri">https://edirepository.org/</a>)</p></li>
</ul>
</div>
<div id="genéricosgerais" class="section level3">
<h3>Genéricos/gerais:</h3>
<ul>
<li><p><a href="https://figshare.com/">Figshare</a></p></li>
<li><p><a href="https://zenodo.org/">Zenodo</a></p></li>
<li><p><a href="https://datadryad.org/stash">Dryad</a></p></li>
<li><p><a href="https://data.mendeley.com/">Mendeley Data</a></p></li>
<li><p><a href="https://osf.io/">Open Science Framework</a></p></li>
<li><p><a href="http://dataverse.org/">Dataverse</a></p></li>
<li><p><a href="https://eudat.eu/">Eudat</a></p></li>
</ul>
</div>
<div id="institucionais" class="section level3">
<h3>Institucionais</h3>
<ul>
<li><a
href="https://repositorio.uspdigital.usp.br/?codmnu=9980">USP</a></li>
</ul>
</div>
<div id="redes-de-pesquisapesquisadores" class="section level3">
<h3>Redes de pesquisa/pesquisadores</h3>
<p>Alguns exemplos em ecologia de florestas quem mantém estrutura de
dados compartilhados entre membros da rede (e externos mediante certas
condições).</p>
<ul>
<li><p><a href="https://forestgeo.si.edu/">ForestGEO</a>: dados de
algumas parcelas são abertos (ex: Barro Colorado Island), outros você
solicita mediante prenchimento de formulário no site, outros diretamente
com os PI (principal investigators)</p></li>
<li><p><a
href="https://sites.google.com/naturalis.nl/amazon-tree-diversity-network/about-us">Amazon
Tree Diversity Network</a></p></li>
<li><p><a href="https://forestplots.net/">ForestPlots.Net</a></p></li>
</ul>
</div>
</div>
<div id="buscadoresagregadores-de-dados" class="section level1">
<h1>Buscadores/agregadores de dados</h1>
<ul>
<li><p><a
href="https://metabuscador.uspdigital.usp.br/">Metabuscador</a> das
instituições do estado de São Paulo.</p></li>
<li><p><a href="https://www.re3data.org/">re3data</a> (Registry of
Research data Repositories)</p></li>
<li><p><a
href="https://www.dataone.org/what-dataone">DataONE</a></p></li>
<li><p><a href="https://commons.datacite.org/">DataCite</a></p></li>
<li><p><a href="https://datasetsearch.research.google.com/">Google
Dataset Search</a></p></li>
<li><p><a
href="https://explore.openaire.eu/search/find/research-outcomes?type=%22datasets%22">OpenAIRE
Explore</a></p></li>
</ul>
</div>
<div id="leituras-recomendadas" class="section level1">
<h1>Leituras recomendadas</h1>
<div id="geral" class="section level2">
<h2>Geral</h2>
<ul>
<li><p>Bledsoe E, Burant J, Higino G, Roche D, Binning S, Finlay K,
Pither J, Pollock L, Sunday J, Srivastava D (2021) Data rescue: saving
environmental data from extinction. <a
href="https://doi.org/10.32942/osf.io/ra6ze"
class="uri">https://doi.org/10.32942/osf.io/ra6ze</a></p></li>
<li><p>Caetano DS, Aisenberg A (2014) Forgotten treasures: the fate of
data in animal behaviour studies. Animal Behaviour 98:1–5. <a
href="https://doi.org/10.1016/j.anbehav.2014.09.025"
class="uri">https://doi.org/10.1016/j.anbehav.2014.09.025</a></p></li>
<li><p>Colavizza G, Hrynaszkiewicz I, Staden I, Whitaker K, McGillivray
B (2020) The citation advantage of linking publications to research
data. PLOS ONE 15:e0230416. <a
href="https://doi.org/10.1371/journal.pone.0230416"
class="uri">https://doi.org/10.1371/journal.pone.0230416</a></p></li>
<li><p>Culina A, Baglioni M, Crowther TW, Visser ME,
Woutersen-Windhouwer S, Manghi P (2018) Navigating the unfolding open
data landscape in ecology and evolution. Nat Ecol Evol 2:420–426. <a
href="https://doi.org/10.1038/s41559-017-0458-2"
class="uri">https://doi.org/10.1038/s41559-017-0458-2</a></p></li>
<li><p>Gomes DGE, Pottier P, Crystal-Ornelas R, et al (2022) Why don’t
we share data and code? Perceived barriers and benefits to public
archiving practices. Proceedings of the Royal Society B: Biological
Sciences 289:20221113. <a href="https://doi.org/10.1098/rspb.2022.1113"
class="uri">https://doi.org/10.1098/rspb.2022.1113</a></p></li>
<li><p>Gurstein MB (2011) Open data: Empowering the empowered or
effective data use for everyone? First Monday. <a
href="https://doi.org/10.5210/fm.v16i2.3316"
class="uri">https://doi.org/10.5210/fm.v16i2.3316</a></p></li>
<li><p>Lima RAF, Phillips OL, Duque A, et al (2022) Making forest data
fair and open. Nat Ecol Evol 1–3. <a
href="https://doi.org/10.1038/s41559-022-01738-7"
class="uri">https://doi.org/10.1038/s41559-022-01738-7</a></p></li>
<li><p>McIntosh ACS, Cushing JB, Nadkarni NM, Zeman L (2007) Database
design for ecologists: Composing core entities with observations.
Ecological Informatics 2:224–236. <a
href="https://doi.org/10.1016/j.ecoinf.2007.07.003"
class="uri">https://doi.org/10.1016/j.ecoinf.2007.07.003</a></p></li>
<li><p>Mello M (2017) O que é um data paper? – Sobrevivendo na Ciência.
<a href="https://marcoarmello.wordpress.com/2017/09/11/datapaper/"
class="uri">https://marcoarmello.wordpress.com/2017/09/11/datapaper/</a></p></li>
<li><p>Perkel J (2016) Democratic databases: science on GitHub. Nature
538:127–128. <a href="https://doi.org/10.1038/538127a"
class="uri">https://doi.org/10.1038/538127a</a></p></li>
<li><p>Roche DG, Berberi I, Dhane F, Lauzon F, Soeharjono S, Dakin R,
Binning SA (2022) Slow improvement to the archiving quality of open
datasets shared by researchers in ecology and evolution. Proceedings of
the Royal Society B: Biological Sciences 289:20212780. <a
href="https://doi.org/10.1098/rspb.2021.2780"
class="uri">https://doi.org/10.1098/rspb.2021.2780</a></p></li>
<li><p>Roche DG, Kruuk LEB, Lanfear R, Binning SA (2015) Public Data
Archiving in Ecology and Evolution: How Well Are We Doing? PLoS Biol
13:e1002295. <a href="https://doi.org/10.1371/journal.pbio.1002295"
class="uri">https://doi.org/10.1371/journal.pbio.1002295</a></p></li>
<li><p>Vanz SA de S, Passos PCSJ, Caregnato SE, Pavão CMG, Borges EN,
Rocha RP da, Gabriel Junior RF, Azambuja LAB (2018) Acesso aberto a
dados de pesquisa no Brasil: práticas e percepções dos pesquisadores:
relatório 2018. Universidade Federal do Rio Grande do Sul. <a
href="https://lume.ufrgs.br/handle/10183/185195"
class="uri">https://lume.ufrgs.br/handle/10183/185195</a></p></li>
<li><p>Vines TH, Albert AYK, Andrew RL, Débarre F, Bock DG, Franklin MT,
Gilbert KJ, Moore J-S, Renaut S, Rennison DJ (2014) The Availability of
Research Data Declines Rapidly with Article Age. Current Biology
24:94–97. <a href="https://doi.org/10.1016/j.cub.2013.11.014"
class="uri">https://doi.org/10.1016/j.cub.2013.11.014</a></p></li>
<li><p>Westoby M, Falster DS, Schrader J (2021) Motivating data
contributions via a distinct career currency. Proceedings of the Royal
Society B: Biological Sciences 288:20202830. <a
href="https://doi.org/10.1098/rspb.2020.2830"
class="uri">https://doi.org/10.1098/rspb.2020.2830</a></p></li>
<li><p>Wilkinson MD, Dumontier M, Aalbersberg IjJ, et al (2016) The FAIR
Guiding Principles for scientific data management and stewardship. Sci
Data 3:160018. <a href="https://doi.org/10.1038/sdata.2016.18"
class="uri">https://doi.org/10.1038/sdata.2016.18</a></p></li>
<li><p>Global Indigenous Data Alliance (2023) CARE Principles. In:
Global Indigenous Data Alliance. <a
href="https://www.gida-global.org/care."
class="uri">https://www.gida-global.org/care.</a> Accessed 6 Aug
2023</p></li>
</ul>
</div>
<div id="plano-de-gestão-e-gestão-de-dados" class="section level2">
<h2>Plano de gestão e gestão de dados</h2>
<ul>
<li><p>British Ecological Society (2014) <a
href="http://www.britishecologicalsociety.org/wp-content/uploads/Publ_Data-Management-Booklet.pdf">A
guide to data management in ecology and evolution.</a></p></li>
<li><p>Data Carpentry Data Carpentry Workshops in Ecology. In: Data
Carpentry. <a href="https://datacarpentry.org/lessons/."
class="uri">https://datacarpentry.org/lessons/.</a> Accessed 7 Aug
2023</p></li>
<li><p>Michener WK (2015) Ten Simple Rules for Creating a Good Data
Management Plan. PLOS Computational Biology 11:e1004525. <a
href="https://doi.org/10.1371/journal.pcbi.1004525"
class="uri">https://doi.org/10.1371/journal.pcbi.1004525</a></p></li>
<li><p>Strasser C, Cook R, Michener W, Budden A (2012) Primer on Data
Management: What You Always Wanted to Know. <a
href="https://doi.org/10.5060/D2251G48"
class="uri">https://doi.org/10.5060/D2251G48</a></p></li>
</ul>
</div>
<div id="organização-de-dados" class="section level2">
<h2>Organização de dados</h2>
<ul>
<li><p>Broman KW, Woo KH (2017) Data organization in spreadsheets. The
American Statistician <a
href="https://doi.org/10.1080/00031305.2017.1375989"
class="uri">https://doi.org/10.1080/00031305.2017.1375989</a></p></li>
<li><p>Wickham H (2014) Tidy Data. Journal o Statistical Software 59. <a
href="https://www.jstatsoft.org/article/view/v059i10/v59i10.pdf"
class="uri">https://www.jstatsoft.org/article/view/v059i10/v59i10.pdf</a></p></li>
</ul>
</div>
<div id="metadados" class="section level2">
<h2>Metadados</h2>
<ul>
<li><p>Boettiger C, Jones M (2022) EML: Read and Write Ecological
Metadata Language Files. <a href="https://docs.ropensci.org/EML/"
class="uri">https://docs.ropensci.org/EML/</a></p></li>
<li><p>Jones MB, Schildhauer MP, Reichman OJ, Bowers S (2006) The New
Bioinformatics: Integrating Ecological Data from the Gene to the
Biosphere. Annu Rev Ecol Evol Syst 37:519–544. <a
href="https://doi.org/10.1146/annurev.ecolsys.37.091305.110031"
class="uri">https://doi.org/10.1146/annurev.ecolsys.37.091305.110031</a></p></li>
<li><p>Jones M, O’Brien M, Mecum B, Boettiger C, Schildhauer M, Maier M,
Whiteaker T, Earl S, Chong S (2019) Ecological Metadata Language version
2.2.0. <a href="https://doi.org/10.5063/f11834t2"
class="uri">https://doi.org/10.5063/f11834t2</a></p></li>
<li><p>Lortie CJ, Vargas Poulsen C, Brun J, Kui L (2022) Tabular
strategies for metadata in ecology, evolution, and the environmental
sciences. Ecology and Evolution 12:e9245. <a
href="https://doi.org/10.1002/ece3.9245"
class="uri">https://doi.org/10.1002/ece3.9245</a></p></li>
<li><p>Video YouTube sobre conversão metadados em tabela <a
href="https://www.youtube.com/watch?v=rn8Uee49LsM">Excel para EML</a>
(Kui Li)</p></li>
<li><p>Smith C (2022) EMLassemblyline: A tool kit for building EML
metadata workflows. <a
href="https://ediorg.github.io/EMLassemblyline/index.html"
class="uri">https://ediorg.github.io/EMLassemblyline/index.html</a></p></li>
</ul>
</div>
</div>
<div id="extra" class="section level1">
<h1>Extra</h1>
<p>Para quem quiser saber um pouco mais sobre a importância de resgate
de dados em ecologia nós sugerimos assistir este documentário produzido
pela <a href="http://gracielle.science/">Gracielle Higino</a>. Nele o
resgate de dados é abordado de maneira sensível e acessível, destacando
a importância deste processo para a ciência.</p>
<div class="vembedr">
<div>
<iframe class="vimeo-embed" src="https://player.vimeo.com/video/819068030" width="533" height="300" frameborder="0" webkitallowfullscreen="" mozallowfullscreen="" allowfullscreen="" data-external="1"></iframe>
</div>
</div>
</div>
<div id="rmd-source-code">---
title: "Dados abertos"
author: "Melina Leite"
date: "`r Sys.Date()`"
output: html_document
---

Dados são a **base** de quase toda pesquisa ecológica e podem ser de natureza, formatos e tamanhos muito diferentes: tabelas, questionários, texto, imagem, áudio, entrevista, simulações, etc...

Dados são **produto da pesquisa**, assim como teses e artigos. Portanto, devemos nos orgulhar dos dados que produzimos/coletamos/simulamos/organizamos dentro dos nossos projetos de pequisa!

Nessa aula vamos navegar no universo dos dados ecológicos, discutindo um pouco sobre:

-   Porque precisamos de dados abertos, ou minimamente abertos - fraudes como fabricação/falsificação de dados

-   Longevidade dos dados - resgate de dados

-   Plano de gestão de dados

-   Boas práticas de organização e gestão de dados tabulares

-   Importância dos metadados

-   Vantagens em deixar dados abertos

-   Barreiras para o compartilhamento de dados

-   Princípios FAIR (Findable, Accessible, Interoperable and Reusable)

-   Publicação de dados em repositórios e/ou revistas científicas

-   Tipos de repositórios

-   Licenças

-   Ética na publicação de dados

# Algumas revistas de dados

Base de dados sobre políticas de dados de revistas em Ecologia e Evolução:

-   Berberi I, Roche D (2021) Living database of journal data policies in E&E. <https://doi.org/10.17605/OSF.IO/D6SP3>

Listas de revistas de dados (*Data journals*):

-   <https://zenodo.org/record/7082126>

-   <https://libguides.wmich.edu/datasci/datajournals>

Algumas revistas que publicam dados ou metadados extendidos de pesquisas

-   [Data Papers](https://esapubs.org/archive/) nas revistas da ESA (Ecological Society of America)

-   [Data in Brief](https://www.journals.elsevier.com/data-in-brief) (da Elsevier): várias disciplinas

-   [Scientific Data](https://www.nature.com/sdata/) (da Springer Nature): várias disciplinas

Exemplo de *data papers* em ecologia: 15 artigos de dados sobre biodiversidade da Mata Altântica publicados na *Ecology:*

-   [ATLANTIC: Data Papers from a biodiversity hotspot](https://esajournals.onlinelibrary.wiley.com/doi/toc/10.1002/(ISSN)1939-9170.AtlanticPapers)

# Alguns repositórios de dados

Listas de vários repositórios de dados:

-   <https://oad.simmons.edu/oadwiki/Data_repositories>

-   <https://clarivate.com/webofsciencegroup/master-data-repository-list/>

### Temáticos

-   [Movebank](https://www.gbif.org/): dados de movimento animal

-   [GBIF](https://www.gbif.org/)

-   [KNB](https://knb.ecoinformatics.org/) (Knowledge Network for Biocomplexity)

-   [bioTIME](https://biotime.st-andrews.ac.uk/): global database of assemblage time series for quantifying and understanding biodiversity change

-   [Environmental Data Initiative](+(<https://edirepository.org/>)

### Genéricos/gerais:

-   [Figshare](https://figshare.com/)

-   [Zenodo](https://zenodo.org/)

-   [Dryad](https://datadryad.org/stash)

-   [Mendeley Data](https://data.mendeley.com/)

-   [Open Science Framework](https://osf.io/)

-   [Dataverse](http://dataverse.org/)

-   [Eudat](https://eudat.eu/)

### Institucionais

-   [USP](https://repositorio.uspdigital.usp.br/?codmnu=9980)

### Redes de pesquisa/pesquisadores

Alguns exemplos em ecologia de florestas quem mantém estrutura de dados compartilhados entre membros da rede (e externos mediante certas condições).

-   [ForestGEO](https://forestgeo.si.edu/): dados de algumas parcelas são abertos (ex: Barro Colorado Island), outros você solicita mediante prenchimento de formulário no site, outros diretamente com os PI (principal investigators)

-   [Amazon Tree Diversity Network](https://sites.google.com/naturalis.nl/amazon-tree-diversity-network/about-us)

-   [ForestPlots.Net](https://forestplots.net/)

# Buscadores/agregadores de dados

-   [Metabuscador](https://metabuscador.uspdigital.usp.br/) das instituições do estado de São Paulo.

-   [re3data](https://www.re3data.org/) (Registry of Research data Repositories)

-   [DataONE](https://www.dataone.org/what-dataone)

-   [DataCite](https://commons.datacite.org/)

-   [Google Dataset Search](https://datasetsearch.research.google.com/)

-   [OpenAIRE Explore](https://explore.openaire.eu/search/find/research-outcomes?type=%22datasets%22)

# Leituras recomendadas

## Geral

-   Bledsoe E, Burant J, Higino G, Roche D, Binning S, Finlay K, Pither J, Pollock L, Sunday J, Srivastava D (2021) Data rescue: saving environmental data from extinction. <https://doi.org/10.32942/osf.io/ra6ze>

-   Caetano DS, Aisenberg A (2014) Forgotten treasures: the fate of data in animal behaviour studies. Animal Behaviour 98:1--5. <https://doi.org/10.1016/j.anbehav.2014.09.025>

-   Colavizza G, Hrynaszkiewicz I, Staden I, Whitaker K, McGillivray B (2020) The citation advantage of linking publications to research data. PLOS ONE 15:e0230416. <https://doi.org/10.1371/journal.pone.0230416>

-   Culina A, Baglioni M, Crowther TW, Visser ME, Woutersen-Windhouwer S, Manghi P (2018) Navigating the unfolding open data landscape in ecology and evolution. Nat Ecol Evol 2:420--426. <https://doi.org/10.1038/s41559-017-0458-2>

-   Gomes DGE, Pottier P, Crystal-Ornelas R, et al (2022) Why don't we share data and code? Perceived barriers and benefits to public archiving practices. Proceedings of the Royal Society B: Biological Sciences 289:20221113. <https://doi.org/10.1098/rspb.2022.1113>

-   Gurstein MB (2011) Open data: Empowering the empowered or effective data use for everyone? First Monday. <https://doi.org/10.5210/fm.v16i2.3316>

-   Lima RAF, Phillips OL, Duque A, et al (2022) Making forest data fair and open. Nat Ecol Evol 1--3. <https://doi.org/10.1038/s41559-022-01738-7>

-   McIntosh ACS, Cushing JB, Nadkarni NM, Zeman L (2007) Database design for ecologists: Composing core entities with observations. Ecological Informatics 2:224--236. <https://doi.org/10.1016/j.ecoinf.2007.07.003>

-   Mello M (2017) O que é um data paper? -- Sobrevivendo na Ciência. <https://marcoarmello.wordpress.com/2017/09/11/datapaper/>

-   Perkel J (2016) Democratic databases: science on GitHub. Nature 538:127--128. <https://doi.org/10.1038/538127a>

-   Roche DG, Berberi I, Dhane F, Lauzon F, Soeharjono S, Dakin R, Binning SA (2022) Slow improvement to the archiving quality of open datasets shared by researchers in ecology and evolution. Proceedings of the Royal Society B: Biological Sciences 289:20212780. <https://doi.org/10.1098/rspb.2021.2780>

-   Roche DG, Kruuk LEB, Lanfear R, Binning SA (2015) Public Data Archiving in Ecology and Evolution: How Well Are We Doing? PLoS Biol 13:e1002295. <https://doi.org/10.1371/journal.pbio.1002295>

-   Vanz SA de S, Passos PCSJ, Caregnato SE, Pavão CMG, Borges EN, Rocha RP da, Gabriel Junior RF, Azambuja LAB (2018) Acesso aberto a dados de pesquisa no Brasil: práticas e percepções dos pesquisadores: relatório 2018. Universidade Federal do Rio Grande do Sul. <https://lume.ufrgs.br/handle/10183/185195>

-   Vines TH, Albert AYK, Andrew RL, Débarre F, Bock DG, Franklin MT, Gilbert KJ, Moore J-S, Renaut S, Rennison DJ (2014) The Availability of Research Data Declines Rapidly with Article Age. Current Biology 24:94--97. <https://doi.org/10.1016/j.cub.2013.11.014>

-   Westoby M, Falster DS, Schrader J (2021) Motivating data contributions via a distinct career currency. Proceedings of the Royal Society B: Biological Sciences 288:20202830. <https://doi.org/10.1098/rspb.2020.2830>

-   Wilkinson MD, Dumontier M, Aalbersberg IjJ, et al (2016) The FAIR Guiding Principles for scientific data management and stewardship. Sci Data 3:160018. <https://doi.org/10.1038/sdata.2016.18>

-   Global Indigenous Data Alliance (2023) CARE Principles. In: Global Indigenous Data Alliance. <https://www.gida-global.org/care.> Accessed 6 Aug 2023

## Plano de gestão e gestão de dados

-   British Ecological Society (2014) [A guide to data management in ecology and evolution.](http://www.britishecologicalsociety.org/wp-content/uploads/Publ_Data-Management-Booklet.pdf)

-   Data Carpentry Data Carpentry Workshops in Ecology. In: Data Carpentry. <https://datacarpentry.org/lessons/.> Accessed 7 Aug 2023

-   Michener WK (2015) Ten Simple Rules for Creating a Good Data Management Plan. PLOS Computational Biology 11:e1004525. <https://doi.org/10.1371/journal.pcbi.1004525>

-   Strasser C, Cook R, Michener W, Budden A (2012) Primer on Data Management: What You Always Wanted to Know. <https://doi.org/10.5060/D2251G48>

## Organização de dados

-   Broman KW, Woo KH (2017) Data organization in spreadsheets. The American Statistician <https://doi.org/10.1080/00031305.2017.1375989>

-   Wickham H (2014) Tidy Data. Journal o Statistical Software 59. <https://www.jstatsoft.org/article/view/v059i10/v59i10.pdf>

## Metadados

-   Boettiger C, Jones M (2022) EML: Read and Write Ecological Metadata Language Files. <https://docs.ropensci.org/EML/>

-   Jones MB, Schildhauer MP, Reichman OJ, Bowers S (2006) The New Bioinformatics: Integrating Ecological Data from the Gene to the Biosphere. Annu Rev Ecol Evol Syst 37:519--544. <https://doi.org/10.1146/annurev.ecolsys.37.091305.110031>

-   Jones M, O'Brien M, Mecum B, Boettiger C, Schildhauer M, Maier M, Whiteaker T, Earl S, Chong S (2019) Ecological Metadata Language version 2.2.0. <https://doi.org/10.5063/f11834t2>

-   Lortie CJ, Vargas Poulsen C, Brun J, Kui L (2022) Tabular strategies for metadata in ecology, evolution, and the environmental sciences. Ecology and Evolution 12:e9245. <https://doi.org/10.1002/ece3.9245>

-   Video YouTube sobre conversão metadados em tabela [Excel para EML](https://www.youtube.com/watch?v=rn8Uee49LsM) (Kui Li)

-   Smith C (2022) EMLassemblyline: A tool kit for building EML metadata workflows. <https://ediorg.github.io/EMLassemblyline/index.html>

# Extra

Para quem quiser saber um pouco mais sobre a importância de resgate de dados em ecologia nós sugerimos assistir este documentário produzido pela [Gracielle Higino](http://gracielle.science/). Nele o resgate de dados é abordado de maneira sensível e acessível, destacando a importância deste processo para a ciência.


```{r echo=FALSE,eval=TRUE}
vembedr::embed_url("https://vimeo.com/819068030")
```
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