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Nome do aluno
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Taijara Loiola de Santana
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Título do trabalho
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Bug Analysis in Jupyter Notebook Projects: An Empirical Study
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Resumo do trabalho
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One of the new technologies driving data science is Computational Notebooks, which allow users to build data-oriented codes, emphasizing the analysis performed and the data obtained. Although computing notebooks have gained visibility, problems and solutions already discussed and studied by software engineering must be addressed, impacting the quality of the developed software and, consequently, data analysis. It can also lead to the spread of bad programming practices. Computational notebooks, such as Jupyter, have been widely adopted by data scientists to write code for analyzing and visualizing data. Despite their growing adoption and popularity, few studies were found to understand Jupyter development challenges from the practitioners’ point of view. This study presents a systematic study of bugs and challenges that Jupyter practitioners face through a large-scale empirical investigation. We mined 14,740 commits from 105 GitHub open-source projects with Jupyter notebook code. Next, we analyzed 30,416 Stack Overflow posts, which gave us insights into bugs that practitioners face when developing Jupyter notebook projects. Finally, we conducted nineteen interviews with data scientists to uncover more details about Jupyter bugs and to gain insight into Jupyter developers’ challenges. We propose a bug taxonomy for Jupyter projects based on our results. We also highlight bug categories, their root causes, and the challenges that Jupyter practitioners face.
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Orientador
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Eduardo Santana de Almeida
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Co-orientador (opcional)
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Paulo Anselmo da Mota Silveira Neto
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Membro Titular Externo (com afiliação)
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Tayana Conte (UFAM)
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Link para o curriculum lattes
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http://lattes.cnpq.br/
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Membro Titular Interno ou Titular Externo 2 (com afiliação)
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Rodrigo Rocha Gomes e Souza
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Link para o curriculum lattes
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http://lattes.cnpq.br/
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Membro Suplente Externo (com afiliação)
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Leonardo Gresta Paulino Murta
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Link para o curriculum lattes
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http://lattes.cnpq.br/
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Membro Suplente Interno ou Suplente Externo 2 (com afiliação)
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Cláudio Nogueira Sant'Anna
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Link para o curriculum lattes
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http://lattes.cnpq.br/
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Data da defesa
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01 Mar, 2024
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Horário da defesa
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9:00 AM
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