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Immediate Feedback for Students to Solve Notebook Reproducibility Problems in the Classroom
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In: 2021 IEEE Symposium on Visual Languages and Human-Centric Computing (VL/HCC) ; https://hal.archives-ouvertes.fr/hal-03378094 ; 2021 IEEE Symposium on Visual Languages and Human-Centric Computing (VL/HCC), Oct 2021, Saint Louis, Missouri, United States. ⟨10.1109/VL/HCC51201.2021.9576363⟩ (2021)
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Abstract:
International audience ; Jupyter notebooks have gained popularity in educational settings. In France, it is one of the tools used by teachers in post-secondary classes to teach programming. When students complete their assignments, they send their notebooks to the teacher for feedback or grading. However, the teacher may not be able to reproduce the results contained in the notebooks. Indeed, students rely on the non-linearity of notebooks to write and execute code cells in an arbitrary order. Conversely, teachers are not aware of this implicit execution order and expect to reproduce the results by running the cells linearly from top to bottom. These two modes of usage conflict, making it difficult for teachers to evaluate their students' work. This article investigates the use of immediate visual feedback to alleviate the issue of non-reproducibility of students' notebooks. We implemented a Jupyter plug-in called Notebook Reproducibility Monitor (NoRM) that pinpoints the non-reproducible cells of a notebook under modifications. To evaluate the benefits of this approach, we perform a controlled study with 37 students on a programming assignment, followed by a focus group. Our results show that the plug-in significantly improves the reproducibility of notebooks without sacrificing the productivity of students.
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Keyword:
[INFO.INFO-SE]Computer Science [cs]/Software Engineering [cs.SE]; computer science education; notebooks; reproducibility
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URL: https://doi.org/10.1109/VL/HCC51201.2021.9576363
https://hal.archives-ouvertes.fr/hal-03378094
https://hal.archives-ouvertes.fr/hal-03378094/file/main.pdf
https://hal.archives-ouvertes.fr/hal-03378094/document
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| 2 |
Concern-Oriented Language Development (COLD): Fostering Reuse in Language Engineering
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In: ISSN: 1477-8424 ; Computer Languages, Systems and Structures ; https://hal.archives-ouvertes.fr/hal-01803008 ; Computer Languages, Systems and Structures, Elsevier, 2018, 54, pp.139-155. ⟨10.1016/j.cl.2018.05.004⟩ (2018)
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| 3 |
Shape-Diverse DSLs: Languages without Borders (Vision Paper)
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In: SLE 2018 Proceedings of the 11th ACM SIGPLAN International Conference on Software Language Engineering ; SLE 2018 - 11th ACM SGIPLAN International Conference on Software Language Engineering ; https://hal.archives-ouvertes.fr/hal-01889155 ; SLE 2018 - 11th ACM SGIPLAN International Conference on Software Language Engineering, Nov 2018, Boston, United States. pp.215-219, ⟨10.1145/3276604.3276623⟩ (2018)
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| 4 |
Modular Language Composition for the Masses
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In: SLE 2018 - 11th ACM SIGPLAN International Conference on Software Language Engineering ; https://hal.inria.fr/hal-01890446 ; SLE 2018 - 11th ACM SIGPLAN International Conference on Software Language Engineering, Nov 2018, Boston, United States. pp.1-12, ⟨10.1145/3276604.3276622⟩ ; http://www.sleconf.org/2018/ (2018)
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| 5 |
Concern-oriented language development (COLD): Fostering reuse in language engineering
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In: Computer languages, systems and structures, 54, 139-155 ; ISSN: 1477-8424, 1873-6866 (2018)
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| 6 |
Revisiting Visitors for Modular Extension of Executable DSMLs
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In: 2017 ACM/IEEE 20th International Conference on Model Driven Engineering Languages and Systems ; https://hal.inria.fr/hal-01568169 ; 2017 ACM/IEEE 20th International Conference on Model Driven Engineering Languages and Systems, Sep 2017, Austin, United States. ⟨10.1109/MODELS.2017.23⟩ (2017)
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| 7 |
On Language Interfaces
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In: PAUSE: Present And Ulterior Software Engineering ; https://hal.inria.fr/hal-01424909 ; Bertrand Meyer; Manuel Mazzara. PAUSE: Present And Ulterior Software Engineering, Springer, 2017 (2017)
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| 8 |
Safe Model Polymorphism for Flexible Modeling
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In: ISSN: 1477-8424 ; Computer Languages, Systems and Structures ; https://hal.inria.fr/hal-01367305 ; Computer Languages, Systems and Structures, Elsevier, 2016, Computer Languages, Systems Structures, 49, pp.30. ⟨10.1016/j.cl.2016.09.001⟩ ; http://www.sciencedirect.com/science/journal/14778424 (2016)
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| 9 |
Execution Framework of the GEMOC Studio (Tool Demo)
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In: Proceedings of the 2016 ACM SIGPLAN International Conference on Software Language Engineering ; https://hal.inria.fr/hal-01355391 ; Proceedings of the 2016 ACM SIGPLAN International Conference on Software Language Engineering, Oct 2016, Amsterdam, Netherlands. pp.8 (2016)
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| 10 |
Towards Language Interfaces for DSLs Integration
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In: https://hal.inria.fr/hal-01138017 ; 2015 (2015)
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| 11 |
Reusing Legacy DSLs with Melange
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In: 15th Workshop on Domain-Specific Modeling ; https://hal.inria.fr/hal-01197039 ; 15th Workshop on Domain-Specific Modeling, Oct 2015, Pittsburgh, United States (2015)
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