references.bib

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@article{sheppard2012introduction,
  Author = {Sheppard, Kevin},
  Date-Added = {2021-01-04 22:00:29 +0000},
  Date-Modified = {2021-01-04 22:02:19 +0000},
  Edition = {4},
  Journal = {Self-published, University of Oxford},
  Title = {Introduction to Python for econometrics, statistics and data analysis},
  Url = {https://www.kevinsheppard.com/files/teaching/python/notes/python_introduction_2020.pdf},
  Year = {2012}
}


@article{jax2018github,
  author = {James Bradbury and Roy Frostig and Peter Hawkins and Matthew James Johnson and Chris Leary and Dougal Maclaurin and George Necula and Adam Paszke and Jake Vander{P}las and Skye Wanderman-{M}ilne and Qiao Zhang},
  title = {{JAX}: composable transformations of {P}ython+{N}um{P}y programs},
  url = {http://github.com/google/jax},
  journal = {none},
  version = {0.2.5},
  year = {2018},
}

@article{vallat2018pingouin,
  title={Pingouin: statistics in Python},
  author={Vallat, Raphael},
  journal={Journal of Open Source Software},
  volume={3},
  number={31},
  pages={1026},
  year={2018}
}

@InProceedings{niels_bantilan-proc-scipy-2020,
  author    = { {N}iels {B}antilan },
  title     = { pandera: {S}tatistical {D}ata {V}alidation of {P}andas {D}ataframes },
  booktitle = { {P}roceedings of the 19th {P}ython in {S}cience {C}onference },
  pages     = { 116 - 124 },
  year      = { 2020 },
  editor    = { {M}eghann {A}garwal and {C}hris {C}alloway and {D}illon {N}iederhut and {D}avid {S}hupe },
  doi       = { 10.25080/Majora-342d178e-010 }
}

@article{bellemare2020elasticities,
  title={Elasticities and the inverse hyperbolic sine transformation},
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}

@article{balli2013interaction,
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@article{silberzahn2018many,
  title={Many analysts, one data set: Making transparent how variations in analytic choices affect results},
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}

@article{simonsohn2020specification,
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}

@article{orben2019association,
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  journal={Nature Human Behaviour},
  volume={3},
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  year={2019},
  publisher={Nature Publishing Group}
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@article{akiyama2019first,
  title={First M87 event horizon telescope results. IV. Imaging the central supermassive black hole},
  author={Akiyama, Kazunori and Alberdi, Antxon and Alef, Walter and Asada, Keiichi and Azulay, Rebecca and Baczko, Anne-Kathrin and Ball, David and Balokovi{\'c}, Mislav and Barrett, John and Bintley, Dan and others},
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}

@article{abbott2016observation,
  title={Observation of gravitational waves from a binary black hole merger},
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@article{boeing2017osmnx,
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}

@inproceedings{jupyter2018binder,
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@book{diez2012openintro,
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@article{cook2011inventing,
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@book{schwabish2021better,
  title={Better Data Visualizations: A Guide for Scholars, Researchers, and Wonks},
  author={Schwabish, Jonathan},
  year={2021},
  publisher={Columbia University Press}
}

@article{nunez2018optimizing,
  title={Optimizing colormaps with consideration for color vision deficiency to enable accurate interpretation of scientific data},
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}

@article{schumacher2016comparison,
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  author={Schumacher, Christian},
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  pages={257--270},
  year={2016},
  publisher={Elsevier}
}

@article{andreou2013should,
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}

@article{lutkepohl1981model,
  title={A model for non-negative and non-positive distributed lag functions},
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@article{mccracken2016fred,
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}

@article{van2021bayesian,
  title={Bayesian statistics and modelling},
  author={van de Schoot, Rens and Depaoli, Sarah and King, Ruth and Kramer, Bianca and M{\"a}rtens, Kaspar and Tadesse, Mahlet G and Vannucci, Marina and Gelman, Andrew and Veen, Duco and Willemsen, Joukje and others},
  journal={Nature Reviews Methods Primers},
  volume={1},
  number={1},
  pages={1--26},
  year={2021},
  publisher={Nature Publishing Group}
}

@article{betancourt2018conceptual,
      title={A Conceptual Introduction to Hamiltonian Monte Carlo}, 
      author={Michael Betancourt},
      year={2018},
      number={1701.02434},
      journal={arXiv},
      publisher={arXiv}
}

@article{salvatier2016probabilistic,
  title={Probabilistic programming in Python using PyMC3},
  author={Salvatier, John and Wiecki, Thomas V and Fonnesbeck, Christopher},
  journal={PeerJ Computer Science},
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  pages={e55},
  year={2016},
  publisher={PeerJ Inc.}
}

@book{rubinstein2016simulation,
  title={Simulation and the Monte Carlo method},
  author={Rubinstein, Reuven Y and Kroese, Dirk P},
  volume={10},
  year={2016},
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}

@book{bielajew2001fundamentals,
  title={Fundamentals of the Monte Carlo method for neutral and charged particle transport},
  author={Bielajew, Alex F},
  volume={1},
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}

@article{ravuris2021skillful,
  author={Suman Ravuri and Karel Lenc and Matthew Willson and Dmitry Kangin and Remi Lam and Piotr Mirowski and Megan Fitzsimons and Maria Athanassiadou and Sheleem Kashem and Sam Madge and Rachel Prudden Amol Mandhane and Aidan Clark and Andrew Brock and Karen Simonyan and Raia Hadsell and Niall Robinson Ellen Clancy and Alberto Arribas† and Shakir Mohamed},
  title={Skillful Precipitation Nowcasting using Deep Generative Models of Radar},
  journal={Nature},
  volume={597},
  pages={672--677},
  year={2021}
}

@article{brauner2021inferring,
  title={Inferring the effectiveness of government interventions against COVID-19},
  author={Brauner, Jan M and Mindermann, S{\"o}ren and Sharma, Mrinank and Johnston, David and Salvatier, John and Gaven{\v{c}}iak, Tom{\'a}{\v{s}} and Stephenson, Anna B and Leech, Gavin and Altman, George and Mikulik, Vladimir and others},
  journal={Science},
  volume={371},
  number={6531},
  pages={eabd9338},
  year={2021},
  publisher={American Association for the Advancement of Science}
}

@article{bellemare2020write,
  Author = {Bellemare, Marc F},
  Title = {How to Write Applied Papers in Economics},
  Url = {http://marcfbellemare.com/wordpress/wp-content/uploads/2020/09/BellemareHowToPaperSeptember2020.pdf},
  Year = {2020},
  Journal = {Working Paper}
}

@book{white1972elements,
  Author = {White, Elwyn Brooks and Strunk, William},
  Publisher = {Macmillan New York},
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@article{zinsser2006writing,
  Author = {Zinsser, William},
  Journal = {New York, NY},
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@book{hand2020dark,
  Author = {Hand, David J},
  Title = {Dark Data: Why What You Don't Know Matters},
  Year = {2020},
  Publisher = {Princeton University Press}
}

@article{brown2022tradeoff,
  title={The tradeoff between knowledge of mandated benefits and moral hazard},
  author={Brown, Jessica H},
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  year={2022},
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@article{broman2018data,
  title={Data organization in spreadsheets},
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@article{horst2020palmerpenguins,
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  author={Horst, Allison Marie and Hill, Alison Presmanes and Gorman, Kristen B},
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  year={2020}
}

@article{hunter2007matplotlib,
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@book{rougier2021scientific,
  title={Scientific Visualization: Python + Matplotlib},
  author={Rougier, Nicolas},
  year={2021},
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@article{cattaneo2019binscatter,
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@article{jolly2018pymer4,
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@article{lauridsen1999influence,
  title={Influence of dietary rapeseed oil, vitamin E, and copper on the performance and the antioxidative and oxidative status of pigs},
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@book{hastie2009elements,
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@book{galli2022python,
  title={Python feature engineering cookbook: over 70 recipes for creating, engineering, and transforming features to build machine learning models},
  author={Galli, Soledad},
  year={2022},
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@article{mcinnes2018umap,
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@article{nyhan2015checklist,
  title={A checklist manifesto for peer review},
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@article{berk2017write,
  title={How to write an effective referee report and improve the scientific review process},
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@article{nicholas2011quick,
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