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Seasonal Asymmetry in Bird Community Thermophilization: Breeding Communities Track Warming Upward, Winter Communities Poleward

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Zenodo2026-07-16 更新2026-08-02 收录
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Purpose This repositry contain the code and data to generate the results, figure and table of the article titled "Bird communities are thermophilizing, but breeding and winter communities track warming through different directions", Files CleanedOccurrenceData.csv This file contains the japanese bird community data. To reduce the file size, we have already completed the data screeaning and selecting the columns. The original occurrence data can be obtained from GBIF.org (19 April 2026) GBIF Occurrence Download https://doi.org/10.15468/dl.nhj8hd. Code for Submission(Thermophilization in Japanese Birds).R This file contains the R manuscript to generate the result of the article. This manuscript uses the following R packages. South A, Michael S, Massicotte P (2024). _rnaturalearthdata: World Vector Map Data from Natural Earth Used in 'rnaturalearth'_. 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R package version 0.5.7, <https://CRAN.R-project.org/package=ggpp>.Kassambara A (2025). _ggpubr: 'ggplot2' Based Publication Ready Plots_. R package version 0.6.1, <https://CRAN.R-project.org/package=ggpubr>.Wickham H (2023). _conflicted: An Alternative Conflict Resolution Strategy_. R package version 1.2.0, <https://CRAN.R-project.org/package=conflicted>.Robinson D, Hayes A, Couch S (2025). _broom: Convert Statistical Objects into Tidy Tibbles_. R package version 1.0.10, <https://CRAN.R-project.org/package=broom>.Izrailev S (2024). _tictoc: Functions for Timing R Scripts, as Well as Implementations of "Stack" and "StackList" Structures_. R package version 1.2.1,<https://CRAN.R-project.org/package=tictoc>.Barrett T, Dowle M, Srinivasan A, Gorecki J, Chirico M, Hocking T, Schwendinger B, Krylov I (2025). _data.table: Extension of `data.frame`_. R package version 1.17.8,<https://CRAN.R-project.org/package=data.table>.Ren K (2016). _pipeR: Multi-Paradigm Pipeline Implementation_. R package version 0.6.1.3, <https://CRAN.R-project.org/package=pipeR>.Grolemund G, Wickham H (2011). “Dates and Times Made Easy with lubridate.” _Journal of Statistical Software_, *40*(3), 1-25. <https://www.jstatsoft.org/v40/i03/>.Wickham H (2023). _forcats: Tools for Working with Categorical Variables (Factors)_. R package version 1.0.0, <https://CRAN.R-project.org/package=forcats>.Wickham H (2023). _stringr: Simple, Consistent Wrappers for Common String Operations_. R package version 1.5.1, <https://CRAN.R-project.org/package=stringr>.Wickham H, François R, Henry L, Müller K, Vaughan D (2023). _dplyr: A Grammar of Data Manipulation_. R package version 1.1.4, <https://CRAN.R-project.org/package=dplyr>.Wickham H, Henry L (2023). _purrr: Functional Programming Tools_. R package version 1.0.2, <https://CRAN.R-project.org/package=purrr>.Wickham H, Hester J, Bryan J (2024). _readr: Read Rectangular Text Data_. R package version 2.1.5, <https://CRAN.R-project.org/package=readr>.Wickham H, Vaughan D, Girlich M (2024). _tidyr: Tidy Messy Data_. R package version 1.3.1, <https://CRAN.R-project.org/package=tidyr>.Müller K, Wickham H (2025). _tibble: Simple Data Frames_. R package version 3.3.0, <https://CRAN.R-project.org/package=tibble>.Wickham H (2016). _ggplot2: Elegant Graphics for Data Analysis_. Springer-Verlag New York. ISBN 978-3-319-24277-4, <https://ggplot2.tidyverse.org>.Wickham H, Averick M, Bryan J, Chang W, McGowan LD, François R, Grolemund G, Hayes A, Henry L, Hester J, Kuhn M, Pedersen TL, Miller E, Bache SM, Müller K, Ooms J, Robinson D, Seidel DP, Spinu V, Takahashi K, Vaughan D, Wilke C, Woo K, Yutani H (2019). “Welcome to the tidyverse.” _Journal of Open Source Software_, *4*(43), 1686. doi:10.21105/joss.01686 <https://doi.org/10.21105/joss.01686>.

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2026-07-16
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