Data and code for "Impacts of Tropical Cyclones on Northwest Atlantic Seabirds: Insights from a Category 1 hurricane"
Notice bibliographique
Résumé
<b>About this repository</b>This repository contains *data* and *code* associated with the following publication:<br><br>Tori V. Burt, Robert J. Blackmore, Sydney M. Collins, Kyle J. N. d’Entremont, Christopher R. E. Ward, Josh Cunningham, Cerren Richards, Fiona Le Taro, Sabina I. Wilhelm, Amanda E. Bates, Stephanie Avery-Gomm, William A. Montevecchi. 2025. <b>Impacts of Tropical Cyclones on Northwest Atlantic Seabirds: Insights from a Category 1 hurricane. </b><i>bioRxiv. </i><br><b>Abstract</b>Tropical cyclones are annual occurrences in the western North Atlantic Ocean, where many seabird species are vulnerable to the environmental factors associated with extreme weather events. We summarize the history of tropical cyclones in Newfoundland, Canada, which hosts globally significant populations of seabirds. We examine the interactions that historical tropical cyclones have had with breeding seabirds by plotting the temporal association of Category 1 hurricanes with the breeding phenology of colonial seabirds in Newfoundland and identifying which major colonies have fallen within the pathways of these hurricanes. As a case study, we explore how Hurricane Larry (2021) coincided with increased stranding and mortality of Northern Gannets and Leach’s Storm-Petrels. The breeding seasons of Northern Gannets and Leach’s Storm-Petrels overlapped with all Category 1 hurricanes that have made landfall with Newfoundland from 1851 to 2024, with the central pathways of at least one hurricane passing over each of the six large Leach’s Storm-Petrel colonies and one of the three Northern Gannet colonies. For Northern Gannets, a notable stranding and mortality event occurred with a minimum count of 146 stranded and 130 dead from September 13 to 24, 2021. For Leach’s Storm-Petrels, a minor stranding and mortality event occurred with a count of 19 stranded and 16 dead from September 10 to 14, 2021, which was significantly higher than strandings and deaths reported during this period in 2020, 2022, 2023, and 2024. As global climate change drives a shift in the timing, frequency, severity, and attributes of tropical cyclones, we raise the concern that the impacts of tropical cyclones on breeding seabirds may worsen.<b>Data</b>This repository summarizes breeding phenology information for eight seabird species breeding in Newfoundland. This repository also contains a dataset of colony information for six large (> 10,000 pairs) Leach's Storm-Petrel colonies and three Northern Gannet colonies in Newfoundland as of 2021. See the manuscript above for details. The details of each variable are described in the ReadMe file.<br>Feb_23_BreedingPhenology_hurricane.csvlesp_noga_large_colonies.csvThis repository also contains two collated datasets of reported on-land strandings and mortalities of Northern Gannets and Leach’s Storm-Petrels in eastern Newfoundland. See manuscript above for details. The details of each variable are described in the ReadMe file.<br>Gannet_Summary_HL_2024_11_26.csvHL_Lesp_Bdv_Cpaws_Mar_11_2025.csvThis repository also contains the subset of the dataset (INSERT LINK) of information on all Category 1 hurricanes that have made landfall with Newfoundland from 1851 to 2024, including "best tracks."<br>NL_hurricanes_cat1_best_tracks.csv<b>Code</b>The code required to reproduce Figure 1 (see manuscript above) is in Breeding_phenology.Rmd (input file is Feb_23_BreedingPhenology_hurricane.csv).The code required to reproduce Figure 2 (see manuscript above) is in Colony_risk_assessment.Rmd (input files are lesp_noga_large_colonies.csv and NL_hurricanes_cat1_best_tracks.csv).The code required to reproduce Figure 3 (see manuscript above) is in Hurricane_Larry_colonies.Rmd (input files are lesp_noga_large_colonies.csv and Hurricane Larry "best track" and wind radii (https://www.nhc.noaa.gov/data/tcr/index.php?season=2021&basin=atl).The code required to reproduce Figures 4 and 5 (see manuscript above) are in NOGA_stranding_map (input files are lesp_noga_large_colonies.csv and Gannet_Summary_HL_2024_11_26.csv) and LESP_stranding_map (input files are lesp_noga_large_colonies.csv and HL_Lesp_Bdv_Cpaws_Feb_24_2025.csv), respectively. Shapefile for Hurricane Larry "best track" and wind radii can be found at https://www.nhc.noaa.gov/data/tcr/index.php?season=2021&basin=atl.The code required to reproduce Figure 6 (see manuscript above) is in HL_stranding_comparison (input file is HL_Lesp_Bdv_Cpaws_Mar_11_2025.csv).<b>Software Requirements</b>Scripts are written for R version 4.2.2. (2022-10-31 ucrt). See scripts and the publication for packages and software citations.<b>Terms of use:</b>Anyone can share this material, provided it remains unaltered in any way, this is not done for commercial purposes, and the original authors are credited and cited (Attribution CC-BY-NC-ND).
Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.
Comment cette classification a été obtenuedéplier
Prédiction distillée sur la base complète
Imitation des enseignantsNi prévalence calibrée, ni vérité terrain. Validation humaine à venir. Apprise à partir de 10 348 étiquettes directes de Codex et de 10 348 étiquettes directes de Gemma. Le mode candidate est l'union des têtes enseignantes seuillées; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont ni des étiquettes humaines ni des étiquettes directes de modèles de pointe.
Scores Codex et Gemma par catégorie
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,000 | 0,000 |
| Méta-épidémiologie (sens strict) | 0,000 | 0,000 |
| Méta-épidémiologie (sens large) | 0,000 | 0,000 |
| Bibliométrie | 0,000 | 0,000 |
| Études des sciences et des technologies | 0,000 | 0,000 |
| Communication savante | 0,000 | 0,000 |
| Science ouverte | 0,000 | 0,000 |
| Intégrité de la recherche | 0,000 | 0,000 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,013 | 0,000 |
Scores machine (provisoires)
Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.
Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.
score_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découleClassification
machine, non validéePrédiction automatique; un appel candidat d’une seule tête enseignante, pas un consensus.
Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».