Data and code for: Migration evolves in response to distinct regimes of climate seasonality in tropical versus temperate-breeding suboscine birds
Data files
Jun 02, 2026 version files 1.51 GB
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April2001.TIFF
73.35 KB
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Aug2001.TIFF
78.53 KB
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Dec2001.TIFF
67.24 KB
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Feb2001.TIFF
72.41 KB
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gdb
4 B
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Jan2001.TIFF
66.83 KB
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July2001.TIFF
78.81 KB
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June2001.TIFF
78.40 KB
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March2001.TIFF
72.32 KB
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May2001.TIFF
76.62 KB
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Nov2001.TIFF
72.62 KB
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Oct2001.TIFF
78.11 KB
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README.md
5.87 KB
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Sept2001.TIFF
78.71 KB
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T400F_dupsdropped.phy
76.78 KB
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timestamps
400 B
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wc2.1_2.5m_bio_1.tif
50.20 MB
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wc2.1_2.5m_bio_10.tif
46.33 MB
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wc2.1_2.5m_bio_11.tif
47.06 MB
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wc2.1_2.5m_bio_12.tif
25.76 MB
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wc2.1_2.5m_bio_13.tif
18.15 MB
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wc2.1_2.5m_bio_14.tif
11.22 MB
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wc2.1_2.5m_bio_15.tif
48.69 MB
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wc2.1_2.5m_bio_16.tif
22.12 MB
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wc2.1_2.5m_bio_17.tif
15.95 MB
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wc2.1_2.5m_bio_18.tif
19.47 MB
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wc2.1_2.5m_bio_19.tif
19.21 MB
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wc2.1_2.5m_bio_4.tif
56.20 MB
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wc2.1_2.5m_bio_5.tif
37.74 MB
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wc2.1_2.5m_bio_6.tif
39.92 MB
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wc2.1_2.5m_bio_7.tif
41.47 MB
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wc2.1_2.5m_bio_8.tif
47.12 MB
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wc2.1_2.5m_bio_9.tif
47.48 MB
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wc2.1_2.5m_bioc_MIROC6_ssp126_2081-2100.tif
455.91 MB
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wc2.1_2.5m_bioc_MIROC6_ssp370_2081-2100.tif
457.33 MB
Abstract
Avian migration has long captured human interest, but the causes of the evolution of migration remain unclear due to the limited study of the full spectrum of migratory strategies, including short-distance and intratropical movements. We examine the climatic drivers of migration across the roughly 1,300 species of suboscine birds, a group containing many intratropical migrants. Comparative analyses confirm that migratory behavior in temperate-breeding suboscines evolves in association with temperature seasonality. The evolution of migration in the tropics, however, has a more complex association with climatic variables, including precipitation and greenness seasonality. When we project the future climates suboscines will experience, we find that average temperature seasonality will decrease, favoring the loss of migration, but precipitation seasonality may increase, potentially favoring an increase in short-distance migration. The divergent impacts of climate on the evolution of different migratory strategies highlight the complexity of climate-movement associations and the challenges of projecting responses to climate change.
Data Files:
wc2.1_2.5m_bio_1.tif: 2.5-minute resolution averages of bioclimatic variable 1 from 1970 to 2000 provided by WorldClim
wc2.1_2.5m_bio_2.tif: 2.5-minute resolution averages of bioclimatic variable 2 from 1970 to 2000 provided by WorldClim
wc2.1_2.5m_bio_3.tif: 2.5-minute resolution averages of bioclimatic variable 3 from 1970 to 2000 provided by WorldClim
wc2.1_2.5m_bio_4.tif: 2.5-minute resolution averages of bioclimatic variable 4 from 1970 to 2000 provided by WorldClim
wc2.1_2.5m_bio_5.tif: 2.5-minute resolution averages of bioclimatic variable 5 from 1970 to 2000 provided by WorldClim
wc2.1_2.5m_bio_6.tif: 2.5-minute resolution averages of bioclimatic variable 6 from 1970 to 2000 provided by WorldClim
wc2.1_2.5m_bio_7.tif: 2.5-minute resolution averages of bioclimatic variable 7 from 1970 to 2000 provided by WorldClim
wc2.1_2.5m_bio_8.tif: 2.5-minute resolution averages of bioclimatic variable 8 from 1970 to 2000 provided by WorldClim
wc2.1_2.5m_bio_9.tif: 2.5-minute resolution averages of bioclimatic variable 9 from 1970 to 2000 provided by WorldClim
wc2.1_2.5m_bio_10.tif: 2.5-minute resolution averages of bioclimatic variable 10 from 1970 to 2000 provided by WorldClim
wc2.1_2.5m_bio_11.tif: 2.5-minute resolution averages of bioclimatic variable 11 from 1970 to 2000 provided by WorldClim
wc2.1_2.5m_bio_12.tif: 2.5-minute resolution averages of bioclimatic variable 12 from 1970 to 2000 provided by WorldClim
wc2.1_2.5m_bio_13.tif: 2.5-minute resolution averages of bioclimatic variable 13 from 1970 to 2000 provided by WorldClim
wc2.1_2.5m_bio_14.tif: 2.5-minute resolution averages of bioclimatic variable 14 from 1970 to 2000 provided by WorldClim
wc2.1_2.5m_bio_15.tif: 2.5-minute resolution averages of bioclimatic variable 15 from 1970 to 2000 provided by WorldClim
wc2.1_2.5m_bio_16.tif: 2.5-minute resolution averages of bioclimatic variable 16 from 1970 to 2000 provided by WorldClim
wc2.1_2.5m_bio_17.tif: 2.5-minute resolution averages of bioclimatic variable 17 from 1970 to 2000 provided by WorldClim
wc2.1_2.5m_bio_18.tif: 2.5-minute resolution averages of bioclimatic variable 18 from 1970 to 2000 provided by WorldClim
wc2.1_2.5m_bio_19.tif: 2.5-minute resolution averages of bioclimatic variable 19 from 1970 to 2000 provided by WorldClim
wc2.1_2.5m_bioc_MIROC6_ssp126_2081-2100.tif: 2.5-minute resolution maps of the 2 WorldClim Bioclimatic variables, BIO4 Temperature Seasonality and BIO15 Precipitation Seasonality, with the monthly values of each variable averaged over a 20-year period, 2081 to 2100 under MIROC6 GCM, SSP 126
wc2.1_2.5m_bioc_MIROC6_ssp370_2081-2100.tif: 2.5-minute resolution maps of the 2 WorldClim Bioclimatic variables, BIO4 Temperature Seasonality and BIO15 Precipitation Seasonality, with the monthly values of each variable averaged over a 20-year period, 2081 to 2100 under MIROC6 GCM, SSP 370
Jan2001.TIFF: January 2001 NDVI data from NASA Earth Observations (NEO) using data provided by the MODIS Land Science Team
Feb2001.TIFF: February 2001 NDVI data from NASA Earth Observations (NEO) using data provided by the MODIS Land Science Team
March2001.TIFF: March 2001 NDVI data from NASA Earth Observations (NEO) using data provided by the MODIS Land Science Team
April2001.TIFF: April 2001 NDVI data from NASA Earth Observations (NEO) using data provided by the MODIS Land Science Team
May2001.TIFF: May 2001 NDVI data from NASA Earth Observations (NEO) using data provided by the MODIS Land Science Team
June2001.TIFF: June 2001 NDVI data from NASA Earth Observations (NEO) using data provided by the MODIS Land Science Team
July2001.TIFF: July 2001 NDVI data from NASA Earth Observations (NEO) using data provided by the MODIS Land Science Team
Aug2001.TIFF: August 2001 NDVI data from NASA Earth Observations (NEO) using data provided by the MODIS Land Science Team
Sept2001.TIFF: September 2001 NDVI data from NASA Earth Observations (NEO) using data provided by the MODIS Land Science Team
Oct2001.TIFF: October 2001 NDVI data from NASA Earth Observations (NEO) using data provided by the MODIS Land Science Team
Nov2001.TIFF: November 2001 NDVI data from NASA Earth Observations (NEO) using data provided by the MODIS Land Science Team
Dec2001.TIFF: December 2001 NDVI data from NASA Earth Observations (NEO) using data provided by the MODIS Land Science Team
T400F_dupsdropped.phy: complete suboscine phylogeny published by Harvey et al. 2020
gdb: associated file to phylogeny
timestamps: associated file to phylogeny
Data associated with species distribution maps, provided by BirdLife International and Birds of the World, was acquired directly from the organization and can be retrieved via personal request from them if interested in using it for your own analyses.
Scripts archived on Zenodo:
1-49.R: 49 scripts used for phylogenetic comparative analyses to assess the impact of climate and environment on the evolution of migratory behavior in suboscine birds; each script is clearly labeled with its purpose/function
Supplemental information archived on Zenodo
AVONET_Supplementary_dataset_1.xlsx : migration trait data and species names used for phylogenetic comparative analyses in R; each data type is defined clearly in the Metadata tab of the spreadsheet. For additional information, seeTobias et al. 2022 AVONET paper (Tobias, J.A., Sheard, C., Pigot, A.L., Devenish, A.J.M., Yang, J., Sayol, F., et al. (2022) AVONET: morphological, ecological and geographical data for all birds. Ecology Letters, 25, 581–597. https://doi.org/10.1111/ele.13898).
In brief, we used a well-resolved phylogeny of suboscine birds from Harvey et al. (2020) to perform a variety of phylogenetic methods on each species to test for the influence of climate on the evolution of migration across species with different migratory strategies.
Climate data, both historical averages and future projections, were obtained via WorldClim. Distribution data for each bird species was provided by BirdLife International and Birds of the World.
Files numbered from 1-49 are scripts used for formatting data, inputting climate and distribution data, performing ancestral state reconstruction, PGLS analyses, and PPA. Each file name describes the contents of the code.
