Supplementary material for 'Revealing patterns of nocturnal migration using the European weather radar network'
Creators
- Nilsson, Cecilia1
- Dokter, Adriaan2
- Verlinden, Liesbeth3
- Shamoun-Baranes, Judy3
- Schmid, Baptiste4
- Desmet, Peter5
- Bauer, Silke4
- Chapman, Jason6
- Alves, Jose A.7
- Stepanian, Phillip M.8
- Sapir, Nir9
- Wainwright, Charlotte10
- Boos, Mathieu11
- Górska, Anna12
- Menz, Myles H. M.13
- Rodrigues, Pedro14
- Leijnse, Hidde15
- Zehtindjiev, Pavel16
- Brabant, Robin17
- Haase, Günther18
- Weisshaupt, Nadja19
- Ciach, Michał20
- Liechti, Felix4
- 1. Cornell lab of Ornithology, Cornell University & Swiss Ornithological Institute
- 2. Cornell lab of Ornithology, Cornell University & Institute of Biodiversity and Ecosystem Dynamics, University of Amsterdam
- 3. Institute of Biodiversity and Ecosystem Dynamics, University of Amsterdam
- 4. Swiss Ornithological Institute
- 5. Research Institute for Nature and Forest (INBO)
- 6. Centre for Ecology and Conservation, and Environment and Sustainability Institute, University of Exeter & College of Plant Protection, Nanjing Agricultural University
- 7. DBIO & CESAM, University of Aveiro & South Iceland Research Centre, University of Iceland
- 8. Computational and Analytical Sciences Department, Rothamsted Research & Corix Plains Institute, University of Oklahoma
- 9. Department of Evolutionary and Environmental Biology, University of Haifa
- 10. Corix Plains Institute, University of Oklahoma
- 11. Research Agency in Applied Ecology, Naturaconst@-ISNEA
- 12. Institute of Meteorology and Water Management
- 13. Institute of Ecology and Evolution, University of Bern & School of Biological Sciences, The University of Western Australia
- 14. Sociedade Portuguesa para o Estudo das Aves (SPEA)
- 15. Royal Netherlands Meteorological Institute (KNMI)
- 16. Institute of Biodiversity and Ecosystem Research, Bulgarian Academy of Sciences
- 17. Royal Belgian Institute of Natural Sciences (RBINS)
- 18. Swedish Meteorological and Hydrological Institute
- 19. University of the Basque Country
- 20. Department of Forest Biodiversity, University of Agriculture in Kraków
Description
This package contains data, filters and visualizations from Nilsson and Dokter et al. (2019).
Files
radar_metadata.csv: Metadata for the 84 European radars considered for this study. Includes radar code (odim_code
= country
+ odim_code_3char
and alternative radar code vp_radar
), radar site location (location
, latitude
, longitude
), radar site elevation (site_altitude_asl
in meters above sea level) and radar altitude range used in this study (min_height_cut_asl
and max_height_cut_asl
in meters above sea level).
vp.zip: Vertical profiles of birds (vp) data, processed from the radar volume data following procedures described by Dokter et al. (2011), using the vol2bird algorithm in the R package bioRad. Zip file includes vp data for the 84 European radars considered for this study from September 19 to October 9, 2016 (21 days). This time period is characterized by strong passerine migration throughout Europe. Files are organized in radar (= odim_code
), date and hour directories and follow the ODIM bird profile format specification. Data can be read with the R package bioRad.
vp_processing_settings.yaml: Data selection setting for this study, based on data quality criteria. File lists for each radar the altitudes to include (include_heights
), time periods to exclude (exclude_datetimes
) and reasons for exclusion (comments). 70 of the 84 radars were retained after filtering.
vp_processed_70_radars_20160919_20161009.csv: Processed vp data for 70 radars. Is the result of processing vp.zip
with vp_processing_settings.yaml
and radar_metadata.csv
using vp-processing (Desmet & Nilsson 2018). Note: includes all timestamps: day and night & those marked for exclusion (marked in exclusion_reason
). This data file forms the basis for analysis in the study.
Headers are:
radar_id
: odim_code of the radardatetime
: timestampHGHT
: lower altitude of altitude bin (m above sea level)u
: bird ground speed towards east (m/s)v
: bird ground speed towards north (m/s)dens
: bird density (birds/km3)dd
: bird flight direction (degrees from north)ff
: bird ground speed (m/s)DBZH
: reflectivity factor (dBZ) in horizontal polarisationmtr
: migration traffic rate (birds/km/h)day_night
: timestamp occurs duringday
ornight
(based on sunrise/sunset)date_of_sunset
: date at sunset, with night timestamps between midnight and sunrise belonging to the previous dateexclusion_reason
: reason timestamp is excluded in vp_processing_settings.yaml (if applicable). Excluded timestamps haveNA
values foru
,v
,dens
,dd
,ff
,DBZH
, andmtr
.
vp_flowviz.csv: Input data for visualizations. Is the result of processing vp_processed_70_radars_20160919_20161009.csv
using vp-to-flowviz.Rmd
in vp-processing (Desmet & Nilsson 2018). Aggregates data in hourly bins for 200-2000m (altitude_band
= 1) and above (altitude_band
= 2). Only altitude band 1 is used in visualizations.
flowviz.mov: Screencast of vp_flowviz.csv
visualized with Bird migration flow visualization v2 (Desmet et al. 2016, Shamoun-Baranes et al. 2016). The visualization extrapolates the migration over the entire sampling range (cropped in the screencast due to technical limitations and thus excluding the Bulgarian radar), not taking topography or water bodies into account, and shows the ground speed (length of arrows) and direction of migration over time. Note that density is not shown: low density movements can therefore appear as strong as high density movements when ground speeds are similar.
cartoviz.mov: Screencast of vp_flowviz.csv
visualized as an interactive map with CARTO. Visualization shows migration density (size of circles) and mean direction (colour) over time. The interactive map is available at https://inbo.carto.com/u/lifewatch/builder/8685140f-8d8c-4d06-9e1e-25d051d43748/embed.
Notes
Files
radar_metadata.csv
Files
(2.4 GB)
Name | Size | Download all |
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md5:2a808f4f5a4214b51dba5ed2c77cfbe0
|
16.5 MB | Download |
md5:fd8ed5ea2e617b7bdd58993154618636
|
889.9 MB | Download |
md5:713daccf273512515ec58b2698f8368c
|
7.2 kB | Preview Download |
md5:35e081fcc35de2e37ac934d53a29f605
|
1.1 GB | Preview Download |
md5:6651dd1d41efc7e72a210df8c540921b
|
1.1 MB | Preview Download |
md5:7356ab610e26bb20785c70286343cd70
|
393.4 MB | Preview Download |
md5:5ff3d4d32b53f7e295f181b3a0a33745
|
13.7 kB | Download |
Additional details
Related works
- Is compiled by
- Software: https://github.com/adokter/bioRad (URL)
- Software: 10.5281/zenodo.1173544 (DOI)
- Software: 10.5281/zenodo.57472 (DOI)
- Is supplement to
- Journal article: 10.1111/ecog.04003 (DOI)
References
- Dokter AM, Liechti F, Stark H, Delobbe L, Tabary P & Holleman I (2011) Bird migration flight altitudes studied by a network of operational weather radars. Journal of the Royal Society Interface 8: 30–43. https://doi.org/10.1098/rsif.2010.0116
- Desmet P & Nilsson C (2018) Vertical profiles of birds (vp) data processing v1.0 (Version v1.0). Zenodo. https://doi.org/10.5281/zenodo.1173544
- Desmet P, Aelterman B & Azijn K (2016) Bird migration flow visualization v2.0 (Version v2.0). Zenodo. https://doi.org/https://doi.org/10.5281/zenodo.5747
- Shamoun-Baranes J, Farnsworth A, Aelterman B, Alves JA, Azijn K, Bernstein G, Branco S, Desmet P, Dokter AM, Horton KG, Kelling S, Kelly JF, Leijnse H, Rong J, Sheldon D, Van den Broeck W, Van Den Meersche JK, Van Doren BM & van Gasteren H (2016) Innovative Visualizations Shed Light on Avian Nocturnal Migration. PLOS ONE 11(8): e0160106. https://doi.org/10.1371/journal.pone.0160106