Shorebird GPS tracking, survey data and habitat map at Leizhou, China
Data files
Jun 04, 2026 version files 1.31 MB
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Raw_data.zip
1.30 MB
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README.md
13.56 KB
Abstract
Migratory shorebirds are experiencing rapid population decline. Monitoring programs along shorebird flyways provide information on their population dynamics and habitat requirements at different life stages, which is important for conservation plans. Such surveys often occur at several high-tide roosts during daytime high tide, when birds are more concentrated and easier to count. However, it remains unclear whether these surveys can cover the entire shorebird community within a site and represent shorebirds' preferences during both day and night. Here, we tested two community-level hypotheses: 1) surveys at high-tide roosts can adequately represent the community within a site; and 2) daytime surveys can adequately represent birds' preferences over the whole day, by combining GPS tracking data of four species – nine common redshanks (Tringa totanus), three grey plovers (Pluvialis squatarola), two greater sand plovers (Charadrius leschenaultii) and two red knots (Calidris canutus) – with community-level shorebird survey data in aquaculture ponds and nearby tidal flats on their overwintering grounds in southern China. Our results showed that in an area with extensive artificial roosting habitats, shorebirds using the same feeding area on the tidal flat may choose different roosts, even when alternative roosts are available nearby. Individuals within the three tracked species exhibited marked differences in roost selection between daytime and night, and the factors influencing roost selection varied both among species and between day and night. Therefore, daytime high-tide surveys alone are insufficient to assess habitat use and preferences at the species level. Management of shorebird roosting habitats should not assume uniform preferences across species.
Dataset DOI: 10.5061/dryad.51c59zwm3
Description of the data and file structure
Migratory shorebirds are experiencing rapid population declines. Monitoring programs along shorebird flyways provide information on their population dynamics and habitat requirements at different life stages, which is important for conservation planning. Such surveys often occur at several high-tide roosts during daytime high tide, when birds are more concentrated and easier to count. However, it remains unclear whether these surveys can cover the entire shorebird community within a site and represent shorebirds' preferences during both day and night.
Here, we tested two community-level hypotheses: (1) surveys at high-tide roosts can adequately represent the community within a site; and (2) daytime surveys can adequately represent birds' preferences over the whole day. We combined GPS tracking data of four species — nine common redshanks (Tringa totanus), three grey plovers (Pluvialis squatarola), two greater sand plovers (Charadrius leschenaultii) and two red knots (Calidris canutus) — with community-level shorebird survey data from aquaculture ponds and nearby tidal flats on their overwintering grounds in southern China.
Our results showed that, in an area with extensive artificial roosting habitats, shorebirds using the same feeding area on the tidal flat may choose different roosts, even when alternative roosts are available nearby. Individuals within the three tracked species exhibited marked differences in roost selection between day and night, and the factors influencing roost selection varied both among species and between day and night. Therefore, daytime high-tide surveys alone are insufficient to assess habitat use and preferences at the species level. Management of shorebird roosting habitats should not assume uniform preferences across species.
Files and variables
File: Raw_data.zip
This dataset (stored in Raw_data.zip) contains:
- GPS tracking data of four shorebird species — nine common redshanks (Tringa totanus), three grey plovers (Pluvialis squatarola), two greater sand plovers (Charadrius leschenaultii) and two red knots (Calidris canutus) — at one of their overwintering sites, Fucheng Township, Leizhou, Guangdong Province, during the winters of 2019–2020 and 2020–2021;
- Count data from overwintering shorebird surveys on tidal flats and aquaculture ponds, from October 2018 to January 2021, in the same area;
- A shorebird habitat map together with the boundaries of individual aquaculture ponds for the same region.
The tracking and field survey data are stored in CSV format. The habitat map is stored as a GeoTIFF, and the boundaries of individual aquaculture ponds are stored as an ESRI shapefile.
Contents of Raw_data.zip:
/individual aquaculture pond boundaries/— boundaries of individual aquaculture ponds used in the analysis (ESRI shapefile; CRS: WGS 84, EPSG:4326)./tracking data/— a CSV file of all GPS tracking locations used in the analysis.SN to id.txt— a lookup table mapping each tag serial number (S/N) in the tracking data to its individual identifier (the identifier prefix encodes the species; see below).field survey data.csv— all field count data used in the analysis.Habitat map.tif— the habitat map used in the analysis (CRS: WGS 84, EPSG:4326); the classification scheme is recorded inHabitat mapping scheme.txt.
Missing values are coded as NA throughout the CSV files.
Variables — field survey data (field survey data.csv)
| Variable | Description | Units / format |
|---|---|---|
| Year | Year of the survey | YYYY |
| Month | Month of the survey | 1–12 |
| Date | Day of month of the survey | 1–31 |
| Time | Tidal phase during the count; one of Tide rise, Tide fall, or NA |
categorical |
| Habitat | Habitat type surveyed (e.g. "Tidal flat") | categorical |
| Region | Survey region / unit identifier (e.g. "Region 1") | categorical |
| Lat | Latitude of the survey location. Not used in this dataset; all values are NA (surveys are distinguished by Region only). |
decimal degrees, WGS 84 |
| Long | Longitude of the survey location. Not used in this dataset; all values are NA (surveys are distinguished by Region only). |
decimal degrees, WGS 84 |
| Species | Common name of the shorebird species counted | text |
| Number | Number of individuals counted | integer |
Variables — GPS tracking data
| Variable | Description | Units / format |
|---|---|---|
| S/N | Serial number of the GPS tag (links to SN to id.txt) |
integer |
| UUID | Unique hardware identifier of the GPS tag | text |
| Transmitting time | Time the fix was transmitted by the tag | ISO 8601, UTC (e.g. 2020-11-25T04:37:49Z) |
| Collecting time | Time the GPS fix was acquired | ISO 8601, UTC |
| Longitude | Longitude of the fix | decimal degrees, WGS 84 |
| Latitude | Latitude of the fix | decimal degrees, WGS 84 |
| Altitude | Altitude of the fix above sea level | metres |
| Geoid height | Geoid height at the fix location | metres |
| Speed | Instantaneous ground speed | km/h |
| Course | Direction of movement | degrees (0–360) |
| Satellite used | Number of satellites used for the fix | count |
| Positioning mode | Positioning mode code reported by the tag | integer code |
| GPS time consumption | Time taken by the tag to obtain the fix | seconds |
| HorAccuracy | Estimated horizontal accuracy of the fix | metres |
| VerAccuracy | Estimated vertical accuracy of the fix | metres |
| HDOP | Horizontal dilution of precision | dimensionless |
| VDOP | Vertical dilution of precision | dimensionless |
| Temperature | Temperature recorded by the tag. Column present but contains no data (all values NA). |
°C |
| Light intensity | Light intensity recorded by the tag. Column present but contains no data (all values NA). |
— |
| Voltage | Tag voltage. Column present but contains no data (all values NA). |
volts |
| ODBA | Overall Dynamic Body Acceleration. Column present but contains no data (all values NA). |
— |
Tag serial number to individual (SN to id.txt)
Individual identifiers use a four-letter species prefix: CORE = common redshank (Tringa totanus), GRPL = grey plover (Pluvialis squatarola), GSPL = greater sand plover (Charadrius leschenaultii), REKN = red knot (Calidris canutus).
| S/N | Individual ID | Species |
|---|---|---|
| 5190 | GRPL_23 | Grey plover |
| 5192 | GRPL_DA | Grey plover |
| 6704 | GRPL_01 | Grey plover |
| 6702 | REKN_65 | Red knot |
| 6709 | REKN_40 | Red knot |
| 6708 | GSPL_00 | Greater sand plover |
| 6715 | GSPL_01 | Greater sand plover |
| 6703 | CORE_35 | Common redshank |
| 6710 | CORE_01 | Common redshank |
| 6713 | CORE_69 | Common redshank |
| 6717 | CORE_03 | Common redshank |
| 6719 | CORE_04 | Common redshank |
| 6722 | CORE_02 | Common redshank |
| 6723 | CORE_22 | Common redshank |
| 1618 | CORE_18 | Common redshank |
| 1619 | CORE_00 | Common redshank |
| 6721 | SAGU_23 | Additional tagged individual; not one of the four focal species analysed in the associated publication |
Access information
This dataset is associated with the following open-access publication:
The conservation of migratory shorebirds needs to account for the different
habitat selection patterns across species and between day and night.
Biological Conservation, 309 (2025): 111256.
https://doi.org/10.1016/j.biocon.2025.111256
Data were derived in part from the following source:
- Sentinel-2 satellite imagery. The habitat map (
Habitat map.tif) was derived from a single Sentinel-2 scene (granule identifier20201208T031121_N0209_R075_T49QDD). The scene itself is not redistributed in this deposit; it is freely available from the Copernicus Data Space Ecosystem and can be retrieved using the identifier above: https://dataspace.copernicus.eu/explore-data/data-collections/sentinel-data/sentinel-2 Sentinel data are provided by the EU Copernicus programme on a free, full and open basis (contains modified Copernicus Sentinel data 2020).
All files included in this deposit (GPS tracking data, field survey data, the derived habitat map, and the aquaculture-pond boundaries) are the authors' own work.
License: CC0 1.0 (Dryad default; data dedicated to the public domain).
