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Gardner, E. et al

Rept4pop model for the simulation of foraging, dispersal and population processes of UK common lizards

https://doi.org/10.5285/ce442ab8-cfd9-4da2-9712-268bbf0f9c80
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This model is intended to help support understanding of how common lizards might be using landscapes. No decisions should ever be made solely on the basis of this model’s predictions – on-the-ground ecological surveys and integration of local knowledge are always required before any landscape-level or site-level decisions are made, due to real-life common lizard activity levels potentially differing from predicted levels.

This model is available under the terms of the Open Government Licence

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Rept4pop is a process-based model, written in R, that simulates the foraging, dispersal and population processes of reptiles around their basking sites. It accounts for amount, configuration and shading of habitat resources to predict spatially-explicit relative abundance and foraging rates, for a given input landscape. The input landcover information must be in raster format. The model can ingest a base landcover raster as well as edgecover rasters, which represent the locations of small habitat features that occupy only a fraction of a pixel. It also requires an input digital elevation raster to incorporate habitat shading effects. Model outputs are raster stacks with the same spatial extent and resolution as the input landcover raster.

The rept4pop model was co-developed by the UK Centre for Ecology & Hydrology and the Amphibian and Reptile Groups of the UK. It has been parameterised for one UK reptile species (common lizard; Zootoca vivipara). These parameter files (rept_guild_params.csv and rept_habitat_params.csv, along with rept_shading_params.csv) are included. The model’s predictions have been validated against observations of this reptile species collected in Surrey, UK, by Surrey Amphibian and Reptile Group.

Data in rept_guild_params.csv includes typical movement ranges (foraging range in meters, dispersal range in meters), population growth parameters (maximum basking density per hectare, maximum offspring produced per breeding female per year, growth parameters in arbitrary units) and survival parameters (yearly adult survival probability, yearly juvenile survival probability) for common lizard, used in the rept4pop model.

Data in rept_habitat_params consists of scores representing the relative availability of suitable basking sites (on a scale from 0-1, where 0 = none and 1 = very high) and the relative availability of foraging resources (on a scale from 0-5, where 0 = none and 5 = very high) for common lizard and the 78 landcover classes, used in the rept4pop model. Given scores are the mean values across n contributing experts. The data also include the number of contributing experts, the standard error on the mean score, and the alpha and beta values that describe a beta distribution consistent with the measured mean and variance for each score. Data in rept_shading_params.csv consists of assumed approximate canopy heights.

This model is intended to help support understanding of how common lizards might be using landscapes. No decisions should ever be made solely on the basis of this model’s predictions – on-the-ground ecological surveys and integration of local knowledge are always required before any landscape-level or site-level decisions are made, due to real-life common lizard activity levels potentially differing from predicted levels. Users are recommended to get in touch with the model developers to ensure they have the most up-to-date version of the code and to receive support on model use and interpretation.
Publication date: 2025-08-07
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Formats

Comma-separated values (CSV), R script

Provenance & quality

Rept4pop model code was developed from the poll4pop model (Gardner et al., 2020; Yclough, 2020). It contains functions that are identical to those used in the poll4pop model, functions that are adapted from functions used in the poll4pop model, and new functions.

Data in rept_guild_params.csv is derived from literature data, with subsequent processing to convert. The growth parameters are set by selecting the values that produced the highest R2 values when comparing the model predictions to observational survey data collected in Surrey, UK.

Data in rept_habitat_params is derived from an expert opinion questionnaire completed by ten individuals with research and/or survey experience of this taxon. The mean scores and their standard error are weighted according to the self-reported certainty scores that experts gave alongside their habitat resource scores.
Data in rept_shading_params.csv consists of assumed approximate canopy heights.

Licensing and constraints

This model is available under the terms of the Open Government Licence

Cite this model as:
Gardner, E.; Julian, A.; Langham, S.; Monk, C.; Pitt, K.; Allain, S.J.R.; Cartwright, M.; Clarke, K.; Cranfield, J.; Gandola, R.; Gent, T.; Reading, C.; Wilkinson, J.; Baker, J.; Dyason, S.; Pywell, R.F.; Bullock, J.M. (2025). Rept4pop model for the simulation of foraging, dispersal and population processes of UK common lizards. NERC EDS Environmental Information Data Centre. https://doi.org/10.5285/ce442ab8-cfd9-4da2-9712-268bbf0f9c80

This model is intended to help support understanding of how common lizards might be using landscapes. No decisions should ever be made solely on the basis of this model’s predictions – on-the-ground ecological surveys and integration of local knowledge are always required before any landscape-level or site-level decisions are made, due to real-life common lizard activity levels potentially differing from predicted levels.

Supplemental information

Gardner E, Robinson RA, Julian A, et al. A family of process-based models to simulate landscape use by multiple taxa. Landscape Ecology, 2024; 39(5), 102. https://doi.org/10.1007/s10980-024-01866-4
Gardner E, Breeze TD, Clough Y, et al. Reliably predicting pollinator abundance: Challenges of calibrating process-based ecological models. Methods Ecol. Evol. 2020; 11: 1673–1689. [8]https://doi.org/10.1111/2041-210X.13483
yclough. (2020). yclough/poll4pop: Gardner_etal_MEE (v1.1.1). Zenodo. [10]https://doi.org/10.5281/zenodo.4001015

Correspondence/contact details

Gardner, E.
UK Centre for Ecology & Hydrology
Maclean Building, Benson Lane, Crowmarsh Gifford
Wallingford
Oxfordshire
OX10 8BB
UNITED KINGDOM
 enquiries@ceh.ac.uk

Authors

Gardner, E.
UK Centre for Ecology & Hydrology
Julian, A.
ARG UK
Langham, S.
SARG
Monk, C.
ARG UK
Pitt, K.
ARG UK
Allain, S.J.R.
University of Kent
Cartwright, M.
ARC Trust
Clarke, K.
ARG UK
Cranfield, J.
Herpetologic Ltd
Gandola, R.
Herpetological Society of Ireland
Gent, T.
ARC Trust
Reading, C.
UK Centre for Ecology & Hydrology
Wilkinson, J.
ARC Trust
Baker, J.
ARC Trust
Dyason, S.
ARG UK
Pywell, R.F.
UK Centre for Ecology & Hydrology
Bullock, J.M.
UK Centre for Ecology & Hydrology

Other contacts

Rights holder
UK Centre for Ecology & Hydrology
Custodian
NERC EDS Environmental Information Data Centre
 info@eidc.ac.uk
Publisher
NERC EDS Environmental Information Data Centre
 info@eidc.ac.uk

Additional metadata

Topic categories
biota
Keywords
Animal behaviour , basking resources , common lizard , dispersal , foraging behavior , foraging rates , foraging resources , habitat use , lizards , population , Population distribution , population size , process based model , relative abundance , reptiles , spatially explicit , visitation rates , viviparous lizard , Zootoca vivipara
Funding
Natural Environment Research Council Award: NE/V007831/1