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Data and scripts underlying the publication: Unveiling the roles of temporal periodicity, the spatial environment and behavioural modes in terrestrial animal movement

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4TU.ResearchData2024-07-04 更新2026-04-23 收录
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https://data.4tu.nl/datasets/4ed0e7cd-50e7-4bc4-aae7-289fc0e38dc2/1
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Data and scripts underlying the publication: Unveiling the roles of temporal periodicity, the spatial environment and behavioural modes in terrestrial animal movement.<br>The RData file Linssen_2024_JMovEcol_data contains everything needed to be able to run the code for the analysis:- Data tables with location data (timestamp, x, y...), one for each species. These data have been pre-processed, cleaned and annotated with environmental covariates as described in the manuscript.- A custom function collectmuHMMoutput(), which is used to collect all the relevant components of a HMM fit (the model itself, starting parameters, Viterbi decoding et cetera) into one list object.- A custom function mutatePar0(), which takes starting parameters for a model and creates four sets of perturbations of those starting values (as described in the manuscript under Model fitting).<br>The R file Linssen_2024_JMovEcol_script contains the code needed to run the analysis. The code can be ran from top to bottom to run the analysis for eland; for wildebeest and zebra the "species" parameter in line 13 should be set to either of these.

本数据集与配套脚本支撑发表论文《揭示陆生动物运动中时间周期性、空间环境与行为模式的作用》(Unveiling the roles of temporal periodicity, the spatial environment and behavioural modes in terrestrial animal movement)。 名为`Linssen_2024_JMovEcol_data`的RData文件包含运行分析代码所需的全部内容: - 按物种划分的位置数据表(包含时间戳、x坐标、y坐标等字段),每个物种对应一张数据表。所有数据均已按照论文手稿中的描述完成预处理、清洗,并标注了环境协变量。 - 自定义函数`collectmuHMMoutput()`:用于将隐马尔可夫模型(Hidden Markov Model,HMM)拟合结果的所有相关组件(模型本体、初始参数、维特比解码(Viterbi decoding)等)整合为单个列表对象。 - 自定义函数`mutatePar0()`:接收模型的初始参数,并按照论文手稿“模型拟合”章节中的描述,生成四组该初始参数的扰动值集合。 名为`Linssen_2024_JMovEcol_script`的R脚本文件包含运行分析所需的全部代码。该代码可按从上至下的顺序直接运行,以完成大羚羊(eland)的运动分析;若需对牛羚(wildebeest)或斑马(zebra)进行分析,只需将第13行的"species"参数设置为对应物种即可。
创建时间:
2024-07-04
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