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Data · dataset · 2026

MaxEnt Batch Optimization and Future Climate Projection Scripts for Endemic Plant Species on the Qinghai-Tibet Plateau

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This dataset contains two MaxEnt batch processing scripts developed in Windows Batch language for species distribution modeling of 2,466 endemic plant species on the Qinghai-Tibet Plateau.

Description

The scripts are built upon MaxEnt v.3.4.4 (Phillips et al., 2006) and enable automated model optimization and spatial distribution projection under future climate scenarios.MaxEnt Batch Optimization Script: Used during the model parameter optimization phase.

The script iterates over 5 feature class combinations (L, LQ, LQH, LQHP, LQHPT) and 4 regularization multipliers (beta = 1, 2, 3, 4) with a fixed number of iterations (500), generating multiple candidate models for each species. These models are subsequently screened based on AUC, TSS, and OR₁₀ to identify the optimal parameter set.MaxEnt Batch Projection Script: Used during the future climate projection phase. The script reads pre-selected optimal parameters (beta, iterations, feature combination), fits the model using current climatic data, and projects species distributions onto 20 future climate scenarios, encompassing 5 CMIP6 global climate models (BCC-CSM2-MR, IPSL-CM6A-LR, MRI-ESM2-0, UKESM1-0-LL, MPI-ESM1-2-HR), 2 shared socioeconomic pathways (SSP1-2.6, SSP5-8.5), and 2 time periods (2021–2040, 2081–2100).

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An intelligent cleanup routine is integrated to retain only essential output files, including maxentResults.csv and *_avg.asc average probability surfaces.These scripts provide a reproducible and scalable computational workflow for conservation priority identification, protected area effectiveness evaluation, and climate change vulnerability assessment of endemic flora on the Qinghai-Tibet Plateau.

The dataset is openly accessible under the Creative Commons Attribution 4.0 International License (CC BY 4.0).

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Catalogue records · 1

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Inferred from text
Evolutionary biology 70%
Provenance · 1 source records, 11 field assertions
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ScienceDB10.57760/sciencedb.3405811 d agoJSON v1
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