cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.vnjucd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Arctictis binturong (Raffles, 1821))",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016066-250525065834625/datasets/export for details.
DOI: 10.15468/dl.n4eptp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Arctictis binturong (Raffles, 1821))",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016068-250525065834625/datasets/export for details.
DOI: 10.3535/b3g-z6x-sqv
title: Vexillum Röding, 1798

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.17598370
title: A Detection of Sulfur-Bearing Cyclic Hydrocarbons in Space

description: The observed spectra and fits of the transitions
DOI: 10.5281/zenodo.17598371
title: A Detection of Sulfur-Bearing Cyclic Hydrocarbons in Space

description: The observed spectra and fits of the transitions
DOI: 10.3535/6dd-wsg-qkl
title: Prodotia iostoma (J. E. Gray, 1833)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6kv-4xl-l6h
title: Clanculus cruciatus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4m9-g93-9vk
title: Nassarius vanuatuensis H. H. Kool & Galindo, 2014

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/40s-7m0-flt
title: Albinaria tenuicostata tenuicostata (L. Pfeiffer, 1865)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/833-vtv-jse
title: Albinaria brevicollis brevicollis (L. Pfeiffer, 1849)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.bwqhs3
title: Occurrence Download

description: A dataset containing 32943 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ligustrum ovalifolium"
 ]
}

 The dataset includes 32943 records from 499 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006891-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/peh-s2s-jpd
title: Afroguppya de Winter & van Bruggen, 1992

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lea-5ce-9k2
title: Kaliella W. T. Blanford, 1863

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qsl-jsz-d0p
title: Trochozonites Pfeffer, 1883

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/blv-n9x-h5d
title: Kaliella W. T. Blanford, 1863

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yyd-yyh-xb5
title: Subulina H. Beck, 1837

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.18348444
title: Dataset of publication: User evaluation by remote pilots of two types of detect-and-avoid systems: remain well clear bands versus route guidance

description: Dataset collected from an expert user study with remote drone pilots, conducted by Stroeve S. and Tanevska A. in the period September-November 2025. 

The user study and its findings are prepared as a publication "User evaluation by remote pilots of two types of detect-and-avoid systems: remain well clear bands versus route guidance", to be submitted to MDPI.
DOI: 10.5281/zenodo.18348445
title: Dataset of publication: User evaluation by remote pilots of two types of detect-and-avoid systems: remain well clear bands versus route guidance

description: Dataset collected from an expert user study with remote drone pilots, conducted by Stroeve S. and Tanevska A. in the period September-November 2025. 

The user study and its findings are prepared as a publication "User evaluation by remote pilots of two types of detect-and-avoid systems: remain well clear bands versus route guidance", to be submitted to MDPI.
DOI: 10.57841/casdc.0007034
title: 低维材料超导调控与新现象研究项目中刘广同课所在题组关于MoWTe二类外尔半金属的低温输运测量以及利用其制备相应的超导-半金属-超导约瑟夫森结的参考文献、实验大纲、试验记录等相关数据
DOI: 10.3535/zmt-57n-57y
title: Vexillum Röding, 1798

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.57841/casdc.0007035
title: 二纬材料超导调控与新现象研究项目中杨威所在课题组关于1T-WS2中的增强临界电场和反常金属态、非魔角石墨烯中陈绝缘体的出现、转角双层-双层石墨烯中的同位旋竞争和谷极化关联绝缘态、转角双层-双层石墨烯中的线性电阻等研究的预研文件、参考文献、实验大纲、试验记录等相关数据
DOI: 10.5281/zenodo.18324739
title: Pharmacogenomic and in silico identification of isoform-selective AKT inhibitors from Pithecellobium dulce for precision cancer therapy

description: This dataset contains processed computational outputs supporting the study “Isoform-selective targeting of AKT1 and AKT2 using Pithecellobium dulce phytochemicals.” The files include molecular docking results, molecular dynamics simulation outputs, generated during in silico analysis.

All cancer genomics and survival data used in the study were obtained from publicly available TCGA-derived platforms (GEPIA2, TNMplot, cBioPortal, and Kaplan–Meier Plotter) and are therefore images are deposited here.
DOI: 10.5281/zenodo.18324738
title: Pharmacogenomic and in silico identification of isoform-selective AKT inhibitors from Pithecellobium dulce for precision cancer therapy

description: This dataset contains processed computational outputs supporting the study “Isoform-selective targeting of AKT1 and AKT2 using Pithecellobium dulce phytochemicals.” The files include molecular docking results, molecular dynamics simulation outputs, generated during in silico analysis.

All cancer genomics and survival data used in the study were obtained from publicly available TCGA-derived platforms (GEPIA2, TNMplot, cBioPortal, and Kaplan–Meier Plotter) and are therefore images are deposited here.
DOI: 10.6084/m9.figshare.31134631
title: Partitioned Parallel OPF: A Physics-Constrained EST-GNN with NWP Fusion Approach

description: 本文提出的研究框架显著降低了在高比例可再生能源接入下解决输电网最优功率流（OPF）的复杂性，其有效性已通过不同尺度的IEEE标准测试系统实验得到验证。在一个小型IEEE-9节点系统中，研究主要验证了使用NWP多源聚变数据作为功率预测输入的可行性和准确性;在中规模的IEEE-39节点中，主要研究了基于电距离的动态分区策略在分层协调控制中的表现;在大规模IEEE-118节点系统中，已证明所提出的框架和分区方法在复杂的互联电网中具有良好的可扩展性和稳定性。实验结果显示，该框架在光伏功率预测精度（R²≥0.935）、系统网络损耗减少22.5%以及在高磁导率下保持电压稳定性方面表现异常出色。论文中提出的物理约束嵌入机制和电气分区的协同优化架构，也为配电网络重配置和储能调度等电力系统优化问题提供了有用参考。未来工作将进一步聚焦于非线性NWP聚变建模和动态拓扑重建机制，以增强框架对极端天气和运营场景变化的适应能力。
DOI: 10.6084/m9.figshare.31134631.v1
title: Partitioned Parallel OPF: A Physics-Constrained EST-GNN with NWP Fusion Approach

description: 本文提出的研究框架显著降低了在高比例可再生能源接入下解决输电网最优功率流（OPF）的复杂性，其有效性已通过不同尺度的IEEE标准测试系统实验得到验证。在一个小型IEEE-9节点系统中，研究主要验证了使用NWP多源聚变数据作为功率预测输入的可行性和准确性;在中规模的IEEE-39节点中，主要研究了基于电距离的动态分区策略在分层协调控制中的表现;在大规模IEEE-118节点系统中，已证明所提出的框架和分区方法在复杂的互联电网中具有良好的可扩展性和稳定性。实验结果显示，该框架在光伏功率预测精度（R²≥0.935）、系统网络损耗减少22.5%以及在高磁导率下保持电压稳定性方面表现异常出色。论文中提出的物理约束嵌入机制和电气分区的协同优化架构，也为配电网络重配置和储能调度等电力系统优化问题提供了有用参考。未来工作将进一步聚焦于非线性NWP聚变建模和动态拓扑重建机制，以增强框架对极端天气和运营场景变化的适应能力。
DOI: 10.3535/9m2-n09-h5d
title: Nassarius samiae H. H. Kool, 2006

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pb9-ypt-mpb
title: Fissurella obscura G. B. Sowerby I, 1834

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wp5-5yt-d6v
title: Peristernia neglecta (A. Adams, 1855)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.57841/casdc.0007036
title: 低维材料超导调控与新现象研究项目中黄元课所在题组关于二维材料的解理相关技术的预研文件 、参考文献、 实验方案、实验记录等相关数据。
DOI: 10.3535/0ml-f1h-qqn
title: Albinaria lycica lycica H. Nordsieck, 1993

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ly0-p2q-scm
title: Albinaria lycica phaselis H. Nordsieck, 1993

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6vd-h56-jlp
title: Albinaria petrosa bigibbosula Westerlund, 1878

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eh2-m21-cj7
title: Rhyssoplax olivacea (Spengler, 1797)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9g5-mel-wb2
title: Kaliella W. T. Blanford, 1863

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.57841/casdc.0007037
title: 低维材料超导调控与新现象研究项目中陈其宏所在课题组关于电子掺杂FeSe中奇异金属态与超导之间的关系、非传统超导体中关于奇异金属散射的标度率、通过离子液体选择性调控铜氧化物中的易失和非易失超导电性、支持超导产生的最小正常态导电条件等实验的相关数据
DOI: 10.57841/casdc.0007038
title: 低维材料超导调控与新现象研究项目中陈其宏所在课题组关于发表论文：电子掺杂FeSe中奇异金属态与超导之间的关系、非传统超导体中关于奇异金属散射的标度率、通过离子液体选择性调控铜氧化物中的易失和非易失超导电性、支持超导产生的最小正常态导电条件中各图的原始数据
DOI: 10.57841/casdc.0007039
title: 低纬材料超导调控与新现象研究项目中杨威所在课题组关于1T-WS2中的增强临界电场和反常金属态、非魔角石墨烯中陈绝缘体的出现、转角双层-双层石墨烯中的同位旋竞争和谷极化关联绝缘态、转角双层-双层石墨烯中的线性电阻等研究的发表论文各图原始数据
DOI: 10.57841/casdc.0007040
title: 低维材料超导调控与新现象研究项目中刘广同课所在题组关于MoWTe二类外尔半金属的相关电输运研究发表文章中的原始数据
DOI: 10.57841/casdc.0007043
title: 低维材料超导调控与新现象研究项目中黄元课所在题组所发文章：Universal mechanical exfoliation of large-area 2D  crystals中各图的原始数据
DOI: 10.15468/dl.u9zufc
title: Occurrence Download

description: A dataset containing 457 records in GBIF matching the query:
SELECT
 '166' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= -4.045127286108716
 AND decimalLatitude &lt;= 0.0
 AND decimalLongitude &gt;= 139.6888377115527
 AND decimalLongitude &lt;= 144.90051506354035
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 457 records were derived from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006884-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/rhm-583-qc6
title: Reticunassa microstriata H. H. Kool, 2022

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6e0-63a-bfk
title: Laevistrombus Abbott, 1960

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/spr-v5a-w3a
title: Reticunassa zanzibarensis (H. H. Kool & H. Dekker, 2007)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ewe-t2g-2q9
title: Albinaria hippolyti aphrodite (O. Boettger, 1883)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x2k-mem-wq7
title: Lepidochitona caprearum (Scacchi, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rjy-2rf-vjr
title: Afropunctum F. Haas, 1934

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.pwzuh3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((3.435987807642115 46.29860073556177, 3.4355671183680028 46.30122320724864, 3.4344162628541395 46.303738402341835, 3.4325793756443335 46.306049639558346, 3.4301269869796616 46.30806806452262, 3.427153321555806 46.30971606969222, 3.423772680459987 46.31093028295493, 3.420115044876052 46.311664009106025, 3.416321071076416 46.31188902944754, 3.4125366705490134 46.3115966895709, 3.4089073857573067 46.31079823300751, 3.405572780253936 46.309524367764055, 3.402661061290508 46.30782408260993, 3.4002841437141758 46.3057627591589, 3.398533346239108 46.3034196531055, 3.397475885922373 46.30088484235316, 3.3971523049763053 46.298255760248125, 3.397574927287591 46.29563344792478, 3.398727401742007 46.29311867029118, 3.4005653473267365 46.29080804507584, 3.403018072672692 46.288790333482694, 3.405991301827465 46.287143034449905, 3.4093708001217933 46.28592941258675, 3.413026760352982 46.28519607306274, 3.4168187813059006 46.284971175715334, 3.420601248795889 46.28526335622841, 3.4242289146469553 46.28606139533219, 3.427562461775517 46.28733464857446, 3.4304738440579103 46.28903422035744, 3.432851197903566 46.29109483767166, 3.434603138180215 46.29343735232555, 3.4356622738495846 46.295971776450834, 3.435987807642115 46.29860073556177))",
 "KingdomKey is one of (Animalia, Fungi, Plantae)",
 "Year is one of (2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, 2026)",
 "Modified is greater than or equal to 2026-01-13"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006895-260120142942310/datasets/export for details.
DOI: 10.15468/dl.yq7kza
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((3.8802403756459736 46.61847024661835, 3.879839843246228 46.62109525961321, 3.8787036615016173 46.62361599180367, 3.8768753991138474 46.62593554948013, 3.874425252969368 46.62796475871771, 3.8714473599980117 46.62962559755127, 3.8680561827246986 46.63085420049704, 3.86438210692688 46.63160331901724, 3.8605664211249815 46.631844142436606, 3.8567558723423914 46.63156740854352, 3.8530970095802557 46.63078376067479, 3.849730534995114 46.629523337386615, 3.8467858824572 46.627834610680765, 3.844376234018051 46.625782517975814, 3.842594167242554 46.62344596041532, 3.8415081011524244 46.62091476459343, 3.841159676801927 46.61828622539383, 3.8415621716397665 46.61566136358641, 3.8427000063652965 46.61314104251952, 3.844529360625483 46.61082209331299, 3.846979871306168 46.60879359725766, 3.8499573459801333 46.60713346774312, 3.8533473858043923 46.60590546226578, 3.857019778167774 46.605156738404226, 3.860833490837515 46.604916046750525, 3.8646420771817662 46.60519262945615, 3.8682992869628823 46.605975866201256, 3.871664669675721 46.60723568101946, 3.874608957677684 46.60892369454306, 3.87701902441447 46.61097507792899, 3.878802228639124 46.61331103802112, 3.8798899781635745 46.615841839184384, 3.8802403756459736 46.61847024661835))",
 "KingdomKey is one of (Animalia, Fungi, Plantae)",
 "Year is one of (2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, 2026)",
 "Modified is greater than or equal to 2026-01-13"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006893-260120142942310/datasets/export for details.
DOI: 10.15468/dl.256j7u
title: Occurrence Download

description: A dataset containing 4021 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-13.22919 29.92602,78.12039 29.92602,78.12039 61.88929,-13.22919 61.88929,-13.22919 29.92602))",
 "TaxonKey is Quercus faginea"
 ]
}

 The dataset includes 4021 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006894-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w9yz6r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((3.9258348642119016 46.61866702489002, 3.9245073906443713 46.62741765304625, 3.9207265533556375 46.63582169004743, 3.9146366003707125 46.64355591389004, 3.9064708719018566 46.650322718009605, 3.896542939293076 46.655861606689115, 3.885234590593433 46.65995927451335, 3.8729811188361887 46.66245787203632, 3.8602544843663775 46.66326112956114, 3.8475450149864736 46.66233809487485, 3.835342372058066 46.65972433546325, 3.8241165432555633 46.65552055705634, 3.8142996214829687 46.6498886938288, 3.8062690946077895 46.64304562658657, 3.8003333042041483 46.63525477933126, 3.7967196372970844 46.626815927652665, 3.7955658984678546 46.61805362103324, 3.7969151768890717 46.609304672736016, 3.8007143806270265 46.60090520377162, 3.8068164655339163 46.59317774070241, 3.814986244419359 46.58641886082739, 3.824909529293331 46.58088785346962, 3.8362052396755995 46.57679682418405, 3.848440006599548 46.57430261175827, 3.8611447173644273 46.573500818296885, 3.873832381859917 46.574422173122166, 3.886016658327077 46.577031364492235, 3.8972303552213394 46.581228382121054, 3.907043226608779 46.58685232110225, 3.9150784012494957 46.593687507024846, 3.9210268299825386 46.601471715746236, 3.9246592017091735 46.60990618233223, 3.9258348642119016 46.61866702489002))",
 "KingdomKey is one of (Animalia, Fungi, Plantae)",
 "Year is one of (2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, 2026)",
 "Modified is greater than or equal to 2026-01-13"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006896-260120142942310/datasets/export for details.
DOI: 10.5281/zenodo.16911549
title: Code for 'Diverse yet Surprisingly Weak Influence of Snow-Fraction Changes on Regional Streamflow Seasonality Shifts'

description: ## 🔍 Description

This archive contains the source code used in the paper titled 'Diverse yet Surprisingly Weak Influence of Snow-Fraction Changes on Regional Streamflow Seasonality Shifts'.

The archive includes:

📁 Matlab scripts for model procession and  figure presenting



'temp_Snow' includes the structure of temperature-index model to simulate snow accumulation and snow melt;

please open and run the 'FRDR_load' firstly;

and then run 'FRDR_calculation'

and then run 'FRDR_plots' to plot the main figures in our paper


---

## ⚙ Requirements & Usage

The project uses MATLAB.
DOI: 10.5281/zenodo.18348388
title: Code for 'Diverse yet Surprisingly Weak Influence of Snow-Fraction Changes on Regional Streamflow Seasonality Shifts'

description: ## 🔍 Description

This archive contains the source code used in the paper titled 'Diverse yet Surprisingly Weak Influence of Snow-Fraction Changes on Regional Streamflow Seasonality Shifts'.

The archive includes:

📁 Matlab scripts for model procession and  figure presenting



'temp_Snow' includes the structure of temperature-index model to simulate snow accumulation and snow melt;

please open and run the 'FRDR_load' firstly;

and then run 'FRDR_calculation'

and then run 'FRDR_plots' to plot the main figures in our paper


---

## ⚙ Requirements & Usage

The project uses MATLAB.
DOI: 10.15468/dl.jef82m
title: Occurrence Download

description: A dataset containing 311386 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "VerbatimScientificName is insecta"
 ]
}

 The dataset includes 311386 records from 327 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006851-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/2dk-yty-9mc
title: Vexillum Röding, 1798

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gjj-b87-r14
title: Vexillum Röding, 1798

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.8uzrqu
title: Occurrence Download

description: A dataset containing 1590009071 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year 2012-2022"
 ]
}

 The dataset includes 1590009071 records from 37590 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006822-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8bpmnf
title: Occurrence Download

description: A dataset containing 3031 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84, Footprint WKT mismatch, Country derived from coordinates, Continent coordinate mismatch, Continent country mismatch, Continent derived from coordinates, Recorded date mismatch, Recorded date invalid, The taxon ID was not found in the checklist, Identified date invalid)",
 "OccurrenceStatus is Present",
 "TaxonKey is Biscutella didyma",
 "Year 1950-2025"
 ]
}

 The dataset includes 3031 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005625-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25921/261t-b220
title: Total alkalinity, pH on total scale, temperature, salinity, oxygen, nutrients and other measurements collected from discrete samples and profile observations during the R/V Hesperides cruise FICARAM_XIX (EXPOCODE 29HE20190406) in the Atlantic Ocean from 2019-04-06 to 2019-05-18 (NCEI Accession 0209070)

description: This dataset includes discrete profile measurements of total alkalinity, pH on total scale, temperature, salinity, oxygen and nutrients collected during the R/V Hesperides cruise FICARAM_XIX (EXPOCODE 29HE20190406) along the Repeat Hydrography Section A17 in the Atlantic Ocean from 2019-04-06 to 2019-05-18.