cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17635535
title: Data for the manuscript "Tuning Molecular Motors with Tert-Butyl and Fluorinated Tert-Butyl Groups"

description: .xyz files for Stable and Metastable states as well as for the Transition StructuresThe file names follow the convention molecule_state.xyz, where molecule represents the short name of the molecule, and state indicates the conformational state (stable, metastable, or TS for transition structure); a postfix _D3BJ denotes geometries obtained from calculations that include the D3BJ dispersion correction

The file tBu_table.csv lists, for each Molecule, the calculated absorption wavelength of the stable state (λ_stable (nm)), its corresponding photon energy (λ_stable (eV)) and deviation from the experimental wavelength (λ_stable_diff (nm)), the calculated absorption wavelength of the metastable state (λ_meta (nm)), its corresponding photon energy (λ_meta (eV)) and deviation from the experimental wavelength (λ_meta_diff (nm)), as well as the calculated thermal forward and backward rate constants (k_THI (s^-1) and k_TI (s^-1)), the theoretical half-life (t1/2 (s)), and the experimental half-life (t1/2_exp (s)), with the deviation and experimental half-life values provided only when experimental data are available.
DOI: 10.13130/rd_unimi/jmksaw/cdww6x
title: ensemble_delta_ref_mono_vanilla_Dist.Clust+Group+Neigh.kDist+Max+RR N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/k7xwlq
title: assignment_Dist.Bound+Dist.Clust+Max+Sink N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/bqnpql
title: delta_self_ensemble_Dist.Bound+Dist.Clust+Max+Sink N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/aevflj
title: ensemble_delta_ref_mono_oracle_Dist.Clust+Group+Neigh.kDist+Max+RR N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/tl4txm
title: ensemble_quality_Dist.Clust+Group+Neigh.kDist+Max+Sink N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/1zslvh
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Group+Neigh.kDist+Count+Sink N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/rza9gs
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Group+Neigh.kDist+Count+RR N21_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/abwe3u
title: ensemble_delta_ref_mono_oracle_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/fqnuwt
title: ensemble_quality_Dist.Bound+Group+Neigh.kDist+Max+RR N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/wg5if3
title: delta_self_ensemble_Dist.Clust+Group+Neigh.kDist+Count+RR N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/r4e6nj
title: assignment_Dist.Bound+Group+Neigh.kDist+Count+RR N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/mtrjvs
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Group+Neigh.kDist+Max+Sink N21_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ickqav
title: ensemble_quality_Dist.Bound+Dist.Clust+Max+RR N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/r3oqxt
title: ensemble_quality_Dist.Bound+Group+Neigh.kDist+Max+RR N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/diufhu
title: delta_self_ensemble_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+Sink N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/gf6lw4
title: mono_vanilla_delta_self_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/7imgnd
title: ensemble_delta_ref_mono_oracle_Dist.Clust+Group+Neigh.kDist+Count+Sink N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/pz8hgg
title: ensemble_delta_ref_mono_vanilla_Dist.Clust+Group+Neigh.kDist+Count+RR N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/xtnr0a
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Max+Sink N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/y0eyva
title: delta_self_ensemble_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Max+RR N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/r0ujks
title: ensemble_delta_ref_mono_oracle_Dist.Clust+Group+Neigh.kDist+Count+RR N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/3owb18
title: ensemble_quality_Dist.Bound+Group+Neigh.kDist+Count+Sink N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/vzx1qc
title: assignment_Dist.Bound+Group+Neigh.kDist+Max+Sink N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/pmybw9
title: delta_self_ensemble_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Max+Sink N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/vkhzfm
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Dist.Clust+Max+Sink N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/hnxjjt
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Dist.Clust+Max+RR N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ixwh2y
title: ensemble_quality_Dist.Bound+Group+Neigh.kDist+Count+Sink N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/jeclhd
title: ensemble_delta_ref_mono_vanilla_Dist.Clust+Group+Neigh.kDist+Count+RR N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/7elmna
title: ensemble_delta_ref_mono_vanilla_Dist.Clust+Group+Neigh.kDist+Count+Sink N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/geabjf
title: delta_self_ensemble_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Max+RR N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/6z5mjy
title: ensemble_delta_ref_mono_vanilla_Dist.Clust+Group+Neigh.kDist+Max+RR N21_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/f4nelb
title: delta_self_ensemble_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+Sink N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/4ojxlj
title: ensemble_quality_Dist.Clust+Group+Neigh.kDist+Max+Sink N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/2tecfx
title: ensemble_delta_ref_mono_oracle_Dist.Clust+Group+Neigh.kDist+Count+Sink N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/krkq6w
title: delta_self_ensemble_Dist.Clust+Group+Neigh.kDist+Max+Sink N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/zreuv3
title: mono_vanilla_delta_ref_mono_oracle_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/eecqkp
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+Sink N21_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/gslhrr
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+Sink N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ft9ak8
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Group+Neigh.kDist+Count+Sink N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/gpmxup
title: ensemble_delta_ref_mono_vanilla_Dist.Clust+Group+Neigh.kDist+Max+RR N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/3vcmaa
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Group+Neigh.kDist+Max+RR N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/svtfm0
title: ensemble_quality_Dist.Bound+Group+Neigh.kDist+Max+Sink N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/custnj
title: delta_self_ensemble_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Max+Sink N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/oxnlsk
title: assignment_Dist.Clust+Group+Neigh.kDist+Max+Sink N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/sukyce
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+Sink N21_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/rtvk1z
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+RR N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/zgdnc7
title: delta_self_ensemble_Dist.Clust+Group+Neigh.kDist+Count+Sink N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ez5ef9
title: delta_self_ensemble_Dist.Bound+Group+Neigh.kDist+Max+Sink N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/mypyit
title: assignment_Dist.Clust+Group+Neigh.kDist+Max+Sink N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/0vjgal
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Dist.Clust+Count+RR N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ygfmot
title: assignment_Dist.Bound+Dist.Clust+Max+Sink N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/odj0un
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+Sink N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ssekla
title: delta_self_ensemble_Dist.Bound+Group+Neigh.kDist+Max+RR N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/bqu8o5
title: assignment_Dist.Clust+Group+Neigh.kDist+Count+Sink N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/lj6d9f
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Dist.Clust+Max+Sink N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ufhejn
title: assignment_Dist.Bound+Group+Neigh.kDist+Count+RR N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/nxlza4
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Dist.Clust+Max+RR N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/pdhhkg
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Dist.Clust+Max+RR N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/l2yo53
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Group+Neigh.kDist+Count+RR N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/uuuncu
title: ensemble_delta_ref_mono_vanilla_Dist.Clust+Group+Neigh.kDist+Max+RR N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ptdq9b
title: delta_self_ensemble_Dist.Bound+Group+Neigh.kDist+Max+Sink N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/titqhj
title: ensemble_delta_ref_mono_oracle_Dist.Clust+Group+Neigh.kDist+Max+Sink N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/aniysb
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+RR N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/y13a1l
title: ensemble_quality_Dist.Bound+Group+Neigh.kDist+Max+RR N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/vtvagl
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Dist.Clust+Max+Sink N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/t7heoq
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Dist.Clust+Max+RR N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/queuvv
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Max+Sink N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/darjpy
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Dist.Clust+Max+RR N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/fhe8bi
title: ensemble_delta_ref_mono_oracle_Dist.Clust+Group+Neigh.kDist+Count+Sink N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/nm3ldi
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Dist.Clust+Count+RR N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/cpi1jc
title: ensemble_quality_Dist.Bound+Dist.Clust+Count+Sink N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/7aenrm
title: assignment_Dist.Bound+Dist.Clust+Count+RR N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/jn21ny
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+Sink N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/2maf7w
title: delta_self_ensemble_Dist.Bound+Group+Neigh.kDist+Count+RR N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/cy4ju4
title: assignment_Dist.Clust+Group+Neigh.kDist+Count+RR N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/mwznyh
title: ensemble_quality_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+Sink N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ntxedl
title: ensemble_quality_Dist.Clust+Group+Neigh.kDist+Max+RR N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/x8fggw
title: delta_self_ensemble_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Max+Sink N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/cnmxot
title: assignment_Dist.Bound+Dist.Clust+Count+Sink N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ut5qqh
title: ensemble_quality_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+Sink N21_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/mdmjs3
title: delta_self_ensemble_Dist.Bound+Dist.Clust+Max+Sink N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/hkry8k
title: assignment_Dist.Bound+Group+Neigh.kDist+Count+Sink N09_training_set_clean.tab
DOI: 10.5281/zenodo.17635550
title: Data associated with A probabilistic approach for spatial scour burial prediction

description: Field and literature data collected for the purpose of prediction and spatial analysis of scour burial, and sensitivity analysis to the different sediment and hydrodynamic parameters in Sequim Bay, WA and Duck, NC. Files in this dataset include input data as excel spreadsheets, matlab codes, and processed data as excel spreadsheets and plots as images, and GIS files needed to replicate results. A Table of Contents is placed at the start to help navigate the contents and their location. All the necessary references related to the data are written in the manuscript.
DOI: 10.13130/rd_unimi/jmksaw/fwiuhn
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Group+Neigh.kDist+Max+Sink N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/wrrr8d
title: assignment_Dist.Bound+Group+Neigh.kDist+Max+Sink N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ipmjat
title: assignment_Dist.Clust+Group+Neigh.kDist+Max+RR N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/snrend
title: assignment_Dist.Clust+Group+Neigh.kDist+Count+RR N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/a7wd02
title: delta_self_ensemble_Dist.Clust+Group+Neigh.kDist+Max+Sink N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/kqssat
title: assignment_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Max+Sink N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/djrjsj
title: ensemble_quality_Dist.Bound+Dist.Clust+Count+RR N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/zhoe2r
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Group+Neigh.kDist+Max+Sink N21_test_set_clean.tab
DOI: 10.15468/dl.pxh6yj
title: Occurrence Download

description: A dataset containing 676698 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cardamine pratensis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 676698 records from 2023 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040026-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/2bq-mc6-ezx
title: Electra monostachys (Busk, 1854)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r9j-yfe-7cs
title: Tiltoniceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9ev-z4n-3b6
title: †Aequipecten angelonii (Meneghini, 1878)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dbl-vsb-ylt
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l5j-4ja-bj5
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zhr-m1v-kyd
title: Membranipora de Blainville, 1830

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8ca-bt7-kk9
title: Idmidronea Canu & Bassler, 1920

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7f8-6zm-zsx
title: †Exogyra Say, 1820

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zzb-6cl-nhh
title: Homo sapiens Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lt0-zvd-ryv
title: †Miogypsina Sacco, 1893

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vmp-7ev-hrt
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cye-7a9-1jy
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d8y-tx5-sys
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fkb-nw9-z3d
title: Nellia tenella (Lamarck, 1816)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yfx-cjl-q8m
title: Platypleuroceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/nkg2rdzgbs
title: Elevation-Groundwater Analysis Toolkit (EGAT)

description: The Elevation-Groundwater Analysis Toolkit (EGAT) provides open-source code, documentation, and sample data for evaluating the interaction between topography, groundwater dynamics, and climate stressors across multiple spatial scales. Developed in Python, EGAT integrates hydrological, climatic, and land use/land cover datasets to quantify groundwater risk patterns and test elevation-centric assumptions in water management.

The dataset includes: (i) Python scripts for data preprocessing, groundwater–elevation analysis, and visualization, (ii) a detailed user manual with installation and workflow instructions, and (iii) example datasets comprising DEM subsets, climate data samples, and groundwater monitoring records. While large raw datasets (e.g., Sentinel-2, SRTM DEM, CRU TS) are not included due to size, direct links to open-access repositories are provided.

EGAT supports reproducible research in groundwater modeling, enabling users to replicate case studies, adapt workflows for local datasets, and extend the framework to other regions. By publishing this dataset, we aim to promote transparency, reusability, and collaborative development of physics-informed water resource assessment tools.
DOI: 10.3535/m06-qkv-x0y
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mal-4j1-6ax
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/nkg2rdzgbs.1
title: Elevation-Groundwater Analysis Toolkit (EGAT)

description: The Elevation-Groundwater Analysis Toolkit (EGAT) provides open-source code, documentation, and sample data for evaluating the interaction between topography, groundwater dynamics, and climate stressors across multiple spatial scales. Developed in Python, EGAT integrates hydrological, climatic, and land use/land cover datasets to quantify groundwater risk patterns and test elevation-centric assumptions in water management.

The dataset includes: (i) Python scripts for data preprocessing, groundwater–elevation analysis, and visualization, (ii) a detailed user manual with installation and workflow instructions, and (iii) example datasets comprising DEM subsets, climate data samples, and groundwater monitoring records. While large raw datasets (e.g., Sentinel-2, SRTM DEM, CRU TS) are not included due to size, direct links to open-access repositories are provided.

EGAT supports reproducible research in groundwater modeling, enabling users to replicate case studies, adapt workflows for local datasets, and extend the framework to other regions. By publishing this dataset, we aim to promote transparency, reusability, and collaborative development of physics-informed water resource assessment tools.
DOI: 10.3535/alm-jjb-nab
title: Liparoceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bt6-yeg-ztx
title: Cellaria fistulosa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fdh-lpe-8s3
title: Cupuladria Canu & Bassler, 1919

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ndc-tjn-pdr
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ls5-hx7-z2a
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aqg-bx2-je0
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qff-lcy-nwn
title: Catenicella de Blainville, 1830

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/avs-wtk-53e
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m1m-vb7-p5z
title: Aegocrioceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/wzzjzkstyz.2
title: Initial dataset on households’ perceptions, waste sorting and contributions for improving domestic waste management in Red River Delta region, Vietnam

description: This research aims to advance the understanding of Vietnamese citizens’ perceptions of household waste management challenges and their behavioral responses, with particular emphasis on their willingness-to-pay for improving waste management services. To be specific, between June and July 2025, we employed a hybrid data collection methodology integrating digital and in-person techniques, utilizing a stratified random sampling approach combined with the contingent valuation method to survey 431 households across 8 communes/wards in Hai Phong City, Vietnam. The study utilized the Culture Tower (KAUC/KHUC Tower) to systematically design and collect comprehensive data encompassing four primary information categories: (1) perceptions and attitudes toward waste management challenges and satisfaction levels with current waste treatment services, (2) existing household waste separation behaviors and practices, (3) willingness-to-pay commitments for improved waste management services and underlying motivational factors, (4) sociodemographic and economic characteristics of respondents.
DOI: 10.3535/1z0-va4-7ab
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vs0-8vz-582
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0jf-s4e-9gx
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/75l-y9f-2bd
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ejz-rb4-erk
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pnx-224-lv2
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7lp-0yd-7tt
title: Rhynchozoon larreyi (Audouin, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dzx-mjl-57g
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/91b-20l-jsg
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j2p-jfh-czw
title: Crisia Lamouroux, 1812

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mey-sz3-ybb
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gwr-yyk-bp7
title: Therenia porosa (Smitt, 1873)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v4e-1h0-dl8
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/15h-6f0-jty
title: Vincularia Defrance, 1829

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7gm-fr3-6gj
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.