cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25740/nf288ry2198
title: H5 Start-to-end Laser Modeling Data--oscillator, pulse shaper, amplifier, dcns--and LSTM Model Weights

description: This data is created using the Start-to-End Software model for chirped pulse amplifier and nonlinear optics systems from Hirschman, et al [https://doi.org/10.1364/OE.520542]. The simulation involved an oscillator, pulse shaper, amplifier, and noncolinear sum-frequency generation (SFG) upconversion process. Each example in the dataset uses a different set of pulse shaper parameters (effectively modulating the input to the amplifier and then to the SFG. The pulse shaper parameter space included scanning second- and third-order dispersion (SOD and TOD) values from -1e4 to 1e4 (fs)^2 and -1e5 to 1e5 (fs)^3, respectively. For spectral amplitude shaping, hole positions from 1022 nm to 1036 nm in steps of 0.35 nm, hole depths from 0 to 0.95 in steps of 0.0475, and hole widths from 0.1 nm to 4 nm in steps of 0.195 nm were all scanned. Out of all these combinations 10,000 parameter combinations were selected (enforcing at least 400 had no hole ie hole depth was zero). The simulation for each parameter combination was run and the three output fields in frequency domain from the final SFG process were stored as complex values in a concatenated vector. For data storage purposes, these vectors were all downsampled and cut compared to the original simulation output. The accompanying paper submission describes this data reduction process. All of the data was then placed in an H5 file. 

Additionally, when using this data for training machine learning models, we use a min-max scaler across all examples for each element in the vector. We store this scaler here and also include the weights from the LSTM associated with our paper.
DOI: 10.3535/63p-gwg-k0f
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kd0-232-kk3
title: Stenocypris Sars, 1889

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/taq-rzx-ezg
title: Bogidiella Hertzog, 1933

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/56q-aas-vt4
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wpa-mg3-wmb
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/npk-5v1-kms
title: Heptanthura caribbica (Müller, 1990)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w17-9rc-99t
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/02w-4xv-k97
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b82-ges-371
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y3j-smg-gxd
title: Proasellus lagari Henry & Magniez, 1982

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5nw-kvd-qyg
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b5k-68c-l20
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a6m-5eq-9jz
title: Proasellus meridianus meridianus (Racovitza, 1919)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pzr-89s-aqs
title: Idotea chelipes (Pallas, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a1w-6at-hh3
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0ke-fh8-6n9
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c8l-6y9-qr0
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jey-m2y-t8g
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j0v-r41-mml
title: Pseudocandona Kaufmann, 1900

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jzq-yds-lza
title: Mesocyclops intermedius Pesce, 1985

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wrz-vv8-2fv
title: Pseudocandona Kaufmann, 1900

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6mv-kkt-med
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fnc-4kq-txp
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.25740/fj986tg0780
title: Amanda Semler PhD Thesis Supplementary Datasets

description: Amanda Semler PhD Thesis Supplementary Datasets
DOI: 10.3535/5ma-f3t-lkf
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.15801666
title: Data from: Local climate and forest cover drive geographic variation of functional and reproductive traits in a viviparous lizard

description: Ecological impacts of climate warming in ectotherms can manifest across various biological levels with heat stress disrupting cellular processes, functional traits and life-history strategies. Using space-for-time substitutions where one examines geographic variation in population phenotypes allows to make predictions for biotic responses to climate warming over time. Yet, this approach requires a multivariate description of the local environment to infer a potential causal relationship between climate conditions and phenotypes. Here, we examined the geographical variation in cellular, morphological, physiological, behavioural and reproductive traits of adult female common lizards (Zootoca vivipara) across 14 natural populations along an environmental gradient with contrasting daytime and nighttime temperatures, forest cover and free-standing water access. We found significant geographical variations in all female traits, except resting metabolic rates. Geographic trait variation was mainly correlated with local thermal conditions and forest cover, but not with access to free-standing water. Females from populations with warm nighttime temperatures had lower total evaporative water losses, while females from populations exposed to higher daytime temperatures had lower preferred body temperatures. Females from populations with higher forest cover had a higher body condition at capture and an earlier emergence time. In addition, female telomere length (a biological marker of ageing) was higher in populations with lower temperatures and a high forest cover. Reproductive traits were mainly determined by the forest cover and to a lesser extent by nighttime local temperature. Females from populations with high forest cover had delayed parturition dates, higher reproductive investment and a higher post-partum condition. However, the number of viable juveniles at birth was negatively correlated with high local nighttime temperatures. Our integrative study suggests that local diurnal and nocturnal thermal conditions as well as forest cover can lead to changes in cellular, physiological, behavioural and reproductive traits. While thermal stress and habitat alteration are growing threats to terrestrial ectotherms, taking into account intraspecific variations in functional and reproductive traits together with changes in diurnal, nocturnal temperatures and vegetation will be essential for predicting ectotherms responses to current and future climates.
DOI: 10.3535/19y-ked-7nc
title: Philoscia muscorum muscorum (Scopoli, 1763)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g85-vg5-vc9
title: Orbitacolax analogus Vervoort, 1969

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4y3-5gf-74q
title: Cletodes macrura Fiers, 1991

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r46-xba-58m
title: Lekanesphaera rugicauda (Leach, 1814)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cr6-13s-q23
title: Macrothrix spinosa King, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j2b-xfl-y9p
title: Metacyclops Kiefer, 1927

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/839-ht9-60w
title: Orbitacolax analogus Vervoort, 1969

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bw9-ykq-s8r
title: Moina

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qkd-y3k-mj9
title: Hemicypris Sars, 1903

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mdw-ncb-y60
title: Metacyclops Kiefer, 1927

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xfj-f0e-07f
title: Philoscia muscorum muscorum (Scopoli, 1763)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/acj-lqa-tfa
title: Bomolochus bellones Burmeister, 1835

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yjj-mm6-7b7
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3es-jkc-lez
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gdk-dgs-tx0
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/klh-aep-2n7
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ra0-h66-tgv
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fzk-vf0-wap
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/49r-xy2-te2
title: Acanthocolax similis Vervoort, 1969

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xqk-n57-g5x
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/76m-4wk-s8p
title: Idotea chelipes (Pallas, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r7m-9f0-561
title: Campecopea hirsuta (Montagu, 1804)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7e5-lfp-0v2
title: Tanais cavolinii Milne Edwards, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kjx-sy4-tvt
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lwj-xz3-0s1
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1wr-dge-nmg
title: Pleurocrypta macrocephala Nierstrasz & Brender à Brandis, 1923

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8z5-8m2-mle
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.4duxjg
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cynara cardunculus L.",
 "Country is Türkiye",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103009-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25740/sk954gp2933
title: Data files for "Engineering a molecular electrocatalytic system for energy-efficient ammonia production from wastewater nitrate"

description: This collection contains data for the article titled "Engineering a molecular electrocatalytic system for energy-efficient ammonia production from wastewater nitrate." These data include NMR and XPS spectra, aqueous nitrate and ammonia/ammonium mass balances for controlled-potential electrolysis and electrocatalyst-in-a-box (ECaB) experiments, electrochemical data used to calculate energy consumption for ECaB experiments, and worksheet and tabulated results of ECaB cost assessment.
DOI: 10.3535/p2d-4gc-vm8
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.15737213
title: Filtered HF Radar Surface Current Fields from CODAR DF System – Ligurian and N. Tyrrhenian Seas (Quality-Restricted Thresholds Applied)

description: This dataset provides hourly surface current velocity fields derived from a high-frequency (HF) radar network operating at 13.5 MHz, using a CODAR SeaSonde Direction Finding system. The network comprises three coastal radar stations located in Livorno (LIVO), San Vincenzo (SVIN), and Isola del Tino (TINO), offering broad spatial coverage over the Ligurian and Northern Tyrrhenian Seas.

Radial current measurements are acquired on a polar grid with an approximate radial resolution of 1.5 km and an angular resolution of 5°. These radial components are merged into total surface current vectors through a least-squares combination method. The resulting velocity fields represent currents in the upper ~0.3 to 2.5 meters of the ocean surface and are averaged over 1-hour intervals centered on each full hour.

To assess the influence of quality control parameters on data reliability and spatial coverage, the dataset includes multiple filtered versions using different threshold values of the VART_QC (temporal variance) and MDFL_QC (median) filters, ranging from 0.182 to 1 m/s. For completeness, this release also includes data filtered with threshold values of 1 m/s for both VART_QC and MDFL_QC, indicated as the default configuration, which aligns with the specifications recommended by the EuroGOOS HF Radar Task Team.

All data are georeferenced using the WGS84 geographic coordinate system (EPSG:4326), spanning approximately 41.5°–44.5° N and 8.5°–12.5° E. The files are provided in NetCDF-4 classic format and comply with both CF-1.6 and Copernicus InSitu-TAC metadata conventions.

The dataset represents a subset of HF radar observations collected during October and November 2020, a period selected for its temporal overlap with drifter deployments, making it particularly valuable for validation and modeling studies.

The data are owned and provided by the LaMMA Consortium (Consorzio LaMMA).

An extended version of the HF radar dataset is available at the following link:https://thredds.hfrnode.eu:8443/thredds/NRTcurrent/HFR-LaMMA/HFR-LaMMA_catalog.html(hosted on the European HF radar data-sharing server, part of the EuroGOOS HFR Task Team network).
DOI: 10.15468/dl.fcy9e7
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cynara cardunculus L.",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 87 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103008-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/4hm-v48-721
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ya7-6pv-j1v
title: Mesocyclops aspericornis (Daday, 1906)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8q9-wwx-byv
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mkk-t47-5bb
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.25740/pk659hh2169
title: Tale of Three Systems Cruise Data (SKQ202310S)

description: Data collected during the "Tale of Three Systems" cruise, on the R/V Sikuliaq, Chukchi Sea,  June 16 - July 30, 2023
DOI: 10.3535/d7h-7fq-cdj
title: Jaera (Jaera) Leach, 1814

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vsh-d7d-7a4
title: Cyathura Norman & Stebbing, 1886

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dcm-f23-t6z
title: Bradleystrandesia Broodbakker, 1983

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9pl-kcx-kml
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l8y-3gl-tv5
title: Heterocypris punctata Keyser, 1975

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/59x-9qd-sd1
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m4e-k4q-91y
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.25740/zt947xt7688
title: Nitrous oxide isotope data from GEOTRACES GP16

description: This deposit contains the nitrous oxide data, and associated ancillary data, from the GEOTRACES GP16 Eastern Pacific Zonal Transect. The ancillary data included here pertain to the nitrous oxide samples, which represent a subset of the full dataset for the ancillary parameters. Please see primary sources of those full datasets available elsewhere.
DOI: 10.3535/m0k-dmp-bhw
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/elc-rr9-5q4
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hrj-shw-r9j
title: Arthropoda

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/22k-44a-prt
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7hz-lnv-7wr
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.3v4w6h
title: Occurrence Download

description: A dataset containing 190 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melocactus pruinosus Werderm."
 ]
}

 The dataset includes 190 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103005-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kzrb5w
title: Occurrence Download

description: A dataset containing 188 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cynara cardunculus L.",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 188 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103007-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/0bs-nvh-zzb
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8cs-ewb-s9d
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sez-3hs-m6n
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vzf-ep5-apy
title: Hordeum vulgare L.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/06a-kdl-clg
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k4r-50k-nsk
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pak-9d7-7z2
title: Anzcyclops silvestris (Harding, 1958)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hqf-96p-z21
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x07-5zv-rgt
title: Noodtorthopsyllus petkovskii (Huys, 1990)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.xnw9a4
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "OccurrenceStatus is Present",
 "TaxonKey is Biomphalaria glabrata (Say, 1818)",
 "Year 2000-2025"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103006-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/mk3-dvz-7hg
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2xr-r74-nn0
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5j7-wz4-bgv
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jt6-apq-zz5
title: Idotea chelipes (Pallas, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p09-qth-vts
title: Eurydice pulchra Leach, 1816

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kyg-8ar-e5s
title: Asellus (Asellus) aquaticus aquaticus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6nc-3hg-zcl
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gwr-76q-39j
title: Proasellus meridianus meridianus (Racovitza, 1919)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/44z-st7-2qh
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8gq-dxq-zzv
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cvz-zct-2x8
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jj3-8h0-5f5
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lma-6hr-mnq
title: Animalia

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