cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16940365
title: Field and model data sets

description: All data from the publication "Quantifying hydrological impacts of compacted sandy subsoils using soil water flow simulations: the importance of vegetation parameterization" by Pinza et al. (2025). 

They contain the following-soil hydraulic parameter data-monitoring data during experimental period 2022-2024 (soil moisture, precipitation, potential evapotranspiration)-climate projection data for 2072-2100 (precipitation, potential evapotranspiration used in this research)-results from the model for experimental period (2022-2024) and future climate (2072-2100)
DOI: 10.15468/dl.8bp5ps
title: Occurrence Download

description: A dataset containing 381 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lupinus polyphyllus",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 381 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042275-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g6d9hq
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lupinus polyphyllus",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 94 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042276-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qfaw7r
title: Occurrence Download

description: A dataset containing 2539 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lupinus polyphyllus",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2539 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042277-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16919947
title: HMFO enzyme sequences obtained by iterative PSI-BLAST and structural clustering

description: This dataset contains sequences of HMF oxidase (HMFO, EC1.1.3.47) homologs retrieved through iterative PSI-BLAST searches starting from the Methylovorus sp. (strain MP688) HMFO (E4QP00) sequence. This was followed by structural clustering and filtering for complete FAD/NAD(P)-binding domains.
DOI: 10.5281/zenodo.16919948
title: HMFO enzyme sequences obtained by iterative PSI-BLAST and structural clustering

description: This dataset contains sequences of HMF oxidase (HMFO, EC1.1.3.47) homologs retrieved through iterative PSI-BLAST searches starting from the Methylovorus sp. (strain MP688) HMFO (E4QP00) sequence. This was followed by structural clustering and filtering for complete FAD/NAD(P)-binding domains.
DOI: 10.5281/zenodo.16927897
title: Laccase enzyme (EC1.10.3.2) sequences curated by PSI-BLAST, InterProScan fold filtering, and Cupredoxin domain length constraints

description: This dataset contains laccase sequences identified through iterative PSI-BLAST searches seeded by Mol3, an engineered alkaliphilic laccase (https://doi.org/10.1186/s13068-022-02247-2) developed during the WoodZymes EU project (https://doi.org/10.3030/792070). The initial search retrieved over 56,000 homologues from UniProtKB/TrEMBL, and a second search seeded by an MSA from the first round further expanded the set. After filtering by InterProScan to retain only sequences with continuous Cupredoxin domains and canonical laccase lengths, ~18,000 sequences were selected for the final dataset.
DOI: 10.5281/zenodo.16927898
title: Laccase enzyme (EC1.10.3.2) sequences curated by PSI-BLAST, InterProScan fold filtering, and Cupredoxin domain length constraints

description: This dataset contains laccase sequences identified through iterative PSI-BLAST searches seeded by Mol3, an engineered alkaliphilic laccase (https://doi.org/10.1186/s13068-022-02247-2) developed during the WoodZymes EU project (https://doi.org/10.3030/792070). The initial search retrieved over 56,000 homologues from UniProtKB/TrEMBL, and a second search seeded by an MSA from the first round further expanded the set. After filtering by InterProScan to retain only sequences with continuous Cupredoxin domains and canonical laccase lengths, ~18,000 sequences were selected for the final dataset.
DOI: 10.5281/zenodo.16941548
title: Global Specialty Optical Fibers Market 2025 To 2034

description: Specialty Optical Fibers Market Size, Trends and Insights By Type (Single-Mode Specialty Optical Fiber, Multi-Mode Specialty Optical Fiber), By Application (Military & Defense, Healthcare & Medical Devices, Energy/Rail Transit, Oil & Gas, Telecommunication & Devices, Others), By Material (Glass Optical Fibers, Plastic Optical Fibers), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

As per the Specialty Optical Fibers Market conducted by the CMI Team, the global Specialty Optical Fibers Market is expected to record a CAGR of 8.71% from 2025 to 2034. In 2025, the market size is projected to reach a valuation of USD 1.88 Billion. By 2034, the valuation is anticipated to reach USD 3.98 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=72693
DOI: 10.5281/zenodo.16941547
title: Global Specialty Optical Fibers Market 2025 To 2034

description: Specialty Optical Fibers Market Size, Trends and Insights By Type (Single-Mode Specialty Optical Fiber, Multi-Mode Specialty Optical Fiber), By Application (Military & Defense, Healthcare & Medical Devices, Energy/Rail Transit, Oil & Gas, Telecommunication & Devices, Others), By Material (Glass Optical Fibers, Plastic Optical Fibers), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

As per the Specialty Optical Fibers Market conducted by the CMI Team, the global Specialty Optical Fibers Market is expected to record a CAGR of 8.71% from 2025 to 2034. In 2025, the market size is projected to reach a valuation of USD 1.88 Billion. By 2034, the valuation is anticipated to reach USD 3.98 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=72693
DOI: 10.5281/zenodo.16639909
title: Data for "Alloyed molybdenum enables efficient alcohol hydrodeoxygenation with supported bimetallic catalysts"

description: X-ray absorption spectroscopy data in Athena project files. 

(S)TEM images of the fresh mono- and bi-metallic catalysts.
DOI: 10.5281/zenodo.16639910
title: Data for "Alloyed molybdenum enables efficient alcohol hydrodeoxygenation with supported bimetallic catalysts"

description: X-ray absorption spectroscopy data in Athena project files. 

(S)TEM images of the fresh mono- and bi-metallic catalysts.
DOI: 10.5281/zenodo.8185672
title: Data from: Calculating global annual methane increases from satellite data using an ensemble dynamic linear model approach

description: NOTE: This is no official S5P/TROPOMI WFMD XCH4 L3-Dataset.

This data is used and created by the example code provided in 10.5281/zenodo.8178927, which is a supplement to the manuscript 'Zonal variability of methane trends derived from satellite data' (Hachmeister et al., 2024 ; 10.5194/acp-24-577-2024). This data can be downloaded to skip the gridding step in the mentioned example code, to avoid downloading the complete input data.
DOI: 10.5281/zenodo.8185671
title: Data from: Calculating global annual methane increases from satellite data using an ensemble dynamic linear model approach

description: NOTE: This is no official S5P/TROPOMI WFMD XCH4 L3-Dataset.

This data is used and created by the example code provided in 10.5281/zenodo.8178927, which is a supplement to the manuscript 'Zonal variability of methane trends derived from satellite data' (Hachmeister et al., 2024 ; 10.5194/acp-24-577-2024). This data can be downloaded to skip the gridding step in the mentioned example code, to avoid downloading the complete input data.
DOI: 10.5281/zenodo.16928069
title: Unspecific peroxygenase enzyme sequences curated by PSI-BLAST, InterProScan fold filtering, and catalytic motif conservation

description: Unspecific peroxygenase (UPO) sequences compiled through a multi-stage process:Literature-derived sequences from Hofrichter et al. (2022) were combined with additional UPO sequences obtained in OxyLipids national project (TED2021-129264B-C31/MICIU/AEI/10.13039/501100011033/European Union NextGenerationEU/PRTR) through hidden Markov model (HMM) searches.This combined seed set was used to perform PSI-BLAST searches against UniProtKB/TrEMBL, run for multiple iterations to expand the sequence set.All resulting sequences were annotated with InterProScan, and only those assigned to the Chloroperoxidase-like superfamily fold were retained.Sequences were further filtered to ensure the presence of the PCP motif around the coordinating cysteine and a conserved catalytic salt bridge typical of UPOs.
DOI: 10.5281/zenodo.16928070
title: Unspecific peroxygenase enzyme sequences curated by PSI-BLAST, InterProScan fold filtering, and catalytic motif conservation

description: Unspecific peroxygenase (UPO) sequences compiled through a multi-stage process:Literature-derived sequences from Hofrichter et al. (2022) were combined with additional UPO sequences obtained in OxyLipids national project (TED2021-129264B-C31/MICIU/AEI/10.13039/501100011033/European Union NextGenerationEU/PRTR) through hidden Markov model (HMM) searches.This combined seed set was used to perform PSI-BLAST searches against UniProtKB/TrEMBL, run for multiple iterations to expand the sequence set.All resulting sequences were annotated with InterProScan, and only those assigned to the Chloroperoxidase-like superfamily fold were retained.Sequences were further filtered to ensure the presence of the PCP motif around the coordinating cysteine and a conserved catalytic salt bridge typical of UPOs.
DOI: 10.15468/dl.p65dbg
title: Occurrence Download

description: A dataset containing 109293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Clamator jacobinus"
 ]
}

 The dataset includes 109293 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042221-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29978704
title: GRACE and GRACE-FO Post Processing in Python

description: This package is used to teach the post-processing of the GRACE and GRACE-FO data sets during the Summer School: "Satellite-Based Hydrological Data Assimilation", August 26-28, 2025, at the Geodesy Research Group, Department of Sustainability and Planning, Aalborg University, Denmark. The code offers possibilities to replace low-degree coefficients, reducing the effect of solid Earth deformation, applying smoothing/filtering, and accounting for leakage and spatial averaging. This code also provides a Markov Chain Monte Carlo error propagation tool to estimate the errors of TWS estimates, based on the known full covariance information of the level 2 data (often taken from ITSG products).The theoretical information is provided in chapter 3 of the document: Schumacher, M., Mehrnegar, N., Forootan, E. (2025), Summer School - Lecture Notes: Satellite-based Hydrological Data Assimilation. August 26-28 2025, Geodesy Group, Department of Sustainability and Planning, Aalborg University, Denmark, doi:10.6084/m9.figshare.29929562
DOI: 10.6084/m9.figshare.29978704.v1
title: GRACE and GRACE-FO Post Processing in Python

description: This package is used to teach the post-processing of the GRACE and GRACE-FO data sets during the Summer School: "Satellite-Based Hydrological Data Assimilation", August 26-28, 2025, at the Geodesy Research Group, Department of Sustainability and Planning, Aalborg University, Denmark. The code offers possibilities to replace low-degree coefficients, reducing the effect of solid Earth deformation, applying smoothing/filtering, and accounting for leakage and spatial averaging. This code also provides a Markov Chain Monte Carlo error propagation tool to estimate the errors of TWS estimates, based on the known full covariance information of the level 2 data (often taken from ITSG products).The theoretical information is provided in chapter 3 of the document: Schumacher, M., Mehrnegar, N., Forootan, E. (2025), Summer School - Lecture Notes: Satellite-based Hydrological Data Assimilation. August 26-28 2025, Geodesy Group, Department of Sustainability and Planning, Aalborg University, Denmark, doi:10.6084/m9.figshare.29929562
DOI: 10.15468/dl.6k3qdc
title: Occurrence Download

description: A dataset containing 765 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lupinus polyphyllus",
 "Country is Belarus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 765 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042278-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5w7srm
title: Occurrence Download

description: A dataset containing 2748 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lupinus polyphyllus",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2748 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042279-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mpe9t9
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lupinus polyphyllus",
 "Country is Bosnia and Herzegovina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042280-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16928272
title: Conversion of furanic substrates by hydroxymethylfurfural oxidase (HMFO)

description: This dataset comprises the results of the enzymatic reactions catalyzed by novel hydroxymethylfurfural oxidases (HMFO, EC1.1.3.47) at different pH conditions to convert two furanic substrates: i) 5-hydroxymethylfurfural (HMF) into the products 2,5-diformylfuran (DFF), 5-formylfurancarboxylic acid (FFCA) and 2,5-furandicarboxylic acid (FDCA); and ii) FFCA into the product FDCA.
DOI: 10.5281/zenodo.16928273
title: Conversion of furanic substrates by hydroxymethylfurfural oxidase (HMFO)

description: This dataset comprises the results of the enzymatic reactions catalyzed by novel hydroxymethylfurfural oxidases (HMFO, EC1.1.3.47) at different pH conditions to convert two furanic substrates: i) 5-hydroxymethylfurfural (HMF) into the products 2,5-diformylfuran (DFF), 5-formylfurancarboxylic acid (FFCA) and 2,5-furandicarboxylic acid (FDCA); and ii) FFCA into the product FDCA.
DOI: 10.15468/dl.9xtqrr
title: Occurrence Download

description: A dataset containing 692188 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Acanthocyclops americanus, Acartia tonsa, Amphibalanus amphitrite, Amphibalanus eburneus, Amphibalanus improvisus, Apionsoma misakianum, Aporrectodea trapezoides, Arcuatula senhousia, Armadillidium nasatum, Ascidiella aspersa, Asparagopsis armata, Asparagopsis taxiformis, Aurelia solida, Austrominius modestus, Balanus trigonus, Boccardia proboscidea, Bonnemaisonia hamifera, Botrylloides violaceus, Bugula neritina, Caprella mutica, Caprella scaura, Celleporaria brunnea, Cephalothrix simula, Cercopagis pengoi, Corambe obscura, Cordylophora caspia, Corella eumyota, Crepidula fornicata, Cutleria multifida, Dasysiphonia japonica, Ensis directus, Eucheilota menoni, Euphysa tentaculata, Evadne anonyx, Fenestrulina delicia, Fibrocapsa japonica, Ficopomatus enigmaticus, Gammarus tigrinus, Gonionemus vertens, Haloa japonica, Halothrix lumbricalis, Haminella solitaria, Hemigrapsus takanoi, Herdmania momus, Hydroides elegans, Juxtacribrilina mutabilis, Leptosiphonia fibrillosa, Marenzelleria arctia, Marenzelleria neglecta, Marenzelleria viridis, Mawia benovici, Melanothamnus harveyi, Mnemiopsis leidyi, Monocorophium acherusicum, Monocorophium sextonae, Mytilicola orientalis, Neogobius melanostomus, Nitokra hibernica, Oithona davisae, Ostreopsis ovata, Palaemon elegans, Paracerceis sculpta, Paranthura japonica, Parathalestris harpactoides, Perophora japonica, Petricolaria pholadiformis, Pleurosira laevis, Polycerella emertoni, Polydora cornuta, Polydora websteri, Polysiphonia brodiei, Potamopyrgus antipodarum, Pseudocalanus acuspes, Pseudocalanus mimus, Pseudodiaptomus marinus, Rangia cuneata, Rhithropanopeus harrisii, Rhodochorton tenue, Schizoporella japonica, Sinelobus vanhaareni, Smittoidea prolifica, Streblospio benedicti, Stylochus ellipticus, Telmatogeton japonicus, Thalassiosira punctigera, Tharyx setigera, Torquigener flavimaculosus, Xenostrobus securis)"
 ]
}

 The dataset includes 692188 records from 1857 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042263-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28782368
title: data in TXT format to AL-lith Hot Spring sample Original data

description: The data in FASTA GZ format was converted to TXT format.
DOI: 10.25549/inscriptifact-ouc110828097
title: Persepolis Fortification Elamite Tablet 0831, PF 0831

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] PF 0831 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge. ❧ [Physical Object Note:] Damage on left edge, cracks and damage on obverse. Crack on right edge, upper edge.
DOI: 10.25549/inscriptifact-ouc110828077
title: Persepolis Fortification Elamite Tablet 0831, PF 0831

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] PF 0831 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge. ❧ [Physical Object Note:] Damage on left edge, cracks and damage on obverse. Crack on right edge, upper edge.
DOI: 10.25549/inscriptifact-ouc110828072
title: Persepolis Fortification Elamite Tablet 0831, PF 0831

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] PF 0831 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge. ❧ [Physical Object Note:] Damage on left edge, cracks and damage on obverse. Crack on right edge, upper edge.
DOI: 10.25549/inscriptifact-ouc110827260
title: Persepolis Fortification Elamite Tablet 2295.101, Fort 2295.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 2295.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Broken bottom edge, right edge. Damaged left edge.
DOI: 10.25549/inscriptifact-ouc110827207
title: Persepolis Fortification Elamite Tablet 2295.101, Fort 2295.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 2295.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Broken bottom edge, right edge. Damaged left edge.
DOI: 10.25549/inscriptifact-ouc110827204
title: Persepolis Fortification Elamite Tablet 2295.101, Fort 2295.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 2295.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Broken bottom edge, right edge. Damaged left edge.
DOI: 10.25549/inscriptifact-ouc110827193
title: Persepolis Fortification Elamite Tablet 2295.101, Fort 2295.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 2295.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Broken bottom edge, right edge. Damaged left edge.
DOI: 10.15468/dl.mdkmc3
title: Occurrence Download

description: A dataset containing 2046 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scutellaria baicalensis Georgi"
 ]
}

 The dataset includes 2046 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013167-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vwxuep
title: Occurrence Download

description: A dataset containing 293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mimosa pudica L."
 ]
}

 The dataset includes 293 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013168-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.