cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.u998ma
title: Occurrence Download

description: A dataset containing 329 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Formica obscuripes",
 "Country is Canada",
 {
 "not" : {
 "InstitutionCode" : [
 "is one of (iNaturalist)"
 ]
 }
 }
 ]
}

 The dataset includes 329 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054440-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xea2jq
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Stipa himalaica"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054439-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17432273
title: Navigation in the 3 D Number Space

description: With this Excel -file we present a vertical cross section to the 2 D quadrant structure. The b-axis arrises as orange cell  in the center of the spreadsheet. This centerfield connects to the orange cell in the headline. Here you can determine the b- coordinate of the section.
DOI: 10.5281/zenodo.17432274
title: Navigation in the 3 D Number Space

description: With this Excel -file we present a vertical cross section to the 2 D quadrant structure. The b-axis arrises as orange cell  in the center of the spreadsheet. This centerfield connects to the orange cell in the headline. Here you can determine the b- coordinate of the section.
DOI: 10.5284/1137069
title: Digital Archive from an Archaeological Evaluation and Excavation at St George's Road, Semington, Wiltshire, October 2023

description: This collection consists of sites images, GIS data, and spreadsheet data from a programme of archaeological works, comprising excavation and evaluation, at land off St George's Road, Semington, Wiltshire. The works were carried out by Cotswold Archaeology in October 2023. A pit containing possible Bronze Age flint and pottery of Middle Iron Age date was identified within the eastern part of the site, likely relating to Iron Age settlement activity previously identified to the north and within the wider vicinity of the site. Evidence of medieval/post-medieval ridge and furrow cultivation was recorded throughout the site.
DOI: 10.15468/dl.7k3g76
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Potentilla xizangensis"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054441-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17432367
title: Wildfire risk: Disaster risk management and tipping point bibliometric analysis
DOI: 10.5281/zenodo.17432368
title: Wildfire risk: Disaster risk management and tipping point bibliometric analysis
DOI: 10.15468/dl.9jh8n3
title: Occurrence Download

description: A dataset containing 359 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Artemisia hedinii"
 ]
}

 The dataset includes 359 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054442-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17302483
title: Sea Ice Fractures - Data and Plots

description: Detected LKFs and plotting routines of the publication

Gärtner, J. P., Jung, T., Li, X. Hutter, N. (2025). Sea Ice Fractures in a Warming World: Projected Changes in Leads and Ridges
DOI: 10.5281/zenodo.17302484
title: Sea Ice Fractures - Data and Plots

description: Detected LKFs and plotting routines of the publication

Gärtner, J. P., Jung, T., Li, X. Hutter, N. (2025). Sea Ice Fractures in a Warming World: Projected Changes in Leads and Ridges
DOI: 10.5281/zenodo.15050199
title: PomerFish: A dataset for fishes across Pomerania freshwater waterbodies in-situ environments

description: Overview:

We established a novel dataset through underwater video surveillance across temperate freshwater habitats in the Pomeranian region of Central Europe, focusing on endangered Salmon and ecologically significant species. Researchers collected these videos between 2015 and 2024 using a GoPro Hero 5 camera model. The PomerFish dataset comprises two sub-datasets: PomerFishObj and PomerFishSeg. Our dataset features both bounding box and segmentation mask annotations, enabling its application in in-habitat monitoring and growth status evaluation of freshwater species, a capability surpassing existing datasets. For the annotations of the images, CVAT v2.13 open-source software was utilized.

Usage:

The entire dataset is packaged within a compressed archive file named PomerFish.rar. PomerFishObj cotains imges and a coco format json file. PomerFishSeg provides two distinct segmentation masks: (1) semantic segmentation masks (SegmentationClass), where each pixel is labeled with a categorical class, and (2) instance segmentation masks (SegmentationObject), which delineate individual object instances for counting. The sample of dataset (PomerFish_subset.rar) were provided for users to check the dataset structure. For easy PyTorch integration, we provide two notebook scripts: one for object detection (train_detection) and one for semantic segmentation (train_segmentation). These scripts include pre-processing, PyTorch dataloaders, and complete baselines using pre-trained YOLOv5 and deeplabv3_resnet50 models.
DOI: 10.5281/zenodo.17432128
title: PomerFish: A dataset for fishes across Pomerania freshwater waterbodies in-situ environments

description: Overview:

We established a novel dataset through underwater video surveillance across temperate freshwater habitats in the Pomeranian region of Central Europe, focusing on endangered Salmon and ecologically significant species. Researchers collected these videos between 2015 and 2024 using a GoPro Hero 5 camera model. The PomerFish dataset comprises two sub-datasets: PomerFishObj and PomerFishSeg. Our dataset features both bounding box and segmentation mask annotations, enabling its application in in-habitat monitoring and growth status evaluation of freshwater species, a capability surpassing existing datasets. For the annotations of the images, CVAT v2.13 open-source software was utilized.

Usage:

The entire dataset is packaged within a compressed archive file named PomerFish.rar. PomerFishObj cotains imges and a coco format json file. PomerFishSeg provides two distinct segmentation masks: (1) semantic segmentation masks (SegmentationClass), where each pixel is labeled with a categorical class, and (2) instance segmentation masks (SegmentationObject), which delineate individual object instances for counting. The sample of dataset (PomerFish_subset.rar) were provided for users to check the dataset structure. For easy PyTorch integration, we provide two notebook scripts: one for object detection (train_detection) and one for semantic segmentation (train_segmentation). These scripts include pre-processing, PyTorch dataloaders, and complete baselines using pre-trained YOLOv5 and deeplabv3_resnet50 models.
DOI: 10.5281/zenodo.17085555
title: Extending the observation time of charged helium droplets to the minute time scale

description: We present our analysis (./Data/<measurement-folder>/eval/data.csv) and original data (./Data/<measurement-folder>/*.txt files) as well as the simulation code (./Simulation_Code) for the publication titled "Extending the observation time of charged helium droplets to the minute time scale".
DOI: 10.5281/zenodo.17432369
title: Extending the observation time of charged helium droplets to the minute time scale

description: We present our analysis (./Data/<measurement-folder>/eval/data.csv) and original data (./Data/<measurement-folder>/*.txt files) as well as the simulation code (./Simulation_Code) for the publication titled "Extending the observation time of charged helium droplets to the minute time scale".
DOI: 10.34740/kaggle/dsv/13486110
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.57745/q2ziqa
title: 20251015_fig_2b.dat

description: Threshold concentration (cTh) vs. the calculated D/a ratio, where D is the pore size measured in 100 mM LiCl or KCl. The transmembrane voltage was ΔV = −700 mV, and all buffers contained 5 mM HEPES pH 7.5.
DOI: 10.57745/oijnri
title: 20251015_fig_4c.dat

description: Blockade frequencies as a function of D-AVP and L-AVP concentrations in the absence or in the presence of 35 kDa PEG (c = 3 wt%). The applied transmembrane voltage is -700 mV. Experiments are performed in 100 mM LiCl, 5 mM HEPES pH 7.5.
DOI: 10.57745/pz6bm2
title: 20251015_fig_2c.dat

description: 35 kDa PEG polymer threshold mesh size (ξTh) versus nanopore size in 100 mM LiCl or KCl. The transmembrane voltage was ΔV = −700 mV, and all buffers contained 5 mM HEPES pH 7.5.
DOI: 10.57745/le1fol
title: 20251015_fig_4d.dat

description: Most probable dwell time vs. the most probable blockade amplitude ΔI for D-AVP and L-AVP in the presence of 35 kDa PEG (3 wt%). he applied transmembrane voltage is -700 mV. Experiments are performed in 100 mM LiCl, 5 mM HEPES pH 7.5.
DOI: 10.57745/zhrqfr
title: 20251015_fig_4e.dat

description: Distribution of normalized blockades DI/I0 of D-AVP and L-AVP.
Independent experiments with 20 μM D-AVP and with 20 μM L-AVP. The applied transmembrane voltage is -700 mV. Experiments are performed in 100 mM LiCl, 5 mM HEPES pH 7.5.
DOI: 10.57745/9mbvpx
title: 20251015_fig_4g.dat

description: Distribution of normalized blockades DI/I0 of D-AVP and L-AVP mixtures.
Non-equimolar mixture of 14 μM D-AVP and 6 μM L-AVP. The applied transmembrane voltage is -700 mV. Experiments are performed in 100 mM LiCl, 5 mM HEPES pH 7.5.
DOI: 10.57745/v45czq
title: 20251015_fig_4f.dat

description: Distribution of normalized blockades DI/I0 of D-AVP and L-AVP mixtures.
10 μM equimolar mixtures of D- and L-AVP. The applied transmembrane voltage is -700 mV. Experiments are performed in 100 mM LiCl, 5 mM HEPES pH 7.5.
DOI: 10.57745/xwztvu
title: 20251015_fig_1f.dat

description: Entry into solid-state nanopores (SSN) of a 35 kDa poly(ethylene glycol) (PEG) neutral polymers at 5 wt% (mesh size ξ=3.3 nm) corresponding to the semi-dilute regime. Number of blockage events vs. polymer wt% corresponding to a 2 nm large nanopore, respectively. The current traces were recorded under -700 mV transmembrane voltage. Note all the experiments were performed in 100 mM LiCl or KCl and in 5 mM HEPES pH 7.5.
DOI: 10.3929/ethz-b-000738554
title: Data for "Non-monotonic time- and frequency-dependent diffusion kurtosis in the human brain revealed by pulsed and oscillating gradient experiments"
DOI: 10.57745/6foc6h
title: 20251015_fig_1g.dat

description: Entry into solid-state nanopores (SSN) of a 35 kDa poly(ethylene glycol) (PEG) neutral polymers at 5 wt% (mesh size ξ=3.3 nm) corresponding to the semi-dilute regime. Number of blockage events vs. polymer wt% corresponding to a 4 nm large nanopore, respectively. The current traces were recorded under -700 mV transmembrane voltage. Note all the experiments were performed in 100 mM LiCl or KCl and in 5 mM HEPES pH 7.5.
DOI: 10.57745/jngtvv
title: 20251015_fig_1h.dat

description: Entry into solid-state nanopores (SSN) of a 35 kDa poly(ethylene glycol) (PEG) neutral polymers at 5 wt% (mesh size ξ=3.3 nm) corresponding to the semi-dilute regime. Number of blockage events vs. polymer wt% corresponding to a 7.8 nm large nanopore, respectively. The current traces were recorded under -700 mV transmembrane voltage. Note all the experiments were performed in 100 mM LiCl or KCl and in 5 mM HEPES pH 7.5.
DOI: 10.57745/rupcff
title: 20251015_fig_2d.dat

description: Dwell times τ versus 35 kDa PEG concentration in 100 mM LiCl. The nanopore size is D=7.8 ± 0.2 nm .
The transmembrane voltage was ΔV = −700 mV, and all buffers contained 5 mM HEPES pH 7.5.
DOI: 10.15468/dl.9ry3cb
title: Occurrence Download

description: A dataset containing 512 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acanthopagrus latus"
 ]
}

 The dataset includes 512 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054443-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/eo5uws
title: 20251015_fig_2e.dat

description: Reduced time τ/c_%^1.5 versus number of monomers (N) of each polymer chain (8 kDa-200 kDa PEG).The transmembrane voltage was ΔV = −700 mV, and all buffers contained 5 mM HEPES pH 7.5.
DOI: 10.57745/wmxuch
title: 20251015_fig_2f.dat

description: τ/c_%^1.5 versus nanopore size. The transmembrane voltage was ΔV = −700 mV, and all buffers contained 5 mM HEPES pH 7.5.
DOI: 10.57745/viledz
title: 20251015_fig_2g.dat

description: Normalized blockade ∆I/I0 as a function of the normalized length D/ξ. ∆I = I0 − Ib where Ib is the blockade current, I0 is the open pore current, and ξ is the mesh size. The transmembrane voltage was ΔV = −700 mV, and all buffers contained 5 mM HEPES pH 7.5.
DOI: 10.57745/xl6n7r
title: 20251023_README.txt

description: Description of the dataset files.
DOI: 10.57745/vlnx4l
title: Scaling laws in confined media applied for biomarker detection

description: Biological processes often imply dynamics in crowded or confined media. Here, we focus on the entry of molecules into nanopores relevant for applications in health, biotechnologies, or the environment. Polymers in the so-called semi-dilute regime that are excluded from the nanopore generate pressure, allowing controlled entry of analytes and facilitating their detection and identification inside a confined media. In the first example, we use solid-state nanopores to study the entry dynamics of neutral polymers in a semi-dilute solution at the single-molecule level. We investigate the influence of polymer concentration, chain length and nanopore size. In the second example, we study the detection and identification of polysaccharides of various molecular weights in the presence of large polymers. The third example, discriminates between two peptide biomarkers with an enantiomeric difference in only one amino acid (D- or L-) for different stoichiometric ratios. From these examples, we experimentally demonstrate the universal behavior that drives large polymers into a nanopore. When the mesh size of the semi-dilute solution is smaller than the nanopore size, the osmotic energy overcomes the confinement energy, allowing the chain to enter the confined media. The necessary threshold concentration required for polymer entry and transport we found that the power-law dependency of the ratio between nanopore size and monomer size is predicted theoretically by Pierre-Gilles de Gennes. Additionally, we found that the depletion layer thickness depends on the screening length (mesh size). We show three regimes that rely on the ratio between the pore size and the screening length. The application of polymer scaling laws represents a universal approach to control the dynamics of biomolecules through nanopores. Raw data used in the publication "Scaling laws in confined media applied for biomarker detection" by Yuhua Cai, Benjamin Cressiot, Mathias Winterhalter, Sébastien Balme, Juan Pelta, Laurent Bacri
DOI: 10.5284/1137084
title: Data from a Watching Brief and Excavation at Kergilliack Road, Penryn, Falmouth, Cornwall, 2020-2021

description: This collection comprises images, spreadsheets, databases, site records, text and GIS data from a programme of archaeological investigation undertaken by Cotswold Archaeology in two phases of work: an excavation undertaken between July and August 2020, followed by an archaeological watching brief between August and September 2021. Both works were undertaken at the request of 4D Architects Studio, acting on behalf of Enelco Ltd at land off Kergilliack Road, Penryn, Falmouth, Cornwall.
DOI: 10.15468/dl.sfhk3z
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hibiscus hochstetteri"
 ]
}

 The dataset includes 19 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054444-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qnahs9
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Montanomelon"
 ]
}

 The dataset includes 65 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054445-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zxhw78
title: Occurrence Download

description: A dataset containing 163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus",
 "HasCoordinate is true",
 "Country is Germany"
 ]
}

 The dataset includes 163 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054447-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g4wy85
title: Occurrence Download

description: A dataset containing 6235 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus",
 "HasCoordinate is true",
 "Country is Spain"
 ]
}

 The dataset includes 6235 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054449-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1137073
title: Digital Archive from an Archaeological Evaluation at Beech Drive, Thornton, Leicestershire, March 2023

description: This collection consists of site images, GIS data, and spreadsheet data from an archaeological evaluation at land off Beech Drive, Thornton, Leicestershire. The works were conducted by Cotswold Archaeology in March 2023. The results of the fieldwork confirmed and expanded upon those of a preceding programme of geophysical survey, revealing the remains of a north-east/south-west aligned ridge and furrow field system corresponding with geophysical anomalies. A total of 39 furrows were recorded, distributed across nine of the trenches, and a small assemblage of post-medieval pottery and ceramic building material was recovered from the features.
DOI: 10.15468/dl.3fkry7
title: Occurrence Download

description: A dataset containing 5367 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus",
 "HasCoordinate is true",
 "Country is France"
 ]
}

 The dataset includes 5367 records from 215 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054448-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8b5qpp
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dioscorea pedalis"
 ]
}

 The dataset includes 29 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054450-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17432012
title: Database of the Italian disdrometer network (V04)

description: This is the Version 04 (V04) of the GID database that includes the data collected by the GID disdrometer network along the Italian peninsula. The main upgrade of V04 with respect to the V03 is the higher number of disdrometer data due to the presence of new sensors in the GID network (in the V03 there were 19 disdrometers, while in the V04 there are 23 disdrometers) and the availability of more years of measurements (i.e. with respect to V03 we added data until 31 December 2024).  

The disdrometers belong to several Italian institutions that are part of the Italian Group of Disdrometry (in Italian it reads: Gruppo Italiano Disdrometria, GID, https://www.gid-net.it/). 

In particular, the GID database contains the 1-minute Drop Size Distributions (DSD) obtained from the data of the laser disdrometers of the GID network during rainy minutes. For each disdrometer, data are available up to 31 December 2024. The database is structured in 23 sub-folders (one for each disdrometer), the name of these subfolders is the disdrometer ID in five digits (for more information see https://www.gid-net.it/network/). In each of these folders, there is one .xlsx file for each year of measurement. The latter file reports the time and the DSDs collected by the selected disdrometer during a given year. Following there are the mean value of class diameter (in mm) and the diameter class width (in mm) used to compute the DSD for the two types of laser disdrometers available in the GID network: 

-        Thies Clima Laser Precipitation Monitor disdrometer (TC):

·        Mid-value of class diameter (mm): [0.1875, 0.3125, 0.4375, 0.625, 0.875, 1.125, 1.375, 1.625, 1.875, 2.25, 2.75, 3.25, 3.75,      4.25, 4.75, 5.25, 5.75, 6.25, 6.75, 7.25, 7.75, 9];

·        Diameter class width (mm): [0.125, 0.125, 0.125, 0.250, 0.250, 0.250, 0.250, 0.250, 0.250, 0.500, 0.500, 0.500, 0.500, 0.500,          0.500, 0.500, 0.500, 0.500, 0.500, 0.500, 0.500, 1.25];

-        OTT Parsivel 2 disdrometer (P2)

·        Mid-value of class diameter (mm): [0.062, 0.187, 0.312, 0.437, 0.562, 0.687, 0.812,0.937, 1.062, 1.187, 1.375, 1.625, 1.875, 2.125,2.375, 2.750, 3.250, 3.750, 4.250, 4.750, 5.500,6.500, 7.500, 8.500, 9.500, 11.00, 13.00, 15.00,17.00, 19.00, 21.50, 24.50];

·        Diameter class width (mm): [0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125,0.125, 0.125, 0.125, 0.250, 0.250, 0.250, 0.250,0.250, 0.500, 0.500, 0.500, 0.500, 0.500, 1.000,1.000, 1.000, 1.000, 1.000, 2.000, 2.000, 2.000,2.000, 2.000, 3.000, 3.000];

To obtain uniform and high-quality DSD, the same processing has been adopted to all the disdrometer raw data (i.e. the V02 of the GID processing). The description of V02 GID processing, along with more information on the GID database structure are available in the data paper "Database of the Italian disdrometer network" published on June 2023 in the Journal "Earth System Science Data" (DOI: https://doi.org/10.5194/essd-15-2417-2023). For further information contact the GID team at gid.info@gid-net.it.