cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.7660424
title: Videos of Embryonic Wound Healing in Drosophila and Wound Segmentation

description: We collect a dataset of time-lapse sequences of Drosophila embryos healing after a laser-induced wound. Altogether we acquire 61 sequences, which we split into train, validation, and test sets of 44, 12, and 5 sequences, respectively. 
We use embryos expressing a GFP tagged myosin II (sqhGFP) imaged at stage 17. The embryos are collected after aging for 16 hours at 18°C. They are mounted on a coverslip covered with heptane glue for conventional confocal microscopy and
by mineral oil to prevent drying. Laser ablation is performed with a pulsed laser. The time-lapse sequences are acquired in vivo using an Olympus IXplore SpinSR10 at room temperature. The samples are illuminated by laser with \(488\,\textrm{nm} \) wavelength using a \(60\, \times \, 1.42 \) NA oil immersion objective.


The individual frames are taken once every minute. Each sequence captures the entire closure of the wound, resulting in an average length of 120 frames. Each frame has \(1152\times1152\) pixels and captures the whole embryo with \(4.6\, \mu \textrm{m/pixel}\) image resolution. A z-stack of the embryo is imaged at each time step with a z-step size of \(1\, \mu \textrm{m}\). 
The time-resolved z-stacks are max-projected along the z-axis, and registered by SIFT algorithm in Fiji. The wounds are segmented by a custom stable U-Net-like architecture and manually refined in napari. As each frame includes the entire embryo, it is cropped to a region of \(256\times 256\) pixels containing the wound and downsampled to \(128\times 128\) by bicubic interpolation.

The processed timelapse sequences are in the folder Video of the Dataset.zip, and their skeletonized segmentations in the folder Segmentations.
DOI: 10.15468/dl.x9b7fm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Xanthium cylindricum Millsp. & Sherff, Xanthium cylindricum Millsp. & Sherff, Xanthium cylindricum Millsp. & Sherff, Xanthium cylindricum Millsp. & Sherff, Xanthium cylindricum Millsp. & Sherff, Xanthium cylindricum Millsp. & Sherff, Xanthium cylindricum Millsp. & Sherff, Xanthium cylindricum Millsp. & Sherff, Xanthium cylindricum Millspaugh & Fernald, Xanthium cylindricum Millsp. & Sherff, 1918)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010683-241024112534372/datasets/export for details.
DOI: 10.5281/zenodo.13990746
title: MULTIPLIERS_WP3/4/5_Science learning project on Forest use vs. forest protection_Public data_UMU_20241025_v1

description: This dataset contains the following data related to the science learning project on Forest use vs. forest protection:



Summary of transcripts from interviews with teachers, OSC members, and students (Pseudo-/Anonymised)

Summary of transcripts from focus group discussions with students (Pseudo-/Anonymised)

An indicative set of key messages and exemplary quotes from the teachers and researchers gathered from  interviews conducted after the end of Implementation Round 2 and 3.
DOI: 10.5281/zenodo.13990747
title: MULTIPLIERS_WP3/4/5_Science learning project on Forest use vs. forest protection_Public data_UMU_20241025_v1

description: This dataset contains the following data related to the science learning project on Forest use vs. forest protection:



Summary of transcripts from interviews with teachers, OSC members, and students (Pseudo-/Anonymised)

Summary of transcripts from focus group discussions with students (Pseudo-/Anonymised)

An indicative set of key messages and exemplary quotes from the teachers and researchers gathered from  interviews conducted after the end of Implementation Round 2 and 3.
DOI: 10.14473/csda/apyooi/gyymwc
title: SOU_adMeter_Panel_Survey_ListOfQuestions_Waves 1 to 5.xlsx

description: List of qustions for all waves - both in Czech and in English.
DOI: 10.14473/csda/apyooi/l3evad
title: SOU_adMeter_Panel_Survey_Questionnaire_Waves 1 to 5 (1).tab

description: Questionnaire for all waves - each wave on separate list. In Czech.
DOI: 10.14473/csda/apyooi/o7tkkw
title: Data_documentation_CPES2023.docx

description: Technical and methodological information on dataset - in Czech
DOI: 10.14473/csda/apyooi/vtknve
title: Dokumentace k datum-CPES2023-V2.0.docx

description: Technical and methodological information on dataset - in Czech
DOI: 10.15468/dl.d53dvj
title: Occurrence Download

description: A dataset containing 118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Asplenium cimmeriorum Brownsey & de Lange",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 118 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010686-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13961163
title: MULTIPLIERS_WP3/4/5_Science learning project on Clean water and sanitation_Public data_IREN_20241021_v1

description: This dataset contains the following data related to the science learning project on Clean water and sanitation:



Summary of transcripts, quotes and translations, from interviews with teachers, OSC members, and students (Pseudo-/Anonymised)

Summary of transcripts, quotes and translations, from focus group discussions with students (Pseudo-/Anonymised)
DOI: 10.5281/zenodo.13961162
title: MULTIPLIERS_WP3/4/5_Science learning project on Clean water and sanitation_Public data_IREN_20241021_v1

description: This dataset contains the following data related to the science learning project on Clean water and sanitation:



Summary of transcripts, quotes and translations, from interviews with teachers, OSC members, and students (Pseudo-/Anonymised)

Summary of transcripts, quotes and translations, from focus group discussions with students (Pseudo-/Anonymised)
DOI: 10.15468/dl.kma6ca
title: Occurrence Download

description: A dataset containing 4568 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material sample, Specimen)",
 "TaxonKey is Osmia taurus Smith, 1873"
 ]
}

 The dataset includes 4568 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010687-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dkvdpn
title: Occurrence Download

description: A dataset containing 4133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Asplenium gracillimum Colenso",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4133 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010690-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8mzu84
title: Occurrence Download

description: A dataset containing 203 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Striga macrantha, Striga macrantha Benth., Striga macrantha (Benth.) Benth., Striga macrantha (Benth.) Benth., Striga macrantha (Benth.) Benth., Striga macrantha (Benth.) Benth., Striga macrantha Benth., 1846, Striga macrantha (Benth.) Benth., Striga macrantha (Benth.) Benth., Striga macrantha, Striga macrantha Benth., Buchnera buettneri Engl., Buchnera macrantha Benth., Buchnera macrantha Benth., Buchnera macrantha Benth., Buchnera buettneri Engl., Buchnera macrantha Benth., Buchnera macrantha Benth., Buchnera buettneri Engl., Buchnera buettneri Engl., Buchnera macrantha Benth.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 203 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010691-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.74pbz5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Asplenium ×bimixtum C.S.Lee & Kanghyup Lee ex Y.H.Ha",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010693-241024112534372/datasets/export for details.
DOI: 10.6084/m9.figshare.27316101
title: Pedroncini et al data figures.xlsx

description: Neuroscience
DOI: 10.48324/dandi.000950/0.241029.1403
title: FALCON Benchmark H2: Human Handwriting iBCI

description: The dataset contains neural activity from participant T5, who gave informed consent and was enrolled in the BrainGate2 Neural Interface System clinical trial (ClinicalTrials.gov Identifier: NCT00912041, registered June 3, 2009). This pilot clinical trial was approved under an Investigational Device Exemption (IDE) by the US Food and Drug Administration (Investigational Device Exemption #G090003). Permission was also granted by the Institutional Review Boards of Stanford University (protocol #20804). Data was recorded from two 96-channel intracortical electrode arrays in the hand "knob" area of of T5's left hemisphere precentral gyrus. On each trial, T5 was prompted to copy a cued sentence by writing individual characters, separated by a ">" space character. Decoded letters appeared on the screen below the prompt.

In each datafile, the `acquisitions` field contains `binned_spikes` (binned at 20ms) and the `eval_mask` used for determining valid FALCON evaluation periods. The `trials` field contains trial metadata including the prompt that T5 was asked to attempt to write (`cue`) and the experimental block that each trial belongs to (`block_num`).

As part of the FALCON challenge, dataset files are released in three ways. The `held-in-calib` data includes many trials of data intended for calibration of decoders in the FALCON challenge. The `held-in-minival` data is a small subset of the `held-in-calib` data intended for FALCON models to validate submission format. Lastly, `held-out-calib` data are separate sessions of data from `held-in-calib`, but have much fewer trials, intended to be used for few-shot recalibration. Please bear in mind these factors if making use of this dataset for purposes outside of the FALCON Benchmark. Each dataset split is considered one "subject" by the DANDI repository; only data from one iBCI participant is included.
DOI: 10.15468/dl.a8fwka
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Asplenium castaneoviride Baker",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 25 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010694-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13991059
title: MULTIPLIERS_WP5_Combined country data students interests_Public data_UL_ 20241025_v1

description: This dataset contains combined data on interest, self efficacy and career awareness collected before and after TLS from all partner countries.
DOI: 10.5281/zenodo.13991060
title: MULTIPLIERS_WP5_Combined country data students interests_Public data_UL_ 20241025_v1

description: This dataset contains combined data on interest, self efficacy and career awareness collected before and after TLS from all partner countries.
DOI: 10.15468/dl.k9sy8p
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Xanthium cylindricum Millsp. & Sherff, Xanthium cylindricum Millsp. & Sherff, Xanthium cylindricum Millsp. & Sherff, Xanthium cylindricum Millsp. & Sherff, Xanthium cylindricum Millsp. & Sherff, Xanthium cylindricum Millsp. & Sherff, Xanthium cylindricum Millspaugh & Fernald, Xanthium cylindricum Millsp. & Sherff, Xanthium cylindricum Millsp. & Sherff, Xanthium cylindricum Millsp. & Sherff, 1918)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010695-241024112534372/datasets/export for details.
DOI: 10.5281/zenodo.14000667
title: MULTIPLIERS_WP5_Nature diaries_ Public data_UL_ 20241028_v1

description: This dataset contains scanned students’ nature diaries. The scans have been anonymized for public use.
DOI: 10.5281/zenodo.14000668
title: MULTIPLIERS_WP5_Nature diaries_ Public data_UL_ 20241028_v1

description: This dataset contains scanned students’ nature diaries. The scans have been anonymized for public use.
DOI: 10.48324/dandi.000941/0.241029.1405
title: FALCON Benchmark M1-A: primary motor cortex recordings in primate during reach-to-grasp task

description: This dataset contains multiunit spiking times and behavioral data from a macaque performing a reach-to-grasp task. The experimental task was a center-out reaching task with four different objects in eight possible positions. Neural activity was recorded from electrode arrays implanted in primary motor cortex (M1). Electromyographical (EMG) activity was simultaneously recorded from upper limb muscles. Provided as part of the FALCON Benchmark: https://snel-repo.github.io/falcon/ 

The datafile contains the following data in the acquisition fields: `preprocessed_emg` containing iEMG recordings from 16 muscles and `eval_mask` indicating within-trial periods used for evaluating performance in the FALCON Benchmark. Each datafile also includes spike times in the `units` field, and trial metadata for each reach and grasp (`gocue_time`, `move_onset_time`, `contact_time`, `reward_time`, `result`, `number`, `tgt_loc`, `tgt_obj`, `obj_id`, `condition_id`) in the `trials` field.

As part of the FALCON challenge, dataset files are released in three ways. The `held-in-calib` data includes many trials of data intended for calibration of decoders in the FALCON challenge. The `held-in-minival` data is a small subset of the `held-in-calib` data intended for FALCON models to validate submission format. Lastly, `held-out-calib` data are separate sessions of data from `held-in-calib`, but have much fewer trials, intended to be used for few-shot recalibration. Please bear in mind these factors if making use of this dataset for purposes outside of the FALCON Benchmark. Each dataset split is considered one "subject" by the DANDI repository; only data from one monkey is included.

Data from an additional monkey is available here: https://dandiarchive.org/dandiset/001209
DOI: 10.5281/zenodo.14007865
title: Replication Package: Asking Security Practitioners: Did You Find the Vulnerable (Mis)Configuration?

description: Welcome to the public repository for the additional content of the paper "Asking Security Practitioners: Did You Find the Vulnerable (Mis)Configuration?", submitted at the International Working Conference on Variability Modelling of Software-Intensive Systems (VAMOS) 2025.

This repository provides additional information to the conducted survey study on configuration-related vulnerabilities, including the following files:



QUESTIONNAIRE_VAMOS2025.csv: sheet containing alle questionnaire data and answer options

DATA_VAMOS2025.csv: sheet containing data of the 41 participants, including additional codings of free-text answers


Requirements for using the data



No requirements


License for using the data

Creative Commons Attribution 4.0 International

The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited.

Further information: https://creativecommons.org/licenses/by/4.0/legalcode
DOI: 10.5281/zenodo.14007848
title: asda

description: Welcome to the public repository for the additional content of the paper "Asking Security Practitioners: Did You Find the Vulnerable (Mis)Configuration?", submitted at the International Working Conference on Variability Modelling of Software-Intensive Systems (VAMOS) 2025.

This repository provides additional information to the conducted survey study on configuration-related vulnerabilities, including the following files:



QUESTIONNAIRE_VAMOS2025.csv: sheet containing alle questionnaire data and answer options

DATA_VAMOS2025.csv: sheet containing data of the 41 participants, including additional codings of free-text answers


Requirements for using the data



No requirements


License for using the data

Creative Commons Attribution 4.0 International

The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited.

Further information: https://creativecommons.org/licenses/by/4.0/legalcode
DOI: 10.5281/zenodo.14007849
title: Replication Package: Asking Security Practitioners: Did You Find the Vulnerable (Mis)Configuration?

description: Welcome to the public repository for the additional content of the paper "Asking Security Practitioners: Did You Find the Vulnerable (Mis)Configuration?", submitted at the International Working Conference on Variability Modelling of Software-Intensive Systems (VAMOS) 2025.

This repository provides additional information to the conducted survey study on configuration-related vulnerabilities, including the following files:



QUESTIONNAIRE_VAMOS2025.csv: sheet containing alle questionnaire data and answer options

DATA_VAMOS2025.csv: sheet containing data of the 41 participants, including additional codings of free-text answers


Requirements for using the data



No requirements


License for using the data

Creative Commons Attribution 4.0 International

The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited.

Further information: https://creativecommons.org/licenses/by/4.0/legalcode
DOI: 10.5281/zenodo.14007884
title: asda
DOI: 10.15468/dl.dc34fe
title: Occurrence Download

description: A dataset containing 473720 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "TaxonKey is Passer domesticus (Linnaeus, 1758)",
 "Year 2014-2024"
 ]
}

 The dataset includes 473720 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010676-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tvg25r
title: Occurrence Download

description: A dataset containing 187723 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Cirsium arvense",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 187723 records from 420 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021474-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fc92cc
title: Occurrence Download

description: A dataset containing 1402 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lymantria xylina"
 ]
}

 The dataset includes 1402 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021499-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17164392
title: RESOURCE CONSERVATION OF THE FEED BASE IN ARID LIVESTOCK FARMING
DOI: 10.5281/zenodo.17164393
title: RESOURCE CONSERVATION OF THE FEED BASE IN ARID LIVESTOCK FARMING
DOI: 10.15468/dl.z4aypp
title: Occurrence Download

description: A dataset containing 7002 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Cirsium eriophorum",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 7002 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021500-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g73xts
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bromus oxyodon",
 "Country is Belarus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021502-250914085247600/datasets/export for details.
DOI: 10.15468/dl.ssdteq
title: Occurrence Download

description: A dataset containing 12423 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Barbarea verna)"
 ]
}

 The dataset includes 12423 records from 479 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021501-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4aq582
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bromus oxyodon",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021503-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.