cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.d8jvqq
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bolboschoenus glaucus",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 81 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005676-250920141307145/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.26303137.v5
title: AMT measured points, width measured sections and areas within/SE to transition zone in the Loess Plateau

description: Locations of AMT measuring points to measure deposits in a river valley, locations of cross sections to constrain width of transition zone, locations to constrain areas of or southeast to transition zone.
DOI: 10.5066/p14c87ke
title: Digital elevation models with elevation uncertainty treatment, Grand Bay Estuary, Mississippi, 2015 - 2022

description: This data release includes outputs that were created using Monte Carlo simulations with the aim to reduce elevation overestimation in coastal wetlands at Grand Bay, MS. We evaluated the performance of coastal wetland elevation refinement by using bare earth digital elevation models (DEMs) and DEMs created from the last return from the light detection and ranging (lidar) point cloud, hereafter referred to as the minimum bin DEM. We additionally created DEMs for a range of resolutions – 3 m, 5 m, and 10 m. The elevation source data were from 2015 and 2022. Using high-accuracy elevation data collected from 2013 to 2025 in the Mississippi Sound, we assessed initial error of the DEMs. For each DEM, we used Monte Carlo simulation with 1,000 iterations to create new DEM realizations. Next, we summarized the 1,000 DEM realizations by calculating the 5th – 95th percentiles (that is, median and every 5th percentile) of elevation by pixel across all iterations. This data release includes all percentiles from each DEM type and resolution. We used the previously mentioned in-situ elevation observations to assess the performance of the DEM error reduction. We used mean bias error (MBE) to identify a best, upper, and lower estimate for each bare earth DEM where MBE was closest to 0 cm, 5 cm, and -5 cm, respectively. These DEMs are recommended for use in wetland modeling over the full range of percentiles.
DOI: 10.7910/dvn/vpplor
title: Seabird boat-based surveys Chagos October 2024

description: These data are the records of seabird species and numbers observed during boat-based surveys in Chagos Archipelago October 2024. These consist of 2 files, one for the seabird sightings and one for the survey effort and details of each survey.
DOI: 10.5281/zenodo.17177431
title: Disrupted Theta Synchronization and Synaptic Connectivity in the Visual Cortex of Fmr1 KO Mice

description: This data set corresponds to the work published from the Chubykin lab titled " Disrupted Theta Synchronization and Synaptic Connectivity in the Visual Cortex of Fmr1 KO Mice".
DOI: 10.25934/pr00006872.2
title: Available IPD datapackage for study 'A Randomized, Double-blind, Multicenter, Active-controlled Study to Evaluate the Efficacy, Safety, and Tolerability of Flexible Doses of Intranasal Esketamine Plus an Oral Antidepressant in Adult Subjects With Treatment-resistant Depression'

description: The purpose of this study is to compare the efficacy and safety of switching treatment-resistant depression (TRD) subjects from a prior antidepressant treatment (to which they have not responded) to either intranasal esketamine plus a new oral antidepressant or switching to a new oral antidepressant plus intranasal placebo.
DOI: 10.15468/dl.7mftzg
title: Occurrence Download

description: A dataset containing 222 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 Polygonum arenarium",
 "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 222 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005678-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ga7sey
title: Occurrence Download

description: A dataset containing 2675 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Colombia",
 "StateProvince is Huila",
 "TaxonKey is Atlapetes fuscoolivaceus"
 ]
}

 The dataset includes 2675 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005681-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48436/bvcyx-cpr93
title: Data supporting: Experimental study and analytical method of reinforced UHPFRC-NC composite beams considering shrinkage

description: Dataset for paper: Experimental study and analytical method of reinforced UHPFRC-NC composite beams considering shrinkage

This dataset originates from an experimental study investigating the effect of shrinkage strain on the structural behavior of composite beams made of a reinforced ultra-high performance fiber-reinforced concrete (UHPFRC) bottom layer with normal strength concrete (NC) on top. Five composite beams were tested under four-point bending, varying the layer heights and reinforcement areas to examine the impact of the UHPFRC/NC ratio and reinforcement ratio on flexural performance.

Distributed fibre optical sensors (DFOS) were installed on the top side of the tensile reinforcement before casting to measure steel rebar deformations due to shrinkage restrained by the reinforcement and differing shrinkage behaviors of the two concrete layers. During loading, data from four load cells, five displacement transducers, and five strain gauges installed at the bottom of each tensile reinforcement were recorded, alongside continuous DFOS measurements.

This data collection is provided to support reuse in future research. For detailed information on the data files and variables, please refer to the included ReadMe.txt file.The paper is expected to be published by the end of September at the latest.
DOI: 10.48436/zhahm-x1d95
title: Data supporting: Experimental study and analytical method of reinforced UHPFRC-NC composite beams considering shrinkage

description: Dataset for paper: Experimental study and analytical method of reinforced UHPFRC-NC composite beams considering shrinkage

This dataset originates from an experimental study investigating the effect of shrinkage strain on the structural behavior of composite beams made of a reinforced ultra-high performance fiber-reinforced concrete (UHPFRC) bottom layer with normal strength concrete (NC) on top. Five composite beams were tested under four-point bending, varying the layer heights and reinforcement areas to examine the impact of the UHPFRC/NC ratio and reinforcement ratio on flexural performance.

Distributed fibre optical sensors (DFOS) were installed on the top side of the tensile reinforcement before casting to measure steel rebar deformations due to shrinkage restrained by the reinforcement and differing shrinkage behaviors of the two concrete layers. During loading, data from four load cells, five displacement transducers, and five strain gauges installed at the bottom of each tensile reinforcement were recorded, alongside continuous DFOS measurements.

This data collection is provided to support reuse in future research. For detailed information on the data files and variables, please refer to the included ReadMe.txt file.The paper is expected to be published by the end of September at the latest.
DOI: 10.5281/zenodo.17177391
title: Parenting Stress and Life Satisfaction of Parents of Children with Special Needs: the Mediating Effect of Parenting Burnout and the Moderating Effect of Marital Satisfaction
DOI: 10.5281/zenodo.17177392
title: Parenting Stress and Life Satisfaction of Parents of Children with Special Needs: the Mediating Effect of Parenting Burnout and the Moderating Effect of Marital Satisfaction
DOI: 10.15468/dl.qj5ksj
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "Geometry POLYGON((-8.68521 13.58202,156.65455 13.58202,156.65455 79.68047,-8.68521 79.68047,-8.68521 13.58202))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Alticola stoliczkanus"
 ]
}

 The dataset includes 41 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005682-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qzu36h
title: Occurrence Download

description: A dataset containing 834889 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is BirdMap Data - GPS tracking of Storks, Cranes and birds of prey, breeding in Northern and Eastern Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 834889 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005652-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mw7guz
title: Occurrence Download

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

 The dataset includes 94 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005684-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17177402
title: Dataset: 22 References on The Utilization of Artificial Intelligence in Brainstorming Process and Market Segmentation for Business Performance Optimization (BibTeX Format)

description: This dataset contains 22 bibliographic references in BibTeX format, which were used as supporting literature for the article entitled “The Utilization of Artificial Intelligence in Brainstorming Process and Market Segmentation for Business Performance Optimization.” The article is prepared for submission to TELSIKS 2025. The file provides complete citation data that can be reused or imported into reference management tools.
DOI: 10.5281/zenodo.17177401
title: Dataset: 22 References on The Utilization of Artificial Intelligence in Brainstorming Process and Market Segmentation for Business Performance Optimization (BibTeX Format)

description: This dataset contains 22 bibliographic references in BibTeX format, which were used as supporting literature for the article entitled “The Utilization of Artificial Intelligence in Brainstorming Process and Market Segmentation for Business Performance Optimization.” The article is prepared for submission to TELSIKS 2025. The file provides complete citation data that can be reused or imported into reference management tools.
DOI: 10.5258/soton/d3638
title: Dataset supporting thesis titled: 'Identification of Cyclic Peptide Inhibitors of RAS/SOS1 Complex'

description: Dataset supporting thesis titled: 'Identification of Cyclic Peptide Inhibitors of RAS/SOS1 Complex'.
DOI: 10.15468/dl.68ndfa
title: Occurrence Download

description: A dataset listing the 4 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Colombia",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Didelphis marsupialis"
 ]
}

 The dataset's 4 records were derived from 379 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005657-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v2gwtq
title: Occurrence Download

description: A dataset containing 4500 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "TaxonKey is Poecilia caucana"
 ]
}

 The dataset includes 4500 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005687-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25607/obis.occurrence.b89117cd
title: Ocean Biodiversity Information System (OBIS) Occurrence Data - 2025-03-25.
DOI: 10.15468/dl.bef4je
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"TAXON_KEY","value":"9978565","matchCase":false},{"type":"equals","key":"OCCURRENCE_STATUS","value":"PRESENT","matchCase":false},{"type":"equals","key":"HAS_COORDINATE","value":"true","matchCase":false},{"type":"equals","key":"HAS_GEOSPATIAL_ISSUE","value":"false","matchCase":false},{"type":"lessThan","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"in","key":"YEAR","values":["2008","2009","2010","2011","2012","2013","2014","2015","2016","2017","2018","2019","2020","2021","2022","2023","2024"],"matchCase":false},{"type":"in","key":"BASIS_OF_RECORD","values":["LIVING_SPECIMEN","HUMAN OBSERVATION","OBSERVATION","OCCURRENCE","MACHINE_OBSERVATION"],"matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014654-241024112534372/datasets/export for details.
DOI: 10.15468/dl.xn8577
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"TAXON_KEY","value":"3678291","matchCase":false},{"type":"equals","key":"OCCURRENCE_STATUS","value":"PRESENT","matchCase":false},{"type":"equals","key":"HAS_COORDINATE","value":"true","matchCase":false},{"type":"equals","key":"HAS_GEOSPATIAL_ISSUE","value":"false","matchCase":false},{"type":"lessThan","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"in","key":"YEAR","values":["2008","2009","2010","2011","2012","2013","2014","2015","2016","2017","2018","2019","2020","2021","2022","2023","2024"],"matchCase":false},{"type":"in","key":"BASIS_OF_RECORD","values":["LIVING_SPECIMEN","HUMAN OBSERVATION","OBSERVATION","OCCURRENCE","MACHINE_OBSERVATION"],"matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014655-241024112534372/datasets/export for details.
DOI: 10.15468/dl.bd4934
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"TAXON_KEY","value":"3982064","matchCase":false},{"type":"equals","key":"OCCURRENCE_STATUS","value":"PRESENT","matchCase":false},{"type":"equals","key":"HAS_COORDINATE","value":"true","matchCase":false},{"type":"equals","key":"HAS_GEOSPATIAL_ISSUE","value":"false","matchCase":false},{"type":"lessThan","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"in","key":"YEAR","values":["2008","2009","2010","2011","2012","2013","2014","2015","2016","2017","2018","2019","2020","2021","2022","2023","2024"],"matchCase":false},{"type":"in","key":"BASIS_OF_RECORD","values":["LIVING_SPECIMEN","HUMAN OBSERVATION","OBSERVATION","OCCURRENCE","MACHINE_OBSERVATION"],"matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014656-241024112534372/datasets/export for details.
DOI: 10.5281/zenodo.14019851
title: PFM data, 2D reconstruction data and modelling data
DOI: 10.5281/zenodo.14019852
title: PFM data, 2D reconstruction data and modelling data
DOI: 10.15468/dl.nac2rt
title: Occurrence Download

description: A dataset containing 8293 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Eugenia florida DC., Eugenia moraviana O.Berg, Eugenia gardneriana O.Berg, Eugenia grisea C.B.Rob., Eugenia membranacea O.Berg, Eugenia oligoneura O.Berg, Eugenia patula DC., Eugenia perorebi Parodi ex Speg. & Girola, Eugenia seriatoracemosa Kiaersk., Eugenia tinge-lingua S.Moore, Myrtus moraviana (O.Berg) Kuntze)"
 ]
}

 The dataset includes 8293 records from 286 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014653-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4q6t7e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"TAXON_KEY","value":"10626447","matchCase":false},{"type":"equals","key":"OCCURRENCE_STATUS","value":"PRESENT","matchCase":false},{"type":"equals","key":"HAS_COORDINATE","value":"true","matchCase":false},{"type":"equals","key":"HAS_GEOSPATIAL_ISSUE","value":"false","matchCase":false},{"type":"lessThan","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"in","key":"YEAR","values":["2008","2009","2010","2011","2012","2013","2014","2015","2016","2017","2018","2019","2020","2021","2022","2023","2024"],"matchCase":false},{"type":"in","key":"BASIS_OF_RECORD","values":["LIVING_SPECIMEN","HUMAN OBSERVATION","OBSERVATION","OCCURRENCE","MACHINE_OBSERVATION"],"matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014658-241024112534372/datasets/export for details.
DOI: 10.15468/dl.93x4bn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"TAXON_KEY","value":"3678278","matchCase":false},{"type":"equals","key":"OCCURRENCE_STATUS","value":"PRESENT","matchCase":false},{"type":"equals","key":"HAS_COORDINATE","value":"true","matchCase":false},{"type":"equals","key":"HAS_GEOSPATIAL_ISSUE","value":"false","matchCase":false},{"type":"lessThan","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"in","key":"YEAR","values":["2008","2009","2010","2011","2012","2013","2014","2015","2016","2017","2018","2019","2020","2021","2022","2023","2024"],"matchCase":false},{"type":"in","key":"BASIS_OF_RECORD","values":["LIVING_SPECIMEN","HUMAN OBSERVATION","OBSERVATION","OCCURRENCE","MACHINE_OBSERVATION"],"matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014659-241024112534372/datasets/export for details.
DOI: 10.5281/zenodo.6646007
title: Continuous Long-term Wi-Fi Fingerprinting Dataset for Indoor Positioning (full version)

description: Database with Wi-Fi samples (RSSI measurements) collected from several Raspberry Pi (RPi) 3B+ devices continuously over 2+ years. The database includes the long-term dataset from the RPi devices (with 7,435,398 Wi-Fi samples), as well as 12 site-survey datasets (with 11,140 Wi-Fi samples) conducted in this period. The site-surveys were also conducted with a RPi 3B+.

The measurements obtained from the RPi 3B+ Wi-Fi interface include the list of detected APs, their signal strength (RSSI) and transmission channel. The list has APs from the 2.4GHz and 5GHz bands because it supports IEEE 802.11.b/g/n/ac wireless LAN.  

These data were collected at a university building, between 19 Feb. 2019 and 25 Mar. 2021.

The supporting material includes the Python scripts to parse and analyse the data by generating various plots. It also includes the locations of the monitoring devices and the list of reference points considered in the site-surveys.

 

A detailed description of this dataset and the data collection process can be found here:

Silva I, Pendão C, Moreira A. Collection of a Continuous Long-Term Dataset for the Evaluation of Wi-Fi-Fingerprinting-Based Indoor Positioning Systems. Sensors. 2022; 22(22):8585. https://doi.org/10.3390/s22228585

 

When using this dataset, please add a citation to the paper above or this citation:

Silva, I., Pendão, C., & Moreira, A. (2022). Continuous Long-term Wi-Fi Fingerprinting Dataset for Indoor Positioning (full version) (1.1.0) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.6928554 

 

The following papers have used this dataset for quantifying radio map degradation and overcoming radio map degradation in Wi-Fi fingerprinting:



I. Silva, C. Pendão, J. Torres-Sospedra and A. Moreira, "Quantifying the Degradation of Radio Maps in Wi-Fi Fingerprinting," 2021 International Conference on Indoor Positioning and Indoor Navigation (IPIN), Lloret de Mar, Spain, 2021, pp. 1-8, doi: 10.1109/IPIN51156.2021.9662558.

I. Silva, C. Pendão, J. Torres-Sospedra and A. Moreira, "Overcoming Radio Map Degradation in Wi-Fi-based Positioning Systems," 2023 13th International Conference on Indoor Positioning and Indoor Navigation (IPIN), Nuremberg, Germany, 2023, pp. 1-6, doi: 10.1109/IPIN57070.2023.10332545.
description: This is the full version of the dataset that includes Wi-Fi samples that were collected every 60 seconds from each RPi device, continuously during 2+ years.
DOI: 10.5281/zenodo.6646008
title: Continuous Long-term Wi-Fi Fingerprinting Dataset for Indoor Positioning (lite version)

description: Database with Wi-Fi samples (RSSI measurements) collected from several Raspberry Pi (RPi) 3B+ devices continuously over 2+ years. The database includes the long-term dataset from the RPi devices, as well as 12 site-survey datasets conducted in this period. The site-surveys were also conducted with a RPi 3B+. The measurements obtained from the RPi 3B+ Wi-Fi interface include the list of detected APs, their signal strength (RSSI) and transmission channel. The list has APs from the 2.4GHz and 5GHz bands because it supports IEEE 802.11.b/g/n/ac wireless LAN. These data were collected at a university building, between Feb. 2019 and Apr. 2021. The supporting material includes the Python scripts to parse and analyse the data by generating various plots. It also includes the locations of the monitoring devices and the list of reference points considered in the site-surveys. A detailed description of this dataset and the data collection process can be found here: Silva I, Pendão C, Moreira A. Collection of a Continuous Long-Term Dataset for the Evaluation of Wi-Fi-Fingerprinting-Based Indoor Positioning Systems. <em>Sensors</em>. <strong>2022</strong>; 22(22):8585. https://doi.org/10.3390/s22228585
description: This is a lighter version of the dataset that includes Wi-Fi samples that were collected every 20 minutes from each RPi device, continuously during 2+ years. By having fewer samples, it is faster to process and analyse.