cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.pqfe58
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 2000-2018",
 "Geometry POLYGON ((-87.51708984375 41.65649719441145, -86.8359375 41.73852846935917, -86.33056640625 42.17968819665961, -86.19873046875 42.779275360241904, -86.2646484375 43.197167282501276, -86.5283203125 43.628123412124616, -86.41845703124999 43.77109381775648, -86.50634765625 44.040218713142146, -86.28662109375 44.49650533109345, -86.0009765625 45.01141864227728, -85.53955078125 45.13555516012536, -85.53955078125 44.84029065139799, -85.40771484375 45.19752230305682, -85.23193359375 45.321254361171476, -84.96826171874999 45.413876460821086, -85.1220703125 45.598665689820635, -84.90234375 45.75219336063106, -85.10009765625 46.07323062540835, -85.49560546875 46.10370875598026, -86.02294921875 45.920587344733654, -86.41845703124999 45.81348649679971, -86.7041015625 45.66012730272194, -86.72607421875 45.84410779560204, -86.94580078125 45.706179285330855, -86.9677734375 45.920587344733654, -87.42919921875 45.336701909968106, -87.86865234374999 44.87144275016589, -88.04443359375 44.49650533109345, -87.62695312499999 44.74673324024678, -87.36328125 45.01141864227728, -86.81396484375 45.413876460821086, -87.275390625 44.85586880735725, -87.5830078125 44.38669150215206, -87.78076171875 43.91372326852401, -87.82470703125 43.27720532212024, -87.86865234374999 42.924251753870685, -87.7587890625 42.114523952464246, -87.73681640625 41.82045509614034, -87.51708984375 41.65649719441145))",
 "TaxonKey is Oncorhynchus tshawytscha (Walbaum, 1792)"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010908-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3w7npx
title: Occurrence Download

description: A dataset containing 231 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Hylochoerus Thomas, 1904"
 ]
}

 The dataset includes 231 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016400-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ym7hc
title: Occurrence Download

description: A dataset containing 1931 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((93.91113 28.21289,98.65723 21.5332,95.05371 8.87695,92.94434 1.58203,103.49121 -6.41602,118.52051 -0.17578,117.90527 8.26172,114.30176 10.54688,116.7627 16.69922,125.55176 20.56641,137.94434 26.98242,142.16309 34.45313,138.73535 36.65039,134.86816 37.44141,127.57324 35.33203,123.17871 35.50781,113.15918 31.81641,99.00879 31.02539,93.2959 30.32227,93.91113 28.21289))",
 "TaxonKey is Dendropanax Decne. & Planch."
 ]
}

 The dataset includes 1931 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0235630-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mpkmtd
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dieffenbachia cardenasii Croat"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010908-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4rvdmn
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mico Lesson, 1840"
 ]
}

 The dataset includes 81 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0247027-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mth3na
title: Occurrence Download

description: A dataset containing 1732 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sassafras albidum (Nutt.) Nees",
 "Year 1901-2000"
 ]
}

 The dataset includes 1732 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025918-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xridt0
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-67.57141 18.68372,-67.57141 17.94947,-64.03821 17.42193,-64.01184 18.02471,-64.83801 18.05813,-64.82922 18.75863,-67.57141 18.68372))",
 "HasCoordinate is true",
 "TaxonKey is Eugenia glabrata (Sw.) DC.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010908-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.72akum
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Phallus indusiatus Vent."
 ]
}

 The dataset includes 23 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0248481-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t77qys
title: Occurrence Download

description: A dataset containing 5887 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-73.39637 9.30017,-73.29422 9.27381,-73.23162 9.32653,-73.13936 9.47151,-73.06028 9.6099,-72.9812 9.73841,-72.90871 9.88668,-72.912 10.03166,-72.89882 10.16676,-72.97131 10.20959,-73.12947 10.21948,-73.32059 10.203,-73.38649 10.02837,-73.39967 9.81749,-73.38978 9.65603,-73.3766 9.51105,-73.40296 9.39243,-73.39637 9.30017))"
 ]
}

 The dataset includes 5887 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0235639-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ikvrpa
title: Occurrence Download

description: A dataset containing 33787 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "Country is El Salvador"
 ]
}

 The dataset includes 33787 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010908-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.agy943
title: Occurrence Download

description: A dataset containing 389 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is USGS Alaska Science Center Polar Bear Maternal Dens"
 ]
}

 The dataset includes 389 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0247015-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tjg47u
title: Occurrence Download

description: A dataset containing 8808 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "DatasetKey is Survey of bumblebees in central Alberta - 2018",
 "TaxonKey is Insecta",
 "Year 1978-2021"
 ]
}

 The dataset includes 8808 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0196610-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pdpekf
title: Occurrence Download

description: A dataset containing 1365089 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Material sample"
 ]
 },
 "Country is United Kingdom of Great Britain and Northern Ireland"
 ]
}

 The dataset includes 1365089 records from 894 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010908-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f4ha2v
title: Occurrence Download

description: A dataset containing 389 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is USGS Alaska Science Center Polar Bear Maternal Dens"
 ]
}

 The dataset includes 389 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0247028-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfqsyh
title: Occurrence Download

description: A dataset containing 77001 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((14.423000 47.490000, 14.808000 47.490000, 14.808000 47.652000, 14.423000 47.652000, 14.423000 47.490000))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 77001 records from 149 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012423-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6n54xm
title: Occurrence Download

description: A dataset containing 3092 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carex appropinquata, Carex paradoxa, Carex paradoxa, Carex paradoxa)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 3092 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012488-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xcjmqc
title: Occurrence Download

description: A dataset containing 1643 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "NetworkKey is 99d66b6c-9087-452f-a9d4-f15f2c2d0e7e",
 "TaxonKey is Chordata"
 ]
 },
 "TaxonKey is one of (Dermoptera [GBIF Backbone Taxonomy])"
 ]
}

 The dataset includes 1643 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012489-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5w37m866
title: MassIVE MSV000100718 - Crosslinking mass spectrometry analysis of C-terminally Halo-tagged HDAC1 and HDAC2 stably expressed in Flp-In-293 cells
title: Affinity Purification Mass Spectrometry of HDAC1-Halo and HDAC2-Halo. For each replicate XLMS analysis, 3 confluent 850 cm2 culture vessels of Flp-In-293 cells stably expressing HDAC1-Halo or HDAC2-Halo were harvested, washed twice with ice-cold PBS, incubated at -80C until frozen, thawed, and resuspended in ice-cold lysis buffer containing: 20 mM HEPES (pH 7.5), 1.5 mM MgCl2, 0.42 M NaCl, 10 mM KCl, 0.2% Triton X-100, 0.5 mM DTT, 0.1 mM benzamidine HCL, 55 uM phenanthroline, 10 uM bestatin, 20 uM leupeptin, 5 uM pepstatin A, 1mM PMSF, and 500 units SAN. Following Dounce homogenization, extracts were incubated for 2 hours at 4C and centrifuged 40,000 x g for 30 minutes at 4C. The salt concentration was adjusted to 0.3 M NaCl by adding ice-cold buffer containing: 10 mM HEPES (pH 7.5), 1.5 mM MgCl2, 10 mM KCl, 0.5 mM DTT, 0.1 mM benzamidine HCl, 55 uM phenanthroline, 10 uM bestatin, 20 uM leupeptin, 5 uM pepstatin A, and 1mM PMSF. Lysates were centrifuged at 40,000 x g for 30 minutes at 4C for further analysis. Protein extracts were incubated with 200 ul Magne HaloTag bead slurry and crosslinked with disuccinimidyl sulfoxide (DSSO, Cayman Chemical Company) MS-cleavable crosslinker. DSSO was added to samples while the proteins were immobilized on beads to a final concentration of 5 mM. Samples were incubated at room temperature for 40 min. Reactions were quenched with the addition of NH4CO3 to a final concentration of 50 mM and samples were incubated an additional 15 min. Bound proteins were eluted by on-beads digestion with AcTEV Protease (Invitrogen) overnight at 25C. Crosslinking Mass Spectrometry and Data Analysis. Digested peptides were analyzed with an Orbitrap Fusion Lumos (Thermo Fisher) coupled to a Dionex U3000 HPLC using previously described data acquisition settings. For each .RAW file, the XlinkX node in Proteome Discoverer v2.4 was used to identify MS2 fragmentation scans with reporter ions characteristic of DSSO crosslinked peptides. Peak lists were searched against a human proteome database (Genome Reference Consortium Human Build 38 patch release 13) containing 44519 unique protein sequences, 426 of which were contaminant proteins. The database was searched for fully tryptic peptides, allowing for a maximum of 2 missed cleavages and a minimum peptide length of 5 amino acids. Precursor mass tolerance, FTMS fragment mass tolerance, and ITMS Fragment tolerance, were set to 10 ppm, 20 ppm, and 0.5 Da, respectively. Xlink Validator FDR threshold was set to 0.01.
DOI: 10.5066/p1iz6d5v
title: Geospatial datasets and hydraulic model for flood-inundation maps for Rio Grande De Loiza in and near Caguas, Puerto Rico

description: Digital flood-inundation maps for a 2.7-mile reach of Rio Grande De Loiza in and near Caguas, Puerto Rico, were created by the U.S. Geological Survey (USGS) with funding from the U.S. Geological Survey Supplemental Oversight Team which received funding for this effort through Title VII of Division N in the Consolidated Appropriations Act, 2023 (Public Law 117–328). Flood profiles were computed for the stream reach by means of a one-dimensional step-backwater model. The model was calibrated to the current (rating number 30.1) stage-discharge relation at the U.S. Geological Survey streamgage Rio Grande De Loiza at Caguas, Puerto Rico (station number 50055000). The hydraulic model was then used to compute 16 total water-surface profiles for flood stages ranging from 19.00 ft to 34.00 ft. The overall range in stages are from “moderate flood stage” to above “major flood stage” as reported by the National Weather Service. The simulated water-surface profiles were then used in combination with a geographic information system digital elevation model derived from light detection and ranging data to delineate the areas flooded at each water level. The model produced by this study could be used to assess possible flood mitigation options and define flood hazard areas that could contribute to the protection of life and property. The availability of these maps, along with internet information regarding current stage from the USGS streamgage and forecasted high-flow stages from the National Weather Service, could provide emergency management personnel and residents with information that is critical for flood response activities such as evacuations and road closures, as well as for post-flood recovery efforts.
DOI: 10.6073/pasta/a9e94cba333890016ab7fa9664fcca35
title: Nitrogen Cycling and Environmental Data in Riparian Soils across Biomes

description: This dataset compiles soil nitrogen cycle data from riparian soils, sourced from peer-reviewed studies published between 1980 and 2023. The selection process was based on three inclusion criteria: (1) studies measuring in-situ net nitrification rates in the top soil layer using the incubating bag technique, (2) studies reporting net nitrification rates from laboratory incubations without altering the initial nitrogen pool, and (3) studies providing field data on soil nitrogen concentrations, moisture, and temperature. 
 The final dataset (D1) includes data from 174 riparian sites across four continents, with the majority of sites (86%) located in North America and Europe, while only 13 were located in the Southern hemisphere. For each site, we gathered data on net nitrification rates and key soil physicochemical properties, including bulk density, depth, moisture (expressed as water-filled pore space, WFPS), temperature, and ammonium and nitrate concentrations. The dataset includes 734 observations from 99 field sites and 120 observations from 45 laboratory-incubated sites. All publications from which data were used are list in dataset 2 (D2). This comprehensive dataset offers valuable insights into nitrogen dynamics in riparian soils, supporting further research into soil nitrogen cycling across diverse biomes and environmental conditions.
DOI: 10.5281/zenodo.18487699
title: Human Experience Baseline (Dataset, n = 1,514)

description: This dataset constitutes the Human Experience Baseline, a longitudinal reference dataset published by the Human Clarity Institute to capture core dimensions of human experience in digitally mediated environments.

It is designed to provide a stable measurement foundation for tracking change over time in how people experience agency, attention, cognitive load, wellbeing, values clarity, meaning, trust, and reliance on digital and AI-enabled systems.

The dataset includes:• validated numeric Likert-scale measures (1–7, 0–5, and 0–4 scales)• indicators of personal agency, decision clarity, and perceived control• measures of attention, distraction, and cognitive load in daily digital life• wellbeing and psychological state items suitable for longitudinal comparison• values clarity, purpose, and meaning-related measures• trust in information environments and reliance on automated or intelligent systems• digital exposure variables (hours online, AI tool usage frequency)• demographic variables across six English-speaking countries

Data were collected via Prolific from adults (18+) in the United Kingdom, United States, Australia, Canada, New Zealand, and Ireland. Participants provided explicit consent for anonymised open publication.

All data were cleaned, anonymised, and processed under the Human Clarity Institute’s machine-readable dataset protocol, including:• canonical snake_case variable naming• validated numeric value ranges• standardised categorical encodings• removal of duplicate submissions• removal of all identifiers and timestamps• full alignment with the accompanying data dictionary• cryptographic checksums for file integrity

This dataset is intended to be updated through repeated data collection waves using a consistent core of measures. Each update is released as a new dataset version while retaining a stable canonical identity, enabling longitudinal analysis and comparison across time.

The Human Experience Baseline underpins a broader library of topical datasets published by the Human Clarity Institute, allowing specific human–AI interaction phenomena to be interpreted relative to an established reference baseline rather than as isolated snapshots.
DOI: 10.17632/9p76pnt32w
title: supplementary data for manuscript titled "Efficacy and Safety of Fish Oil Supplementation Combined with Low-Dose Isotretinoin for Moderate-to-Severe Acne Vulgaris: A Randomized Controlled Non-inferiority Trial"

description: supplementary data for manuscript titled "Efficacy and Safety of Fish Oil Supplementation Combined with Low-Dose Isotretinoin for Moderate-to-Severe Acne Vulgaris: A Randomized Controlled Non-inferiority Trial"
DOI: 10.17632/9p76pnt32w.4
title: supplementary data for manuscript titled "Efficacy and Safety of Fish Oil Supplementation Combined with Low-Dose Isotretinoin for Moderate-to-Severe Acne Vulgaris: A Randomized Controlled Non-inferiority Trial"

description: supplementary data for manuscript titled "Efficacy and Safety of Fish Oil Supplementation Combined with Low-Dose Isotretinoin for Moderate-to-Severe Acne Vulgaris: A Randomized Controlled Non-inferiority Trial"
DOI: 10.17632/z8nkk3n4m3
title: Codes and Data

description: This database provides the original code and dataset for the paper titled "AI for Dynamic Heat Exchangers Modeling in Vapor Compression Systems with Limited Computational Resources", published in the journal Energy.
The AI-driven model for heat exchangers is designed based on the Gated Recurrent Unit (GRU). All readers are welcome to use the code provided in this dataset to train and deploy their own Seq2Seq models for reference.
The dataset include Amesim files, Matlab codes, Python codes, etc.
DOI: 10.17632/z8nkk3n4m3.1
title: Codes and Data

description: This database provides the original code and dataset for the paper titled "AI for Dynamic Heat Exchangers Modeling in Vapor Compression Systems with Limited Computational Resources", published in the journal Energy.
The AI-driven model for heat exchangers is designed based on the Gated Recurrent Unit (GRU). All readers are welcome to use the code provided in this dataset to train and deploy their own Seq2Seq models for reference.
The dataset include Amesim files, Matlab codes, Python codes, etc.
DOI: 10.17632/t5b44z8237
title: Efficient Utilization of Compound Oligosaccharides by Lactobacillus paracasei ProSci-92 and Their Application in Fermented Milk

description: The three files linked herein serve to present the supplementary materials for the manuscript.
DOI: 10.17632/t5b44z8237.1
title: Efficient Utilization of Compound Oligosaccharides by Lactobacillus paracasei ProSci-92 and Their Application in Fermented Milk

description: The three files linked herein serve to present the supplementary materials for the manuscript.
DOI: 10.17632/nrs7tknmsk
title: Data EDU in AI

description: This is data of article "AI Literacy and students’ intention to plagiarize"
DOI: 10.17632/nrs7tknmsk.1
title: Data EDU in AI

description: This is data of article "AI Literacy and students’ intention to plagiarize"
DOI: 10.17632/r93dfjvvv6
title: GoCJ: Google Cloud Jobs Dataset (Enhanced)

description: The GoCJ dataset is comprised of multiple files, where each file contains the sizes of a specified number of jobs expressed in Million Instructions (MI), derived from workload behaviors observed in Google cluster traces. The name of each file indicates the number of jobs it contains; for example, GoCJ_Dataset_1000 includes 1000 jobs along with their associated SLA classes and arrival times.

In this study, a modified version of the GoCJ dataset is employed. Each dataset file consists of three columns: (i) job length in terms of Million Instructions (MI), (ii) Service Level Agreement (SLA: {1, 2, 3}), representing different levels of priorities, and (iii) job arrival time, which captures realistic workload submission behavior.

The experimental evaluation is conducted using the following dataset files: GoCJ_Dataset_1000.csv, GoCJ_Dataset_2000.csv, GoCJ_Dataset_3000.csv, GoCJ_Dataset_4000.csv, GoCJ_Dataset_5000.csv, and GoCJ_Dataset_6000.csv, enabling performance analysis under increasing workload scales.