cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/3y7f44vj9d.1
title: An evaluation of effects of bottom currents in calcareous nannofossils assemblages and implications for Mediterranean Outflow reconstructions during the Early Pliocene

description: "U1387C:Micropaleontological_data": Contains calcareous nannofossil data, including the number of individuals per field of view (n), absolute abundance (individuals per gram of sediment, N), and relative abundance (species percentages).

"U1385C_XRF": Contains the complete suite of extracted geochemical data. Please note that the records show discontinuities in certain intervals where core quality was insufficient for reliable analysis. Additionally, this dataset includes results derived from Principal Component Analysis (PCA) performed on the integrated data.
DOI: 10.17632/5z9mh38zhx.2
title: Database of Raman measurements of hydrous silicate glasses

description: This is a database of all of the hydrous silicate glass measured via Raman spectroscopy using the Cornell University (E.Gazel's lab) Witec Alpha 300R to create external and internal calibrations to quantify H2O in silicate glasses. This database also includes test measurements of melt inclusions from different volcanic systems. All Raman measurements were taken with a 473-nm excitation source. 

File names format retains metadata information, such as:
1. Objective magnification (50x or 100x)
2. Laser power (1 mW, 5 mW, 10 mW, 16 mW)
3. Integration times (30s)
4. Accumulations (repetitions; 10, 20)
5. spectral processing (CRR- cosmic ray removal) 
6. Repeated measurements (_X)

We have also included an abridged folder ('Test Dataset for Code').
DOI: 10.17632/rmbp85wbb8
title: Human-Centered Service Design and Client Desirability in Digital Agencies: A Design Thinking Case Study of Pitoeng

description: The growth of the digital industry in Indonesia has led to increasingly fierce competition among digital marketing and branding agencies, requiring the implementation of service strategies that are not only technically superior, but also focused on client experience and sustainable business relationships. In this context, strengthening human-centered service design is relevant to support business practices that are in line with the Sustainable Development Goals (SDGs), particularly SDG 8 (Decent Work and Economic Growth), SDG 9 (Industry, Innovation, and Infrastructure), and SDG 12 (Responsible Consumption and Production). This study aims to analyze why and how Pitoeng is perceived as a desirable digital agency from the client's perspective through the application of the Design Thinking approach. This study uses a qualitative method with a case study design that refers to the five stages of Design Thinking, namely empathize, define, ideate, prototype, and test. Data collection was conducted through semi-structured interviews with internal parties, supported by observation and document analysis. The results show that Pitoeng's desirability is shaped by human-centered factors, such as a deep understanding of client needs, transparent communication, flexibility in collaboration, and clear and adaptive service mechanisms. These findings confirm that the Design Thinking approach not only plays a role in creating value and client trust, but also contributes to the development of innovative, responsible, and sustainable digital agency service strategies.
DOI: 10.17632/rmbp85wbb8.1
title: Human-Centered Service Design and Client Desirability in Digital Agencies: A Design Thinking Case Study of Pitoeng

description: The growth of the digital industry in Indonesia has led to increasingly fierce competition among digital marketing and branding agencies, requiring the implementation of service strategies that are not only technically superior, but also focused on client experience and sustainable business relationships. In this context, strengthening human-centered service design is relevant to support business practices that are in line with the Sustainable Development Goals (SDGs), particularly SDG 8 (Decent Work and Economic Growth), SDG 9 (Industry, Innovation, and Infrastructure), and SDG 12 (Responsible Consumption and Production). This study aims to analyze why and how Pitoeng is perceived as a desirable digital agency from the client's perspective through the application of the Design Thinking approach. This study uses a qualitative method with a case study design that refers to the five stages of Design Thinking, namely empathize, define, ideate, prototype, and test. Data collection was conducted through semi-structured interviews with internal parties, supported by observation and document analysis. The results show that Pitoeng's desirability is shaped by human-centered factors, such as a deep understanding of client needs, transparent communication, flexibility in collaboration, and clear and adaptive service mechanisms. These findings confirm that the Design Thinking approach not only plays a role in creating value and client trust, but also contributes to the development of innovative, responsible, and sustainable digital agency service strategies.
DOI: 10.17632/n3pzf9sb6p.2
title: Dataset to a Case Report of Vertigo after Scorpion Sting

description: Data corresponding to a case series of patients recruited in 2025, victms of scorpion sting and were evaluated regarding dizziness and vertigo.
This dataset possess the raw data in excell, the description of the cases as well as the statistical analysis plan for further exploration
DOI: 10.17632/5294gb7b5p.1
title: Jute Leaf Disease Classification Dataset

description: This dataset contains 900 images of jute leaves, organized into three folders: Cercospora Leaf Spot, Golden Mosaic disease, and Healthy Leaf. Each folder represents one class and can be directly used for image classification and machine learning tasks.

The images were collected from real-world conditions and show clear visual differences between healthy and diseased leaves, such as spots, color changes, and mosaic patterns. This makes the dataset suitable for research in plant disease detection, computer vision, and deep learning.

An official Verification and Approval Form (PDF) is included with the dataset. This document confirms the authenticity and accuracy of the data and approves its use for research and educational purposes.

This dataset can be used for training, testing, and evaluating machine learning models for agricultural and plant health applications.
DOI: 10.17632/vmzrd2rjgj
title: GitHub Copilot in Computing Education: A Field Study Dataset

description: Description
This dataset was generated from a field study conducted to evaluate the integration of the AI pair programmer, GitHub Copilot, into project-based computer science and software engineering curriculums. The primary aim was to assess how undergraduate students perceive and utilize AI-assisted coding tools during a realistic development task, and to measure the tool's impact on their productivity, learning, and final project quality.
Methodology
Participants: 114 senior undergraduate students from Software Engineering and Computer Science programs in Three Universities in Kurdistan Region of Iraq.
Task: Participants were tasked with building a static personal portfolio website using HTML, CSS, and JavaScript.
Intervention: GitHub Copilot was used as the primary AI-assisted coding tool within the Visual Studio Code IDE.
Design: The study followed a structured, project-based learning protocol. Students participated in a guided competition to complete the task, adhering to a predefined set of functional and non-functional requirements.
Data Collection: Three streams of data were collected:
Perceptual Survey: A post-task survey using a 5-point Likert scale measured five constructs adapted from the Technology Acceptance Model (TAM).
Objective Performance Metrics: Actual project completion time (in hours) and a final project score assessed via a detailed rubric.
Qualitative Feedback: An open-ended question prompted students to describe a critical engagement with an incorrect or suboptimal AI suggestion.

Dataset Description

Column Name; Description; Data Type Allowed Values / Range
No: Unique participant identifier Integer 1-114
Gender: Participant gender String (Nominal) m (Male), f (Female)
Perceived Ease of Use: TAM construct: Ease of using GitHub Copilot Ordinal (Integer) 1 (Strongly Disagree) - 5 (Strongly Agree)
Perceived Code Quality: TAM construct: Belief that Copilot improved output code quality Ordinal (Integer) 1-5
Perceived Time Efficiency: TAM construct: Belief that Copilot saved time Ordinal (Integer) 1-5
Support in Learning Construct: Belief that Copilot aided in learning new concepts Ordinal (Integer) 1-5
Willingness to Recommend: TAM construct: Intention to adopt/recommend the tool Ordinal (Integer) 1-5
Actual Completion time Total project duration in hours: Continuous (Float) 8-15 hours
Final Project Score-Functionality: Rubric sub-score for functional requirements. Continuous (Float) 0-10
Final Project Score-Readability: Rubric sub-score for code structure & readability. Continuous (Float) 0-10
Final Project Score-UI: Rubric sub-score for design & user interface. Continuous (Float) 0-10
Final Project Score-Responsiveness: Rubric sub-score for responsive design. Continuous (Float) 0-10
Final Project Score-Total Overall project score (average of sub-scores): Continuous (Float) 0-10
Critical Engagement: Qualitative response describing a critical interaction with Copilot String (Text) Free-text response
DOI: 10.15468/dl.ewsdnn
title: Occurrence Download

description: A dataset containing 14770025 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Ecuador"
 ]
}

 The dataset includes 14770025 records from 2690 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009704-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/890-0f1-0fw
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dbq-tp7-rrj
title: †Lepidocyclina Gümbel, 1870

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3j8-wm7-bk6
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/43a-ffl-c42
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/09p-g1t-27x
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aja-fgp-5xz
title: Amphistegina radiata (Fichtel & Moll, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d7s-b4g-s9v
title: Cervus elaphus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/612-5e6-l47
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bwd-bqs-7d7
title: †Ammonoidea

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/77f-2b7-r61
title: Balclutha Kirkaldy, 1900

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sma-l5y-7w1
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.hdvujx
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bidens pilosa",
 "Country is Nigeria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 31 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023682-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/q5y-fkv-m52
title: †Sulcoperculina Thalmann, 1939

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wqc-flx-jlb
title: †Belemnitida

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6e8-j0q-vs1
title: Favia De Blainville, 1820

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ay3-wtt-cdv
title: Amphistegina gibbosa d'Orbigny, 1839

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h4t-6k3-ph3
title: †Pseudorbitoides trechmanni Douvillé, 1922

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5q2-ms4-5nf
title: †Lepidocyclina Gümbel, 1870

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y33-3lv-7ms
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kyt-ztk-15z
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xev-0k6-5g9
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3fl-wes-6qc
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4kj-9nz-h1h
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6hz-na4-02c
title: Balclutha punctata (Fabricius, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v5r-p9s-9sw
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/44h-a3h-pwg
title: Simbirskites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.d8xhzy
title: Occurrence Download

description: A dataset containing 2145 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bidens pilosa",
 "Country is Nepal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2145 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023680-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/gfk-zhv-tgh
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z1l-qby-4en
title: Reptadeonella plagiopora (Busk, 1859)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.h8ca79
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bidens pilosa",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 90 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023681-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/0f5-qc7-fta
title: †Pseudorbitoides trechmanni Douvillé, 1922

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/594-kaq-xkz
title: †Pseudorbitoides trechmanni Douvillé, 1922

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rjg-cna-wja
title: †Pseudorbitoides trechmanni Douvillé, 1922

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z12-0s9-dq1
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fem-7qn-chx
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yxa-wev-rt5
title: Cetorhinus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dve-v3a-ebj
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gt9-vah-ccm
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ek0-28h-hdk
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k87-n02-h9a
title: Dahmsopottekina Özdikmen, 2009

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16905379
title: RAP-103 in Tg4510 Mouse Model of Alzheimer's Disease: PET and Histology Data

description: This dataset supports the NIH Final Research Performance Progress Report (FRPPR) for grant 5R43AG085779, titled "CCR5 Antagonist Therapy to Protect Synapses and Reduce Neuroinflammation in Alzheimer’s Disease".

It contains imaging and histological data from the Tg4510 mouse model, including:- PET imaging with SV2A tracer (Yale University)- Immunohistochemistry for pTau231, IBA1, GFAP, and NeuN (Psychogenics, Inc.)- Final FRPPR report with embedded figures- Raw data, figure images, methods summary, and structured documentation

These results describe the effects of the CCR5 antagonist RAP-103 on synaptic markers, glial activation, and tau phosphorylation. Data were collected under IACUC-approved protocols. Group sizes: n = 5–6 per condition.

Please cite this dataset using the Zenodo DOI and reference NIH Grant 5R43AG085779 in any derivative publications.

AUTHORS:- Michael Ruff, Creative Bio-Peptides, Inc.

- Takashi Toyonaga, Yale University

- Carla Smith, Psychogenics Inc.
DOI: 10.5281/zenodo.16905380
title: RAP-103 in Tg4510 Mouse Model of Alzheimer's Disease: PET and Histology Data

description: This dataset supports the NIH Final Research Performance Progress Report (FRPPR) for grant 5R43AG085779, titled "CCR5 Antagonist Therapy to Protect Synapses and Reduce Neuroinflammation in Alzheimer’s Disease".

It contains imaging and histological data from the Tg4510 mouse model, including:- PET imaging with SV2A tracer (Yale University)- Immunohistochemistry for pTau231, IBA1, GFAP, and NeuN (Psychogenics, Inc.)- Final FRPPR report with embedded figures- Raw data, figure images, methods summary, and structured documentation

These results describe the effects of the CCR5 antagonist RAP-103 on synaptic markers, glial activation, and tau phosphorylation. Data were collected under IACUC-approved protocols. Group sizes: n = 5–6 per condition.

Please cite this dataset using the Zenodo DOI and reference NIH Grant 5R43AG085779 in any derivative publications.

AUTHORS:- Michael Ruff, Creative Bio-Peptides, Inc.

- Takashi Toyonaga, Yale University

- Carla Smith, Psychogenics Inc.
DOI: 10.3535/bw1-wyd-1kr
title: Graptolithina Bronn, 1849

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kt8-5te-6dm
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9ss-v4b-kd9
title: Capra hircus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ylk-qlz-6r7
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/22e-ksj-j8r
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.6084/m9.figshare.28846766
title: State of the Culinary Tourism Industry [2024]

description: Comprehensive 2024 report analyzing global trends in food and beverage tourism, with expert insights from the World Food Travel Association.
DOI: 10.15468/dl.zxz7wp
title: Occurrence Download

description: A dataset containing 162918 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sciurus vulgaris Linnaeus, 1758",
 "Year 1875-2025"
 ]
}

 The dataset includes 162918 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011115-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.53f3jj
title: Occurrence Download

description: A dataset listing the 164074 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "OccurrenceStatus is Present",
 "TaxonKey is Insecta"
 ]
}

 The dataset's 164074 records were derived from 2745 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011120-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yzrwyv
title: Occurrence Download

description: A dataset containing 2547487 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "Year is 2007",
 "Month is May"
 ]
}

 The dataset includes 2547487 records from 595 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002541-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/h40b2l/l4b6li
title: 42_reference.dm4

description: :unav
DOI: 10.25625/h40b2l/liuvrm
title: 43_stack.dm4

description: :unav
DOI: 10.25625/h40b2l/ggfm9u
title: 43_virtual_BF.dm4

description: :unav
DOI: 10.25625/h40b2l/tm8xgt
title: 43_reference_post_acquisition.dm4

description: :unav
DOI: 10.25625/h40b2l/mx1tdr
title: 43_reference.dm4

description: :unav
DOI: 10.15468/dl.m5pgra
title: Occurrence Download

description: A dataset containing 1525 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abutilon abutiloides"
 ]
}

 The dataset includes 1525 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035246-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/h40b2l/4tnozu
title: 44_virtual_BF.dm4

description: :unav
DOI: 10.25625/h40b2l/i6kshs
title: 44_stack.dm4

description: :unav
DOI: 10.25625/h40b2l/jgynvp
title: 44_reference.dm4

description: :unav
DOI: 10.25625/h40b2l/a6uzwq
title: 45_stack.dm4

description: :unav
DOI: 10.25625/h40b2l/kpgm48
title: 44_reference_post_acquisition.dm4

description: :unav
DOI: 10.25625/h40b2l/i7u6ne
title: 45_reference.dm4

description: :unav
DOI: 10.25625/h40b2l/ruibfn
title: 45_virtual_BF.dm4

description: :unav
DOI: 10.25625/h40b2l/xr0qd2
title: 45_reference_post_acquisition.dm4

description: :unav
DOI: 10.25625/h40b2l/ueelwr
title: 46_virtual_BF.dm4

description: :unav
DOI: 10.25625/h40b2l/ct7s3s
title: 46_reference_post_acquisition.dm4

description: :unav
DOI: 10.25625/h40b2l/ncy7vt
title: 46_reference.dm4

description: :unav
DOI: 10.25625/h40b2l/iz5qux
title: 46_stack.dm4

description: :unav
DOI: 10.25625/h40b2l/0fvbev
title: 47_stack.dm4

description: :unav
DOI: 10.25625/h40b2l/ksxv2m
title: 47_reference_post_acquisition.dm4

description: :unav
DOI: 10.25625/h40b2l/akkdax
title: 47_virtual_BF.dm4

description: :unav
DOI: 10.25625/h40b2l/uicaeb
title: 47_reference.dm4

description: :unav
DOI: 10.25625/h40b2l/w8pxni
title: 48_reference.dm4

description: :unav