cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.s7qjcr
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((79.79635 15.01543,107.20365 15.01543,107.20365 25.98457,79.79635 25.98457,79.79635 15.01543))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tectona hamiltoniana Wall."
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053128-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8fcoak
title: Occurrence Download

description: A dataset containing 1613 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada",
 "Country is Mexico"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Prunus ilicifolia (Nutt. ex Hook. & Arn.) D.Dietr.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1613 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003326-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ct2upq
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dasyatis tortonesei Capapé, 1975"
 ]
}

 The dataset includes 72 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050030-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qwaqyy
title: Occurrence Download

description: A dataset containing 4690 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sphagneticola trilobata (L.) Pruski"
 ]
}

 The dataset includes 4690 records from 189 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003326-171113114016250/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/vamt-b742
title: "End-Effector Interaction Force for Continuum Robotic Arms"

description: "One of the key challenges in soft robotics is predicting and measuring contact forces during interactions with the environment. This dataset comprises a collection of contact force measurements obtained from a continuum robotic arm (called RoboArm) developed and tested at the ARAS Robotics Laboratory. The dataset is intended for use in training data-driven models for dynamics modeling, force estimation, contact detection, and force control. Additional details are provided in the instruction section, which is attached to the dataset."
DOI: 10.15468/dl.c74xwy
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material citation, Specimen)",
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Passiflora podadenia"
 ]
}

 The dataset includes 119 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036739-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/jx5tgydggc
title: Annotated G-function Plots from a Statistical Review of 225 Diagnostic Fracture Injection Tests from the Montney Shale

description: The Alberta Energy Regulator collects DFIT data from operators and makes it publicly available. We downloaded all available DFITs from the Montney shale and reviewed the plots to assess whether or not they show a ‘compliance’ closure response, as evaluated from the G-function plot. The results provided in this document will be presented in a paper at the February 2026 SPE Hydraulic Fracturing Technology Conference.
DOI: 10.17632/jx5tgydggc.1
title: Annotated G-function Plots from a Statistical Review of 225 Diagnostic Fracture Injection Tests from the Montney Shale

description: The Alberta Energy Regulator collects DFIT data from operators and makes it publicly available. We downloaded all available DFITs from the Montney shale and reviewed the plots to assess whether or not they show a ‘compliance’ closure response, as evaluated from the G-function plot. The results provided in this document will be presented in a paper at the February 2026 SPE Hydraulic Fracturing Technology Conference.
DOI: 10.26023/gjp2-mk0e-v20t
title: SMART-R Radar Reflectivity Data: DYNAMO Legacy Collection. Version 1.0

description: This data set contains the 10 minute resolution gridded radar reflectivity data from the SMART-R1 Doppler radar that was located on Addu Atoll of the Maldive Islands during DYNAMO. The data are in NetCDF format.
DOI: 10.13140/rg.2.2.18996.51845
title: The Resilient BI Environment: A Guide to High Availability and Reliability on Linux
DOI: 10.13140/rg.2.2.32418.29124
title: شهادة اجتياز دبلومة في التشييد والبناء
DOI: 10.17632/ksdm68pjvy
title: Mobile Applications and Loyalty Programs Affecting Customer Loyalty

description: The survey data gather information from respondent who having experience using mobile application, use loyalty program, and loyalty
DOI: 10.17632/ksdm68pjvy.1
title: Mobile Applications and Loyalty Programs Affecting Customer Loyalty

description: The survey data gather information from respondent who having experience using mobile application, use loyalty program, and loyalty
DOI: 10.17632/pftpcbnc53
title: Field-measured RTK elevation data in 2021

description: The data was used for accuracy validation of the tidal flat elevation inversion.
DOI: 10.17632/pftpcbnc53.1
title: Field-measured RTK elevation data in 2021

description: The data was used for accuracy validation of the tidal flat elevation inversion.
DOI: 10.17632/6x64hb2fxs
title: Do Sanctions Deter Greenfield FDI Inflows? An Empirical Investigation

description: Replication Package
Paper Title: Do Sanctions Deter Greenfield FDI Inflows? An Empirical Investigation
Authors: Usman Khalid (UAE University), Sasidaran Gopalan (National University of Singapore), Kathia Bahloul Zekkari (Qatar University)
Date: October 01, 2025

Overview
This replication package provides anonymized data, analysis code, and step-by-step instructions to reproduce the paper’s main empirical results (tables and accompanying statistics). Due to licensing and data-use restrictions, the original datasets cannot be shared. We therefore supply an anonymized dataset in which country identifiers and any other directly identifying fields have been removed. With this anonymized data, users can reproduce all reported tables; results that depend on non-shareable identifiers are noted where applicable. Please refer to the README file for more details.
DOI: 10.17632/6x64hb2fxs.1
title: Do Sanctions Deter Greenfield FDI Inflows? An Empirical Investigation

description: Replication Package
Paper Title: Do Sanctions Deter Greenfield FDI Inflows? An Empirical Investigation
Authors: Usman Khalid (UAE University), Sasidaran Gopalan (National University of Singapore), Kathia Bahloul Zekkari (Qatar University)
Date: October 01, 2025

Overview
This replication package provides anonymized data, analysis code, and step-by-step instructions to reproduce the paper’s main empirical results (tables and accompanying statistics). Due to licensing and data-use restrictions, the original datasets cannot be shared. We therefore supply an anonymized dataset in which country identifiers and any other directly identifying fields have been removed. With this anonymized data, users can reproduce all reported tables; results that depend on non-shareable identifiers are noted where applicable. Please refer to the README file for more details.
DOI: 10.17632/6jynp3r7k7
title: Chien_etal_2025_SEPR olivine study_Supplementary Table S1-S3

description: All data for the SEPR olivine study can be accessed here.
DOI: 10.17632/6jynp3r7k7.1
title: Chien_etal_2025_SEPR olivine study_Supplementary Table S1-S3

description: All data for the SEPR olivine study can be accessed here.
DOI: 10.17632/xhsmkkshhd.1
title: Can Industrial Technology Convergence Facilitate Firms' International Expansion? Micro-empirical evidence from China

description: The dataset is used for the study Can Industrial Technology Convergence Facilitate Firms' International Expansion? Micro-empirical evidence from China
DOI: 10.17632/mf6kxj3wyk
title: ICESat-2 elevation data

description: The data was used to train the model for tidal flat elevation inversion.
DOI: 10.15468/dl.yqyawk
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cola acuminata",
 "Country is Costa Rica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036740-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/mf6kxj3wyk.1
title: ICESat-2 elevation data

description: The data was used to train the model for tidal flat elevation inversion.
DOI: 10.26023/2nqp-qc3t-2y08
title: SMART-R Radar Spectrum Width Data: DYNAMO Legacy Collection. Version 1.0

description: This data set contains the 10 minute resolution gridded spectrum width data from the SMART-R1 Doppler radar that was located on Addu Atoll of the Maldive Islands during DYNAMO. The data are in NetCDF format.
DOI: 10.15468/dl.d6ta4e
title: Occurrence Download

description: A dataset containing 143 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Strategic Plan for the Protection of Checkley Plain | Plan stratégique pour la protection de la plaine Checkley"
 ]
}

 The dataset includes 143 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036742-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/gw4c35mzpn
title: Supplementary Materials for JAADI-D-25-00322R1

description: This is the Supplementary Materials for Predicting sentinel lymph node metastasis in melanoma patients: A machine learning-based predictive model, including Supplementary Methonds, Figures, Figure legends and tables.
DOI: 10.17632/gw4c35mzpn.1
title: Supplementary Materials for JAADI-D-25-00322R1

description: This is the Supplementary Materials for Predicting sentinel lymph node metastasis in melanoma patients: A machine learning-based predictive model, including Supplementary Methonds, Figures, Figure legends and tables.
DOI: 10.17632/k269sxcw6h
title: Survey Data on Financial Literacy and Asset Participation among Young Adults in Indonesia

description: This dataset contains survey responses from young adults in Indonesia to examine the relationship between financial literacy and asset participation. It includes measures of basic, advanced, and self-assessed financial literacy; stock market participation (stocks and mutual funds); and non-market asset ownership (savings, deposits, gold, and real estate). It also includes demographic variables (gender, academic year, income), behavioural variables (savings behaviour), educational variables (economics education and perceptions of economics in daily life), and family background variables (parental financial knowledge). The dataset offers micro-level evidence on financial knowledge and investment behaviour in an emerging market context.
DOI: 10.17632/k269sxcw6h.1
title: Survey Data on Financial Literacy and Asset Participation among Young Adults in Indonesia

description: This dataset contains survey responses from young adults in Indonesia to examine the relationship between financial literacy and asset participation. It includes measures of basic, advanced, and self-assessed financial literacy; stock market participation (stocks and mutual funds); and non-market asset ownership (savings, deposits, gold, and real estate). It also includes demographic variables (gender, academic year, income), behavioural variables (savings behaviour), educational variables (economics education and perceptions of economics in daily life), and family background variables (parental financial knowledge). The dataset offers micro-level evidence on financial knowledge and investment behaviour in an emerging market context.
DOI: 10.13140/rg.2.2.23400.53766
title: Fungi of Gujarat – (https://fungiofgujarat.com) A new website on Fungal Diversity in Gujarat State, India.
DOI: 10.17632/ypf7xtp5hs.1
title: Mg–Fe isotopes in jadeitites reveal the impact of forearc serpentinization on the composition of subduction zone fluids

description: Table 1 Fe–Mg isotope compositions of jadeitites and related rocks from the Rio San Juan Complex
DOI: 10.15468/dl.yd57j6
title: Occurrence Download

description: A dataset containing 371593 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Geranium sylvaticum)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 371593 records from 817 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036715-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/f4zcprdfxn
title: Time series dataset for network security situational awareness

description: In the field of network security situational awareness (NSSA), it is challenging to find a usable dataset. Most of the datasets used in existing research papers are outdated, small, publicly unavailable due to the private infrastructure on which they were created, or unusable for other reasons. This paper presents a new dataset derived from a well-documented and substantial source, suitable for use with neural networks that require larger datasets than classical machine learning approaches. This dataset can help the research community in various ways. The dataset consists of four parts, each containing the time series generated from cybersecurity alerts collected between 2017 and 2018 and between 2023 and 2024. Alerts were collected from the Warden system, which collects and shares information about security events detected by various security systems across multiple organizations. These are data whose labeling is performed by the detection system itself (silver standard). In total, about three billion alerts were collected and processed to time series.
DOI: 10.17632/f4zcprdfxn.3
title: Time series dataset for network security situational awareness

description: In the field of network security situational awareness (NSSA), it is challenging to find a usable dataset. Most of the datasets used in existing research papers are outdated, small, publicly unavailable due to the private infrastructure on which they were created, or unusable for other reasons. This paper presents a new dataset derived from a well-documented and substantial source, suitable for use with neural networks that require larger datasets than classical machine learning approaches. This dataset can help the research community in various ways. The dataset consists of four parts, each containing the time series generated from cybersecurity alerts collected between 2017 and 2018 and between 2023 and 2024. Alerts were collected from the Warden system, which collects and shares information about security events detected by various security systems across multiple organizations. These are data whose labeling is performed by the detection system itself (silver standard). In total, about three billion alerts were collected and processed to time series.
DOI: 10.26023/cshc-18rh-vt0b
title: Diego Garcia ISS Surface Meteorological Data: DYNAMO Legacy Collection. Version 1.0

description: This data set contains the 1 minute surface meteorological data from the NCAR/EOL Integrated Sounding System (ISS) weather station that was located on Diego Garcia during DYNAMO. The data are in NetCDF format.
DOI: 10.17632/rh5txj3n4g
title: Covariant implementation of bi-particle force for simulation of relativistic many-body systems with reactions

description: In this work we present a covariant implementation of force for Chaos Many-Body Engine (CMBE - Grossu et al., 2021) .Net application. Thus, supposing the expression of bi-particle force is known in the center-of-mass frame, we applied specific relativistic transformations for obtaining the corresponding value in laboratory frame. As an example of use, we discuss a toy-model for relativistic nuclear collisions at Facility for Antiproton and Ion Research (FAIR) energies.
DOI: 10.17632/rh5txj3n4g.3
title: Covariant implementation of bi-particle force for simulation of relativistic many-body systems with reactions

description: In this work we present a covariant implementation of force for Chaos Many-Body Engine (CMBE - Grossu et al., 2021) .Net application. Thus, supposing the expression of bi-particle force is known in the center-of-mass frame, we applied specific relativistic transformations for obtaining the corresponding value in laboratory frame. As an example of use, we discuss a toy-model for relativistic nuclear collisions at Facility for Antiproton and Ion Research (FAIR) energies.
DOI: 10.13140/rg.2.2.24278.72004
title: slaughterhouse symbol
DOI: 10.17632/nsftzrkrsp
title: Synergistic Effects of Garlic and Andrographis Extracts on Digestive Enzyme Activity, Immune Modulation, and Anti-Inflammation in Nile Tilapia

description: The data supports the potential use of herbal additives in aquafeeds as natural growth promoters and immune enhancers. It offers reproducible, well-structured datasets for reanalysis or meta-analysis in aquaculture or veterinary phytotherapy. Researchers and feed formulators can apply this dataset to develop functional feeds targeting health optimization in tilapia or similar aquaculture species. For deeper interpretation, refer to the full accompanying manuscript, which links each dataset to the biological outcomes and conclusions.
DOI: 10.17632/nsftzrkrsp.1
title: Synergistic Effects of Garlic and Andrographis Extracts on Digestive Enzyme Activity, Immune Modulation, and Anti-Inflammation in Nile Tilapia

description: The data supports the potential use of herbal additives in aquafeeds as natural growth promoters and immune enhancers. It offers reproducible, well-structured datasets for reanalysis or meta-analysis in aquaculture or veterinary phytotherapy. Researchers and feed formulators can apply this dataset to develop functional feeds targeting health optimization in tilapia or similar aquaculture species. For deeper interpretation, refer to the full accompanying manuscript, which links each dataset to the biological outcomes and conclusions.
DOI: 10.17632/zwy2xhjtmz
title: Synergistic Effects of Garlic and Andrographis Extracts on Digestive Enzyme Activity, Immune Modulation, and Anti- Inflammation in Nile Tilapia (Oreochromis niloticus)

description: The data supports the potential use of herbal additives in aquafeeds as natural growth promoters and immune enhancers. It offers reproducible, well-structured datasets for reanalysis or meta-analysis in aquaculture or veterinary phytotherapy. Researchers and feed formulators can apply this dataset to develop functional feeds targeting health optimization in tilapia or similar aquaculture species. For deeper interpretation, refer to the full accompanying manuscript, which links each dataset to the biological outcomes and conclusions.
DOI: 10.17632/zwy2xhjtmz.1
title: Synergistic Effects of Garlic and Andrographis Extracts on Digestive Enzyme Activity, Immune Modulation, and Anti- Inflammation in Nile Tilapia (Oreochromis niloticus)

description: The data supports the potential use of herbal additives in aquafeeds as natural growth promoters and immune enhancers. It offers reproducible, well-structured datasets for reanalysis or meta-analysis in aquaculture or veterinary phytotherapy. Researchers and feed formulators can apply this dataset to develop functional feeds targeting health optimization in tilapia or similar aquaculture species. For deeper interpretation, refer to the full accompanying manuscript, which links each dataset to the biological outcomes and conclusions.
DOI: 10.17632/7hvzrb48b2
title: Tax structure

description: README: Replication Package
Paper Title
How Tax Structure Shapes FDI Attractiveness and Economic Growth in Developing Economies?
Authors:
Quang Khai Nguyen
Dinh Long Tran
Date: Oct 1, 2025
DOI: 10.17632/7hvzrb48b2.1
title: Tax structure

description: README: Replication Package
Paper Title
How Tax Structure Shapes FDI Attractiveness and Economic Growth in Developing Economies?
Authors:
Quang Khai Nguyen
Dinh Long Tran
Date: Oct 1, 2025
DOI: 10.15468/dl.jwfh7a
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Durio zibethinus",
 "Country is Costa Rica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036745-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/4k864s5hh9
title: Effect of esketamine as an adjuvant in Stellate Ganglion Block on Postoperative Sleep Disturbance among adult undergoing gynecological laparoscopic surgery: a randomized controlled study

description: Postoperative sleep disturbance (PSD) is a prevalent complication following gynecological laparoscopic surgery.This study aimed to evaluate the efficacy of a novel perioperative multimodal sleep (PMS) strategy, whether adding esketamine-adjuvanted stellate ganglion block (SGB) to intraoperative esketamine-dexmedetomidine infusions reduces PSD.In this randomized trial,Esketamine-adjuvanted SGB effectively reduces PSD (especially in preoperatively depressed patients) and early postoperative anxiety after gynecological laparoscopy, with good safety; further research is warranted.
DOI: 10.15468/dl.ytwnms
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Durio zibethinus",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036746-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/4k864s5hh9.1
title: Effect of esketamine as an adjuvant in Stellate Ganglion Block on Postoperative Sleep Disturbance among adult undergoing gynecological laparoscopic surgery: a randomized controlled study

description: Postoperative sleep disturbance (PSD) is a prevalent complication following gynecological laparoscopic surgery.This study aimed to evaluate the efficacy of a novel perioperative multimodal sleep (PMS) strategy, whether adding esketamine-adjuvanted stellate ganglion block (SGB) to intraoperative esketamine-dexmedetomidine infusions reduces PSD.In this randomized trial,Esketamine-adjuvanted SGB effectively reduces PSD (especially in preoperatively depressed patients) and early postoperative anxiety after gynecological laparoscopy, with good safety; further research is warranted.