cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15864417
title: Promotional Risk Patterns in Illegal Online Lending (PINJOL) Platforms in Indonesia

description: This dataset contains annotated and normalized promotional phrases collected from websites and mobile applications of illegal online lending (PINJOL) platforms explicitly blacklisted by the Indonesian Financial Services Authority (OJK) as of March 2025. Each promotional phrase was processed through a linguistic normalization and thematic synthesis pipeline to produce a list of 33 standardized risk pattern labels, each assigned a Risk Score (1–4) based on frequency-based quartile analysis.

The dataset includes:





Raw promotional phrases (in Indonesian)




Normalized labels (standardized promotional patterns)




Risk scores per label




Frequency distribution table (as used in Figure 4 of the main study)



This resource supports research on AI-assisted legal risk detection, consumer protection, and digital financial regulation. It was generated as part of a computational pipeline combining Indo-LegalBERT embeddings, semantic matching, and Gemini 2.5 Pro–based legal reasoning to evaluate statutory violations in digital financial promotions.
DOI: 10.5281/zenodo.15864416
title: Promotional Risk Patterns in Illegal Online Lending (PINJOL) Platforms in Indonesia

description: This dataset contains annotated and normalized promotional phrases collected from websites and mobile applications of illegal online lending (PINJOL) platforms explicitly blacklisted by the Indonesian Financial Services Authority (OJK) as of March 2025. Each promotional phrase was processed through a linguistic normalization and thematic synthesis pipeline to produce a list of 33 standardized risk pattern labels, each assigned a Risk Score (1–4) based on frequency-based quartile analysis.

The dataset includes:





Raw promotional phrases (in Indonesian)




Normalized labels (standardized promotional patterns)




Risk scores per label




Frequency distribution table (as used in Figure 4 of the main study)



This resource supports research on AI-assisted legal risk detection, consumer protection, and digital financial regulation. It was generated as part of a computational pipeline combining Indo-LegalBERT embeddings, semantic matching, and Gemini 2.5 Pro–based legal reasoning to evaluate statutory violations in digital financial promotions.
DOI: 10.15468/dl.jvpxm9
title: Occurrence Download

description: A dataset containing 163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Namibia, South Africa)",
 "Geometry POLYGON((15 -29,17 -29,17 -26,15 -26,15 -29))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 163 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000599-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3mvdt9
title: Occurrence Download

description: A dataset containing 711 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eremias persica"
 ]
}

 The dataset includes 711 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000598-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17630/bfd4eb7a-f98b-406b-85ae-41f53f5485e5
title: Transformation of PET-derived 1,4-benzenedimethanol to make useful alcohols (dataset)

description: The dataset contains NMR data (mestrenova file), IR data (text file), and GC-MS as well as GPC data (pdf).
DOI: 10.15468/dl.rtddrk
title: Occurrence Download

description: A dataset containing 3427 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvinia molesta",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3427 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000600-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5vsdcs
title: Occurrence Download

description: A dataset containing 2366 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Namibia, South Africa)",
 "Geometry POLYGON((15 -29,17 -29,17 -26,15 -26,15 -29))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Squamata"
 ]
}

 The dataset includes 2366 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000601-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d67g6m
title: Occurrence Download

description: A dataset containing 1503 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is COL.5_2",
 "OccurrenceStatus is Present",
 "TaxonKey is Squamata"
 ]
}

 The dataset includes 1503 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000602-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15151/esrf-es-2184468083
title: Investigation of substrate channeling in multi-enzyme complexes

description: Nature has generated a wide variety of enzymes, all sharing the common objective of catalyzing specific reactions. Yet, enzymes have evolved and developed numerous strategies and structural features to complete their tasks. Along an enzymatic pathway, several frequently assemble into multi-enzyme complexes for efficient transport of substrates from one active site to another using different strategies, including substrate channeling, where intermediates are directly transferred to the second active site via a tunnel, without being released into the surrounding solution. Channeling enhances the efficiency of enzymatic pathways, and prevents the release of unstable, reactive or toxic intermediates.
In this experiment, tryptophan synthase will be used as a model to investigate substrates channeling. We aim to uncover the mechanism of efficient substrates transport, and to understand how enzyme catalysis is controlled by conformational changes upon substrate binding and transport.
DOI: 10.6084/m9.figshare.29100299
title: Mode and Ridge Estimation in Euclidean and Directional Product Spaces: A Mean Shift Approach

description: The set of local modes and density ridge lines are important summary characteristics of the data-generating distribution. In this work, we focus on estimating local modes and density ridges from point cloud data in a product space combining two or more Euclidean and/or directional metric spaces. Specifically, our approach extends the (subspace constrained) mean shift algorithm to such product spaces, addressing potential challenges in the generalization process. We establish the algorithmic convergence of the proposed methods, along with practical implementation guidelines. Experiments on simulated and real-world datasets demonstrate the effectiveness of our proposed methods. Supplementary materials for this article are available online.
DOI: 10.6084/m9.figshare.29100299.v1
title: Mode and Ridge Estimation in Euclidean and Directional Product Spaces: A Mean Shift Approach

description: The set of local modes and density ridge lines are important summary characteristics of the data-generating distribution. In this work, we focus on estimating local modes and density ridges from point cloud data in a product space combining two or more Euclidean and/or directional metric spaces. Specifically, our approach extends the (subspace constrained) mean shift algorithm to such product spaces, addressing potential challenges in the generalization process. We establish the algorithmic convergence of the proposed methods, along with practical implementation guidelines. Experiments on simulated and real-world datasets demonstrate the effectiveness of our proposed methods. Supplementary materials for this article are available online.
DOI: 10.15468/dl.cfdqjq
title: Occurrence Download

description: A dataset containing 3287 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gerbillus gerbillus"
 ]
}

 The dataset includes 3287 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000604-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15864322
title: Evaluating Precipitation Behavior in CESM2 Using Nudging Technique (ERA5, single-level)

description: This repository includes the ERA5 single-level data (precipitation and OLR) during 2010-2014 used in study "Evaluating Precipitation Behavior in CESM2 Using Nudging Technique". 

Please use the following command to extract files.

tar xvzf precERA00

tar xvzf dlw_toaERA00
DOI: 10.5281/zenodo.15864323
title: Evaluating Precipitation Behavior in CESM2 Using Nudging Technique (ERA5, single-level)

description: This repository includes the ERA5 single-level data (precipitation and OLR) during 2010-2014 used in study "Evaluating Precipitation Behavior in CESM2 Using Nudging Technique". 

Please use the following command to extract files.

tar xvzf precERA00

tar xvzf dlw_toaERA00
DOI: 10.5517/ccdc.csd.cc2mqncd
title: CCDC 2434844: Experimental Crystal Structure Determination

description: Related Article: Constantin G. Daniliuc, Muhammad Sajid, Gerhard Erker|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2my03q
title: CCDC 2440943: Experimental Crystal Structure Determination

description: Related Article: Constantin G. Daniliuc, Muhammad Sajid, Gerhard Erker|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.21227/bay4-ze72
title: "Sequencing Data with 10\/30\/60 PCR Cycles"

description: "This is a DNA-storage-focused sequencing dataset that includes data obtained after 10, 30, and 60 cycles of PCR amplification. The sequencing data were obtained from a synthesized pool of 11,520 oligonucleotides, each 150 bases in length. These oligos were synthesized using inkjet printing technology at Twist Bioscience and subsequently served as template strands for PCR amplification. After 10 cycles of amplification, sequencing 4,970,786 reads to generate Dataset PCR10; after 30 cycles, sequencing 11,001,029 reads to generate Dataset PCR30; and after 60 cycles, sequencing 11,180,177 reads to generate Dataset PCR60."
DOI: 10.15468/dl.b2n7wx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "StateProvince is New Jersey",
 "TaxonKey is one of (Zapus hudsonius, Glaucomys sabrinus, Napaeozapus insignis, Oryzomys palustris, Synaptomys cooperi, Cryptotis parva, Parascalops breweri, Sorex dispar, Sorex fumeus, Sorex hoyi, Sorex cinereus nigriculus, Sorex palustris, Erethizon dorsatum dorsatum)",
 "Year 1980-2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000605-250711103210423/datasets/export for details.
DOI: 10.15468/dl.daj5sj
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Namibia, South Africa)",
 "Geometry POLYGON((15 -29,17 -29,17 -26,15 -26,15 -29))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Testudines"
 ]
}

 The dataset includes 38 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000606-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.86srvj
title: Occurrence Download

description: A dataset containing 912 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pacifastacus leniusculus",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 912 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000607-250711103210423/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.29530859
title: Abby Cindi - No Limits 2022.mov

description: This concert performance was conceived as an arts research-based activity within a broader oral history project aimed at honouring jazz veterans. It was part of a collaboration between the Cosmopolitan Collective and the Mamelodi Arts and Culture Forum with the Wits School of Arts and the History Workshop. Although the project has multiple stakeholders and role players, this creative output focuses on musical imagination and re-imagination in dialogue with the music of a jazz veteran and activist who was being honoured through this performance, Abbey Cindi. Attention here is cast on his earlier album, which was reissued for the Jazz Day concert, <i>the United States of Africa</i>. The performance was split into two sets. The second half consisted of Cindi performing a selection of tracks accompanied by a four-piece band. The first half, the central output here, offered an all-vocal interpretation (except for a snippet featuring a guitarist, Mark Aranha) of musical pieces in early singing and compositional styles that preceded and shaped aspects of the cultural context that later informed Abbey Cindi’s sound. In this first segment, drawing on my choral interests as a practitioner and researcher, I adapted and arranged his and other compositions. These five-part vocal arrangements were sung by a group I co-founded, No Limits.
DOI: 10.6084/m9.figshare.29530859.v1
title: Abby Cindi - No Limits 2022.mov

description: This concert performance was conceived as an arts research-based activity within a broader oral history project aimed at honouring jazz veterans. It was part of a collaboration between the Cosmopolitan Collective and the Mamelodi Arts and Culture Forum with the Wits School of Arts and the History Workshop. Although the project has multiple stakeholders and role players, this creative output focuses on musical imagination and re-imagination in dialogue with the music of a jazz veteran and activist who was being honoured through this performance, Abbey Cindi. Attention here is cast on his earlier album, which was reissued for the Jazz Day concert, <i>the United States of Africa</i>. The performance was split into two sets. The second half consisted of Cindi performing a selection of tracks accompanied by a four-piece band. The first half, the central output here, offered an all-vocal interpretation (except for a snippet featuring a guitarist, Mark Aranha) of musical pieces in early singing and compositional styles that preceded and shaped aspects of the cultural context that later informed Abbey Cindi’s sound. In this first segment, drawing on my choral interests as a practitioner and researcher, I adapted and arranged his and other compositions. These five-part vocal arrangements were sung by a group I co-founded, No Limits.
DOI: 10.15468/dl.j2nzwe
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Namibia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Prosopis glandulosa",
 "Year 1990-2024"
 ]
}

 The dataset includes 40 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000608-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15864478
title: Life cycle inventory data for magnets from three rare earth deposits

description: Inventory of inputs and outputs associated with the production of primary Nd-Fe-B magnets from three types of deposits:



Bastnaesite-monazite deposit in Bayan Obo (China)

Monazite deposit in Mt. Weld (Australia)

Ion adsorption clay deposits (from seven Southern provinces in China)


The data is provided in two files:

1) Life cycle inventory data for magnets from three rare earth deposits, with economic allocation based on prices from 2015 to 2025.

2) Life cycle inventory data for magnets from three rare earth deposits, with economic allocation based on prices from 2013 to 2022.

The PDF file presents an overview of the files and their references. Background data are sourced from ecoinvent 3.10.1 (cut-off system model). The file is compatible with Brightway and the Activity Browser software.
DOI: 10.15468/dl.hkvg4f
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orconectes limosus",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 42 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000610-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kqm3kc
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is COL.5_2",
 "OccurrenceStatus is Present",
 "TaxonKey is Testudines"
 ]
}

 The dataset includes 64 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000611-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60635/c3489b
title: Barro Colorado Island, AVA tower_Air Temperature

description: Barro Colorado Island, AVA tower.Air temperature, electronic sensor, interval max/min/avgEstablished in Mar, 2011 as part of the ForestGEO Tropical Ecology, Assessment and Monitoring (TEAM) project. The original tower was Located near the center of the island at the north west corner of the 50ha plot (9.1568°, -79.8486°). In 2018 this tower was struck by a tree fall and rendered unusable. In Feb. 2019 a new 45m tower was build close by (9.1568°, -79.8486°).
DOI: 10.15468/dl.7zj9gf
title: Occurrence Download

description: A dataset containing 500164 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Plectrophenax nivalis)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 500164 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000591-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15648107
title: Characterization of Latvian honey through FTIR–ATR spectroscopy

description: The dataset includes twenty-eight (28) Fourier transform infrared (FTIR) spectroscopy with attenuated total reflectance (ATR) spectral data in a CSV file of Latvian honey samples: Clover honey (Trifolium repens, code: Clo) - 3 samples; Linden honey (Tilia cordata, code: Lin) - 4 samples. Willow honey (Salix cinerea, code: Wil) - 4 samples. Rapeseed honey (Brassica napus, code: Rap) - 2 samples, Buckwheat honey (Fagopyrum esculentum, code: Buck) - 5 samples. Heather honey (Calluna vulgaris, code: Hea) - 3 samples, Apiaceae honey (Apiaceae sp., code: Api) - 2 samples and Raspberry honey (Rubus idaeus, code: Ras) – 1 sample. Spectra of Latvian honey samples were compared with commercial Manuka honey (Produced by Oha Honey LP (Masterton, New Zealand).

Attenuated total reflection (ATR) spectroscopy spectra of all honey samples were taken with Thermo Fisher Scientific Nicolet iS5 with a diamond crystal. Spectra were recorded from 500 to 4000 cm−1 with 32 scans and a resolution of 4 cm−1, optical velocity of 0.4747, and aperture of 100%.

The sample names correspond to those used in the publication:

Skadiņš, I.; Labsvārds, K.D.; Grava, A.; Amirian, J.; Tomsone, L.E.; Ruško, J.; Viksna, A.; Bandere, D.; Brangule, A. Antimicrobial and Antibiofilm Properties of Latvian Honey against Causative Agents of Wound Infections. Antibiotics 2023, 12, 816. https://doi.org/10.3390/antibiotics12050816

Acknowledgments

The authors acknowledge the access to the infrastructure and expertise of the BBCE—Baltic Biomaterials Centre of Excellence (European Union’s Horizon 2020 research and innovation programme under the grant agreement No. 857287) and “Strengthening of the capacity of doctoral studies at the University of Latvia within the framework of the new doctoral model”, identification no. 8.2.2.0/20/I/006.
DOI: 10.5281/zenodo.15648108
title: Characterization of Latvian honey through FTIR–ATR spectroscopy

description: The dataset includes twenty-eight (28) Fourier transform infrared (FTIR) spectroscopy with attenuated total reflectance (ATR) spectral data in a CSV file of Latvian honey samples: Clover honey (Trifolium repens, code: Clo) - 3 samples; Linden honey (Tilia cordata, code: Lin) - 4 samples. Willow honey (Salix cinerea, code: Wil) - 4 samples. Rapeseed honey (Brassica napus, code: Rap) - 2 samples, Buckwheat honey (Fagopyrum esculentum, code: Buck) - 5 samples. Heather honey (Calluna vulgaris, code: Hea) - 3 samples, Apiaceae honey (Apiaceae sp., code: Api) - 2 samples and Raspberry honey (Rubus idaeus, code: Ras) – 1 sample. Spectra of Latvian honey samples were compared with commercial Manuka honey (Produced by Oha Honey LP (Masterton, New Zealand).

Attenuated total reflection (ATR) spectroscopy spectra of all honey samples were taken with Thermo Fisher Scientific Nicolet iS5 with a diamond crystal. Spectra were recorded from 500 to 4000 cm−1 with 32 scans and a resolution of 4 cm−1, optical velocity of 0.4747, and aperture of 100%.

The sample names correspond to those used in the publication:

Skadiņš, I.; Labsvārds, K.D.; Grava, A.; Amirian, J.; Tomsone, L.E.; Ruško, J.; Viksna, A.; Bandere, D.; Brangule, A. Antimicrobial and Antibiofilm Properties of Latvian Honey against Causative Agents of Wound Infections. Antibiotics 2023, 12, 816. https://doi.org/10.3390/antibiotics12050816

Acknowledgments

The authors acknowledge the access to the infrastructure and expertise of the BBCE—Baltic Biomaterials Centre of Excellence (European Union’s Horizon 2020 research and innovation programme under the grant agreement No. 857287) and “Strengthening of the capacity of doctoral studies at the University of Latvia within the framework of the new doctoral model”, identification no. 8.2.2.0/20/I/006.
DOI: 10.17909/y04y-7a73
title: Jupiter_STIS_FUV

description: Program 12883 obs. of Jupiter.