cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18211293
title: Data supporting climate variability and ice-and-snow tourism events in Harbin

description: This dataset contains the processed data used to generate Figures 2–12 in the manuscript.

It includes:(1) Daily and annual air temperature indicators derived from NOAA NCEI ground-based meteorological observations;(2) Snowfall and snow cover metrics derived from ERA5 reanalysis data using spatial averaging and daily aggregation;(3) Opening and closing dates of major ice-and-snow tourism events in Harbin, compiled from publicly available information sources.

All files are provided in Excel format and correspond directly to the figures presented in the manuscript.
DOI: 10.15468/dl.w6qw4c
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Pedicularis comosa asparagoides, Pedicularis asparagoides)"
 ]
}

 The dataset includes 12 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009583-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6073/pasta/f79b925d2df8a36cd41a4bdcdedff235
title: Eight Mile Lake Research Watershed, Thaw Gradient: half-hourly soil moisture 2010-2025

description: In this larger study, we are asking the question: Is old carbon that comprises the bulk of the soil organic matter pool released in response to thawing of permafrost? We are answering this question by using a combination of field and laboratory experiments to measure radiocarbon isotope ratios in soil organic matter, soil respiration, and dissolved organic carbon, in tundra ecosystems. The objective of these proposed measurements is to develop a mechanistic understanding of the SOM sources contributing to C losses following permafrost thawing. We are making these measurements at an established tundra field site near Healy, Alaska in the foothills of the Alaska Range. Field measurements center on a natural experiment where permafrost has been observed to warm and thaw over the past several decades. This area represents a gradient of sites each with a different degree of change due to permafrost thawing. As such, this area is unique for addressing questions at the time and spatial scales relevant for change in arctic ecosystems. This data set includes soil moisture intergrate over a 20cm soil profile at different locations within gradient of sites described.
DOI: 10.15468/dl.uuef39
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-74.23024 40.98199,-74.22895 40.9739,-74.22788 40.9741,-74.22745 40.97332,-74.2287 40.97118,-74.22977 40.97053,-74.22887 40.96953,-74.22608 40.97154,-74.22368 40.97245,-74.22136 40.96956,-74.21857 40.9694,-74.21853 40.96888,-74.21917 40.96869,-74.21874 40.96729,-74.21466 40.9682,-74.21432 40.96541,-74.21368 40.96499,-74.21205 40.96979,-74.20569 40.9763,-74.20535 40.97831,-74.20488 40.97857,-74.20415 40.97873,-74.20393 40.97944,-74.20569 40.97961,-74.20591 40.97915,-74.20908 40.97928,-74.20921 40.97996,-74.2172 40.98068,-74.21818 40.98045,-74.21853 40.98106,-74.2211 40.9811,-74.22363 40.98132,-74.22466 40.98132,-74.22552 40.98197,-74.22771 40.98275,-74.23024 40.98199))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae",
 "Year 2010-2026"
 ]
}

 The dataset includes 81 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009585-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25380/iastate.31198363
title: StegoAppDB Database Sample

description: This dataset is a subset of the full StegoAppDB database (Newman 2019) and contains 51,200 images from 28 mobile phones across 10 models. Student photographers captured 100 high-resolution images per phone (2,800 total). These images were used to create 2,800 input images and 38,000 stego images. The stego images were generated by six mobile apps—five Android (MobiStego, Passlok, PixelKnot, PocketStego, SteganographyM) and one iOS (Pictograph)—at five embedding rates (5%, 10%, 15%, 20%, 25%). Through reverse-engineering, 7,600 cover images were extracted representing the preprocessed state before message embedding, providing authentic cover-stego pairs for training detection algorithms. Hidden messages were randomly extracted from Shakespeare's 634 plays (Shakespeare, 1993).This dataset is publicly available and has no copyright or privacy issues associated with it.Commercial licensing enquiries should be directed to the Iowa State University Office of Innovation Commercialization at: licensing@iastate.edu, or 515-294-4740ReferencesNewman, Jennifer, Li Lin, Wenhao Chen, Stephanie Reinders, Yangxiao Wang, Min Wu, and Yong Guan. "StegoAppDB: a steganography apps forensics image database." arXiv preprint arXiv: 1904.09360 (2019).Shakespeare, William. The Complete Works of William Shakespeare. http://shakespeare.mit.edu/,1993.
DOI: 10.25380/iastate.31198363.v1
title: StegoAppDB Database Sample

description: This dataset is a subset of the full StegoAppDB database (Newman 2019) and contains 51,200 images from 28 mobile phones across 10 models. Student photographers captured 100 high-resolution images per phone (2,800 total). These images were used to create 2,800 input images and 38,000 stego images. The stego images were generated by six mobile apps—five Android (MobiStego, Passlok, PixelKnot, PocketStego, SteganographyM) and one iOS (Pictograph)—at five embedding rates (5%, 10%, 15%, 20%, 25%). Through reverse-engineering, 7,600 cover images were extracted representing the preprocessed state before message embedding, providing authentic cover-stego pairs for training detection algorithms. Hidden messages were randomly extracted from Shakespeare's 634 plays (Shakespeare, 1993).This dataset is publicly available and has no copyright or privacy issues associated with it.Commercial licensing enquiries should be directed to the Iowa State University Office of Innovation Commercialization at: licensing@iastate.edu, or 515-294-4740ReferencesNewman, Jennifer, Li Lin, Wenhao Chen, Stephanie Reinders, Yangxiao Wang, Min Wu, and Yong Guan. "StegoAppDB: a steganography apps forensics image database." arXiv preprint arXiv: 1904.09360 (2019).Shakespeare, William. The Complete Works of William Shakespeare. http://shakespeare.mit.edu/,1993.
DOI: 10.15468/dl.va88nm
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-74.23024 40.98199,-74.22895 40.9739,-74.22788 40.9741,-74.22745 40.97332,-74.2287 40.97118,-74.22977 40.97053,-74.22887 40.96953,-74.22608 40.97154,-74.22368 40.97245,-74.22136 40.96956,-74.21857 40.9694,-74.21853 40.96888,-74.21917 40.96869,-74.21874 40.96729,-74.21466 40.9682,-74.21432 40.96541,-74.21368 40.96499,-74.21205 40.96979,-74.20569 40.9763,-74.20535 40.97831,-74.20488 40.97857,-74.20415 40.97873,-74.20393 40.97944,-74.20569 40.97961,-74.20591 40.97915,-74.20908 40.97928,-74.20921 40.97996,-74.2172 40.98068,-74.21818 40.98045,-74.21853 40.98106,-74.2211 40.9811,-74.22363 40.98132,-74.22466 40.98132,-74.22552 40.98197,-74.22771 40.98275,-74.23024 40.98199))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae",
 "Year 2010-2026"
 ]
}

 The dataset includes 81 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009586-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ndaw3
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Microlicia avicularis",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 134 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009588-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.69d9hu
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dactylorhiza iberica",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 34 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009590-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fnrq2r
title: Occurrence Download

description: A dataset containing 12249 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "Year 2021-2025",
 "IucnRedListCategory is one of (EN, VU, NT, LC)",
 "GadmGid is one of (COL.12.14_2)",
 "PublishingOrg is one of (1a2bfe99-b7ca-4e3c-a5a2-18c85789e7d1, 188fd36a-2d61-4f35-8b67-d5529efb0005, e2e717bf-551a-4917-bdc9-4fa0f342c530, 8ee4c3d9-b194-4f81-b41a-402e5c077e05, 28eb1a3f-1c15-4a95-931a-4af90ecb574d, 67c63221-0c74-4c18-97f9-e2b2acb739ce, 2a7e3080-28a9-11dd-97cd-b8a03c50a862, 112087f6-a6c0-4cee-8441-387f900d34f9, 69ad50d2-2560-42a4-b522-171f6eca4fa3, b8b274e0-3216-48b8-afea-5616ec326ce1)",
 "Country is one of (Colombia)",
 "BasisOfRecord is one of (Human Observation, Material sample, Machine Observation)",
 "OccurrenceStatus is one of (Present)",
 "StateProvince is one of (Cesar, La Jagua de Ibirico)",
 "TaxonKey is one of (Magnoliopsida [GBIF Backbone Taxonomy])"
 ]
 }
 ]
}

 The dataset includes 12249 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009591-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2j3zf2
title: CCDC 2327524: Experimental Crystal Structure Determination

description: Related Article: Mengmeng Jing, Kaiyang Kuang, Chunmin Fang, Chuanjun Zhou, Zhuoyuan Li, Shuang Chen, Manzhou Zhu|2024|Adv. Opt. Mater.|12|2400940|doi:10.1002/adom.202400940
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.cc2j433x
title: CCDC 2327638: Experimental Crystal Structure Determination

description: Related Article: Mengmeng Jing, Kaiyang Kuang, Chunmin Fang, Chuanjun Zhou, Zhuoyuan Li, Shuang Chen, Manzhou Zhu|2024|Adv. Opt. Mater.|12|2400940|doi:10.1002/adom.202400940
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.cc2j3zvh
title: CCDC 2327537: Experimental Crystal Structure Determination

description: Related Article: Mengmeng Jing, Kaiyang Kuang, Chunmin Fang, Chuanjun Zhou, Zhuoyuan Li, Shuang Chen, Manzhou Zhu|2024|Adv. Opt. Mater.|12|2400940|doi:10.1002/adom.202400940
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.cc2l0k17
title: CCDC 2383808: Experimental Crystal Structure Determination

description: Related Article: Xuerong Wang, Chuang Mei, Yulu Song, Fengyi Liu, Hongyan Yang, Yao Lei, Jiarong Shi|2025|Angew.Chem.,Int.Ed.|64|e202507149|doi:10.1002/anie.202507149
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.cc2l0k28
title: CCDC 2383809: Experimental Crystal Structure Determination

description: Related Article: Xuerong Wang, Chuang Mei, Yulu Song, Fengyi Liu, Hongyan Yang, Yao Lei, Jiarong Shi|2025|Angew.Chem.,Int.Ed.|64|e202507149|doi:10.1002/anie.202507149
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: 10.15468/dl.nhd87q
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corydoras virginiae",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009592-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2n90xx
title: CCDC 2451539: Experimental Crystal Structure Determination

description: Related Article: Taisiya S. Sukhikh, Maxim N. Sokolov, Pavel A. Abramov|2025|Crystals|15|607|doi:10.3390/cryst15070607
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.cc2n90yy
title: CCDC 2451540: Experimental Crystal Structure Determination

description: Related Article: Taisiya S. Sukhikh, Maxim N. Sokolov, Pavel A. Abramov|2025|Crystals|15|607|doi:10.3390/cryst15070607
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.cc2n90zz
title: CCDC 2451541: Experimental Crystal Structure Determination

description: Related Article: Taisiya S. Sukhikh, Maxim N. Sokolov, Pavel A. Abramov|2025|Crystals|15|607|doi:10.3390/cryst15070607
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.cc2n9112
title: CCDC 2451543: Experimental Crystal Structure Determination

description: Related Article: Taisiya S. Sukhikh, Maxim N. Sokolov, Pavel A. Abramov|2025|Crystals|15|607|doi:10.3390/cryst15070607
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.cc2n9123
title: CCDC 2451544: Experimental Crystal Structure Determination

description: Related Article: Taisiya S. Sukhikh, Maxim N. Sokolov, Pavel A. Abramov|2025|Crystals|15|607|doi:10.3390/cryst15070607
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: 10.5281/zenodo.18615319
title: DIGITAL ADVERTISING AND MARKET POWER

description: The article examines how market power is defined and assessed in digital markets and its implications for competition policy. It highlights key sources of market power such as network effects, scale and scope economies, data advantages, and switching costs, and discusses whether these are unique to digital contexts. The note also reviews new concepts and regulatory terms used to describe power in digital markets and outlines policy challenges, including how new regulatory approaches relate to traditional concepts like dominance. It concludes that market power should remain a central principle in competition policy for the digital era.
DOI: 10.5281/zenodo.18615318
title: DIGITAL ADVERTISING AND MARKET POWER

description: The article examines how market power is defined and assessed in digital markets and its implications for competition policy. It highlights key sources of market power such as network effects, scale and scope economies, data advantages, and switching costs, and discusses whether these are unique to digital contexts. The note also reviews new concepts and regulatory terms used to describe power in digital markets and outlines policy challenges, including how new regulatory approaches relate to traditional concepts like dominance. It concludes that market power should remain a central principle in competition policy for the digital era.
DOI: 10.15468/dl.88te73
title: Occurrence Download

description: A dataset containing 3767014048 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "not" : {
 "TaxonKey" : [
 "is Acer negundo"
 ]
 }
 }
 ]
}

 The dataset includes 3767014048 records from 88792 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008788-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qg67tf
title: Occurrence Download

description: A dataset containing 2617 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Potamilus ohiensis",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 2617 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009593-260208012135463/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.28045145
title: Data_blinded.sav

description: Prosocial competences, Diversity and sociodemographic variables of University Students.
DOI: 10.6084/m9.figshare.28045145.v2
title: Data_blinded.sav

description: Prosocial competences, Diversity and sociodemographic variables of University Students.
DOI: 10.6084/m9.figshare.28045145.v1
title: Data_blinded.sav

description: Prosocial competences, Diversity and sociodemographic variables of University Students.
DOI: 10.15468/dl.3nwubg
title: Occurrence Download

description: A dataset containing 255 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Microlicia graveolens",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 255 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009594-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kwm5wh
title: Occurrence Download

description: A dataset containing 367031 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is 98ba8467-5081-4d15-b168-32d893e18b76",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Locality is not null"
 ]
}

 The dataset includes 367031 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009576-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dq46a3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Danhatchia novaehollandiae",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009595-260208012135463/datasets/export for details.
DOI: 10.15468/dl.nu4h4h
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corydoras weitzmani",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 20 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009596-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.27xepb
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "GadmGid is one of (COL.31.3_2)",
 "TaxonKey is one of (Mammalia [GBIF Backbone Taxonomy])"
 ]
 }
 ]
}

 The dataset includes 49 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009598-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.