cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.k9bedt
title: Occurrence Download

description: A dataset containing 66904 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Anodonta anatina (Linnaeus, 1758), Anodonta cygnea (Linnaeus, 1758), Margaritifera margaritifera (Linnaeus, 1758), Pisidium amnicum (O.F.Müller, 1774), Potomida littoralis (Cuvier, 1798), Sphaerium corneum (Linnaeus, 1758), Unio delphinus Spengler, 1793, Unio pictorum (Linnaeus, 1758), Unio tumidiformis da Silva e Castro, 1885)",
 "Geometry POLYGON ((-13.20808 24.16483, -3.139742 29.82368, -2.662047 32.21215, 11.22785 32.39588, 11.81578 33.86571, 45.03395 34.30666, 45.4749 42.97866, 31.95246 42.90517, 31.80548 71.71384, -10.52564 68.25974, -14.93513 24.16483, -13.20808 24.16483))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 66904 records from 485 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009408-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c55x25r5g
title: MassIVE MSV000097685 - GNPS ZZ-NEG.ZZ-NEGZZ-NEGZZ-NEGZZ-NEGZZ-NEG
title: Mussaenosidic acid gardoside deacetylasperulosidic acid scandoside methyl ester gardenoside
DOI: 10.25443/smu-za.28839143
title: <b>Data: Economic and clinical evaluation of an antimicrobial stewardship strategy to improve the management of patients with community acquired pneumonia in South Africa and the implications</b>

description: <b>Economic and clinical evaluation of an antimicrobial stewardship strategy to improve the management of patients with community acquired pneumonia in South Africa and the implications</b>
DOI: 10.25443/smu-za.28839143.v1
title: <b>Data: Economic and clinical evaluation of an antimicrobial stewardship strategy to improve the management of patients with community acquired pneumonia in South Africa and the implications</b>

description: <b>Economic and clinical evaluation of an antimicrobial stewardship strategy to improve the management of patients with community acquired pneumonia in South Africa and the implications</b>
DOI: 10.15468/dl.r5qh63
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.2_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eurystomus orientalis (Linnaeus, 1766)",
 "Year 2020-2025"
 ]
}

 The dataset includes 84 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009416-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y63bg7
title: Occurrence Download

description: A dataset containing 6163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Mozambique",
 "GadmGid is MOZ",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 6163 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009417-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ewggm
title: Occurrence Download

description: A dataset containing 141 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Malaysia",
 "Geometry POLYGON((98.00748 -3.13553,121.6279 -3.13553,121.6279 8.47684,98.00748 8.47684,98.00748 -3.13553))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chelonia mydas (Linnaeus, 1758)",
 "Year 2020-2025"
 ]
}

 The dataset includes 141 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009420-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3sa8m9
title: Occurrence Download

description: A dataset containing 3374 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abies firma Siebold & Zucc."
 ]
}

 The dataset includes 3374 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009421-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.657uea
title: Occurrence Download

description: A dataset containing 4631 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((16.751346550928865 48.60813705470305, 16.739026011484487 48.5169637703465, 16.87525461616599 48.50858478679937, 16.887820532115217 48.59974046689375, 16.751346550928865 48.60813705470305))"
 ]
}

 The dataset includes 4631 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009422-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/jr7d-ac57
title: MSD

description: MSD is a infrared and visible image dataset collected in real-world road environments. It comprises aligned infrared and visible images captured in multiple scenarios, such as dense fog, dusk, nighttime, intersection, and tunnel. While most existing public infrared and visible image datasets lack sufficient coverage of naturally occurring adverse conditions such as dense fog and dusk, MSD provides multi-modal images captured under real-world dense fog, low-light at dusk, and other scenarios, offering a valuable data option for developing and evaluating image fusion methods in diverse and realistic scenarios. MSD contains 208 visible images and 208 corresponding infrared images, and the infrared and visible images can be utilized to test the performance of infrared and visible image fusion methods or as part of a training set.
DOI: 10.15468/dl.d664gp
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Androsace alpina (L.) Lam."
 ]
}

 The dataset includes 88 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009423-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/k755-hx58
title: MSD

description: MSD is a infrared and visible image dataset collected in real-world road environments. It comprises aligned infrared and visible images captured in multiple scenarios, such as dense fog, dusk, nighttime, intersection, and tunnel. While most existing public infrared and visible image datasets lack sufficient coverage of naturally occurring adverse conditions such as dense fog and dusk, MSD provides multi-modal images captured under real-world dense fog, low-light at dusk, and other scenarios, offering a valuable data option for developing and evaluating image fusion methods in diverse and realistic scenarios. MSD contains 208 visible images and 208 corresponding infrared images, and the infrared and visible images can be utilized to test the performance of infrared and visible image fusion methods or as part of a training set.
DOI: 10.15468/dl.eme5mm
title: Occurrence Download

description: A dataset containing 28725 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abies balsamea (L.) Mill."
 ]
}

 The dataset includes 28725 records from 279 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009424-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11512173
title: Hacker News Cumulative Data
DOI: 10.5281/zenodo.15260411
title: Quesionnaire of Shopping Lifestyles and Impulse Buying in Emerging Markets

description: In the digital era, rapid technological growth has reshaped consumer lifestyles, especially in online shopping behavior. Shopee, one of Indonesia’s largest e-commerce plat- forms, provides a relevant context to examine how emotional and lifestyle-driven factors influ- ence impulsive purchases. This study investigates the effects of hedonic shopping motivation and shopping lifestyle on impulse buying among Shopee users. Using a quantitative design, data were collected from 138 active users aged 16 to 25. The analysis, conducted using Partial Least Squares Structural Equation Modeling (PLS-SEM), reveals that hedonic motivation significantly drives impulse buying, shopping lifestyle also significantly influences impulse buying, and he- donic motivation positively affects shopping lifestyle. Prior studies on hedonic consumption and impulse buying have been predominantly conducted in developed countries, leaving a gap in understanding how these behaviors manifest in emerging markets like Indonesia. This study ad- dresses that gap by focusing on Indonesian consumers within Shopee’s ecosystem—a platform with region-specific features that amplify impulsive tendencies. It also applies an established behavioral model in a culturally distinct and underexplored context, offering both theoretical contribution and practical insights for digital marketing strategies.
DOI: 10.5281/zenodo.15260412
title: Quesionnaire of Shopping Lifestyles and Impulse Buying in Emerging Markets

description: In the digital era, rapid technological growth has reshaped consumer lifestyles, especially in online shopping behavior. Shopee, one of Indonesia’s largest e-commerce plat- forms, provides a relevant context to examine how emotional and lifestyle-driven factors influ- ence impulsive purchases. This study investigates the effects of hedonic shopping motivation and shopping lifestyle on impulse buying among Shopee users. Using a quantitative design, data were collected from 138 active users aged 16 to 25. The analysis, conducted using Partial Least Squares Structural Equation Modeling (PLS-SEM), reveals that hedonic motivation significantly drives impulse buying, shopping lifestyle also significantly influences impulse buying, and he- donic motivation positively affects shopping lifestyle. Prior studies on hedonic consumption and impulse buying have been predominantly conducted in developed countries, leaving a gap in understanding how these behaviors manifest in emerging markets like Indonesia. This study ad- dresses that gap by focusing on Indonesian consumers within Shopee’s ecosystem—a platform with region-specific features that amplify impulsive tendencies. It also applies an established behavioral model in a culturally distinct and underexplored context, offering both theoretical contribution and practical insights for digital marketing strategies.
DOI: 10.15468/dl.un5xz3
title: Occurrence Download

description: A dataset containing 11972 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abies lasiocarpa (Hook.) Nutt."
 ]
}

 The dataset includes 11972 records from 240 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009425-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a9zvzb
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Malaysia",
 "Geometry POLYGON((98.00748 -3.13553,121.6279 -3.13553,121.6279 8.47684,98.00748 8.47684,98.00748 -3.13553))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eretmochelys imbricata (Linnaeus, 1766)",
 "Year 2020-2025"
 ]
}

 The dataset includes 50 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009428-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15260472
title: panoContext_original_hdr_3_4
DOI: 10.5281/zenodo.15260473
title: panoContext_original_hdr_3_4
DOI: 10.5281/zenodo.14916462
title: Lexibench: Benchmark Datasets for Computational Historical Linguistics

description: Lexibench is a collection of benchmark data for computational historical linguistics.

If you use the benchmark data assembled here, please cite the dataset:



Häuser, Luise; Forkel, Robert; and List, Johann-Mattis (2025): Lexibench. Benchmark Datasets for Computational Historical Linguistics. [Dataset, Version 1.0]. https://codeberg.org/lexibank/lexibench


In order to provide more detailed explanations about the data, consider citing the following study introducing Lexibench:



Häuser, Luise and List, Johann-Mattis (2025): Lexibench. Towards an Improved Collection of Benchmark Data for Computational Historical Linguistics. Computer-Assisted Language Comparison in Practice 8.1: 9-16. https://doi.org/10.15475/calcip.2025.1.2


The following study introduces PyLexibench, the Python package that we use to populate and update the Lexibench repository:



Häuser, Luise; Forkel, Robert; and List, Johann-Mattis (2025): PyLexibench: A Python package for the handling of benchmark data in computational historical linguistics. Computer-Assisted Language Comparison in Practice 8.4: 25-37. https://doi.org/10.15475/calcip.2025.1.4
DOI: 10.5281/zenodo.14916463
title: Lexibench: Benchmark Datasets for Computational Historical Linguistics

description: List, Johann-Mattis (2025): Lexibench. Towards an Improved Collection of Benchmark Data for Computational Historical Linguistics. Computer-Assisted Language Comparison in Practice 8.1: 9-16. https://doi.org/10.15475/calcip.2025.1.2
DOI: 10.5281/zenodo.15260463
title: Lexibench: Benchmark Datasets for Computational Historical Linguistics

description: Lexibench is a collection of benchmark data for computational historical linguistics.

If you use the benchmark data assembled here, please cite the dataset:



Häuser, Luise; Forkel, Robert; and List, Johann-Mattis (2025): Lexibench. Benchmark Datasets for Computational Historical Linguistics. [Dataset, Version 1.0]. https://codeberg.org/lexibank/lexibench


In order to provide more detailed explanations about the data, consider citing the following study introducing Lexibench:



Häuser, Luise and List, Johann-Mattis (2025): Lexibench. Towards an Improved Collection of Benchmark Data for Computational Historical Linguistics. Computer-Assisted Language Comparison in Practice 8.1: 9-16. https://doi.org/10.15475/calcip.2025.1.2


The following study introduces PyLexibench, the Python package that we use to populate and update the Lexibench repository:



Häuser, Luise; Forkel, Robert; and List, Johann-Mattis (2025): PyLexibench: A Python package for the handling of benchmark data in computational historical linguistics. Computer-Assisted Language Comparison in Practice 8.4: 25-37. https://doi.org/10.15475/calcip.2025.1.4
DOI: 10.34740/kaggle/dsv/11512194
title: World Weather Repository ( Daily Updating )
DOI: 10.5281/zenodo.14741906
title: SPI_SPEI_MCI_HSTR_China_part1
DOI: 10.5281/zenodo.14741907
title: SPI_SPEI_MCI_HSTR_China_part1
DOI: 10.6084/m9.figshare.28839122
title: Dataset and Code for "Periodic Potential for Point Defects in a 2D Hexagonal Colloidal Lattice" [ZIP Archive]

description: <i>This ZIP archive contains about 500 files organized into folders: raw data, processed data, analysis code, and documentation. See README.md for details.</i>
DOI: 10.4121/79ae5ff6-94cb-4c7b-825c-3637abf973c7
title: TUD-5d GRACE Level-3 LGD-derived product v0.1

description: This dataset provides a Level-3 (gridded on 0.5 deg x 0.5 deg) GRACE product representing Equivalent Water Height (EWH, units: cm) at a 5-day to sub-weekly temporal resolution. It is derived exclusively from GRACE residual Level-1B data*(**), without the use of external geophysical or hydrological models and does not involve inversion.The dataset covers the period from <strong>April 2002 to August 2016</strong>.To support usage and interpretation, the repository includes:<strong>Python plotting utilities</strong> (<code>/plotting_tools</code>) for visualizing the results<strong>Validation resources</strong> (<code>/quality_checks</code>) summarizing multiple quality control checks applied to the dataA complementary monthly file (<code>bin_count.nc</code>) containing monthly <strong>LGD observation bin counts</strong> for each spatial grid cell (2 deg x 2 deg).This dataset is intended for users seeking higher-frequency gravity field variations based solely on GRACE residuals, and may be particularly valuable for hydrological and geophysical analyses.<br>*Line-of-Sight Gravity Differences computed from residual Level-1B data provided by the Center for Space Research, CSR, Texas. ** link provided to original Level-1B data used by CSR.
DOI: 10.4121/79ae5ff6-94cb-4c7b-825c-3637abf973c7.v1
title: TUD-5d GRACE Level-3 LGD-derived product v0.1

description: This dataset provides a Level-3 (gridded on 0.5 deg x 0.5 deg) GRACE product representing Equivalent Water Height (EWH, units: cm) at a 5-day to sub-weekly temporal resolution. It is derived exclusively from GRACE residual Level-1B data*(**), without the use of external geophysical or hydrological models and does not involve inversion.The dataset covers the period from <strong>April 2002 to August 2016</strong>.To support usage and interpretation, the repository includes:<strong>Python plotting utilities</strong> (<code>/plotting_tools</code>) for visualizing the results<strong>Validation resources</strong> (<code>/quality_checks</code>) summarizing multiple quality control checks applied to the dataA complementary monthly file (<code>bin_count.nc</code>) containing monthly <strong>LGD observation bin counts</strong> for each spatial grid cell (2 deg x 2 deg).This dataset is intended for users seeking higher-frequency gravity field variations based solely on GRACE residuals, and may be particularly valuable for hydrological and geophysical analyses.<br>*Line-of-Sight Gravity Differences computed from residual Level-1B data provided by the Center for Space Research, CSR, Texas. ** link provided to original Level-1B data used by CSR.
DOI: 10.5281/zenodo.14760328
title: SPI_SPEI_MCI_HSTR_China_part2
DOI: 10.5281/zenodo.14760329
title: SPI_SPEI_MCI_HSTR_China_part2
DOI: 10.15468/dl.naqvmj
title: Occurrence Download

description: A dataset containing 1976 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abies fraseri (Pursh) Poir."
 ]
}

 The dataset includes 1976 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009429-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15430076
title: Modelling of membrane crystallization

description: Data obtained for the modelling of Mg recovery through Donnan Dialysis.
DOI: 10.5281/zenodo.15430077
title: Modelling of membrane crystallization

description: Data obtained for the modelling of Mg recovery through Donnan Dialysis.
DOI: 10.15468/dl.p7pfs5
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075513-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fe6zht
title: Occurrence Download

description: A dataset containing 39969765 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Observation.org, Nature data from around the World"
 ]
}

 The dataset includes 39969765 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0162797-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n1t34b
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012293-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s4onfd
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099338-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dhpuyc
title: Occurrence Download

description: A dataset containing 326 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Aonyx capensis (Schinz, 1821)"
 ]
}

 The dataset includes 326 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153123-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ggat4q
title: Occurrence Download

description: A dataset containing 176012278 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 176012278 records from 15150 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065906-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25825/fk2/f7gzug/lm0wiz
title: arabian.shx
DOI: 10.25825/fk2/f7gzug/lmxcs1
title: oman.dbf
DOI: 10.25825/fk2/f7gzug/n6gep5
title: battlefields.prj
DOI: 10.25825/fk2/f7gzug/nejnb7
title: caravan_routes.dbf
DOI: 10.25825/fk2/f7gzug/nyum55
title: british.shp
DOI: 10.25825/fk2/f7gzug/on0mwi
title: overland_telegraph_lines.prj
DOI: 10.25825/fk2/f7gzug/oxohsy
title: oman.shp
DOI: 10.25825/fk2/f7gzug/pqoyfd
title: arabian.prj
DOI: 10.25825/fk2/f7gzug/psfuqn
title: battlefields.shx
DOI: 10.25825/fk2/f7gzug/qdwrgn
title: highways.qmd
DOI: 10.25825/fk2/f7gzug/qohgqv
title: forts.prj
DOI: 10.25825/fk2/f7gzug/r8lbeb
title: british.cpg
DOI: 10.25825/fk2/f7gzug/rygeam
title: lighthouse.prj
DOI: 10.25825/fk2/f7gzug/slkivn
title: arabian.qmd
DOI: 10.25825/fk2/f7gzug/ucerjm
title: forts.dbf
DOI: 10.25825/fk2/f7gzug/v6kc90
title: forts.cpg
DOI: 10.25825/fk2/f7gzug/w1bcs9
title: british.qmd
DOI: 10.25825/fk2/f7gzug/wvovfl
title: caravan_routes.qmd
DOI: 10.25825/fk2/f7gzug/x2folj
title: lighthouse.shp
DOI: 10.25825/fk2/f7gzug/xuweqq
title: caravan_routes.shp
DOI: 10.25825/fk2/f7gzug/yh1n9g
title: lighthouse.qmd
DOI: 10.25825/fk2/f7gzug/zxzsty
title: highways.prj