cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17599878
title: 3D MODELLASHTIRISH VA ANIMATSIYA TEXNOLOGIYALARI: VIRTUAL OBYEKTLARNI YARATISH VA ULARNING HARAKA

description: Ushbu ishda 3D modellashtirish va animatsiya jarayonlarining texnologik bosqichlari hamda ularda sun’iy intellekt va virtual reallikning qo‘llanilishi tahlil qilinadi. 3D modellashtirish jarayoni model yaratish, teksturalash, yoritish, rendering va post-prosessing bosqichlaridan iborat bo‘lib, fizik asosli render (PBR) tizimlari fotorealistik tasvirlarni yaratishda yuqori aniqlik ta’minlashi ilmiy manbalar asosida ko‘rsatib berilgan. Animatsiya texnologiyalarida rigging, motion capture va simulyatsiya jarayonlari, shuningdek, AI yordamida harakat va emotsiyalarni avtomatik generatsiya qilishning afzalliklari yoritilgan. Sun’iy intellektning animatsiyaga ta’siri facial animation, procedural environment generation va denoising texnologiyalari misolida ochib beriladi.
DOI: 10.34740/kaggle/dsv/13718632
title: English Language using AI
DOI: 10.15468/dl.yj7vwn
title: Occurrence Download

description: A dataset containing 1689 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The Danish Ant Hunt"
 ]
}

 The dataset includes 1689 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030739-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21942/uva.30609179
title: Test document

description: Qualitative case study research regarding mature firms' dynamic innovation strategy execution capabilities. Metainnovationcapabilities
DOI: 10.21942/uva.30609179.v1
title: Test document

description: Qualitative case study research regarding mature firms' dynamic innovation strategy execution capabilities. Metainnovationcapabilities
DOI: 10.5281/zenodo.15495175
title: Adaptive GUI Customizations to Enhance User Experience: Experimental Data
DOI: 10.5281/zenodo.17599976
title: Adaptive GUI Customizations to Enhance User Experience: Experimental Data
DOI: 10.15468/dl.m8j2s7
title: Occurrence Download

description: A dataset containing 11626 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry MULTIPOLYGON(((-54.69396 -17.19461,-54.74691 -17.1697,-54.74588 -17.0106,-54.78519 -16.90835,-54.60847 -16.74565,-54.62266 -16.67393,-54.6609 -16.64931,-54.73197 -16.6719,-54.77082 -16.78231,-54.83979 -16.82704,-54.87878 -16.88844,-54.84342 -17.02865,-54.86448 -17.12135,-54.84017 -17.21135,-54.76397 -17.27064,-54.64115 -17.28831,-54.48761 -17.34781,-54.06673 -17.36026,-53.92086 -17.44475,-53.81022 -17.37635,-53.78822 -17.31361,-53.7182 -17.27373,-53.47839 -17.32405,-53.34052 -17.29848,-53.27918 -17.40024,-53.37169 -17.65652,-53.38009 -17.74588,-53.33241 -17.86599,-53.20036 -18.05453,-53.14169 -18.33407,-52.9875 -18.45153,-53.00569 -18.57816,-52.93723 -18.69269,-52.75047 -18.78562,-52.56946 -18.92894,-52.48765 -18.94498,-52.3758 -18.91494,-52.28709 -18.96782,-52.20814 -19.2238,-52.1167 -19.30309,-52.1031 -19.5287,-51.97775 -19.63498,-51.92108 -19.7613,-51.77992 -19.92941,-51.63238 -20.01689,-51.4398 -20.02009,-51.39551 -19.98524,-51.01044 -20.15547,-50.95583 -20.14012,-50.95098 -20.09349,-51.00334 -20.0456,-51.11605 -20.01397,-51.30402 -19.90958,-51.4095 -19.88828,-51.47133 -19.92019,-51.55122 -19.92307,-51.71536 -19.85938,-51.84392 -19.7008,-51.88525 -19.59071,-51.99917 -19.49125,-52.02353 -19.2674,-52.11466 -19.18142,-52.20648 -18.91509,-52.35428 -18.82654,-52.4482 -18.81193,-52.52695 -18.84481,-52.69568 -18.71115,-52.8632 -18.63317,-52.89934 -18.55652,-52.90033 -18.40526,-53.05711 -18.28904,-53.11226 -18.01944,-53.2849 -17.73621,-53.17778 -17.39354,-53.20536 -17.31318,-53.29248 -17.21342,-53.34494 -17.20196,-53.45753 -17.23292,-53.74426 -17.18611,-53.85881 -17.24811,-53.91512 -17.33498,-54.04686 -17.26792,-54.47245 -17.25747,-54.61968 -17.19826,-54.69396 -17.19461)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 11626 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030743-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fgsb22
title: Occurrence Download

description: A dataset containing 451 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((127.03317 32.98714,95.21095 39.52209,96.06324 8.83638,113.39507 -4.8017,127.03317 32.98714))",
 "TaxonKey is Castanopsis lamontii"
 ]
}

 The dataset includes 451 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030742-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7289/v53b5xcg
title: Bottle, discrete measurements of alkalinity, pH (on total scale), temperature, salinity, nutrients and other physical and chemical parameters from R/V Investigator SOCCOM cruise IN2016_v01 (EXPOCODE 096U20160108) in the Southern Ocean from 2016-01-08 to 2016-02-27 (NCEI Accession 0162618)

description: This dataset includes discrete bottle measurements of Total Alkalinity, pH (on total scale), Oxygen, Nutrients, Temperature and Salinity from R/V Investigator SOCCOM cruise IN2016_v01 (EXPOCODE 096U20160108) in the Southern Ocean from 2016-01-08 to 2016-02-27. The R/V Investigator cruise IN2016_v01 is the part of the Southern Ocean Carbon and Climate Observations and Modeling (SOCCOM) Project funded by National Science Foundation and the Heard Earth-Ocean-Biosphere Interactions (HEOBI) funded by multiple Australian agencies.
DOI: 10.5281/zenodo.17599982
title: SUN'IY INTELLEKT TEXNOLOGIYALARINING BOSHLANG'ICH TA'LIM TIZIMIDA QO'LLANISH ISTIQBOLLARI

description: Ushbu maqolada sun’iy intellekt texnologiyalarining boshlang‘ich ta’lim tizimida qo‘llanish istiqbollari, ularning afzalliklari va amaliy ahamiyati yoritilgan. Tadqiqot davomida AI texnologiyalarining o‘quv jarayonida o‘qituvchi faoliyatini yengillashtirish, o‘quvchilarning mustaqil fikrlash va kreativlik qobiliyatlarini rivojlantirishdagi o‘rni tahlil qilingan. Maqolada sun’iy intellektni joriy etishdagi mavjud muammolar hamda ularni bartaraf etish bo‘yicha ilmiy asoslangan tavsiyalar ishlab chiqilgan. Natijalar shuni ko‘rsatadiki, AI texnologiyalaridan samarali foydalanish boshlang‘ich ta’lim sifatini oshirishning muhim omili hisoblanadi.
DOI: 10.5281/zenodo.17599981
title: SUN'IY INTELLEKT TEXNOLOGIYALARINING BOSHLANG'ICH TA'LIM TIZIMIDA QO'LLANISH ISTIQBOLLARI

description: Ushbu maqolada sun’iy intellekt texnologiyalarining boshlang‘ich ta’lim tizimida qo‘llanish istiqbollari, ularning afzalliklari va amaliy ahamiyati yoritilgan. Tadqiqot davomida AI texnologiyalarining o‘quv jarayonida o‘qituvchi faoliyatini yengillashtirish, o‘quvchilarning mustaqil fikrlash va kreativlik qobiliyatlarini rivojlantirishdagi o‘rni tahlil qilingan. Maqolada sun’iy intellektni joriy etishdagi mavjud muammolar hamda ularni bartaraf etish bo‘yicha ilmiy asoslangan tavsiyalar ishlab chiqilgan. Natijalar shuni ko‘rsatadiki, AI texnologiyalaridan samarali foydalanish boshlang‘ich ta’lim sifatini oshirishning muhim omili hisoblanadi.
DOI: 10.5281/zenodo.17524146
title: Datasets S1–S4: Supporting Information for Automated Reaction Transition State Search for Neutral Hydrolysis

description: Dataset S1: tanimoto_matrix_study.csv  - Pairwise Tanimoto similarity matrix between study-case molecules (ECFP4 fingerprints, radius 2).  - Rows and columns correspond to molecule IDs in Table S7. Values range from 0 (no similarity) to 1 (identical).

Dataset S2: descriptor_pca_study.csv  - RDKit descriptors for PCA analysis: MolWt, TPSA, LogP, HBD, HBA, RotatableBonds, RingCount, HeavyAtoms, FractionCSP3.  - Includes standardized values and PCA scores (PC1, PC2).

Dataset S3: tanimoto_matrix_validation.csv  - Pairwise Tanimoto similarity matrix for validation cases (same structure as S1).

Dataset S4: descriptor_pca_validation.csv  - RDKit descriptors for validation dataset (same columns as S2).  - Units: molecular weight in amu; TPSA in Å²; logP unitless.
DOI: 10.5281/zenodo.17524145
title: Datasets S1–S4: Supporting Information for Automated Reaction Transition State Search for Neutral Hydrolysis

description: Dataset S1: tanimoto_matrix_study.csv  - Pairwise Tanimoto similarity matrix between study-case molecules (ECFP4 fingerprints, radius 2).  - Rows and columns correspond to molecule IDs in Table S7. Values range from 0 (no similarity) to 1 (identical).

Dataset S2: descriptor_pca_study.csv  - RDKit descriptors for PCA analysis: MolWt, TPSA, LogP, HBD, HBA, RotatableBonds, RingCount, HeavyAtoms, FractionCSP3.  - Includes standardized values and PCA scores (PC1, PC2).

Dataset S3: tanimoto_matrix_validation.csv  - Pairwise Tanimoto similarity matrix for validation cases (same structure as S1).

Dataset S4: descriptor_pca_validation.csv  - RDKit descriptors for validation dataset (same columns as S2).  - Units: molecular weight in amu; TPSA in Å²; logP unitless.
DOI: 10.5281/zenodo.17599855
title: D2FLS-Net:Dual-Stage DEM-guided Fusion Transformer for landslide segmentation

description: Data availability for D2FLS-Net:Dual-Stage DEM-guided Fusion Transformer for landslide segmentation
DOI: 10.5281/zenodo.17599856
title: D2FLS-Net:Dual-Stage DEM-guided Fusion Transformer for landslide segmentation

description: Data availability for D2FLS-Net:Dual-Stage DEM-guided Fusion Transformer for landslide segmentation
DOI: 10.5281/zenodo.17599639
title: Artificial Neural Network–based prediction of D-region electron density variations during solar flares using ground-based VLF observations over low-latitude Indian region

description: Very Low Frequency data used in the paper titled as 

Artificial Neural Network–based prediction of D-region electron density variations during solar flares using ground-based VLF observations over low-latitude Indian region
DOI: 10.5281/zenodo.17599640
title: Artificial Neural Network–based prediction of D-region electron density variations during solar flares using ground-based VLF observations over low-latitude Indian region

description: Very Low Frequency data used in the paper titled as 

Artificial Neural Network–based prediction of D-region electron density variations during solar flares using ground-based VLF observations over low-latitude Indian region
DOI: 10.7289/v50r9mn2
title: Carbon Dioxide (CO2) mole fraction, CO2 flux, and others collected from Salt Lake City CO2 measurement network in Western U.S. from 2001-02-07 to 2015-10-23 (NCEI Accession 0170450)

description: This dataset contains atmospheric measurements of carbon dioxide (CO2) from the Salt Lake City CO2 measurement network from 2001-2015 as well as several supporting data sets used to interpret the mixing ratio data. The additional datasets include atmospheric footprints (i.e., the upstream influence region on the atmospheric measurement site), fluxes of CO2 from anthropogenic and biological sources, and gridded population in the state of Utah.
DOI: 10.82162/20bk-6057
title: Online-Anhang zum zweiten Zusammenhaltsbericht des FGZ
DOI: 10.15468/dl.qufaq5
title: Occurrence Download

description: A dataset containing 232 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((124.76015 25.88402,85.83483 41.51096,63.95699 32.98717,73.90144 9.97289,105.72367 -3.94927,124.76015 25.88402))",
 "TaxonKey is Castanopsis tribuloides"
 ]
}

 The dataset includes 232 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030747-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25921/d0zx-ew89
title: Discrete, profile measurements of the dissolved inorganic carbon (DIC), total alkalinity, pH on total scale and other hydrographic and chemical data obtained during the R/V Polarstern, ARK XXVI_3; TransArc cruise (EXPOCODE 06AQ20110805) in the central Arctic Ocean from 2011-08-05 to 2011-10-07 (NCEI Accession 0176129)

description: This dataset includes discrete profile measurements of dissolved inorganic carbon (DIC), total alkalinity, pH on total scale, water temperature and salinity, oxygen, nutrients and other parameters measured onboard the R/V Polarstern, ARK XXVI_3; TransArc cruise (EXPOCODE 06AQ20110805) in the central Arctic Ocean from 2011-08-05 to 2011-10-07.
DOI: 10.5281/zenodo.17554763
title: Identification of New Therapeutic Targets for Renal Medullary Carcinoma via Integrated Genomic and Transcriptomic Profiling

description: Purpose: Renal medullary carcinoma (RMC) is a rare, aggressive kidney cancer associated with sickle cell trait, characterized by SMARCB1 loss and resistance to conventional therapies used for other renal cell carcinomas (RCC). This study aimed to perform comprehensive histopathologic, genomic, and transcriptomic profiling of RMC tissues to identify novel therapeutic targets.

Experimental Design: We conducted whole exome sequencing (WES) and bulk RNA-sequencing (RNA-seq) on 15 RMC samples, using cellular deconvolution to characterize the tumor microenvironment (TME) and identify potential therapeutic targets. Gene expression profiles and TME composition were compared with other RCCs, internally available cohorts of other solid and neuroendocrine tumors, and the Cancer Genome Atlas. Immunohistochemistry (IHC) confirmed TROP2 expression, and four heavily pretreated patients with high TROP2 expression were prospectively treated with sacituzumab govitecan. 

Results: There was significant upregulation of TROP2, EPCAM, CLDN6, and CDH6, positioning them as potential therapeutic targets. Pathway analyses indicated upregulation of the Hippo, pathway and distinct TME features, including high levels of fibroblasts and neutrophils. Among the four patients treated with sacituzumab govitecan, one achieved a partial response with symptom improvement, while two achieved stable disease. The median progression-free survival was 2.9 months.

Conclusions: This study provides the largest molecular characterization of RMC to date, highlighting TROP2 and other cell surface markers as promising therapeutic targets. Sacituzumab govitecan may offer clinical benefit for RMC patients with high TROP2 expression. Further investigation in prospective clinical trials is warranted to confirm the efficacy of TROP2-targeted therapies and explore additional targets like EPCAM and CLDN6.
description: This dataset contains transcriptomic profiles from a BostonGene RMC cohort, which includes 25 patients, with available RNA-Seq data for 25 samples.

The archive includes:1) Annotation for this BostonGene RMC cohort.2) Gene expression data in TPM (Transcripts Per Million) format for the 25 RMC cohort RNA-Seq samples, provided as a TSV file.3) Copy number alteration data for 24 RMC cohort WES samples, provided as a TSV file.4) Somatic mutation data in MAF format for 24 RMC cohort WES samples, provided as a tab-separated file.
DOI: 10.5281/zenodo.15345885
title: Identification of New Therapeutic Targets for Renal Medullary Carcinoma via Integrated Genomic and Transcriptomic Profiling

description: Purpose: Renal medullary carcinoma (RMC) is a rare, aggressive kidney cancer associated with sickle cell trait, characterized by SMARCB1 loss and resistance to conventional therapies used for other renal cell carcinomas (RCC). This study aimed to perform comprehensive histopathologic, genomic, and transcriptomic profiling of RMC tissues to identify novel therapeutic targets.

Experimental Design: We conducted whole exome sequencing (WES) and bulk RNA-sequencing (RNA-seq) on 15 RMC samples, using cellular deconvolution to characterize the tumor microenvironment (TME) and identify potential therapeutic targets. Gene expression profiles and TME composition were compared with other RCCs, internally available cohorts of other solid and neuroendocrine tumors, and the Cancer Genome Atlas. Immunohistochemistry (IHC) confirmed TROP2 expression, and four heavily pretreated patients with high TROP2 expression were prospectively treated with sacituzumab govitecan. 

Results: There was significant upregulation of TROP2, EPCAM, CLDN6, and CDH6, positioning them as potential therapeutic targets. Pathway analyses indicated upregulation of the Hippo, pathway and distinct TME features, including high levels of fibroblasts and neutrophils. Among the four patients treated with sacituzumab govitecan, one achieved a partial response with symptom improvement, while two achieved stable disease. The median progression-free survival was 2.9 months.

Conclusions: This study provides the largest molecular characterization of RMC to date, highlighting TROP2 and other cell surface markers as promising therapeutic targets. Sacituzumab govitecan may offer clinical benefit for RMC patients with high TROP2 expression. Further investigation in prospective clinical trials is warranted to confirm the efficacy of TROP2-targeted therapies and explore additional targets like EPCAM and CLDN6.
description: This dataset contains transcriptomic profiles from a BostonGene RMC cohort, which includes 25 patients, with available RNA-Seq data for 25 samples.

The archive includes:1) Annotation for this BostonGene RMC cohort.2) Gene expression data in TPM (Transcripts Per Million) format for the 25 RMC cohort RNA-Seq samples, provided as a TSV file.3) Copy number alteration data for 24 RMC cohort WES samples, provided as a TSV file.4) Somatic mutation data in MAF format for 24 RMC cohort WES samples, provided as a tab-separated file.
DOI: 10.15468/dl.mfzzyh
title: Occurrence Download

description: A dataset containing 5832 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((151.18388 40.65857,115.66809 47.76176,92.0855 32.70302,90.94896 7.69987,109.41729 2.30143,145.7855 23.32687,151.18388 40.65857))",
 "TaxonKey is Quercus aliena"
 ]
}

 The dataset includes 5832 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030749-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3929/ethz-b-000729263
title: Datasets for "Phosphorus Zoning in Olivines : A Rosetta Stone for tracking Magma Ascent and Storage in the Martian Crust "
DOI: 10.3929/ethz-b-000728785
title: Datasets for "Establishing a link between planetary-scale trends in martian magma compositions and volcanic resurfacing"
DOI: 10.15468/dl.xw5xym
title: Occurrence Download

description: A dataset listing the 3480 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "DatasetKey is Taxon occurrence data for the FungalRoot database",
 "Year 1900-2025"
 ]
}

 The dataset's 3480 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030744-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17600002
title: "PERSUASION BEYOND LANGUAGE: PARALINGUISTIC STRATEGIES IN POLITICAL COMMUNICATION"

description: Political communication increasingly relies on paralinguistic and multimodal strategies that enhance persuasive impact beyond verbal content. This paper examines how non-verbal cues—such as intonation, prosody, gesture, gaze, and facial expression—operate as persuasive resources in political discourse. Drawing upon frameworks of Critical Discourse Analysis (Fairclough, 1989, 2010), discourse and power (van Dijk, 2008), and multimodal semiotics (Kress & van Leeuwen, 2021), the study synthesizes prior research and recent empirical findings to demonstrate that paralinguistic means play a decisive role in shaping ideological interpretation and emotional resonance. By integrating theoretical and empirical perspectives, the paper identifies key functions of paralinguistic persuasion—emotional alignment, authority display, credibility enhancement, and affective synchronization—and discusses their implications for democratic deliberation and media perception.
DOI: 10.5281/zenodo.17600001
title: "PERSUASION BEYOND LANGUAGE: PARALINGUISTIC STRATEGIES IN POLITICAL COMMUNICATION"

description: Political communication increasingly relies on paralinguistic and multimodal strategies that enhance persuasive impact beyond verbal content. This paper examines how non-verbal cues—such as intonation, prosody, gesture, gaze, and facial expression—operate as persuasive resources in political discourse. Drawing upon frameworks of Critical Discourse Analysis (Fairclough, 1989, 2010), discourse and power (van Dijk, 2008), and multimodal semiotics (Kress & van Leeuwen, 2021), the study synthesizes prior research and recent empirical findings to demonstrate that paralinguistic means play a decisive role in shaping ideological interpretation and emotional resonance. By integrating theoretical and empirical perspectives, the paper identifies key functions of paralinguistic persuasion—emotional alignment, authority display, credibility enhancement, and affective synchronization—and discusses their implications for democratic deliberation and media perception.
DOI: 10.5281/zenodo.17574392
title: Replication material for paper "Dreher, Sturm, de Haan (2008): Does high inflation cause central bankers to lose their job? Evidence based on a new data set. European Journal of Political Economy. DOI: 10.1016/j.ejpoleco.2008.04.001"

description: Replication material for paper "Dreher, Sturm, de Haan (2008): Does high inflation cause central bankers to lose their job? Evidence based on a new data set. European Journal of Political Economy. DOI: 10.1016/j.ejpoleco.2008.04.001"
DOI: 10.5281/zenodo.17574393
title: Replication material for paper "Dreher, Sturm, de Haan (2008): Does high inflation cause central bankers to lose their job? Evidence based on a new data set. European Journal of Political Economy. DOI: 10.1016/j.ejpoleco.2008.04.001"

description: Replication material for paper "Dreher, Sturm, de Haan (2008): Does high inflation cause central bankers to lose their job? Evidence based on a new data set. European Journal of Political Economy. DOI: 10.1016/j.ejpoleco.2008.04.001"
DOI: 10.15468/dl.5m9by4
title: Occurrence Download

description: A dataset containing 3867 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((68.87927 2.2787,137.39599 3.11282,152.64844 56.37714,126.67166 32.30691,119.69423 47.00741,70.23046 31.96967,68.87927 2.2787))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Senecio scandens"
 ]
}

 The dataset includes 3867 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030752-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48573/sc3n-yw36
title: Selects 2023 Candidate Survey
DOI: 10.15468/dl.gh5p6b
title: Occurrence Download

description: A dataset listing the 6170 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Arachnomorpha collection of the Royal Museum for Central Africa"
 ]
}

 The dataset's 6170 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030745-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48573/4r0e-gj03
title: Selects 2023 Candidate Survey