cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.8a4trx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((102.205 0.294185, 102.134736 0.288618, 102.066202 0.272053, 102.001087 0.2449, 101.940992 0.207826, 101.887398 0.161744, 101.841624 0.107789, 101.804798 0.04729, 101.777826 -0.018264, 101.761372 -0.087259, 101.755841 -0.157995, 101.761369 -0.228732, 101.77782 -0.297727, 101.80479 -0.363282, 101.841615 -0.423782, 101.887388 -0.477739, 101.940983 -0.523822, 102.001079 -0.560898, 102.066197 -0.588052, 102.134733 -0.604617, 102.205 -0.610185, 102.275267 -0.604617, 102.343803 -0.588052, 102.408921 -0.560898, 102.469017 -0.523822, 102.522612 -0.477739, 102.568385 -0.423782, 102.60521 -0.363282, 102.63218 -0.297727, 102.648631 -0.228732, 102.654159 -0.157995, 102.648628 -0.087259, 102.632174 -0.018264, 102.605202 0.04729, 102.568376 0.107789, 102.522602 0.161744, 102.469008 0.207826, 102.408913 0.2449, 102.343798 0.272053, 102.275264 0.288618, 102.205 0.294185))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038191-251120083545085/datasets/export for details.
DOI: 10.15468/dl.jrq256
title: Occurrence Download

description: A dataset containing 5887 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((5.26965 48.56455,5.3845 48.56455,5.3845 48.63817,5.26965 48.63817,5.26965 48.56455))",
 "PublishingOrg is 1928bdf0-f5d2-11dc-8c12-b8a03c50a862"
 ]
}

 The dataset includes 5887 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038192-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z6yjwn
title: Occurrence Download

description: A dataset containing 4406 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Flaveria trinervia"
 ]
}

 The dataset includes 4406 records from 192 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038187-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p13h6cws
title: Synthesis of common themes within semi-structured interviews with members of the Everglades REstoration, COordination, and VERification (RECOVER) group

description: Dataset of common themes that arose from semi-structured interviews with members of REstoration, COordination, and VERification (RECOVER), an interdisciplinary group of agencies, tribes, and institutions that conduct scientific evaluations and assessments to improve the implementation of the Comprehensive Everglades Restoration Plan (CERP). The interviews centered on the ability and needs of RECOVER to integrate sea level rise into their assessments and evaluations, with a focus on what they would like to see in decision-support tools. The themes are organized into categories, number of times they came up within the interviews, and labeled according to their relevancy to parts of the Diffusion of Innovations Theory (Rogers 2003).
DOI: 10.5281/zenodo.17856705
title: Dataset and Experimental Results for Automatic Timesheet Decomposition: A Comparative Study of Machine Learning Models and Rule-Based Engine

description: This dataset includes input data, training/test splits, and detailed experimental results from the study “Automatic Timesheet Decomposition: Comparative Approaches Using Machine Learning and Rule-Based Engine”.The research compares predictive models (Decision Tree, Random Forest, Deep Neural Networks) and a self-learning rule engine, evaluating accuracy and generalization on 100 anonymized real-world datasets.Contents:



Normalized and quantized datasets (30-minute granularity)

Results and accuracy metrics (FullMatch, single-causal)
DOI: 10.5281/zenodo.17856706
title: Dataset and Experimental Results for Automatic Timesheet Decomposition: A Comparative Study of Machine Learning Models and Rule-Based Engine

description: This dataset includes input data, training/test splits, and detailed experimental results from the study “Automatic Timesheet Decomposition: Comparative Approaches Using Machine Learning and Rule-Based Engine”.The research compares predictive models (Decision Tree, Random Forest, Deep Neural Networks) and a self-learning rule engine, evaluating accuracy and generalization on 100 anonymized real-world datasets.Contents:



Normalized and quantized datasets (30-minute granularity)

Results and accuracy metrics (FullMatch, single-causal)
DOI: 10.5281/zenodo.17858246
title: DAMPAK KUALITAS PELAYANAN, KOMUNIKASI PEMASARAN DIGITAL DAN E-WOM PADA PERILAKU BELI JASA WISATA

description: Data Set Penelitian DAMPAK KUALITAS PELAYANAN, KOMUNIKASI PEMASARAN DIGITAL DAN E-WOM PADA PERILAKU BELI JASA WISATA
DOI: 10.5281/zenodo.17858247
title: DAMPAK KUALITAS PELAYANAN, KOMUNIKASI PEMASARAN DIGITAL DAN E-WOM PADA PERILAKU BELI JASA WISATA

description: Data Set Penelitian DAMPAK KUALITAS PELAYANAN, KOMUNIKASI PEMASARAN DIGITAL DAN E-WOM PADA PERILAKU BELI JASA WISATA
DOI: 10.15468/dl.xenb7d
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trinomys moojeni",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038193-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wpamyp
title: Occurrence Download

description: A dataset containing 3700 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (iNaturalist Research-grade Observations)",
 "Geometry POLYGON(( -123.502061487548 40.5209990718498 , -123.020468927299 40.5209990718498 , -123.020468927299 40.919642561555 , -123.502061487548 40.919642561555 , -123.502061487548 40.5209990718498 ))",
 "Year is greater than or equal to 2015"
 ]
}

 The dataset includes 3700 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038194-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bvzj4u
title: Occurrence Download

description: A dataset containing 586 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Salvia lasiantha"
 ]
}

 The dataset includes 586 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038195-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/qz3x98
title: PAN-00165392 - terra sigillata kom type Drag. 37 (EG)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00165392&lt;/p&gt;
description: Modified: 2025-10-14T12:36:06+02:00
DOI: 10.6084/m9.figshare.29666735
title: EEG-EMG-WristMotion Dataset

description: <pre>The goal of this experiment is to identify potential biomarkers in EEG and EMG signals that, combined with wrist kinematic data, enable an objective assessment of motor performance during wrist-related tasks.<br><br>To achieve this, we used the Biomech Wrist—a 3-degree-of-freedom wrist rehabilitation exoskeleton designed to support Flexion-Extension, Ulnar-Radial Deviation, and Pronation-Supination movements. The device is integrated with a virtual interface that allows users to control an on-screen cursor.<br><br>During the task, visual targets appear at various positions on the screen, and participants are instructed to move the cursor toward each target. Throughout the experiment, EEG signals from the motor cortex, EMG signals from four primary muscles involved in Flexion-Extension and Ulnar-Radial Deviation, and wrist joint angles from the exoskeleton's motor encoders are simultaneously recorded.<br></pre>
DOI: 10.6084/m9.figshare.29666735.v2
title: EEG-EMG-WristMotion Dataset

description: <pre>The goal of this experiment is to identify potential biomarkers in EEG and EMG signals that, combined with wrist kinematic data, enable an objective assessment of motor performance during wrist-related tasks.<br><br>To achieve this, we used the Biomech Wrist—a 3-degree-of-freedom wrist rehabilitation exoskeleton designed to support Flexion-Extension, Ulnar-Radial Deviation, and Pronation-Supination movements. The device is integrated with a virtual interface that allows users to control an on-screen cursor.<br><br>During the task, visual targets appear at various positions on the screen, and participants are instructed to move the cursor toward each target. Throughout the experiment, EEG signals from the motor cortex, EMG signals from four primary muscles involved in Flexion-Extension and Ulnar-Radial Deviation, and wrist joint angles from the exoskeleton's motor encoders are simultaneously recorded.<br></pre>
DOI: 10.6084/m9.figshare.29666735.v1
title: EEG-EMG-WristMotion Dataset

description: <pre>The goal of this experiment is to identify potential biomarkers in EEG and EMG signals that, combined with wrist kinematic data, enable an objective assessment of motor performance during wrist-related tasks.<br><br>To achieve this, we used the Biomech Wrist—a 3-degree-of-freedom wrist rehabilitation exoskeleton designed to support Flexion-Extension, Ulnar-Radial Deviation, and Pronation-Supination movements. The device is integrated with a virtual interface that allows users to control an on-screen cursor.<br><br>During the task, visual targets appear at various positions on the screen, and participants are instructed to move the cursor toward each target. Throughout the experiment, EEG signals from the motor cortex, EMG signals from four primary muscles involved in Flexion-Extension and Ulnar-Radial Deviation, and wrist joint angles from the exoskeleton's motor encoders are simultaneously recorded.<br></pre>
DOI: 10.15468/dl.zkzmx5
title: Occurrence Download

description: A dataset containing 310 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fabriciola baltica",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 310 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038197-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17858267
title: GSE11121 Expression Data

description: Estrogen receptor (ER) expression and proliferative activity are established prognostic factors in breast cancer. In a search for additional prognostic motives we analyzed the gene expression patterns of 200 tumors of patients who were not treated by systemic therapy after surgery using a discovery approach. After performing hierarchical cluster analysis, we identified co-regulated genes related to the biological process of proliferation, steroid hormone receptor expression, as well as B cell and T cell infiltration. We calculated metagenes as surrogate for all genes contained within a particular cluster and visualized the relative expression in relation to time to metastasis with principal component analysis. Distinct patterns led to the hypothesis of a prognostic role of the immune system in tumors with high expression of proliferation associated genes. In multivariate Cox regression analysis the proliferation metagene showed a significant association with metastasis-free survival of the whole discovery cohort (Hazard Ratio (HR) 2.20, 95% confidence interval (CI) 1.40-3.46). The B cell metagene showed additional independent prognostic information in carcinomas with high proliferative activity (HR 0.66, 95% CI 0.46 - 0.97). A prognostic influence of the B-cell metagene was independently confirmed by multivariate analysis in a first validation cohort enriched for high grade tumors (n=286, HR 0.78, 95% CI 0.62-0.98), and a second validation cohort enriched for younger patients (n=302, HR 0.83, 95% CI 0.7-0.97). Thus, we could demonstrate in three cohorts of untreated node-negative breast cancer patients, that the humoral immune system plays a pivotal role for metastasis-free survival of carcinomas of the breast.

Accessed by AnnotatedBCGEData.
DOI: 10.5281/zenodo.17858268
title: GSE11121 Expression Data

description: Estrogen receptor (ER) expression and proliferative activity are established prognostic factors in breast cancer. In a search for additional prognostic motives we analyzed the gene expression patterns of 200 tumors of patients who were not treated by systemic therapy after surgery using a discovery approach. After performing hierarchical cluster analysis, we identified co-regulated genes related to the biological process of proliferation, steroid hormone receptor expression, as well as B cell and T cell infiltration. We calculated metagenes as surrogate for all genes contained within a particular cluster and visualized the relative expression in relation to time to metastasis with principal component analysis. Distinct patterns led to the hypothesis of a prognostic role of the immune system in tumors with high expression of proliferation associated genes. In multivariate Cox regression analysis the proliferation metagene showed a significant association with metastasis-free survival of the whole discovery cohort (Hazard Ratio (HR) 2.20, 95% confidence interval (CI) 1.40-3.46). The B cell metagene showed additional independent prognostic information in carcinomas with high proliferative activity (HR 0.66, 95% CI 0.46 - 0.97). A prognostic influence of the B-cell metagene was independently confirmed by multivariate analysis in a first validation cohort enriched for high grade tumors (n=286, HR 0.78, 95% CI 0.62-0.98), and a second validation cohort enriched for younger patients (n=302, HR 0.83, 95% CI 0.7-0.97). Thus, we could demonstrate in three cohorts of untreated node-negative breast cancer patients, that the humoral immune system plays a pivotal role for metastasis-free survival of carcinomas of the breast.

Accessed by AnnotatedBCGEData.
DOI: 10.15468/dl.b5yzpa
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((100.029 0.297185, 99.958736 0.291618, 99.890202 0.275053, 99.825086 0.2479, 99.76499200000001 0.210825, 99.711398 0.164744, 99.66562399999999 0.110789, 99.628798 0.05029, 99.601826 -0.015264, 99.58537200000001 -0.084259, 99.579841 -0.154995, 99.585369 -0.225732, 99.601821 -0.294727, 99.62879100000001 -0.360282, 99.665615 -0.420783, 99.711388 -0.474739, 99.764983 -0.520822, 99.825079 -0.557898, 99.890197 -0.585052, 99.958733 -0.601617, 100.029 -0.607185, 100.099267 -0.601617, 100.167803 -0.585052, 100.232921 -0.557898, 100.293017 -0.520822, 100.346612 -0.474739, 100.392385 -0.420783, 100.429209 -0.360282, 100.456179 -0.294727, 100.472631 -0.225732, 100.478159 -0.154995, 100.472628 -0.084259, 100.456174 -0.015264, 100.429202 0.05029, 100.392376 0.110789, 100.346602 0.164744, 100.293008 0.210825, 100.232914 0.2479, 100.167798 0.275053, 100.099264 0.291618, 100.029 0.297185))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038198-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.prm3d6
title: Occurrence Download

description: A dataset containing 1051646 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Piranga rubra)",
 "BasisOfRecord is one of (Human Observation, Observation, Occurrence evidence)",
 "Year is greater than or equal to 1951",
 "Year is less than or equal to 2024",
 "Month is greater than or equal to April",
 "Month is less than or equal to July",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1051646 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038145-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6hxjcz
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trinomys yonenagae",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038199-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kuhxjt
title: Occurrence Download

description: A dataset containing 4881366 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hypochaeris eriolaena, Asteraceae, Hypochaeris gayana, Hypochaeris grandidentata, Hypochaeris hispidula, Hypochaeris laciniata, Hypochaeris laciniosa, Hypochaeris lessingii, Hypochaeris, Hypochaeris nahuelvutae, Hypochaeris pilosa, Hypochaeris tenerifolia, Hypochaeris thermarum, Hypochaeris thrincioides, Hypochaeris toltensis)",
 "BasisOfRecord is Specimen",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4881366 records from 1457 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038175-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ddnqw
title: Occurrence Download

description: A dataset containing 2421 species occurrences available in GBIF matching the query:
{
 "and" : [
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "TaxonKey is Temnothorax Mayr, 1861"
 ]
}

 The dataset includes 2421 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034551-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kjup7s
title: Occurrence Download

description: A dataset containing 12974 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Planktothrix Anagnostidis & Komárek, 1988"
 ]
}

 The dataset includes 12974 records from 218 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002913-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8w9x9g
title: Occurrence Download

description: A dataset containing 693 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((250.21920 21.23530,265.42199 21.23530,265.42199 27.31057,250.21920 27.31057,250.21920 21.23530))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ara militaris (Linnaeus, 1766)"
 ]
}

 The dataset includes 693 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0298208-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vg9twj
title: Occurrence Download

description: A dataset containing 595 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solanum bullatum Vell."
 ]
}

 The dataset includes 595 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010832-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s3cneb
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tradescantia soconuscana Matuda"
 ]
}

 The dataset includes 102 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017885-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xw25ez
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orthotylus robiniae Johnston, 1935",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is Poland",
 "Country is Poland"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0385415-210914110416597/datasets/export for details.
DOI: 10.15468/dl.e4apt6
title: Occurrence Download

description: A dataset containing 200 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Poissons et Crustacés d'eau douce de la Réunion - Atlas des poissons et des crustacés d'eau douce de la Réunion"
 ]
}

 The dataset includes 200 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010838-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g7wscb
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Verbascum levanticum I.K.Ferguson"
 ]
}

 The dataset includes 114 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027840-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.