cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.1594/pangaea.982185
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-06-17

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982186
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-06-18

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982187
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-06-20

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982188
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-06-21

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982189
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-06-22

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982190
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-06-23

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982191
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-06-24

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982192
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-06-25

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982193
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-06-26

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982194
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-06-27

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982195
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-06-28

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982196
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-06-29

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982197
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-06-30

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982198
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-07-02

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982199
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-07-03

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982200
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-07-04

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982201
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-07-05

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982202
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-07-06

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982203
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-07-10

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.15468/dl.ewdnzu
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amphora strigosa Hustedt, 1949",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.5808 -24.13,35.5909 -24.0715,30.5701 -24.0715,30.5701 -28.5786,32.4847 -28.5786,32.55 -28.5222,33.0346 -26.8668,32.9741 -26.7838,33.0415 -26.059,32.9304 -26.0011,32.7994 -26.1281,32.6834 -26.0015,32.813 -25.8728,32.8513 -25.7166,33.3048 -25.3731,35.1489 -24.6699,35.5808 -24.13))"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055713-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1594/pangaea.982204
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-07-13

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982205
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-07-15

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982206
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-07-16

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982207
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-07-19

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982208
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-07-23

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982209
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-07-24

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982210
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-07-25

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982213
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-04-01

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982214
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-04-02

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982215
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-04-04

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982216
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-04-07

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982217
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-04-16

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982218
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-06-19

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982219
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-07-01

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982220
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-07-07

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.1594/pangaea.982221
title: Video In Situ Snowfall Sensor (VISSS) data for Hyytiälä on 2024-07-08

description: The VISSS is a camera system recording precipitating snowfall from two perspectives. Here, movies and images of falling precipitation particles are provided for one day at station Hyytiälä. For further details on the VISSS see Maahn et al. (2024).
DOI: 10.15468/dl.qxgtcy
title: Occurrence Download

description: A dataset containing 2546855 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Vaccinium vitis-idaea L., Trifolium pratense L., Tussilago farfara L., Elymus repens (L.) Gould, Alopecurus pratensis L.)",
 "Geometry POLYGON ((-180 45.53015, 180 45.53015, 180 83.62313, -180 83.62313, -180 45.53015))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "CoordinateUncertaintyInMeters is less than or equal to 50000"
 ]
}

 The dataset includes 2546855 records from 2355 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055701-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/n4ymsv3ptf.1
title: Enhancing Radiomic Feature Selection in PET-Based Heterogeneity Analysis through Tumor-Volume-Weighted Normalization

description: This dataset contains resources developed to support the study of tumor heterogeneity and tumor volume-weighted normalization (TVWN) for radiomic feature analysis. The dataset which was developed using Python (version 3.10.9), enables reproducibility of radiomic feature extraction and calculations and provides tools for exploring and visualizing tumor heterogeneity which has been described in our work.

Components:
Simulated Tumor Images:

The dataset includes computer-simulated tumor images provided in DICOM format.
These images represent varying levels of tumor heterogeneity and noise levels.

Python Scripts:

Heterogeneous Tumor Simulation.py: A Python script designed for the simulation and visualization of tumor heterogeneity.
Tumor-Volume-Weighted Normalization Analysis.py: A Python script that implements tumor-volume-weighted normalization for radiomic feature standardization.
Both scripts are essential for replicating the methodologies described in this work and are available for download as part of the dataset.

Purpose:
It provides tools to:

Simulate tumor heterogeneity.
Perform tumor-volume-weighted normalization of radiomic features.
Advance reproducibility and validation efforts in radiomic feature extraction and analysis.
DOI: 10.17632/n4ymsv3ptf.2
title: Enhancing Radiomic Feature Selection in PET-Based Heterogeneity Analysis through Tumor-Volume-Weighted Normalization

description: This dataset contains resources developed to support the study of tumor heterogeneity and tumor volume-weighted normalization (TVWN) for radiomic feature analysis. The dataset which was developed using Python (version 3.11.0), enables reproducibility of radiomic feature extraction and calculations and provides tools for exploring and visualizing tumor heterogeneity which has been described in our work.

Components:
Simulated Tumor Images:

The dataset includes computer-simulated tumor images provided in DICOM format.
These images represent varying levels of tumor heterogeneity and noise levels.

Python Scripts:

Heterogeneous Tumor Simulation.py: A Python script designed for the simulation and visualization of tumor heterogeneity.
Tumor-Volume-Weighted Normalization Analysis.py: A Python script that implements tumor-volume-weighted normalization for radiomic feature standardization.
Both scripts are essential for replicating the methodologies described in this work and are available for download as part of the dataset.

Purpose:
It provides tools to:

Simulate tumor heterogeneity.
Perform tumor-volume-weighted normalization of radiomic features.
Advance reproducibility and validation efforts in radiomic feature extraction and analysis.
DOI: 10.15468/dl.9ehxph
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.19091 -17.85627,-69.47562 -16.57124,-70.72005 -15.01786,-72.46896 -14.49749,-74.31878 -14.26944,-75.39504 -15.1153,-71.19091 -17.85627))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Calidris fuscicollis (Vieillot, 1819)",
 "Year 2021-2025"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003031-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.444guk
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Month is one of (January, February, March, April, May, June, July, August, September, October)",
 "TaxonKey is Spodoptera descoinsi Lalanne-Cassou & Silvain, 1994"
 ]
}

 The dataset includes 14 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003033-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sb7vfm
title: Occurrence Download

description: A dataset containing 167 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gelastogonia Kirkaldy, 1904"
 ]
}

 The dataset includes 167 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003034-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zxddqb
title: Occurrence Download

description: A dataset containing 253 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((56.43582 -18.02700,63.58273 -18.02700,63.58273 -15.16950,56.43582 -15.16950,56.43582 -18.02700))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gastropoda"
 ]
}

 The dataset includes 253 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003035-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7ak62
title: Occurrence Download

description: A dataset containing 56453 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Urochloa P.Beauv.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 56453 records from 728 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003029-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nqt33u
title: Occurrence Download

description: A dataset containing 252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.22446 -17.89468,-69.2901 -16.33951,-70.94812 -14.97958,-72.45262 -14.26656,-74.14134 -14.02838,-75.79936 -14.94992,-71.22446 -17.89468))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Calidris bairdii (Coues, 1861)",
 "Year 2021-2025"
 ]
}

 The dataset includes 252 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003036-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b7svtw
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.07782 -18.30595,-69.19742 -16.51177,-71.30168 -14.61415,-73.40594 -14.18049,-75.15203 -14.0068,-75.8236 -15.1334,-71.07782 -18.30595))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Calidris melanotos (Vieillot, 1819)",
 "Year 2021-2025"
 ]
}

 The dataset includes 97 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003037-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j47e9b
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is one of (Brazil)",
 "Year is greater than or equal to 1905",
 "Year is less than or equal to 1925",
 "TaxonKey is Macrothelypteris torresiana (Gaudich.) Ching"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003038-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14530078
title: Data for Same-Slide Spatial Multi-Omics Integration Reveals Tumor Virus-Linked Spatial Reorganization of the Tumor Microenvironment

description: Data for Same-Slide Spatial Multi-Omics Integration Reveals Tumor Virus-Linked Spatial Reorganization of the Tumor Microenvironment