cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.8mp7hc
title: Occurrence Download

description: A dataset containing 1125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Fuirena umbellata Rottb."
 ]
}

 The dataset includes 1125 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011885-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15564321
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250531o Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250531o Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.5281/zenodo.15564322
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250531o Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250531o Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.15468/dl.qetmg8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Talismania Goode & Bean, 1896",
 "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 ((26.9648 1.8496,17.9648 1.8496,17.9648 -7.1504,26.9648 -7.1504,26.9648 1.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011886-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.14676989
title: Ecological connectivity importance score

description: This repository contains the input and output data associated with the GitHub repository https://github.com/vboussange/CH_connectivity_analysis/. A description of the dataset can be found on the GitHub repository readme file.
DOI: 10.5281/zenodo.14887427
title: Ecological connectivity importance score

description: This repository contains the input and output data associated with the GitHub repository https://github.com/vboussange/CH_connectivity_analysis/. A description of the dataset can be found on the GitHub repository readme file.
DOI: 10.5281/zenodo.15227502
title: Ecological connectivity importance score

description: This repository contains the input and output data associated with the GitHub repository https://github.com/vboussange/CH_connectivity_analysis/. A description of the dataset can be found on the GitHub repository readme file.
DOI: 10.5281/zenodo.15227784
title: Ecological connectivity importance score

description: This repository contains the input and output data associated with the GitHub repository https://github.com/vboussange/CH_connectivity_analysis/. A description of the dataset can be found on the GitHub repository readme file.
DOI: 10.5281/zenodo.14676988
title: Ecological connectivity importance score

description: This repository contains the input and output data associated with the GitHub repository https://github.com/vboussange/CH_connectivity_analysis/. A description of the dataset can be found on the GitHub repository readme file.
DOI: 10.5281/zenodo.15564227
title: Ecological connectivity importance score

description: This repository contains the input and output data associated with the GitHub repository https://github.com/vboussange/CH_connectivity_analysis/. A description of the dataset can be found on the GitHub repository readme file.
DOI: 10.15468/dl.9gxkmw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Talismania Goode & Bean, 1896",
 "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 ((26.9648 28.8496,17.9648 28.8496,17.9648 19.8496,26.9648 19.8496,26.9648 28.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011887-250525065834625/datasets/export for details.
DOI: 10.15468/dl.jkqj7x
title: Occurrence Download

description: A dataset containing 284 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pavonia dasypetala Turcz."
 ]
}

 The dataset includes 284 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011888-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/jlfe4t
title: bilingual discourse analysis in youtube cooking videos

description: discourse analysis
DOI: 10.15468/dl.asejcj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Talismania Goode & Bean, 1896",
 "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 ((26.9648 19.8496,17.9648 19.8496,17.9648 10.8496,26.9648 10.8496,26.9648 19.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011889-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.29203967
title: Raw data for the project

description: <b>Objective</b>Access to cognitive behavioral therapy for insomnia (CBT-I), the first-line treatment for chronic insomnia, is often limited; therefore, this study validated Tai Chi as a non-inferior alternative for managing chronic insomnia in middle-aged and older adults.<b>Design</b>This randomized, assessor-blinded, non-inferiority trial recruited 200 middle-aged and older adults with chronic insomnia in Hong Kong between 18 May 2020 and 14 July 2022. Assessments were conducted at baseline, post-intervention (month 3), and 12-month post-intervention follow-up (month 15).<b>Setting</b>A single research site in Hong Kong with participants recruited from the local community.<b>Participants</b>Chinese participants who aged ≥50 years with chronic insomnia diagnosed according to the Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition.<b>Interventions</b>Both Tai Chi and CBT-I interventions were delivered in group format over 3 months, consisting of two 1-hour sessions per week, for a total of 24 sessions.<b>Main outcome measures</b>The primary outcome was the change in perceived insomnia severity measured by the Insomnia Severity Index (ISI) at month 3 and 15. An ISI of 4 points was adopted as the margin to assess non-inferiority.<b>Results</b>A total of 200 participants were randomized (1:1) to receive Tai Chi (n=100) or CBT-I (n=100) intervention. The per-protocol (PP) principle was adopted. At month 3, the Tai Chi group showed a reduction of 6.67 (95% CI: 5.61 to 7.73) in ISI scores, while the CBT-I group had a reduction of 11.19 (95% CI: 10.06 to 12.32), resulting in a between-group difference of 4.52 (95% CI: -∞ to 5.81). Tai Chi was deemed inferior to CBT-I at month 3, as the upper 95% CI exceeded the non-inferiority margin. At month 15, the reductions for Tai Chi and CBT-I were 9.51 (95% CI: 8.47 to 10.54) and 10.18 (95% CI: 8.97 to 11.40), respectively, with a between-group difference of 0.68 (95% CI: -∞ to 2.00). At this point, Tai Chi was considered non-inferior to CBT-I, as the upper 95% CI fell within the non-inferiority margin. Results from the intention-to-treat analysis were consistent with the PP findings. No adverse events occurred during the intervention period.<b>Conclusion</b>Tai Chi was inferior to CBT-I at month 3 but non-inferior at month 15. This finding supports the use of Tai Chi as an alternative approach for the long-term management of chronic insomnia in older adults.
DOI: 10.6084/m9.figshare.29203967.v3
title: Raw data for the project

description: <b>Objective</b>Access to cognitive behavioral therapy for insomnia (CBT-I), the first-line treatment for chronic insomnia, is often limited; therefore, this study validated Tai Chi as a non-inferior alternative for managing chronic insomnia in middle-aged and older adults.<b>Design</b>This randomized, assessor-blinded, non-inferiority trial recruited 200 middle-aged and older adults with chronic insomnia in Hong Kong between 18 May 2020 and 14 July 2022. Assessments were conducted at baseline, post-intervention (month 3), and 12-month post-intervention follow-up (month 15).<b>Setting</b>A single research site in Hong Kong with participants recruited from the local community.<b>Participants</b>Chinese participants who aged ≥50 years with chronic insomnia diagnosed according to the Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition.<b>Interventions</b>Both Tai Chi and CBT-I interventions were delivered in group format over 3 months, consisting of two 1-hour sessions per week, for a total of 24 sessions.<b>Main outcome measures</b>The primary outcome was the change in perceived insomnia severity measured by the Insomnia Severity Index (ISI) at month 3 and 15. An ISI of 4 points was adopted as the margin to assess non-inferiority.<b>Results</b>A total of 200 participants were randomized (1:1) to receive Tai Chi (n=100) or CBT-I (n=100) intervention. The per-protocol (PP) principle was adopted. At month 3, the Tai Chi group showed a reduction of 6.67 (95% CI: 5.61 to 7.73) in ISI scores, while the CBT-I group had a reduction of 11.19 (95% CI: 10.06 to 12.32), resulting in a between-group difference of 4.52 (95% CI: -∞ to 5.81). Tai Chi was deemed inferior to CBT-I at month 3, as the upper 95% CI exceeded the non-inferiority margin. At month 15, the reductions for Tai Chi and CBT-I were 9.51 (95% CI: 8.47 to 10.54) and 10.18 (95% CI: 8.97 to 11.40), respectively, with a between-group difference of 0.68 (95% CI: -∞ to 2.00). At this point, Tai Chi was considered non-inferior to CBT-I, as the upper 95% CI fell within the non-inferiority margin. Results from the intention-to-treat analysis were consistent with the PP findings. No adverse events occurred during the intervention period.<b>Conclusion</b>Tai Chi was inferior to CBT-I at month 3 but non-inferior at month 15. This finding supports the use of Tai Chi as an alternative approach for the long-term management of chronic insomnia in older adults.
DOI: 10.6084/m9.figshare.29203967.v2
title: Raw data for the project

description: <b>Objective</b>Access to cognitive behavioral therapy for insomnia (CBT-I), the first-line treatment for chronic insomnia, is often limited; therefore, this study validated Tai Chi as a non-inferior alternative for managing chronic insomnia in middle-aged and older adults.<b>Design</b>This randomized, assessor-blinded, non-inferiority trial recruited 200 middle-aged and older adults with chronic insomnia in Hong Kong between 18 May 2020 and 14 July 2022. Assessments were conducted at baseline, post-intervention (month 3), and 12-month post-intervention follow-up (month 15).<b>Setting</b>A single research site in Hong Kong with participants recruited from the local community.<b>Participants</b>Chinese participants who aged ≥50 years with chronic insomnia diagnosed according to the Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition.<b>Interventions</b>Both Tai Chi and CBT-I interventions were delivered in group format over 3 months, consisting of two 1-hour sessions per week, for a total of 24 sessions.<b>Main outcome measures</b>The primary outcome was the change in perceived insomnia severity measured by the Insomnia Severity Index (ISI) at month 3 and 15. An ISI of 4 points was adopted as the margin to assess non-inferiority.<b>Results</b>A total of 200 participants were randomized (1:1) to receive Tai Chi (n=100) or CBT-I (n=100) intervention. The per-protocol (PP) principle was adopted. At month 3, the Tai Chi group showed a reduction of 6.67 (95% CI: 5.61 to 7.73) in ISI scores, while the CBT-I group had a reduction of 11.19 (95% CI: 10.06 to 12.32), resulting in a between-group difference of 4.52 (95% CI: -∞ to 5.81). Tai Chi was deemed inferior to CBT-I at month 3, as the upper 95% CI exceeded the non-inferiority margin. At month 15, the reductions for Tai Chi and CBT-I were 9.51 (95% CI: 8.47 to 10.54) and 10.18 (95% CI: 8.97 to 11.40), respectively, with a between-group difference of 0.68 (95% CI: -∞ to 2.00). At this point, Tai Chi was considered non-inferior to CBT-I, as the upper 95% CI fell within the non-inferiority margin. Results from the intention-to-treat analysis were consistent with the PP findings. No adverse events occurred during the intervention period.<b>Conclusion</b>Tai Chi was inferior to CBT-I at month 3 but non-inferior at month 15. This finding supports the use of Tai Chi as an alternative approach for the long-term management of chronic insomnia in older adults.
DOI: 10.15468/dl.cvsz7c
title: Occurrence Download

description: A dataset containing 3488 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hydrastis canadensis L."
 ]
}

 The dataset includes 3488 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011890-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mgzbtt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Talismania Goode & Bean, 1896",
 "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 ((17.949 -34.5253,17.9648 -34.5378,17.9648 -34.1504,17.8905 -34.1504,17.949 -34.5253))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011891-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15564332
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250531o Initial

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250531o Initial. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.5281/zenodo.15564333
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250531o Initial

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250531o Initial. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.15468/dl.wf4zk3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Talismania Goode & Bean, 1896",
 "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 ((17.9945 31.4042,17.9648 31.4107,17.9648 28.8496,26.9648 28.8496,26.9648 31.9498,25.9351 32.1234,25.521 32.0431,25.1292 32.4448,23.62 32.6843,23.2184 33.1274,22.2555 33.4227,21.6592 33.4362,20.3254 32.9854,19.735 32.5293,19.425 31.8208,19.6247 31.1033,19.1159 30.7686,17.9945 31.4042))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011894-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15512177
title: Unified Energy-Mass Formula (Artan-III): Resolving Fundamental Physics Problems Across Quantum, Classical, and Black Hole Realms
title: عمومی

description: This paper presents a novel Unified Energy-Mass Formula (Artan-III) aimed at addressing fundamental inconsistencies in three core domains of theoretical physics: classical mechanics, quantum theory, and black hole physics. The proposed framework seeks to bridge the gap between mass structure, energy transformation, and the metaphysical foundations of reality, offering a conceptual unification that challenges traditional scientific boundaries. The findings suggest new interpretations for quantum behavior, the internal dynamics of black holes, and the origin of physical laws, potentially laying the groundwork for a deeper synthesis of modern physics and metaphysical thought.
DOI: 10.5281/zenodo.15512178
title: Unified Energy-Mass Formula (Artan-III): Resolving Fundamental Physics Problems Across Quantum, Classical, and Black Hole Realms
title: عمومی

description: This paper presents a novel Unified Energy-Mass Formula (Artan-III) aimed at addressing fundamental inconsistencies in three core domains of theoretical physics: classical mechanics, quantum theory, and black hole physics. The proposed framework seeks to bridge the gap between mass structure, energy transformation, and the metaphysical foundations of reality, offering a conceptual unification that challenges traditional scientific boundaries. The findings suggest new interpretations for quantum behavior, the internal dynamics of black holes, and the origin of physical laws, potentially laying the groundwork for a deeper synthesis of modern physics and metaphysical thought.
DOI: 10.15468/dl.wkk7ww
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Talismania Goode & Bean, 1896",
 "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 ((14.3361 -25.1213,14.3389 -25.1504,17.9648 -25.1504,17.9648 -16.1504,11.2727 -16.1504,11.2674 -18.0072,11.5829 -18.7133,12.1645 -19.4011,13.5129 -22.0148,13.9862 -22.5966,13.9591 -24.1097,14.3361 -25.1213))"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011896-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/42378
title: Chandra X-ray Observatory ObsId 42378
DOI: 10.34740/kaggle/dsv/12017718
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.q7dbjq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Talismania Goode & Bean, 1896",
 "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 ((17.8454 -33.8607,17.8905 -34.1504,17.9648 -34.1504,17.9648 -25.1504,14.3389 -25.1504,14.4725 -26.5137,15.1589 -28.0715,16.3623 -29.3594,16.8947 -30.6715,17.7447 -31.9232,17.8096 -32.2341,17.5192 -32.4186,17.3515 -32.9009,17.8454 -33.8607))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011897-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15230564
title: SQuASH Surrogate Benchmark Dataset for Quantum Architecture Search (QAS)

description: This dataset supports the SQuASH benchmark for Quantum Architecture Search (QAS), as presented in our paper. It includes training and evaluation data used for surrogate model learning, structured into multiple problem instances. Each subdirectory contains a database file with information extracted from .pkl files, such as initial PQC, optimal PQC and target evaluation metric, e.g., fidelity or train/test accuracy.

The dataset is organized for direct integration with the SQuASH GitHub repository and is designed to accelerate QAS research and support reproducible benchmarking.
description: Top-level folder: raw_ghz_a.zip/





raw_test_ghz_a.zip/ – contains  the test subset for the ghz_a search space and includes



raw_test_ghz_a_data.zip with  .pckl files storing each PQC along with its metadata and 

test_ghz_a.db file - circuits metadata  as DB





raw_train_ghz_a.zip/ – contains  the train subset without augmentation for the ghz_a search space and includes



raw_train_ghz_a_data.zip with  .pckl files storing each PQC along with its metadata and 

train_ghz_a.db file - circuits metadata as DB





raw_train_ghz_a_augmented.zip/ – contains  the train subset incl. augmented PQCs for the ghz_a search space and includes



raw_train_ghz_a_augmented_data.zip with  .pckl files storing each PQC along with its metadata and 

train_ghz_a_augmented.db file -circuits metadata as DV





Top-level folders: raw_ghz_b.zip/ has the same structure but data for the search space ghz_b



Top-level folders: raw_ls_a.zip/









raw_ls_a_data.zip/ – contains  .pckl files storing each PQC along with its metadata for the search space l




ls_a.db file - circuits metadata  as DB
Note that for train/test splitting, ls_a space uses the automatical split specified in gen_dataset.py with random seed `42`.





Top-level folders: graph_data_ghz_a.zip/,  graph_data_ghz_b.zip/,graph_data_ls_a.zip/ – contain  .pt files, i.e., all data subsets for particular search spaces, with circuits converted into directed acyclic graph respresentation (DAG). This representation can be directly used to tran a GCN.