cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18498167
title: Dataset for Optimal cross-correlation technique to search for strongly lensed gravitational waves

description: This dataset accompanies the OCCAM pipeline paper (https://doi.org/10.48550/arXiv.2601.22138), in which we present a cross-correlation-based method to search for strongly lensed gravitational wave candidates.

The dataset contains



population_samples_*.zip: samples from lensed and unlensed gravitational wave populations, which are used for the single-detector (Hanford) and multi-detector (HLV) analyses to assess the pipeline,

ROC_*.csv: ROC values (FPP, TPP) corresponding to the result plots in Figs. 3 (single detector) and 4 (multi-detector) of the paper,

read_data.ipynb: a Python notebook file to help with the usage of the data files.


The population samples are generated following the More and More paper (https://doi.org/10.1093/mnras/stac1704), and filtered using the following criteria:



For the single-detector analysis, we select events with an optimal matched-filter SNR threshold of 10 in the Hanford detector.

For the multi-detector analysis, we choose events with a network optimal matched-filter SNR threshold of 8 in the HLV network, and 4 for individual detectors. The sample size is kept the same as in the single-detector analysis.


The final version of the population samples that were used in the paper is provided here. The reader is requested to refer to the original OCCAM pipeline paper for more details.
DOI: 10.5281/zenodo.18498168
title: Dataset for Optimal cross-correlation technique to search for strongly lensed gravitational waves

description: This dataset accompanies the OCCAM pipeline paper (https://doi.org/10.48550/arXiv.2601.22138), in which we present a cross-correlation-based method to search for strongly lensed gravitational wave candidates.

The dataset contains



population_samples_*.zip: samples from lensed and unlensed gravitational wave populations, which are used for the single-detector (Hanford) and multi-detector (HLV) analyses to assess the pipeline,

ROC_*.csv: ROC values (FPP, TPP) corresponding to the result plots in Figs. 3 (single detector) and 4 (multi-detector) of the paper,

read_data.ipynb: a Python notebook file to help with the usage of the data files.


The population samples are generated following the More and More paper (https://doi.org/10.1093/mnras/stac1704), and filtered using the following criteria:



For the single-detector analysis, we select events with an optimal matched-filter SNR threshold of 10 in the Hanford detector.

For the multi-detector analysis, we choose events with a network optimal matched-filter SNR threshold of 8 in the HLV network, and 4 for individual detectors. The sample size is kept the same as in the single-detector analysis.


The final version of the population samples that were used in the paper is provided here. The reader is requested to refer to the original OCCAM pipeline paper for more details.
DOI: 10.48668/mu3mfc/6v339t
title: USSR_1961_ZS_1961-03_page_28_400_399_398.png

description: :unav
DOI: 10.48668/mu3mfc/ddjcf3
title: USSR_1961_ZS_1961-12_page_10_230_229_228.png

description: :unav
DOI: 10.48668/mu3mfc/d2jemi
title: USSR_1961_ZS_1961-01_page_10_578_577_576.png

description: :unav
DOI: 10.48668/mu3mfc/elzkd2
title: USSR_1961_ZS_1961-11_page_5_116_115_114.png

description: :unav
DOI: 10.48668/mu3mfc/lg7sc2
title: USSR_1961_ZS_1961-12_page_17_214_213_212.png

description: :unav
DOI: 10.48668/mu3mfc/psfj9d
title: USSR_1961_ZS_1961-01_page_50_535_534_533.png

description: :unav
DOI: 10.48668/mu3mfc/wbpwir
title: USSR_1961_ZS_1961-01_page_45_529_528_527.png

description: :unav
DOI: 10.48668/mu3mfc/1dgfjy
title: USSR_1961_ZS_1961-09_page_35_627_626_625.png

description: :unav
DOI: 10.48668/mu3mfc/v7dnju
title: USSR_1961_ZS_1961-10_page_9_110_109_108.png

description: :unav
DOI: 10.48668/mu3mfc/qkpbow
title: USSR_1961_ZS_1961-04_page_14_355_354_353.png

description: :unav
DOI: 10.48668/mu3mfc/iv9g4f
title: USSR_1961_ZS_1961-01_page_23_567_566_565.png

description: :unav
DOI: 10.48668/mu3mfc/7fsjdz
title: USSR_1961_ZS_1961-10_page_42_303_302_301.png

description: :unav
DOI: 10.48668/mu3mfc/k89rnm
title: USSR_1961_ZS_1961-07_page_33_63_62_61.png

description: :unav
DOI: 10.48668/mu3mfc/grt8jg
title: USSR_1961_ZS_1961-07_page_21_744_743_742.png

description: :unav
DOI: 10.48668/mu3mfc/ohje9d
title: USSR_1961_ZS_1961-02_page_22_504_503_502.png

description: :unav
DOI: 10.15468/dl.yrfcdq
title: Occurrence Download

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

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007631-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n0brkl
title: Occurrence Download

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

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014407-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sf3ayb
title: Occurrence Download

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

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000292-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gsm914
title: Occurrence Download

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

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075741-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ecd8q
title: Occurrence Download

description: A dataset containing 349008955 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 349008955 records from 11114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114168-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/25578
title: Chandra X-ray Observatory ObsId 25578

description: AO-23 Monitor the HRC-I PSF and spatial Variations in the HRC-I Gain - September
DOI: 10.25574/25579
title: Chandra X-ray Observatory ObsId 25579

description: AO-23 Monitor the HRC-I PSF and spatial Variations in the HRC-I Gain - September
DOI: 10.25574/25580
title: Chandra X-ray Observatory ObsId 25580

description: AO-23 Monitor the HRC-I PSF and spatial Variations in the HRC-I Gain - September
DOI: 10.25574/25581
title: Chandra X-ray Observatory ObsId 25581

description: AO-23 Monitor the HRC-I PSF and spatial Variations in the HRC-I Gain - September
DOI: 10.25574/25582
title: Chandra X-ray Observatory ObsId 25582

description: AO-23 Monitor the HRC-I PSF and spatial Variations in the HRC-I Gain - September
DOI: 10.25574/25583
title: Chandra X-ray Observatory ObsId 25583

description: AO-23 Monitor the HRC-I PSF and spatial Variations in the HRC-I Gain - September
DOI: 10.25574/25584
title: Chandra X-ray Observatory ObsId 25584

description: AO-23 Monitor the HRC-I PSF and spatial Variations in the HRC-I Gain - September
DOI: 10.25574/25585
title: Chandra X-ray Observatory ObsId 25585

description: AO-23 Monitor the HRC-I PSF and spatial Variations in the HRC-I Gain - September
DOI: 10.25574/25586
title: Chandra X-ray Observatory ObsId 25586

description: AO-23 Monitor the HRC-I PSF and spatial Variations in the HRC-I Gain - September
DOI: 10.15468/dl.a25b5q
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Maconellicoccus hirsutus",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022923-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.839g89
title: Occurrence Download

description: A dataset containing 4308 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dianthus pungens brachyanthus"
 ]
}

 The dataset includes 4308 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022922-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kugmae
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is one of (Canada, United States of America, Mexico)",
 "TaxonKey is Culicoides sonorensis",
 "Year 1980-2025"
 ]
}

 The dataset includes 80 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022925-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2rs4d3
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithobates catesbeianus",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 29 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022926-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mrfmm7
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Syzygium cumini",
 "Country is Congo, Democratic Republic of the",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022927-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r73zhq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Maconellicoccus hirsutus",
 "Country is Venezuela (Bolivarian Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022924-250717081556266/datasets/export for details.
DOI: 10.5281/zenodo.16276183
title: Mass Photometry Data of chondroitin sulfate synthase complex CHSY3-CHPF1 - Structural basis of chondroitin sulfate backbone polymer synthesis

description: Mass Photometry raw data used in Extedned Figure 3 of Nature Communications Paper: Structural basis of chondroitin sulfate backbone polymer synthesis
DOI: 10.15468/dl.zdzwxs
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Syzygium cumini",
 "Country is Dominica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022929-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15683123
title: Data set of "General consent: an observational and patient inclusive approach to explore different information strategies"

description: Data set of this article:

Table 1: Retrospective_administrative_Data

Data collected from December 2012 to April 2022, extracted from 3 existing institutional administrative databases by the CHUV IT division team. The file consists of retrospective administrative data from 204.004 adult patients informed about broad consent

Table 2 and 3: Prospective_Questionnaire_V1_data and Prospective_Questionnaire_V2_data

Data obtained from 2.445 anonymized questionnaires. Data from the paper questionnaires were manually entered into an electronic REDCap database. The questionnaire was anonymous

Table 4: Patient_Communications_Data

Data obtained via hotline phone calls, e-mails and patient letters received at the RCU during the period from May 15, 2020, to March 7, 2023, were analyzed – a total of 4.737 patients’ communications

 
description: Data Sharing Requests and Procedures

Researchers interested in accessing data can request the necessary Data Transfer and Use Agreement (DTUA), via the Principal Investigator. Upon request, the scientific committee will evaluate the application. If accepted, the data will be extracted from the Horus CHUV Dataset Catalog at DSI-CHUV, under the supervision of the Principal Investigator.

Requirements for Data Access

Researchers who wish to analyze, reproduce, or gain further insights from the data must submit a request for de-identified patient-level data to heads of the current project. Requests must clearly justify the use of the data and specify the required variables. External users or collaborators should demonstrate a proven track record in the field, provide a detailed research protocol, and explain how they will handle the data ethically and scientifically.

The protocol should include:



Collaborators and their affiliations

Potential conflicts of interest

Project funding details

Inclusion/exclusion criteria

Scientific questions to be addressed

Detailed analysis plan

Peer-reviewed publication in the field


Approval Process

The heads of the current project will review the application, recommending any necessary protocol adjustments to enhance quality and ensure alignment with project objectives. Before the data is released, both parties will sign the Data Transfer and Use Agreement (DTUA) based on the Swiss Personalized Health Network (SPHN) template. This agreement will define responsibilities related to data protection, management, authorship (in accordance with international standards), and the proper citation of sources and funding. Additionally, it will specify the required date for secure data destruction after analysis is completed, with confirmation of destruction submitted to the project leads.

 

To get access to the dataset, please contact the following email:

 

cindy.allenbach@chuv.ch (cc: dsbu@unil.ch)
DOI: 10.5281/zenodo.15683552
title: Data set of "General consent: an observational and patient inclusive approach to explore different information strategies"

description: Data set of this article:

Table 1: Retrospective_administrative_Data

Data collected from December 2012 to April 2022, extracted from 3 existing institutional administrative databases by the CHUV IT division team. The file consists of retrospective administrative data from 204.004 adult patients informed about broad consent

Table 2 and 3: Prospective_Questionnaire_V1_data and Prospective_Questionnaire_V2_data

Data obtained from 2.445 anonymized questionnaires. Data from the paper questionnaires were manually entered into an electronic REDCap database. The questionnaire was anonymous

Table 4: Patient_Communications_Data

Data obtained via hotline phone calls, e-mails and patient letters received at the RCU during the period from May 15, 2020, to March 7, 2023, were analyzed – a total of 4.737 patients’ communications

 
description: Data Sharing Requests and Procedures

Researchers interested in accessing data can request the necessary Data Transfer and Use Agreement (DTUA), via the Principal Investigator. Upon request, the scientific committee will evaluate the application. If accepted, the data will be extracted from the Horus CHUV Dataset Catalog at DSI-CHUV, under the supervision of the Principal Investigator.

Requirements for Data Access

Researchers who wish to analyze, reproduce, or gain further insights from the data must submit a request for de-identified patient-level data to heads of the current project. Requests must clearly justify the use of the data and specify the required variables. External users or collaborators should demonstrate a proven track record in the field, provide a detailed research protocol, and explain how they will handle the data ethically and scientifically.

The protocol should include:



Collaborators and their affiliations

Potential conflicts of interest

Project funding details

Inclusion/exclusion criteria

Scientific questions to be addressed

Detailed analysis plan

Peer-reviewed publication in the field


Approval Process

The heads of the current project will review the application, recommending any necessary protocol adjustments to enhance quality and ensure alignment with project objectives. Before the data is released, both parties will sign the Data Transfer and Use Agreement (DTUA) based on the Swiss Personalized Health Network (SPHN) template. This agreement will define responsibilities related to data protection, management, authorship (in accordance with international standards), and the proper citation of sources and funding. Additionally, it will specify the required date for secure data destruction after analysis is completed, with confirmation of destruction submitted to the project leads.

 

To get access to the dataset, please contact the following email:

 

cindy.allenbach@chuv.ch (cc: dsbu@unil.ch)
DOI: 10.15468/dl.s2vash
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Campylopterus hemileucurus)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022931-250717081556266/datasets/export for details.
DOI: 10.15468/dl.pjeqrh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Campylopterus hemileucurus)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022932-250717081556266/datasets/export for details.
DOI: 10.15468/dl.af27vu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scaevola sericea",
 "Country is Bahamas",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022933-250717081556266/datasets/export for details.
DOI: 10.15468/dl.d2rfq8
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scaevola sericea",
 "Country is Cuba",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022934-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.umuea7
title: Occurrence Download

description: A dataset containing 257 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is one of (United States of America, Canada)",
 "TaxonKey is Culicoides obsoletus",
 "Year 1980-2025"
 ]
}

 The dataset includes 257 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022935-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.