cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/gzths75pnz
title: Data - Deproteinized Bovine Bone vs Hydroxyapatite-Tricalcium Beta Phosphate in Maxillary Sinus Bone Regeneration

description: A statistical analysis was conducted to compare the effectiveness of bone grafts on new bone formation based on graft type (bovine vs. synthetic) and their application method (used alone or in combination). The mean effect size of bone increase was calculated by averaging the outcomes from the two groups within each study. Descriptive statistics were reported for both comparisons, including mean, standard deviation, and sample size for each group.
Normality of the data was assessed using the Shapiro-Wilk test. If normality was confirmed (p &gt; 0.05), independent t-tests were applied to compare the means of the groups. If the normality assumption was violated (p ≤ 0.05), the non-parametric Mann-Whitney U test was used instead.
To visualize the differences between groups, boxplots were generated: one comparing the percentage of bone increase between bovine and synthetic grafts, and the other comparing the effects of grafts applied alone versus in combination.
To analyze the differences in effects between the two evaluated groups, a scatter plot was used to visually represent the effect estimators of each study. Additionally, the difference between the estimators of Group 2 and Group 1 was calculated for each study.
The p-values associated with these differences were included in a comparative table to identify studies with statistically significant differences. A p-value lower than 0.05 was interpreted as evidence of relevant differences between groups. This analysis allowed the identification of possible differential effects of the intervention, providing a basis for interpreting the variability of results across studies.
The retrieved articles were organized in an Excel spreadsheet and processed using RStudio 2024.12.0 Build 467.
DOI: 10.17632/gzths75pnz.1
title: Data - Deproteinized Bovine Bone vs Hydroxyapatite-Tricalcium Beta Phosphate in Maxillary Sinus Bone Regeneration

description: A statistical analysis was conducted to compare the effectiveness of bone grafts on new bone formation based on graft type (bovine vs. synthetic) and their application method (used alone or in combination). The mean effect size of bone increase was calculated by averaging the outcomes from the two groups within each study. Descriptive statistics were reported for both comparisons, including mean, standard deviation, and sample size for each group.
Normality of the data was assessed using the Shapiro-Wilk test. If normality was confirmed (p &gt; 0.05), independent t-tests were applied to compare the means of the groups. If the normality assumption was violated (p ≤ 0.05), the non-parametric Mann-Whitney U test was used instead.
To visualize the differences between groups, boxplots were generated: one comparing the percentage of bone increase between bovine and synthetic grafts, and the other comparing the effects of grafts applied alone versus in combination.
To analyze the differences in effects between the two evaluated groups, a scatter plot was used to visually represent the effect estimators of each study. Additionally, the difference between the estimators of Group 2 and Group 1 was calculated for each study.
The p-values associated with these differences were included in a comparative table to identify studies with statistically significant differences. A p-value lower than 0.05 was interpreted as evidence of relevant differences between groups. This analysis allowed the identification of possible differential effects of the intervention, providing a basis for interpreting the variability of results across studies.
The retrieved articles were organized in an Excel spreadsheet and processed using RStudio 2024.12.0 Build 467.
DOI: 10.17632/8t4vtfr9t9
title: data repository_ Grid data platform for the modeling

description: data repository_ Grid data platform for the modeling
DOI: 10.17632/8t4vtfr9t9.1
title: data repository_ Grid data platform for the modeling

description: data repository_ Grid data platform for the modeling
DOI: 10.15468/dl.7ys4ab
title: Occurrence Download

description: A dataset containing 2623750 species occurrences available in GBIF matching the query:
{
 "PublishingOrg" : [
 "is one of (174c6da2-e002-42fe-9f56-2f9d670240f4, ce3327e9-16df-4977-8024-114ec0a94377, 6ea87510-0561-11d8-b851-b8a03c50a862)"
 ]
}

 The dataset includes 2623750 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023659-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yzd5bs
title: Occurrence Download

description: A dataset containing 69046 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.5_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Stylommatophora"
 ]
}

 The dataset includes 69046 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023655-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14852114
title: Dataset Link
DOI: 10.5281/zenodo.14852115
title: Dataset Link
DOI: 10.5281/zenodo.14851961
title: Data from 'Radiogenic and Stable Strontium Isotopic Compositions of Micro-Sampled K-Feldspar Megacrysts from the Tuolumne Intrusive Complex, California, USA'
DOI: 10.5281/zenodo.14851962
title: Data from 'Radiogenic and Stable Strontium Isotopic Compositions of Micro-Sampled K-Feldspar Megacrysts from the Tuolumne Intrusive Complex, California, USA'
DOI: 10.15468/dl.n38nnm
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alouatta discolor (Spix, 1823)"
 ]
}

 The dataset includes 66 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023695-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14847847
title: List of organized events and mass gatherings disrupted by extreme weather 2004-2024

description: This list contains information about organised events and mass gatherings that were reported as disrupted by extreme weather between 2004 and 2024. The files included in this dataset are as follows:



Events_Weather_Disruption_Dataset.csv - CSV file of organised events reported as disrupted by extreme weather, 2004-2024

Events_Weather_Disruption_Category_Guide.pdf - Description of the category headers used in the dataset

Events_Weather_Disruption_Category_Definitions.pdf - A list of the definitions used in standardised categories in the dataset

Events_Weather_Disruption_Attribution_List.csv - A list of weather attribution studies referenced in the dataset
DOI: 10.5281/zenodo.14847848
title: List of organized events and mass gatherings disrupted by extreme weather 2004-2024

description: This list contains information about organised events and mass gatherings that were reported as disrupted by extreme weather between 2004 and 2024. The files included in this dataset are as follows:



Events_Weather_Disruption_Dataset.csv - CSV file of organised events reported as disrupted by extreme weather, 2004-2024

Events_Weather_Disruption_Category_Guide.pdf - Description of the category headers used in the dataset

Events_Weather_Disruption_Category_Definitions.pdf - A list of the definitions used in standardised categories in the dataset

Events_Weather_Disruption_Attribution_List.csv - A list of weather attribution studies referenced in the dataset
DOI: 10.5281/zenodo.14851436
title: 600 Diverse In Silico MOF Structures

description: The Gen-cifs directory consists of two folders, each containing a collection of generated MOF structures in CIF format:



cifs/ → A dataset of 500 CIF files, representing newly generated MOF structures.

cifs_backup/ → An additional 100 CIF files, serving as a backup repository for MOF structures.
DOI: 10.5281/zenodo.14851437
title: 600 Diverse In Silico MOF Structures

description: The Gen-cifs directory consists of two folders, each containing a collection of generated MOF structures in CIF format:



cifs/ → A dataset of 500 CIF files, representing newly generated MOF structures.

cifs_backup/ → An additional 100 CIF files, serving as a backup repository for MOF structures.
DOI: 10.25976/lk09-0b65
title: BC Conservation Foundation Vancouver Island Historical Water Temperature Data

description: The BC Conservation Foundation's Aquatic Research and Restoration Centre (BCCF ARRC) on Vancouver Island works in partnership with local First Nations, 
all levels of government, academic institutions, other environmental NGOs, stewardship groups, and private organizations to conceptualize, design, and implement projects that pursue restoring, conserving, and expanding healthy fish populations within healthy aquatic ecosystems. This dataset is from several historical BCCF ARRC projects (pre-2020) that involved the collection of continuous water temperature data from data loggers installed in numerous waterbodies along the east coast of Vancouver Island.
description: Data loggers (HOBO , Solinst Levelogger) were used to collect continuous water temperature data at all sampling locations (n=49). Loggers recorded data at various intervals depending on location (every fifteen minutes to daily). Loggers were downloaded and inspected/maintained at various intervals (monthly to bi-annually). Data was downloaded using manufacturer software (Onset HOBOWare, Solinst Levelogger). No QA/QC review was applied to the raw data uploaded here.
description: Data was downloaded using manufacturer software (Onset HOBOWare, Solinst Levelogger). Date format was converted to YYYY-MM-DD. Data originally collected at 5 min intervals has been filtered to 15 min intervals (i.e. every third observation retained). No QA/QC review was applied to the raw data. All data within this dataset are identified as status 'Preliminary'.
DOI: 10.17632/vr7zh8rv9y
title: PHYSIOTHERAPY

description: EFFECTS OF NERVE GLIDING VERSUS INTERMITTENT CERVICAL TRACTION IN UNILATERAL CERVICAL RADICULOPATHY ON PAIN AND QUALITY OF LIFE: AN EXPERIMENTAL STUDY
DOI: 10.17632/vr7zh8rv9y.1
title: PHYSIOTHERAPY

description: EFFECTS OF NERVE GLIDING VERSUS INTERMITTENT CERVICAL TRACTION IN UNILATERAL CERVICAL RADICULOPATHY ON PAIN AND QUALITY OF LIFE: AN EXPERIMENTAL STUDY
DOI: 10.17632/bzh2dwh3rp.1
title: Supporting Code and Data for "Innovation and Capital"

description: The code in this replication package produces the tables and figures of the paper and appendix from several data sources. This replication package lists the necessary source data and code to replicate the results. The code itself details the process. All source data have been made available in the repository except for (1) VentureXpert data on venture capital, which is readily downloadable with most universities’ access, (2) patent data from the replication archive of Gross and Sampat (2023) containing information on government-interest patents and which were used (in part) to supplement our main patent data source, and (3) high growth entrepreneurship data from the Startup Cartography Project (SCP) of Guzman and Stern (2020).

Python code runs on Python 3.9.

Stata code runs on Stata-MP version 18. 

To replicate the paper’s results, and to understand the order and manner in which data sets were processed and combined, one can follow the code from source data to output. The paper’s “Data and Sample” section and Appendix A are informative on sources, references to papers with even more detail on parts of the data, and construction of measures.
DOI: 10.15468/dl.4zujww
title: Occurrence Download

description: A dataset containing 105215440 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Year is 2020"
 ]
}

 The dataset includes 105215440 records from 662 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023607-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/r7gr47jzn9.1
title: Scores for the 38 suggested practices

description: This table is respons of 27 experts including 8 PhDs in Yoga, 9 PhDs in Swasthavritta and Yoga,10 MDs in Swasthavritta and Yoga. They responded for the appropriateness of selected practices in module on a scale of 1 to 5, with 1 indicating "not essential" and 5 indicating "extremely essential". The dichotomous (yes/no) responses were obtained from the experts to assess the appropriateness of the duration and number of repetitions of individual yoga practices, and qualitative responses were obtained to assess the overall design of IYM developed for patients with ET.
DOI: 10.15468/dl.mphngs
title: Occurrence Download

description: A dataset containing 58809 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Capra ibex Linnaeus, 1758",
 "Year 1990-2010"
 ]
}

 The dataset includes 58809 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023632-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/5jdy62kzsj
title: Demographic details of experts

description: 32 Hatha yoga experts having at least 5 years of experience in teaching and research were chosen through convenience sampling and informed consent obtained for validation. Out of 32 experts, 27 responded including 8 PhDs in Yoga, 9 PhDs in Swasthavritta and Yoga, and 10 MDs in Swasthavritta and Yoga. This table represents the demographic details of experts.
DOI: 10.17632/5jdy62kzsj.1
title: Demographic details of experts

description: 32 Hatha yoga experts having at least 5 years of experience in teaching and research were chosen through convenience sampling and informed consent obtained for validation. Out of 32 experts, 27 responded including 8 PhDs in Yoga, 9 PhDs in Swasthavritta and Yoga, and 10 MDs in Swasthavritta and Yoga. This table represents the demographic details of experts.
DOI: 10.17632/9wh2rhtk92.1
title: Water Consumption

description: The initial phase of this research involves gathering and analyzing data. All gathered data was used for defining the database. The database is a crucial part of every information system. Following the analysis, the collected data needed to be processed to facilitate the creation of models. This research aimed to define a model for water demand prediction in Montenegro. A need for this model is recognized following the fact that the previous practice of designing water supply systems in Montenegro showed that water demand data was adopted, entirely based on recommendations from the literature. 
In this paper, we used the data taken from the Water Supply company's Vodovod Podgorica, Montenegro, yearly reports. Those data encompass January 2012. – December 2019. period. In addition, data were collected also for January – December 2021. year period.
After data collection, their analysis was performed, and determining the input data was performed. The next step was to prepare the analyzed data for model formation. The last step was to define the final model for the prediction of water demand. 
The input data was taken depending on their direct impact on water demand. Climatological parameters such as average air temperature and precipitation, along with demographic data like the registered number of monthly tourist arrivals, were utilized as input data. Climatological data were taken from the Institute of Hydrometeorology and Seismology's Report. Demographic data were taken from the Statistical Office of Montenegro's monthly Announcements of arrivals and overnight stays of tourists.
DOI: 10.15468/dl.ufhqck
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "GadmGid is DEU",
 "Geometry POLYGON((10.16015 47.44846,13.4672 47.44846,13.4672 51.1483,10.16015 51.1483,10.16015 47.44846))",
 "OccurrenceStatus is Present",
 "TaxonKey is Helosciadium repens (Jacq.) W.D.J.Koch"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023697-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rdd7n4
title: Occurrence Download

description: A dataset containing 30822537 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Macro-moth distribution records for the UK from Butterfly Conservation, up to 2019"
 ]
}

 The dataset includes 30822537 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023603-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.534tp6
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "DatasetKey is Atlas des papillons de jour et des libellules du Languedoc-Roussillon-Données CEN L-R papillons/libellule",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Parnassius apollo (Linnaeus, 1758)",
 "Year 2010-2025"
 ]
}

 The dataset's 1 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023671-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.6205595
title: Chronic sleep curtailment, even without extended (&gt;16-h) wakefulness, degrades human vigilance performance

description: This is a data set derived from controlled in-laboratory conditions of individuals exposed to either control (equivalent to a sleep opportunity ~8h) or chronic sleep restricted conditions (equivalent to a sleep opportunity ~5.6h). This study was accomplished using a circadian forced desynchrony design on a 20-h day length. All subjects provided written informed consent prior to participation and all procedures were approved by the Partners Healthcare Institutional Review Board.
DOI: 10.6084/m9.figshare.6205595.v1
title: Chronic sleep curtailment, even without extended (&gt;16-h) wakefulness, degrades human vigilance performance

description: This is a data set derived from controlled in-laboratory conditions of individuals exposed to either control (equivalent to a sleep opportunity ~8h) or chronic sleep restricted conditions (equivalent to a sleep opportunity ~5.6h). This study was accomplished using a circadian forced desynchrony design on a 20-h day length. All subjects provided written informed consent prior to participation and all procedures were approved by the Partners Healthcare Institutional Review Board.
DOI: 10.15468/dl.t8fja9
title: Occurrence Download

description: A dataset containing 175 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Podocarpus costalis C.Presl"
 ]
}

 The dataset includes 175 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023706-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p3pzjf
title: Occurrence Download

description: A dataset containing 1085 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sacosperma G.Taylor"
 ]
}

 The dataset includes 1085 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023700-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zre3tk
title: Occurrence Download

description: A dataset containing 753 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Puma concolor (Linnaeus, 1771)",
 "Year 2000-2025"
 ]
}

 The dataset includes 753 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023699-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/ttgvrkfmg3
title: Developed integrated yoga module for validation

description: Developed integrated yoga module for validation for expert validation
DOI: 10.17632/ttgvrkfmg3.1
title: Developed integrated yoga module for validation

description: Developed integrated yoga module for validation for expert validation
DOI: 10.25387/g3.25655385
title: Supplemental Materials for Tessele <i>et al</i>., 2025

description: <b>Sub-Genome-A.hmp.txt</b>, <b>Sub-Genome-B.hmp.txt </b>and <b>Sub-Genome-D.hmp.txt </b>contain the SNP marker data used in the study.<b>Var.R </b>contains the code used to obtain variance estimates of additive and epistatic effects.<b>Rank.R</b> contains the code used to rank lines according to sub-genome additive effects.<b>GS.R </b>contains the code used to run a 10-fold cross validation genomic selection model incorporating epistasis or not.<b>Raw Phenotypes.txt</b> contains the raw phenotypic data for all genotypes after spatial adjustment.<b>BLUEs.txt</b><b> </b>contains the across locations BLUEs.
DOI: 10.25387/g3.25655385.v1
title: Supplemental Materials for Tessele <i>et al</i>., 2025

description: <b>Sub-Genome-A.hmp.txt</b>, <b>Sub-Genome-B.hmp.txt </b>and <b>Sub-Genome-D.hmp.txt </b>contain the SNP marker data used in the study.<b>Var.R </b>contains the code used to obtain variance estimates of additive and epistatic effects.<b>Rank.R</b> contains the code used to rank lines according to sub-genome additive effects.<b>GS.R </b>contains the code used to run a 10-fold cross validation genomic selection model incorporating epistasis or not.<b>Raw Phenotypes.txt</b> contains the raw phenotypic data for all genotypes after spatial adjustment.<b>BLUEs.txt</b><b> </b>contains the across locations BLUEs.
DOI: 10.15468/dl.kqsz4m
title: Occurrence Download

description: A dataset containing 17795 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lactarius deliciosus (L.) Gray"
 ]
}

 The dataset includes 17795 records from 337 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023669-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11242499
title: In situ synthesis within micron-sized soft chemical reactors created via programmable aerosol chemistry

description: Dataset of microscope images to accompany our manuscript. Images are arranged in folder based on experiment number and each folder contains a file describing the images individually.
DOI: 10.5281/zenodo.11242498
title: In situ synthesis within micron-sized soft chemical reactors created via programmable aerosol chemistry

description: Dataset of microscope images to accompany our manuscript. Images are arranged in folder based on experiment number and each folder contains a file describing the images individually.
DOI: 10.5281/zenodo.13837238
title: In situ synthesis within micron-sized soft chemical reactors created via programmable aerosol chemistry

description: Dataset of microscope images to accompany our manuscript. Images are arranged in folder based on experiment number and each folder contains a file describing the images individually.