cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.20518335
title: MTNet-datasets.rar

description: A controlled experiment was conducted to test the performance of the CSP_UNet algorithm. In this paper, four commonly used retinal fundus image datasets with a total of 133 images were selected, containing DRIVE, STARE , CHASE_DB1 and HRF.The diabetic retinopathy dataset was derived from the data of the Kaggle Aptos2019 competition, and the diabetic retinopathy in each image was rated on a scale of 0 to 4: 0-normal (no DR), 1-mild, 2-moderate, 3-severe, and 4-proliferative DR, for a total of 3662 images. 2929 images were randomly selected as training set samples in a 4:1 ratio for the experiment, and the other 733 images as the test set samples.
DOI: 10.6084/m9.figshare.20518335.v1
title: MTNet-datasets.rar

description: A controlled experiment was conducted to test the performance of the CSP_UNet algorithm. In this paper, four commonly used retinal fundus image datasets with a total of 133 images were selected, containing DRIVE, STARE , CHASE_DB1 and HRF.The diabetic retinopathy dataset was derived from the data of the Kaggle Aptos2019 competition, and the diabetic retinopathy in each image was rated on a scale of 0 to 4: 0-normal (no DR), 1-mild, 2-moderate, 3-severe, and 4-proliferative DR, for a total of 3662 images. 2929 images were randomly selected as training set samples in a 4:1 ratio for the experiment, and the other 733 images as the test set samples.
DOI: 10.34740/kaggle/dsv/4094454
title: Construction Management Supervised IA.
DOI: 10.6084/m9.figshare.20518485
title: LC-HRMS DATA OF Caulerpa racemosa

description: This data contains metabolites that were identified from Sea grapes extract samples (Maceration; Soxhlet Method) using the Liquid Chromatography High-Resolution Mass Spectrometry (LC-HRMS).
DOI: 10.5255/ukda-sn-855922
title: Interdisciplinary Marine Citizenship Research: Survey and Interview Data, 2017-2018

description: The interdisciplinary study investigated marine citizenship responsibilities and rights using pure mixed methods and an inductive research design. The aim was to investigate a wide rage of influences upon marine citizenship including participant characteristics, attitudes and values; relationships with the ocean as a place; and involvement and views about marine decision-making. Participants were active marine citizens, in order to understand retrospectively what their pathways to marine citizenship entailed. The study included an online survey and face-to-face interviews. Interviewees were survey participants purposefully selected to represent a diversity of the variables, and the interviews were conducted alongside or subsequent to a marine citizenship activity of the interview participant's choosing, to further qualify their personal experience of marine citizenship. The data were used to produce a PhD thesis which expanded the definition of marine citizenship to include a right to participate in marine decision-making, and identified a theoretical concept of marine identity as having a key role in motivating deeper marine citizenship.
DOI: 10.25745/8t12-fd63
title: Primary Water Level Time Series - South Jetty Galveston Entrance Channel

description: South Jetty Galveston Entrance Channel primary water level measurements (PWL). Raw data as received at CBI in CSV format. Time stamp following ISO 8601. PWL in meters referenced to station datum. Time series span: 1995-11-07 18:00 GMT through 2008-09-12 05:12 GMT
DOI: 10.6084/m9.figshare.20506557
title: Lipid composition of blubber from bottlenose dolphin

description: This raw data includes the results obtained from LC-MS/MS and MultiQuant. Briefly, blubber samples were collected from 22 dead bottlenose dolphins stranded along the Yucatan coast between 2016 and 2019. All the collected samples were authorized by the Secretary of Environmental and Natural Resources of Mexico (SEMARNAT) with permits No. SGPA/DGVS/02797/16, SGPA/DGVS/00403/17, SGPA/DGVS/007603/18 and SGPA/DGVS/06727/19. Lipid extraction was carried out using the Bligh and Dyer method. All samples were analyzed using an Ultra-High-Performance Liquid Chromatography system coupled to a QTrap 6500 mass spectrometer. Relative concentrations from a total of 1141 lipid species were calculated based on the concentration of the internal standard using MultiQuant software. <br>
DOI: 10.6084/m9.figshare.20506557.v1
title: Lipid composition of blubber from bottlenose dolphin

description: This raw data includes the results obtained from LC-MS/MS and MultiQuant. Briefly, blubber samples were collected from 22 dead bottlenose dolphins stranded along the Yucatan coast between 2016 and 2019. All the collected samples were authorized by the Secretary of Environmental and Natural Resources of Mexico (SEMARNAT) with permits No. SGPA/DGVS/02797/16, SGPA/DGVS/00403/17, SGPA/DGVS/007603/18 and SGPA/DGVS/06727/19. Lipid extraction was carried out using the Bligh and Dyer method. All samples were analyzed using an Ultra-High-Performance Liquid Chromatography system coupled to a QTrap 6500 mass spectrometer. Relative concentrations from a total of 1141 lipid species were calculated based on the concentration of the internal standard using MultiQuant software. <br>
DOI: 10.6084/m9.figshare.20518629.v1
title: symmerus_nobilis_zanfona_1.fasta.gz

description: .......
DOI: 10.6084/m9.figshare.20518629
title: symmerus_nobilis_zanfona_1.fasta.gz

description: .......
DOI: 10.34740/kaggle/dsv/4094523
title: Elon Musk Tweets
DOI: 10.5281/zenodo.7010942
title: Supplementary materials for "The values of public libraries: a systematic review of empirical studies of stakeholder perceptions"

description: Supplementary materials for "The values of public libraries: a systematic review of empirical studies of stakeholder perceptions" https://www.emerald.com/insight/0022-0418.htm
DOI: 10.5281/zenodo.7010941
title: Supplementary materials for "The values of public libraries: a systematic review of empirical studies of stakeholder perceptions"

description: Supplementary materials for "The values of public libraries: a systematic review of empirical studies of stakeholder perceptions" https://www.emerald.com/insight/0022-0418.htm
DOI: 10.6084/m9.figshare.20518638
title: Dataset: Observations from National Moth Week 2022 (Greece)

description: This dataset is from the National Moth Week 2022: Greece.<br>
DOI: 10.25545/fthusw
title: Field observations of deformed Atlantic salmon (Salmo salar) embryos incubated in the hyporheic zones of seven cold region rivers - Deformity dataset

description: The objective of this study was to report the prevalence of deformed Atlantic salmon (Salmo salar) embryos across a range of incubation habitats. We assessed 3234 embryos that had been incubated to approximately the “eyed” stage in simulated redds at 20 sites in 7 rivers across 2 basins (the Tobique and the Miramichi River basins of northern New Brunswick, Canada) over 3 winters (2012-2015). A range of incubation habitats were represented: regulated rivers warmed by bottom-draw dams; unregulated, ice-covered rivers of different sizes; and a long-residence groundwater-fed brook that remained ice-free. Deformities were unusually prevalent (1.4-95.7% deformed) in the Tobique River basin compared with the Miramichi River basin and hatchery controls (1.1%). Within the Tobique River basin, warmer sites near dams had the fewest deformities. This dataset includes the deformity prevalences (deformed/normal, and deformity type) for each sample in this study.
DOI: 10.5066/p9bspcfn
title: Darcy flux and PFAS mass flux in groundwater at Cannon Air Force Base, Clovis, NM

description: This United States Geological Survey (USGS) data release contains Darcy flux and mass flux of per- and polyfluoroalkyl substances (PFAS) measured using passive flux meters (PFMs) in monitoring wells associated with the Cannon Air Force Base (CAFB) in Clovis, New Mexico. The measurements were conducted by the USGS in cooperation with CAFB, the Air Force Civil Engineer Center, AECOM (an engineering consulting firm), and the University of Florida.
DOI: 10.6084/m9.figshare.20518668
title: trichosia_splendens_zanfona_1.fasta.gz

description: .......
DOI: 10.6084/m9.figshare.20518668.v1
title: trichosia_splendens_zanfona_1.fasta.gz

description: .......
DOI: 10.25934/pr00004736.2
title: Available IPD datapackage for study 'A Phase 3 Multicenter, Randomized, Placebo-controlled, Double-blind Study to Evaluate the Safety and Efficacy of Golimumab Maintenance Therapy, Administered Subcutaneously, in Subjects With Moderately to Severely Active Ulcerative Colitis'

description: The purpose of this study is to assess the safety and efficacy of golimumab administered subcutaneously (under the skin) injections in maintenance therapy.
DOI: 10.5281/zenodo.7011084
title: Stable Isotope Hydrology Data from Gnamma Systems in the Colorado Front Range

description: This dataset accompanies a submission to Geophysical Research Letters titled "Stable Isotopes Constrain Water Seepage from Gnammas into Bare Granitic Bedrock".
DOI: 10.34740/kaggle/dsv/4094654
title: Construction Management Supervised IA.
DOI: 10.5281/zenodo.7009456
title: PharMeBINet TSV

description: PharMeBINet TSV version of the Neo4j database (2022.05.14)
DOI: 10.5281/zenodo.7009457
title: PharMeBINet TSV

description: PharMeBINet TSV version of the Neo4j database (2022.05.14)
DOI: 10.34740/kaggle/dsv/4094668
title: Construction Management Supervised IA.
DOI: 10.34740/kaggle/dsv/4094676
title: Construction Management Supervised IA.
DOI: 10.34740/kaggle/dsv/4094678
title: Construction Management Supervised IA.
DOI: 10.3886/e177701
title: Black History Month Programming in Public Libraries

description: While virtually every public library across the U.S. conducts some program during Black History Month (BHM), there has never been a systematic study to assess the content, scope, target age groups, and focus of that programming. The Black Caucus of the American Library Association (BCALA) received a Planning Grant (LG-246429-OLS-20) from the Institute of Museum and Library Services (INLS) to begin to explore the current state of Black History Month (BHM) programming offered at public libraries to identify gaps and opportunities for improved national programming. This planning grant brought together partners from key American Library Association Divisions and Offices, the Association for the Study of African American Life and History, the University of Michigan's Program for Research on Black Americans, and other experts in the field to explore and catalogue current BHM programming. The outputs of the grant included 1) a comprehensive literature review, 2) a taxonomy of BHM programming, 3) a sampling plan, and 4) a draft framework for a future national research study. <b>The website for the project can be found at https://blackhistorymonth.bcala.org/. </b>
description: Response Rates: Not applicable because it was a convenience sample
description: This was a convenience sample; we accepted all completed questionnaires. The total n=279, of which 209 respondents conducted Black History Month programming in their library.
description: Public libraries (both local branches and county/district system) in the United States.
description: web-based survey;
DOI: 10.3886/e177701v1
title: Black History Month Programming in Public Libraries

description: While virtually every public library across the U.S. conducts some program during Black History Month (BHM), there has never been a systematic study to assess the content, scope, target age groups, and focus of that programming. The Black Caucus of the American Library Association (BCALA) received a Planning Grant (LG-246429-OLS-20) from the Institute of Museum and Library Services (INLS) to begin to explore the current state of Black History Month (BHM) programming offered at public libraries to identify gaps and opportunities for improved national programming. This planning grant brought together partners from key American Library Association Divisions and Offices, the Association for the Study of African American Life and History, the University of Michigan's Program for Research on Black Americans, and other experts in the field to explore and catalogue current BHM programming. The outputs of the grant included 1) a comprehensive literature review, 2) a taxonomy of BHM programming, 3) a sampling plan, and 4) a draft framework for a future national research study. <b>The website for the project can be found at https://blackhistorymonth.bcala.org/. </b>
description: Response Rates: Not applicable because it was a convenience sample
description: This was a convenience sample; we accepted all completed questionnaires. The total n=279, of which 209 respondents conducted Black History Month programming in their library.
description: Public libraries (both local branches and county/district system) in the United States.
description: web-based survey;
DOI: 10.7284/149423
title: Expendable Probe data collected during research cruise NBP0304 using a Sippican MK12 instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149429
title: GNSS (Global Navigation Satellite System) data collected during research cruise NBP0304 using a Trimble Centurion P(Y) instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149389
title: Gyrocompass data collected during research cruise NBP0304 using a Yokogawa CMZ700B instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149384
title: INS (Inertial Navigation System) data collected during research cruise NBP0304 using a Kongsberg Seapath 200 instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149417
title: Multibeam Echosounder data collected during research cruise NBP0304 using a Kongsberg EM120 instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149381
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise NBP0304A using a SeaBird SBE-911+ instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149422
title: Expendable Probe data collected during research cruise NBP0304A using a Sippican MK12 instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149430
title: GNSS (Global Navigation Satellite System) data collected during research cruise NBP0304A using a Trimble Centurion P(Y) instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149380
title: INS (Inertial Navigation System) data collected during research cruise NBP0304A using a Kongsberg Seapath 200 instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149418
title: Multibeam Echosounder data collected during research cruise NBP0304A using a Kongsberg EM120 instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.25745/ytns-6295
title: Primary Water Level Time Series - Sabine Offshore

description: Sabine Offshore primary water level measurements (PWL). Raw data as received at CBI in CSV format. Time stamp following ISO 8601. PWL in meters referenced to station datum. Time series span: 1996-01-10 18:00 GMT through 2001-01-20 17:54 GMT.
DOI: 10.5281/zenodo.7011076
title: Dataset for "Characterization of a modified printed optical particle spectrometer for high-frequency and high-precision laboratory and field measurements."

description: <strong>The folder includes scripts and data to create figures in the manuscript titled "Characterization of a modified printed optical particle spectrometer for high-frequency and high-precision laboratory and field measurements."</strong>
DOI: 10.5517/ccdc.csd.cc2347fy
title: CCDC 1940489: Experimental Crystal Structure Determination

description: Related Article: Yingzi Wang, Chunxian Ke, Jianen Zhou, Luzhu Qin, Xiaoming Lin, Qiuxia Cheng, Jincheng Liu|2019|Inorg.Chem.Commun.|108|107538|doi:10.1016/j.inoche.2019.107538
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.6084/m9.figshare.20520405
title: Effects of soil microbes and plants under drought conditions-plant biomass data

description: In this data set we present the results from biomass weights following 8 weeks of watering treatments (high and low) on native California plants (<em>Phacelia parryi </em>and <em>Stipa pulchra</em>) grown in soil inoculated with drought-tuned or ambient soil microbes. High: plants were watered every other day. Low was used to induce drought and plants were watered only when wilting. Ambient and drought-tuned microbes were collected from a long-term field water-manipulation experiement.
DOI: 10.6084/m9.figshare.20520405.v1
title: Effects of soil microbes and plants under drought conditions-plant biomass data

description: In this data set we present the results from biomass weights following 8 weeks of watering treatments (high and low) on native California plants (<em>Phacelia parryi </em>and <em>Stipa pulchra</em>) grown in soil inoculated with drought-tuned or ambient soil microbes. High: plants were watered every other day. Low was used to induce drought and plants were watered only when wilting. Ambient and drought-tuned microbes were collected from a long-term field water-manipulation experiement.
DOI: 10.6073/pasta/9b8eee58e19deed5d5e6fcbbf2318adf
title: Journey North - Common Loon and Ice-Out observations by volunteer community scientists across North America (1997-2020)

description: This data package contains Common Loon migration and ice melt data consisting of 9,800 total observational reports from 1997 - 2020 across North America. These data were collected by 1,437 community scientists for Journey North, a crowdsourced participatory science program of the University of Wisconsin-Madison Arboretum. The Journey North Loon and Ice-Out Project is an ongoing study of loon and ice melt phenology conducted at broad spatial and temporal scales. Since 1997, community scientists have tracked first arrival dates of Common Loons (Gavia immer) and ice that has melted from bodies of water in the United States. Observers also provide estimates of the number of birds sighted. However, observers do not follow standardized methods for counting species observed. Observers do not observe at set times of the day, do not repeat observations regularly, and are not required to provide the length of time during which a specified number of species observed were counted. Therefore, it is recommended that this dataset be analyzed to indicate presence not abundance. Researchers are encouraged to read the rich information provided by volunteers in their comments. These comments provide qualitative information about observational reports. Researchers are also encouraged to refer to submitted photographs that also provide context for observational reports. The Journey North Common Loon and Ice-Out Project Project dataset is hosted by the University of Wisconsin-Madison Shared Web Hosting Service.
DOI: 10.6084/m9.figshare.20520471
title: Value Diversity Data.xlsx

description: Decision science dataset used in analysis.
DOI: 10.6084/m9.figshare.20520471.v1
title: Value Diversity Data.xlsx

description: Decision science dataset used in analysis.
DOI: 10.6073/pasta/50686f59839e7bb25866b54b928ff21d
title: Journey North - Gray Whale observations by volunteer community scientists across the Eastern Pacific Ocean (1997-2020)

description: This data package contains Gray Whale migration data consisting of 1,546 total observational reports from 1997 - 2020 across the Eastern Pacific Ocean. These data were collected by 163 community scientists for Journey North, a crowdsourced participatory science program of the University of Wisconsin-Madison Arboretum. The Journey North Gray Whale Project is a study of Gray Whale phenology conducted at broad spatial and temporal scales. Since 1997, community scientists have tracked the migration of Gray Whales (Eschrichtius robustus) through the Eastern Pacific Ocean. Observers also provide estimates of the number of whales sighted. However, observers do not follow standardized methods for counting species observed. Observers do not observe at set times of the day, do not repeat observations regularly, and are not required to provide the length of time during which a specified number of species observed were counted. Therefore, it is recommended that this dataset be analyzed to indicate presence not abundance. Researchers are encouraged to read the rich information provided by volunteers in their comments. These comments provide qualitative information about observational reports. Researchers are also encouraged to refer to submitted photographs that also provide context for observational reports. The Journey North Gray Whale Project dataset is hosted by the University of Wisconsin-Madison Shared Web Hosting Service.
DOI: 10.17909/t98385
title: Illustris Simulated Deep Fields ("ILLUSTRIS")

description: The Illustris Project conducts cosmological simulations of galaxy formation. By projecting a line of sight through a periodic volume, the team constructed realistic mock surveys which preserve the predicted geometry of the simulations.  The Illustris Project consists of hydrodynamical simulations of galaxy formation in a volume 106.5 Mpc across, with detail resolved down to sub-kpc scales. Using the Arepo code, Illustris applied galaxy physics consisting of cooling, star formation, gas recycling, metal enrichment, supermassive black hole growth, and gas heating by feedback from supernovae and black holes. Three mock ultra deep fields, each 2.8 arcminutes across, in common wide filters used by HST, as well as in filters expected to be used widely by observers with JWST and Roman are provided. For HST and JWST simulations, the team provides images with and without convolution by model PSFs. For each image, the team also provides the simulation catalog from which they generated each image, enabling users to locate sources, link them to intrinsic simulation quantities, and conduct analyses across observation and theory space.