cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.19584048.v2
title: Self-supervised Metric Learning in Multi-View Data: A Downstream Task Perspective

description: Self-supervised metric learning has been a successful approach for learning a distance from an unlabeled dataset. The resulting distance is broadly useful for improving various distance-based downstream tasks, even when no information from downstream tasks is used in the metric learning stage. To gain insights into this approach, we develop a statistical framework to theoretically study how self-supervised metric learning can benefit downstream tasks in the context of multi-view data. Under this framework, we show that the target distance of metric learning satisfies several desired properties for the downstream tasks. On the other hand, our investigation suggests the target distance can be further improved by moderating each direction’s weights. In addition, our analysis precisely characterizes the improvement by self-supervised metric learning on four commonly used downstream tasks: sample identification, two-sample testing, k-means clustering, and k-nearest neighbor classification. When the distance is estimated from an unlabeled dataset, we establish the upper bound on distance estimation’s accuracy and the number of samples sufficient for downstream task improvement. Finally, numerical experiments are presented to support the theoretical results in the article. Supplementary materials for this article are available online.
DOI: 10.5281/zenodo.6077724
title: Interactive Elicitation of Resilience Scenarios based on Hazard Analysis Techniques: Supplementary Material

description: Supplementary material for: Sebastian Frank, Alireza Hakamian, Lion Wagner, Dominik Kesim, Christoph Zorn, Jóakim von Kistowski, and André van Hoorn: <em>Interactive Elicitation of Resilience Scenarios based on Hazard Analysis Techniques. Springer, 2022.</em> This artifact includes the details of the scenarios and the chatbot-based elicitation tool and study described in the paper. Additional software artifacts are provided in a separate Code Ocean capsule: https://doi.org/10.24433/CO.0520280.v1
DOI: 10.5281/zenodo.6077723
title: Interactive Elicitation of Resilience Scenarios based on Hazard Analysis Techniques: Supplementary Material

description: Supplementary material for: Sebastian Frank, Alireza Hakamian, Lion Wagner, Dominik Kesim, Christoph Zorn, Jóakim von Kistowski, and André van Hoorn: <em>Interactive Elicitation of Resilience Scenarios based on Hazard Analysis Techniques. Springer, 2022.</em> This artifact includes the details of the scenarios and the chatbot-based elicitation tool and study described in the paper. Additional software artifacts are provided in a separate Code Ocean capsule: https://doi.org/10.24433/CO.0520280.v1
DOI: 10.5281/zenodo.6573974
title: 2D STORM dataset T4 phage A647-NHS

description: 2D STORM dataset sample: T4 phage labelled with A647-NHS imaging: STORM, COT buffer, pxlsize 106 nm
DOI: 10.5281/zenodo.6573973
title: 2D STORM dataset T4 phage A647-NHS

description: 2D STORM dataset sample: T4 phage labelled with A647-NHS imaging: STORM, COT buffer, pxlsize 106 nm
DOI: 10.5281/zenodo.6573980
title: Chalgrove Lake (Buffalo Creek Watershed) YSI Data from 2022-03-22 to 2022-05-18

description: General Metadata for Chalgrove Lake YSI Data Files Specific metadata for each deployment can be found as text files with the file format of: <pre><code>BC_chalgrove_lake_YYYY-MM-DD_YYYY-MM-DD_metadata.txt</code></pre> Where YYYY-MM-DD_YYYY-MM-DD is the date range of the deployment. File Created 2019-04-12 by KF File Modified 2019-10-31 by KF - added the descriptions of the total algae variables 2022-05-04 by KF - updated to match LEO standards and current deployment specs 2022-05-23 by KF - updated to include Total Algae Sensor information Description These data are from a YSI EXO2 multiparameter sonde deployed at approximatly 0.7 m in Chalgrove Lake (37.242983 N, -78.464116 W) in approximately 4 m of water. Sonde Specifics The specific sensors and SNs deployed are on the metadata specific to each deployment but generally the sonde has: Temperature Conductivity pH ODO Turbidity Total Algae Measurement Parameters, units, and Variable Names date.time = the combined date and time of the measurement (YYYY-MM-DD HH:MM:SS) date = the sampling date reported by the YSI (M/D/YYYY) time = the sampling time reported by the YSI (HH:MM:SS) frac_sec = the sampling fractions of a second reported by the YSI site_name = the site name on the YSI deployment (left blank) Cond = the conductivity (uS/cm) Chl_RFU = the raw fluorescence of the chlorophyll sensor (RFU) nLF_Cond = the nLF conductivity (uS/cm) DO_perc = the percent oxygen saturation DO_percL = the percent local oxygen saturation DO_mgL = the dissolved oxygen concentration (mg/L) SAL = the salinity (psu) SPC = the specific conductivity (uS/cm) TAL_PC_RFU = the raw fluorescence of the phycocyanin (blue green algae) sensor (RFU) TDS = the total dissolved solids (mg/L) Turbidity = the turbidity of the water (FNU) TSS = the total suspended solids pH = the pH pH_mV = the millivolts of the pH sensor Temp = the temperature (dC) Batt_V = the battery voltage Cable_V = the cable power
DOI: 10.5281/zenodo.6573979
title: Chalgrove Lake (Buffalo Creek Watershed) YSI Data from 2022-03-22 to 2022-05-18

description: General Metadata for Chalgrove Lake YSI Data Files Specific metadata for each deployment can be found as text files with the file format of: <pre><code>BC_chalgrove_lake_YYYY-MM-DD_YYYY-MM-DD_metadata.txt</code></pre> Where YYYY-MM-DD_YYYY-MM-DD is the date range of the deployment. File Created 2019-04-12 by KF File Modified 2019-10-31 by KF - added the descriptions of the total algae variables 2022-05-04 by KF - updated to match LEO standards and current deployment specs 2022-05-23 by KF - updated to include Total Algae Sensor information Description These data are from a YSI EXO2 multiparameter sonde deployed at approximatly 0.7 m in Chalgrove Lake (37.242983 N, -78.464116 W) in approximately 4 m of water. Sonde Specifics The specific sensors and SNs deployed are on the metadata specific to each deployment but generally the sonde has: Temperature Conductivity pH ODO Turbidity Total Algae Measurement Parameters, units, and Variable Names date.time = the combined date and time of the measurement (YYYY-MM-DD HH:MM:SS) date = the sampling date reported by the YSI (M/D/YYYY) time = the sampling time reported by the YSI (HH:MM:SS) frac_sec = the sampling fractions of a second reported by the YSI site_name = the site name on the YSI deployment (left blank) Cond = the conductivity (uS/cm) Chl_RFU = the raw fluorescence of the chlorophyll sensor (RFU) nLF_Cond = the nLF conductivity (uS/cm) DO_perc = the percent oxygen saturation DO_percL = the percent local oxygen saturation DO_mgL = the dissolved oxygen concentration (mg/L) SAL = the salinity (psu) SPC = the specific conductivity (uS/cm) TAL_PC_RFU = the raw fluorescence of the phycocyanin (blue green algae) sensor (RFU) TDS = the total dissolved solids (mg/L) Turbidity = the turbidity of the water (FNU) TSS = the total suspended solids pH = the pH pH_mV = the millivolts of the pH sensor Temp = the temperature (dC) Batt_V = the battery voltage Cable_V = the cable power
DOI: 10.5519/qd.8ac5ak8o
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1 records)
DOI: 10.6084/m9.figshare.19827940
title: carprofen storage data for repository.xlsx

description: The objective of this study was to evaluate the stability of carprofen in canine plasma when stored at -80oC for 6 months. Six healthy dogs were enrolled (1-10 years old, 15-50 kg) and received compounded carprofen at 2.2 mg/kg orally every 12 hours for 2 days. On the third day, blood was collected immediately before the morning dose (trough), then 1 and 6 hours after the dose (sampling timepoint). Whole blood was immediately centrifuged, and plasma was stored at –80oC. Plasma carprofen concentration was measured at multiple intervals between 2 days and 6 months (storage timepoint) using reversed phase high performance liquid chromatography. There was no effect of storage time over 6 months (p=0.891) on measured carprofen levels. While there was an effect of sampling timepoint (0, 1, 6 hours) (p&lt;0.001), the interaction between storage timepoint and sampling timepoint was not statistically significant (p=1). Therefore, carprofen-laden canine plasma samples can be stored for up to 6 months before analysis with no degradation in carprofen concentrations expected.
DOI: 10.6084/m9.figshare.19827940.v1
title: carprofen storage data for repository.xlsx

description: The objective of this study was to evaluate the stability of carprofen in canine plasma when stored at -80oC for 6 months. Six healthy dogs were enrolled (1-10 years old, 15-50 kg) and received compounded carprofen at 2.2 mg/kg orally every 12 hours for 2 days. On the third day, blood was collected immediately before the morning dose (trough), then 1 and 6 hours after the dose (sampling timepoint). Whole blood was immediately centrifuged, and plasma was stored at –80oC. Plasma carprofen concentration was measured at multiple intervals between 2 days and 6 months (storage timepoint) using reversed phase high performance liquid chromatography. There was no effect of storage time over 6 months (p=0.891) on measured carprofen levels. While there was an effect of sampling timepoint (0, 1, 6 hours) (p&lt;0.001), the interaction between storage timepoint and sampling timepoint was not statistically significant (p=1). Therefore, carprofen-laden canine plasma samples can be stored for up to 6 months before analysis with no degradation in carprofen concentrations expected.
DOI: 10.5281/zenodo.4724016
title: Datasets and code for "Mapping the plague through natural language processing"

description: This repository contains two geo-referenced plague datasets with year and place names of locations reporting a plague outbreak during the second and the beginning of the third plague pandemic. These datasets are new digitisations of two published plague treatises: Biraben, J.-N. 1975 <em>Les hommes et la peste en France et dans les pays européens et méditerranéens</em>. Paris, Mouton. Sticker, G. 1908 <em>Abhandlungen aus der Seuchengeschichte und Seuchenlehre. Band 1: Die Pest</em>. Giessen, A. Töpelmann.
description: This work was supported by funding from the Centre for Ecological and Evolutionary Synthesis (CEES), University of Oslo, and the Research Council of Norway (FRIMEDBIO project 288551).
DOI: 10.5281/zenodo.6573976
title: asdf

description: this is test
DOI: 10.5281/zenodo.6573975
title: asdf

description: this is test
DOI: 10.34740/kaggle/dsv/3683989
title: Mahanagar Yatayat Dataset
DOI: 10.7284/146357
title: Multiplexed data collected during research cruise WS21123 using a Miami VIDS instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146329
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise WS21123 using a Hawaii UHDAS instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146358
title: Anemometer data collected during research cruise WS21123 using a RM Young 05106 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146356
title: Fluorometer data collected during research cruise WS21123 using a Turner Cyclops-7 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146302
title: GNSS (Global Navigation Satellite System) data collected during research cruise WS21123 using a Raytheon 300 WAAS instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146309
title: GNSS (Global Navigation Satellite System) data collected during research cruise WS21123 using a Raytheon 320 WAAS instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146316
title: Gyrocompass data collected during research cruise WS21123 using a SGB Meridian instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146359
title: Hygrometer data collected during research cruise WS21123 using a RM Young 41372 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146325
title: INS (Inertial Navigation System) data collected during research cruise WS21123 using a Applanix POS/MV-320 V2 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146327
title: Singlebeam Echosounder data collected during research cruise WS21123 using a Knudsen 3260 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146321
title: Water Temperature data collected during research cruise WS21123 using a Sea-Bird SBE-38 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146323
title: TSG (Thermosalinograph) data collected during research cruise WS21123 using a Sea-Bird SBE-45 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.6084/m9.figshare.19561216
title: Supplementary data

description: <em><strong>Supplementary datas of elemene liposome injection for the prevention and treatment of colorectal adenoma carcinogenesis based on network pharmacological analysis and experimental verification. Supplementary information: S1-S9 and Supplementary information legends (including supplementary Figures).</strong></em>
DOI: 10.6084/m9.figshare.19561216.v11
title: Supplementary data

description: <em><strong>Supplementary datas of elemene liposome injection for the prevention and treatment of colorectal adenoma carcinogenesis based on network pharmacological analysis and experimental verification. Supplementary information: S1-S9 and Supplementary information legends (including supplementary Figures).</strong></em>
DOI: 10.5281/zenodo.6574043
title: 3D lookup tables for helium-graphene interaction for isotropically strained graphene

description: Data files containing the 3D lookup tables for the helium-graphene Lennard Jones interaction for isotropically strained graphene from 0$\AA$ to 10$\AA$ above the sheet. Path integral Monte Carlo simulations can be performed using these data files and our open source code located here.
description: #strain sigma epsilon z_min V_min\n 0.00 2.642 16.968 2.636 -191.984\n 0.01 2.653 16.868 2.517 -186.876\n 0.02 2.665 16.773 2.525 -184.288\n 0.03 2.676 16.679 2.532 -181.796\n 0.04 2.688 16.584 2.540 -179.376\n 0.05 2.699 16.488 2.548 -176.997\n 0.06 2.711 16.395 2.555 -174.658\n 0.07 2.722 16.306 2.562 -172.397\n 0.08 2.733 16.221 2.569 -170.215\n 0.09 2.744 16.136 2.576 -168.107\n 0.10 2.755 16.056 2.583 -166.046\n 0.11 2.766 15.968 2.590 -164.062\n 0.12 2.777 15.885 2.597 -162.058\n 0.13 2.788 15.806 2.603 -160.134\n 0.14 2.798 15.727 2.609 -158.280\n 0.15 2.809 15.649 2.616 -156.460\n 0.16 2.820 15.573 2.622 -154.680\n 0.17 2.830 15.499 2.628 -152.956\n 0.18 2.841 15.426 2.634 -151.278\n 0.19 2.852 15.353 2.640 -149.632\n 0.20 2.862 15.283 2.645 -148.026\n 0.21 2.872 15.213 2.651 -146.469\n 0.22 2.882 15.152 2.656 -144.943\n 0.23 2.893 15.083 2.661 -143.509\n 0.24 2.903 15.015 2.667 -142.043\n 0.25 2.913 14.945 2.672 -140.608\n 0.26 2.923 14.880 2.677 -139.186\n 0.27 2.933 14.814 2.682 -137.829\n 0.28 2.943 14.752 2.687 -136.479\n 0.29 2.953 14.690 2.691 -135.188\n 0.30 2.963 14.625 2.696 -133.919\n
DOI: 10.5281/zenodo.4990225
title: 3D lookup tables for helium-graphene interaction for isotropically strained graphene

description: Data files containing the 3D lookup tables for the helium-graphene Lennard Jones interaction for isotropically strained graphene from 0$\AA$ to 10$\AA$ above the sheet. Path integral Monte Carlo simulations can be performed using these data files and our open source code located here.
description: #strain sigma epsilon z_min V_min\n 0.00 2.642 16.968 2.636 -191.984\n 0.01 2.653 16.868 2.517 -186.876\n 0.02 2.665 16.773 2.525 -184.288\n 0.03 2.676 16.679 2.532 -181.796\n 0.04 2.688 16.584 2.540 -179.376\n 0.05 2.699 16.488 2.548 -176.997\n 0.06 2.711 16.395 2.555 -174.658\n 0.07 2.722 16.306 2.562 -172.397\n 0.08 2.733 16.221 2.569 -170.215\n 0.09 2.744 16.136 2.576 -168.107\n 0.10 2.755 16.056 2.583 -166.046\n 0.11 2.766 15.968 2.590 -164.062\n 0.12 2.777 15.885 2.597 -162.058\n 0.13 2.788 15.806 2.603 -160.134\n 0.14 2.798 15.727 2.609 -158.280\n 0.15 2.809 15.649 2.616 -156.460\n 0.16 2.820 15.573 2.622 -154.680\n 0.17 2.830 15.499 2.628 -152.956\n 0.18 2.841 15.426 2.634 -151.278\n 0.19 2.852 15.353 2.640 -149.632\n 0.20 2.862 15.283 2.645 -148.026\n 0.21 2.872 15.213 2.651 -146.469\n 0.22 2.882 15.152 2.656 -144.943\n 0.23 2.893 15.083 2.661 -143.509\n 0.24 2.903 15.015 2.667 -142.043\n 0.25 2.913 14.945 2.672 -140.608\n 0.26 2.923 14.880 2.677 -139.186\n 0.27 2.933 14.814 2.682 -137.829\n 0.28 2.943 14.752 2.687 -136.479\n 0.29 2.953 14.690 2.691 -135.188\n 0.30 2.963 14.625 2.696 -133.919\n
DOI: 10.6073/pasta/ccfa64e98b98bb96a4456d9f40df3baf
title: Station data of passive and active fluorescence measurements of chlorophyll-a (Chl), phycoerythrin (PE), chromophoric dissolved organic matter (CDOM), and variable fluorescence (Fv/Fm) from CCE-CalCOFI Augmented cruises in the California Current System, 2012 - October 2020.

description: Active and passive fluorescence measurements are made using the ALFA5 system (Chekalyuk and Hafez, 2013) on water from the ship’s underway system (these are not samples from bottles!) during CalCOFI cruises while on station. The instrument uses excitation at 405 and 510 nm to measures passively the fluorescence of chlorophyll-a (Chl), three different phycoerythrins (PE1, PE2 and PE3) and chromophoric dissolved organic matter (CDOM). Variable fluorescence (Fv/Fm) is measured actively using pump-during-probe (PDP) measurements of Chl a fluorescence induction. Fluorescence measurements are normalized to the water’s Raman fluorescence. ALF data are merged with CTD and bottle data that were collected by the CalCOFI group.
DOI: 10.13012/b2idb-6128941_v1
title: Seven ROSE datasets in high and low fragmentation conditions

description: This is a general description of the datasets included in this upload; details of each dataset can be found in the individual README.txt in each compressed folder. We have: 1. ROSE-HF.tar.gz 2. ROSE-LF.tar.gz HF (high fragmentary): 50% of the sequences are made fragmentary, which have average lengths of 25% of the original lengths with a standard deviation of 60 bp. LF (low fragmentary): 25% of the sequences are made fragmentary, which have average lengths of 50% of the original lengths with a standard deviation of 60 bp. The seven ROSE datasets made fragmentary are: 1000L1, 1000L3, 1000L4, 1000M3, 1000S1, 1000S2 and 1000S4. "ROSE-HF.tar.gz" contains HF versions of the seven ROSE datasets. "ROSE-LF.tar.gz" contains LF versions of the seven ROSE datasets.
DOI: 10.21227/ec0s-m010
title: Cardiovascular disease dataset

description: Dataset contains 20000+ records of patients  data. Of their medical history of getting cardiovascular disease.
DOI: 10.7284/146348
title: Multiplexed data collected during research cruise WS21131 using a Miami VIDS instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146324
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise WS21131 using a Hawaii UHDAS instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146349
title: Anemometer data collected during research cruise WS21131 using a RM Young 05106 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146319
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise WS21131 using a Sea-Bird SBE-911+ instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146347
title: Fluorometer data collected during research cruise WS21131 using a Turner Cyclops-7 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146304
title: GNSS (Global Navigation Satellite System) data collected during research cruise WS21131 using a Raytheon 300 WAAS instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146307
title: GNSS (Global Navigation Satellite System) data collected during research cruise WS21131 using a Raytheon 320 WAAS instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146311
title: Gyrocompass data collected during research cruise WS21131 using a SGB Meridian instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146350
title: Hygrometer data collected during research cruise WS21131 using a RM Young 41372 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146317
title: INS (Inertial Navigation System) data collected during research cruise WS21131 using a Applanix POS/MV-320 V2 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146322
title: Singlebeam Echosounder data collected during research cruise WS21131 using a Knudsen 3260 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146313
title: Water Temperature data collected during research cruise WS21131 using a Sea-Bird SBE-38 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146315
title: TSG (Thermosalinograph) data collected during research cruise WS21131 using a Sea-Bird SBE-45 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.13012/b2idb-2419626_v1
title: MAGUS+eHMMs: Improved Multiple Sequence Alignment Accuracy for Fragmentary Sequences

description: This dataset contains 1) the cleaned version of 11 CRW datasets, 2) RNASim10k dataset in high fragmentation and 3) three CRW datasets (16S.3, 16S.T, 16S.B.ALL) in high fragmentation.
DOI: 10.5281/zenodo.6574095
title: Animal welfare: a survey of the opinion of farmers and consumers in Sardinia

description: Datasets and survey texts regarding the opinion on animal welfare of farmers and consumers in Sardinia
DOI: 10.5281/zenodo.6573983
title: A Modified Guggenheim-Anderson-Boer Model for Analyzing Water Sorption in Coal

description: <strong>Data for the manuscript :A Modified Guggenheim-Anderson-Boer Model for Analyzing Water Sorption in Coal</strong>
DOI: 10.5281/zenodo.6573982
title: A Modified Guggenheim-Anderson-Boer Model for Analyzing Water Sorption in Coal

description: <strong>Data for the manuscript :A Modified Guggenheim-Anderson-Boer Model for Analyzing Water Sorption in Coal</strong>