cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5066/f7th8kzv
title: Land Use Land Cover, 1998 - 2013, Clarksburg (Montgomery County, MD)

description: This dataset contains digitized land use/land cover (LULC) polygons for years between 1998 and 2013 for six watersheds within and near the Clarksburg Special Protection Area located in Montgomery County, Maryland, USA. Each polygon is representative of the LULC for a specific year within 500-foot buffered watersheds. Watershed boundaries for Cabin Branch (CB), Crystal Rock (CR), Soper Branch (SB), Tributary 104 (T104), and Tributary 109 (T109) were derived using USGS topographic maps while Ten Mile Creek (TMC) was derived using Montgomery County, Maryland LiDAR data. The Habitat Digitizer Extension add-in from NOAA for ArcMap was used to customize a hierarchical classification scheme to attribute polygons delineated by visually interpreting aerial imagery and orthoimagery taken during tree leaf-off season.
DOI: 10.5066/p9ofdvz6
title: Planktic foraminifer census data for ODP Sites 907, 909 and 911

description: Average abundances of polar/subpolar planktic foraminiferal species n the North Atlantic for Nordic Sea ODP Sites 907 and 909 represent percentages when Nordic Sea water was warm enough to support foraminifera. N. atlantica relative abundances at very high northern latitudes (ODP Site 909) are lower than at subpolar latitudes because N. pachyderma (s) dominated these very cold waters during the Pliocene.
DOI: 10.6084/m9.figshare.801866
title: Gaussian Job Archive for ClFS2

description: Archive of work produced using the resources of the Imperial College High Performance Computing Service.
DOI: 10.6084/m9.figshare.802821
title: Gaussian Job Archive for ClFS2

description: Archive of work produced using the resources of the Imperial College High Performance Computing Service.
DOI: 10.6084/m9.figshare.802822
title: Gaussian Job Archive for ClFS2

description: Archive of work produced using the resources of the Imperial College High Performance Computing Service.
DOI: 10.18462/iir.gl.2016.1078
title: R744 ejector system case: Italian supermarket, Spiazzo.

description: According to IPCC/TEAP the annual refrigerant leaks from commercial refrigeration units related to the total charge are between 15 and 20 % in Europe and ~30 % outside Europe. Phasing out the current H(C)FC systems in the near future with efficient systems applying natural working fluids would result in a significant reduction of the environmental impact of commercial refrigeration. Special R&D effort has been given to the development of high efficient R744 commercial refrigeration systems. The utilisation of expansion work in combination with overfed evaporators has shown to be the key to outperform current H(C)FC systems even in high ambient temperature climates as in the current case of Spiazzo. A new supermarket located in the Trento province in Italy was commissioned in September 2014. The supermarket is equipped with an ejector supported R744 parallel compression unit. The refrigeration pack is also able to perform 100% of the AC load supplied with the ventilation system. Between 15 and 30% of energy saving was achieved when expansion work recovery was utilized to unload the MT compressors by high efficient vapour ejectors implemented in a Mulitjet arrangement.
DOI: 10.25581/ornlsfa.012/1417481
title: Fine-Root Ecology Database (FRED): A Global Collection of Root Trait Data with Coincident Site, Vegetation, Edaphic, and Climatic Data, Version 2.

description: The second version of the Fine-Root Ecology Database is available for download! Download the full FRED 2.0 data set, user guidance document, map, and list of data sources here. Prior to downloading the data, please read and follow the Data Use Guidelines, and it's worth checking out some tips for using FRED before you begin your analyses. Also, see here for an updating list of corrections to FRED 2.0.
DOI: 10.5066/f7mp51h4
title: Computer automated frog vocalization results from Picayune Strand State Forest, Florida 2011-2012

description: This dataset includes the results of a computer automated anuran vocalization recognition analysis of audio recordings made at Picayune Strand State Forest in 2011 and 2012. The audio files were scanned for 11 species of frogs and toads using the commercially available software program Song Scope (ver. 4.1.3). All detections by the software are listed here along with a "result" field which indicates whether or not the computer detection was a true positive or a false positive.
DOI: 10.5066/p96gbexw
title: Select pipe-flow monitoring data from RecoveryPark in Detroit, MI (2015-2016)

description: This dataset includes pipe-flow monitoring data in sewers used to analyze the water budget at RecoveryPark in Detroit, Michigan. These are provided as 3 text *.csv files at sewer locations that drain the study area.
DOI: 10.5281/zenodo.2148541
title: Data and code for training and evaluating machine learning models for thunderstorm prediction from reanalysis data

description: Data and Python code for training and evaluating machine learning models for predicting thunderstorms, associated with the paper:

"Evaluation of machine learning classifiers for predicting deep convection"

by Peter Ukkonen and Antti Mäkelä (to appear in JAMES)

The data (preprocessed inputs and outputs) is stored as netCDF files and .mat files which can be loaded with Python.
DOI: 10.5281/zenodo.7158303
title: Dataset for use with "Technology standards vs. carbon taxes: comparing emissions reductions and system costs for US decarbonization"

description: This sqlite file contains the input data and results used in "Technology standards vs. carbon taxes: comparing emissions reductions and system costs for US decarbonization." The file is a version of the nine region Open Energy Outlook database for use with the Temoa model. The database is continually updated. Updated versions can be found in the Temoa GitHub repository, https://github.com/TemoaProject/oeo.
DOI: 10.5281/zenodo.838571
title: Mehra Data And Model For The English Regions

description: <strong>M</strong>ulti-dimensional <strong>E</strong>nvironment-<strong>H</strong>ealth <strong>R</strong>isk <strong>A</strong>nalysis (<strong>MEHRA</strong>) data and model for the English regions

This archive contains 4 objects in RDS (R Data Storage) format:


	<strong>Training </strong>and <strong>testing</strong> datasets - These have been assembled to carry out the experiments described in the paper 'Modelling air pollution, climate and health data using Bayesian Networks: a case study of the English regions' by Vitolo et al. (currently under review)
	<strong>BN model </strong>and <strong>DAG</strong> - These are the bayesian network and DAG resulting from the experiment described in the paper 'Modelling air pollution, climate and health data using Bayesian Networks: a case study of the English regions' by Vitolo et al. (currently under review)


The paper contains full details of the features, below is a short summary:


	Data were collected in England (United Kingdom) from 1981 to 2014.
	Mortality counts were obtained from the Office for National Statistics (ONS)
	The counts were standardized based on yearly regional population estimates obtained from the MYEDE dataset.
	Data from air quality monitoring stations were obtained from the UK Air Information Resource service hosted by the Department for Environment, Food & Rural Affairs (DEFRA).
	Weather variables derive from ECMWF ERA-Interim (global re-analysis dataset)
description: British Council Institutional Links Grant 172614334
description: {"references": ["Vitolo C., Russell A. and Tucker A. (2017). rdefra: Interact with the UK AIR Pollution Database from DEFRA. R package version 0.3.4 https://CRAN.R-project.org/package=rdefra, DOI: 10.5281/zenodo.838587.", "Vitolo C., Russell A. and Tucker A. (2016). rdefra: Interact with the {UK} {AIR} Pollution Database from {DEFRA}. The Journal of Open Source Software 1 (4), DOI: 10.21105/joss.00051.", "Vitolo C., Tucker A. and Russell A. (2016). kehra: An R package to collect, assemble and model air pollution, weather and health data. R package version 0.1.  https://CRAN.R-project.org/package=kehra, DOI: 10.5281/zenodo.55284.", "Vitolo C., Scutari M., Ghalaieny M., Tucker A. and Russell A. (2017). A multi-dimensional environment-health risk analysis system for the English regions. EGU General Assembly Conference Abstracts, 2017. http://meetingorganizer.copernicus.org/EGU2017/EGU2017-11880.pdf"]}
DOI: 10.5439/1095386
title: ARM: Planetary Boundary Layer Height Value Added Product: Radiosonde Retrievals

description: Planetary Boundary Layer Height Value Added Product: Radiosonde Retrievals
DOI: 10.6084/m9.figshare.6463133.v1
title: The relative influences of shallow groundwater responses to rainfall events in forested headwater catchments

description: The datasets include time series of groundwater stages for 22 wells and time series of rainfall for low and high elevation rain gauges collected at the Coweeta Hydrologic Lab, Otto, NC. These dataset accompany the manuscript published in Water Resources Research. The relevant details regarding datasets can be gleaned from the Methods section of the manuscript.
DOI: 10.6084/m9.figshare.803096
title: Gaussian Job Archive for ClFS2

description: Archive of work produced using the resources of the Imperial College High Performance Computing Service.
DOI: 10.1285/i20356609v13i3p1244
title: Squatting and Urban Commons: Creating Alternatives to Neoliberalism

description: Here we introduce the special issue of Partecipazione e Conflitto concerning the theme "Squatting and Urban Commons: Creating Alternatives to Neoliberalism". In particular, we present the context and origins of this edition, the rationale behind these theoretical and empirical concerns, and the main contents of the gathered articles.
DOI: 10.5066/p9r5wd9b
title: Radiocarbon ages, whole-rock geochemical data, and pumice density measurements for the Sacarosa tephra-fall deposit, Misti volcano, southern Peru

description: These data are derived from the Pleistocene Sacarosa tephra-fall deposit (TFD) which erupted from Misti volcano, Arequipa, southern Peru. The deposit represents a major eruption of Misti and these data are used to characterize the deposit. The radiocarbon ages are from units bracketing the Sacarosa TFD and constrain its eruption age. Whole-rock major and trace element concentrations for Sacarosa pumice were determined by X-ray flourescence and inductively coupled plasma mass spectrometry. Density was measured for 89 pumice from six bulk samples of the Sacarosa TFD. These data are provided as part of an effort to characterize the Sacarosa TFD and determine its eruption age.
DOI: 10.6084/m9.figshare.6002582.v1
title: On the prevalence of uninformative parameters in statistical models: solutions to improve model selection in conservation biology

description: This data set was used in a study of the prevalence of uninformative parameters in model selection studies in conservation biology. The data are a result of a literature review of model selection studies using Akaike's Information Criteria published in the journals Biological Conservation, Conservation Biology, Ecological Applications and Journal of Applied Ecology in 2014. <br>
DOI: 10.6084/m9.figshare.7092260
title: Spatial dataset for Sogod Bay

description: Spatial data layers on: (1) the administrative boundaries for (a) barangays, (b) municipalities, and (c) municipal waters in the study region in Sogod Bay, Philippines; (2) the distribution of coastal habitats derived from a remote sensing analysis using WorldView-2 images and underwater video transects; and (3) the location of (a) current marine protected areas (MPAs) and (b) prospective MPA sites identified and supported by coastal communities, (c) new MPAs identified through a national-scale and donor-assisted conservation project that utilized local knowledge to select MPAs, and (d) new MPA sites selected through a systematic conservation planning approach that employed the spatial prioritization software ‘Marxan with Zones’ to achieve biodiversity objectives with minimal and equitable costs to fisher stakeholder groups. This dataset was used to investigate alternative planning options for designing a MPA network in Sogod Bay in Southern Leyte province in the Philippines. The study region encompassed the coastal waters of the municipality of Pintuyan, San Francisco, Liloan, Padre Burgos, and Limasawa.
DOI: 10.17188/1201184
title: Materials Data on Y2O3 by Materials Project

description: Y2O3 is Corundum-like structured and crystallizes in the cubic Ia-3 space group. The structure is three-dimensional. there are two inequivalent Y3+ sites. In the first Y3+ site, Y3+ is bonded to six equivalent O2- atoms to form a mixture of distorted edge and corner-sharing YO6 octahedra. The corner-sharing octahedra tilt angles range from 54–56°. There are a spread of Y–O bond distances ranging from 2.27–2.36 Å. In the second Y3+ site, Y3+ is bonded to six equivalent O2- atoms to form a mixture of edge and corner-sharing YO6 octahedra. The corner-sharing octahedral tilt angles are 56°. All Y–O bond lengths are 2.31 Å. O2- is bonded to four Y3+ atoms to form a mixture of distorted edge and corner-sharing OY4 trigonal pyramids.
DOI: 10.25326/68
title: Global GNSS Integrated Water Vapour data, 1994-2020

description: This data set contains daily and monthly Integrated Water Vapour (IWV) data from a global network of 434 GNSS stations for the period 1994-2020. The GNSS data were processed by Center for Orbit Determination in Europe (CODE) in two batches: CODE REPRO_2015 for the period 1994-2014 (Susnik et al., 2016) and CODE operational solution for the period 2015-2020 (Dach et al., 2018). Both solutions were obtained by consistent processing with Bernese GNSS software v5.3 and included : GPS observations (1994..2001) and GPS+GLONASS (2002..2020). satellite ephemerids and clocks, ERPs, station coordinates and tropospheric parameters were estimated from one inversion of the normal equations based on a long-arc (3-days) solution (ftp.aiub.unive.ch/REPRO_2015; ftp.aiub.unive.ch/CODE). The Zenith Tropospheric Delay (ZTD) were estimated with a sampling of 2 hours. The ZTD data were post-processed by IPGP-IGN as follows: ZTD were screened (range-check and outlier check) and converted to IWV (ERA5 6-hourly pressure level data with bi-linear horizontal interpolation from the four surrounding grid points). Daily IWV values were computed as weighted means of 00, 06, 12, 18 UTC of the day and 00 UTC the next day. Monthly IWV values were computed from the 6-hourly data with a minimum of 60 values per month. More information about the post-processing can be found in Bock and Parracho (2019).
DOI: 10.5281/zenodo.8060330
title: UV-spectrophotometry dataset of technical lignin in solution after aging and looped measurements

description: UV-spectrophotometry data of technical lignin samples in solutions is made available here, which was acquired after ambient aging for up to 110 days in DMSO solvent or looped measurements on fresh solutions in DMSO or 0.2N NaOH in water. UV-spectrophotometry of lignin is a useful technique, as it can a) quantify the concentration and purity of lignin in a given sample, b) determine the abundance of phenolic hydroxyl groups, and c) yield qualitative information about chemical modification of the lignin macromolecule. In addition, the technique is rapid and easy to use. Still, solutions of lignin are known to be unstable; in particular at high pH or in presence of UV-light. The data in this article may hence serve as guide in the experimental conduct and design, as it shows the reproducibility of UV-spectrophotometry measurements of lignin.
DOI: 10.34740/kaggle/dsv/6457238
title: AutoXGB
DOI: 10.34740/kaggle/dsv/6457239
title: OnlineFree
DOI: 10.6084/m9.figshare.22361996
title: Structure property relationship in two thiazole derivatives: Insights of crystal structure, Hirshfeld surface, DFT, QTAIM, NBO and molecular docking studies

description: Detailed structural and noncovalent interactions in two thiazole derivatives (<i>N-(4-Bromophenyl)-2-(methylthio)thiazole-5-carboxamide</i> and <i>Ethyl-5-((4-bromophenyl)carbamoyl)thiazole-4-carboxylate</i>) are investigated by single crystal X-ray diffraction study and computational approaches. The structure investigation revealed that various interactions like C-H…O, N-H…O, and N-H…N hydrogen bonds and Br…Br interactions are involved in constructing ring motifs to stabilize the crystal packing. Hirshfeld surface analysis and fingerprint plots were carried out to study the differences and similarities in the relative contribution of noncovalent interactions in both the molecules. The FMOs and other global reactive parameters are analyzed for thiazole derivatives. The strength and nature of weak interactions present in the molecule were characterized by RDG-based NCI and QTAIM analyses. Natural bond orbital (NBO) analysis unravels the importance of non-covalent and hyperconjugative interactions for the stability of the molecules in their solid state. Further, molecular docking of <i>N-(4-Bromophenyl)-2-(methylthio)thiazole-5-carboxamide</i> and <i>Ethyl-5-((4-bromophenyl)carbamoyl)thiazole-4-carboxylate</i> with SARS-Covid-19 have been carried out.
DOI: 10.6084/m9.figshare.22361996.v1
title: Structure property relationship in two thiazole derivatives: Insights of crystal structure, Hirshfeld surface, DFT, QTAIM, NBO and molecular docking studies

description: Detailed structural and noncovalent interactions in two thiazole derivatives (<i>N-(4-Bromophenyl)-2-(methylthio)thiazole-5-carboxamide</i> and <i>Ethyl-5-((4-bromophenyl)carbamoyl)thiazole-4-carboxylate</i>) are investigated by single crystal X-ray diffraction study and computational approaches. The structure investigation revealed that various interactions like C-H…O, N-H…O, and N-H…N hydrogen bonds and Br…Br interactions are involved in constructing ring motifs to stabilize the crystal packing. Hirshfeld surface analysis and fingerprint plots were carried out to study the differences and similarities in the relative contribution of noncovalent interactions in both the molecules. The FMOs and other global reactive parameters are analyzed for thiazole derivatives. The strength and nature of weak interactions present in the molecule were characterized by RDG-based NCI and QTAIM analyses. Natural bond orbital (NBO) analysis unravels the importance of non-covalent and hyperconjugative interactions for the stability of the molecules in their solid state. Further, molecular docking of <i>N-(4-Bromophenyl)-2-(methylthio)thiazole-5-carboxamide</i> and <i>Ethyl-5-((4-bromophenyl)carbamoyl)thiazole-4-carboxylate</i> with SARS-Covid-19 have been carried out.
DOI: 10.17632/vnr2kxw2pw.1
title: The Effect of Mg17Al12 Intermetallic Compound on Dynamic Recrystallization of Cast-Forged AZ80 Magnesium Alloy 

description: SEM microstructure images of the cast-forged AZ80 magnesium alloy
DOI: 10.7303/syn51758062.1
title: Murphy et al
DOI: 10.17632/n7sf6f4c22.1
title: smFISH image data (part 2): Self-demixing of mRNA copies buffers mRNA:mRNA and mRNA:regulator stoichiometries

description: smFISH raw microscopy data related to Cardona et al., Self-demixing of mRNA copies buffers mRNA:mRNA and mRNA:regulator stoichiometries.

This dataset includes:

1. One-color smFISH image data:
- Channel 1: Cy3 labeled mRNA target spn-4, glp-1, puf-5, tbb-2, or pccb-1.
- If present, Channel 2: GFP labeled macro-condensate marker CAR-1.

2. Two-color smFISH image data:
- Channel 1: Cy5 labeled mRNA target.
- Channel 2: Cy3 labeled mRNA target.
- If present, Channel 3: GFP labeled macro-condensate marker CAR-1.

Reference
Cardona et al., Self-demixing of mRNA copies buffers mRNA:mRNA and mRNA:regulator stoichiometries, Cell (2023), https://doi.org/10.1016/j.cell.2023.08.018
DOI: 10.17632/ys7pzfxk9g.1
title: smFISH image data (part 1): Self-demixing of mRNA copies buffers mRNA:mRNA and mRNA:regulator stoichiometries

description: smFISH raw microscopy data related to Cardona et al., Self-demixing of mRNA copies buffers mRNA:mRNA and mRNA:regulator stoichiometries.

This dataset includes:

1. One-color smFISH image data:
- Channel 1: Cy3 labeled mRNA target spn-4, glp-1, puf-5, tbb-2, or pccb-1.
- If present, Channel 2: GFP labeled macro-condensate marker CAR-1.

2. Two-color smFISH image data:
- Channel 1: Cy5 labeled mRNA target.
- Channel 2: Cy3 labeled mRNA target.
- If present, Channel 3: GFP labeled macro-condensate marker CAR-1.

Reference
Cardona et al., Self-demixing of mRNA copies buffers mRNA:mRNA and mRNA:regulator stoichiometries, Cell (2023), https://doi.org/10.1016/j.cell.2023.08.018
DOI: 10.5281/zenodo.8300656
title: The Effect of C60 and Pentacene Adsorbates on the Electrical Properties of CVD Graphene on SiO2 (Dataset)

description: Dataset of the GFETs measurements related to the publication: "The Effect of C60 and Pentacene Adsorbates on the Electrical Properties of CVD Graphene on SiO2", MDPI, Nanomaterials, 2023. The dataset includes: AFM raw data Raman spectroscopy raw data GFETs IV and gate sweep raw data
DOI: 10.5281/zenodo.8300657
title: The Effect of C60 and Pentacene Adsorbates on the Electrical Properties of CVD Graphene on SiO2 (Dataset)

description: Dataset of the GFETs measurements related to the publication: "The Effect of C60 and Pentacene Adsorbates on the Electrical Properties of CVD Graphene on SiO2", MDPI, Nanomaterials, 2023. The dataset includes: AFM raw data Raman spectroscopy raw data GFETs IV and gate sweep raw data
DOI: 10.5281/zenodo.8154473
title: Data for The eyes anticipate where objects will move based on their shape

description: Raw data for publication "The eyes anticipate where objects will move based on their shape." Stewart and Fleming (2023). The eyes anticipate where an object will move based on its shape. <em>Current Biology,</em> 33(17), R894-R895.
DOI: 10.5281/zenodo.8154472
title: Data for The eyes anticipate where objects will move based on their shape

description: Raw data for publication "The eyes anticipate where objects will move based on their shape." Stewart and Fleming (2023). The eyes anticipate where an object will move based on its shape. <em>Current Biology,</em> 33(17), R894-R895.
DOI: 10.6084/m9.figshare.24125511
title: alkol çalışması peerj xls 2023.xlsx

description: A Novel and Simple Method in Differentiation of Alcohol Types
DOI: 10.6084/m9.figshare.24125511.v1
title: alkol çalışması peerj xls 2023.xlsx

description: A Novel and Simple Method in Differentiation of Alcohol Types
DOI: 10.5281/zenodo.8337444
title: Student Behavior

description: Student Behavior dataset
DOI: 10.5281/zenodo.8337443
title: Student Behavior

description: Student Behavior dataset
DOI: 10.5281/zenodo.8337429
title: Effectiveness of self-management of medication and self-monitoring of blood pressure, diet, and physical exercise on blood pressure in patients with poorly controlled hypertension (MEDICHY study): randomized and controlled trial

description: Dataset study medichy ISRCTN144433778
DOI: 10.5281/zenodo.8337428
title: Effectiveness of self-management of medication and self-monitoring of blood pressure, diet, and physical exercise on blood pressure in patients with poorly controlled hypertension (MEDICHY study): randomized and controlled trial

description: Dataset study medichy ISRCTN144433778
DOI: 10.17632/gcbvzm5kzg.1
title: smFISH image data (part 3): Self-demixing of mRNA copies buffers mRNA:mRNA and mRNA:regulator stoichiometries

description: smFISH raw microscopy data related to Cardona et al., Self-demixing of mRNA copies buffers mRNA:mRNA and mRNA:regulator stoichiometries.

This dataset includes:

1. One-color smFISH image data:
- Channel 1: Cy3 labeled mRNA target spn-4, glp-1, puf-5, tbb-2, or pccb-1.
- If present, Channel 2: GFP labeled macro-condensate marker CAR-1.

2. Two-color smFISH image data:
- Channel 1: Cy5 labeled mRNA target.
- Channel 2: Cy3 labeled mRNA target.
- If present, Channel 3: GFP labeled macro-condensate marker CAR-1.

Reference
Cardona et al., Self-demixing of mRNA copies buffers mRNA:mRNA and mRNA:regulator stoichiometries, Cell (2023), https://doi.org/10.1016/j.cell.2023.08.018