cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccdc.csd.cc2dk94f
title: CCDC 2221154: Experimental Crystal Structure Determination

description: Related Article: Liang-hong Xia, Yan-na Wang, Xiao-ming Yang, Lin-na Liang, Zhi-min Li, Tong-lai Zhang|2023|RSC Advances|13|22549|doi:10.1039/D3RA01739G
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: 10.5281/zenodo.8263076
title: Raw data for publication titled " GaN buffer growth temperature and efficiency of InGaN/GaN quantum wells: The critical role of nitrogen vacancies at the GaN surface"

description: Raw data (Time-resolved photoluminescence and Secondary Ion Mass Spectrometry) used for the publication: https://doi.org/10.1063/5.0040326 Layer sequence of each sample could be found in the excel sheet named SampleLibrary
DOI: 10.5281/zenodo.8263075
title: Raw data for publication titled " GaN buffer growth temperature and efficiency of InGaN/GaN quantum wells: The critical role of nitrogen vacancies at the GaN surface"

description: Raw data (Time-resolved photoluminescence and Secondary Ion Mass Spectrometry) used for the publication: https://doi.org/10.1063/5.0040326 Layer sequence of each sample could be found in the excel sheet named SampleLibrary
DOI: 10.25383/city.23987694
title: HEALTHEI Scoping Review protocol framework.docx

description: This is a Workflow document outlining the procedure for the HEALTHEI scoping review, modelled on the framework for scoping reviews established by Arksey and O'Malley (2005). The project's objective, methods and research question are defined, followed by excerpted guidance from the Arksey and O'Malley (2005) framework for each procedural stage of the review. Selection criteria for journal articles are listed, along with criteria for coding and notes on reflections and limitations of the study.
DOI: 10.25383/city.23986881
title: HEALTHEI Scoping Review dataset and analysis_3May2023.xlsx

description: This document provides data on the methods and analysis for the 'HEALTHEI Project scoping review: understanding the use of media analysis in public health research through food tax debates.' It provides the raw data for our database searches and documents the screening and coding processes. The spreadsheet includes 12 tabs:'Scopus(88)', 'PubMed(318)', 'EbscoHost initial search (681)' and 'EbscoHost Screen1 (132)' -- provide the exported databse results into the Excel document for screening; first phase screening excluded irrelevant articles (not tax or food focused) based on the headline'Metadata_combined' -- groups all database results within one tab'MDTA_review_R1', 'MDTA_review_R2' and 'MDTA_review_R3' -- Documents the screening process for exported results, including the reason for exclusion (rounds 1, 2 and 3)'Sheet1' -- Lists early draft inclusion and exclusion criteria'Final List' -- Provides the manifest data and inclusion/ exclusion criteria for final sample articles, grouped in a separate tab for review by multiple project members and final approval for analysis'SR_Chart' -- Provides the coding framework and documents the coding process; two authors individually read all sample articles and extracted data on the journal articles' aims, media sources, methods, frames identified, results and conclusions. Each coder used a different text colour (ABC = black, RH = blue) and results were regularly compared and discussed between coders to establish agreement'Journals' -- List of academic journals for potential publication
DOI: 10.25383/city.23986485
title: HEALTHEI Scoping Review Search Terms_14Feb.xlsx

description: This document provides data on the methods for the 'HEALTHEI Project scoping review: understanding the use of media analysis in public health research through food tax debates.' The spreadsheet is organised by four tabs which include, in order:'Search Term List' -- list of key words and search strings used for database searches on EBSCOhost, PubMed and SCOPUS'High Income Countries' -- list of countries considered as high income by the World Bank; <b>this list does not factor in our final searches but is a remnant from the pilot searches</b>'Searches (pilot 14.02.23)' -- Documentation of searches and results during the pilot phase, while we were testing and refining search terms'Searches (refined 21.02.23)' -- Documentation of searches and results for the final search phase; these searches were used to establish our final article sample
DOI: 10.25383/city.23986485.v1
title: HEALTHEI Scoping Review Search Terms_14Feb.xlsx

description: This document provides data on the methods for the 'HEALTHEI Project scoping review: understanding the use of media analysis in public health research through food tax debates.' The spreadsheet is organised by four tabs which include, in order:'Search Term List' -- list of key words and search strings used for database searches on EBSCOhost, PubMed and SCOPUS'High Income Countries' -- list of countries considered as high income by the World Bank; <b>this list does not factor in our final searches but is a remnant from the pilot searches</b>'Searches (pilot 14.02.23)' -- Documentation of searches and results during the pilot phase, while we were testing and refining search terms'Searches (refined 21.02.23)' -- Documentation of searches and results for the final search phase; these searches were used to establish our final article sample
DOI: 10.34740/kaggle/dsv/6324273
title: COVID Vaccination in World (updated daily)
DOI: 10.5281/zenodo.8263092
title: falco_biarmicus_spades_01.fasta.gz

description: .
DOI: 10.5281/zenodo.8263091
title: falco_biarmicus_spades_01.fasta.gz

description: .
DOI: 10.6084/m9.figshare.23989021
title: Multiple stages of continental rifting in Eastern Peninsular Malaysia: New insights from Jurassic–Cretaceous granitoids

description: Supplementary Table S2 Zircon <i>in-situ</i> Hf isotopic data for the Middle Jurassic–Early Cretaceous granitoids in East Malaya.
DOI: 10.6084/m9.figshare.23989021.v1
title: Multiple stages of continental rifting in Eastern Peninsular Malaysia: New insights from Jurassic–Cretaceous granitoids

description: Supplementary Table S2 Zircon <i>in-situ</i> Hf isotopic data for the Middle Jurassic–Early Cretaceous granitoids in East Malaya.
DOI: 10.6084/m9.figshare.23989024
title: Multiple stages of continental rifting in Eastern Peninsular Malaysia: New insights from Jurassic–Cretaceous granitoids

description: Supplementary Table S1 LA–ICP–MS zircon U–Pb age data for the Middle Jurassic–Early Cretaceous granitoids in East Malaya.
DOI: 10.6084/m9.figshare.23989024.v1
title: Multiple stages of continental rifting in Eastern Peninsular Malaysia: New insights from Jurassic–Cretaceous granitoids

description: Supplementary Table S1 LA–ICP–MS zircon U–Pb age data for the Middle Jurassic–Early Cretaceous granitoids in East Malaya.
DOI: 10.6084/m9.figshare.23989027
title: Multiple stages of continental rifting in Eastern Peninsular Malaysia: New insights from Jurassic–Cretaceous granitoids

description: Supplementary Table S3 Major oxides, trace elemental and Sr–Nd–Pb isotopic data for the Middle Jurassic–Early Cretaceous granitoids in East Malaya.
DOI: 10.6084/m9.figshare.23989027.v1
title: Multiple stages of continental rifting in Eastern Peninsular Malaysia: New insights from Jurassic–Cretaceous granitoids

description: Supplementary Table S3 Major oxides, trace elemental and Sr–Nd–Pb isotopic data for the Middle Jurassic–Early Cretaceous granitoids in East Malaya.
DOI: 10.5281/zenodo.8262523
title: Open Dataset for publication: Half-life determination of 215At and 221Ra with high-purity radioactive ion beams - IS637

description: This material is provided as a supplementary open data for the publication in preparation "Half-life determination of <sup>215</sup>At and <sup>221</sup>Ra with high-purity radioactive ion beams" and contains all the source files regarding this publication and determination of <sup>215</sup>At half-life. The data were collected in July and November 2018 during IS637 experiment at ISOLDE, CERN.
description: Acknowledgments: This work was supported by FWO, KU Leuven (STG/15/031) and Collaborative Doctoral Partnership between Joint Research Centers of the European Commission no.35332 between JRC Karlsruhe and KU Leuven
DOI: 10.5281/zenodo.8262524
title: Open Dataset for publication: Half-life determination of 215At and 221Ra with high-purity radioactive ion beams - IS637

description: This material is provided as a supplementary open data for the publication in preparation "Half-life determination of <sup>215</sup>At and <sup>221</sup>Ra with high-purity radioactive ion beams" and contains all the source files regarding this publication and determination of <sup>215</sup>At half-life. The data were collected in July and November 2018 during IS637 experiment at ISOLDE, CERN.
description: Acknowledgments: This work was supported by FWO, KU Leuven (STG/15/031) and Collaborative Doctoral Partnership between Joint Research Centers of the European Commission no.35332 between JRC Karlsruhe and KU Leuven
DOI: 10.21227/0kvn-b151
title: Graphical User Interface (GUI) for Animation based learning of Semiconductor Devices

description: We present a Graphical User Interface (GUI) for animated learning of semiconductor device operations. The GUI encompasses the following features:Depletion Width Variation: Visualize the alteration of depletion width through reverse bias modulation.Diode Characteristics: Explore diode behavior across different biases, revealing its distinctive characteristics.Diode IV Characteristics: Gain insights into diode current-voltage characteristics via interactive graphs.Fermi-Level Analysis: Delve into Fermi-level analysis, facilitating a deeper understanding of semiconductor behavior.This GUI enhances semiconductor learning through dynamic animations, enabling users to grasp complex concepts intuitively. It serves as an invaluable tool for students and enthusiasts seeking to comprehend semiconductor device operations comprehensively.
DOI: 10.5281/zenodo.8263211
title: aviceda_cuculoides_spades_01.fasta.gz

description: .
DOI: 10.5281/zenodo.8263210
title: aviceda_cuculoides_spades_01.fasta.gz

description: .
DOI: 10.5281/zenodo.10452898
title: Northern Indian Ocean 3-D Chlorophyll-a  Concentration

description: This product consists of 3D fields of Chlorophyll-a concentration (Chla)  in the northern Indian Ocean during 2000-2019. The reprocessed product is provided at 0.25°x0.25° horizontal resolution, over 32 levels from the surface to 200 m depth. The random forest (RF)-based method  estimates the vertical distribution of Chla concentration from merged surface ocean color satellite measurements with hydrological properties and additional relevant drivers.
DOI: 10.5281/zenodo.10452897
title: Northern Indian Ocean 3-D Chlorophyll-a  Concentration

description: This product consists of 3D fields of Chlorophyll-a concentration (Chla)  in the northern Indian Ocean during 2000-2019. The reprocessed product is provided at 0.25°x0.25° horizontal resolution, over 32 levels from the surface to 200 m depth. The random forest (RF)-based method  estimates the vertical distribution of Chla concentration from merged surface ocean color satellite measurements with hydrological properties and additional relevant drivers.
DOI: 10.34740/kaggle/dsv/7327131
title: MMU Gait Dataset: Neuro Disorders
DOI: 10.5281/zenodo.10452838
title: Dataset associated with the study entitled "Dopamine lesions alter the striatal encoding of single-limb gait"

description: There are two compressed dataset files. 

The file data.zip contains a dataset consisting of electrophysiological and behavioral measurements in the dorsal striatum of mice freely behaving in a 60 cm x 60 cm open field. Optogenetic tagging was performed to identify D1 or D2 MSNs.

There are three experimental groups in the file data.zip:

1. HL....the healthy group

2. PD....the dopamine lesioned group (unilateral 6OHDA injection in the medial forebrain bundle)

3. CT....the sham lesioned control group

There is one experimental group in the file D2_stim_gait.zip:

1. Behavioral measurements during optogenetic stimulation of D2 MSNs to assess changes in gait performance.

Code for analyzing the data is available at: https://github.com/LongYang10/Gait-Analysis-of-Freely-Walking-Mouse
DOI: 10.5281/zenodo.8303086
title: Dataset associated with the study entitled "Dopamine lesions alter the striatal encoding of single-limb gait"

description: There are two compressed dataset files. 

The file data.zip contains a dataset consisting of electrophysiological and behavioral measurements in the dorsal striatum of mice freely behaving in a 60 cm x 60 cm open field. Optogenetic tagging was performed to identify D1 or D2 MSNs.

There are three experimental groups in the file data.zip:

1. HL....the healthy group

2. PD....the dopamine lesioned group (unilateral 6OHDA injection in the medial forebrain bundle)

3. CT....the sham lesioned control group

There is one experimental group in the file D2_stim_gait.zip:

1. Behavioral measurements during optogenetic stimulation of D2 MSNs to assess changes in gait performance.

Code for analyzing the data is available at: https://github.com/LongYang10/Gait-Analysis-of-Freely-Walking-Mouse
DOI: 10.5281/zenodo.8303087
title: Dataset associated with our project examining the encoding of gait and other movements in striatal D1 and D2 MSNs

description: Dataset containing electrophysiological and behavioral measurements in the dorsal striatum of mice freely behaving in a 60 cm x 60 cm open field. Optogenetic tagging was performed to identify D1 or D2 MSNs. There are three experimental groups: 1. HL....the healthy group 2. PD....the dopamine lesioned group (unilateral 6OHDA injection in the medial forebrain bundle) 3. CT....the sham lesioned control group Code for analyzing the data is available at: https://github.com/LongYang10/Gait-Analysis-of-Freely-Walking-Mouse
DOI: 10.6084/m9.figshare.23692980
title: repository files

description: Table S1. Presence/absence variant and genes in hap1 and hap2.
Table S2. Allele-specific expression genes (ASEGs) on haplotype chromosomes at five time
DOI: 10.6084/m9.figshare.23692980.v1
title: Supplemental materials

description: Table S1. Presence/absence variant and genes in hap1 and hap2.
Table S2. Allele-specific expression genes (ASEGs) on haplotype chromosomes at five time
DOI: 10.6084/m9.figshare.24083247
title: Dataset on biodiversity changes in Mesoamerican biosphere reserves

description: Data on biodiversity changes documented in several biosphere reserves in Mesoamerica. The data comes from a study documenting the underlying and proximate drivers of biodiversity changes in Mexican protected areas.The study was submitted to PNAS in 2023.
DOI: 10.6084/m9.figshare.24083247.v10
title: Dataset on biodiversity changes in Mesoamerican biosphere reserves

description: Data on biodiversity changes documented in several biosphere reserves in Mesoamerica. The data comes from a study documenting the underlying and proximate drivers of biodiversity changes in Mexican protected areas.The study was submitted to PNAS in 2023.
DOI: 10.6084/m9.figshare.24083247.v9
title: Biodiversity changes in Mesoamerican biopshere reserves

description: Data on biodiversity changes documented in several biosphere reserves in Mesoamerica. The data comes from a study documenting the underlying and proximate drivers of biodiversity changes in Mexican protected areas.The study was submitted to PNAS in 2023.
DOI: 10.6084/m9.figshare.24922623.v4
title: Crop domestication

description: Here, we used keywords (crop, domestication, wild, cultivated, domesticated) to search in four websites (Google Scholar, Web of Science, CNKI, and Scopus).
DOI: 10.6084/m9.figshare.24933057
title: Mentions

description: This repository hosts data for reproducing results in the paper titled "Author Mentions in Science News Reveal Widespread Disparities Across Name-inferred Ethnicities".
DOI: 10.5281/zenodo.10452854
title: Sherlock RSS-related files backup (Data, glgc2021 Part 7)
DOI: 10.5281/zenodo.10452855
title: Sherlock RSS-related files backup (Data, glgc2021 Part 7)
DOI: 10.5281/zenodo.10452902
title: Sherlock RSS-related files backup (Data, glgc2021 Part 8)
DOI: 10.5281/zenodo.10452903
title: Sherlock RSS-related files backup (Data, glgc2021 Part 8)
DOI: 10.5281/zenodo.10452937
title: Multimodal Datasets for Microservice AIOps Research from MicroOps

description: We present MicroOps, the first end-to-end platform for rapid microservice data simulation and AIOps model development. Our Work is published at SANER 2024:

"MicroOps: Rapid Microservice Data Simulation and AIOps Model Development Platform".

Based on the proposed MicroOps platform, here are two multimodal datasets collected from two benchmark microservice systems.
DOI: 10.5281/zenodo.10452938
title: Multimodal Datasets for Microservice AIOps Research from MicroOps

description: We present MicroOps, the first end-to-end platform for rapid microservice data simulation and AIOps model development. Our Work is published at SANER 2024:

"MicroOps: Rapid Microservice Data Simulation and AIOps Model Development Platform".

Based on the proposed MicroOps platform, here are two multimodal datasets collected from two benchmark microservice systems.
DOI: 10.25984/1784722
title: AlphaBuilding - Synthetic Buildings Operation Dataset

description: This is a synthetic building operation dataset which includes HVAC, lighting, miscellaneous electric loads (MELs) system operating conditions, occupant counts, environmental parameters, end-use and whole-building energy consumptions at 10-minute intervals. The data is created with 1395 annual simulations using the U.S. DOE detailed medium-sized reference office building, and 30 years' historical weather data in three typical climates including Miami, San Francisco, and Chicago. Three energy efficiency levels of the building and systems are considered. Assumptions regarding occupant movements, occupants' diverse temperature preferences, lighting, and MELs are adopted to reflect realistic building operations. A semantic building metadata schema - BRICK, is used to store the building metadata. The dataset is saved in a 1.2 TB of compressed HDF5 file. This dataset can be used in various applications, including building energy and load shape benchmarking, energy model calibration, evaluation of occupant and weather variability and their influences on building performance, algorithm development and testing for thermal and energy load prediction, model predictive control, policy development for reinforcement learning based building controls.
DOI: 10.25984/1804719
title: Distributed Generation Market Demand (dGen) model

description: The Distributed Generation Market Demand (dGen) model simulates customer adoption of distributed energy resources (DERs) for residential, commercial, and industrial entities in the United States or other countries through 2050. The dGen model can be used for identifying the sectors, locations, and customers for whom adopting DERs would have a high economic value, for generating forecasts as an input to estimate distribution hosting capacity analysis, integrated resource planning, and load forecasting, and for understanding the economic or policy conditions in which DER adoption becomes viable, and for illustrating sensitivity to market and policy changes such as retail electricity rate structures, net energy metering, and technology costs.
DOI: 10.25984/1804725
title: PV Rooftop Database for Puerto Rico (PVRDB-PR)

description: The National Renewable Energy Laboratory's (NREL) PV Rooftop Database for Puerto Rico (PVRDB-PR) is a lidar-derived, geospatially-resolved dataset of suitable roof surfaces and their PV technical potential for virtually all buildings in Puerto Rico. The dataset can be downloaded at the AWS S3 explorer page. The GitHub documentation page provides a description of the dataset with methods and assumptions. The Puerto Rico Solar-For-All dataset provides Census Tract level estimates of residential low-to-moderate income (LMI) PV rooftop technical potential as well as solar electric bill savings potential for LMI communities at the municipality level.
DOI: 10.25984/1823248
title: Demand-Side Grid Model (dsgrid) Data from the Electrification Futures Project (EFS)

description: This data set contains the full-resolution and state-level data described in the linked technical report (https://www.nrel.gov/docs/fy18osti/71492.pdf). It can be accessed with the NREL-dsgrid-legacy-efs-api, available on GitHub at https://github.com/dsgrid/dsgrid-legacy-efs-api and through PyPI (pip install NREL-dsgrid-legacy-efs-api). The data format is HDF5. The API is written in Python. This initial dsgrid data set, whose description was originally published in 2018, covers electricity demand in the contiguous United States (CONUS) for the historical year of 2012. It is a proof-of-concept demonstrating the feasibility of reconciling bottom-up demand modeling results with top-down information about electricity demand to create a more detailed description than is possible with either type of data source on its own. The result is demand data that is more highly resolved along geographic, temporal, sectoral, and end-use dimensions as may be helpful for conducting electricity sector-wide "what-if" analysis of, e.g., energy efficiency, electrification, and/or demand flexibility. Although we conducted bottom-up versus top-down validation, the final residuals were significant, especially at higher geographic and temporal resolution. Please see the Executive Summary and/or Section 3 of the report to obtain an understanding of the data set limitations before deciding whether these data are suitable for any particular use case. New dsgrid datasets are under development. Please visit https://www.nrel.gov/analysis/dsgrid.html for the latest information which is also linked in the data resources.
DOI: 10.25984/1872441
title: BUTTER - Empirical Deep Learning Dataset

description: The BUTTER Empirical Deep Learning Dataset represents an empirical study of the deep learning phenomena on dense fully connected networks, scanning across thirteen datasets, eight network shapes, fourteen depths, twenty-three network sizes (number of trainable parameters), four learning rates, six minibatch sizes, four levels of label noise, and fourteen levels of L1 and L2 regularization each. Multiple repetitions (typically 30, sometimes 10) of each combination of hyperparameters were preformed, and statistics including training and test loss (using a 80% / 20% shuffled train-test split) are recorded at the end of each training epoch. In total, this dataset covers 178 thousand distinct hyperparameter settings ("experiments"), 3.55 million individual training runs (an average of 20 repetitions of each experiments), and a total of 13.3 billion training epochs (three thousand epochs were covered by most runs). Accumulating this dataset consumed 5,448.4 CPU core-years, 17.8 GPU-years, and 111.2 node-years.