cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10069401
title: A Data-driven Analysis of a Cloud Data Center: Statistical Characterization of Workload, Energy and Temperature

description: A characterization of cloud data center logs, analyzing its workload, energy and thermal characteristics.  For more details of the dataset, please read the following paper:  http://hpc.ec.tuwien.ac.at/files/UCC_23_data_center_analysis.pdf.
 
If you use the dataset, please cite the following work:
Shashikant Ilager, Adel N. Toosi, Mayank Raj Jha, Ivona Brandic, Rajkumar Buyya, "A Data-driven Analysis of a Cloud Data Center: Statistical Characterization of Workload, Energy and Temperature", In Proceedings of the 16th IEEE/ACM International Conference on Utility and Cloud Computing (UCC2023), Messina, Italy, December 4-7, 2023.
DOI: 10.5281/zenodo.10069402
title: A Data-driven Analysis of a Cloud Data Center: Statistical Characterization of Workload, Energy and Temperature

description: A characterization of cloud data center logs, analyzing its workload, energy and thermal characteristics.  For more details of the dataset, please read the following paper:  http://hpc.ec.tuwien.ac.at/files/UCC_23_data_center_analysis.pdf.
 
If you use the dataset, please cite the following work:
Shashikant Ilager, Adel N. Toosi, Mayank Raj Jha, Ivona Brandic, Rajkumar Buyya, "A Data-driven Analysis of a Cloud Data Center: Statistical Characterization of Workload, Energy and Temperature", In Proceedings of the 16th IEEE/ACM International Conference on Utility and Cloud Computing (UCC2023), Messina, Italy, December 4-7, 2023.
DOI: 10.6084/m9.figshare.24501946
title: Data Set

description: In a globalizing world, social skills are becoming increasingly necessary on an individual and professional level. University students having these skills before graduation will provide them with significant advantages in both their professional and personal lives.Active learning is an approach that allows students to learn knowledge and skills by experiencing them. In this approach, students take an active role in the learning process. This research investigates the impact of social skills development workshops using an active learning approach on a group of 19 participants. Using a qualitative research approach, inductive thematic analysis was employed to examine the participants' workshop experiences. Based on the research findings, it is evident that the social skills development workshops prepared with an active learning approach have provided many benefits to participants in their personal and professional lives. These workshops have positively influenced participants’ social skills, such as communication, collaboration, teamwork, and empathy, and have helped them gain positive perspectives on developing social skills.<br><br>
DOI: 10.6084/m9.figshare.24501946.v1
title: Data Set

description: In a globalizing world, social skills are becoming increasingly necessary on an individual and professional level. University students having these skills before graduation will provide them with significant advantages in both their professional and personal lives.Active learning is an approach that allows students to learn knowledge and skills by experiencing them. In this approach, students take an active role in the learning process. This research investigates the impact of social skills development workshops using an active learning approach on a group of 19 participants. Using a qualitative research approach, inductive thematic analysis was employed to examine the participants' workshop experiences. Based on the research findings, it is evident that the social skills development workshops prepared with an active learning approach have provided many benefits to participants in their personal and professional lives. These workshops have positively influenced participants’ social skills, such as communication, collaboration, teamwork, and empathy, and have helped them gain positive perspectives on developing social skills.<br><br>
DOI: 10.6084/m9.figshare.24501970
title: shell_data

description: setup files for introduction to the command line workshop
DOI: 10.6084/m9.figshare.24501970.v1
title: shell_data

description: setup files for introduction to the command line workshop
DOI: 10.5281/zenodo.8398542
title: Five-fold training dataset of fossil pollen images from Burgäschisee used for automated fossil pollen identification (von Allmen et al. study)

description: This dataset consists of a training dataset for the CNN model containing pollen grain images of nine common pollen taxa, one marker class (Lycopodium clavatum) and four abundant non-pollen debris classes. The dataset was split five-times so that each image is part of the validation dataset in just one of these splits. Additionally, the dataset contains annotated images used to train the object detection model and a dataset of images that were used to evaluate the performance of the CNN model. For further information on the datsets themselves and how they were used the reader may refer to the github repository here attached (https://github.com/RobinVonAllmen/FOSSILPOLLEN)
DOI: 10.5281/zenodo.8398543
title: Five-fold training dataset of fossil pollen images from Burgäschisee used for automated fossil pollen identification (von Allmen et al. study)

description: This dataset consists of a training dataset for the CNN model containing pollen grain images of nine common pollen taxa, one marker class (Lycopodium clavatum) and four abundant non-pollen debris classes. The dataset was split five-times so that each image is part of the validation dataset in just one of these splits. Additionally, the dataset contains annotated images used to train the object detection model and a dataset of images that were used to evaluate the performance of the CNN model. For further information on the datsets themselves and how they were used the reader may refer to the github repository here attached (https://github.com/RobinVonAllmen/FOSSILPOLLEN)
DOI: 10.6084/m9.figshare.24501973
title: Análisis confirmatorio ABDU modelo 1 y 2 de 12 factores y modelo final de 6 factores

description: En el archivo se encuentran las imágenes representativas del estudio Apropiación del B-Learning en Docentes Universitarios
DOI: 10.6084/m9.figshare.24501973.v1
title: Análisis confirmatorio ABDU modelo 1 y 2 de 12 factores y modelo final de 6 factores

description: En el archivo se encuentran las imágenes representativas del estudio Apropiación del B-Learning en Docentes Universitarios
DOI: 10.6084/m9.figshare.22680646.v5
title: Formato para Programa Analítico (actualizado 26-10-2023)

description: Un formato personal del Programa Analítico de Estudio, acorde al Plan de Estudio 2022.
DOI: 10.6084/m9.figshare.24501310.v1
title: Data and code - Amazonian Soundscapes, Do Nascimento et al.

description: Dataset for Amazonian Soundscapes, Do Nascimento et. al 2024.
DOI: 10.5281/zenodo.8126791
title: Cruise Passenger Spending

description: Cruise Passenger Spending
DOI: 10.5281/zenodo.8127120
title: Cruise Passenger Spending

description: Cruise Passenger Spending
DOI: 10.5281/zenodo.10073457
title: Cruise Passenger Spending

description: Cruise Passenger Spending
DOI: 10.5281/zenodo.8126790
title: Cruise Passenger Spending

description: Cruise Passenger Spending
DOI: 10.5281/zenodo.10073461
title: Works of Jorge Luis Borges in Polish Bibliographic Sources

description: The project gathers bibliographic data related to works by Jorge Luis Borges translated to Polish and published in Literatura na Świecie magazine 1971-2014. Additional sources in the dataset are gathered from BN (National Library of Poland) and Polish Literary Bibliography (PBL).
 
The project is intended to expand: new entries and metadata will be added.
DOI: 10.5281/zenodo.10073460
title: Works of Jorge Luis Borges in Polish Bibliographic Sources

description: The project gathers bibliographic data related to works by Jorge Luis Borges translated to Polish and published in Literatura na Świecie magazine 1971-2014. Additional sources in the dataset are gathered from BN (National Library of Poland) and Polish Literary Bibliography (PBL).
 
The project is intended to expand: new entries and metadata will be added.
DOI: 10.25921/bx1r-w880
title: ME70 Water Column Sonar Data Collected During HB2204
DOI: 10.5517/ccdc.csd.cc2fck3h
title: CCDC 2245426: Experimental Crystal Structure Determination

description: Related Article: Kikuko Iida, Taiki Doi, Atsumi Isogai-Koda, Keiichi Noguchi, Noriyuki Yonezawa, Akiko Okamoto|2023|J.Chem.Cryst.|53|483|doi:10.1007/s10870-023-00987-z
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: 10.5519/qd.k8lvf4m4
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (180462 records)
DOI: 10.34740/kaggle/ds/1671405
title: Industrial Data from the Electric Arc Furnace
DOI: 10.20375/0000-0011-0e23-7
title: guidelines_interview-documentation.pdf
DOI: 10.20375/0000-0011-0e24-6
title: research-design.pdf
DOI: 10.20375/0000-0011-0e25-5
title: results.xlsx
DOI: 10.48320/c57be25e-a9f7-4e27-afdd-2ed31c9a7e61
title: The Europeanization of Trade Unions in the Countries of the EU's Eastern Enlargement
DOI: 10.34740/kaggle/dsv/6892964
title: Harry Potter's Second
DOI: 10.5281/zenodo.10073514
title: Models and data for "Amortized reparametrization: Efficient and Scalable Variational Inference for Latent SDEs"
DOI: 10.5281/zenodo.10073515
title: Models and data for "Amortized reparametrization: Efficient and Scalable Variational Inference for Latent SDEs"
DOI: 10.5281/zenodo.10073546
title: artemisia_ludoviciana_decontaminated_FSCR.fasta.gz

description: artemisia_ludoviciana_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.10073551
title: salvia_sclarea_decontaminated_FSCR.fasta.gz

description: salvia_sclarea_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.10073545
title: artemisia_ludoviciana_decontaminated_FSCR.fasta.gz

description: artemisia_ludoviciana_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.10073550
title: salvia_sclarea_decontaminated_FSCR.fasta.gz

description: salvia_sclarea_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.10073491
title: On the computation of stable coupled state-space models for dynamic substructuring applications

description: This paper aims at introducing a methodology to compute stable coupled state-space models for dynamic substructuring applications by introducing two novel approaches targeted to accomplish this task: (a) a procedure to impose Newtons's second law without relying on the use of undamped RCMs (residual compensation modes) and (b) a novel approach to impose stability on unstable coupled state-space models. The enforcement of stability is performed by dividing the unstable model into two different models, one composed by the stable poles (stable model) and the other composed by the unstable ones (unstable model). Then, the poles of the unstable state-space model are forced to be stable, leading to the computation of a stabilized state-space model. If this model is composed by real poles, it should be divided into two different ones, one composed by the pairs of complex conjugate poles and the other composed by the real poles. Afterwards, to make sure that the Frequency Response Functions (FRFs) of the stabilized model well match the FRFs of the unstable model, the Least-Squares Frequency Domain (LSFD) method is exploited to update the modal parameters of the stabilized model composed by the pairs of complex conjugate poles. The validity of the proposed methodologies is presented and discussed by exploiting experimental data. Indeed, by exploiting the FRFs of a real system, accurate state-space models respecting Newton's second law are computed. Then, decoupling and coupling operations are performed with the identified state-space models, no matter the models resultant from the decoupling/coupling operations are unstable. Stability is then imposed on the computed unstable coupled model by following the approach proposed in this paper. The methodology proved to work well on these data. Moreover, the paper also shows that the coupled state-space models obtained using this methodology are suitable to be exploited in time-domain analyses and simulations.
DOI: 10.5281/zenodo.10073492
title: On the computation of stable coupled state-space models for dynamic substructuring applications

description: This paper aims at introducing a methodology to compute stable coupled state-space models for dynamic substructuring applications by introducing two novel approaches targeted to accomplish this task: (a) a procedure to impose Newtons's second law without relying on the use of undamped RCMs (residual compensation modes) and (b) a novel approach to impose stability on unstable coupled state-space models. The enforcement of stability is performed by dividing the unstable model into two different models, one composed by the stable poles (stable model) and the other composed by the unstable ones (unstable model). Then, the poles of the unstable state-space model are forced to be stable, leading to the computation of a stabilized state-space model. If this model is composed by real poles, it should be divided into two different ones, one composed by the pairs of complex conjugate poles and the other composed by the real poles. Afterwards, to make sure that the Frequency Response Functions (FRFs) of the stabilized model well match the FRFs of the unstable model, the Least-Squares Frequency Domain (LSFD) method is exploited to update the modal parameters of the stabilized model composed by the pairs of complex conjugate poles. The validity of the proposed methodologies is presented and discussed by exploiting experimental data. Indeed, by exploiting the FRFs of a real system, accurate state-space models respecting Newton's second law are computed. Then, decoupling and coupling operations are performed with the identified state-space models, no matter the models resultant from the decoupling/coupling operations are unstable. Stability is then imposed on the computed unstable coupled model by following the approach proposed in this paper. The methodology proved to work well on these data. Moreover, the paper also shows that the coupled state-space models obtained using this methodology are suitable to be exploited in time-domain analyses and simulations.
DOI: 10.6084/m9.figshare.21078052
title: Data from: How hibernation in frogs drives brain and reproductive evolution in opposite directions

description: Abstract: Environmental seasonality can promote the evolution of larger brains through cognitive and behavioural flexibility but also hamper it when temporary food shortage is buffered by stored energy. Multiple hypotheses linking brain evolution to resource acquisition and allocation have been proposed, albeit for separately for different groups of birds or mammals rather than being directly compared within any single group. Here, using direct tissue measurements and experimentally validated hibernation periods, we integrated these hypotheses across frogs in the context of varying hibernation duration and its environmental correlates. We show that protracted hibernation reduces brain size and instead promotes reproductive investments, likely in response to hibernation-dependent changes in the socio-ecological context that ultimately affect the operation of sexual selection and evolution of mating systems. Our results reveal novel insight into the complex processes of brain and reproductive evolution in organisms whose ‘cold-blooded’ metabolism is particularly susceptible to environmental seasonality.
DOI: 10.6084/m9.figshare.21078052.v2
title: Data from: How hibernation in frogs drives brain and reproductive evolution in opposite directions

description: Abstract: Environmental seasonality can promote the evolution of larger brains through cognitive and behavioural flexibility but also hamper it when temporary food shortage is buffered by stored energy. Multiple hypotheses linking brain evolution to resource acquisition and allocation have been proposed, albeit for separately for different groups of birds or mammals rather than being directly compared within any single group. Here, using direct tissue measurements and experimentally validated hibernation periods, we integrated these hypotheses across frogs in the context of varying hibernation duration and its environmental correlates. We show that protracted hibernation reduces brain size and instead promotes reproductive investments, likely in response to hibernation-dependent changes in the socio-ecological context that ultimately affect the operation of sexual selection and evolution of mating systems. Our results reveal novel insight into the complex processes of brain and reproductive evolution in organisms whose ‘cold-blooded’ metabolism is particularly susceptible to environmental seasonality.
DOI: 10.5281/zenodo.10073566
title: HPCG Power Usage Data Set

description: Node-level power samples for the HPCG benchmark workload running on 96 nodes of the Mutrino HPC system at Sandia.
DOI: 10.5281/zenodo.10073565
title: HPCG Power Usage Data Set

description: Node-level power samples for the HPCG benchmark workload running on 96 nodes of the Mutrino HPC system at Sandia.
DOI: 10.25921/xvnn-e733
title: ME70 Water Column Sonar Data Collected During HB2205
DOI: 10.5281/zenodo.10073600
title: euphonia_xanthogaster_decontaminated_FSCR.fasta.gz

description: euphonia_xanthogaster_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.10073599
title: euphonia_xanthogaster_decontaminated_FSCR.fasta.gz

description: euphonia_xanthogaster_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.10073604
title: eurycea_paludicola_decontaminated_FSCR.fasta.gz

description: eurycea_paludicola_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.10073603
title: eurycea_paludicola_decontaminated_FSCR.fasta.gz

description: eurycea_paludicola_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.10073618
title: internoretia_fryeana_decontaminated_FSCR.fasta.gz

description: internoretia_fryeana_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.10073619
title: internoretia_fryeana_decontaminated_FSCR.fasta.gz

description: internoretia_fryeana_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.10073610
title: gambusia_yucatana_decontaminated_FSCR.fasta.gz

description: gambusia_yucatana_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.10073609
title: gambusia_yucatana_decontaminated_FSCR.fasta.gz

description: gambusia_yucatana_decontaminated_FSCR.fasta.gz
DOI: 10.20783/dias.664
title: Digital Typhoon Dataset

description: The "Digital Typhoon Dataset" is a dataset of meteorological satellite images and the best track of typhoons in the Northwest Pacific basin. The meteorological satellite imagery is created from infrared imagery (11 micrometers) from geostationary meteorological satellites Himawari 1 to 9 by a map projection (Lambert azimuthal equal-area) of a 1250 km radius centered on the typhoon. The best track is created from the best track data published by the Japan Meteorological Agency by interpolating it into hourly data. As of October 2023, it consists of 189364 images for 1099 typhoons from 1978 to 2022 and will be updated annually. This is a particularly useful dataset for machine learning, and the official dataset page explains its use for machine learning.
DOI: 10.23719/1528420
title: Datasets for manuscript: A Graph-Based Modeling Framework for Tracing Hydrological Pollutant Transport in Surface Waters

description: Hydrology Graphs
This repository contains the code for the manuscript "A Graph Formulation for Tracing Hydrological Pollutant Transport in Surface Waters." There are three main folders containing code and data, and these are outlined below. We call the framework for building a graph of these hydrological systems "Hydrology Graphs".
Several of the datafiles for building this framework are large and cannot be stored on Github. To conserve space, the notebook get_and_unpack_data.ipynb or the script get_and_unpack_data.py can be used to download the data from the Watershed Boundary Dataset (WBD), the National Hydrography Dataset (NHDPlusV2), and the agricultural land dataset for the state of Wisconsin. The files WILakes.df and WIRivers.df metnioend in section 1 below are contained within the WI_lakes_rivers.zip folder, and the files 24k Hydro Waterbodies dataset are contained in a zip file under the directory DNR_data/Hydro_Waterbodies. These files can also be unpacked by running the corresponding cells in the notebook get_and_unpack_data.ipynb or get_and_unpack_data.py.
1. graph_construction
This folder contains the data and code for building a graph of the watershed-river-waterbody hydrological system. It uses data from the Watershed Boundary Dataset (link here) and the National Hydrography Dataset (link here) as a basis and builds a list of directed edges. We use NetworkX to build and visualize the list as a graph.

2. case_studies
This folder contains three .ipynb files for three separate case studies. These three case studies focus on how "Hydrology Graphs" can be used to analyze pollutant impacts in surface waters. Details of these case studies can be found in the manuscript above.

3. DNR_data
This folder contains data from the Wisconsin Department of Natural Resources (DNR) on water quality in several Wisconsin lakes. The data was obtained from here using the file Web_scraping_script.py. The original downloaded reports are found in the folder original_lake_reports. These reports were then cleaned and reformatted using the script DNR_data_filter.ipynb. The resulting, cleaned reports are found in the Lakes folder. Each subfolder of the Lakes folder contains data for a single lake. The two .csvs lake_index_WBIC.csv contain an index for what lake each numbered subfolder corresponds. In addition, we added the corresponding COMID in lake_index_WBIC_COMID.csv by matching the NHDPlusV2 data to the Wisconsin DNR's 24k Hydro Waterbodies dataset which we downloaded from here. The DNR's reported data only matches lakes to a waterbody identification code (WBIC), so we use HYDROLakes (indexed by WBIC) to match to the COMID. This is done in the DNR_data_filter.ipynb script as well.

Python Versions
The .py files in graph_construction/ were run using Python version 3.9.7. The scripts used the following packages and version numbers:
geopandas (0.10.2) 
shapely (1.8.1.post1) 
tqdm (4.63.0) 
networkx (2.7.1) 
pandas (1.4.1)
numpy (1.21.2)
DOI: 10.34740/kaggle/dsv/6893471
title: Top Spotify Songs in 73 Countries (Daily Updated)
DOI: 10.5281/zenodo.10073637
title: laminaria_ephemera_decontaminated_FSCR.fasta.gz

description: laminaria_ephemera_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.10073636
title: laminaria_ephemera_decontaminated_FSCR.fasta.gz

description: laminaria_ephemera_decontaminated_FSCR.fasta.gz
DOI: 10.34740/kaggle/dsv/6893504
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.5281/zenodo.10073646
title: laminaria_sinclairii_decontaminated_FSCR.fasta.gz

description: laminaria_sinclairii_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.10073647
title: laminaria_sinclairii_decontaminated_FSCR.fasta.gz

description: laminaria_sinclairii_decontaminated_FSCR.fasta.gz
DOI: 10.34740/kaggle/dsv/6893510
title: Daily Trending Youtube Videos (113 Countries)
DOI: 10.34740/kaggle/dsv/6893528
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.5281/zenodo.10073668
title: malus_domestica_decontaminated_FSCR.fasta.gz

description: malus_domestica_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.10073667
title: malus_domestica_decontaminated_FSCR.fasta.gz

description: malus_domestica_decontaminated_FSCR.fasta.gz
DOI: 10.34740/kaggle/dsv/6893568
title: Daily Public Opinion on Israel-Palestine War
DOI: 10.5281/zenodo.10073670
title: marsdenia_floribunda_decontaminated_FSCR.fasta.gz

description: marsdenia_floribunda_decontaminated_FSCR.fasta.gz