cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/xr6j-0255
title: CSI Human Activity

description: Using Wi-Fi IEEE 802.11 standard, radio frequency waves are mainly used for communication on various devices such as mobile phones, laptops, and smart televisions. Apart from communication applications, the recent research in wireless technology has turned Wi-Fi into other exploration possibilities such as human activity recognition (HAR). HAR is a field of study that aims to predict motion and movement made by a person. There are numerous possibilities to use the Wi-Fi-based HAR solution for human-centric applications in intelligent surveillance, such as in the health care sector for human fall detection, smart homes for temperature control, a light control application, motion detection applications, and human fall detection for older people nursing homes. This paper's focal point is to classify human activities such as WALK, SIT, SIT-DOWN, STAND,STAND-UP, FALL, LYING, and EMPTY with deep neural network long-term short memory (LSTM) and support vector machine (SVM). Special care was taken to address practical issues such as using available commodity hardware. Therefore, the open-source tool Nexmon was used for the channel state information (CSI) extraction on inexpensive hardware (Raspberry Pi 3B+, Pi 4B, and Asus RT-AC86U routers). We conducted three different types of experiments using different algorithms, which all demonstrated a similar accuracy in prediction for HAR with an accuracy between 97% to 99.7% which is superior to previously published results. We also disclose details about the experimental setup.
DOI: 10.6084/m9.figshare.15090180
title: Metabarcoding-inferred haplotyping

description: The raw sequence data were deposited into the National Center for Biotechnology Information (NCBI) Sequence Read Archive (SRR14631855). The Sanger (GenBank accession numbers also listed in Table 1) and ZOTU sequences, sample metadata, and the scripts for the bioinformatics and statistical analyses performed in this study are available from the Figshare Data Repository.
DOI: 10.20375/0000-000e-66dd-7
title: Kriminalpolitische Zeitschrift (KriPoZ) Ausgabe 6/2019
DOI: 10.20375/0000-000e-66de-6
title: Strafrechtliche Verantwortlichkeit von Unternehmen für Menschenrechtsverletzungen – Zurechnung von Verantwortung entlang von Wertschöpfungsketten
DOI: 10.20375/0000-000e-66df-5
title: Weg mit dem Schwachsinn – zur längst überfälligen Ersetzung der Begriffe „Schwachsinn“ und „Abartigkeit“ in § 20 StGB und der verpassten Chance einer umfassenden Reform der Schuldfähigkeitsfeststellung
DOI: 10.20375/0000-000e-66e0-2
title: Strafbarkeit und Strafwürdigkeit der sexuellen Täuschung
DOI: 10.20375/0000-000e-66e1-1
title: Sexuelle Belästigung (§ 184i StGB) und Straftaten aus Gruppen (§ 184j StGB)
DOI: 10.20375/0000-000e-66e2-0
title: Schon wieder: Der „Gaffer“ im Blickpunkt des Referentenentwurfs des Bundesjustizministeriums vom 9. September 2019
DOI: 10.20375/0000-000e-66e3-f
title: Strafbarkeit der Bildaufnahmen des Intimbereichs durch sog. Upskirting
DOI: 10.20375/0000-000e-66e4-e
title: Entwurf eines Gesetzes zur Nutzung audio-visueller Aufzeichnungen in Strafprozessen (BT-Drs. 19/11090)
DOI: 10.6084/m9.figshare.15090189
title: Accelerated molecular dynamics (aMD) simulations snapshots

description: Accelerated molecular dynamics (aMD) simulations snapshots of unliganded OqxB trimer complex to predict probable resting state confirmation. Snapshots saved for every 10ns of simulation time.
DOI: 10.6084/m9.figshare.15090189.v1
title: Accelerated molecular dynamics (aMD) simulations snapshots

description: Accelerated molecular dynamics (aMD) simulations snapshots of unliganded OqxB trimer complex to predict probable resting state confirmation. Snapshots saved for every 10ns of simulation time.
DOI: 10.6084/m9.figshare.15090201.v1
title: S1 Table_1100802.xlsx

description: Gender and age of MPE and FFPE samples in ALK Study
DOI: 10.6084/m9.figshare.15090201
title: S1 Table_1100802.xlsx

description: Gender and age of MPE and FFPE samples in ALK Study
DOI: 10.6084/m9.figshare.15052244.v1
title: Atmospheric boundary layer response sequence to the 2019 annular solar eclipse over a tropical rural terrain

description: Transient alterations in the surface meteorological parameters and atmospheric boundary layer (ABL) due to annual solar eclipse occurred on 26 December 2019 have been investigated using collocated ground-based remote-sensing and <i>in situ</i> measurements over a tropical rural station, Gadanki (13.5 ºN, 79.2 ºE). This event had provided an opportunity to assess the eclipse effect on atmospheric parameters as it occurred during initial hours of the boundary layer evolution (between 08:07 IST and 11:15 IST with peak at 09:32 IST over Gadanki). As eclipse commenced, the observations showed a dramatic reduction in the incoming shortwave radiation and consequent changes in air temperature and wind patterns throughout the ABL. Nevertheless, the amplitude of the changes in various parameters is not analogous to the obscuration proportions but is significantly dictated by the background meteorological conditions such as prevalence of dense fog and cloudiness during the eclipse timings. Ceilometer and wind profiler observations have provided the high-resolution continuous signatures of clouds and fog, strong subsidence, thick layers above the ABL, and a clear change in ABL height (ABLH) during the eclipse epoch. Interestingly, the delay in the evolution of ABL due to the eclipse is clearly manifested. The ABLH, which remained shallow even after the eclipse peak, has shown a rapid increase by more than 1000 m within a short span of an hour just before and after the eclipse culmination. However, significant delay (of about 2 hours after the eclipse) is observed in the surface variables to fall in the range of their climatological values. The observations elusively suggest that commence and termination phases of eclipse analogously influenced the surface and boundary layer parameters in descending sequence (eclipse effect is subtly seen first in Ceilometer and wind profiler attributes followed by surface state variables).
DOI: 10.6084/m9.figshare.15052244
title: Atmospheric boundary layer response sequence to the 2019 annular solar eclipse over a tropical rural terrain

description: Transient alterations in the surface meteorological parameters and atmospheric boundary layer (ABL) due to annual solar eclipse occurred on 26 December 2019 have been investigated using collocated ground-based remote-sensing and <i>in situ</i> measurements over a tropical rural station, Gadanki (13.5 ºN, 79.2 ºE). This event had provided an opportunity to assess the eclipse effect on atmospheric parameters as it occurred during initial hours of the boundary layer evolution (between 08:07 IST and 11:15 IST with peak at 09:32 IST over Gadanki). As eclipse commenced, the observations showed a dramatic reduction in the incoming shortwave radiation and consequent changes in air temperature and wind patterns throughout the ABL. Nevertheless, the amplitude of the changes in various parameters is not analogous to the obscuration proportions but is significantly dictated by the background meteorological conditions such as prevalence of dense fog and cloudiness during the eclipse timings. Ceilometer and wind profiler observations have provided the high-resolution continuous signatures of clouds and fog, strong subsidence, thick layers above the ABL, and a clear change in ABL height (ABLH) during the eclipse epoch. Interestingly, the delay in the evolution of ABL due to the eclipse is clearly manifested. The ABLH, which remained shallow even after the eclipse peak, has shown a rapid increase by more than 1000 m within a short span of an hour just before and after the eclipse culmination. However, significant delay (of about 2 hours after the eclipse) is observed in the surface variables to fall in the range of their climatological values. The observations elusively suggest that commence and termination phases of eclipse analogously influenced the surface and boundary layer parameters in descending sequence (eclipse effect is subtly seen first in Ceilometer and wind profiler attributes followed by surface state variables).
DOI: 10.22003/xfel.eu-data-002384-00
title: Separating spin and orbital magnetic dynamics via x-ray absorption lines
DOI: 10.5281/zenodo.5152604
title: mhc-mc16-tlk

description: rna seq
DOI: 10.5281/zenodo.5152603
title: mhc-mc16-tlk

description: rna seq
DOI: 10.6084/m9.figshare.15090174
title: Unigene.fa

description: Transcriptome sequencing of Machilus thunbergii was performed on the Illumina NextSeq 500 platform (Illumina, San Diego, CA, USA) at Personal Biotechnology (Shanghai, China)
DOI: 10.6084/m9.figshare.15090174.v1
title: Unigene.fa

description: Transcriptome sequencing of Machilus thunbergii was performed on the Illumina NextSeq 500 platform (Illumina, San Diego, CA, USA) at Personal Biotechnology (Shanghai, China)
DOI: 10.6084/m9.figshare.13858763
title: Data from: A survey of researchers' needs and priorities for data sharing

description: In May-June 2020 PLOS surveyed researchers from Europe and North America to rate tasks associated with data sharing on (i) their importance to researchers and (ii) researchers' satisfaction with their ability to complete those tasks. <br>Researchers were recruited via direct email campaigns, promoted Facebook and Twitter posts, a post on the PLOS Blog, and emails to industry contacts who distributed the survey on our behalf. Participation was incentivized with 3 random prize draws, which were managed separately to maintain anonymity.<br><br>This dataset consists of:1) The survey sent to researchers (pdf).2) The anonymised data export of survey results (xlsx).<br>The data export has been processed to retain the anonymity of participants. The comments left in the final question of the survey (question 17) have been removed. Answers to questions 12 to 16 have been recoded to give each answer a numerical value (see 'Scores' tab of spreadsheet). The counts, means, standard deviations and confidence intervals used in the associated manuscript for each factor are given in rows 619-622.<br>Version 2 contains only the completed responses. Completed responses in the version 2 dataset refer to those who answered all the questions in the survey. The version 1 dataset contains a higher number of responses categorised as 'completed' but this has been reviewed for version 2.<br><br>Version 1 data was used for the preprint: https://doi.org/10.31219/osf.io/njr5u.
DOI: 10.6084/m9.figshare.13858763.v1
title: Data from: A survey of researchers' needs and priorities for data sharing

description: In May-June 2020 PLOS surveyed researchers from Europe and North America to rate tasks associated with data sharing on (i) their importance to researchers and (ii) researchers' satisfaction with their ability to complete those tasks. <br>Researchers were recruited via direct email campaigns, promoted Facebook and Twitter posts, a post on the PLOS Blog, and emails to industry contacts who distributed the survey on our behalf. Participation was incentivized with 3 random prize draws, which were managed separately to maintain anonymity.<br><br>This dataset consists of:1) The survey sent to researchers (pdf).2) The anonymised data export of survey results (xlsx).<br>The data export has been processed to retain the anonymity of participants. The comments left in the final question of the survey (question 17) have been removed. Answers to questions 12 to 16 have been recoded to give each answer a numerical value (see 'Scoring' tab of spreadsheet). The counts, means and standard deviations used in the associated preprint (https://doi.org/10.31219/osf.io/njr5u) for each factor are given in rows 1479-1481.
DOI: 10.5281/zenodo.5150014
title: simAugCENSE-18K

description: Created By Félix Gontier and Mathieu Lagrange, LS2N, CNRS, Ecole Centrale Nantes Contact : mathieu.lagrange@ns2n.fr If used for research, please refer to: <pre>@article{gontier2021spatial, title={Spatial and temporal pretext tasks for few-shot urban sound classification}, author={Félix Gontier and Vincent Lostanlen, and Mathieu Lagrange and Nicolas Fortin and Jean-Francois Petiot and Catherine Lavandier}, journal={submitted}, year={2021} } </pre> simAugCENSE-18k contains 400 acoustic scenes of duration equal to 45 seconds.<br> We synthesized these polyphonic scenes via the simScene software, based on monophonic audio clips from the CENSE-2k dataset.<br> The total duration of the dataset is equal to 18k seconds, i.e., five hours.The audio is made available as third octave spectral data, see demoTob.zip for an implementation of its computation from audio in Python. &gt;&gt; import numpy as np &gt;&gt; s=np.load('simAugCENSE-18k_train_spectralData.npy') &gt;&gt; print(s.shape) (280, 351, 29) The three dimensions respectively corresponds to the sceneId, the frameId (time), and the spectralId (frequency). &gt;&gt; a=np.load('simAugCENSE-18k_train_annotations.npy') &gt;&gt; print(a.shape) (280, 344, 3) &gt;&gt; s=np.load('simAugCENSE-18k_validation_spectralData.npy') &gt;&gt; print(s.shape) (120, 344, 29) &gt;&gt; a=np.load('simAugCENSE-18k_validation_annotations.npy') &gt;&gt; print(a.shape) (120, 344, 3) The 3 dimensions corresponds to the sceneId, the frameId (time), the sourceId (traffic, voice, birds). Annotation is provided as a binary indicator of source presence for one second, that is 8 consecutive 125 ms frames with a hop of one frame.
DOI: 10.5281/zenodo.5150013
title: simAugCENSE-18K

description: Created By Félix Gontier and Mathieu Lagrange, LS2N, CNRS, Ecole Centrale Nantes Contact : mathieu.lagrange@ns2n.fr If used for research, please refer to: <pre>@article{gontier2021spatial, title={Spatial and temporal pretext tasks for few-shot urban sound classification}, author={Félix Gontier and Vincent Lostanlen, and Mathieu Lagrange and Nicolas Fortin and Jean-Francois Petiot and Catherine Lavandier}, journal={submitted}, year={2021} } </pre> simAugCENSE-18k contains 400 acoustic scenes of duration equal to 45 seconds.<br> We synthesized these polyphonic scenes via the simScene software, based on monophonic audio clips from the CENSE-2k dataset.<br> The total duration of the dataset is equal to 18k seconds, i.e., five hours.The audio is made available as third octave spectral data, see demoTob.zip for an implementation of its computation from audio in Python. &gt;&gt; import numpy as np &gt;&gt; s=np.load('simAugCENSE-18k_train_spectralData.npy') &gt;&gt; print(s.shape) (280, 351, 29) The three dimensions respectively corresponds to the sceneId, the frameId (time), and the spectralId (frequency). &gt;&gt; a=np.load('simAugCENSE-18k_train_annotations.npy') &gt;&gt; print(a.shape) (280, 344, 3) &gt;&gt; s=np.load('simAugCENSE-18k_validation_spectralData.npy') &gt;&gt; print(s.shape) (120, 344, 29) &gt;&gt; a=np.load('simAugCENSE-18k_validation_annotations.npy') &gt;&gt; print(a.shape) (120, 344, 3) The 3 dimensions corresponds to the sceneId, the frameId (time), the sourceId (traffic, voice, birds). Annotation is provided as a binary indicator of source presence for one second, that is 8 consecutive 125 ms frames with a hop of one frame.
DOI: 10.48370/ofd/3fi28q/bp95ky
title: HMW_Conium_maculatum_L._H_4342.jpg

description: :unav
DOI: 10.48370/ofd/3fi28q
title: Szczwół plamisty (Conium maculatum L.), 4342

description: Herbarium
DOI: 10.17632/n7dxv6c87n.1
title: Data for: Mitigation of the error field and eddy currents for start-up of spherical tokamak using compensation and reverse coils

description: we minimized eddy current density on central cylinder and vertical component of magnetic field in side the vacuum chamber using a pair of compensation coil.
DOI: 10.48370/ofd/j3e1lj/9emtbm
title: HMW_Conium_maculatum_L._H_4337.jpg

description: :unav
DOI: 10.48370/ofd/j3e1lj
title: Szczwół plamisty (Conium maculatum L.), 4337

description: Herbarium
DOI: 10.48370/ofd/zwjiar/pbfplj
title: HMW_Conium_maculatum_L._H_3252.jpg

description: :unav
DOI: 10.48370/ofd/zwjiar
title: Szczwół plamisty (Conium maculatum L.), 3252

description: Herbarium
DOI: 10.48370/ofd/b1eypl/6jz5wr
title: HMW_Conium_maculatum_L._H_1208.jpg

description: :unav
DOI: 10.48370/ofd/b1eypl
title: Szczwół plamisty (Conium maculatum L.), 1208

description: Herbarium
DOI: 10.48370/ofd/tnfyax/hkxg1g
title: HMW_Corynephorus_canescens_(L.)_P._Beauv._H_4403.jpg

description: :unav
DOI: 10.48370/ofd/tnfyax
title: Szczotlicha siwa (Corynephorus canescens (L.) P. Beauv.), 4403

description: Herbarium
DOI: 10.48370/ofd/dw6z5x/zuiemc
title: HMW_Corynephorus_canescens_(L.)_P._Beauv._H_3443.jpg

description: :unav
DOI: 10.48370/ofd/dw6z5x
title: Szczotlicha siwa (Corynephorus canescens (L.) P. Beauv.), 3443

description: Herbarium
DOI: 10.48370/ofd/6ih1zs/u4s3p2
title: HMW_Corynephorus_canescens_(L.)_P._Beauv._H_2779.jpg

description: :unav
DOI: 10.48370/ofd/6ih1zs
title: Szczotlicha siwa (Corynephorus canescens (L.) P. Beauv.), 2779

description: Herbarium
DOI: 10.48370/ofd/s6rb36/yni68c
title: HMW_Corynephorus_canescens_(L.)_P._Beauv._H_2765.jpg

description: :unav
DOI: 10.48370/ofd/s6rb36
title: Szczotlicha siwa (Corynephorus canescens (L.) P. Beauv.), 2765

description: Herbarium
DOI: 10.5523/bris.2mm35j4o35nzj2ow42c0gqj4wx
title: GR712RC LEON3 POWER MODEL DATA

description: The dataset contains power sensor and PMU data collected for the LEON3 CPU on the Gaisler GR712RC Development Platform. The dataset also includes instructions on how to analyse and build power models from the data using TP-REPPS methodology (links included in Usage.md).
DOI: 10.15161/oar.it/74000
title: CovidStat project data

description: This record contains the daily updated data of the CovidStat project. CovidStat is a project carried out by the CovidStat Working Group at INFN, whose creation was promoted within the Italian National Institute of Nuclear Physics with the aim of making a statistical analysis of the data provided daily by the Civil Protection on the spread of the pandemic in Italy. CovidStat data can interactively be browsed at https://covid19.infn.it.
description: The software to process this Root TTree is in the related identifier. Be sure to use the right corresponding version, based on the data in which Root TTree was generated.
DOI: 10.5281/zenodo.5153142
title: Dataset for the exploration of data practices in Higher Education

description: The present dataset contains the results of a survey distributed to all the professoriate of two universities, between January and March 2020. The several variables present in the dataset relate to the professional areas of knowledge and activity; the ongoing data practices in relation to six scales (as published in Raffaghelli. (2019) and theoretically explored in Raffaghelli (2019b); professional learning ecologies relating data practices in teaching and research. The script 1 covers some analysis relating specific scales. Other scripts might be added /welcomed as far as successive analysis are done over the shared data. ======== Raffaghelli, J. (2019) Delphi Study to validate the survey exploring academic awareness and engagement with data-driven practices. Zenodo. https://doi.org/10.5281/zenodo.3581290 Raffaghelli, J. E. (2019b). Developing a framework for educators’ data literacy in the European context: Proposal, Implications and debate. In <em>International Conference on Education and New Learning Technologies EDULEARN</em> (pp. 10520–10530). Palma de Mallorca: IATED. https://doi.org/10.21125/edulearn.2019.2655
DOI: 10.5281/zenodo.5153141
title: Dataset for the exploration of data practices in Higher Education

description: The present dataset contains the results of a survey distributed to all the professoriate of two universities, between January and March 2020. The several variables present in the dataset relate to the professional areas of knowledge and activity; the ongoing data practices in relation to six scales (as published in Raffaghelli. (2019) and theoretically explored in Raffaghelli (2019b); professional learning ecologies relating data practices in teaching and research. The script 1 covers some analysis relating specific scales. Other scripts might be added /welcomed as far as successive analysis are done over the shared data. ======== Raffaghelli, J. (2019) Delphi Study to validate the survey exploring academic awareness and engagement with data-driven practices. Zenodo. https://doi.org/10.5281/zenodo.3581290 Raffaghelli, J. E. (2019b). Developing a framework for educators’ data literacy in the European context: Proposal, Implications and debate. In <em>International Conference on Education and New Learning Technologies EDULEARN</em> (pp. 10520–10530). Palma de Mallorca: IATED. https://doi.org/10.21125/edulearn.2019.2655
DOI: 10.48370/ofd/j4xr7r/sswctj
title: HMW_Chamaecytisus_ratisbonensis_(Schaeff.)_Rothm._H_0779.jpg

description: :unav
DOI: 10.48370/ofd/j4xr7r
title: Szczodrzeniec szorstki (Chamaecytisus ratisbonensis (Schaeff.) Rothm.), 779

description: Herbarium
DOI: 10.48370/ofd/zivgin/ive9mb
title: HMW_Chamaecytisus_ratisbonensis_(Schaeff.)_Rothm._H_7232.jpg

description: :unav
DOI: 10.48370/ofd/zivgin
title: Szczodrzeniec szorstki (Chamaecytisus ratisbonensis (Schaeff.) Rothm.), 7232

description: Herbarium
DOI: 10.48370/ofd/xlrvh8/klzgvf
title: HMW_Chamaecytisus_ratisbonensis_(Schaeff.)_Rothm._H_4654.jpg

description: :unav
DOI: 10.48370/ofd/xlrvh8
title: Szczodrzeniec szorstki (Chamaecytisus ratisbonensis (Schaeff.) Rothm.), 4654

description: Herbarium
DOI: 10.48370/ofd/rhstbk/v06kse
title: HMW_Chamaecytisus_ratisbonensis_(Schaeff.)_Rothm._H_2300.jpg

description: :unav
DOI: 10.48370/ofd/rhstbk
title: Szczodrzeniec szorstki (Chamaecytisus ratisbonensis (Schaeff.) Rothm.), 2300

description: Herbarium
DOI: 10.48370/ofd/zxfpcb/s3o7ks
title: HMW_Chamaecytisus_ratisbonensis_(Schaeff.)_Rothm._H_1707.jpg

description: :unav
DOI: 10.48370/ofd/zxfpcb
title: Szczodrzeniec szorstki (Chamaecytisus ratisbonensis (Schaeff.) Rothm.), 1707

description: Herbarium
DOI: 10.6084/m9.figshare.15090249.v1
title: Colony PCR_clinical isolates

description: Colony PCR results of 84 clinical isolates.
DOI: 10.6084/m9.figshare.15090249
title: Colony PCR_clinical isolates

description: Colony PCR results of 84 clinical isolates.
DOI: 10.6084/m9.figshare.15090264
title: Datos_completos_Victimizacion_605.csv

description: This is the dataset of a research about the opinions of people about justice services and security after a gang rape occurred in Pamplona. The data were collected after a judicial sentence that provoke a great social mobilization.<br>The gang was form composed by people from Seville. Data are from people of Seville. Data was collected in two waves, first after the judicial sentence. The second wave four months later, when the social alarm decreased.
DOI: 10.6084/m9.figshare.15090264.v1
title: Datos_completos_Victimizacion_605.csv

description: This is the dataset of a research about the opinions of people about justice services and security after a gang rape occurred in Pamplona. The data were collected after a judicial sentence that provoke a great social mobilization.<br>The gang was form composed by people from Seville. Data are from people of Seville. Data was collected in two waves, first after the judicial sentence. The second wave four months later, when the social alarm decreased.
DOI: 10.6084/m9.figshare.15090210
title: Pymol session files

description: Folder contains pymol session files which we used to generated main manuscript and supporting information figures.
DOI: 10.48370/ofd/7llqpt/9jrzo3
title: HMW_Chamaecytisus_ratisbonensis_(Schaeff.)_Rothm._H_5111,.jpg

description: :unav
DOI: 10.48370/ofd/7llqpt
title: Szczodrzeniec szorstki (Chamaecytisus ratisbonensis (Schaeff.) Rothm.), 5111

description: Herbarium
DOI: 10.48370/ofd/rtxlim/kyb0pp
title: HMW_Chamaecytisus_supinus_(L.)_Link_H_7414.jpg

description: :unav
DOI: 10.48370/ofd/rtxlim
title: Szczodrzeniec główkowaty (Chamaecytisus supinus (L.) Link), 7414

description: Herbarium
DOI: 10.48370/ofd/hzhetg/qewzyb
title: HMW_Chamaecytisus_supinus_(L.)_Link_H_2881.jpg

description: :unav