cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/4x578h29f6.1
title: ADS-B Air Traffic for Anomalous Trajectory Detection

description: The "ADS-B Air Traffic for Anomalous Trajectory Detection" is a dataset of flight recordings from the OpenSky network, used to evaluate anomaly detection methods in the domain of aviation data. The recordings in the dataset were all collected from flights cruising over the "LPPC" and "EGGX" airspace. The "LPPC" airspace is a flight information region (FIR) on the west coast of Portugal, which encompasses more than 600,000 square kilometers. The recordings for the "LPPC" FIR were limited to a 4-hour time frame on January 1, 2020, between 10:00 AM and 2:00 PM. The "EGGX" airspace is an FIR on the west coast of Ireland, which encompasses more than 2,300,000 square kilometers. The recordings for the "EGGX" FIR were limited to a 4-hour time frame on January 2, 2020, between 10:00 AM and 2:00 PM. In total, 42 unique flights were recorded in the selected time frames, each one containing at-least 1500 ADS-B broadcast messages, sampled each second (i.e., at-least 25-minute recordings). • Train: 25 flights from the "LPPC" FIR, with a total of 83620 broadcast ADS-B messages (23 hours, 13 minutes, and 40 seconds) • Validation: 10 flights from the "LPPC" FIR, with a total of 40613 broadcast ADS-B messages (11 hours, 16 minutes, and 53 seconds) • Test: 7 flights from the "EGGX" FIR, with a total of 15392 broadcast ADS-B messages (4 hours, 16 minutes, and 32 seconds) To simulate the anomalous flight behavior, we inject a single window of data during each flight in the testing set, after 10 minutes of flight recording, for ten consecutive minutes (window of 600 ADS-B messages). In total, four different types of injections are performed, as follows: Noise - The anomalies are synthetically generated by adding random samples, drawn from a normal (Gaussian) distribution to the original values. The rest of the injections are spoofed trajectories, created by data extracted from different real flight trajectories. To create a continuous spoofed trajectory, we calculate the cumulative sum of message differences from the source flight and add them to the target flight messages. The injections are as follows: Manoeuver (Flight AIB232E) - The flight recording of an A380 Airbus pilot in Germany that traced the outline of an enormous Christmas tree during a test flight, making circular maneuvers at more than 40,000ft. Landing (Flight TAP070) - The recording of a commercial flight landing in LPPT (Lisbon) Airport, on January 1, 2020. Departing (Flight UAL65) - The recording of a commercial flight departing from LPPT (Lisbon) Airport, on January 1, 2020.
DOI: 10.21227/3aa1-5e83
title: tool wear dataset

description: This dataset is used for i) analyzing the influence of process information on monitoring signals through signal processing methods; ii) training and testing models of tool monitoring and tool wear prediction especially for cutting conditions with large variations including cutting parameters, material and geometry of cutting tools, and workpiece materials, and also cutting conditions with continuous changes. This data set includes monitoring signals collected from machining process of sidewalls and closed pockets. The sidewall machining belongs to the cutting process with fixed cutting conditions; the closed pocket machining belongs to the cutting process of continuously varying cutting conditions for the reason that the tool path of closed pocket includes line, arc, full cutting and non-full cutting. Although cutting parameters are given fixed in the arc tool path area, the actual cutting parameters (such as feed, cutting width) are constantly changing due to the change of cutting geometry.
DOI: 10.5281/zenodo.6616655
title: Data for: Regularly occurring bouts of retinal movements suggest an REM sleep–like state in jumping spiders

description: Sleep and sleep-like states are present across the animal kingdom, with recent studies convincingly demonstrating sleep-like states in arthropods, nematodes, and even cnidarians. However, the existence of different sleep phases across taxa is as yet unclear. In particular, the study of rapid eye movement (REM) sleep is still largely centered on terrestrial vertebrates, particularly mammals and birds. The most salient indicator of REM sleep is the movement of eyes during this phase. Movable eyes, however, have evolved only in a limited number of lineages—an adaptation notably absent in insects and most terrestrial arthropods—restricting cross-species comparisons. Jumping spiders, however, possess movable retinal tubes to redirect gaze, and in newly emerged spiderlings, these movements can be directly observed through their temporarily translucent exoskeleton. Here, we report evidence for an REM sleep–like state in a terrestrial invertebrate: periodic bouts of retinal movements coupled with limb twitching and stereotyped leg curling behaviors during nocturnal resting in a jumping spider. Observed retinal movement bouts were consistent, including regular durations and intervals, with both increasing over the course of the night. That these characteristic REM sleep–like behaviors exist in a highly visual, long-diverged lineage further challenges our understanding of this sleep state. Comparisons across such long-diverged lineages likely hold important questions and answers about the visual brain as well as the origin, evolution, and function of REM sleep.
description: see README file for further information about this release
DOI: 10.6084/m9.figshare.14937378
title: Earthquake and tilt data for the 2019 Hakone swarm activity

description: The catalog for the earthquake swarms and repeating earthquakes during the 2019 Hakone swarm activity, information of focal mechanisms and temporal sequence of tilt data are available in this page.<br>Hypocenters.dat:Hypocenters of earthquakes estimated by the double difference method (Waldhauser and Ellsworth, 2000) and Matched filter analysis. The file format is same as that of output file by hypoDD code that is described in the hypoDD user's manual (https://www.ldeo.columbia.edu/~felixw/papers/Waldhauser_OFR2001.pdf). The origin time is described by using JST = UT +8h.<br>Repeater.dat:Hypocenters of each repeater group. The file format is same as that of "Hypocenters.dat".<br>Focal_mechanisms.dat:Source parameters of each focal mechanism are listed in order of origin time (year month day hour minute sec, JST = UT + 8h), hypocenter location (latitude longitude depth), magnitude, azimuth and plunge (angle from horizonal to up-vertical) of P axis, azimuth and plunge of B axis, azimuth and plunge of T axis, strike, dip rake angles of nodal plane, strike dip, rake angles of the other nodal plane and error of focal mechanism (degree).<br>Tilt_select.dat:Time sequence of tilt changes in order of time (JST=UT+8h), tilt data removing the linear trend corresponding to a long-term drift and the tidal component and the response to atmospheric pressure changes, raw tilt data, station name, component name.<br>ReferenceWaldhauser, F., Ellsworth, W.L., 2000. A Double-Difference Earthquake Location Algorithm: Method and Application to the Northern Hayward Fault, California. Bull. Seismol. Soc. Am. 90, 1353-1368, doi:10.1785/0120000006.<br>
DOI: 10.6084/m9.figshare.20368068.v2
title: Appendix 1: The interview guide for "Determinants of adherence to insulin and blood glucose monitoring among adolescents and young adults with type 1 diabetes in Qatar: a qualitative study"

description: The interview guide used in the semi-structured interviews for "Determinants of adherence to insulin and blood glucose monitoring among adolescents and young adults with type 1 diabetes in Qatar: a qualitative study." The guide is based on the I-Change theoretical model developed by Hein de Vries. An integrated approach for understanding health behavior; the I-change model as an example. Psychol Behav Sci Int J. 2017;2(2):555-85. https://doi.org/10.19080/PBSIJ.2017.02.555585.
DOI: 10.25318/3710018401-eng
title: Postsecondary enrolments, by status of student in Canada, country of citizenship and Classification of Instructional Programs, STEM and BHASE groupings

description: The number of postsecondary enrolments, by status of student in Canada, country of citizenship, Classification of Instructional Programs (CIP) 2016, Cannabis STEM (science, technology, engineering and mathematics) and BHASE (business, humanities, health, arts, social science and education) groupings, International Standard Classification of Education (ISCED), institution type and gender.
DOI: 10.5281/zenodo.6949012
title: Optical motion capturing of change of direction motions reconstructed with inverse kinematics and dynamics and optimal control simulation

description: This is the data belonging to the publication "Change the direction: 3D optimal control simulation by directly tracking marker and ground reaction force data". This study investigated the feasibility and accuracy of reconstructing, especially change of direction motions with a 3D full-body musculoskeletal model by tracking marker and ground reaction force (GRF) data in optimal control simulations. We recorded in total 30 trials with optical motion capture. Using this data, we compared inverse methods (inverse kinematics and dynamics) to coordinate tracking simulations and marker tracking simulations. Please see the README and the publication for further details.
DOI: 10.11583/dtu.8205095
title: ALEX17 Surface energy balance (SEB) station and WindRASS: surface energy budget along with wind and temperature profiles in the valley

description: The present dataset is part of the Alaiz Experiment-2017 (ALEX17) which contains measurements of a surface energy balance (SEB) station and the RASS-Sodar WindRASS from Scintec, both devices rented from the Catalan Meteorological Service. The instrumentation was in operation from April 2018 to January 2019 at the Zabalegui central site of the experiment, in the middle of the Elorz valley. The SEB station provides the four main terms of the surface energy budget, including turbulent fluxes estimated through the eddy covariance technique. The WindRASS monitors the vertical profiles of wind and virtual temperature from 40 to 400 m above the ground at a vertical resolution of 10 m every 15 minutes. Raw data are also part of the dataset to allow generating post-processed data with a user-defined configuration.
DOI: 10.4121/uuid:7489b402-bb34-4685-aa02-b002a4ddb698
title: Loan application example, configuration 4

description: Loan application example, configuration 4 Parent item: Loan application example A collection of artificial event logs describing 4 variants of a simple loan application process. Variant 1 is the most complex process with parallelism and choices. The other 3 variants have a simpler, more sequential, control flow and some activities of variant 1 are missing or split into 2. These event logs are used to test different approaches of discovering a configurable process model from a collection of event logs.
DOI: 10.5281/zenodo.5528214
title: The Dayside Ionopause of Mars: Solar Wind Interaction, Pressure Balance, and Comparisons with Venus

description: These files contain the derived data products used in the paper. See Readme.txt for a description of the data stored in each file.
DOI: 10.6084/m9.figshare.12295910
title: Metadata record for: The FLUXNET2015 dataset and the ONEFlux processing pipeline for eddy covariance data

description: This dataset contains key characteristics about the data described in the Data Descriptor The FLUXNET2015 dataset and the ONEFlux processing pipeline for eddy covariance data. <br> Contents: <br> 1. human readable metadata summary table in CSV format 2. machine readable metadata file in JSON format <br> <br> <br>
DOI: 10.7265/n5-rgi-40
title: Randolph Glacier Inventory 4.0
DOI: 10.17632/d5kv2dyhc4.1
title: Overexpression of the SETD2 WW domain inhibits the phosphor-IWS1/SETD2 interaction and the oncogenic AKT/IWS1 RNA splicing program.

description: Our earlier studies had shown that AKT phosphorylates IWS1, and that following phosphorylation, IWS1 recruits the histone methyltransferase SETD2 to an SPT6/IWS1/ALY complex, which assembles on the Ser2-phosphorylated CTD of RNA Pol II. Recruited SETD2 methylates histone H3 at K36, during transcriptional elongation of target genes, and this regulates multiple steps in RNA metabolism. By regulating the RNA splicing of U2AF2, it controls cell proliferation. Importantly, pathway activity correlates with grade, stage and metastatic potential of lung adenocarcinomas, especially those with EGFR mutations. By regulating nucleocytoplasmic mRNA transport of intronless genes, including those encoding type I IFNs, it regulates sensitivity to viral infection. Here, we show that SETD2 interacts with IWS1 via its WW domain, that the interaction is IWS1 phosphorylation-dependent and that WW domain overexpression blocks the interaction and inhibits the pathway and its biological outcomes. We conclude that blocking the phosphor-IWS1/SETD2 interaction is feasible and has significant therapeutic potential in human cancer.
DOI: 10.4121/uuid:25d6eef5-c427-42b5-ab38-5e512cca08a9
title: Testing Representational Biases

description: A set of 120 event logs was created to test the effect of the representational bias used and the effect of erratic and infrequent behavior added to highly regular behavior. For each log the underlying model is known. Therefore, such as “gold standard model” serves as a reference for the real process. For real-life event logs there is no such a reference model. Moreover, quality criteria like precision and generalization are still subject to discussion. Therefore, these synthetic event logs were created. The hope is that these event logs contribute to better process discovery tools that can deal with different representational biases and different types of noisy behavior.
DOI: 10.5281/zenodo.5115241
title: Dataset of MAVEN/NGIMS density and estimated ion number densities under the photochemical equilibrium

description: This dataset is used for figures in the paper "Seasonal and dust related variations of the dayside thermospheric and ionospheric compositions of Mars observed by MAVEN/NGIMS." The dataset contains neutral and ion number densities measured by MAVEN/NGIMS and estimated ion number densities under the photochemical equilibrium (PCE). The electron temperature measured by MAVEN/LPW and the photoionization rates estimated by the EUVAC solar flux model (Richards et al., 1994), which are used for estimation of ion number densities under the PCE, are included in the dataset. Detailed information can be found in the readme files in each directory.
DOI: 10.5281/zenodo.6816420
title: Compiled soil N2O emission data from Eastern China forests

description: We searched the Thomson Reuters Web of Science Core Collection and China National Knowledge Infrastructure (CNKI) theses database for literature published before January 1, 2020, using the terms “forest” AND “greenhouse gas” OR “N<sub>2</sub>O” OR “nitrous oxide” in the titles, abstracts, and keywords; this returned 5,948 records and 590 records, respectively. Considering the different preferences for terminology (e.g., nutrient addition, simulated N deposition), we refined our search manually. The criteria for our refinement were as follows: (a) N addition experiment was conducted in eastern China forests with detailed records of N addition levels; (b) N<sub>2</sub>O flux was observed using the static chamber method so that data from different sites were comparable. A total of 58 papers from 38 research sites met our criteria. We also collected the data of soil N<sub>2</sub>O emission rates under natural conditions. The data were collected from literature that met the following criteria: (a) N<sub>2</sub>O fluxes were observed in eastern China forests using the static chamber method; (b) no manipulated experiments were conducted, and no nitrogen was added except for natural N deposition. There were 42 papers and theses that met these criteria, covering 30 different sites. From the abovementioned papers and theses, the soil N<sub>2</sub>O emission rates and the auxiliary information (coordinates, ecoregion type, natural N deposition rate, multi-year mean annual temperature, multi-year mean annual precipitation, and soil texture) were compiled (ds01). To obtain the soil N<sub>2</sub>O emission rates of Eastern China forests on grid level (10km × 10km), another dataset (ds02) on the environmental factors (ecoregion type, natural N deposition rate, multi-year mean annual temperature, multi-year mean annual precipitation, and soil texture) of each grid was compiled from the spatial datasets, including the Chinese vegetation ecoregion map from the Resources, Environmental Sciences, and Data Center at the Chinese Academy of Sciences (https://www.resdc.cn/data.aspx?DATAID=133), as well as the soil texture raster data (https://www.resdc.cn/data.aspx?DATAID=260), mean annual temperature raster data (1995–2015; https://www.resdc.cn/data.aspx?DATAID=228), and mean annual precipitation raster data (1995–2015; https://www.resdc.cn/data.aspx?DATAID=229). Land use and land cover raster data (2000–2015) were obtained from the Project on Big Earth Data Science Engineering (https://data.casearth.cn/sdo/detail/5c19a5650600cf2a3c557aae). Finally, annual N deposition rate and multi-year mean N deposition (MAN) data were derived from a N deposition dataset from mainland China previously constructed by our group.
DOI: 10.5284/1011888
title: Framework Archaeology Heathrow Terminal 5 Excavation Archive

description: Between 1996 and 2000 Framework Archaeology undertook extensive excavations of an important prehistoric and Roman landscape at Perry Oaks sludge works, Heathrow, Middlesex. Further archaeological work in advance of a fifth passenger terminal ("T5") at Heathrow Airport took place from 2002 onwards, and the results of those excavations will be integrated with the data contained in this archive.
DOI: 10.5281/zenodo.6640418
title: Replication data for: "Ultrafast energy exchange between two single Rydberg atoms on the nanosecond timescale"

description: Replication data for Figure 3 and 4 of "Ultrafast energy exchange between two single Rydberg atoms on the nanosecond timescale" Preprint at: https://arxiv.org/abs/2111.12314
DOI: 10.6084/m9.figshare.18701714.v1
title: CRABEX Data

description: All files are in excel sheet.
DOI: 10.4121/uuid:1cc41f8a-3557-499a-8b34-880c1251bd6e
title: Benchmarking logs to test scalability of process discovery algorithms

description: The set of event logs included, are aimed to support the evaluation of the performance of process discovery algorithms. The largest event logs in this data set have millions of events. If you need even bigger datasets, you can generate these yourself using the CPN Tools sources files included (*.cpn). Each file has two parameters nofcases (i.e., the number of process instances) and nofdupl (i.e., the number of times a process is replicated with unique new names).
DOI: 10.5281/zenodo.5658808
title: Global Mangrove Watch (1996 - 2016) Version 2.0

description: The Global Mangrove Watch (GMW) data layers were developed in a collaboration between Aberystwyth University (U.K.), solo Earth Observation (soloEO; Japan), Wetlands International the World Conservation Monitoring Centre (UNEP-WCMC) and the Japan Aerospace Exploration Agency (JAXA). The aim was to provide geospatial information about mangrove extent and changes to the Ramsar Convention, national wetland practitioners, decision makers and NGOs. It is part of the Ramsar Science and Technical Review Panel (STRP) work plan for 2016-2018 and a Pilot Project to the Ramsar Global Wetlands Observation System (GWOS), which is implemented under the GEO-Wetlands Initiative. The primary objective has been to provide countries lacking a national mangrove monitoring system with first cut mangrove extent and change maps, to help safeguard against further mangrove forest loss and degradation. The GMW has generated a global baseline map of mangroves for 2010 using ALOS PALSAR and Landsat (optical) data, and changes from this baseline for seven epochs between 1996 and 2016 derived from JERS-1, ALOS and ALOS-2.
DOI: 10.17188/1199296
title: Materials Data on SbCl5 by Materials Project

description: SbCl5 is beta Sn-like structured and crystallizes in the hexagonal P6_3/mmc space group. The structure is zero-dimensional and consists of two SbCl5 clusters. Sb5+ is bonded in a trigonal bipyramidal geometry to five Cl1- atoms. There are three shorter (2.33 Å) and two longer (2.38 Å) Sb–Cl bond lengths. There are two inequivalent Cl1- sites. In the first Cl1- site, Cl1- is bonded in a single-bond geometry to one Sb5+ atom. In the second Cl1- site, Cl1- is bonded in a single-bond geometry to one Sb5+ atom.
DOI: 10.5281/zenodo.5915650
title: Retrieving Data Constraint Implementations Using Fine-Grained Code Patterns

description: Business rules are an important part of the requirements of software systems that are meant to support an organization. These rules describe the operations, definitions, and constraints that apply to the organization. Within the software system, business rules are often translated into constraints on the values that are required or allowed for data, called data constraints. Business rules are subject to frequent changes, which in turn require changes to the corresponding data constraints in the software. The ability to efficiently and precisely identify where data constraints are implemented in the source code is essential for performing such necessary changes. In this paper, we introduce Lasso, the first technique that automatically retrieves the method and line of code where a given data constraint is enforced. Lasso is based on traceability link recovery approaches and leverages results from recent research that identified line-of-code level implementation patterns for data constraints. We implement three versions of Lasso that can retrieve data constraint implementations when they are implemented with any one of 13 frequently occurring patterns. We evaluate the three versions on a set of 299 data constraints from 15 real-world Java systems, and find that they improve method-level link recovery by 30%, 70%, and 163%, in terms of true positives within the first 10 results, compared to their text-retrieval-based baseline. More importantly, the Lasso variants correctly identify the line of code implementing the constraint inside the methods for 68% of the 299 constraints.
DOI: 10.5281/zenodo.6788041
title: SUM Reaction Data: The Chemoton 2.0 Data Set

description: This repository contains the data underlying the results presented in Unsleber, J. P.; Grimmel, S. A.; Reiher, M. <strong>2022</strong>, <em>arXiv:2202.13011 [physics.chem-ph]</em>.
DOI: 10.6084/m9.figshare.20317365.v1
title: The effects of natural enemies on herb diversity in a temperate forest depend on species traits and neighbouring tree composition

description: The data used in the paper entitled "<em><strong>The effects of natural enemies on herb diversity in a temperate forest depend on species traits and neighbouring tree composition</strong></em><em>"</em><em><strong> </strong></em>published in the Journal of Ecology.