cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.3258831
title: Data for "Convergent temperature representations in artificial and biological neural networks"

description: Data for "Convergent Temperature Representations in Artificial and Biological<br> neural networks" by Haesemeyer M, Schier AF and Engert F, 2019 The corresponding python code is available at:<br> https://github.com/haesemeyer/GradientPrediction All zip files should be extracted in the same folder as the python files. This<br> will create a sub-folder structure for the model data.<br> ZIP File Contents (Note: These are used by the code and not necessarily useful<br> by themselves):<br> model_data.zip<br> Contains tensorflow checkpoints on all naive and fully trained models, test<br> errors during training as well as evolution weights where applicable.<br> model_cluster_assignments.zip<br> For the trained models in model_data.zip the response cluster assignment<br> for each individual unit.<br> zebrafish_data.zip<br> The zebrafish brain and behavior data used in the paper comparisons. This<br> archive also contains the temperature stimulus file stimFile.hdf5<br> training_data.zip<br> The generated training data used during predictive network training<br> test_data.zip<br> The generated test data used to evaluate predictive network training
description: Research was funded through NIH 1U19NS104653, 5R24NS086601 and 1DP1HD094764 as well as a Simons Collaboration on the Global Brain Research Award (542973)
DOI: 10.21227/bbdx-w945
title: Heating and melting of a porous composite with the wood flour

description: Coming soon...
DOI: 10.21227/zq4j-6280
title: Heating and melting of a porous composite with the wood flour

description: Coming soon...
DOI: 10.17632/r3875vhrjs.2
title: Data for: Comparisons of thermodynamic and economic performances of cryogenic air separation plants designed for external and internal compression of oxygen

description: Simulations of a cryogenic air separation plant that produce pressurized gaseous oxygen at 40 bara by gas compression and liquid oxygen pumping.
DOI: 10.5519/qd.en1xjagy
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (0 records)
DOI: 10.5281/zenodo.3266458
title: Supplementary data to: Global sinusoidal seasonality in precipitation isotopes

description: Supplementary Materials to:

Allen, S. T., Jasechko, S., Berghuijs, W. R., Welker, J. M., Goldsmith, G. R., and Kirchner, J. W.: Global sinusoidal seasonality in precipitation isotopes, Hydrol. Earth Syst. Sci. Discuss., https://doi.org/10.5194/hess-2019-61, in review, 2019.

Data S1 List of fitted δ<sup>18</sup>O and δ<sup>2</sup>H sine parameter values (robust fitted, and amount-weighted fitted) and site characteristics

Data S2 Gridded δ<sup>18</sup>O amplitude TIFF file

Data S3 Gridded δ<sup>18</sup>O phase TIFF file

Data S4 Gridded δ<sup>18</sup>O offset TIFF file

Data S5 Gridded δ<sup>2</sup>H amplitude TIFF file

Data S6 Gridded δ<sup>2</sup>H phase TIFF file

Data S7 Gridded δ<sup>2</sup>H offset TIFF file

Data S8 Gridded precipitation amount amplitude TIFF file
description: {"references": ["Allen, S. T., Jasechko, S., Berghuijs, W. R., Welker, J. M., Goldsmith, G. R., and Kirchner, J. W.: Global sinusoidal seasonality in precipitation isotopes, Hydrol. Earth Syst. Sci. Discuss., https://doi.org/10.5194/hess-2019-61, in review, 2019."]}
DOI: 10.5281/zenodo.3266459
title: Supplementary data to: Global sinusoidal seasonality in precipitation isotopes

description: Supplementary Materials to:

Allen, S. T., Jasechko, S., Berghuijs, W. R., Welker, J. M., Goldsmith, G. R., and Kirchner, J. W.: Global sinusoidal seasonality in precipitation isotopes, Hydrol. Earth Syst. Sci. Discuss., https://doi.org/10.5194/hess-2019-61, in review, 2019.

Data S1 List of fitted δ<sup>18</sup>O and δ<sup>2</sup>H sine parameter values (robust fitted, and amount-weighted fitted) and site characteristics

Data S2 Gridded δ<sup>18</sup>O amplitude TIFF file

Data S3 Gridded δ<sup>18</sup>O phase TIFF file

Data S4 Gridded δ<sup>18</sup>O offset TIFF file

Data S5 Gridded δ<sup>2</sup>H amplitude TIFF file

Data S6 Gridded δ<sup>2</sup>H phase TIFF file

Data S7 Gridded δ<sup>2</sup>H offset TIFF file

Data S8 Gridded precipitation amount amplitude TIFF file
description: {"references": ["Allen, S. T., Jasechko, S., Berghuijs, W. R., Welker, J. M., Goldsmith, G. R., and Kirchner, J. W.: Global sinusoidal seasonality in precipitation isotopes, Hydrol. Earth Syst. Sci. Discuss., https://doi.org/10.5194/hess-2019-61, in review, 2019."]}
DOI: 10.25345/c56q10
title: MassIVE MSV000084058 - Global proteomic analyses of STING-positive and -negative macrophages reveal STING and non-STING differentially regulated cellular and molecular pathways
title: The STING signaling pathway plays important roles in many cancers, viral and bacterial infections, and autoimmune diseases. Understanding how STING mediates expression of many proteins in the host and bacterial cells can provide important clues about the biochemical processes, opening the door for the development of new therapies. Using STING KO cells, we were able to identify many differentially expressed proteins between the wild type and STING KO RAW macrophage. We identified proteins that were exclusively detected only in the wild type or only in the STING KO, as well as those that were comply identified but showed different levels of expressions between the two cell lines. This included several proteins that are known as potent biomarkers of various cancers and autoimmune diseases. Our data broaden the knowledge of proteins that are related to STING signaling, and may have identified novel proteins that have therapeutic value. This will require rigorous validation in the future studies. Many protein biomarkers can be regulated by post-translational modifications and protein-protein interactions. While beyond the scope of the current study, we note that methods are available at the Purdue Proteomics Facility for mapping post-translational modifications and protein-protein interactions. We envision this to be an exciting line of enquiry for us in the future.
DOI: 10.5281/zenodo.3267985
title: DWD European Weather 2

description: opendata.dwd.de - OpenData by Deutscher Wetter Dienst

Conditions: https://www.dwd.de/EN/service/copyright/copyright_node.html

dates and times are UTC.
DOI: 10.6073/pasta/779a60f33ed7691e873e53f536c7e821
title: Eight Mile Lake Research Watershed, Thaw Gradient: half-hourly soil moisture 2010-2018

description: In this larger study, we are asking the question: Is old carbon that comprises the bulk of the soil organic matter pool released in response to thawing of permafrost?  We are answering this question by using a combination of field and laboratory experiments to measure radiocarbon isotope ratios in soil organic matter, soil respiration, and dissolved organic carbon, in tundra ecosystems.  The objective of these proposed measurements is to develop a mechanistic understanding of the SOM sources contributing to C losses following permafrost thawing.  We are making these measurements at  an established tundra field site near Healy, Alaska in the foothills of the Alaska Range.  Field measurements  center on a natural experiment where permafrost has been observed to warm and thaw over the past several decades.  This area represents a gradient of sites each with a different degree of change due to permafrost thawing.  As such, this area is unique for addressing questions at the time and spatial scales relevant for change in arctic ecosystems.  This data set includes soil moisture intergrate over a 20cm soil profile at different locations within gradient of sites described.
DOI: 10.25919/5d1d49980d2ed
title: Parkes observations for project P885 semester 2019APRS_07

description: We propose to observe the magnetars 1E 1547.0-5408 and PSR J1622-4950
approximately weekly, to track their rotation, flux density, and
polarisation, as we have been doing through this project. As of
this week (8 Dec 2018), XTE J1810-197 is again a radio magnetar,
after 10 years dormant! (We have been observing it sporadically
during its low state waiting for such an event.) Its likely chaotic
rotation will be better tracked in detail elsewhere, but weekly
observations with the UWL receiver will provide unique measurements
of its radio spectrum and broad-band behaviour. Our observations
provide an important window into remarkably dynamic magnetar
magnetospheres, and characterise the conditions under which radio
emission takes place therein, placing constraints on the emission
mechanisms, which in at least some significant respects differ from
those of ordinary pulsars.
DOI: 10.6073/pasta/275492a4d552c5b4612f1aa42d88bc46
title: Interior Alaska long-term effects of climate and wildfire on permafrost soil temperature regimes: hourly data, 2013-2018

description: This dataset contains the hourly output from soil temperature sensors at depths from 5 to 150 cm . Three pairs of burned and unburned sites were instrumented in 2013 to measure permafrost temperature dynamics of the surface permafrost.
DOI: 10.18112/openneuro.ds002011.v1.0.0
title: Locus coeruleus activity strengthens prioritized memories under arousal
DOI: 10.7910/dvn/l3tsnx/9hadcw
title: res_lsbs_pp.xlsx

description: output file for difference in means and difference-in-differences estimations
DOI: 10.7910/dvn/l3tsnx/vzz429
title: HH_LSBS_13Feb2015_Eng.pdf

description: household questionnaire for Round 1 baseline
DOI: 10.5281/zenodo.3267316
title: H1N1 A/Netherlands/602/2009 challenge data to assess efficacy of universal flu candidates FL H1#2316 and UFV#4157

description: Purpose:<br>
This H1N1 A/Netherlands/602/2009 challenge was performed to assess if B- and T- cell subsets frequencies kinetics of mature B-cell subsets residing in the iliac lymph nodes after immunization, can predict the protective efficacy of the used immunization regimen this murine challenge model.

Method:<br>
We compared B and T cell subset frequencies between cohorts of mice subjected to immunization regimens inducing different levels of protection against lethal H1N1 influenza challenge. Naïve 8-weeks old mice were immunized three times, at days 0, 21 and 42 with different immunogens. One cohort of animals was vaccinated received a largely protective vaccine containing a high dose (30 µg) of a trimeric full-length H1 HA antigen (FL H1#2316) that provides heterologous protection against H1N1 A/Netherlands/602/2009 while a second cohort received a minimally protective vaccine containing a high dose (30 µg) of an HA stem-based monomeric antigen (UFV#4157) derived from FL H1#2316 To control for differences in immune responses related to the dose rather than intrinsically protective properties of the used immunization antigen, a lower but partiallly protective protective dose (0.3 µg) of FL H1#2316 was used for immunizations of a third cohort, while as a negative control for survival a fourth cohort was immunized with PBS only. All immunizations, including mock-immunizations with PBS, were adjuvanted with alum. To analyze cellular responses at early and late timepoints of GC reactions after prime or boost immunizations, 8 animals per cohort were sacrificed at 8 different timepoint (days 4, 7, 12, 19, 25, 28, 46 and 49). To assess the protective efficacy of the administered vaccine regimens, 10 animals per immunized cohort were challenged intranasally with a lethal dose of 25xLD50 H1N1 A/Netherlands/602/2009, heterologous to the parental H1 virus strain.<br>
<br>
Results:<br>
After influenza challenge we observed that high (30 µg) and low (0.3 µg) doses of FL H1#2316 conferred survival rates of 80% and 60% respectively, while a high dose (30 µg) of UFV#4157 failed to provide any protection. All the animals that received PBS immunization succumbed to the infection.

For further results regarding B and T cell expansion, please review the publication.
DOI: 10.5281/zenodo.3267317
title: H1N1 A/Netherlands/602/2009 challenge data to assess efficacy of universal flu candidates FL H1#2316 and UFV#4157

description: Purpose:<br>
This H1N1 A/Netherlands/602/2009 challenge was performed to assess if B- and T- cell subsets frequencies kinetics of mature B-cell subsets residing in the iliac lymph nodes after immunization, can predict the protective efficacy of the used immunization regimen this murine challenge model.

Method:<br>
We compared B and T cell subset frequencies between cohorts of mice subjected to immunization regimens inducing different levels of protection against lethal H1N1 influenza challenge. Naïve 8-weeks old mice were immunized three times, at days 0, 21 and 42 with different immunogens. One cohort of animals was vaccinated received a largely protective vaccine containing a high dose (30 µg) of a trimeric full-length H1 HA antigen (FL H1#2316) that provides heterologous protection against H1N1 A/Netherlands/602/2009 while a second cohort received a minimally protective vaccine containing a high dose (30 µg) of an HA stem-based monomeric antigen (UFV#4157) derived from FL H1#2316 To control for differences in immune responses related to the dose rather than intrinsically protective properties of the used immunization antigen, a lower but partiallly protective protective dose (0.3 µg) of FL H1#2316 was used for immunizations of a third cohort, while as a negative control for survival a fourth cohort was immunized with PBS only. All immunizations, including mock-immunizations with PBS, were adjuvanted with alum. To analyze cellular responses at early and late timepoints of GC reactions after prime or boost immunizations, 8 animals per cohort were sacrificed at 8 different timepoint (days 4, 7, 12, 19, 25, 28, 46 and 49). To assess the protective efficacy of the administered vaccine regimens, 10 animals per immunized cohort were challenged intranasally with a lethal dose of 25xLD50 H1N1 A/Netherlands/602/2009, heterologous to the parental H1 virus strain.<br>
<br>
Results:<br>
After influenza challenge we observed that high (30 µg) and low (0.3 µg) doses of FL H1#2316 conferred survival rates of 80% and 60% respectively, while a high dose (30 µg) of UFV#4157 failed to provide any protection. All the animals that received PBS immunization succumbed to the infection.

For further results regarding B and T cell expansion, please review the publication.
DOI: 10.21227/zgey-ca45
title: GSET Somi: A Game-Specific Eye Tracking Dataset for Somi

description: This is an eye tracking dataset of 84 computer game players who played the side-scrolling cloud game Somi. The game was streamed in the form of video from the cloud to the player. The dataset consists of 135 raw videos (YUV) at 720p with eye tracking data for both eyes (left and right). Male and female candidates were asked to play the game in front of a remote eye-tracking device. For each player, we recorded gaze points, video frames of the gameplay, and mouse and keyboard commands. For each video frame, a list of its game objects with their locations and sizes was also recorded. This data, synchronized with eye-tracking data, allows one to calculate the amount of attention that each object or group of objects draw from each player. This dataset can be used for designing and testing game-specific visual attention models.
DOI: 10.21227/4w61-ka60
title: UAV Attack Dataset

description: Hardware-in-the-loop simulation of MAVLink UAV. Simulation environment follows standard jMAVSim setup (https://dev.px4.io/v1.9.0/en/simulation/hitl.html#jmavsimgazebo-hitl-environment). Attacks are conducted against the UAV via serial connection. An autonomous survey flight is conducted over the University (~20min flight time). Full flight plan is located in the dataset package as "OTU-Survey.plan". PX4 Autopilot (https://px4.io) running on Pixhawk 4 flight controller. QGroundControl used for GCS (http://qgroundcontrol.com)Telemetry data is contained in TLOG files (https://ardupilot.org/copter/docs/common-mission-planner-telemetry-logs.html)Full flight data is contained in ULOG files (https://dev.px4.io/v1.9.0/en/log/ulog_file_format.html)CSVs are extracted from TLOGs. Examples of these attacks against the UAVs can be seen below (examples, not from recorded flights)Denial of Service:https://www.youtube.com/watch?v=npSBsSkWEHwGPS Spoofing:https://www.youtube.com/watch?v=Qw_Vo3FBw-c
DOI: 10.5519/qd.zh5hpkee
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (104 records)
DOI: 10.17632/36bbyb6zc9.1
title: Mathcad spreadsheets for Chemical Reaction Engineering

description: These Mathcad spreadsheets can be used for the design of chemical reactors involving multiple reactions.
DOI: 10.17638/datacat.liverpool.ac.uk/906
title: Single molecule vs large area design of molecular electronic devices incorporating an efficient 2-aminepyridine double anchoring group
DOI: 10.25919/5d1ddd98485bf
title: Parkes observations for project P860 semester 2019APRS_02

description: This is a request for observing time for the initial follow-up of pulsar discoveries from the low-latitude Galactic plane section of the HTRU survey (P630). We have now completed a first pass processing of the entire survey with our periodicity search algorithm as well as the partially-coherent segmented acceleration search pipeline, and have discovered 106 previously unknown pulsars. 
Interesting science can usually only be derived from a new pulsar after confirmation and a follow-up timing campaign is carried out. One year of initial timing is the minimum timespan required to fully characterise any newly-discovered pulsars, essential for deriving pulsar parameters such as the characteristic age, magnetic ?eld strength, spin-down rate, as well as to detect any unexpected behaviour of the pulsar which might result from emission instabilities. 
This follow-up timing project is necessary for following up on any interesting pulsar systems discovered from the HTRU Galactic plane survey. Since all of the pulsars on the observing list here are being followed-up for the first time, they will produce completely new and exciting results. In addition, this timing project will enable a large-scale examination of the Galactic plane pulsar population, exploring the true boundaries of pulsar parameter space.
DOI: 10.5258/soton/d0973
title: Dataset for paper: Full-Field Surface Pressure Reconstruction Using the Virtual Fields Method

description: Relevant data and code for paper 'Full-Field Surface Pressure Reconstruction Using the Virtual Fields Method' by R. Kaufmann, B. Ganapathisubramani, F. Pierron in Experimental Mechanics.Deflectometry, LDV, pressure transducer data.Data can be requested via http://library.soton.ac.uk/datarequest.
DOI: 10.5258/soton/d0997
title: Accounting and Auditing information of publicly listed companies in the U.S manufacturing industry

description: This dataset supports the thesis entitled 'Matching Supply and Demand in the Audit Market' by Wu.The data describes the basic financial information about the publicly listed companies in U.S. manufacturing industry and the audit-related information, including incumbent audit firm and audit fee. The data is collected from Compustat and Audit Analytics.
DOI: 10.5258/soton/d1000
title: Dataset for: Two-Dimensional Index Modulation for the Large-Scale Multi-User MIMO Uplink

description: This is the dataset supporting:  S. Lu, M. El-Hajjar and L. Hanzo, "Two-Dimensional Index Modulation for the Large-Scale Multi-User MIMO Uplink" in IEEE Transactions on Vehicular Technology.
This dataset contains the data used for producing Figures 3, 4, 5, 6, 7, 8, 9, 10, 11, 12.
DOI: 10.5281/zenodo.3268497
title: lingpy/language-island-paper: Source code and data accompanying the paper "Bangime: Secret Language, Language Isolate, or Language Island?"

description: This package offers source code and data for the forthcoming paper by Hantgan and List ""Bangime: Secret Language, Language Isolate, or Language Island?" by Hantgan and List "

If you use the code, please also cite the original paper:


Hantgan, Abbie and List, Johann-Mattis (forthcoming): Bangime. Secret language, language isolate, or language island? Journal of Language Contact.
DOI: 10.5445/ir/1000096042
title: Data from Figures and Tables from Umo et al. (2019), Atmos. Chem. Phys.
DOI: 10.5281/zenodo.3268725
title: wikidata-20180813-all.json.bz2

description: A copy of a dump which was available from WikiMedia: https://dumps.wikimedia.org/wikidatawiki/entities/
DOI: 10.5281/zenodo.3268724
title: wikidata-20180813-all.json.bz2

description: A copy of a dump which was available from WikiMedia: https://dumps.wikimedia.org/wikidatawiki/entities/
DOI: 10.18112/openneuro.ds002012.v1.0.0
title: npngtest
DOI: 10.5519/qd.wund60tm
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (13 records)
DOI: 10.25405/data.ncl.8429138.v1
title: transient absorption spectroscopy of porphyrins 1-3

description: transient absorption spectroscopy of porphyrins 1-3 in the presence and in the absence of cheno, in solution and absorbed on NiO semiconductor.
DOI: 10.5281/zenodo.3268501
title: PPG Diary 1 Study Data

description: The following data are provided from the PPG Diary 1 Study. <em>Definition: PPG - photoplethysmogram</em> <strong>Versions:</strong> <strong>Preliminary Subsets v.0.1: </strong>Three subsets are provided: (i) a one-hour recording of simultaneous red and infrared PPG signals; (ii) a one-minute recording of infrared PPG signal; (iii) a recording of a single pulse wave, acquired using infrared PPG. Each recording was acquired from the same subject during sleep. The recordings are provided in Matlab ® format. <strong>Further Information</strong> Further information of the PPG Diary Project, and the data provided here, is available at: https://peterhcharlton.github.io/ppg-diary/
DOI: 10.5281/zenodo.3268513
title: Data for Morphological analysis of chiral rod clusters from a coarse-grained single-site chiral potential

description: Data relating to the paper 'Morphological analysis of chiral rod clusters from a coarse-grained single-site chiral potential'. See the README for details.
DOI: 10.5281/zenodo.3268514
title: Data for Morphological analysis of chiral rod clusters from a novel coarse-grained chiral potential

description: Data relating to the paper 'Morphological analysis of chiral rod clusters from a novel coarse-grained chiral potential'. See the README for details.
DOI: 10.5445/ir/1000096061
title: Implementation of the Attacks on the BM-FssAgg and AR-FssAgg Signature Schemes

description: This publication contains the implementation of the attacks on the BM-FssAgg and AR-FssAgg cryptographic signature schemes.
These attacks were published and presented at the Financial Cryptography Conference 2017.
DOI: 10.5061/dryad.pd5hh46/1
title: Dryad

description: Data on brain mass and body mass for 175 non-avian reptiles and 934 bird species used in Font et al. (2019)