cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.3727716
title: Dataset of fish vertebrae compression experiments

description: This dataset corresponds to the manuscript "<em>Compression and digestion as agents of vertebral deformation in fish: tools to interpret<br> paleontological and archaeological assemblages</em>" by Frontini, Romina, Roselló-Izquierdo, Eufrasia, Morales-Muñiz, Arturo, Denys, Christiane, Guillaud, Émilie, Fernández-Jalvo, Yolanda, Pesquero-Fernández, María Dolores. The article is in process of revision. In this study, the deformation of fish vertebrae due to uniaxial forces is experimentally assessed. Specifically, we report the effects of lateral compaction on fish vertebrae. The aims of the study were: 1) to gain an understanding of compression exerted on the vertebrae from three teleost families of archaeozoological and paleontological relevance (Sciaenidae, Merlucidae, Gadidae), 2) to characterize the nature of alterations on vertebral body due to uniaxial compression under dry and hydrated conditions, and 3) to determine variations of the compression effects on dry and hydrated specimens.
DOI: 10.5281/zenodo.3728058
title: Corpus metadata "Features of Timelessness" project

description: This is the meta data of a full text corpus belonging to a paper accepted at the ADHO Digital Humanities Conference 2020 (https://dh2020.adho.org/)
DOI: 10.5258/soton/d1273
title: Dataset for: Photodissociation dynamics of CH3I probed via multiphoton ionisation photoelectron spectroscopy

description: Dataset relevant to: Warne, Emily M. (2019). Photodissociation dynamics of CH3I probed via multiphoton ionisation photoelectron spectroscopy. Physical Chemistry Chemical Physics 21, 11142-11149. DOI:10.1039/C9CP01477B
DOI: 10.5281/zenodo.3727715
title: Dataset of fish vertebrae compression experiments

description: This dataset corresponds to the manuscript "<em>Compression and digestion as agents of vertebral deformation in fish: tools to interpret<br> paleontological and archaeological assemblages</em>" by Frontini, Romina, Roselló-Izquierdo, Eufrasia, Morales-Muñiz, Arturo, Denys, Christiane, Guillaud, Émilie, Fernández-Jalvo, Yolanda, Pesquero-Fernández, María Dolores. The article is in process of revision. In this study, the deformation of fish vertebrae due to uniaxial forces is experimentally assessed. Specifically, we report the effects of lateral compaction on fish vertebrae. The aims of the study were: 1) to gain an understanding of compression exerted on the vertebrae from three teleost families of archaeozoological and paleontological relevance (Sciaenidae, Merlucidae, Gadidae), 2) to characterize the nature of alterations on vertebral body due to uniaxial compression under dry and hydrated conditions, and 3) to determine variations of the compression effects on dry and hydrated specimens.
DOI: 10.17632/3j5hxrckty.1
title: Changes in Wnt-dependent neuronal morphology underlie the anatomical diversification of neocortical homologues in amniotes

description: The raw data of quantifications described in Nomura et al. Cell Reports 2020.
DOI: 10.15468/l9u4vg
title: Do Nymphs Of The Treehopper Stictolobus Minutus (Funkhouser) (Hemiptera: Membracidae) Specialize On Grasses?

description: This dataset contains the digitized treatments in Plazi based on the original journal article A. G. Wheeler, Jr., Rothschild, Mark J. (2020): Do Nymphs Of The Treehopper Stictolobus Minutus (Funkhouser) (Hemiptera: Membracidae) Specialize On Grasses? PROC. ENTOMOL. SOC. WASH 122 (1): 211-234, DOI: 10.4289/0013-8797.122.1.211
DOI: 10.17632/w4nft4459w.2
title: SModelS v1.2: Long-lived particles, combination of signal regions, and other novelties

description: SModelS is an automatized tool enabling the fast interpretation of simplified model results from the LHC within any model of new physics respecting a Z_2 symmetry. With the version 1.2 we announce several new features. First, previous versions were restricted to missing energy signatures and assumed prompt decays within each decay chain. SModelSv1.2 considers the lifetime of each Z_2-odd particle and appropriately takes into account missing energy, heavy stable charged particle and R-hadron signatures. Second, the current version allows for a combination of signal regions in efficiency map results whenever a covariance matrix is available from the experiment. This is an important step towards fully exploiting the constraining power of efficiency map results. Several other improvements increase the user-friendliness, such as the use of wildcards in the selection of experimental results, and a faster database which can be given as a URL. Finally, smodelsTools provides an interactive plots maker to conveniently visualize the results of a model scan.
DOI: 10.15468/sd1znj
title: Global Register of Introduced and Invasive Species - Saint Martin (French part)

description: The Global Register of Introduced and Invasive Species (GRIIS) presents validated and verified checklists of introduced (alien) and invasive alien species at the country, territory, and associated island level. The primary intention of GRIIS is to provide checklists for countries, islands and soon also for protected areas. Checklists are living entities, especially for biological invasions given the growing nature of the problem. GRIIS checklists are based on a published methodology and supported by the Integrated Publishing Tool that jointly enable ongoing improvements and updates to expand their taxonomic coverage and completeness. Phase 1 of the project focused on developing validated and verified checklists of countries that are Party to the Convention on Biological Diversity (CBD). Phase 2 which is on-going, aims to achieve global coverage including non-party countries and all overseas territories of countries e.g. Netherlands, France and United Kingdom. Species belonging to all Kingdoms are covered as well as occurring in all environment/systems. Country/ Territory/ Island checklists are reviewed and verified by networks of country or species experts. Verified checklists/ species records as well as those under review are presented on the online GRIIS website (www.griis.org) in addition to being published through the GBIF IPT This annotated checklist is of introduced (alien) and invasive alien species known to occur in Saint Martin, an overseas territorial collectivity of France
DOI: 10.5281/zenodo.3728078
title: Deep reinforcement learning for the control of microbial co-cultures in bioreactors

description: Data for the figures in the paper:<br> https://www.biorxiv.org/content/10.1101/457366v2<br> (in press PLoS Comp Biol.) Abstract:<br> Multi-species microbial communities are widespread in natural ecosystems. When employed for biomanufacturing, engineered synthetic communities have shown increased productivity in comparison with monocultures and allow for the reduction of metabolic load by compartmentalising bioprocesses between multiple sub-populations. Despite these benefits, co-cultures are rarely used in practice because control over the constituent species of an assembled community has proven challenging. Here we demonstrate, in silico, the efficacy of an approach from artificial intelligence – reinforcement learning – for the control of co-cultures within continuous bioreactors. We confirm that feedback via reinforcement learning can be used to maintain populations at target levels, and that model-free performance with bang-bang control can outperform a traditional proportional integral controller with continuous control, when faced with infrequent sampling. Further, we demonstrate that a satisfactory control policy can be learned in one twenty-four hour experiment by running five bioreactors in parallel. Finally, we show that reinforcement learning can directly optimise the output of a co-culture bioprocess. Overall, reinforcement learning is a promising technique for the control of microbial communities.
DOI: 10.5281/zenodo.3728079
title: Deep reinforcement learning for the control of microbial co-cultures in bioreactors

description: Data for the figures in the paper:<br> https://www.biorxiv.org/content/10.1101/457366v2<br> (in press PLoS Comp Biol.) Abstract:<br> Multi-species microbial communities are widespread in natural ecosystems. When employed for biomanufacturing, engineered synthetic communities have shown increased productivity in comparison with monocultures and allow for the reduction of metabolic load by compartmentalising bioprocesses between multiple sub-populations. Despite these benefits, co-cultures are rarely used in practice because control over the constituent species of an assembled community has proven challenging. Here we demonstrate, in silico, the efficacy of an approach from artificial intelligence – reinforcement learning – for the control of co-cultures within continuous bioreactors. We confirm that feedback via reinforcement learning can be used to maintain populations at target levels, and that model-free performance with bang-bang control can outperform a traditional proportional integral controller with continuous control, when faced with infrequent sampling. Further, we demonstrate that a satisfactory control policy can be learned in one twenty-four hour experiment by running five bioreactors in parallel. Finally, we show that reinforcement learning can directly optimise the output of a co-culture bioprocess. Overall, reinforcement learning is a promising technique for the control of microbial communities.
DOI: 10.5519/qd.wp3myghb
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1001 records)
DOI: 10.17632/syc95yrykn.3
title: Experimental data of low frequency complex conductivity measurement during bacterial growth and biofilm formation in sands

description: This datasheet comprises measured complex conductivity results during spectral induced polarization test for bio-treated sand and data points shown in figures in "Relaxation behavior in low frequency complex conductivity during bacterial growth and biofilm formation in sands"
DOI: 10.17632/xphn7c7scs.1
title: Degradation of Small Simple and Large Complex Lunar Craters: Not a Simple Scale-dependence

description: We simulated the surface evolution for a pre-Nectarian surface unit and found that relative to their size, large complex craters are less destructive to the surrounding terrain than small simple craters. The data is structured as follows: 01_CTEM_Outputs - .dat files in which the craters from the simulations are stored - Python script to convert the .dat files to shapefiles 02_Shapefiles_From_CTEM_Outputs - Shapefiles in which the craters from the simulations are stored - Shapefile of the surrounding area (created manually) 03_CSFD_Measurements - A modified version of CSFD Tools to conduct Cartesian crater size-frequency distribution measurements - .scc files which contain the results from the Traditional Crater Counting and Non-sparseness Correction techniques (for further analysis in Craterstats) 04_Crater_Statistics - .stat files which contain crater size-frequency distribution statistics (obtained from the Craterstats software) 05_Crater_Equilibrium - simplified .stat files which contain cumulative number density information - Python script to fit a power law function to the simplified .stat files 06_Geometric_Saturation_Levels - .stat files which contain crater size-frequency distribution statistics (obtained from the Craterstats software) - Python script to calculate geometric saturation levels from .stat files - .txt files containing geometric satration levels Data by Orgel et al. (2018) are availiable here: http://www.planet.geo.fu-berlin.de/Orgel_etal_2017_Lunar_basins.zip
DOI: 10.5519/qd.7zld69td
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (9 records)
DOI: 10.17632/5sk2ps2d23.1
title: Input data for ‘A memetic algorithm based on reformulation local search for minimum sum-of-squares clustering in networks’

description: This data includes all the input data for the test instances used in the experiments. The input data consists of three sets of benchmarks including OR-Lib set (40 graphs), TSP-Lib set (20 graphs) and University of Florida Sparse Matrix Collection (3 graphs) .
DOI: 10.5281/zenodo.3728117
title: QC_execution_time

description: Quantum Chemistry execution time for PSI4
DOI: 10.15468/5c7tjh
title: First record to Brazil of one genera and seven species of Psychodidae (Diptera) with further new records for 10 countries on the Neotropics

description: This dataset contains the digitized treatments in Plazi based on the original journal article Cordeiro, Danilo Pacheco (2020): First record to Brazil of one genera and seven species of Psychodidae (Diptera) with further new records for 10 countries on the Neotropics. Pap. Avulsos Zool. 60: 1-10, DOI: 10.11606/1807-0205/2020.60.02
DOI: 10.17632/2pzvmnb2km.1
title: Dataset of Vietnamese Student's Learning Habit during School Closure due to Covid-19 Pandemic

description: The dataset was constructed to examine Vietnamese student’s learning habit during the school suspension time due to the novel coronavirus - SARS-CoV-2 (Covid-19), responds to the call of open research to prevent potential effects of coronavirus (Elsevier, 2020). The questionnaires were spread over a network of educational communities on Facebook from 7th to 28th of February 2020. Using the snowball sampling method, researchers delivered the survey to teachers and parents to confirm the consent form before they forward it to their students and children. In order to measure the influence of student’s socioeconomic status and occupational aspirations over their learning habit during school closure, the survey includes three major groups of questions: (1) Individual demographic, includes family socioeconomic status, school types, and occupational aspirations; (2) Student’s learning habits, include hours of learning before and during school suspension time, with and without other people’s support; and (3) Student’s perception on self-learning during the disease. There was a total of 920 clicks on the survey link, but only 460 responses with consent form were received. The incurable answers (e.g., year of birth is before 2009, more than 20 hours of learning per day, etc.) have been eliminated. Finally, the dataset includes 424 valid observations.
DOI: 10.17632/4r2wh55562.1
title: Resultados detalhados das categorias avaliadas com o Total Validator

description: Resultados da avaliação automática realizada com a ferramenta Total Validator
DOI: 10.17632/j9427wpggx.3
title: Data regarding: Seasonal variations in macrophages/microglia underlie changes in the mouse model of multiple sclerosis severity
DOI: 10.5281/zenodo.3728119
title: QC_execution_time

description: Quantum Chemistry execution time for PSI4
DOI: 10.21227/51ff-tz72
title: MARKETING AND PROJECTS

description: In recent decades, project management has become more permeable to influences from other areas of knowledge, such as marketing. This influence led to project-based companies becoming market-oriented in their projects to achieve more success. However, the convergence of project management and marketing is still controversial. This study aims to assess the relationship between the vision of marketing, through conscious and unconscious processes, and its influence on the success of projects. Forty-five professionals working on projects were interviewed. The results provide evidence of a positive and significant influence of conscious and unconscious processes on project success. Additional tests also revealed that these processes act independently, and affect other variables, such as the training of a project team, enhancing the project’s success.
DOI: 10.15468/kdaee8
title: A New Genus And Species Of Orsillinae (Heteroptera: Lygaeoidea: Lygaeidae) From Argentina, ...

description: This dataset contains the digitized treatments in Plazi based on the original journal article Dellapé, Pablo M., Henry, Thomas J., Pmd (2020): A New Genus And Species Of Orsillinae (Heteroptera: Lygaeoidea: Lygaeidae) From Argentina, ... PROC. ENTOMOL. SOC. WASH 122 (1): 55-62, DOI: 10.4289/0013-8797.122.1.55
DOI: 10.5281/zenodo.3728256
title: The BIOICE station and sample list: revised compilation, March 2020.

description: Detailed information on samples and sampling locations of the BIOICE project, which objective is to explore biodiversity of benthic invertebrate species within the 200-mile economic zone of Iceland.
DOI: 10.21227/bk7x-3z68
title: ASOT

description: This dataset is used for arbitrary-orientation scene text detection, recognition and spotting.
DOI: 10.21227/dh8x-jk27
title: ASOT

description: This dataset is used for arbitrary-orientation scene text detection, recognition and spotting.
DOI: 10.5281/zenodo.3728236
title: Summarizing the state of the terrestrial biosphere in few dimensions

description: This repository contains the data and a docker container to reproduce the analysis in Kraemer, G., Camps-Valls, G., Reichstein, M., & Mahecha, M. D. (2020). Summarizing the state of the terrestrial biosphere in few dimensions. <em>Biogeosciences</em>, <em>17</em>(9), 2397–2424. https://doi.org/10.5194/bg-17-2397-2020 If you use this data and/or code, please cite the paper. This dataset is a subset of the DataCube v1.0.0 (https://www.earthsystemdatacube.net) plus a the FAPAR_tip dataset from DataCube v1.0.2 The code to reproduce the analysis can also be found in http://doi.org/10.5281/zenodo.3733783 and https://github.com/gdkrmr/summarizing_the_state_of_the_biosphere To run the docker container, import the container, extract the data, run the command below, and open your web browser to access the jupyter server. Modify the command below as necessary, for details please consult the documentation for docker and jupyter: PORT=8333<br> IP=0.0.0.0<br> docker run -it \<br> -v /path/to/data/low-res/:/home/science/summarizing_biosphere/data \<br> -v /path/to/results_and_temporary_files/:/home/science/summarizing_biosphere/results \<br> -p $PORT:$PORT \<br> summarizing_biosphere \<br> /home/science/.julia/conda/3/bin/jupyter \<br> notebook \<br> --port=$PORT \<br> --ip=$IP \<br> --no-browser
description: {"references": ["Kraemer, G., Camps-Valls, G., Reichstein, M., & Mahecha, M. D. (2020). Summarizing the state of the terrestrial biosphere in few dimensions. Biogeosciences, 17(9), 2397\u20132424. https://doi.org/10.5194/bg-17-2397-2020"]}
DOI: 10.5281/zenodo.3728237
title: Summarizing the state of the terrestrial biosphere in few dimensions

description: The dataset belonging to the publication Kraemer et al. 2020 "Summarizing the state of the terrestrial biosphere in few dimensions" Biogeosciences. This dataset is a subset of the DataCube v1.0.0 (https://www.earthsystemdatacube.net) plus a the FAPAR_tip dataset from DataCube v1.0.2
description: {"references": ["Mahecha, M. D., Gans, F., Brandt, G., Christiansen, R., Cornell, S. E., Fomferra, N., Kraemer, G., Peters, J., Bodesheim, P., Camps-Valls, G., Donges, J. F., Dorigo, W., Estupinan-Suarez, L. M., Gutierrez-Velez, V. H., Gutwin, M., Jung, M., Londo\u00f1o, M. C., Miralles, D. G., Papastefanou, P., & Reichstein, M. (2020). Earth system data cubes unravel global multivariate dynamics. Earth System Dynamics, 11(1), 201\u2013234. https://doi.org/10.5194/esd-11-201-2020"]}
DOI: 10.21227/xs7t-h273
title: Corona Virus (COVID-19) Tweets Dataset

description: Tweets Counter: 10,015,015This dataset includes CSV files which contain the tweet IDs. The tweets have been collected by the LSTM model deployed here at sentiment.live. The model monitors the real-time Twitter feed for corona virus-related tweets. As per the Twitter Developer Policy, it is not possible for me to provide information other than the Tweet IDs (this dataset has been completely re-designed on March 20, 2020, to comply with data sharing policies set by Twitter). Note: This dataset should be solely used for non-commercial research purpose (ignore every other LICENSE category given in this page).Schema of the CSV files: First column: tweet ID, Second column: Sentiment score for the particular tweet.Files details (time: GMT+5:45):corona_tweets_01.csv: 831,327 tweets (March 20, 2020 1:37 AM - March 20, 2020 10:28 AM)corona_tweets_02.csv: 870,924 tweets (March 20, 2020 10:31 AM - March 20, 2020 9:43 PM)corona_tweets_03.csv: 773,729 tweets (March 20, 2020 9:49 PM - March 21, 2020 9:25 AM)corona_tweets_04.csv: 1,233,340 tweets (March 21, 2020 9:27 AM - March 22, 2020 7:46 AM)corona_tweets_05.csv: 1,782,157 tweets (March 22, 2020 7:50 AM - March 23, 2020 9:08 AM)corona_tweets_06.csv: 1,771,295 tweets (March 23, 2020 9:11 AM - March 24, 2020 11:35 AM)corona_tweets_07.csv: 1,479,651 tweets (March 24, 2020 11:42 AM - March 25, 2020 11:43 AM)corona_tweets_08.csv: 1,272,592 tweets (March 25, 2020 11:47 AM - March 26, 2020 12:46 PM)To make it easy for the NLP researchers to get access to the sentiment analysis of each collected tweet, the sentiment score out of TextBlob [1] has been appended as the second column. New databases will be added to this dataset every day. Bookmark this page for further updates. [1] https://textblob.readthedocs.io/en/dev/
DOI: 10.18739/a2z31np3j
title: Northwestern Arctic Alaska beaver dam locations, northern Baldwin Peninsula region, 2010-2019

description: Arctic landscapes are in a state of transition due to changes in climate occurring during both the summer and winter seasons. Scattered observations indicate that beavers (Castor canadensis) have moved from the forest into tundra areas during the last 20 years, likely in response to broader physical and ecosystem changes occurring in Arctic and Boreal regions. The implications of beaver inhabitation in the Arctic and Boreal are unique relative to other ecosystems due to the presence of permafrost and its vulnerability associated with beaver dams and inundation. Our study specifically examines the role of beavers in controlling surface water dynamics and related thermokarst development in low Arctic tundra regions. We mapped the number of beaver dams visible in sub-meter resolution satellite images acquired between 2002 and 2019 for a 100 square kilometer study area (12 years of imagery) near Kotzebue, Alaska and a 430 square kilometer study area (3 years of imagery) encompassing the entire northern Baldwin Peninsula, Alaska. We show that during the last two decades beaver-driven ecosystem engineering is responsible for the majority of surface water area changes and inferred thermokarst development in the study area. This has implications for interpreting surface water area changes and thermokarst dynamics in other Arctic and Boreal regions that may also result from beaver dam building activities. This geospatial dataset provides the location of beaver dams in a 430 square kilometer study area encompassing the entire northern Baldwin Peninsula, Alaska. The location of beaver dams were manually digitized using sub-meter resolution satellite imagery mosaics for the years 2010, 2013, and 2019.