cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.4889975
title: Zanim

description: Zanim ('zero-shot animals') is a dataset specifically designed to benchmark few-shot and multi-modal image classification; each animal in the dataset has a succinct description of its appearance, and, as a result, it is desirable to create models that can leverage this information to improve few (or zero)-shot image-classification. 'data.gz' - contains all the images of the dataset including the file structure specified in the json 'am3.pth.tar' - a checkpointed version of the AM3 model used in our research 'fumi.pth.tar' - a checkpoint of the FuMI model used in our research 'cropped-images-integers.hdf5' - cropped and downscaled images (128x128) ideal for viewing in a notebook 'image-embedding-resnet-152.hdf5' - embeddings of each image in the dataset using a resnet-152 model 'zanim.json' - a json file containing the descriptions and additional information required for modelling
DOI: 10.5281/zenodo.4889974
title: Zanim

description: Zanim ('zero-shot animals') is a dataset specifically designed to benchmark few-shot and multi-modal image classification; each animal in the dataset has a succinct description of its appearance, and, as a result, it is desirable to create models that can leverage this information to improve few (or zero)-shot image-classification. 'data.gz' - contains all the images of the dataset including the file structure specified in the json 'am3.pth.tar' - a checkpointed version of the AM3 model used in our research 'fumi.pth.tar' - a checkpoint of the FuMI model used in our research 'cropped-images-integers.hdf5' - cropped and downscaled images (128x128) ideal for viewing in a notebook 'image-embedding-resnet-152.hdf5' - embeddings of each image in the dataset using a resnet-152 model 'zanim.json' - a json file containing the descriptions and additional information required for modelling
DOI: 10.25422/azu.data.12904412
title: Data and code for 'Improved estimation of foliar nitrogen revealed through cross-site airborne imaging spectroscopy'

description: Dataset contains code and data used in analysis for paper titled “Improved estimation of foliar nitrogen revealed through cross-site airborne imaging spectroscopy”.<br>Data was downloaded from the National Ecological Observatory Network (NEON) data portal (https://data.neonscience.org) and includes sites where airborne hyperspectral data was collected in conjunction with foliar chemistry sampling from 2016-2018.<br>Data was analyzed with code included in the "code" folder.<br><br><i>For inquiries regarding the contents of this dataset, please contact the Corresponding Author listed in the README.txt file. Administrative inquiries (e.g., removal requests, trouble downloading, etc.) can be directed to data-management@arizona.edu</i><br>
DOI: 10.25422/azu.data.12904412.v1
title: Data and code for 'Improved estimation of foliar nitrogen revealed through cross-site airborne imaging spectroscopy'

description: Dataset contains code and data used in analysis for paper titled “Improved estimation of foliar nitrogen revealed through cross-site airborne imaging spectroscopy”.<br>Data was downloaded from the National Ecological Observatory Network (NEON) data portal (https://data.neonscience.org) and includes sites where airborne hyperspectral data was collected in conjunction with foliar chemistry sampling from 2016-2018.<br>Data was analyzed with code included in the "code" folder.<br><br><i>For inquiries regarding the contents of this dataset, please contact the Corresponding Author listed in the README.txt file. Administrative inquiries (e.g., removal requests, trouble downloading, etc.) can be directed to data-management@arizona.edu</i><br>
DOI: 10.5281/zenodo.4898118
title: Data Science in Undergraduate Life Science Education: A Need for Instructor Skills Training - Associated data and code

description: The following files are the data set and code for analysis and visualization associated with the manuscript "Data Science in Undergraduate Life Science Education: A Need for Instructor Skills Training."
DOI: 10.5281/zenodo.4898117
title: Data Science in Undergraduate Life Science Education: A Need for Instructor Skills Training - Associated data and code

description: The following files are the data set and code for analysis and visualization associated with the manuscript "Data Science in Undergraduate Life Science Education: A Need for Instructor Skills Training."
DOI: 10.6084/m9.figshare.14724828.v1
title: SSR genotypes.xls

description: Genotype of the 33 accessions for each of the 24 microsatellite loci
DOI: 10.5281/zenodo.848645
title: Files for Australian Language Locations

description: These files give locations of Australian Aboriginal and Torres Strait Islander languages, as far as can be determined, as of European settlement. Subgroup polygons for Pama-Nyungan, family polygons for Australian language families, language polygons, and centroid coordinates. List of languages with subgroup information, glottocodes, ISO-639 codes, AIATSIS codes, and chirila holdings. Funded by NSF grants BCS-0844551 and BCS-1423711. Boundaries are approximate and the maps are not suitable for use as evidence in Native Title claims. This work is part of the Chirila project (pamanyungan.net). The files are in QGIS format with .kml export (suitable for viewing in google earth).
description: subject to change.
DOI: 10.6084/m9.figshare.14724828.v2
title: DATA from: Chloroplastic and nuclear diversity of endemic Prunus armeniaca L. species in the oasis agroecosystems

description: Genotype of the 33 accessions for each of the 24 microsatellite loci
DOI: 10.5281/zenodo.4895418
title: Supplementary Information for "The Effect of Hartree-Fock Exchange on Scaling Relations and Reaction Energetics for C–H Activation Catalysts"

description: Coordinates and total electronic energies of all structures used in this work, codes used to compute reaction energies and corresponding linearized exchange sensitivities, reference molecule energetics by Hartree-Fock exchange fraction, Hartree-Fock exchange dependent reaction energies by catalyst, and linearized exchange sensitivities of reaction energies, and spin splitting energetics of intermediates.
DOI: 10.5281/zenodo.4895417
title: Supplementary Information for "The Effect of Hartree-Fock Exchange on Scaling Relations and Reaction Energetics for C–H Activation Catalysts"

description: Coordinates and total electronic energies of all structures used in this work, codes used to compute reaction energies and corresponding linearized exchange sensitivities, reference molecule energetics by Hartree-Fock exchange fraction, Hartree-Fock exchange dependent reaction energies by catalyst, and linearized exchange sensitivities of reaction energies, and spin splitting energetics of intermediates.
DOI: 10.6084/m9.figshare.14727450
title: TAble s1 Various pre- and post-natal supplements and food products serve the ω-3PUFA needs of mothers

description: Supplemental table S1 from paper Ganesan, B., C. Brothersen and D.J. McMahon. 2013. Fortification of cheese with vitamin D. Chapter 40 in Handbook of Cheese in Health: Production, nutrition and medical sciences, Human Health Handbooks, Volume 60. V. R. Preedy, R. Ross Watson and V. B. Patel, eds. doi.org/10.3920/978-90-8686-766-0_40
DOI: 10.6084/m9.figshare.14727450.v1
title: TAble s1 Various pre- and post-natal supplements and food products serve the ω-3PUFA needs of mothers

description: Supplemental table S1 from paper Ganesan, B., C. Brothersen and D.J. McMahon. 2013. Fortification of cheese with vitamin D. Chapter 40 in Handbook of Cheese in Health: Production, nutrition and medical sciences, Human Health Handbooks, Volume 60. V. R. Preedy, R. Ross Watson and V. B. Patel, eds. doi.org/10.3920/978-90-8686-766-0_40
DOI: 10.6084/m9.figshare.14727231.v1
title: A multi-sensor and cross-session human gait dataset captured through an optical system and inertial measurement units

description: This multi-sensor gait dataset comprises inertial and optical motion data from 25 subjects free of lower-limb injury, aged between 18 and 47 years. A smartphone and an IMU were attached to one of the subject's legs to capture accelerometer data, and 42 reflexive markers were taped over the whole body to record three-dimensional trajectories. The participants were instructed to walk on a straight-level walkway at their normal pace. Ten trials for each participant were recorded and preprocessed in each of two sessions, performed on different days. This amounts to 500 trials of three-dimensional trajectories, 500 trials of accelerations from the IMU, and 500 trials of accelerations from the smartphone.
DOI: 10.6084/m9.figshare.14727471
title: 1 lexico-all.txt

description: Data set of lexical abailability of emotions and technologies in Salamanca format.<br>
DOI: 10.6084/m9.figshare.14727471.v1
title: 1 lexico-all.txt

description: Data set of lexical abailability of emotions and technologies in Salamanca format.<br>
DOI: 10.5281/zenodo.4898227
title: NERSC Cori Power Consumption - 2020

description: This dataset contains the power consumption data for NERSC Cori for the calendar year 2020. It also has the job power consumption data for the ten most frequently running Cori applications. The source code, input datasets, and instructions can be used to reproduce the analyses described and presented in the Cori power prediction paper.
DOI: 10.5281/zenodo.4898226
title: NERSC Cori Power Consumption - 2020

description: This dataset contains the power consumption data for NERSC Cori for the calendar year 2020. It also has the job power consumption data for the ten most frequently running Cori applications. The source code, input datasets, and instructions can be used to reproduce the analyses described and presented in the Cori power prediction paper.
DOI: 10.5281/zenodo.4755743
title: Material complementario - Archivos SIG

description: Material complementario de la tesis "Las fortificaciones de la Alpujarra Alta desde la Arqueología de la Arquitecura y del Paisaje"
DOI: 10.5281/zenodo.4755742
title: Material complementario - Archivos SIG

description: Material complementario de la tesis "Las fortificaciones de la Alpujarra Alta desde la Arqueología de la Arquitecura y del Paisaje"
DOI: 10.5281/zenodo.4764803
title: Material complementario - Cultura material

description: Material complementario de la tesis "Las fortificaciones de la Alpujarra Alta desde la Arqueología de la Arquitecura y del Paisaje"
DOI: 10.15468/ve2ej7
title: A new subspecies of the mantis Hierodula patellifera (Mantodea: Mantidae) from the Daito Islands, the Ryukyus, Japan

description: This dataset contains the digitized treatments in Plazi based on the original journal article Oshima, Kazuyuki (2021): A new subspecies of the mantis Hierodula patellifera (Mantodea: Mantidae) from the Daito Islands, the Ryukyus, Japan. Journal of Orthoptera Research 30 (1): 95-98, DOI: http://dx.doi.org/10.3897/jor.30.62022, URL: http://dx.doi.org/10.3897/jor.30.62022
DOI: 10.15468/mu57gr
title: Revision of the tusked bush-crickets (Tettigonioidea: Pseudophyllinae: Dicranostomus) with description of the hitherto unknown sexes

description: This dataset contains the digitized treatments in Plazi based on the original journal article Heller, Klaus-Gerhard, Helb, Matthias (2021): Revision of the tusked bush-crickets (Tettigonioidea: Pseudophyllinae: Dicranostomus) with description of the hitherto unknown sexes. Journal of Orthoptera Research 30 (1): 87-94, DOI: http://dx.doi.org/10.3897/jor.30.62170, URL: http://dx.doi.org/10.3897/jor.30.62170
DOI: 10.15468/geq42j
title: Two new rare species of Candolleomyces with pale spores from China

description: This dataset contains the digitized treatments in Plazi based on the original journal article Bau, Tolgor, Yan, Jun-Qing (2021): Two new rare species of Candolleomyces with pale spores from China. MycoKeys 80: 149-161, DOI: http://dx.doi.org/10.3897/mycokeys.80.67166, URL: http://dx.doi.org/10.3897/mycokeys.80.67166
DOI: 10.15468/t3npyn
title: Three new Melanoleuca species (Agaricales, Basidiomycota) from north-eastern China, supported by morphological and molecular data

description: This dataset contains the digitized treatments in Plazi based on the original journal article Pei, Ying, Guo, Hong-Bo, Liu, Tie-Zhi, Qin, Wei-Qiang, Zhao, Di, Qi, Xiao-Jian, Yu, Xiao-Dan (2021): Three new Melanoleuca species (Agaricales, Basidiomycota) from north-eastern China, supported by morphological and molecular data. MycoKeys 80: 133-148, DOI: http://dx.doi.org/10.3897/mycokeys.80.64369, URL: http://dx.doi.org/10.3897/mycokeys.80.64369
DOI: 10.15468/fkg3c3
title: Corrigendum: Pykaelae J, Kantelinen A, Myllys L (2020) Taxonomy of Verrucaria species characterised by large spores, perithecia leaving pits in the rock and a pale thin thallus in Finland. MycoKeys 72: 43 - 92. https: // doi. org / 10.3897 / mycokeys. 72.56223

description: This dataset contains the digitized treatments in Plazi based on the original journal article Pykaelae, Juha, Kantelinen, Annina, Myllys, Leena (2021): Corrigendum: Pykaelae J, Kantelinen A, Myllys L (2020) Taxonomy of Verrucaria species characterised by large spores, perithecia leaving pits in the rock and a pale thin thallus in Finland. MycoKeys 72: 43 - 92. https: // doi. org / 10.3897 / mycokeys. 72.56223. MycoKeys 80: 163-164, DOI: http://dx.doi.org/10.3897/mycokeys.80.67870, URL: http://dx.doi.org/10.3897/mycokeys.80.67870
DOI: 10.3886/e119446v97
title: COVID-19 US State Policy Database

description: For questions or comments about the database please contact:<br>Alexandra Skinner <br>skinnera@bu.edu <br>Research Fellow & Database Manager<br>Department of Health Law, Policy & Management <br>Boston University School of Public Health<br><br>Database of state policies on closures, shelter-in-place orders, housing protections, changes to Medicaid and SNAP, physical distancing closures, reopening, and more created by researchers at the Boston University School of Public Health. Policies included are state-wide directives or mandates, not guidance or recommendations. In order for a policy to be included, it must apply to the entire state. We are working quickly to go through state government websites to make the policy database as complete and accurate as possible in a rapidly changing policy context. If you use data on a given policy, we encourage you to triangulate based on additional sources of policy data and to review the source documentation to consider the coding decisions that are right for your work. Of course, please email us if you note a discrepancy so we can improve the database for everyone. State policy source documentation can be found at: tinyurl.com/statepolicysources.
description: State policies. Smallest Geographic Unit: State
description: other; Contributors: Megan Cole Brahim, Noa Krawczyk, Carolyn Hoffman, Claire Corkish, Elizabeth Ferrara, Elizabeth Long, Emily Baroni, Faith Contador, Hannah Simon, Morgan Simko, Rachel Scheckman, Sarah Brewer, Sue Kulkarni, Felicia Heykoop, Manish Patel, Aishwarya Vidyasagaran, Andrew Chiao, Cara Safon, Samantha Burkhart, Harry Jung, Victor Lee, Marina MacKinnon, Aarohi Rede, Marie Vearling, Sophie Li, Christina Wang, Tim Levengood, María Jordán P. Emma Chistolini
DOI: 10.5281/zenodo.4011199
title: Mexican, Guatemalan, and Migrant Craniometric Dataset

description: This dataset includes craniometric from unidentified and positively identified migrants from the Pima County Office of the Medical Examiner (PCOME) in Arizona, Operation Identification (OpID) within the Forensic Anthropology Center at Texas State, and documented Mexican data from Autonomous University of Yucatan (UADY).
description: This dataset was collected with a Microscribe digitizer using the 3Skull program (http://statsmachine.net/software/3Skull/). UADY data was collected by MK Spradley. PCOME was collected by the PCOME, MK Spradley, NP Herrmann, ML Tise, FJ Baires, and additional PCOME and University of Tennessee researchers. OpID data was collected by OpID laboratory staff. Craniometric codes and definitions are found in Howells 1973 Cranial Variation in Man. Missing values are left as blanks. Sex: F = female M = male Sex Certainty: 1 = known sex, through positive identification or confirmed through DNA 3 = estimated from skeletal features, pelvis if present, cranium if pelvis absent.
description: {"references": ["Spradley, MK. (2013) Project IDENTIFICATION: Developing Accurate Identification Criteria for Hispanics. https://www.ncjrs.gov/pdffiles1/nij/grants/244194.pdf", "Spradley MK. (2016) Biological Distance, Migrants, and Reference Group Selection in Forensic Anthropology. In: Pilloud MA, and Hefner JT, editors. Biological Distance Analysis: Forensic and bioarchaeological perspectives: Academic Press.", "Chi-Keb JR, Albertos-Gonz\u00e1lez VM, Ortega-Mu\u00f1oz A, and Tiesler VG. (2013) A new reference collection of documented human skeletons from M\u00e9rida, Yucatan, Mexico. HOMO 64(5):366-376."]}
DOI: 10.5281/zenodo.4011198
title: Mexican, Guatemalan, and Migrant Craniometric Dataset

description: This dataset includes craniometric from unidentified and positively identified migrants from the Pima County Office of the Medical Examiner (PCOME) in Arizona, Operation Identification (OpID) within the Forensic Anthropology Center at Texas State, and documented Mexican data from Autonomous University of Yucatan (UADY).
description: This dataset was collected with a Microscribe digitizer using the 3Skull program (http://statsmachine.net/software/3Skull/). UADY data was collected by MK Spradley. PCOME was collected by the PCOME, MK Spradley, NP Herrmann, ML Tise, FJ Baires, and additional PCOME and University of Tennessee researchers. OpID data was collected by OpID laboratory staff. Craniometric codes and definitions are found in Howells 1973 Cranial Variation in Man. Missing values are left as blanks. Sex: F = female M = male Sex Certainty: 1 = known sex, through positive identification or confirmed through DNA 3 = estimated from skeletal features, pelvis if present, cranium if pelvis absent.
description: {"references": ["Spradley, MK. (2013) Project IDENTIFICATION: Developing Accurate Identification Criteria for Hispanics. https://www.ncjrs.gov/pdffiles1/nij/grants/244194.pdf", "Spradley MK. (2016) Biological Distance, Migrants, and Reference Group Selection in Forensic Anthropology. In: Pilloud MA, and Hefner JT, editors. Biological Distance Analysis: Forensic and bioarchaeological perspectives: Academic Press.", "Chi-Keb JR, Albertos-Gonz\u00e1lez VM, Ortega-Mu\u00f1oz A, and Tiesler VG. (2013) A new reference collection of documented human skeletons from M\u00e9rida, Yucatan, Mexico. HOMO 64(5):366-376."]}
DOI: 10.7910/dvn/n0qco8
title: Replication Data for: Establishing the Relationship between Non-Human Primates and Mangroves Forests at the Global, National, and Local Scales.

description: Input raster CGMFC21 file (a2014CGMFC21.tif) used in SUPPLEMENTAL CODE ONE and the core mangrove forest data store used. Use this raster to find the amount of mangrove inside each primate polygon.
DOI: 10.25345/c50253
title: MassIVE MSV000087568 - Proximity labeling identifies a repertoire of site-specific R-loop modulators
title: R-loops are three stranded nucleic acid structures that accumulate on chromatin in neurological diseases and cancers and that contribute to genome instability. Using a proximity-dependent labeling system, we identified distinct classes of proteins that regulate R-loops in vivo through different mechanisms. We show that ATRX suppresses R-loops by interacting with RNAs and preventing R-loop formation. Our proteomics screen also discovered an unexpected enrichment for proteins containing zinc fingers and homeodomains at R-loops. One of the most consistently enriched proteins at R-loops was activity-dependent neuroprotective protein (ADNP), which is frequently mutated in ASD and causal in ADNP syndrome. We find that ADNP is necessary to suppress R-loops in vivo at its genomic targets and that it resolves R-loops in vitro. Furthermore, deletion of the homeodomain severely diminishes R-loop resolution activity in vitro, results in R-loop accumulation at ADNP targets and compromises neuronal differentiation. Notably, patient derived human induced pluripotent stem cells that contain an ADNP syndrome-causing mutation exhibit R-loop and CTCF accumulation at ADNP targets. Our findings point to a specific role for ADNP-mediated R-loop resolution in physiological and pathological neuronal function and, more broadly, to a previously unappreciated role for zinc finger and homeodomain proteins in R-loop regulation, with important implications for developmental disorders and cancers.
DOI: 10.5281/zenodo.4898317
title: Images and results from a visual inspection of AIA spikes

description: The contents of this release are: RESULTS.txt - The results of the spike analysis. make_spike_images.pro - An IDL routine for generating the pdf files (requires software in the Solarsoft IDL distribution to run) spike_images_*_*.pdf - A set of pdf files containing AIA images. For each spike there is a pair of images in a row. Each image is 30" x 30" in size and centered on the spike. The left panel shows the original image, and the right panel shows the despiked image. There are 17 pdf files in all. The first and last pdf files were used to establish whether despiked solar events were "1-spike" or "2-spike" events. Peter Young, 3-Jun-2021
DOI: 10.5281/zenodo.4898316
title: Images and results from a visual inspection of AIA spikes

description: The contents of this release are: RESULTS.txt - The results of the spike analysis. make_spike_images.pro - An IDL routine for generating the pdf files (requires software in the Solarsoft IDL distribution to run) spike_images_*_*.pdf - A set of pdf files containing AIA images. For each spike there is a pair of images in a row. Each image is 30" x 30" in size and centered on the spike. The left panel shows the original image, and the right panel shows the despiked image. There are 17 pdf files in all. The first and last pdf files were used to establish whether despiked solar events were "1-spike" or "2-spike" events. Peter Young, 3-Jun-2021
DOI: 10.18739/a2kp7ts3p
title: Seasonal soil active layer measurements from a Circumpolar Active Layer monitoring (CALM) grid, (U12B) Toolik MAT, Alaska. 1995-2020.

description: The Circumpolar Active Layer Monitoring (CALM) program represents the only coordinated program providing collection, standardization, open access, and dissemination of active-layer data world-wide. Widespread, systematic changes in the thickness of the active layer could have profound effects on the flux of greenhouse gases, on the human infrastructure in cold regions, and on landscape and hydrologic processes. It is therefore critical that observational and analytical procedures continue over decadal periods to assess trends and detect cumulative, long-term changes. This dataset contains active-layer observations conducted by the CALM program since the 1990s, supported by a series of National Science Foundation (NSF) awards. CALM program is an integral part of the Global Terrestrial Network for Permafrost. CALM 2020 data are significantly reduced due to pandemic-related travel restrictions. Available 2020 data are limited in terms of extent, and observations were not as controlled as previous years in terms of measurement timing or method, and therefore should be treated with caution.
DOI: 10.6084/m9.figshare.14727582.v1
title: scientific-paper-data-2

description: Output of the script numbergenerator.py<br>
DOI: 10.6084/m9.figshare.14727582
title: scientific-paper-data-2

description: Output of the script numbergenerator.py<br>
DOI: 10.5281/zenodo.4898323
title: Physics-Informed Long-Sequence Spatiotemporal Forecasting with Multi-Resolution Data

description: Preprocessed Datasets, Trained Models, and Saved Test Results
DOI: 10.5281/zenodo.4898322
title: Physics-Informed Long-Sequence Spatiotemporal Forecasting with Multi-Resolution Data

description: Preprocessed Datasets, Trained Models, and Saved Test Results