cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.7426034
title: DFRWS EU '23: Hamming Distributions of Popular Perceptual Hashing Techniques - DATASET

description: <strong>Dataset Purpose and Citation</strong> This repository contains raw data and plots for the experimental work in the paper: McKeown, S., Buchanan, WJ. (2023 - In Press). Hamming Distributions of Popular Perceptual Hashing Techniques. DFRWS EU 2023, Bonn, Germany. Six perceptual hashes are evaluated on the Flickr 1 Million dataset against a variety of content-preserving attacks in order to better understand their overall behaviour. <strong>Approach</strong> Hashes for each algorithm and modification (listed below) are created and compared using the Normalised Hamming distance. Three main comparisons are done: Inter-score originals (original unrelated images in Flickr 1 Million) Inter-score modified (modified unrelated versions of the Flickr images compared to each other within class, e.g. cropped to cropped) Intra-score (original to modified version of the same image) <strong>Repository Contents</strong> The top-level of the repository contains the SHA256 hashes of the Flickr 1 Million dataset used for exact file deduplication. There are then six sub-folders, one for each perceptual hashing algorithm, containing: Zip files of the raw hashes generated by the algorithm for the original Flickr 1 Million dataset A separate Inter and Intra score sub-directory containing: -- Zipped CSV files containing the Normalised Hamming distance for comparison files -- An analysis folder containing plotted histograms and derived statistical information (e.g. percentiles, mean) The analysis folders were largely used to generate the Figures and Tables in the paper, however more of them are present here than was possible to include in the conference paper. It should be noted that 50 million comparison samples are taken for the inter-score original comparisons (out of a possible 500 billion), while only 250k modifications were generated, resulting in a smaller pool of comparisons for the modified inter-scores and original to modified intra-scores. <strong>Tested Algorithms</strong> Blockhash - Commons Machinery ColourHash - from the Python ImageHash Libary NeuralHash - Apple's models extracted using A. Ygvar's method PDQ - from Facebook's ThreatExchange Phash - from the Python ImageHash Libary Wavehash - from the Python ImageHash Libary <strong>Tested Modifications/Attacks</strong> Border (30 pixel, black) Compression (quality level 30 JPEG) Crop (5% around all edges) Mirror (x-axis) Scaling (1.5x) Thumbnails (Windows 96 pixel, see McKeown et al. 2019) Watermarking (Image added to bottom-right corner, 10% of image height or minimum of 40 pixels)
DOI: 10.5281/zenodo.7426035
title: DFRWS EU '23: Hamming Distributions of Popular Perceptual Hashing Techniques - DATASET

description: <strong>Dataset Purpose and Citation</strong> This repository contains raw data and plots for the experimental work in the paper: McKeown, S., Buchanan, WJ. (2023 - In Press). Hamming Distributions of Popular Perceptual Hashing Techniques. DFRWS EU 2023, Bonn, Germany. Six perceptual hashes are evaluated on the Flickr 1 Million dataset against a variety of content-preserving attacks in order to better understand their overall behaviour. <strong>Approach</strong> Hashes for each algorithm and modification (listed below) are created and compared using the Normalised Hamming distance. Three main comparisons are done: Inter-score originals (original unrelated images in Flickr 1 Million) Inter-score modified (modified unrelated versions of the Flickr images compared to each other within class, e.g. cropped to cropped) Intra-score (original to modified version of the same image) <strong>Repository Contents</strong> The top-level of the repository contains the SHA256 hashes of the Flickr 1 Million dataset used for exact file deduplication. There are then six sub-folders, one for each perceptual hashing algorithm, containing: Zip files of the raw hashes generated by the algorithm for the original Flickr 1 Million dataset A separate Inter and Intra score sub-directory containing: -- Zipped CSV files containing the Normalised Hamming distance for comparison files -- An analysis folder containing plotted histograms and derived statistical information (e.g. percentiles, mean) The analysis folders were largely used to generate the Figures and Tables in the paper, however more of them are present here than was possible to include in the conference paper. It should be noted that 50 million comparison samples are taken for the inter-score original comparisons (out of a possible 500 billion), while only 250k modifications were generated, resulting in a smaller pool of comparisons for the modified inter-scores and original to modified intra-scores. <strong>Tested Algorithms</strong> Blockhash - Commons Machinery ColourHash - from the Python ImageHash Libary NeuralHash - Apple's models extracted using A. Ygvar's method PDQ - from Facebook's ThreatExchange Phash - from the Python ImageHash Libary Wavehash - from the Python ImageHash Libary <strong>Tested Modifications/Attacks</strong> Border (30 pixel, black) Compression (quality level 30 JPEG) Crop (5% around all edges) Mirror (x-axis) Scaling (1.5x) Thumbnails (Windows 96 pixel, see McKeown et al. 2019) Watermarking (Image added to bottom-right corner, 10% of image height or minimum of 40 pixels)
DOI: 10.21223/j9nlvp/nyklyt
title: 01_Data_Adaptation_and_efficiency_trials_three_new_potato_varieties.tab

description: :unav
DOI: 10.21223/j9nlvp/xq52fb
title: 02_Data_dictionary_Adaptation_and_efficiency_trials_three_new_potato_varieties.tab

description: :unav
DOI: 10.25318/3310062401-fra
title: Liquidités et accès aux liquidités au cours des trois prochains mois, quatrième trimestre de 2022

description: Liquidités et accès aux liquidités au cours des trois prochains mois, selon le Système de classification des industries de l’Amérique du Nord (SCIAN), l’effectif de l’entreprise, le type d’entreprise, l’activité de l'entreprise et le propriétaire majoritaire, quatrième trimestre de 2022.
DOI: 10.5281/zenodo.7429325
title: MyelinAge weights

description: Weights for MyelinAge model: https://github.com/wasserth/MyelinAge
DOI: 10.5281/zenodo.7429324
title: MyelinAge weights

description: Weights for MyelinAge model: https://github.com/wasserth/MyelinAge
DOI: 10.6084/m9.figshare.21711476
title: Supplementary S1(1).xlsx

description: <strong>Supplementary S1: </strong>Upregulated genes in Midgut.
DOI: 10.6084/m9.figshare.21711476.v1
title: Supplementary S1(1).xlsx

description: <strong>Supplementary S1: </strong>Upregulated genes in Midgut.
DOI: 10.25318/3310062501-eng
title: Business or organization plans to apply for new credit or loan, fourth quarter of 2022

description: Business or organization plans to apply for new credit or loan, by North American Industry Classification System (NAICS), business employment size, type of business, business activity and majority ownership, fourth quarter of 2022.
DOI: 10.5281/zenodo.7429345
title: SciExpeM - 10.5281/zenodo.7429345

description: Carberry, Josiah - Journal Of Psychoceramics, 2008, (5), 1-3
DOI: 10.5281/zenodo.7429344
title: SciExpeM - 10.5281/zenodo.7429345

description: Carberry, Josiah - Journal Of Psychoceramics, 2008, (5), 1-3
DOI: 10.6073/pasta/bf65ecb5ffbf2d53986997a255e5901f
title: Lake ice surveys, 1874-2022, Adirondack Long-Term Ecological Monitoring Program Project No. 8 by Adirondack Ecological Center of the State University of New York College of Environmental Science and Forestry, Newcomb, New York. Environmental Data Initiative.

description: The objective of this dataset is to document ice-in and ice-out dates on several lakes on the State University of New York College of Environmental Science and Forestry's Huntington Wildlife Forest (HWF). Lakes include: Arbutus, Catlin, Deer, Military, Rich, Wolf and Lodo Pond; some records exist for Long Pond and other water bodies but they are not included here except in some comment fields.
DOI: 10.6084/m9.figshare.21485526
title: Antiretroviral stockout

description: The ethical clearance was obtained from the Biomedical Research ethics committee of UKZN (BREC00002821/2021). Permission was sought and obtained from the Provincial Research Ethics Committee. Consent was obtained from the chief executive officer (CEOs/PHC) managers of the relevant institutions before any data was collected. The names of the clinics were protected to ensure confidentiality. Informed consent was obtained from participants before the commencement of individual interviews and focus group interviews. The anonymity of the participants was ensured by assigning pseudo names and codes. Participation was voluntary and data safety was maintained throughout the study. <strong> All methods were performed in accordance with the relevant guidelines and regulations.</strong>
DOI: 10.25318/3310062501-fra
title: Plans de l’entreprise ou de l’organisme quant à la présentation d’une nouvelle demande de crédit ou de prêt, quatrième trimestre de 2022

description: Plans de l’entreprise ou de l’organisme quant à la présentation d’une nouvelle demande de crédit ou de prêt, selon le Système de classification des industries de l’Amérique du Nord (SCIAN), l’effectif de l’entreprise, le type d’entreprise, l’activité de l'entreprise et le propriétaire majoritaire, quatrième trimestre de 2022.
DOI: 10.6084/m9.figshare.12845225
title: Environmental radiation on large Japanese field mice in Fukushima reduced colony forming potential in hematopoietic progenitor cells without inducing genomic instability

description: To study the environmental radiation effects of wild animals after the Fukushima Dai-ichi nuclear power plant accident, we assessed effects on hematopoietic progenitor cells (HPCs) in large Japanese field mice (<i>Apodemus speciosus</i>). A. speciosus were collected from three contaminated sites and control area. The air dose-rates at the control and contaminated areas were 0.96 ± 0.05 μGy/d (Hirosaki), 14.4 ± 2.4 μGy/d (Tanashio), 208.8 ± 31.2 μGy/d (Ide), 470.4 ± 93.6 μGy/d (Omaru), respectively. We investigated possible DNA damage and pro-inflammatory markers in the bone marrow (BM) cells. The colony-forming potential of BM cells was estimated by the number of HPC colony-forming cells. Radiation-induced genomic instability (RIGI) in HPCs was also analyzed by quantifying delayed DNA damage in CFU-GM clones. Although no significant differences in DNA damage and inflammation markers in BM cells from control and contaminated areas, the number of HPC colonies exhibited an inverse correlation with air dose-rate. With regard to RIGI, no significant differences in DNA damage of CFU-GM clones between the mice from the control and the three contaminated areas. Our study suggests that low dose-rate radiation of more than 200 Gy/d reduced HPCs, possibly eliminating genomically unstable HPCs.
DOI: 10.6084/m9.figshare.12845225.v2
title: Environmental radiation on large Japanese field mice in Fukushima reduced colony forming potential in hematopoietic progenitor cells without inducing genomic instability

description: To study the environmental radiation effects of wild animals after the Fukushima Dai-ichi nuclear power plant accident, we assessed effects on hematopoietic progenitor cells (HPCs) in large Japanese field mice (<i>Apodemus speciosus</i>). A. speciosus were collected from three contaminated sites and control area. The air dose-rates at the control and contaminated areas were 0.96 ± 0.05 μGy/d (Hirosaki), 14.4 ± 2.4 μGy/d (Tanashio), 208.8 ± 31.2 μGy/d (Ide), 470.4 ± 93.6 μGy/d (Omaru), respectively. We investigated possible DNA damage and pro-inflammatory markers in the bone marrow (BM) cells. The colony-forming potential of BM cells was estimated by the number of HPC colony-forming cells. Radiation-induced genomic instability (RIGI) in HPCs was also analyzed by quantifying delayed DNA damage in CFU-GM clones. Although no significant differences in DNA damage and inflammation markers in BM cells from control and contaminated areas, the number of HPC colonies exhibited an inverse correlation with air dose-rate. With regard to RIGI, no significant differences in DNA damage of CFU-GM clones between the mice from the control and the three contaminated areas. Our study suggests that low dose-rate radiation of more than 200 Gy/d reduced HPCs, possibly eliminating genomically unstable HPCs.
DOI: 10.25318/3310062601-eng
title: Ability for the business or organization to take on more debt, fourth quarter of 2022

description: Ability of the business or organization to take on more debt, by North American Industry Classification System (NAICS), business employment size, type of business, business activity and majority ownership, fourth quarter of 2022.
DOI: 10.5517/ccdc.csd.cc283whs
title: CCDC 2089105: Experimental Crystal Structure Determination

description: Related Article: Naoyuki Hisano|2022|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc298d33
title: CCDC 2123224: Experimental Crystal Structure Determination

description: Related Article: Aron Peter|2022|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25318/3310062601-fra
title: Capacité des entreprises ou organismes à s’endetter davantage, quatrième trimestre de 2022

description: Capacité des entreprises ou des organismes à s’endetter davantage, selon le Système de classification des industries de l’Amérique du Nord (SCIAN), l’effectif de l’entreprise, le type d’entreprise, l’activité de l'entreprise et le propriétaire majoritaire, quatrième trimestre de 2022.
DOI: 10.25318/3310062701-eng
title: Current debt level of business or organization compared to the start of the COVID-19 pandemic, fourth quarter of 2022

description: Current debt level of business or organization compared to the start of the COVID-19 pandemic, by North American Industry Classification System (NAICS), business employment size, type of business, business activity and majority ownership, fourth quarter of 2022.
DOI: 10.17909/mzge-bs35
title: HST data from "A High Precision Survey of the D/H Ratio in the Nearby Interstellar Medium"

description: This is the HST/STIS data using the G140M and E140H gratings.›
DOI: 10.25318/3310062701-fra
title: Niveau d’endettement actuel de l’entreprise ou de l’organisme par rapport au début de la pandémie de COVID-19, quatrième trimestre de 2022

description: Niveau d’endettement actuel de l’entreprise ou de l’organisme par rapport au début de la pandémie de COVID-19, selon le Système de classification des industries de l’Amérique du Nord (SCIAN), l’effectif de l’entreprise, le type d’entreprise, l’activité de l'entreprise et le propriétaire majoritaire, quatrième trimestre de 2022.
DOI: 10.5281/zenodo.7429405
title: Appendix 4.2 - Black African History and DNA FACEBOOK group

description: Survey Questions on Black history, dna and expertise.
DOI: 10.5281/zenodo.7429404
title: Appendix 4.2 - Black African History and DNA FACEBOOK group

description: Survey Questions on Black history, dna and expertise.
DOI: 10.25318/3310062901-eng
title: Percentage of workforce anticipated to work on-site or remotely over the next three months, fourth quarter of 2022

description: Percentage and average percentage of workforce anticipated to work on-site or remotely over the next three months, by percentage ranges, North American Industry Classification System (NAICS), business employment size, type of business, business activity and majority ownership, fourth quarter of 2022.
DOI: 10.25318/3310062901-fra
title: Pourcentage de l’effectif censé travailler sur place ou à distance au cours des trois prochains mois, quatrième trimestre de 2022

description: Pourcentage et pourcentage moyen de l’effectif censé travailler sur place ou à distance au cours des trois prochains mois, selon les fourchettes de pourcentage, le Système de classification des industries de l’Amérique du Nord (SCIAN), l’effectif de l’entreprise, le type d’entreprise, l’activité de l'entreprise et le propriétaire majoritaire, quatrième trimestre de 2022.
DOI: 10.5281/zenodo.7249732
title: A massive dataset of the NeuroCognitive Performance Test (NCPT)

description: A large dataset of assessment scores and demographic information from the NeuroCognitive Performance Test (NCPT), a web-based cognitive assessment offered by Lumos Labs, Inc. This dataset is licensed under CC BY 4.0. See the associated Data Descriptor manuscript for details: Jaffe, P.I., Kaluszka, A., Ng, N.F. & Schafer R.J<em>.</em> A massive dataset of the NeuroCognitive Performance Test, a web-based cognitive assessment. <em>Sci Data</em> <strong>9</strong>, 758 (2022). https://doi.org/10.1038/s41597-022-01872-8
description: General inquiries about the data should be directed to Paul Jaffe (pauljaffe7@gmail.com) or Bob Schafer (bschafer@lumoslabs.com).
DOI: 10.5281/zenodo.6540312
title: A massive dataset of the NeuroCognitive Performance Test (NCPT)

description: A large dataset of assessment scores and demographic information from the NeuroCognitive Performance Test (NCPT), a web-based cognitive assessment offered by Lumos Labs, Inc. This dataset is licensed under CC BY 4.0. See the associated Data Descriptor manuscript for details: Jaffe, P.I., Kaluszka, A., Ng, N.F. & Schafer R.J<em>.</em> A massive dataset of the NeuroCognitive Performance Test, a web-based cognitive assessment. <em>Sci Data</em> <strong>9</strong>, 758 (2022). https://doi.org/10.1038/s41597-022-01872-8
description: General inquiries about the data should be directed to Paul Jaffe (pauljaffe7@gmail.com) or Bob Schafer (bschafer@lumoslabs.com).
DOI: 10.25318/3310063001-eng
title: Future outlook over the next 12 months, fourth quarter of 2022

description: Future outlook over the next 12 months, fourth quarter of 2022, by percentage ranges, North American Industry Classification System (NAICS), business employment size, type of business, business activity and majority ownership, fourth quarter of 2022.
DOI: 10.21223/lnlr9b
title: Replication Data for: Estimating carbon footprint in potato trials under drip and furrow irrigation

description: This dataset has been specially created to estimate carbon footprint in potato field trials using Cool Farm Tool (CFT) Online. Includes three field trials were performed at CIP and National Agrarian University La Molina (UNALM) experimental stations in Lima during July 5th to October 10th, 2017 (E1-CIP), October 5th, 2017 to January 15th, 2018 (E2-CIP), and June 13th to September 13th, 2018 (E3-UNALM).
DOI: 10.25318/3310063001-fra
title: Perspectives d’avenir au cours des 12 prochains mois, quatrième trimestre de 2022

description: Perspectives d’avenir au cours des 12 prochains mois, selon le Système de classification des industries de l’Amérique du Nord (SCIAN), l’effectif de l’entreprise, le type d’entreprise, l’activité de l'entreprise et le propriétaire majoritaire, quatrième trimestre de 2022.
DOI: 10.17909/wna5-2a75
title: FUSE data from "A High Precision Survey of the D/H Ratio in the Nearby Interstellar Medium"

description: This is the FUSE data.
DOI: 10.25318/3310062801-eng
title: Expected level of challenge business or organization has in repaying funding received from repayable government support programs put in place because of the COVID-19 pandemic, fourth quarter of 2022

description: Expected level of challenge business or organization has in repaying funding received from repayable government support programs put in place because of the COVID-19 pandemic, by North American Industry Classification System (NAICS), business employment size, type of business, business activity and majority ownership, fourth quarter of 2022.
DOI: 10.25318/3310062801-fra
title: Mesure dans laquelle le remboursement des fonds reçus des programmes de soutien gouvernemental remboursables mis en place en raison de la pandémie de COVID-19 représente un défi pour les entreprises ou les organismes, quatrième trimestre de 2022

description: Mesure dans laquelle le remboursement des fonds reçus des programmes de soutien gouvernemental remboursables mis en place en raison de la pandémie de COVID-19 représente un défi pour les entreprises ou les organismes, selon le Système de classification des industries de l’Amérique du Nord (SCIAN), l’effectif de l’entreprise, le type d’entreprise, l’activité de l'entreprise et le propriétaire majoritaire, quatrième trimestre de 2022.
DOI: 10.25318/9810038401-eng
title: Highest level of education by census year: Canada, provinces and territories, census metropolitan areas and census agglomerations

description: Historical Census data (2006, 2011, 2016 and 2021) on percent distribution of the population by highest certificate, diploma or degree.
DOI: 10.25318/9810038401-fra
title: Plus haut niveau de scolarité, selon l’année de recensement : Canada, provinces et territoires, régions métropolitaines de recensement et agglomérations de recensement

description: Données historiques du recensement (2006, 2011, 2016 et 2021) sur la répartition en pourcentage de la population selon le plus haut certificat, diplôme ou grade.
DOI: 10.25318/9810038701-eng
title: Highest level of education by geography: Census divisions

description: Compares distribution of highest certificate, diploma or degree between census divisions. Allows sorting/ranking of census divisions by percentage.
DOI: 10.25318/9810038701-fra
title: Plus haut niveau de scolarité, selon la région géographique : Divisions de recensement

description: Compare la répartition du plus haut certificat, diplôme ou grade entre les divisions du recensement. Permet le tri et le classement des divisions du recensement par pourcentages.
DOI: 10.25318/9810038801-eng
title: Major field of study (detailed, 4-digit) by highest level of education: Canada, provinces and territories, census metropolitan areas and census agglomerations with parts

description: Overview of educational characteristics for Canada, provinces, territories and cities, with percent distribution of fields of study.
DOI: 10.25318/9810038801-fra
title: Principal domaine d’études (détaillé, code à quatre chiffres), selon le plus haut niveau de scolarité : Canada, provinces et territoires, régions métropolitaines de recensement et agglomérations de recensement y compris les parties

description: Aperçu des caractéristiques relatives à la scolarité pour le Canada, les provinces, les territoires et les villes, avec la répartition en pourcentage des domaines d’études.
DOI: 10.25318/9810039001-eng
title: Major field of study by highest level of education: Canada, provinces and territories, census divisions and census subdivisions

description: Overview of educational characteristics (highest certificate, diploma or degree and major field of study) for census divisions and municipalities.
DOI: 10.25318/9810039001-fra
title: Principal domaine d’études, selon le plus haut niveau de scolarité : Canada, provinces et territoires, divisions de recensement et subdivisions de recensement

description: Aperçu des caractéristiques relatives à la scolarité (plus haut certificat, diplôme ou grade et principal domaine d'études) pour les divisions de recensement et les municipalités.
DOI: 10.25318/9810039101-eng
title: Major field of study (STEM and BHASE, detailed) by geography: Canada, provinces and territories

description: Compares percent distribution of STEM (science, technology, engineering and math and computer sciences) and BHASE (non-STEM) fields of study between provinces and territories.