cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/cptx336tt5.1
title: Project FeederWatch Raw Data

description: Project FeederWatch is a citizen science project operated by the Cornell Lab of Ornithology and Birds Canada. Since 1988, "FeederWatchers" (members of the public) have been following a standardized protocol for observing and reporting birds that visit supplemental feeding stations (bird feeders) in the US and Canada. This data set contains raw data submitted to Project FeederWatch. The data are intended to be completely open access and we encourage researchers to utilize the information. The "FeederWatch Data Dictionary" file included with this dataset is critical for understanding fields and their contents. The dataset contains millions of records from &gt; 60,000 count locations (as of 2020). Details about Project FeederWatch can be found on the project website: www.feederwatch.org. The dataset is scheduled for updates annually on or about June 1. The most up-to-date data files are on the FeederWatch web site here: https://feederwatch.org/explore/raw-dataset-requests/
DOI: 10.17632/cptx336tt5.2
title: Project FeederWatch Raw Data

description: Project FeederWatch is a citizen science project operated by the Cornell Lab of Ornithology and Birds Canada. Since 1988, "FeederWatchers" (members of the public) have been following a standardized protocol for observing and reporting birds that visit supplemental feeding stations (bird feeders) in the US and Canada. This data set contains raw data submitted to Project FeederWatch. The data are intended to be completely open access and we encourage researchers to utilize the information. The "FeederWatch Data Dictionary" file included with this dataset is critical for understanding fields and their contents. The dataset contains millions of records from > 60,000 count locations (as of 2020). Details about Project FeederWatch can be found on the project website: www.feederwatch.org. The dataset is scheduled for updates annually on or about June 1. The most up-to-date data files are on the FeederWatch web site here: https://feederwatch.org/explore/raw-dataset-requests/
Version 2: Update includes data from the 2020-21 season as well as details on "no bird" observations that were not included in Version 1. See documentation at https://feederwatch.org/explore/raw-dataset-requests/ for the latest details.
DOI: 10.17632/cptx336tt5.3
title: Project FeederWatch Raw Data

description: Project FeederWatch is a citizen science project operated by the Cornell Lab of Ornithology and Birds Canada. Since 1988, "FeederWatchers" (members of the public) have been following a standardized protocol for observing and reporting birds that visit supplemental feeding stations (bird feeders) in the US and Canada. This data set contains raw data submitted to Project FeederWatch. The data are intended to be completely open access and we encourage researchers to utilize the information. The "FeederWatch Data Dictionary" file included with this dataset is critical for understanding fields and their contents. The dataset contains millions of records from > 60,000 count locations (as of 2020). Details about Project FeederWatch can be found on the project website: www.feederwatch.org. The dataset is scheduled for updates annually on or about June 1. The most up-to-date data files are on the FeederWatch web site here: https://feederwatch.org/explore/raw-dataset-requests/
See documentation at https://feederwatch.org/explore/raw-dataset-requests/ for the latest details.
DOI: 10.17632/mwwk2gfx53.1
title: glioma

description: glioma
DOI: 10.17632/4mhtbpsmd8.1
title: Spinors on CP2 ⊗S2 example and counter-example

description: We argue that the Cartesian product CP2 ⊗ S2 is a six dimensional CalabiYau
Manifold with the Euler characteristic six that corresponds to three families of fermions.
It is a counter-example of a single generation of fermion one gets by putting a spinc
structure on CP2, by including a gauge field of SU(2) that is isomorphic to S2.
DOI: 10.17632/9m6pj79cz5.1
title: Reversible phosphorylation of a lectin receptor-like kinase controls xylem immunity

description: This shows uncropped gel images and raw data for western blots.
DOI: 10.17632/tmgwh64v8w.1
title: TP budgets in the MYR

description: Data summary of TP budgets in the MYR during the period 2009-2018
DOI: 10.17632/7wfrkcw3bv.1
title: Diversity Management and Organizational Performance: Mediation and Moderation of Commitment, Person-job fit and Empowerment

description: Spreadsheet with data from the answers to the questionnaire applied for the research.
DOI: 10.17632/cmwvn8svcx.1
title: data

description: Questionnaire survey
DOI: 10.17632/stngd49c9k.1
title: Biaxial System

description: a low-cost custom biaxial system capable of accurately characterizing the mechanical behavior of soft tissues. The biaxial system was constructed using 3D printing technology and non-captive linear actuators for precise displacement control. A real-time marker tracking system was imple-mented to estimate displacements without the need for costly hardware. The system's performance was evaluated through tests on a calibration spring and frozen porcine aorta samples. The linear actuators demonstrated excellent response to user position input after motor tuning, showing no discrepancies between commands and actual positions
DOI: 10.17632/3m4ycbcndp.1
title: Data for Manganese Controls the Mobilization of Phosphorus in Reducing Sediments. 

description:  Data for Manganese Controls the Mobilization of Phosphorus in Reducing Sediments.
DOI: 10.17632/8t6d287b49.1
title: Dataset with five output sets

description: This dataset is collected based on the SEBI adjudication order regarding financial manipulation and the normal company's data with 21 parameters indicating financial statement manipulation.
DOI: 10.17632/5zbwnxfyr5.1
title: Financial Manipulation Data

description: The dataset consists of the manipulated companies based on the SEBI adjudication order and non-manipulated companies based on the similar industrial sectors of the manipulator companies. So, the dataset included total of 347 companies with 21 numbers of parameters for each companies.
DOI: 10.17632/2f4tjnckgv.1
title: Concordance Rates among Dermatopathologists and Mohs Micrographic Surgeons in Frozen Section Mohs Slides

description: This data is part of a systemic review of the literature to assess concordance between Mohs surgeons and dermatopathologists for frozen sections obtained during the Mohs procedure. Nine retrospective studies interpreting 11,920 slides were included; nearly all studies took place in an academic setting with Mohs fellowship-trained surgeons and fellows. Tumors included were basal cell carcinoma, squamous cell carcinoma, sebaceous carcinoma, mucinous carcinoma, and melanoma. Of the 11,920 slides included, 37 discordant slides were reported. Nearly half of these cases involved Mohs surgery diagnosing tumor present, where dermatopathology reported this as tumor free. The discordant reads may have occurred due to the Mohs surgeons misidentifying a thick cut as tumor positive or misidentifying inflammation as tumor.  Overall, this systematic literature review reveals a high concordance rate between Mohs surgeons and dermatopathologists, particularly amongst fellowship-trained Mohs surgeons at academic institutions.
DOI: 10.17632/tn3ybztkpk.1
title: RePoEs (2023)

description: Research hypothesis,
Polystyrene foam is a material with superior properties of mechanical resistance, thermal insulation resistance to extreme environmental conditions, hydrophobic, long-lasting over time, and does not lose these properties after its useful life, discarding it without a proper treatment generating a huge problem due to its volume in the spaces where it is discarded and stored globally, so it is a material that could be recycled by transforming its volume, with which the mentioned properties would change to be reused in engineering pieces with various shapes.
Their data shows that when it is processed by compression, its properties change remarkably.
Any notable findings and how the data can be interpreted. The changes in properties at 25°C and -15°C when compressed to various thicknesses show materials with a high degree of thermal insulation, a high degree of hydrophobicity, and high hardness: high tenacity, flexibility, and ability to change shape without breaking.
Add enough description to allow others to understand the data, how it was collected, and how to interpret and use it.
The data shows us that it is a versatile material when compressed and that the data presented is common since it supports the process at various thicknesses. The data shown gives the possibility of using the material to the needed thicknesses and with the shapes that are of interest for its application.
DOI: 10.17632/xwn44rtxrv.1
title: The Interleukin-6 -174 G/C promoter polymorphism is associated with an aggressive breast cancer phenotype in women in Erbil city

description: Background: To characterize single nucleotide polymorphisms (SNPs) within the promoter region of the -174 of the interleukin-6 (IL-6) gene promoter and to analyze the association of IL-6 SNPs with aggressive breast cancer in women in Kurdistan Region, Northern Iraq. 
Materials and methods: Genotype frequencies of three SNPs (-174CC, -174GC, -174GC) in the promoter region of the IL-6 gene in 96 women with breast cancer and 96 healthy women were determined using a polymerase chain reaction (PCR), direct sequencing, and alignment. Using an ELISA kit,  the frequency of IL-6 blood levels in 96 breast cancer patients and 96 healthy controls were determined and compared with IL-6 genotypes.  The IL-6 genotypes were compared to the stages of breast cancer to find the relationship between the genotypes and the severity of the disease.
Result: Breast cancer women with the genotype GC of IL-6 had a significantly higher association with high blood IL-6 levels and aggressive breast cancer compared to the other two genotypes, CC and GG of IL-6. The frequency of IL-6 genotypes showed a considerable difference between patients and the healthy control women. The IL-6 CC genotype was the most prevalent among healthy controls.
Conclusions: The IL-6 GC genotype is linked to aggressive breast cancer and elevated serum IL-6 levels in breast cancer women from Erbil/Kurdistan Region, Northern Iraq. It's important in the treatment and response to chemotherapy. Additional work is required to confirm our findings in breast cancer and elucidate the practical implications of IL-6–174 promoter polymorphisms in this patient population.
DOI: 10.5281/zenodo.8135453
title: calliostoma_canaliculatum_zanfona_1.fasta.gz

description: .
DOI: 10.5281/zenodo.8135452
title: calliostoma_canaliculatum_zanfona_1.fasta.gz

description: .
DOI: 10.17632/c4n7fckkz3.1
title: DNS Exfiltration Dataset

description: DNS exfiltration dataset was recorded in a realistic network environment. More than 50 million DNS requests were recorded on one of the ISP's DNS servers. The data in the dataset was anonymised by changing all IP addresses using injective mapping. 
Features in the dataset are split into single request and aggregate features. Single request or DNS label-based features can be calculated for each DNS request independently using only the textual characteristics of the request. On the other hand, aggregate features are calculated using multiple subsequent request from one client to a particular TLD. This reduces the size of the dataset to about 13 million records. The complete list of features with descriptions can be found in dataset_description.txt file. For all of the features which are based on finding English words in the request we used about 60.000 most commom English words. The list of used words can be found in english_words.txt.
The main dataset (dataset.csv) contains regular requests and exfiltrations performed using DNSExfiltrator and Iodine tools. Additional dataset (dataset_modified.csv) contains only exfiltrations executed with modified DNSExfiltrator tool. Waiting times between two consecutive requests in this dataset are randomised and the requests also have lower entropy causing the detection to be much harder.
DOI: 10.17632/f7b957zjyr.1
title: Datasets

description: Expert demonstrations of Addressing Implicit Bias in Adversarial Imitation Learning, include: Hopper-v2, Walker2d-v2, HalfCheetah-v2 and Ant-v2
DOI: 10.11583/dtu.7599698
title: Historic data of wind turbine installations in the whole of Denmark from the Danish Energy Agency (Energistyrelsen)

description: This data set is a collection of historic data of wind turbine installations in the whole of Denmark from the Danish Energy Agency (Energistyrelsen). The data was used in a power system flexibility study by Karen Olsen in 2018-19 leading to a paper that is to appear in the proceedings of the ICAE19 conference and is entitled: "Data-driven flexibility requirements for current and future scenarios with high penetration of renewables". A journal paper has also been submitted using the same data.<br><br>The data has been extracted from the website of Energistyrelsen at the following link where historic data is publicly available (called "Stamdataregister"):http://ens.dk/service/statistik-data-noegletal-og-kort/data-oversigt-over-energisektoren The present version was extracted in September 2019 and contains installation and production data until and including June 2019. <br>The data is in the originally downloaded excel file, ready to be parsed by the python code written by Karen Olsen (see reference to Fanfare code).<br><br>Data used for analysis:- turbine ID number (column: "Turbine identifier (GSRN)" in the excel spreadsheet)- date of installation (column: "Date of original connection to grid" in the excel spreadsheet)- turbine capacity (column: "Capacity (kW)" in the excel spreadsheet)- turbine location commune (column: "Local authority no" in the excel spreadsheet)- turbine placing sea/land (column: "Type of location" in the excel spreadsheet)- yearly production (columns starting at: "Historic production figures (kWh):" in the excel spreadsheet)<br>Further information and code for analysis can be found under:<br>https://kpolsen.github.io/FANFARE/<br>
DOI: 10.11583/dtu.7599698.v2
title: Historic data of wind turbine installations in the whole of Denmark from the Danish Energy Agency (Energistyrelsen)

description: This data set is a collection of historic data of wind turbine installations in the whole of Denmark from the Danish Energy Agency (Energistyrelsen). The data was used in a power system flexibility study by Karen Olsen in 2018-19 leading to a paper that is to appear in the proceedings of the ICAE19 conference and is entitled: "Data-driven flexibility requirements for current and future scenarios with high penetration of renewables". A journal paper has also been submitted using the same data.<br><br>The data has been extracted from the website of Energistyrelsen at the following link where historic data is publicly available (called "Stamdataregister"):http://ens.dk/service/statistik-data-noegletal-og-kort/data-oversigt-over-energisektoren The present version was extracted in September 2019 and contains installation and production data until and including June 2019. <br>The data is in the originally downloaded excel file, ready to be parsed by the python code written by Karen Olsen (see reference to Fanfare code).<br><br>Data used for analysis:- turbine ID number (column: "Turbine identifier (GSRN)" in the excel spreadsheet)- date of installation (column: "Date of original connection to grid" in the excel spreadsheet)- turbine capacity (column: "Capacity (kW)" in the excel spreadsheet)- turbine location commune (column: "Local authority no" in the excel spreadsheet)- turbine placing sea/land (column: "Type of location" in the excel spreadsheet)- yearly production (columns starting at: "Historic production figures (kWh):" in the excel spreadsheet)<br>Further information and code for analysis can be found under:<br>https://kpolsen.github.io/FANFARE/<br>
DOI: 10.5281/zenodo.8064142
title: Probing Hyperbolic and Surface Phonon-Polaritons in 2D Materials Using Raman Spectroscopy

description: Probing Hyperbolic and Surface Phonon-Polaritons in 2D materials using Raman Spectroscopy<br> Alaric Bergeron, Clément Gradziel, Richard Leonelli, Sébastien Francoeur<br> Published in Nat. Comm. (2023). https://doi.org/10.1038/s41467-023-39809-3 Raw spectral data used for the preparation of Figures 1(b-c), 2(b-c) and 3. Please contact the corresponding author at sebastien.francoeur@polymtl.ca for additional information.<br> <br>
DOI: 10.5281/zenodo.8064143
title: Probing Hyperbolic and Surface Phonon-Polaritons in 2D Materials Using Raman Spectroscopy

description: Probing Hyperbolic and Surface Phonon-Polaritons in 2D materials using Raman Spectroscopy<br> Alaric Bergeron, Clément Gradziel, Richard Leonelli, Sébastien Francoeur<br> Published in Nat. Comm. (2023). https://doi.org/10.1038/s41467-023-39809-3 Raw spectral data used for the preparation of Figures 1(b-c), 2(b-c) and 3. Please contact the corresponding author at sebastien.francoeur@polymtl.ca for additional information.<br> <br>
DOI: 10.17632/34bdynxg6r.1
title: RePoEs (2023)

description: Research hypothesis,
Polystyrene foam is a material with superior properties of mechanical resistance, thermal insulation resistance to extreme environmental conditions, hydrophobic, long-lasting over time, and does not lose these properties after its useful life, discarding it without a proper treatment generating a huge problem due to its volume in the spaces where it is discarded and stored globally, so it is a material that could be recycled by transforming its volume, with which the mentioned properties would change to be reused in engineering pieces with various shapes.
Their data shows that when it is processed by compression, its properties change remarkably.
Any notable findings and how the data can be interpreted. The changes in properties at 25°C and -15°C when compressed to various thicknesses show materials with a high degree of thermal insulation, a high degree of hydrophobicity, and high hardness: high tenacity, flexibility, and ability to change shape without breaking.
Add enough description to allow others to understand the data, how it was collected, and how to interpret and use it.
The data shows us that it is a versatile material when compressed and that the data presented is common since it supports the process at various thicknesses. The data shown gives the possibility of using the material to the needed thicknesses and with the shapes that are of interest for its application.
DOI: 10.17632/4k964xyz65.1
title: Bangla Transformation of Sentence Dataset (BTSD)

description: 
The presented dataset comprises a collection of Bangla sentences that have been meticulously labeled with their respective sentence types. The dataset comprises a total of 2,695 annotated sentences with three distinct sentence types, including simple, compound, and complex sentences. This dataset can be leveraged for a broad range of natural language processing (NLP) tasks, such as sentence classification, sentiment analysis, and machine translation.
DOI: 10.6084/m9.figshare.23634408
title: A Grand Canonical Monte Carlo simulation for the evaluation of pore size distribution of nuclear-grade graphite from Kr adsorption isotherms. Supplementary information.

description: Supplementary information for the article "A Grand Canonical Monte Carlo simulation for the evaluation of pore size distribution of nuclear-grade graphite from Kr adsorption isotherms."
DOI: 10.6084/m9.figshare.23634408.v3
title: A Grand Canonical Monte Carlo simulation for the evaluation of pore size distribution of nuclear-grade graphite from Kr adsorption isotherms. Supplementary information.

description: Supplementary information for the article "A Grand Canonical Monte Carlo simulation for the evaluation of pore size distribution of nuclear-grade graphite from Kr adsorption isotherms."
DOI: 10.6084/m9.figshare.23634408.v2
title: A Grand Canonical Monte Carlo simulation for the evaluation of pore size distribution of nuclear-grade graphite from Kr adsorption isotherms. Supplementary information.

description: Supplementary information for the article "A Grand Canonical Monte Carlo simulation for the evaluation of pore size distribution of nuclear-grade graphite from Kr adsorption isotherms."
DOI: 10.17632/ftzs4yrztd.1
title: BiaxialSystem 

description: This study presents the design and development process of an affordable, 3D-printed planar biaxial testing system that enables highly accurate and precise mate-rial testing of soft tissues. The proposed technological solution incorporates standard features found in many commercial devices, including real-time acquisition of the sample displacement field and automated grip motion, all accessible through a user-friendly graphical interface. The planar biaxial system is equipped with a temperature-controlled bath and offers a large travel range (180 mm along one axis direction) for material testing under displacement control.
DOI: 10.6073/pasta/7c43f9e037325e70ee736b7782327dd8
title: Abundance and parasitoid infection dynamics of Guinardia delicatula on the Northeast U.S. Shelf from 2006 to 2022 determined by Imaging FlowCytobot.

description: These data include abundances of the diatom, Guinardia delicatula (= Rhizosolenia delicatula), on the Northeast U.S. Shelf from 2006 to 2022 as part of Long-Term Ecological Research (NES-LTER). Abundances are determined from Imaging FlowCytobot (IFCB) deployed in-situ at ~4m depth at the nearshore Martha’s Vineyard Coastal Observatory (MVCO) from 2006 to 2022 and in underway mode (sampling near-surface seawater) on 24 NOAA EcoMon survey cruises from 2013 to 2022. Abundances based on both human and machine learning image classification are provided. Total G. delicatula abundances are divided into two categories based on whether G. delicatula exhibited current or recent infection by the protistan parasitoid, Cryothecomonas aestivalis. Four data tables are provided with abundance values separated by sampling scheme (time series or survey cruise) and image classification approach (human or machine learning).
DOI: 10.17632/kxc4gjrf4d.1
title: Optical Coherence Tomography Image Dataset of  Various Wool Types

description: Optical Coherence Tomography Image Dataset of  Various Wool Types. OCT of Merino top, mixed (blended) coarse wool, card sliver from coarse wool, and medium thickness scoured sliver are recorded in their corresponding folders.