cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.gq3rgq
title: Occurrence Download

description: A dataset containing 2538 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is La liste Rouge des plantes menacées de la Guinée (BID-AF2015-0042-NAC)"
 ]
}

 The dataset includes 2538 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269900-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.unx5ng
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Acanthocoleus aberrans (Lindenb. & Gottsche) Kruijt"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0221181-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ywsekk
title: Occurrence Download

description: A dataset containing 545 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Axonopus compressus (Sw.) P.Beauv."
 ]
}

 The dataset includes 545 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0294257-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qenwtv
title: Occurrence Download

description: A dataset containing 3243 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erythronium japonicum Decne."
 ]
}

 The dataset includes 3243 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021556-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pd9hyz
title: Occurrence Download

description: A dataset containing 313 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erythronium klamathense Applegate"
 ]
}

 The dataset includes 313 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021557-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15128/r102870v96p
title: Individual assembly of two-species Rydberg molecules using optical tweezers [dataset]

description: We present a new approach to investigating Rydberg molecules by demonstrating the formation and characterization of individual Rb*Cs Rydberg molecules using optical tweezers. By employ- ing single-atom detection of Rb and Cs, we observe molecule formation via correlated loss of both species and study the formation dynamics with single-particle resolution. We control the interatomic distances by manipulating the relative wavefunction of atom pairs using the tweezer intensity, op- timizing the coupling to molecular states and exploring the effect of the tweezer on these states. Additionally, we demonstrate molecule association with atoms trapped in separate tweezers, paving the way for state-selective assembly of polyatomic molecules. The observed binding energies, molec- ular alignment, and bond lengths are in good agreement with theory. Our approach is broadly applicable to Rydberg tweezer platforms, expanding the range of available molecular systems and enabling the integration of Rydberg molecules into existing quantum science platforms.
DOI: 10.1594/pangaea.877914
title: A comprehensive Mesoscale Convective System (MSC) dataset, links to files in MatLab and plain text format

description: 1. Mesoscale convective systems (MCSs) are important components of tropical weather systems and the climate system. Using long-term global satellite infrared (IR) data, we developed a novel objective automatic tracking algorithm, which involves combining a Kalman filter with the conventional area-overlapping method, and we used this method to generate a comprehensive MCSs dataset.The MCS detection file is MCS_detect_v1.zip.2. Based on the CLAUS dataset, we generated a long-term tropical MCSs dataset that covers the period from 1985 to 2008 using a brightness temperature (BT) threshold of 233 K, an area coverage threshold of 5000 square kilometers, and an overlapping threshold of 15%. Researchers can easily change the criteria used in the algorithm to generate MCS records that meet their needs. The dataset contains basic trajectory information along with other characteristics of each MCS, including intensity, area, eccentricity, and lifetime etc. The MCSs identified in Jan 1985 may have initiated in the preceding month, and the MCSs identified in Dec 2008 may have dissipated in the following month, which lie outside the time period covered by the CLAUS dataset. To ensure that all of the MCSs contain their entire lifespans, the records in Jan 1985 and Dec 2008 are discarded.3. The MCSs records are detected from the BT threshold of 233 K, the area coverage threshold of 5000 square kilometers, and the overlapping threshold of 15%. Three sensitivity experiments for changing the criteria are KF_T228, KF_A10000, and KF_25% with a lower BT threshold of 228 K, a larger area coverage threshold of 10000 square kilometers, and a higher overlapping threshold of 25% separately.Formats of all the monthly MCSs records are txt and mat. 4. The sensitivity experiment for changing the criteria of overlapping threshold is KF_25%. The MCSs records in this sensitivity experiment are detected from the BT threshold of 233 K, the area coverage threshold of 5000 square kilometers and the overlapping threshold 25%.The sensitivity experiment for changing the criteria of area coverage threshold is KF_A10000. The MCSs records in this sensitivity experiment are detected from the brightness temperature threshold of 233 K, the area coverage threshold of 10000 square kilometers and the overlapping threshold 15%.The sensitivity experiment for changing the criteria of brightness temperature (BT) is KF_T228. The MCSs records in this sensitivity experiment are detected from the BT threshold of 228 K, the area coverage threshold of 5000 square kilometers and the overlapping threshold 15%.
DOI: 10.17632/86x733xkb8.4
title: Dataset of Arabic Spam and Ham Tweets

description: This paper is a descriptor for the dataset to be cited when you use the data:
Kaddoura, Sanaa, and Safaa Henno. "Dataset of Arabic spam and ham tweets." Data in Brief 52 (2024): 109904.
Paper Link: https://www.sciencedirect.com/science/article/pii/S2352340923009472

The data was analyzed in this article:
Kaddoura, S., Alex, S. A., Itani, M., Henno, S., AlNashash, A., & Hemanth, D. J. (2023). Arabic spam tweets classification using deep learning. Neural Computing and Applications, 1-14.

The data are collected from Twitter using Twitter API between January 27, 2021, and March 10, 2021. The download tweet information is Tweet ID, DateTime, URL, Tweet Text, User Name, Location, Replied Tweet ID, Replied Tweet User ID, Replied Tweet Username, Retweet Count, Favorite Count, and Favorited.

The dataset contains two file.
The first file is "Dataset of Arabic Spam and Ham Tweets.xlsx.": This file contains the original collected dataset. The dataset contains 13241 records. Each record represents a tweet. The tweets are labeled either Ham or Spam. Ham means non-spam tweet. There are 1924 Spam tweets and 11299 Ham tweets. The tweets are unique i.e. there are no repeated tweets records.

The second file is "Augmented_SpamHamTweets.xlsx": on this dataset, contextual augmentation was applied to increase the number of the minority class which is the "spam" class. This file will help while applying machine learning to the dataset to get better and more reliable results. This dataset now contains 11030 ham tweets and 15128 spam tweets.

Disclaimer:
This research paper includes certain terms that may be deemed offensive by some individuals. These words have been included solely to represent real-world datasets and research findings accurately. We apologize for any offense caused, as our research is dedicated to advancing fair spam content detection on social media. It's important to note that none of the authors endorse the use of offensive keywords.
DOI: 10.18112/openneuro.ds000240.v2.0.0
title: Resting State Perfusion in Healthy Aging
DOI: 10.5281/zenodo.10083548
title: Contemporaneous formation of self-secondaries and layered ejecta deposits on Mars

description: The raw data of the counting areas and crater statistics for martian impact craters, including Gratteri, Mojave, Tooting, Zunil, and Steinheim. IDs of images used to perform the crater statistics are provided.
DOI: 10.5281/zenodo.12755771
title: Thermal Hall effect of magnons from many-body skew scattering

description: Code and data for the generation of the figures appearing at the paper "Thermal Hall effect of magnons from many-body skew scattering",
DOI: 10.5281/zenodo.13285293
title: Ruth Traffic Simulator - Input for Prague, Boston

description: Input data for simulations of 10 000 and 60 000 vehicles in Prague and 300 000 vehicles in Boston.The map file should be included in "./data" folder, in working directory.

Prague:vehicles - prague-10K.parquet or prague-60K.parquetmap -  50_200432299999996-14_1755692-49_9151047-14_7526108_2024-02-13T00-00-00.graphml

Boston:vehicles - boston-300K.parquetmap - 42_47641909231966--71_27465474058792-42_14946390799415--70_90361558027409_2024-02-13T00-00-00.graphml
DOI: 10.5281/zenodo.13898860
title: Data and code for articles on the seasonal variation of the DC global electric circuit

description: In this repository you can find the measurement and modelling data, the research code, and a comprehensive description of the code developed for two papers on the seasonal variation of the DC global electric circuit.

First paper (Part 1: A new analysis based on long-term measurements in Antarctica) focuses on the seasonal variation of the global electric circuit (GEC) based on electric field measurements at the Vostok station in Antarctica during 2006–2020.

Second paper (Part 2: Further analysis based on simulations) further analyses the seasonal variation of the GEC on the basis of simulations with models of atmospheric dynamics.

An extended description, including a brief overview of the script code and a description of the data files, is provided in the attached archive in the readme.md file.
DOI: 10.5281/zenodo.14246232
title: scRNA-seq data for article: Kupffer cell and recruited macrophage heterogeneity orchestrate granuloma maturation and hepatic immunity in visceral leishmaniasis

description: Single-cell RNA-seq dataset from sorted CD11bInt, F4/80Hi, CD64+ mouse liver cells in naive or Leishmania infantum-infected animals at 42 d.p.i.. Data analyses and results are described in manuscript: "Kupffer cell and recruited macrophage heterogeneity orchestrate granuloma maturation and hepatic immunity in visceral leishmaniasis". Data files are Seurat objects in RDS format. Filtered-out potential doublets, low quality cells and dying cells (excluded cells with <1000 genes detected, cells with >6000 genes detected, cells with mitochondrial gene expression > 10% and cells with <5000 transcript molecules). Data normalization, scaling and integration performed using Seurat.

Filtered dataset containing all KCs and macrophages is in the "pessenda_KC_Macro_seurat" file.

Our data were then mapped onto a reference dataset published by Remmerie et al. (DOI: 10.1016/j.immuni.2020.08.004) for annotation consistent with the literature. The reference mapped object can be found in the "pessenda_refmap_KC_Macro_seurat" file.

Dataset containing the additional analysis of CLEC4F-TIM4+ FACS-sorted KCs can be found in the "pessenda_refmap_KCTimPos_seurat" file.
DOI: 10.5281/zenodo.7385533
title: The World Atlas of Language Structures Online

description: Cite the source of the dataset as: Dryer, Matthew S. & Haspelmath, Martin (eds.) 2013. The World Atlas of Language Structures Online. Leipzig: Max Planck Institute for Evolutionary Anthropology. (Available online at https://wals.info)
DOI: 10.5517/cc10wq8w
title: CCDC 950158: Experimental Crystal Structure Determination

description: Related Article: J. G. Malecki|2013|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.cc2djd9n
title: CCDC 2220291: Experimental Crystal Structure Determination

description: Related Article: Martin Nieger|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: 10.6084/m9.figshare.28395161.v1
title: Neonatal sepsis research data

description: This file contains the data collected for my research on Neonatal sepsis.
DOI: 10.15156/bio/2959330
title: Full UNITE+INSD dataset for Fungi

description: This FASTA file ("UNITE+INSDC") comprises “all” fungal ITS sequences of the UNITE and INSDC databases present in UNITE Species Hypotheses, updated and released some four times a year. Locked UNITE sequences and low quality (and overly short) INSDC sequences are however excluded.
DOI: 10.17632/5c442vbjzg.3
title: Binary-Classification Performance Evaluation Reporting Survey Data with the Findings

description: This data prepared for or manuscript provides comprehensive findings related to binary-classification performance evaluation reporting issues of 78 academic studies within the last 7 years (2012–2018) that model some machine learning based Android malware detection classifiers and report their performance evaluation in terms of some metrics such as accuracy or F1. The data shows that the performance evaluation reporting in the literature is not common and well-defined. The performance metrics chosen, the number of metrics reported, and the combination of the reported metrics are highly diverse. The data also shows that the studies use Accuracy metric in a misleading manner via analyzing the performances by the proposed performance indicator. The survey selection methodology is also described in the data.
DOI: 10.18462/iir.gl.2016.1004
title: Risk assessment of R22 air conditioners using R290.

description: Under the Montreal Protocol, Article 5 countries are proceeding with the phase-out of HCFC R22. One of the most prevalent uses of R22 is in split and window type air conditioners. Because R290 has similar saturated pressure-temperature characteristics and volumetric refrigerating capacity as R22, is miscible with the oils typically used in R22 compressors, is relatively cheap and is reported to yield favourable efficiency, it is often deemed as a desirable option to use in existing R22 systems. However, due to the concerns over charging a flammable refrigerant into systems that have been designed for non-flammable refrigerants, entities such as the Executive Committee of the Montreal Protocol and associated implementing agencies warn against such practices. This study addresses the flammability risk associated with applying R290 in converted R22 air conditioners and compares the risk against equivalent air conditioners that are specifically designed and built for R290. Different levels of conversion are considered in terms of the extent of modification that a technician may apply to the R22 air conditioner, ranging from no changes (“drop-in”) to comprehensive alterations in order to bring the equipment as close as possible in line with standardised design requirements.
DOI: 10.20783/dias.501
title: Global Soil Wetness Project Phase 3 Atmospheric Boundary Conditions (Experiment 1)
title: GSWP3.E1-ABC

description: retrospective atmospheric boundary conditions (9 variables: Rainfall, Snowfall, 2m Air Temperature, 2m Specific Humidity, Surface Pressure, Downward Shortwave Radiation, Downward Longwave Radiation, 10m Wind Speed, and Cloud Cover Fraction) for 1901-2010 in 3-hourly resolution are generated. 20th Century Reanalysis (20CR) [compo2011] [Compo el al., 2011] on global 2° resolution is dynamically downscaled into T248 (~0.5°) grid using a spectral nudging technique [Yoshimura and Kanamitsu 2008] in a Global Spectral Model (GSM) [Figure 2]. This successfully keeps the low frequency signal of original reanalysis, providing additional high frequency signals, which are lacking in previous products [e.g., Weedon et al., 2011]. It is essential to investigate phenomena at higher spatiotemporal scales such as extreme events. In order to relieve known artifacts (e.g., ripple patterns and persistent overcast in high latitude region), additional techniques, such as single ensemble correction [Yoshimura and Kanamitsu, 2013] and vertically weighted damping [Hong and Chang, 2012], are applied. Model biases in the downscaled 20CR are corrected using observational data (e.g., GPCC for precipitation, SRB for short/long wave radiation, and CRU for air temperature and daily temperature range). In addition to previously introduced bias correction algorithms [e.g., Weedon et al., 2011], variability in higher temporal (&amp;amp;lt;month) resolution is carefully corrected [Kim et al., in preparation]. Also, wind-induced precipitation undercatch correction is applied considering different types of gauges and their global distribution [Hirabayashi et al., 2008]. Through the above mentioned data generation strategy, GSWP3 has further reliability and consistency over the century long target timespan with higher spatiotemporal resolutions.
DOI: 10.24432/c57303
title: Statlog (Heart)
DOI: 10.5067/measures/minds/data304
title: OMI/Aura NO2 Tropospheric, Stratospheric and Total Columns MINDS Daily L3 Global Gridded 0.25 degree x 0.25 degree V1.1
DOI: 10.5067/modis/mod08_m3.006
title: MOD08_M3 MODIS/Terra Aerosol Cloud Water Vapor Ozone Monthly L3 Global 1Deg CMG
DOI: 10.5281/zenodo.12706383
title: A comprehensive experimental analysis of the local passive response across the healthy porcine left ventricle

description: This work provides a comprehensive characterization of porcine myocardial tissue, combining biaxial (Bx), simple triaxial shear (STS) and confined compression (CC) tests to analyze its elastic behavior under cyclic loads. We expanded this study to different zones of the ventricular free wall, providing insights into the local behavior along the longitudinal and radial coordinates. The aging impact was also assessed by comparing two age groups (4 and 8 months). Resulting data showed that the myocardium exhibits a highly nonlinear hyperelastic and incompressible behavior. We observed an anisotropy ratio of 2-2.4 between averaged peak stresses in Bx tests and 1-0.59-0.41 orthotropy ratios for normalised fiber-sheet-normal peak stresses in STS tests. We obtained a highly incompressible response, reaching volumetric pressures of 2-7 MPa for perfused tissue in CC tests, with notable differences when fluid drainage was allowed, suggesting a high permeability. Regional analysis showed reduced stiffness and anisotropy (20-25%) at the apical region compared to the medial, which we attributed to differences in the fiber field dispersion. Compressibility also increased towards the epicardium and apical regions. Regarding age-related variations, 8-month animals showed stiffer response (at least 30% increase), particularly in directions where the mechanical stress is absorbed by collagenous fibers (more than 90%), as supported by a histological analysis. Although compressibility of perfused tissue remained unchanged, permeability significantly reduced in 8-month-old animals. Our findings offer new insights into myocardial properties, emphasizing on local variations, which can help to get a more realistic understanding of cardiac mechanics in this common animal model.
DOI: 10.5281/zenodo.2704916
title: CBMICD1.0: China's building material intensity coefficient dataset (1949-2015)

description: The building material intensity coefficients is the most commonly used method to estimated building material stock and resource recycling potential in the urban building system at various spatial-temporal scales because of its high accuracy, efficiency and conciseness. With the circular economy become the research hotspot, some building material intensity coefficients datasets have been reported in diverse type of literature (e.g., journals, books and reports). These scattered datasets are being compiled, and building material intensity coefficients are currently for some countries (e.g., Japan, Germany and Sweden) except for in an important country of world, China which has the most rapid urbanization. Therefore, in this study, we carried out an extensive survey and critical review of the literature (from 1949-2017) on building material intensity coefficients in China and developed China’s building material intensity coefficient dataset (CBMICD1.0). This dataset consists of 813 different aged buildings with different structures located in 30 provinces in China and their associated background information (e.g. geographical location, building application and building structure).The dataset  which provides essential supporting information for researchers on circular economy, is helping to provide a better understanding of the availability of resources in the city and its future potential supply for recycling as well as to develop strategies for the management of construction and demolition waste.
DOI: 10.5281/zenodo.7142931
title: Carbon action MULTA Finnish carbon sequestration experimental field dataset 2021

description: This dataset includes the third year observations of the Finnish Carbon Action carbon sequestration experiment. In the experiment c.a. 100 farms test carbon farming methods on a test field and an adjacent control plot. Of these 20 farms were chosen for continued sampling 2020-2024 combining field observations and soil sampling. This data will be coupled with satellite imagery, field sensors and carbon cycle modeling to forecast carbon sequestration. Subsequent sampling will track changes in soil carbon stock and soil productivity. The dataset will be updated annually, updates are published as separate datasets in https://zenodo.org/communities/carbonaction/ . The 2021 update includes data on: physical quality: soil structure (VESS), bulk density, porosity, water holding capacity, infiltration rate, aggregate stability biological properties: earthworm counts, above ground biomass, plant cover (%), chorophyll chemical properties: change in soil nutrients 2019 to 2021, change in OM and CO2 burst This updated version includes the change in soil nutrients and updated soil infiltration rates as the soil texture was determined more accurately.
description: Year 2019 and 2020 datasets can be found at: https://zenodo.org/communities/carbonaction