cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.27178305.v1
title: Investigating the contributors to hit-and-run crashes using gradient boosting decision trees

description: This paper uses the 2021 traffic crash data from the NHTSA CRSS as a sample for model training and validation. The CRSS data collects crash report data provided by police departments from all 50 states in the United States. It details various factors of each traffic crash, including crash information, driver information, vehicle information, road information, and environmental information.The crash accident data provided by CRSS include crash-related details such as the location, time, cause, type of crash, driver’s age, gender, attention level, injury status, risky driving behavior, vehicle type, usage, damage, and hit-and-run situations. However, due to the separate recording of the dataset and the presence of systematic errors and redundant information, the CRSS 2021 data undergo the following merging and filtering processes:1) Match and merge separately recorded data based on the unique case number "CASENUM" in the dataset.2) Records with missing values in critical variables (e.g., whether the crash involved a hit-and-run) were removed to avoid bias in the analysis. For non-critical variables, missing values were imputed using the mean or mode depending on the variable type. For continuous variables, such as speed limits, we used mean imputation. For categorical variables (e.g., weather, road surface conditions), mode imputation was applied.3) Noise in the dataset arises from both human error in crash reporting and random fluctuations in recorded variables. We used z-scores to detect and remove extreme outliers in numerical variables (e.g., speed limits, crash angle). Data points with a z-score beyond ±3 standard deviations were considered outliers and were excluded from the analysis. To handle noisy fluctuations in continuous variables (e.g., speed limits), we applied a symmetrical exponential moving average (EMA) filter.After processing, the CRSS 2021 data include a total of 54,187 crash accidents, among which there are 5,944 hit-and-run accidents, accounting for 10.97% of crash accidents. The hit-and-run and non-hit-and-run categories face a serious class imbalance issue, and data balancing processing is applied to the target variable during parameter calibration. Hit-and-run crashes constitute a relatively small proportion of total crashes in the dataset, leading to class imbalance in the binary classification target. To address this issue, we utilized the resampling techniques available in the data mining software. Specifically, random undersampling was applied to the majority class (non-hit-and-run crashes), while Synthetic Minority Over-sampling Technique (SMOTE) was used for the minority class. This ensured balanced class distribution in the training set, improving model performance and preventing the classifier from being biased toward the majority class.
DOI: 10.15468/dl.qqyat5
title: Occurrence Download

description: A dataset containing 18979 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Alnus glutinosa (L.) Gaertn."
 ]
}

 The dataset includes 18979 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045534-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ygm726
title: Occurrence Download

description: A dataset containing 1704 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rattus tanezumi (Temminck, 1845)"
 ]
}

 The dataset includes 1704 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045535-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g6jbbb
title: Occurrence Download

description: A dataset containing 13473 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Magdalis E.F.Germar, 1817"
 ]
}

 The dataset includes 13473 records from 400 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045536-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k2fjqz
title: Occurrence Download

description: A dataset containing 1509 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Santolina semidentata Hoffmanns. & Link"
 ]
}

 The dataset includes 1509 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045537-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11546950
title: Data Analysis Scripts Bovine Myoblasts

description: Data analysis scripts for the proteome analysis of bovine myoblasts. Raw & processed mass spectrometry data can be accessed under PXD052959.
DOI: 10.5281/zenodo.12526741
title: Data Analysis Scripts Bovine Myoblasts

description: Data analysis scripts for the proteome analysis of bovine myoblasts. Raw & processed mass spectrometry data can be accessed under PXD052959.
DOI: 10.5281/zenodo.12544965
title: Data Analysis Scripts Bovine Myoblasts

description: Data analysis scripts for the proteome analysis of bovine myoblasts. Raw & processed mass spectrometry data can be accessed under PXD052959.
DOI: 10.5281/zenodo.13886142
title: Mesh and configuration files to perform coupled heat+fluid simulations on a realistic human eyeball geometry with Feel++

description: Run the simulation

With slurm

Set up position and desired mesh in the `run.slurm` file. Then, submit the job with the following command:

sbatch run.slurm

Without slurm

Run by hand the command of the run.slurm file.POSITION=prone      # prone supine standingSOLVER_TYPE=simple  # simple lscMESH_INDEX=M4       # M1 M2 M3 M4 M5

mpirun -np 128 feelpp_toolbox_heatfluid \    --config-files eye-${POSITION}.cfg pc_${SOLVER_TYPE}.cfg \    --heat-fluid.json.patch='{ "op": "replace", "path": "/Meshes/heatfluid/Import/filename", "value": "$cfgdir/mesh/Mr/'${MESH_INDEX}'/Eye_Mesh3D_p$np.json" }' \    --heat-fluid.scalability-save=1 --heat-fluid.heat.scalability-save=1 --heat-fluid.fluid.scalability-save=1

Available meshes

The meshes are available and are already partitioned for parallel computing:

M0 : 1, 64, 128, 256, 384, 512, 640, 768M1 : 1, 64, 128, 256, 384, 512, 640, 768M2 : 1, 64, 128, 256, 384, 512, 640, 768M3 : 1, 64, 128, 256, 384, 512, 640, 768M4 : 1, 64, 128, 256, 384, 512, 640, 768M5 : 1, 64, 128, 256, 384, 512, 640, 768M6 : 128, 256, 384, 512, 640, 768
DOI: 10.5281/zenodo.13886143
title: Mesh and configuration files to perform coupled heat+fluid simulations on a realistic human eyeball geometry with Feel++

description: Run the simulation

With slurm

Set up position and desired mesh in the `run.slurm` file. Then, submit the job with the following command:

sbatch run.slurm

Without slurm

Run by hand the command of the run.slurm file.POSITION=prone      # prone supine standingSOLVER_TYPE=simple  # simple lscMESH_INDEX=M4       # M1 M2 M3 M4 M5

mpirun -np 128 feelpp_toolbox_heatfluid \    --config-files eye-${POSITION}.cfg pc_${SOLVER_TYPE}.cfg \    --heat-fluid.json.patch='{ "op": "replace", "path": "/Meshes/heatfluid/Import/filename", "value": "$cfgdir/mesh/Mr/'${MESH_INDEX}'/Eye_Mesh3D_p$np.json" }' \    --heat-fluid.scalability-save=1 --heat-fluid.heat.scalability-save=1 --heat-fluid.fluid.scalability-save=1

Available meshes

The meshes are available and are already partitioned for parallel computing:

M0 : 1, 64, 128, 256, 384, 512, 640, 768M1 : 1, 64, 128, 256, 384, 512, 640, 768M2 : 1, 64, 128, 256, 384, 512, 640, 768M3 : 1, 64, 128, 256, 384, 512, 640, 768M4 : 1, 64, 128, 256, 384, 512, 640, 768M5 : 1, 64, 128, 256, 384, 512, 640, 768M6 : 128, 256, 384, 512, 640, 768
DOI: 10.15468/dl.5ybhrf
title: Occurrence Download

description: A dataset containing 3727 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Betula pendula Roth"
 ]
}

 The dataset includes 3727 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045538-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y68erq
title: Occurrence Download

description: A dataset containing 9862 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agaricus arvensis Schaeff."
 ]
}

 The dataset includes 9862 records from 311 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045540-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wdj6qt
title: Occurrence Download

description: A dataset containing 20014 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Corylus avellana L."
 ]
}

 The dataset includes 20014 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045541-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11026094
title: [SELFY] Multi-Agent Situational Awareness Database

description: This dataset has been created in the context of SELFY project. It includes ROS1 rosbags comprising both real-world measurements and synthetic data generated with the CARLA simulator, as well as the definitions of ROS messages. Each rosbag contains the following type of data:



Images captured by the cameras;

Cloud points captured by the LiDARs;

Ground truth regarding the position of objects involved in the scene (vehicles, pedestrians).
DOI: 10.6084/m9.figshare.27178395
title: datasets.zip

description: Brain tumor five classification dataset
DOI: 10.5281/zenodo.13896982
title: Amazon ML Hackathon 2024

description: Amazon ML Hackathon 2024 Dataset
DOI: 10.5281/zenodo.13896983
title: Amazon ML Hackathon 2024

description: Amazon ML Hackathon 2024 Dataset
DOI: 10.15468/dl.uupwnf
title: Occurrence Download

description: A dataset containing 1198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Monema flavescens Walker, 1855",
 "Year 1982-2024"
 ]
}

 The dataset includes 1198 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045542-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60781/u01/a020/m012
title: 워드 임베딩
DOI: 10.5522/04/25109132
title: Virus Lasers Source Data

description: Source data for virus laser.
DOI: 10.60781/u01/a020/m006
title: 인공 신경망 기반 딥러닝
DOI: 10.60781/u01/a020/m007
title: 텍스트 전처리의 필요성과 단계
DOI: 10.60781/u01/a020/m008
title: 딥러닝을 위한 텍스트 전처리
DOI: 10.5281/zenodo.13897071
title: reseach data for the paper RAPID METHOD FOR SCREENING OF BOTH CALCIUM AND MAGNESIUM CHELATION WITH COMPARISON OF 21 KNOWN METAL CHELATORS

description: research data usef for the paper RAPID METHOD FOR SCREENING OF BOTH CALCIUM AND MAGNESIUM CHELATION WITH COMPARISON OF 21 KNOWN METAL CHELATORS in Journal of Biological Inorganic Chemistry
DOI: 10.5281/zenodo.13897072
title: reseach data for the paper RAPID METHOD FOR SCREENING OF BOTH CALCIUM AND MAGNESIUM CHELATION WITH COMPARISON OF 21 KNOWN METAL CHELATORS

description: research data usef for the paper RAPID METHOD FOR SCREENING OF BOTH CALCIUM AND MAGNESIUM CHELATION WITH COMPARISON OF 21 KNOWN METAL CHELATORS in Journal of Biological Inorganic Chemistry
DOI: 10.60781/u01/a020/m009
title: 전처리 도구 소개
DOI: 10.60781/u01/a020/m010
title: 표현과 표현학습
DOI: 10.15468/dl.9tu8yg
title: Occurrence Download

description: A dataset containing 23022 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Buxus sempervirens L."
 ]
}

 The dataset includes 23022 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045543-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9mrpfd
title: Occurrence Download

description: A dataset containing 1442443 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((0.248 37.604,6.3 37.604,6.3 41.472,1.13704 41.03326,0.248 37.604))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 1442443 records from 372 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045510-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0c8y3p
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Italy",
 "Country is Germany",
 "Country is Bulgaria",
 "Country is Romania"
 ]
 },
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Amorpha fruticosa L."
 ]
}

 The dataset includes 73 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029414-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8zwm6n
title: Occurrence Download

description: A dataset containing 547 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asimitellaria formosana (Hayata) R.A.Folk & Y.Okuyama"
 ]
}

 The dataset includes 547 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029792-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d82r3f
title: Occurrence Download

description: A dataset containing 13373 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helianthus annuus L.",
 "Country is one of (United States of America, Canada)",
 "Year is greater than or equal to 1979"
 ]
}

 The dataset includes 13373 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189286-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9slc2n
title: Occurrence Download

description: A dataset containing 35429 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((106.46782 -6.89049,107.05284 -6.89049,107.05284 -6.28761,106.46782 -6.28761,106.46782 -6.89049))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 35429 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029416-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4759bq
title: Occurrence Download

description: A dataset listing the 13142 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((104.49419 20.07306,107.32381 20.07306,107.32381 22.17788,104.49419 22.17788,104.49419 20.07306))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 13142 records were derived from 440 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029771-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.czaucp
title: Occurrence Download

description: A dataset containing 369942 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "StateProvince is Puebla"
 ]
}

 The dataset includes 369942 records from 692 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0192759-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8s6gkx
title: Occurrence Download

description: A dataset containing 2783397 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is China"
 ]
}

 The dataset includes 2783397 records from 1526 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029417-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3pnqwu
title: Occurrence Download

description: A dataset containing 433 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Inventaire des coléoptères saproxyliques de France métropolitaine-Collection entomologique de Patrick JAUMES (Coléoptères)"
 ]
}

 The dataset includes 433 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022884-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.46cz9o
title: Occurrence Download

description: A dataset containing 162 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Flosculariidae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 162 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043855-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9pqu9r
title: Occurrence Download

description: A dataset containing 50362 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "TaxonKey is one of (Procambarus fallax f. virginalis Martin, Dorn, Kawai, van der Heiden & Scholtz, 2010, Orconectes virilis (Hagen, 1870), Ludwigia peploides (Kunth) P.H.Raven, Heracleum sosnowskyi Manden., Heracleum persicum Desf. ex Fisch., C.A.Mey. & Avé-Lall., Cabomba caroliniana A.Gray, Procambarus clarkii (Girard, 1852), Myriophyllum heterophyllum Michx., Lysichiton americanus Hultén & H.St.John, Lagarosiphon major (Ridl.) Moss, Pacifastacus leniusculus (Dana, 1852), Orconectes limosus (Rafinesque, 1817), Myriophyllum aquaticum (Vell.) Verdc., Impatiens glandulifera Royle, Ludwigia grandiflora (Michx.) Greuter & Burdet, Hydrocotyle ranunculoides L.fil., Heracleum mantegazzianum Sommier & Levier, Elodea nuttallii (Planch.) H.St.John)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 50362 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117410-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.btdkes
title: Occurrence Download

description: A dataset containing 224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "InstitutionCode is iNaturalist",
 "TaxonKey is Anthemis cotula L."
 ]
}

 The dataset includes 224 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043861-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dcarek
title: Occurrence Download

description: A dataset containing 275 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scilla latifolia Willd. ex Schult.f."
 ]
}

 The dataset includes 275 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120133-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lhjuwl
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bibliographie de la faune, la flore et la fonge de France métropolitaine et outre-mer-Entomologische Anzeiger"
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008143-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y5etng
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thamnophis rossmani Conant, 2000"
 ]
}

 The dataset includes 23 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043865-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5z3smc
title: Occurrence Download

description: A dataset containing 419 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Glycyrrhiza Tourn. ex L."
 ]
}

 The dataset includes 419 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067006-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxy4ve
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is South America",
 {
 "or" : [
 "TaxonKey is Liodessus Guignot, 1939",
 "TaxonKey is Rhantus Dejean, 1833"
 ]
 }
 ]
}

 The dataset includes 31 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068712-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v1dbc3
title: Occurrence Download

description: A dataset containing 15823 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Smilisca baudinii (Duméril & Bibron, 1841)"
 ]
}

 The dataset includes 15823 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043870-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x1wayw
title: Occurrence Download

description: A dataset containing 998 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Triticum durum Desf.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 998 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008132-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.