cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21233/dcmp-1w12
title: LDDsite570 water chemistry dataset

description: Raw data for the LDDsite570 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/ebmtx6
title: SHS_1990-2021_v1

description: Serious Health-related Suffering (SHS) has been introduced by the Lancet Commission on Global access to Pain Relief and Palliative Care as a new concept, to better understand the amount of global unrelieved suffering in persons with severe illness. 
This file presents the background data that will allow palliative care and other health care professionals to analyse data for their country or region, or specific subsets for individual health conditions or sex- or age-related differences. Data are presented for time points from 1990 to 2021. 
Please use the file "Codebook SHS_1990-2021" for information on the item coding. 
Information on the SHS methodology is available at https://pubmed.ncbi.nlm.nih.gov/38636816/
DOI: 10.21233/e05b-yz62
title: Big Doctor Lake diatom dataset

description: Raw data for the Big Doctor Lake diatom dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/agsd-e486
title: STN15-1G dinoflagellates dataset

description: Raw data for the STN15-1G dinoflagellates dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/mjzm-jv11
title: Faddeyevskiy pollen dataset

description: Raw data for the Faddeyevskiy pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/ccy1-7837
title: Crystal Peatland (Trout C) testate amoebae surface sample dataset

description: Raw data for the Crystal Peatland (Trout C) testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/ypcc-v456
title: Willowherb [MkPk-9] vertebrate fauna dataset

description: Raw data for the Willowherb [MkPk-9] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/ecxudt
title: Extracted Data From: Climate Data Online - Global Summary of the Year

description: This Global Summaries dataset, known as GSOY for Yearly, contains a yearly resolution of meteorological elements from 1763 to present with updates applied weekly. The major parameters are: – average annual temperature, average annual minimum and maximum temperatures; total annual precipitation and snowfall; departure from normal of the mean temperature and total precipitation; heating and cooling degree days; number of days that temperatures and precipitation are above or below certain thresholds; extreme annual minimum and maximum temperatures; number of days with fog; and number of days with thunderstorms. The primary input data source is the Global Historical Climatology Network - Daily (GHCN-Daily) dataset. The Global Summaries datasets also include a monthly resolution of meteorological elements in the GSOM (for Monthly) dataset. See associated resources for more information. These datasets are not to be confused with "GHCN-Monthly", "Annual Summaries" or "NCDC Summary of the Month". There are unique elements that are produced globally within the GSOM and GSOY data files. There are also bias corrected temperature data in GHCN-Monthly, which are not available in GSOM and GSOY. The GSOM and GSOY datasets replace the legacy U.S. COOP Summaries (DSI-3220), and have been expanded to include non-U.S. (global) stations. U.S. COOP Summaries (DSI-3220) only includes National Weather Service (NWS) COOP Published, or "Published in CD", sites.
description: This submission includes publicly available data extracted in its original form. Please reference the Related Publication listed here for source and citation information.

Global Summary of the Year (GSOY) data was downloaded by Dylan Mendenhall on February 27, 2025
description: The disclaimers below were copied as is from the EPA Disclaimers site https://www.nhc.noaa.gov/mobile/disclaimer.html: <br>

Use of Data and Products <br>

The information on government servers are in the public domain, unless specifically annotated otherwise, and may be used freely by the public. Before using information obtained from this server special attention should be given to the date and time of the data and products being displayed. This information shall not be modified in content and then presented as official government material. <br>

The user assumes the entire risk related to its use of this data. NWS is providing this data "as is," and NWS disclaims any and all warranties, whether express or implied, including (without limitation) any implied warranties of merchantability or fitness for a particular purpose. In no event will NWS be liable to you or to any third party for any direct, indirect, incidental, consequential, special or exemplary damages or lost profit resulting from any use or misuse of this data. <br>
DOI: 10.21233/zbsy-3r96
title: Okanagan Lake ostracode surface sample dataset

description: Raw data for the Okanagan Lake ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/edgvug
title: Heavy Alcohol Consumption in U.S. Persons 12 Years of Age and Older: NSDUH

description: National Survey on Drug Use and Health (NSDUH) data on reported heavy alcohol consumption in U.S. persons 12 years of age and older in 2013, 2014, and 2015.
DOI: 10.21233/8w9h-j302
title: Echo Lake/west end water chemistry dataset

description: Raw data for the Echo Lake/west end water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/fqj9-jz86
title: Loon Lake diatom dataset

description: Raw data for the Loon Lake diatom dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/2j0h-2x51
title: Lamb Lake water chemistry dataset

description: Raw data for the Lamb Lake water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/0rx8-b723
title: TenaTrail163 pollen surface sample dataset

description: Raw data for the TenaTrail163 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/zwnq-8m46
title: Lake Ontario/Athol Bay water chemistry dataset

description: Raw data for the Lake Ontario/Athol Bay water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/dc8h-ks07
title: Tiantong National Forest Park ostracode surface sample dataset

description: Raw data for the Tiantong National Forest Park ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/js81-gf94
title: Small Lake diatom surface sample dataset

description: Raw data for the Small Lake diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/10v5-tg51
title: Jinwol geochemistry dataset

description: Raw data for the Jinwol geochemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/8fsz-9190
title: Esquimalt Lagoon 11T [Fort Rodd Hill] [DcRu-2] vertebrate fauna dataset

description: Raw data for the Esquimalt Lagoon 11T [Fort Rodd Hill] [DcRu-2] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.6084/m9.figshare.29035586
title: datasets

description: Processed datasets in Stage 2 of scMultiBench project in Nature Methods Register Report study. The Stage 1 protocol for this Registered Report can be found at https://springernature.figshare.com/articles/journal_contribution/Multi-task_benchmarking_of_single-cell_multimodal_omics_integration_methods/26789902.<br>
DOI: 10.7910/dvn/enlpoj
title: UAV Detection Dataset

description: UAV detection for Ground robot Retrieval
DOI: 10.21233/z9h4-vb95
title: Scaba'e Arriu specimen stable isotope dataset

description: Raw data for the Scaba'e Arriu specimen stable isotope dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/q7kw-6s23
title: Tidwell Hollow [3CW6] vertebrate fauna dataset

description: Raw data for the Tidwell Hollow [3CW6] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/h6dp-4n81
title: Adams Trail Peatland testate amoebae surface sample dataset

description: Raw data for the Adams Trail Peatland testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/ekoahs
title: Drugs Classifier System Based on Machine Learning Algorithms

description: Abstract
Background/objectives: Nowadays, there are thousands of approved drugs that can be used for treating people who have medical problems. Therefore, drug warnings and precautions are denoted to recognize a discrete set of adverse effects and other implied protection uncertainties that are useful for patient control.

Methods/analysis/findings: In this study, the intended framework is divided into two principal stages: data retrieval and data processing. Firstly, in the data collection stage, drug reports, drug interactions, malfunctions, number of deaths, and other factors had been obtained from various references, including RxNorm and Drug Bank using web service. Secondly, in the data processing phase, different data mining algorithms used to classify drugs into suitable drugs and non-suitable drugs.

Application/improvements: According to the experimental results, we found that the decision tree has more accuracy (97.9%) than other state-of-art methods.

Keywords: Drug Interactions, Drugs Classification, Naïve Bayes, Support Vector Machine, Decision Tree
DOI: 10.21233/00yw-4t18
title: Birnau Breitenhart 2 pollen dataset

description: Raw data for the Birnau Breitenhart 2 pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/f61t-kg64
title: LDDsite1126 ostracode surface sample dataset

description: Raw data for the LDDsite1126 ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/1vx9-y338
title: TK-30 diatom surface sample dataset

description: Raw data for the TK-30 diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/w64z-y135
title: Qizimeishan testate amoebae surface sample dataset

description: Raw data for the Qizimeishan testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/ncfh-yn68
title: LDDsite3154 water chemistry dataset

description: Raw data for the LDDsite3154 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/pzda-7x32
title: Ziebell Lake pollen dataset

description: Raw data for the Ziebell Lake pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/mz97-za80
title: WYOSU13 pollen surface sample dataset

description: Raw data for the WYOSU13 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/99p2-aa58
title: Rurzyca testate amoebae surface sample dataset

description: Raw data for the Rurzyca testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/q55w-4249
title: Yearling Pond water chemistry dataset

description: Raw data for the Yearling Pond water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.15383538
title: Data for "Shifting hotspot of tropical cyclone clusters in warming a climate"

description: This dataset contains all observational and simulated data used to generate the Figures and Extended Data items in Fu et al. (2025), "Shifting hotspot of tropical cyclone clusters in warming a climate".

The dataset comprises four main components: the output folder containing probabilistic simulations of the tropical cyclone (TC) cluster model, the track folder with observational TC track data from 1950 to 2024, the ssw folder housing synoptic-scale wave activity data, and the HIRAM folder storing output from the high-resolution model experiments analyzed in this study.
DOI: 10.5281/zenodo.15383539
title: Data for "Shifting hotspot of tropical cyclone clusters in warming a climate"

description: This dataset contains all observational and simulated data used to generate the Figures and Extended Data items in Fu et al. (2025), "Shifting hotspot of tropical cyclone clusters in warming a climate".

The dataset comprises four main components: the output folder containing probabilistic simulations of the tropical cyclone (TC) cluster model, the track folder with observational TC track data from 1950 to 2024, the ssw folder housing synoptic-scale wave activity data, and the HIRAM folder storing output from the high-resolution model experiments analyzed in this study.
DOI: 10.21233/4924-zx43
title: Becker Lake water chemistry dataset

description: Raw data for the Becker Lake water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/jq1w-fq09
title: North River water chemistry dataset

description: Raw data for the North River water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/epf0-v138
title: Pasqua Lake ostracode surface sample dataset

description: Raw data for the Pasqua Lake ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/elzsvv
title: Geographic Boundaries of Traffic Analysis Zones in Barranquilla, Colombia, 2009

description: This dataset is part of the ESCALA (Study of Urban Health and Climate Change in Informal Settlements in Latin America) project that was funded by the Lacuna Fund of the Meridian Institute https://lacunafund.org/. 

This data contains Traffic Analysis Zone (TAZ) units for transportation planning models for Barranquilla, Colombia, 2009. The data were generated by Universidad del Norte in 2009 under a contract with the Metropolitan Area of Barranquilla and the District of Barranquilla for research on management and modeling of the transportation system and urban environment. The original polygons were not modified but redundant attributes (population density, commercial establishments density and intersection density) were not included.
DOI: 10.21233/gyst-mv29
title: Tununuk [NgTu-VP] vertebrate fauna dataset

description: Raw data for the Tununuk [NgTu-VP] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/5sjq-pm87
title: Bay of Quinte/Muscote Bay ostracode surface sample dataset

description: Raw data for the Bay of Quinte/Muscote Bay ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/t9vh-pd40
title: Lake Biwa, North Basin ostracode surface sample dataset

description: Raw data for the Lake Biwa, North Basin ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/49j1-2d54
title: St. Catherines Island (South Beach various) pollen dataset

description: Raw data for the St. Catherines Island (South Beach various) pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/4anp-8y49
title: Sandaohu testate amoebae surface sample dataset

description: Raw data for the Sandaohu testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.