cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21233/gb30-9e28
title: Iztapa pollen dataset

description: Raw data for the Iztapa 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/hb2q-ah29
title: Mono Lake microcharcoal dataset

description: Raw data for the Mono Lake microcharcoal 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/a7n4-js73
title: Werito's Rincon, Chaco Canyon, San Juan Co., NM vertebrate fauna dataset

description: Raw data for the Werito's Rincon, Chaco Canyon, San Juan Co., NM 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: 10.57703/ce-8ewkk
title: STC_P12_IWM

description: - Institution: Fraunhofer Institute for Mechanics of Materials IWM, Woehlerstr. 11 | 79108 Freiburg, Germany, Dr. Tobias Amann, tobias.amann@iwm.fraunhofer.de, +49 761 5142-208
- Device: Color 3D Laser Microscope VK-9700K, Co. Keyence
- Measurement: 20x and 50x objective, Z-step size was set to 0.01 µm
- The raw data were further processed using the software VK Analyzer: 5x filtered, automatic tilt correction, strong image noise correction
- data uploaded with .txt file
DOI: 10.21233/wvy3-v262
title: Anderson Lake ostracode surface sample dataset

description: Raw data for the Anderson 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: 10.21233/01ht-vv30
title: Cinnamon Pond ostracode surface sample dataset

description: Raw data for the Cinnamon Pond 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: 10.21233/8e5d-qw34
title: LRRB108 pollen surface sample dataset

description: Raw data for the LRRB108 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/k7fy-rh83
title: Hubbs Creek water chemistry dataset

description: Raw data for the Hubbs Creek 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: 10.6084/m9.figshare.29039534
title: Happiness Study Data.xlsx

description: The link between happiness and math learning is complicated but fundamental.Good emotions can improve the quality of any learning experience and this is especiallytrue for mathematics, as it is often seen as complicated and scary. Happinessand math learning are linked by the ability of positive emotions to create a healthylearning environment, reduce stress, increase motivation, and develop skills. Happinessaround mathematics not only helps students improve academically, but alsoorganizes a lasting memory of the syllabus. In this study, a questionnaire was developedto measure students’ perception of happiness in mathematics classes. Itspurpose will be to find aspects that can be improved, so that students have the possibilityof becoming happier people while learning mathematics. The questionnairewill be a useful tool to collect data that would allow understanding the student’semotional situation in mathematics class, observing the points of greatest tensionand seeing opportunities to transform the learning process more positive and enjoyable.Based on the responses that have been collected and analyzed, it is possiblefor teachers and schools in general to choose and change their teaching methods tocreate happier learning experiences for students.
DOI: 10.6084/m9.figshare.29039534.v1
title: Happiness Study Data.xlsx

description: The link between happiness and math learning is complicated but fundamental.Good emotions can improve the quality of any learning experience and this is especiallytrue for mathematics, as it is often seen as complicated and scary. Happinessand math learning are linked by the ability of positive emotions to create a healthylearning environment, reduce stress, increase motivation, and develop skills. Happinessaround mathematics not only helps students improve academically, but alsoorganizes a lasting memory of the syllabus. In this study, a questionnaire was developedto measure students’ perception of happiness in mathematics classes. Itspurpose will be to find aspects that can be improved, so that students have the possibilityof becoming happier people while learning mathematics. The questionnairewill be a useful tool to collect data that would allow understanding the student’semotional situation in mathematics class, observing the points of greatest tensionand seeing opportunities to transform the learning process more positive and enjoyable.Based on the responses that have been collected and analyzed, it is possiblefor teachers and schools in general to choose and change their teaching methods tocreate happier learning experiences for students.
DOI: 10.21233/5qpa-n564
title: Burnt Village testate amoebae surface sample dataset

description: Raw data for the Burnt Village 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: 10.5281/zenodo.15388075
title: sechiopsis_tetraptera_zanfona_1.fasta.gz
DOI: 10.5281/zenodo.15388076
title: sechiopsis_tetraptera_zanfona_1.fasta.gz
DOI: 10.6084/m9.figshare.29035637
title: <b>Frequency of Compound Drought and Heatwaves</b>

description: We combined the agricultural drought index as well as the heat wave index to identify the frequency of CDHW from 1990-2020.
DOI: 10.15468/dl.x9vnd8
title: Occurrence Download

description: A dataset containing 405 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Mongolia)",
 "TaxonKey is Acer barbinerve Maxim."
 ]
}

 The dataset includes 405 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026275-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/mbs9-a019
title: Ningbo  ostracode surface sample dataset

description: Raw data for the Ningbo  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/a2ds-5s02
title: Azalea Lake pollen surface sample dataset

description: Raw data for the Azalea Lake 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/dzr6-2041
title: Mud Pond diatom surface sample dataset

description: Raw data for the Mud Pond 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/hrmg-qg74
title: Tourbière de la Peyroutarié pollen dataset

description: Raw data for the Tourbière de la Peyroutarié 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/s78n-s766
title: CI22 water chemistry dataset

description: Raw data for the CI22 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: 10.15468/dl.2nn5qa
title: Occurrence Download

description: A dataset containing 185 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "TaxonKey is Vulpes vulpes (Linnaeus, 1758)"
 ]
}

 The dataset includes 185 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026276-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57703/ce-c4dpe
title: C29_SurfaceTopographyChallenge_IWM

description: Surface Topography Challenge 2022, Fraunhofer Institute for Mechanics of Materials IWM, Woehlerstr. 11 | 79108 Freiburg, Germany, Dr. Tobias Amann, tobias.amann@iwm.fraunhofer.de, +49 761 5142-208
DOI: 10.21233/h272-0606
title: Überlinger See - Mainau pollen dataset

description: Raw data for the Überlinger See - Mainau 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: 10.6084/m9.figshare.29039462
title: <sup>1</sup>H NMR of compound <b>3a</b>

description: <sup>1</sup>H NMR of compound <b>3a</b> (fid file) in the following paper.<br>https://doi-org.kyoto-u.idm.oclc.org/10.1002/ejoc.202401074
DOI: 10.21233/ydmh-t918
title: Iowa Park Lake water chemistry dataset

description: Raw data for the Iowa Park 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/qjxp-sp07
title: LDDsite6172 ostracode surface sample dataset

description: Raw data for the LDDsite6172 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: 10.21233/8x2y-8b85
title: Stephen Lake water chemistry dataset

description: Raw data for the Stephen 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/xvat-2c57
title: LDDsite5754 ostracode surface sample dataset

description: Raw data for the LDDsite5754 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: 10.21233/4xf3-2g72
title: LDDsite1553 ostracode surface sample dataset

description: Raw data for the LDDsite1553 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: 10.15468/dl.xhxxrj
title: Occurrence Download

description: A dataset containing 66492 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ginkgoales"
 ]
}

 The dataset includes 66492 records from 720 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026274-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/xujjyc
title: Replication Data Dissertation

description: Replication Data of Dissertation
DOI: 10.21227/h2v7-gk59
title: "Meteorological Data for Kampala, Entebbe, Masindi and Namulonge observation Stations"

description: "This study explores the application of theLong Short-Term Memory (LSTM) neural network architectureto develop a machine learning model capable of predictingthe onset, cessation, and duration of rainfall seasons. Climateobservation data from weather stations in Entebbe, Kampala,Kawanda, Namulonge, and Masindi were used. The datasetincludes 12,025 daily records from 1991 to 2021, consisting ofsurface pressure, temperature, wind speed, relative humidity, andrainfall amounts. Two main prediction tasks were addressed:binary classification of daily rainfall occurrence (rainfall or norainfall), and regression-based prediction of rainfall amounts.The data were split into 80% for training and 20% for testingacross both tasks. Classification model performance metricsincluded accuracy, precision, recall, specificity, F1 score, andMatthews correlation coefficient (MCC), while the regressionmodel was evaluated using mean absolute error (MAE). Theclassification model achieved an accuracy of 0.915, precisionof 0.9435, recall of 0.9166, specificity of 0.864, F1 score of0.9299, and MCC of 0.7653. The developed seasonality modelwas validated using the March\u2013April\u2013May 2025 rainfall seasonand demonstrated the capability to detect and predict seasonaltransitions. These findings hold significant potential for theadvancement of early warning systems aimed at forecastingrainfall patterns, which are critical for managing weather-relatedhazards and reducing risks to life and property.Index Terms\u2014Long Short-Term Memory (LSTM), RainfallOnset, Rainfall Cessation, Stacked LSTM, Numerical WeatherPrediction System (NWPS), Matthews Correlation Coefficient(MCC), Mean Absolute Error (MAE), Relative Humidity (RH)"
DOI: 10.15468/dl.zqbjeb
title: Occurrence Download

description: A dataset containing 846 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Mongolia)",
 "TaxonKey is Acer amplum Rehder"
 ]
}

 The dataset includes 846 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026279-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/xstm-aq61
title: Jan Lake pollen dataset

description: Raw data for the Jan 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: 10.5281/zenodo.15388100
title: euphorbia_tuckeyana_spades_01.fasta.gz
DOI: 10.5281/zenodo.15388101
title: euphorbia_tuckeyana_spades_01.fasta.gz
DOI: 10.21233/y7vv-0n83
title: TIOG9 pollen surface sample dataset

description: Raw data for the TIOG9 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/dra3-7775
title: Masick's Pond water chemistry dataset

description: Raw data for the Masick's 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: 10.21233/39fe-np03
title: Toivola Bog A testate amoebae surface sample dataset

description: Raw data for the Toivola Bog A 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/y983-2w77
title: Montezuma Well charcoal dataset

description: Raw data for the Montezuma Well charcoal 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: 10.15468/dl.6w3hnq
title: Occurrence Download

description: A dataset containing 448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Month is one of (January, February)",
 "OccurrenceStatus is Present",
 "TaxonKey is Sternula albifrons (Pallas, 1764)",
 "Year 2011-2011"
 ]
}

 The dataset includes 448 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026281-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4rtrj5
title: Occurrence Download

description: A dataset containing 9551 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Month is one of (March, April, May, June, July, August, September, October, November, December)",
 "OccurrenceStatus is Present",
 "TaxonKey is Sternula albifrons (Pallas, 1764)",
 "Year 2010-2010"
 ]
}

 The dataset includes 9551 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026280-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/hjz8-6t85
title: LDDsite6287 water chemistry dataset

description: Raw data for the LDDsite6287 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.15387607
title: Phenotypic Dataset: Behavioral and Morphological Traits and Hair Cortisol Concentration in Goats (Capra hircus)

description: This dataset comprises behavioral, morphological, and physiological characteristics of domestic goats (Capra hircus) collected to investigate non-invasive indicators of chronic stress. Behavioral traits (Phe1–Phe38) were quantified using a structured assessment based on the Quantitative Behavior Assessment (QBA) approach. The dataset also includes measurements of cortisol concentration in wool and plasma, alongside key morphological features such as coat coloration and pigmentation, and demographic variables including sex, age, horn status.
DOI: 10.5281/zenodo.15387608
title: Phenotypic Dataset: Behavioral and Morphological Traits and Hair Cortisol Concentration in Goats (Capra hircus)

description: This dataset comprises behavioral, morphological, and physiological characteristics of domestic goats (Capra hircus) collected to investigate non-invasive indicators of chronic stress. Behavioral traits (Phe1–Phe38) were quantified using a structured assessment based on the Quantitative Behavior Assessment (QBA) approach. The dataset also includes measurements of cortisol concentration in wool and plasma, alongside key morphological features such as coat coloration and pigmentation, and demographic variables including sex, age, horn status.
DOI: 10.21233/qjsb-hq10
title: Highlands Forge Lake water chemistry dataset

description: Raw data for the Highlands Forge 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/t85t-wj22
title: Colorado Creek vertebrate fauna dataset

description: Raw data for the Colorado Creek 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/qnd5-6h93
title: Lake Biwa, South Basin ostracode surface sample dataset

description: Raw data for the Lake Biwa, South 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.