cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17118233
title: Random forest code for downscaling county-level livestock statistics to 1 km resolution using environmental factors

description: We introduce a random forest–based framework designed to downscale county-level livestock census data to a fine spatial resolution of 1 km by integrating key environmental factors (e.g., climate, topography, and vegetation indices). This approach addresses the spatial mismatch between administrative statistics and ecological processes, thereby providing more accurate and ecologically meaningful estimates of livestock distribution.

 

We provide the code together with county-level livestock census data and corresponding environmental factor tables for the years 2000 and 2020 on the Qinghai-Tibet Plateau, which were used to construct the random forest models.
DOI: 10.57760/sciencedb.27935
title: Enhancing anti-seismic property of building structures based on negative stiffness with impacting absorbers
title: Enhancing anti-seismic property of building structures based on negative stiffness with impacting absorbers

description: The data from the artice"Enhancing anti-seismic property of building structures based on negative stiffness with impacting absorbers".
description: The data from the artice"Enhancing anti-seismic property of building structures based on negative stiffness with impacting absorbers".
DOI: 10.15468/dl.j6ws6z
title: Occurrence Download

description: A dataset containing 2673 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Riparia riparia",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2673 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002018-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.27875
title: Untreated 1H/2H NMR data on protic ionic liquids
title: Untreated 1H/2H NMR data on protic ionic liquids

description: The archive contains untreated 1H/2H solid state NMR data of the protic ionic liquids based on the variable 3-alkyl ammonium cation and an OTf anion:[C8C8C8-ND][OTf][C8C2C2-ND][OTf][C2C2C2-ND][OTf]
description: The archive contains untreated 1H/2H solid state NMR data of the protic ionic liquids based on the variable 3-alkyl ammonium cation and an OTf anion:[C8C8C8-ND][OTf][C8C2C2-ND][OTf][C2C2C2-ND][OTf]
DOI: 10.57760/sciencedb.27618
title: A Fine-grained Spatiotemporal ECoG Dataset during Speech Perception in Tonal Language
title: A Fine-grained Spatiotemporal ECoG Dataset during Speech Perception in Tonal Language

description: High-density intracranial recordings during naturalistic language processing are critical for advancing models of speech perception. However, open, well-annotated high-density ECoG resources for tonal languages such as Mandarin remain scarce. We present a publicly available high-density ECoG dataset from four participants undergoing awake craniotomy who listened to continuous, sentence-level Mandarin drawn from the Annotated Speech Corpus of Chinese Discourse (ASCCD). Signals were recorded with 128–256-channel subdural grids and synchronized with the audio; high-gamma activity (70–150 Hz) was derived and down-sampled to 400 Hz. The release follows BIDS-iEEG and is distributed as NWB files, with derivatives including word- and syllable-level alignments; Pinyin; lexical tone and stress tiers; prosodic break indices; mel-spectrograms; F0 and formants; and electrode localization on individual anatomy with projections to MNI space. This resource supports fine-grained investigations of lexical tone, syllabic structure, and higher-level linguistic representations during naturalistic listening.
description: High-density intracranial recordings during naturalistic language processing are critical for advancing models of speech perception. However, open, well-annotated high-density ECoG resources for tonal languages such as Mandarin remain scarce. We present a publicly available high-density ECoG dataset from four participants undergoing awake craniotomy who listened to continuous, sentence-level Mandarin drawn from the Annotated Speech Corpus of Chinese Discourse (ASCCD). Signals were recorded with 128–256-channel subdural grids and synchronized with the audio; high-gamma activity (70–150 Hz) was derived and down-sampled to 400 Hz. The release follows BIDS-iEEG and is distributed as NWB files, with derivatives including word- and syllable-level alignments; Pinyin; lexical tone and stress tiers; prosodic break indices; mel-spectrograms; F0 and formants; and electrode localization on individual anatomy with projections to MNI space. This resource supports fine-grained investigations of lexical tone, syllabic structure, and higher-level linguistic representations during naturalistic listening.
DOI: 10.57760/sciencedb.27683
title: ADHD risk and efficient learning strategies in college students
title: ADHD risk and efficient learning strategies in college students

description: This study collected data from a Chinese adult sample through well-validated standardized questionnaires, aiming to comprehensively analyze the interactions among ADHD risk, learning motivation, mind wandering, and learning strategies. The dataset comprises multidimensional composite scores derived from the ASRS, the Chinese Academic Motivation Scale, the FFMW questionnaire, and a learning strategy scale. It provides an empirical foundation for understanding the cognitive and motivational mechanisms influencing adult learning performance, holding significant value for educational intervention and clinical practice.
description: This study collected data from a Chinese adult sample through well-validated standardized questionnaires, aiming to comprehensively analyze the interactions among ADHD risk, learning motivation, mind wandering, and learning strategies. The dataset comprises multidimensional composite scores derived from the ASRS, the Chinese Academic Motivation Scale, the FFMW questionnaire, and a learning strategy scale. It provides an empirical foundation for understanding the cognitive and motivational mechanisms influencing adult learning performance, holding significant value for educational intervention and clinical practice.
DOI: 10.57760/sciencedb.26355
title: Revolved component printed by DED process
title: Revolved component printed by DED process

description: This repository contains data related to our paper “Redundancy optimization method on nozzle orientation for 8-axis robot-assisted DED: a case on revolved component”.For specific instructions please read the Documentation.pdf
description: This repository contains data related to our paper “Redundancy optimization method on nozzle orientation for 8-axis robot-assisted DED: a case on revolved component”.For specific instructions please read the Documentation.pdf
DOI: 10.15468/dl.pjgatn
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pseudophoxinus elizavetae)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 23 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002019-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.29042
title: Study of Enzyme Catalytic Mechanism Based on Statistical Energy Analysis Using Serine Hydrolases as an Example
title: 基于统计能量分析的酶催化机理探究：以丝氨酸水解酶为例

description: With the increasing popularity of artificial intelligence methods and structural bioinformatics tools, such as AlphaFold, cultivating students' ability to conduct quantitative analysis using big data on protein structures has become a new challenge in biochemistry education. This paper constructs a teaching case based on a serine hydrolase, integrating the principles of statistical mechanics, the Dunbrack backbone-dependent rotamer library, the Boltzmann probability-energy relationship, and transition state theory. Students are guided through the entire process, from structural dataset acquisition and conformational probability distribution analysis to catalytic rate enhancement prediction, all within a Jupyter Notebook environment. Students analyze the χ₁ dihedral angle distribution of the catalytic serine (Ser195) in different binding states (apo, substrate analog GSA, and transition state analog TSA), calculate pseudo-energies corresponding to conformational preferences, and derive catalytic acceleration from ΔE₀. This case not only strengthens students' database searching, statistical analysis, and scripting skills, but also deepens their understanding of the enzyme catalytic mechanism of "ground state destabilization," laying a methodological foundation for future research in protein design and computational enzyme engineering.
description: With the increasing popularity of artificial intelligence methods and structural bioinformatics tools, such as AlphaFold, cultivating students' ability to conduct quantitative analysis using big data on protein structures has become a new challenge in biochemistry education. This paper constructs a teaching case based on a serine hydrolase, integrating the principles of statistical mechanics, the Dunbrack backbone-dependent rotamer library, the Boltzmann probability-energy relationship, and transition state theory. Students are guided through the entire process, from structural dataset acquisition and conformational probability distribution analysis to catalytic rate enhancement prediction, all within a Jupyter Notebook environment. Students analyze the χ₁ dihedral angle distribution of the catalytic serine (Ser195) in different binding states (apo, substrate analog GSA, and transition state analog TSA), calculate pseudo-energies corresponding to conformational preferences, and derive catalytic acceleration from ΔE₀. This case not only strengthens students' database searching, statistical analysis, and scripting skills, but also deepens their understanding of the enzyme catalytic mechanism of "ground state destabilization," laying a methodological foundation for future research in protein design and computational enzyme engineering.
DOI: 10.15468/dl.su3w7a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vulpia fasciculata",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002020-250914085247600/datasets/export for details.
DOI: 10.15468/dl.5fpve6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vulpia fasciculata",
 "Country is Belarus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002021-250914085247600/datasets/export for details.
DOI: 10.15468/dl.fjmqyd
title: Occurrence Download

description: A dataset containing 301 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Anoplophora glabripennis",
 "Year 1000-2025"
 ]
}

 The dataset includes 301 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002022-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30123139.v2
title: BenchHub_database

description: This is used for loaded dataset for BenchHub
DOI: 10.6084/m9.figshare.30123316.v1
title: FACTORS INFLUENCING BIRTH SATISFACTION

description: FACTORS INFLUENCING BIRTH SATISFACTION
DOI: 10.6084/m9.figshare.30123316
title: FACTORS INFLUENCING BIRTH SATISFACTION

description: FACTORS INFLUENCING BIRTH SATISFACTION
DOI: 10.15468/dl.anwrjk
title: Occurrence Download

description: A dataset containing 9280 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pycnonotus aurigaster",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9280 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002023-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hm73nx
title: Occurrence Download

description: A dataset containing 5361866 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is New Zealand",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Month is one of (January, February, March, April, May, June, July, August, September, October, November, December)",
 "Year 2020-2025"
 ]
}

 The dataset includes 5361866 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001993-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5r34eg
title: Occurrence Download

description: A dataset containing 219 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "TaxonKey is Vanessa virginiensis"
 ]
}

 The dataset includes 219 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002024-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6yakez
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hedychium coronarium",
 "Country is Maldives",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002026-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kx39z3
title: Occurrence Download

description: A dataset containing 381 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hedychium coronarium",
 "Country is Ecuador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 381 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002025-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.space.03008
title: Study on the Impacts of Solar Proton Events on Middle Atmospheric Chemical Constituents on the high latitudes
title: Study on the Impacts of Solar Proton Events on Middle Atmospheric Chemical Constituents on the high latitudes

description: Ion pair production rate data from real events of medium protons ( 20041108) were selected for separate simulation of proton events based on MERRA data run for one month close to the real atmospheric conditions at 2005.10.20 under the condition of serene background field and imported into the ion production rate data.Based on WACCM-SD model, the data shows the relative changes of response distributions of nitrogen oxides (NOx=N+NO+NO2), hydrogen oxides (HOx=H+OH+HO2), ozone (O3) during intense, moderate, and weak solar proton events at high latitudes（60-90°N，60-90°S) during ten days from the start of solar proton events to the end.
description: Ion pair production rate data from real events of medium protons ( 20041108) were selected for separate simulation of proton events based on MERRA data run for one month close to the real atmospheric conditions at 2005.10.20 under the condition of serene background field and imported into the ion production rate data.Based on WACCM-SD model, the data shows the relative changes of response distributions of nitrogen oxides (NOx=N+NO+NO2), hydrogen oxides (HOx=H+OH+HO2), ozone (O3) during intense, moderate, and weak solar proton events at high latitudes（60-90°N，60-90°S) during ten days from the start of solar proton events to the end.
DOI: 10.15468/dl.5rc6b5
title: Occurrence Download

description: A dataset containing 859824 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Geranium robertianum"
 ]
}

 The dataset includes 859824 records from 3433 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001931-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zkwu7g
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((91.07 53.27,90.71 53.32,90.89 53.5,90.76 53.6,90.53 53.62,90.2 53.84,89.17 53.44,88.91 53.62,87.52 53.72,87.3 53.61,87.19 53.35,86.54 53.22,86.39 53.07,86.48 52.91,86.67 52.78,86.25 52.6,85.91 52.64,85.7 52.39,85.46 52.19,84.52 52.04,83.54 51.95,82.53 51.88,81.49 51.42,80.9 50.74,80.99 50.35,80.88 49.87,81.18 49.59,82.03 49.28,80.95 48.92,80.41 48.33,80.46 47.98,79.58 47.7,79.55 47.43,80.28 47.25,80.53 47.09,81.44 46.78,82.1 46.66,82.37 46.3,82.74 46.67,83.82 46.41,83.89 46.21,84.33 46.24,85.17 46.38,85.88 46.53,86.33 46.45,86.93 46.49,87.37 46.93,86.87 47.28,87.49 47.4,87.31 47.53,87.52 47.73,88.41 47.37,88.53 47.21,89.55 46.33,90.22 45.68,90.17 45.39,90.57 45.09,91.25 44.83,91.66 44.76,91.96 44.88,93.06 44.87,93.77 44.79,94.43 44.83,95.03 44.53,95.37 44.45,95.86 44.53,95.96 44.79,96.11 44.77,96.17 44.88,96.25 45.17,96.95 45.06,97.97 44.69,98.68 44.56,99.1 44.6,99.08 45,99.11 45.2,98.9 45.48,98.65 45.63,97.98 45.64,97.94 45.9,97.22 46.3,96.28 46.87,95.79 47.34,95.45 47.41,94.81 47.33,94.85 46.69,92 48.25,92.42 48.42,92.44 48.63,92.03 49.77,91.64 50.36,92.07 50.7,91.37 51.45,92.25 51.75,92.01 51.95,92.33 52.11,92.52 52.36,92.34 52.6,91.87 52.87,91.07 53.27))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "TaxonKey is Stipa austroaltaica Kotukhov",
 "TaxonKey is Eremurus hilariae Popov & Vved.",
 "TaxonKey is Tulipa heteropetala Ledeb.",
 "TaxonKey is Pyrethrum kelleri (Krylov & Plotn.) Krasch.",
 "TaxonKey is Echinops saissanicus (B.Keller) Bobrov",
 "TaxonKey is Ferula krylovii Korovin",
 "TaxonKey is Orobus ledebourii (Trautv.) Roldugin",
 "TaxonKey is Oxytropis hystrix Schrenk",
 "TaxonKey is Astragalus steinbergianus Sumnev.",
 "TaxonKey is Astragalus leptocaulis Ledeb.",
 "TaxonKey is Astragalus candidissimus Ledeb.",
 "TaxonKey is Caragana tragacanthoides (Pall.) Poir.",
 "TaxonKey is Calophaca soongorica Kar. & Kir.",
 "TaxonKey is Amygdalus ledebouriana Schltdl.",
 "TaxonKey is Rosa pavlovii Chrshan.",
 "TaxonKey is Alyssum fedtschenkoanum N.Busch",
 "TaxonKey is Daphne altaica Pall.",
 "TaxonKey is Papaver tenellum Tolm.",
 "TaxonKey is Paeonia hybrida Pall."
 ]
 }
 ]
}

 The dataset includes 137 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0216800-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qenf57
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Argentina",
 "Geometry POLYGON((-69.67 -43.318,-69.19505 -43.32208,-69.184 -42.725,-69.56913 -42.80886,-69.67 -43.318))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 26 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012796-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26kbtm
title: Occurrence Download

description: A dataset containing 489 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Finschia Warb."
 ]
}

 The dataset includes 489 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0216814-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ezp4bf
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plethodon sequoyah Highton, 1989",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 2000",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 25 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022416-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fey5rw
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Votschia B.Ståhl"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0216798-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.waxuy3
title: Occurrence Download

description: A dataset containing 3026 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Callistemon viminalis (Sol. ex Gaertn.) G.Don"
 ]
}

 The dataset includes 3026 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0134608-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a2x9ba
title: Occurrence Download

description: A dataset containing 241 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Athertonia L.A.S.Johnson & B.G.Briggs"
 ]
}

 The dataset includes 241 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0216803-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r2nske
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chasmatophyllum maninum L.Bolus"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0134603-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.