cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13731938
title: Datasets and code for: Carbon sink conservation: Cost-effective spatial priorities and feasible management policies for China

description: This repository contains the datasets and code associated with the paper "Carbon sink conservation: Cost-effective spatial priorities and feasible management policies for China." 

Suggested Citation:Liu, J., Zhang, M., Xia, Y., Wu, L., & Chen, C. (2026) Carbon sink conservation: Cost-effective spatial priorities and feasible management policies for China. Land Use Policy, 165, 107974. https://doi.org/10.1016/j.landusepol.2026.107974.

 

All spatial datasets are GeoTIFF (.tif) files at a 5-km spatial resolution covering China’s land area.

1. Carbon_sink_2001-2015

Historical carbon sink capacity, indicated by Net Biome Productivity (NBP) in gC m⁻² d⁻¹, from 2001–2015, based on an ensemble of eight widely recognized datasets.

2. Carbon_sink_projection_SSPs_2020-2100

Projected carbon sink capacity (gC m-2 d-1) under different Shared Socioeconomic Pathway (SSP) scenarios for the period 2020–2100 (ten-year intervals), based on an ensemble mean of XGBoost and LightGBM model outputs.

3. Carbon_sink_priority

Cost-effective spatial priority levels for carbon sink conservation under different SSP scenarios and future periods, corresponding to Fig. 5 and Fig. 6a of the paper.

4. Carbon_sink-biodiversity_synergy

Scenario- and period-mean priorities for carbon sink conservation (Fig. 6a), priorities for biodiversity conservation, and their spatial synergy and mismatch (Fig. 7c).

5. Code_for_machine_learning

Python scripts for training machine learning models (ANN, RF, XGBoost, and LightGBM) and for generating predictions for carbon sink capacity. The code is provided in Jupyter Notebook, developed in Python 3.8 and executed on Ubuntu 20.04 with CUDA 11.8 support.

 

For additional details regarding the datasets, please refer to the main article and its supplementary materials. Questions may be directed to Dr. Jingyi Liu (liujingyi@scau.edu.cn).
DOI: 10.5281/zenodo.18617857
title: Concordance Datasets of Ukrainian Medical and Crisis Lexemes in the GRAC-18 Corpus

description: This dataset contains a curated collection of concordances extracted from the GRAC-18 Ukrainian Language Corpus for a set of medical and crisis-related lexemes: вірус, діагноз, імунітет, інфекція, інфікований, пульс, симптом, хвороба.

The resource was created to support research on the semantic transformation and metaphorization of medical terminology in contemporary Ukrainian media discourse.

Background and purpose

Recently, medical vocabulary has increasingly migrated from specialized medical communication into public, political, economic, and socio-cultural discourse. Words traditionally used in clinical contexts are now frequently employed metaphorically to describe social crises, political processes, information flows, and collective behavior.

This dataset enables corpus-based investigation of:



semantic shift and metaphorization of medical lexemes

medicalisation of media and public discourse

crisis language in Ukrainian communication

interdisciplinary research in linguistics, digital humanities, and computational social science


The dataset was compiled as part of research on the medicalization of contemporary Ukrainian media discourse and semantic transformation of crisis lexemes (2014–2024).

Data source. All concordances were extracted from:

GRAC-18 (General Regionally Annotated Corpus of Ukrainian - https://uacorpus.org/en) - a large representative corpus of modern Ukrainian language covering journalistic, academic, literary, and online texts.

Dataset contents

The dataset consists of eight CSV files. Each file contains concordance lines for one lexeme. Typical columns include



keyword (node word)

left context

right context

source text metadata (when available)

concordance identifier/index


The structure allows both qualitative linguistic analysis and quantitative computational processing.

Possible research uses. 

The dataset can be used for:



corpus linguistics and discourse analysis

metaphor and semantic change research

sentiment and framing analysis

training and evaluation of NLP models for Ukrainian

digital humanities and media studies

crisis communication research


Methodological note

The concordances were extracted using corpus query tools and subsequently cleaned and structured into CSV format for reproducibility and reuse. The dataset preserves authentic corpus contexts without manual reinterpretation.

Language—Ukrainian.

File format—CSV (UTF-8 encoding).

Reuse

The dataset is intended for academic and educational use, including replication studies, corpus analysis, and interdisciplinary research.
DOI: 10.5281/zenodo.18617856
title: Concordance Datasets of Ukrainian Medical and Crisis Lexemes in the GRAC-18 Corpus

description: This dataset contains a curated collection of concordances extracted from the GRAC-18 Ukrainian Language Corpus for a set of medical and crisis-related lexemes: вірус, діагноз, імунітет, інфекція, інфікований, пульс, симптом, хвороба.

The resource was created to support research on the semantic transformation and metaphorization of medical terminology in contemporary Ukrainian media discourse.

Background and purpose

Recently, medical vocabulary has increasingly migrated from specialized medical communication into public, political, economic, and socio-cultural discourse. Words traditionally used in clinical contexts are now frequently employed metaphorically to describe social crises, political processes, information flows, and collective behavior.

This dataset enables corpus-based investigation of:



semantic shift and metaphorization of medical lexemes

medicalisation of media and public discourse

crisis language in Ukrainian communication

interdisciplinary research in linguistics, digital humanities, and computational social science


The dataset was compiled as part of research on the medicalization of contemporary Ukrainian media discourse and semantic transformation of crisis lexemes (2014–2024).

Data source. All concordances were extracted from:

GRAC-18 (General Regionally Annotated Corpus of Ukrainian - https://uacorpus.org/en) - a large representative corpus of modern Ukrainian language covering journalistic, academic, literary, and online texts.

Dataset contents

The dataset consists of eight CSV files. Each file contains concordance lines for one lexeme. Typical columns include



keyword (node word)

left context

right context

source text metadata (when available)

concordance identifier/index


The structure allows both qualitative linguistic analysis and quantitative computational processing.

Possible research uses. 

The dataset can be used for:



corpus linguistics and discourse analysis

metaphor and semantic change research

sentiment and framing analysis

training and evaluation of NLP models for Ukrainian

digital humanities and media studies

crisis communication research


Methodological note

The concordances were extracted using corpus query tools and subsequently cleaned and structured into CSV format for reproducibility and reuse. The dataset preserves authentic corpus contexts without manual reinterpretation.

Language—Ukrainian.

File format—CSV (UTF-8 encoding).

Reuse

The dataset is intended for academic and educational use, including replication studies, corpus analysis, and interdisciplinary research.
DOI: 10.3886/e245150
title: Abortion Pills In Ras Al Khaimah| )][(་༘࿐✓|+971)(521553488 )][(───୨900ৎ───( APPROVED FULL KIT ), | Mifepristone And Misoprostol Medicine Available In Ras Al Khaimah

description: Abortion Pills In Ras Al Khaimah| )][(་༘࿐✓|+971)(521553488 )][(───୨900ৎ───( APPROVED FULL KIT ), | Mifepristone And Misoprostol Medicine Available In Ras Al Khaimah Abortion Pills In Ras Al Khaimah| )][(་༘࿐✓|+971)(521553488 )][(───୨900ৎ───( APPROVED FULL KIT ), | Mifepristone And Misoprostol Medicine Available In Ras Al Khaimah Abortion Pills In Ras Al Khaimah| )][(་༘࿐✓|+971)(521553488 )][(───୨900ৎ───( APPROVED FULL KIT ), | Mifepristone And Misoprostol Medicine Available In Ras Al Khaimah Abortion Pills In Ras Al Khaimah| )][(་༘࿐✓|+971)(521553488 )][(───୨900ৎ───( APPROVED FULL KIT ), | Mifepristone And Misoprostol Medicine Available In Ras Al Khaimah Abortion Pills In Ras Al Khaimah| )][(་༘࿐✓|+971)(521553488 )][(───୨900ৎ───( APPROVED FULL KIT ), | Mifepristone And Misoprostol Medicine Available In Ras Al Khaimah Abortion Pills In Ras Al Khaimah| )][(་༘࿐✓|+971)(521553488 )][(───୨900ৎ───( APPROVED FULL KIT ), | Mifepristone And Misoprostol Medicine Available In Ras Al Khaimah
DOI: 10.6084/m9.figshare.31323211
title: Cost analysis of E. coli bacteremia

description: This data contain demography, clinical characteristics, and hospital cost of patients with E. coli bacteremia
DOI: 10.6084/m9.figshare.31323211.v1
title: Cost analysis of E. coli bacteremia

description: This data contain demography, clinical characteristics, and hospital cost of patients with E. coli bacteremia
DOI: 10.34740/kaggle/dsv/14815475
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.15468/rg87xx
title: The observation records from whale and dolphin watching inshore of Hualien, eastern Taiwan｜臺灣花蓮近海賞鯨之鯨豚觀測紀錄

description: A more detailed description of the dataset is in this data paper: https://doi.org/10.3897/BDJ.11.e109649中文版本的說明文件請見: https://www.kuroshio.org.tw/newsite/article02.php?info_id=958The eastern waters of Taiwan have been lacking baseline and research data for several years. This study was initiated by Kuroshio Ocean Education Foundation (KOEF) in collaboration with the Turumoan whale-watching company since 1998, collecting long-term ecological data for cetaceans in the inshore of Hualien, eastern Taiwan. This dataset includes 14,270 records of cetacean sightings from June 1998 to December 2025. Collection of cetacean sighting records was paused for one year in 2001 due to budgetary reasons. All of the sighting records were collected by whale-watching boat guides that were trained by KOEF. Following a standardised protocol, guides used a handheld GPS device and cetacean sighting record sheets to document information about the cetacean species identification, location, time, number of individuals, the presence of mother-calf pairs and mixed-species groups and other states of each sighting during a whale-watching tour. The collection of citizen-science data during this period has significantly advanced Taiwan's cetacean baseline data in the study area. Additionally, we make data available to the public in the form of citizen-science, making a substantial contribution to the advancement of ocean scientific research.This is currently the largest dataset of cetacean sighting records in Taiwan (last updated on 2026-02-12). We have also recorded several species on the International Union for Conservation of Nature Red List categorised as "Data Deficient", "Vulnerable" and "Near Threatened". This study is also the first and only long-term study that has documented cetaceans in the study area.If you have any questions about observation records 1998-2021, please contact Chieh-Hsi Hu. For observation records after 2022, please contact Pei-Yuan Pan.
DOI: 10.6084/m9.figshare.30399130.v1
title: Genome annotation

description: The annotation results, including repeat elements, gene structures, and functional predictions of Gonocephalum reticulatum
DOI: 10.6084/m9.figshare.30399130
title: Genome annotation

description: The annotation results, including repeat elements, gene structures, and functional predictions of Gonocephalum reticulatum
DOI: 10.3886/e245151
title: Abortion Pills In Ras Al Khaimah| )][(་༘࿐✓|+971)(521553488 )][(───୨900ৎ───( APPROVED FULL KIT ), | Mifepristone And Misoprostol Medicine Available In Ras Al Khaimah

description: Abortion Pills In Ras Al Khaimah| )][(་༘࿐✓|+971)(521553488 )][(───୨900ৎ───( APPROVED FULL KIT ), | Mifepristone And Misoprostol Medicine Available In Ras Al Khaimah Abortion Pills In Ras Al Khaimah| )][(་༘࿐✓|+971)(521553488 )][(───୨900ৎ───( APPROVED FULL KIT ), | Mifepristone And Misoprostol Medicine Available In Ras Al Khaimah Abortion Pills In Ras Al Khaimah| )][(་༘࿐✓|+971)(521553488 )][(───୨900ৎ───( APPROVED FULL KIT ), | Mifepristone And Misoprostol Medicine Available In Ras Al Khaimah Abortion Pills In Ras Al Khaimah| )][(་༘࿐✓|+971)(521553488 )][(───୨900ৎ───( APPROVED FULL KIT ), | Mifepristone And Misoprostol Medicine Available In Ras Al Khaimah Abortion Pills In Ras Al Khaimah| )][(་༘࿐✓|+971)(521553488 )][(───୨900ৎ───( APPROVED FULL KIT ), | Mifepristone And Misoprostol Medicine Available In Ras Al Khaimah
DOI: 10.71955/duedata-2026-ml6szvrp
title: Comparative Data on the Mechanical Properties of Portland and Thermally Reactivated Cement

description: &lt;p&gt;The dataset was created as part of a statistical investigation of the mechanical properties of reactivated cement. It contains documentation on each individual test specimen with regard to composition, age, geometry, and the mechanical properties tested. The parameters that were tested and documented are porosity, compressive strength, fracture toughness, and Vickers hardness.&lt;/p&gt;
&lt;b&gt;Methods&lt;/b&gt;
&lt;p&gt;The production of each individual test sample was documented. Each test sample was tested at 28 days of age. The compressive strength test was performed on a press (Walter & Bai AG). The Vickers hardness tests were performed on the surface of cubic samples in a penetration tester (Zwick), the porosity was determined according to the Archimedes principle, and the corresponding masses were documented. The fracture toughness was measured using an ARCO-CT device (Advanced Rigid Crack Opening on CT samples, Rödel & Isaia GmbH). The resulting data sets were analyzed in terms of mean value, standard deviation, and according to Weibull statistics.&lt;/p&gt;
description: Research Center: Center for Nanointegration Duisburg-Essen (CENIDE)
DOI: 10.71955/duedata-2026-ml5catjg
title: German News Portals: The Linked Domains In Their Articles

description: &lt;p&gt;The dataset was created to investigate the linking behavior of 12 of the largest German news portals, with the goal of understanding how they connect to other online resources. Specifically, this study aims to examine whether the number of links correlates with other variables such as article title, keywords, section, and length. By analyzing these relationships, we hope to gain insights into the factors that influence the linking behavior of news portals. The data was automatically scraped using a web crawler implemented in Python. For copyright reasons, the article texts are not included.&lt;/p&gt;

&lt;b&gt;Methods&lt;/b&gt;
&lt;p&gt;To collect the data, we employed a web crawling and scraping approach, where the homepages of the 12 news portals were crawled daily at 12 noon during the survey period. We used the Scrapy and Selenium libraries in Python to implement the crawler and scraper, which allowed us to handle cookie banners, interactive elements, and dynamic content when necessary. The crawler extracted all news articles in text form on the homepage, along with the links contained within the article text. The code is available on Github at &lt;a href="https://github.com/EstherKuerbis/NewsArticlesScraper.git"&gt;https://github.com/EstherKuerbis/NewsArticlesScraper.git&lt;/a&gt;, allowing other researchers to review, use, and modify the code for their own purposes. To exclude irrelevant links, we filtered out links that appeared alongside the article text, such as advertisements. Where possible, we extracted the articles’ departments from the scraped keywords or URLs. To categorize the domains, we used a Python script to automatically subdivide them into internal and external domains based on the domain name in the URL. This approach enabled us to collect a comprehensive dataset of news articles and links, which can be used to analyze the linking behavior of news portals.&lt;/p&gt;
description: python: https://www.python.org/
DOI: 10.6084/m9.figshare.31323226
title: Data of pier in the Qingdao coastal waters

description: The sampling site (120.04°E, 35.78°N) was located at the end of a 500-m pier in the Qingdao coastal waters of Yellow Sea. Water depth ranged from 7.6 m at high tide to 2 m at low tide. High-frequency monitoring of the tintinnid community was conducted three times per week from February 23, 2024 to February 21, 2025, yielding a total of 149 samples. All samplings were performed during high tide. For tintinnids, 40 L of seawater were gently filtered through a 10-μm mesh plankton net and concentrated to ~250 mL. The concentrates were fixed with Lugol’s solution to a final concentration of 1%. After being fixed and allowed to settle for 24 h, the samples were further concentrated to 15 mL by carefully siphoning off the supernatant. The samples were examined under an Olympus IX 71 (Olympus, Japan) inverted microscope (100× or 400×). The whole sample was counted to determine the total number of all species.
DOI: 10.6084/m9.figshare.31323226.v1
title: Data of pier in the Qingdao coastal waters

description: The sampling site (120.04°E, 35.78°N) was located at the end of a 500-m pier in the Qingdao coastal waters of Yellow Sea. Water depth ranged from 7.6 m at high tide to 2 m at low tide. High-frequency monitoring of the tintinnid community was conducted three times per week from February 23, 2024 to February 21, 2025, yielding a total of 149 samples. All samplings were performed during high tide. For tintinnids, 40 L of seawater were gently filtered through a 10-μm mesh plankton net and concentrated to ~250 mL. The concentrates were fixed with Lugol’s solution to a final concentration of 1%. After being fixed and allowed to settle for 24 h, the samples were further concentrated to 15 mL by carefully siphoning off the supernatant. The samples were examined under an Olympus IX 71 (Olympus, Japan) inverted microscope (100× or 400×). The whole sample was counted to determine the total number of all species.
DOI: 10.21227/cfex-hd10
title: "Smartkidz Global \u2013 Shaping Young Minds with World-Class Early Education in Hyderabad"

description: "Smartkidz Global shapes young minds with world-class early education in Hyderabad, offering a safe, nurturing environment, innovative curriculum, and holistic child development programs."
DOI: 10.71955/duedata-2026-mlar0m49
title: Zur Nutzung des digitalisierten wissenschaftlichen Nachlasses von Prof. Dr. Gerold Ungeheuer

description: In diesem Datenpaket befinden sich Materialien zur Sortierung und zum Auffinden des (digitalen) Nachlassmaterials von Prof. Dr. Gerold Ungeheuer. Dies sind im einzelnen: ein Bericht über die Ordnung und Katalogisierung des Nachlasses, die Karteikarten zum Inhalt der Boxen, eine Liste der Lehrveranstaltungen Gerold Ungeheuers zwischen 1963 und 1982 und ein Wegweiser durch den Inhalt der Boxen. Die Papiere und Erläuterungen wurden von H. Walter Schmitz im Zusammenhang mit der Sichtung und Katalogisierung des Nachlasses im Jahr 1983 erstellt.
DOI: 10.6084/m9.figshare.31323270
title: Computational approaches for QSAR-based prediction of MRSA antimicrobial activity

description: Methicillin-resistant <i>Staphylococcus aureus</i> (MRSA) is a leading cause of nosocomial and community-acquired infections, with an estimated global death rate of 10 million per year by 2050. This study aims to identify effective therapeutic candidates by developing several QSAR models. First, data were downloaded from the ChEMBL34 database, then cleaned and prepared. Next, compound properties were assessed using Lipinski's rule of five, and scaffolds were later analyzed to identify key structural frameworks associated with anti-MRSA activity. After that, various molecular descriptors capturing physicochemical and electronic properties were calculated. Several machine learning algorithms, including LGBM, XGB, SVR and random forest, were used to build the predictive models. Their performance was evaluated using metrics such as R2, Q2, Q2LMO, Q2F3 and CCC, with results indicating high predictive power (all metrics above the thresholds limits). This study highlights the effectiveness of QSAR modelling as a robust approach for discovering new anti-MRSA agents.
DOI: 10.6084/m9.figshare.31323270.v1
title: Computational approaches for QSAR-based prediction of MRSA antimicrobial activity

description: Methicillin-resistant <i>Staphylococcus aureus</i> (MRSA) is a leading cause of nosocomial and community-acquired infections, with an estimated global death rate of 10 million per year by 2050. This study aims to identify effective therapeutic candidates by developing several QSAR models. First, data were downloaded from the ChEMBL34 database, then cleaned and prepared. Next, compound properties were assessed using Lipinski's rule of five, and scaffolds were later analyzed to identify key structural frameworks associated with anti-MRSA activity. After that, various molecular descriptors capturing physicochemical and electronic properties were calculated. Several machine learning algorithms, including LGBM, XGB, SVR and random forest, were used to build the predictive models. Their performance was evaluated using metrics such as R2, Q2, Q2LMO, Q2F3 and CCC, with results indicating high predictive power (all metrics above the thresholds limits). This study highlights the effectiveness of QSAR modelling as a robust approach for discovering new anti-MRSA agents.
DOI: 10.17182/hepdata.158357.v1/t1
title: "Figure 2a" of "Measurement of B meson production fraction ratios in proton-proton collisions at $\sqrt{s}$ = 13 TeV using open-charm and charmonium decays"

description: The invariant mass distribution of $B^+$ candidates, corrected using the $D^0$ meson mass, is shown for $13 &lt; p_{T} &lt; 18$ GeV along with the corresponding fit.
description: Production fractions of B±, B0, and Bs0 mesons are measured in proton-proton collisions at sqrt(s) = 13 TeV using a special data set recorded in 2018 with high-rate triggers designed to collect an unbiased sample of 10^10 b hadrons with the CMS experiment at the LHC. These data made hadronic open-charm decays of B mesons (B(s) -&gt; pi D(s)), where the D meson decays into fully hadronic final states, accessible for this measurement. Production fraction ratios as functions of B meson transverse momentum (pT) and rapidity (y) are measured using the open-charm decays in the kinematic range of 8 &lt; pT &lt; 60 GeV and |y| &lt; 2.25. In addition, the same data are used to measure the relative production fraction ratios on the charmonium decay channels (B(s) -&gt; X J/psi with X being K, K*0(892), phi(102) mesons) with the J/psi meson decaying into a pair of muons. These measurements are normalized in situ to the measured yields in the open-charm channels, thus allowing for the first time to extract the production fractions in charmonium channels directly with an absolute normalization. These results also improve several world-average values of the ratios of branching fractions of B meson decays to charmonium and open-charm states. Finally, we test isospin invariance in B meson production in proton-proton collisions, and observe no significant deviation from isospin invariance within the experimental uncertainties.