cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.zycu88
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Astroblepus vanceae)",
 "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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016525-250827131500795/datasets/export for details.
DOI: 10.15468/dl.hkskek
title: Occurrence Download

description: A dataset containing 1585 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-81.10938 32.36745,-72.1643 32.44077,-72.0421 40.89705,-78.41544 40.70448,-81.10938 32.36745))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Actiniaria"
 ]
}

 The dataset includes 1585 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016524-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a63gre
title: Occurrence Download

description: A dataset containing 574 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coreopsis lanceolata",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 574 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016528-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/35sc3vnrtg.1
title: Wirelessly Controlled Modular Automatic Chambers for Greenhouse Gas Flux Monitoring in Natural and Agricultural Ecosystems: design, building instructions and bill of materials

description: Closed chamber method is widely used for measuring greenhouse gas fluxes (CO₂, CH₄, N₂O) in natural and agricultural ecosystems. Automatic chambers are essential for a long-term monitoring with high temporal resolution, but their production typically demands significant time, labor and expertise. While ready-to-use commercial solutions are available, many projects avoid them as prohibitively expensive.
We present a cost-effective and scalable alternative: modular automatic chambers built from off-the-shelf components. These chambers feature integrated valves and wireless controllers, enabling flexible deployment without the need for multiplexers. Systems can be easily expanded by adding more units.
Our modular chambers have been successfully deployed in Arctic and subarctic field studies:
• North-eastern Greenland: natural wet tundra, two sites, 5 + 5 chambers, three summer seasons, CO₂ and CH₄ flux monitoring.
• Northern Finland: natural boreal fen, 2–12 chambers, year-round measurements over three years, CO₂ and CH₄ fluxes.
• Northern Norway: cultivated drained peatland, 30 chambers along a 300 m transect, three growing seasons (May–November), CO₂, CH₄, and N₂O fluxes.
Across all sites, the chambers demonstrated reliability, ease of construction, operation, and maintenance. While further improvements are always possible, the current design offers a practical and accessible solution for the broader scientific community.
DOI: 10.15468/dl.wjywcv
title: Occurrence Download

description: A dataset containing 2242 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-79.39348 -52.15993,-71.69161 -52.15993,-71.69161 -41.38438,-79.39348 -41.38438,-79.39348 -52.15993))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Actiniaria"
 ]
}

 The dataset includes 2242 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016526-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/trcd7kpv55
title: Data:Green Finance Local Government Competition and Industrial Green Transformation Evidence from China

description: Run the command code1 using STATA (version: StataMP 14 (64-bit)), which can complete all the empirical analyses in this paper.
data3.dta contains all the explanatory variables, explained variables, control variables and other relevant data of this study. The calculation method of the data is described in table_1 of this article.
All W files are the weight matrices used in this article. The calculation method of the data is presented in this article.
DOI: 10.17632/trcd7kpv55.1
title: Data:Green Finance Local Government Competition and Industrial Green Transformation Evidence from China

description: Run the command code1 using STATA (version: StataMP 14 (64-bit)), which can complete all the empirical analyses in this paper.
data3.dta contains all the explanatory variables, explained variables, control variables and other relevant data of this study. The calculation method of the data is described in table_1 of this article.
All W files are the weight matrices used in this article. The calculation method of the data is presented in this article.
DOI: 10.17632/bkbtpxtykx
title: Original data for "Differential expression and bioinformatics analysis of plasma exosomal miRNAs in Recurrent Depressive Disorder"

description: The Word document titled “Original data of Western Blot” displays the raw images from the Western Blot experiment. The Excel spreadsheet titled “Original data” presents the original data used for figures generation in the article.
DOI: 10.17632/bkbtpxtykx.1
title: Original data for "Differential expression and bioinformatics analysis of plasma exosomal miRNAs in Recurrent Depressive Disorder"

description: The Word document titled “Original data of Western Blot” displays the raw images from the Western Blot experiment. The Excel spreadsheet titled “Original data” presents the original data used for figures generation in the article.
DOI: 10.17632/5zwym7kwn8.1
title: HVULao_NLP: A Word-Segmented and POS-Tagged Lao Corpus

description: The HVULao_NLP project is dedicated to sharing datasets and tools for Lao Natural Language Processing (NLP), developed and maintained by the research team at Hung Vuong University (HVU), Phu Tho, Vietnam. This project is supported by Hung Vuong University with the aim of advancing research and applications in low-resource language processing, particularly for the Lao language. 

---

📁 Datasets 
This release provides a semi-automatically constructed corpus consisting of Lao sentences that have been **word-segmented** and **part-of-speech (POS) tagged**. It is designed to support a wide range of NLP applications, including language modeling, sequence labeling, linguistic research, and the development of Lao language tools. 

- **Datatest1k/** – Test set (1,000 Lao sentences) 
 - `testorgin1000.txt`: Original raw sentences (UTF-8, one sentence per line). 
 - `testsegsent_1000.txt`: Word-segmented version aligned 1-to-1 with the raw file (tokens separated by spaces). 
 - `testtag1k.json`: Word-segmented and POS-tagged sentences, generated using large language models (LLMs) and manually reviewed by native linguists. 

- **Datatrain10k/** – Training set (10,000 Lao sentences) 
 - `10ktrainorin.txt`: Original raw sentences (UTF-8, one sentence per line). 
 - `10ksegmented.txt`: Word-segmented version aligned 1-to-1 with the raw file. 
 - `10ktraintag.json`: Word-segmented and POS-tagged sentences, generated using the same method as the test set. 

- **lao_finetuned_10k/** – A fine-tuned transformer-based model for Lao word segmentation, compatible with Hugging Face’s `transformers` library. 

All data files are encoded in **UTF-8 (NFC)** and prepared for direct use in NLP pipelines. 

---

📁 The Lao sentence segmentation tool 
A command-line tool for Lao word segmentation built with a fine-tuned Hugging Face `transformers` model and PyTorch. 

**Features** 
- Accurate Lao word segmentation using a pre-trained model 
- Simple command-line usage 
- GPU support (if available) 

**Example usage** 
```bash
python3 segment_lao.py -i ./data/lao_raw.txt -o ./output/lao_segmented.txt
📁 The Lao sentence POS tagging tool 
A POS tagging tool for segmented Lao text, implemented with Python and CRF++. 

**Example usage** 
python3 Pos_tagging.py ./Test/lao_sentences_segmented.txt Test1 

---

📚 Usage 
The HVULao_NLP dataset and tools are intended for: 
- Training and evaluating sequence labeling models (e.g., CRF, BiLSTM, mBERT) 
- Developing Lao NLP tools (e.g., POS taggers, tokenizers) 
- Conducting linguistic and computational research on Lao
DOI: 10.17632/28khtt453x
title: Quantifying the contribution of phosphate-solubilizing bacteria to phosphorus loss in water erosion from karst soils

description: This dataset compiles all original experimental data supporting the findings of 'Phosphate-solubilizing bacteria (PSB) driven phosphorus mobilization in clay soils of Southwest China's karst region: Hydrodynamic evidence from simulated erosion experiments.
DOI: 10.17632/28khtt453x.2
title: Quantifying the contribution of phosphate-solubilizing bacteria to phosphorus loss in water erosion from karst soils

description: This dataset compiles all original experimental data supporting the findings of 'Phosphate-solubilizing bacteria (PSB) driven phosphorus mobilization in clay soils of Southwest China's karst region: Hydrodynamic evidence from simulated erosion experiments.
DOI: 10.17632/bpkksc9v5s.2
title: Android Malware Analysis

description: The uploaded datasets (Maloid-DS and CIC-AndMal2017) contain curated information for Android malware analysis. Each dataset is provided in CSV format and includes features selected for effective classification and detection of various malware families and benign applications. Both datasets are structured with clearly labeled columns for features and class labels, enabling straightforward use for research, analysis, and benchmarking in Android malware detection studies. These CSV datasets were generated from existing publicly available Android malware datasets. We extracted and organized the relevant features into CSV format to facilitate analysis and reproducibility.
DOI: 10.17632/fzzwcj6mtc
title: Hearing loss, balance, and risk of falling: A scoping review

description: This research examines the interrelations between hearing loss, balance, and associated fall risk. This topic is significant because research has shown a strong correlation between hearing loss, imbalance, and an increased risk of falling. Given that fall risk is a growing public health concern globally, advancing this research could help identify modifiable risk factors that can reduce the incidence of falls, particularly among older adults.
Addressing this gap could significantly contribute to reducing fall risk across a wide range of health conditions. Additionally, this research could encourage the development of awareness, upskilling, and interdisciplinary collaboration, all of which are essential in addressing fall risk.
Currently, it may be assumed that hearing and vestibular assessments are part of the routine fall assessments in physiotherapy and geriatric clinics, but this is not the case. These assessments are not currently included as part of regulatory guidelines or standard practices in these disciplines. Furthermore, fall risk criteria are not part of the test batteries within audiology practices, nor do current guidelines provide clear recommendations for referral when fall risk is suspected.
If this research is further developed, it could promote greater awareness and adoption of audio-vestibular assessments within audiology practices and fall clinics. It could also lead to the development of life-saving interventions and strategies to prevent or delay falls, ultimately improving quality of life and offering substantial socio-economic benefits.
DOI: 10.17632/fzzwcj6mtc.1
title: Hearing loss, balance, and risk of falling: A scoping review

description: This research examines the interrelations between hearing loss, balance, and associated fall risk. This topic is significant because research has shown a strong correlation between hearing loss, imbalance, and an increased risk of falling. Given that fall risk is a growing public health concern globally, advancing this research could help identify modifiable risk factors that can reduce the incidence of falls, particularly among older adults.
Addressing this gap could significantly contribute to reducing fall risk across a wide range of health conditions. Additionally, this research could encourage the development of awareness, upskilling, and interdisciplinary collaboration, all of which are essential in addressing fall risk.
Currently, it may be assumed that hearing and vestibular assessments are part of the routine fall assessments in physiotherapy and geriatric clinics, but this is not the case. These assessments are not currently included as part of regulatory guidelines or standard practices in these disciplines. Furthermore, fall risk criteria are not part of the test batteries within audiology practices, nor do current guidelines provide clear recommendations for referral when fall risk is suspected.
If this research is further developed, it could promote greater awareness and adoption of audio-vestibular assessments within audiology practices and fall clinics. It could also lead to the development of life-saving interventions and strategies to prevent or delay falls, ultimately improving quality of life and offering substantial socio-economic benefits.
DOI: 10.17632/m5v5spk4nf
title: CTRP3 mitigates sepsis-induced impairment of endothelial barrier function by suppressing pyroptosis in endothelial cells

description: Supplementary Data
DOI: 10.17632/m5v5spk4nf.1
title: CTRP3 mitigates sepsis-induced impairment of endothelial barrier function by suppressing pyroptosis in endothelial cells

description: Supplementary Data
DOI: 10.15468/dl.6ngxzw
title: Occurrence Download

description: A dataset containing 68887 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Symphurus prolatinaris, Symphurus tessellatus, Symphurus trewavasae, Symphurus undecimplerus, Symphurus williamsi, Cyprinodon variegatus, Floridichthys carpio, Dactyloptena gilberti, Dactyloptena macracantha, Dactyloptena orientalis, Dactylagnus mundus, Dactylagnus parvus, Dactyloscopus amnis, Dactyloscopus boehlkei, Dactyloscopus comptus, Dactyloscopus crossotus, Dactyloscopus elongatus, Dactyloscopus fallax, Dactyloscopus fimbriatus, Dactyloscopus foraminosus, Dactyloscopus lunaticus, Dactyloscopus metoecus, Dactyloscopus minutus, Dactyloscopus moorei, Dactyloscopus pectoralis, Dactyloscopus poeyi, Dactyloscopus tridigitatus, Gillellus arenicola, Gillellus greyae, Gillellus healae, Gillellus jacksoni, Gillellus ornatus, Gillellus searcheri, Gillellus semicinctus, Gillellus uranidea, Heteristius cinctus, Leurochilus acon, Myxodagnus belone, Myxodagnus macrognathus, Myxodagnus opercularis, Myxodagnus walkeri, Platygillellus altivelis, Platygillellus bussingi, Platygillellus rubrocinctus, Alionematichthys crassiceps, Alionematichthys minyomma, Alionematichthys piger, Alionematichthys plicatosurculus, Alionematichthys riukiuensis, Alionematichthys suluensis, Alionematichthys winterbottomi, Beaglichthys bleekeri, Beaglichthys larsonae, Brotulinella taiwanensis, Dactylosurculus gomoni, Dermatopsis greenfieldi, Dermatopsis macrodon, Diancistrus alleni, Diancistrus altidorsalis, Diancistrus atollorum, Diancistrus beateae, Diancistrus erythraeus, Diancistrus fijiensis, Diancistrus fuscus, Diancistrus jeffjohnsoni, Diancistrus karinae, Diancistrus katrineae, Diancistrus longifilis, Diancistrus machidai, Diancistrus mcgroutheri, Diancistrus mennei, Diancistrus novaeguineae, Diancistrus springeri, Diancistrus tongaensis, Diancistrus vietnamensis, Didymothallus criniceps, Didymothallus mizolepis, Didymothallus nudigena, Didymothallus pruvosti, Dinematichthys iluocoeteoides, Dipulus caecus, Dipulus hutchinsi, Eusurculus pistillum, Eusurculus pristinus, Gunterichthys longipenis, Lapitaichthys frickei, Mascarenichthys heemstrai, Monothrix polylepis, Ogilbia boehlkei, Ogilbia boydwalkeri, Ogilbia cayorum, Ogilbia davidsmithi, Ogilbia jeffwilliamsi, Ogilbia nigromarginata, Ogilbia robertsoni, Ogilbia sabaji, Ogilbia sedorae, Ogilbia suarezae, Ogilbia tyleri, Ogilbia ventralis)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 68887 records from 219 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016497-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17025131
title: Metagenome Assembled Genomes from a Permafrost Thaw Experiment

description: Controlled thaw experiments were performed on permafrost cores taken from three permafrost sites in interior and northern Alaska . These include a site above the Cold Regions Research and Engineering (CRREL) Permafrost Tunnel (AT), the CRREL Farmers Loop Experimental Station (FL), and the Barrow Experimental Observatory (BEO). Each site had two cores, from which we subsampled four replicates. Frozen soil cores were gradually thawed at 2C for 96 days.



bin_coverage_coverm_metaspades.tsv.gz: bin coverage across metagenomic samples calculated with coverm

bins.tar.gz: bin fasta files for low contamination bins

cog_counts.rda.gz: eggnogmapper cog counts per bin (R data file)

dbcan_counts_warming_ms_arch.tsv.gz: dbcan output on bins (archaea)

dbcan_counts_warming_ms.tsv.gz: dbcan output on bins (bacteria)

gtdbtk.ar53.summary.tsv.gz: GTDB-tk bin classification

gtdbtk.bac120.summary.tsv.gz: GTDB-tk bin classification

quality_report.tsv.gz: CheckM2 bin quality 

warming_gRodon_predictions_ms.rda.gz: gRodon output bins (R data file)

warming_gRodon_predictions_ms_scaffolds.rda.gz: gRodon output metagenomic scaffolds (R data file)
DOI: 10.5281/zenodo.17025132
title: Metagenome Assembled Genomes from a Permafrost Thaw Experiment

description: Controlled thaw experiments were performed on permafrost cores taken from three permafrost sites in interior and northern Alaska . These include a site above the Cold Regions Research and Engineering (CRREL) Permafrost Tunnel (AT), the CRREL Farmers Loop Experimental Station (FL), and the Barrow Experimental Observatory (BEO). Each site had two cores, from which we subsampled four replicates. Frozen soil cores were gradually thawed at 2C for 96 days.



bin_coverage_coverm_metaspades.tsv.gz: bin coverage across metagenomic samples calculated with coverm

bins.tar.gz: bin fasta files for low contamination bins

cog_counts.rda.gz: eggnogmapper cog counts per bin (R data file)

dbcan_counts_warming_ms_arch.tsv.gz: dbcan output on bins (archaea)

dbcan_counts_warming_ms.tsv.gz: dbcan output on bins (bacteria)

gtdbtk.ar53.summary.tsv.gz: GTDB-tk bin classification

gtdbtk.bac120.summary.tsv.gz: GTDB-tk bin classification

quality_report.tsv.gz: CheckM2 bin quality 

warming_gRodon_predictions_ms.rda.gz: gRodon output bins (R data file)

warming_gRodon_predictions_ms_scaffolds.rda.gz: gRodon output metagenomic scaffolds (R data file)
DOI: 10.17632/h49b5cz7tf
title: Nephilim, the Flood, and the Pyramids of Giza: A Two-Phase Reinterpretation (Pre-Flood Construction → Survival → Old Kingdom Refurbishment)

description: Abstract 
This article presents a falsifiable hypothesis regarding the origins of the pyramids of Giza. Drawing on the biblical timeline (Gen 6–10, NWT), widespread flood traditions, documented cases of rapid fluvial catastrophes, the geology of the Giza Plateau, and the archaeological record (logbooks, worker settlements, non-destructive imaging), we propose a two-phase model articulated in three chronological steps: (A) megalithic cores erected before the Flood (associated with the Nephilim of Gen 6:1–4); (B) survival of these massive stone structures during months of high waters following 40 days of rain (Gen 7–8); (C) refurbishment and rededication during the Egyptian Old Kingdom (including Tura casing, reorganization of corridors and chambers, port and worker logistics, and inscriptions). This model does not reject or diminish Old Kingdom activity; rather, it re-contextualizes it as a monumental, state-led Phase C intervention built upon pre-existing cores. We outline empirical tests—such as deep coring, multi-method dating, and surface and tool-mark forensics—capable of corroborating or falsifying Phase A. We also examine dating uncertainties (old-wood effect, dead carbon in mortars, OSL and U-Th caveats), which may bias monument chronologies when only surface layers are analyzed. The proposal remains speculative, yet falsifiable through targeted scientific testing of deep-core materials.

Files included: Main article (English, PDF) and Language Supplement – Italian Version (PDF).
Author: Domenico Forgione (corresponding: Domenicoforgione@hotmail.it).
Version: 1.0 (preprint). License: CC BY 4.0.
DOI: 10.17632/h49b5cz7tf.1
title: Nephilim, the Flood, and the Pyramids of Giza: A Two-Phase Reinterpretation (Pre-Flood Construction → Survival → Old Kingdom Refurbishment)

description: Abstract 
This article presents a falsifiable hypothesis regarding the origins of the pyramids of Giza. Drawing on the biblical timeline (Gen 6–10, NWT), widespread flood traditions, documented cases of rapid fluvial catastrophes, the geology of the Giza Plateau, and the archaeological record (logbooks, worker settlements, non-destructive imaging), we propose a two-phase model articulated in three chronological steps: (A) megalithic cores erected before the Flood (associated with the Nephilim of Gen 6:1–4); (B) survival of these massive stone structures during months of high waters following 40 days of rain (Gen 7–8); (C) refurbishment and rededication during the Egyptian Old Kingdom (including Tura casing, reorganization of corridors and chambers, port and worker logistics, and inscriptions). This model does not reject or diminish Old Kingdom activity; rather, it re-contextualizes it as a monumental, state-led Phase C intervention built upon pre-existing cores. We outline empirical tests—such as deep coring, multi-method dating, and surface and tool-mark forensics—capable of corroborating or falsifying Phase A. We also examine dating uncertainties (old-wood effect, dead carbon in mortars, OSL and U-Th caveats), which may bias monument chronologies when only surface layers are analyzed. The proposal remains speculative, yet falsifiable through targeted scientific testing of deep-core materials.

Files included: Main article (English, PDF) and Language Supplement – Italian Version (PDF).
Author: Domenico Forgione (corresponding: Domenicoforgione@hotmail.it).
Version: 1.0 (preprint). License: CC BY 4.0.
DOI: 10.17632/w7sp6krs7h.2
title: Navigating Intersecting Crises: A Systematic Review of Smallholder Farmers’ Adaptation to Climate Change in Conflict-Affected Areas

description: The published datasets are extracts from the systematic review of smallholder farmers' adaptation to climate change and contextual vulnerabilities in conflict-affected areas. The shared R scripts were used for analysis/illustration purposes.
DOI: 10.17632/hryhtz8fk5
title: Holocene Hiatuses in coastal Lagoons - Dating information

description: This spreadsheet contains all the information that was used for the age-depth models and further used to infer Holocene Hiatuses in coastal lagoons from southeastern South America
DOI: 10.17632/hryhtz8fk5.1
title: Holocene Hiatuses in coastal Lagoons - Dating information

description: This spreadsheet contains all the information that was used for the age-depth models and further used to infer Holocene Hiatuses in coastal lagoons from southeastern South America