cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/t2r95c7j5b
title: Hydrometeorological Data in Rujigou and Longxihe watersheds

description: It is the hydrometeorological characteristic parameters for rainfall and runoff processes. P: event precipitation amount (a, unit: mm); Td: event rainfall duration(b, unit: h); Imean:mean rainfall intensity(c, unit: mm/h); Imax: peak rainfall intensity(d, unit: mm/h); Qmax: peak discharge(e, unit: m3/s); α: event rainfall coefficient(f, unit: %); R: runoff depth(g, unit: mm); Lp: the watershed lag time form peak rainfall intensity to peak discharge(h, unit: h).
DOI: 10.17632/t2r95c7j5b.1
title: Hydrometeorological Data in Rujigou and Longxihe watersheds

description: It is the hydrometeorological characteristic parameters for rainfall and runoff processes. P: event precipitation amount (a, unit: mm); Td: event rainfall duration(b, unit: h); Imean:mean rainfall intensity(c, unit: mm/h); Imax: peak rainfall intensity(d, unit: mm/h); Qmax: peak discharge(e, unit: m3/s); α: event rainfall coefficient(f, unit: %); R: runoff depth(g, unit: mm); Lp: the watershed lag time form peak rainfall intensity to peak discharge(h, unit: h).
DOI: 10.17632/z46w46prv3
title: Soil nematode species under the oat-based rotation system

description: The original data of the number, trophic groups and cp values of soil nematode genera in the 0-20cm and 20-40cm soil layers under different cropping patterns. The relative abundance, absolute abundance, diversity index and ecological index of the nematode community can be obtained through the relevant calculation formulas provided in the article.
DOI: 10.17632/z46w46prv3.1
title: Soil nematode species under the oat-based rotation system

description: The original data of the number, trophic groups and cp values of soil nematode genera in the 0-20cm and 20-40cm soil layers under different cropping patterns. The relative abundance, absolute abundance, diversity index and ecological index of the nematode community can be obtained through the relevant calculation formulas provided in the article.
DOI: 10.17632/7k9g64j5xz
title: Turkish UCLA PTSD-RI-5 dataset

description: This dataset includes the anonymized data collected for the Turkish validation study of the UCLA PTSD Reaction Index for DSM-5 (PTSD-RI-5). The dataset contains item-level responses, total and subscale scores, and demographic variables (e.g., age, gender, trauma exposure type) for participants. The dataset has been fully anonymized to protect participant privacy. No identifying information is included. Data are shared under a CC-BY license and can be reused for research and educational purposes with appropriate citation.
DOI: 10.17632/7k9g64j5xz.1
title: Turkish UCLA PTSD-RI-5 dataset

description: This dataset includes the anonymized data collected for the Turkish validation study of the UCLA PTSD Reaction Index for DSM-5 (PTSD-RI-5). The dataset contains item-level responses, total and subscale scores, and demographic variables (e.g., age, gender, trauma exposure type) for participants. The dataset has been fully anonymized to protect participant privacy. No identifying information is included. Data are shared under a CC-BY license and can be reused for research and educational purposes with appropriate citation.
DOI: 10.26071/8cd6a32f-3fbb-4185
title: Suivi des espèces végétales envahissantes dans les milieux humides du fleuve Saint-Laurent
title: Monitoring of Invasive Plant Species in the Wetlands of the St. Lawrence River

description: Environnement Canada a mis sur pied une base de données répertoriant la présence d’espèces végétales envahissantes dans les milieux humides littoraux de la Côte-Nord. Ainsi, 15 espèces sont visées par le suivi : Berce du Caucase (Heracleum mantegazzianum), Butome à ombelle (Butomus umbellatus), Châtaigne d’eau (Trapa natans), Hydrocharide grenouillette (Hydrocharis morsus-ranae), Myriophylle à épi (Myriophyllum spicatum), Roseau commun (Phragmites australis), Renouée du Japon (Fallopia japonica), Salicaire commune (Lythrum salicaria), Phalaris roseau (Phalaris arundinacea), Nerprun bourdaine (Rhamnus frangula), Iris faux acore (Iris pseudoacorus) et Rorippe amphibie (Rorippa amphibia), dont 3 espèces ajoutées en 2020, soit : Aloès d’eau (Stratiotes aloides), Potamot crépu (Potamogeton crispus) et Petite naïade (Najas minor). Le mandat donné au Comité ZIP Côte-Nord du Golfe était de vérifier la présence potentielle d’espèces végétales envahissantes en réalisant un inventaire floristique de 11 milieux humides littoraux de la Côte-Nord. Le suivi est encore réalisé à ce jour.
description: Environment Canada has established a database listing the presence of invasive plant species in coastal wetlands on the North Shore. Thus, 15 species are targeted by the monitoring: Giant hogweed (Heracleum mantegazzianum), Flowering rush (Butomus umbellatus), Water chestnut (Trapa natans), Frogbit (Hydrocharis morsus-ranae), Myriophyllum morsus-ranae, Eurasian Water-milfoil (Myriophyllum spicatum), Common Reed (Phragmites australis), Japanese Knotweed (Fallopia japonica), Purple Loosestrife (Lythrum salicaria), Reed Canarygrass (Phalaris arundinacea), Alder buckthorn (Rhamnus frangula), Yellow iris (Iris pseudoacorus) and Great yellowcrest (Rorippa amphibia), including 3 species added in 2020, namely: Water soldier (Stratiotes aloides), Curled pondweed (Potamogeton crispus) and Brittle Naiad (Najas minor). The mandate given to the Comité ZIP Côte-Nord du Golfe was to verify the potential presence of invasive plant species by carrying out a floristic inventory of 11 coastal wetlands on the North Shore. The follow-up is still carried out to date.
DOI: 10.17632/f6y5m7skz5.4
title: Predator's paradise - Data supporting "Extreme hunting efficiency in a carnivorous bat"

description: Large predators typically hunt relatively large prey with high failure rates and at high costs. In contrast, small predators generally hunt relatively small, abundant prey at lower failure rates, incurring relatively lower costs. Bats are small predators with high metabolic rates during flight and most species hunt large numbers of abundant, small insects. However, nine different bat species have evolved true carnivory, targeting large, less abundant vertebrate prey. This rare hunting style among bats raises the fundamental conundrum of how these very small predators with limited energy stores and high absolute energy requirements can successfully employ a hunting strategy that usually involves prolonged searching and high-energy chasing at low success rates. Here, we address this question by quantifying the hunting behavior of 20 wild carnivorous fringe-lipped bats (Trachops cirrhosus) with sound and movement biologging tags. We equipped 20 Trachops cirrhosus bats (8 females, 12 males) with sound- and movement- tags in March 2023 and in October 2023. The tags used in this study recorded continuous data for ~5.5 hrs during one night of foraging, amounting to the first half of the bats’ nightly activity periods. Recordings generally started with the bats’ activity period, either at emergence time (via a timer) when bats had been captured and tagged in their day roosts (9 bats) or at time of release, when bats had been captured and tagged during emergence (11 bats), therefore all recording intervals covered the onset of the foraging period. Audio data was recorded with an ultrasonic microphone (FG-3329; Knowles Electronics, Itaska, IL, USA) at a sampling rate of 187.5 kHz, with 16-bit resolution, a 10 kHz 1-pole analog high-pass filter, and a clipping level of 121 dB re 20 μPa pk. Movement data was recorded with triaxial accelerometers sampling at 1000 Hz with a clipping level of 8 g. All accelerometer data was calibrated, converted into acceleration units (m/s2), and decimated to 100 Hz. The orientation of the bats was recorded with triaxial magnetometers sampling at 50 Hz. 
Long mastication times of up to 84 minutes after a kill show that these bats can target prey as large as their own body size. Unlike much larger predators, they do so with extreme efficiency: the bats spent only a fraction of the night in flight (median 11%, quartiles 7-14%) and complemented short search and pursuit times with high rates of hunting success (50%, 35-62%), capitalizing on a combination of eavesdropping on prey sounds and hang-and-wait ambush predation. The unusual low-risk/high-gain strategy of these predatory bats critically relies on high prey densities in pristine ecosystems. The dwindling sizes of intact ecosystems and dramatic decline in biodiversity raise great concern for the Anthropocene fate of these specialized predators.
DOI: 10.17632/3bd5mfxgmd
title: Volatile chemistry of the defensive secretions of millipedes common in China

description: This data set includes GC-MS chromatograms of 6 species of millipedes, including three species of Glyphiulus sp. (namely Glyphiulus sp. 1, Glyphiulus sp. 2, and Glyphiulus paramulunensis) from the order Spirostreptida, two species from the order Spirobolida (namely Trigoniulus corallinus and Paraspirobolus lucifugus), and Nepalmatoiulus sp. representing the order Julida. The sample names correspond to declared in the captions of published Figures in a chemical ecology manuscript in the journal Pesticide Biochemistry and Physiology (DOI: 10.1016/j.pestbp.2025.106670; linked at the end).

Also, some videos of their interactions with ant workers of red imported fire ants (RIFA) are included.
DOI: 10.17632/3bd5mfxgmd.2
title: Volatile chemistry of the defensive secretions of millipedes common in China

description: This data set includes GC-MS chromatograms of 6 species of millipedes, including three species of Glyphiulus sp. (namely Glyphiulus sp. 1, Glyphiulus sp. 2, and Glyphiulus paramulunensis) from the order Spirostreptida, two species from the order Spirobolida (namely Trigoniulus corallinus and Paraspirobolus lucifugus), and Nepalmatoiulus sp. representing the order Julida. The sample names correspond to declared in the captions of published Figures in a chemical ecology manuscript in the journal Pesticide Biochemistry and Physiology (DOI: 10.1016/j.pestbp.2025.106670; linked at the end).

Also, some videos of their interactions with ant workers of red imported fire ants (RIFA) are included.
DOI: 10.15468/dl.5m38ys
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tithonia rotundifolia",
 "Country is Kenya",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020107-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/5zwym7kwn8
title: HVULao_NLP: A Word-Segmented Lao Corpus with Optional POS Tags

description: The HVULao_NLP dataset is the first publicly released word-segmented corpus for the Lao language, designed to support natural language processing (NLP) research in low-resource settings. It consists of 10,000 training sentences and a 1,000-sentence gold-standard test set, each provided in raw, segmented, and optionally POS-tagged formats.

Sentences were collected from trusted Lao governmental, news, and institutional websites, and annotated through a semi-automatic pipeline combining large language models with manual review by native Lao annotators and a linguist. All files are encoded in UTF-8 (NFC).

This dataset enables benchmarking of Lao word segmentation and POS tagging, and supports broader applications in multilingual NLP, cross-lingual transfer, and linguistic analysis.

Files included

Datatrain10k/ – Training set (10,000 sentences; raw, segmented, POS-tagged)

Datatest1k/ – Test set (1,000 sentences; raw, segmented, POS-tagged)

lao_finetuned_10k/ – Pretrained model for Lao word segmentation (optional)

seglao.py – Script for applying the segmentation model

requirements.txt – Dependencies (optional, see GitHub for updates)

👉 For detailed instructions and updated tools, please refer to the GitHub repository:
https://github.com/HaHVU/HVULao_NLP
DOI: 10.17632/5zwym7kwn8.2
title: HVULao_NLP: A Word-Segmented Lao Corpus with Optional POS Tags

description: The HVULao_NLP dataset is the first publicly released word-segmented corpus for the Lao language, designed to support natural language processing (NLP) research in low-resource settings. It consists of 10,000 training sentences and a 1,000-sentence gold-standard test set, each provided in raw, segmented, and optionally POS-tagged formats.

Sentences were collected from trusted Lao governmental, news, and institutional websites, and annotated through a semi-automatic pipeline combining large language models with manual review by native Lao annotators and a linguist. All files are encoded in UTF-8 (NFC).

This dataset enables benchmarking of Lao word segmentation and POS tagging, and supports broader applications in multilingual NLP, cross-lingual transfer, and linguistic analysis.

Files included

Datatrain10k/ – Training set (10,000 sentences; raw, segmented, POS-tagged)

Datatest1k/ – Test set (1,000 sentences; raw, segmented, POS-tagged)

lao_finetuned_10k/ – Pretrained model for Lao word segmentation (optional)

seglao.py – Script for applying the segmentation model

requirements.txt – Dependencies (optional, see GitHub for updates)

👉 For detailed instructions and updated tools, please refer to the GitHub repository:
https://github.com/HaHVU/HVULao_NLP
DOI: 10.15468/dl.yqrncg
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tithonia rotundifolia",
 "Country is Malawi",
 "HasCoordinate is true"
 ]
}

 The dataset includes 71 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020108-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/w8ph67gt24
title: Geochemical and mineralogical data set for the paper "Assessing the origin, geochemical and isotopic distributions of the high-altitude Vega Verde travertine system (Botijuela, Antofalla Graben, Central Andes)", September 2025.

description: The Vega Verde travertine system, located in Botijuela, Central Andes, Argentina, provides a unique opportunity to study how facies relate to mineralogy and geochemistry in continental carbonates within an active system in such a distinctive setting as the Altiplano. By examining the geochemical and faciological characteristics, it is possible to construct a coherent geochemical model that allows the identification of zones, products, and processes, which can later be applied to future modeling or prospecting efforts. 
The dataset associated with the manuscript tables includes the geochemical composition of travertines (major oxides and trace elements), mineralogical interpretations of each sample, stable isotope data for all samples, and isotopic analyses of the associated water.
DOI: 10.17632/w8ph67gt24.1
title: Geochemical and mineralogical data set for the paper "Assessing the origin, geochemical and isotopic distributions of the high-altitude Vega Verde travertine system (Botijuela, Antofalla Graben, Central Andes)", September 2025.

description: The Vega Verde travertine system, located in Botijuela, Central Andes, Argentina, provides a unique opportunity to study how facies relate to mineralogy and geochemistry in continental carbonates within an active system in such a distinctive setting as the Altiplano. By examining the geochemical and faciological characteristics, it is possible to construct a coherent geochemical model that allows the identification of zones, products, and processes, which can later be applied to future modeling or prospecting efforts. 
The dataset associated with the manuscript tables includes the geochemical composition of travertines (major oxides and trace elements), mineralogical interpretations of each sample, stable isotope data for all samples, and isotopic analyses of the associated water.
DOI: 10.34740/kaggle/dsv/12944222
title: Balochi Language to English Translation Dataset
DOI: 10.17632/cn3fwcfk5x
title: LATAM IT Salaries by TeamStation AI Nearshore IT Staff Augmentation Services Platform

description: TeamStation AI System Report on LATAM IT Salaries 2024
A Comprehensive Analysis of Salary Trends in Latin America’s IT Sector

Introduction
The 2024 TeamStation AI Salary Report provides a comprehensive analysis of IT salary structures in 19 Latin American countries, offering scientific insights into compensation trends across various job roles, experience levels, and contract types. This report leverages 1,521 salary records collected from real hiring data, offering the most precise, non-biased compensation insights in the region​

Key Findings
1. Salary Breakdown by Country
Three countries lead in IT talent representation:

🇲🇽 Mexico
🇨🇴 Colombia
🇦🇷 Argentina
Brazil and Chile also emerge as key players, showcasing robust demand for high-level AI, ML, and DevOps professionals. Meanwhile, Uruguay and Costa Rica provide a cost-effective alternative for high-skilled developers​

2. Role-Based Salary Trends
The six most common roles in the LATAM IT market are:

Full-Stack Developer
Front-End Developer
Back-End Developer
App Developer
DevOps Engineer
Data Engineer
Additionally, AI, MLOps, and Cloud Engineers are seeing increasing demand, commanding salaries up to 60% higher than other IT positions​

3. Salary Ranges by Experience Level
Salaries vary significantly based on seniority and contract type:

Junior Developers: $10,000 – $30,000 per year
Mid-Level Developers: $20,000 – $50,000 per year
Senior Developers: $25,000 – $100,000 per year (with some AI engineers exceeding this range)
Full-time contracts pay the highest salaries, while freelance engagements have lower total compensation, but can reach premium rates for niche AI/ML expertise​

4. Key Statistical Insights
Average salary across all roles: $30,470.02 USD
Standard deviation: $56,817.32 USD (showing large variances based on expertise and role)
Minimum salary recorded: $500 USD
Maximum salary recorded: $800,000 USD
Salary percentiles:
25th percentile: $7,000 USD
50th percentile (median): $16,300 USD
75th percentile: $36,000 USD
These figures indicate a wide salary stratification, especially for senior roles and AI-related positions​
.

5. Contract Type & Compensation
Salaries vary based on contract type:

Full-time developers earn higher base salaries with benefits.
Freelancers earn lower annual salaries but some charge premium hourly rates in AI, Cloud, and DevOps.
Mid and senior-level engineers prefer full-time contracts for higher pay and stability​
.
Regional Salary Insights
Highest-paying regions: 🇨🇱 Chile, 🇧🇷 Brazil, 🇲🇽 Mexico.
Mid-range salaries: 🇨🇴 Colombia, 🇦🇷 Argentina.
Cost-effective hiring: 🇺🇾 Uruguay, 🇨🇷 Costa Rica​
.
Strategic Takeaways
AI & MLOps engineers are the most expensive to hire in Mexico, Brazil, and Chile.
Cloud, DevOps, and AI roles are seeing the fastest growth in salary demand.
Best locations for cost-effective hiring: Colombia, Argentina, Uruguay.
AI-driven hiring platforms like TeamStation AI reduce time-to-hire and salary mismatches​
DOI: 10.17632/cn3fwcfk5x.2
title: LATAM IT Salaries by TeamStation AI Nearshore IT Staff Augmentation Services Platform

description: TeamStation AI System Report on LATAM IT Salaries 2024
A Comprehensive Analysis of Salary Trends in Latin America’s IT Sector

Introduction
The 2024 TeamStation AI Salary Report provides a comprehensive analysis of IT salary structures in 19 Latin American countries, offering scientific insights into compensation trends across various job roles, experience levels, and contract types. This report leverages 1,521 salary records collected from real hiring data, offering the most precise, non-biased compensation insights in the region​

Key Findings
1. Salary Breakdown by Country
Three countries lead in IT talent representation:

🇲🇽 Mexico
🇨🇴 Colombia
🇦🇷 Argentina
Brazil and Chile also emerge as key players, showcasing robust demand for high-level AI, ML, and DevOps professionals. Meanwhile, Uruguay and Costa Rica provide a cost-effective alternative for high-skilled developers​

2. Role-Based Salary Trends
The six most common roles in the LATAM IT market are:

Full-Stack Developer
Front-End Developer
Back-End Developer
App Developer
DevOps Engineer
Data Engineer
Additionally, AI, MLOps, and Cloud Engineers are seeing increasing demand, commanding salaries up to 60% higher than other IT positions​

3. Salary Ranges by Experience Level
Salaries vary significantly based on seniority and contract type:

Junior Developers: $10,000 – $30,000 per year
Mid-Level Developers: $20,000 – $50,000 per year
Senior Developers: $25,000 – $100,000 per year (with some AI engineers exceeding this range)
Full-time contracts pay the highest salaries, while freelance engagements have lower total compensation, but can reach premium rates for niche AI/ML expertise​

4. Key Statistical Insights
Average salary across all roles: $30,470.02 USD
Standard deviation: $56,817.32 USD (showing large variances based on expertise and role)
Minimum salary recorded: $500 USD
Maximum salary recorded: $800,000 USD
Salary percentiles:
25th percentile: $7,000 USD
50th percentile (median): $16,300 USD
75th percentile: $36,000 USD
These figures indicate a wide salary stratification, especially for senior roles and AI-related positions​
.

5. Contract Type & Compensation
Salaries vary based on contract type:

Full-time developers earn higher base salaries with benefits.
Freelancers earn lower annual salaries but some charge premium hourly rates in AI, Cloud, and DevOps.
Mid and senior-level engineers prefer full-time contracts for higher pay and stability​
.
Regional Salary Insights
Highest-paying regions: 🇨🇱 Chile, 🇧🇷 Brazil, 🇲🇽 Mexico.
Mid-range salaries: 🇨🇴 Colombia, 🇦🇷 Argentina.
Cost-effective hiring: 🇺🇾 Uruguay, 🇨🇷 Costa Rica​
.
Strategic Takeaways
AI & MLOps engineers are the most expensive to hire in Mexico, Brazil, and Chile.
Cloud, DevOps, and AI roles are seeing the fastest growth in salary demand.
Best locations for cost-effective hiring: Colombia, Argentina, Uruguay.
AI-driven hiring platforms like TeamStation AI reduce time-to-hire and salary mismatches​
DOI: 10.25549/pcra-c14-7491
title: Khristianin = [The Christian], 1926, no. 11 (1926)

description: [description english/roman)] Monthly
DOI: 10.15468/dl.c93hzs
title: Occurrence Download

description: A dataset containing 339 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus tiliaster H.E.Weber"
 ]
}

 The dataset includes 339 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107017-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yr63ag
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Haplochromis aelocephalus Greenwood, 1959"
 ]
}

 The dataset includes 24 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0338491-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-7520
title: Khristianin = [The Christian], 1926, no. 11 (1926)

description: [description english/roman)] Monthly
DOI: 10.15468/dl.vpu425
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus tomentellus Ripart ex Genev."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107019-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-5487
title: Baptist Ukrainy = [Ukrainian Baptist], no. 7 ([July] 1927)

description: [description english/roman)] 12 issues per year