cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6096/bvet.cmr.hchem
title: Hydrochemical data, Nyong, Cameroon.

description: This data set contains the data related to chemical composition of water for all monitored sites: major ion concentrations (Na+, K+, Ca2+, Mg2+, NO3−, SO42−, F−, Cl−, HCO3−, Si; µmol/L), total alkalinity (Alk; µeq/L), dissolved organic carbon (DOC; mg/L), suspended particulate matter (SPM; mg/L), electrical conductivity (EC; µS/cm), pH, water temperature (WT; °C). The timeframes available are as follows: since 1994 for the Nsimi SEW outlet and since 1998 for the large river sites (Messam, Pont So’o, Mbalmayo and Olama). Additionally, major ion concentrations are available for 6 piezometers (BFP, BFS, FRP, FSP, F1, F3) in the Nsimi SEW from 2002 to 2007 for BFP, BFS, FRP, F3 and from 2002 to 2005 for F1 and FSP.

Methods: Water samples from streams (Nsimi SEW, Awout, So’o) and river (Nyong) are collected manually with a fortnightly frequency. Each water sample is filtered (cellulose acetate membrane, pore size of 0.22-μm) on site and split into two aliquots and stored in polypropylene bottles. The first aliquot (acidified) is dedicated to the determination of major cation concentrations (Na+, K+, Ca2+, Mg2+) and the second aliquot (non-acidified) to the determination of anion concentration (NO3−, SO42−, F−, Cl−). Alkalinity (i.e. HCO3−) is obtained by acid titration and using the Gran method. Suspended Particulate Matter (SPM) concentrations are determined after the filtration of a known water volume on 0.7-µm glass-fiber membrane. Dissolved Organic Carbon (DOC) concentrations are determined using the water filtered through the glass-fiber membrane. Blanks are less than 0.1 ppm for DOC. Cation and anion concentrations and alkalinity are measured in the Laboratory of Geochemical Analysis of Water (LAGE), an analytical facility of the IRGM (Institut de Recherches Géologiques et Minières) in Yaounde, Cameroon. Silica and DOC concentrations are analyzed at GET (Géosciences Environnement Toulouse) laboratory in France. The accuracy of the sample analyses is verified by jointly analyzing certified reference waters such as PERADE20 (mostly DOC, Si), ION 915 and SUPER-05 (low concentrations), ION 96.4 (high concentrations) and Anions WS (anions, including PO4). Additionally, inter-calibration campaigns are carried out between the LAGE and the GET to ensure optimal analytical quality. They consist of the analysis of international standards and of the replication of analysis on common samples.
DOI: 10.15468/dl.xw8tyd
title: Occurrence Download

description: A dataset containing 16751150 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Animalia",
 "Geometry POLYGON((28.75 45.93, 31.25 49.44, 25.11 62.38, 19.79 56.54, 28.75 45.93 ))",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)"
 ]
}

 The dataset includes 16751150 records from 560 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009896-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rt55tg
title: Occurrence Download

description: A dataset containing 9195 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eptesicus nilssonii (Keyserling & Blasius, 1839)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 9195 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009912-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ppp76r
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is A survey of bdelloid rotifers from coastal ponds in Southern Norway"
 ]
}

 The dataset includes 67 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009914-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/ntkwcv22y8.1
title: Three-dimensional velocities induced by wind and ship activity in the near-bottom regions of Lake Taihu

description: The three-dimensional current velocities (u1, u2, and w) in the lower and upper layers at the monitoring point were measured using a Nortek ADV, with a sampling frequency of 100 Hz. ADV was positioned 5 cm above the lakebed, and mounted on a bottom-mounted holder, facing downward. In this research, the horizontal flow was redistributed into the main stream u1 (x-direction) and the transverse flow u2 (y-direction), based on statistical analysis. The vertical velocity, w, represented flow in the z-direction, with upward movement considered positive. The field survey aimed to discern disparities between wind- and ship-induced disturbances. Data measured under wind influence were collected on July 26, 2018, with wind speeds ranging from 0 to 11 m/s. On July 27, 2018, we conducted 12 different shipping experiments. The shipping scenarios included a full-load (FL) and an unladen (NL) ship, with draughts of 1.8 m and 0.65 m, respectively, passing at distances of 20, 40, and 60 meters from the monitoring point at two speeds: 5 km/h and 10 km/h. The ship used in the field survey is a commonly used freighter in Lake Taihu, characterized by a length of 32 meters, a width of 6.1 meters, and a height of 2.3 meters, with a full-load tonnage of 300 tons. To minimize wind disturbances during the shipping experiments, we selected a period with the minimal wind (vwind = 1.0 m/s).
DOI: 10.48597/n7h6-2c75
title: Measurement of Aerosol light scattering at Boulder Table Mountain

description: Measurement of Aerosol light scattering at Boulder Table Mountain
DOI: 10.15468/dl.srxa5r
title: Occurrence Download

description: A dataset containing 1919 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polynoidae",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1919 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009918-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4r6sqd
title: Occurrence Download

description: A dataset containing 12302 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myotis daubentonii (Kuhl, 1817)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 12302 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009916-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/zx8b46cf4j.1
title: Sequestration of carbon in the forearc mantle wedge

description: This dataset includes the all Tables' data and predicted reaction extent in Figure 9.
DOI: 10.15468/dl.ns3e5b
title: Occurrence Download

description: A dataset containing 1116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Occurrence evidence)",
 "Country is United States of America",
 "TaxonKey is Macrochelys temminckii Troost, 1835"
 ]
}

 The dataset includes 1116 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009917-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/b9vptj5cb7.2
title: Сold nuclear fusion

description: The processes occurring during a thunderstorm, namely the formation of linear lightning, are investigated. The processes occurring in clouds are considered. The physics of processes in toroidal vortices is described. Further studies confirmed the chain of electrochemical reactions and also the chain of nuclear reactions. The mechanism of beta decay and the appearance of high-energy protons in linear lightning is investigated. The conditions for the upcoming experiment are set.
DOI: 10.17632/vzb8kvjn7n.1
title: MARINE CLAY

description: The data can describe the behavior of the bound water in marine clay.
DOI: 10.15468/dl.4wmaxm
title: Occurrence Download

description: A dataset containing 4961 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Maldanidae",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4961 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009920-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6rej6p
title: Occurrence Download

description: A dataset containing 10892 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pipistrellus nathusii (Keyserling & Blasius, 1839)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 10892 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009921-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.msv3qz
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyrtotrachelus buquetii Guérin-Méneville, 1844"
 ]
}

 The dataset includes 17 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043274-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/k67zm8c3gz.1
title: Impact of Design thinking - Creativity, Problem Solving, Collaboration and Critical thinking

description: The data illustrates the contributions of eight design thinking principles—User-Centered Design, Empathy, Clarity, Consistency, Feedback, Flexibility, Aesthetics, and Accessibility—to four key student outputs: Critical Thinking, Creativity, Collaboration, and Problem Solving. Each principle exhibits varying degrees of impact across these outputs, with some principles showing strong influence, such as Empathy contributing significantly to Creativity (30%) and User-Centered Design enhancing Problem Solving (25%). Conversely, principles like Aesthetics and Accessibility play more modest roles, contributing minimally to outputs like Critical Thinking and Creativity. This distribution highlights the multifaceted nature of design thinking in fostering diverse skills, demonstrating how different principles uniquely enhance specific aspects of student performance. The visualization further emphasizes these insights through color-coded bar charts, providing a clear and comparative view of each principle's impact.
DOI: 10.15468/dl.dfe6yx
title: Occurrence Download

description: A dataset containing 39081 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Fossil, Living Specimen)",
 "Continent is Europe",
 "Country is one of (North Macedonia, Serbia, Romania, Slovenia, Croatia, Bosnia and Herzegovina, Montenegro, United Kingdom of Great Britain and Northern Ireland, Italy, Greece)",
 "TaxonKey is Triticum L."
 ]
}

 The dataset includes 39081 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009922-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fu37r8
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Pittosporum sucker (Trioza vitreoradiata) records aquired by the Royal Horticultural Society"
 ]
}

 The dataset includes 56 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009924-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z8t554
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Pittosporum sucker (Trioza vitreoradiata) records aquired by the Royal Horticultural Society"
 ]
}

 The dataset includes 56 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009923-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/5k3v997r3w.1
title: Applicability of Design thinking to the Education Sector

description: This code visualizes statistical evidence supporting various design thinking principles using a bar chart. It highlights the percentage improvements or impacts associated with principles such as User-Centered Design, Empathy, and Accessibility. The chart includes color-coded bars for easy distinction and displays data labels above each bar to indicate exact percentages. A title and axis labels provide context, while the x-axis labels are rotated for readability. Additionally, a horizontal grid improves data interpretation. The tight_layout() function ensures a clean presentation, optimizing spacing for a visually appealing and informative plot.
DOI: 10.15468/dl.5xkjvz
title: Occurrence Download

description: A dataset containing 11790447 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chordata",
 "Geometry POLYGON((28.75 45.93, 31.25 49.44, 25.11 62.38, 19.79 56.54, 28.75 45.93 ))",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)"
 ]
}

 The dataset includes 11790447 records from 282 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009907-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/6xrrz73xsy.1
title: Economic Variables

description: Economic forecasting using big data analytics, the goal is to predict the future performance of an economy by leveraging large-scale datasets and advanced analytical methods. Key variables used to represent the economy in this research include Gross Domestic Product (GDP), GDP Growth Rate, and Price Inflation Rate. These indicators provide a holistic view of the economic health, enabling more accurate forecasting models.

GDP serves as the broadest measure of a country’s economic activity, reflecting the total market value of goods and services produced within a country. GDP growth rate represents the change in GDP over a given period, indicating the pace of economic expansion or contraction. Price inflation rate is crucial for measuring the increase in general price levels over time, which impacts consumer purchasing power and overall economic stability.

The dataset used for such research typically comprises large, longitudinal data that includes historical records of the selected economic indicators. It would include:

GDP Data: Time series data representing the total value of goods and services produced in a country or region over multiple years.
GDP Growth Rate Data: Annual or quarterly changes in GDP, allowing analysis of how quickly the economy is growing or shrinking over time.
Price Inflation Rate Data: Data on the percentage increase in the average price level of goods and services over time, often derived from consumer price indexes (CPI).
The dataset may also include supplementary factors such as interest rates, unemployment rates, trade balances, and government spending, which can further enhance the model’s predictive capabilities. The data is typically gathered from reliable sources like national statistics agencies, the World Bank, IMF, or OECD.
DOI: 10.17632/w5xjdhc5xw.1
title: Table S1-S5-Nanfen oxygenation

description: Raw data of "Terminal Mesoproterozoic (1.1–1.0 Ga) shallow ocean oxygenation and the rise of crown-group eukaryotes"
DOI: 10.17632/w5xjdhc5xw.2
title: Table S1-S5-Nanfen oxygenation

description: Raw data of "Terminal Mesoproterozoic (1.1–1.0 Ga) shallow ocean oxygenation and the rise of crown-group eukaryotes"
DOI: 10.17632/w5xjdhc5xw.3
title: Table S1-S5-Nanfen oxygenation

description: Raw data of "Terminal Mesoproterozoic (1.1–1.0 Ga) shallow ocean oxygenation and the rise of crown-group eukaryotes"
DOI: 10.15468/dl.2zygqb
title: Occurrence Download

description: A dataset containing 3045 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lumbrineridae",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3045 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009925-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yph5as
title: Occurrence Download

description: A dataset containing 656 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myotis brandtii (Eversmann, 1845)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 656 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009926-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/d833hhftpy.1
title: Test for the original article

description: These are supplementary figures and tables.
DOI: 10.17632/yv263k5cmv.1
title: Monetary Growth Rules in an Emerging Open Economy

description: Replication package for Mirfatah, Gabriel and Levine (2024), "Monetary Growth Rules in an Emerging Open Economy".
DOI: 10.17632/yv263k5cmv.2
title: Monetary Growth Rules in an Emerging Open Economy

description: Replication package for Mirfatah, Gabriel and Levine (2024), "Monetary Growth Rules in an Emerging Open Economy".
DOI: 10.58132/h0ztam
title: Biologiczny kod zawęźlenia - identyfikacja wzoru zawęźlenia w biomolekułach na postawie metod AI

description: 2021/43/I/NZ1/03341 pt.: Biologiczny kod zawęźlenia - identyfikacja wzoru zawęźlenia w biomolekułach na postawie metod AI - Yearly ReportThe dataset contains publications and related Data funded with the NCN grant 2021/43/I/NZ1/03341 for Joanna I. Sulkowska.The main topic of those publications is related to biological, statistical, and physical analysis with the use of Artificial Intelligence methods for the better understanding of the proteins forming knots along their backbone.The list contains 4 publications with additional files sorted as follows:1: AlphaFold predicts novel human proteins with knots.ArticleFigures (2 Files)Tables (3 Files)Supplementary Data2: Proteins containing 6-crossing knot types and their folding pathways.ArticleFigures (2 Files)Tables (2 Files)Supplementary Data3: Conservation of knotted and slipknotted topology in transmembrane transporters.ArticleFigures (8 Files)Tables (1 File)Supplementary Data4: Knot or not? Identifying unknotted proteins in knotted families with sequence-based Machine Learning model.ArticleFigures (7 Files)Tables (5 Files)Supplementary DataDeposited data uses PDF formats for documents; PNG and JPEG formats for images and tables.
DOI: 10.15468/dl.buusxh
title: Occurrence Download

description: A dataset containing 1073 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myotis emarginatus (E.Geoffroy, 1806)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 1073 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009928-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6096/bvet.cmr.hydro
title: Hydrological data, Nyong, Cameroon

description: This data set contains the data of water discharge (Q; m3/s). The timeframes available are as follows: from 1995 to 1999 for the Nsimi SEW spring; since 1991 for the Nsimi SEW outlet;  and since 1998 for the large river sites (Messam, Pont So’o, Mbalmayo and Olama). Though the water discharge monitoring at the Nsimi outlet and at the large river sites is still going on, only water discharge data up to the year 2017 are available for download at the moment.

Methods: For each of the five sites of the network, the daily water discharge values are calculated from water levels (heights of water). At each site, the water level is monitored by both an automatic limnimeter (OTT Thalimede; 1-mm resolution) with a 10-min frequency and daily readings on limnimetric scales (staff gages) by local observers. The daily water discharge values for the four large river sites (Messam, Pont So’o, Mbalmayo and Olama) are subsequently computed using a rating curve (relationship between water level and discharge) for each site. Each rating curve is obtained from measurements of the average water velocity and the cross-sectional area. River gauging data on the Nyong River collected by the Hydrological Research Centre (CRH) of Yaounde since 1947 indicate good cross-sectional area stability. However, in order to account for riverbed morphology modification that could modify the rating curves, discharge measurements are periodically executed on each site by the CRH. At the Nsimi SEW, water discharge is computed using a rating curve obtained with a calibrated concrete weir installed at the watershed outlet.