cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/zve-v7y-h7c
title: Willemetia stipitata (Jacq.) Dalla Torre

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.17632/2j9xjf3nzh
title: The pre-trained ANN to predict effective permeability

description: This MATLAB file contains a pre-trained artificial neural network used to predict relative permeability in porous media based on pore-scale fluid configurations. The network architecture includes four hidden layers with 50 neurons each and was trained on 22,556 fluid configurations generated from lattice Boltzmann simulations of a North Sea sandstone under 36 wettability conditions.
DOI: 10.3535/625-03x-bxe
title: Crataegus azarolus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9h9-se4-6s9
title: Crataegus azarolus var. aronia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/t9b-ek9-cj4
title: Crataegus azarolus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xzs-rce-skw
title: Crataegus azarolus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.17632/2j9xjf3nzh.1
title: The pre-trained ANN to predict effective permeability

description: This MATLAB file contains a pre-trained artificial neural network used to predict relative permeability in porous media based on pore-scale fluid configurations. The network architecture includes four hidden layers with 50 neurons each and was trained on 22,556 fluid configurations generated from lattice Boltzmann simulations of a North Sea sandstone under 36 wettability conditions.
DOI: 10.3535/qyj-msy-bp5
title: Allium suaveolens Jacq.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rwv-37x-8av
title: Allium ochroleucum Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.18742/28510367
title: Simulation data for “Dynamics and Interplay of the Binding Pockets in the Glycine Receptor”

description: The glycine receptor, a pentameric ligand-gated ion channel, plays a vital role in inhibitory neurotransmission, reflexes and neuronal excitability. It is crucial to maintaining the balance and responsiveness of the nervous system to sensory input. The binding of ligands, in this case glycines, in the extracellular domain (ECD) of the receptor initiates a series of conformational re-arrangements that culminate in the opening of the ion channel in the transmembrane domain. There are five binding sites for orthosteric ligands at the interface between the five subunits of the receptor. Experiments suggest that two or three bound glycines are sufficient to activate the receptor and that the occupancy of binding sites affects (un)binding rates. Here we evaluate the dynamics and interplay of empty and occupied binding pockets and their potential cooperativity. We investigate an ECD model for the glycine receptor, built from cryo-EM data, by performing molecular dynamics simulations for different combination of ligand occupancies. Molecular dynamics trajectories and data are provided.
DOI: 10.18742/28510367.v1
title: Simulation data for “Dynamics and Interplay of the Binding Pockets in the Glycine Receptor”

description: The glycine receptor, a pentameric ligand-gated ion channel, plays a vital role in inhibitory neurotransmission, reflexes and neuronal excitability. It is crucial to maintaining the balance and responsiveness of the nervous system to sensory input. The binding of ligands, in this case glycines, in the extracellular domain (ECD) of the receptor initiates a series of conformational re-arrangements that culminate in the opening of the ion channel in the transmembrane domain. There are five binding sites for orthosteric ligands at the interface between the five subunits of the receptor. Experiments suggest that two or three bound glycines are sufficient to activate the receptor and that the occupancy of binding sites affects (un)binding rates. Here we evaluate the dynamics and interplay of empty and occupied binding pockets and their potential cooperativity. We investigate an ECD model for the glycine receptor, built from cryo-EM data, by performing molecular dynamics simulations for different combination of ligand occupancies. Molecular dynamics trajectories and data are provided.
DOI: 10.3535/jy8-kq0-w5x
title: Citrus × aurantium L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lt2-hyg-aex
title: Cyclosorus interruptus (Willd.) H. Itô

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7pf-xpb-1w2
title: Crataegus hupehensis Sarg.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v9l-gj7-erb
title: Allium ochroleucum Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d2r-va8-g4l
title: Allium ochroleucum Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/p9c-krn-y24
title: Crataegus hupehensis Sarg.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c7b-tkq-mfm
title: Crataegus cuneata Siebold & Zucc.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.17632/ystm9tvvg3
title: for Persistent Tachycardia after Primary PCI in Anterior STEMI: A Single-center, Open-label, Pragmatic RCT

description: IvIvabradine versus Up-titrated Bisoprolol
DOI: 10.3535/hca-pw7-6fm
title: Allium suaveolens Jacq.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hgz-h58-z5z
title: Crataegus cuneata Siebold & Zucc.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.17632/ystm9tvvg3.1
title: for Persistent Tachycardia after Primary PCI in Anterior STEMI: A Single-center, Open-label, Pragmatic RCT

description: IvIvabradine versus Up-titrated Bisoprolol
DOI: 10.3535/lhc-dx7-42n
title: Crataegus hupehensis Sarg.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/n4q-kbv-pke
title: Solanum albescens (Britton) Hunz.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7tx-hbf-7bl
title: Allium suaveolens Jacq.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bv7-v56-4p1
title: Crataegus monogyna Jacq.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cab-qre-s0b
title: Crataegus laevigata (Poir.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qfl-7pf-6jm
title: Crataegus monogyna Jacq.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9tk-223-tyr
title: Crataegus monogyna Jacq.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.17632/66s35tgvd3
title: Machine Learning-Driven Capacity Design and Embodied Carbon Reduction Optimization in Composite Reduced Web Section (RWS) Connections

description: A comprehensive database of RWS connections has been assembled, encompassing data from 16 test and finite element (FE) programmes. The parameters include the primary attributes of the test programme, geometric properties, material characteristics, and response variables. The database was standardised using SI units to ensure consistency.
This database encompasses both bare steel and composite RWS connections, as well as benchmarked solid webbed-beam connections. The database accounts for different types of test setups, namely, cantilever, cruciform and frame arrangements, with load and/or displacement is applied at the beam, or the column ends. Data for both welded and bolted extended end-plate connections are included, featuring configurations with three or four rows of bolts. Additionally, the database captures variations in steel and concrete cross-sectional geometries, nominal and measured material properties, from specifications of different countries. 
The descriptive statistics of the dataset, which consists of 801 RWS connection samples, covering a range of geometric, material, and mechanical properties. The dataset includes five connection types, with the Bolted Extended End-Plate (4 rows) configuration being the most common, followed by the Welded Connection, Pre-Northridge, Bolted Extended End-Plate (3 rows), and WUF-B. The geometric parameters show considerable variation, with web opening diameter (d_o) ranging from 0 to 525 mm, End-distance of a web opening (S_e) varying from 0 to 1675 mm (mean = 353.74 mm), and column height (h_c) ranging between 160 mm and 650 mm (mean = 362.12 mm). The flange thickness (t_bf) ranges from 8 mm to 28 mm, while the web thickness (t_bw) spans from 6 mm to 18 mm, influencing the capacity metrics of the RWS connections. The material properties also exhibit variability, with column yield strength (f_ynC) and beam yield strength (f_ynB) averaging 338.25 MPa and 336.69 MPa, respectively, while concrete compressive strength (f_c) varies widely from 0 to 38.08 MPa.
 In total, the database comprises 801 test specimens and FE models of RWS connections, including 20 benchmarked solid webbed-beam counterparts. Despite its extensive scope, a small number of experimental and FE programmes were excluded due to insufficient test or modelling details. This database represents a valuable resource for advancing the understanding and development of RWS connections for seismic-resistance structural design.
DOI: 10.3535/2er-b5h-brg
title: Crataegus chlorosarca Maxim.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wn1-bq3-hd5
title: Crataegus scabrifolia (Franch.) Rehder

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.edksvc
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tithonia rotundifolia",
 "Country is Indonesia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068382-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/66s35tgvd3.1
title: Machine Learning-Driven Capacity Design and Embodied Carbon Reduction Optimization in Composite Reduced Web Section (RWS) Connections

description: A comprehensive database of RWS connections has been assembled, encompassing data from 16 test and finite element (FE) programmes. The parameters include the primary attributes of the test programme, geometric properties, material characteristics, and response variables. The database was standardised using SI units to ensure consistency.
This database encompasses both bare steel and composite RWS connections, as well as benchmarked solid webbed-beam connections. The database accounts for different types of test setups, namely, cantilever, cruciform and frame arrangements, with load and/or displacement is applied at the beam, or the column ends. Data for both welded and bolted extended end-plate connections are included, featuring configurations with three or four rows of bolts. Additionally, the database captures variations in steel and concrete cross-sectional geometries, nominal and measured material properties, from specifications of different countries. 
The descriptive statistics of the dataset, which consists of 801 RWS connection samples, covering a range of geometric, material, and mechanical properties. The dataset includes five connection types, with the Bolted Extended End-Plate (4 rows) configuration being the most common, followed by the Welded Connection, Pre-Northridge, Bolted Extended End-Plate (3 rows), and WUF-B. The geometric parameters show considerable variation, with web opening diameter (d_o) ranging from 0 to 525 mm, End-distance of a web opening (S_e) varying from 0 to 1675 mm (mean = 353.74 mm), and column height (h_c) ranging between 160 mm and 650 mm (mean = 362.12 mm). The flange thickness (t_bf) ranges from 8 mm to 28 mm, while the web thickness (t_bw) spans from 6 mm to 18 mm, influencing the capacity metrics of the RWS connections. The material properties also exhibit variability, with column yield strength (f_ynC) and beam yield strength (f_ynB) averaging 338.25 MPa and 336.69 MPa, respectively, while concrete compressive strength (f_c) varies widely from 0 to 38.08 MPa.
 In total, the database comprises 801 test specimens and FE models of RWS connections, including 20 benchmarked solid webbed-beam counterparts. Despite its extensive scope, a small number of experimental and FE programmes were excluded due to insufficient test or modelling details. This database represents a valuable resource for advancing the understanding and development of RWS connections for seismic-resistance structural design.
DOI: 10.3535/2lx-sl8-yzx
title: Crataegus monogyna Jacq.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sz1-l9l-t3w
title: Crataegus laevigata (Poir.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.34740/kaggle/dsv/12612168
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.3535/c2d-jvg-h53
title: Crataegus laevigata (Poir.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v0a-ww3-eaa
title: Crataegus monogyna Jacq.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/04g-a30-t8j
title: Crataegus monogyna Jacq.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sg7-3sj-m3b
title: Crataegus laevigata (Poir.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fly-jyc-3ll
title: Crataegus azarolus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7rw-t40-6s1
title: Allium ochroleucum Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vtr-alk-1la
title: Crataegus laevigata (Poir.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.k83utr
title: Occurrence Download

description: A dataset containing 13231735 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "GadmGid is USA.26_1"
 ]
}

 The dataset includes 13231735 records from 744 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068338-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3bvf2f3j2v
title: Annual Data for Iran: Unemployment, Migration, Inflation, GDP per Capita, Energy, CO₂, and Natural Resources (1991–2024) Panel of Macroeconomic and Environmental Variables for Iran (1991–2024

description: This dataset contains annual observations for Iran covering the period 1991–2024. The variables include macroeconomic, demographic, and environmental indicators relevant for empirical analysis of unemployment, natural capital, and energy infrastructure.
All variables and sources are as follows:
Unemployment rate (% of labor force): World Bank
Net migration (persons): World Bank
Inflation (CPI, %): Central Bank of the Islamic Republic of Iran
GDP per capita (current US$): World Bank
Electricity access/consumption (% of population): World Bank
CO₂ emissions per capita (metric tons): World Bank
Population growth rate (%): World Bank
Trade balance (goods/services as % of GDP): World Bank
Natural resource depletion (% of GNI): World Bank
Renewable freshwater resources (billion m³): FAO AQUASTAT
Agricultural land (% of total land area): World Bank
All data were compiled and cleaned by the authors using official sources for the research project Unemployment in Iran: The Role of Natural Capital and Energy Infrastructure (1991–2024).
The dataset is suitable for replication of time-series econometric studies (e.g., ARDL-ECM), policy evaluation, and academic research on Iran’s labor market, environment, and development.
DOI: 10.3535/b9h-1gt-m1b
title: Crataegus azarolus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pgp-gve-1c9
title: Crataegus azarolus var. aronia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jwl-ky5-23f
title: Crataegus microphylla K. Koch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zx9-0t1-5ds
title: Allium ochroleucum Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.rdkkqc
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia crassicarpa",
 "Country is Cook Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068380-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3bvf2f3j2v.1
title: Annual Data for Iran: Unemployment, Migration, Inflation, GDP per Capita, Energy, CO₂, and Natural Resources (1991–2024) Panel of Macroeconomic and Environmental Variables for Iran (1991–2024

description: This dataset contains annual observations for Iran covering the period 1991–2024. The variables include macroeconomic, demographic, and environmental indicators relevant for empirical analysis of unemployment, natural capital, and energy infrastructure.
All variables and sources are as follows:
Unemployment rate (% of labor force): World Bank
Net migration (persons): World Bank
Inflation (CPI, %): Central Bank of the Islamic Republic of Iran
GDP per capita (current US$): World Bank
Electricity access/consumption (% of population): World Bank
CO₂ emissions per capita (metric tons): World Bank
Population growth rate (%): World Bank
Trade balance (goods/services as % of GDP): World Bank
Natural resource depletion (% of GNI): World Bank
Renewable freshwater resources (billion m³): FAO AQUASTAT
Agricultural land (% of total land area): World Bank
All data were compiled and cleaned by the authors using official sources for the research project Unemployment in Iran: The Role of Natural Capital and Energy Infrastructure (1991–2024).
The dataset is suitable for replication of time-series econometric studies (e.g., ARDL-ECM), policy evaluation, and academic research on Iran’s labor market, environment, and development.
DOI: 10.3535/pdj-cbt-7dg
title: Lobophora J.Agardh, 1894

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/13g-36b-nv2
title: Crataegus kansuensis E. H. Wilson

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9qd-msd-rb7
title: Crataegus laevigata (Poir.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6zx-fts-ncy
title: Crataegus monogyna Jacq.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pc5-xhg-vy0
title: Crataegus microphylla K. Koch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.ttbj2g
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068381-250717081556266/datasets/export for details.
DOI: 10.3535/1xr-ljc-f8p
title: Crataegus azarolus var. aronia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/711-xle-h9r
title: Crataegus azarolus var. aronia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bx7-p9p-lz5
title: Crataegus monogyna Jacq.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cty-6ys-sxb
title: Crataegus rhipidophylla Gand.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zbm-flr-mj7
title: Crataegus kansuensis E. H. Wilson

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nad-eln-8g6
title: Crataegus laevigata (Poir.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xba-7bn-w2d
title: Crataegus laevigata (Poir.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5kf-43z-hqd
title: Crataegus azarolus var. chlorocarpa (Moris) K. I. Chr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q52-ggx-ypt
title: Crataegus azarolus var. aronia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/k1l-b2l-qx2
title: Crataegus azarolus var. aronia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rl7-64e-tyn
title: Crataegus azarolus var. aronia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0z3-dhf-ntj
title: Crataegus laevigata (Poir.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.qhemmb
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/0068383-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/lz7-gsw-d1s
title: Allium suaveolens Jacq.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/z8b-6sf-er1
title: Crataegus laevigata (Poir.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v52-ym2-5h8
title: Crataegus cuneata Siebold & Zucc.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2n9-gyq-42x
title: Crataegus monogyna Jacq.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hwf-k94-knf
title: Crataegus azarolus var. pontica (Koch) K. I. Chr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/a33-14h-bsg
title: Crataegus azarolus var. aronia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gaz-0b1-q2q
title: Crataegus monogyna Jacq.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hc1-mqa-2ty
title: Tortula subulata Hedw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yp9-pvf-5ww
title: Crataegus azarolus var. aronia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.