cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/dz5348hs66.1
title: High flexibility impedes evolutionary divergence of behavioral phenotype

description: Analysis data and code, along with additional supplementary materials for this manuscript include: 
Figure01_ScriptData：An overview of the laboratory experiments used to measure the flexibility of bat echolocation signals, along with the 3D positional data and the code.
Figure02_ScriptData：This dataset includes the raw data and scripts used for the analysis of bat echolocation signal flexibility in Pratt’s roundleaf bat. The data consist of measurements of call amplitude and frequency in different experimental conditions, including foraging tasks, foraging in noise, and foraging or orientation tasks in clutter. 
Figure03_ScriptData：Mathematical modeling of the functional significance of adjusting call amplitude and call frequency on the echolocation range of bats.
Figure04_ScriptData：A comparative analysis of bat echolocation acoustic parameters across three distinct foraging habitats.
Figure05_ScriptData：The data for constructing the phylogenetic tree and performing phylogenetic signal analysis based on the distribution of call frequency, call amplitude, and primary foraging habitat across 56 species of echolocating bats.
Figure06_ScriptData: This dataset and code are based on an evolutionary model analyzing the paradoxical relationship between phenotypic flexibility and adaptation.
FigureS1-5_ScriptData：The MATLAB scripts and datasets used in the supplementary text to generate supplementary figures 1 to 5.
TableS1-6_RCodes: The folder contains the R scripts and models used to analyze the effects of foraging phases, noise levels, echolocation tasks, and habitat structure on bat echolocation calls.
DOI: 10.17632/z8d56y2cz2
title: J-Curve Data

description: This data contains different variables from different sources and also author-computations such as the real effective exchange rate.
DOI: 10.17632/z8d56y2cz2.1
title: J-Curve Data

description: This data contains different variables from different sources and also author-computations such as the real effective exchange rate.
DOI: 10.15468/dl.xp72ug
title: Occurrence Download

description: A dataset containing 479 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gleditsia triacanthos",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 479 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021136-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9nzphw
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Spain",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cryptomeria japonica"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021134-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nysdbk
title: Occurrence Download

description: A dataset containing 23358 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Araujia sericifera, Araujia undulata, Araujia calycina, Physianthus albens, Araujia hortorum, Araujia sericofera, Apocynum volubine, Apocynum volubile, Araujia sericifera calycina, Araujia albens, Araujia sericifera hortorum, Araujia sericifera hortorum, Araujia sericifera hortorum)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 23358 records from 165 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021133-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16031427
title: NICE-Food data processing intermediate data sources.

description: This repository entry contains the intermediate data that is necessary to run the complete data workflow presented in the nicekg_processing code on GitHub. In order to make the code functional, this zip file needs to be unpacked and merged with the folders in the github repository. More instructions can be found in the github repository README.md.
DOI: 10.15468/dl.2cbs4r
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Cinnamomum jensenianum",
 "Year 1950-2025"
 ]
}

 The dataset includes 116 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021137-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5qb9vj69
title: MassIVE MSV000098573 - GNPS - Co-culture Xylaria XSP14 - Streptomyces M56
title: Feature-based processing with MZmine2.53 of co-culture extract of Xylaria sp. XSP14 and Streptomyces sp. M56
DOI: 10.15468/dl.t4c44r
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tithonia diversifolia",
 "Country is Angola",
 "HasCoordinate is true"
 ]
}

 The dataset includes 36 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021138-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/qlq3nw
title: Onderzoek stand van zaken lijkbezorging Metropoolregio Amsterdam

description: Voor het onderzoek dat de basis vormt voor deze rapportage geldt als centrale vraag: welke trends en ontwikkelingen spelen zich af op gebied van lijkbezorging in en rond Amsterdam? Daartoe heeft Bureau Funeraire Adviezen in opdracht van De Nieuwe Ooster een onderzoek gedaan naar trends en ontwikkelingen in de Metropoolregio Amsterdam.
DOI: 10.4121/1c931e2b-e24d-4f6b-bc9e-a6e9eac1282c
title: Data underlying the Chapter "The formation of metallic domains by Anderson-Mott insulator-to-metal transition in photochromic yttrium oxyhydride films studied by in-situ spectroscopic ellipsometry"

description: This dataset includes data obtained from spectroscopic ellipsometry, transmittance, and X-ray diffraction measurements under the research "The formation of metallic domains by Anderson-Mott insulator-to-metal transition in photochromic yttrium oxyhydride films studied by in-situ spectroscopic ellipsometry". Raw and processing data of measurements can be found under the file "raw data_in-situ illumination ellipsometry" and "processing data_in-situ illumination ellipsometry".
DOI: 10.4121/1c931e2b-e24d-4f6b-bc9e-a6e9eac1282c.v2
title: Data underlying the Chapter "The formation of metallic domains by Anderson-Mott insulator-to-metal transition in photochromic yttrium oxyhydride films studied by in-situ spectroscopic ellipsometry"

description: This dataset includes data obtained from spectroscopic ellipsometry, transmittance, and X-ray diffraction measurements under the research "The formation of metallic domains by Anderson-Mott insulator-to-metal transition in photochromic yttrium oxyhydride films studied by in-situ spectroscopic ellipsometry". Raw and processing data of measurements can be found under the file "raw data_in-situ illumination ellipsometry" and "processing data_in-situ illumination ellipsometry".
DOI: 10.17026/ar/asyqkf
title: Quick-scan begraafplaatsen Schouwen-Duiveland (Noordgouwe)

description: Vooruitlopend op een herinrichting van de gemeentelijke begraafplaats van Noordgouwe is door Bureau Funeraire Adviezen door middel van een quickscan onderzoek gedaan naar de cultuurhistorisch waardevolle elementen op de begraafplaats.
DOI: 10.15468/dl.scrg27
title: Occurrence Download

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

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021140-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.av4f4h
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tithonia diversifolia",
 "Country is Bhutan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 22 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021139-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/49x9nbntbc
title: Monocot and Dicot Leaf Images with Leaf Vein Structural Properties

description: The entire dataset contains a total of 60000 images. Monocotyledonous contains 24000 images for 3 Classes and Dicotyledonous contains 36000 images for 4 classes. For every species, there are 6 different types of images, namely front-young, front-middle-aged, front-old, reverse-young, reverse-middle-aged, and reverse-old. The 7 classes and their dataset iamges numbers are,

Dicot_Cucurbita ------&gt; 9000 images

Dicot_Mangifera ------&gt; 9000 images

Dicot_Neolamarckia ------&gt; 9000 images

Dicot_Psidium ------&gt; 9000 images

Monocot_Cocos ------&gt; 9000 images

Monocot_Eichhornia ------&gt; 9000 images

Monocot_Musa ------&gt; 6000 images
DOI: 10.17632/49x9nbntbc.1
title: Monocot and Dicot Leaf Images with Leaf Vein Structural Properties

description: The entire dataset contains a total of 60000 images. Monocotyledonous contains 24000 images for 3 Classes and Dicotyledonous contains 36000 images for 4 classes. For every species, there are 6 different types of images, namely front-young, front-middle-aged, front-old, reverse-young, reverse-middle-aged, and reverse-old. The 7 classes and their dataset iamges numbers are,

Dicot_Cucurbita ------&gt; 9000 images

Dicot_Mangifera ------&gt; 9000 images

Dicot_Neolamarckia ------&gt; 9000 images

Dicot_Psidium ------&gt; 9000 images

Monocot_Cocos ------&gt; 9000 images

Monocot_Eichhornia ------&gt; 9000 images

Monocot_Musa ------&gt; 6000 images
DOI: 10.17632/cz53g9w6pt
title: Simplified FlowCytoScript data

description: Example data for testing the Liston Lab's Simplified FlowCytoScript analysis tool.
DOI: 10.17632/cz53g9w6pt.1
title: Simplified FlowCytoScript data

description: Example data for testing the Liston Lab's Simplified FlowCytoScript analysis tool.
DOI: 10.17632/pfc54sr2mt.1
title: Decoding Synchronization of Cycles between U.S. and BRICS Economies: Patterns and Drivers

description: This provides the dataset and code for replication of paper titled ""Decoding Synchronization of Cycles between U.S. and BRICS Economies: Patterns and Drivers.
DOI: 10.15468/dl.d7xtvh
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021142-250717081556266/datasets/export for details.
DOI: 10.17632/zh97pwv4rz
title: Dried and microbially fermented ginger supplementation to broilers

description: This study unveil the dietary effect of dried and microbially fermented ginger powder supplementation on growth performance, meat quality, nutrient digestibility serum lipid profile and cecal Lactobacillus contents in broiler.
DOI: 10.17632/zh97pwv4rz.2
title: Dried and microbially fermented ginger supplementation to broilers

description: This study unveil the dietary effect of dried and microbially fermented ginger powder supplementation on growth performance, meat quality, nutrient digestibility serum lipid profile and cecal Lactobacillus contents in broiler.
DOI: 10.17632/psmbvwxrzx
title: Data for Paper "ESG and Green Technology Innovation"

description: Data for Paper "ESG and Green Technology Innovation"
DOI: 10.17632/psmbvwxrzx.1
title: Data for Paper "ESG and Green Technology Innovation"

description: Data for Paper "ESG and Green Technology Innovation"
DOI: 10.17632/m2p6rr9v36
title: Targeted lipidomics dataset of central nervous system and plasma from mice with experimental autoimmune encephalomyelitis

description: This dataset contains quantitative lipidomic profiles of plasma and central nervous system (CNS) tissues (i.e., cerebellum, hippocampus, and prefrontal cortex) collected from SJL/J mice in a preclinical neuroinflammation model. The study population includes three groups: (1) controls, (2) mice with experimental autoimmune encephalomyelitis (EAE), and (3) EAE mice treated with fingolimod (FTY720). Each tissue sample was analyzed for 62 lipid variables, including lysophosphatidic acids, ceramides, sphingoid bases, and endocannabinoids, using targeted liquid chromatography-tandem mass spectrometry (LC-MS/MS).
The dataset is organized into three CSV files: a raw quantitative data matrix with missing values; a log₁₀-transformed, imputed version of the same matrix; and a comprehensive metadata file. The metadata includes experimental group assignments, sample identifiers, and tissue type, enabling flexible stratification and downstream analysis. Missing values were imputed using random forest–based approaches. The sample handling, lipid extraction, and quantification protocols followed standardized procedures.
DOI: 10.17632/m2p6rr9v36.1
title: Targeted lipidomics dataset of central nervous system and plasma from mice with experimental autoimmune encephalomyelitis

description: This dataset contains quantitative lipidomic profiles of plasma and central nervous system (CNS) tissues (i.e., cerebellum, hippocampus, and prefrontal cortex) collected from SJL/J mice in a preclinical neuroinflammation model. The study population includes three groups: (1) controls, (2) mice with experimental autoimmune encephalomyelitis (EAE), and (3) EAE mice treated with fingolimod (FTY720). Each tissue sample was analyzed for 62 lipid variables, including lysophosphatidic acids, ceramides, sphingoid bases, and endocannabinoids, using targeted liquid chromatography-tandem mass spectrometry (LC-MS/MS).
The dataset is organized into three CSV files: a raw quantitative data matrix with missing values; a log₁₀-transformed, imputed version of the same matrix; and a comprehensive metadata file. The metadata includes experimental group assignments, sample identifiers, and tissue type, enabling flexible stratification and downstream analysis. Missing values were imputed using random forest–based approaches. The sample handling, lipid extraction, and quantification protocols followed standardized procedures.
DOI: 10.4121/4d2ed4d1-5bd6-4bec-beb2-4adb78e61f9b
title: Data underlying the Chapter "Time dependent evolution of vacancies and metallic domains and their correlation with the photochromic effect in yttrium oxyhydride films revealed by in-situ illumination positron annihilation lifetime spectroscopy"

description: This dataset includes data obtained from positron annihilation spectroscopy, transmittance, and X-ray diffraction measurements under the research "Time dependent evolution of vacancies and metallic domains and their correlation with the photochromic effect in yttrium oxyhydride films revealed by in-situ illumination positron annihilation lifetime spectroscopy". Raw and processing data of measurements can be found under the file "raw data_in-situ illumination PALS" and "processing data_in-situ illumination PALS".
DOI: 10.4121/4d2ed4d1-5bd6-4bec-beb2-4adb78e61f9b.v2
title: Data underlying the Chapter "Time dependent evolution of vacancies and metallic domains and their correlation with the photochromic effect in yttrium oxyhydride films revealed by in-situ illumination positron annihilation lifetime spectroscopy"

description: This dataset includes data obtained from positron annihilation spectroscopy, transmittance, and X-ray diffraction measurements under the research "Time dependent evolution of vacancies and metallic domains and their correlation with the photochromic effect in yttrium oxyhydride films revealed by in-situ illumination positron annihilation lifetime spectroscopy". Raw and processing data of measurements can be found under the file "raw data_in-situ illumination PALS" and "processing data_in-situ illumination PALS".
DOI: 10.17632/m966nfzrhc
title: HybridCAD++: Expanded Dataset for Hybrid Additive-Subtractive Manufacturing Feature Recognition in B-Rep CAD Models

description: The HybridCAD++ dataset is a significantly expanded version of the HybridCAD dataset, offering a larger volume of CAD models and a more comprehensive set of hybrid additive-subtractive manufacturing features. This dataset includes additional feature classes, bringing the total to 36, and contains over 161,000 samples—making it a unique and robust resource for machine learning applications in hybrid manufacturing feature recognition.

Key Differences from HybridCAD:
1. Increased Dataset Volume: HybridCAD++ features a total of 161,441 CAD models, significantly larger than the original HybridCAD dataset.
2. Expanded Feature Classes: This dataset includes 36 feature labels, with newly added classes. This increase in feature variety enhances the dataset's applicability to complex hybrid manufacturing scenarios.

Dataset Composition:
The dataset includes three primary components:

STEP Files:
Each CAD model is stored in STEP format and includes labeled B-Rep faces for hybrid manufacturing feature recognition.
The CAD models were generated programmatically using PythonOCC, ensuring consistent quality and scalability.

Feature Labels:
File: feature_labels.txt
Contains label IDs for each hybrid additive-subtractive feature across B-Rep faces in each CAD model.
With 36 unique feature classes, this file allows precise mapping of CAD model faces to specific hybrid features.
 
Hierarchical B-Rep Graphs:
Stored in HDF5 format, these graphs provide structured access to B-Rep data, as detailed in h5_structure.txt.


Dataset Splits:
The dataset is divided into three subsets, structured for effective model training and evaluation:
Training Set: 113,008 samples (70%)
Validation Set: 32,288 samples (20%)
Testing Set: 16,145 samples (10%)

Full Feature Label List:
This comprehensive list includes both subtractive and additive manufacturing features, with added classes for more intricate hybrid manufacturing applications:

Label Feature
0 Chamfer
1 Through hole
2 Triangular passage
3 Rectangular passage
4 6-sided passage
5 Triangular through slot
6 Rectangular through slot
7 Circular through slot
8 Rectangular through step
9 2-sided through step
10 Slanted through step
11 O-ring
12 Blind hole
13 Triangular pocket
14 Rectangular pocket
15 6-sided pocket
16 Circular end pocket
17 Rectangular blind slot
18 Vertical circular end blind slot
19 Horizontal circular end blind slot
20 Triangular blind step
21 Circular blind step
22 Rectangular blind step
23 Round
24 Extrude cylinder
25 Extrude rectangle
26 Extrude triangle
27 Extrude hexagon
28 Extrude pentagon
29 Elliptical/Oval blind hole
30 Elliptical/Oval through hole
31 Slot hole
32 Obround boss
33 5-sided passage
34 5-sided pocket
35 Cylinder with hole
36 Stock
DOI: 10.17632/m966nfzrhc.1
title: HybridCAD++: Expanded Dataset for Hybrid Additive-Subtractive Manufacturing Feature Recognition in B-Rep CAD Models

description: The HybridCAD++ dataset is a significantly expanded version of the HybridCAD dataset, offering a larger volume of CAD models and a more comprehensive set of hybrid additive-subtractive manufacturing features. This dataset includes additional feature classes, bringing the total to 36, and contains over 161,000 samples—making it a unique and robust resource for machine learning applications in hybrid manufacturing feature recognition.

Key Differences from HybridCAD:
1. Increased Dataset Volume: HybridCAD++ features a total of 161,441 CAD models, significantly larger than the original HybridCAD dataset.
2. Expanded Feature Classes: This dataset includes 36 feature labels, with newly added classes. This increase in feature variety enhances the dataset's applicability to complex hybrid manufacturing scenarios.

Dataset Composition:
The dataset includes three primary components:

STEP Files:
Each CAD model is stored in STEP format and includes labeled B-Rep faces for hybrid manufacturing feature recognition.
The CAD models were generated programmatically using PythonOCC, ensuring consistent quality and scalability.

Feature Labels:
File: feature_labels.txt
Contains label IDs for each hybrid additive-subtractive feature across B-Rep faces in each CAD model.
With 36 unique feature classes, this file allows precise mapping of CAD model faces to specific hybrid features.
 
Hierarchical B-Rep Graphs:
Stored in HDF5 format, these graphs provide structured access to B-Rep data, as detailed in h5_structure.txt.


Dataset Splits:
The dataset is divided into three subsets, structured for effective model training and evaluation:
Training Set: 113,008 samples (70%)
Validation Set: 32,288 samples (20%)
Testing Set: 16,145 samples (10%)

Full Feature Label List:
This comprehensive list includes both subtractive and additive manufacturing features, with added classes for more intricate hybrid manufacturing applications:

Label Feature
0 Chamfer
1 Through hole
2 Triangular passage
3 Rectangular passage
4 6-sided passage
5 Triangular through slot
6 Rectangular through slot
7 Circular through slot
8 Rectangular through step
9 2-sided through step
10 Slanted through step
11 O-ring
12 Blind hole
13 Triangular pocket
14 Rectangular pocket
15 6-sided pocket
16 Circular end pocket
17 Rectangular blind slot
18 Vertical circular end blind slot
19 Horizontal circular end blind slot
20 Triangular blind step
21 Circular blind step
22 Rectangular blind step
23 Round
24 Extrude cylinder
25 Extrude rectangle
26 Extrude triangle
27 Extrude hexagon
28 Extrude pentagon
29 Elliptical/Oval blind hole
30 Elliptical/Oval through hole
31 Slot hole
32 Obround boss
33 5-sided passage
34 5-sided pocket
35 Cylinder with hole
36 Stock
DOI: 10.15468/5d22qx
title: WADFW PSAMP W2003

description: Original provider:
Washington Department of Fish & Wildlife

Abstract:
The metadata edits are in progress. Please contact the contact person for detail.

Aerial surveys of marine birds have been conducted annually since 1992 by the Puget Sound Ambient Monitoring Program (PSAMP) staff during both a summer (July) and a winter (December to early February) survey window, sampling some part of every portion of the marine shoreline of the inner marine waters of Washington state by two strata: nearshore (&lt; 20 meters in depth) and offshore (&gt; 20 meters in depth). 

The datasets are split by season (summer or winter) and year.
DOI: 10.15468/d5fy6p
title: WADFW PSAMP W2004

description: Original provider:
Washington Department of Fish & Wildlife

Abstract:
The metadata edits are in progress. Please contact the contact person for detail.

Aerial surveys of marine birds have been conducted annually since 1992 by the Puget Sound Ambient Monitoring Program (PSAMP) staff during both a summer (July) and a winter (December to early February) survey window, sampling some part of every portion of the marine shoreline of the inner marine waters of Washington state by two strata: nearshore (&lt; 20 meters in depth) and offshore (&gt; 20 meters in depth). 

The datasets are split by season (summer or winter) and year.