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

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phoenicopteriformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((150 -60,180 -60,180 -30,150 -30,150 -60))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063274-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v4rwuf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phoenicopteriformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((120 -60,150 -60,150 -30,120 -30,120 -60))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063273-250920141307145/datasets/export for details.
DOI: 10.15468/dl.hd4rrb
title: Occurrence Download

description: A dataset containing 11419 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pongamia pinnata)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11419 records from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063270-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e7ttmp
title: Occurrence Download

description: A dataset containing 22778 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Periplaneta americana"
 ]
}

 The dataset includes 22778 records from 180 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063272-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jw83kh
title: Occurrence Download

description: A dataset containing 276084 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Asia",
 "Country is China",
 "GadmGid is CHN.6_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2000-2025"
 ]
}

 The dataset includes 276084 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063197-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.caaekp
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Pakistan",
 "Year is 2011",
 "InstitutionCode is iNaturalist"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063276-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2aaned
title: Occurrence Download

description: A dataset containing 37644 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Quercus alba)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 37644 records from 210 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063277-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xvnvqc
title: Occurrence Download

description: A dataset containing 1176 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydrangea alternifolia"
 ]
}

 The dataset includes 1176 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063280-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nn3prs
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eupithecia intricata",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063278-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wnhhs6
title: Occurrence Download

description: A dataset containing 3389 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Richardsonius balteatus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3389 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063279-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.24596
title: DPEP1 mediates regulation of mitochondrial quality control via FOXO1 to attenuate ferroptosis in pulmonary endothelial cells to alleviate SALI and the protective effect of the mitochondria-derived peptide MOTS-c
title: DPEP1 mediates regulation of mitochondrial quality control via FOXO1 to attenuate ferroptosis in pulmonary endothelial cells to alleviate SALI and the protective effect of the mitochondria-derived peptide MOTS-c

description: The original data base of the article DPEP1 mediates regulation of mitochondrial quality control via FOXO1 to attenuate ferroptosis in pulmonary endothelial cells to alleviate SALI and the protective effect of the mitochondria-derived peptide MOTS-c.
description: The original data base of the article DPEP1 mediates regulation of mitochondrial quality control via FOXO1 to attenuate ferroptosis in pulmonary endothelial cells to alleviate SALI and the protective effect of the mitochondria-derived peptide MOTS-c.
DOI: 10.15468/dl.p7kc3p
title: Occurrence Download

description: A dataset containing 84774 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Apodiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((30 0,60 0,60 30,30 30,30 0))"
 ]
}

 The dataset includes 84774 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063213-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pmuqjw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phoenicopteriformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-180 -90,-150 -90,-150 -60,-180 -60,-180 -90))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063281-250920141307145/datasets/export for details.
DOI: 10.57760/sciencedb.29458
title: Supplementary Data for: Fecal Microbiota Transplantation and Akkermansia muciniphila in an Autism-like Zebrafish Model
title: Supplementary Data for: Fecal Microbiota Transplantation and Akkermansia muciniphila in an Autism-like Zebrafish Model

description: This dataset comprises the supplementary information and underlying data for the manuscript entitled "Fecal microbiota transplantation and Akkermansia muciniphila restore neurodevelopment and behavior via the microbiota-gut-brain axis in autism-like zebrafish." The data support the findings on how microbiota interventions impact neurodevelopment in a zebrafish model of autism spectrum disorder (ASD).The dataset includes:A detailed, step-by-step protocol for generating and maintaining germ-free (GF) zebrafish.Alpha diversity indices (Shannon, Simpson, Chao1) for the intestinal microbiota of both wild-type (AB) and Katnal2 mutant zebrafish at larval and adult stages, with and without Akkermansia muciniphila (Akk) supplementation.Results from beta-diversity analysis (PCoA), Venn diagrams of OTUs, and compositional bar charts (phylum and genus levels) comparing microbial communities across different developmental stages and genotypes.Data from LEfSe (Linear Discriminant Analysis Effect Size) analysis, identifying specific microbial biomarkers that distinguish the groups.Supplementary figures illustrating the expression levels of key neurodevelopment-related genes (e.g., spra, pah) following microbiota interventions.
description: This dataset comprises the supplementary information and underlying data for the manuscript entitled "Fecal microbiota transplantation and Akkermansia muciniphila restore neurodevelopment and behavior via the microbiota-gut-brain axis in autism-like zebrafish." The data support the findings on how microbiota interventions impact neurodevelopment in a zebrafish model of autism spectrum disorder (ASD).The dataset includes:A detailed, step-by-step protocol for generating and maintaining germ-free (GF) zebrafish.Alpha diversity indices (Shannon, Simpson, Chao1) for the intestinal microbiota of both wild-type (AB) and Katnal2 mutant zebrafish at larval and adult stages, with and without Akkermansia muciniphila (Akk) supplementation.Results from beta-diversity analysis (PCoA), Venn diagrams of OTUs, and compositional bar charts (phylum and genus levels) comparing microbial communities across different developmental stages and genotypes.Data from LEfSe (Linear Discriminant Analysis Effect Size) analysis, identifying specific microbial biomarkers that distinguish the groups.Supplementary figures illustrating the expression levels of key neurodevelopment-related genes (e.g., spra, pah) following microbiota interventions.
DOI: 10.5281/zenodo.17297066
title: Regenerative agriculture can improve productivity and profitability while reducing greenhouse gas emissions on Australian sheep farms

description: This dataset contains simulation files and outputs for (1) grazing treatment, (2) pasture species diversity, and (3) antecedent soil organic carbon (SOC), generated using the biophysical model SGS (v5.4.3) in conjunction with DairyMod. Simulations incorporated 100 years (1924–2023) of SILO climate data and representative soil types from the Digital Atlas of Australian Soils. Four sheep farms—WA (F1), SA (F2), VIC (F3), and VIC (F4)—located across key Australian livestock regions, from cool temperate (Victoria) to semi-arid (Western Australia), were modelled using site-specific soil, climate, and management parameters to assess pasture and soil responses under varying environmental conditions.
DOI: 10.15468/dl.zbdkr9
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Savius diagonalis",
 "HasCoordinate is True"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063286-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.suhy3c
title: Occurrence Download

description: A dataset containing 975 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Millingtonia hortensis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 975 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063287-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.43mxc7
title: Occurrence Download

description: A dataset containing 148 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "TaxonKey is Pinus koraiensis"
 ]
}

 The dataset includes 148 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063283-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4afnyy
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Savius diversicornis",
 "HasCoordinate is True"
 ]
}

 The dataset includes 19 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063288-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fncuwg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phoenicopteriformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-150 -90,-120 -90,-120 -60,-150 -60,-150 -90))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063282-250920141307145/datasets/export for details.
DOI: 10.57760/sciencedb.29454
title: Multiple Pathways from Trait Mindfulness to Prosocial Behavior in Early Adolescence during the COVID-19 pandemic: Empathy as Facilitator and Forgiveness as Context-Dependent Inhibitor
title: Multiple Pathways from Trait Mindfulness to Prosocial Behavior in Early Adolescence during the COVID-19 pandemic: Empathy as Facilitator and Forgiveness as Context-Dependent Inhibitor

description: A total of 955 seventh-grade students were initially recruited via census sampling, encompassing the entire population of eligible seventh-grade students from a middle school in Suzhou, Jiangsu Province. Data collection occurred in November 2022, during the COVID-19 pandemic. The online survey was administered via Wenjuanxing, a popular survey platform in China. Of the initial pool, 43 participants were unable to participate in the study due to absence during the data collection window (e.g., illness, leave). All submitted questionnaires were rigorously screened for data quality. Responses were examined for patterned responding (e.g., straight-lining), inconsistent answers, and unrealistically short completion times. Following this screening process, all 912 questionnaires were retained for analysis as no cases were found that met our criteria for exclusion. The final analytical sample consisted of 912 participants, yielding a valid response rate of 95.50%. The sample included 484 boys and 428 girls, with a mean age of 12.57 years (SD = 0.60).
description: A total of 955 seventh-grade students were initially recruited via census sampling, encompassing the entire population of eligible seventh-grade students from a middle school in Suzhou, Jiangsu Province. Data collection occurred in November 2022, during the COVID-19 pandemic. The online survey was administered via Wenjuanxing, a popular survey platform in China. Of the initial pool, 43 participants were unable to participate in the study due to absence during the data collection window (e.g., illness, leave). All submitted questionnaires were rigorously screened for data quality. Responses were examined for patterned responding (e.g., straight-lining), inconsistent answers, and unrealistically short completion times. Following this screening process, all 912 questionnaires were retained for analysis as no cases were found that met our criteria for exclusion. The final analytical sample consisted of 912 participants, yielding a valid response rate of 95.50%. The sample included 484 boys and 428 girls, with a mean age of 12.57 years (SD = 0.60).
DOI: 10.15468/dl.aysprg
title: Occurrence Download

description: A dataset containing 523 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Savius jurgiosus",
 "HasCoordinate is True"
 ]
}

 The dataset includes 523 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063289-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.29436
title: Current-Voltage Response Dataset of MoS₂-BP Heterojunction Spectrometer under Multiple Gate Voltages
title: MoS₂-BP异质结光谱仪多栅压下电流-电压响应数据集

description: This dataset comprises current-voltage response data from a MoS₂-BP heterojunction-based miniature spectrometer under multiple gate voltages (Vg = -20V, 0V, +20V). It is used for training and validating various neural network models (including ANN, LSTM, GRU, Transformer, and 1D CNN) to achieve high-precision nonlinear mapping from electrical responses to Gaussian spectral parameters. The dataset provides essential experimental support for developing high-accuracy, self-powered, broadband miniature spectrometers, and is suitable for spectral reconstruction algorithm research, device performance evaluation, and optoelectronic applications of 2D materials.
description: This dataset comprises current-voltage response data from a MoS₂-BP heterojunction-based miniature spectrometer under multiple gate voltages (Vg = -20V, 0V, +20V). It is used for training and validating various neural network models (including ANN, LSTM, GRU, Transformer, and 1D CNN) to achieve high-precision nonlinear mapping from electrical responses to Gaussian spectral parameters. The dataset provides essential experimental support for developing high-accuracy, self-powered, broadband miniature spectrometers, and is suitable for spectral reconstruction algorithm research, device performance evaluation, and optoelectronic applications of 2D materials.
DOI: 10.57760/sciencedb.29433
title: Geographic similarity quantification based on spatial configuration of environmental covariate combination.
title: Geographic similarity quantification based on spatial configuration of environmental covariate combination.

description: Code about geographic similarity quantification and spatial prediction method based on two algorithms: cosine similarity and gaussian-shaped curve similarity. TIFF data about soil organic matter and its relevant covariates in Zhuxi watershed.
description: Code about geographic similarity quantification and spatial prediction method based on two algorithms: cosine similarity and gaussian-shaped curve similarity. TIFF data about soil organic matter and its relevant covariates in Zhuxi watershed.
DOI: 10.15468/dl.3a69zk
title: Occurrence Download

description: A dataset containing 66534 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Apodiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-30 0,0 0,0 30,-30 30,-30 0))"
 ]
}

 The dataset includes 66534 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063231-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t875x6
title: Occurrence Download

description: A dataset containing 970 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eupithecia lariciata",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 970 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063293-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16712802
title: Aliasing vs Non-Aliasing Audio Dataset

description: 1. Source Data & Chunking





Datasets: UrbanSound8K (10 folds of short environmental clips), ESC-50 (50 classes of environmental sounds), and a MAVD city-recording corpus.



J. Salamon, C. Jacoby and J. P. Bello, "A Dataset and Taxonomy for Urban Sound Research", 22nd ACM International Conference on Multimedia, Orlando USA, Nov. 2014.

K. J. Piczak. ESC: Dataset for Environmental Sound Classification. Proceedings of the 23rd Annual ACM Conference on Multimedia, Brisbane, Australia, 2015.

Pablo Zinemanas, Pablo Cancela and Martín Rocamora. MAVD: a dataset for sound event detection in urban environments. DCASE 2019 Workshop, 25-26 October 2019, New York, USA





Chunk duration: Each audio file is broken into 1 s segments (using only one channel of stereo).




Aliasing selection: Chunks whose high-frequency energy (>11 kHz) exceeds a small fraction of total energy are flagged as aliasing present; the rest are discarded.



2. Filtered vs. Unfiltered





Unfiltered: Raw 1 s chunks with aliasing content retained.




Filtered: Same chunks passed through a 6-pole Butterworth low-pass at Nyquist (sample rate/2), removing aliasing content.



3. Multi-Rate Resampling

For each selected chunk (filtered & unfiltered), you resampled to six different rates:



1000 Hz, 2000 Hz, 4000 Hz,  8000 Hz, 16000 Hz, 22000 Hz



This lets you study the impact of down-sampling on both aliased and alias-free audio.

4. Feature Extraction

You built two parallel feature pipelines:





STFT





Parameters: 512-point FFT, 50% overlap.




Saved the magnitude spectrograms (2D arrays of shape [freq_bins × time_frames]).




Two-pass normalization (global min/max) ensures every spectrogram is scaled identically.






MFCC





Parameters: 20 coefficients, FFT window = sr/2, hop = sr/4.




Flattened the 20 × time_frames MFCC matrix to 1D.




Z-score normalized per coefficient (using training split stats) for consistency.





5. Train / Validation / Test Splits





80 % / 10 % / 10 % split of the selected chunks, stratified by sample type (filtered vs. unfiltered) and class.




Directory layout (example for STFT at 8 kHz):



 

Processed_Files/


      DS_U8K/ # also ESC50 and Zen

             8000/ # and all other sample rates

                 train/


                          filtered/      ← .npy spectrograms


                          unfiltered/


                 validation/


                          filtered/


                          unfiltered/


            test/


                          filtered/


                          unfiltered/






Each file named <chunk_index>-<class>.npy, where <class> is the original label extracted from the filename. The MAVD city-sound recording corpus does not have a class as the original dataset was not class-based.