cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.9tjquu
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lysianassa insperata Lincoln, 1979"
 ]
}

 The dataset includes 62 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123696-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.papu2c
title: Occurrence Download

description: A dataset containing 439 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ablepharus pannonicus (Lichtenstein, 1823)"
 ]
}

 The dataset includes 439 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000646-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ckgs5k
title: Occurrence Download

description: A dataset containing 724260 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Benin",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 724260 records from 255 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036055-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wg9czr
title: Occurrence Download

description: A dataset containing 306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Sotalia fluviatilis (Gervais & Deville, 1853)"
 ]
}

 The dataset includes 306 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123697-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhaze9
title: Occurrence Download

description: A dataset containing 1039363 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Specimen)",
 "Country is Brazil",
 "Geometry POLYGON((-58.45195 -32.52647,-31.84206 -32.52647,-31.84206 -1.28049,-58.45195 -1.28049,-58.45195 -32.52647))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae",
 "Year 2010-2022"
 ]
}

 The dataset includes 1039363 records from 243 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016272-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7jhxzv
title: Occurrence Download

description: A dataset containing 5675708 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 5675708 records from 957 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010976-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwnmq7
title: Occurrence Download

description: A dataset containing 15065071 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Chinese Taipei"
 ]
}

 The dataset includes 15065071 records from 1446 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145679-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28816496
title: Figure 14 Dataset

description: Comparison of the average path length, number of nodes, and step count of the algorithms in the test environments.
DOI: 10.5281/zenodo.15245034
title: Depression Severity Facial Action Units (AU) Feature Dataset

description: This dataset contains Facial Action Unit (AU) intensity features extracted from clinical video recordings of individuals diagnosed with varying levels of depression (mild, moderate, and severe), as well as healthy controls. The recordings were collected at Bahawal Victoria Hospital, Bahawalpur, Pakistan, under the supervision of certified psychiatrists.

A total of 223,647 facial frames were processed using the OpenFace toolkit. From each frame, 35 AU intensity features (e.g., AU01_r, AU12_r) were extracted. These features serve as interpretable indicators for automatic depression severity classification using machine learning models.

This public release includes:- A CSV file with AU features and corresponding class labels- Documentation describing preprocessing, labeling, and feature selection- A Python script to visualize AU distributions

The dataset enables researchers to explore explainable AI models for depression diagnosis and is intended for use in academic and clinical research related to psychiatry, affective computing, and mental health diagnostics.

**Labels**  - 0: Healthy  - 1: Mild Depression  - 2: Moderate Depression  - 3: Severe Depression

**Total Samples:** 223,647  **Features:** 35 (AU Intensity Features)  **Format:** CSV

If you use this dataset, please cite it using the citation provided below and acknowledge the data collection site and contributors.
DOI: 10.5281/zenodo.15245035
title: Depression Severity Facial Action Units (AU) Feature Dataset

description: This dataset contains Facial Action Unit (AU) intensity features extracted from clinical video recordings of individuals diagnosed with varying levels of depression (mild, moderate, and severe), as well as healthy controls. The recordings were collected at Bahawal Victoria Hospital, Bahawalpur, Pakistan, under the supervision of certified psychiatrists.

A total of 223,647 facial frames were processed using the OpenFace toolkit. From each frame, 35 AU intensity features (e.g., AU01_r, AU12_r) were extracted. These features serve as interpretable indicators for automatic depression severity classification using machine learning models.

This public release includes:- A CSV file with AU features and corresponding class labels- Documentation describing preprocessing, labeling, and feature selection- A Python script to visualize AU distributions

The dataset enables researchers to explore explainable AI models for depression diagnosis and is intended for use in academic and clinical research related to psychiatry, affective computing, and mental health diagnostics.

**Labels**  - 0: Healthy  - 1: Mild Depression  - 2: Moderate Depression  - 3: Severe Depression

**Total Samples:** 223,647  **Features:** 35 (AU Intensity Features)  **Format:** CSV

If you use this dataset, please cite it using the citation provided below and acknowledge the data collection site and contributors.
DOI: 10.6084/m9.figshare.28813259
title: Social media images of China's terraces

description: This dataset contains geotagged social media images of China's terraces, sourced from the Sina Weibo microblogging platform (https://weibo.com). Geo-tagged images were collected using Weibo cookies and Python-based scraping tools (available at: https://github.com/dataabc/weibo-search). The search keyword used was "terraces", and the collection timeframe spanned from July 2022 to June 2024. We included only images with clear geographic information located within China. Images of poor quality (e.g., synthesized from multiple images, excessively cluttered, or blurry) and irrelevant content such as advertisements, paintings, or text were removed.This dataset classified the images into seven distinct categories to represent different types of cultural ecosystem services (CES): landscape, species, structures, indoor, food, activities, and posing. Specifically: (1) Landscape images depict open natural landscapes, such as rice terraces, often with a visible sky. (2) Species images consist of close-up shots of animals or plants. (3) Structures images mainly feature man-made structures, often traditional houses. (4) Indoor images show the interiors of buildings, including dining rooms, bedrooms, etc.. (5) Food images are classified as images depicting food, dishes, and beverages. (6) Activities images capture people physically interacting with the environment, including group photos and folkloric activities. (7) Posing images show people looking into the camera.This dataset includes a subset of 2,720 randomly selected and manually labeled images, accounting for approximately 5% of the total collected images. Among them, landscape images were the most numerous (1,347), followed by structures (408), activities (480), posing (146), food (153), species (111), and indoor (75).These images can be used for training classification models. All code used for model training and testing is available at: https://github.com/chen7092/Deep-learning-for-cultural-ecosystem-services-of-terraces.<br>
DOI: 10.13145/bacdive158655.20251217.10
title: Arcobacter canalis

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158656.20250331.9.3
title: Saccharolobus caldissimus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158656.20251217.10
title: Saccharolobus caldissimus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158657.20250331.9.3
title: Flavobacterium cyanobacteriorum

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158657.20251217.10
title: Flavobacterium cyanobacteriorum

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158658.20241212.9.2
title: Aestuariibius insulae

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158658.20251217.10
title: Aestuariibius insulae

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158659.20241212.9.2
title: Lentzea soli Li et al. 2018 emend. Li et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158659.20251217.10
title: Lentzea soli Li et al. 2018 emend. Li et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158660.20240510.9
title: Altererythrobacter fulvus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158660.20251217.10
title: Altererythrobacter fulvus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158661.20240510.9
title: Flavobacterium artemisiae

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158661.20251217.10
title: Flavobacterium artemisiae

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158662.20240510.9
title: Streptomyces salilacus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158662.20251217.10
title: Streptomyces salilacus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158663.20240510.9
title: Tabrizicola fusiformis

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158663.20251217.10
title: Tabrizicola fusiformis

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158664.20240510.9
title: Deinococcus aluminii

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158664.20251217.10
title: Deinococcus aluminii

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158665.20240510.9
title: Fluviicola kyonggii

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158665.20251217.10
title: Fluviicola kyonggii

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158666.20240510.9
title: Streptomyces manganisoli

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158666.20251217.10
title: Streptomyces manganisoli

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158667.20250331.9.3
title: Rhodohalobacter barkolensis

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158667.20251217.10
title: Rhodohalobacter barkolensis

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158668.20250331.9.3
title: Polynucleobacter meluiroseus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158668.20251217.10
title: Polynucleobacter meluiroseus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158669.20250331.9.3
title: Roseovarius salinarum

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158669.20251217.10
title: Roseovarius salinarum

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158670.20250331.9.3
title: Bacteroides koreensis

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158670.20251217.10
title: Bacteroides koreensis

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158671.20250331.9.3
title: Bacteroides kribbi

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158671.20251217.10
title: Bacteroides kribbi

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158672.20250331.9.3
title: Hymenobacter cavernae

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158672.20251217.10
title: Hymenobacter cavernae

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158673.20250331.9.3
title: Hymenobacter gummosus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158673.20251217.10
title: Hymenobacter gummosus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158674.20240510.9
title: Kordia zosterae

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158674.20251217.10
title: Kordia zosterae

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158675.20240510.9
title: Marinobacter salexigens

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158675.20251217.10
title: Marinobacter salexigens

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158676.20240510.9
title: Marinomonas algicida

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158676.20251217.10
title: Marinomonas algicida

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive158677.20250331.9.3
title: Marmoricola endophyticus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/dl.hvey2t
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation, Machine Observation, Observation, Living Specimen, Occurrence evidence)",
 "Country is Türkiye",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pinus nigra J.F.Arnold",
 "Year 1000-2023"
 ]
}

 The dataset includes 121 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028160-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2m33nx
title: Occurrence Download

description: A dataset containing 56596 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Teucrium montanum L."
 ]
}

 The dataset includes 56596 records from 266 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225083-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.37q2km
title: Occurrence Download

description: A dataset containing 1666 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Aster ageratoides Turcz."
 ]
}

 The dataset includes 1666 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0267426-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ymwmzj
title: Occurrence Download

description: A dataset containing 21633 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Galium sylvaticum L."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 21633 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013292-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9a79xx
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lepidomeda mollispinis Miller & Hubbs, 1960"
 ]
}

 The dataset includes 93 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012879-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q4dj7v
title: Occurrence Download

description: A dataset containing 2408 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptodactylus latrans (Steffen, 1815)"
 ]
}

 The dataset includes 2408 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014439-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kcypbe
title: Occurrence Download

description: A dataset containing 440541 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polygonum aviculare L."
 ]
}

 The dataset includes 440541 records from 1042 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0275062-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3hgq4a
title: Occurrence Download

description: A dataset containing 3974 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Neogobius fluviatilis (Pallas, 1814))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3974 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050239-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hol9bz
title: Occurrence Download

description: A dataset containing 1288 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Urochloa subquadripara (Trin.) R.D.Webster"
 ]
}

 The dataset includes 1288 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013292-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.