cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/s57wnx78vh
title: LNS Occluded and Low-Light Human Face Detection Dataset

description: The Hybrid Face Detection Dataset: Occluded and Low-Light Facial Images is a comprehensive and diverse collection designed to support the development and evaluation of robust face detection algorithms under real-world challenges. This dataset contains a total of 12,000 images, primarily featuring human faces captured under a variety of difficult conditions. It is an enhanced and updated version of the LNSONI Human Face Dataset, with expanded coverage of complex scenarios and demographic diversity.

Key features of the dataset include:

Low-Light Face Images: A significant portion of the dataset includes images captured in dim lighting or with poor illumination, simulating real-world conditions such as night-time surveillance, shadowed environments, or indoor low-light scenes.

Occluded Face Images: The dataset contains faces partially covered by common occluding objects such as masks, sunglasses, scarves, hands, and hair. These examples are essential for training models to be resilient against partial visibility.

Multi-Angle Face Images: To increase variability, the dataset includes images of faces from various angles and poses, including frontal, profile, and semi-profile views. This helps in evaluating pose-invariant detection capabilities.

Non-Face Images: To improve classifier discrimination, the dataset also includes a curated selection of non-face images featuring background objects, textures, and clutter that could potentially trigger false positives in detection algorithms.

Diversity of Subjects: The dataset spans a wide range of age groups, from infants to elderly individuals, and represents multiple ethnicities and geographical regions, ensuring inclusivity and aiding generalization across global populations.

This dataset is suitable for training, validating, and benchmarking face detection systems, especially those designed to handle occlusion, low illumination, and variability in face orientation. It supports research in areas such as smart surveillance, biometric systems, mobile authentication, and real-time face recognition in challenging environments.
DOI: 10.17632/s57wnx78vh.3
title: LNS Occluded and Low-Light Human Face Detection Dataset

description: The Hybrid Face Detection Dataset: Occluded and Low-Light Facial Images is a comprehensive and diverse collection designed to support the development and evaluation of robust face detection algorithms under real-world challenges. This dataset contains a total of 12,000 images, primarily featuring human faces captured under a variety of difficult conditions. It is an enhanced and updated version of the LNSONI Human Face Dataset, with expanded coverage of complex scenarios and demographic diversity.

Key features of the dataset include:

Low-Light Face Images: A significant portion of the dataset includes images captured in dim lighting or with poor illumination, simulating real-world conditions such as night-time surveillance, shadowed environments, or indoor low-light scenes.

Occluded Face Images: The dataset contains faces partially covered by common occluding objects such as masks, sunglasses, scarves, hands, and hair. These examples are essential for training models to be resilient against partial visibility.

Multi-Angle Face Images: To increase variability, the dataset includes images of faces from various angles and poses, including frontal, profile, and semi-profile views. This helps in evaluating pose-invariant detection capabilities.

Non-Face Images: To improve classifier discrimination, the dataset also includes a curated selection of non-face images featuring background objects, textures, and clutter that could potentially trigger false positives in detection algorithms.

Diversity of Subjects: The dataset spans a wide range of age groups, from infants to elderly individuals, and represents multiple ethnicities and geographical regions, ensuring inclusivity and aiding generalization across global populations.

This dataset is suitable for training, validating, and benchmarking face detection systems, especially those designed to handle occlusion, low illumination, and variability in face orientation. It supports research in areas such as smart surveillance, biometric systems, mobile authentication, and real-time face recognition in challenging environments.
DOI: 10.17632/rkvnw298jk
title: Dataset from the Indonesian Adaptation of the Center for Epidemiologic Studies Depression Scale (CES-D) for Emerging Adults

description: This dataset was generated from the Indonesian adaptation of the Center for Epidemiologic Studies Depression Scale (CES-D), developed to assess depressive symptoms among emerging adults. Data were collected from 236 participants aged 18-29 years residing in Greater Jakarta, Indonesia, with 221 valid responses retained after applying eligibility criteria.

The dataset includes responses to 20 self-report items measuring depressive symptoms and demographic variables (age, gender, education). The CES-D was translated and culturally adapted following international guidelines using forward–backward translation and expert review to ensure conceptual and linguistic equivalence.

Accompanying files include the dataset file (.xlsx/.csv) output containing reliability and confirmatory factor analysis results. The model showed good fit (χ²(166) = 296.639, p &lt; .001; RMSEA = 0.041; CFI = 0.932; TLI = 0.922; SRMR = 0.057) and high internal consistency (Cronbach’s α = 0.915).

The dataset supports the reliability and validity of the Indonesian CES-D and can inform future studies on depression among emerging adults.
DOI: 10.5281/zenodo.18127326
title: Linked collectors and determiners for: Sympatric species of Heilipus Germar (Coleoptera: Curculionidae: Hylobiini) on fruits of Lauraceae: a new species from Brazil and redescription of Heilipus draco (Fabricius, 1801).

description: Natural history specimen data linked to collectors and determiners held within, "Sympatric species of Heilipus Germar (Coleoptera: Curculionidae: Hylobiini) on fruits of Lauraceae: a new species from Brazil and redescription of Heilipus draco (Fabricius, 1801)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/a5a0abfa-c21f-4f70-8490-8155a566c3a0 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/a5a0abfa-c21f-4f70-8490-8155a566c3a0. Formatted as a Frictionless Data package.
DOI: 10.17632/rkvnw298jk.2
title: Dataset from the Indonesian Adaptation of the Center for Epidemiologic Studies Depression Scale (CES-D) for Emerging Adults

description: This dataset was generated from the Indonesian adaptation of the Center for Epidemiologic Studies Depression Scale (CES-D), developed to assess depressive symptoms among emerging adults. Data were collected from 236 participants aged 18-29 years residing in Greater Jakarta, Indonesia, with 221 valid responses retained after applying eligibility criteria.

The dataset includes responses to 20 self-report items measuring depressive symptoms and demographic variables (age, gender, education). The CES-D was translated and culturally adapted following international guidelines using forward–backward translation and expert review to ensure conceptual and linguistic equivalence.

Accompanying files include the dataset file (.xlsx/.csv) output containing reliability and confirmatory factor analysis results. The model showed good fit (χ²(166) = 296.639, p &lt; .001; RMSEA = 0.041; CFI = 0.932; TLI = 0.922; SRMR = 0.057) and high internal consistency (Cronbach’s α = 0.915).

The dataset supports the reliability and validity of the Indonesian CES-D and can inform future studies on depression among emerging adults.
DOI: 10.5281/zenodo.18127328
title: Linked collectors and determiners for: Type catalogue of the Orthoptera collection in the Steinhardt Museum of Natural History, Tel Aviv University, Israel.

description: Natural history specimen data linked to collectors and determiners held within, "Type catalogue of the Orthoptera collection in the Steinhardt Museum of Natural History, Tel Aviv University, Israel". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/afe295f4-fd0b-454a-ac8f-ceaf1028f6df using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/afe295f4-fd0b-454a-ac8f-ceaf1028f6df. Formatted as a Frictionless Data package.
DOI: 10.34740/kaggle/dsv/14369247
title: LUFlow Network Intrusion Detection Data Set
DOI: 10.5281/zenodo.18127330
title: Linked collectors and determiners for: A review of Coelopoetinae (Lepidoptera, Gelechioidea, Pterolonchidae), a moth subfamily confined to western North America, with descriptions of seven new species.

description: Natural history specimen data linked to collectors and determiners held within, "A review of Coelopoetinae (Lepidoptera, Gelechioidea, Pterolonchidae), a moth subfamily confined to western North America, with descriptions of seven new species". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/b4c419df-34bc-4632-b668-4a610d362be1 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/b4c419df-34bc-4632-b668-4a610d362be1. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127332
title: Linked collectors and determiners for: Blow flies (Diptera: Calliphoridae) of the Baja California Peninsula.

description: Natural history specimen data linked to collectors and determiners held within, "Blow flies (Diptera: Calliphoridae) of the Baja California Peninsula". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/b6e0ba99-f0ef-4ead-891e-ef10808f3919 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/b6e0ba99-f0ef-4ead-891e-ef10808f3919. Formatted as a Frictionless Data package.
DOI: 10.17632/hysp9jzg5h.1
title: Tokyo VPN Speed Monitor Dataset

description: This dataset contains 1245 automated measurements of VPN performance from Tokyo, Japan, collected over a 3-week period in December 2025.

Key Features:
- 15 VPN providers tested
- Measurements every 6 hours (4 times per day)
- Time-series data from early December 2025 to December 30, 2025
- Statistical analysis with Coefficient of Variation (CV) for stability assessment
- Total duration: 21 days

Data Collection Period:
- Start: Early December 2025
- End: December 30, 2025
- Total measurements: 1245 records

Data Format:
The CSV file contains the following columns:
- timestamp - Measurement datetime
- vpn_name - VPN provider name
- download_speed - Download speed in Mbps
- upload_speed - Upload speed in Mbps
- latency - Latency in milliseconds
- cv - Coefficient of Variation (percentage)

Methodology:
Automated testing using Google Apps Script deployed on Google's free tier infrastructure. All measurements are performed from Tokyo, Japan, with testing occurring every 6 hours around the clock. Statistical analysis includes Coefficient of Variation (CV) calculation for stability assessment. System uptime: 99.8%. Operating cost: $0/month.

Live System:
- Dashboard: https://www.blstweb.jp/network/vpn/
- Source Code: https://github.com/hmy0210/vpn-stability-ranking
- VPN Leak Detection Tool: https://www.blstweb.jp/network/vpn/security-diagnosis/

Use Cases:
- VPN performance analysis and comparison
- Network performance research
- Time-series data analysis and forecasting
- Educational purposes in networking courses
- Benchmarking studies

License:
MIT License - Free to use for any purpose including commercial applications, research, and education.
DOI: 10.5281/zenodo.18127333
title: Linked collectors and determiners for: A photographic type catalogue of Platygastroidea (Insecta, Hymenoptera) in the Natural History Museum Vienna.

description: Natural history specimen data linked to collectors and determiners held within, "A photographic type catalogue of Platygastroidea (Insecta, Hymenoptera) in the Natural History Museum Vienna". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/b7c20ad6-4993-48e2-b202-3646dcad0714 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/b7c20ad6-4993-48e2-b202-3646dcad0714. Formatted as a Frictionless Data package.
DOI: 10.17632/hxckjj5d47
title: ShengqingJiangzhuoDecoction Restores the Immunotherapy Response by Reprogramming the IFN-γ/JAK-STAT1/PD-L1 Pathway in Hepatocellular Carcinoma（Supplementary Immunohistochemistry and Western Blot Data）

description: This section provides supplementary raw immunohistochemistry images and descriptions of the Western blot data.
DOI: 10.17632/hxckjj5d47.1
title: ShengqingJiangzhuoDecoction Restores the Immunotherapy Response by Reprogramming the IFN-γ/JAK-STAT1/PD-L1 Pathway in Hepatocellular Carcinoma（Supplementary Immunohistochemistry and Western Blot Data）

description: This section provides supplementary raw immunohistochemistry images and descriptions of the Western blot data.
DOI: 10.5281/zenodo.18127338
title: Linked collectors and determiners for: Vascular plant collections of Iisalmi Natural History Museum.

description: Natural history specimen data linked to collectors and determiners held within, "Vascular plant collections of Iisalmi Natural History Museum". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/bcc660f8-0762-4fbf-80fb-c93890c2f0ee using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/bcc660f8-0762-4fbf-80fb-c93890c2f0ee. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127339
title: Linked collectors and determiners for: SMNH NASU Invertebrates collection.

description: Natural history specimen data linked to collectors and determiners held within, "SMNH NASU Invertebrates collection". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/bdc8cabb-98c5-460b-8173-a7d3fa7b7b19 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/bdc8cabb-98c5-460b-8173-a7d3fa7b7b19. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127345
title: Linked collectors and determiners for: Review of the Afrotropical members of the genus Eridachtha Meyrick, 1910 (Lepidoptera: Lecithoceridae: Lecithocerinae), with descriptions of 12 new species.

description: Natural history specimen data linked to collectors and determiners held within, "Review of the Afrotropical members of the genus Eridachtha Meyrick, 1910 (Lepidoptera: Lecithoceridae: Lecithocerinae), with descriptions of 12 new species". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/bf37390a-e6e9-4373-8f79-2e1cc02e7fd0 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/bf37390a-e6e9-4373-8f79-2e1cc02e7fd0. Formatted as a Frictionless Data package.
DOI: 10.15468/dl.egzs6b
title: Occurrence Download

description: A dataset listing the 23 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mustela sibirica"
 ]
}

 The dataset's 23 records were derived from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070842-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mbcb95
title: Occurrence Download

description: A dataset containing 11450 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "TaxonKey is Plegadis falcinellus (Linnaeus, 1766)"
 ]
}

 The dataset includes 11450 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001557-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x85ndf
title: Occurrence Download

description: A dataset containing 340 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Corylopsis gotoana Makino)"
 ]
}

 The dataset includes 340 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001559-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pq34wd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crenias saldanhana (Warm.) C.D.K.Cook & Rutish."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001560-241125135418005/datasets/export for details.
DOI: 10.15468/dl.m622jj
title: Occurrence Download

description: A dataset containing 291 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Veratrilla baillonii Franch.)"
 ]
}

 The dataset includes 291 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001562-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ssyu9j
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is TUR",
 "TaxonKey is Leontice leontopetalum L."
 ]
}

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001561-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.enn7xz
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Corylopsis henryi Hemsl.)"
 ]
}

 The dataset includes 90 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001563-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s6dqf2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crenias saldanhana (Warm.) C.D.K.Cook & Rutish."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001564-241125135418005/datasets/export for details.
DOI: 10.15468/dl.qd3nsd
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Corylopsis himalayana Griff.)"
 ]
}

 The dataset includes 41 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001566-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vbbcfc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Veratrilla burkilliana (W.W.Sm.) Harry Sm.)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001567-241125135418005/datasets/export for details.
DOI: 10.15468/dl.ar2x4c
title: Occurrence Download

description: A dataset containing 36515 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Taxon occurrence data for the FungalRoot database"
 ]
}

 The dataset includes 36515 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001565-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ctfg45
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crenias saldanhana (Warm.) C.D.K.Cook & Rutish."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001568-241125135418005/datasets/export for details.
DOI: 10.15468/dl.baa3tn
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Corylopsis microcarpa H.T.Chang)"
 ]
}

 The dataset includes 59 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001570-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d5v8sc
title: Occurrence Download

description: A dataset containing 2365562 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.84532 8.18052,-75.20947 7.72509,-73.80572 5.15197,-71.02243 6.40409,-71.84532 8.18052))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2365562 records from 970 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001558-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tz2b69
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crenias scaturiginum (Mart.) C.D.K.Cook & Rutish."
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001571-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ntt28k
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((125 44,131 44,131 47,125 47,125 44))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bacteria",
 "Year 2020-2020"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001573-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.