cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.d8dzen
title: Occurrence Download

description: A dataset containing 141 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Aesculus octandra)"
 ]
}

 The dataset includes 141 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010678-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mzg8a8
title: Occurrence Download

description: A dataset containing 3120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Psoralea pinnata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 3120 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010679-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rfrztv
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lonicera sempervirens",
 "Country is Congo, Democratic Republic of the",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010680-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bbayuy
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010681-250920141307145/datasets/export for details.
DOI: 10.15468/dl.7yague
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010682-250920141307145/datasets/export for details.
DOI: 10.15468/dl.ayvk3t
title: Occurrence Download

description: A dataset containing 1944 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Aesculus parviflora)"
 ]
}

 The dataset includes 1944 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010683-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vufv42
title: Occurrence Download

description: A dataset containing 954 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pterocarpus macrocarpus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 954 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010684-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5qm2pz
title: Occurrence Download

description: A dataset containing 9739 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Syringa reticulata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 9739 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010685-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vdqtmy
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lonicera sempervirens",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010686-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3rn473
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010687-250920141307145/datasets/export for details.
DOI: 10.15468/dl.4ng6zf
title: Occurrence Download

description: A dataset containing 83981 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Porichthys notatus"
 ]
}

 The dataset includes 83981 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010659-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2puznh
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry MULTIPOLYGON(((-90.25229 21.30417,-90.15705 21.09409,-90.14304 21.08662,-89.862 21.20986,-89.89935 21.44422,-90.20759 21.32191,-90.25229 21.30417)),((-89.8935 21.44692,-89.85385 21.2085,-89.69956 21.22074,-89.65334 21.21734,-89.64654 21.26696,-89.50422 21.28122,-89.52012 21.51641,-89.8935 21.44692)),((-89.51055 21.51762,-89.49736 21.28175,-89.38813 21.29389,-89.22772 21.32871,-89.21981 21.55033,-89.51055 21.51762)),((-88.95228 21.36987,-88.95175 21.58991,-89.21612 21.55139,-89.2235 21.33241,-88.95228 21.36987)),((-88.49964 21.52638,-88.50087 21.75115,-88.75749 21.68745,-88.94306 21.59314,-88.94688 21.37454,-88.71804 21.4097,-88.49964 21.52638)),((-87.86548 21.55501,-87.84019 21.78024,-88.15236 21.83161,-88.49658 21.75281,-88.49482 21.52574,-88.31292 21.5451,-88.20136 21.55817,-88.11838 21.5961,-87.98403 21.54394,-87.86548 21.55501)),((-87.53475 21.47122,-87.53132 21.70434,-87.83357 21.77804,-87.86271 21.54893,-87.77815 21.49808,-87.68273 21.49579,-87.64045 21.47179,-87.53475 21.47122)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cephalopoda"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010689-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xvrv46
title: Occurrence Download

description: A dataset containing 11685 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Aesculus pavia)"
 ]
}

 The dataset includes 11685 records from 129 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010690-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5h2tra
title: Occurrence Download

description: A dataset containing 352 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ptychosperma macarthurii",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 352 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010691-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/bmcc-a652
title: "Intelligent Security Mechanisms in IoT and Cloud Computing through Artificial Intelligence Dataset"

description: "Modern cybersecurity faces unprecedented challenges from evolving threats. Traditional security mechanisms cannot address sophisticated attack vectors. Cloud computing environments increase complexity and exposure risks dramatically. Artificial intelligence transforms how organizations approach cybersecurity protection. Machine learning algorithms detect patterns in massive datasets. Deep learning models identify anomalous behavior automatically and accurately. AI systems respond to security threats in real-time. This research presents comprehensive three-month empirical field study results. We conducted detailed analysis across 500+ IoT devices. Our study examined 75+ cloud instances from providers. The research covered 125 organizations across 15 sectors. We collected over 2,000 data points during this period. The analysis compared traditional security versus AI-enhanced approaches. Control groups consistently used only conventional security systems. Treatment groups implemented AI-enhanced security solutions throughout study. Key findings demonstrate significant performance improvements with AI integration. Threat detection accuracy increased from 72.4% to 94.8%. Response times decreased from 45.7 minutes to 8.3. False positive rates dropped from 15.6% to 4.2%. Cost per incident reduced from $4,560 to $1,230. Statistical significance exceeds p&lt;0.001 for all measurements. Effect sizes indicate practical significance beyond statistical measures. Return on investment reaches 316.4% over five years. Payback periods average 7.1 months for organizations. The research provides empirical evidence for immediate adoption. Organizations achieve substantial security improvements with implementation. Security incident counts decreased by 71.4% overall. Our findings support widespread AI security deployment. Index Terms: Artificial intelligence, machine learning, IoT security, cloud computing, cybersecurity, intrusion detection, threat response, empirical analysis."
DOI: 10.15468/dl.fykr6y
title: Occurrence Download

description: A dataset containing 7162 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lycalopex sechurae"
 ]
}

 The dataset includes 7162 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010695-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3kh4qm
title: Occurrence Download

description: A dataset containing 936 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Asia",
 "Country is Korea, Republic of",
 "Month is one of (April, May, June, July, August)",
 "TaxonKey is Emberiza cioides",
 "Year 2014-2024"
 ]
}

 The dataset includes 936 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010694-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdprj8
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010696-250920141307145/datasets/export for details.
DOI: 10.15468/dl.ueqb5d
title: Occurrence Download

description: A dataset containing 1208 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Aesculus sylvatica)"
 ]
}

 The dataset includes 1208 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010697-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pb4d2c
title: Occurrence Download

description: A dataset containing 44997 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Punica granatum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 44997 records from 476 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010698-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14036143
title: Haselünne Apotheke (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).Historical
DOI: 10.5281/zenodo.14036144
title: Haselünne Apotheke (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).Historical
DOI: 10.15468/dl.xpzmgn
title: Occurrence Download

description: A dataset containing 477 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CAN.9_1",
 "TaxonKey is Pieris virginiensis Edwards, 1870"
 ]
}

 The dataset includes 477 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021276-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wteg5r
title: Occurrence Download

description: A dataset containing 81507 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Larrea Cav."
 ]
}

 The dataset includes 81507 records from 302 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021273-241024112534372/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.27478047
title: Semi-supervised animal action segmentation: head-fixed fly

description: This dataset features a head-fixed fly engaged in spontaneous behaviors on an air-supported ball (Schaffer et al. 2023, Nature Communications). A camera captured a side view of the fly at 70 Hz. We tracked eight points across the legs and abdomen using five supervised Lightning Pose networks, followed by Ensemble Kalman Smoothing (Biderman et al. 2024, Nature Methods). We consider five behavior categories: still, walk, front groom, back groom, and abdomen move. A single annotator labeled behaviors in chunks of 50 to several hundred contiguous time points using the DeepEthogram GUI (Bohnslav et al. 2021, eLife). Flies often engage in behaviors for longer than 50 frames, so the selected chunks did not contain any transitions from one behavior to another. We use five labeled videos for training, and five for testing. The dataset contains 1.01M frames, only 16.6k of which are labeled.Many thanks to the authors of the "The spatial and temporal structure of neural activity across the fly brain" (Schaffer et al. 2023, Nature Communications) paper who collected and analyzed the original video dataset: Evan S. Schaffer, Neeli Mishra, Matthew R. Whiteway, Wenze Li, Michelle B. Vancura, Jason Freedman, Kripa B. Patel, Venkatakaushik Voleti, Liam Paninski, Elizabeth M. C. Hillman, L. F. Abbott & Richard Axel.
DOI: 10.6084/m9.figshare.27478047.v1
title: Semi-supervised animal action segmentation: head-fixed fly

description: This dataset features a head-fixed fly engaged in spontaneous behaviors on an air-supported ball (Schaffer et al. 2023, Nature Communications). A camera captured a side view of the fly at 70 Hz. We tracked eight points across the legs and abdomen using five supervised Lightning Pose networks, followed by Ensemble Kalman Smoothing (Biderman et al. 2024, Nature Methods). We consider five behavior categories: still, walk, front groom, back groom, and abdomen move. A single annotator labeled behaviors in chunks of 50 to several hundred contiguous time points using the DeepEthogram GUI (Bohnslav et al. 2021, eLife). Flies often engage in behaviors for longer than 50 frames, so the selected chunks did not contain any transitions from one behavior to another. We use five labeled videos for training, and five for testing. The dataset contains 1.01M frames, only 16.6k of which are labeled.Many thanks to the authors of the "The spatial and temporal structure of neural activity across the fly brain" (Schaffer et al. 2023, Nature Communications) paper who collected and analyzed the original video dataset: Evan S. Schaffer, Neeli Mishra, Matthew R. Whiteway, Wenze Li, Michelle B. Vancura, Jason Freedman, Kripa B. Patel, Venkatakaushik Voleti, Liam Paninski, Elizabeth M. C. Hillman, L. F. Abbott & Richard Axel.
DOI: 10.15468/dl.vzv5se
title: Occurrence Download

description: A dataset containing 1836 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "DatasetKey is one of (Florida Manatee Synoptic Aerial Survey 1991-2019, iNaturalist Research-grade Observations, Observation.org, Nature data from around the World)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is January",
 "OccurrenceStatus is Present",
 "TaxonKey is Trichechus manatus latirostris (Harlan, 1824)",
 "Year 2013-2023"
 ]
}

 The dataset includes 1836 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021277-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3gkgss
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Observation.org, Nature data from around the World)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is July",
 "OccurrenceStatus is Present",
 "TaxonKey is Trichechus manatus latirostris (Harlan, 1824)",
 "Year 2013-2023"
 ]
}

 The dataset includes 89 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021278-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dbe7qx
title: Occurrence Download

description: A dataset containing 957 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-96.14626 19.18339,-96.14275 19.18592,-96.13709 19.19172,-96.15917 19.19434,-96.16321 19.17848,-96.14626 19.18339))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 957 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021280-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14036145
title: Haslach Apotheke (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).Historical
DOI: 10.5281/zenodo.14036146
title: Haslach Apotheke (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).Historical
DOI: 10.15468/dl.f7q73d
title: Occurrence Download

description: A dataset containing 452736 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phoenicopterus roseus Pallas, 1811"
 ]
}

 The dataset includes 452736 records from 344 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021260-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kz57ba
title: Occurrence Download

description: A dataset containing 81507 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Larrea Cav."
 ]
}

 The dataset includes 81507 records from 302 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021279-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.