cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/07orrt
title: Replication Data for: Expanding the Search Range of a Newton Method-Based Algorithm by Stability Analysis of its Dynamical Behavior

description: Replication Data for: Expanding the Search Range of a Newton Method-Based Algorithm by Stability Analysis of its Dynamical Behavior
DOI: 10.15468/dl.8cr6du
title: Occurrence Download

description: A dataset containing 3464 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cercotrichas galactotes (Temminck, 1820)",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "Country is Spain",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 },
 "DistanceFromCentroidInMeters is greater than or equal to 1000",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2015",
 "Month is not null"
 ]
}

 The dataset includes 3464 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056741-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18112/openneuro.ds006370.v1.0.0
title: Memory Reactivation Levels Remain Unaffected by Anticipated Interference Experiment 2 Dataset
DOI: 10.15468/dl.gn3yzk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chlamydomonas Ehrenberg, 1833",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((31.8862 -21.3285,30.5701 -20.3186,30.5701 -24.0715,35.5909 -24.0715,35.6007 -24.0157,35.6007 -23.8125,35.4969 -23.7035,35.6007 -23.165,35.6007 -22.9702,35.227 -22.2482,34.6862 -21.6944,34.013 -21.3095,33.5 -21.1593,32.9675 -21.1092,32.4352 -21.1612,31.8862 -21.3285))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056742-250525065834625/datasets/export for details.
DOI: 10.18119/n9n89v
title: BCN Debates Microbiome Figure 3
DOI: 10.34740/kaggle/dsv/12217091
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.rcjsje
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atherina boyeri Risso, 1810",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((19.1382 29.0599,10.1382 29.0599,10.1382 20.0599,19.1382 20.0599,19.1382 29.0599))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056743-250525065834625/datasets/export for details.
DOI: 10.15468/dl.3u9tb8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chlamydomonas Ehrenberg, 1833",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1586 -33.5889,28.2048 -32.9007,25.5395 -32.9007,25.5395 -34.1098,25.6468 -34.1222,25.7787 -34.0734,25.7098 -33.9109,25.8639 -33.797,26.4806 -33.8473,27.1586 -33.5889))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056744-250525065834625/datasets/export for details.
DOI: 10.15468/dl.wcw9x8
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Burhinus oedicnemus distinctus (Bannerman, 1914)",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "Country is Spain",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 },
 "DistanceFromCentroidInMeters is greater than or equal to 1000",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2015",
 "Month is not null"
 ]
}

 The dataset includes 32 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056745-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kjt8j9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atherina boyeri Risso, 1810",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((11.8118 -6.3344,12.1951 -6.9401,19.1382 -6.9401,19.1382 2.0599,10.1382 2.0599,10.1382 -3.5292,11.2947 -4.7801,11.675 -5.4229,11.8118 -6.3344))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056746-250525065834625/datasets/export for details.
DOI: 10.15129/a4aad5a4-1052-42bb-a31c-60fd167fd9b2
title: Data for: "MAPI-MoS2 quantum dots composite film as active layer for efficient photovoltaics"

description: The dataset that corresponds to the results reported in the paper are included within this record as zip files, each corresponding to a set of measurements in each figure of the manuscript.

Additional results and raw data underlying this work (including additional microscopy images and results from other measurements) are also available in the Supporting Information document of the published paper where each figure/set of data is described.

Any other relevant data that may have not been included can be obtained by contacting the corresponding author.
DOI: 10.15468/dl.km94qg
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chlamydomonas Ehrenberg, 1833",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.5395 -28.5786,20.509 -28.5786,20.509 -32.9007,25.5395 -32.9007,25.5395 -28.5786))"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056747-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15697625
title: dataset_Angeli_DHDM_refined
DOI: 10.5281/zenodo.15697626
title: dataset_Angeli_DHDM_refined
DOI: 10.34740/kaggle/dsv/12216946
title: Pakistan News Articles - 2013 & 2018
DOI: 10.15468/dl.2q3dsn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atherina boyeri Risso, 1810",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((19.1382 11.0599,10.1382 11.0599,10.1382 2.0599,19.1382 2.0599,19.1382 11.0599))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056749-250525065834625/datasets/export for details.
DOI: 10.15468/dl.vv5vyg
title: Occurrence Download

description: A dataset containing 1565 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neophron percnopterus majorensis Donazar, Negro, Palacios, Gangoso, Godoy, Ceballos, Hiraldo & Capote, 2002",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "Country is Spain",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 },
 "DistanceFromCentroidInMeters is greater than or equal to 1000",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2015",
 "Month is not null"
 ]
}

 The dataset includes 1565 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056750-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w42nhy
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chlamydomonas Ehrenberg, 1833",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.7576 -24.3688,20.529 -24.0715,20.509 -24.0715,20.509 -28.5786,25.5395 -28.5786,25.5395 -24.0715,25.1306 -24.0715,24.9333 -24.4571,23.8962 -24.2467,22.8065 -24.295,22.3719 -24.7207,22.2323 -25.547,22.0387 -25.7188,21.7833 -25.7784,21.5388 -25.7113,21.3553 -25.5415,20.7576 -24.3688))"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056752-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sxkapr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atherina boyeri Risso, 1810",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((14.0551 -24.7971,14.1824 -24.9401,19.1382 -24.9401,19.1382 -15.9401,11.232 -15.9401,11.1685 -16.5532,11.3443 -18.2026,12.161 -19.3946,13.5014 -21.9972,13.9613 -22.5582,13.9546 -24.0815,14.0551 -24.7971))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056753-250525065834625/datasets/export for details.
DOI: 10.34740/kaggle/dsv/11139508
title: Pakistan Job Market Dataset (Rozee.pk)
DOI: 10.15468/dl.2nzwxb
title: Occurrence Download

description: A dataset containing 595 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Falco peregrinus pelegrinoides Temminck, 1829",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "Country is Spain",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 },
 "DistanceFromCentroidInMeters is greater than or equal to 1000",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2015",
 "Month is not null"
 ]
}

 The dataset includes 595 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056754-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zaveuj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chlamydomonas Ehrenberg, 1833",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.529 -24.0715,20.509 -24.0455,20.509 -24.0715,20.529 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056755-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15041243
title: Oyster mushroom clusters growth monitoring timelapses
DOI: 10.5281/zenodo.15041244
title: Oyster mushroom clusters growth monitoring timelapses
DOI: 10.15468/dl.9vmrqt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atherina boyeri Risso, 1810",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((11.254 -15.728,11.232 -15.9401,19.1382 -15.9401,19.1382 -6.9401,12.1951 -6.9401,12.344 -7.1754,12.8488 -8.4495,12.5495 -8.8082,12.5162 -9.2401,13.3445 -11.0815,13.2057 -11.9763,12.5854 -12.4817,12.0545 -13.266,11.8142 -14.5077,11.254 -15.728))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056756-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15697562
title: Fifty States Car License Plates Dataset

description: Description:







The “Fifty States Car License Plates” dataset was initially gathered from a job post on Upwork.com. The client provided this dataset as part of the project requirements. It serves as a foundational resource for developing machine learning models aimed at recognizing and differentiating license plate numbers from other text strings present in car images.

Content This dataset includes a diverse collection of car images, each featuring visible license plate numbers. Alongside the license plate numbers, the images contain various other text strings, which present a challenge for machine learning models to accurately identify and isolate the license plate numbers from the other textual content.

 







Download Dataset









Dataset Composition



Number of Images: The dataset contains a modest number of images showcasing cars from different states, each with a clear view of the license plate.

Image Details: Each image is captured in a variety of settings and angles to reflect real-world scenarios where cars and their license plates are encountered.

Text Annotations: Besides license plate numbers, the images may include other text elements such as bumper stickers, dealership names, and other signage.


Usage This dataset is particularly useful for training and testing machine learning models designed for:



License Plate Recognition (LPR): Teaching models to accurately detect and read license plate numbers.

Text Differentiation: Enabling models to distinguish between license plate numbers and other extraneous text present in the image.

Computer Vision: Enhancing object detection and recognition capabilities in varied real-world conditions.


Potential Applications



Traffic Management Systems: Improving automated license plate recognition systems used in toll collection, traffic monitoring, and law enforcement.

Parking Management: Streamlining entry and exit processes in parking facilities through automated license plate recognition.

Security Systems: Enhancing vehicle tracking and monitoring systems in secure areas such as corporate campuses, airports, and residential communities.


Challenges and Considerations



Diverse Text Elements: The presence of multiple text elements requires advanced algorithms to accurately identify and extract license plate numbers.

Varied Lighting and Angles: Images captured in different lighting conditions and from various angles add complexity to the model training process, requiring robust image processing techniques.


Conclusion The “Fifty States Car License Plates” dataset provides a valuable resource for developers and researchers working on license plate recognition and related computer vision applications. By addressing the challenges posed by varied text elements and real-world imaging conditions, this dataset contributes to the advancement of accurate and reliable LPR systems.

This dataset is sourced from Kaggle.
DOI: 10.5281/zenodo.15697563
title: Fifty States Car License Plates Dataset

description: Description:







The “Fifty States Car License Plates” dataset was initially gathered from a job post on Upwork.com. The client provided this dataset as part of the project requirements. It serves as a foundational resource for developing machine learning models aimed at recognizing and differentiating license plate numbers from other text strings present in car images.

Content This dataset includes a diverse collection of car images, each featuring visible license plate numbers. Alongside the license plate numbers, the images contain various other text strings, which present a challenge for machine learning models to accurately identify and isolate the license plate numbers from the other textual content.

 







Download Dataset









Dataset Composition



Number of Images: The dataset contains a modest number of images showcasing cars from different states, each with a clear view of the license plate.

Image Details: Each image is captured in a variety of settings and angles to reflect real-world scenarios where cars and their license plates are encountered.

Text Annotations: Besides license plate numbers, the images may include other text elements such as bumper stickers, dealership names, and other signage.


Usage This dataset is particularly useful for training and testing machine learning models designed for:



License Plate Recognition (LPR): Teaching models to accurately detect and read license plate numbers.

Text Differentiation: Enabling models to distinguish between license plate numbers and other extraneous text present in the image.

Computer Vision: Enhancing object detection and recognition capabilities in varied real-world conditions.


Potential Applications



Traffic Management Systems: Improving automated license plate recognition systems used in toll collection, traffic monitoring, and law enforcement.

Parking Management: Streamlining entry and exit processes in parking facilities through automated license plate recognition.

Security Systems: Enhancing vehicle tracking and monitoring systems in secure areas such as corporate campuses, airports, and residential communities.


Challenges and Considerations



Diverse Text Elements: The presence of multiple text elements requires advanced algorithms to accurately identify and extract license plate numbers.

Varied Lighting and Angles: Images captured in different lighting conditions and from various angles add complexity to the model training process, requiring robust image processing techniques.


Conclusion The “Fifty States Car License Plates” dataset provides a valuable resource for developers and researchers working on license plate recognition and related computer vision applications. By addressing the challenges posed by varied text elements and real-world imaging conditions, this dataset contributes to the advancement of accurate and reliable LPR systems.

This dataset is sourced from Kaggle.
DOI: 10.15468/dl.vtj4p7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chlamydomonas Ehrenberg, 1833",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.5395 -23.2724,25.1306 -24.0715,25.5395 -24.0715,25.5395 -23.2724))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056757-250525065834625/datasets/export for details.
DOI: 10.15468/dl.hj4242
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atherina boyeri Risso, 1810",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((10.1382 20.0599,1.1382 20.0599,1.1382 11.0599,10.1382 11.0599,10.1382 20.0599))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056758-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15697113
title: Dataset corresponding to research paper: "Optical correction in excised cataractous crystalline lenses by using wavefront shaping techniques"

description: Dataset corresponding to research paper: "Optical correction in excised cataractous crystalline lenses by using wavefront shaping techniques"
DOI: 10.5281/zenodo.15697114
title: Dataset corresponding to research paper: "Optical correction in excised cataractous crystalline lenses by using wavefront shaping techniques"

description: Dataset corresponding to research paper: "Optical correction in excised cataractous crystalline lenses by using wavefront shaping techniques"
DOI: 10.15468/dl.jwt6g7
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chlamydomonas Ehrenberg, 1833",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.2855 -34.7533,20.509 -34.5676,20.509 -32.9007,17.7723 -32.9007,17.8156 -33.0786,18.3471 -33.7176,18.3748 -33.8287,18.2181 -34.0492,18.3197 -34.3408,18.4452 -34.429,18.5435 -34.4213,18.5872 -34.3667,18.5363 -34.167,18.7345 -34.1508,18.7216 -34.3637,18.7808 -34.4521,19.0289 -34.4206,19.0831 -34.4835,19.2655 -34.5017,19.2032 -34.6157,19.2394 -34.6926,19.375 -34.6963,19.6091 -34.8524,19.8251 -34.8396,19.9798 -34.9064,20.1081 -34.8731,20.1517 -34.7847,20.2855 -34.7533))"
 ]
}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056760-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdrkex
title: Occurrence Download

description: A dataset containing 261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-70.06941 -26.39309,-70.06779 -26.39988,-70.04525 -26.39567,-70.03274 -26.39093,-70.03393 -26.38543,-70.04245 -26.38715,-70.04406 -26.38133,-70.05107 -26.38284,-70.05215 -26.38942,-70.06941 -26.39309))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 261 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056762-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.