cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/independent-c69-9959
title: Probationary officers, 1991

description: Probationary officers, 1991. PART OF A SERIES: The staff of Gibson, Dunn & Crutcher coordinated witness interviews and conducted an extensive review of complaints filed against LAPD officers. Included in the series are summaries of witness interviews, statistics and investigative reports related to citizen complaints, an analysis on adjudicated cases involving use-of-force complaints, reports regarding LAPD's recruitment of African American officers and community oriented policing, and an excerpt from Malcolm Sparrow's Beyond 9-1-1. Also included are materials related to the firm's work product, including attorney notes, work plans, memoranda, and drafts of chapters for the Commission report.
DOI: 10.15468/dl.mjwf4v
title: Occurrence Download

description: A dataset containing 4799 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 {
 "or" : [
 "TaxonKey is Berchemia zeyheri (Sond.) Grubov",
 "TaxonKey is Dalbergia melanoxylon Guill. & Perr.",
 "TaxonKey is Diospyros kirkii Hiern",
 "TaxonKey is Diospyros mespiliformis Hochst.",
 "TaxonKey is Ekebergia capensis Sparrm.",
 "TaxonKey is Entandrophragma caudatum (Sprague) Sprague",
 "TaxonKey is Guibourtia conjugata (Bolle) J.Léonard",
 "TaxonKey is Milicia excelsa (Welw.) C.C.Berg",
 "TaxonKey is Spirostachys africana Sond.",
 "TaxonKey is Afzelia quanzensis Welw.",
 "TaxonKey is Androstachys johnsonii Prain",
 "TaxonKey is Albizia glaberrima (Schumach. & Thonn.) Benth.",
 "TaxonKey is Albizia versicolor Welw. ex Oliv.",
 "TaxonKey is Balanites maughamii Sprague",
 "TaxonKey is Breonadia microcephala (Delile) Ridsdale",
 "TaxonKey is Baikiaea plurijuga Harms",
 "TaxonKey is Combretum imberbe Wawra",
 "TaxonKey is Cordyla africana Lour."
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4799 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001251-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wrfmcf
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Didymoplexis striata J.J.Sm."
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0174907-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-9921
title: Probationary officers, 1991

description: Probationary officers, 1991. PART OF A SERIES: The staff of Gibson, Dunn & Crutcher coordinated witness interviews and conducted an extensive review of complaints filed against LAPD officers. Included in the series are summaries of witness interviews, statistics and investigative reports related to citizen complaints, an analysis on adjudicated cases involving use-of-force complaints, reports regarding LAPD's recruitment of African American officers and community oriented policing, and an excerpt from Malcolm Sparrow's Beyond 9-1-1. Also included are materials related to the firm's work product, including attorney notes, work plans, memoranda, and drafts of chapters for the Commission report.
DOI: 10.15468/dl.49y8zc
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dieffenbachia krukoffii Croat"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0174986-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.feo7sa
title: Occurrence Download

description: A dataset containing 1257 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cornus racemosa Lam.",
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen"
 ]
 }
 ]
}

 The dataset includes 1257 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001252-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-11320
title: Holliday working papers, vol. I: Attorney notes, [1991]

description: Thomas E. Holliday working papers, vol. I: Attorney notes, [1991]. PART OF A SERIES: The staff of Gibson, Dunn & Crutcher coordinated witness interviews and conducted an extensive review of complaints filed against LAPD officers. Included in the series are summaries of witness interviews, statistics and investigative reports related to citizen complaints, an analysis on adjudicated cases involving use-of-force complaints, reports regarding LAPD's recruitment of African American officers and community oriented policing, and an excerpt from Malcolm Sparrow's Beyond 9-1-1. Also included are materials related to the firm's work product, including attorney notes, work plans, memoranda, and drafts of chapters for the Commission report.
DOI: 10.25549/independent-c69-10191
title: Brian Sun interviews, 1990 Aug. - 1991 June

description: Brian Sun interviews, 1990 August 3 - 1991 June 21. PART OF A SERIES: The staff of Gibson, Dunn & Crutcher coordinated witness interviews and conducted an extensive review of complaints filed against LAPD officers. Included in the series are summaries of witness interviews, statistics and investigative reports related to citizen complaints, an analysis on adjudicated cases involving use-of-force complaints, reports regarding LAPD's recruitment of African American officers and community oriented policing, and an excerpt from Malcolm Sparrow's Beyond 9-1-1. Also included are materials related to the firm's work product, including attorney notes, work plans, memoranda, and drafts of chapters for the Commission report.
DOI: 10.15468/dl.4cyfwu
title: Occurrence Download

description: A dataset containing 62904168 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ardea herodias Linnaeus, 1758, Calidris canutus (Linnaeus, 1758), Charadrius wilsonia Ord, 1814, Gavia stellata (Pontoppidan, 1763), Larus glaucescens J.F.Naumann, 1840, Numenius americanus Bechstein, 1812, Pluvialis squatarola (Linnaeus, 1758), Anas cyanoptera Vieillot, 1816, Tyrannus verticalis Say, 1823, Burhinus oedicnemus (Linnaeus, 1758), Columba oenas Linnaeus, 1758, Erithacus rubecula (Linnaeus, 1758), Lanius senator Linnaeus, 1758, Oenanthe oenanthe (Linnaeus, 1758), Ptyonoprogne rupestris (Scopoli, 1769), Sylvia communis Latham, 1787, Caprimulgus europaeus Linnaeus, 1758, Ciconia ciconia (Linnaeus, 1758), Erythropygia galactotes (Temminck, 1820), Chlidonias leucopterus (Temminck, 1815), Sternula balaenarum Strickland, 1853, Thalassarche melanophris (Temminck, 1828), Diomedea exulans Linnaeus, 1758, Puffinus gravis (O'Reilly, 1818), Larus cachinnans Pallas, 1811, Progne subis (Linnaeus, 1758), Molothrus aeneus (Wagler, 1829), Chaetura pelagica (Linnaeus, 1758), Piranga rubra (Linnaeus, 1758), Vireo olivaceus (Linnaeus, 1766), Dumetella carolinensis (Linnaeus, 1766), Corvus cryptoleucus Couch, 1854, Buteo swainsoni Bonaparte, 1838, Setophaga cerulea (A.Wilson, 1810), Myioborus pictus (Swainson, 1829), Sialia currucoides (Bechstein, 1798), Regulus calendula (Linnaeus, 1766), Vireo cassinii Xantus de Vesey, 1858, Passerella iliaca (Merrem, 1786), Aquila chrysaetos (Linnaeus, 1758), Setophaga fusca (Statius Müller, 1776), Empidonax wrightii S.F.Baird, 1858, Leiothlypis peregrina (A.Wilson, 1811), Ixoreus naevius (Gmelin, 1789), Psiloscops flammeolus (Kaup, 1852), Gallinago delicata (Ord, 1825), Haematopus ostralegus Linnaeus, 1758, Xenus cinereus (Güldenstädt, 1775), Scolopax rusticola Linnaeus, 1758, Limicola falcinellus (Pontoppidan, 1763), Buteo lagopus (Pontoppidan, 1763), Lophodytes cucullatus (Linnaeus, 1758), Melanitta nigra (Linnaeus, 1758), Alle alle (Linnaeus, 1758))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 62904168 records from 5403 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0174537-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15004790
title: Dataset from: Unveiling multi-scale architectural features in single-cell Hi-C data using scCAFE
DOI: 10.5281/zenodo.15004789
title: Dataset from: Unveiling multi-scale architectural features in single-cell Hi-C data using scCAFE
DOI: 10.5281/zenodo.15006290
title: Dataset from: Unveiling multi-scale architectural features in single-cell Hi-C data using scCAFE
DOI: 10.5281/zenodo.15010451
title: Assessing the Impact of Customer Attitudes on the Purchase of Eco-Friendly Perfume

description: Consumer awareness of environmental issues is increasing rapidly, encouraging preferences for environmentally friendly products, including perfumes made from natural ingredients. Manufacturers are responding by adopting environmentally friendly practices, replacing synthetic chemicals with natural ingredients, and increasing production efficiency. This research aims to analyze the influence of environmental awareness on purchasing decisions for environmentally friendly perfume, as well as considering other factors such as price, brand and quality, to help the perfume industry meet consumer demand and support environmental sustainability. The research method used in this research is a quantitative method, with data processing using IBM SPSS statistical software. The research results show that Consumer attitudes have a significant effect on intentions purchasing environmentally friendly perfume. This suggests that many consumers want to contribute positively to environmental protection, and purchasing eco-friendly perfume gives them a way to participate in this global issue. Therefore, companies are expected to build an environmentally friendly brand identity that is easy to understand so that consumers can easily differentiate the benefits of using environmentally friendly products over other brands.
DOI: 10.5281/zenodo.15010452
title: Assessing the Impact of Customer Attitudes on the Purchase of Eco-Friendly Perfume

description: Consumer awareness of environmental issues is increasing rapidly, encouraging preferences for environmentally friendly products, including perfumes made from natural ingredients. Manufacturers are responding by adopting environmentally friendly practices, replacing synthetic chemicals with natural ingredients, and increasing production efficiency. This research aims to analyze the influence of environmental awareness on purchasing decisions for environmentally friendly perfume, as well as considering other factors such as price, brand and quality, to help the perfume industry meet consumer demand and support environmental sustainability. The research method used in this research is a quantitative method, with data processing using IBM SPSS statistical software. The research results show that Consumer attitudes have a significant effect on intentions purchasing environmentally friendly perfume. This suggests that many consumers want to contribute positively to environmental protection, and purchasing eco-friendly perfume gives them a way to participate in this global issue. Therefore, companies are expected to build an environmentally friendly brand identity that is easy to understand so that consumers can easily differentiate the benefits of using environmentally friendly products over other brands.
DOI: 10.15468/dl.yzqrz2
title: Occurrence Download

description: A dataset containing 278 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cedrela dugesii S.Watson"
 ]
}

 The dataset includes 278 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004234-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n6brgz
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhynchaenus populicola Silfverberg, 1977",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 147 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004235-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bfa2cz
title: Occurrence Download

description: A dataset containing 10860 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phegopteris connectilis (Michx.) Watt",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 10860 records from 317 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004233-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15010425
title: 5Char CAPTCHA Dataset

description: Description:







The 5Char CAPTCHA Dataset is specifically curated to facilitate the training and testing of machine learning models for CAPTCHA recognition. CAPTCHA (Completely Automated Public Turing test to tell Computers and Humans Apart) images are a widely used method to prevent bots from interacting with web services by presenting characters or digits that humans can easily recognize but are difficult for automated systems to decode. This dataset includes a collection of CAPTCHA images that consist of five alphanumeric characters, making it ideal for developing models aimed at breaking or solving CAPTCHA challenges.

Dataset Overview:



Total Images: 1000 CAPTCHA images.

Image Format: PNG.

Image Resolution: Each image has a resolution of 180×50 pixels.

Character Count: Every CAPTCHA image contains exactly 5 characters, which could be any combination of uppercase letters (A-Z) and digits (0-9).








Download Dataset









Data Structure:

The dataset is structured into a folder named “captcha_dataset,” which contains 1000 CAPTCHA images. Each image is uniquely named according to the characters it contains. For example, an image with the filename “AB123.png” corresponds to a CAPTCHA where the string “AB123” is displayed. This naming convention makes it easy to extract labels directly from the filenames without needing a separate annotation file.

Potential Applications:



Security Testing: Develop CAPTCHA-solving AI to assess the robustness of CAPTCHA-based security systems.

OCR Enhancement: Use the dataset to improve the accuracy of OCR technologies in recognizing distorted or noisy text in real-world applications.

Web Automation: Implement automated CAPTCHA-solving bots for various web-based tasks like form submissions, web scraping, or accessing restricted content.

CAPTCHA Generation: Train AI to generate new CAPTCHA variations to further enhance security or develop new CAPTCHA systems for websites.


Conclusion:

The 5Char CAPTCHA Dataset is an excellent resource for those working on CAPTCHA recognition, security solutions, and OCR technologies. It presents a range of challenges that can help push the boundaries of existing models, providing an opportunity to improve machine learning techniques in image processing, particularly for security-based applications.

This dataset is sourced from Kaggle.
DOI: 10.5281/zenodo.15010426
title: 5Char CAPTCHA Dataset

description: Description:







The 5Char CAPTCHA Dataset is specifically curated to facilitate the training and testing of machine learning models for CAPTCHA recognition. CAPTCHA (Completely Automated Public Turing test to tell Computers and Humans Apart) images are a widely used method to prevent bots from interacting with web services by presenting characters or digits that humans can easily recognize but are difficult for automated systems to decode. This dataset includes a collection of CAPTCHA images that consist of five alphanumeric characters, making it ideal for developing models aimed at breaking or solving CAPTCHA challenges.

Dataset Overview:



Total Images: 1000 CAPTCHA images.

Image Format: PNG.

Image Resolution: Each image has a resolution of 180×50 pixels.

Character Count: Every CAPTCHA image contains exactly 5 characters, which could be any combination of uppercase letters (A-Z) and digits (0-9).








Download Dataset









Data Structure:

The dataset is structured into a folder named “captcha_dataset,” which contains 1000 CAPTCHA images. Each image is uniquely named according to the characters it contains. For example, an image with the filename “AB123.png” corresponds to a CAPTCHA where the string “AB123” is displayed. This naming convention makes it easy to extract labels directly from the filenames without needing a separate annotation file.

Potential Applications:



Security Testing: Develop CAPTCHA-solving AI to assess the robustness of CAPTCHA-based security systems.

OCR Enhancement: Use the dataset to improve the accuracy of OCR technologies in recognizing distorted or noisy text in real-world applications.

Web Automation: Implement automated CAPTCHA-solving bots for various web-based tasks like form submissions, web scraping, or accessing restricted content.

CAPTCHA Generation: Train AI to generate new CAPTCHA variations to further enhance security or develop new CAPTCHA systems for websites.


Conclusion:

The 5Char CAPTCHA Dataset is an excellent resource for those working on CAPTCHA recognition, security solutions, and OCR technologies. It presents a range of challenges that can help push the boundaries of existing models, providing an opportunity to improve machine learning techniques in image processing, particularly for security-based applications.

This dataset is sourced from Kaggle.
DOI: 10.15468/dl.p62jz2
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "TaxonKey is Pennisetum setaceum (Forssk.) Chiov."
 ]
}

 The dataset includes 18 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004236-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9k2x4d
title: Occurrence Download

description: A dataset containing 211230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aix galericulata (Linnaeus, 1758))",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 211230 records from 566 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004224-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23708/pfdyjq
title: Corn pest and climate monitoring dataset from Nairobi, Kenya, 2022-2024

description: This dataset corresponds to climate data and maize pests monitoring of Busseola fusca, Chilo partellus, and Spodoptera frugiperda between 2022 and 2024 at Nairobi, Kenya (1°16’12”S, 36°48’17"E, altitude 1700 masl). Trapping data include site name, survey date, species, number of individuals, pheromone change dates, and any notes. Climatic data include date, temperature, relative humidity, and atmospheric pressure from a BME680 sensor. All date and time data are in UTC. Date were acquired using a Raspberry Pi 3A+ single-board computer.
DOI: 10.15468/dl.mmykxx
title: Occurrence Download

description: A dataset containing 6362 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Forest plant species inventory of Lama classified forest"
 ]
}

 The dataset includes 6362 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004238-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4gz55y
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhynchaenus alni A.Klima, 1935",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 31 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004239-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jpybrf
title: Occurrence Download

description: A dataset containing 19050 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Poa annua L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 19050 records from 590 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004241-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.