cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.4rxabj
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phylloscartes ceciliae Teixeira, 1987"
 ]
}

 The dataset includes 72 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019008-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cr5n32
title: Occurrence Download

description: A dataset containing 1676 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Danaus plexippus (Linnaeus, 1758)",
 "Year 2019-2021"
 ]
}

 The dataset includes 1676 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0183764-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.687fku
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eleutherodactylus rufifemoralis Noble & Hassler, 1933"
 ]
}

 The dataset includes 26 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019009-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ztrnm
title: Occurrence Download

description: A dataset containing 1668 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vespa velutina Lepeletier, 1836",
 "Year 2020-2021"
 ]
}

 The dataset includes 1668 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0192969-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gt836e
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Acestrorhynchus nasutus Eigenmann, 1912"
 ]
}

 The dataset includes 41 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153981-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.otpqo1
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 {
 "or" : [
 "TaxonKey is Panthera onca (Linnaeus, 1758)",
 "TaxonKey is Leopardus pajeros (Desmarest, 1816)"
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 65 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019011-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8yfsiq
title: Occurrence Download

description: A dataset containing 15872 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Canis latrans Say, 1823",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15872 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019011-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xnwf5f
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Machine Observation"
 ]
 },
 "Geometry POLYGON((-65.83008 -60.19616,-16.34766 -60.67318,-15.11719 -42.81152,-13.71094 -12.89749,-31.28906 10.83331,-43.24219 24.84657,-38.32031 36.87962,-25.83984 65.58572,-36.38672 67.54217,-47.63672 67.54217,-68.68652 67.25506,-69.16992 65.54937,-77.21191 64.68032,-78.00293 63.33241,-77.3877 62.20651,-72.68555 59.04055,-70.13672 53.85253,-76.24512 48.95137,-78.83789 41.83683,-82.44141 37.30028,-95.80078 33.57801,-101.77734 27.21556,-98.10791 18.16673,-94.81201 17.28771,-90.06592 14.96601,-87.60498 15.00846,-85.18799 13.94473,-84.35303 10.2933,-82.33154 8.68964,-81.10107 8.47237,-80.52979 8.6462,-79.29932 9.25394,-78.46436 8.9936,-77.03613 7.4932,-69.60937 2.1089,-50.97656 -14.26438,-68.99414 -40.5138,-72.1582 -51.01375,-68.4668 -54.41893,-65.83008 -60.19616))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eremicaster crassus (Sladen, 1883)"
 ]
}

 The dataset includes 18 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0187918-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r2zti2
title: Occurrence Download

description: A dataset containing 1203 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Salvia fruticosa Mill."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1203 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019012-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a9dt8q
title: Occurrence Download

description: A dataset containing 42744 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "Country is Guinea-Bissau"
 ]
}

 The dataset includes 42744 records from 291 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168620-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mfasy3
title: Occurrence Download

description: A dataset containing 2541 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xiphorhynchus obsoletus (Lichtenstein, 1820)"
 ]
}

 The dataset includes 2541 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019012-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qjto6m
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Guatemala",
 "DatasetKey is UCLA Donald R. Dickey Bird and Mammal Collection"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001511-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r3kq2l
title: Occurrence Download

description: A dataset containing 942 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Salvia hispanica L.",
 "TaxonKey is Salvia involucrata Cav.",
 "TaxonKey is Salvia leucantha Cav."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 942 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019014-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.392kzf
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Herpailurus yagouaroundi (É.Geoffroy Saint-Hilaire, 1803)"
 ]
}

 The dataset includes 95 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0203805-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jnomcq
title: Occurrence Download

description: A dataset containing 2541 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xiphorhynchus obsoletus (Lichtenstein, 1820)"
 ]
}

 The dataset includes 2541 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019015-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wfghq9
title: Occurrence Download

description: A dataset containing 5028 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hymenaea courbaril L."
 ]
}

 The dataset includes 5028 records from 267 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0203806-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13881364
title: Faulty dataset: Contains errors

description: The data has errors. So please do not request for accessing.
DOI: 10.5281/zenodo.13881365
title: Faulty dataset: Contains errors

description: The data has errors. So please do not request for accessing.
DOI: 10.15468/dl.4ahr5s
title: Occurrence Download

description: A dataset containing 1886452 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Riparia riparia (Linnaeus, 1758)",
 "Year 1999-2025"
 ]
}

 The dataset includes 1886452 records from 1550 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020276-250310093411724/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.28023422
title: Data Figures

description: Data for related figures and supplementary information
DOI: 10.3886/e223761
title: Zipf’s Law in China’s Local Government Work Reports: A 21-year Study Using Natural Language Processing and Regression Analysis

description: The examination and application of Zipf’s law is a significant topic in quantitative linguistics. This study presents an in-depth empirical investigation of this law in 651 Chinese provincial government work reports (2003-2023). Employing natural language processing techniques (including Jieba word segmentation with a custom dictionary) and a double-logarithmic regression model, we analyzed word frequency distributions. Our findings indicate that the Zipf coefficient in these reports is close to 1, confirming general adherence to Zipf’s law. Over the 21-year period, the Zipf coefficient exhibits fluctuations, with a notable inflection point in 2011, after which it follows a consistent upward trend. This shift is likely influenced by the 18th National Congress of the Communist Party of China, which marked a transition toward more standardized and centralized policy communication. While regional differences among eastern, central, western, and northeastern provinces are minimal, centrally-governed municipalities exhibit higher Zipf coefficients than other provincial-level regions. Although our findings largely confirm the applicability of Zipf’s Law to this specific corpus, this study is limited by the exclusion of prefecture- and county-level reports. Future research can address this limitation by incorporating a broader range of administrative levels and by conducting cross-country and cultural comparisons of political documents. Further investigation of alternate quantitative linguistic laws (e.g., Heaps’ Law, Menzerath’s Law) within this corpus is also warranted.
DOI: 10.3886/e223761v1
title: Zipf’s Law in China’s Local Government Work Reports: A 21-year Study Using Natural Language Processing and Regression Analysis

description: The examination and application of Zipf’s law is a significant topic in quantitative linguistics. This study presents an in-depth empirical investigation of this law in 651 Chinese provincial government work reports (2003-2023). Employing natural language processing techniques (including Jieba word segmentation with a custom dictionary) and a double-logarithmic regression model, we analyzed word frequency distributions. Our findings indicate that the Zipf coefficient in these reports is close to 1, confirming general adherence to Zipf’s law. Over the 21-year period, the Zipf coefficient exhibits fluctuations, with a notable inflection point in 2011, after which it follows a consistent upward trend. This shift is likely influenced by the 18th National Congress of the Communist Party of China, which marked a transition toward more standardized and centralized policy communication. While regional differences among eastern, central, western, and northeastern provinces are minimal, centrally-governed municipalities exhibit higher Zipf coefficients than other provincial-level regions. Although our findings largely confirm the applicability of Zipf’s Law to this specific corpus, this study is limited by the exclusion of prefecture- and county-level reports. Future research can address this limitation by incorporating a broader range of administrative levels and by conducting cross-country and cultural comparisons of political documents. Further investigation of alternate quantitative linguistic laws (e.g., Heaps’ Law, Menzerath’s Law) within this corpus is also warranted.
DOI: 10.15468/dl.35gzjq
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amorphophallus konjac K.Koch",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 35 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020282-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13619475
title: Database and Interviews for New Business Models for Pharmaceutical Innovation and Access to Medicines Research Project - Antibiotics R&D Analysis

description: These supplementary materials represent a dataset in the form of a quantitative database of antibiotics' developers, and a partial collection of semi-structured interviews, collected and analyzed in the research article "Beyond resistance: How can alternative innovation models develop and enhance global access to new antibiotics?". This article is one of the outcomes of the "New Business Models for Pharmaceutical Innovation and Global Access to Medicines" research project, conducted at the Global Health Center, within the Geneva Graduate Institute. The dataset contains a quantitative dataset of antibiotics' developers and their characteristics, as well as 6/11 interviews collected and used in this article, which are published with the informed consent of the interviewees.
DOI: 10.5281/zenodo.13619476
title: Database and Interviews for New Business Models for Pharmaceutical Innovation and Access to Medicines Research Project - Antibiotics R&D Analysis

description: These supplementary materials represent a dataset in the form of a quantitative database of antibiotics' developers, and a partial collection of semi-structured interviews, collected and analyzed in the research article "Beyond resistance: How can alternative innovation models develop and enhance global access to new antibiotics?". This article is one of the outcomes of the "New Business Models for Pharmaceutical Innovation and Global Access to Medicines" research project, conducted at the Global Health Center, within the Geneva Graduate Institute. The dataset contains a quantitative dataset of antibiotics' developers and their characteristics, as well as 6/11 interviews collected and used in this article, which are published with the informed consent of the interviewees.
DOI: 10.5281/zenodo.15064024
title: Database and Interviews for New Business Models for Pharmaceutical Innovation and Access to Medicines Research Project - Antibiotics R&D Analysis

description: These supplementary materials represent a dataset in the form of a quantitative database of antibiotics' developers, and a partial collection of semi-structured interviews, collected and analyzed in the research article "Beyond resistance: How can alternative innovation models develop and enhance global access to new antibiotics?". This article is one of the outcomes of the "New Business Models for Pharmaceutical Innovation and Global Access to Medicines" research project, conducted at the Global Health Center, within the Geneva Graduate Institute. The dataset contains a quantitative dataset of antibiotics' developers and their characteristics, as well as 6/11 interviews collected and used in this article, which are published with the informed consent of the interviewees.
DOI: 10.15468/dl.pk9hzh
title: Occurrence Download

description: A dataset containing 4855 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diplocolenus abdominalis (Fabricius, 1803)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4855 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020285-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15064002
title: Pattern Mining and Prediction Methods for User Behavior Trajectories in E-Commerce

description: The database used in the article "Pattern Mining and Prediction Methods for User Behavior Trajectory in E-Commerce" comes from the following sources: [https://tianchi.aliyun.com/dataset/103996](https://tianchi.aliyun.com/dataset/103996), [https://tianchi.aliyun.com/dataset/148605](https://tianchi.aliyun.com/dataset/148605), [https://tianchi.aliyun.com/dataset/151165](https://tianchi.aliyun.com/dataset/151165), [https://tianchi.aliyun.com/dataset/161265](https://tianchi.aliyun.com/dataset/161265), [https://tianchi.aliyun.com/dataset/151847](https://tianchi.aliyun.com/dataset/151847). These datasets contain data related to e-commerce user behavior trajectories, such as user browsing history, purchasing behavior, clickstream data, etc., for pattern mining and predictive analysis. If you need more detailed information, you can visit the above links to view the content and description of the specific datasets. If you access the links, please acknowledge the original source.
DOI: 10.15468/dl.wsm6dm
title: Occurrence Download

description: A dataset containing 103836 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Antarctica",
 "HasCoordinate is true",
 "TaxonKey is Mammalia",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 103836 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045443-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qd67qu
title: Occurrence Download

description: A dataset containing 309499 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rubus caesius L.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 309499 records from 1129 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003520-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m4uybf
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Etnomicología en la Sierra de Santa Marta, Veracruz"
 ]
}

 The dataset includes 78 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157641-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tsawvk
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "DatasetKey is Natural History Museum (London) Collection Specimens",
 "TaxonKey is Microtus guentheri (Danford & Alston, 1880)"
 ]
}

 The dataset includes 86 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045443-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gvwbwm
title: Occurrence Download

description: A dataset containing 156 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coprosma menziesii A.Gray"
 ]
}

 The dataset includes 156 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014037-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ydsafs
title: Occurrence Download

description: A dataset containing 719 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation"
 ]
 },
 {
 "or" : [
 "Continent is Europe",
 "Continent is Asia",
 "Continent is Africa"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aphanius Nardo, 1827"
 ]
}

 The dataset includes 719 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0345635-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yiwptw
title: Occurrence Download

description: A dataset containing 1392 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Rasgos funcionales de plantas, anfibios y aves de estudios bióticos en el Complejo de Páramos Chingaza"
 ]
}

 The dataset includes 1392 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045447-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.chejmk
title: Occurrence Download

description: A dataset containing 6722 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ophrys bertolonii Moretti",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6722 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001286-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.