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

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Argentina",
 "Country is Bolivia (Plurinational State of)"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Chuquiraga parviflora (Griseb.) Hieron.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 43 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014234-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.agu593
title: Occurrence Download

description: A dataset containing 283 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chrysuronia oenone oenone"
 ]
}

 The dataset includes 283 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012485-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b56v6j
title: Occurrence Download

description: A dataset containing 3487 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Flora del Nororiente Colombiano: Colecciones del Herbario Regional Catatumbo Sarare"
 ]
}

 The dataset includes 3487 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195700-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n89v76
title: Occurrence Download

description: A dataset containing 138 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is RMT Trawl catch from the 1983/84 V5 ADBEX II voyage"
 ]
}

 The dataset includes 138 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0276848-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdq9e2
title: Occurrence Download

description: A dataset containing 88981 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amphibia",
 "HasCoordinate is TRUE",
 "Country is Colombia"
 ]
}

 The dataset includes 88981 records from 205 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014234-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zex4fn
title: Occurrence Download

description: A dataset containing 365 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mastigodryas pleii (Duméril, Bibron & Duméril, 1854)"
 ]
}

 The dataset includes 365 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012500-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mwmrb2
title: Occurrence Download

description: A dataset containing 492239 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is BugGuide - Identification, Images, & Information For Insects, Spiders & Their Kin For the United States & Canada"
 ]
}

 The dataset includes 492239 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215299-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jyvmax
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Cremanthodium discoideum Maxim."
 ]
}

 The dataset includes 61 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0270456-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6wicdo
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia simplex (Sparrm.) Pedley",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 85 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014235-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qcs2dg
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rhododendron lindleyi T.Moore"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215304-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yrekaa
title: Occurrence Download

description: A dataset listing the 2351 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-43.05107 -23.01604,-42.61597 -23.01604,-42.61597 -22.77508,-43.05107 -22.77508,-43.05107 -23.01604))",
 "HasCoordinate is true"
 ]
}

 The dataset's 2351 records were derived from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268750-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sml2pd
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Storeria dekayi anomala Dugès, 1888"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014235-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8tvsbh
title: Occurrence Download

description: A dataset containing 2878 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agalychnis dacnicolor (Cope, 1864)"
 ]
}

 The dataset includes 2878 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0226386-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mkwmre
title: Occurrence Download

description: A dataset containing 2262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is COL.30.41_1",
 "Geometry POLYGON((-76.86799 3.45537,-76.53600 3.45537,-76.53600 3.58824,-76.86799 3.58824,-76.86799 3.45537))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 2262 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008115-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ge58g6
title: Occurrence Download

description: A dataset containing 1252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Draba alpina L.",
 "Year 1970-2021"
 ]
}

 The dataset includes 1252 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0272394-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.puoqwz
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Orobanche cumana Wallr."
 ]
}

 The dataset includes 132 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014235-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q8svrs
title: Occurrence Download

description: A dataset containing 2051 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Crocodylus acutus (Cuvier, 1807)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2051 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052882-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26gkw3
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Albuca rupestris Hilliard & B.L.Burtt"
 ]
}

 The dataset includes 29 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0219512-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ukpg7a
title: Occurrence Download

description: A dataset containing 5039 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Gunma Museum of Natural History, Fungi Specimen"
 ]
}

 The dataset includes 5039 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001107-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9fest4
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The InBIO Barcoding Initiative Database: Portuguese Earwigs (Dermaptera)"
 ]
}

 The dataset includes 56 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0323927-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mf9fhy
title: Occurrence Download

description: A dataset containing 842178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "Country is Sweden",
 "Year is 1992"
 ]
}

 The dataset includes 842178 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0259060-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ui8wei
title: Occurrence Download

description: A dataset containing 14052 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Costa Rica",
 "Country is Mexico",
 "Country is Colombia",
 "Country is Panama",
 "Country is Belize",
 "Country is Peru",
 "Country is Ecuador",
 "Country is Puerto Rico",
 "Country is Bahamas",
 "Country is Honduras",
 "Country is Guatemala",
 "Country is Nicaragua",
 "Country is Dominican Republic",
 "Country is Cuba",
 "Country is El Salvador",
 "Country is Paraguay",
 "Country is Argentina",
 "Country is Chile",
 "Country is India",
 "Country is South Africa",
 "Country is Venezuela (Bolivarian Republic of)",
 "Country is Brazil",
 "Country is Trinidad and Tobago"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Buteo albonotatus Kaup, 1847",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 14052 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014236-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j33bm8
title: Occurrence Download

description: A dataset containing 2505 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Armeria arenaria subsp. arenaria"
 ]
}

 The dataset includes 2505 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0256365-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4gc7ad
title: Occurrence Download

description: A dataset containing 8856 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abaeis nicippe (Cramer, 1779)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8856 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215318-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7mnvok
title: Occurrence Download

description: A dataset containing 37125 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Icacinales"
 ]
}

 The dataset includes 37125 records from 371 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014236-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v88vcg
title: Occurrence Download

description: A dataset containing 44750 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Trifolium repens L.",
 "Year 2005-2006"
 ]
}

 The dataset includes 44750 records from 327 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228936-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6hnhyq
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Erysimum insulare Greene"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120680-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0m3pfv
title: Occurrence Download

description: A dataset containing 362 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cylindrospermopsis raciborskii (Wołosz.) Seenayya & Subbaraju"
 ]
}

 The dataset includes 362 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035356-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hw3ebk
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Natatolana californiensis (Schultz, 1966)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061305-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v3b6h6
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ciconia nigra (Linnaeus, 1758)"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106973-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4o7mli
title: Occurrence Download

description: A dataset containing 5691 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acer rubrum L.",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 5691 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035358-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2s9f37
title: Occurrence Download

description: A dataset containing 2268 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 Muscisaxicola griseus Taczanowski, 1884"
 ]
}

 The dataset includes 2268 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061295-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11243661
title: SenTopX: A Benchmark Twitter Dataset for User Sentiment on Various Topics

description: This is a longitudinal Twitter dataset of 143K users during the period 2017-2021. The following is the detail of all the files:



SenTopX_userIDs.txt: contains user IDs of 143K Twitter users.

userIDs_tweetIDs.zip: contains Tweet IDs of users, the name of the file is the user ID and the file contains the list of all the tweet IDs.

users_16_perspective_toxicity_scores.csv contains user IDs and 16 median Perspective API scores, the vector is shared as mean, median, and Gini Index of scores calculated over all tweets of a user.

LDAvis_top30_words_for_extracted_topics.csv contains the top 30 most relevant words extracted from each topic extracted by tweet-level topic modeling using the BERTweet topic model.

topic_modelling_statistics_per_user.csv contains important and relevant statistics related to topic modeling results:





1. user: This column represents the identifier for the user. Each row in the CSV corresponds to a specific user, and this column helps to track and differentiate between the users.

2. avg_topic_probability: This column contains the average probability of the topics for each user calculated across all of the tweets in order to compare users in a meaningful way. It represents the average likelihood that a particular user discusses various topics over the observed period.

3. maximum_topic_avg: This column holds the value of the highest average probability among all topics for each user. It indicates the topic that the user most frequently discusses, on average.

4. index_max_avg_topic_probability_200: This column specifies the index or identifier of the topic with the highest average probability out of 200 possible topics. It shows which topic (out of 200) the user discusses the most.

5. global_avg: This column includes the global average probability of topics across all users. It provides a baseline or overall average topic probability that can be used for comparative purposes.

6. max_global_avg: This column contains the maximum global average probability across all topics for all users. It identifies the most discussed topic across the entire user base.

7. index_max_global_avg: This column shows the index or identifier of the topic with the highest global average probability. It indicates which topic (out of 200) is the most popular across all users.

8. entropy_200_topic: This column represents the entropy of the topics for each user, calculated over 200 topics. Entropy measures the diversity or unpredictability in the user's discussion of topics, with higher entropy indicating more varied topic discussion.

In summary, these columns are used to analyze the topic engagement and preferences of users on a platform, highlighting the most frequently discussed topics, the variability in topic discussions, and how individual user behavior compares to overall trends.
DOI: 10.5281/zenodo.11243662
title: SenTopX: A Benchmark Twitter Dataset for User Sentiment on Various Topics

description: This is a longitudinal Twitter dataset of 143K users during the period 2017-2021. The following is the detail of all the files:



SenTopX_userIDs.txt: contains user IDs of 143K Twitter users.

userIDs_tweetIDs.zip: contains Tweet IDs of users, the name of the file is the user ID and the file contains the list of all the tweet IDs.

users_16_perspective_toxicity_scores.csv contains user IDs and 16 median Perspective API scores, the vector is shared as mean, median, and Gini Index of scores calculated over all tweets of a user.

LDAvis_top30_words_for_extracted_topics.csv contains the top 30 most relevant words extracted from each topic extracted by tweet-level topic modeling using the BERTweet topic model.

topic_modelling_statistics_per_user.csv contains important and relevant statistics related to topic modeling results:





1. user: This column represents the identifier for the user. Each row in the CSV corresponds to a specific user, and this column helps to track and differentiate between the users.

2. avg_topic_probability: This column contains the average probability of the topics for each user calculated across all of the tweets in order to compare users in a meaningful way. It represents the average likelihood that a particular user discusses various topics over the observed period.

3. maximum_topic_avg: This column holds the value of the highest average probability among all topics for each user. It indicates the topic that the user most frequently discusses, on average.

4. index_max_avg_topic_probability_200: This column specifies the index or identifier of the topic with the highest average probability out of 200 possible topics. It shows which topic (out of 200) the user discusses the most.

5. global_avg: This column includes the global average probability of topics across all users. It provides a baseline or overall average topic probability that can be used for comparative purposes.

6. max_global_avg: This column contains the maximum global average probability across all topics for all users. It identifies the most discussed topic across the entire user base.

7. index_max_global_avg: This column shows the index or identifier of the topic with the highest global average probability. It indicates which topic (out of 200) is the most popular across all users.

8. entropy_200_topic: This column represents the entropy of the topics for each user, calculated over 200 topics. Entropy measures the diversity or unpredictability in the user's discussion of topics, with higher entropy indicating more varied topic discussion.

In summary, these columns are used to analyze the topic engagement and preferences of users on a platform, highlighting the most frequently discussed topics, the variability in topic discussions, and how individual user behavior compares to overall trends.