cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.t4k34r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Citrullus lanatus",
 "Country is Marshall Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091178-250717081556266/datasets/export for details.
DOI: 10.15468/dl.9wpsxb
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091179-250717081556266/datasets/export for details.
DOI: 10.15468/dl.nnmanq
title: Occurrence Download

description: A dataset containing 1724 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyanograucalus azureus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1724 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091180-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nzzhpr
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091182-250717081556266/datasets/export for details.
DOI: 10.15468/dl.5bbzwf
title: Occurrence Download

description: A dataset containing 4467 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Echium vulgare",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4467 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091181-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pdgkud
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyanolanius comorensis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 25 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091183-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6khr3b
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malephora purpureocrocea",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091184-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xsykdm
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Enteromius ablabes)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 86 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091185-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ewgn6v
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sonchus asper",
 "Country is Viet Nam",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091186-250717081556266/datasets/export for details.
DOI: 10.15468/dl.7czde6
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091187-250717081556266/datasets/export for details.
DOI: 10.15468/dl.2v5e3u
title: Occurrence Download

description: A dataset containing 3454 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyanolanius madagascarinus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 3454 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091188-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.47zddz
title: Occurrence Download

description: A dataset containing 1173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lappula squarrosa",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1173 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091189-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8a33cz
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyanolimnas cerverai)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091190-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f2kbna
title: Occurrence Download

description: A dataset containing 432 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus blitoides",
 "Country is Israel",
 "HasCoordinate is true"
 ]
}

 The dataset includes 432 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091192-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z2p6up
title: Occurrence Download

description: A dataset containing 236 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus blitoides",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 236 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091191-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rg8rsu
title: Occurrence Download

description: A dataset containing 155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus blitoides",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 155 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091194-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zqjdkm
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Enteromius salessei)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091193-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x4z87v
title: Occurrence Download

description: A dataset containing 36969 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyanoloxia brissonii)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 36969 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091195-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wrv5bp
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coccinia grandis",
 "Country is Fiji",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091196-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z52znn
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coccinia grandis",
 "Country is Saint Lucia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091197-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mp6cnt
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coccinia grandis",
 "Country is Solomon Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091198-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.atfdsq
title: Occurrence Download

description: A dataset containing 2108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myosotis discolor",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2108 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091199-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5pfkbr
title: Occurrence Download

description: A dataset containing 162810 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyanoderma ruficeps)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 162810 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091169-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tkpxjy
title: Occurrence Download

description: A dataset containing 7719 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyanoloxia rothschildii)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 7719 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091200-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12649941
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.15468/dl.ymu5wn
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus quitensis",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 41 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091201-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hjes6h
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Devario maetaengensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091202-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9h5sf8
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091206-250717081556266/datasets/export for details.
DOI: 10.15468/dl.6f9kyj
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coccinia grandis",
 "Country is Tonga",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091205-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.anrfed
title: Occurrence Download

description: A dataset containing 655 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Synedrella nodiflora",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 655 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091207-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wzhfht
title: Occurrence Download

description: A dataset containing 5331 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myosotis scorpioides",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5331 records from 135 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091209-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ej67m2
title: Occurrence Download

description: A dataset containing 1038 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyanolyca argentigula)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1038 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091208-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12649948
title: Full TMDB Movies Dataset 2024 (1M Movies)
DOI: 10.21227/dwtz-k535
title: "Hand Gesture with Switching States"

description: "This dataset provides 3-channel surface electromyography (sEMG) recordings capturing both static states (STA) and dynamic movement switching states (SWI) between STA gestures. Designed to study continuous motion control, it specifically focuses on the SWI during gesture switching. Data was collected from participants performing 6 distinct SWI types between every pair of STA gestures, following a predefined sequence across 10 repeated trials per session. Each complete movement cycle (STA-SWI-STA) was strictly timed to 5 s total duration, with SWI systematically varied across three duration groups (0.5s, 1.0s, 1.5s). Inter-movement rest periods (5s) and inter-trial rest (1 min) were enforced to minimize fatigue. Each trial lasted 1 min. This structured dataset enables research on sEMG dynamics during posture switching, temporal pattern analysis of movement switching, and the development of continuous gesture recognition models."
DOI: 10.6084/m9.figshare.29804636
title: Data and codes to reproduce main results in paper titled <i>Breaking the Spiral of Silence? Investigating the Influence of Opinion Reversal Events on Opinion Expression on Social Media</i>

description: DataAnnotated DataThe dataset comprises human annotated for the stance of the tweet related to Abe. The annotated data is used to train the stance detection model. Refer to the supplymentary materials for more details.Twitter Data`TWEET_DAILY`: The dataset comprises tweets that were included in the analysis, organized by date. `tweet_id`: The unique identifier for each tweet. The original tweets can be retrieved using the Twitter (X) API. `created_at`: The published date of the tweets. `sentiment`: The predicted sentiment (equivalent to stance) of the tweets.&gt; Due to X (formerly Twitter)’s data sharing policies, we are only permitted to publicly share the Tweet IDs used in this study. In accordance with these policies, users who wish to access the full tweet content must retrieve it themselves via the Twitter API. To facilitate replication and verification of our analysis, we provide a processed dataset containing aggregated data based on the original dataset. This processed dataset reproduces the key variables and statistical measures used in the study. Details of the aggregation procedure are described below.The count of published tweets expressing different stance per user <br>`INDIVIDUAL_USER_SENTIMENT`: We aggregate the number of tweets expressing different stances per user, organized by date. `author_id`: The unique identifier for each user.`retweet_type`: The publication type of the tweet ('retweeted', 'replied_to', 'original', 'quoted')`Negative`: he number of tweets in which the user expressed a negative stance on the specific date`Neutral`: he number of tweets in which the user expressed a neutral stance on the specific date`Positive`: he number of tweets in which the user expressed a positive stance on the specific dateCode<br>`config.py`: Revise the paths and parameters based on your specific environment.`PROJECT_ROOT` should be revised according to the user's environment.`compile_data.py`: Process the data for the following analysis. The processed data will be save at path `INDIVIDUAL_DAILY_SENTIMENT_DATA`.&gt; The data processing requires to use the original Twitter dataset. If the original data is not properly configured, we provide a preprocessed `USERS_DUPLICATION_RATE` file that records the duplication rate of published tweets per user, which can be used to process the data without the original Twitter dataset.<br>```figure1.ipynb```: Reproduce the visualization results in Figure1```figure2.ipynb```: Reproduce the visualization results in Figure2```Regression.R```: Reproduce the regreesion results represented in Table 1 and Table 2Configure the ```INDIVIDUAL_DAILY_SENTIMENT_DATA``` using the processed data shared in the archive, or use `compile_data.py` to process the raw data.
DOI: 10.6084/m9.figshare.29804636.v3
title: Data and codes to reproduce main results in paper titled <i>Breaking the Spiral of Silence? Investigating the Influence of Opinion Reversal Events on Opinion Expression on Social Media</i>

description: DataAnnotated DataThe dataset comprises human annotated for the stance of the tweet related to Abe. The annotated data is used to train the stance detection model. Refer to the supplymentary materials for more details.Twitter Data`TWEET_DAILY`: The dataset comprises tweets that were included in the analysis, organized by date. `tweet_id`: The unique identifier for each tweet. The original tweets can be retrieved using the Twitter (X) API. `created_at`: The published date of the tweets. `sentiment`: The predicted sentiment (equivalent to stance) of the tweets.&gt; Due to X (formerly Twitter)’s data sharing policies, we are only permitted to publicly share the Tweet IDs used in this study. In accordance with these policies, users who wish to access the full tweet content must retrieve it themselves via the Twitter API. To facilitate replication and verification of our analysis, we provide a processed dataset containing aggregated data based on the original dataset. This processed dataset reproduces the key variables and statistical measures used in the study. Details of the aggregation procedure are described below.The count of published tweets expressing different stance per user <br>`INDIVIDUAL_USER_SENTIMENT`: We aggregate the number of tweets expressing different stances per user, organized by date. `author_id`: The unique identifier for each user.`retweet_type`: The publication type of the tweet ('retweeted', 'replied_to', 'original', 'quoted')`Negative`: he number of tweets in which the user expressed a negative stance on the specific date`Neutral`: he number of tweets in which the user expressed a neutral stance on the specific date`Positive`: he number of tweets in which the user expressed a positive stance on the specific dateCode<br>`config.py`: Revise the paths and parameters based on your specific environment.`PROJECT_ROOT` should be revised according to the user's environment.`compile_data.py`: Process the data for the following analysis. The processed data will be save at path `INDIVIDUAL_DAILY_SENTIMENT_DATA`.&gt; The data processing requires to use the original Twitter dataset. If the original data is not properly configured, we provide a preprocessed `USERS_DUPLICATION_RATE` file that records the duplication rate of published tweets per user, which can be used to process the data without the original Twitter dataset.<br>```figure1.ipynb```: Reproduce the visualization results in Figure1```figure2.ipynb```: Reproduce the visualization results in Figure2```Regression.R```: Reproduce the regreesion results represented in Table 1 and Table 2Configure the ```INDIVIDUAL_DAILY_SENTIMENT_DATA``` using the processed data shared in the archive, or use `compile_data.py` to process the raw data.