cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29804636.v2
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: <pre>## Data<br><br>### Annotated Data<br><br>The 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.<br><br>### Twitter Data<br>`TWEET_DAILY`: The dataset comprises tweets that were included in the analysis, organized by date. <br><br>- `tweet_id`: The unique identifier for each tweet. The original tweets can be retrieved using the Twitter (X) API. <br>- `created_at`: The published date of the tweets. <br>- `sentiment`: The predicted sentiment (equivalent to stanc) of the tweets.<br><br>&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.<br><br>### The count of published tweets expressing different stance per user <br><br>`INDIVIDUAL_USER_SENTIMENT`: We aggregate the number of tweets expressing different stances per user, organized by date. <br><br>- `author_id`: The unique identifier for each user.<br>- `retweet_type`: The publication type of the tweet ('retweeted', 'replied_to', 'original', 'quoted')<br>- `Negative`: he number of tweets in which the user expressed a negative stance on the specific date<br>- `Neutral`: he number of tweets in which the user expressed a neutral stance on the specific date<br>- `Positive`: he number of tweets in which the user expressed a positive stance on the specific date<br><br>## Code<br><br>- `config.py`: Revise the paths and parameters based on your specific environment.<br> - `PROJECT_ROOT` should be revised according to the user's environment.<br>- `compile_data.py`: Process the data for the following analysis. The processed data will be save at path `INDIVIDUAL_DAILY_SENTIMENT_DATA`.<br>&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><br>- ```figure1.ipynb```: Reproduce the visualization results in Figure1<br>- ```figure2.ipynb```: Reproduce the visualization results in Figure2<br>- ```Regression.R```: Reproduce the regreesion results represented in Table 1 and Table 2<br> - Configure the ```INDIVIDUAL_DAILY_SENTIMENT_DATA``` using the processed data shared in the archive, or use `compile_data.py` to process the raw data.<br><br></pre>
DOI: 10.15468/dl.mdnvyn
title: Occurrence Download

description: A dataset containing 8568 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyanolyca armillata)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 8568 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091210-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ernmpp
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dysphania multifida",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 40 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091211-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jbm8x3
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091213-250717081556266/datasets/export for details.
DOI: 10.15468/dl.3fcf8w
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Puntius arenatus)",
 "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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091214-250717081556266/datasets/export for details.
DOI: 10.15468/dl.q8m48a
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coccinia grandis",
 "Country is Vanuatu",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091215-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t56evt
title: Occurrence Download

description: A dataset containing 9234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyanolyca cucullata)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 9234 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091216-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dqrh3g
title: Occurrence Download

description: A dataset containing 1225 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Armoracia rusticana",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1225 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091218-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ctr9hz
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091217-250717081556266/datasets/export for details.
DOI: 10.15468/dl.rm9rh2
title: Occurrence Download

description: A dataset containing 915 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyanolyca mirabilis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 915 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091219-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dgtb4t
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gomphocarpus fruticosus",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 46 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091220-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z75qsq
title: Occurrence Download

description: A dataset containing 127 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gomphocarpus fruticosus",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 127 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091221-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwrpps
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091222-250717081556266/datasets/export for details.
DOI: 10.15468/dl.zknezk
title: Occurrence Download

description: A dataset listing the 4348 species recorded in GBIF matching the query:
{
 "and" : [
 "HostingOrganizationKey is 07acecfd-5994-47a7-bd1b-ccdbf534973b",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 4348 records were derived from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091203-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.46j38p
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Brachymystax savinovi)",
 "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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091223-250717081556266/datasets/export for details.
DOI: 10.15468/dl.4uf79r
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ardisia crenata",
 "Country is Fiji",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091224-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8jge9
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Synedrella nodiflora",
 "Country is Cook Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091225-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a5ztrz
title: Occurrence Download

description: A dataset containing 1671 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyanolyca nanus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1671 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091226-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pp8bjv
title: Occurrence Download

description: A dataset containing 11888 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Barbarea vulgaris",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11888 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091227-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.i9mqgw
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017681-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yypjaf
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092258-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p8v56a
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017752-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9cdlat
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097937-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ocersg
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017667-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zhgrjm
title: Occurrence Download

description: A dataset containing 2185888080 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 2185888080 records from 44140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0258492-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id212022.1
title: StrainInfo SI-ID 212022.1

description: StrainInfo dataset 212022 about a strain of Alexandrium fundyense. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id212091.1
title: StrainInfo SI-ID 212091.1

description: StrainInfo dataset 212091 about a strain of Chrysotila roscoffensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id212092.1
title: StrainInfo SI-ID 212092.1

description: StrainInfo dataset 212092 about a strain of Prorocentrum micans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id212093.1
title: StrainInfo SI-ID 212093.1

description: StrainInfo dataset 212093 about a strain of Prorocentrum micans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id212094.1
title: StrainInfo SI-ID 212094.1

description: StrainInfo dataset 212094 about a strain of Prorocentrum micans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id212168.1
title: StrainInfo SI-ID 212168.1

description: StrainInfo dataset 212168 about a strain of Gymnodinium impudicum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id212169.1
title: StrainInfo SI-ID 212169.1

description: StrainInfo dataset 212169 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id212170.1
title: StrainInfo SI-ID 212170.1

description: StrainInfo dataset 212170 about a strain of Heterosigma akashiwo. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id212171.1
title: StrainInfo SI-ID 212171.1

description: StrainInfo dataset 212171 about a strain of Aureoumbra lagunensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id212095.1
title: StrainInfo SI-ID 212095.1

description: StrainInfo dataset 212095 about a strain of Gonyaulax cochlea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id212096.1
title: StrainInfo SI-ID 212096.1

description: StrainInfo dataset 212096 about a strain of Akashiwo sanguinea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id212097.1
title: StrainInfo SI-ID 212097.1

description: StrainInfo dataset 212097 about a strain of Eutreptiella gymnastica. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id212098.1
title: StrainInfo SI-ID 212098.1

description: StrainInfo dataset 212098 about a strain of Heterosigma akashiwo. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id212099.1
title: StrainInfo SI-ID 212099.1

description: StrainInfo dataset 212099 about a strain of Alexandrium andersonii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.ywmnhd
title: Occurrence Download

description: A dataset containing 430 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1000000.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tramea basilaris (Palisot de Beauvois, 1817)"
 ]
}

 The dataset includes 430 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000906-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id212172.1
title: StrainInfo SI-ID 212172.1

description: StrainInfo dataset 212172 about a strain of Pelagomonas calceolata. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id212173.1
title: StrainInfo SI-ID 212173.1

description: StrainInfo dataset 212173 about a strain of Chaetoceros. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id212174.1
title: StrainInfo SI-ID 212174.1

description: StrainInfo dataset 212174 about a strain of Amphidinium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id212175.1
title: StrainInfo SI-ID 212175.1

description: StrainInfo dataset 212175 about a strain of Skeletonema. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id212225.1
title: StrainInfo SI-ID 212225.1

description: StrainInfo dataset 212225 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id212226.1
title: StrainInfo SI-ID 212226.1

description: StrainInfo dataset 212226 about a strain of Amphidinium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id212100.1
title: StrainInfo SI-ID 212100.1

description: StrainInfo dataset 212100 about a strain of Scrippsiella trochoidea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.