cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18707969
title: Dataset and precomputed outputs from a Bifurcated Hybrid Aspect Term Extraction Approach

description: This deposit provides the data artifacts and precomputed outputs used in the experiments for the manuscript:

“Enhancing Aspect Discovery through a Bifurcated Hybrid Approach for Extracting Relevant Terms from Unstructured-Unlabeled Energy Data.”

The Zenodo record is intended to support reproducibility and reviewer inspection of (i) the input datasets used by the proposed pipeline and (ii) the exported outputs used by the multi-metric evaluation. The corresponding notebooks and scripts are available in the companion GitHub repository (see “Related identifiers”).

Contents

The deposit includes three ZIP archives:





data.zipCore datasets and auxiliary resources used throughout the pipeline and evaluation, including:





CSV files for the main segmented dataset and branch-specific datasets (e.g., UNSUP/RB variants).




Text resources for normalization and filtering, such as custom_stopwords, interjeksi_stopwords, and slangword.






dataset_baselines.zipBaseline and intermediate datasets exported in CSV format, including baseline aspect-term outputs and derived datasets used for benchmarking and comparison. Examples include outputs from multiple baseline models and branch-specific exports aligned at the segment level.




outputs_bifurcated_hybrid_ate.zipFinal precomputed outputs (CSV) of the bifurcated pipeline for evaluation and auditing:





unsup_output.csv (UNSUP-ATE output)




rb_output.csv (RB-ATE output)




hybrid_output.csv (HYBRID-ATE output)





Data organization and expected usage

After downloading, reviewers can extract the ZIP archives and place the files into the expected directories referenced by the evaluation notebooks (e.g., data/ and precomputed_outputs/, depending on the share-pack layout). The evaluation notebooks operate on segment-level alignment, using a stable segment identifier (e.g., comment_id + seg_id) to ensure fair and consistent comparisons across methods and sources.

Notes on privacy and ethics

The shared data are prepared for research reproducibility and do not include personally identifying information. The study uses publicly available online text that has been anonymized prior to analysis.

Related code

All notebooks, scripts, and instructions to reproduce the evaluation workflow are provided in the companion GitHub repository (see “Related identifiers” in this record).
DOI: 10.25549/uschist-c104-237981
title: Southern California alumni review, vol. 17, no. 7 (1936 Mar.)

description: Southern California alumni review, vol. 17, no. 7 (1936 March). Published twenty times a year.
DOI: 10.25549/uschist-c104-226871
title: Southern California alumni review, vol. 10, no. 8 (1929 Apr.)

description: Southern California alumni review, vol. 10, no. 8 (1929 April). Published monthly except July and August.
DOI: 10.25549/uschist-c104-226875
title: Southern California alumni review, vol. 10, no. 8 (1929 Apr.)

description: Southern California alumni review, vol. 10, no. 8 (1929 April). Published monthly except July and August.
DOI: 10.25549/uschist-c104-226884
title: Southern California alumni review, vol. 10, no. 9 (1929 May)

description: Southern California alumni review, vol. 10, no. 9 (1929 May). Published monthly except July and August.
DOI: 10.25549/uschist-c104-226898
title: Southern California alumni review, vol. 10, no. 9 (1929 May)

description: Southern California alumni review, vol. 10, no. 9 (1929 May). Published monthly except July and August.
DOI: 10.25549/uschist-c104-226901
title: Southern California alumni review, vol. 10, no. 9 (1929 May)

description: Southern California alumni review, vol. 10, no. 9 (1929 May). Published monthly except July and August.
DOI: 10.25549/uschist-c104-237991
title: Southern California alumni review, vol. 17, no. 7 (1936 Mar.)

description: Southern California alumni review, vol. 17, no. 7 (1936 March). Published twenty times a year.
DOI: 10.25549/uschist-c104-237995
title: Southern California alumni review, vol. 17, no. 7 (1936 Mar.)

description: Southern California alumni review, vol. 17, no. 7 (1936 March). Published twenty times a year.
DOI: 10.25549/uschist-c104-238001
title: Southern California alumni review, vol. 17, no. 7 (1936 Mar.)

description: Southern California alumni review, vol. 17, no. 7 (1936 March). Published twenty times a year.
DOI: 10.25549/uschist-c104-238004
title: Southern California alumni review, vol. 17, no. 7 (1936 Mar.)

description: Southern California alumni review, vol. 17, no. 7 (1936 March). Published twenty times a year.
DOI: 10.25549/uschist-c104-238006
title: Southern California alumni review, vol. 17, no. 7 (1936 Mar.)

description: Southern California alumni review, vol. 17, no. 7 (1936 March). Published twenty times a year.
DOI: 10.25549/uschist-c104-226902
title: Southern California alumni review, vol. 10, no. 9 (1929 May)

description: Southern California alumni review, vol. 10, no. 9 (1929 May). Published monthly except July and August.
DOI: 10.15468/dl.g3bv3f
title: Occurrence Download

description: A dataset containing 24016 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phyllospora",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 24016 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031195-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-226908
title: Southern California alumni review, vol. 10, no. 9 (1929 May)

description: Southern California alumni review, vol. 10, no. 9 (1929 May). Published monthly except July and August.
DOI: 10.5281/zenodo.18411154
title: Multi-omic prognostic modeling of cancer and stromal cell states across over 10,000 checkpoint blockade treatment cases

description: This repository provides a comprehensive multi-omics resource (IRA10K) used for the article "Multi-omic prognostic modeling of cancer and stromal cell states across over 10,000 checkpoint blockade treatment cases", designed to facilitate the study of tumor-immune ecosystems and clinical responses to immunotherapy. The dataset integrates large-scale multi-omics data across diverse cancer types and treatment cohorts.

This resource is intended for academic and research purposes to advance the understanding of biomarkers and cellular mechanisms underlying immunotherapy response. For further details on the data processing pipelines, please refer to the associated publication.
DOI: 10.5281/zenodo.18411155
title: Multi-omic prognostic modeling of cancer and stromal cell states across over 10,000 checkpoint blockade treatment cases

description: This repository provides a comprehensive multi-omics resource (IRA10K) used for the article "Multi-omic prognostic modeling of cancer and stromal cell states across over 10,000 checkpoint blockade treatment cases", designed to facilitate the study of tumor-immune ecosystems and clinical responses to immunotherapy. The dataset integrates large-scale multi-omics data across diverse cancer types and treatment cohorts.

This resource is intended for academic and research purposes to advance the understanding of biomarkers and cellular mechanisms underlying immunotherapy response. For further details on the data processing pipelines, please refer to the associated publication.
DOI: 10.25549/uschist-c104-226912
title: Southern California alumni review, vol. 10, no. 9 (1929 May)

description: Southern California alumni review, vol. 10, no. 9 (1929 May). Published monthly except July and August.
DOI: 10.25549/uschist-c104-226913
title: Southern California alumni review, vol. 10, no. 9 (1929 May)

description: Southern California alumni review, vol. 10, no. 9 (1929 May). Published monthly except July and August.
DOI: 10.15468/dl.phc3sy
title: Occurrence Download

description: A dataset containing 9381 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Sceloporus torquatus"
 ]
}

 The dataset includes 9381 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031223-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-226915
title: Southern California alumni review, vol. 10, no. 10 (1929 June)

description: Southern California alumni review, vol. 10, no. 10 (1929 June). Published monthly except July and August.
DOI: 10.25549/uschist-c104-237069
title: Southern California alumni review, vol. 12, no. 4 (1930 Dec.)

description: Southern California alumni review, vol. 12, no. 4 (1930 December). Published monthly, except July and August.
DOI: 10.25549/uschist-c104-237071
title: Southern California alumni review, vol. 12, no. 4 (1930 Dec.)

description: Southern California alumni review, vol. 12, no. 4 (1930 December). Published monthly, except July and August.
DOI: 10.25549/uschist-c104-237079
title: Southern California alumni review, vol. 12, no. 4 (1930 Dec.)

description: Southern California alumni review, vol. 12, no. 4 (1930 December). Published monthly, except July and August.
DOI: 10.25549/uschist-c104-237082
title: Southern California alumni review, vol. 12, no. 4 (1930 Dec.)

description: Southern California alumni review, vol. 12, no. 4 (1930 December). Published monthly, except July and August.
DOI: 10.25549/uschist-c104-237096
title: Southern California alumni review, vol. 12, no. 4 (1930 Dec.)

description: Southern California alumni review, vol. 12, no. 4 (1930 December). Published monthly, except July and August.
DOI: 10.25549/uschist-c104-237192
title: Southern California alumni review, vol. 12, no. 7 (1931 Mar.)

description: Southern California alumni review, vol. 12, no. 7 (1931 March). Published monthly, except July and August.
DOI: 10.25549/uschist-c104-237197
title: Southern California alumni review, vol. 12, no. 7 (1931 Mar.)

description: Southern California alumni review, vol. 12, no. 7 (1931 March). Published monthly, except July and August.
DOI: 10.25549/uschist-c104-237201
title: Southern California alumni review, vol. 12, no. 7 (1931 Mar.)

description: Southern California alumni review, vol. 12, no. 7 (1931 March). Published monthly, except July and August.
DOI: 10.25549/uschist-c104-237208
title: Southern California alumni review, vol. 12, no. 7 (1931 Mar.)

description: Southern California alumni review, vol. 12, no. 7 (1931 March). Published monthly, except July and August.
DOI: 10.25549/uschist-c104-237211
title: Southern California alumni review, vol. 12, no. 7 (1931 Mar.)

description: Southern California alumni review, vol. 12, no. 7 (1931 March). Published monthly, except July and August.
DOI: 10.25549/uschist-c104-237098
title: Southern California alumni review, vol. 12, no. 4 (1930 Dec.)

description: Southern California alumni review, vol. 12, no. 4 (1930 December). Published monthly, except July and August.
DOI: 10.25549/uschist-c104-237101
title: Southern California alumni review, vol. 12, no. 4 (1930 Dec.)

description: Southern California alumni review, vol. 12, no. 4 (1930 December). Published monthly, except July and August.
DOI: 10.25549/uschist-c104-237102
title: Southern California alumni review, vol. 12, no. 4 (1930 Dec.)

description: Southern California alumni review, vol. 12, no. 4 (1930 December). Published monthly, except July and August.
DOI: 10.25549/uschist-c104-237109
title: Southern California alumni review, vol. 12, no. 5 (1931 Jan.)

description: Southern California alumni review, vol. 12, no. 5 (1931 January). Published monthly, except July and August.
DOI: 10.25549/uschist-c104-237123
title: Southern California alumni review, vol. 12, no. 5 (1931 Jan.)

description: Southern California alumni review, vol. 12, no. 5 (1931 January). Published monthly, except July and August.
DOI: 10.25549/uschist-c104-226932
title: Southern California alumni review, vol. 10, no. 10 (1929 June)

description: Southern California alumni review, vol. 10, no. 10 (1929 June). Published monthly except July and August.
DOI: 10.25549/uschist-c104-226937
title: Southern California alumni review, vol. 10, no. 10 (1929 June)

description: Southern California alumni review, vol. 10, no. 10 (1929 June). Published monthly except July and August.
DOI: 10.25549/uschist-c104-226944
title: Southern California alumni review, vol. 10, no. 10 (1929 June)

description: Southern California alumni review, vol. 10, no. 10 (1929 June). Published monthly except July and August.
DOI: 10.25549/uschist-c104-226957
title: Southern California alumni review, vol. 10, no. 10 (1929 June)

description: Southern California alumni review, vol. 10, no. 10 (1929 June). Published monthly except July and August.
DOI: 10.25549/uschist-c104-250939
title: Southern California alumni review, vol. 11, no. 1 (1929 Sept.)

description: Southern California alumni review, vol. 11, no. 1 (1929 September). Published monthly except July and August.
DOI: 10.25549/uschist-c104-250942
title: Southern California alumni review, vol. 11, no. 1 (1929 Sept.)

description: Southern California alumni review, vol. 11, no. 1 (1929 September). Published monthly except July and August.
DOI: 10.25549/uschist-c104-250943
title: Southern California alumni review, vol. 11, no. 1 (1929 Sept.)

description: Southern California alumni review, vol. 11, no. 1 (1929 September). Published monthly except July and August.
DOI: 10.25549/uschist-c104-250945
title: Southern California alumni review, vol. 11, no. 1 (1929 Sept.)

description: Southern California alumni review, vol. 11, no. 1 (1929 September). Published monthly except July and August.
DOI: 10.25549/uschist-c104-250950
title: Southern California alumni review, vol. 11, no. 1 (1929 Sept.)

description: Southern California alumni review, vol. 11, no. 1 (1929 September). Published monthly except July and August.
DOI: 10.25549/uschist-c104-250954
title: Southern California alumni review, vol. 11, no. 1 (1929 Sept.)

description: Southern California alumni review, vol. 11, no. 1 (1929 September). Published monthly except July and August.
DOI: 10.15468/dl.49ehe9
title: Occurrence Download

description: A dataset containing 1433 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neotrichia",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 1433 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031224-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-227412
title: Southern California alumni review, vol. 17, no. 5 (1936 Jan.)

description: Southern California alumni review, vol. 17, no. 5 (1936 January). Published twenty times a year.
DOI: 10.25549/uschist-c104-227425
title: Southern California alumni review, vol. 17, no. 6 (1936 Feb.)

description: Southern California alumni review, vol. 17, no. 6 (1936 February). Published twenty times a year.
DOI: 10.25549/uschist-c104-227432
title: Southern California alumni review, vol. 17, no. 6 (1936 Feb.)

description: Southern California alumni review, vol. 17, no. 6 (1936 February). Published twenty times a year.
DOI: 10.25549/uschist-c104-227441
title: Southern California alumni review, vol. 17, no. 6 (1936 Feb.)

description: Southern California alumni review, vol. 17, no. 6 (1936 February). Published twenty times a year.
DOI: 10.25549/uschist-c104-227448
title: Southern California alumni review, vol. 17, no. 6 (1936 Feb.)

description: Southern California alumni review, vol. 17, no. 6 (1936 February). Published twenty times a year.
DOI: 10.25549/uschist-c104-253227
title: Southern California alumni review, vol. 14, no. 2 (1932 Oct.)

description: Southern California alumni review, vol. 14, no. 2 (1932 October). Published monthly except July and August.
DOI: 10.25549/uschist-c104-253229
title: Southern California alumni review, vol. 14, no. 2 (1932 Oct.)

description: Southern California alumni review, vol. 14, no. 2 (1932 October). Published monthly except July and August.
DOI: 10.25549/uschist-c104-253237
title: Southern California alumni review, vol. 14, no. 3 (1932 Nov.)

description: Southern California alumni review, vol. 14, no. 3 (1932 November). Published monthly except July and August.
DOI: 10.25549/uschist-c104-253240
title: Southern California alumni review, vol. 14, no. 3 (1932 Nov.)

description: Southern California alumni review, vol. 14, no. 3 (1932 November). Published monthly except July and August.
DOI: 10.25549/uschist-c104-253254
title: Southern California alumni review, vol. 14, no. 3 (1932 Nov.)

description: Southern California alumni review, vol. 14, no. 3 (1932 November). Published monthly except July and August.
DOI: 10.25549/uschist-c104-253256
title: Southern California alumni review, vol. 14, no. 3 (1932 Nov.)

description: Southern California alumni review, vol. 14, no. 3 (1932 November). Published monthly except July and August.
DOI: 10.25549/uschist-c104-253258
title: Southern California alumni review, vol. 14, no. 3 (1932 Nov.)

description: Southern California alumni review, vol. 14, no. 3 (1932 November). Published monthly except July and August.
DOI: 10.25549/uschist-c104-253273
title: Southern California alumni review, vol. 14, no. 4 (1932 Dec.)

description: Southern California alumni review, vol. 14, no. 4 (1932 December). Published monthly except July and August.
DOI: 10.25549/uschist-c104-253275
title: Southern California alumni review, vol. 14, no. 4 (1932 Dec.)

description: Southern California alumni review, vol. 14, no. 4 (1932 December). Published monthly except July and August.
DOI: 10.25549/uschist-c104-253282
title: Southern California alumni review, vol. 14, no. 4 (1932 Dec.)

description: Southern California alumni review, vol. 14, no. 4 (1932 December). Published monthly except July and August.
DOI: 10.25549/uschist-c104-250959
title: Southern California alumni review, vol. 11, no. 1 (1929 Sept.)

description: Southern California alumni review, vol. 11, no. 1 (1929 September). Published monthly except July and August.
DOI: 10.25549/uschist-c104-250981
title: Southern California alumni review, vol. 11, no. 1 (1929 Sept.)

description: Southern California alumni review, vol. 11, no. 1 (1929 September). Published monthly except July and August.
DOI: 10.25549/uschist-c104-250998
title: Southern California alumni review, vol. 11, no. 2 (1929 Oct.)

description: Southern California alumni review, vol. 11, no. 2 (1929 October). Published monthly except July and August.
DOI: 10.25549/uschist-c104-250999
title: Southern California alumni review, vol. 11, no. 2 (1929 Oct.)

description: Southern California alumni review, vol. 11, no. 2 (1929 October). Published monthly except July and August.
DOI: 10.25549/uschist-c104-251004
title: Southern California alumni review, vol. 11, no. 2 (1929 Oct.)

description: Southern California alumni review, vol. 11, no. 2 (1929 October). Published monthly except July and August.
DOI: 10.25549/uschist-c104-237164
title: Southern California alumni review, vol. 12, no. 6 (1931 Feb.)

description: Southern California alumni review, vol. 12, no. 6 (1931 February). Published monthly, except July and August.
DOI: 10.25549/uschist-c104-237166
title: Southern California alumni review, vol. 12, no. 6 (1931 Feb.)

description: Southern California alumni review, vol. 12, no. 6 (1931 February). Published monthly, except July and August.
DOI: 10.25549/uschist-c104-237167
title: Southern California alumni review, vol. 12, no. 6 (1931 Feb.)

description: Southern California alumni review, vol. 12, no. 6 (1931 February). Published monthly, except July and August.
DOI: 10.25549/uschist-c104-237170
title: Southern California alumni review, vol. 12, no. 6 (1931 Feb.)

description: Southern California alumni review, vol. 12, no. 6 (1931 February). Published monthly, except July and August.
DOI: 10.15468/dl.nup46x
title: Occurrence Download

description: A dataset containing 38652 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Surirella",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 38652 records from 508 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031225-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-237176
title: Southern California alumni review, vol. 12, no. 6 (1931 Feb.)

description: Southern California alumni review, vol. 12, no. 6 (1931 February). Published monthly, except July and August.
DOI: 10.25549/uschist-c104-237214
title: Southern California alumni review, vol. 12, no. 7 (1931 Mar.)

description: Southern California alumni review, vol. 12, no. 7 (1931 March). Published monthly, except July and August.
DOI: 10.25549/uschist-c104-237219
title: Southern California alumni review, vol. 12, no. 8 (1931 Apr.)

description: Southern California alumni review, vol. 12, no. 8 (1931 April). Published monthly, except July and August.
DOI: 10.25549/uschist-c104-237225
title: Southern California alumni review, vol. 12, no. 8 (1931 Apr.)

description: Southern California alumni review, vol. 12, no. 8 (1931 April). Published monthly, except July and August.
DOI: 10.25549/uschist-c104-237229
title: Southern California alumni review, vol. 12, no. 8 (1931 Apr.)

description: Southern California alumni review, vol. 12, no. 8 (1931 April). Published monthly, except July and August.
DOI: 10.15468/dl.uqdmwx
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Rhinoclemmys pulcherrima pulcherrima"
 ]
}

 The dataset includes 116 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031226-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-237237
title: Southern California alumni review, vol. 12, no. 8 (1931 Apr.)

description: Southern California alumni review, vol. 12, no. 8 (1931 April). Published monthly, except July and August.
DOI: 10.25549/uschist-c104-251011
title: Southern California alumni review, vol. 11, no. 2 (1929 Oct.)

description: Southern California alumni review, vol. 11, no. 2 (1929 October). Published monthly except July and August.
DOI: 10.25549/uschist-c104-251018
title: Southern California alumni review, vol. 11, no. 2 (1929 Oct.)

description: Southern California alumni review, vol. 11, no. 2 (1929 October). Published monthly except July and August.
DOI: 10.25549/uschist-c104-251024
title: Southern California alumni review, vol. 11, no. 2 (1929 Oct.)

description: Southern California alumni review, vol. 11, no. 2 (1929 October). Published monthly except July and August.
DOI: 10.25549/uschist-c104-249233
title: Southern California alumni review, vol. 11, no. 3 (1929 Nov.)

description: Southern California alumni review, vol. 11, no. 3 (1929 November). Published monthly except July and August.
DOI: 10.25549/uschist-c104-249242
title: Southern California alumni review, vol. 11, no. 3 (1929 Nov.)

description: Southern California alumni review, vol. 11, no. 3 (1929 November). Published monthly except July and August.
DOI: 10.25549/uschist-c104-237240
title: Southern California alumni review, vol. 12, no. 8 (1931 Apr.)

description: Southern California alumni review, vol. 12, no. 8 (1931 April). Published monthly, except July and August.
DOI: 10.25549/uschist-c104-237242
title: Southern California alumni review, vol. 12, no. 8 (1931 Apr.)

description: Southern California alumni review, vol. 12, no. 8 (1931 April). Published monthly, except July and August.