cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/wxmnyrp668.1
title: CodeLLMExp: An Annotated Dataset for Automated Vulnerability Localization and Explanation in AI-Generated Code

description: CodeLLMExp is a comprehensive, large-scale, multi-language, and multi-vulnerability dataset created to advance research into the security of AI-generated code. It is specifically designed to train and evaluate machine learning models, such as Large Language Models (LLMs), on the joint tasks of Automated Vulnerability Localization (AVL) and Explainable AI (XAI).

The dataset was constructed through a rigorous pipeline that involved sourcing prompts from established security benchmarks (CodeLMSec, SecurityEval, Copilot CWE Scenarios), employing seed augmentation to ensure coverage of under-represented Common Weakness Enumerations (CWEs), and using a chain of LLMs to generate vulnerable code snippets. This raw data was then automatically evaluated for quality by an "LLM-as-judge" (validated against human experts with a Spearman correlation of 0.8545) and enriched with structured annotations.

CodeLLMExp covers three of the most widely used programming languages : Python, Java and C. It contains 10,400 high-quality examples across Python (44.3%), Java (29.6%), and C (26.1%). It focuses on 29 distinct CWEs, including the complete CWE Top 25 Most Dangerous Software Errors (2024. Each record in the dataset provides a vulnerable code snippet, the precise line number of the flaw, a structured explanation (root cause, impact, mitigation), and a fixed version of the code.

By providing richly annotated data for detection, classification, localization, and explanation, CodeLLMExp enables the development of more robust and transparent security analysis tools. It facilitates research into LLM adaptation strategies (e.g., prompting, fine-tuning, Retrieval-Augmented Generation), automated program repair, and the inherent security patterns of code produced by AI.
DOI: 10.25549/fickett-c25-244
title: Garden Contemporary Homes plan 300 foundation plan, 1959

description: Technical drawing of foundation plan (including fire place elevations and sections) of a Plan 300 house in the Garden Contemporary Homes residential development (tract 23857, bounded by Tribune Street, Darby Avenue, Los Alimos Street, and Reseda Boulevard; also including Bermuda Street), financed by Monday Investment Company (previousy August Investment Company), Los Angeles, California, USA, 1959 June 22. Drawn by Salerno for the firm Edward H. Fickett A.I.A. Architect (7421 Beverly Boulevard, Los Angeles), California, USA, as part of Job 5804 (sheet 14).
DOI: 10.25549/browneg-ouc11399eac1
title: We the People with Jerry Brown, 1996-03-19

description: Audio recording (audiocassette) of an episode of We the People with Jerry Brown, discussing immigration and the platform of enlightenment, 1996 March 19.
DOI: 10.15468/dl.z39pjr
title: Occurrence Download

description: A dataset containing 1659 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Candidiopotamon"
 ]
}

 The dataset includes 1659 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021060-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/browneg-ouc11399ebw1
title: We the People with Jerry Brown, 1995-08-24

description: Audio recording (audiocassette) of an episode of We the People with Jerry Brown, with guest William Blum, 1995 August 24. Discussing covert operations, government intelligence, overthrow of Allende in Chile.
DOI: 10.25549/fickett-c25-260
title: Garden Contemporary Homes plan 300 floor plan, 1959

description: Technical drawing of floor plan (including interior elevations, section, and detail) of a Plan 300 (the Montevideo) house in the Garden Contemporary Homes residential development (tract 23857, bounded by Tribune Street, Darby Avenue, Los Alimos Street, and Reseda Boulevard; also including Bermuda Street), financed by Monday Investment Company (previousy August Investment Company), Los Angeles, California, USA, 1959 June 22. Drawn by Reisman and Salerno for the firm Edward H. Fickett A.I.A. Architect (7421 Beverly Boulevard, Los Angeles), California, USA, as part of Job 5804 (sheet 15).
DOI: 10.25549/browneg-ouc11399ebux
title: We the People with Jerry Brown, 1995-10-31

description: Audio recording (audiocassette) of an episode of We the People with Jerry Brown, with guest Jim Wallis (author of The Soul of Politics), 1995 October 31.
DOI: 10.25549/browneg-ouc11399eajw
title: We the People with Jerry Brown, 1996-03-08

description: Audio recording (audiocassette) of an episode of We the People with Jerry Brown, with guest Richard Grossman, discussing ending corporate rule, 1996 March 08.
DOI: 10.25549/fickett-c25-253
title: Garden Contemporary Homes plan 300C elevations & framing plan, 1959

description: Technical drawing of exterior elevations and roof framing of a Plan 300C house in the Garden Contemporary Homes residential development (tract 23857, bounded by Tribune Street, Darby Avenue, Los Alimos Street, and Reseda Boulevard; also including Bermuda Street), financed by Monday Investment Company (previousy August Investment Company), Los Angeles, California, USA, 1959 June 22 (revised 1959 October 1). Drawn by Salerno for the firm Edward H. Fickett A.I.A. Architect (7421 Beverly Boulevard, Los Angeles), California, USA, as part of Job 5804 (sheet 18). Two copies.
DOI: 10.25549/browneg-ouc11399f5ce
title: We the People with Jerry Brown, Terri Swearingen, Incinerators, 1996-01-16

description: We the People with Jerry Brown, Terri Swearingen, Incinerators, 1996-01-16. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399fj1s
title: Frontline, Matsui v. Brown debate, Perot interview

description: Video recording (VHS) of an episode of Frontline, a debate between Bob Matsui and Jerry Brown on California This Week, and an interview and call-in questions with Ross Perot. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by Whisper AI.
DOI: 10.25549/browneg-ouc11399f58n
title: We the People with Jerry Brown, Helena Norberg-Hodge #2, 1997-01-17

description: We the People with Jerry Brown, Helena Norberg-Hodge #2, 1997-01-17. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.17632/v2txvny9mc
title: FlowCode examples

description: FlowCode example data for testing debarcoder and analysis pipeline
DOI: 10.25549/browneg-ouc11399fkzp
title: Brown, on homeless shelter and issues

description: Video recording (VHS) of Jerry Brown visiting a homeless shelter and discussing related issues (July 10 and 11). Tape #1035. Transcript created with Whisper AI.
DOI: 10.17632/v2txvny9mc.2
title: FlowCode examples

description: FlowCode example data for testing debarcoder and analysis pipeline
DOI: 10.25549/browneg-ouc11399fj1h
title: Mini Tuesday Coverage, 1992

description: Video recording (VHS), Mini Tuesday coverage, 1992. Including segments from Inside Politics on CNN, debate coverage, Texas, Arizona, Wyoming. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by Whisper AI.
DOI: 10.25549/browneg-ouc11399e62e
title: Jerry Brown, Galileo High School, SF, Tape 1, 1991-10-27

description: Jerry Brown, Galileo High School, SF, Tape 1, 1991-10-27. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399dtgt
title: We the People with Jerry Brown, Craig Hulet, 1996-03-26

description: We the People with Jerry Brown, Craig Hulet, 1996-03-26. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399e33l
title: Channel 7, news clips, 1978-07-17/1978-08-09

description: Video recording (U-matic) of news clips from ABC Channel 7, including Jerry Brown meeting with Howard Jarvis, Jerry Brown's 3 point rent plan with Howard Jarvis, Leo McElroy on Jerry Brown handling of Prop. 13, Tenants meeting with Jerry Brown, Jerry Brown meeting with business leaders re: Prop. 13, Ambassador Hotel meeting with landlords, rent hotline call-in, pending limit bill, Jerry Brown's Urban League speech, 1978 July 17/1978 August 06.
DOI: 10.5281/zenodo.15623458
title: What Drives Gullies in Spain's Olive Landscapes? A regional analysis of gully activity

description: Data of research work "What Drives Gullies in Spain's Olive Landscapes? A Regional Analysis of Gully Activity"

Figure 1. Photographs of the main landscape units (a) Mid mountains (b) Valley plains (c) Countryside foothills (d) Countryside hills

Figure 2 (a) Guadalquivir basin in Andalusia (Spain) (b) study area, one within each of the principal landscapes units occupied by olive groves and the meteorological stations (c) area occupied by olive groves in Andalusia (SIOSE)

Figure 3. Graphic illustration of gully head activity over the three study periods, showing four scenarios (NAG is new active gully head, SG is stable gully head, EAG is existing active gully head, X indicates no gully head presence, NON). Scenario a)      In 2008-2010 there is no gully head, in 2010-2013 a new gully head appears (NAG) and the gully head remains in the same position in 2013-2019 (SG); Scenario b) A gully head is mapped in the same position in all photos from 2008 to 2019, so the gully remains stable (SG) over all three study periods, Scenario c) A gully head emerges (NAG) in 2008-2010 and advances in 2010-2013 and in 2013-2019. This gully head is considered existing active gully head in the last two periods (EAG) d) A gully head emerges (NAG) in 2008-2010 and the gully head remains stable in 2010-2013 and the gully head advances in 2013-2019.

Figure 4. Observed gully heads in the years 2008, 2010, 2013 and 2019 for each landscape unit: a) countryside foothills, b) countryside hills, c) mid mountains and d) valley plains. Each study area occupies 25 km2.

Figure 5. Gully Head Initiation (GHI) index for the three gully head activity types and points that are not gully heads (EAG – existing active gully heads, SG - stable gully heads, NAG – new active gully heads, and NON- non-gully heads) in the 4 landscape units and for the entire data set (without differentiation between landscapes). The line dividing the box represents the median value.

Figure 6. Comparing GHI across three study periods (EAG: existing active gully heads, SG: stable gully heads, NAG: new active gully heads, and NON: non-gully heads)

Figure 7. (a) ROC curves and corresponding AUC values for each pairwise combination of the three gully head activity types, considering all landscapes together. (b) AUC for the entire model together, considering all the points that are gully heads compared to those that are not. 0: Non gully heads, NON; 1: New active gully heads NAG; 2: Existing active gully heads EAG; 3: Stable gully heads, SG.

Figure 8. Topographic threshold for gully head initiation applied to the three classes of gully head erosion activity and points that are not gully heads (SG: Stable gully heads, NAG: New active gully heads, EAG: Existing active gully heads, NON: Non-gully head)
DOI: 10.5281/zenodo.17549654
title: What Drives Gullies in Spain's Olive Landscapes? A regional analysis of gully activity

description: Data of research work "What Drives Gullies in Spain's Olive Landscapes? A Regional Analysis of Gully Activity"

Figure 1. Photographs of the main landscape units (a) Mid mountains (b) Valley plains (c) Countryside foothills (d) Countryside hills

Figure 2 (a) Guadalquivir basin in Andalusia (Spain) (b) study area, one within each of the principal landscapes units occupied by olive groves and the meteorological stations (c) area occupied by olive groves in Andalusia (SIOSE)

Figure 3. Graphic illustration of gully head activity over the three study periods, showing four scenarios (NAG is new active gully head, SG is stable gully head, EAG is existing active gully head, X indicates no gully head presence, NON). Scenario a)      In 2008-2010 there is no gully head, in 2010-2013 a new gully head appears (NAG) and the gully head remains in the same position in 2013-2019 (SG); Scenario b) A gully head is mapped in the same position in all photos from 2008 to 2019, so the gully remains stable (SG) over all three study periods, Scenario c) A gully head emerges (NAG) in 2008-2010 and advances in 2010-2013 and in 2013-2019. This gully head is considered existing active gully head in the last two periods (EAG) d) A gully head emerges (NAG) in 2008-2010 and the gully head remains stable in 2010-2013 and the gully head advances in 2013-2019.

Figure 4. Observed gully heads in the years 2008, 2010, 2013 and 2019 for each landscape unit: a) countryside foothills, b) countryside hills, c) mid mountains and d) valley plains. Each study area occupies 25 km2.

Figure 5. Gully Head Initiation (GHI) index for the three gully head activity types and points that are not gully heads (EAG – existing active gully heads, SG - stable gully heads, NAG – new active gully heads, and NON- non-gully heads) in the 4 landscape units and for the entire data set (without differentiation between landscapes). The line dividing the box represents the median value.

Figure 6. Comparing GHI across three study periods (EAG: existing active gully heads, SG: stable gully heads, NAG: new active gully heads, and NON: non-gully heads)

Figure 7. (a) ROC curves and corresponding AUC values for each pairwise combination of the three gully head activity types, considering all landscapes together. (b) AUC for the entire model together, considering all the points that are gully heads compared to those that are not. 0: Non gully heads, NON; 1: New active gully heads NAG; 2: Existing active gully heads EAG; 3: Stable gully heads, SG.

Figure 8. Topographic threshold for gully head initiation applied to the three classes of gully head erosion activity and points that are not gully heads (SG: Stable gully heads, NAG: New active gully heads, EAG: Existing active gully heads, NON: Non-gully head)
DOI: 10.25549/browneg-ouc11399dkgp
title: We the People with Jerry Brown, James Tabor, 1995-08-09

description: We the People with Jerry Brown, James Tabor, 1995-08-09. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/fickett-c25-148
title: William Janss residence, Indian Wells, 1961

description: Black and white photograph of the William Janns residence, 47145 Crystal Loop, Indian Wells, California, USA, 1961. Photograph taken from high vantage point.
DOI: 10.25549/browneg-ouc11399djgr
title: We the People with Jerry Brown and Mimi Rosenberg, Jeanne Stellman and Richard Grossman, 1995-09-14

description: We the People with Jerry Brown and Mimi Rosenberg, Jeanne Stellman and Richard Grossman, 1995-09-14. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399dig9
title: We the People with Jerry Brown, Susan Sarandon, 1996-02-06

description: We the People with Jerry Brown, Susan Sarandon, 1996-02-06. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399dfzd
title: #1130, Consider the Possibilities, #170, 1990

description: #1130, Consider the Possibilities, #170, 1990. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399dizq
title: We the People with Jerry Brown, Charles K. Wright, 1995-08-14

description: We the People with Jerry Brown, Charles K. Wright, 1995-08-14. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399dj10
title: We the People with Jerry Brown, Dale Maharidge, 1996-10-07

description: We the People with Jerry Brown, Dale Maharidge, 1996-10-07. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.17632/bt52hn688x
title: Soil Microbial Diversity and Function Differ Across Eucalyptus Plantations of Varying Productivity in KwaZulu-Natal, South Africa

description: The fungal and bacterial OTU tables were generated from high-throughput sequencing data obtained using the Illumina MiSeq platform.
DOI: 10.25549/browneg-ouc11399eiln
title: We the People with Jerry Brown, Henry Giroux, 1997-09-09

description: We the People with Jerry Brown, Henry Giroux, 1997-09-09. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.15468/dl.u5kc6h
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Türkiye",
 "Geometry POLYGON((-12.43643 7.60182,78.70835 7.60182,78.70835 44.09174,-12.43643 44.09174,-12.43643 7.60182))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Fagus orientalis"
 ]
}

 The dataset includes 116 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021062-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/bt52hn688x.1
title: Soil Microbial Diversity and Function Differ Across Eucalyptus Plantations of Varying Productivity in KwaZulu-Natal, South Africa

description: The fungal and bacterial OTU tables were generated from high-throughput sequencing data obtained using the Illumina MiSeq platform.
DOI: 10.25549/browneg-ouc11399ei2y
title: We the People with Jerry Brown, Ron Nakadegawa, 1997-03-26

description: We the People with Jerry Brown, Ron Nakadegawa, 1997-03-26. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399ehst
title: We the People with Jerry Brown, Post Election Analysis, 1996-11-06

description: We the People with Jerry Brown, Post Election Analysis, 1996-11-06. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399ec1h
title: We the People with Jerry Brown, 1996-03-28

description: Audio recording (audiocassette) of an episode of We the People with Jerry Brown, with guest Suzanne Arms, 1996 March 28. Discussing birth, midwifery, social conditions of health care.
DOI: 10.25549/fickett-c25-106
title: Port of Los Angeles, 1962

description: Black and white photograph of front exterior, Port of Los Angeles, 425 South Palos Verdes Sttreet, Los Angeles, California, USA, 1962. Taken during the day.
DOI: 10.25549/browneg-ouc11399dgov
title: Press Unit

description: The Edmund G. Brown, Jr. papers comprise the papers of Jerry Brown during his tenure as California Secretary of State (1971-1975) and his first two terms as the Governor of California (1975-1983). Over the course of his career, Jerry Brown has served as the California Secretary of State (1971-1975), the 34th Governor of California (1975-1983), the Mayor of Oakland (1999-2007), the Attorney General of California (2007-2011), and the 39th Governor of California (2011-2019).
DOI: 10.25549/browneg-ouc11399dizz
title: We the People with Jerry Brown, Gar Alperovitz, 1995-08-16

description: We the People with Jerry Brown, Gar Alperovitz, 1995-08-16. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.15468/dl.9wevwz
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Tachigali melanocarpa"
 ]
}

 The dataset includes 117 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021063-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/browneg-ouc11399divs
title: We the People with Jerry Brown, Judi Bari, Headwaters Update, 1995-08-17

description: We the People with Jerry Brown, Judi Bari, Headwaters Update, 1995-08-17. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399dgkx
title: Press Unit

description: The Edmund G. Brown, Jr. papers comprise the papers of Jerry Brown during his tenure as California Secretary of State (1971-1975) and his first two terms as the Governor of California (1975-1983). Over the course of his career, Jerry Brown has served as the California Secretary of State (1971-1975), the 34th Governor of California (1975-1983), the Mayor of Oakland (1999-2007), the Attorney General of California (2007-2011), and the 39th Governor of California (2011-2019).
DOI: 10.25549/browneg-ouc11399dihx
title: We the People with Jerry Brown, Sister Helen Prejean. 1996-09-03

description: We the People with Jerry Brown, Sister Helen Prejean. 1996-09-03. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399e679
title: Jerry Brown - San Diego, 1991-07-21

description: Jerry Brown - San Diego, 1991-07-21. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/fickett-c25-80
title: Unid. residence, La Habra, 1953

description: Black and white photograph of living room, looking out to the patio, La Habra, California, USA, 1953.
DOI: 10.15468/dl.b6qc5b
title: Occurrence Download

description: A dataset containing 175 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polystichum glaciale"
 ]
}

 The dataset includes 175 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021065-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/browneg-ouc11399dt2x
title: We the People with Jerry Brown, Marva Collins, 1996-08-02

description: We the People with Jerry Brown, Marva Collins, 1996-08-02. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399e2ds
title: Brown, news clips, 1978-10-07/1978-10-14

description: Video recording (U-matic) of news clips featuring Jerry Brown, 1978 October 07/1978 October 14.
DOI: 10.25549/fickett-c25-95
title: Meadowlark Park, Reseda, 1952

description: Black and white photograph of living room, facing the kitchen, Black and white photograph of 7749 Yarmouth Avenue, Meadowland Park, Reseda, California, USA, 1952.
DOI: 10.15468/dl.375st9
title: Occurrence Download

description: A dataset containing 477 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Carlito syrichta"
 ]
}

 The dataset includes 477 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021064-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/browneg-ouc11399eblg
title: We the People with Jerry Brown, 1996-04-08

description: Audio recording (audiocassette) of an episode of We the People with Jerry Brown, with guest Stephen Gaskin, 1996 April 08. Discussing Rocinante project, "hippie state of the union", and Gaskin's time teaching at San Francisco State.
DOI: 10.25549/browneg-ouc11399earp
title: We the People with Jerry Brown, 1996-02-26

description: Audio recording (audiocassette) of an episode of We the People with Jerry Brown, with guest Morton Horwitz discussing the transformation of American law, 1996 February 26.
DOI: 10.25549/fickett-c25-107
title: Port of Los Angeles, 1962

description: Black and white photograph of front exterior, Port of Los Angeles, 425 South Palos Verdes Sttreet, Los Angeles, California, USA, 1962. Taken during the day.