cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/examiner-c44-80839
title: Bauder preliminary hearing (robbery), 1957

description: 3 images. Bauder preliminary hearing (robbery), 22 July 1957. Harry Pierce Bauder; Glenn Newman (victim of robbery); Robert Newman (victim of robbery); Deputy District Attorney Dave Feldman; Warren Hayes - 63 years.; Caption slip reads: "Photographer: Paegel. Date: 1957-07-22. Reporter: Sid Bernstein. Assignment: Harry bauder preliminary at Los Cerritos Muni Court -- Bellflower. 31/32: Harry Bauder on way to court. 24: The robbery victims, Glenn and Robert Newman. 10: In court: Bauder walks past Newman brothers (left, Glenn, right, Robert) seated Deputy District Attorney Dave Feldman. 27/28: Warren Hayes, 63, grandfather of Mrs. Helen Lee, victim of Bauder's 1953 truck wreck."
DOI: 10.17632/tgwr9k3ksr.1
title: Replication data for “Walking the Talk? Bank Climate Commitments and Green Lending in Emerging Markets”

description: This replication package contains the code required to reproduce the results in Bernad, M., De Haas, R., and Rud, J. P. (2026), “Walking the Talk? Bank Climate Commitments and Green Lending in Emerging Markets.”

The analysis relies on proprietary and restricted-access datasets, including Orbis (Bureau van Dijk), S&P Global Market Intelligence (SNL Financial), and confidential BEPS III data. BEEPS VI microdata are publicly available upon registration from the World Bank/EBRD.

The compiled climate commitment dataset, which matches publicly available signatory lists to confidential BEPS bank identifiers, cannot be redistributed due to confidentiality agreements.
DOI: 10.17909/926f-dt79
title: Updating DOI via the form

description: Creating test DOI in DOI Form
DOI: 10.25549/examiner-c44-80861
title: Navy honored by supervisors, 1957

description: 3 images. Navy honored by supervisors, 23 July 1957. Tom Coulter - 16 years; Rear Admiral C.C. Hartman; Supervisor Kenneth Hahn; William Moritz - 16 years; Commander Ferdinand Mendenhall.; Caption Slip reads: "Photographer: Mitchell. Date: 1957-07-23. Assignment: Navy honored by supervisors. 53/54: L to R: Supervisor Kenneth Hahn with Rear Admiral C.C. Hartman, Commandant of 11th Naval District. 57: Commander Ferdinand Mendenhall, US Navy Reserve, Commanding officer Naval Reserve Public Relations Company 11-2, LA."
DOI: 10.17632/nrrb33p88g
title: Dataset for: "The environmental impact of dairy cattle farming using Life Cycle Assessment"

description: Dataset containing the observations of published Life Cycle Assessment quantifying the environmental impact of cattle dairy farming. Each row represents an observation consisting of a single set of categorical variables and their corresponding impact category outcomes. The dataset consists of: (1) five Life Cycle Assessment impact categories measured per kg of Fat- and Protein- Corrected Milk, and (2) six categorical variables used to differentiate the studies.
DOI: 10.17632/nrrb33p88g.1
title: Dataset for: "The environmental impact of dairy cattle farming using Life Cycle Assessment"

description: Dataset containing the observations of published Life Cycle Assessment quantifying the environmental impact of cattle dairy farming. Each row represents an observation consisting of a single set of categorical variables and their corresponding impact category outcomes. The dataset consists of: (1) five Life Cycle Assessment impact categories measured per kg of Fat- and Protein- Corrected Milk, and (2) six categorical variables used to differentiate the studies.
DOI: 10.25549/examiner-c44-80864
title: Girl's Nation delegate, 1957

description: 2 images. Girl's Nation delegate, 23 July 1957. Linda Lu Knowles.; Caption Slip reads: "Photographer: Wyman. Date: 1957-07-23. Reporter: Waymire. Assignment: Girl's Nation delegate. 19: Linda Lu Knowles, 17, East Whittier and 'Sugar'. 27/28: Linda Lu Knowles packing for trip to Washington."
DOI: 10.17632/th5mryvvmz
title: original data for the manuscript: Reprogramming orthogonal regulatory and metabolic system for secondary metabolite production

description: This dataset corresponds to the raw experimental data for the manuscript "Reprogramming orthogonal regulatory and metabolic system for efficient erythromycin production". It includes:
1. “Figure 2.xlsx”：Raw data supporting the "Development of orthogonal artificial control system" chapter in the main text. 
2. “Figure 3.xlsx”：Raw data supporting the "Orthogonal PCoA and MMCoA supply module" chapter in the main text. 
3. “Figure 4.xlsx”：Raw data supporting the "Fine-tuning the stoichiometry of precursors guided by in vivo kinetics" chapter in the main text. 
4. “Figure 5.xlsx”：Raw data supporting the "Orthogonal methyl donor module" chapter in the main text. 
5. “Figure 6.xlsx”：Raw data supporting the "Orthogonal desosamine and mycarose supply module" chapter in the main text. 
6. “Figure 7.xlsx”：Raw data supporting the "Scale-up of the final strain with reprogrammed orthogonal regulatory and metabolic system" and the "Broad application of reprogramming orthogonal regulatory and metabolic system" chapters in the main text. 
7. “Sup Figure.xlsx”：Raw data supporting the Supplementary Figures corresponding to this manuscript
DOI: 10.25549/examiner-c44-48154
title: Los Feliz overpass near San Fernando Road nears completion, 1957

description: 6 images. Los Feliz overpass near San Fernando Road nears completion, 25 July 1957. General views.; Caption slip reads: "Photographer: Lapp. Date: 1957-07-25. Reporter: Copeland. Assignment: Los Feliz overpass. Special Instructions: Monday. 13/14/23/24/55/56: Los Fliz overpass near San Fernando Road -- nears completion".
DOI: 10.17632/th5mryvvmz.4
title: original data for the manuscript: Reprogramming orthogonal regulatory and metabolic system for secondary metabolite production

description: This dataset corresponds to the raw experimental data for the manuscript "Reprogramming orthogonal regulatory and metabolic system for efficient erythromycin production". It includes:
1. “Figure 2.xlsx”：Raw data supporting the "Development of orthogonal artificial control system" chapter in the main text. 
2. “Figure 3.xlsx”：Raw data supporting the "Orthogonal PCoA and MMCoA supply module" chapter in the main text. 
3. “Figure 4.xlsx”：Raw data supporting the "Fine-tuning the stoichiometry of precursors guided by in vivo kinetics" chapter in the main text. 
4. “Figure 5.xlsx”：Raw data supporting the "Orthogonal methyl donor module" chapter in the main text. 
5. “Figure 6.xlsx”：Raw data supporting the "Orthogonal desosamine and mycarose supply module" chapter in the main text. 
6. “Figure 7.xlsx”：Raw data supporting the "Scale-up of the final strain with reprogrammed orthogonal regulatory and metabolic system" and the "Broad application of reprogramming orthogonal regulatory and metabolic system" chapters in the main text. 
7. “Sup Figure.xlsx”：Raw data supporting the Supplementary Figures corresponding to this manuscript
DOI: 10.25549/examiner-c44-81185
title: Swindle of eight Los Angeles Stores (arrested in New york), 1957

description: 2 images. Swindle of eight Los Angeles Stores (arrested in New York), 31 July 1957. Arthur Donald Keller -- 22 years; Tanju Dilet -- 19 years (both copies).; Caption slip reads: "Photographer: Hecht. Date: 1957-07-31. Reporter: Zelinsky. Assignment: Swindlers arrest in N.Y. 146: Arthur Donald Keller. 147: Tanju Dilet (female). Copies".
DOI: 10.17632/r9cmjyfrdc.1
title: Replication Package for "The Effect of Relaxing Internal Migration Restrictions on Crime Rates"

description: Replication Package for "The Effect of Relaxing Internal Migration Restrictions on Crime Rates",run master.do to replicate all Tables/Figures
DOI: 10.25549/examiner-c44-49467
title: Classified Girl, 1957

description: 3 images. Classified Girl, 31 December 1957. Melodie Miller.
DOI: 10.17632/9crybtt2wh
title: Data: Modelling spatio-temporal distribution of urban population - A high-resolution model for German cities

description: Code, input data and results for the paper "Modelling spatio-temporal distribution of urban population - A high-resolution model for German cities" in the journal Computers, Environment and Urban Systems.
DOI: 10.25549/examiner-c44-49479
title: Extortion Attempt, 1957

description: 2 images. Extortion Attempt, 30 December 1957. Robert Hammond (Def.); Police Lt. Herman Zander; Dep. D.A. John Dickey.; Caption slip reads: "Photographer: Mitchell. Date: 1957-12-30. Reporter: McMahon. Assignment: Extortion. 11-12-2: Robert Hammond (Defendant). 79-80: L-R: Police Lt. Herman Zander, Deputy D.A. John Dickey".
DOI: 10.17632/9crybtt2wh.2
title: Data: Modelling spatio-temporal distribution of urban population - A high-resolution model for German cities

description: Code, input data and results for the paper "Modelling spatio-temporal distribution of urban population - A high-resolution model for German cities" in the journal Computers, Environment and Urban Systems.
DOI: 10.17632/479v4mym7j
title: Statistical Characterization and Prediction of E2E Latency over LEO Satellite Networks dataset

description: The datasets include raw measurement data obtained by running IRTT on the experimental testbed, covering transmissions over the Starlink network and back to the test endpoint. Each dataset contains per-packet timestamps, uplink latency, downlink latency, and round-trip time (RTT) measurements for all received packets. The data are provided as a single ZIP archive, which contains folders labeled by the date of each individual experiment. Within each folder, an irtt.txt file contains the full output of the IRTT tool, recorded continuously over many hours, tracking variations in uplink, downlink, and round-trip latency.

The data is the basis of the work published at https://arxiv.org/abs/2601.08439
DOI: 10.25549/examiner-c44-49475
title: Extortion Attempt, 1957

description: 2 images. Extortion Attempt, 30 December 1957. Robert Hammond (Def.); Police Lt. Herman Zander; Dep. D.A. John Dickey.; Caption slip reads: "Photographer: Mitchell. Date: 1957-12-30. Reporter: McMahon. Assignment: Extortion. 11-12-2: Robert Hammond (Defendant). 79-80: L-R: Police Lt. Herman Zander, Deputy D.A. John Dickey".
DOI: 10.17632/479v4mym7j.2
title: Statistical Characterization and Prediction of E2E Latency over LEO Satellite Networks dataset

description: The datasets include raw measurement data obtained by running IRTT on the experimental testbed, covering transmissions over the Starlink network and back to the test endpoint. Each dataset contains per-packet timestamps, uplink latency, downlink latency, and round-trip time (RTT) measurements for all received packets. The data are provided as a single ZIP archive, which contains folders labeled by the date of each individual experiment. Within each folder, an irtt.txt file contains the full output of the IRTT tool, recorded continuously over many hours, tracking variations in uplink, downlink, and round-trip latency.

The data is the basis of the work published at https://arxiv.org/abs/2601.08439
DOI: 10.25549/examiner-c44-49476
title: Extortion Attempt, 1957

description: 2 images. Extortion Attempt, 30 December 1957. Robert Hammond (Def.); Police Lt. Herman Zander; Dep. D.A. John Dickey.; Caption slip reads: "Photographer: Mitchell. Date: 1957-12-30. Reporter: McMahon. Assignment: Extortion. 11-12-2: Robert Hammond (Defendant). 79-80: L-R: Police Lt. Herman Zander, Deputy D.A. John Dickey".
DOI: 10.17632/9zg6nzcs2p
title: FFB Coding Workbook - Dataset

description: The data uploaded in here are analysed in the article The Digital Impression Management Strategies of Festival Film Bahari’s Instagram Account: A Content Analysis Research. By using the quantitative content analysis, this dataset includes the five indicators of Impression Management used for creating the coding standards of the content analysis, as well as the results of the coding. In addition to that, there is also the word count amount used to analyse the word cloud.
DOI: 10.17632/9zg6nzcs2p.2
title: FFB Coding Workbook - Dataset

description: The data uploaded in here are analysed in the article The Digital Impression Management Strategies of Festival Film Bahari’s Instagram Account: A Content Analysis Research. By using the quantitative content analysis, this dataset includes the five indicators of Impression Management used for creating the coding standards of the content analysis, as well as the results of the coding. In addition to that, there is also the word count amount used to analyse the word cloud.
DOI: 10.25549/examiner-c44-49499
title: Robbery attempt in cafe in Inglewood, 1957

description: 12 images. Robbery attempt in cafe in Inglewood, 30 December 1957. James Best; Joseph Naymola -- 42 yrs (bar owner); Mrs. Helen Naymola; General view of police shooting tear gas.; Caption slip reads: "Photographer: Sandusky. Date: 1957-12-30. Reporter: Hertel & Ostler. Assignment: Hold-Up victim -- 930 W. Manchester. 1-11-12: Joseph Naymola, owner. James Best, 31, sitting in ambulance. 2 negs: L-R: Joseph Naymola, 42, bar owner, and wife, Mrs. Helen Naymola shown in bar looking at table with liquor bottles from which suspects drank while in bar holding hostages. 1 neg: Naymola looks at bar".
DOI: 10.25549/examiner-c44-42968
title: Baseball -- Dodgers in Coliseum, 1958

description: 10 images. Baseball -- Dodgers in Coliseum, 17 January 1958. Kenneth Hahn; William S. Hughes; David Lamon; Vierling Kersey; Warren Dorn; Walter O'Malley; Don Loker; Jim Smith; Burton Chace. "Sports". (Sleeve reads: SP-12288).; Caption slip reads: "Photographer: Lapp. Date: 1958-01-17. Reporter: Davis. Assignment: Baseball & Coliseum Commission. 27-28: Dr. Vierling Kersey, City; Warren Dorn, County; Walter O'Malley; Don Loker; Kenneth Hahn, County. 23-24: Baseball Committee talk over deal drop out. Don Loker, Walter O'Malley listening to Commission. 33: Jim Smith read announcement. 16: Walter O'Malley shaking hands of Burton Chace and Kenneth Hahn. 39: L to R: William S. Hughes, President of Wagenseller & Durst, Inc. & David Lamon, representative of Blythe & Co. 40: L to R: David Lamon & William S. Hughes".
DOI: 10.17632/5yvscx54vr
title: Combining taxonomy-based semantic similarity methods and fuzzy similarity methods

description: This dataset presents the results of an experiment evaluating an approach for measuring similarity between two terms by combining taxonomy-based semantic similarity measures with fuzzy similarity measures.
Six taxonomy-based — SimR [1], SimW&P [2], SimL [3], SimJ&C [4], SimP&S [5], SimA [6] — were enhanced using three fuzzy similarity measures inspired by the Jaccard index [7], the Dice coefficient, and cosine similarity [8].
The original taxonomy-based methods and their enhanced versions have been experimented with four datasets, MC30 [9], RG65 [10], WordSim-353 [11], and Simlex-999 [12].
The results indicate that Pearson's correlation coefficients with human judgments exceed those obtained using the original versions of each of the six methods, regardless of the fuzzy similarity measure applied. The greatest improvements are achieved when the six methods are refined using cosine similarity. Specifically, the average performance gains range from 0.026 for SimJ&C to 0.093 for SimA.

[1] Resnik P. Using Information Content to Evaluate Semantic Similarity in a Taxonomy. In Proc. of the Int. Joint Conf. on Artificial Intelligence, Montreal, Quebec, Canada, August 20-25, Morgan Kaufmann, 448-453, 1995.
[2] Wu Z., Palmer M. Verb semantics and lexical selection. In Proc. of the 32nd Annual Meeting of the Associations for Computational Linguistics, Las Cruces, New Mexico, 133-138, 1994.
[3] Lin, D. An Information-Theoretic Definition of Similarity. In Proceedings of the Int. Conf. on Machine Learning, Madison, Wisconsin, USA. Morgan Kaufmann, 296-304, 1998.
[4] Jiang, J.J., Conrath, D.W. Semantic Similarity Based on Corpus Statistics and Lexical Taxonomy. In Proc. of Inter. Conf. Research on Computational Linguistics (ROCLING X), Taiwan, 1997.
[5] Pirrò, G. A Semantic Similarity Metric Combining Features and Intrinsic Information Content. Data Knowl. Eng, 68(11), 1289-1308, 2009.
[6] Adhikari, A., Singh, S., Mondal, D., Dutta, B., Dutta, A. A Novel Information Theoretic Framework for Finding Semantic Similarity in WordNet. CoRR, arXiv:1607.05422, abs/1607.05422, 2016.
[7] Formica A. Similarity reasoning in formal concept analysis: from one-to many-valued contexts. Knowledge and Information Systems, 60(2):715–739, 2019.
[8] Zimmermann H-J. Fuzzy Set Theory — and Its Applications. Springer, 2001.
[9] Miller G.A., Charles W.G. Contextual correlates of semantic similarity. Language and Cognitive Processes 6(1), 1-28, 1991.
[10] Rubenstein H. and Goodenough J. B. Contextual correlates of synonymy. Communications of the ACM, 8(10):627–633, 1965.
[11] Finkelstein L., Gabrilovich E., Matias Y., Rivlin E., Solan Z., Wolfman G., and Ruppin E.. Placing search in context: the concept revisited. In Proc of the 10th Int. Conf. on World Wide Web, WWW ’01, page 406–414, New York, NY, USA, 2001.
[12] Hill F., Reichart R., Korhonen A. SimLex-999: Evaluating semantic models with (genuine) similarity estimation. Computational Linguistics, 41(4):665–695, 2015.
DOI: 10.17632/5yvscx54vr.1
title: Combining taxonomy-based semantic similarity methods and fuzzy similarity methods

description: This dataset presents the results of an experiment evaluating an approach for measuring similarity between two terms by combining taxonomy-based semantic similarity measures with fuzzy similarity measures.
Six taxonomy-based — SimR [1], SimW&P [2], SimL [3], SimJ&C [4], SimP&S [5], SimA [6] — were enhanced using three fuzzy similarity measures inspired by the Jaccard index [7], the Dice coefficient, and cosine similarity [8].
The original taxonomy-based methods and their enhanced versions have been experimented with four datasets, MC30 [9], RG65 [10], WordSim-353 [11], and Simlex-999 [12].
The results indicate that Pearson's correlation coefficients with human judgments exceed those obtained using the original versions of each of the six methods, regardless of the fuzzy similarity measure applied. The greatest improvements are achieved when the six methods are refined using cosine similarity. Specifically, the average performance gains range from 0.026 for SimJ&C to 0.093 for SimA.

[1] Resnik P. Using Information Content to Evaluate Semantic Similarity in a Taxonomy. In Proc. of the Int. Joint Conf. on Artificial Intelligence, Montreal, Quebec, Canada, August 20-25, Morgan Kaufmann, 448-453, 1995.
[2] Wu Z., Palmer M. Verb semantics and lexical selection. In Proc. of the 32nd Annual Meeting of the Associations for Computational Linguistics, Las Cruces, New Mexico, 133-138, 1994.
[3] Lin, D. An Information-Theoretic Definition of Similarity. In Proceedings of the Int. Conf. on Machine Learning, Madison, Wisconsin, USA. Morgan Kaufmann, 296-304, 1998.
[4] Jiang, J.J., Conrath, D.W. Semantic Similarity Based on Corpus Statistics and Lexical Taxonomy. In Proc. of Inter. Conf. Research on Computational Linguistics (ROCLING X), Taiwan, 1997.
[5] Pirrò, G. A Semantic Similarity Metric Combining Features and Intrinsic Information Content. Data Knowl. Eng, 68(11), 1289-1308, 2009.
[6] Adhikari, A., Singh, S., Mondal, D., Dutta, B., Dutta, A. A Novel Information Theoretic Framework for Finding Semantic Similarity in WordNet. CoRR, arXiv:1607.05422, abs/1607.05422, 2016.
[7] Formica A. Similarity reasoning in formal concept analysis: from one-to many-valued contexts. Knowledge and Information Systems, 60(2):715–739, 2019.
[8] Zimmermann H-J. Fuzzy Set Theory — and Its Applications. Springer, 2001.
[9] Miller G.A., Charles W.G. Contextual correlates of semantic similarity. Language and Cognitive Processes 6(1), 1-28, 1991.
[10] Rubenstein H. and Goodenough J. B. Contextual correlates of synonymy. Communications of the ACM, 8(10):627–633, 1965.
[11] Finkelstein L., Gabrilovich E., Matias Y., Rivlin E., Solan Z., Wolfman G., and Ruppin E.. Placing search in context: the concept revisited. In Proc of the 10th Int. Conf. on World Wide Web, WWW ’01, page 406–414, New York, NY, USA, 2001.
[12] Hill F., Reichart R., Korhonen A. SimLex-999: Evaluating semantic models with (genuine) similarity estimation. Computational Linguistics, 41(4):665–695, 2015.
DOI: 10.25549/examiner-c44-42970
title: Baseball -- Dodgers in Coliseum, 1958

description: 10 images. Baseball -- Dodgers in Coliseum, 17 January 1958. Kenneth Hahn; William S. Hughes; David Lamon; Vierling Kersey; Warren Dorn; Walter O'Malley; Don Loker; Jim Smith; Burton Chace. "Sports". (Sleeve reads: SP-12288).; Caption slip reads: "Photographer: Lapp. Date: 1958-01-17. Reporter: Davis. Assignment: Baseball & Coliseum Commission. 27-28: Dr. Vierling Kersey, City; Warren Dorn, County; Walter O'Malley; Don Loker; Kenneth Hahn, County. 23-24: Baseball Committee talk over deal drop out. Don Loker, Walter O'Malley listening to Commission. 33: Jim Smith read announcement. 16: Walter O'Malley shaking hands of Burton Chace and Kenneth Hahn. 39: L to R: William S. Hughes, President of Wagenseller & Durst, Inc. & David Lamon, representative of Blythe & Co. 40: L to R: David Lamon & William S. Hughes".
DOI: 10.17632/cc82yg4sn6
title: Financial knowledge, confidence and financial behavior

description: This folder contains the replication code for "FINANCIAL KNOWLEDGE, CONFIDENCE AND FINANCIAL BEHAVIOR", coauthored by David Boto-García and Alessandro Bucciol. 
Please read the "READ ME" file before proceeding. Please contact botodavid@uniovi.es if you have any questions or problems.
DOI: 10.17632/cc82yg4sn6.1
title: Financial knowledge, confidence and financial behavior

description: This folder contains the replication code for "FINANCIAL KNOWLEDGE, CONFIDENCE AND FINANCIAL BEHAVIOR", coauthored by David Boto-García and Alessandro Bucciol. 
Please read the "READ ME" file before proceeding. Please contact botodavid@uniovi.es if you have any questions or problems.
DOI: 10.25549/examiner-c44-42971
title: Baseball -- Dodgers in Coliseum, 1958

description: 10 images. Baseball -- Dodgers in Coliseum, 17 January 1958. Kenneth Hahn; William S. Hughes; David Lamon; Vierling Kersey; Warren Dorn; Walter O'Malley; Don Loker; Jim Smith; Burton Chace. "Sports". (Sleeve reads: SP-12288).; Caption slip reads: "Photographer: Lapp. Date: 1958-01-17. Reporter: Davis. Assignment: Baseball & Coliseum Commission. 27-28: Dr. Vierling Kersey, City; Warren Dorn, County; Walter O'Malley; Don Loker; Kenneth Hahn, County. 23-24: Baseball Committee talk over deal drop out. Don Loker, Walter O'Malley listening to Commission. 33: Jim Smith read announcement. 16: Walter O'Malley shaking hands of Burton Chace and Kenneth Hahn. 39: L to R: William S. Hughes, President of Wagenseller & Durst, Inc. & David Lamon, representative of Blythe & Co. 40: L to R: David Lamon & William S. Hughes".
DOI: 10.25549/examiner-c44-42981
title: Baseball -- Dodgers press conference, 1958

description: 5 images. Baseball -- Dodgers press conference, 18 January 1958. Harold Parrott; Walter O'Malley; Fresco Thompson. "Sports". (Sleeve reads: SP-12288).; Caption slip reads: "Photographer: Monteverde. Date: 1958-01-18. Assignment: O'Malley press".
DOI: 10.17632/xkvxdd4cry
title: Data for Motivational Dynamics in Chinese English Majors' Intercultural Tasks on HelloTalk

description: This dataset supports the study titled "Motivational Dynamics in Mobile-Based Intercultural Tasks: A Mixed-Methods Study of Chinese English Majors Sharing Culture on HelloTalk". It contains raw and processed data collected from Chinese English-major university students who participated in real-time intercultural communication tasks via the HelloTalk mobile application. The aim of the study was to investigate the dynamic fluctuations in learners' motivation during tasks focused on disseminating Chinese culture.

The dataset includes two files:
Motometer Data: Longitudinal, minute-by-minute self-reported motivation ratings collected during task-based chats.
Questionnaire Data: Post-task survey responses containing qualitative feedback on motivating and demotivating factors.