Analysis of 13,252 publicly shared ChatGPT conversations by WebFX to uncover usage statistics - prompt length, message count, question vs command distribution, use-case categories.

### Data Availability Statement (for the paper)

All dialogue logs and final responses collected in this study are publicly available in the PROSPECT repository on Zenodo (DOI: [to be assigned]). The repository contains PDF files of complete dialogue histories and Markdown files of final comprehensive analyses for all conditions and models used in this study, allowing for reproducibility and further analysis.

### README.md for Zenodo

# PROSPECT: Professional Role Effects on Specialized Perspective Enhancement in Conversational Task

## Overview
This repository (PROSPECT) contains the dataset associated with the paper:
> "Empirical Investigation of Expertise, Multiperspectivity, and Abstraction Induction in Conversational AI Outputs through Professional Role Assignment to Both User and AI"

This research analyzed changes in dialogue logs and final responses when professional roles were assigned to both user and AI sides across multiple Large Language Models (LLMs). This repository provides the complete dialogue logs (PDF format) and final responses (Markdown format) used in the analysis.

## Directory Structure
The repository structure under the top directory (`PROSPECT/`) is as follows:

```
PROSPECT/
├── dialogue/ # Dialogue histories (PDF)
│ ├── none/
│ ├── ai_only/
│ ├── user_only/
│ └── both/
└── final_answers/ # Final responses (Markdown)
├── none/
├── ai_only/
├── user_only/
└── both/
```

- **dialogue/**
- Contains raw dialogue logs in PDF format. Subdirectories represent role assignment conditions:
- `none/`: No roles assigned to either user or AI
- `ai_only/`: Role assigned to AI only
- `user_only/`: Role assigned to user only
- `both/`: Roles assigned to both user and AI
- **final_answers/**
- Contains final comprehensive analysis responses in Markdown format. Directory structure mirrors that of `dialogue/`.

## File Naming Convention
Files in each directory follow this naming convention:
```
[AI]_[conditionNumber]-[roleNumber].pdf
[AI]_[conditionNumber]-[roleNumber].md
```
- `[AI]`: AI model name used for dialogue (e.g., ChatGPT, ChatGPT-o1, Claude, Gemini)
- `[conditionNumber]`: Number indicating role assignment condition
- 0: none
- 1: ai_only
- 2: user_only
- 3: both
- `[roleNumber]`: Professional role number
- 0: No role
- 1: Detective
- 2: Psychologist
- 3: Artist
- 4: Architect
- 5: Natural Scientist

### Examples:
- `ChatGPT_3-1.pdf`: Dialogue log with ChatGPT-4o model under "both" condition (3) with detective role (1)
- `Gemini_1-4.md`: Final response from Gemini model under "ai_only" condition (1) with architect role (4)

## Role Number Reference
| roleNumber | Professional Role |
|-----------:|:-----------------|
| 0 | No role |
| 1 | Detective |
| 2 | Psychologist |
| 3 | Artist |
| 4 | Architect |
| 5 | Natural Scientist|

## Data Description
- **Dialogue Histories (PDF format)**
Complete logs of questions and responses from each session, preserved as captured during the research. All dialogues were conducted in Japanese. While assistant version information is not included, implementation dates and model names are recorded within the files.
- **Final Responses (Markdown format)**
Excerpted responses to the final "comprehensive analysis request" as Markdown files, intended for text analysis and keyword extraction. All responses are in Japanese.

*Note: This dataset contains dialogues and responses exclusively in Japanese. Researchers interested in lexical analysis or content analysis should consider this language specification.

## How to Use
1. Please maintain the folder hierarchy after downloading.
2. For meta-analysis or lexical analysis, refer to PDFs for complete dialogues and Markdown files for final responses.
3. Utilize for research reproduction, secondary analysis, or meta-analysis.

## License
This dataset is released under the **CC BY 4.0** License.
- Free to use and modify, but please cite this repository (DOI) and the associated paper when using the data.

## Related Publication

## Disclaimer
- The dialogue logs contain no personal information or confidential data.
- The provided logs and responses reflect the research timing; identical prompts may yield different responses due to AI model updates.
- The creators assume no responsibility for any damages resulting from the use of this dataset.

## Contact
For questions or requests, please contact skeisuke@ibaraki-ct.ac.jp.