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--- |
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language: |
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- en |
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task_categories: |
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- text-classification |
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pretty_name: HumanMOD (AMCIS 2023) |
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size_categories: |
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- 10M<n<100M |
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--- |
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We are excited to share the release of the HumanMOD dataset, unveiled in our [AMCIS 2023 paper ](https://aisel.aisnet.org/amcis2023/sig_aiaa/sig_aiaa/3). |
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Wang, Kanlun; Fu, Zhe; Zhou, Lina; and Zhang, Dongsong, "How Does User Engagement Support Content Moderation? A Deep Learning-based Comparative Study" (2023). AMCIS 2023 Proceedings. 3. |
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https://aisel.aisnet.org/amcis2023/sig_aiaa/sig_aiaa/3 |
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Dataset Summary: |
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- The data collection was limited to public online communities to comply with the platform's privacy policy. |
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- We leveraged a [Pushshift Reddit API](https://reddit-api.readthedocs.io/en/latest/) to scrape posts from 40 subreddits daily across four different domains from Aug 24 to October 28, 2022, resulting in 104,674 posts. |
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- To enhance the ecological validity of the study findings, we used a [PRAW API](https://praw.readthedocs.io/en/stable/) to perform another round of data collection of the collected posts 2 months later to validate whether the post content was moderated or not. |
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- Thereafter, we used a snowballing approach to collect the corresponding comments on all the posts. |
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- The metadata includes post content, post time, comment content, comment time, karma score, etc. |
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- We set a threshold for the minimum number of comments to 2 and an upper bound for the number of direct comments to 15 to facilitate the extraction of graph-based structural information. |
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- The final dataset consists of 8,511 moderated posts and another 8,511 not moderated posts. |
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- All the posts were commented on, with a total of 148,344 comments. |
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Data Fields for HumanMOD_Posts dataset: |
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- Reddit_ID: the unique identifiers for Reddit posts, which serve as the foreign keys bridging to the HumanMOD_Comments dataset. |
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- Subreddits: the names of subreddits |
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- Titles: the titles of Reddit posts |
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- Body: post content, which is an extended description of a post |
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- Author: the authors of posts |
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- URLs: the web addresses of Reddit posts |
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- Labels: (0) -- The post is not moderated; (1) -- The post is moderated by moderators. |
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Data Fields for HumanMOD_Comments dataset: |
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- Parent ID: the unique identifiers for parent comments |
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- Comment ID: the unique identifiers for child comments, the ones that reply to the parent comments |
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- Comment Body: the content of child comments |
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- Score: the karma scores of child comments |
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- Author: the authors of child comments |
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- Post ID: the specific Reddit post identifiers to which the child comment should be associated, which serve as the foreign keys bridging to the HumanMOD_Posts dataset. |
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