Datasets:

YRC10
/

MASH

id stringlengths 7 19	Casualty bool 2 classes	Evacuation bool 2 classes	Damage bool 2 classes	Advice bool 2 classes	Request bool 2 classes	Assistance bool 2 classes	Recovery bool 2 classes	Linguistic_Bias bool 2 classes	Political_Bias bool 2 classes	Gender_Bias bool 2 classes	Hate_Speech bool 2 classes	Racial_Bias bool 2 classes	Information_Integrity int64 -1 1
1fpvs1w	false	false	false	false	false	false	false	false	false	false	false	false	1
1fs6cwj	false	true	true	false	false	false	false	false	false	false	false	false	1
1fv6lh2	false	true	true	false	true	true	true	false	false	false	false	false	1
1fv86aa	false	true	true	false	true	true	true	false	false	false	false	false	1
1fw597a	true	true	true	false	true	true	true	true	false	false	false	false	-1
1fzxxzk	false	false	false	false	false	false	false	false	false	false	false	false	1
1fzxxzg	false	false	false	false	false	false	false	false	false	false	false	false	1
1fzy5gj	false	true	true	true	false	true	false	false	false	false	false	false	1
1fzy8go	false	false	false	true	false	false	false	false	true	false	false	false	-1
1fzy8gq	false	false	false	true	false	false	false	false	true	false	false	false	-1
1fzyafi	false	false	true	false	false	false	false	true	true	false	false	false	0
1fzyarr	true	true	true	false	false	true	true	false	true	false	false	false	1
1fzyarn	true	true	true	false	false	true	true	false	true	false	false	false	1
1fzydh5	false	true	true	true	false	true	false	false	false	false	false	false	1
1fzyeah	true	true	true	true	false	true	true	false	true	false	false	false	1
1fzyxaz	false	false	true	true	false	false	false	false	false	false	false	false	1
1fzyxp4	false	false	false	true	false	false	false	false	false	false	false	false	1
1fzz4lh	true	true	true	true	true	true	true	true	true	false	false	false	0
1fzzdax	false	true	true	true	false	true	false	false	false	false	false	false	1
1fzzjm8	false	false	false	false	false	false	false	false	false	false	false	false	1
1fzzkjv	false	false	false	false	false	false	false	false	false	false	false	false	1
1fzzl2r	false	false	false	false	false	false	false	false	false	false	false	false	1
1fzzldt	false	false	false	false	false	false	false	false	false	false	false	false	0
1fzzlqs	false	false	false	false	false	false	true	false	false	false	false	false	1
1fzzmh2	false	false	false	false	false	false	false	false	false	false	false	false	1
1fzzmyj	false	false	false	true	false	false	true	false	false	false	false	false	1
1fzznh8	false	false	false	false	false	false	true	false	false	false	false	false	1
1fzzo0d	false	false	true	false	false	false	false	false	false	false	false	false	1
1fzzomo	false	false	false	false	false	false	true	false	false	false	false	false	1
1fzzp6y	false	true	false	true	false	true	true	false	true	false	false	false	1
1fzzp9d	false	false	false	true	false	false	true	false	false	false	false	false	1
1fzzq2c	false	false	false	false	false	false	true	false	false	false	false	false	1
1fzzz7g	false	false	true	false	false	false	false	false	false	false	false	false	1
1fzzz7d	false	false	true	false	false	false	false	false	false	false	false	false	1
1g0051q	false	true	true	true	false	true	false	false	false	false	false	false	1
1g009h5	false	true	true	true	true	true	true	false	false	false	false	false	1
1g00geo	true	true	true	true	true	true	false	false	true	false	false	false	1
1g00l4r	false	true	true	true	true	true	true	true	false	false	false	false	1
1g00t02	true	true	true	true	false	true	true	true	true	false	false	false	-1
1g012gz	false	true	true	true	false	true	false	false	false	false	false	false	-1
1g013z0	true	true	true	true	false	true	true	false	true	false	false	false	1
1g0150g	true	true	true	true	true	true	true	false	true	false	false	false	1
1g018ej	false	true	false	false	false	true	true	false	false	false	false	false	1
1g01ebe	true	true	true	true	true	true	true	true	true	false	false	false	1
1g01fb1	false	false	true	false	false	false	false	false	false	false	false	false	1
1g01fb3	false	false	false	false	false	false	false	false	false	false	false	false	1
1g02aps	true	true	true	true	true	true	true	false	true	false	false	false	1
1g02f8z	false	false	false	false	false	false	false	false	false	false	false	false	1
1g02f90	false	false	false	false	false	false	false	false	false	false	false	false	1
1g02fpo	true	true	true	true	false	true	false	false	true	false	false	false	-1
1g02fpl	false	true	true	true	false	true	false	true	true	false	false	false	1
1g02pbq	false	true	true	true	true	true	true	false	false	false	false	false	1
1g02xn2	false	false	true	true	false	false	false	false	false	false	false	false	1
1g03boy	false	true	true	true	true	true	true	false	false	false	false	false	-1
1g03gxm	true	true	true	true	true	true	true	false	false	false	false	false	1
1g03gxp	true	true	true	true	true	true	true	false	false	false	false	false	1
1g03i8b	false	false	false	false	false	false	false	false	false	false	false	false	1
1g03i87	false	false	false	false	false	false	false	false	false	false	false	false	1
1g03n18	false	false	true	false	false	false	false	false	false	false	false	false	1
1g03n16	false	false	true	false	false	false	false	false	false	false	false	false	1
1g03ppn	false	false	false	false	false	false	false	false	false	false	false	false	-1
1g03sh8	false	true	true	false	false	true	false	false	true	false	false	false	1
1g043fd	true	true	true	true	false	true	true	false	false	false	false	false	1
1g04cwa	false	true	true	false	false	true	true	true	true	false	false	false	0
1g04dmi	false	true	true	false	false	true	true	true	true	false	false	false	0
1g04f3r	false	true	true	false	false	true	false	true	true	false	false	false	0
1g04g5p	false	true	true	true	false	false	false	false	false	false	false	false	1
1g04i0t	false	false	true	false	false	false	false	false	false	false	false	false	1
1g04j48	true	true	true	true	false	true	true	true	true	false	false	false	1
1g04ufb	true	true	true	true	true	true	true	false	true	false	false	false	1
1g0531b	false	false	true	true	false	false	false	true	false	false	false	false	1
1g0531a	false	false	true	true	false	false	false	true	false	false	false	false	1
1g05eb1	false	true	true	true	true	true	false	false	false	false	false	false	1
1g066od	false	true	true	false	false	false	false	true	true	false	false	false	1
1g06jps	true	true	true	true	true	true	false	false	false	false	false	false	1
1g06k32	true	true	true	true	true	true	false	false	false	false	false	false	1
1g06vgi	false	true	true	true	false	true	false	false	true	false	false	false	1
1g06vgd	false	true	true	true	true	true	false	false	true	false	false	false	1
1g079pd	false	true	true	true	true	true	false	false	false	false	false	false	1
1g07mpx	false	false	false	false	false	false	false	false	false	false	false	false	-1
1g07sqr	false	false	true	false	false	false	false	false	false	false	false	false	1
1g07sqt	false	false	true	false	false	false	false	false	false	false	false	false	1
1g08b7p	true	true	true	true	false	true	true	false	true	false	false	false	1
1g08ds1	true	true	true	true	false	true	false	false	true	false	false	false	1
1g08drz	true	true	true	true	false	true	false	false	true	false	false	false	1
1g08g5r	false	true	true	true	false	true	false	false	false	false	false	false	1
1g08jlw	false	false	false	false	true	true	false	true	false	true	false	false	0
1g08kfn	false	false	false	false	false	false	false	false	true	false	false	false	-1
1g08zs9	false	false	false	false	false	false	false	false	false	false	false	false	1
1g08zsc	false	false	false	false	false	false	false	false	false	false	false	false	1
1g096zt	false	true	true	false	false	false	false	false	false	false	false	false	1
1g09cw2	false	true	true	true	true	false	false	false	false	false	false	false	1
1g09l7d	false	true	true	true	true	false	false	false	false	false	false	false	1
1g09n4j	false	true	true	true	true	true	true	false	true	false	false	false	1
1g09n4l	false	true	true	true	true	true	true	false	true	false	false	false	1
1g09nfr	false	true	true	true	false	true	true	true	true	false	false	false	1
1g09nfn	false	true	true	true	false	true	false	true	true	false	false	false	1
1g09sgg	false	false	false	false	false	false	false	false	false	false	false	false	1
1g09sgj	false	false	true	false	false	false	false	false	false	false	false	false	1
1g0a2xj	false	false	false	false	false	false	false	false	false	false	false	false	1

End of preview. Expand in Data Studio

MASH: A Multiplatform Annotated Dataset for Societal Impact of Hurricane

We present a Multiplatform Annotated Dataset for Societal Impact of Hurricane (MASH) that includes 98,662 relevant social media data posts from Reddit, X, TikTok, and YouTube. In addition, all relevant posts are annotated on three dimensions: Humanitarian Classes, Bias Classes, and Information Integrity Classes in a multi-modal approach that considers both textual and visual content (text, images, and videos), providing a rich labeled dataset for in-depth analysis.

The dataset is also complemented by an Online Analytics Platform that not only allows users to view hurricane-related posts and articles, but also explores high-frequency keywords, user sentiment, and the locations where posts were made.

To our best knowledge, MASH is the first large-scale, multi-platform, multimodal, and multi-dimensionally annotated hurricane dataset. We envision that MASH can contribute to the study of hurricanes' impact on society, such as disaster severity classification, event detections, public sentiment analysis, and bias identification.

📘 Usage Notice

This dataset includes four annotation files:

• reddit_anno_publish.csv
• tiktok_anno_publish.csv
• twitter_anno_publish.csv
• youtube_anno_publish.csv

Each file contains post IDs and corresponding annotations on three dimensions: Humanitarian Classes, Bias Classes, and Information Integrity Classes.

To protect user privacy, only post IDs are released. We recommend retrieving the full post content via the official APIs of each platform, in accordance with their respective terms of service.

Humanitarian Classes

Each post is annotated with seven binary humanitarian classes. For each class, the label is either:

• True – the post contains this humanitarian information
• False – the post does not contain this information

These seven humanitarian classes include:

• Casualty: The post reports people or animals who are killed, injured, or missing during the hurricane.
• Evacuation: The post describes the evacuation, relocation, rescue, or displacement of individuals or animals due to the hurricane.
• Damage: The post reports damage to infrastructure or public utilities caused by the hurricane.
• Advice: The post provides advice, guidance, or suggestions related to hurricanes, including how to stay safe, protect property, or prepare for the disaster.
• Request: Request for help, support, or resources due to the hurricane
• Assistance: This includes both physical aid and emotional or psychological support provided by individuals, communities, or organizations.
• Recovery: The post describes efforts or activities related to the recovery and rebuilding process after the hurricane.

Note: A single post may be labeled as True for multiple humanitarian categories.

Bias Classes

Each post is annotated with five binary bias classes. For each class, the label is either:

• True – the post contains this bias information
• False – the post does not contain this information

These five bias classes include:

• Linguistic Bias: The post contains biased, inappropriate, or offensive language, with a focus on word choice, tone, or expression.
• Political Bias: The post expresses political ideology, showing favor or disapproval toward specific political actors, parties, or policies.
• Gender Bias: The post contains biased, stereotypical, or discriminatory language or viewpoints related to gender. 
• Hate Speech: The post contains language that expresses hatred, hostility, or dehumanization toward a specific group or individual, especially those belonging to minority or marginalized communities.
• Racial Bias: The post contains biased, discriminatory, or stereotypical statements directed toward one or more racial or ethnic groups.

Note: A single post may be labeled as True for multiple bias categories.

Information Integrity Classes

Each post is also annotated with a single information integrity class, represented by an integer:

• -1 → False information (i.e., misinformation or disinformation)
• 0 → Unverifiable information (unclear or lacking sufficient evidence)
• 1 → True information (verifiable and accurate)

Citation

ZENODO DOI: 10.5281/zenodo.15401479

Downloads last month: 0

Size of downloaded dataset files:

8.89 MB

Size of the auto-converted Parquet files:

1.84 MB

Number of rows:

98,662