PCD (Polish Cyberbullying Dataset)

The Polish Cyberbullying Dataset is a valuable resource for studying harmful online phenomena, specifically cyberbullying and hate speech in the Polish language. Let's delve into the details:

1. Dataset Overview:
2. The dataset contains tweets that have been annotated with labels indicating whether they fall into the category of cyberbullying/harmful or non-cyberbullying/non-harmful content.
3. These tweets were collected from publicly available Twitter discussions.

4. Minimal preprocessing has been applied to the tweets, primarily focusing on cases where information about a private individual is revealed to the public.

5. Purpose and Significance:

6. The lack of research on cyberbullying detection in the Polish language prompted the creation of this dataset.
7. Researchers aim to automatically detect harmful content on the internet and report it to service providers for further analysis and removal.

8. The dataset facilitates the development and evaluation of classification methods for identifying cyberbullying-related narratives.

9. Tasks Available:

10. Users can experiment with their classification algorithms to determine whether an internet entry (tweet) is part of a cyberbullying narrative or not.
11. The primary goal is to classify tweets into either cyberbullying/harmful or non-cyberbullying/non-harmful categories, achieving high precision, recall, balanced F-score, and accuracy.

12. An additional sub-task focuses on differentiating between various types of harmful information, such as cyberbullying or hate speech.

13. Example Format of Tweets:

14. Each tweet is represented as follows: "contents", class (1=harmful, 0=non-harmful, etc.)

15. Accessing the Dataset:

16. The dataset is available on GitHub under the repository named "cyberbullying-Polish"¹.
17. It includes annotated labels, scoring scripts, and raw tweets for research purposes.

This dataset contributes significantly to addressing the growing problem of harmful online behavior, providing researchers with a foundation for developing automatic cyberbullying detection methods in the Polish language ².

Source: Conversation with Bing, 3/16/2024 (1) GitHub - ptaszynski/cyberbullying-Polish: This dataset contains tweets .... https://github.com/ptaszynski/cyberbullying-Polish. (2) Expert-Annotated Dataset to Study Cyberbullying in Polish Language - MDPI. https://www.mdpi.com/2306-5729/9/1/1. (3) Data | Free Full-Text | Expert-Annotated Dataset to Study Cyberbullying .... https://www.mdpi.com/2306-5729/9/1/1/notes. (4) undefined. http://poleval.pl/tasks/task6.