Datasets:
Tasks:
Text Classification
Modalities:
Text
Formats:
parquet
Sub-tasks:
multi-class-classification
Languages:
English
Size:
10K - 100K
License:
Commit ·
7739d3a
0
Parent(s):
Duplicate from Washii/Cyberbullying-Detection-CB1
Browse files- .gitattributes +60 -0
- README.md +110 -0
- data/test-00000-of-00001.parquet +3 -0
- data/train-00000-of-00001.parquet +3 -0
- data/validation-00000-of-00001.parquet +3 -0
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README.md
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---
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language:
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- en
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license: unknown
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task_categories:
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- text-classification
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task_ids:
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- multi-class-classification
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tags:
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- cyberbullying
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- hate-speech
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- social-media
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- twitter
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pretty_name: Cyberbullying Detection CB1
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size_categories:
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- 10K<n<100K
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---
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# Cyberbullying Detection — CB1
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## Dataset Description
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**CB1** is a multi-class text classification dataset for automated cyberbullying detection on social media. Each instance is a single social media post (sourced from Twitter/X) annotated with a cyberbullying category.
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This dataset is part of the **Cyberbullying-Detection** collection on Hugging Face.
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---
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## Dataset Structure
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### Data Fields
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| Field | Type | Description |
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|-------|------|-------------|
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| `text` | `string` | Raw social media post text |
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| `label` | `string` | Cyberbullying category (see label list below) |
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### Label Classes
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| Label | Description |
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|-------|-------------|
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| `not_cyberbullying` | Post does not contain cyberbullying content |
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| `ethnicity/race` | Cyberbullying targeting ethnicity or race |
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| `religion` | Cyberbullying targeting religion or religious identity |
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| `gender/sexual` | Cyberbullying targeting gender or sexual orientation |
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| `age` | Cyberbullying targeting age |
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| `other_cyberbullying` | Cyberbullying not fitting the above categories |
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---
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## Dataset Splits
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The dataset is split as follows:
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| Split | Size | Description |
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|-------|------|-------------|
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| `train` | 75% of total | Training set |
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| `validation` | 2,000 rows | Development / validation set (sampled from the 25% held-out portion) |
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| `test` | Remaining ~25% minus 2,000 | Test set |
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### Split Methodology
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```python
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from sklearn.model_selection import train_test_split
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# Step 1: 75% train, 25% test+dev
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train_df, test_dev_df = train_test_split(df, test_size=0.25, random_state=42)
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# Step 2: 2000 rows for dev, rest for test
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dev_df = test_dev_df.sample(n=2000, random_state=42)
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test_df = test_dev_df.drop(dev_df.index)
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```
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---
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## Usage
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```python
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from datasets import load_dataset
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dataset = load_dataset("Washii/Cyberbullying-Detection-CB1")
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# Access splits
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train = dataset["train"]
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validation = dataset["validation"]
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test = dataset["test"]
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# Example
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print(train[0])
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# {'text': '...', 'label': 'ethnicity/race'}
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```
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---
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## Source Data
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The original data is sourced from **"[Cyberbullying Detection](https://www.kaggle.com/datasets/andrewmvd/cyberbullying-classification)"** dataset in Kaggle, containing tweets annotated for cyberbullying across multiple categories. The full raw file is `CB1.csv`.
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---
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## Citation
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If you use this dataset, please cite the original source appropriately.
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---
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## Dataset Card Authors
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Uploaded and curated by [Washii](https://huggingface.co/Washii).
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data/test-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:1e347d933e81fdfa237cc34175bdaf130bd1d5509502a724129ebeb4dea7cd28
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size 2373623
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data/train-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:c0917c3686cad0682187930ee9cc4b1d189829c94e6702170deafbb309da401a
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size 7692096
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data/validation-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:2b8488d41ddaee8868848ef8ad9cba9c4a0475bb07dd9f61839f9620b4f9fc8a
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size 208581
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