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# Dataset Card: Multi-Task German Text Classification Dataset
## Dataset Description
This dataset contains German text samples labeled for three tasks:
1. **Fake News Detection (`is_fake`)**
2. **Hate Speech Detection (`is_hate_speech`)**
3. **Toxicity Detection (`is_toxic`)**
Each entry in the dataset has binary or missing labels for the respective tasks:
- `0`: Negative
- `1`: Positive
- `-1`: Not labeled for the task
The dataset is useful for training and evaluating models on multi-task learning objectives in the context of online German text.
---
## Dataset Structure
| **Column** | **Description** |
|-----------------------|-----------------------------------------------------------|
| `text` | The German text sample |
| `is_fake` | Binary label for fake news detection (0, 1 or -1) |
| `is_hate_speech` | Binary label for hate speech detection (0, 1, or -1) |
| `is_toxic` | Binary label for toxicity detection (0, 1, or -1) |
### Sample Data
This is only top few item of dataset where fake news is given as 0 or 1 but other 2 which are going to be hidden are in -1. similarly for hatespeech and toxicity , other 2 are -1
| **Text** | `is_fake` | `is_hate_speech` | `is_toxic` |
|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------|------------------|------------|
| Im Studio von @1730Sat1live sprechen wir heute mit Stefan Schulte, dem Vorstandsvorsitzenden der @FraportAG, über die Lage am Frankfurter Flughafen... | 0 | -1 | -1 |
| gigi hat einfach überhaupt keine lust mehr auf lucas. gigi 🤝 wir alle #ibes | 0 | -1 | -1 |
| In Österreich 🇦🇹 ist Bundespräsident @vanderbellen für eine 2. Amtszeit angelobt worden... | 0 | -1 | -1 |
| Was ist der Mindestlohn pro Stunde in Vietnam? https://t.co/VQof8kwRlL | 0 | -1 | -1 |
| #GretaThunberg will jetzt den #Kapitalismus überwinden... | 0 | -1 | -1 |
---
## Usage
This dataset is designed for training and evaluating multi-task classification models in German. The tasks include:
- Fake news detection
- Hate speech identification
- Toxicity assessment
### Example Usage in Python
```python
import pandas as pd
# Load the dataset
df = pd.read_csv("path_to_dataset.csv")
# Access text and labels
for index, row in df.iterrows():
text = row['text']
is_fake = row['is_fake']
is_hate_speech = row['is_hate_speech']
is_toxic = row['is_toxic']
# Example: Print the data
print(f"Text: {text}, Fake: {is_fake}, Hate Speech: {is_hate_speech}, Toxic: {is_toxic}")
```
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