Create README.md

README.md

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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 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
+
+| **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}")
+```
+
+