---
license: cc-by-4.0
task_categories:
- tabular-classification
- tabular-regression
language:
- en
tags:
- synthetic
- machine-learning
- data-analysis
size_categories:
- 100K<n<1M
---

# Abwanderung aufgrund von Retouren-Problemen

High-quality synthetic dataset for machine learning and data analysis.

## 📊 Dataset Overview

- **Rows:** 500,000 (sample: 1,000)
- **Columns:** 10
- **Quality Score:** 99%
- **Format:** CSV
- **Type:** 100% Synthetic

## 🎯 Features

- `Datum_Abzug`
- `Datum_Einzelhandel`
- `Gesamtverluste`
- `Anzahl_Retouren`
- `Durchschnittlicher_Rabatt`
- `Produktart`
- `Kundensegment`
- `Region`
- `Verkaufsstellen`
- `Ursache_Retouren`


## 💡 Use Cases

- 🤖 Machine learning model training
- 📊 Data analysis and visualization
- 🔬 Algorithm development
- 📚 Education and research
- 🧪 Testing and prototyping

## ✅ Quality & Privacy

- **LLM-validated** quality score: 99%
- **100% synthetic** - no real personal data
- **GDPR compliant** by design
- **Privacy-safe** for all applications

## 🚀 Quick Start

```python
from datasets import load_dataset

dataset = load_dataset("MarvHins/abwanderung-aufgrund-von-retouren-problemen")
df = dataset['train'].to_pandas()

print(df.head())
print(df.info())
```

## 📝 License

CC BY 4.0 - Free to use with attribution


## 💰 Get Full Dataset

This is a **sample preview** (1,000 rows).

**[🔗 Purchase Full Dataset (500,000 rows) →](https://buy.stripe.com/eVq00i0Qr5iJfZI5lx0cs0g)**

Price includes:
- Complete dataset (500,000 rows)
- All 10 features
- Commercial license
- Instant download


## 👤 Author

Marvin Hinske | 2025

---

*This is a sample preview (1,000 rows). Full dataset available for purchase.*