A model using linear regression to predict the rent in Germany from kaggle data.
The dataset obtained from kaggle had almost 45 columns. But the most relavent columns were the region where the apartment is located and the area in square meter available. The areas currently supported are :
- Schleswig Holstein
- Berlin
- Bayern
- Brandenburg
- Sachsen
- Sachsen Anhalt
- Nordrhein Westfalen
- Mecklenburg Vorpommern
- Hamburg
- Rheinland Pfalz
- Hessen
Initially, only relationship between the area and rent was explored. But that model did not perform well. The the region was also integrated.
Do you think the rent you are paying is reasonable? Input the amenities of your residential and the model will calculate the expected rent based on listings.