This project includes a collection of scripts/classes to get the data from ImmoScout, perform a statistical analysis on the rental data, and display the resulting analysis on an interactive Choropleth map.
The class ImmoScout converts the rental data on ImmoScout and can save it as a csv file.
Example:
from ImmoScout import ImmoScout
import pandas as pd
# instantiate the ImmoScout class by setting the city name and listing type
lausanne = ImmoScout(city_name = 'lausanne', list_type = 'rent')
# if some data is already downloaded set 'in_path' to the already saved csv file,
# otherwise just set the output path, i.e., out_path to save the converted data
lausanne.to_csv(in_path = '', out_path='../data/lausanne.csv')
# convert the csv to pandas data frame
df = pd.read_csv('../data/lausanne.csv')Here is the first 5 rows of df:
| index | Id | SurfaceArea | NumRooms | Type | Address | Description | Rent | Bookmark | Link | RentPerArea | RentPerRoom | AreaPerRoom | ZipCode | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 4695812 | 41.0 | 2.0 | flat | Av. de Cour 65, 1007 Lausanne, VD | Appartement de 2 pièces au 5ème étage | NaN | New | /en/d/flat-rent-lausanne/4695812?s=2&t=1&l=202... | NaN | NaN | 20.500000 | 1007 |
| 1 | 1 | 5204125 | 21.0 | 1.5 | studio | Route Aloys-Fauquez 122, 1018 Lausanne, VD | Studio proche de toutes les commodités | 970.0 | New | /en/d/studio-rent-lausanne/5204125?s=2&t=1&l=2... | 46.190476 | 646.666667 | 14.000000 | 1018 |
| 2 | 2 | 5201717 | 95.0 | 4.0 | flat | Av. de Morges 39, 1004 Lausanne, VD | Joli appartement - centre ville proche commodités | 2085.0 | NaN | /en/d/flat-rent-lausanne/5201717?s=2&t=1&l=202... | 21.947368 | 521.250000 | 23.750000 | 1004 |
| 3 | 3 | 5201713 | 29.0 | 1.5 | flat | Ch. du Devin 57, 1012 Lausanne, VD | Quartier de Chailly, spacieux 1.5 pièce | 910.0 | NaN | /en/d/flat-rent-lausanne/5201713?s=2&t=1&l=202... | 31.379310 | 606.666667 | 19.333333 | 1012 |
| 4 | 4 | 5195729 | 11.0 | NaN | single-room | Chemin de Montolivet 19, 1006 Lausanne, VD | 1006 Lausanne - Montolivet 19 - Chambre meublé... | 560.0 | NaN | /en/d/single-room-rent-lausanne/5195729?s=2&t=... | 50.909091 | NaN | NaN | 1006 |
For the rental data analysis see this notebook. Here is a quick article which include the resulting maps.