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Collecting Data

Description

Small group project made at BeCode. The aim was to scrap real estate data from websites and create a Database of more than 10.000 houses for sale. This will be used later in the formation. Objective hoped by the groupe : 80k.

Installation

Main packages used:

  • Selenium
  • Pandas
  • Json
  • Request
  • BeautifulSoup

Usage

To scrap real estate data from websites and create a Dataset

Visuals

Data Columns

Data Distribution

Contributors

The group working on this project is composed of:

We split up the sites to scraps as following :

Site
Immoweb Alain
LogicImmo Julien
ImmoVlan Jeff

We were racing all day and night toward the record of 50 000, (that we have beaten)

Wacky races

Difficulties and improuvements

  • We don't already past the captcha of ImmoVlan in time after trying with rotating headers, using selenium.
  • We had to adapt our data to a common trunk found in the websites. Hence loosing informations.
  • We could try NLP techniques to get more information and filter typos inside the code.
  • Most of the websites used having receive updates, the code as is isn't working anymore.

Timeline

From Monday 3 May to 6 May 2021

How to use

Run the Core.database_gen.load_database() to get the final database (the file is database.csv under Data)

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