/Apartment-price-prediction

Primary LanguageJupyter Notebook

Apartment price prediction

Warning: the parser might be outdated. Last time it has been checked in January 2019. More likely, you might need to slightly modify it.

The repository consists of:

  1. Parser as data source supplier. The parsed resource is krisha.kz as the most popular website about selling apartments in Kazakhstan.
  2. Multiple notebooks (EDA, regressions and apartment price prediction itself)

Price prediction example (.gif)

apartment price prediction example

Parsed data

Data summary

data summary

Data types

data types

Geographical location of the parsed data

Map with markers

map with markers

Heat map

heat map

Data visualization

Pearson correlation

pearson correlation

Price range

price range

Area to price dependency

area to price dependency

Linear regression

linear regression