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House-prices-in-Beijing

An analysis of house prices in Beijing

The Skyrocketing of housing prices over the last decade in China’s megacities have generated broad concerns. The idea behind this project is to have a better understanding on how the prices changed during the past decade and the reason behind it.

Unnamed: 0The indexes of the data. Basically useless for this project!
urlURL of the deal
idID of the transaction (the deal)
LngLongitude of the house
LatLatitude of the house
CidID of the customer
tradeTimeTime of the deal
DOMThe number of days that have passed since posting the house ad.
totalPriceThe final price of the house
squareThe size of the house
livingRoom# of living rooms
drawingRoom# of drawing rooms
kitchen# of kitchens
bathRoom# of bathooms
floor# of floors
constructionTimeThe year of construction
renovationConditionThe renovation condition
buildingStructureBuilding's structure
elevatorHas elevator?
subwaySubway accessibility?
districtWhich district?

The analysis includes:

  • Cleaning the data
  • Handling outliers & missing data
  • Adding new features
  • Visualization
  • Time Series Analysis

Great practice for educational purposes!