/IOI_hackathon_2020

Primary LanguageJupyter Notebook

IOI Hackathon

Data Source

  1. Kaggle
  2. GeoFabrik
  3. GADM

Supporting Software

  1. QGIS

1. Mobility Analytics

To get additional features to nba recommendation algorithm proposed below.

  1. Congestion 1/0
  2. Number of POI from distance radius

2. Next Best Alternative

Calculated based on the following:

Euclidean distance between features of the property

3. Customer Interest / Probabilty (Customer Lifetime Value)

Calculated based on the following:

frequency = The last time the customer has opened / use the app.

recency = The last time the customer has clicked liked / interested in a property

T = The total age since the customer has started using the app.

monetary_value = The total probable amount that the customer might be investing given the prices of property that he has looked into