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expedia-kaggle

  • Using pandas to import traning data
  • Extract datetime, year and month from training data
  • Select a random sample of 10000 records out of 37 million records
  • Select 2013 and early 2014 and mark it t1
  • Select late 2014 and mark it t2
  • Remove non-booking data
  • Do PCA on destination
  • Extact Checkin and Checkout dates
  • RandomForest from sklearn
  • Group by search destination distance
  • Obtain most frequent hotels

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https://www.kaggle.com/c/expedia-hotel-recommendations

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