new 2

	TrafficType	str: site/app
	PublisherId	str: brand value of publisher
	AppSiteId	str	: brand value of app/site
	AppSiteCategory	str: arts,travel: genre
	DeviceType	str
	Country	str
	CampaignId	int
	CreativeCategory	str
	ExchangeBid	float
	
	
	
	model=graphlab.logistic_classifier.create(train_data,target='Outcome',features=['TrafficType','PublisherId','AppSiteId','AppSiteCategory','DeviceType','Country','CampaignId','CreativeCategory','ExchangeBid'],validation_set=test_data,max_iterations=500)

	
	
	
	model=graphlab.logistic_classifier.create(train_data,target='Outcome',features=['TrafficType','DeviceType','CampaignId','CreativeCategory','ExchangeBid'],validation_set=test_data,max_iterations=500)

	
	TrafficType,PublisherId,AppSiteId	str
	AppSiteCategory	str
	Position	str
	Timestamp	int
	OS	str
	OSVersion	str
	Model	str
	Manufacturer	str
	Carrier	str
	DeviceType	str
	DeviceId	str
	DeviceIP	str
	Country	str
	Latitude	str
	Longitude	str
	Zipcode	int
	GeoType	str
	CampaignId	int
	CreativeId	int
	CreativeType	int
	CreativeCategory	str
	ExchangeBid	float
	
	
	
	['']
	
	
	
	
	model=graphlab.random_forest_classifier.create(train_data,target='Outcome',features=['TrafficType','PublisherId','AppSiteId','AppSiteCategory','Position','Timestamp','OS','OSVersion','Model','Manufacturer','Carrier','DeviceType','DeviceId','DeviceIP','Country','Latitude','Longitude','Zipcode','GeoType','CampaignId','CreativeId','CreativeType','CreativeCategory','ExchangeBid'],validation_set=test_data,max_iterations=5000,verbose=True)