hackathons/f5 at master · rbhambriiit/hackathons · GitHub

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removed:

BidId	str unique
	BidFloor	int  same
	Timestamp	int ignored
	Age	int not enuf data
	Gender	str  --do--
	Carrier	str
	DeviceId	str all 0
	Latitude	str
	Longitude	str
	Zipcode	int
	GeoType	str


kept:
	TrafficType	str: site/app
	PublisherId	str: brand value of publisher
	AppSiteId	str	: brand value of app/site
	AppSiteCategory	str: arts,travel: genre
	Position	str: top/bottom
	OS	str
	OSVersion	str
	DeviceType	str
	DeviceIP	str (perhaps!!)
	Country	str
	CampaignId	int
	CreativeId	int
	CreativeType	int
	CreativeCategory	str
	ExchangeBid	float


model=graphlab.logistic_classifier.create(train_data,target='sentiment',features=['TrafficType','PublisherId','AppSiteId','AppSiteCategory','Position','OS','OSVersion','DeviceType','DeviceIP','Country','CampaignId','CreativeId','CreativeType','CreativeCategory','ExchangeBid'],validation_set=test_data,max_iterations=500)


model=graphlab.random_forest_classifier.create(train_data,target='Outcome',features=['TrafficType','PublisherId','AppSiteId','AppSiteCategory','Position','OS','OSVersion','DeviceType','DeviceIP','Country','CampaignId','CreativeId','CreativeType','CreativeCategory','ExchangeBid'],validation_set=test_data,verbose=True)


graphlab.svm_classifier.create(train_data, target='sentiment',features=['TrafficType','PublisherId','AppSiteId','AppSiteCategory','Position','OS','OSVersion','DeviceType','DeviceIP','Country','CampaignId','CreativeType','CreativeCategory','ExchangeBid'], max_iterations=100, vadation_set=test_data, verbose=True)


model=graphlab.logistic_classifier.create(train_data,target='Outcome',features=['TrafficType','PublisherId','AppSiteId','AppSiteCategory','Position','OS','OSVersion','DeviceType','Country','CampaignId','CreativeId','CreativeType','CreativeCategory','ExchangeBid'],validation_set=test_data)


???
	Model	str
	Manufacturer	str


predict:
	Outcome	str