import Shared as sd
from datetime import datetime
countries_ = ["None", "US", "GB", "CA", "DE", "FR", "NL", "IT"]
regions_ = sd.get_dict("region")
def process(entry, result):
# Event - time
t = entry["t"] / 1000
min = datetime.fromtimestamp(t).minute
sd.binarize(result, min, 60)
hour = datetime.fromtimestamp(t).hour
sd.binarize(result, hour, 24)
day = datetime.fromtimestamp(t).weekday()
sd.binarize(result, day, 7)
hour_of_week = day*24+hour
sd.binarize(result, hour_of_week, 7*24)
# Event - country
sd.add_to_result(result, entry["cc"], countries_)
# Event - region
sd.add_to_result(result, entry["rg"], regions_)
import Shared as sd
margins_ = [3.5, 2.45, 3.0, 2.0, 1.65, 0.85, 1.25, 0.45, 0.25, 0.15, 0.1, 4.5, 0.0, 4.0]
bkcids_ = sd.get_dict("bkc")
def if_multiple_tmax(result, tmax, n):
tmax_tmp = tmax / float(n)
if tmax_tmp == int(tmax_tmp):
result.append(1)
else:
result.append(0)
def process(entry, result):
# Auction - margin
margin = round(float(entry["margin"]), 2)
sd.add_to_result(result, margin, margins_)
# Auction - tmax
tmax = entry["tmax"]
if not tmax == "None":
# Determine if tmax is multiple of 5 or 10
if_multiple_tmax(result, tmax, 5)
if_multiple_tmax(result, tmax, 10)
for thres in [500, 700]:
if tmax <= thres:
result.append(1)
else: