# In an attempt to better predict the number of "tree debris" 311 calls in
# Chicago, this experiment incorporates data from local weather stations.
from datetime import datetime
from menorah import Menorah
sources = [
["chicago-311", "Tree Debris", "aggregate=1 day"],
["chicago-beach-weather", "Foster Weather Station", "humidity"],
["chicago-beach-weather", "Foster Weather Station", "interval_rain"],
["chicago-beach-water-quality", "Osterman Beach", "wave_height"],
]
menorah = Menorah(
sources,
"work/example5-multifield-aggregated",
since=datetime(2015, 5, 20)
)
menorah.swarm(swarmParams={"swarmSize":"large"})
menorah.runModel(plot=True)
["chicago-beach-weather", "Foster Weather Station", "interval_rain"], ["chicago-beach-weather", "Foster Weather Station", "barometric_pressure"], ["chicago-beach-weather", "Foster Weather Station", "wind_speed"], ["chicago-beach-weather", "Foster Weather Station", "maximum_wind_speed"], ["chicago-beach-weather", "Foster Weather Station", "air_temperature"], ["chicago-beach-water-quality", "Osterman Beach", "wave_height"], ] menorah = Menorah( sources, "work/debris", since=datetime(2015, 5, 20) ) menorah.swarm() menorah.runModel() # Graffiti Removal vs weather. sources = [ ["chicago-311", "Graffiti Removal", "aggregate=1 day"], ["chicago-beach-weather", "Foster Weather Station", "humidity"], ["chicago-beach-weather", "Foster Weather Station", "interval_rain"], ["chicago-beach-weather", "Foster Weather Station", "barometric_pressure"], ["chicago-beach-weather", "Foster Weather Station", "wind_speed"], ["chicago-beach-weather", "Foster Weather Station", "maximum_wind_speed"], ["chicago-beach-weather", "Foster Weather Station", "air_temperature"], ] menorah = Menorah( sources,
