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Joel Grus
@joelgrus
Chief Scientist, VoloMetrix
Secret: E31 is our favorite fire truck!
“Seattle Real-Time 911”
Scraped 9 years of data (2004-2012)
Truck Types
• Engines
• Medic and Aid
• Ladder trucks
• Battalion Chiefs
• (Others)
Secret: Fire trucks hang out with the downtrodden
Check-ins   Location
4,580       King Co Jail
3,780       Union Gospel Mission
3,499       DESC Shelter
2,723       DESC Morrison
2,697       Frye Apartments
2,597       Noel House
2,367       SHA Jefferson Terrace
2,313       Four Freedoms House
2,172       Mt St Vincent Retirement
2,099       Harbor House
Secret: More than 75% of
incidents are medical not fires
Type                        # of Incidents
Aid Response                341k
Medic Response              159k
Auto Fire Alarm             47k
Motor Vehicle Accident      23k
Aid Response Yellow         15k
Auto Fire Alarm Resd        13k
Medic Response 7 Per Rule   10k
…                           …
Secret: Fire Trucks Like the Nightlife




12 1   2   3   4   5   6   7   8   9   10 11 12   1   2   3   4   5   6   7   8   9   10 11
AM                                           PM                                          PM
Seasonality Secrets
50%



40%



30%



20%



10%



 0%
       1/1   2/1   3/1    4/1   5/1   6/1   7/1   8/1   9/1   10/1   11/1   12/1

-10%



-20%



-30%
Secret: My geocoding worked!
Not a secret: Seattle drivers are terrible

“Auto Accident” check-ins   “Assault” check-ins   “Fire” check-ins
Secret: 62% of check-ins are single truck
Secret: Geography is Destiny
Dates and Parties
Date Secrets
Party Secrets
TruckRank
Avg # Of Trucks at my Check-ins   12




                                  10




                                  8




                                  6
                                                                             A
                                                                             B
                                                                             E
                                  4                                          L
                                                                             M

                                  2




                                  0

                                   0.08   0.09   0.1    0.11   0.12   0.13

                                                 TruckRank
Future Directions
• Changes over time?
• Why are there no “cat stuck in tree” incidents in
  the data?
• Investigate other secrets:
    – Police cars
    – Garbage trucks
    – Stuffed hippos*




* My daughter suggested this one
Thanks!




•   More info in blog post on joelgrus.com
•   Code is on github.com/joelgrus
•   Data is not posted but am glad to share if you ask nicely
•   Will be around for rest of Strata, so come say “hi”
•   Check out VoloMetrix, we do sort of similar stuff (for companies, not fire trucks)
•   Follow me on Twitter: @joelgrus

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