JŽr™me Cukier
VAST 2011 Challenge
Mini-Challenge 1 - Characterization of an Epidemic Spread
Authors and
Affiliations:
JŽr™me Cukier, OECD
Tool(s):
I used Python to clean and prepare the dataset, and Protovis (M. Bostock, J. Herr, V. Ogievetsky, Stanford University) to develop the
interactive tool that visualizes the data.
The tool can be downloaded at
http://dl.dropbox.com/u/5259106/mc1.zip
Video:
http://youtu.be/i5g7_iX9tVQ?hd=1
ANSWERS:
MC 1.1 Origin and Epidemic Spread:
Identify approximately where the outbreak started on the map (ground zero
location). If possible, outline the affected area. Explain how you arrived at
your conclusion.
The disease started affecting people on a
large scale on the morning of the 18th of May in the downtown area.
There were sporadic reports of similar symptoms in the previous night in
various areas of town, including in the Smogtown area where the infection most
likely originated.
This shows the downtown area on the
morning of the 18th. The red squares indicate that many people are
tweeting reporting symptoms
Later that day, we see how the disease has
spread to the rest of town.
MC 1.2 Epidemic Spread: Present a
hypothesis on how the infection is being transmitted. For example, is the
method of transmission person-to-person, airborne, waterborne, or something
else? Identify the trends that support your hypothesis. Is the outbreak
contained? Is it necessary for emergency management personnel to deploy
treatment resources outside the affected area? Explain your reasoning.
I have two
hypotheses for the start of the infection.
á Most likely: the explosion of the chemical plant in Smogtown.
á
Also possible: an accident involving a chemical
truck on a bridge over the VAST river, just west of the downtown area.
Both events
occurred on the 17th of May. That day, the wind was blowing
westward.
Since the
disease struck the downtown area, to the East, this rules out an airborne-only
transmission mode. Instead, the toxic chemicals flowed down the river from the
spill location.
Then, the
disease spread from the downtown area to the residential areas as workers
returned home. This indicates a person-to-person transmission mode.
At the end
of the period the disease isnÕt contained. Since it is contagious, everyone
interacting with a Vastopolitan is at risk. The waterborne pollutant which
caused the infection can also have travelled downstream to other towns.