Even worse, they claim it was from the station that is now at O'Hare, and they said it happened in the 30s and early 40s.
The data they say is the recorded temperatures, is here.
http://berkeleyearth.lbl.gov/auto/Stations/TAVG/Text/173130-TAVG-Data.txt
Sources: US First Order Summary of the Day
% US Cooperative Summary of the Day
% Global Historical Climatology Network - Daily
% Global Summary of the Day
% Global Historical Climatology Network - Monthly v2
% Hadley Centre Data Release
% US Cooperative Summary of the Month
% World Monthly Surface Station Climatology
% Monthly Climatic Data of the World
% Global Historical Climatology Network - Monthly v3
% Multi-network Metadata System
% World Weather Records
% World Meteorological Organization Metadata
That should clear things up.