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Moving:  
An explora0on of how far we go for work. 




Solomon Bisker 
Special Topics in Interac0ve Art and Computa0onal Design, Spring 2010 
(Golan Levin’s Studio) 
Resume: Statement of corporate conformity?… 
…or reminder of who I am, and where I’ve been? 
The most popular reason for moving is a change of job (according to Ryder.) 
What do the worlds’ aRempts at geSng hired tell us about who we are  
– and where our lives take us? 
Places I used 
                                            to live.                            Where I 
                                                                                live now 




Idea: Find a ton of resumes. Find where people live now (ZIP CODE), and where they used to 
live (CITIES.)   
Step One: Collect Resumes 
Python script uses the Google and Bing APIs to find and download resumes, using the query 
"filetype:pdf resume.pdf”. “Buzzwords” salt searches to drum up addi0onal unique results. 
Step Two: Eliminate Duplicates 
Duplicates of resumes are found and deleted using an open‐source Python script, Duplinator 
Coverflow confirms results and, op0onally, lets us look for false posi0ve “Sample Resumes.” 
Step Three: Convert PDFs to TXT format. 
On Macs, this is done with Apple’s Automator workflow tool. 
Step Four: Extract loca0on informa0on from each resume into its own file. 
With Python, read in Ben Fry’s “Zip Decode” zip‐to‐city‐name mapping to determine valid US 
ci0es and valid US zipcodes. We’ll use his project again later. 
Ben Fry 




                                                    Me (Thanks to Ben Fry) 
Step Five: Plot loca0on informa0on in Processing 
Much of the visualiza0on code came from reverse‐engineering Ben Fry’s “Zip Decode”, 
leSng us plot both ci0es and zipcodes easily, and adding a Resume object model. 
~1,600 Resumes 
~600 Uniques 
~450 With Complete Loca0on informa0on (Number PloRed) 
Finding: There seem to be vastly more jobs (red dots) than home ci0es (blue dots). 
Finding: Lots of people jump coasts for work (especially to and from San Francisco) 
Finding: Other people simply Love New York. (Or Boston, or Philadelphia).  
Finding: Few people seem willing to leave Texas, even for work. 
Finding: Some people manage to find many new jobs in the same city (especially near big 
ci0es, but in smaller ones too).  
Can I zoom 
                                       in on 
 The Red and                          Boston? 
Blue dots cover 
  each oher! 




                    What’s the 
                     deal with 
                   this one guy? 

                                    Where is this 
                                    curve going? 




Known Issues 
Possible Next Steps 
Thank you (and discussion) 

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Moving: Resume Visualization