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Most of the information that we include for each node and edge is straightforward to obtain from the Twitter stream. However, there are some data processing aspects that require special handling: Mapping user names to IDs: The Twitter stream relates the tweets with internal user identifiers, while user mentions are expressed as user names. To match them, we use the Twitter API to resolve the user-id and user-name reference. URL shortening: A tweet is constrained to 140 characters, so most URLs are shortened using a URL shortening service such as http: //bit.ly/. The problem here is that a single URL can be referred to as several different short URLs. We. | U.S. Senate Pharmaceutical Industry Financial Holdings 2004 Stock Value Income Dividends etc Salary SenatorCompany_MinimumMaximum MinimumMaximum Honoraria Etc Allen George R-VA Agilent Technologies 1 001 15 000 0 201 Barr Pharmaceuticals 1 001 15 000 0 201 Johnson Johnson 1 001 15 000 0 201 Pfizer 1 001 15 000 0 201 Bayh Evan D-IN Cubist Pharmaceuticals spouse 50 000 100 000 Cubist Pharmaceuticals spouse 100 000 250 000 Cubist Pharmaceuticals spouse over 1 000 Curis Inc. spouse 100 001 250 000 0 201 Curis Inc. spouse 1 001 15 000 0 201 Curis Inc. spouse over 1 000 Dendreon Corp. spouse 1 001 15 000 0 Dendreon Corp. spouse over 1 000 Dyax Corp. spouse 15 000 50 000 0 Dyax Corp. spouse over 1 000 Esperion spouse 50 000 10 000 Esperion spouse 1 000 000 1 000 000 Esperion spouse over 1 000 Novovax spouse over 1 000 Bingaman Jeff D-NM Abbott Labs 15 000 50 000 201 1 000 Abbott Labs 1 001 15 000 0 201 Boston Scientific Corp. 1 001 15 000 0 201 Genentech 1 001 15 000 0 201 Johnson Johnson 15 001 50 000 201 1 000 Johnson Johnson 1 001 15 000 0 201 U.S. Senate Pharmaceutical Industry Financial Holdings 2004 Stock Value Income Dividends etc Salary SenatorCompany_MinimumMaximum MinimumMaximum Honoraria Etc Medtronic 1 001 15 000 0 201 Nuada Pharmaceuticals children 1 001 15 000 0 201 Bond Christopher R -MO Genentech spouse 0 1 000 1 001 2 500 Boxer Barbara D-CA blind trust 2001 Lab Corp. America spouse Brownback Sam R-KS Abbott Labs children 0 1 001 0 201 Biomet Inc children 0 1 001 2 501 5 000 Forest Labs childten 0 1 001 201 1 000 Johnson Johnson children 0 1 001 0 201 Medtronic children 0 1 001 201 1 000 Nektar Therapeutic Systems 15 001 50 000 Nektar Therapeutic Systems children 1 001 15 000 0 201 Pfizer children 0 1 001 0 201 Burns Conrad R-MT Pfizer spouse 1 001 15 000 201 1 000 Carper Thomas D-DE Medco children 0 1 001 0 201 Merck children 1 001 15 000 0 201 Chafee .