“…As for the homicide rate in 2009 as the homicide rate for 1999, 2002, 2006 and 2008, it can be appreciate a spatial concentration of the homicides in the north and west of Medellin, especially in districts 12 de Octubre, Aranjuez, Castilla and San Javier, among these ten years. This very interesting pattern of crime, homicides are committed in the same places, which have been stressed by Gaviria et al (2010) and Llorente and Rivas (2005) 1980 1981 1982 1983 1984 1985 1986 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 Homicides per 100,000 people 1999, 2002, 2006 and 2008 The spatial concentration of homicide rate and crime in general, has important impacts over the quality life of people. Nonetheless, this effect is not unique, the spatial concentration of the crime can have influence over the dynamic of neighborhoods because the persistence can produce externalities over the people who live in these suburbs in many ways, for example, it can create a low social capital.…”