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when I use the words any to resolution I mean this recognizing when two entities are the same despite having been described differently theres a lot of differences between these two records I also mean this recognizing when two nd deeds dont relate to the same entity despite having so much similarity this third record to the second only has one letter thats different and then remembering the relationships between these entities thats what I mean by entity resolution the first sophisticated ndv resolution engine I built was for the Las Vegas gaming industry we built this in 1993 we took all these data sources in the green which are like good guys and we took 18 different data sets that are to be considered like the bad guys and we entity resolved then to figure out who is who and whos related to who defined things like which of their gamblers were richly original were actually known cheaters and as well figure out when employees had relationships to vendors or bad guys after we bu