Systems and methods for expedited large file processing

A system for processing a large file, comprising:

• one or more processors;
• and
• a memory in communication with the one or more processors and storing instructions that, when executed by the one or more processors, are configured to cause the system to:
• receive record data comprising a plurality of records, each of the plurality of records comprising an identification value in a common field, the common field having a data format comprising a sequence of characters;
• determine, based on a comparison of a size of the record data to a predetermined size threshold, a focus value order of magnitude;
• determine, based on the data format and the focus value order of magnitude, a plurality of unique focus values, each of the plurality of focus values corresponding to a sub-group of the plurality of records, wherein each of the plurality of focus values correspond to a specified portion of the sequence of characters in the data format;
• create a plurality of virtual processing units, each associated with a unique one of the plurality of focus values;
• and
• responsive to searching the record data, process, by each of the plurality of virtual processing units, the respective sub-group of the plurality of records that corresponds to the focus value associated with the respective virtual processing unit.