Abstract: Methods and systems for visual debugging of an interpreted language in, for example, an Interactive Development Environment are provide. Example embodiments provide an S-PLUS Visual Debugging System (“SPVDS”), which includes an S-PLUS Workbench Debugger (“SPWD”) that provides “step-based” visual debugging, enabling programmers to step through execution of expressions by setting and otherwise managing breakpoints, examining variables and expressions, and controlling execution such as by step, step-in, step-out, step-over, continue, stop commands. In addition, the SPWD provides a profiler which tracks the number and duration of calls to functions and the amount of memory allocated to variables. This abstract is provided to comply with rules requiring an abstract, and it is submitted with the intention that it will not be used to interpret or limit the scope or meaning of the claims.

Abstract: Methods and systems for providing support for large data sets are provided. Example embodiments provide a Big Data Object Library “BDOL,” which defines data structures and routines for handling big data objects using out of memory techniques. In one embodiment, the BDOL defines a bdFrame object which stores the data in binary form in a cache on an external storage medium, such as a file on a disk. The example BDOL provides support for user defined block processing a bdFrames using a pipeline engine. Also, the BDOL provides for Trellis plots, and other charts, of big data objects using hexagonal binning. This abstract is provided to comply with rules requiring an abstract, and it is submitted with the intention that it will not be used to interpret or limit the scope or meaning of the claims.