Abstract: A device, including one or more processors, may obtain program code, determine a group of variables based on the program code, execute the program code, determine values of the group of variables based on the executing of the program code, determine a dynamic range of a characteristic for each variable based on the values, generate a visualization that presents the dynamic range of the characteristic for the group of variables, and provide the visualization for display.

Abstract: A device, including one or more processors, may obtain program code, determine a group of variables based on the program code, execute the program code, determine values of the group of variables based on the executing of the program code, determine a dynamic range of a characteristic for each variable based on the values, generate a visualization that presents the dynamic range of the characteristic for the group of variables, and provide the visualization for display.

Abstract: A system obtains first code that includes one or more lines of code, the lines of code including first information associated with one or more data types or one or more routine types. The system removes the first information from the lines of code; and generates one or more instructions that, when executed, enable the system to obtain the first information or second information. The second information is associated with at least one data type that is different than the one or more data types or at least one routine type that is different than the one or more routine types. The system modifies the lines of code based on the one or more instructions; generates second code based on the first code and the modified lines of code; and outputs the second code.

Abstract: A system obtains code that includes sequences of code; identifies, within a first sequence of code and based on obtaining the code, a first routine that, when executed, enables an array of values to be generated. The array of values is associated with a variable included within the first routine. The system determines whether the routine includes a particular term, and identifies, within the routine, a first identifier when the routine includes the particular term. The first identifier corresponds to a second sequence of code that identifies a first data structure that stores information that identifies one or more second routines. The system identifies, within the data structure, a second routine based on the particular term and a second identifier corresponding to the first routine; executes, using the variable, the second routine to generate a result; and outputs the result based on executing the second routine.