Data type visualization

A computer-readable medium storing instructions, the instructions comprising:

• one or more instructions that, when executed by one or more processors, cause the one or more processors to:
• obtain program code;
• determine a plurality of variables based on the program code;
• at least one of:
• execute the program code;
• or
• analyze the program code;
• determine values of the plurality of variables based on the at least one of executing or analyzing of the program code;
• determine a range for each variable based on positions of at least one significant digit for the values,
• the range being determined based on a count of a quantity of occurrences of the at least one significant digit for the values;
• determine relationships between the plurality of variables based on the at least one of the executing or analyzing of the program code;
• determine one or more effects on the range for the plurality of variables based on the relationships between the plurality of variables;
• generate a visualization that presents the range for the plurality of variables, the relationships between the plurality of variables, and the one or more effects on the range for the plurality of variables;
• and
• provide the visualization for display.

A method comprising:

• obtaining program code,
• the obtaining being performed by one or more devices;
• determining a plurality of variables based on the program code,
• the determining being performed by the one or more devices;
• at least one of:
• executing the program code,
• the executing being performed by the one or more devices;
• or
• analyzing the program code,
• the analyzing being performed by the one or more devices;
• determining values of the plurality of variables based on the at least one of executing or analyzing of the program code,
• the determining being performed by the one or more devices;
• determining a range for each variable based on positions of at least one significant digit for the values,
• the range being determined based on a count of a quantity of occurrences of the at least one significant digit for the values,
• the determining the range being performed by the one or more devices;
• determining relationships between the plurality of variables based on the at least one of the executing or analyzing of the program code,
• the determining the relationships being performed by the one or more devices;
• determining one or more effects on the range for the plurality of variables based on the relationships between the plurality of variables,
• the determining the one or more effects being performed by the one or more devices;
• generating a visualization that presents the range for the plurality of variables, the relationships between the plurality of variables, and the one or more effects on the range for the plurality of variables,
• the generating being performed by the one or more devices;
• and
• providing the visualization for display,
• the providing being performed by the one or more devices.