Systems and methods for normalizing data from multiple sources

A computer-implemented method comprising:

• accessing, by a computing device, from a first component source of a plurality of component sources, a new component value originating from a first component source of a plurality of component sources;
• accessing, by the computing device, a set of inner heaps from a referential data structure of a memory device of the computing device, the referential data structure comprising an outer heap and the set of inner heaps, wherein the outer heap comprises a sorted set of weighted in-memory references in to individual component values stored in the set of inner heaps, wherein each inner heap of the set of inner heaps comprises a sorted set of component values, and wherein the sorted set of component values originate from the plurality of component sources;
• assigning, by the computing device, the new component value to a first inner heap of the set of inner heaps, wherein the new component value comprises an additional value entry to existing component values of the sorted set of component values of the first inner heap;
• in response to assigning the new component value to the first inner heap, sorting, by the computing device, the first inner heap to identify a maximum or minimum value of the first inner heap;
• and
• in response to determining that the new component value changes the maximum or minimum value of the first inner heap, updating, by the computing device, the outer heap of the referential data structure to include a weighted in-memory reference to the new component value of the first inner heap, wherein the outer heap comprises the sorted set of weighted in-memory references to maximum or minimum values of a plurality of inner heaps of the set of inner heaps such that the outer heap defines an ordered set of normalized component values.

A non-transitory computer-readable medium having instructions stored thereon, the instructions executable by a processing device to perform operations comprising:

• accessing, from a first component source of a plurality of component sources, a new component value originating from a first component source of a plurality of component sources;
• accessing a set of inner heaps from a referential data structure, the referential data structure comprising an outer heap and the set of inner heaps, wherein the outer heap comprises a sorted set of weighted in-memory references to individual component values stored in the set of inner heaps, wherein each inner heap of the set of inner heaps comprises a sorted set of component values, and wherein the sorted set of component values originate from the plurality of component sources;
• assigning the new component value to a first inner heap of the set of inner heaps, wherein the new component value comprises an additional value entry to existing component values of the sorted set of component values of the first inner heap;
• in response to assigning the new component value to the first inner heap, sorting the first inner heap to identify a maximum or minimum value of the first inner heap;
• and
• in response to determining that the new component value changes the maximum or minimum value of the first inner heap, updating the outer heap of the referential data structure to include a weighted in-memory reference to the new component value of the first inner heap, wherein the outer heap comprises the sorted set of weighted in-memory references to maximum or minimum values of a plurality of inner heaps of the set of inner heaps such that the outer heap defines an ordered set of normalized component values.