Abstract: The system and methods described below pertain to advanced database architectures for storing complex data structures that can be used by various applications. The architecture allows multiple data elements to be assigned a unique coordinate on an axis within a dimension. A relation of data elements as a tuple of their coordinates forms a single point in multi-dimensional space, which is stored in a binary file as an abstract representation of complex data structures allowing accelerated and direct data access.