Computerized tool implementation of layered data files to discover, form, or analyze dataset interrelations of networked collaborative datasets

An apparatus comprising:

• a memory including executable instructions;
• and
• a processor, the executable instructions executed by the processor to:
• receive data to form a first input via a first user interface as a first user interface element to initiate creation of a first dataset based on a set of data, the first dataset being associated by a first user identifier;
• activate a programmatic interface to facilitate the creation of the first dataset responsive to receiving the first input;
• cause transformation of the set of data from a first format to an atomized format to form an atomized dataset, the transformation of the set of data including deriving a dataset attribute based on a subset of data to form a derived dataset attribute for the set of data;
• receive at least one interaction with a second dataset in a subset of datasets via a second user interface associated with a second user identifier, wherein the subset of datasets including a subset of data in a community of datasets associated with a community of networked users;
• cause presentation of a notification including data representing the at least one interaction in an activity feed in the first user interface, the first user interface being configured to include selectable links configured to activate to form a link between the first dataset to other relevant datasets stored as graph-based data in one or more triplestore repositories, the graph-based data including one or more summary characteristics configured to represent other derived dataset attributes associated with a collaborative dataset generated using a collaborative dataset consolidation system;
• receive data representing an input to select the second dataset in the subset of datasets to generate another interaction;
• present data representing an annotation at the first user interface based on the derived dataset attribute for the subset of data, the annotation being automatically determined based on inferred data,
• wherein the derived dataset attribute is associated with a system of layer files specifying an inferred datatype as the derived dataset attribute;
• and
• select the annotation for implementation automatically as a function of context based on the system of layer files responsive to the another interaction.