Database search optimizer and themed filters

The system of claim I, wherein generating the formatted search interface further comprises:

• identifying a display dimension of a display device coupled to the client device;
• based on the display dimension, determining a first display characteristic for the set of selectable interface icons, the first display characteristic configured to enable manipulation of the set of selectable interface icons independent of manipulation of a remaining portion of the formatted search interface;
• and
• based on the display dimension, determining a second display characteristic for the representations of the subset of records of the set of secondary database records, the second display characteristic configured to enable manipulation of the subset of records independent of the set of selectable icons and the portion of the formatted search interface.

A method comprising:

• receiving, by one or more processors, an access request for database records of a network-based publication system, the database records stored on a database coupled to the network-based publication system;
• identifying, by the one or more processors, a primary database record corresponding to the access request;
• selecting, by the one or more processors, a set of secondary database records corresponding to the access request, the set of secondary database records including a set of elements distinguishing the set of secondary database records from the primary database record;
• determining, by the one or more processors, a set of differentiating elements within records of the set of secondary database records, each differentiating element distinguishing at least one record of the set of secondary database records from one or more of the primary database record and a portion of the records included in the set of secondary database records;
• generating, by the one or more processors, a formatted search interface including a representation of the primary database record, representations of a subset of records of the set of secondary database records, and a set of selectable interface icons representing one or more differentiating elements of the set of differentiating elements;
• and
• causing presentation of the formatted search interface at a client device associated with the access request.

A non-transitory machine-readable storage medium comprising processor- executable instructions that, when executed by a processor of a machine, cause the machine to perform operations comprising:

• receiving, by one or more processors, an access request for database records of a network-based publication system, the database records stored on a database coupled to the network-based publication system;
• identifying, by the one or more processors, a primary database record corresponding to the access request;
• selecting, by the one or more processors, a set of secondary database records corresponding to the access request, the set of secondary database records including a set of elements distinguishing the set of secondary database records from the primary database record;
• determining, by the one or more processors, a set of differentiating elements within records of the set of secondary database records, each differentiating element distinguishing at least one record of the set of secondary database records from one or more of the primary database record and a portion of the records included in the set of secondary database records;
• generating, by the one or more processors, a formatted search interface including a representation of the primary database record, representations of a subset of records of the set of secondary database records, and a set of selectable interface icons representing one or more differentiating elements of the set of differentiating elements;
• and
• causing presentation of the formatted search interface at a client device associated with the access request.