1. A method comprising: receiving, by an entity extraction computer, a user input of search query parameters from a user interface, wherein the user interface is presented on a user computer; extracting, by the entity extraction computer, in real-time, as search query data is requested by the user computer, one or more entities from the search query parameters by comparing the search query parameters with an entity co-occurrence database having instances of co-occurrence of the one or more entities in an electronic data corpus and identifying at least one entity type corresponding to the one or more entities in the search query parameters; selecting, by a fuzzy-score matching computer, in real-time, as the search query data is requested by the user computer, a fuzzy matching algorithm for searching the entity co-occurrence database to identify one or more records associated with the search query parameters, wherein the fuzzy matching algorithm corresponds to the at least one identified entity type, wherein at least one of the entity extraction computer or the fuzzy-score matching computer comprises a main memory which hosts an in-memory database comprising the entity co-occurrence database, wherein the in-memory database comprises a plurality of records indexed as structured data, wherein the structured data comprises at least one of an entity-to-entity index, an entity-to-topic index, or an entity-to-fact index; searching, by the fuzzy-score matching computer, in real-time, as the search query data is requested by the user computer, the entity co-occurrence database using the selected fuzzy matching algorithm and forming one or more suggested search query parameters from the one or more records based on the search, wherein the one or more suggested search query parameters includes a plurality of suggested search query parameters; presenting, by the fuzzy-score matching computer, the one or more suggested search query parameters to the user interface; and sorting, by the fuzzy-score matching computer, the plurality of suggested search query parameters in a descending order based on a proximity of a match to the search query parameters in the user input.