Providing on-line non-downloadable software using artificial intelligence, big data, or other digital based systems or software to analyze, concentrate or use digital data for machine learning-based processing, visualizing, monitoring, and analysis of database information and data; providing on-line non-downloadable software for processing, visualizing, monitoring, and analysis of database information and data in the fields of artificial intelligence and machine learning; providing online non-downloadable software for extracting and categorizing information from textual content; providing online non-downloadable software for generating structured data sets from unstructured textual content or semi-structured textual content; and integration to allow high level derivation of knowledge, considered intuitive, and the derivation of knowledge, considered inventive.