Disclosed are a system and a method for providing user-interactive parallel coordinates charts. In an embodiment, a machine data search and analysis system retrieves search results including a plurality of events, each of the events containing time-stamped data in response to a search query. The system identifies a plurality of characteristics from the data corresponding to the events. The system causes display of a multiple-dimensional chart (e.g., a parallel coordinates chart) depicting the data corresponding to the events. The multiple-dimensional chart includes a plurality of axes. Each of the axes corresponds to one of the identified characteristics. The multiple-dimensional chart further includes a plurality of poly lines representing the events. Each of the poly lines includes a plurality of vertices on the axes.