Object time series system and investigation graphical user interface

A system for presenting time series, comprising:

• a first non-transitory computer storage medium configured to store time series data and summary information for a plurality of batches, and organized by an ontology, each batch relating to a different occurrence of a same type of event or process that is monitored by a system with a plurality of sensors over a period of time;
• a second non-transitory computer storage medium configured to at least store computer-executable instructions;
• and
• one or more computer hardware processors in communication with the second non-transitory computer storage medium, the one or more computer hardware processors configured to execute the computer-executable instructions to at least:
• cause presentation of a first visualization for an initial data set, the first visualization comprising summary information of a plurality of batches;
• apply a filter parameter to the initial data set, wherein applying the first filter parameter comprises generating a filtered data set from the initial data set;
• cause presentation of at least some entries of the filtered data set comprising a first batch identifier associated with a first batch and the second batch identifier associated with a second batch;
• receive a user selection to execute a time series connector for at least the first batch identifier and the second batch identifier and a batch process, wherein the time series connector is configured to associate objects stored in accordance with the ontology and to generate time series configuration data for stored batch data associated with the first batch identifier and the second batch identifier;
• execute the time series connector, wherein executing the time series connector further comprises:
• transmitting a request to a time series application, the request comprising the first batch identifier, the second batch identifier, and the time series configuration data;
• and
• cause presentation, in the time series application, of a time series user interface based at least on the request, the time series user interface comprising a chart, the chart comprising a first plot for first time series data for the first batch identifier and a second plot for second time series data for the second batch identifier, wherein the chart is further configured according to the time series configuration data, and wherein the first plot is aligned and comparable to the second plot.