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This paper presents the DISESOR integrated decision support system. The system integrates data from different monitoring and dispatching systems and contains such modules as data preparation and cleaning, analytical, prediction and expert system. Architecture of the system is presented in the paper and a special focus is put on the presentation of two issues: data integration and cleaning, and creation of prediction model. The work contains also a case study presenting an example of the systemdoi:10.15439/2015f168 dblp:conf/fedcsis/KozielskiSW15 fatcat:bsedj334fvckbjot5n7q3wptmm