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1                                Big data - Concept and application for telecommunications



                    NOTE – User behaviour includes user-related information, collected users' behaviour in real-time,
                    environmental information and the analysed information from the cumulative users' information
                    on a CSP:BDIP's storage. Scope of behaviour analysis is based on the user's agreement in advance.
            14)     The CSP:BDAP can optionally perform analysis of different data types and formats in real-time.

            8.5     Data visualization requirements

            The data visualization requirements include:
            1)      It is required that the CSP:BDAP provides a flexible licensing policy for the reporting tool;
            2)      It is recommended that the CSP:BDAP supports different tools or plug-ins with multiple styles of
                    data visualization;
                    NOTE – Visualization styles include statistical graphics, forms, diagrams, charts, etc.
            3)      It is recommended that the CSP:BDAP supports customization of the reporting tools;
            4)      It is recommended that the CSP:BDAP supports integration of reporting tools with CSC reporting
                    systems;
            5)      It is recommended that the CSP:BDAP supports integration of reporting tools with CSC operational
                    systems;
            6)      It is recommended that the CSP:BDAP supports composed services which could combine two or
                    more big data services to the CSC:BDSU.

            8.6     Data management requirements
            The data management requirements include:
            1)      It  is  required  for  the  CSP:BDIP  to  manage  metadata  information  such  as  creating,  controlling,
                    attributing, defining and updating;
                    NOTE – Metadata contains critical information such as persistent identification of the data, the fixity
                    and the access rights of the stored data.
            2)      It is required for the CSP:BDIP to track a data history which contains the source of data and the data
                    processing method;
            3)      It is required for the CSP:BDAP to support distributed cluster monitoring tools to monitor the health
                    and status of computing clusters;
            4)      It is required for the CSP:BDIP to support data preservation policy management rules;
                    NOTE – Provided rules include data retirement and refreshment methods.
            5)      It is recommended for the CSP:BDIP to support network resource monitoring;
            6)      It is recommended for the CSP:BDIP to support management of data lifecycle operations;

                    NOTE – Data lifecycle operations include data generation, transmission, storage, use and deletion.

            8.7     Data security and protection requirements
            The data security and protection requirements include:

            1)      It is required for the CSP:BDIP to protect data collection, data storage, data transmission and data
                    processing with security mechanisms;
            2)      It is required for the CSP:BDIP to support data protection;

            3)      It is required that the CSP deletes CSC related data and analytical results according to the lifetime
                    defined by the CSC or on the CSC's demand;
            4)      It  is  recommended  that  the  CSP  supports  implementing  the  CSC's  data  protection  and  security
                    policies over data and analytical results;
            5)      It is recommended that the CSP:BDIP supports redundancy mechanisms and transaction logging.




            18       Basics of Big data
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