1. A series data parallel analysis infrastructure performing parallel distributed processing on series data including sequential labels each associated with at least one value in a one-to-one or one-to-many relation and at least one value name to distinguish values in the series data, the parallel analysis infrastructure comprising: a parallel processing infrastructure configured to perform data processing in parallel, and including at least one computing device and a network for the at least one computing device to communicate data; and a distributed series data management unit configured to manage series data distributed and placed in the at least one computing device, wherein the parallel processing infrastructure includes: at least one data block on each of the at least one computing device, the at least one data block being formed from a plurality of values each associated with one of a plurality of sequential labels in the series data; at least one data block processing server configured to process the at least one data block on each of the at least one computing device; and at least one block processing aggregation server configured to process a result of the at least one data block processing server on each of the at least one computing device, and wherein the distributed series data management unit includes: a data input unit for holding the series data in the series data parallel analysis infrastructure; a data selection unit for obtaining the series data from the series data parallel analysis infrastructure; and a distribution information management database for managing the at least one data block, containing a sequential label range specifying an range of sequential labels of the at least one data block, a series ID corresponding to a value name of the at least one data block and meta-information specifying a computing device on which the at least one data block is placed.