Space-time big data statistical analysis application construction method based on service workflow
A technology for statistical analysis and service work, applied in the field of big data analysis, can solve the problems of lack of reasonable statistical analysis methods and application platforms, insufficient comprehensive multi-dimensional attribute analysis of spatio-temporal big data, and insufficient description of statistical analysis requirements, etc., to achieve high efficiency Effect of Statistical Analysis
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Embodiment 1
[0105] Embodiment one: if figure 1 As shown, the application construction method of spatio-temporal big data statistical analysis based on service workflow includes:
[0106] Basic data service S101: used to provide corresponding basic spatio-temporal data operation services based on acquired multi-source, heterogeneous, and dispersed spatio-temporal basic data sources;
[0107] Basic function service S102: used to realize spatio-temporal data process service according to data descriptive statistical analysis;
[0108] Data analysis workflow S103: used to combine applications based on descriptive statistical analysis to form visualization results of statistical analysis of spatiotemporal big data.
[0109] Due to the use of basic data services: used to provide corresponding basic spatio-temporal data operation services based on acquired multi-source, heterogeneous, and dispersed spatio-temporal basic data sources; basic functional services: used to realize spatio-temporal dat...
Embodiment 2
[0185] Embodiment 2: The present invention is based on spatiotemporal big data, and the construction process mainly includes four modules. combine image 3 Describe in detail the application construction method of spatio-temporal big data statistical analysis based on service workflow. Among them, the two types of basic services targeted by the present invention include basic data services and basic function services.
[0186] Among them, the basic data service in the method connects scattered and multi-source data into a unified storage system, extracts key information related to time, space, and object attributes in the data, and provides basic operation functions of the storage system. The basic data service is a RESTful packaged web service. By calling the service interface, data access services in different time, space, and object dimensions, and query services in different dimensions are realized. Specifically include:
[0187] (1) Data access service: access data fr...
Embodiment 3
[0197] Example Three: Combining Figure 4 In the scenario of expressway big data, the construction of the service workflow of the spatiotemporal big data statistical analysis application of the present invention is described. Specifically include:
[0198] (1) The use of basic data services: the data volume of expressway traffic data is very large, and the table structure is very complicated. Expressway traffic data query service, encapsulates the query operation of the storage system, and shields the technical details of the underlying HBase big data column storage database. For statistical analysis that needs to extract data from complex structures, users only need to call services with a unified style of RESTful interface, set parameter configurations in dimensions such as time and space, reduce programming workload, and improve the efficiency of data statistics. In this embodiment, the expressway traffic data query service sets parameters as follows: the time is one day,...
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