CN109684379A - A kind of analysis method and system of multivariate data - Google Patents
A kind of analysis method and system of multivariate data Download PDFInfo
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- CN109684379A CN109684379A CN201811542054.5A CN201811542054A CN109684379A CN 109684379 A CN109684379 A CN 109684379A CN 201811542054 A CN201811542054 A CN 201811542054A CN 109684379 A CN109684379 A CN 109684379A
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Abstract
The invention discloses a kind of analysis method of multivariate data and systems, comprising the following steps: generates the associated regular unique identification of business datum according to demand, and regular data to be processed is parsed into several Step Informations according to regular unique identification；The data information for the analysis that requires calculation is obtained according to the n-th Step Information of setting and the first data result collection is obtained by operational analysis；Judge whether to need to carry out secondary operation to the first data result collection according to Step Information；Data encapsulation is carried out to the second data result collection according to the step information in current procedures, obtains final encapsulation data.The analysis method and system of a kind of multivariate data provided by the invention can carry out secondary operation to the result set of multivariate data and carry out dynamic data analysis according to business demand, effectively improve the accuracy and flexibility of data analysis.
Description
Technical field
The present invention relates to data analysis technique field more particularly to the analysis methods and system of a kind of multivariate data.
Background technique
Data analysis refer to statistical analysis technique appropriate to collect come mass data analyze, extract useful letter
Breath and formed conclusion and to data be subject in detail research and summary process.
Currently, analyzing in the prior art multivariate data, secondary analysis can not be carried out to the result set of multivariate data,
Also dynamic data query and analysis can not be carried out according to business demand.
Summary of the invention
The purpose of the embodiment of the present invention is that the analysis method and system of a kind of multivariate data are provided, it can be to multivariate data
Result set carries out secondary operation and carries out dynamic data analysis according to business demand, effectively improves the accurate of data analysis
Property and flexibility.
To achieve the above object, on the one hand, the first embodiment of the present invention provides a kind of analysis method of multivariate data,
The following steps are included:
The associated regular unique identification of business datum is generated according to demand, and will be wait locate according to the regular unique identification
Reason regular data is parsed into several Step Informations；
The Step Information according to the n-th of setting obtains the data information for the analysis that requires calculation；Wherein N be greater than
1 positive integer；
Operational analysis is carried out to the data information, obtains the first data result collection；
Judge whether to need to carry out secondary operation to the first data result collection according to the Step Information；If it is not, then
Data encapsulation is carried out to the first data result collection according to the step information in the current procedures, obtains final encapsulation number
According to；If so, carrying out secondary operation to the first data result collection, the second data result collection is obtained, and described second is counted
Intermediate result is stored according to result set to concentrate；
Judge whether current procedures are final step according to mark the step of the current procedures；If so, according to described
Step information in current procedures carries out data encapsulation to the second data result collection, obtains final encapsulation data；If it is not, then
According to the next step of the Step Information, until executing the last one step, final encapsulation of data is obtained.
Further, described to generate the associated regular unique identification of business datum according to demand, and according to the rule
Regular data to be processed is parsed into several Step Informations by unique identification, specifically:
By external service when calling unified external query interface by business datum under associated rule unique identification
Unified external interface is issued, the corresponding regular data to be processed of the regular unique identification is inquired from basic database, and will
The regular data parsing to be processed is divided into several Step Informations.
Further, Step Information described in the n-th according to setting obtains the data letter for the analysis that requires calculation
Breath, specifically:
Configured in the Step Information according to the n-th of setting inquiry data source information identification be from external data source also
It is the data for obtaining the analysis that requires calculation in step operation result set before this step, obtains data letter to be operated
Breath.
Further, described that operational analysis is carried out to data information, including to data analysis, to the polymerization of data, right
The statistics of data, the filtering to data and the integration to data.
Further, described to judge whether to need to carry out the first data result collection according to several Step Informations
Secondary operation, specifically:
Identify whether several Step Informations include the mark and formula for needing secondary operation, if so, needing to institute
It states the first data result collection and carries out secondary operation.
On the other hand, the second embodiment of the present invention provides a kind of analysis system of multivariate data, including rule parsing
Module, data obtaining module, the first computing module, the second computing module and data package module；
The rule parsing module, for the associated regular unique identification of generation business datum according to demand, and according to
Regular data to be processed is parsed into several Step Informations by the rule unique identification；
The data obtaining module obtains the analysis that requires calculation for Step Information described in the n-th according to setting
Data information；Wherein N is the positive integer greater than 1；
First computing module obtains the first data result collection for carrying out operational analysis to the data information；
Second computing module, for judging whether to need to the first data result collection according to the Step Information
Carry out secondary operation；If it is not, then carrying out data to the first data result collection according to the step information in the current procedures
Encapsulation, obtains final encapsulation data；If so, carrying out secondary operation to the first data result collection, the second data knot is obtained
Fruit collection, and the second data result collection is stored in intermediate result and is concentrated；
The data package module, for judging whether current procedures are last according to mark the step of the current procedures
One step；If so, carrying out data encapsulation to the second data result collection according to the step information in the current procedures, obtain
Final encapsulation data；If it is not, until executing the last one step, being obtained most then according to the next step of the Step Information
Whole encapsulation of data.
Further, the rule parsing module, is specifically used for:
By external service when calling unified external query interface by business datum under associated rule unique identification
Unified external interface is issued, the corresponding regular data to be processed of the regular unique identification is inquired from basic database, and will
The regular data parsing to be processed is divided into several Step Informations.
Further, the data obtaining module, is specifically used for:
Configured in the Step Information according to the n-th of setting inquiry data source information identification be from external data source also
It is the data for obtaining the analysis that requires calculation in step operation result set before this step, obtains data letter to be operated
Breath.
Further, described that operational analysis is carried out to data information, including to data analysis, to the polymerization of data, right
The statistics of data, the filtering to data and the integration to data.
Further, " judge whether to need to described first according to the Step Information in second computing module
Data result collection carries out secondary ", specifically:
Identify whether several Step Informations include the mark and formula for needing secondary operation, if so, needing to institute
It states the first data result collection and carries out secondary operation.
The purpose of the embodiment of the present invention is that the analysis method and system of a kind of multivariate data are provided, it can be to multivariate data
Result set carries out secondary operation and carries out dynamic data analysis according to business demand, effectively improves the accurate of data analysis
Property and flexibility.
Detailed description of the invention
Fig. 1 is a kind of first pass schematic diagram of the analysis method of multivariate data provided by the invention；
Fig. 2 is a kind of second procedure schematic diagram of the analysis method of multivariate data provided by the invention；
Fig. 3 is a kind of structural schematic diagram of the analysis system of multivariate data provided by the invention.
Specific embodiment
Following will be combined with the drawings in the embodiments of the present invention, and technical solution in the embodiment of the present invention carries out clear, complete
Site preparation description, it is clear that described embodiments are only a part of the embodiments of the present invention, instead of all the embodiments.It is based on
Embodiment in the present invention, it is obtained by those of ordinary skill in the art without making creative efforts every other
Embodiment shall fall within the protection scope of the present invention.
Fig. 1-Fig. 2 is please referred to, the first embodiment of the present invention provides a kind of analysis method of multivariate data, including following
Step:
S1, the associated regular unique identification of business datum is generated according to demand, and will be wait locate according to regular unique identification
Reason regular data is parsed into several Step Informations；
S2, the data information that the analysis that requires calculation is obtained according to the n-th Step Information of setting；Wherein N is greater than 1
Positive integer；
S3, operational analysis is carried out to data information, obtains the first data result collection；
S4, judge whether to need to carry out secondary operation to the first data result collection according to Step Information；If it is not, then basis is worked as
Step information in preceding step carries out data encapsulation to the first data result collection, obtains final encapsulation data；If so, to first
Data result collection carries out secondary operation, obtains the second data result collection, and the second data result collection is stored in intermediate result set
In；
S5, judge whether current procedures are final step according to mark the step of current procedures；If so, according to current step
Step information in rapid carries out data encapsulation to the second data result collection, obtains final encapsulation data；If it is not, then being believed according to step
The next step of breath obtains final encapsulation of data until executing the last one step.
In embodiments of the present invention, it is preferable that the inquiry processing method of multivariate data provided by the invention passes through to difference
The data of data source carry out the data query processing of formula step by step, by one inquire the result that main body is split be converted into one or
The data manipulation mode of multiple step formulas, and the result set of generation is temporarily stored, facilitate and is drawn by lower n step
With being needed to carry out secondary operation to the result set data that have generated according to business in some step, form new result set.
Do not limit then in this way can only the existing data of inquiry operation operation, can be generated according to existing data or corresponding algorithm/
The data that analog service needs.And public unified data-query interfaces are externally provided, it is divided into several during inquiry
Step carries out query processing to data, is handled the data of different data sources to obtain new number in N step query process
According to result set, the query processing of data is carried out in the data that N+n step can quote n-th step, ultimately forms business demand
The data result collection needed.
As a kind of specific embodiment of the embodiment of the present invention, the associated rule of business datum is generated according to demand only
One mark, and regular data to be processed is parsed by several Step Informations according to regular unique identification, specifically:
By external service when calling unified external query interface by business datum under associated rule unique identification
It issues and unifies external interface, the corresponding regular data to be processed of rule searching unique identification from basic database, and will be wait locate
Reason regular data parsing is divided into several Step Informations.
As a kind of specific embodiment of the embodiment of the present invention, according to the acquisition of the n-th Step Information of setting need into
The data information of row operational analysis, specifically:
According to configured in the n-th Step Information of setting inquiry data source information identification be from external data source or from
The data for obtaining the analysis that requires calculation before this step in step operation result set, obtain data information to be operated.
As a kind of specific embodiment of the embodiment of the present invention, operational analysis is carried out to data information, including to data
Analysis, the polymerization to data, the statistics to data, the filtering to data and the integration to data.
In this year inventive embodiments, the first data result collection conduct will be obtained by carrying out operational analysis to data information
Intermediate data storage can quote intermediate data in the step of executing later in volatile data base, with integration point
Analysis obtains final data result collection.
As a kind of specific embodiment of the embodiment of the present invention, judge whether to need to first according to several Step Informations
Data result collection carries out secondary operation, specifically:
Identify whether several Step Informations include the mark and formula for needing secondary operation, if so, needing to the first number
Secondary operation is carried out according to result set.
In embodiments of the present invention, if recognizing Step Information includes the mark and formula for needing secondary operation, if so,
It calls the intermediate data in volatile data base to carry out secondary operation, obtains final data result collection by secondary operation.
Referring to Fig. 3, the second embodiment of the present invention provides a kind of analysis system of multivariate data, including rule parsing
Module 201, data obtaining module 202, the first computing module 203, the second computing module 204 and data package module 205；
Rule parsing module 201, for generating the associated regular unique identification of business datum according to demand, and according to rule
Then regular data to be processed is parsed into several Step Informations by unique identification；
Data obtaining module 202, for obtaining the data for the analysis that requires calculation according to the n-th Step Information of setting
Information；Wherein N is the positive integer greater than 1；
First computing module 203 obtains the first data result collection for carrying out operational analysis to data information；
Second computing module 204, it is secondary for judging whether to need to carry out the first data result collection according to Step Information
Operation；If it is not, then carrying out data encapsulation to the first data result collection according to the step information in current procedures, final encapsulation is obtained
Data；If so, carry out secondary operation to the first data result collection, the second data result collection is obtained, and by the second data result
Collection is stored in intermediate result concentration；
Data package module 205, for judging whether current procedures are final step according to mark the step of current procedures；
If so, carrying out data encapsulation to the second data result collection according to the step information in current procedures, final encapsulation data are obtained；
If it is not, until executing the last one step, obtaining final encapsulation data then according to the next step of Step Information.
In embodiments of the present invention, it is preferable that the inquiry processing method of multivariate data provided by the invention passes through to difference
The data of data source carry out the data query processing of formula step by step, by one inquire the result that main body is split be converted into one or
The data manipulation mode of multiple step formulas, and the result set of generation is temporarily stored, facilitate and is drawn by lower n step
With being needed to carry out secondary operation to the result set data that have generated according to business in some step, form new result set.
Do not limit then in this way can only the existing data of inquiry operation operation, can be generated according to existing data or corresponding algorithm/
The data that analog service needs.And public unified data-query interfaces are externally provided, it is divided into several during inquiry
Step carries out query processing to data, is handled the data of different data sources to obtain new number in N step query process
According to result set, the query processing of data is carried out in the data that N+n step can quote n-th step, ultimately forms business demand
The data result collection needed.
As a kind of specific embodiment of the embodiment of the present invention, rule parsing module 201 is specifically used for:
By external service when calling unified external query interface by business datum under associated rule unique identification
It issues and unifies external interface, the corresponding regular data to be processed of rule searching unique identification from basic database, and will be wait locate
Reason regular data parsing is divided into several Step Informations.
As a kind of specific embodiment of the embodiment of the present invention, data obtaining module 202 is specifically used for:
According to configured in the n-th Step Information of setting inquiry data source information identification be from external data source or from
The data for obtaining the analysis that requires calculation before this step in step operation result set, obtain data information to be operated.
As a kind of specific embodiment of the embodiment of the present invention, operational analysis is carried out to data information, including to data
Analysis, the polymerization to data, the statistics to data, the filtering to data and the integration to data.
In embodiments of the present invention, it will be obtained in the conduct of the first data result collection by carrying out operational analysis to data information
Between data be stored in volatile data base, later execute the step of in intermediate data can be quoted, with confluence analysis
Obtain final data result collection.
As a kind of specific embodiment of the embodiment of the present invention, " being sentenced according to Step Information in the second computing module 204
Whether breaking, it is secondary to need to carry out the first data result collection ", specifically:
Identify whether several Step Informations include the mark and formula for needing secondary operation, if so, needing to the first number
Secondary operation is carried out according to result set.
In embodiments of the present invention, if recognizing Step Information includes the mark and formula for needing secondary operation, if so,
It calls the intermediate data in volatile data base to carry out secondary operation, obtains final data result collection by secondary operation.
The implementation of the embodiments of the present invention has the following beneficial effects:
(1) intermediate data set for capableing of data and generation to weak rigidity carries out dynamic data analysis；
(2) inquiry and processing of secondary data can be carried out to the result set of inquiry data；
(3) dynamic data query/statistics/analysis can be carried out according to business demand.
It is the preferred embodiment of the present invention above, it is noted that for those skilled in the art,
Various improvements and modifications may be made without departing from the principle of the present invention, these improvements and modifications are also considered as this hair
Bright protection scope.
Claims (10)
1. a kind of analysis method of multivariate data, which comprises the following steps:
Generate the associated regular unique identification of business datum according to demand, and according to the regular unique identification by rule to be processed
Then data are parsed into several Step Informations；
The Step Information according to the n-th of setting obtains the data information for the analysis that requires calculation；Wherein N is greater than 1
Positive integer；
Operational analysis is carried out to the data information, obtains the first data result collection；
Judge whether to need to carry out secondary operation to the first data result collection according to the Step Information；If it is not, then basis
Step information in the current procedures carries out data encapsulation to the first data result collection, obtains final encapsulation data；If
It is that secondary operation then is carried out to the first data result collection, obtains the second data result collection, and by second data result
Collection is stored in intermediate result concentration；
Judge whether current procedures are final step according to mark the step of the current procedures；If so, according to described current
Step information in step carries out data encapsulation to the second data result collection, obtains final encapsulation data；If it is not, then basis
The next step of the Step Information obtains final encapsulation of data until executing the last one step.
2. the analysis method of multivariate data as described in claim 1, which is characterized in that described to generate business datum according to demand
Associated rule unique identification, and regular data to be processed is parsed by several steps letter according to the regular unique identification
Breath, specifically:
The associated regular unique identification of business datum is handed down to when calling unified external query interface by external service
Unified external interface inquires the corresponding regular data to be processed of the regular unique identification from basic database, and will be described
Regular data parsing to be processed is divided into several Step Informations.
3. the analysis method of multivariate data as described in claim 1, which is characterized in that described in the n-th according to setting
Step Information obtains the data information for the analysis that requires calculation, specifically:
Configured in the Step Information according to the n-th of setting inquiry data source information identification be from external data source or from
The data for obtaining the analysis that requires calculation before this step in step operation result set, obtain data information to be operated.
4. the analysis method of multivariate data as described in claim 1, which is characterized in that described to carry out operation point to data information
Analysis, including the analysis to data, the polymerization to data, the statistics to data, the filtering to data and the integration to data.
5. the analysis method of multivariate data as described in claim 1, which is characterized in that described according to several Step Informations
Judge whether to need to carry out secondary operation to the first data result collection, specifically:
It identifies whether comprising needing the mark and formula of secondary operation in several Step Informations, if so, needing to described
First data result collection carries out secondary operation.
6. a kind of analysis system of multivariate data, which is characterized in that including rule parsing module, data obtaining module, the first fortune
Calculate module, the second computing module and data package module；
The rule parsing module, for generating the associated regular unique identification of business datum according to demand, and according to described
Regular data to be processed is parsed into several Step Informations by regular unique identification；
The data obtaining module obtains the number for the analysis that requires calculation for Step Information described in the n-th according to setting
It is believed that breath；Wherein N is the positive integer greater than 1；
First computing module obtains the first data result collection for carrying out operational analysis to the data information；
Second computing module, for judging whether to need to carry out the first data result collection according to the Step Information
Secondary operation；If it is not, data encapsulation is then carried out to the first data result collection according to the step information in the current procedures,
Obtain final encapsulation data；If so, carrying out secondary operation to the first data result collection, the second data result collection is obtained,
And the second data result collection is stored in intermediate result and is concentrated；
The data package module, for judging whether current procedures are last according to mark the step of the current procedures
Step；If so, carrying out data encapsulation to the second data result collection according to the step information in the current procedures, obtain most
Whole encapsulation of data；If it is not, until executing the last one step, being obtained final then according to the next step of the Step Information
Encapsulation of data.
7. the analysis system of multivariate data as claimed in claim 6, which is characterized in that the rule parsing module is specific to use
In:
The associated regular unique identification of business datum is handed down to when calling unified external query interface by external service
Unified external interface inquires the corresponding regular data to be processed of the regular unique identification from basic database, and will be described
Regular data parsing to be processed is divided into several Step Informations.
8. the analysis system of multivariate data as claimed in claim 6, which is characterized in that the data obtaining module, it is specific to use
In:
Configured in the Step Information according to the n-th of setting inquiry data source information identification be from external data source or from
The data for obtaining the analysis that requires calculation before this step in step operation result set, obtain data information to be operated.
9. the analysis system of multivariate data as claimed in claim 6, which is characterized in that described to carry out operation point to data information
Analysis, including the analysis to data, the polymerization to data, the statistics to data, the filtering to data and the integration to data.
10. the analysis system of multivariate data as claimed in claim 6, which is characterized in that " the root in second computing module
Judge whether to need to carry out secondary operation to the first data result collection according to the Step Information ", specifically:
Identify whether several Step Informations include the mark and formula for needing secondary operation, if so, needing to described the
One data result collection carries out secondary operation.
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Application publication date: 20190426 |