CN104077128B - A kind of data processing method and device - Google Patents
A kind of data processing method and device Download PDFInfo
- Publication number
- CN104077128B CN104077128B CN201410251500.2A CN201410251500A CN104077128B CN 104077128 B CN104077128 B CN 104077128B CN 201410251500 A CN201410251500 A CN 201410251500A CN 104077128 B CN104077128 B CN 104077128B
- Authority
- CN
- China
- Prior art keywords
- data
- variable
- macroprogram
- represented
- grand
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Active
Links
Landscapes
- Debugging And Monitoring (AREA)
Abstract
The embodiment of the invention discloses a kind of data processing method, including：Obtain the control instruction for carrying macro control statement of user input, the macro control statement includes the grand and prompt message for needing to call, and the prompt message includes the data storage path for being used to point out represented by pending variable and the operating parameter processed the data；The control instruction is responded, the data according to represented by the prompt message reads the pending variable from the file of the data storage path；Grand the grand corresponding macroprogram is read from specific file according to described；The execution parameter of the macroprogram is set for the operating parameter, and corresponding data processing is carried out to the data represented by the pending variable using the macroprogram.The embodiment of the invention also discloses a kind of data processing equipment.Using the embodiment of the present invention, the quick treatment to data is realized, data-handling efficiency is high, simple to operate.
Description
Technical field
The present invention relates to field of computer technology, more particularly to a kind of data processing method and device.
Background technology
With the development of various applications, generally require to carry out data processing to the data represented by various variables, for example,
Before needing the data represented by the spending amount variable to all user's January to be analyzed in bank, in order to analyze more
Accurately, more fit masses consumptive characteristics, then need to enter the data represented by the spending amount variable in all user's January
The corresponding data processing of row, such as, be by the spending amount in all user's January by the abnormality value removing in all data
The 1% of maximum is weeded out in data represented by variable.Existing implementation method is fully relied on manually, and user first is from different
The data preparation represented by the spending amount variable in all user's January is concentrated in a data in data set, calculates consumption
The amount of money numerical value of the highest 1% of the amount of money, the record that the numerical value is will be greater than in data set is rejected.This data processing side
Method fully relies on artificial operation, in the case where variable is more, it is necessary to devote a tremendous amount of time, inefficiency.
The content of the invention
The embodiment of the present invention provides a kind of data processing method and device, the quick treatment to data is capable of achieving, at data
Reason efficiency high, it is simple to operate.
A kind of data processing method is the embodiment of the invention provides, including：
The control instruction for carrying macro control statement of user input is obtained, the macro control statement includes needing what is called
Grand and prompt message, the prompt message is included for pointing out data storage path represented by pending variable and to institute
State the operating parameter that data are processed；
Respond the control instruction, read from the file of the data storage path according to the prompt message described in treat
Data represented by treatment variable；
Grand the grand corresponding macroprogram is read from specific file according to described；
The execution parameter of the macroprogram is set for the operating parameter, and using the macroprogram to the pending change
The represented data of amount carry out corresponding data processing.
Correspondingly, the embodiment of the present invention additionally provides a kind of data processing equipment, including：
Acquisition module, the control instruction for carrying macro control statement for obtaining user input, the macro control statement
Including the grand and prompt message that needs are called, the prompt message is included for pointing out the data represented by pending variable to deposit
Storage path and the operating parameter that the data are processed；
First read module, for responding the control instruction, according to the prompt message from the data storage path
File in read data represented by the pending variable；
Second read module, for grand reading the grand corresponding macroprogram from specific file according to described；
Data processing module, is the operating parameter for setting the execution parameter of the macroprogram, and using described grand
Program carries out corresponding data processing to the data represented by the pending variable.
In the embodiment of the present invention, the control instruction for carrying macro control statement of user input is obtained, in macro control statement
Including needing call grand and for pointing out data storage path represented by pending variable and the data being carried out
The operating parameter for the treatment of, the data according to represented by prompt message reads pending variable, the execution parameter for setting macroprogram is
Operating parameter, and the data represented by acquired pending variable are carried out at corresponding data using grand corresponding macroprogram
Reason.This data processing method, is capable of achieving automatically to process data using grand corresponding macroprogram, data-handling efficiency
Height, it is simple to operate.
Brief description of the drawings
Technical scheme in order to illustrate more clearly the embodiments of the present invention, below will be to that will make needed for embodiment description
Accompanying drawing is briefly described, it should be apparent that, drawings in the following description are some embodiments of the present invention, for ability
For the those of ordinary skill of domain, on the premise of not paying creative work, can also obtain other attached according to these accompanying drawings
Figure.
Fig. 1 is a kind of schematic flow sheet of data processing method provided in an embodiment of the present invention；
Fig. 2 is the schematic flow sheet of another data processing method provided in an embodiment of the present invention；
Fig. 3 is the schematic flow sheet of another data processing method provided in an embodiment of the present invention；
Fig. 4 is the schematic flow sheet of another data processing method provided in an embodiment of the present invention；
Fig. 5 is the schematic flow sheet of another contact action method provided in an embodiment of the present invention；
Fig. 6 is the schematic flow sheet of another data processing method provided in an embodiment of the present invention；
Fig. 7 is the schematic flow sheet of another contact action method provided in an embodiment of the present invention；
Fig. 8 is a kind of structural representation of data processing equipment provided in an embodiment of the present invention；
Fig. 9 is a kind of structural representation of first read module provided in an embodiment of the present invention；
Figure 10 is the structural representation of another first read module provided in an embodiment of the present invention；
Figure 11 is a kind of structural representation of data processing module provided in an embodiment of the present invention；
Figure 12 is the structural representation of another data processing module provided in an embodiment of the present invention；
Figure 13 is the structural representation of another data processing module provided in an embodiment of the present invention；
Figure 14 is the structural representation of another data processing module provided in an embodiment of the present invention.
Specific embodiment
Below in conjunction with the accompanying drawing in the embodiment of the present invention, the technical scheme in the embodiment of the present invention is carried out clear, complete
Site preparation is described, it is clear that described embodiment is a part of embodiment of the invention, rather than whole embodiments.Based on this hair
Embodiment in bright, the every other implementation that those of ordinary skill in the art are obtained under the premise of creative work is not made
Example, belongs to the scope of protection of the invention.
Data processing method described in the embodiment of the present invention can apply to statistical analysis (Statistics Analysis
System, SAS) on software platform, control instruction, and the macro control statement pair in control instruction are input on SAS softwares
Data carry out corresponding data processing, and data processing can be variable pretreatment and prescreening in Modeling of Data Mining is solved,
Specifically, including：The quality of data is checked, the extraction of batch original variable, variable missing values and outlier processing, automatically generate and spread out
The amount of changing and single argument selection etc..The operation method of the embodiment of the present invention does not need the support of other software, requires nothing more than peace
SAS softwares are filled, and has not differentiated between local terminal SAS softwares or server S AS softwares.
Fig. 1 is refer to, is a kind of schematic flow sheet of data processing method provided in an embodiment of the present invention；As described in Figure 1,
A kind of data processing method described in the present embodiment includes step：
S100, obtains the control instruction for carrying macro control statement of user input, and the macro control statement includes needing
The grand and prompt message called, the prompt message include for point out data storage path represented by pending variable with
And to operating parameter that the data are processed；
In specific embodiment, when user needs to carry out corresponding data processing to the data represented by pending variable,
Need to be input into control instruction, the control instruction can include macro control statement, for example, the editor in SAS softwares is input into control
System instruction, the control instruction is macro control statement.Macro control statement includes grand and prompt message that needs call, it is necessary to adjust
With it is grand embody user needs data are carried out with which kind of data processing, prompt message be used for point out represented by pending variable
Data storage path and the operating parameter processed the data, grand in SAS softwares can carry out the quality of data
What is checked is grand, and the grand corresponding data processing is that the quality of data is checked.It should be noted that the existing way of prompt message
Can have various, for example, prompt message can be the form store path being associated with SAS softwares in SAS softwares, in form
The data storage path represented by pending variable is stored, when needing to obtain the data represented by pending variable, is then needed
Associated form is first obtained, then goes to obtain the store path of the data represented by pending variable from form；Prompting letter
Breath can also be the data storage path represented by pending variable, can directly find pending variable institute by prompt message
The data of expression, operating parameter can be data variable title, the Data Date for being extracted, it is necessary to the kind of the derivative variable for calculating
Class etc..
S101, responds the control instruction, is read from the file of the data storage path according to the prompt message
Data represented by the pending variable；
In specific embodiment, be input into control instruction is responded, for example, when this data processing method is that to be used in SAS soft
On part, be then input into macro control statement is responded, file of the prompt message in macro control statement from data storage path
The middle data read represented by pending variable.Because the existing way of prompt message has various, obtained according to prompt message
Taking the mode of the data represented by pending variable also has various.
S102, grand the grand corresponding macroprogram is read according to described from specific file；
In specific embodiment, grand in macro control statement reads the grand corresponding macroprogram from specific file, needs
It is noted that macroprogram can be stored in one file, it is also possible to which storage, can be according to control instruction in multiple files
In grand title read corresponding macroprogram.
S103, the execution parameter for setting the macroprogram is the operating parameter, and is treated to described using the macroprogram
Data represented by treatment variable carry out corresponding data processing.
In specific embodiment, corresponding macroprogram is called, and it is operating parameter to set the execution parameter of macroprogram, so that real
Corresponding data processing now is carried out to the data represented by pending variable.Specifically, corresponding data processing can be here
The quality of data is checked, the extraction of batch original variable, variable missing values and outlier processing, automatically generate derivative variable and list
Variables choice etc..
In the embodiment of the present invention, the control instruction for carrying macro control statement of user input is obtained, in macro control statement
Including needing call grand and for pointing out data storage path represented by pending variable and the data being carried out
The operating parameter for the treatment of, the data according to represented by prompt message reads pending variable, the execution parameter for setting macroprogram is
Operating parameter, and the data represented by acquired pending variable are carried out at corresponding data using grand corresponding macroprogram
Reason.This data processing method, is capable of achieving automatically to process data using grand corresponding macroprogram, data-handling efficiency
Height, it is simple to operate.
Fig. 2 is refer to, is the schematic flow sheet of another data processing method provided in an embodiment of the present invention；The present embodiment
Described another data processing method includes step：
S200, obtains the control instruction for carrying macro control statement of user input, and the macro control statement includes needing
The grand and prompt message called, the prompt message include for point out data storage path represented by pending variable with
And to operating parameter that the data are processed；
In specific embodiment, embodiment step S100 described in the present embodiment step S200 reference pictures 1 will not be repeated here.
S201, responds the control instruction, obtains the preset table according to the prompt message, and read described default
Data set store path where the data represented by described pending variable stored in form, and the data set is stored into road
Footpath is defined as the data storage path；
In specific embodiment, when prompt message is preset table store path information, the preset table storage is pending
Data set store path where data represented by variable.
When in SAS softwares, preset table is associated with SAS softwares, by the pending change of user input in preset table
The logical base of data set, is data set store path where amount, when runs software, can be got in the preset table
Data set store path where pending variable.
S202, obtains the data set from the file of the data storage path, and institute is obtained from the data set
State the data represented by pending variable.
In specific embodiment, data set is got from the file of data storage path, then from being obtained from data set and treating
Data represented by reason variable.For example, pending variable is user's January spending amount, then extracted from the data set in January
Go out all customer consumption value datas.
S203, grand the grand corresponding macroprogram is read according to described from specific file；
In specific embodiment, embodiment step S102 described in the present embodiment step S203 reference pictures 1 will not be repeated here.
S204, the execution parameter for setting the macroprogram is the operating parameter, and is treated to described using the macroprogram
Data represented by treatment variable carry out corresponding data processing.
In specific embodiment, embodiment step S103 described in the present embodiment step S204 reference pictures 1 will not be repeated here.
In the embodiment of the present invention, the control instruction for carrying macro control statement of user input is obtained, in macro control statement
Including needing call grand and for pointing out data storage path represented by pending variable and the data being carried out
The operating parameter for the treatment of, the data according to represented by prompt message reads pending variable, the execution parameter for setting macroprogram is
Operating parameter, and the data represented by acquired pending variable are carried out at corresponding data using grand corresponding macroprogram
Reason.This data processing method, is capable of achieving automatically to process data using grand corresponding macroprogram, data-handling efficiency
Height, it is simple to operate.
Fig. 3 is refer to, is the schematic flow sheet of another data processing method provided in an embodiment of the present invention；The present embodiment
Another described data processing method includes step：
S300, obtains the control instruction for carrying macro control statement of user input, and the macro control statement includes needing
The grand and prompt message called, the prompt message include for point out data storage path represented by pending variable with
And to operating parameter that the data are processed；
In specific embodiment, embodiment step S100 described in the present embodiment step S300 reference pictures 1 will not be repeated here.
S301, responds the control instruction, and the data set store path is defined as into the data storage path；
In specific embodiment, the data set store path where prompt message is the data represented by pending variable, then
The data set store path is directly defined as data storage path.
S302, the data set is obtained according to the prompt message from the file of the data storage path, and from institute
State and data represented by the pending variable are obtained in data set.
In specific embodiment, data set is got according to data set store path in prompt message, and looked into from data set
Find the data represented by pending variable.
S303, grand the grand corresponding macroprogram is read according to described from specific file；
In specific embodiment, embodiment step S102 described in the present embodiment step S303 reference pictures 1 will not be repeated here.
S304, the execution parameter for setting the macroprogram is the operating parameter, and is treated to described using the macroprogram
Data represented by treatment variable carry out corresponding data processing.
In specific embodiment, embodiment step S103 described in the present embodiment step S304 reference pictures 1 will not be repeated here.
In the embodiment of the present invention, the control instruction for carrying macro control statement of user input is obtained, in macro control statement
Including needing call grand and for pointing out data storage path represented by pending variable and the data being carried out
The operating parameter for the treatment of, the data according to represented by prompt message reads pending variable, the execution parameter for setting macroprogram is
Operating parameter, and the data represented by acquired pending variable are carried out at corresponding data using grand corresponding macroprogram
Reason.This data processing method, is capable of achieving automatically to process data using grand corresponding macroprogram, data-handling efficiency
Height, it is simple to operate.
Fig. 4 is refer to, is the schematic flow sheet of another data processing method provided in an embodiment of the present invention；The present embodiment
Another described data processing method includes step：
S400, obtains the control instruction for carrying macro control statement of user input, and the macro control statement includes needing
The grand and prompt message called, the prompt message include for point out data storage path represented by pending variable with
And to operating parameter that the data are processed；
In specific embodiment, embodiment step S100 described in the present embodiment step S400 reference pictures 1 will not be repeated here.
S401, responds the control instruction, is read from the file of the data storage path according to the prompt message
Data represented by the pending variable；
In specific embodiment, embodiment step S101 described in the present embodiment step S401 reference pictures 1 will not be repeated here.
S402, grand the grand corresponding macroprogram is read according to described from specific file；
In specific embodiment, embodiment step S102 described in the present embodiment step S402 reference pictures 1 will not be repeated here.
S403, calls the macroprogram；
S404, the execution parameter for setting the macroprogram is the operating parameter；
In specific embodiment, operating parameter can be variable name, output format, statistical method etc..
S405, the macroprogram according to the operating parameter, according to default output format by the pending variable institute table
The data shown carry out statistical disposition, and export the data after statistical disposition.
In specific embodiment, the macroprogram is used to check the quality of data, so that user checks the distribution situation of the variable,
Whether data are had, how is distribution, if meets business rule, so as to decide whether to extract original change of the variable as modeling
Amount.
Specifically, statistical disposition can be record number, average, missing values, the minimum for counting the data represented by the variable
Value, each quantile, interval, interval record number, interval percentage, accumulative perception and maximum etc., specific statistics
Processing mode can be that user presets, for example, in SAS softwares, when macroprogram %varchek is called, for numerical value
The variable of type, if not specifying output format, counts record number, average, missing values, the minimum of the data represented by the variable
Value, each quantile, maximum.For character type variable and the numeric type variable of specified output format, then the variable is counted
Interval records number, interval percentage, accumulative perception etc..
Further, the data after output statistical disposition, the specific way of output can converge the link of all variables
Always in the form of one page html forms, as long as clicking on corresponding variable can check that it is distributed.Its distribution is for this
The data after data statistics processing represented by variable.
After carrying out quality to the data represented by pending variable and checking, the number represented by pending variable can be extracted
According to this can also can be obtained according to new variable naming to data by calling macroprogram %varget, and after running
The data being named.
In the embodiment of the present invention, the control instruction for carrying macro control statement of user input is obtained, in macro control statement
Including needing call grand and for pointing out data storage path represented by pending variable and the data being carried out
The operating parameter for the treatment of, the data according to represented by prompt message reads pending variable, the execution parameter for setting macroprogram is
Operating parameter, and the data represented by acquired pending variable are carried out at corresponding data using grand corresponding macroprogram
Reason.This data processing method, is capable of achieving automatically to process data using grand corresponding macroprogram, data-handling efficiency
Height, it is simple to operate.
Fig. 5 is refer to, is the schematic flow sheet of another data processing method provided in an embodiment of the present invention；The present embodiment
Another described data processing method includes step：
S500, obtains the control instruction for carrying macro control statement of user input, and the macro control statement includes needing
The grand and prompt message called, the prompt message include for point out data storage path represented by pending variable with
And to operating parameter that the data are processed；
In specific embodiment, embodiment step S100 described in the present embodiment step S500 reference pictures 1 will not be repeated here.
S501, responds the control instruction, is read from the file of the data storage path according to the prompt message
Data represented by the pending variable；
In specific embodiment, embodiment step S101 described in the present embodiment step S501 reference pictures 1 will not be repeated here.
S502, grand the grand corresponding macroprogram is read according to described from specific file；
In specific embodiment, embodiment step S102 described in the present embodiment step S502 reference pictures 1 will not be repeated here.
S503, calls the macroprogram；
S504, the execution parameter for setting the macroprogram is the operating parameter；
In specific embodiment, operating parameter can be default value for being substituted for missing values etc..
S504, the macroprogram counts the missing of the data represented by the pending variable according to the operating parameter
Rate, and export the miss rate；
In specific embodiment, before being modeled using the data represented by pending variable, it usually needs treat place
Data represented by reason variable carry out the treatment of missing values and exceptional value.Macroprogram counts the number represented by pending variable first
According to miss rate, and miss rate is exported, so that user understands the deletion condition of the data represented by the pending variable.
Missing values in data represented by the pending variable are substituted for default value by S505, the macroprogram.
In specific embodiment, the missing values in the data represented by pending variable are substituted for default value by macroprogram,
For example, missing values to be all substituted for numerical value 0.It should be noted that predetermined threshold value can be user being carried out according to actual conditions
Setting.
In the embodiment of the present invention, the control instruction for carrying macro control statement of user input is obtained, in macro control statement
Including needing call grand and for pointing out data storage path represented by pending variable and the data being carried out
The operating parameter for the treatment of, the data according to represented by prompt message reads pending variable, the execution parameter for setting macroprogram is
Operating parameter, and the data represented by acquired pending variable are carried out at corresponding data using grand corresponding macroprogram
Reason.This data processing method, is capable of achieving automatically to process data using grand corresponding macroprogram, data-handling efficiency
Height, it is simple to operate.
Fig. 6 is refer to, is the schematic flow sheet of another data processing method provided in an embodiment of the present invention；The present embodiment
Another described data processing method includes step：
S600, obtains the control instruction for carrying macro control statement of user input, and the macro control statement includes needing
The grand and prompt message called, the prompt message include for point out data storage path represented by pending variable with
And to operating parameter that the data are processed；
In specific embodiment, embodiment step S100 described in the present embodiment step S600 reference pictures 1 will not be repeated here.
S601, responds the control instruction, is read from the file of the data storage path according to the prompt message
Data represented by the pending variable；
In specific embodiment, embodiment step S101 described in the present embodiment step S601 reference pictures 1 will not be repeated here.
S602, grand the grand corresponding macroprogram is read according to described from specific file；
In specific embodiment, embodiment step S102 described in the present embodiment step S602 reference pictures 1 will not be repeated here.
S603, calls the macroprogram；
S604, the execution parameter for setting the macroprogram is the operating parameter；
In specific embodiment, operating parameter can be calculative original variable name, need to calculate spreading out for which type
The amount of changing etc..
S605, the macroprogram is based on the operating parameter, and the data according to represented by the pending variable, calculates
The default derivative variable of the pending variable, and export the default derivative variable.
In specific embodiment, in order to increase the predictive ability of pending variable, generally require to carry out respectively pending variable
The conversion of the form of kind, for example, generating the derivative variable of pending variable, derivative variable can be the number represented by pending variable
Maximum, minimum value, average and trend variable in etc..Typically according to actual conditions, user can be set needs meter
The default derivative variable calculated, macroprogram calculates the default derivative variable of pending variable by statistical calculations method, and defeated
Go out the default derivative variable for being calculated.So that represented by user from the default derivative variable analysis for the being exported pending variable
Data distribution situation.
In the embodiment of the present invention, the control instruction for carrying macro control statement of user input is obtained, in macro control statement
Including needing call grand and for pointing out data storage path represented by pending variable and the data being carried out
The operating parameter for the treatment of, the data according to represented by prompt message reads pending variable, the execution parameter for setting macroprogram is
Operating parameter, and the data represented by acquired pending variable are carried out at corresponding data using grand corresponding macroprogram
Reason.This data processing method, is capable of achieving automatically to process data using grand corresponding macroprogram, data-handling efficiency
Height, it is simple to operate.
Fig. 7 is refer to, is the schematic flow sheet of another data processing method provided in an embodiment of the present invention；The present embodiment
Another described data processing method includes step：
S700, obtains the control instruction for carrying macro control statement of user input, and the macro control statement includes needing
The grand and prompt message called, the prompt message include for point out data storage path represented by pending variable with
And to operating parameter that the data are processed；；
In specific embodiment, embodiment step S100 described in the present embodiment step S700 reference pictures 1 will not be repeated here.
S701, responds the control instruction, is read from the file of the data storage path according to the prompt message
Data represented by the pending variable；
In specific embodiment, embodiment step S101 described in the present embodiment step S701 reference pictures 1 will not be repeated here.
S702, grand the grand corresponding macroprogram is read according to described from specific file；
In specific embodiment, embodiment step S102 described in the present embodiment step S702 reference pictures 1 will not be repeated here.
S703, calls the macroprogram；
S704, the execution parameter for setting the macroprogram is the operating parameter；
In specific embodiment, operating parameter can be required point when classifying to variable of classification number, finally need
Variable number of reservation etc..
S704, data of the macroprogram according to represented by each described variable, calculates the value of information of the variable；
In specific embodiment, pending variable includes at least one variable, in order to realize to included in pending variable
Variable carry out prescreening, filter out the variable with predictive ability, then call first macroprogram %var_chose calculate two-value
The value of information of the pending variable of type or the pending variable of continuous type.Each variable in pending variable has an information
Value.It should be noted that the value of information of variable shows the variable to the predictive ability of target variable just.
S705, the macroprogram is classified at least one variable, obtains at least one classification；
In specific embodiment, in order to exclude influence of the synteny of variable in pending variable to modelling effect, then need
Call macroprogram %varclus to classify variable, the variable with synteny feature is classified as a class, for example, in user
In credit card record, customer consumption number of times and spending amount are divided into a class, all variables in pending variable are divided
Class, is so obtained with multiple classifications.
S706, the macroprogram obtains value of information highest variable in each classification, and by the value of information in each classification most
Variable high is defined as the variable after screening.
In specific embodiment, most there is the variable of predictive ability in order to filter out, then need to call macroprogram by each classification
Middle value of information highest variable is picked out, and value of information highest variable in each classification is defined as into the variable after screening,
Variable after output screening, so that user carries out further data modeling point in the variable after screening being substituted into model
Analysis.It should be noted that being the dimension for reducing pending variable to the purpose that pending variable is screened.
In the embodiment of the present invention, the control instruction for carrying macro control statement of user input is obtained, in macro control statement
Including needing call grand and for pointing out data storage path represented by pending variable and the data being carried out
The operating parameter for the treatment of, the data according to represented by prompt message reads pending variable, the execution parameter for setting macroprogram is
Operating parameter, and the data represented by acquired pending variable are carried out at corresponding data using grand corresponding macroprogram
Reason.This data processing method, is capable of achieving automatically to process data using grand corresponding macroprogram, data-handling efficiency
Height, it is simple to operate.
A kind of implementing for data processing equipment provided in an embodiment of the present invention is described below.
Fig. 8 is refer to, is a kind of structural representation of data processing equipment provided in an embodiment of the present invention.As shown in figure 8,
A kind of data processing equipment described in the present embodiment includes：Acquisition module 100, the first read module 101, the second read module and
Data processing module 102.
Acquisition module 100, the control instruction for carrying macro control statement for obtaining user input, the grand control language
Sentence includes the grand and prompt message for needing to call, and the prompt message is included for pointing out the data represented by pending variable
Store path and the operating parameter that the data are processed；
In specific embodiment, when user needs to carry out corresponding data processing to the data represented by pending variable,
Need to be input into control instruction, the control instruction can include macro control statement, and acquisition module 100 obtains carrying for user input
The control instruction of macro control statement.For example, the editor in SAS softwares is input into control instruction, the control instruction is grand control
Sentence.Macro control statement includes the grand and prompt message that needs call, it is necessary to that calls grand embody user and need logarithm
According to which kind of data processing is carried out, prompt message is used to point out the data storage path represented by pending variable, and to described
The operating parameter that data are processed, grand in SAS softwares can carry out grand, grand corresponding number that the quality of data is checked
It is that the quality of data is checked according to treatment.It should be noted that the existing way of prompt message can have various, for example, soft in SAS
Prompt message can be the form store path being associated with SAS softwares in part, be stored in form represented by pending variable
Data storage path, when needing to obtain the data represented by pending variable, then need first to obtain associated form, then
Remove to obtain the store path of the data represented by pending variable from form；Prompt message can also be pending variable institute table
The data storage path for showing, can directly find data represented by pending variable by prompt message, and operating parameter can be with
It is data variable title, the Data Date for being extracted, it is necessary to species of derivative variable for calculating etc..
First read module 101, for responding the control instruction, according to the prompt message from the data storage road
The data represented by the pending variable are read in the file in footpath；
In specific embodiment, the first read module 101 responds be input into control instruction, for example, working as this data processing side
Method is used on SAS softwares, then respond be input into macro control statement, and the first read module 101 is according in macro control statement
Prompt message data represented by pending variable are read from the file of data storage path.Because the presence of prompt message
Mode has various, so the mode of the data according to represented by prompt message obtains pending variable also has various.
Second read module 102, for grand reading the grand corresponding macroprogram from specific file according to described；
In specific embodiment, it is grand that grand in macro control statement of the second read module 102 reads this from specific file
Corresponding macroprogram is, it is necessary to illustrate, macroprogram can be stored in one file, it is also possible to store in multiple files,
Corresponding macroprogram can be read according to title grand in control instruction.
Data processing module 103, is the operating parameter for setting the execution parameter of the macroprogram, and using described
Macroprogram carries out corresponding data processing to the data represented by the pending variable.
In specific embodiment, data processing module 103 calls corresponding macroprogram, and sets the execution parameter of macroprogram and be
Operating parameter, so as to realize carrying out corresponding data processing to the data represented by pending variable.Specifically, corresponding here
Data processing can be that the quality of data is checked, the extraction of batch original variable, variable missing values and outlier processing, automatically generated
Derivative variable and single argument selection etc..
In the embodiment of the present invention, the control instruction for carrying macro control statement of user input is obtained, in macro control statement
Including needing call grand and for pointing out data storage path represented by pending variable and the data being carried out
The operating parameter for the treatment of, the data according to represented by prompt message reads pending variable, the execution parameter for setting macroprogram is
Operating parameter, and the data represented by acquired pending variable are carried out at corresponding data using grand corresponding macroprogram
Reason.This data processing method, is capable of achieving automatically to process data using grand corresponding macroprogram, data-handling efficiency
Height, it is simple to operate.
Fig. 9 is refer to, is a kind of structural representation of first read module provided in an embodiment of the present invention.As shown in figure 9,
A kind of first read module described in the present embodiment includes：First acquisition unit 1010 and second acquisition unit 1011.
First acquisition unit 1010, for obtaining the preset table according to the prompt message, and reads described default
Data set store path where the data represented by described pending variable stored in form, and the data set is stored into road
Footpath is defined as the data storage path；
In specific embodiment, when prompt message is preset table store path information, the preset table storage is pending
Data set store path where data represented by variable.
When in SAS softwares, preset table is associated with SAS softwares, by the pending change of user input in preset table
The logical base of data set, is data set store path where amount, and when runs software, first acquisition unit 1010 can be at this
Data set store path where pending variable is got in preset table.
Second acquisition unit 1011, for obtaining the data set from the file of the data storage path, and from institute
State and data represented by the pending variable are obtained in data set.
In specific embodiment, second acquisition unit 1011 gets data set from the file of data storage path, then from
The data represented by pending variable are obtained in data set.For example, pending variable is user's January spending amount, then from January
All customer consumption value datas are extracted in the data set of part.
In the embodiment of the present invention, the control instruction for carrying macro control statement of user input is obtained, in macro control statement
Including needing call grand and for pointing out data storage path represented by pending variable and the data being carried out
The operating parameter for the treatment of, the data according to represented by prompt message reads pending variable, the execution parameter for setting macroprogram is
Operating parameter, and the data represented by acquired pending variable are carried out at corresponding data using grand corresponding macroprogram
Reason.This data processing method, is capable of achieving automatically to process data using grand corresponding macroprogram, data-handling efficiency
Height, it is simple to operate.
Figure 10 is refer to, is the structural representation of another first read module provided in an embodiment of the present invention.Such as Figure 10
Shown, a kind of first read module described in the present embodiment includes：The acquiring unit 1013 of determining unit 1012 and the 3rd.
Determining unit 1012, for the data set store path to be defined as into the data storage path；
In specific embodiment, the data set store path where prompt message is the data represented by pending variable, really
The data set store path is then directly defined as data storage path by order unit 1012.
3rd acquiring unit 1013, for obtaining institute from the file of the data storage path according to the prompt message
Data set is stated, and the data represented by the pending variable are obtained from the data set.
In specific embodiment, the 3rd acquiring unit 1013 gets data according to data set store path in prompt message
Collection, and the data represented by pending variable are found from data set.
In the embodiment of the present invention, the control instruction for carrying macro control statement of user input is obtained, in macro control statement
Including needing call grand and for pointing out data storage path represented by pending variable and the data being carried out
The operating parameter for the treatment of, the data according to represented by prompt message reads pending variable, the execution parameter for setting macroprogram is
Operating parameter, and the data represented by acquired pending variable are carried out at corresponding data using grand corresponding macroprogram
Reason.This data processing method, is capable of achieving automatically to process data using grand corresponding macroprogram, data-handling efficiency
Height, it is simple to operate.
Figure 11 is refer to, is a kind of structural representation of data processing module provided in an embodiment of the present invention.Such as Figure 11 institutes
Show, a kind of data processing module described in the present embodiment includes：First call unit 1030, the first setting unit 1031 and statistics
Processing unit 1032.
First call unit 1030, for calling the macroprogram；
First setting unit 1031, the execution parameter for setting the macroprogram is the operating parameter；
In specific embodiment, operating parameter can be variable name, output format, statistical method etc..
Statistical disposition unit 1032, for using the macroprogram according to the operating parameter, according to default output format
Data represented by the pending variable are carried out into statistical disposition, and exports the data after statistical disposition.
In specific embodiment, the macroprogram is used to check the quality of data, so that user checks the distribution situation of the variable,
Whether data are had, how is distribution, if meets business rule, so as to decide whether to extract original change of the variable as modeling
Amount.
Specifically, statistical disposition can be statistical disposition unit 1031 count the variable represented by data record number,
Average, missing values, minimum value, each quantile, interval, interval record number, interval percentage, accumulative perception and maximum
Etc., specific statistical disposition mode can be that user presets, for example, in SAS softwares, calling macroprogram %
During varchek, for the variable of numeric type, if not specifying output format, the record of the data represented by the variable is counted
Number, average, missing values, minimum value, each quantile, maximum.For the numeric type of character type variable and specified output format
Variable, then count interval record number, interval percentage, accumulative perception of the variable etc..
Further, the data after output statistical disposition, the specific way of output can converge the link of all variables
Always in the form of one page html forms, as long as clicking on corresponding variable can check that it is distributed.Its distribution is for this
The data after data statistics processing represented by variable.
After carrying out quality to the data represented by pending variable and checking, the number represented by pending variable can be extracted
According to this can also can be obtained according to new variable naming to data by calling macroprogram %varget, and after running
The data being named.
In the embodiment of the present invention, the control instruction for carrying macro control statement of user input is obtained, in macro control statement
Including needing call grand and for pointing out data storage path represented by pending variable and the data being carried out
The operating parameter for the treatment of, the data according to represented by prompt message reads pending variable, the execution parameter for setting macroprogram is
Operating parameter, and the data represented by acquired pending variable are carried out at corresponding data using grand corresponding macroprogram
Reason.This data processing method, is capable of achieving automatically to process data using grand corresponding macroprogram, data-handling efficiency
Height, it is simple to operate.
Figure 12 is refer to, is the structural representation of another data processing module provided in an embodiment of the present invention.Such as Figure 12
Shown, a kind of data processing module described in the present embodiment includes：Second call unit 1033, the second setting unit 1034, system
Meter output unit 1035 and replacement unit 1036.
Second call unit 1033, for calling the macroprogram；
Second setting unit 1034, the execution parameter for setting the macroprogram is the operating parameter；
In specific embodiment, operating parameter can be default value for being substituted for missing values etc..
Statistics output unit 1035, according to the operating parameter, the pending change is counted for using the macroprogram
The miss rate of the represented data of amount, and export the miss rate；
In specific embodiment, before being modeled using the data represented by pending variable, it usually needs treat place
Data represented by reason variable carry out the treatment of missing values and exceptional value.Statistics output unit 1033 is counted using macroprogram first
The miss rate of the data represented by pending variable, and miss rate is exported, so that user is understood represented by the pending variable
The deletion condition of data.
Replacement unit 1036, is replaced the missing values in the data represented by the pending variable using the macroprogram
Into default value.
In specific embodiment, replacement unit 1034 uses macroprogram by the missing values in the data represented by pending variable
Default value is substituted for, for example, missing values to be all substituted for numerical value 0.It should be noted that predetermined threshold value can be user's root
Set according to actual conditions
In the embodiment of the present invention, the control instruction for carrying macro control statement of user input is obtained, in macro control statement
Including needing call grand and for pointing out data storage path represented by pending variable and the data being carried out
The operating parameter for the treatment of, the data according to represented by prompt message reads pending variable, the execution parameter for setting macroprogram is
Operating parameter, and the data represented by acquired pending variable are carried out at corresponding data using grand corresponding macroprogram
Reason.This data processing method, is capable of achieving automatically to process data using grand corresponding macroprogram, data-handling efficiency
Height, it is simple to operate.
Figure 13 is refer to, is the structural representation of another data processing module provided in an embodiment of the present invention.Such as Figure 13
Shown, a kind of data processing module described in the present embodiment includes：3rd call unit 1037, the 3rd setting unit 1038 and meter
Calculate output unit 1039.
3rd call unit 1037, for calling the macroprogram；
3rd setting unit 1038, the execution parameter for setting the macroprogram is the operating parameter；
In specific embodiment, operating parameter can be calculative original variable name, need to calculate spreading out for which type
The amount of changing etc..
Output unit 1039 is calculated, for being based on the operating parameter using the macroprogram, and according to described pending
Data represented by variable, calculate the default derivative variable of the pending variable, and export the default derivative variable.
In specific embodiment, in order to increase the predictive ability of pending variable, generally require to carry out respectively pending variable
The conversion of the form of kind, for example, generating the derivative variable of pending variable, derivative variable can be the number represented by pending variable
Maximum, minimum value, average and trend variable in etc..Typically according to actual conditions, user can be set needs meter
The default derivative variable calculated, calculates output unit 1036 using macroprogram by statistical calculations method, calculates pending change
The default derivative variable of amount, and export the default derivative variable for being calculated.So that user divides from the default derivative variable for being exported
Analyse the data distribution situation represented by the pending variable.
In the embodiment of the present invention, the control instruction for carrying macro control statement of user input is obtained, in macro control statement
Including needing call grand and for pointing out data storage path represented by pending variable and the data being carried out
The operating parameter for the treatment of, the data according to represented by prompt message reads pending variable, the execution parameter for setting macroprogram is
Operating parameter, and the data represented by acquired pending variable are carried out at corresponding data using grand corresponding macroprogram
Reason.This data processing method, is capable of achieving automatically to process data using grand corresponding macroprogram, data-handling efficiency
Height, it is simple to operate.
Figure 14 is refer to, is the structural representation of another data processing module provided in an embodiment of the present invention.Such as Figure 14
Shown, a kind of data processing module described in the present embodiment includes：4th call unit 1040, the 4th setting unit 1041, meter
Calculate unit 1042, taxon 1043 and obtain determining unit 1044.
4th call unit 1040, for calling the macroprogram；
4th setting unit 1041, the execution parameter for setting the macroprogram is the operating parameter；
In specific embodiment, operating parameter can be required point when classifying to variable of classification number, finally need
Variable number of reservation etc..
Computing unit 1042, using data of the macroprogram according to represented by each described variable, calculates the variable
The value of information；
In specific embodiment, pending variable includes at least one variable, in order to realize to included in pending variable
Variable carry out prescreening, filter out the variable with predictive ability, then computing unit 1038 calls macroprogram %var_ first
Chose calculates the value of information of the pending variable of two-value type or the pending variable of continuous type.Each change in pending variable
Amount has a value of information.It should be noted that the value of information of variable shows the variable to the predictive ability of target variable just.
Taxon 1043, is classified at least one variable using the macroprogram, obtains at least one class
Not；
In specific embodiment, in order to exclude influence of the synteny of variable in pending variable to modelling effect, then need
Taxon 1039 calls macroprogram %varclus to classify variable, and the variable with synteny feature is classified as into a class,
For example, in user credit card record, customer consumption number of times and spending amount are divided into a class, will be all in pending variable
Variable is classified, and is so obtained with multiple classifications.
Determining unit 1044 is obtained, using value of information highest variable in the macroprogram each classification of acquisition, and will be every
Value of information highest variable is defined as the variable after screening in one classification.
In specific embodiment, most there is the variable of predictive ability in order to filter out, then obtaining determining unit 1040 needs to call
Macroprogram picks out value of information highest variable in each classification, and value of information highest variable in each classification is determined
It is the variable after screening, the variable after output screening, so that user enters traveling one in the variable after screening being substituted into model
The Modeling analysis of step.It should be noted that being the dimension for reducing pending variable to the purpose that pending variable is screened
Degree.
In the embodiment of the present invention, the control instruction for carrying macro control statement of user input is obtained, in macro control statement
Including needing call grand and for pointing out data storage path represented by pending variable and the data being carried out
The operating parameter for the treatment of, the data according to represented by prompt message reads pending variable, the execution parameter for setting macroprogram is
Operating parameter, and the data represented by acquired pending variable are carried out at corresponding data using grand corresponding macroprogram
Reason.This data processing method, is capable of achieving automatically to process data using grand corresponding macroprogram, data-handling efficiency
Height, it is simple to operate.
One of ordinary skill in the art will appreciate that all or part of flow in realizing above-described embodiment method, can be
The hardware of correlation is instructed to complete by computer program, described program can be stored in a computer read/write memory medium
In, the program is upon execution, it may include such as the flow of the embodiment of above-mentioned each method.Wherein, described storage medium can be magnetic
Dish, CD, read-only memory (Read-Only Memory, ROM) or random access memory (Random Access
Memory, RAM) etc..
Step in present invention method can according to actual needs carry out order adjustment, merge and delete.
Module or unit in embodiment of the present invention terminal can according to actual needs be merged, divide and deleted.
Module described in the embodiment of the present invention or unit, can be by universal integrated circuit, such as CPU (Central
Processing Unit, central processing unit), or by ASIC (Application Specific Integrated
Circuit, application specific integrated circuit) realize.
Above disclosed is only present pre-ferred embodiments, can not limit the right model of the present invention with this certainly
Enclose, therefore the equivalent variations made according to the claims in the present invention, still belong to the scope that the present invention is covered.
Claims (10)
1. a kind of data processing method, it is characterised in that methods described includes：
Obtain user input the control instruction for carrying macro control statement, the macro control statement include need call it is grand with
And prompt message, the prompt message includes for pointing out data storage path represented by pending variable and to the number
According to the operating parameter for being processed；
The control instruction is responded, is read from the file of the data storage path according to the prompt message described pending
Data represented by variable；
Grand the grand corresponding macroprogram is read from specific file according to described；
The execution parameter of the macroprogram is set for the operating parameter, and using the macroprogram to the pending variable institute
The data of expression carry out corresponding data processing；
Wherein, if the data storage path in the prompt message is the data place number represented by the pending variable
According to collection store path,
It is described according to represented by the prompt message reads the pending variable from the file of the data storage path
Data, including：
The data set store path is defined as the data storage path,
The data set is obtained from the file of the data storage path according to the prompt message, and from the data set
Obtain the data represented by the pending variable；
Wherein, if it is described need call it is grand be for carrying out the grand of shortage of data value treatment,
The execution parameter for setting the macroprogram is the operating parameter, and using the macroprogram to the pending change
The represented data of amount carry out corresponding data processing, including：
The macroprogram is called,
The execution parameter of the macroprogram is set for the operating parameter,
The macroprogram counts the miss rate of the data represented by the pending variable according to the operating parameter, and exports
The miss rate,
Missing values in data represented by the pending variable are substituted for default value by the macroprogram.
2. the method for claim 1, it is characterised in that if the data storage path in the prompt message is pre-
If form store path information, the preset table stores the data place data set storage road represented by the pending variable
Footpath；
It is described according to represented by the prompt message reads the pending variable from the file of the data storage path
Data；Including：
The preset table is obtained according to the prompt message, and reads the described pending variable stored in the preset table
Data set store path where represented data, and the data set store path is defined as the data storage path；
The data set is obtained from the file of the data storage path, and the pending change is obtained from the data set
The represented data of amount.
3. method as claimed in claim 2, it is characterised in that if it is described need to call it is grand be for carrying out quality of data inspection
Core it is grand；
The execution parameter for setting the macroprogram is the operating parameter, and using the macroprogram to the pending change
The represented data of amount carry out corresponding data processing, including：
Call the macroprogram；
The execution parameter for setting the macroprogram is the operating parameter；
The macroprogram enters the data represented by the pending variable according to default output format according to the operating parameter
Row statistical disposition, and export the data after statistical disposition.
4. method as claimed in claim 2, it is characterised in that if it is described need to call it is grand be for generating derivative variable
It is grand；
The execution parameter for setting the macroprogram is the operating parameter, and using the macroprogram to the pending change
The represented data of amount carry out corresponding data processing, including：
Call the macroprogram；
The execution parameter for setting the macroprogram is the operating parameter；
The macroprogram is based on the operating parameter, and data according to represented by the pending variable, calculate described in wait to locate
The default derivative variable of variable is managed, and exports the default derivative variable.
5. the method for claim 1, it is characterised in that if it is described need to call it is grand to carry out the grand of Variable Selection,
The pending variable includes at least one variable；
The execution parameter for setting the macroprogram is the operating parameter, and using the macroprogram to the pending change
The represented data of amount carry out corresponding data processing, including：
Call the macroprogram；
The execution parameter for setting the macroprogram is the operating parameter；
Data of the macroprogram according to represented by each described variable, calculate the value of information of the variable；
The macroprogram is classified at least one variable, obtains at least one classification；
The macroprogram obtains value of information highest variable in each classification, and value of information highest variable in each classification is true
It is set to the variable after screening.
6. a kind of data processing equipment, it is characterised in that described device includes：
Acquisition module, the control instruction for carrying macro control statement for obtaining user input, the macro control statement includes
The grand and prompt message that needs are called, the prompt message is included for pointing out the data storage road represented by pending variable
Footpath and the operating parameter that the data are processed；
First read module, for responding the control instruction, according to the prompt message from the text of the data storage path
The data represented by the pending variable are read in part；
Second read module, for grand reading the grand corresponding macroprogram from specific file according to described；
Data processing module, is the operating parameter for setting the execution parameter of the macroprogram, and utilize the macroprogram
Corresponding data processing is carried out to the data represented by the pending variable；
Wherein, if the data storage path in the prompt message is the data place number represented by the pending variable
According to collection store path, first read module includes：
Determining unit, for the data set store path to be defined as into the data storage path,
3rd acquiring unit, for obtaining the data from the file of the data storage path according to the prompt message
Collection, and the data represented by the pending variable are obtained from the data set；
Wherein, if it is described need call it is grand be that the data processing module includes for carrying out the grand of shortage of data value treatment：
Second call unit, for calling the macroprogram,
Second setting unit, is the operating parameter for setting the execution parameter of the macroprogram,
Statistics output unit, according to the operating parameter, is counted represented by the pending variable for using the macroprogram
Data miss rate, and export the miss rate,
Missing values in data represented by the pending variable are substituted for present count by replacement unit using the macroprogram
Value.
7. device as claimed in claim 6, it is characterised in that if the data storage path in the prompt message is pre-
If form store path information, the preset table stores the data place data set storage road represented by the pending variable
Footpath；First read module includes：
First acquisition unit, for obtaining the preset table according to the prompt message, and reads and deposit in the preset table
Data set store path where data represented by the described pending variable of storage, and the data set store path is defined as
The data storage path；
Second acquisition unit, for obtaining the data set from the file of the data storage path, and from the data set
The middle data obtained represented by the pending variable.
8. device as claimed in claim 7, it is characterised in that if it is described need to call it is grand be for carrying out quality of data inspection
Core it is grand；The data processing module includes：
First call unit, for calling the macroprogram；
First setting unit, the execution parameter for setting the macroprogram is the operating parameter；
Statistical disposition unit, according to the operating parameter, is treated according to default output format for using the macroprogram by described
Data represented by treatment variable carry out statistical disposition, and export the data after statistical disposition.
9. device as claimed in claim 7, it is characterised in that if it is described need to call it is grand be for generating derivative variable
It is grand；The data processing unit includes：
3rd call unit, for calling the macroprogram；
3rd setting unit, the execution parameter for setting the macroprogram is the operating parameter；
Output unit is calculated, for being based on the operating parameter using the macroprogram, and according to the pending variable institute table
The data shown, calculate the default derivative variable of the pending variable, and export the default derivative variable.
10. device as claimed in claim 6, it is characterised in that if it is described need to call it is grand to carry out the grand of Variable Selection,
The pending variable includes at least one variable；The data processing unit includes：
4th call unit, for calling the macroprogram；
4th setting unit, the execution parameter for setting the macroprogram is the operating parameter；
Computing unit, using data of the macroprogram according to represented by each described variable, calculates the value of information of the variable；
Taxon, is classified at least one variable using the macroprogram, obtains at least one classification；
Determining unit is obtained, using value of information highest variable in the macroprogram each classification of acquisition, and by each classification
Value of information highest variable is defined as the variable after screening.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201410251500.2A CN104077128B (en) | 2014-06-09 | 2014-06-09 | A kind of data processing method and device |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201410251500.2A CN104077128B (en) | 2014-06-09 | 2014-06-09 | A kind of data processing method and device |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CN104077128A CN104077128A (en) | 2014-10-01 |
| CN104077128B true CN104077128B (en) | 2017-07-11 |
Family
ID=51598400
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201410251500.2A Active CN104077128B (en) | 2014-06-09 | 2014-06-09 | A kind of data processing method and device |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN104077128B (en) |
Families Citing this family (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN107038289A (en) * | 2017-03-23 | 2017-08-11 | 西安飞机工业（集团）有限责任公司 | The processing method of initial data in a kind of Aircraft Load design |
| CN106960043A (en) * | 2017-03-30 | 2017-07-18 | 中国航空工业集团公司西安飞机设计研究所 | The processing method of initial data in a kind of Aircraft Load design |
| CN108197224B (en) * | 2017-12-28 | 2020-11-20 | 广州虎牙信息科技有限公司 | User group classification method, storage medium and terminal |
| CN109376162A (en) * | 2018-09-03 | 2019-02-22 | 平安普惠企业管理有限公司 | Table data processing method, terminal device and computer readable storage medium |
| CN111857698B (en) * | 2020-07-02 | 2024-04-12 | 苏州谷夫道自动化科技有限公司 | Macro program configuration method and device |
Citations (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US6487713B1 (en) * | 1999-09-24 | 2002-11-26 | Phoenix Technologies Ltd. | Software development system that presents a logical view of project components, facilitates their selection, and signals missing links prior to compilation |
| CN1399737A (en) * | 1999-09-24 | 2003-02-26 | 凤凰技术有限公司 | Software development system for facilitating selection of components |
| CN101211175A (en) * | 2006-12-29 | 2008-07-02 | 中国科学院沈阳计算技术研究所有限公司 | Numerical control system graph-aided macro programming design method |
| CN101344947A (en) * | 2007-07-10 | 2009-01-14 | 蒋建河 | Deposit and debit separated on-line financing method and system |
| CN101776881A (en) * | 2009-12-31 | 2010-07-14 | 北京数码大方科技有限公司 | Method for generating rounding macro-program code |
| CN102549559A (en) * | 2009-08-13 | 2012-07-04 | 谷歌公司 | Virtual object indirection in a hosted computer environment |
Family Cites Families (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US8972930B2 (en) * | 2010-06-04 | 2015-03-03 | Microsoft Corporation | Generating text manipulation programs using input-output examples |
-
2014
- 2014-06-09 CN CN201410251500.2A patent/CN104077128B/en active Active
Patent Citations (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US6487713B1 (en) * | 1999-09-24 | 2002-11-26 | Phoenix Technologies Ltd. | Software development system that presents a logical view of project components, facilitates their selection, and signals missing links prior to compilation |
| CN1399737A (en) * | 1999-09-24 | 2003-02-26 | 凤凰技术有限公司 | Software development system for facilitating selection of components |
| CN101211175A (en) * | 2006-12-29 | 2008-07-02 | 中国科学院沈阳计算技术研究所有限公司 | Numerical control system graph-aided macro programming design method |
| CN101344947A (en) * | 2007-07-10 | 2009-01-14 | 蒋建河 | Deposit and debit separated on-line financing method and system |
| CN102549559A (en) * | 2009-08-13 | 2012-07-04 | 谷歌公司 | Virtual object indirection in a hosted computer environment |
| CN101776881A (en) * | 2009-12-31 | 2010-07-14 | 北京数码大方科技有限公司 | Method for generating rounding macro-program code |
Also Published As
| Publication number | Publication date |
|---|---|
| CN104077128A (en) | 2014-10-01 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN104077128B (en) | A kind of data processing method and device | |
| CN108509485B (en) | Data preprocessing method and device, computer equipment and storage medium | |
| CN107797894B (en) | APP user behavior analysis method and device | |
| CN105721187A (en) | Service fault diagnosis method and apparatus | |
| CN108090829A (en) | A kind of data managing method, data administrator and electronic equipment | |
| CN109597974B (en) | Report generation method and device | |
| CN106022708A (en) | Method for predicting employee resignation | |
| CN108021651A (en) | Network public opinion risk assessment method and device | |
| CN104572775B (en) | Advertisement classification method, device and server | |
| CN105701176A (en) | Data integration method and apparatus | |
| CN113946590A (en) | Method, device and equipment for updating integral data and storage medium | |
| CN114817681B (en) | Financial wind control system based on big data analysis and management equipment thereof | |
| CN113887126A (en) | Welding spot quality analysis method and device, terminal equipment and medium | |
| CN106909454A (en) | A kind of rules process method and equipment | |
| CN106447385A (en) | Data processing method and apparatus | |
| Wang | Research on bank marketing behavior based on machine learning | |
| US11227288B1 (en) | Systems and methods for integration of disparate data feeds for unified data monitoring | |
| CN106874286A (en) | A kind of method and device for screening user characteristics | |
| CN105405220A (en) | Method and device for automated test | |
| CN114595216A (en) | Data verification method and device, storage medium and electronic equipment | |
| KR20190010091A (en) | Anonymization Device for Preserving Utility of Data and Method thereof | |
| CN113706223A (en) | Data processing method and device | |
| CN107463564A (en) | The characteristic analysis method and device of data in server | |
| CN106776623A (en) | A kind of user behavior analysis method and apparatus | |
| JP6496078B2 (en) | Analysis support device, analysis support method, and analysis support program |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| C06 | Publication | ||
| PB01 | Publication | ||
| C10 | Entry into substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| GR01 | Patent grant | ||
| GR01 | Patent grant |