CN108460005A - Data text generating means and method - Google Patents
Data text generating means and method Download PDFInfo
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- CN108460005A CN108460005A CN201810200710.7A CN201810200710A CN108460005A CN 108460005 A CN108460005 A CN 108460005A CN 201810200710 A CN201810200710 A CN 201810200710A CN 108460005 A CN108460005 A CN 108460005A
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Abstract
A kind of data text generating means of the application offer and method.Device includes：Data text configuration management module for receiving data text structure, the data text structure include the field structure information of multiple fields and each field；The data text field contents configuration module configured for the field contents to each field in the data text structure；The data text format configuration module configured for the format to data text；For according to the field contents of each field and the format of data text in data text structure, data text structure, generating the data text generation module of data text.The data text that the application generates all fully meets the functional test verification demand of Data application system no matter from text formatting, content of text or in the efficiency of data preparation.And the application generates data text using data text generating means, issues data text instead of data source systems, avoids and depended on unduly to data source systems.
Description
Technical field
This application involves technical field of data processing more particularly to a kind of data text generating means and method.
Background technology
Computer system more at present is all the bulk data transfer using data text between carrier carry out system, that is, is counted
Text is written into batch data according to source system, is transmitted through the network to Data application system.
Using such data transmission mechanism, the test verification process of Data application system itself function includes：Data source system
Pre-buried data-data source systems Mass production data text-data source systems of uniting issue data text to data application system
System-Data application system carries out functional test verification using the data text that data source systems issue.
Obviously, at present Data application system functional test verification place one's entire reliance upon data source systems data text under
Hair, the quality of data of such strong coupling functional test for being likely to result in Data application system by data source systems, number
Issuing the factors such as timeliness according to diversity and data text influences.
Invention content
In view of this, a kind of data text generating means of the application offer and method, in the work(for meeting Data application system
In the case of verification demand can be tested, data source systems are depended in reduction unduly.Technical solution is as follows：
One side based on the application, the application provide a kind of data text generating means, including：
Data text configuration management module for receiving data text structure, the data text structure include multiple words
The field structure information of section and each field；
The data text field contents configured for the field contents to each field in the data text structure
Configuration module；
The data text format configuration module configured for the format to data text；
For the field contents and number according to each field in the data text structure, the data text structure
According to the format of text, the data text generation module of data text is generated.
Optionally, field of the data text field contents configuration module to each field in the data text structure
Content carries out configuration：
The data text field contents configuration module is to the field contents of each field in the data text structure
Generating mode is configured.
Optionally, the generating mode of the field contents includes following at least one：
Default value generates data mode, list value generates data mode, range value generates data mode, date emulation
Device generating mode, IP emulators generating mode, URL emulators generating mode, address emulator generating mode, telephone number emulation
Device generating mode, E-mail address emulator generating mode, identity card emulator generating mode, place city simulation device generation side
Formula, name emulator generating mode, business license emulator generating mode, postcode emulator generating mode, regular expressions
Formula generating mode.
Optionally, the field structure information includes field name, order of the field, field type, field length；
The format of the data text includes interfield separator, file name formats, document No..
Optionally, the data text configuration management module is additionally operable to the data text structure that storage receives, Yi Jiyong
In the interface for providing selection different data text structure.
Optionally, described device further includes：
For receiving data text, and identify the data text identification mould of the data text structure of the data text received
Block；
For the data text structure of the data text recognized and the data text configuration management module to be stored
Data text structure be compared, obtain different information, and export the data text management module of the different information.
Another aspect based on the application, the application provide a kind of data text generation method, are applied to previously described
In data text generating means, the method includes：
Data text structure is received, the data text structure includes the field structure of multiple fields and each field
Information；
The field contents of each field in the data text structure are configured；
The format of data text is configured；
Field contents and data text according to each field in the data text structure, the data text structure
This format generates data text.
Optionally, the field contents to each field in the data text structure, which configure, includes：
The generating mode of the field contents of each field in the data text structure is configured.
Optionally, the generating mode of the field contents includes following at least one：
Default value generates data mode, list value generates data mode, range value generates data mode, date emulation
Device generating mode, IP emulators generating mode, URL emulators generating mode, address emulator generating mode, telephone number emulation
Device generating mode, E-mail address emulator generating mode, identity card emulator generating mode, place city simulation device generation side
Formula, name emulator generating mode, business license emulator generating mode, postcode emulator generating mode, regular expressions
Formula generating mode.
Optionally, the field structure information includes field name, order of the field, field type, field length；
The format of the data text includes interfield separator, file name formats, document No..
In data text generating means and method provided by the present application, data are received by data text configuration management module
Text structure is realized using data text field contents configuration module to the field contents of each field in data text structure
Configuration is realized to the configuration of the format of data text using data text format configuration module, finally generates mould by data text
Block generates number according to the field contents of each field and the format of data text in data text structure, data text structure
According to text.The data text that the application generates is all complete no matter from text formatting, content of text or in the efficiency of data preparation
Demand is verified in the functional test of full up foot Data application system.And the application generates data text using data text generating means
This, issues data text so that the test verification process of Data application system itself function is optimized for instead of data source systems：Number
According to text generating apparatus generate data text that data text-Data application system is generated using data text generating means into
Row functional test is verified, and effectively prevents depending on data source systems unduly.
Description of the drawings
In order to illustrate the technical solutions in the embodiments of the present application or in the prior art more clearly, to embodiment or will show below
There is attached drawing needed in technology description to be briefly described, it should be apparent that, the accompanying drawings in the following description is only this
The embodiment of application for those of ordinary skill in the art without creative efforts, can also basis
The attached drawing of offer obtains other attached drawings.
Fig. 1 is a kind of structural schematic diagram of data text generating means provided by the embodiments of the present application；
Fig. 2 is the schematic diagram of data text structure in the embodiment of the present application；
Fig. 3 is the structural schematic diagram of another data text generating means provided by the embodiments of the present application；
Fig. 4 is a kind of flow chart of data text generation method provided by the embodiments of the present application.
Specific implementation mode
Below in conjunction with the attached drawing in the embodiment of the present application, technical solutions in the embodiments of the present application carries out clear, complete
Site preparation describes, it is clear that described embodiments are only a part of embodiments of the present application, instead of all the embodiments.It is based on
Embodiment in the application, it is obtained by those of ordinary skill in the art without making creative efforts every other
Embodiment shall fall in the protection scope of this application.
Currently, the test verification process of Data application system itself function includes：Pre-buried data-the data of data source systems
Data source systems issue data text to Data application system-Data application system to source system Mass production data text-makes
Functional test verification is carried out with the data text that data source systems issue.
For the test verification process of itself function of current existing Data application system, present applicant have found that,
The place one's entire reliance upon data text of data source systems of the functional test verification of Data application system issues, it is such it is strong coupling very
It is likely to result under the quality of data of the functional test by data source systems, data diversity and the data text of Data application system
Sending out the factors such as timeliness influences.And this method needs the tester of Data application system to fully understand the industry of data source systems
Data are pre-buried and data File Transfer to carry out for the transmission mechanism of business logic and data text, this results in Data application system to survey
It tries learning cost to increase, and the increase of data preparation link and shareholder, thus leads to the communication cost increase of test process.
In view of this, present applicant from test method it has furthermore been found that consider, Data application system itself function
It tests in verification process, the source to data text is simultaneously insensitive, concerns the content of text and text lattice of data text
Whether formula meets the demand of functional verification.
Based on this, one of the main design idea of the application includes but not limited to utilize data text provided by the present application
Generating means generate data text, data text are issued instead of data source systems, so that Data application system itself function
Test verification process be optimized for：Data text generating means are generated data text-Data application system and are given birth to using data text
Functional test verification is carried out at the data text that device generates.Obviously it is generated using data text generating means provided by the present application
Data text issues data text instead of data source systems, has cut that data source systems data are pre-buried and data File Transfer ring
Section reduces the learning cost of tester and links up cost naturally.And data text generating means provided by the present application generate
Data text disclosure satisfy that Data application system functional test verification demand, do not interfere with Data application system test effect
Fruit, Data application system can have independently produced test data and carry out functional test verification, effectively prevent to a certain extent
Data source systems are depended on unduly.
Specifically, data text generating means provided by the present application are as shown in Figure 1, include：Data text structure management mould
Block 10, data text field contents configuration module 20, data text format configuration module 30 and data text generation module 40.Its
In,
For data text configuration management module 10 for receiving data text structure, wherein data text structure includes multiple words
The field structure information of section and each field.
Usually, user uploads data text structure, i.e. data text structure by data text configuration management module 10
Management module 10 receives the data text structure that user uploads.Specifically, data text structure can be documented in excel by user
In document, the excel documents comprising data text structure are uploaded to data text configuration management module 10, the data of the upload
Text structure will be as text structure foundation when being subsequently generated data text.
Data text structure includes the field structure information of multiple fields and each field, and wherein field structure is believed
Breath may include the structural informations such as field name, order of the field, field type, field length, such as shown in Fig. 2, and wherein Fig. 2 is only
Schematically illustrate a part of structural information, restrictions of the Fig. 2 not as the application.
It is to be appreciated that the data text structure in the application refer to data text be made of which field, field it is suitable
It is how many etc. that sequence, which is, what, field length constraint the type of each field be.For example, when need to generate record use
The data text of family information, user information include：When address name, age of user, user's gender, the corresponding number of the data text
The information for being included according to text structure should include：
(1) data text structure includes three fields, respectively：Address name, age of user, user's gender；
(2) three order of the field that data text structure includes from left to right are followed successively by：Address name, age of user, use
Family gender；
(3) field length for three fields that data text structure includes is respectively：Address name 10 characters, Yong Hunian
2 10 characters of age, user's gender characters.
It is, the data text structure in the application is the concrete structure of data text.
In practical applications, data text includes two attribute, and one is data contents, and one is the compositions of data content
Mode, that is, data text concrete structure.For example, for " 123456 ", data content is " 123456 ", number
Concrete structure according to text is " first three character is user name, rear three characters are password ", it is, data text is specific
Structure includes two fields, and first character section, i.e. first three character " 123 " are for indicating user name, second field, i.e., rear three
A character " 456 " is for indicating password.
Data text field contents configuration module 20 is based on data text structure, to each word in data text structure
The field contents of section are configured.
Specifically, word of the data text field contents configuration module 20 to each field in data text structure in the application
The realization method that is configured of section content can be specially：To the generation side of the field contents of each field in data text structure
Formula is configured, corresponding to generate to when specifically generating field contents, be adopted as the generating mode of each field configuration
Field contents.
In the application actual application, the generating mode for the field contents configuration of each field includes various emulation
Data Generator and generating algorithm may include following at least one：Default value generates data mode, list value generates data
Mode, range value generate data mode, date emulator generating mode, IP emulators generating mode, URL emulators generation side
Formula, address emulator generating mode, telephone number emulator generating mode, E-mail address emulator generating mode, identity card are imitative
True device generating mode, place city simulation device generating mode, name emulator generating mode, business license emulator generation side
Formula, postcode emulator generating mode, regular expression generating mode etc..
Still by taking the aforementioned data text for generating record user information as an example.Data text field contents configuration module 20 can be with
The generating mode for configuring " address name " field is name emulator generating mode, configures the generating mode of " age of user " field
Data mode is generated for range value, the generating mode of configuration " user's gender " field is that range value generates data mode.
Core Feature of the data text field contents configuration module 20 as data text generating means provided by the present application
Module, the flexibility of field contents configuration, the rich of field contents generating mode directly determine that data text generates dress
The availability set.The application is by designing 15 kinds of Generation of simulating data devices and generating algorithm, it is sufficient to meet data orientation and generate
Demand.
Data text format configuration module 30 configures the format of data text.
The format of wherein data text may include interfield separator, file name formats, the document No. of data text
Equal text formattings relevant information.
Still by taking the aforementioned data text for generating record user information as an example.If data text format configuration module 30 defines
Two interfields use a separator "/", then each interfield will be separated with "/" in the data text generated, for example,
Such as " Zhang San/25/ is male ", from there through separator "/", different field content can be clearly told.
Word of the data text generation module 40 according to each field in the data text structure, the data text structure
The format of section content and data text generates data text.
In the application, data text structure illustrate in data text comprising which field, the sequence of field how, each
The maximum length of field, which is how many, is waited field structures information.Field contents refer to the value of field.The format of data text includes
The information such as separator, file name formats, the document No. that interfield uses.Data text generation module 40 is according to data text
The field contents of each field and the format of data text in structure, data text structure can directly generate data text
This.For the data text of generation, user can directly download required data text from data text generation module 40.
The essence that data text generates is the field contents that will meet test verification demand, is written according to the format of specification
Data text.Data text format configuration module 30 in the application realizes the configuration to the format of data text, data text
Field contents configuration module 20 configures the value of each field by providing personalized field contents generating mode, generates in this way
Data text no matter from format, in text data content or in the efficiency of data preparation, all fully meet test verification
Demand.Therefore, Data application system can have independently produced test data and carry out functional test verification to a certain extent, keep away
Exempt to depend on data source systems unduly.
Therefore data text generating means provided by the present application are applied, number is received by data text configuration management module 10
According to text structure, realized in the field of each field in data text structure using data text field contents configuration module 20
The configuration of appearance realizes the configuration to the format of data text, finally by data text using data text format configuration module 30
Generation module 40 is according to the field contents of each field and the lattice of data text in data text structure, data text structure
Formula generates data text.The data text that the application generates is no matter from text formatting, content of text or the effect of data preparation
In rate, the functional test verification demand of Data application system is all fully met.And the application is given birth to using data text generating means
At data text, data text is issued instead of data source systems so that the test verification process of Data application system itself function
It is optimized for：Data text generating means generate the number that data text-Data application system is generated using data text generating means
Functional test verification is carried out according to text, effectively prevents depending on data source systems unduly.
On the basis of the above embodiments, optionally, the data text configuration management module 10 in the application can also be used
In the data text structure that storage receives, and the interface for providing selection different data text structure.
In the application actual application, data text configuration management module 10 can be by all data received text
This structure distinguishes storage according to different versions, and provides the interface for being used to select different data text structure for user.Rear
During continuous generation data text, if the structure of the data text generated is deposited in data text configuration management module 10
Storage, then upload data text structure again without user, can be directly by user by being used to select different data text structure
Interface to select the data text structure needed for user, and then generate demand according to data, utilize data text field contents
Configuration module 20 changes the configuration information of the field contents of each field, and data are changed using data text format configuration module 30
The fonnat configuring information of text, and then the data text for meeting demand is regenerated by data text generation module 40.
The maintenance to each data text structure, pipe may be implemented by data text configuration management module 10 in the application
The operations such as reason, modification, increase, deletion, ensure the correctness and durability of data text structure.
On the basis of the above embodiments, optionally, as shown in figure 3, data text generating means provided by the present application also
May include：Data text identification module 50 and data text managemant module 60.Wherein,
Data text identification module 50 is identified the data text received for receiving data text, identifies
Go out the data text structure of the data text received.
The data text structure for the data text that data text management module 60 is used to recognize and data text structure
The data text structure that management module 10 stores is compared, and obtains different information, and export the different information.
Data text generating means provided by the present application support the existing data text of reception, and to the data text of reception
Data text structure be identified, and then compare the data text structure of the data text received and the data that store before
Text structure learns the interstructural different information of data text, finally exports different information that thus operating personnel can understand
Know the data text structure stored in the data text structure of the data text currently inputted and data text generating means in ground
Between there are which differences, and can be to the content and lattice of the data text structure of the data text currently inputted based on different information
Formula is modified, to generate and legacy data text structure (the data text structure stored in data text generating means)
Identical data text.
Based on a kind of data text generating means provided by the present application above, the application also provides a kind of data text generation
Method, as shown in Figure 4.Data text generation method provided by the present application is applied to data text generating means, and method is specifically wrapped
It includes：
Step 101, data text structure is received, the data text structure includes multiple fields and each field
Field structure information.Wherein field structure information may include field name, order of the field, field type, field length etc..
Data text structure in the application refers to that data text is made of which field, what order of the field is, every
What the type of a field is, field length constraint is how many etc..For example, when the data that need to generate record user information
Text, user information include：When address name, age of user, user's gender, the corresponding data text structure institute of the data text
Including information should include：
(1) data text structure includes three fields, respectively：Address name, age of user, user's gender；
(2) three order of the field that data text structure includes from left to right are followed successively by：Address name, age of user, use
Family gender；
(3) field length for three fields that data text structure includes is respectively：Address name 10 characters, Yong Hunian
2 10 characters of age, user's gender characters.
It is, the data text structure in the application is the concrete structure of data text.
In practical applications, data text includes two attribute, and one is data contents, and one is the compositions of data content
Mode, that is, data text concrete structure.For example, for " 123456 ", data content is " 123456 ", number
Concrete structure according to text is " first three character is user name, rear three characters are password ", it is, data text is specific
Structure includes two fields, and first character section, i.e. first three character " 123 " are for indicating user name, second field, i.e., rear three
A character " 456 " is for indicating password.
Step 102, the field contents of each field in the data text structure are configured.
The realization method that the application configures the field contents of each field in the data text structure can have
Body is：The generating mode of the field contents of each field in the data text structure is configured.
In the application actual application, the generating mode for the field contents configuration of each field includes various emulation
Data Generator and generating algorithm may include following at least one：
Default value generates data mode, list value generates data mode, range value generates data mode, date emulation
Device generating mode, IP emulators generating mode, URL emulators generating mode, address emulator generating mode, telephone number emulation
Device generating mode, E-mail address emulator generating mode, identity card emulator generating mode, place city simulation device generation side
Formula, name emulator generating mode, business license emulator generating mode, postcode emulator generating mode, regular expressions
Formula generating mode.
Still by taking the aforementioned data text for generating record user information as an example.The application can configure " address name " field
Generating mode is name emulator generating mode, and the generating mode of configuration " age of user " field is that range value generates data side
The generating mode of formula, configuration " user's gender " field is that range value generates data mode.
Step 103, the format of data text is configured.The format of wherein data text may include that interfield separates
Symbol, file name formats, document No..
Still by taking the aforementioned data text for generating record user information as an example.If the application defines two interfields and uses one
A separator "/", then each interfield will be separated with "/" in the data text generated, for example, such as " Zhang San/25/ is male ",
From there through separator "/", different field content can be clearly told.
Step 104, according to field contents of each field in the data text structure, the data text structure, with
And the format of data text, generate data text.
In the application, data text structure illustrate in data text comprising which field, the sequence of field how, each
The maximum length of field, which is how many, is waited field structures information.Field contents refer to the value of field.The format of data text includes
The information such as separator, file name formats, the document No. that interfield uses.The application is according to data text structure, number as a result,
According to the format of the field contents and data text of each field in text structure, data text can be directly generated.For life
At data text, user can directly download required data text from data text generating means.
The essence that data text generates is the field contents that will meet test verification demand, is written according to the format of specification
Data text.The application realizes the configuration to the format of data text, by providing personalized field contents generating mode
The value of each field is configured, the data text generated in this way is no matter from format, in text data content or data preparation
Efficiency on, all fully meet test verification demand.Therefore, Data application system can have independently produced to a certain extent
Test data carries out functional test verification, avoids and is depended on unduly to data source systems.
Therefore data text generation method provided by the present application is applied, by realizing to each field in data text structure
Field contents configuration, and format to data text configuration, it is last according to data text structure, data text structure
In the field contents of each field and the format of data text, generate data text.No matter is the data text that the application generates
From text formatting, content of text or in the efficiency of data preparation, the functional test for all fully meeting Data application system is tested
Card demand.And the application generates data text using data text generating means, issues data text instead of data source systems, makes
The test verification process for obtaining Data application system itself function is optimized for：Data text generating means generate data text-data
Application system carries out functional test verification using the data text that data text generating means generate, and effectively prevents to data source
System is depended on unduly.
It should be noted that each embodiment in this specification is described in a progressive manner, each embodiment weight
Point explanation is all difference from other examples, and the same or similar parts between the embodiments can be referred to each other.
For method class embodiment, since it is substantially similar to device class embodiment, so description is fairly simple, related place
Illustrate referring to the part of device class embodiment.
Finally, it is to be noted that, herein, relational terms such as first and second and the like be used merely to by
One entity or operation are distinguished with another entity or operation, without necessarily requiring or implying these entities or operation
Between there are any actual relationship or orders.Moreover, the terms "include", "comprise" or its any other variant meaning
Covering non-exclusive inclusion, so that the process, method, article or equipment including a series of elements includes not only that
A little elements, but also include other elements that are not explicitly listed, or further include for this process, method, article or
The intrinsic element of equipment.In the absence of more restrictions, the element limited by sentence "including a ...", is not arranged
Except there is also other identical elements in the process, method, article or apparatus that includes the element.
A kind of data text generating means provided herein and method are described in detail above, are answered herein
With specific case, the principle and implementation of this application are described, and the explanation of above example is only intended to help to manage
Solve the present processes and its core concept；Meanwhile for those of ordinary skill in the art, according to the thought of the application,
There will be changes in specific implementation mode and application range, in conclusion the content of the present specification should not be construed as to this Shen
Limitation please.
Claims (10)
1. a kind of data text generating means, which is characterized in that including：
Data text configuration management module for receiving data text structure, the data text structure include multiple fields,
And the field structure information of each field；
The data text field contents configuration configured for the field contents to each field in the data text structure
Module；
The data text format configuration module configured for the format to data text；
For the field contents and data text according to each field in the data text structure, the data text structure
This format, generates the data text generation module of data text.
2. the apparatus according to claim 1, which is characterized in that the data text field contents configuration module is to the number
Carrying out configuration according to the field contents of each field in text structure includes：
Generation of the data text field contents configuration module to the field contents of each field in the data text structure
Mode is configured.
3. the apparatus of claim 2, which is characterized in that the generating mode of the field contents includes following at least one
Kind：
Default value generates data mode, list value generates data mode, range value generates data mode, the life of date emulator
At mode, IP emulators generating mode, URL emulators generating mode, address emulator generating mode, the life of telephone number emulator
At mode, E-mail address emulator generating mode, identity card emulator generating mode, place city simulation device generating mode, surname
Name emulator generating mode, business license emulator generating mode, postcode emulator generating mode, regular expression generate
Mode.
4. the apparatus according to claim 1, which is characterized in that
The field structure information includes field name, order of the field, field type, field length；
The format of the data text includes interfield separator, file name formats, document No..
5. according to claim 1-4 any one of them devices, which is characterized in that the data text configuration management module is also used
In the data text structure that storage receives, and the interface for providing selection different data text structure.
6. device according to claim 5, which is characterized in that described device further includes：
For receiving data text, and identify the data text identification module of the data text structure of the data text received；
Data for storing the data text structure of the data text recognized and the data text configuration management module
Text structure is compared, and obtains different information, and exports the data text management module of the different information.
7. a kind of data text generation method, which is characterized in that be applied to claim 1-6 any one of them data texts and give birth to
At in device, the method includes：
Data text structure is received, the data text structure includes the field structure information of multiple fields and each field；
The field contents of each field in the data text structure are configured；
The format of data text is configured；
Field contents and data text according to each field in the data text structure, the data text structure
Format generates data text.
8. the method according to the description of claim 7 is characterized in that the word to each field in the data text structure
Section content carries out configuration：
The generating mode of the field contents of each field in the data text structure is configured.
9. according to the method described in claim 8, it is characterized in that, the generating mode of the field contents includes following at least one
Kind：
Default value generates data mode, list value generates data mode, range value generates data mode, the life of date emulator
At mode, IP emulators generating mode, URL emulators generating mode, address emulator generating mode, the life of telephone number emulator
At mode, E-mail address emulator generating mode, identity card emulator generating mode, place city simulation device generating mode, surname
Name emulator generating mode, business license emulator generating mode, postcode emulator generating mode, regular expression generate
Mode.
10. the method according to the description of claim 7 is characterized in that
The field structure information includes field name, order of the field, field type, field length；
The format of the data text includes interfield separator, file name formats, document No..
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201810200710.7A CN108460005A (en) | 2018-03-12 | 2018-03-12 | Data text generating means and method |
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|---|---|---|---|
| CN201810200710.7A CN108460005A (en) | 2018-03-12 | 2018-03-12 | Data text generating means and method |
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| Publication Number | Publication Date |
|---|---|
| CN108460005A true CN108460005A (en) | 2018-08-28 |
Family
ID=63217435
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| CN106294409A (en) * | 2015-05-22 | 2017-01-04 | 阿里巴巴集团控股有限公司 | Data processing method and device |
| CN106649797A (en) * | 2016-12-28 | 2017-05-10 | 中国建设银行股份有限公司 | Text dataset analysis method and device |
| CN107704539A (en) * | 2017-09-22 | 2018-02-16 | 清华大学 | The method and device of extensive text message batch structuring |
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| Publication number | Priority date | Publication date | Assignee | Title |
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| CN106294409A (en) * | 2015-05-22 | 2017-01-04 | 阿里巴巴集团控股有限公司 | Data processing method and device |
| CN106649797A (en) * | 2016-12-28 | 2017-05-10 | 中国建设银行股份有限公司 | Text dataset analysis method and device |
| CN107704539A (en) * | 2017-09-22 | 2018-02-16 | 清华大学 | The method and device of extensive text message batch structuring |
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