CN107292637A - The method and system of consumption on network information is obtained based on notifying messages - Google Patents
The method and system of consumption on network information is obtained based on notifying messages Download PDFInfo
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- CN107292637A CN107292637A CN201610189332.8A CN201610189332A CN107292637A CN 107292637 A CN107292637 A CN 107292637A CN 201610189332 A CN201610189332 A CN 201610189332A CN 107292637 A CN107292637 A CN 107292637A
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q30/00—Commerce
- G06Q30/02—Marketing; Price estimation or determination; Fundraising
- G06Q30/0201—Market modelling; Market analysis; Collecting market data
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/21—Design, administration or maintenance of databases
- G06F16/215—Improving data quality; Data cleansing, e.g. de-duplication, removing invalid entries or correcting typographical errors
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/24—Querying
- G06F16/245—Query processing
- G06F16/2458—Special types of queries, e.g. statistical queries, fuzzy queries or distributed queries
- G06F16/2465—Query processing support for facilitating data mining operations in structured databases
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/25—Integrating or interfacing systems involving database management systems
- G06F16/258—Data format conversion from or to a database
Abstract
The present invention discloses a kind of method and system that consumption on network information is obtained based on notifying messages, is related to data analysis field.Wherein after notifying messages are got, if judging notifying messages for consumption on network notifying messages using consumption on network notifying messages pattern base, then the notifying messages example generated according to notifying messages is added in consumption on network notifying messages case library, also the short message mode generated according to notifying messages and corresponding matching threshold are added in consumption on network notifying messages pattern base.The notifying messages example matched is additionally inquired about in consumption on network notifying messages case library according to acquired notifying messages, by being parsed the notifying messages example inquired to obtain corresponding consumption on network data, so as to generate unified consumption on network data set.The present invention by using the notifying messages in consumption on network can Overall Acquisition user consumption on network data so that for consumption on network data analysis excavate comprehensive, unified data are provided.
Description
Technical field
It is more particularly to a kind of to obtain network based on notifying messages the present invention relates to data analysis field
The method and system of consumption information.
Background technology
With the development of ecommerce, consumption online turns into a kind of important consumption mode, based on net
The data analysis of network consumption also turns into the popular domain of data analysis.But current data analysis is often
From a field, such as certain bank, the detail data analysis of certain business web site, these data analyses
Often user, in the consumer behavior of specific website, is not the overall consumer behavior of user.It is simultaneously right
It is often collecting for each entity analysis in the analysis of bank, e-commerce website, is not built upon same
To the analysis of data under one pattern.Due to reasons such as safety and data protections, it is difficult in same standard
All data are directly collected under system, are so also difficult under same standards system overall to user
Consumption on network and consumer service provider (such as Alipay, bank's means of payment and Taobao, Jingdone district
Deng ecommerce provider) business carry out unified consumption on network modeling.
The content of the invention
The embodiment of the present invention provide it is a kind of based on notifying messages obtain consumption on network information method and
System.By the authentication characteristic based on short message and the accessibility without internet, network is utilized
Notifying messages in consumption can Overall Acquisition user consumption on network data, so as to be consumption on network number
Comprehensive, unified data are provided according to analysis mining.
According to an aspect of the present invention consumption on network information is obtained there is provided one kind based on notifying messages
Method, including：
After notifying messages are got, whether identification short message is consumption on network notifying messages；
In the case where short message is consumption on network notifying messages, content and form to short message are solved
Analysis, to generate notifying messages example；
The notifying messages example of generation is added in consumption on network notifying messages case library.
In one embodiment, after notifying messages are got, whether identification short message is consumption on network
The step of notifying messages, includes：
After notifying messages are got, short message is parsed to obtain the pattern of short message；
In the pattern and the matching degree of a pattern in consumption on network notifying messages pattern base of short message
In the case of reaching corresponding matching threshold, short message is identified as consumption on network notifying messages.
In one embodiment, notify short the notifying messages example of generation is added into consumption on network
After step in letter case library, in addition to：
Regular expression is generated using the pattern as short message according to the pattern of short message, and sets corresponding
Matching threshold；
The pattern of short message and corresponding matching threshold are added to consumption on network notifying messages pattern base
In.
In one embodiment, notifying messages example include number of sender, short message content and
Messaging format.
In one embodiment, according to the number of sender and short message content of acquired short message,
The notifying messages example matched is inquired about in consumption on network notifying messages case library；
By being parsed to the notifying messages example inquired, to obtain corresponding consumption on network number
According to；
Unified consumption on network data set is generated according to consumption on network data.
In one embodiment, unified consumption on network data set is generated according to consumption on network data
Step includes：
Consumption on network data are handled, wherein processing includes carrying out data to consumption on network data
Cleaning to reject invalid data, consumption on network data are carried out with corresponding data reconstruction and integration, right
Consumption on network data carry out safe handling to protect at least one in privacy of user and data safety；
Unified consumption on network data set is generated using the consumption on network data through processing.
According to another aspect of the present invention consumption on network information is obtained there is provided one kind based on notifying messages
System, including short message acquisition module, short message identification module, short message parsing module and consumption on network
Notifying messages case library, wherein：
Short message acquisition module, for obtaining notifying messages；
Short message identification module, for after short message acquisition module gets notifying messages, recognizing short message
Whether it is consumption on network notifying messages；
Short message parsing module, it is right in the case of being consumption on network notifying messages in notifying messages
The content and form of short message are parsed, to generate notifying messages example, by the notifying messages of generation
Example is added in consumption on network notifying messages case library.
In one embodiment, said system also includes consumption on network notifying messages pattern base, wherein：
Short message identification module is specific after short message is got, and short message is parsed to obtain short message
Pattern, in the pattern and the matching degree of a pattern in consumption on network notifying messages pattern base of short message
In the case of reaching corresponding matching threshold, short message is identified as consumption on network notifying messages.
In one embodiment, said system also includes pattern creation module, wherein：
Pattern creation module, for being added in short message parsing module by the notifying messages example of generation
After into consumption on network notifying messages case library, generate regular expression to make according to the pattern of short message
For the pattern of short message, and corresponding matching threshold is set, threshold is matched the pattern of short message and accordingly
Value is added in consumption on network notifying messages pattern base.
In one embodiment, notifying messages example include number of sender, short message content and
Messaging format.
In one embodiment, said system also includes matching Query By Example module, Eample Analysis mould
Block and data set generating unit, wherein：
Query By Example module is matched, for the number of sender and short message according to acquired short message
Content, inquires about the notifying messages example matched in consumption on network notifying messages case library；
Eample Analysis module, for by being parsed to the notifying messages example inquired, to obtain
Obtain corresponding consumption on network data；
Data set generating unit, for generating unified consumption on network data according to consumption on network data
Collection.
In one embodiment, data set generating unit is specifically handled consumption on network data,
Wherein processing includes consumption on network data are carried out data scrubbing to reject invalid data, disappear to network
Expense data carry out corresponding data reconstruction and integrate, consumption on network data are carried out safe handling to protect
At least one in privacy of user and data safety is protected, utilizes the consumption on network data through processing to generate
Unified consumption on network data set.
By referring to the drawings to the detailed description of exemplary embodiment of the invention, the present invention
Further feature and its advantage will be made apparent from.
Brief description of the drawings
In order to illustrate more clearly about the embodiment of the present invention or technical scheme of the prior art, below will
The required accompanying drawing used in embodiment or description of the prior art is briefly described, it is clear that
Ground, drawings in the following description are only some embodiments of the present invention, for the common skill in this area
For art personnel, without having to pay creative labor, it can also be obtained according to these accompanying drawings
Obtain other accompanying drawings.
Fig. 1 obtains method one embodiment of consumption on network information for the present invention based on notifying messages
Schematic diagram.
Fig. 2 obtains another embodiment of method of consumption on network information for the present invention based on notifying messages
Schematic diagram.
Fig. 3 obtains the another embodiment of method of consumption on network information for the present invention based on notifying messages
Schematic diagram.
Fig. 4 obtains system one embodiment of consumption on network information for the present invention based on notifying messages
Schematic diagram.
Fig. 5 obtains another embodiment of system of consumption on network information for the present invention based on notifying messages
Schematic diagram.
Fig. 6 is inventive network block schematic illustration.
Embodiment
Below in conjunction with the accompanying drawing in the embodiment of the present invention, to the technical scheme in the embodiment of the present invention
It is clearly and completely described, it is clear that described embodiment is only that a part of the invention is real
Apply example, rather than whole embodiments.Description below at least one exemplary embodiment is real
It is merely illustrative on border, never as to the present invention and its application or any limit used
System.Based on the embodiment in the present invention, those of ordinary skill in the art are not making creative labor
The every other embodiment obtained under the premise of dynamic, belongs to the scope of protection of the invention.
Unless specifically stated otherwise, the part and the phase of step otherwise illustrated in these embodiments
Arrangement, numerical expression and numerical value are not limited the scope of the invention.
Simultaneously, it should be appreciated that for the ease of description, the chi of the various pieces shown in accompanying drawing
Very little is not to be drawn according to actual proportionate relationship.
It may not make in detail for technology, method and apparatus known to person of ordinary skill in the relevant
It is thin to discuss, but in the appropriate case, the technology, method and apparatus, which should be considered as authorizing, to be said
A part for bright book.
In shown here and discussion all examples, any occurrence should be construed as merely
Exemplary, not as limitation.Therefore, the other examples of exemplary embodiment can have
There are different values.
It should be noted that：Similar label and letter represents similar terms in following accompanying drawing, therefore,
Once being defined in a certain Xiang Yi accompanying drawing, then it need not be carried out in subsequent accompanying drawing
It is discussed further.
Fig. 1 obtains method one embodiment of consumption on network information for the present invention based on notifying messages
Schematic diagram.Wherein, the method and step of the present embodiment includes：
Step 101, after notifying messages are got, whether identification notifying messages are that consumption on network leads to
Know short message.
Alternatively, notifying messages can be obtained from the Short Message Service Gateway of operator.
For example, the short message using " 9 " or " 106 " beginning of telecom operators is notifying messages.
Alternatively, whether identification short message is that the adoptable mode of consumption on network notifying messages is：In advance
Consumption on network notifying messages pattern base is set, wherein being built in pattern base in the way of regular expression
Vertical consumption on network notifying messages pattern, every pattern one matching threshold of correspondence, when notifying messages
When the matching degree of content and a pattern in the storehouse reaches matching threshold, it is believed that the short message is network purchase
Thing and the notifying messages paid；Matching threshold enters Mobile state adjustment according to data cover rate.Obtaining
To after notifying messages, short message is parsed to obtain the pattern of short message, in the pattern and net of short message
The matching degree of a pattern in network consumption notifying messages pattern base reaches corresponding matching threshold
In the case of, short message is identified as consumption on network notifying messages.
Step 102, in the case where notifying messages are consumption on network notifying messages, to notifying messages
Content and form parsed, to generate notifying messages example.
Alternatively, notifying messages example includes number of sender, short message content and messaging format.
Step 103, the notifying messages example of generation is added to consumption on network notifying messages case library
In.
So as to which the renewal to consumption on network notifying messages case library can be achieved.
Based on what the above embodiment of the present invention was provided consumption on network information is obtained based on notifying messages
Method, in the case where short message is consumption on network notifying messages, content and form to short message are carried out
Parsing, to generate notifying messages example, and is added to consumption on network by the notifying messages example of generation
In notifying messages case library.So as to can Overall Acquisition user using notifying messages in consumption on network
Consumption on network data, comprehensive, unified data are provided so as to be excavated for consumption on network data analysis.
Because the present invention can be notified using the payment by using short messages of bank, Third-party payment etc., shopping website
Order and logistics SMS notification, therefore can Overall Acquisition user network consumption immediate data.
Fig. 2 obtains another embodiment of method of consumption on network information for the present invention based on notifying messages
Schematic diagram.Wherein, the method and step of the present embodiment is as follows：
Step 201, after notifying messages are got, notifying messages are parsed to be notified
The pattern of short message.
Step 202, judge notifying messages pattern whether with consumption on network notifying messages pattern base
The matching degree of a pattern reach corresponding matching threshold.
Step 203, if the pattern of notifying messages and one in consumption on network notifying messages pattern base
The matching degree of pattern reaches corresponding matching threshold, and short message is identified as into consumption on network notifying messages,
And the content and form of notifying messages are parsed, to generate notifying messages example.
Step 204, the notifying messages example of generation is added to consumption on network notifying messages case library
In, to be updated to consumption on network notifying messages case library.
Alternatively, a number of sender can correspond to a plurality of example.
Step 205, regular expression is generated to be used as notifying messages according to the pattern of notifying messages
Pattern, and corresponding matching threshold is set.
Step 206, the pattern of notifying messages and corresponding matching threshold are added into consumption on network to lead to
Know in short message mode storehouse, to be updated to consumption on network notifying messages pattern base.
By above-mentioned processing, can according to acquired short message to consumption on network notifying messages case library and
Consumption on network notifying messages pattern base is updated, in order to subsequent treatment.
Fig. 3 obtains the another embodiment of method of consumption on network information for the present invention based on notifying messages
Schematic diagram.Wherein, the method and step of the present embodiment includes：
Step 301, notifying messages are obtained.
Step 302, after notifying messages are got, according to the short message sending of acquired notifying messages
Square number and short message content, what inquiry matched in consumption on network notifying messages case library notifies short
Reliable example.
Step 303, it is corresponding to obtain by being parsed to the notifying messages example inquired
Consumption on network data.
Step 304, unified consumption on network data set is generated according to consumption on network data.
Alternatively, the consumption on network data to acquisition are handled, wherein processing includes disappearing to network
Expense data carry out data scrubbing to reject invalid data, carry out corresponding data to consumption on network data
Reconstruct and integrate, consumption on network data are carried out with safe handling (such as data Fuzzy Processing) to protect
At least one in privacy of user and data safety is protected, the consumption on network data through processing are then utilized
The unified consumption on network data set of generation.
The consumption on network data set unified by setting up, can be easy to the data analysis of its exterior to excavate
System is used.
Fig. 4 obtains system one embodiment of consumption on network information for the present invention based on notifying messages
Schematic diagram.Wherein, the system may include short message acquisition module 401, short message identification module 402,
Short message parsing module 403 and consumption on network notifying messages case library 404.Wherein：
Short message acquisition module 401 obtains notifying messages.
Short message identification module 402 is after short message acquisition module 401 gets notifying messages, and identification is logical
Whether know short message is consumption on network notifying messages.
Short message parsing module 403 is in the case where notifying messages are consumption on network notifying messages, to this
The content and form of short message are parsed, to generate notifying messages example, by the notifying messages of generation
Example is added in consumption on network notifying messages case library 404.
Alternatively, notifying messages example includes number of sender, short message content and messaging format.
Based on what the above embodiment of the present invention was provided consumption on network information is obtained based on notifying messages
System, in the case where short message is consumption on network notifying messages, content and form to short message are carried out
Parsing, to generate notifying messages example, and is added to consumption on network by the notifying messages example of generation
In notifying messages case library.So as to can Overall Acquisition user using notifying messages in consumption on network
Consumption on network data, comprehensive, unified data are provided so as to be excavated for consumption on network data analysis.
Fig. 5 obtains another embodiment of system of consumption on network information for the present invention based on notifying messages
Schematic diagram, wherein short message acquisition module 501, short message identification module 502, short message parsing module
503 and consumption on network notifying messages 504 short message with being related in embodiment illustrated in fig. 4 of case library obtain
Modulus block 401, short message identification module 402, short message parsing module 403 and consumption on network notify short
Believe that case library 404 is identical, in addition, system also includes consumption on network notifying messages pattern base 505.
Wherein
Short message identification module 502 is specific after notifying messages are got, and notifying messages are parsed
To obtain the pattern of short message, in the pattern and consumption on network notifying messages pattern base 505 of short message
In the case that the matching degree of one pattern reaches corresponding matching threshold, notifying messages are identified as net
Network consumes notifying messages.
Alternatively, the system may also include pattern creation module 506, in short message parsing module
503 after the notifying messages example of generation is added in consumption on network notifying messages case library, root
Regular expression is generated using the pattern as short message according to the pattern of short message, and corresponding matching threshold is set
Value, consumption on network notifying messages pattern base is added to by the pattern of short message and corresponding matching threshold
In 505, to be updated to consumption on network notifying messages pattern base 505.
Alternatively, the system may also include matching Query By Example module 507, Eample Analysis module
508 and data set generating unit 509.Wherein：
Match Query By Example module 507 according to the number of sender of acquired notifying messages and
Short message content, inquires about the notifying messages example matched in consumption on network notifying messages case library.
Eample Analysis module 508 to the notifying messages example inquired by parsing, to obtain
Corresponding consumption on network data.
Data set generating unit 509 generates unified consumption on network data according to consumption on network data
Collection.
Alternatively, data set generating unit 509 is specifically handled consumption on network data, wherein
Processing includes carrying out consumption on network data data scrubbing to reject invalid data, to consumption on network number
Carry out safe handling to protect use with integration, to consumption on network data according to the corresponding data reconstruction of progress
At least one of in family privacy and data safety, generated using the consumption on network data through processing unified
Consumption on network data set.
As shown in fig. 6, being obtained by what any of the above-described embodiment of the invention was related to based on notifying messages
The system 602 of consumption on network information, notifying messages are obtained from the Short Message Service Gateway 601 of telecom operators,
And handled accordingly when the notifying messages are consumption on network notifying messages, with generation and network
Consume related uniform data collection.The data set is finally supplied to data analysis digging system 603
To carry out corresponding data analysis and data mining.
By implementing the present invention, following beneficial effect can be obtained：
1. SMS notification of the data based on payment actual in consumption on network and sequence information, truly may be used
Lean on, data it is comprehensive；
2. data are from unified network advertisement short message, data acquisition modes are unified；
3. by the way of parsing using pattern match and automatically, efficiency high.
One of ordinary skill in the art will appreciate that realizing all or part of step of above-described embodiment
Suddenly it can be completed by hardware, the hardware of correlation can also be instructed to complete by program, institute
The program stated can be stored in a kind of computer-readable recording medium, and storage mentioned above is situated between
Matter can be read-only storage, disk or CD etc..
Description of the invention is provided for the sake of example and description, and is not exhaustively
Or limit the invention to disclosed form.Common skill of many modifications and variations for this area
It is obvious for art personnel.Selection and description embodiment be in order to more preferably illustrate the present invention principle
And practical application, and make one of ordinary skill in the art it will be appreciated that the present invention is so as to design suitable
In the various embodiments with various modifications of special-purpose.
Claims (12)
1. a kind of method that consumption on network information is obtained based on notifying messages, it is characterised in that bag
Include：
After notifying messages are got, recognize whether the short message is consumption on network notifying messages；
In the case where the short message is consumption on network notifying messages, to the content and lattice of the short message
Formula is parsed, to generate notifying messages example；
The notifying messages example of generation is added in consumption on network notifying messages case library.
2. according to the method described in claim 1, it is characterised in that
After notifying messages are got, recognize the short message whether be consumption on network notifying messages step
Suddenly include：
After notifying messages are got, the short message is parsed to obtain the sample of the short message
Formula；
Pattern and of a pattern in consumption on network notifying messages pattern base in the short message
In the case of reaching corresponding matching threshold with degree, the short message is identified as consumption on network and notifies short
Letter.
3. method according to claim 2, it is characterised in that
In the step being added to the notifying messages example of generation in consumption on network notifying messages case library
After rapid, in addition to：
Regular expression is generated using the pattern as the short message according to the pattern of the short message, and set
Put corresponding matching threshold；
The pattern of the short message and corresponding matching threshold are added to consumption on network notifying messages mould
In formula storehouse.
4. the method according to any one of claim 1-3, it is characterised in that
Notifying messages example includes number of sender, short message content and messaging format.
5. method according to claim 4, it is characterised in that also include：
It is logical in consumption on network according to the number of sender and short message content of acquired notifying messages
Know the notifying messages example inquired about and matched in short message case library；
By being parsed to the notifying messages example inquired, to obtain corresponding consumption on network number
According to；
Unified consumption on network data set is generated according to consumption on network data.
6. method according to claim 5, it is characterised in that
The step of generating unified consumption on network data set according to consumption on network data includes：
Consumption on network data are handled, wherein processing includes carrying out data to consumption on network data
Cleaning to reject invalid data, consumption on network data are carried out with corresponding data reconstruction and integration, right
Consumption on network data carry out safe handling to protect at least one in privacy of user and data safety；
Unified consumption on network data set is generated using the consumption on network data through processing.
7. a kind of system that consumption on network information is obtained based on notifying messages, it is characterised in that bag
Include short message acquisition module, short message identification module, short message parsing module and consumption on network notifying messages real
Example storehouse, wherein：
Short message acquisition module, for obtaining notifying messages；
Short message identification module, for after short message acquisition module gets notifying messages, identification to be described
Whether short message is consumption on network notifying messages；
Short message parsing module, it is right in the case of being consumption on network notifying messages in the short message
The content and form of the short message are parsed, to generate notifying messages example, by the notice of generation
Short message example is added in consumption on network notifying messages case library.
8. system according to claim 7, it is characterised in that also logical including consumption on network
Know short message mode storehouse, wherein：
Short message identification module is specific after notifying messages are got, and the short message is parsed to obtain
The pattern of the short message is obtained, in the pattern and consumption on network notifying messages pattern base of the short message
In the case that the matching degree of one pattern reaches corresponding matching threshold, the short message is identified as net
Network consumes notifying messages.
9. system according to claim 8, it is characterised in that also including schema creation mould
Block, wherein：
Pattern creation module, for being added in short message parsing module by the notifying messages example of generation
After into consumption on network notifying messages case library, regular expression is generated according to the pattern of the short message
Using the pattern as the short message, and corresponding matching threshold is set, by the pattern of the short message and
Corresponding matching threshold is added in consumption on network notifying messages pattern base.
10. the system according to any one of claim 7-9, it is characterised in that
Notifying messages example includes number of sender, short message content and messaging format.
11. system according to claim 10, it is characterised in that also including matching example
Enquiry module, Eample Analysis module and data set generating unit, wherein：
Match Query By Example module, for the number of sender according to acquired notifying messages and
Short message content, inquires about the notifying messages example matched in consumption on network notifying messages case library；
Eample Analysis module, for by being parsed to the notifying messages example inquired, to obtain
Obtain corresponding consumption on network data；
Data set generating unit, for generating unified consumption on network data according to consumption on network data
Collection.
12. system according to claim 11, it is characterised in that
Data set generating unit is specifically handled consumption on network data, wherein processing is included to net
Network consumption data carries out data scrubbing to reject invalid data, carry out accordingly consumption on network data
Data reconstruction carries out safe handling to protect privacy of user and data with integration, to consumption on network data
At least one of in safety, unified consumption on network number is generated using the consumption on network data through processing
According to collection.
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| CN102958004A (en) * | 2011-08-17 | 2013-03-06 | 中兴通讯股份有限公司 | Alarm realizing method, alarm realizing system, alarm transmitting end and alarm receiving end |
| CN105405049A (en) * | 2015-10-23 | 2016-03-16 | 重庆蓝岸通讯技术有限公司 | Intelligent accounting method and intelligent accounting system |
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