WO2015021868A1 - 用于互联网实体分析的数据处理方法和装置 - Google Patents
用于互联网实体分析的数据处理方法和装置 Download PDFInfo
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- WO2015021868A1 WO2015021868A1 PCT/CN2014/083454 CN2014083454W WO2015021868A1 WO 2015021868 A1 WO2015021868 A1 WO 2015021868A1 CN 2014083454 W CN2014083454 W CN 2014083454W WO 2015021868 A1 WO2015021868 A1 WO 2015021868A1
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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
- G06F16/28—Databases characterised by their database models, e.g. relational or object models
- G06F16/284—Relational databases
- G06F16/288—Entity relationship models
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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
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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
- G06F16/22—Indexing; Data structures therefor; Storage structures
- G06F16/2282—Tablespace storage structures; Management thereof
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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
- G06F16/28—Databases characterised by their database models, e.g. relational or object models
- G06F16/284—Relational databases
- G06F16/285—Clustering or classification
Definitions
- the present invention relates to the field of data processing, and in particular to a data processing method and apparatus for Internet entity analysis.
- a client delivers an Internet entity (such as an Internet advertisement or a network monitoring entity)
- the client obtains data related to the entity (such as display, cost, click, etc.).
- the client can adjust the subsequent Internet entity delivery strategy.
- the client adjusts the Internet entity’s investment strategy multiple times, the status of the Internet entity may change several times.
- a solution is provided in the prior art, in which, when the client analyzes all the historical data of the indicator, the indicator data can only correspond to the latest state of the Internet entity.
- a primary object of the present invention is to provide a data processing method and apparatus for Internet entity analysis to solve the problem that the index data of the Internet real break in the related art cannot correspond to all historical states of the Internet.
- a data processing method for Internet entity analysis is provided.
- the method includes: obtaining an entity state, where the entity state is an entity state of an Internet entity, where the entity state includes a first entity state and a second entity state, where the first entity state is an entity state of the Internet entity at the first time, and the second entity state is The entity state of the Internet entity at the second time; obtaining indicator data, indicators The data includes the first indicator data and the second indicator data, the first indicator data is indicator data of the first entity state, and the second indicator data is indicator data of the second entity state; the corresponding relationship between the entity state and the indicator data is obtained, and the corresponding relationship
- the first correspondence relationship is a correspondence between the first entity state and the first indicator data
- the second correspondence relationship is a correspondence relationship between the second entity state and the second indicator data.
- obtaining the entity status includes: detecting whether the entity status changes; acquiring the latest entity status of the Internet entity when detecting that the entity status changes.
- the one entity status corresponds to one or more indicator data
- the obtaining the first indicator data includes: acquiring one or more indicator data corresponding to the first entity state
- acquiring the second indicator data includes: acquiring one corresponding to the second entity state Or multiple indicator data.
- obtaining the indicator data includes: periodically obtaining the indicator data of the entity status.
- the entity state is stored in the entity state table
- the indicator data is stored in the indicator table
- the entity state table and the indicator table are database tables
- the correspondence between the first entity state and the first indicator data is obtained: acquiring the first entity state
- the foreign key, the first entity state foreign key is a field stored in the indicator table, and the field is the same field in which the preset first indicator data is associated with the first entity state, and the first entity state foreign key points to the entity state table.
- the first entity state obtains a correspondence between the first entity state and the first indicator data by using the first entity state foreign key.
- Obtaining the correspondence between the second entity state and the second indicator data includes: acquiring a second entity state foreign key, where the second entity state foreign key is a field stored in the indicator table, and the field is a preset second indicator data and a The second entity state generates the associated same field, the second entity state foreign key points to the second entity state in the entity state table, and the second entity state foreign key acquires the correspondence between the second entity state and the second indicator data.
- the Internet entity includes a first entity and a second entity
- the data processing method further includes: obtaining a correspondence between the entity state of the first entity and the first entity; and obtaining a corresponding relationship of the entity states of the second entity and the second entity.
- the Internet entity is stored in the entity table
- the entity state is stored in the entity state table
- the entity table and the entity state table are database tables
- obtaining the correspondence between the entity state of the first entity and the first entity includes obtaining Corresponding relationship between an entity and an entity state of the first entity and obtaining a correspondence from the entity state of the first entity to the first entity, and obtaining a correspondence relationship between the entity state of the first entity and the first entity is obtained from the first entity The correspondence to the current state of the first entity.
- Obtaining the correspondence between the current state and the current state of the first entity includes: acquiring a first entity state foreign key, where the first entity state foreign key is a field stored in the entity table, and the field is a preset first entity and The current state of the first entity generates an associated same field, the first entity state foreign key points to the first entity state in the entity state table, and the corresponding entity state of the first entity to the first entity is obtained by the first entity state foreign key relationship.
- the method includes: acquiring a first entity foreign key, where the first entity foreign key is a field stored in the entity state table, and the field is a preset first entity entity state associated with the first entity, the first entity
- the key includes one or more, the first entity foreign key points to the first entity in the entity table, and the corresponding relationship is obtained from the entity state of the first entity to the first entity by using the foreign key of the first entity, where the second entity is acquired
- Corresponding relationship of the entity state includes acquiring a correspondence relationship between the entity state of the second entity and the second entity, and acquiring a correspondence relationship from the entity state of the second entity to the second entity, and acquiring the entity from the second entity to the second entity
- the correspondence of states is a correspondence for acquiring the current state from the second entity to the second entity.
- Obtaining a correspondence between the current state of the second entity and the second entity includes: acquiring a second entity state foreign key, the second entity state foreign key is a field stored in the entity table, and the field is a preset second entity and The current state of the second entity generates the associated same field, the second entity state foreign key points to the second entity state in the entity state, and the second entity state foreign key acquires the correspondence relationship of the entity state from the second entity to the second entity .
- Obtaining the correspondence between the entity state of the second entity and the second entity includes: acquiring a second entity foreign key, the second entity foreign key is a field stored in the entity state table, and the field is a preset entity of the second entity The same field is associated with the second entity, the second entity foreign key includes one or more, the second entity foreign key points to the second entity in the entity table, and the entity state of the second entity is obtained by the second entity foreign key Correspondence to the second entity.
- the Internet entity is stored in the entity table, and the entity table and the entity state table are database tables, and further includes: obtaining a correspondence between the indicator data and the Internet entity corresponding to the indicator data.
- the obtaining the correspondence between the indicator data and the Internet entity corresponding to the indicator data comprises: acquiring an entity foreign key, where the entity foreign key is a field stored in the indicator table, and the field is a preset indicator data and a corresponding Internet entity thereof.
- the current state generates the same field associated with the entity, and the foreign key of the entity points to the entity in the entity table.
- the correspondence between the indicator data and the Internet entity corresponding to the indicator data is obtained by acquiring the foreign key of the entity.
- the device includes: an entity state obtaining unit, configured to acquire an entity state, where the entity state is an entity state of an Internet entity, the entity state includes a first entity state and a second entity state, and the first entity state is an entity of the Internet entity at the first time a status, the second entity status is an entity status of the Internet entity at the second time;
- the indicator data obtaining unit is configured to obtain the indicator data, where the indicator data includes the first indicator data and the second indicator data, where the first indicator data is the first entity status
- the indicator data, the second indicator data is the indicator data of the second entity state;
- the first correspondence relationship obtaining unit is configured to obtain the correspondence between the entity state and the indicator data, where the correspondence relationship includes the first correspondence relationship and the second correspondence relationship,
- the first correspondence is a correspondence between the first entity state and the first indicator data
- the second correspondence is a correspondence between the second entity state and the second indicator data.
- the entity state acquiring unit includes: an entity state detecting module, configured to detect whether the entity state changes; and an entity state acquiring module, when detecting that the entity state changes, the acquiring module is configured to acquire the latest entity state of the internet entity.
- an entity status corresponds to one or more indicator data
- the indicator data obtaining unit includes: a first indicator data acquiring module, configured to acquire one or more indicator data corresponding to the first entity state, and a second indicator data acquiring module, And used to obtain one or more indicator data corresponding to the second entity state.
- the indicator data acquiring unit acquires the indicator data in the following manner: Periodically acquiring the indicator data of the entity state.
- the first corresponding relationship obtaining unit includes: a first acquiring module, and acquiring the first entity in the following manner Correspondence between the state and the first indicator data: obtaining a first entity state foreign key, the first entity state foreign key is a field stored in the indicator table, and the field is a preset first indicator data and is associated with the first entity state The same entity, the first entity state foreign key points to the first entity state in the entity state table, and obtains the correspondence between the first entity state and the first indicator data by using the first entity state foreign key, and the second acquiring module adopts the following manner Obtaining the correspondence between the second entity state and the second indicator data includes: acquiring a second entity state foreign key, where the second entity state foreign key is a field stored in the indicator table, and the field is a preset second indicator data and a The two entity states generate the same field associated with the second entity state foreign key in the entity state
- the Internet entity includes a first entity and a second entity
- the device further includes a second correspondence acquiring unit, where the second corresponding relationship acquiring unit includes: a third acquiring module, configured to acquire the entity of the first entity and the first entity Corresponding relationship of the state; the fourth obtaining module is configured to obtain a correspondence between the entity states of the second entity and the second entity.
- the Internet entity is stored in the entity table
- the entity state is stored in the entity state table
- the entity table and the entity state table are database tables
- the third obtaining module acquires the entity state of the first entity and the first entity in the following manner
- Corresponding relationship includes: obtaining a correspondence between an entity state of the first entity and the first entity, and acquiring a correspondence relationship between the entity state of the first entity and the first entity, and acquiring an entity state from the first entity to the first entity
- Corresponding relationship is to obtain a correspondence between a current state of the first entity and the first entity
- the third acquiring module acquires a correspondence between the current state of the first entity and the first entity, including: acquiring a first entity state foreign key, the first The entity state foreign key is a field stored in the entity table, and the field is a predetermined field in which the first entity is associated with the current state of the first entity, and the first entity state foreign key points to the first entity in the entity state table.
- obtaining, by the first entity state foreign key, the correspondence of the entity state from the first entity to the first entity Department, third Obtaining, by the obtaining module, the correspondence between the entity state of the first entity and the first entity includes: acquiring a first entity foreign key, where the first entity foreign key is a field stored in the entity state table, and the field is a preset first entity The entity entity has the same field associated with the first entity, the first entity foreign key includes one or more, the first entity foreign key points to the first entity in the entity table, and the first entity obtains the first entity from the first entity Corresponding relationship between the entity state and the first entity, where the fourth obtaining module acquires the correspondence between the second entity and the entity state by acquiring the corresponding relationship of the entity state from the second entity to the second entity Obtaining, from the entity state of the second entity to the corresponding relationship of the second entity, the correspondence between the entity state of the second entity and the second entity is to obtain a correspondence between the current state of the second entity and the second entity, and the fourth acquiring The correspondence
- the obtaining, by the fourth acquiring module, the correspondence between the entity state of the second entity and the second entity includes: acquiring the second entity Key, the second entity foreign key is a field stored in the entity state table, the field is a preset second entity entity state associated with the second entity, the second entity foreign key includes one or more The second entity foreign key points to the second entity in the entity table, and the corresponding relationship from the entity state of the second entity to the second entity is obtained by the second entity foreign key.
- the device further includes: a third correspondence acquiring unit, configured to acquire a correspondence relationship between the indicator data and the Internet entity corresponding to the indicator data.
- the third correspondence relationship acquiring unit acquires the correspondence relationship between the indicator data and the Internet entity corresponding to the indicator data in the following manner: acquiring an entity foreign key, where the entity foreign key is a field stored in the indicator table, and the field is preset
- the indicator data is the same field associated with the current state of the corresponding Internet entity, and the entity foreign key points to the entity in the entity table.
- the correspondence between the indicator data and the Internet entity corresponding to the indicator data is obtained by acquiring the entity foreign key.
- the entity state, the index data, and the correspondence between the entity state and the indicator data of the Internet entity are used to solve the problem that the index data of the Internet entity in the related technology cannot correspond to all historical states of the Internet entity, and the Internet entity is realized.
- FIG. 1 is a flowchart of a data processing method for Internet entity analysis according to an embodiment of the present invention
- FIG. 2 is a schematic diagram of a correspondence relationship between an Internet entity, an entity state, and indicator data according to an embodiment of the present invention
- FIG. 4 is a schematic diagram of an advertisement entity table, an entity snapshot table, and an advertisement indicator table according to an embodiment of the present invention
- FIG. 5 is a schematic diagram of an entity entity table, an entity snapshot table, and an advertisement indicator table according to an embodiment of the present invention
- FIG. 6 is a schematic diagram of a data processing apparatus for Internet entity analysis according to an embodiment of the present invention.
- Step S102 Acquire an entity state.
- the entity status is the state of the Internet entity.
- the Internet entity mentioned in the embodiment of the present invention may be an Internet advertisement and a network monitoring entity, etc.
- the network monitoring entity may be an image, voice, video, etc. monitored by the network, such as An Internet entity that can experience one or more states in history can apply the data processing method provided by the embodiments of the present invention when analyzing the same.
- the entity state can be the historical state and current state of the Internet entity.
- the Internet entity 10 may include one or more Internet entities. As shown in FIG.
- the Internet entity 10 may include a first Internet entity 11 and a first Internet entity 12. Obtaining an entity status of the Internet entity 10 may be obtaining a first Internet entity.
- the first entity state 111 and the second entity state 112 of 11 may be the first entity state 121 and the second entity state 122 of the second Internet entity 12, or may be the first entity state 111 of the first Internet entity 11.
- the first Internet entity 11 and the first Internet entity 12 are different Internet entities, and the first entity state and the second entity state are different entity states, for example, different time Body state.
- the first entity state 111 of the first Internet entity 11 and the first entity state 121 of the second Internet entity 12 may be physical states of the first Internet entity 11 and the second Internet entity 12 at the first time, respectively, the first Internet entity 11
- the second entity state 112 and the second entity state 122 of the second Internet entity 12 may be entity states of the first Internet entity 11 and the second Internet entity 12, respectively, at a second time.
- the entity state of the Internet entity may be stored in the entity table T1 and the entity state table T2, and the entity table T1 and the entity state table T2 may be a database table.
- the entity state stored in the entity table T1 may be the current state.
- the stored previous state may be deleted when the current state is stored.
- the entity table T1 stores only the latest current state of all Internet entities, and the entity may be reduced.
- the first entity state and the second entity state mentioned in the present invention are only used as an example, and do not specifically refer to two entity states, and may be multiple entity states.
- the Internet entity 11 and the Internet entity 12 are only used as examples, and do not specifically refer to two Internet entities, but may be multiple Internet entities.
- the Internet entity may be an Internet advertisement
- the Internet advertisement may be one or more Internet advertisements
- the entity status of obtaining an Internet advertisement may be an entity status of acquiring one or more Internet advertisements.
- the entity status of the Internet advertisement may be a snapshot of the status of the Internet advertisement, and the entity status of the Internet advertisement may be a snapshot of the status of the Internet advertisement.
- the state snapshot of the Internet advertisement can be a historical snapshot of the Internet advertisement and the current snapshot.
- the snapshot of the status of the Internet advertisement can be a historical snapshot of the Internet advertisement and the current fast gossip. 1 *,. ° As shown in FIG. 4, after obtaining the current snapshot of the Internet advertisement, it may be stored in the advertisement entity table T11 entity snapshot table T22, and the advertisement entity table T11 and the entity snapshot table T22 may be database tables.
- the current current snapshot of the Internet advertisement corresponding to the current snapshot is deleted, so that the latest current snapshot of all Internet advertisements is stored in the advertisement entity table T11. Reduce the size of the advertising entity table T11, thereby saving storage space.
- the step of detecting whether the entity state of the internet entity has changed may be included. When the state of the entity of the Internet entity is detected to change, its current state is obtained.
- the current current state of the Internet entity corresponding to the current state is deleted from the entity table T1, and the latest current state of the Internet entity is stored in the entity table T1, and the Internet entity is simultaneously The current state is stored in the entity state table T2.
- the detection of whether the entity state changes may be to detect whether the entity state of the existing Internet entity has changed, or to detect whether there is an entity state of the newly added Internet entity.
- After detecting the entity status of the newly added Internet entity Take the current state of the newly added Internet entity.
- the current state of the newly added Internet entity is stored in the entity table T1 and the entity state table T2.
- the size of the entity state table T2 can be reduced, thereby saving storage space.
- the previous state is deleted from the entity table T1
- the size of the entity table T1 is reduced, thereby saving storage space.
- it may first detect whether the entity state of the Internet entity changes, and when detecting the change of the entity state of the Internet entity, obtain the current state of the Internet entity, if it is detecting the status of multiple Internet entities. Whether there is a change, when it detects that the status of multiple Internet entities changes, it marks all Internet entities that have changed state.
- the marked current state of the Internet entity that has changed the state of the state is deleted from the entity table, and at the same time, all the Internet entities that have changed the state of the marked state are updated.
- the current state is stored in bulk into the entity table T1, and the latest current state of all marked Internet entities that have changed state is stored in the entity state table T2.
- it is also possible to detect whether there is an entity state of the newly added Internet entity and when detecting the entity state of the newly added Internet entity, acquire the current state of the newly added Internet entity, if it is detected With the entity status of multiple newly added Internet entities, the current status of all newly added Internet entities is obtained, and all newly added Internet entities are marked.
- the current state of all newly added Internet entities marked is stored in the entity table T1 and the entity state table T2 in batches. In this way, by capturing and storing all the current state of the state change or the newly added Internet entity in batches, the consumption of time can be reduced and the work efficiency can be improved.
- obtaining the status of the Internet entity may be obtaining the current status of the Internet advertisement. After obtaining the current status of the Internet advertisement, it may detect whether the current status of the Internet advertisement changes, and detect the current status of the Internet advertisement. Get the latest current snapshot of the Internet ad when the status changes.
- the current snapshot before the Internet advertisement is deleted from the advertisement entity table T11, and the latest current snapshot of the Internet advertisement is stored in the advertisement entity table T11, and the Internet advertisement is The latest current snapshot is stored in the entity snapshot table T22. If the entity status of the newly added Internet advertisement is detected, the current snapshot of the newly added Internet advertisement is obtained. After obtaining the current snapshot of the newly added Internet advertisement, the current snapshot of the newly added Internet advertisement is stored in the advertisement entity table T11 and the entity snapshot table T22. In this way, by obtaining the latest current snapshot when the current snapshot of the Internet advertisement changes, and storing the latest current snapshot of the obtained Internet advertisement in the entity snapshot table T22, the size of the physical snapshot table T22 can be reduced, thereby saving storage.
- the corresponding latest current snapshot of all Internet advertisements in which the status change occurs is captured, and all Internet advertisements in which the status changes occur are marked.
- the current snapshot of all marked Internet advertisements that have changed status is deleted from the advertisement entity table T11, and all the Internet advertisements that have changed status are marked.
- the latest current snapshots are stored in the advertisement entity table T11 in batches, and the latest current snapshots of all the marked Internet advertisements that have changed in status are stored in the entity snapshot table T22 in batches. If a current snapshot of multiple newly added Internet advertisements is detected, a current snapshot of all newly added Internet advertisements is taken and all newly added Internet advertisements are flagged.
- Step S104 Acquire indicator data.
- the indicator data is indicator data of the entity status. As shown in FIG. 2, the obtaining indicator data may be obtaining the first indicator data 1111 and the first indicator data 1211 and acquiring the second indicator data 1121 and the second indicator data 1221.
- the first indicator data 1111 and the first indicator data 1211 may be indicator data of the first entity state 111 of the first Internet entity 11 and indicator data of the first entity state 121 of the second Internet entity 12, respectively, the second indicator data 1121 and The second indicator data 1221 may be indicator data of the second entity state 112 of the first Internet entity 11 and indicator data of the second entity state 122 of the second Internet entity 12, respectively.
- the indicator table T3 which can be a database table.
- an entity status may be corresponding to indicator data of one or more indicators
- obtaining the first indicator data may be obtaining index data of one or more indicators corresponding to the state of the first entity
- obtaining the second indicator data may be It is indicator data that acquires one or more indicators corresponding to the state of the second entity.
- the client analyzes one or more indicator data corresponding to different states of the Internet entity, the client can separately learn the development trend of different aspects of the Internet entity.
- the Internet entity 10 is an Internet advertisement
- the first entity status is a historical snapshot of the Internet advertisement
- the second entity status is the current snapshot of the Internet advertisement
- the historical snapshot and the indicator data corresponding to the current snapshot are all available.
- the indicator data of the number of impressions, the amount of spending, and the number of clicks of the Internet advertisement is the indicator data of the number of impressions, the amount of spending, and the number of clicks of the Internet advertisement.
- the metric data of the historical snapshot and the current snapshot may be the number of impressions, the amount of spending, and the number of clicks of the Internet advertisement corresponding to the historical snapshot and the current snapshot respectively.
- other indicator data As shown in FIG. 4, after the indicator data is obtained, it can be stored in the advertisement indicator table T33, and the advertisement indicator table T33 can be a database table. In this way, when the client submits the Internet advertisement, when analyzing the historical snapshot of the Internet advertisement and the indicator data of the indicators such as display, cost, and click corresponding to the current snapshot, the client can separately know that the Internet advertisement is different in display, cost, and click. The development trend of the aspect.
- the obtaining indicator data may be indicator data for periodically acquiring the entity status.
- the current snapshot of the Internet advertisement corresponds to the indicator data of the number of Internet advertisements, the amount of spending, and the number of clicks.
- the current snapshot of the Internet advertisement may be obtained every 12 hours.
- the indicator data such as the number of impressions, the amount of spending, and the number of clicks of the Internet advertisement corresponding to the current snapshot.
- the client can obtain relatively uniform indicator data when analyzing the indicator data of the Internet entity, thereby avoiding the impact of contingency on the data analysis.
- Step S106 Acquire a correspondence between the entity status and the indicator data.
- the obtaining the correspondence between the entity status and the indicator data may be obtaining the first correspondence and acquiring the second correspondence.
- the first correspondence may be a correspondence between the first entity state and the first indicator data
- the second correspondence may be a correspondence between the second entity state and the second indicator data.
- the corresponding relationship may be stored in the corresponding database table (such as the entity table T1, the entity state table ⁇ 2, and the indicator table ⁇ 3).
- the obtaining the correspondence between the first entity state and the first indicator data may be acquiring the first entity state foreign key.
- the first entity state foreign key may be the same field in which the preset first indicator data is associated with the first entity state.
- Obtaining the correspondence between the second entity state and the second indicator data may be obtaining the second entity state foreign key.
- the second entity state foreign key may be the same field in which the preset second indicator data is associated with the second entity state.
- the correspondence between the first entity state and the first indicator data is obtained by using the first entity state foreign key
- the correspondence between the second entity state and the second indicator data is obtained by using the second entity state foreign key.
- FIG. 3 by acquiring the entity state foreign key and storing it in the indicator table ⁇ 3, the association from the indicator table ⁇ 3 to the entity state table ⁇ 2 can be established.
- the correspondence between different entity states and their corresponding indicator data can be obtained by acquiring different foreign keys.
- the indicator data can be corresponding to the corresponding entity state, thereby overcoming the drawback that the indicator data can only correspond to the current state, thereby achieving the effect that the analysis result is relatively accurate.
- the correspondence between the state snapshot of the Internet advertisement and the indicator data may be a correspondence between the historical snapshot of the Internet advertisement and the corresponding indicator data, and the corresponding relationship between the current snapshot and the corresponding indicator data. .
- the correspondence relationship may be stored in the advertisement indicator table T33.
- the correspondence between the historical snapshot and its corresponding index data may be obtained by acquiring a different historical snapshot foreign key. After obtaining the foreign keys of different historical snapshots, all of them are stored in the advertising indicator table T33. In this way, before the client delivers the Internet advertisement, when it obtains all the indicator data for analysis, the client can map each indicator data to its corresponding historical snapshot and current snapshot, so that the experience of past Internet advertisements can be obtained. Can predict the future development trend of the Internet advertising, and then make the correct delivery strategy.
- the step of acquiring the correspondence relationship between the Internet entity and its entity state may be included.
- the corresponding relationship between the Internet entity and the state of the entity may be obtained by acquiring the correspondence between the state of the first Internet entity and the first entity and obtaining the correspondence between the state of the second Internet entity and the second entity.
- Obtaining the correspondence between the first interconnected entity and the first entity state may be obtaining a correspondence from the first interconnected entity to the first entity state and acquiring a corresponding relationship from the first entity state to the first Internet entity.
- Obtaining a correspondence from the first Internet entity to the state of the first entity is a correspondence of acquiring a current state from the first Internet entity to the first entity, which may be obtaining a first entity state foreign key.
- Obtaining the first entity state foreign key may be obtaining the same field in which the preset first Internet entity is associated with the first entity state.
- Obtaining the correspondence between the entity status of the first Internet entity and the first Internet entity may be: acquiring the first entity foreign key, and obtaining the first entity foreign key may be acquiring the preset first Internet entity and the first entity status to generate the association The same field, wherein the first entity foreign key includes one or more.
- obtaining the correspondence between the second Internet entity and the second entity state may be obtaining a correspondence from the second Internet entity to the second entity state and obtaining a corresponding relationship from the second entity state to the second Internet entity.
- Obtaining a correspondence from the second Internet entity to the second entity state is a correspondence for acquiring a current state from the second Internet entity to the second entity, which may be obtaining a second entity state foreign key.
- Get the second entity status The foreign key may be the same field in which the pre-set second Internet entity is associated with the second entity state.
- Obtaining a correspondence from the second entity state to the second Internet entity may be obtaining a second entity foreign key.
- Obtaining the second entity foreign key may be obtaining the same field in which the preset second Internet entity is associated with the second entity state, and the second entity foreign key includes one or more. After the second entity state foreign key is obtained, it can be stored in the entity table T1. After the second entity foreign key is obtained, it can be stored in the entity state table T2. In this way, the correspondence between the first Internet entity and the first entity state is obtained by acquiring the first entity state foreign key; obtaining the correspondence relationship from the first entity state to the first Internet entity by acquiring the first entity foreign key; The two entity state foreign key acquires a correspondence relationship from the second Internet entity to the second entity state; and acquires a correspondence relationship from the second entity state to the second Internet entity by using the second entity foreign key.
- the entity table T1 and the entity state table T2 establish a corresponding association.
- the physical state foreign key is stored in the entity table T1, and can be directly connected to the entity state table T2, and the entity state table ⁇ 2 can be connected with the indicator table ⁇ 3 through the entity state foreign key stored in the indicator table ,3, thereby improving the docking query. s efficiency.
- the direction of the arrow indicates the relationship.
- the correspondence between the Internet advertisement and its state snapshot may be a correspondence between the Internet advertisement and its historical snapshot and the corresponding relationship between the Internet advertisement and its current snapshot.
- the correspondence between obtaining an Internet advertisement and its historical snapshot may be to obtain a correspondence from a historical snapshot to an Internet advertisement.
- Obtaining the correspondence from the historical snapshot to the Internet advertisement may be obtaining the physical foreign key, and obtaining the physical foreign key may be the same field for acquiring the preset historical snapshot to be associated with the Internet advertisement, wherein the physical key includes one or more.
- Obtaining the correspondence between the Internet advertisement and its current snapshot may be to obtain a correspondence from the Internet advertisement to its current snapshot and to obtain a correspondence from the current snapshot of the Internet advertisement to the Internet advertisement.
- Obtaining the correspondence from the Internet advertisement to its current snapshot may be obtaining a snapshot foreign key, and obtaining the snapshot foreign key may be the same field that acquires the preset current snapshot associated with the Internet advertisement.
- Obtaining the correspondence from the current snapshot of the Internet advertisement to the Internet advertisement may be obtaining an entity foreign key, and obtaining the entity foreign key may be to obtain the same field in which the preset Internet advertisement is associated with its current snapshot.
- the snapshot foreign key is obtained, it is stored in the advertisement entity table T11.
- the physical foreign key is obtained, it is stored in the entity snapshot table ⁇ 22.
- the physical snapshot table ⁇ 22 can also be connected with the advertisement indicator table ⁇ 33 through the snapshot foreign key stored in the advertisement indicator table ,33, thereby improving the efficiency of the docking query.
- the direction of the arrow indicates each relationship.
- the step of acquiring the correspondence relationship from the indicator data to its corresponding Internet entity may be included after step S104 and before step S106. Since the Internet entity is stored in the entity table T1 and the latest current state of the Internet entity stored in the entity table T1, the correspondence relationship from the indicator data to its corresponding Internet entity is obtained by acquiring the indicator data to its corresponding Internet.
- the correspondence between the latest current state of the entity which may be the acquisition of the foreign key of the entity.
- Obtaining an entity foreign key may be the same field that obtains the association of the preset indicator data and its corresponding current state of the Internet entity. After the foreign key of the entity is obtained, the foreign key of the entity is stored in the indicator table T3. As shown in FIG.
- the association of the indicator table T3 to the entity table T1 is established by acquiring and storing the entity foreign key in the indicator table T3. .
- the correspondence between the indicator data and the corresponding Internet entity can be obtained by acquiring the physical foreign key.
- the entity table foreign key is stored in the entity table T1
- the indicator table T3 can be associated with the entity table T1 and the entity state table T2 at the same time.
- the indicator table ⁇ 3 can be associated with the entity table T1 through the entity foreign key
- the entity table T1 is associated with the entity state table ⁇ 2 through the entity state foreign key, because the entity table T1 is acquiring the Internet entity.
- the entity state of the Internet entity is deleted from the entity table T1, and the latest current state of the Internet entity is stored in the entity table T1, and the latest current state of the Internet entity is directly stored in the entity state table.
- the entity state table ⁇ 2 has a significantly larger amount of data than the entity table T1. Therefore, the direct association query of the entity state table ⁇ 2 with a relatively large amount of data can be avoided by the above association.
- the step acquires the correspondence relationship from the indicator data to its corresponding Internet entity and the acquired or stored entity state foreign key referred to in step S106 is the same foreign key. .
- the step acquires the correspondence from the indicator data to its corresponding Internet entity and the acquired or stored snapshot foreign key referred to in step S106 is the same foreign key.
- the indicator table ⁇ 3 can be associated with the entity table T1 and the entity state table ⁇ 2 at the same time. Since the entity table T1 stores the current state, the entity state table ⁇ 2 stores the historical state and the current state, so Embodiments of the invention are capable of simultaneously supporting data analysis for conventional current state based data queries and historical states without the need to store redundant data.
- the correspondence between the entity state and the indicator data is achieved through the above steps.
- a client delivers data (such as advertisements and network monitoring), for example, when an Internet advertisement is placed, relevant metrics (such as display, cost, click, etc.) of the obtained Internet advertisement can correspond to all state snapshots of the Internet advertisement.
- relevant metrics such as display, cost, click, etc.
- the client can accurately know the performance of the previous advertisements in terms of the number of impressions, the amount of spending, and the click-through rate. After summing up the experience and predicting the development trend, the client can accurately adjust. Subsequent strategies such as ad serving and bidding.
- 5 is a flow chart of a data processing method for internet advertisement analysis in accordance with an embodiment of the present invention. In an embodiment of the present invention, as shown in FIG.
- Step S10 Acquire data.
- Acquiring data may include obtaining entity state data and obtaining metric data. If the entity status data is obtained, step S20 is performed, and if the indicator data is acquired, step S30 is performed.
- Step S20 Obtain entity state data.
- Obtaining entity state data may be obtaining entity state data in a database shared by different hosts.
- the entity status data may be status data of multiple Internet entities at the same time, or may be status data of one or more Internet entities at different times.
- Step S21 determining whether the current entity status changes, for example, comparing the acquired entity status data with the entity status data stored in the advertisement entity table, and determining whether the advertisement status changes, specifically, may be acquired.
- the entity state data is compared to the current snapshot stored in the ad entity table and a determination is made.
- the change of the entity state may include the change of the state of the original advertising entity itself, or may include the state of the original advertising entity itself being replaced by the state of the other advertising entity, and may also include the state of the new advertising entity. If a change has occurred, step S22 is performed, and if no change has occurred, step S23 is performed. In step S22, the entries in the advertisement entity table are marked. If the current entity status of the advertisement in step S21 changes, an Internet entity, such as an Internet advertisement, in which the current entity status in the advertisement entity table is changed is marked. In step S23, the next comparison is performed.
- step S21 If the current entity status of the advertisement in step S21 has not changed, the next entity of the Internet, such as the current entity status of the Internet advertisement, is acquired, and step S21 is repeated.
- step S24 the latest state of the marked entry in the advertisement entity table, for example, the latest snapshot is stored in the entity snapshot table in batches.
- step S25 the latest state of the marked entry in the advertisement entity table, for example, the latest snapshot is stored in the advertisement entity table in batches.
- the current snapshot of the tagged entry is bulk deleted from the ad entity table before the latest snapshot of the tagged entry in the ad entity table is bulk stored in the ad entity table.
- Step S30 obtaining indicator data.
- the indicator data is acquired at a predetermined time, and if the indicator data is periodically acquired, the indicator data is acquired at a predetermined cycle time.
- Step S31 storing indicator data.
- the indicator data may be stored in a preset advertisement indicator table, and at the same time, the entity foreign key of the Internet advertisement corresponding to the indicator data and the corresponding snapshot may be stored in the advertisement indicator table.
- Foreign key the indicator data is corresponding to the advertisement entity table by the physical foreign key. While the acquired index data is stored in step S31, the physical key corresponding thereto is stored in the advertisement indicator table.
- Step S33 corresponding to the entity snapshot table by the snapshot foreign key in the advertisement entity table. While the acquired indicator data is stored in step S31, the corresponding snapshot foreign key is stored in the advertisement indicator table, and the snapshot foreign key is the same foreign key as the corresponding snapshot foreign key stored in the advertisement entity table.
- the entity external key stored in the advertisement indicator table is correspondingly corresponding to the corresponding Internet advertisement in the advertisement entity table, and then the snapshot foreign key stored in the advertisement entity table is corresponding to the corresponding snapshot in the entity snapshot table, thereby finally establishing The association of indicator data with the corresponding snapshot.
- the former is reduced by one time relative to the amount of data.
- the direct association query of the larger entity snapshot table reduces the consumption of time and improves the query speed.
- the indicator table can be used as the fact table, so the entity state table and the indicator table can establish a star schema association, and realize the purpose of multi-dimensional analysis of data using the data warehouse technology. , which can provide more detailed cross-analysis data analysis results for the client.
- the embodiment of the present invention further provides a data processing apparatus for Internet entity analysis. It should be noted that the data processing apparatus for Internet entity analysis of the embodiment of the present invention may be used to execute the Internet for implementing the embodiment of the present invention.
- the data processing method for entity analysis, the data processing method for Internet entity analysis in the embodiment of the present invention can also be executed on the data processing device for Internet entity analysis in the embodiment of the present invention.
- a data processing apparatus for Internet entity analysis is provided.
- 6 is a schematic diagram of a data processing apparatus for Internet entity analysis in accordance with an embodiment of the present invention.
- the apparatus includes: an entity state acquiring unit 10, an index data acquiring unit 20, and a first correspondence acquiring unit 30.
- the entity state obtaining unit 10 can be used to acquire an entity state.
- the entity state may be an entity state of an internet entity, and the entity state may include a first entity state and a second entity state.
- the first entity state may be an entity state of the Internet entity at a first time
- the second entity state may be an entity state of the Internet entity at a second time.
- the indicator data obtaining unit 20 can be used to acquire indicator data.
- the indicator data may include first indicator data and second indicator data.
- the first indicator data may be indicator data of a first entity state
- the second indicator data may be indicator data of the second entity state.
- the first correspondence relationship obtaining unit 30 may be configured to acquire a correspondence between the entity status and the indicator data.
- the correspondence may include a first correspondence and a second correspondence.
- the first correspondence may be a correspondence between the first entity state and the first indicator data
- the second correspondence may be a correspondence between the second entity state and the second indicator data.
- the entity state acquiring unit 10 may include: an entity state detecting module and an entity state acquiring module.
- the entity state detection module can be used to detect whether the entity state has changed.
- the entity state obtaining module may be configured to acquire the latest entity state of the Internet entity.
- an entity state may correspond to one or more indicator data.
- the indicator data obtaining unit may include: a first indicator data acquiring module and a second indicator data acquiring module.
- the first indicator data obtaining module may be configured to obtain one or more indicator data corresponding to the first entity state
- the second indicator data acquiring module may be configured to obtain one or more indicator data corresponding to the second entity state.
- the indicator data obtaining unit may periodically acquire the indicator data of the entity status.
- the entity state may be stored in the entity state table
- the indicator data may be stored in the indicator table
- the entity state table and the indicator table may be a database table
- the first corresponding relationship obtaining unit may include: the first acquiring module And a second acquisition module.
- the first acquiring module may obtain the correspondence between the first entity state and the first indicator data in the following manner: acquiring a first entity state foreign key, where the first entity state foreign key may be a field stored in the indicator table, the field is a pre- The set first indicator data is generated in the same field as the first entity state, the first entity state foreign key points to the first entity state in the entity state table, and the first entity state foreign key acquires the first entity state and the first
- the second acquiring module may obtain the correspondence between the second entity state and the second indicator data in the following manner: acquiring the second entity state foreign key, where the second entity state foreign key may be stored in the indicator table a field, where the second entity data of the second entity state is associated with the second entity state, the second entity state foreign key points to the second entity state in the entity state table, and the second entity state foreign key is used to obtain the first field.
- the Internet entity may include the first entity and the second entity, and the device may further include a second correspondence acquiring unit, where the second corresponding relationship obtaining unit may include: a third acquiring module and a fourth acquiring module .
- the third obtaining module may be configured to obtain a correspondence between the entity status of the first entity and the first entity.
- the fourth obtaining module may be configured to obtain a correspondence between entity states of the second entity and the second entity.
- the internet entity may be stored in the entity table
- the entity state may be stored in the entity state table
- the entity table and the entity state table may be a database table.
- the third acquiring module may obtain the correspondence between the entity status of the first entity and the first entity by: acquiring a correspondence between the entity status of the first entity and the first entity, and acquiring an entity status from the first entity to the first Corresponding relationship of an entity, obtaining a correspondence between an entity state of the first entity and the first entity is a correspondence of acquiring a current state from the first entity to the first entity.
- the obtaining, by the third obtaining module, the correspondence between the current state and the current state of the first entity may include: acquiring the first entity state foreign key.
- the first entity state foreign key may be a field stored in the entity table, and the field may be the same field in which the preset first entity is associated with the current state of the first entity.
- the first entity state foreign key points to the first entity state in the entity state table, and the corresponding relationship of the entity state from the first entity to the first entity is obtained by the first entity state foreign key.
- the obtaining, by the third obtaining module, the correspondence between the entity state of the first entity and the first entity may include: acquiring the first entity foreign key.
- the first entity foreign key may be a field stored in the entity state table, and the field may be the same field in which the entity state of the first entity that is preset is associated with the first entity, and the first entity foreign key may be Include one or more first entity foreign keys.
- the first entity foreign key points to the first entity in the entity table, and the corresponding relationship from the entity state of the first entity to the first entity is obtained by the first physical key.
- the fourth acquiring module may obtain the correspondence between the second entity and the state of the entity in the following manner: acquiring a correspondence between the entity state of the second entity and the second entity, and obtaining a correspondence from the entity state of the second entity to the second entity relationship.
- the correspondence of acquiring the entity state from the second entity to the second entity may be a correspondence of acquiring the current state from the second entity to the second entity.
- the obtaining, by the fourth obtaining module, the correspondence between the current state of the second entity and the second entity may include: acquiring the second entity state foreign key.
- the second entity state foreign key may be a field stored in the entity table, and the field may be the same field in which the preset second entity is associated with the current state of the second entity.
- the second entity state foreign key points to the second entity state in the entity state, and the second entity state foreign key acquires the correspondence relationship of the entity state from the second entity to the second entity.
- the obtaining, by the fourth obtaining module, the correspondence between the entity state of the second entity and the second entity may include: acquiring the second entity foreign key.
- the second entity foreign key may be a field stored in the entity state table, and the field may be the same field in which the entity state of the second entity is associated with the second entity.
- the second entity foreign key includes one or more second entity foreign keys, the second entity foreign key points to the second entity in the entity table, and the second entity external key is used to obtain the correspondence from the entity state of the second entity to the second entity relationship.
- the apparatus may further include a third correspondence acquiring unit.
- the third correspondence relationship obtaining unit may be configured to acquire a correspondence relationship between the indicator data and the Internet entity corresponding to the indicator data.
- the third corresponding relationship obtaining unit may acquire the corresponding relationship of the Internet entity corresponding to the indicator data to the indicator data in the following manner: Obtain an entity foreign key, and the entity foreign key may be a field stored in the indicator table. This field may be the same field in which the pre-set metric data is associated with the current state of the corresponding Internet entity, and the entity foreign key points to the entity in the entity table.
- the correspondence between the indicator data and the Internet entity corresponding to the indicator data can be obtained by acquiring the physical foreign key.
- the present invention achieves the following technical effects:
- the client can obtain the association between the indicator data and its corresponding entity and the corresponding state of all entities, thereby overcoming the indicator data.
- the shortcomings that can only be associated with the current state of the entity achieve a more accurate result of the data analysis results.
- the steps shown in the flowchart of the accompanying drawings may be performed in a computer system such as a set of computer executable instructions, and, although the logical order is shown in the flowchart, in some cases, The steps shown or described may be performed in an order different than that herein.
- modules or steps of the present invention can be implemented by a general-purpose computing device, which can be concentrated on a single computing device or distributed over a network composed of multiple computing devices. Alternatively, they may be implemented by program code executable by the computing device, such that they may be stored in the storage device by the computing device, or they may be separately fabricated into individual integrated circuit modules, or they may be Multiple modules or steps are made into a single integrated circuit module.
- the invention is not limited to any specific combination of hardware and software.
- the above description is only a preferred embodiment of the present invention, and is not intended to limit the present invention, and various modifications and changes can be made to the present invention. Any modifications, equivalent substitutions, improvements, etc. made within the spirit and scope of the present invention are intended to be included within the scope of the present invention.
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