Data document similarity calculation system with review function
By designing a data document similarity calculation system with review function, the problem of lack of review function in existing systems is solved, and the effect of improving the system's credibility and reliability is achieved.
Patent Information
- Application Number
- CN202411579783.3
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2024-11-07
- Publication Date
- 2025-02-25
AI Technical Summary
The existing data document similarity calculation system lacks the review function, which leads to the inability to review the calculation results, reducing the credibility and reliability of the system.
A data document similarity calculation system with review function is designed, including a similarity calculation module, a calculation result export module, a similarity marking module, a storage management module, a calculation process recording module and a review trace module, which can store and record calculation results and processes, and support later review.
Through a system with review function, it is possible to review and retrieve calculation records when there is a dispute over the calculation results, improving the credibility and reliability of the system.
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Figure CN119514516A_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the technical field of similarity calculation, and in particular to a data document similarity calculation system with a review function. Background Art
[0002] The data document similarity calculation system is a technical system used to evaluate and quantify the similarity between two or more data documents. It has applications in many fields, such as information retrieval and filtering, plagiarism detection, text classification, knowledge management, etc. It helps to quickly screen and identify related or similar documents and improve the efficiency and accuracy of information processing.
[0003] The existing data document similarity calculation system is found to have no review function when in use, so the calculation records cannot be reviewed and retrieved after calculation, which leads to a decrease in the feasibility and reliability of the system, so it needs to be improved;
[0004] Therefore, it is necessary to invent a data document similarity calculation system with a review function. Summary of the invention
[0005] To this end, the present invention provides a data document similarity calculation system with a review function to solve the problems in the background technology.
[0006] In order to achieve the above object, the present invention provides the following technical solution: a data document similarity calculation system with a review function, comprising:
[0007] A similarity calculation module, which is used to calculate the similarity of data documents;
[0008] A calculation result exporting module, which is used to export and transmit the similarity calculated by the similarity calculating module, and the calculation result exporting module is connected to the output end of the similarity calculating module;
[0009] A similarity marking module, which is used to mark similarities in the data document, and the similarity marking module is connected to the output end of the similarity calculation module;
[0010] A storage management module, which is used to store the results of similarity calculation and the marked similarities, and the storage management module is connected to the output end of the calculation result export module and the similarity marking module;
[0011] A calculation process recording module, which is used to record the calculation process of the similarity calculation module, and the calculation process recording module is connected to the output end of the similarity calculation module;
[0012] The review and tracing module is used for the later review personnel to query the calculation results and calculation process of the similarity. The review and tracing module is connected to the output end of the storage management module and the calculation process recording module.
[0013] A similarity display module, which is used to display the similarity calculated by the similarity calculation module and the content marked by the similarity marking module, and the similarity display module is connected to the output end of the calculation result export module and the similarity marking module;
[0014] The document upload and import module is used by users to upload and import data documents that need to calculate similarity;
[0015] A data document preprocessing module, which is used to preprocess the data document, and the data document preprocessing module is connected to the output end of the document uploading and importing module;
[0016] A document feature extraction module, which is used to extract representative features from the preprocessed document, and the document feature extraction module is connected to the output end of the data document preprocessing module;
[0017] A feature vector construction module, which is used to convert the extracted features into a vector form, the feature vector construction module is connected to the output end of the document feature extraction module, and the feature vector construction module is connected to the input end of the similarity calculation module;
[0018] A data document repository for storing representative features of existing data documents;
[0019] The data document transmission module is used to transmit the representative features of the data documents stored in the data document storage library. The data document transmission module is connected to the output end of the data document storage library and the data document transmission module is connected to the input end of the similarity calculation module.
[0020] Preferably, the similarity calculation module includes a cosine similarity algorithm module, a Euclidean distance algorithm module and a Jaccard similarity coefficient algorithm module. The cosine similarity algorithm module is used to calculate the similarity of data documents using the cosine similarity algorithm, the Euclidean distance algorithm module is used to calculate the similarity of data documents using the Euclidean distance algorithm, and the Jaccard similarity coefficient algorithm module is used to calculate the similarity of data documents using the Jaccard similarity coefficient algorithm.
[0021] Preferably, the document preprocessing module includes a text format conversion module, a special character replacement module, a word segmentation module, a stop word removal module and a morphological restoration module, the text format conversion module is used to convert the format of the data document, the special character replacement module is used to replace and delete special characters in the data document, the word segmentation module is used to segment the data document into words and phrases, the stop word removal module is used to remove common words in the data document that do not contribute much to semantic understanding, and the morphological restoration module is used to convert words in the data document into their basic forms to reduce the diversity of vocabulary.
[0022] Preferably, the calculation result export module is electrically connected to the similarity calculation module, the similarity marking module is electrically connected to the similarity calculation module, the storage management module is electrically connected to the calculation result export module and the similarity marking module, and the calculation process recording module is electrically connected to the similarity calculation module.
[0023] Preferably, the review and tracing module is electrically connected to the storage management module and the calculation process recording module, the similarity display module is electrically connected to the calculation result export module and the similarity marking module, the data document preprocessing module is electrically connected to the document upload and import module, and the document feature extraction module is electrically connected to the data document preprocessing module.
[0024] Preferably, the feature vector construction module is electrically connected to the document feature extraction module, the feature vector construction module is electrically connected to the similarity calculation module, the data document transmission module is electrically connected to the data document storage repository, and the data document transmission module is electrically connected to the similarity calculation module.
[0025] Preferably, the similarity display module includes a display screen, three protrusions are fixedly connected to the rear side of the display screen, a substrate is provided on the rear side of the display screen, three card slots are opened on the substrate, the three protrusions are respectively stuck in the three card slots, a cavity one is opened on the substrate, a rotating shaft one is fixedly embedded in the substrate, the rotating shaft one passes through the cavity one, two connecting blocks are sleeved on the rotating shaft one, columns are fixedly connected to the inner sides of the two connecting blocks, the bottom ends of the columns are fixedly connected to the bottom plate, a cavity two is opened inside the column, a rotating shaft two is embedded in the column, and the rotating shaft two passes through the cavity two.
[0026] Preferably, sprockets are fixedly sleeved on the outside of the second rotating shaft and the first rotating shaft, chains are sleeved on the outside of the two sprockets, the two sprockets are driven and connected by a chain, the chain is located inside the second cavity, a knob is fixedly connected to one end of the second rotating shaft, and a plurality of grooves evenly distributed in a circular shape are opened at the other end of the second rotating shaft, a fixed block is fixedly connected to one side of the column, a moving rod is slidably provided inside the fixed block, the bottom end of the moving rod is stuck in one of the grooves, and a push block is fixedly connected to the moving rod.
[0027] Preferably, the first rotating shaft is connected to the connecting block via a bearing, the second rotating shaft is connected to the column via a bearing, and the connecting block is in sliding contact with the base plate.
[0028] The beneficial effects of the present invention are:
[0029] 1. The present invention can store the similarity calculation results and the marked similarities and record the calculation process of the similarity calculation module by designing a storage management module and a calculation process recording module. In addition, a review and tracing module is designed, and the review personnel can query the similarity calculation results and the calculation process in the later stage. In this way, the system has the function of review. When there is a dispute over the calculation result, the calculation record can be reviewed and retrieved, which has a basis, thereby improving the credibility and reliability of the system;
[0030] 2. The present invention designs a similarity calculation module composed of a cosine similarity algorithm module, a Euclidean distance algorithm module and a Jaccard similarity coefficient algorithm module. There are three calculation methods when performing similarity calculation. Compared with one calculation method, the similarity calculated by the system has higher credibility and is more accurate;
[0031] 3. The present invention designs a document preprocessing module composed of a text format conversion module, a special character replacement module, a word segmentation processing module, a stop word removal module and a morphological restoration module. When calculating the similarity of data documents, the data documents can be preprocessed, thereby improving the accuracy of the calculation results during the calculation. BRIEF DESCRIPTION OF THE DRAWINGS
[0032] In order to more clearly illustrate the implementation methods of the present invention or the technical solutions in the prior art, the following briefly introduces the drawings required for the implementation methods or the description of the prior art. Obviously, the drawings described below are only exemplary, and for ordinary technicians in this field, other implementation drawings can be derived from the provided drawings without creative work.
[0033] The structures, proportions, sizes, etc. illustrated in this specification are only used to match the contents disclosed in the specification so as to facilitate understanding and reading by persons familiar with the technology. They are not used to limit the conditions under which the present invention can be implemented, and therefore have no substantial technical significance. Any structural modification, change in proportion or adjustment of size shall still fall within the scope of the technical contents disclosed in the present invention without affecting the effects and purposes that can be achieved by the present invention.
[0034] Figure 1 A schematic diagram of the overall system provided by the present invention;
[0035] Figure 2 A schematic diagram of a data document preprocessing module system provided by the present invention;
[0036] Figure 3 A schematic diagram of the structure of a similarity display module provided by the present invention;
[0037] Figure 4 The present invention provides Figure 3 side cross-sectional view;
[0038] Figure 5 The present invention provides Figure 4 A in the enlarged view;
[0039] Figure 6 The present invention provides Figure 3 Rear view;
[0040] Figure 7 The present invention provides Figure 5 The enlarged view of point B in the figure;
[0041] Figure 8 A three-dimensional diagram of the display screen, bumps and substrate provided by the present invention;
[0042] In the figure: 1. Similarity calculation module; 2. Calculation result export module; 3. Similarity marking module; 4. Storage management module; 5. Calculation process recording module; 6. Review and tracing module; 7. Similarity display module; 8. Document upload and import module; 9. Data document preprocessing module; 10. Document feature extraction module; 11. Feature vector construction module; 12. Data document storage library; 13. Data document transmission module; 14. Cosine similarity algorithm module; 15. Euclidean distance algorithm method module; 16. Jaccard similarity coefficient algorithm module; 17. Text format conversion module; 18. Special character replacement module; 19. Word segmentation processing module; 20. Stop word removal module; 21. Word form restoration module; 22. Display screen; 23. Bump; 24. Base plate; 25. Shaft 1; 26. Connecting block; 27. Column; 28. Bottom plate; 29. Shaft 2; 30. Sprocket; 31. Chain; 32. Knob; 33. Fixed block; 34. Moving rod; 35. Push block. DETAILED DESCRIPTION
[0043] The preferred embodiments of the present invention are described below in conjunction with the accompanying drawings. It should be understood that the preferred embodiments described herein are only used to illustrate and explain the present invention, and are not used to limit the present invention.
[0044] See attached Figure 1 -Attached Figure 8 The present invention provides a data document similarity calculation system with a review function, comprising:
[0045] A similarity calculation module 1 is used to calculate the similarity of data documents;
[0046] A calculation result exporting module 2 is used to export and transmit the similarity calculated by the similarity calculating module 1, and the calculation result exporting module 2 is connected to the output end of the similarity calculating module 1;
[0047] A similarity marking module 3 is used to mark similarities in the data document. The similarity marking module 3 is connected to the output end of the similarity calculation module 1;
[0048] A storage management module 4, which is used to store the results of similarity calculation and the marked similarities, and the storage management module 4 is connected to the output ends of the calculation result exporting module 2 and the similarity marking module 3;
[0049] A calculation process recording module 5, which is used to record the calculation process of the similarity calculation module 1, and the calculation process recording module 5 is connected to the output end of the similarity calculation module 1;
[0050] The review and tracing module 6 is used for the later review personnel to query the calculation results and calculation process of the similarity. The review and tracing module 6 is connected to the output end of the storage management module 4 and the calculation process recording module 5.
[0051] A similarity display module 7, which is used to display the similarity calculated by the similarity calculation module 1 and the content marked by the similarity marking module 3, and the similarity display module 7 is connected to the output end of the calculation result export module 2 and the similarity marking module 3;
[0052] The document upload and import module 8 is used by users to upload and import data documents that need to calculate similarity;
[0053] A data document preprocessing module 9, which is used to preprocess the data document, and the data document preprocessing module 9 is connected to the output end of the document uploading and importing module 8;
[0054] A document feature extraction module 10, which is used to extract representative features from the preprocessed document. The document feature extraction module 10 is connected to the output end of the data document preprocessing module 9;
[0055] A feature vector construction module 11, which is used to convert the extracted features into a vector form, the feature vector construction module 11 is connected to the output end of the document feature extraction module 10, and the feature vector construction module 11 is connected to the input end of the similarity calculation module 1;
[0056] A data document storage repository 12, which is used to store representative features of existing data documents;
[0057] A data document transmission module 13, which is used to transmit representative features of data documents stored in the data document storage library 12, and the data document transmission module 13 is connected to the output end of the data document storage library 12, and the data document transmission module 13 is connected to the input end of the similarity calculation module 1;
[0058] The similarity calculation module 1 includes a cosine similarity algorithm module 14, a Euclidean distance algorithm module 15 and a Jaccard similarity coefficient algorithm module 16, wherein the cosine similarity algorithm module 14 is used to calculate the similarity of data documents using a cosine similarity algorithm, the Euclidean distance algorithm module 15 is used to calculate the similarity of data documents using a Euclidean distance algorithm, and the Jaccard similarity coefficient algorithm module 16 is used to calculate the similarity of data documents using a Jaccard similarity coefficient algorithm;
[0059] The document preprocessing module includes a text format conversion module 17, a special character replacement module 18, a word segmentation processing module 19, a stop word removal module 20 and a morphological restoration module 21. The text format conversion module 17 is used to convert the format of the data document, the special character replacement module 18 is used to replace and delete special characters in the data document, the word segmentation processing module 19 is used to segment the data document into words and phrases, the stop word removal module 20 is used to remove common words in the data document that do not contribute much to semantic understanding, and the morphological restoration module 21 is used to convert words in the data document into their basic forms to reduce the diversity of vocabulary;
[0060] In this embodiment, a storage management module 4 and a calculation process recording module 5 are designed, which can not only store the results of similarity calculation and the marked similarities, but also record the calculation process of the similarity calculation module 1. In addition, a review and tracing module 6 is designed, and the review personnel can query the calculation results and calculation process of the similarity in the later stage, so that the system has the function of review;
[0061] Among them, in order to achieve the purpose of normal operation of the system, the present device is implemented by the following technical solutions: the calculation result export module 2 is electrically connected to the similarity calculation module 1, the similarity marking module 3 is electrically connected to the similarity calculation module 1, the storage management module 4 is electrically connected to the calculation result export module 2 and the similarity marking module 3, the calculation process recording module 5 is electrically connected to the similarity calculation module 1, the review and tracing module 6 is electrically connected to the storage management module 4 and the calculation process recording module 5, the similarity display module 7 is electrically connected to the calculation result export module 2 and the similarity marking module 3, the data document preprocessing module 9 is electrically connected to the document upload and import module 8, the document feature extraction module 10 is electrically connected to the data document preprocessing module 9, the feature vector construction module 11 is electrically connected to the document feature extraction module 10, the feature vector construction module 11 is electrically connected to the similarity calculation module 1, the data document transmission module 13 is electrically connected to the data document storage library 12, and the data document transmission module 13 is electrically connected to the similarity calculation module 1. The electrical connection between each module can ensure the normal operation of the system;
[0062] Among them, in order to achieve the purpose of adjusting the inclination angle of the display screen 22, the present device is implemented by the following technical solutions: the similarity display module 7 includes a display screen 22, three protrusions 23 are fixedly connected to the rear side of the display screen 22, a substrate 24 is provided on the rear side of the display screen 22, three card slots are provided on the substrate 24, and the three protrusions 23 are respectively stuck in the three card slots, a cavity 1 is provided on the substrate 24, a rotating shaft 1 25 is fixedly embedded on the substrate 24, the rotating shaft 1 25 passes through the cavity 1, two connecting blocks 26 are sleeved on the rotating shaft 1 25, the inner sides of the two connecting blocks 26 are fixedly connected with a column 27, the bottom end of the column 27 is fixedly connected to a bottom plate 28, a cavity 2 is provided inside the column 27, a rotating shaft 29 is embedded on the column 27, the rotating shaft 29 passes through the cavity 2, the rotating shaft 29 and the rotating shaft 1 25 are both fixedly sleeved with sprockets 30, the two sprockets 30 are sleeved with chains 31 on the outside, and the two chain wheels 31 are sleeved on the outside. The wheels 30 are connected by a chain 31, which is located inside the second cavity. A knob 32 is fixedly connected to one end of the second shaft 29, and a plurality of grooves uniformly distributed in a circumferential shape are provided at the other end of the second shaft 29. A fixed block 33 is fixedly connected to one side of the column 27, and a moving rod 34 is slidably provided inside the fixed block 33. The bottom end of the moving rod 34 is stuck in one of the grooves, and a push block 35 is fixedly connected to the moving rod 34. The push block 35 is pushed upward, so that the moving rod 34 can be moved upward, so that the moving rod 34 can be moved out of the groove, and then the knob 32 is turned, so that the second shaft 29 can be rotated, and the rotation of the second shaft 29 drives the chain 31 to rotate, and the rotation of the chain 31 drives the rotation of the first shaft 25 to rotate, and the rotation of the first shaft 25 drives the base plate 24 to rotate, and the rotation of the base plate 24 can rotate the display screen 22, so that the inclination angle of the display screen 22 can be adjusted;
[0063] Among them, in order to achieve the purpose of reducing wear, the device adopts the following technical solutions: the rotating shaft 25 is connected to the connecting block 26 through a bearing, the rotating shaft 29 is connected to the column 27 through a bearing, and the connecting block 26 is in sliding contact with the base plate 24. The bearing connection can reduce wear.
[0064] The use process of the present invention is as follows: when it is necessary to calculate the similarity of a data document, the user can upload and import the data document for which similarity calculation is required through the document upload and import module 8. After the import, the data document preprocessing module 9 can preprocess the data document. During the preprocessing, the text format conversion module 17 can convert the format of the data document, the special character replacement module 18 can replace and delete the special characters in the data document, the word segmentation processing module 19 can segment the data document into words and phrases, the stop word removal module 20 can remove the common words in the data document that do not contribute much to the semantic understanding, the word form restoration module 21 can convert the words in the data document into their basic form to reduce the diversity of vocabulary, and after the preprocessing is completed, the document feature extraction module 10 can extract representative features from the preprocessed document, and then the feature vector construction module 11 can convert the extracted features into vector form, and then the similarity calculation module 1 can calculate the similarity according to the converted vector;
[0065] Since the data document storage library 12 stores representative features of existing data documents, the data document transmission module 13 can transmit the representative features of data documents stored in the data document storage library 12 for reference by the similarity calculation module 1 when the similarity calculation module 1 calculates, thereby calculating the similarity of the data documents. The similarity calculation module 1 is composed of a cosine similarity algorithm module 14, a Euclidean distance algorithm module 15 and a Jaccard similarity coefficient algorithm module 16. There are three calculation methods when performing similarity calculation. Compared with one calculation method, the similarity calculated by the system has higher credibility and accuracy.
[0066] After the result is calculated, the calculation result export module 2 can export and transmit the similarity calculated by the similarity calculation module 1, and at the same time, the similarity marking module 3 can mark the similarities in the data document, and finally the similarity display module 7 can display the similarity calculated by the similarity calculation module 1 and the content marked by the similarity marking module 3;
[0067] The present invention is designed with a storage management module 4 and a calculation process recording module 5, which can not only store the results of similarity calculation and the marked similarities, but also record the calculation process of the similarity calculation module 1. In addition, a review and tracing module 6 is designed, so that the review personnel can query the calculation results and calculation process of the similarity in the later stage. In this way, the system has a review function. When there is a dispute over the calculation result, the calculation record can be reviewed and retrieved, which has a basis, thereby improving the credibility and reliability of the system;
[0068] When the similarity display module 7 needs to adjust the inclination angle of the display screen 22 during use, the push block 35 is pushed upward, so that the moving rod 34 can be moved upward, so that the moving rod 34 can be moved out of the groove, and then the knob 32 is rotated, so that the second shaft 29 can be rotated, and the rotation of the second shaft 29 drives the chain 31 to rotate, and the rotation of the chain 31 drives the rotation of the first shaft 25 to rotate, and the rotation of the first shaft 25 drives the substrate 24 to rotate, and the rotation of the substrate 24 can rotate the display screen 22, so that the inclination angle of the display screen 22 can be adjusted. In this way, the inclination angle of the display screen 22 can be adjusted according to needs during use. After adjustment, the push block 35 is pushed downward to make the moving rod 34 stuck in a groove on the second shaft 29, so that the second shaft 29 can be restricted so that it cannot rotate, so as to avoid the change of the inclination angle of the display screen 22.
[0069] The above are only preferred embodiments of the present invention. Any person skilled in the art may modify the present invention by using the above technical solutions or modify it into an equivalent technical solution. Therefore, any simple modification or equivalent replacement made according to the technical solution of the present invention belongs to the scope of protection claimed by the present invention.
Claims
1. A data document similarity calculation system with a review function, characterized in that: include: A similarity calculation module (1), which is used to calculate the similarity of data documents; A calculation result exporting module (2) is used to export and transmit the similarity calculated by the similarity calculating module (1), and the calculation result exporting module (2) is connected to the output end of the similarity calculating module (1); A similarity marking module (3) is used to mark similarities in the data document, and the similarity marking module (3) is connected to the output end of the similarity calculation module (1); A storage management module (4) is used to store the results of similarity calculation and the marked similarities, and the storage management module (4) is connected to the output ends of the calculation result export module (2) and the similarity marking module (3); A calculation process recording module (5), which is used to record the calculation process of the similarity calculation module (1), and the calculation process recording module (5) is connected to the output end of the similarity calculation module (1); A review and tracing module (6) is used for later review personnel to query the calculation results and calculation process of the similarity. The review and tracing module (6) is connected to the output end of the storage management module (4) and the calculation process recording module (5).
2. A data document similarity calculation system with a review function according to claim 1, characterized in that: Also includes: A similarity display module (7) is used to display the similarity calculated by the similarity calculation module (1) and the content marked by the similarity marking module (3), and the similarity display module (7) is connected to the output ends of the calculation result export module (2) and the similarity marking module (3); A document upload and import module (8), which is used by users to upload and import data documents that need to calculate similarity; A data document preprocessing module (9), which is used to preprocess the data document, and the data document preprocessing module (9) is connected to the output end of the document uploading and importing module (8); A document feature extraction module (10), which is used to extract representative features from the preprocessed document, and the document feature extraction module (10) is connected to the output end of the data document preprocessing module (9); A feature vector construction module (11) is used to convert the extracted features into a vector form, the feature vector construction module (11) is connected to the output end of the document feature extraction module (10), and the feature vector construction module (11) is connected to the input end of the similarity calculation module (1); A data document repository (12) for storing representative features of existing data documents; A data document transmission module (13) is used to transmit representative features of data documents stored in a data document storage library (12), wherein the data document transmission module (13) is connected to an output end of the data document storage library (12), and the data document transmission module (13) is connected to an input end of a similarity calculation module (1).
3. A data document similarity calculation system with a review function according to claim 2, characterized in that: The similarity calculation module (1) comprises a cosine similarity algorithm module (14), a Euclidean distance algorithm module (15) and a Jaccard similarity coefficient algorithm module (16), wherein the cosine similarity algorithm module (14) is used to calculate the similarity of data documents using the cosine similarity algorithm, the Euclidean distance algorithm module (15) is used to calculate the similarity of data documents using the Euclidean distance algorithm, and the Jaccard similarity coefficient algorithm module (16) is used to calculate the similarity of data documents using the Jaccard similarity coefficient algorithm.
4. The data document similarity calculation system with a review function according to claim 2, characterized in that: The document preprocessing module comprises a text format conversion module (17), a special character replacement module (18), a word segmentation processing module (19), a stop word removal module (20) and a morphological restoration module (21), wherein the text format conversion module (17) is used to convert the format of a data document, the special character replacement module (18) is used to replace and delete special characters in a data document, the word segmentation processing module (19) is used to segment a data document into words and phrases, the stop word removal module (20) is used to remove common words in a data document that do not contribute much to semantic understanding, and the morphological restoration module (21) is used to convert words in a data document into their basic forms to reduce vocabulary diversity.
5. The data document similarity calculation system with a review function according to claim 2, characterized in that: The calculation result export module (2) is electrically connected to the similarity calculation module (1), the similarity marking module (3) is electrically connected to the similarity calculation module (1), the storage management module (4) is electrically connected to the calculation result export module (2) and the similarity marking module (3), and the calculation process recording module (5) is electrically connected to the similarity calculation module (1).
6. The data document similarity calculation system with a review function according to claim 2, characterized in that: The review and tracing module (6) is electrically connected to the storage management module (4) and the calculation process recording module (5); the similarity display module (7) is electrically connected to the calculation result export module (2) and the similarity marking module (3); the data document preprocessing module (9) is electrically connected to the document upload and import module (8); and the document feature extraction module (10) is electrically connected to the data document preprocessing module (9).
7. The data document similarity calculation system with a review function according to claim 2, characterized in that: The feature vector construction module (11) is electrically connected to the document feature extraction module (10), the feature vector construction module (11) is electrically connected to the similarity calculation module (1), the data document transmission module (13) is electrically connected to the data document storage library (12), and the data document transmission module (13) is electrically connected to the similarity calculation module (1).
8. The data document similarity calculation system with a review function according to claim 2, characterized in that: The similarity display module (7) comprises a display screen (22), three protrusions (23) are fixedly connected to the rear side of the display screen (22), a base plate (24) is provided on the rear side of the display screen (22), three card slots are provided on the base plate (24), the three protrusions (23) are respectively stuck in the three card slots, a cavity one is provided on the base plate (24), a rotating shaft one (25) is fixedly embedded in the base plate (24), the rotating shaft one (25) passes through the cavity one, two connecting blocks (26) are sleeved on the rotating shaft one (25), the inner sides of the two connecting blocks (26) are fixedly connected to columns (27), the bottom ends of the columns (27) are fixedly connected to a bottom plate (28), a cavity two is provided inside the column (27), a rotating shaft two (29) is embedded in the column (27), the rotating shaft two (29) passes through the cavity two.
9. A data document similarity calculation system with a review function according to claim 8, characterized in that: The second rotating shaft (29) and the first rotating shaft (25) are both fixedly sleeved with sprockets (30) on the outside, and the two sprockets (30) are sleeved with chains (31) on the outside. The two sprockets (30) are connected by the chain (31), and the chain (31) is located inside the second cavity. One end of the second rotating shaft (29) is fixedly connected with a knob (32), and the other end of the second rotating shaft (29) is provided with a plurality of grooves evenly distributed in a circumferential shape. One side of the column (27) is fixedly connected with a fixed block (33), and a moving rod (34) is slidably provided inside the fixed block (33). The bottom end of the moving rod (34) is stuck in one of the grooves, and a push block (35) is fixedly connected to the moving rod (34).
10. The data document similarity calculation system with a review function according to claim 9, characterized in that: The first rotating shaft (25) is connected to the connecting block (26) via a bearing, the second rotating shaft (29) is connected to the column (27) via a bearing, and the connecting block (26) is in sliding contact with the base plate (24).