CN111737549B - Economic index intelligent analysis system - Google Patents
Economic index intelligent analysis system Download PDFInfo
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- CN111737549B CN111737549B CN202010612560.8A CN202010612560A CN111737549B CN 111737549 B CN111737549 B CN 111737549B CN 202010612560 A CN202010612560 A CN 202010612560A CN 111737549 B CN111737549 B CN 111737549B
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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
- G06F16/90—Details of database functions independent of the retrieved data types
- G06F16/95—Retrieval from the web
- G06F16/951—Indexing; Web crawling techniques
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F40/00—Handling natural language data
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- G06F40/279—Recognition of textual entities
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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
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- G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
- G06Q10/063—Operations research, analysis or management
- G06Q10/0639—Performance analysis of employees; Performance analysis of enterprise or organisation operations
- G06Q10/06393—Score-carding, benchmarking or key performance indicator [KPI] analysis
Abstract
The invention relates to the technical field of economic indexes, in particular to an intelligent analysis system for economic indexes, which comprises the following components: the index data crawling module is used for crawling corresponding economic index data in/on the target data source terminal according to a preset economic index data mining rule; the index data preprocessing module is used for realizing the classification of the economic index data and realizing the standardization of the corresponding economic index data format according to the format standardization rule corresponding to each type; the index analysis module is used for recording the economic index data set with standardized format into a corresponding index analysis model to realize analysis of the economic index data; and the analysis report making module is used for making a corresponding economic index analysis report according to the analysis result of the index analysis module. The automatic acquisition and comprehensive analysis of the economic index data are realized, so that the economic index data in a great deal and diversity can be converted into available data with information and commercial value.
Description
Technical Field
The invention relates to the technical field of economic indexes, in particular to an intelligent analysis system for economic indexes.
Background
The size of the economic index can reflect a certain social phenomenon, so that the realization of the real-time monitoring analysis of the economic index is particularly important.
At present, although many traditional logs or other professional tools can help enterprises/individuals analyze most economic index data, the collection process of the economic index data still needs to be realized manually, time and labor are wasted, errors and omission are easy to occur, and the traditional product tools only stay at the way of respective splitting, simple charts and simple listing inquiry at present, so that the analysis result is extremely one-sided, and the association relation of the economic index data and the commercial value information loaded in the economic index data cannot be well presented.
Disclosure of Invention
In order to solve the problems, the invention provides an intelligent analysis system for economic indexes, which realizes automatic acquisition and comprehensive analysis of economic index data, so that various economic index data can be converted into usable data with information and commercial value.
In order to achieve the above purpose, the technical scheme adopted by the invention is as follows:
an economic indicator intelligent analysis system, comprising:
the index data crawling module is used for crawling corresponding economic index data in/on the target data source terminal according to a preset economic index data mining rule;
the index data preprocessing module is used for realizing the classification of the economic index data and realizing the standardization of the corresponding economic index data format according to the format standardization rule corresponding to each type;
the index analysis module is used for recording the economic index data set with standardized format into a corresponding index analysis model to realize analysis of the economic index data;
and the analysis report making module is used for making a corresponding economic index analysis report according to the analysis result of the index analysis module.
Further, the method further comprises the following steps:
and the data visual analysis module is used for realizing visual analysis of the economic index data set and the index analysis result which finish format standardization based on the Tableau Desktop.
Further, the index analysis module extracts characteristic data of a historical economic index data set based on a Word2vec algorithm, simultaneously operates a preset economic index analysis model based on Hadoop to achieve analysis of the economic index data set with standardized format, and outputs a corresponding analysis result.
Further, the economic index analysis model adopts a neural network model and is constructed based on a historical economic index data set and a corresponding analysis result thereof.
Further, the economic index crawling module is internally provided with a permission configuration module for configuring corresponding data crawling permissions for each economic index crawling module.
Further, the economic index crawling module is internally provided with an encryption module for realizing random encryption of the crawled economic index data, and the data preprocessing module is internally provided with a decryption logic algorithm matched with the random encryption algorithm for realizing decryption of the encrypted economic index data.
Further, the method further comprises the following steps:
the early warning module is started and stopped according to the evaluation result of the index analysis module, and is started when the evaluation result falls into a preset early warning threshold, early warning is realized through a mode of automatic editing and sending of short messages, and the sent short messages at least comprise the analysis result of the current index analysis module and corresponding data source information.
The invention has the following beneficial effects:
the automatic acquisition and pretreatment of the economic index data are realized, the workload of workers is greatly reduced, and the problems of errors and omission in the process of manually collecting the data are well avoided.
Characteristic data of a historical economic index data set is extracted based on a Word2vec algorithm, and a preset economic index analysis model is operated simultaneously based on Hadoop to realize analysis of the economic index data set with standardized format, so that comprehensive and rapid analysis of economic indexes can be realized, and various economic index data can be converted into usable data with information and commercial value.
Through the optimization of the analysis report format, a worker can clearly acquire the corresponding economic index data set from the source to the uploading connection and then acquire the uploading commercial value information.
Drawings
FIG. 1 is a system block diagram of an intelligent analysis system for economic indicators according to an embodiment of the present invention.
Detailed Description
The present invention will be described in further detail with reference to examples in order to make the objects and advantages of the present invention more apparent. It should be understood that the specific embodiments described herein are for purposes of illustration only and are not intended to limit the scope of the invention.
As shown in fig. 1, an embodiment of the present invention provides an economic indicator intelligent analysis system, including:
the index data crawling module is used for crawling corresponding economic index data in/on the target data source terminal according to a preset economic index data mining rule; all the collected economic index data carry the corresponding data source hyperlink, the data source hyperlink adopts a locking mode, namely, the hyperlink uploading data cannot be read in the subsequent index data preprocessing and analyzing process, and notably, the index data which completes format standardization still carries the hyperlink;
the index data preprocessing module is used for realizing the classification of the economic index data and realizing the standardization of the corresponding economic index data format according to the format standardization rule corresponding to each type;
the index analysis module is used for recording the economic index data set with standardized format into a corresponding index analysis model to realize analysis of the economic index data;
the data visual analysis module is used for realizing the visual analysis of the economic index data set and the index analysis result which are standardized in format based on the Tableau Desktop, and realizing the recording of the whole data visual analysis process based on the script recording module when the visual analysis is carried out;
the analysis report making module is used for making a corresponding economic index analysis report according to the analysis result of the index analysis module; and during production, filling the economic index data set with standardized format, the corresponding economic index analysis result and the corresponding visual analysis script data (the playback of the visual analysis process can be realized through the playback of the script data) into a preset template, realizing the corresponding hyperlink unlocking operation, and enabling a user to click on a hyperlink to check the data source information, so that the corresponding analysis report is obtained.
The early warning module is started and stopped according to the evaluation result of the index analysis module, and is started when the evaluation result falls into a preset early warning threshold, early warning is realized by means of automatic editing and sending of short messages, and the sent short messages at least comprise the analysis result of the current index analysis module and corresponding data source information;
and the central processing module is used for coordinating the work of the modules.
In this embodiment, the index analysis module extracts feature data of the historical economic index data set based on the Word2vec algorithm, and simultaneously operates a preset economic index analysis model based on Hadoop to achieve analysis of the economic index data set with standardized format, and outputs a corresponding analysis result. The economic index analysis model is constructed based on a historical economic index data set and a corresponding analysis result by adopting a neural network model.
In this embodiment, the economic indicator crawling module is provided with a built-in permission configuration module, which is configured to configure corresponding data crawling permissions for each economic indicator crawling module.
In this embodiment, the economic indicator crawling module is provided with an encryption module, so as to realize random encryption of the crawled economic indicator data, and return the economic indicator data in a random encryption manner, thereby ensuring the security of returning the economic indicator data. Correspondingly, the data preprocessing module internally loads a decryption logic algorithm matched with the random encryption algorithm and is used for decrypting the encrypted economic index data.
In this embodiment, a data storage module is configured to store all the historical data generated by the system, and the data storage module realizes positioning of the data based on the faceting technology, and accurately positions the data by calculating the faceting distances between different data terms; when positioning data, selecting corresponding terms under the constraint of known facets, so as to complete description of required data, and returning corresponding data if the selection is successful; if the selection is unsuccessful, the system will calculate the similarity of terms from the synonym dictionary and the conceptual distance map, forming new location information.
The foregoing is merely a preferred embodiment of the present invention and it should be noted that modifications and adaptations to those skilled in the art may be made without departing from the principles of the present invention, which are intended to be comprehended within the scope of the present invention.
Claims (7)
1. An economic index intelligent analysis system is characterized in that: comprising the following steps:
the index data crawling module is used for crawling corresponding economic index data in/on the target data source terminal according to a preset economic index data mining rule; all the collected economic index data carry the corresponding data source hyperlink, the hyperlink uploading data cannot be read, and the index data with standardized format still carries the hyperlink;
the index data preprocessing module is used for realizing the classification of the economic index data and realizing the standardization of the corresponding economic index data format according to the format standardization rule corresponding to each type;
the index analysis module is used for recording the economic index data set with standardized format into a corresponding index analysis model to realize analysis of the economic index data;
the analysis report making module is used for making a corresponding economic index analysis report according to the analysis result of the index analysis module; and during manufacturing, filling the economic index data set with standardized format, the corresponding economic index analysis result and the corresponding visual analysis script data into a preset template, realizing corresponding hyperlink unlocking operation, and enabling a user to click a hyperlink to check data source information, so as to obtain a corresponding analysis report.
2. An economic indicator intelligent analysis system according to claim 1, wherein: further comprises:
and the data visual analysis module is used for realizing visual analysis of the economic index data set and the index analysis result which finish format standardization based on the Tableau Desktop.
3. An economic indicator intelligent analysis system according to claim 1, wherein: the index analysis module extracts characteristic data of a historical economic index data set based on a Word2vec algorithm, simultaneously operates a preset economic index analysis model based on Hadoop to realize analysis of the economic index data set with standardized format, and outputs a corresponding analysis result.
4. An economic indicator intelligent analysis system according to claim 3, wherein: the economic index analysis model is constructed based on a historical economic index data set and a corresponding analysis result by adopting a neural network model.
5. An economic indicator intelligent analysis system according to claim 1, wherein: and the index data crawling module is internally provided with a permission configuration module and is used for configuring corresponding data crawling permissions for each economic index crawling module.
6. An economic indicator intelligent analysis system according to claim 1, wherein: the index data crawling module is internally provided with an encryption module and is used for realizing random encryption of the crawled economic index data, and the data preprocessing module is correspondingly internally provided with a decryption logic algorithm matched with the random encryption algorithm and is used for realizing decryption of the encrypted economic index data.
7. An economic indicator intelligent analysis system according to claim 1, wherein: further comprises:
the early warning module is started and stopped according to the evaluation result of the index analysis module, and is started when the evaluation result falls into a preset early warning threshold, early warning is realized through a mode of automatic editing and sending of short messages, and the sent short messages at least comprise the analysis result of the current index analysis module and corresponding data source information.
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