利用网络上公开的数据构建一个小型的证券知识图谱/知识库

base on chinese stock market data

This is a project of build knowledge graph course. The project leverages historical stock price, and integrates social media listening from customers to predict market Trend On Dow Jones Industrial Average (DJIA).

Stock Movement Prediction Based on Bi-typed Hybrid-relational Market Knowledge Graph via Dual Attention Networks

A knowledge graph about Taiwan stock

⚡️ Real-time Knowledge Graph for AI Agents. Connect LLMs to verified weather, stock, and currency data via instant tool-calling. No API keys, no scrapers, just grounded facts in <100ms.

Stock Price Predictions from Financial Statements using Machine Learning and Deep Learning algorithms augmented with Knowledge Graph Embeddings

[AI Open] Heterogenous Graph Knowledge Enhanced Stock Market Prediction

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one stock knowledge graph project

• STOCK/CRYPTO PREDICTION WEB APP USING PYTHON (for everyone experienced and unexperienced both because it doesn’t require any pre-knowledge, user friendly, user-defined) A Web App with the help of python which can predict the future price of stock/crypto. The user has to enter the information of stock or crypto which they have to search the prediction & prediction time then my model will be providing all the future predictions and analyses with the help of graphs and datasets. With the help of M.L (fbprophets), the web app is able to plot the future graph of certain stock or cryptocurrencies. Here we are predicting the future of certain (user-defined) stock or crypto

With the help of python as well as different libraries available in python (mainly pandas) I am able to create the perfect stock analysis model which provides different types of technical analysis graphs which help investors to study the stocks easily and they can compare any stocks with this model and can select which stock is best for them to invest. This modal is basically for technical experts’ peoples who have pre-knowledge of stocks and shares, who are trading for like one year, because this modal has many predefined terms which are not for beginners. So, for beginners I have develop a separate web app that is user friendly and easy to use which don’t required any pre-defined knowledge. I will be using jupyter notebook to run all the commands and packages, it’s the best platform to make an ml modal because of its great interface which provides various advantages to developers. So first, I will be discussing the libraries I used in this modal. So, this all will be implemented on the .ipynb extension file (helps us to manage python and data) which is of jupyter notebook. http://localhost:8888/notebooks/Desktop/StockAnalys

Construction and Modeling of Temporally-Aware Heterogeneous Knowledge Graph for Forecasting Stock Market Trends(MTech Thesis)

Summery: These developments are hampering operations resulting in supply chain breaches, stock market inefficiencies, and vendor chaos. These are constantly interfering with the normal functioning of industries. The latest report by Global Market Vision with COVID19 Impact on Open Source Intelligence Market Size, Share, Growth, Industry Trends and Forecast to 2028 offers detailed coverage of the industry and main market trends with historical and forecast market data, demand, application details, price trends, and company shares of the leading Open Source Intelligence by geography. This report also studies the Open Source Intelligence market status, competition landscape, market share, growth rate, future trends, market drivers, opportunities and challenges, sales channels, and distributors. The report splits the market size, by volume and value, based on application, type, and geography. Free Sample Report + All Related Graphs & Charts @ https://www.adroitmarketresearch.com/contacts/request-sample/2606 The complete value chain and downstream and upstream essentials are scrutinized in this report. Essential trends like globalization, growth progress boost fragmentation regulation & ecological concerns. This Market report covers technical data, manufacturing plants analysis, and raw material sources analysis of Open Source Intelligence Industry as well as explains which product has the highest penetration, their profit margins, and R & D status. The report makes future projections based on the analysis of the subdivision of the market which includes the global market size by product category, end-user application, and various regions. Various factors are responsible for the market’s growth trajectory, which are studied at length in the report. In addition, the report lists down the restraints that are posing threat to the global Open Source Intelligence market. This report is a consolidation of primary and secondary research, which provides market size, share, dynamics, and forecast for various segments and sub-segments considering the macro and micro environmental factors. It also gauges the bargaining power of suppliers and buyers, threat from new entrants and product substitute, and the degree of competition prevailing in the market. Access full Report Description, TOC, Table of Figure, Chart, etc. @ https://www.adroitmarketresearch.com/industry-reports/open-source-intelligence-market Global Open Source Intelligence Market research report offers: • Market definition of the global Open Source Intelligence market along with the analysis of different influencing factors like drivers, restraints, and opportunities. • Extensive research on the competitive landscape of global Open Source Intelligence. • Identification and analysis of micro and macro factors that are and will effect on the growth of the market. • A comprehensive list of key market players operating in the global Open Source Intelligence market. • Analysis of the different market segments such as type, size, applications, and end-users. • It offers a descriptive analysis of demand-supply chaining in the global Open Source Intelligence market. • Statistical analysis of some significant economics facts • Figures, charts, graphs, pictures to describe the market clearly. Marketing Communication and Sales Channel Understanding marketing effectiveness on a continual basis help determine the potential of advertising and marketing communications and allow to use best practices to utilize untapped audience. In order to make marketers make effective strategies and identify why target market is not giving attention we ensure Study is Segmented with appropriate marketing & sales channels to identify potential market size by value & Volume* (if Applicable). SWOT Analysis on COVID-19 Outbreak- Open Source Intelligence Players In additional Market Share analysis of players, in-depth profiling, product/service and business overview, the study also concentrates on BCG matrix, heat map analysis, FPNV positioning along with SWOT analysis to better correlate market competitiveness. Demand from top notch companies and government agencies is expected to rise as they seek more information on latest scenario. Check Demand Determinants section for more information. Reasons for buying this report: * It offers an analysis of changing competitive scenarios. * For making informed decisions in the businesses, it offers analytical data with strategic planning methodologies. * It offers a six-year assessment of Open Source Intelligence Market. * It helps in understanding the major key product segments. * Researchers throw light on the dynamics of the market such as drivers, restraints, trends, and opportunities. * It offers a regional analysis of Open Source Intelligence Market along with the business profiles of several stakeholders. * It offers massive data about trending factors that will influence the progress of the Open Source Intelligence Market. Table of Content: 1 Scope of the Report 1.1 Market Introduction 1.2 Research Objectives 1.3 Years Considered 1.4 Market Research Methodology 1.5 Economic Indicators 1.6 Currency Considered 2 Executive Summary 3 Global Open Source Intelligence by Players 4 Open Source Intelligence by Regions 4.1 Open Source Intelligence Market Size by Regions 4.2 Americas Open Source Intelligence Market Size Growth 4.3 APAC Open Source Intelligence Market Size Growth 4.4 Europe Open Source Intelligence Market Size Growth 4.5 Middle East & Africa Open Source Intelligence Market Size Growth 5 Americas 6 APAC 7 Europe 8 Middle East & Africa 9 Market Drivers, Challenges and Trends 9.1 Market Drivers and Impact 9.1.1 Growing Demand from Key Regions 9.1.2 Growing Demand from Key Applications and Potential Industries 9.2 Market Challenges and Impact 9.3 Market Trends 10 Global Open Source Intelligence Market Forecast 11 Key Players Analysis 12 Research Findings and Conclusion Do You Have Any Query Or Specific Requirement? Ask to Our Industry Expert @ https://www.adroitmarketresearch.com/contacts/enquiry-before-buying/2606 ABOUT US: Adroit Market Research is an India-based business analytics and consulting company. Our target audience is a wide range of corporations, manufacturing companies, product/technology development institutions and industry associations that require understanding of a market’s size, key trends, participants and future outlook of an industry. We intend to become our clients’ knowledge partner and provide them with valuable market insights to help create opportunities that increase their revenues. We follow a code– Explore, Learn and Transform. At our core, we are curious people who love to identify and understand industry patterns, create an insightful study around our findings and churn out money-making roadmaps. CONTACT US: Ryan Johnson Account Manager Global 3131 McKinney Ave Ste 600, Dallas, TX 75204, U.S.A Phone No.: USA: +1.210.667.2421/ +91 9665341414

This repository populates a knowledge graph from data available on Yahoo Finance

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Forecasting Stock Market Trends using Transformers and Heterogenous Knowledge Graphs

Stock Movement Prediction using Hybrid Market Knowledge Graphs & Dual Attention Networks

Memory-enhanced multi-agent system for autonomous stock fundamental analysis. Specialized AI agents collaborate through institutional knowledge graph, debate protocols, and human oversight gates. Mimics analyst teams via parallel processing and continuous learning. Educational/portfolio project demonstrating multi-agent architecture.

Summery: These developments are hampering operations resulting in supply chain breaches, stock market inefficiencies, and vendor chaos. These are constantly interfering with the normal functioning of industries. The latest report by Global Market Vision with COVID19 Impact on Facility Management Market Size, Share, Growth, Industry Trends and Forecast to 2028 offers detailed coverage of the industry and main market trends with historical and forecast market data, demand, application details, price trends, and company shares of the leading Facility Management by geography. This report also studies the Facility Management market status, competition landscape, market share, growth rate, future trends, market drivers, opportunities and challenges, sales channels, and distributors. The report splits the market size, by volume and value, based on application, type, and geography. Free Sample Report + All Related Graphs & Charts @ https://www.adroitmarketresearch.com/contacts/request-sample/2502 The complete value chain and downstream and upstream essentials are scrutinized in this report. Essential trends like globalization, growth progress boost fragmentation regulation & ecological concerns. This Market report covers technical data, manufacturing plants analysis, and raw material sources analysis of Facility Management Industry as well as explains which product has the highest penetration, their profit margins, and R & D status. The report makes future projections based on the analysis of the subdivision of the market which includes the global market size by product category, end-user application, and various regions. Various factors are responsible for the market’s growth trajectory, which are studied at length in the report. In addition, the report lists down the restraints that are posing threat to the global Facility Management market. This report is a consolidation of primary and secondary research, which provides market size, share, dynamics, and forecast for various segments and sub-segments considering the macro and micro environmental factors. It also gauges the bargaining power of suppliers and buyers, threat from new entrants and product substitute, and the degree of competition prevailing in the market. Access full Report Description, TOC, Table of Figure, Chart, etc. @ https://www.adroitmarketresearch.com/industry-reports/facility-management-market Global Facility Management Market research report offers: • Market definition of the global Facility Management market along with the analysis of different influencing factors like drivers, restraints, and opportunities. • Extensive research on the competitive landscape of global Facility Management. • Identification and analysis of micro and macro factors that are and will effect on the growth of the market. • A comprehensive list of key market players operating in the global Facility Management market. • Analysis of the different market segments such as type, size, applications, and end-users. • It offers a descriptive analysis of demand-supply chaining in the global Facility Management market. • Statistical analysis of some significant economics facts • Figures, charts, graphs, pictures to describe the market clearly. Marketing Communication and Sales Channel Understanding marketing effectiveness on a continual basis help determine the potential of advertising and marketing communications and allow to use best practices to utilize untapped audience. In order to make marketers make effective strategies and identify why target market is not giving attention we ensure Study is Segmented with appropriate marketing & sales channels to identify potential market size by value & Volume* (if Applicable). SWOT Analysis on COVID-19 Outbreak- Facility Management Players In additional Market Share analysis of players, in-depth profiling, product/service and business overview, the study also concentrates on BCG matrix, heat map analysis, FPNV positioning along with SWOT analysis to better correlate market competitiveness. Demand from top notch companies and government agencies is expected to rise as they seek more information on latest scenario. Check Demand Determinants section for more information. Reasons for buying this report: * It offers an analysis of changing competitive scenarios. * For making informed decisions in the businesses, it offers analytical data with strategic planning methodologies. * It offers a six-year assessment of Facility Management Market. * It helps in understanding the major key product segments. * Researchers throw light on the dynamics of the market such as drivers, restraints, trends, and opportunities. * It offers a regional analysis of Facility Management Market along with the business profiles of several stakeholders. * It offers massive data about trending factors that will influence the progress of the Facility Management Market. Table of Content: 1 Scope of the Report 1.1 Market Introduction 1.2 Research Objectives 1.3 Years Considered 1.4 Market Research Methodology 1.5 Economic Indicators 1.6 Currency Considered 2 Executive Summary 3 Global Facility Management by Players 4 Facility Management by Regions 4.1 Facility Management Market Size by Regions 4.2 Americas Facility Management Market Size Growth 4.3 APAC Facility Management Market Size Growth 4.4 Europe Facility Management Market Size Growth 4.5 Middle East & Africa Facility Management Market Size Growth 5 Americas 6 APAC 7 Europe 8 Middle East & Africa 9 Market Drivers, Challenges and Trends 9.1 Market Drivers and Impact 9.1.1 Growing Demand from Key Regions 9.1.2 Growing Demand from Key Applications and Potential Industries 9.2 Market Challenges and Impact 9.3 Market Trends 10 Global Facility Management Market Forecast 11 Key Players Analysis 12 Research Findings and Conclusion Do You Have Any Query Or Specific Requirement? Ask to Our Industry Expert @ https://www.adroitmarketresearch.com/contacts/enquiry-before-buying/2502 ABOUT US: Adroit Market Research is an India-based business analytics and consulting company. Our target audience is a wide range of corporations, manufacturing companies, product/technology development institutions and industry associations that require understanding of a market’s size, key trends, participants and future outlook of an industry. We intend to become our clients’ knowledge partner and provide them with valuable market insights to help create opportunities that increase their revenues. We follow a code– Explore, Learn and Transform. At our core, we are curious people who love to identify and understand industry patterns, create an insightful study around our findings and churn out money-making roadmaps. CONTACT US: Ryan Johnson Account Manager Global 3131 McKinney Ave Ste 600, Dallas, TX 75204, U.S.A Phone No.: USA: +1.210.667.2421/ +91 9665341414

Summery: These developments are hampering operations resulting in supply chain breaches, stock market inefficiencies, and vendor chaos. These are constantly interfering with the normal functioning of industries. The latest report by Global Market Vision with COVID19 Impact on Digital Business Card Market Size, Share, Growth, Industry Trends and Forecast to 2028 offers detailed coverage of the industry and main market trends with historical and forecast market data, demand, application details, price trends, and company shares of the leading Digital Business Card by geography. This report also studies the Digital Business Card market status, competition landscape, market share, growth rate, future trends, market drivers, opportunities and challenges, sales channels, and distributors. The report splits the market size, by volume and value, based on application, type, and geography. Free Sample Report + All Related Graphs & Charts @ https://www.adroitmarketresearch.com/contacts/request-sample/2516 The complete value chain and downstream and upstream essentials are scrutinized in this report. Essential trends like globalization, growth progress boost fragmentation regulation & ecological concerns. This Market report covers technical data, manufacturing plants analysis, and raw material sources analysis of Digital Business Card Industry as well as explains which product has the highest penetration, their profit margins, and R & D status. The report makes future projections based on the analysis of the subdivision of the market which includes the global market size by product category, end-user application, and various regions. Various factors are responsible for the market’s growth trajectory, which are studied at length in the report. In addition, the report lists down the restraints that are posing threat to the global Digital Business Card market. This report is a consolidation of primary and secondary research, which provides market size, share, dynamics, and forecast for various segments and sub-segments considering the macro and micro environmental factors. It also gauges the bargaining power of suppliers and buyers, threat from new entrants and product substitute, and the degree of competition prevailing in the market. Access full Report Description, TOC, Table of Figure, Chart, etc. @ https://www.adroitmarketresearch.com/industry-reports/digital-business-card-market Global Digital Business Card Market research report offers: • Market definition of the global Digital Business Card market along with the analysis of different influencing factors like drivers, restraints, and opportunities. • Extensive research on the competitive landscape of global Digital Business Card. • Identification and analysis of micro and macro factors that are and will effect on the growth of the market. • A comprehensive list of key market players operating in the global Digital Business Card market. • Analysis of the different market segments such as type, size, applications, and end-users. • It offers a descriptive analysis of demand-supply chaining in the global Digital Business Card market. • Statistical analysis of some significant economics facts • Figures, charts, graphs, pictures to describe the market clearly. Marketing Communication and Sales Channel Understanding marketing effectiveness on a continual basis help determine the potential of advertising and marketing communications and allow to use best practices to utilize untapped audience. In order to make marketers make effective strategies and identify why target market is not giving attention we ensure Study is Segmented with appropriate marketing & sales channels to identify potential market size by value & Volume* (if Applicable). SWOT Analysis on COVID-19 Outbreak- Digital Business Card Players In additional Market Share analysis of players, in-depth profiling, product/service and business overview, the study also concentrates on BCG matrix, heat map analysis, FPNV positioning along with SWOT analysis to better correlate market competitiveness. Demand from top notch companies and government agencies is expected to rise as they seek more information on latest scenario. Check Demand Determinants section for more information. Reasons for buying this report: * It offers an analysis of changing competitive scenarios. * For making informed decisions in the businesses, it offers analytical data with strategic planning methodologies. * It offers a six-year assessment of Digital Business Card Market. * It helps in understanding the major key product segments. * Researchers throw light on the dynamics of the market such as drivers, restraints, trends, and opportunities. * It offers a regional analysis of Digital Business Card Market along with the business profiles of several stakeholders. * It offers massive data about trending factors that will influence the progress of the Digital Business Card Market. Table of Content: 1 Scope of the Report 1.1 Market Introduction 1.2 Research Objectives 1.3 Years Considered 1.4 Market Research Methodology 1.5 Economic Indicators 1.6 Currency Considered 2 Executive Summary 3 Global Digital Business Card by Players 4 Digital Business Card by Regions 4.1 Digital Business Card Market Size by Regions 4.2 Americas Digital Business Card Market Size Growth 4.3 APAC Digital Business Card Market Size Growth 4.4 Europe Digital Business Card Market Size Growth 4.5 Middle East & Africa Digital Business Card Market Size Growth 5 Americas 6 APAC 7 Europe 8 Middle East & Africa 9 Market Drivers, Challenges and Trends 9.1 Market Drivers and Impact 9.1.1 Growing Demand from Key Regions 9.1.2 Growing Demand from Key Applications and Potential Industries 9.2 Market Challenges and Impact 9.3 Market Trends 10 Global Digital Business Card Market Forecast 11 Key Players Analysis 12 Research Findings and Conclusion Do You Have Any Query Or Specific Requirement? Ask to Our Industry Expert @ https://www.adroitmarketresearch.com/contacts/enquiry-before-buying/2516 ABOUT US: Adroit Market Research is an India-based business analytics and consulting company. Our target audience is a wide range of corporations, manufacturing companies, product/technology development institutions and industry associations that require understanding of a market’s size, key trends, participants and future outlook of an industry. We intend to become our clients’ knowledge partner and provide them with valuable market insights to help create opportunities that increase their revenues. We follow a code– Explore, Learn and Transform. At our core, we are curious people who love to identify and understand industry patterns, create an insightful study around our findings and churn out money-making roadmaps. CONTACT US: Ryan Johnson Account Manager Global 3131 McKinney Ave Ste 600, Dallas, TX 75204, U.S.A Phone No.: USA: +1.210.667.2421/ +91 9665341414

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Analysis system of stock knowledge graph

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Knowledge Graph of US Stock Market.