The main stock market index of United States, the US500, rose to 6818 points on December 2, 2025, gaining 0.08% from the previous session. Over the past month, the index has declined 0.50%, though it remains 12.70% higher than a year ago, according to trading on a contract for difference (CFD) that tracks this benchmark index from United States. United States Stock Market Index - values, historical data, forecasts and news - updated on December of 2025.

The value of the DJIA index amounted to ****** at the end of June 2025, up from ********* at the end of March 2020. Global panic about the coronavirus epidemic caused the drop in March 2020, which was the worst drop since the collapse of Lehman Brothers in 2008. Dow Jones Industrial Average index – additional information The Dow Jones Industrial Average index is a price-weighted average of 30 of the largest American publicly traded companies on New York Stock Exchange and NASDAQ, and includes companies like Goldman Sachs, IBM and Walt Disney. This index is considered to be a barometer of the state of the American economy. DJIA index was created in 1986 by Charles Dow. Along with the NASDAQ 100 and S&P 500 indices, it is amongst the most well-known and used stock indexes in the world. The year that the 2018 financial crisis unfolded was one of the worst years of the Dow. It was also in 2008 that some of the largest ever recorded losses of the Dow Jones Index based on single-day points were registered. On September 29, 2008, for instance, the Dow had a loss of ****** points, one of the largest single-day losses of all times. The best years in the history of the index still are 1915, when the index value increased by ***** percent in one year, and 1933, year when the index registered a growth of ***** percent.

This dataset integrates multiple financial data sources to enable detailed stock market trend analysis and decision-making.

Key Features:

Daily Stock Trading Metrics – Includes open, high, low, close prices, and trading volume.

Macroeconomic Indicators – Covers GDP growth, inflation rates, and interest rates.

Sentiment-Labeled News – Financial news articles with positive, negative, or neutral sentiment tags.

Multisource Integration – Combines structured and unstructured financial data for deeper insights.

Comprehensive Market Coverage – Designed for stock trend analysis, investment strategies, and risk assessment.

Supports Predictive Modeling – Enables better understanding of market dynamics and investor sentiment.

The Dow Jones Industrial Average (DJIA) index dropped around ***** points in the four weeks from February 12 to March 11, 2020, but has since recovered and peaked at ********* points as of November 24, 2024. In February 2020 - just prior to the global coronavirus (COVID-19) pandemic, the DJIA index stood at a little over ****** points. U.S. markets suffer as virus spreads The COVID-19 pandemic triggered a turbulent period for stock markets – the S&P 500 and Nasdaq Composite also recorded dramatic drops. At the start of February, some analysts remained optimistic that the outbreak would ease. However, the increased spread of the virus started to hit investor confidence, prompting a record plunge in the stock markets. The Dow dropped by more than ***** points in the week from February 21 to February 28, which was a fall of **** percent – its worst percentage loss in a week since October 2008. Stock markets offer valuable economic insights The Dow Jones Industrial Average is a stock market index that monitors the share prices of the 30 largest companies in the United States. By studying the performance of the listed companies, analysts can gauge the strength of the domestic economy. If investors are confident in a company’s future, they will buy its stocks. The uncertainty of the coronavirus sparked fears of an economic crisis, and many traders decided that investment during the pandemic was too risky.

Graph and download economic data for Index of Common Stock Prices, New York Stock Exchange for United States (M11007USM322NNBR) from Jan 1902 to May 1923 about New York, stock market, indexes, and USA.

United Kingdom's main stock market index, the GB100, fell to 9690 points on December 2, 2025, losing 0.13% from the previous session. Over the past month, the index has declined 0.12%, though it remains 15.91% higher than a year ago, according to trading on a contract for difference (CFD) that tracks this benchmark index from United Kingdom. United Kingdom Stock Market Index (GB100) - values, historical data, forecasts and news - updated on December of 2025.

The main stock market index of United States, the US500, rose to 6849 points on November 28, 2025, gaining 0.54% from the previous session. Over the past month, the index has declined 0.60%, though it remains 13.54% higher than a year ago, according to trading on a contract for difference (CFD) that tracks this benchmark index from United States. United States Stock Market Index - values, historical data, forecasts and news - updated on November of 2025.

The dataset contains a total of 25,161 rows, each row representing the stock market data for a specific company on a given date. The information collected through web scraping from www.nasdaq.com includes the stock prices and trading volumes for the companies listed, such as Apple, Starbucks, Microsoft, Cisco Systems, Qualcomm, Meta, Amazon.com, Tesla, Advanced Micro Devices, and Netflix.

Data Analysis Tasks:

1) Exploratory Data Analysis (EDA): Analyze the distribution of stock prices and volumes for each company over time. Visualize trends, seasonality, and patterns in the stock market data using line charts, bar plots, and heatmaps.

2)Correlation Analysis: Investigate the correlations between the closing prices of different companies to identify potential relationships. Calculate correlation coefficients and visualize correlation matrices.

3)Top Performers Identification: Identify the top-performing companies based on their stock price growth and trading volumes over a specific time period.

4)Market Sentiment Analysis: Perform sentiment analysis using Natural Language Processing (NLP) techniques on news headlines related to each company. Determine whether positive or negative news impacts the stock prices and volumes.

5)Volatility Analysis: Calculate the volatility of each company's stock prices using metrics like Standard Deviation or Bollinger Bands. Analyze how volatile stocks are in comparison to others.

Machine Learning Tasks:

1)Stock Price Prediction: Use time-series forecasting models like ARIMA, SARIMA, or Prophet to predict future stock prices for a particular company. Evaluate the models' performance using metrics like Mean Squared Error (MSE) or Root Mean Squared Error (RMSE).

2)Classification of Stock Movements: Create a binary classification model to predict whether a stock will rise or fall on the next trading day. Utilize features like historical price changes, volumes, and technical indicators for the predictions. Implement classifiers such as Logistic Regression, Random Forest, or Support Vector Machines (SVM).

3)Clustering Analysis: Cluster companies based on their historical stock performance using unsupervised learning algorithms like K-means clustering. Explore if companies with similar stock price patterns belong to specific industry sectors.

4)Anomaly Detection: Detect anomalies in stock prices or trading volumes that deviate significantly from the historical trends. Use techniques like Isolation Forest or One-Class SVM for anomaly detection.

5)Reinforcement Learning for Portfolio Optimization: Formulate the stock market data as a reinforcement learning problem to optimize a portfolio's performance. Apply algorithms like Q-Learning or Deep Q-Networks (DQN) to learn the optimal trading strategy.

The dataset provided on Kaggle, titled "Stock Market Stars: Historical Data of Top 10 Companies," is intended for learning purposes only. The data has been gathered from public sources, specifically from web scraping www.nasdaq.com, and is presented in good faith to facilitate educational and research endeavors related to stock market analysis and data science.

It is essential to acknowledge that while we have taken reasonable measures to ensure the accuracy and reliability of the data, we do not guarantee its completeness or correctness. The information provided in this dataset may contain errors, inaccuracies, or omissions. Users are advised to use this dataset at their own risk and are responsible for verifying the data's integrity for their specific applications.

This dataset is not intended for any commercial or legal use, and any reliance on the data for financial or investment decisions is not recommended. We disclaim any responsibility or liability for any damages, losses, or consequences arising from the use of this dataset.

By accessing and utilizing this dataset on Kaggle, you agree to abide by these terms and conditions and understand that it is solely intended for educational and research purposes.

Please note that the dataset's contents, including the stock market data and company names, are subject to copyright and other proprietary rights of the respective sources. Users are advised to adhere to all applicable laws and regulations related to data usage, intellectual property, and any other relevant legal obligations.

In summary, this dataset is provided "as is" for learning purposes, without any warranties or guarantees, and users should exercise due diligence and judgment when using the data for any purpose.

Hong Kong's main stock market index, the HK50, rose to 26095 points on December 2, 2025, gaining 0.24% from the previous session. Over the past month, the index has declined 0.24%, though it remains 32.15% higher than a year ago, according to trading on a contract for difference (CFD) that tracks this benchmark index from Hong Kong. Hong Kong Stock Market Index (HK50) - values, historical data, forecasts and news - updated on December of 2025.

View data of the S&P 500, an index of the stocks of 500 leading companies in the US economy, which provides a gauge of the U.S. equity market.

Reddit: /r/stocks

Analyzing User Engagement to Identify Market Trends

By Reddit [source]

About this dataset

This dataset provides a valuable opportunity for researchers to explore the fascinating world of stock exchange markets through the eyes of those participating in discussions on Reddit. We have compiled posts from the subredditstocks subreddit to provide researchers with an invaluable source of information on how stock market trends may be impacted by user sentiment. With detailed data columns such as post titles, scores, id's, URLs, comments counts and created times for each post we are offering a unique vantage point into understanding how stocks market discussions may inform our better understanding of these dynamics. By delving further into user sentiment and engagement with stock topics, investigators can put together meaningful pieces in assembling full-fledged investments picture that is based off sound evidence gained from real people’s experiences and opinion. Discovering new insights has never been made easier – let’s venture out on this journey together!

More Datasets

For more datasets, click here.

Featured Notebooks

• 🚨 Your notebook can be here! 🚨! ### Research Ideas
• Using the score and comments data, researchers can determine which stocks are being discussed and tracked the most, indicating potential areas of interest in the stock market.
• Analyzing the body text of posts to identify common topics of conversation related to various stocks assists in providing a better understanding of users' feelings towards different stock investments.
• Through analyzing fluctuations in user engagement over time, researchers can observe which stocks have experienced an increase or decrease in user interest and reaction to new developments within different markets

Acknowledgements

If you use this dataset in your research, please credit the original authors. Data Source

License

License: CC0 1.0 Universal (CC0 1.0) - Public Domain Dedication No Copyright - You can copy, modify, distribute and perform the work, even for commercial purposes, all without asking permission. See Other Information.

Columns

File: stocks.csv | Column name | Description | |:--------------|:--------------------------------------------------------------------| | title | The title of the post. (String) | | score | The score of the post, based on the Reddit voting system. (Integer) | | url | The URL of the post. (String) | | comms_num | The number of comments on the post. (Integer) | | created | The date and time the post was created. (Timestamp) | | body | The body text of the post. (String) | | timestamp | The date and time the post was last updated. (Timestamp) |

Acknowledgements

If you use this dataset in your research, please credit the original authors. If you use this dataset in your research, please credit Reddit.

The US capital market exchange ecosystem, encompassing exchanges like the NYSE, NASDAQ, and Cboe, is a robust and dynamic sector experiencing significant growth. Driven by factors such as increasing retail investor participation fueled by technological advancements and democratization of access to financial markets (e.g., through commission-free trading apps), and a surge in IPOs and other capital-raising activities by both established and emerging companies, the market demonstrates substantial expansion potential. The diversification of financial instruments beyond traditional equities and debt into areas like derivatives and ETFs further contributes to market expansion. Institutional investors, including hedge funds and mutual funds, continue to play a pivotal role, driving trading volume and liquidity. While regulatory changes and macroeconomic uncertainties pose potential restraints, the overall outlook remains positive, with a projected CAGR exceeding 8% for the forecast period 2025-2033. Technological innovations, including AI-driven trading algorithms and blockchain technology for enhanced security and transparency, are reshaping the landscape, promoting efficiency and attracting further investment. The segment breakdown reveals a substantial contribution from both primary and secondary markets, with equity trading likely holding a larger market share compared to debt instruments in the US context. Regional analysis highlights the dominance of North America, particularly the United States, due to its mature financial markets and large pool of both retail and institutional investors. However, other regions, including Europe and Asia-Pacific, are demonstrating increasing participation and growth, fueled by economic expansion and the rising middle class in emerging economies. The competitive landscape is characterized by established players alongside emerging fintech companies offering innovative trading platforms and services. This competition fosters innovation and enhances market efficiency, benefiting both investors and businesses seeking capital. The ongoing evolution of the ecosystem necessitates ongoing adaptation and strategic planning for all participants, ensuring relevance and profitability in a rapidly changing environment. Notable trends are: Increasing Capitalization in Equity Market Driving the Capital Market.

Label Stock Market Outlook

According to our latest research, the global label stock market size reached USD 21.6 billion in 2024, demonstrating robust industry dynamics and widespread application across diverse sectors. The market is projected to expand at a CAGR of 4.8% during the forecast period, reaching an estimated USD 32.7 billion by 2033. This growth trajectory is propelled by the increasing demand for efficient product identification, stringent regulatory requirements for labeling, and expanding end-use industries such as food & beverages, pharmaceuticals, and logistics. As per the latest research, the label stock market continues to evolve with technological advancements in printing and adhesive technologies, catering to the rising needs for customization, sustainability, and high-speed manufacturing.

One of the primary growth drivers for the label stock market is the rapid expansion of the packaged food and beverage sector globally. As urbanization accelerates and consumer preferences shift toward convenience products, the demand for packaged goods has surged, consequently increasing the need for high-quality, durable, and visually appealing label stocks. Manufacturers are focusing on innovative label materials and printing technologies that enhance product differentiation and shelf appeal. Additionally, the rise of private labels and local brands, especially in emerging markets, is fueling the requirement for cost-effective yet premium label solutions. Regulatory compliance related to ingredient disclosure and traceability in the food and beverage industry further intensifies the adoption of advanced label stock materials, driving steady market growth.

Another key factor influencing the label stock market growth is the ongoing digital transformation across industries. The integration of digital printing technologies and smart labeling solutions, such as RFID and QR codes, is revolutionizing the way products are tracked, authenticated, and marketed. This technological shift not only improves supply chain transparency but also enables brands to offer personalized experiences and interactive content to consumers. The proliferation of e-commerce and omnichannel retailing has accentuated the need for robust labeling solutions that can withstand diverse logistics environments, ensuring product integrity from warehouse to end-user. As a result, investments in research and development for innovative adhesive formulations and sustainable label stock materials are on the rise, further propelling market expansion.

Sustainability is emerging as a crucial growth lever in the label stock market, with stakeholders across the value chain prioritizing eco-friendly materials and recycling initiatives. The increasing consumer awareness regarding environmental impact and the implementation of stringent regulations on packaging waste are compelling manufacturers to adopt recyclable, biodegradable, and compostable label stocks. The shift toward paper-based and filmic labels with reduced environmental footprint is gaining momentum, particularly in developed regions. Moreover, collaborations between label stock producers, brand owners, and recycling organizations are fostering circular economy practices, enabling the industry to align with global sustainability goals and unlock new growth opportunities.

Regionally, the Asia Pacific market dominates the global label stock landscape, accounting for the largest revenue share in 2024, driven by the rapid industrialization, urbanization, and robust growth of end-use industries in countries such as China, India, and Southeast Asia. North America and Europe follow closely, characterized by advanced manufacturing infrastructure, stringent regulatory frameworks, and a strong focus on sustainable packaging solutions. Latin America and the Middle East & Africa are witnessing steady growth, supported by rising consumer spending and expanding retail networks. Each region presents unique challenges and opportunities, shaping the competitive dynamics and innovation strategies within the global label stock market.

Material Type Analysis

The label stock market is segmented by material type into paper, film, foil, and others, each catering to specific application needs across various industries. Paper-based label stocks remain the most widely used material, owing to their cost-effectiveness, printability, and recyclability. They are extensively utilized in food & beverages, retail, and logisti

Discover the booming Asia-Pacific capital market exchange ecosystem, projected to reach [estimated 2033 market size in millions] by 2033 with a CAGR exceeding 7%. This in-depth analysis explores market drivers, trends, restraints, and key players across China, Japan, India, and other major economies. Learn about investment opportunities in equity, debt, and other financial products. Recent developments include: July 2022: The eligible companies listed on Beijing Stock Exchange were allowed to apply for transfer to the Star Market of the Shanghai Stock Exchange. A transfer system is a positive approach for bridge-building efforts between China's multiple layers of the capital market., February 2022: The China Securities Regulatory Commission (CSRC) approved the merger of Shenzhen Stock Exchange's main board with the SME board. The merger will optimize the trading structure of the Shenzhen Stock Exchange.. Notable trends are: Increasing Foreign Direct Investment in Various Developing Economies in Asia-Pacific.

India's main stock market index, the SENSEX, fell to 85138 points on December 2, 2025, losing 0.59% from the previous session. Over the past month, the index has climbed 1.38% and is up 5.31% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks this benchmark index from India. BSE SENSEX Stock Market Index - values, historical data, forecasts and news - updated on December of 2025.

The main stock market index of United States, the US500, rose to 6825 points on December 2, 2025, gaining 0.18% from the previous session. Over the past month, the index has declined 0.39%, though it remains 12.82% higher than a year ago, according to trading on a contract for difference (CFD) that tracks this benchmark index from United States. United States Stock Market Index - values, historical data, forecasts and news - updated on December of 2025.

Japan's main stock market index, the JP225, rose to 49553 points on December 2, 2025, gaining 0.51% from the previous session. Over the past month, the index has declined 3.78%, though it remains 26.25% higher than a year ago, according to trading on a contract for difference (CFD) that tracks this benchmark index from Japan. Japan Stock Market Index (JP225) - values, historical data, forecasts and news - updated on December of 2025.

Stock Exchanges Market Outlook

The global stock exchanges market size is projected to grow from USD 85 billion in 2023 to USD 130 billion by 2032, reflecting a compound annual growth rate (CAGR) of 4.8%. This steady growth is underpinned by a multitude of factors, including advancements in trading technology, the increasing complexity of financial instruments, and the rising participation of retail and institutional investors in global financial markets. The proliferation of electronic trading platforms, alongside traditional stock exchanges, is also contributing significantly to the growth of this market, providing enhanced accessibility, transparency, and efficiency in trading operations worldwide.

A key growth factor driving the expansion of the stock exchanges market is the ongoing digital transformation across the financial sector. With the advent of sophisticated trading technologies such as algorithmic trading and high-frequency trading, stock exchanges are increasingly adopting cutting-edge IT infrastructures to handle large volumes of trade data with superior accuracy and speed. Furthermore, the development of blockchain technology is poised to revolutionize clearing and settlement processes, reducing costs and the time taken for transaction finalization. This technological evolution is not only enhancing the operational efficiency of stock exchanges but also broadening the scope for innovative financial products, thereby attracting a wider array of market participants.

Another significant driver is the globalization of financial markets, which has led to a convergence in trading practices and regulations. As cross-border investments surge, stock exchanges are compelled to offer diverse products and services to cater to a global clientele. This necessitates continuous improvements in trading platforms and regulatory frameworks to manage the complexities associated with international investments. Additionally, increasing wealth in emerging economies is spurring investment activities, thereby boosting the demand for reliable and efficient stock exchanges. These dynamics are fueling the growth of the market by fostering an environment conducive to investment and financial inclusivity.

The increasing interest from retail investors is also a major factor contributing to the growth of the stock exchanges market. The advent of user-friendly trading apps and platforms has democratized stock trading, enabling retail investors to participate actively in financial markets. Enhanced financial literacy and the widespread availability of information have empowered individual investors to make informed decisions, leading to an upsurge in market participation. This rise in retail trading volume is prompting stock exchanges to innovate and expand their offerings to accommodate this burgeoning segment, thus driving market growth.

Regionally, North America continues to dominate the stock exchanges market, driven by the presence of major exchanges such as the New York Stock Exchange (NYSE) and NASDAQ. However, the Asia Pacific region is emerging as a formidable player due to rapid economic growth, regulatory reforms, and technological advancements in countries like China, India, and Japan. The region is witnessing a significant influx of foreign capital, bolstering trading activities and propelling market expansion. Europe also holds a substantial share, supported by its mature financial markets and strong institutional investor base. Meanwhile, Latin America and the Middle East & Africa are exhibiting potential for growth, albeit at a relatively slower pace, as they develop their financial infrastructures and regulatory environments.

Type Analysis

The stock exchanges market is bifurcated into traditional stock exchanges and electronic trading platforms, each serving distinct roles in the financial ecosystem. Traditional stock exchanges have long been the cornerstone of financial markets, operating as centralized venues where securities are bought and sold. These exchanges, such as the NYSE and London Stock Exchange, are characterized by their stringent regulatory frameworks and structured trading environments, which instill confidence and trust among market participants. Despite the technological advancements, traditional exchanges continue to hold a significant share of the market due to their established reputations and the comprehensive services they offer, including listing, trading, and settlement.

On the other hand, electronic trading platforms have gained momentum in recent years, driven by the demand for greater efficiency and flexibility in trading. These platf

Stock market index in the USA, September, 2025 The most recent value is 199.97 points as of September 2025, an increase compared to the previous value of 194.61 points. Historically, the average for the USA from January 1960 to September 2025 is 46.08 points. The minimum of 2.98 points was recorded in June 1962, while the maximum of 199.97 points was reached in September 2025. | TheGlobalEconomy.com

The global capital exchange ecosystem market, valued at $1.06 trillion in 2025, is projected to experience robust growth, driven by increasing global trade, the rise of fintech innovations, and a growing preference for digital trading platforms. The market's Compound Annual Growth Rate (CAGR) of 5.80% from 2025 to 2033 signifies a consistently expanding market opportunity. Key segments, including the primary and secondary markets, contribute significantly to this growth, with the primary market fueled by Initial Public Offerings (IPOs) and other new listings, while the secondary market thrives on the continuous trading of existing securities. The diverse range of stock and bond types (common, preferred, growth, value, defensive stocks; government, corporate, municipal, mortgage bonds) caters to a broad spectrum of investor profiles and risk appetites. Technological advancements, including high-frequency trading algorithms and improved data analytics, are further enhancing market efficiency and liquidity. However, regulatory hurdles, geopolitical uncertainties, and cybersecurity threats remain as potential restraints on market growth. The strong presence of established exchanges like the New York Stock Exchange (NYSE), NASDAQ, and the London Stock Exchange, alongside emerging players in Asia and other regions, contributes to the market's competitive landscape. Regional growth will likely be influenced by economic development, regulatory frameworks, and investor confidence, with North America and Asia Pacific anticipated to maintain leading positions. The future of the capital exchange ecosystem hinges on adaptation and innovation. The increasing integration of blockchain technology and decentralized finance (DeFi) is expected to reshape trading infrastructure and potentially challenge traditional exchange models. Increased regulatory scrutiny globally will likely necessitate further transparency and improved risk management practices by exchanges. Furthermore, the growing prominence of Environmental, Social, and Governance (ESG) investing will influence investment strategies and, consequently, trading activity across various asset classes. The market's future success will depend on its ability to effectively manage risks, embrace technological innovation, and meet the evolving needs of a diverse and increasingly sophisticated investor base. Continued growth is anticipated, driven by both established and emerging markets. Recent developments include: In December 2023, Defiance ETFs, introduced the Defiance Israel Bond ETF (NYSE Arca: CHAI) to facilitate investors' access to the Israeli bond market. CHAI commenced trading on the New York Stock Exchange. The ETF, CHAI, mirrors the MCM (Migdal Capital Markets) BlueStar Israel Bond Index, enabling investors to tap into both Israel government and corporate bonds. This index specifically monitors the performance of bonds, denominated in USD and shekels, issued by either the Israeli government or Israeli corporations., In January 2024, the National Stock Exchange (NSE) saw a 22% rise in its investor base, increasing from 70 million to 85.4 million during the calendar year 2023. This growth highlights the increasing participation of retail investors in the stock market.. Key drivers for this market are: Automating all processes, Regulatory Landscape. Potential restraints include: Automating all processes, Regulatory Landscape. Notable trends are: Increasing Stock Exchanges Index affecting Capital Market Exchange Ecosystem.