This analysis presents a rigorous exploration of financial data, incorporating a diverse range of statistical features. By providing a robust foundation, it facilitates advanced research and innovative modeling techniques within the field of finance.

European Metals (EMH) Stock: A Rare Earth Play for the Future

Financial data:

• Historical daily stock prices (open, high, low, close, volume)

• Fundamental data (e.g., market capitalization, price to earnings P/E ratio, dividend yield, earnings per share EPS, price to earnings growth, debt-to-equity ratio, price-to-book ratio, current ratio, free cash flow, projected earnings growth, return on equity, dividend payout ratio, price to sales ratio, credit rating)

• Technical indicators (e.g., moving averages, RSI, MACD, average directional index, aroon oscillator, stochastic oscillator, on-balance volume, accumulation/distribution A/D line, parabolic SAR indicator, bollinger bands indicators, fibonacci, williams percent range, commodity channel index)

Machine learning features:

• Feature engineering based on financial data and technical indicators

• Sentiment analysis data from social media and news articles

• Macroeconomic data (e.g., GDP, unemployment rate, interest rates, consumer spending, building permits, consumer confidence, inflation, producer price index, money supply, home sales, retail sales, bond yields)

Potential Applications:

• Stock price prediction

• Portfolio optimization

• Algorithmic trading

• Market sentiment analysis

• Risk management

Use Cases:

• Researchers investigating the effectiveness of machine learning in stock market prediction

• Analysts developing quantitative trading Buy/Sell strategies

• Individuals interested in building their own stock market prediction models

• Students learning about machine learning and financial applications

Additional Notes:

• The dataset may include different levels of granularity (e.g., daily, hourly)

• Data cleaning and preprocessing are essential before model training

• Regular updates are recommended to maintain the accuracy and relevance of the data

Browse London Stock Exchange Group PLC Futures (LSE) market data. Get instant pricing estimates and make batch downloads of binary, CSV, and JSON flat files.

ICE Europe Financials is sourced from ICE’s proprietary iMpact feed and delivers all financial futures and options listed on ICE Futures Europe. It captures full order book depth for derivatives used to manage risk across European yield curves and major equity benchmarks.

This dataset covers a broad range of interest rate products, such as short-term interest rate futures (STIRs), benchmark contracts like Euribor, SONIA, and SOFR, Swapnote contracts, and government bond futures, including Long, Medium, and Short Term Gilts. It also offers equity index derivatives like FTSE 100 futures and London Stock Exchange options.

ICE Europe Financials provides all listed outrights, spreads, options, and option combinations across every expiration month. Commodity derivatives from ICE Futures Europe are available in the ICE Europe Commodities dataset.

Asset class: Futures, Options

Origin: Captured at Aurora DC3 with an FPGA-based network card and hardware timestamping. Synchronized to UTC with PTP

Supported data encodings: DBN, CSV, JSON (Learn more)

Supported market data schemas: MBO, MBP-1, MBP-10, TBBO, Trades, OHLCV-1s, OHLCV-1m, OHLCV-1h, OHLCV-1d, Definition, Statistics (Learn more)

Resolution: Immediate publication, nanosecond-resolution timestamps

Germany's main stock market index, the DE40, rose to 24458 points on July 18, 2025, gaining 0.36% from the previous session. Over the past month, the index has climbed 6.08% and is up 34.59% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks this benchmark index from Germany. Germany Stock Market Index (DE40) - values, historical data, forecasts and news - updated on July of 2025.

The New York Stock Exchange (NYSE) is the largest stock exchange in the world, with an equity market capitalization of almost ** trillion U.S. dollars as of June 2025. The following three exchanges were the NASDAQ, PINK Exchange, and the Frankfurt Exchange. What is a stock exchange? A stock exchange is a marketplace where stockbrokers, traders, buyers, and sellers can trade in equities products. The largest exchanges have thousands of listed companies. These companies sell shares of their business, giving the general public the opportunity to invest in them. The oldest stock exchange worldwide is the Frankfurt Stock Exchange, founded in the late sixteenth century. Other functions of a stock exchange Since these are publicly traded companies, every firm listed on a stock exchange has had an initial public offering (IPO). The largest IPOs can raise billions of dollars in equity for the firm involved. Related to stock exchanges are derivatives exchanges, where stock options, futures contracts, and other derivatives can be traded.

TTF Gas fell to 33.66 EUR/MWh on July 18, 2025, down 2.39% from the previous day. Over the past month, TTF Gas's price has fallen 18.83%, but it is still 6.14% higher than a year ago, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. EU Natural Gas TTF - values, historical data, forecasts and news - updated on July of 2025.

The global futures trading services market is experiencing robust growth, driven by increasing market volatility, the expanding adoption of algorithmic trading, and the rise of sophisticated trading platforms. The market, currently valued at approximately $15 billion in 2025, is projected to achieve a Compound Annual Growth Rate (CAGR) of 8% from 2025 to 2033, reaching an estimated value of $28 billion by 2033. This growth is fueled by the rising popularity of both software-based and web-based futures trading platforms, particularly those offering access to share price index futures and commodity futures. The increasing accessibility and ease of use of these platforms are attracting a broader range of investors, including retail traders and institutional investors alike. Furthermore, advancements in artificial intelligence (AI) and machine learning (ML) are enhancing trading strategies and further driving market expansion. Regional variations in market share are expected, with North America and Europe maintaining significant dominance due to established financial markets and high levels of technological advancement. However, the Asia-Pacific region is poised for substantial growth, driven by expanding economies and rising investor participation in futures trading. Competitive pressures remain intense, with established players like Daniels Trading and Saxo competing with newer, technology-focused firms like Tradovate and NinjaTrader. The market's growth trajectory, however, is not without challenges. Regulatory scrutiny, cybersecurity threats, and the potential for market manipulation are key restraints that could impact future growth. Nevertheless, the overall outlook for the futures trading services market remains positive, indicating significant opportunities for existing and new market entrants.

The global futures trading services market is experiencing robust growth, driven by increasing technological advancements, rising institutional and retail investor participation, and the growing adoption of algorithmic trading strategies. The market's expansion is fueled by a confluence of factors, including the increasing volatility of traditional asset classes, which drives demand for hedging and speculative opportunities offered by futures contracts. Furthermore, the proliferation of online trading platforms, offering user-friendly interfaces and access to global markets, has significantly broadened market accessibility. This democratization of access, combined with the relatively low capital requirements compared to other investment avenues, is attracting a wider range of participants. The market is segmented by service type (e.g., brokerage, clearing, data analytics), client type (institutional vs. retail), and geography. Major players are constantly innovating to enhance their offerings with advanced analytics, sophisticated trading tools, and improved risk management features, fostering intense competition. Regulatory changes and cybersecurity concerns remain significant restraints, impacting operational costs and requiring significant investments in compliance and security infrastructure. While precise market sizing data is unavailable, based on industry reports and comparable markets, we can estimate the 2025 market size to be approximately $80 billion, growing at a CAGR of 7% from 2025 to 2033. This growth trajectory is expected to continue, though at a potentially moderated pace, as the market matures. The competitive landscape is characterized by established players like Daniels Trading and Saxo, alongside newer, technology-driven firms like Tradovate and NinjaTrader. These companies compete primarily on factors like commission structures, platform functionality, technological innovation, and client support. Regional variations in regulatory environments and investor demographics contribute to differing market penetration rates across various geographical segments. North America is currently the leading region, driven by a strong institutional investor base and established futures exchanges. However, Asia-Pacific is expected to witness significant growth in the coming years, fueled by increasing market participation in emerging economies. Continued growth hinges on addressing concerns around transparency, regulatory compliance, and investor education to ensure market integrity and sustained expansion.

Browse MSCI Europe Utilities NTR EUR Index Futures (ME9) market data. Get instant pricing estimates and make batch downloads of binary, CSV, and JSON flat files.

ICE Europe Financials is sourced from ICE’s proprietary iMpact feed and delivers all financial futures and options listed on ICE Futures Europe. It captures full order book depth for derivatives used to manage risk across European yield curves and major equity benchmarks.

This dataset covers a broad range of interest rate products, such as short-term interest rate futures (STIRs), benchmark contracts like Euribor, SONIA, and SOFR, Swapnote contracts, and government bond futures, including Long, Medium, and Short Term Gilts. It also offers equity index derivatives like FTSE 100 futures and London Stock Exchange options.

ICE Europe Financials provides all listed outrights, spreads, options, and option combinations across every expiration month. Commodity derivatives from ICE Futures Europe are available in the ICE Europe Commodities dataset.

Asset class: Futures, Options

Origin: Captured at Aurora DC3 with an FPGA-based network card and hardware timestamping. Synchronized to UTC with PTP

Supported data encodings: DBN, CSV, JSON (Learn more)

Supported market data schemas: MBO, MBP-1, MBP-10, TBBO, Trades, OHLCV-1s, OHLCV-1m, OHLCV-1h, OHLCV-1d, Definition, Statistics (Learn more)

Resolution: Immediate publication, nanosecond-resolution timestamps

Browse CAC 40 Futures (ZCC) market data. Get instant pricing estimates and make batch downloads of binary, CSV, and JSON flat files.

ICE Europe Financials is sourced from ICE’s proprietary iMpact feed and delivers all financial futures and options listed on ICE Futures Europe. It captures full order book depth for derivatives used to manage risk across European yield curves and major equity benchmarks.

This dataset covers a broad range of interest rate products, such as short-term interest rate futures (STIRs), benchmark contracts like Euribor, SONIA, and SOFR, Swapnote contracts, and government bond futures, including Long, Medium, and Short Term Gilts. It also offers equity index derivatives like FTSE 100 futures and London Stock Exchange options.

ICE Europe Financials provides all listed outrights, spreads, options, and option combinations across every expiration month. Commodity derivatives from ICE Futures Europe are available in the ICE Europe Commodities dataset.

Asset class: Futures, Options

Origin: Captured at Aurora DC3 with an FPGA-based network card and hardware timestamping. Synchronized to UTC with PTP

Supported data encodings: DBN, CSV, JSON (Learn more)

Supported market data schemas: MBO, MBP-1, MBP-10, TBBO, Trades, OHLCV-1s, OHLCV-1m, OHLCV-1h, OHLCV-1d, Definition, Statistics (Learn more)

Resolution: Immediate publication, nanosecond-resolution timestamps

This paper proposes a vector equilibrium correction model of stock returns that exploits the information in the futures market, while allowing for both regime-switching behaviour and international spillovers across stock market indices. Using data for three major stock market indices since 1989, we find that: (i) in sample, our model outperforms several alternative models on the basis of standard statistical criteria; (ii) in out-of-sample forecasting, our model does not produce significant gains in terms of point forecasts relative to more parsimonious alternative specifications, but it does so both in terms of market timing ability and in density forecasting performance. The economic value of the density forecasts is illustrated with an application to a simple risk management exercise.

Browse JM AB Futures (JMB) market data. Get instant pricing estimates and make batch downloads of binary, CSV, and JSON flat files.

ICE Europe Financials is sourced from ICE’s proprietary iMpact feed and delivers all financial futures and options listed on ICE Futures Europe. It captures full order book depth for derivatives used to manage risk across European yield curves and major equity benchmarks.

This dataset covers a broad range of interest rate products, such as short-term interest rate futures (STIRs), benchmark contracts like Euribor, SONIA, and SOFR, Swapnote contracts, and government bond futures, including Long, Medium, and Short Term Gilts. It also offers equity index derivatives like FTSE 100 futures and London Stock Exchange options.

ICE Europe Financials provides all listed outrights, spreads, options, and option combinations across every expiration month. Commodity derivatives from ICE Futures Europe are available in the ICE Europe Commodities dataset.

Asset class: Futures, Options

Origin: Captured at Aurora DC3 with an FPGA-based network card and hardware timestamping. Synchronized to UTC with PTP

Supported data encodings: DBN, CSV, JSON (Learn more)

Supported market data schemas: MBO, MBP-1, MBP-10, TBBO, Trades, OHLCV-1s, OHLCV-1m, OHLCV-1h, OHLCV-1d, Definition, Statistics (Learn more)

Resolution: Immediate publication, nanosecond-resolution timestamps

The Directorate-General Communication has commissioned a wideranging Special Eurobarometer on the subject of Europe’s future. To this end, almost 25 000 people in the 25 European Union Member States were interviewed, using the Eurobarometer surveys' methodology. The aims of this study are: - to gain a better understanding of the state of mind of Europeans and their approach to Europe; - to analyse how European citizens perceive the image of the European Union; - to assess how European citizens perceive the European Union’s successes and failures in terms of European construction to date; - to take stock of what Europeans expect today in terms of policies and the participation of citizens.

The results by volumes are distributed as follows:

• Volume A: Countries
• Volume AA: Groups of countries
• Volume A' (AP): Trends
• Volume AA' (AAP): Trends of groups of countries
• Volume B: EU/socio-demographics
• Volume B' (BP) : Trends of EU/ socio-demographics
• Volume C: Country/socio-demographics ---- Researchers may also contact GESIS - Leibniz Institute for the Social Sciences: https://www.gesis.org/eurobarometer

Browse Canal+ Futures (CN0) market data. Get instant pricing estimates and make batch downloads of binary, CSV, and JSON flat files.

ICE Europe Financials is sourced from ICE’s proprietary iMpact feed and delivers all financial futures and options listed on ICE Futures Europe. It captures full order book depth for derivatives used to manage risk across European yield curves and major equity benchmarks.

This dataset covers a broad range of interest rate products, such as short-term interest rate futures (STIRs), benchmark contracts like Euribor, SONIA, and SOFR, Swapnote contracts, and government bond futures, including Long, Medium, and Short Term Gilts. It also offers equity index derivatives like FTSE 100 futures and London Stock Exchange options.

ICE Europe Financials provides all listed outrights, spreads, options, and option combinations across every expiration month. Commodity derivatives from ICE Futures Europe are available in the ICE Europe Commodities dataset.

Asset class: Futures, Options

Origin: Captured at Aurora DC3 with an FPGA-based network card and hardware timestamping. Synchronized to UTC with PTP

Supported data encodings: DBN, CSV, JSON (Learn more)

Supported market data schemas: MBO, MBP-1, MBP-10, TBBO, Trades, OHLCV-1s, OHLCV-1m, OHLCV-1h, OHLCV-1d, Definition, Statistics (Learn more)

Resolution: Immediate publication, nanosecond-resolution timestamps

The European ETF market, currently exhibiting robust growth exceeding 8% CAGR, presents a compelling investment landscape. Driven by increasing investor sophistication, demand for diversified portfolios, and the simplicity and cost-effectiveness of ETFs, this market is projected to experience significant expansion throughout the forecast period (2025-2033). Key segments fueling this growth include Equity ETFs, driven by strong equity market performance and investor confidence, and Fixed Income ETFs, offering diversification and hedging against market volatility. The rise of thematic and sustainable investing further contributes to market dynamism, with growing demand for ETFs tracking specific sectors or environmental, social, and governance (ESG) criteria. Leading players such as BlackRock (iShares), Vanguard, Invesco, and State Street are fiercely competitive, constantly innovating product offerings and leveraging their extensive distribution networks to capture market share. Regulatory developments and investor education initiatives within the European Union also play a significant role in shaping the market's trajectory. Geographical variations within Europe are notable. The United Kingdom, Germany, and France are expected to remain dominant markets, owing to their established financial infrastructure and large investor bases. However, growth in other countries like Spain, the Netherlands, and the Nordics is also anticipated as ETF awareness and adoption increase. While market expansion is projected to be strong, potential restraints include geopolitical uncertainties, macroeconomic fluctuations, and heightened regulatory scrutiny. Nevertheless, the long-term outlook for the European ETF market remains positive, characterized by strong growth and continued diversification across asset classes and investment strategies. The projected market size for 2025 serves as a strong foundation for future growth projections, and the data demonstrates a significant opportunity for investors and industry players alike. Comprehensive Coverage Europe ETF Industry Report (2019-2033) This in-depth report provides a comprehensive analysis of the European Exchange-Traded Funds (ETF) industry, covering the period from 2019 to 2033. It offers invaluable insights for investors, industry professionals, and anyone seeking to understand the dynamics of this rapidly evolving market. Utilizing data from the historical period (2019-2024), base year (2025), and forecast period (2025-2033), this report delivers a robust forecast for future growth. Key segments like Equity ETFs, Fixed Income ETFs, and more are meticulously analyzed, uncovering key trends and opportunities. This report leverages data to highlight the leading players, including iShares - BlackRock, Xtrackers, First Trust Europe, UBS, JP Morgan, Vanguard, Invesco, State Street, WisdomTree, and Franklin Templeton. (Note: This list is not exhaustive). Recent developments include: February 2023: Vontobel launches two emerging market bond funds in response to increased investor interest. One of the two funds (Vontobel Fund - Emerging Markets Investment Grade) aims to provide clients with access to fixed income through a lower-risk version of Vontobel's existing hard currency funds. The other fund (Vontobel Fund - Asian Bond) is Asia-focused and primarily invests in corporate bonds across the region with different maturities in various hard currencies., February 2023: Mapfre Asset Management, owned by Spain's largest insurer Mapfre Group, increased its stake in a French mutual fund company to boost ESG capabilities and fund distribution in France. The Spanish firm acquired a further 26% equity stake in La Financière Responsable (LFR), which includes USD 706 million of assets under management (AUM), taking its total holding to 51%.. Notable trends are: Equity Funds occupied the Major percentage in ETF Market.

Browse OCI NV Futures (OC0) market data. Get instant pricing estimates and make batch downloads of binary, CSV, and JSON flat files.

ICE Europe Financials is sourced from ICE’s proprietary iMpact feed and delivers all financial futures and options listed on ICE Futures Europe. It captures full order book depth for derivatives used to manage risk across European yield curves and major equity benchmarks.

This dataset covers a broad range of interest rate products, such as short-term interest rate futures (STIRs), benchmark contracts like Euribor, SONIA, and SOFR, Swapnote contracts, and government bond futures, including Long, Medium, and Short Term Gilts. It also offers equity index derivatives like FTSE 100 futures and London Stock Exchange options.

ICE Europe Financials provides all listed outrights, spreads, options, and option combinations across every expiration month. Commodity derivatives from ICE Futures Europe are available in the ICE Europe Commodities dataset.

Asset class: Futures, Options

Origin: Captured at Aurora DC3 with an FPGA-based network card and hardware timestamping. Synchronized to UTC with PTP

Supported data encodings: DBN, CSV, JSON (Learn more)

Supported market data schemas: MBO, MBP-1, MBP-10, TBBO, Trades, OHLCV-1s, OHLCV-1m, OHLCV-1h, OHLCV-1d, Definition, Statistics (Learn more)

Resolution: Immediate publication, nanosecond-resolution timestamps

EU Carbon Permits fell to 70.55 EUR on July 17, 2025, down 1.07% from the previous day. Over the past month, EU Carbon Permits's price has fallen 5.44%, but it is still 6.72% higher than a year ago, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. This dataset includes a chart with historical data for EU Carbon Permits.

Dutch TTF gas futures amounted to ***** euros per megawatt hour on July 14, 2025 for contracts with delivery in August 2025. Figures increased compared to the previous week. Dutch TTF is seen as a Europe-wide natural gas price benchmark. Europe more reliant on imports The Groningen gas field is the largest gas field in Europe and the major natural gas source in the Netherlands. In 2014, the first earthquake related to drilling the field occurred, and other seismic activities were also observed. Therefore, the Groningen field has drastically reduced its production output. Since then, natural gas production in the Netherlands has been in a trend of continuous decline. To balance the diminished domestic production, the European market relies on liquefied natural gas imports and pipeline inflow. LNG pricing across European regions The European gas market exhibits regional variations, as evidenced by LNG prices in different parts of the continent. The Southwest Europe LNG price is generally slightly higher than LNG prices in Northwest Europe. The latter reached around ** U.S. dollars per million British thermal units in early July 2025.

The quantitative investment market is experiencing robust growth, driven by the increasing adoption of advanced analytical techniques and algorithmic trading strategies. The market's sophistication is reflected in its segmentation, encompassing various investment types (stocks, bonds, futures, options) and employing diverse strategies (trend judgment, volatility judgment). The substantial market size, estimated at $500 billion in 2025, demonstrates the significant capital allocated to these strategies. A Compound Annual Growth Rate (CAGR) of 12% is projected from 2025 to 2033, suggesting a market value exceeding $1.5 trillion by 2033. This growth is fueled by several factors: the availability of vast datasets, advancements in machine learning and artificial intelligence, and a growing need for efficient portfolio management in increasingly complex financial markets. Furthermore, the rise of fintech and the proliferation of high-frequency trading further accelerate market expansion. However, the quantitative investment market is not without challenges. Regulatory scrutiny, particularly regarding algorithmic trading's potential for market manipulation and systemic risk, poses a significant restraint. The high initial investment costs associated with developing and maintaining sophisticated quantitative models also present a barrier to entry for smaller firms. Despite these challenges, the long-term outlook for quantitative investment remains positive, driven by ongoing technological innovation and the inherent demand for superior risk-adjusted returns in the financial industry. The competitive landscape is dominated by established giants like Millennium Management and Bridgewater Associates alongside emerging players in Asia, indicating a globally distributed and dynamic market.

The global Execution Services market is experiencing robust growth, driven by increasing trading volumes, the proliferation of algorithmic trading, and a rising demand for sophisticated order management systems. The market, valued at approximately $15 billion in 2025, is projected to grow at a compound annual growth rate (CAGR) of 8% from 2025 to 2033, reaching an estimated $28 billion by 2033. This expansion is fueled by several key trends, including the increasing adoption of high-frequency trading (HFT) strategies, the growing popularity of alternative trading systems (ATS), and the continued migration to electronic trading platforms. The segment breakdown reveals significant growth across all service types (Pre-trade, Trade, and Post-trade) with Equities and Futures trading consistently leading in application-based market share. Regulatory changes and increasing cybersecurity concerns are key factors that will influence the pace of growth in the coming years. Furthermore, the geographic distribution of the market shows strong performance in North America and Europe, driven by established financial markets and advanced technological infrastructure. However, Asia-Pacific is anticipated to witness substantial growth due to the expansion of its capital markets and increasing adoption of electronic trading. The competitive landscape is characterized by a mix of large multinational financial institutions and specialized technology providers. These companies are constantly innovating to provide superior execution capabilities, including advanced analytics, risk management tools, and customized solutions for diverse client needs. This intense competition is driving further efficiency improvements and market fragmentation, thus accelerating innovation and shaping the future of the Execution Services market.

Browse Wood Group (John) Futures (0P0) market data. Get instant pricing estimates and make batch downloads of binary, CSV, and JSON flat files.

ICE Europe Financials is sourced from ICE’s proprietary iMpact feed and delivers all financial futures and options listed on ICE Futures Europe. It captures full order book depth for derivatives used to manage risk across European yield curves and major equity benchmarks.

This dataset covers a broad range of interest rate products, such as short-term interest rate futures (STIRs), benchmark contracts like Euribor, SONIA, and SOFR, Swapnote contracts, and government bond futures, including Long, Medium, and Short Term Gilts. It also offers equity index derivatives like FTSE 100 futures and London Stock Exchange options.

ICE Europe Financials provides all listed outrights, spreads, options, and option combinations across every expiration month. Commodity derivatives from ICE Futures Europe are available in the ICE Europe Commodities dataset.

Asset class: Futures, Options

Origin: Captured at Aurora DC3 with an FPGA-based network card and hardware timestamping. Synchronized to UTC with PTP

Supported data encodings: DBN, CSV, JSON (Learn more)

Supported market data schemas: MBO, MBP-1, MBP-10, TBBO, Trades, OHLCV-1s, OHLCV-1m, OHLCV-1h, OHLCV-1d, Definition, Statistics (Learn more)

Resolution: Immediate publication, nanosecond-resolution timestamps