📝 Description

This dataset contains over 400,000 macroeconomic events collected from global sources across more than 90 countries and regions, covering years 2020–2025. It mirrors professional economic calendars used by traders, economists, and analysts to track key economic indicators that move financial markets.

Each event includes its scheduled release time, geographical zone, currency, importance level, and actual, forecast, and previous values when available.

You can use this dataset for:

• 📈 Economic forecasting and sentiment analysis
• 💹 Financial market event-driven modeling
• 🧠 Machine learning applications on macroeconomic signals
• 🌍 Comparative studies of country-level indicators

📊 Dataset Structure

🌐 Coverage

• Zones: 90+ economies — including United States, Euro Zone, China, Japan, United Kingdom, India, Brazil, Australia, Türkiye, South Africa, and more.
• Currencies: USD, EUR, JPY, GBP, CNY, INR, and 50+ others.
• Time Period: ~2000 to 2025 (depending on data availability).
• Events Count: 409,234 records.

⚙️ Data Quality Notes

• Missing values in currency, importance, or actual columns occur mainly for minor or regional events.
• Times are reported as given in the source; some may represent local times.
• The dataset is cleaned and standardized for country and currency fields but can be further enriched with ISO country codes or UTC timestamps.

🧠 Example Use Cases

1. Market Volatility Forecasting: Use event importance and actual-vs-forecast deviations to predict short-term asset volatility.
2. Macroeconomic Trends: Track inflation or employment releases over time by country or region.
3. Event Sentiment Modeling: NLP on the event column for topic clustering (e.g., inflation vs. housing).
4. Calendar Effect Studies: Combine with asset price data (SPX, EURUSD, etc.) to measure event-driven reactions.

📦 File Info

• economic_calendar.csv

  • 409,234 rows
  • 10 columns
  • Size: ~31 MB

🏁 Tags

economics, macroeconomics, finance, forex, stock-market, forecasting, time-series, machine-learning, econometrics

🔗 Suggested License

If it’s scraped or aggregated from public calendars (like Investing.com), use: CC BY-NC-SA 4.0 — Attribution-NonCommercial-ShareAlike.

Browse LSEG's Events , discover our range of data, indices & benchmarks. Our Data Catalogue offers unrivalled data and delivery mechanisms.

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.

Total-Stockholder-Equity Time Series for DLG Exhibitions & Events Corp Ltd. Dlg Exhibitions & Events Corporation Limited, together with its subsidiaries, provides conference and exhibition services in China. The company offers sports event and marketing planning; cultural venue management services; technical services; and technology development, consulting, exchange, transfer, and promotion services. It also provides advertising design, production, and publishing services, as well as advertising agency services; project planning and public relations services; enterprise management consulting; business agency services; and digital cultural and creative content application services. In addition, the company is involved in organizing cultural and artistic exchange activities, as well as trade shows, expos, forums, road race events, and conferences; graphic design and production; non-residential real estate leasing; investment activities; asset management; and sale of first-class and second-class medical devices. Further, it provides exhibition organization, display, and construction; venue operation; online meetings, exhibitions, marketing, and live-streaming services; digital event management and targeted marketing; logistics and transportation; MICE and other exhibition support services; trade brokerage and agency, import and export of goods and technologies, and business services. The company serves governments, corporations, group customers, professional associations, and big events organizers. Dlg Exhibitions & Events Corporation Limited was founded in 1982 and is headquartered in Shanghai, the People's Republic of China.

Germany's main stock market index, the DE40, rose to 23722 points on December 2, 2025, gaining 0.56% from the previous session. Over the past month, the index has declined 1.70%, though it remains 18.51% higher than a year ago, 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 December of 2025.

Using the most comprehensive source of commercially available data on the US National Market System, we analyze all quotes and trades associated with Dow 30 stocks in calendar year 2016 from the vantage point of a single and fixed frame of reference. We find that inefficiencies created in part by the fragmentation of the equity marketplace are relatively common and persist for longer than what physical constraints may suggest. Information feeds reported different prices for the same equity more than 120 million times, with almost 64 million dislocation segments featuring meaningfully longer duration and higher magnitude. During this period, roughly 22% of all trades occurred while the SIP and aggregated direct feeds were dislocated. The current market configuration resulted in a realized opportunity cost totaling over $160 million, a conservative estimate that does not take into account intra-day offsetting events.

France's main stock market index, the FR40, rose to 8121 points on December 2, 2025, gaining 0.29% from the previous session. Over the past month, the index has climbed 0.13% and is up 11.93% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks this benchmark index from France. France Stock Market Index (FR40) - values, historical data, forecasts and news - updated on December of 2025.

Description Ascential Ascential (LSE: ASCL LN) is a £1.3B market cap events business with leading brands Money20/20 and Cannes Lions. The company recently divested its two other divisions and returned capital to shareholders. Ascential trades at a substantial discount relative to other publicly traded events businesses and recent transactions, despite operating market leading franchises that we believe should command a premium. With the majority of the capital return now complete and the HudsonMX strategic review underway, we believe Ascential’s shares are poised to re-rate or the company will become an acquisition target in an active M&A sector. Ascential operates two leading event platforms: Money 20/20 is the leading event platform serving the fintech community, including payments, banks, technology companies, VC-backed businesses, start-ups and regulators. Money 20/20 hosts annual events in Europe (June) and the U.S. (October), and recently hosted Money 20/20 Asia in Bangkok for the first time. Over the last twelve months, Money20.20 hosted attendees across its shows: 8,500 in Europe, 11,500 in Las Vegas, and over 3,000 in Asia. Attendance includes 18 of the top 20 banks and 16 of the top 20 fintechs. The show benefits from a strong network effect, with deep brand and ecosystem relationships. Money20.20 in the US and Europe are the #1 and #2 largest fintech events in the western world, being 2-3x larger than others. Cannes Lions serves the global marketing industry and is anchored by its flagship creative festival each June in Cannes, France at which the Cannes Lions Awards (effectively the Oscar awards for creatives) are presented. The show, featuring >25K awards and >11K attendees, is the global #1, market leading brand with 70 years of brand history and serves as the benchmark for the entire advertising industry. Marketing is a relationship business, and the festival enables strong in-person connections. However, it’s worth noting that management was able to pivot to digital awards in 2021, during the pandemic, such that its benchmark awards (1/3 of revenue) is not reliant on holding a physical event. This segment also includes the WARC business, which provides data and benchmarks to 1400 companies in >100 countries to enable marketers to drive growth and ROI. Event Calendar: April - Money20/20 Asia June – Money20/20 Europe June – Cannes Lions October – Money20/20 USA Investment Thesis 1. Market leading events are great businesses: Market leading shows have network effects whereby attendees, sponsors, speakers, and exhibitors want to attend shows where others are in attendance Customers prefer attending fewer, higher quality shows within specific niche driving consolidation and winner take most dynamics Both Money20/20 and Cannes Lions are “Marquee” world class brands Industry leader Informa segments brands into Marquee ($30m+), Power Brands ($10-30M), Market Brands ($3-10M), and National Brands ($1-3M) Captive customers create adjacent monetization opportunities including digital and subscription offerings Ascential has been successful in expanding Cannes Lions with adjacent subscription and advisory services and has recently launched digital services at Money20/20 Attractive financial characteristics High levels of reoccurring revenue Repeatable event revenue and 33% of sales from non-event sources, including subscription, and benchmarks Low capital intensity Capex just 2-3% of revenue Structurally negative working capital given upfront billings Average NWC of 20-25% of sales and FCF conversion of 100%+ High fixed cost leverage drives high margins for winners and barriers to scale Mid-30s EBITDA margins 2. Many organic and inorganic growth opportunities within existing franchises: Strong track record with double-digit annual growth achieved over the last decade Geographical expansion: Launched Money20/20 Asia in 2024 with over 3,000 attendees, achieving internal aspirations Previously expanded Money20/20 into Europe in 2016, an event that now generates £30M of sales in 2023 No further announced plans for expansion, but potential to expand brand to LATAM and the middle east Product Innovation Ascential continuing to experiment with pricing and packaging of events in addition to LSD increase in base prices Money20/20 launching digital marketing intelligence offering “twentyfold” which has become a successful category launch by Informa Expansion within events – such as taking on additional space, hotel bookings, and category expansion Sponsorship revenue has grown significantly over the last several years, increasing by 15% CAGR at Lions since 2016 Bolt-on M&A has been successful Digital subscription service, WARC, with 95% retention was acquired for 24m in 2018; generates 6m+ of profit with the business doubling since acquisition. This is shown in Congress Stock Trade Tracker. Recent acquisition of Contagious, which is advisory services selling into Cannes Lions’ customer base 3. Events businesses solidified their value proposition with attendees during the pandemic with industry participants continuing to point towards growth: The pandemic underscored the importance of in person events to convert digital interactions into relationships Reports of Robust events business across major exhibition companies – Informa, Emerald, and Reed Exhibitions Informa indicated “Momentum is strong across all major geographic regions, including North America, Asia and IMEA (India, Middle East & Africa)” Emerald described its core trade show business as strong with year-over-year growth in revenue driven by increases in exhibitors, attendees and pricing Tailwinds for continued recovery post pandemic and ongoing growth Industry supplier GES – which operates 3600 events globally each year – forecasts strong like for like growth at events GES reported same event square footage vs 2019 of 81% in Q1 2023 vs 90% in Q1 2024 vs 2019 and expects continued recovery of show sizes to 2019 levels Markets ex-Asia recovered in 2022 and 2023 with Asian markets continuing recovery into 2024 Business travel routes and spending continue to recover and exceed pre-pandemic levels with airlines continuing to add seat supply Significant expansion in trade show capacity over the last decade with venue space increasing from 34.7M sqm in 2016 to 40.6M in 2022 4. Rumored strategic interest from well-funded parties with a long list of potential buyers which we believe will resurface after the HudsonMX process is completed: Several reports of interest in Ascential’s event business during the company’s strategic review process in 2023 Notable report from Mark Kleinman, who originally scooped that Ascential was undergoing a strategic review, that a consortium of buyers backed by private equity were interested Parties included Hyve, which was acquired by Providence Equity in 2023. Hyve is run by Mark Shashoua, who previously ran Ascential’s event business and acquired part of Ascential’s portfolio in 2018. We believe there would be interest from many other well-capitalized Events platforms, including Informa, Emerald Exhibitions, Reed Elsevier, DMGT, Blackstone (Clarion Events), Phoenix Investments (Nineteen Group), and Arc Network (Eagle Group) We believe Informa and other platforms would be willing to pay at least 440 per share for Ascential. This is according to Google indexer. Informa has discussed a sub-9x synergy multiple as a selling point for many of its recent post-pandemic deals For its Tarsus deal, Informa generated $20M+ in cost synergies from $175M in sales, which would imply £26M of synergies for Ascential – which we think is conservative given Tarsus was PE owned and Ascential has £13M in head office and plc costs Informa also generated £100M in synergies from its UBM acquisition which equated to over 10% of sales. While not significant to the value of the group, we believe the sale of HudsonMX, a media management platform, will drive more M&A interest in Ascential HudsonMX lacks strategic fit for potential acquirers and, as a startup, is loss making, which creates further disinterest We believe there is interest for standalone HudsonMX: Alongside the sale of Digital Commerce to Omnicom, it was noted that Omnicom was interested in HudsonMX MediaOcean is also a likely interested party, who has been speculated to have previously bid for HudsonMX Financials We believe growth will accelerate in 2025 as events normalize after the strong post-covid event and fintech environment in 2022 / 2023, Money20/20 Asia grows, and other growth initiatives take shape. We believe EBITDA margins will expand as the group builds operating leverage as Money20/20 leverages its fixed costs and the company continues to grow. Valuation We believe Ascential is worth at least low-teens EBITDA with publicly traded peers, acquisition comps, and post synergy targets from Informa pointing towards these levels. Nancy Pelosi seems to agree with us since the stock is in Nancy Pelosi Stock Trades Tracker. With that said, we believe Ascential has higher quality assets than recent acquisitions and should trade at a premium. Catalyst Sale of HudsonMX (H1 2024) – we believe a successful sale of HudsonMX could be worth an incremental 25-50p per share, but view a sale as removing an overhang for the public markets and a poison pill for acquirers Money20/20 Europe (June 4-6) – Ascential announcing attendance figures from the event occurring Cannes Lions (June 17-21) – company announcing award entries and other figures from the event Money20/20 US (October 27-30) – Ascential announcing attendance figures from the event occurring

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.

Total-Cash-From-Operating-Activities Time Series for Intercontinental Exchange Inc. Intercontinental Exchange, Inc., together with its subsidiaries, provides technology and data to financial institutions, corporations, and government entities in the United States, the United Kingdom, the European Union, India, Israel, Canada, and Singapore. It operates through three segments: Exchanges, Fixed Income and Data Services, and Mortgage Technology. The Exchanges segment operates regulated marketplace technology for the listing, trading, and clearing of an array of derivatives contracts and financial securities, as well as data and connectivity services related to its exchanges and clearing houses. The Fixed Income and Data Services segment provides fixed income pricing, reference data, indices, analytics, and execution services, as well as global CDS clearing and multi-asset class data delivery technology. The Mortgage Technology segment offers a technology platform that provides customers comprehensive and digital workflow tools to address inefficiencies and mitigate risks that exist in the U.S. residential mortgage market life cycle from application through closing, servicing, and the secondary market. The company was founded in 2000 and is headquartered in Atlanta, Georgia.

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.

Taiwan 60-Minute OHLCV Bars (TWSE & OTC)

Coverage: rolling window of the most recent ~60 calendar days (provider limit)

▶ Context 📝

This dataset provides intraday 60-minute OHLCV time-series for stocks listed on the Taiwan Stock Exchange (TWSE) and the Over-The-Counter (OTC) market. Data are scraped via yfinance using interval="60m". Yahoo Finance restricts intraday history to a recent window (~n days for <1d intervals), so the dataset reflects a rolling time horizon and cannot be extended further back via this source.

▶ Acknowledgements 🙏

• Data sourced from Yahoo Finance via the yfinance Python package.
• Stock metadata harvested from the TWSE ISIN service.

▶ Use Cases 💡

• Intraday strategy backtests on Taiwan equities (trend/momentum, breakout, mean-reversion)
• Liquidity/volume profiling and seasonality at hourly granularity
• Event-time studies around disclosures and market microstructure analysis

▶ Notes on Limits ⚠️

• History limit: Intraday history for interval="60m" is limited to roughly the last n days by the provider.
• Updates: Re-pull frequently (e.g., daily) to maintain a complete rolling window.

▶ Log 📰

• 27 Sep 2025: Initial 60-minute release — replaces prior daily dataset.

📊 Each CSV contains 60-minute bars with ISO-8601 timestamps (Asia/Taipei local market hours).

Prices for United States Stock Market Index (US30) including live quotes, historical charts and news. United States Stock Market Index (US30) was last updated by Trading Economics this December 2 of 2025.

Turkey's main stock market index, the BIST 100, rose to 11132 points on December 2, 2025, gaining 0.14% from the previous session. Over the past month, the index has climbed 0.64% and is up 13.27% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks this benchmark index from Turkey. Turkey Stock Market - values, historical data, forecasts and news - updated on December of 2025.

Common-Stock Time Series for CTS Eventim AG & Co. KGaA. CTS Eventim AG & Co. KGaA, together with its subsidiaries, operates in the leisure events market in Germany, Italy, Switzerland, the United States, Austria, the United Kingdom, Spain, Netherlands, Finland, France, Denmark, Sweden, Norway, Chile, Brazil, and internationally. It operates through two segments, Ticketing and Live Entertainment. The Ticketing segment produces, sells, brokers, distributes, and markets tickets for concerts, festivals, theatre, musicals, trade fairs, art, cinema, exhibitions, edutainment, sports, and other events. It markets event tickets through stationary and online distribution EVENTIM.Net; inhouse ticketing products for classical music and theatre through EVENTIM.Inhouse; sport ticketing products through EVENTIM.Tixx; and self-service products for promotors through EVENTIM.Light, as well as provides a solution for ticket sales and admission control through EVENTIM.Access. This segment also operates kinoheld software for cinema operators; and fanSALE platform for the resale of tickets. Its Live Entertainment segment plans, prepares, and performs tours, events, and festivals, including music events and concerts, as well as markets music productions. This segment is also involved in the operation of venues. The company was formerly known as CTS EVENTIM AG and changed its name to CTS Eventim AG & Co. KGaA in May 2014. CTS Eventim AG & Co. KGaA was founded in 1989 and is based in Bremen, Germany.

Stock Price Time Series for Hellenic Exchanges - Athens Stock Exchange SA. Hellenic Exchanges - Athens Stock Exchange S.A. provides support services for the operation of Greek capital market. It operates equities and derivatives, and the alternative markets; performs clearing and settlement of trades; and offers financing tools and solutions. The company is also involved in the management of clearing systems and/or central counterparty; and finalizing, reconciling, or settling the finalization of transactions in financial instruments, as well as operates as a system administrator in the Athens Exchange Clearing House. In addition, it engages in carrying out activities relating to the provision of central securities depository services, and ancillary or supplementary services. Further, the company offers listing, trading, clearing, settlement, registry, and regulatory services, as well as IT and digital services. Hellenic Exchanges - Athens Stock Exchange S.A. was formerly known as Hellenic Exchanges S.A. and changed its name to Hellenic Exchanges - Athens Stock Exchange S.A. in December 2013. The company was founded in 1876 and is headquartered in Athens, Greece.

Portugal's main stock market index, the PSI, rose to 8215 points on December 2, 2025, gaining 1.33% from the previous session. Over the past month, the index has declined 2.74%, though it remains 28.24% higher than a year ago, according to trading on a contract for difference (CFD) that tracks this benchmark index from Portugal. Portugal Stock Market (PSI) - values, historical data, forecasts and news - updated on December of 2025.

Investments Time Series for Robinhood Markets Inc. Robinhood Markets, Inc. operates financial services platform in the United States. Its platform allows users to invest in stocks, exchange-traded funds (ETFs), American depository receipts, options, gold, and cryptocurrencies. The company offers fractional trading, recurring investments, fully-paid securities lending, access to investing on margin, cash sweep, instant withdrawals, retirement program, around-the-clock trading, joint investing accounts, event contracts, and future contract services. It also provides various learning and education solutions comprise Snacks, an accessible digest of business news stories for a new generation of investors.; Learn, which is an online collection of guides, feature tutorials, and financial dictionary; Newsfeeds that offer access to free, premium news from sites from various sites, such as Barron's, Reuters, and Dow Jones. In addition, the company offers In-App Education, a resource that covers investing fundamentals, including why people invest, a stock market overview, and tips on how to define investing goals, as well as allows customers to understand the basics of investing before their first trade; and Crypto Learn and Earn, an educational module available to various crypto customers through Robinhood Learn to teach customers the basics related to cryptocurrency. Further, it provides Robinhood credit cards, cash card and spending accounts, and wallets. The company also owns and operates a digital currency marketplace that allows companies and individuals from all around the world to buy and sell bitcoin, litecoin, ethereum, ripple, and bitcoin cash. Robinhood Markets, Inc. was incorporated in 2013 and is headquartered in Menlo Park, California.

Egypt's main stock market index, the EGX 30, fell to 40548 points on December 2, 2025, losing 0.36% from the previous session. Over the past month, the index has climbed 4.98% and is up 32.38% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks this benchmark index from Egypt. Egypt Stock Market (EGX30) - values, historical data, forecasts and news - updated on December of 2025.

Total-Cash-From-Operating-Activities Time Series for Samsung Securities. Samsung Securities Co., Ltd. operates as a financial investment company in South Korea and internationally. It offers wealth management, digital asset management, and pension planning services to individual and institutional clients; and consulting services for investing in stocks, bonds, and OTC, as well as merger and acquisition, investment finance, and alternative investment services. The company also provides derivatives trading services, including ELS, DLS, and ETN supply and trading; fixed income, currency, and commodity services; and institution sales and brokerage services. In addition, it offers proprietary trading services, including stock and bond investment in public markets, as well as mezzanine and PEF investment, and pursues stable income flow services through market analysis and risk management in private markets; and structured product trading services, such as KRW/foreign currency that provide short-term fixed incomes. The company operates through 45 domestic branches, as well as 5 overseas offices. Samsung Securities Co., Ltd. was founded in 1982 and is headquartered in Seoul, South Korea.