Core consumer prices in the United States increased 3 percent in September of 2025 over the same month in the previous year. This dataset provides - United States Core Inflation Rate - actual values, historical data, forecast, chart, statistics, economic calendar and news.

The Consumer Price Index (CPI) measures the change in the price of goods and services from the perspective of the consumer. It is a key way to measure changes in purchasing trends and inflation.

A higher than expected reading should be taken as positive/bullish for the USD, while a lower than expected reading should be taken as negative/bearish for the USD. https://www.investing.com/economic-calendar/cpi-69

The Consumer Price Index in the United States increased 0.30 percent in September of 2025 over the previous month. This dataset provides - United States Inflation Rate MoM - actual values, historical data, forecast, chart, statistics, economic calendar and news.

Inflation - a persistent increase in the price level- threatens people’s financial well-being by reducing the purchasing power of money, cutting into the future value of savings, and, when unexpected, lowering the real rate of return on investments. To protect their holdings, people take great pains to find investments whose returns exceed the inflation rate, such as stocks, bonds, and numerous other financial instruments. But when their returns are corrected for inflation, investors often see negative numbers.

Graph and download economic data for Producer Price Index by Commodity: Investment Services: Portfolio Management (WPU402101) from Dec 2008 to Aug 2025 about management, investment, commodities, services, PPI, inflation, price index, indexes, price, and USA.

Context

Real time prices in the diamond market are reflected by the so-called Diamond Financial Index (DFX) which is available on a daily base since April 2018.

As diamond prices are influenced by many factors like trade barriers, political instability, operational disruptions like mine closures or economic downturns resp. upturns, it is not an easy task to predict the development of future diamond prices.

To predict prices, indicators are needed. Empirical findings support the argument that diamond prices respond to economic downturns resp. upturns and are therefore also correlated with inflation rates and interest rates resp. fed rates. Also gold prices could be an indicator for the development of diamond prices.

Because the US are playing quite a big role in the diamond business, the following US rates can be considered:

o inflation rate (10-year breakeven inflation rate) o interest rate (10-year treasury inflation-indexed security, constant maturity, risk-free) o fed rate (effective federal funds rate)

Moreover, gold prices could be considered as an indicator.

Content

The following five datasets have been downloaded from the following websites and merged to one dataset:

o diamond price (DFX): https://www.investing.com/indices/get-diamonds-general o inflation rate: https://fred.stlouisfed.org/series/T10YIE o interest rate: https://fred.stlouisfed.org/series/DFII10 o fed rate: https://fred.stlouisfed.org/series/DFF o gold price: https://www.boerse-online.de/rohstoffe/historisch/goldpreis/usd/

To merge the datasets, date has been used as index. A few missing values in the datasets have been filled in by copying the value from the day before (see file "diamond_data_merged_with_other_variables.csv").

Please note: I added one additional version of the dataset where ID is used as index (not date). Missing values are not filled in in this version (see file "df_diamond_data_merged_with_other_variables.csv"). I would recommend using the dataset "diamond_data_merged_with_other_variables.csv" with date as index.

Inspiration

The following questions could be answered:

o How did diamond prices, inflation rate, interest rate, fed rate and gold price develop since 2018? o How is the correlation between diamond prices and inflation rate, interest rate, fed rate and gold prices? o How will diamond prices develop in the future?

When it comes to price prediction machine learning has been successful in predicting stock market prices through a host of different time series models. There is also a limited but quite restrictive application in predicting cryptocurrency prices. Often neural networks like LSTM (Long Short Term Memory) are used. LSTM oder other models, e.g. ARIMA, could be also used here.

📝 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.

Inflation Rate in India decreased to 0.25 percent in October from 1.44 percent in September of 2025. This dataset provides - India Inflation Rate - actual values, historical data, forecast, chart, statistics, economic calendar and news.

Graph and download economic data for Producer Price Index by Commodity: Investment Services (WPU40) from Jun 2009 to Aug 2025 about investment, commodities, services, PPI, inflation, price index, indexes, price, and USA.

Revenue for the Open-End Investment Funds industry has been increasing over the past five years. Open-end investment funds revenue has been growing slightly but remaining relatively steady at a CAGR of 0.0% to $196.1 billion over the past five years, including an expected increase of 4.2% in the current year. In addition, industry profit has climbed and comprises 33.1% of revenue in the current year. Overall, revenue has been increasing alongside overall asset growth, despite operators being forced to lower fees to meet shifting consumer preferences. The industry has encountered volatility due to the high-interest rate environment for most of the period. Higher interest rates reduce liquidity and make fixed income securities more attractive to investors due to less risk and more predictable interest payments. The industry has also encountered increased growth for ETFs and retail investors. The greatest shift in the industry has been an evolving investor preference for exchange-traded funds (ETFs). While mutual funds account for the majority of industry assets, growth in ETF assets has significantly outpaced that of mutual funds. Expenses that mutual fund investors incur have fallen from 0.5% of assets in 2018 to 0.4% in 2023, as industry operators have cut fees to attract new capital due to pressure from new funds (latest data available). Despite the high interest rate environment, the Fed slashed rates in 2024 and is anticipated to cut rates further in the latter part of 2025, which will boost asset prices. Open-end investment funds' revenue is expected to grow at a CAGR of 0.3% to $198.7 billion over the five years to 2030. The fears over inflation and a possible recession are expected to dominate the beginning of the outlook period. The Federal Reserve is expected to continue cutting interest rates as inflationary pressures ease. Investment companies' importance will continue to grow, with mutual funds and ETFs representing key channels for individual and institutional investors to access financial markets.

Inflation Rate in Japan increased to 3 percent in October from 2.90 percent in September of 2025. This dataset provides the latest reported value for - Japan Inflation Rate - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

Context

Extracted data from Investing .com by building a web scraper which could extract data if Start and End Date are given as parameters. You could find the scaper code here. Copper ,Gold, Crude Oil , Brent Oil , Natural Gas, Silver Prices variation of each of the commodities from the last 10 Years .

Copper

Copper prices are up 20% year to date, supported in part by a rebounding economy in the U.S. and other parts of the world as the pandemic comes under control. Improving economies are key to copper demand since it's an industrial metal that's a good conductor of electricity. Copper is found in a host of items from air conditioning units and televisions to cars. The base metal may also benefit from President Joe Biden's infrastructure plan and the growing appetite for electric vehicles. That's spurred investor interest in the red metal, but buyers need to do plenty of research. Commodities are unlike traditional stock and bond investing, as these markets have different fundamental drivers that affect pricing.

Gold

Gold has traditionally been regarded as a superior investment asset. It has become a safe haven for investors all around the world in recent years. Gold, in particular, possesses all of the characteristics that a traditional investor seeks in an asset class. Investing in gold has always shown to be a successful approach to combat inflation.

Crude Oil

Crude oil is at the heart of many global industries. It is the power that moves most vehicles, allows factories to operate and is used to generate electricity. Oil’s importance to mankind has made it a valuable commodity for many companies and countries. Along with its derivatives, crude oil is the most traded commodity in the world.

Brent Oil

Brent oil is a major benchmark price for purchases of oil worldwide. While Brent Crude oil is sourced from the North Sea the oil production coming from Europe, Africa and the Middle East flowing West tends to be priced relative to this oil. The Brent prices displayed in Trading Economics are based on over-the-counter (OTC) and contract for difference (CFD) financial instruments. Our market prices are intended to provide you with a reference only, rather than as a basis for making trading decisions. Trading Economics does not verify any data and disclaims any obligation to do so.

Natural Gas

The US Energy Information Administration says natural gas is the most widely used fuel for space heating in the US, and it has also started to beat out coal as the top fuel for power generation. Even so, demand for natural gas around the world can be volatile as it is very much dependent on the weather.

Silver

Silver may be used as an investment like other precious metals. It has been regarded as a form of money and store of value for more than 4,000 years, although it lost its role as legal tender in developed countries when the use of the silver standard came to a final end in 1935.

Acknowledgements

For this dataset I depended upon Investing.com to scrape the data . It's the premier source for financial, economic, and alternative datasets, serving investment professionals. Investing’s platform is used by over 400,000 people, including analysts from the world’s top hedge funds, asset managers and investment banks.

Consumer Price Index CPI in the United States increased to 324.80 points in September from 323.98 points in August of 2025. This dataset provides the latest reported value for - United States Consumer Price Index (CPI) - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

Graph and download economic data for Producer Price Index by Commodity: Investment Services: Securities Brokerage, Dealing, and Investment Advice (WPU401101) from Dec 2008 to Aug 2025 about brokers, investment, securities, commodities, services, PPI, inflation, price index, indexes, price, and USA.

As of July 18, 2025, the major economy with the highest yield on 10-year government bonds was Turkey, with a yield of ** percent. This is due to the risks investors take when investing in Turkey, notably due to high inflation rates potentially eradicating any profits made when using a foreign currency to investing in securities denominated in Turkish lira. Of the major developed economies, United Kingdom had one the highest yield on 10-year government bonds at this time with **** percent, while Switzerland had the lowest at **** percent. How does inflation influence the yields of government bonds? Inflation reduces purchasing power over time. Due to this, investors seek higher returns to offset the anticipated decrease in purchasing power resulting from rapid price rises. In countries with high inflation, government bond yields often incorporate investor expectations and risk premiums, resulting in comparatively higher rates offered by these bonds. Why are government bond rates significant? Government bond rates are an important indicator of financial markets, serving as a benchmark for borrowing costs, interest rates, and investor sentiment. They affect the cost of government borrowing, influence the price of various financial instruments, and serve as a reflection of expectations regarding inflation and economic growth. For instance, in financial analysis and investing, people often use the 10-year U.S. government bond rates as a proxy for the longer-term risk-free rate.

Dataset

This dataset was created by Ricardo de Deijn

Contents

Inflation Rate in Switzerland decreased to 0.10 percent in October from 0.20 percent in September of 2025. This dataset provides - Switzerland Inflation Rate - actual values, historical data, forecast, chart, statistics, economic calendar and news.

Explore how investing in silver can diversify your portfolio, hedge against inflation, and capitalize on its industrial applications. Discover the unique factors affecting silver prices and how to tailor your investment strategy to maximize returns and manage risks.

Dataset

This dataset was created by Timal Peramune

Contents

Venture capital (VC) and principal trading have been integral to the start-up ecosystem for many years, providing crucial funding for entrepreneurs and start-ups. The industry has undergone significant changes in recent years, benefiting from rising security prices, increased trading volumes, unprecedented investment opportunities and more merger and acquisition activity. The expanding adoption of technology and artificial intelligence across industries has further heightened demand for venture capital firms. VC and principal trading revenue will climb at a CAGR of 7.7% to $82.7 billion over the five years to 2025, including an expected increase of 4.3% in 2025 alone. Also, industry profit has climbed and will comprise 41.3% of industry revenue in the current year. The stock market has primarily been strong in recent years. Venture capitalists benefit from the high valuation on the exit of IPOs and acquisitions of successful start-up investments, while principal traders who are enjoying the continued appreciation of their assets will see capital gains on their portfolios. A heightened appetite for mergers and acquisitions, driven by a combination of low interest rates and corporate tax cuts early during the period, has also benefited venture capital firms. The jump in interest rates in the middle of the period hindered the number of mergers and acquisitions, but following the interest rate cut in the latter part of the period, merger and acquisition activity is set to climb. In addition, reduced rates will strengthen market liquidity and empower venture capital firms to expand their investments across a broader range of businesses and markets. VC and principal trading will continue evolving in the coming years, driven by technological advancements and economic changes. With the growth of environmental, social and governance (ESG) investing, there will be an increased focus on environmentally and socially responsible start-ups. Interest rate cuts and inflation subsiding will benefit leveraged traders and overall access to capital. In addition, modestly increasing disposable income and maintaining spending on research and development will boost revenue in the coming years, though at a slower rate. In addition, with the growing use of AI, venture capital firms will seek to invest in energy companies such as nuclear energy in order to fuel the energy demand for AI technology and data centers. Overall, venture capital and principal trading revenue will grow at a CAGR of 3.0% to $95.7 billion over the five years to 2030.