China's main stock market index, the SHANGHAI, fell to 3560 points on August 1, 2025, losing 0.37% from the previous session. Over the past month, the index has climbed 3.04% and is up 22.53% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks this benchmark index from China. China Shanghai Composite Stock Market Index - values, historical data, forecasts and news - updated on August 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.

Euro Area's main stock market index, the EU50, fell to 5174 points on August 1, 2025, losing 2.80% from the previous session. Over the past month, the index has declined 2.72%, though it remains 11.54% higher than a year ago, according to trading on a contract for difference (CFD) that tracks this benchmark index from Euro Area. Euro Area Stock Market Index (EU50) - values, historical data, forecasts and news - updated on August of 2025.

France's main stock market index, the FR40, fell to 7546 points on August 1, 2025, losing 2.91% from the previous session. Over the past month, the index has declined 2.48%, though it remains 4.06% higher than a year ago, 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 August of 2025.

United States US: Stocks Traded: Total Value data was reported at 39,785.881 USD bn in 2017. This records a decrease from the previous number of 42,071.330 USD bn for 2016. United States US: Stocks Traded: Total Value data is updated yearly, averaging 17,934.293 USD bn from Dec 1984 (Median) to 2017, with 34 observations. The data reached an all-time high of 47,245.496 USD bn in 2008 and a record low of 1,108.421 USD bn in 1984. United States US: Stocks Traded: Total Value data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s United States – Table US.World Bank.WDI: Financial Sector. The value of shares traded is the total number of shares traded, both domestic and foreign, multiplied by their respective matching prices. Figures are single counted (only one side of the transaction is considered). Companies admitted to listing and admitted to trading are included in the data. Data are end of year values converted to U.S. dollars using corresponding year-end foreign exchange rates.; ; World Federation of Exchanges database.; Sum; Stock market data were previously sourced from Standard & Poor's until they discontinued their 'Global Stock Markets Factbook' and database in April 2013. Time series have been replaced in December 2015 with data from the World Federation of Exchanges and may differ from the previous S&P definitions and methodology.

Israel's main stock market index, the TA-125, fell to 3080 points on July 31, 2025, losing 0.21% from the previous session. Over the past month, the index has climbed 1.83% and is up 56.58% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks this benchmark index from Israel. Israel Stock Market (TA-125) - values, historical data, forecasts and news - updated on August of 2025.

Using the MSCI emerging markets index, stock markets in emerging economies performed above those of developed economies in 2020, with an annual return of 18.31 percent. This compares to a 2020 annual return of 15.9 percent for the MSCI World Index, which tracks the stock markets of 23 developed economies.

New York Stock Exchange: Index: Dow Jones US Technology Index data was reported at 6,168.380 NA in Apr 2025. This records an increase from the previous number of 6,085.580 NA for Mar 2025. New York Stock Exchange: Index: Dow Jones US Technology Index data is updated monthly, averaging 2,065.140 NA from Aug 2013 (Median) to Apr 2025, with 141 observations. The data reached an all-time high of 6,979.640 NA in Dec 2024 and a record low of 788.170 NA in Aug 2013. New York Stock Exchange: Index: Dow Jones US Technology Index data remains active status in CEIC and is reported by Exchange Data International Limited. The data is categorized under Global Database’s United States – Table US.EDI.SE: New York Stock Exchange: Dow Jones: Monthly.

Dataset

This dataset was created by Nikanti Varsani

Contents

make the Dataset upload stock market prediction

Data used in the paper "The emergence of critical stocks in market crash".1.
The '2015bipartite.graphml' and '2015-1_fund_stock.graphml' contains the stock networks established by the mutual funds holding data on Jun 30, 2015. While the first file has the mutual funds holding values grouped by the labels of mutual fund companies, the second one uses mutual funds holding values directly. The original data of mutual funds holding are provided by Wind Information, which is not publicly available due to Wind’s license requirement.

1. The ‘stock_style.csv’ describes which kind of investment style a stock belongs to, which is also downloaded from Wind Information.

2. The series of files named as ‘first to low *.csv’ includes the stocks which reach their limit down prices. The timing of stocks reaching limit down prices are calculated from the intraday price data provided by Thomson Reuters’ Tick History. The information of whether a stock reached its limit down price is provides by Wind Information. The original price trends data is not publicly available due to the company’s license requirement.

New York Stock Exchange: Index: Dow Jones US Mid Cap Index data was reported at 1,823.120 NA in Apr 2025. This records an increase from the previous number of 1,820.520 NA for Mar 2025. New York Stock Exchange: Index: Dow Jones US Mid Cap Index data is updated monthly, averaging 1,821.820 NA from Mar 2024 (Median) to Apr 2025, with 14 observations. The data reached an all-time high of 1,987.270 NA in Nov 2024 and a record low of 1,678.780 NA in Apr 2024. New York Stock Exchange: Index: Dow Jones US Mid Cap Index data remains active status in CEIC and is reported by Exchange Data International Limited. The data is categorized under Global Database’s United States – Table US.EDI.SE: New York Stock Exchange: Dow Jones: Monthly.

Turkey's main stock market index, the BIST 100, rose to 10745 points on August 1, 2025, gaining 0.02% from the previous session. Over the past month, the index has climbed 5.46% and is up 2.60% 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 August of 2025.

Norway NO: Stocks Traded: Total Value: % of GDP data was reported at 29.547 % in 2017. This records an increase from the previous number of 28.386 % for 2016. Norway NO: Stocks Traded: Total Value: % of GDP data is updated yearly, averaging 20.933 % from Dec 1980 (Median) to 2017, with 38 observations. The data reached an all-time high of 101.684 % in 2007 and a record low of 0.130 % in 1980. Norway NO: Stocks Traded: Total Value: % of GDP data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Norway – Table NO.World Bank.WDI: Financial Sector. The value of shares traded is the total number of shares traded, both domestic and foreign, multiplied by their respective matching prices. Figures are single counted (only one side of the transaction is considered). Companies admitted to listing and admitted to trading are included in the data. Data are end of year values.; ; World Federation of Exchanges database.; Weighted average; Stock market data were previously sourced from Standard & Poor's until they discontinued their 'Global Stock Markets Factbook' and database in April 2013. Time series have been replaced in December 2015 with data from the World Federation of Exchanges and may differ from the previous S&P definitions and methodology.

File 1 includes seven subsets respectively named according to the year as “2007” to “2013”. Specifically, in file “2007”, there are subsets of 25 texts and 50 files. According to our samples, we constructed 25 portfolios using all of the individual stocks, which are named “s1b1”, “s1b2”, “s1b3”, “s1b4”, “s1b5”, …, “s5b1”, “s5b2”, “s5b3”, “s5b4”, “s5b5”. And the 25 subset texts are the constituent stocks for each portfolio, named “s1b1_07” to “s5b5_07”. As for the 50 files, 25 of them are the original price data for 25 portfolios named “s1b1_07” to “s5b5_07”; the other 25 are the processed data for 25 portfolios named “s1b1_07result” to “s5b5_o7result”,in which realized jump measures data are calculated by the non-parametric method, for all constituent stocks of portfolio “s1b1” to portfolio “s5b5”, respectively.

Graph and download economic data for Business Tendency Surveys: Finished Goods Stocks: Economic Activity: Manufacturing: Current for Italy (BSFGLV02ITM460S) from Feb 1962 to Jun 2025 about business sentiment, finished, stocks, Italy, business, goods, and manufacturing.

Graph and download economic data for Business Tendency Surveys: Finished Goods Stocks: Economic Activity: Manufacturing: Current for Czechia (BSFGLV02CZM460S) from Feb 1993 to Jun 2025 about Czech Republic, business sentiment, finished, stocks, business, goods, and manufacturing.

Graph and download economic data for Equity Market-related Economic Uncertainty Index (WLEMUINDXD) from 1985-01-01 to 2025-07-24 about uncertainty, academic data, equity, stock market, and indexes.

Germany's main stock market index, the DE40, fell to 23561 points on August 1, 2025, losing 2.10% from the previous session. Over the past month, the index has declined 0.96%, though it remains 33.40% 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 August of 2025.

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.

MSCI World: Reflecting Global Economic Trends or Inflated Valuations?

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

Graph and download economic data for Business Tendency Surveys: Finished Goods Stocks: Economic Activity: Manufacturing: Current for Slovak Republic (BSFGLV02SKM460S) from Aug 1993 to Jun 2025 about Slovakia, business sentiment, finished, stocks, business, goods, and manufacturing.