South Africa Index: FTSE/JSE: All Share Net Total Return data was reported at 50,663.935 NA in Nov 2018. This records a decrease from the previous number of 52,388.871 NA for Oct 2018. South Africa Index: FTSE/JSE: All Share Net Total Return data is updated monthly, averaging 52,056.057 NA from Nov 2013 (Median) to Nov 2018, with 61 observations. The data reached an all-time high of 59,772.834 NA in Nov 2017 and a record low of 44,975.669 NA in Nov 2013. South Africa Index: FTSE/JSE: All Share Net Total Return data remains active status in CEIC and is reported by Johannesburg Stock Exchange. The data is categorized under Global Database’s South Africa – Table ZA.Z001: Johannesburg Stock Exchange: Index.

South Africa's main stock market index, the SAALL, fell to 101878 points on August 18, 2025, losing 0.07% from the previous session. Over the past month, the index has climbed 2.23% and is up 21.57% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks this benchmark index from South Africa. South Africa Stock Market (SAALL) - values, historical data, forecasts and news - updated on August of 2025.

The FTSE All-Share Index shed around *********** of its value between December 2019 and March 2020, largely due to the coronavirus (COVID-19) pandemic, but likely also influenced by the uncertainty around Brexit at the time. Since then, it has recovered and reached its peak of over ***** points at the end of February 2025.The FTSE All-Share Index is the aggregation of the FTSE 100, FTSE 250 FTSE Small Cap indexes, and represents around ***** percent of the total UK market capitalization. Since December 29, 2017 the index has been comprised of the *** largest U.K. companies by market capitalization on the London Stock Exchange.

Tick (trades only) sample data for FTSE/JSE Top 40 Index - JSE ALSI timestamped in Chicago time

South Africa Index: FTSE/JSE: Capped All Share data was reported at 25,503.169 02Jan2002=100 in Nov 2018. This records a decrease from the previous number of 26,625.028 02Jan2002=100 for Oct 2018. South Africa Index: FTSE/JSE: Capped All Share data is updated monthly, averaging 15,753.345 02Jan2002=100 from Jun 2003 (Median) to Nov 2018, with 186 observations. The data reached an all-time high of 29,829.962 02Jan2002=100 in Jan 2018 and a record low of 4,056.000 02Jan2002=100 in Jun 2003. South Africa Index: FTSE/JSE: Capped All Share data remains active status in CEIC and is reported by Johannesburg Stock Exchange. The data is categorized under Global Database’s South Africa – Table ZA.Z001: Johannesburg Stock Exchange: Index.

The FTSE All-Share Index shed around ** percent of its value between January and March 2020, largely due to the coronavirus (COVID-19) pandemic. Then, it recovered to reach ******** points at the end of June 2021 - the third-highest value over the period surveyed and well above its value of *** points in January 2020. Since the beginning of 2022, however, the Index dropped again under 1,000 points. As of February 2025, it was recorded at ****** points.The FTSE AIM All-Share Index contains all companies listed in the Alternative Investment Market (AIM) of the London Stock Exchange (LSE). AIM offers a more flexible regulatory system, catering for companies that are smaller, less-developed or which want/need a more flexibility around governance.

Daily sample data for FTSE/JSE Top 40 Index - JSE ALSI timestamped in Chicago time

Prices for Nigerian Stock Exchange All Share Index including live quotes, historical charts and news. Nigerian Stock Exchange All Share Index was last updated by Trading Economics this August 17 of 2025.

Rwanda Stock Exchange: Index: RSE All Share Index data was reported at 149.360 NA in Apr 2025. This records an increase from the previous number of 148.830 NA for Mar 2025. Rwanda Stock Exchange: Index: RSE All Share Index data is updated monthly, averaging 141.990 NA from Feb 2013 (Median) to Apr 2025, with 147 observations. The data reached an all-time high of 151.190 NA in Jan 2020 and a record low of 124.440 NA in Jul 2017. Rwanda Stock Exchange: Index: RSE All Share Index data remains active status in CEIC and is reported by Exchange Data International Limited. The data is categorized under Global Database’s Rwanda – Table RW.EDI.SE: Rwanda Stock Exchange: Monthly.

The FTSE Italia All-Share Index increased overall between January 2015 and February 2025, albeit with significant fluctuations. Following a period of growth up to the end of 2019, the global coronavirus (COVID-19) pandemic caused the index value to crash to ****** points in March 2020, before recovering in the following months. As of February 2025, the FTSE Italia All-Share Index amounted to ********* points.

South Africa Index: FTSE/JSE: All Share Style Value data was reported at 358.994 02Jan2002=100 in Oct 2018. This records a decrease from the previous number of 372.309 02Jan2002=100 for Sep 2018. South Africa Index: FTSE/JSE: All Share Style Value data is updated monthly, averaging 291.870 02Jan2002=100 from Oct 2004 (Median) to Oct 2018, with 169 observations. The data reached an all-time high of 425.157 02Jan2002=100 in Apr 2015 and a record low of 103.070 02Jan2002=100 in Oct 2004. South Africa Index: FTSE/JSE: All Share Style Value data remains active status in CEIC and is reported by Johannesburg Stock Exchange. The data is categorized under Global Database’s South Africa – Table ZA.Z001: Johannesburg Stock Exchange: Index.

Since January 2015, the AEX All Share Index has fluctuated significantly, dropping significantly following the beginning of the COVID-19 pandemic. In March 2020, the index dropped to a level below *** points. After that, the AEX All Share index increased in the following months, reaching over ***** points at the end of October 2021. Since then, the index has fluctuated significantly and reached a value of ******** as of the end of February 2025.

Prices for Nairobi Securities Exchange Ltd All Share Index including live quotes, historical charts and news. Nairobi Securities Exchange Ltd All Share Index was last updated by Trading Economics this August 18 of 2025.

Tanzania's main stock market index, the DSEI, rose to 2638 points on August 15, 2025, gaining 0.42% from the previous session. Over the past month, the index has climbed 8.44% and is up 27.55% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks this benchmark index from Tanzania. Tanzania All Share Index DSEI - values, historical data, forecasts and news - updated on August of 2025.

South Africa Index: FTSE/JSE: All Share Style Growth data was reported at 591.118 02Jan2002=100 in Nov 2018. This records an increase from the previous number of 590.045 02Jan2002=100 for Oct 2018. South Africa Index: FTSE/JSE: All Share Style Growth data is updated monthly, averaging 325.790 02Jan2002=100 from Oct 2004 (Median) to Nov 2018, with 170 observations. The data reached an all-time high of 711.997 02Jan2002=100 in Nov 2017 and a record low of 119.420 02Jan2002=100 in Oct 2004. South Africa Index: FTSE/JSE: All Share Style Growth data remains active status in CEIC and is reported by Johannesburg Stock Exchange. The data is categorized under Global Database’s South Africa – Table ZA.Z001: Johannesburg Stock Exchange: Index.

Uganda's main stock market index, the USE All Share, rose to 1371 points on August 14, 2025, gaining 0.42% from the previous session. Over the past month, the index has climbed 2.48% and is up 34.21% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks this benchmark index from Uganda. Uganda Stock Market - values, historical data, forecasts and news - updated on August of 2025.

Dataset of 22 companies in the OMX Iceland All-Share Index index

South Africa Index: FTSE/JSE: Shareholder Weighted All Share data was reported at 11,085.157 02Jan2002=100 in Nov 2018. This records a decrease from the previous number of 11,169.727 02Jan2002=100 for Oct 2018. South Africa Index: FTSE/JSE: Shareholder Weighted All Share data is updated monthly, averaging 6,582.200 02Jan2002=100 from Jun 2003 (Median) to Nov 2018, with 186 observations. The data reached an all-time high of 13,329.575 02Jan2002=100 in Nov 2017 and a record low of 1,711.170 02Jan2002=100 in Jun 2003. South Africa Index: FTSE/JSE: Shareholder Weighted All Share data remains active status in CEIC and is reported by Johannesburg Stock Exchange. The data is categorized under Global Database’s South Africa – Table ZA.Z001: Johannesburg Stock Exchange: Index.

The CAC All Shares Index has fluctuated significantly between 2015 and 2025, decreasing from a high of approximately ***** points as of the end of December 2019 to a low of ***** points in March 2020, owing to the global coronavirus (COVID-19) pandemic. Since then, the index has recovered, despite fluctuations, and reached ******* points in February 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.

Tadawul All Share index poised for modest gains amid market shifts

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