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.

ASX 200: Poised for a Record-Breaking Ascent?

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

Australia ASX Index: S&P/ASX 20 data was reported at 4,566.000 Point in Apr 2025. This records an increase from the previous number of 4,397.200 Point for Mar 2025. Australia ASX Index: S&P/ASX 20 data is updated monthly, averaging 2,772.900 Point from Mar 1993 (Median) to Apr 2025, with 386 observations. The data reached an all-time high of 4,790.200 Point in Jan 2025 and a record low of 894.500 Point in Apr 1993. Australia ASX Index: S&P/ASX 20 data remains active status in CEIC and is reported by Australian Securities Exchange. The data is categorized under Global Database’s Australia – Table AU.Z001: Australian Stock Exchange: Indices. The S&P/ASX 20 Index (XTL) is comprised of the 20 largest stocks by market capitalisation in Australia, emphasising liquidity and investability. It is the narrowest index of the S&P Australian index family.

Predictions hold that the S&P/ASX 200 index may fluctuate within a wide range. Bulls foresee a surge driven by positive economic data, strong corporate earnings, and central bank easing. However, bears anticipate downward pressure due to geopolitical uncertainties, inflation concerns, and potential earnings revisions. Risks include economic slowdown, interest rate hikes, and a resurgence of COVID-19 cases, which could push the index lower.

Australia's main stock market index, the ASX200, fell to 8514 points on June 27, 2025, losing 0.43% from the previous session. Over the past month, the index has climbed 1.40% and is up 9.61% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks this benchmark index from Australia. Australia Stock Market Index - values, historical data, forecasts and news - updated on June of 2025.

Australia ASX Index: Financials-x-Property data was reported at 9,803.400 Point in Apr 2025. This records an increase from the previous number of 9,283.800 Point for Mar 2025. Australia ASX Index: Financials-x-Property data is updated monthly, averaging 6,476.800 Point from Apr 2002 (Median) to Apr 2025, with 277 observations. The data reached an all-time high of 10,195.800 Point in Jan 2025 and a record low of 3,460.100 Point in Feb 2009. Australia ASX Index: Financials-x-Property data remains active status in CEIC and is reported by Australian Securities Exchange. The data is categorized under Global Database’s Australia – Table AU.Z001: Australian Stock Exchange: Indices.

In May 2024, over six million options were traded on the Australian Securities Exchange (ASX). This is above the monthly average of around 5.5 million recorded since January 2020, and an increase from the 5.18 million recorded in the previous month. However, The ASX options market is much lower than the volume of futures traded on the ASX. Options and futures are similar in that they are both financial derivatives that provide an investor the ability to buy (or sell) a financial asset for an agreed price at a certain point in time, but they differ in that futures require that the transaction take place, whereas options do not. Options and the coronavirus pandemic Coinciding with the global coronavirus (COVID-19) pandemic, the volume of options traded on the Australian Securities Exchange (ASX) spiked in March 2020. It is notable that the spike in terms of the value of options traded was much greater than in terms of volume. It is also notable that the majority of the spike in this month came from call options - which enable the option holder to purchase a financial instrument (like shares) for an agreed price at a date in the future. By contrast, put options enable holders to sell a financial instrument at an agreed value in the future. This suggests that the increased value for this month was driven by investors trying to capitalize on the pandemic by locking in lower prices for the future, with the (correct) assumption that prices would rise again in the following months. How is the value of derivatives calculated? Calculating the value of derivatives is different to an item like shares, in that derivatives contracts do not include the underlying asset price. Both options and futures are contracts which provide the ability to purchase a financial asset in the future for an agreed price – meaning the purchase of the contract does not include the purchasing of the asset itself. Generally, the ‘notional value’ is used to calculate the value of derivatives – which includes both the cost of the contract itself as well as the underlying asset. Note how options do not require the transaction take place, but yet the value of transaction is included. This one reason behind why, for example, banks in the U.S. and banks in the UK can hold derivates that are well above the national gross domestic product of their respective countries.

Australia ASX Number of Listed Companies: Total data was reported at 1,960.000 Unit in Mar 2025. This records a decrease from the previous number of 1,969.000 Unit for Feb 2025. Australia ASX Number of Listed Companies: Total data is updated monthly, averaging 1,925.500 Unit from Apr 1989 (Median) to Mar 2025, with 432 observations. The data reached an all-time high of 2,158.000 Unit in Jun 2022 and a record low of 990.000 Unit in Oct 1991. Australia ASX Number of Listed Companies: Total data remains active status in CEIC and is reported by Australian Securities Exchange. The data is categorized under Global Database’s Australia – Table AU.Z003: Australian Stock Exchange: Number of Listed Company.

Dataset Card for Stock Market ASX Audio

Contains audios for every listed company on the Australian Stock Exchange (ASX). The dataset contains 2329 audio files of people saying the name of the company.

  Data Fields

sentence_id (string): An id for the sentence used for the recording. voice_id (string): An id for which client (voice) made the recording. audio (dict): A dictionary containing the path to the downloaded audio file. sentence (string): The sentence the user was… See the full description on the dataset page: https://huggingface.co/datasets/sdeering/stock_market_asx_audio.

Coinciding with the global coronavirus (COVID-19) pandemic, the value of options traded on the Australian Securities Exchange (ASX) spiked in March 2020, reaching 6.5 billion Australian dollars for the month. While the volume of options traded on the ASX also spiked this this month, it is notable that the spike in terms of value was much greater than in terms of volume. It is also notable that the overwhelming majority of the spike in this month came from call options - which enable the option holder to purchase a financial instrument (like shares) for an agreed price at a date in the future. By contrast, put options enable holders to sell a financial instrument at an agreed value in the future. This suggests that the increased value for this month was driven by investors trying to protect their position from the economic fallout of the pandemic. By May 2024, the total value of options traded on the ASX had fallen to around 1.11 billion Australian dollars.

Australia ASX Index: Financials data was reported at 8,789.600 Point in Apr 2025. This records an increase from the previous number of 8,323.700 Point for Mar 2025. Australia ASX Index: Financials data is updated monthly, averaging 5,831.200 Point from Apr 2002 (Median) to Apr 2025, with 277 observations. The data reached an all-time high of 9,141.500 Point in Jan 2025 and a record low of 3,044.900 Point in Feb 2009. Australia ASX Index: Financials data remains active status in CEIC and is reported by Australian Securities Exchange. The data is categorized under Global Database’s Australia – Table AU.Z001: Australian Stock Exchange: Indices. The Financial Index (XFJ) contains companies involved in activities such as banking, mortgage finance, consumer finance, specialised finance, investment banking and brokerage, asset management and custody, corporate lending, insurance, and financial investment, and real estate, including REITs.

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Australia ASX Index: S&P/ASX 100 data was reported at 6,840.900 Point in Apr 2025. This records an increase from the previous number of 6,590.300 Point for Mar 2025. Australia ASX Index: S&P/ASX 100 data is updated monthly, averaging 4,061.300 Point from Aug 1996 (Median) to Apr 2025, with 345 observations. The data reached an all-time high of 7,171.700 Point in Jan 2025 and a record low of 1,767.200 Point in Aug 1996. Australia ASX Index: S&P/ASX 100 data remains active status in CEIC and is reported by Australian Securities Exchange. The data is categorized under Global Database’s Australia – Table AU.Z001: Australian Stock Exchange: Indices. The S&P/ASX 100 Index (XTO) is Australia's premier large capitalisation equity index, it is comprised of 100 stocks selected by the S&P Australian Index Committee. The index provides a benchmark for large active managers whose emphasis is on having a portfolio with strong liquidity. It essentially covers large-cap and mid-cap stocks evaluated for liquidity and size.

📈 Daily Historical Stock Price Data for ASX Limited (1998–2025)

A clean, ready-to-use dataset containing daily stock prices for ASX Limited from 1998-10-30 to 2025-05-28. This dataset is ideal for use in financial analysis, algorithmic trading, machine learning, and academic research.

  🗂️ Dataset Overview

Company: ASX Limited Ticker Symbol: ASX.AX Date Range: 1998-10-30 to 2025-05-28 Frequency: Daily Total Records: 6768 rows (one per trading day)

  🔢 Columns… See the full description on the dataset page: https://huggingface.co/datasets/khaledxbenali/daily-historical-stock-price-data-for-asx-limited-19982025.

The S&P/ASX Emerging Companies index recorded a price return of 2,153.67 Australian dollars in April 2023. The price return for the index decreased significantly between the end of February and the end of March 2020, owing to the economic impact of the global coronavirus (COVID-19) pandemic.

Australia ASX Index: S&P/ASX 50 data was reported at 7,993.500 Point in Apr 2025. This records an increase from the previous number of 7,694.700 Point for Mar 2025. Australia ASX Index: S&P/ASX 50 data is updated monthly, averaging 4,670.650 Point from Mar 1993 (Median) to Apr 2025, with 386 observations. The data reached an all-time high of 8,363.800 Point in Jan 2025 and a record low of 1,607.900 Point in Apr 1993. Australia ASX Index: S&P/ASX 50 data remains active status in CEIC and is reported by Australian Securities Exchange. The data is categorized under Global Database’s Australia – Table AU.Z001: Australian Stock Exchange: Indices. The S&P/ASX 50 Index (XFL) comprises the 50 largest stocks by market capitalisation in Australia. The constituent companies represent the biggest national and multi-national publicly listed companies in the Australian equity market. The S&P/ASX 50 index places an emphasis on liquidity and investability. The constituents of the index are reviewed quarterly using the previous six months data. The index forms the basis for the SPDR S&P/ASX 50 Exchange Traded Fund (ETF).

Australia ASX Index: Materials data was reported at 16,086.200 Point in Apr 2025. This records an increase from the previous number of 15,975.700 Point for Mar 2025. Australia ASX Index: Materials data is updated monthly, averaging 10,930.100 Point from Apr 2002 (Median) to Apr 2025, with 277 observations. The data reached an all-time high of 19,490.200 Point in Dec 2023 and a record low of 3,989.600 Point in Sep 2002. Australia ASX Index: Materials data remains active status in CEIC and is reported by Australian Securities Exchange. The data is categorized under Global Database’s Australia – Table AU.Z001: Australian Stock Exchange: Indices. The Materials Index (XMJ) encompasses a wide range of commodity-related manufacturing industries. Included in this sector are companies that manufacture chemicals, construction materials, glass, paper, forest products and related packaging products, and metals, minerals and mining companies, including producers of steel.

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Key information about Australia S&P/ASX 200

• Australia S&P/ASX 200 closed at 8,172.4 points in Feb 2025, compared with 8,532.3 points at the previous month end
• Australia Equity Market Index: Month End: ASX: S&P/ASX 200 data is updated monthly, available from May 1992 to Feb 2025, with an average number of 4,604.3 points
• The data reached an all-time high of 8,532.3 points in Jan 2025 and a record low of 1,428.8 points in Oct 1992

The S&P/ASX 200 Index (XJO) is recognised as the investable benchmark for the Australian equity market, it addresses the needs of investment managers to benchmark against a portfolio characterised by sufficient size and liquidity. The S&P/ASX 200 is comprised of the S&P/ASX 100 plus an additional 100 stocks. It forms the basis for the S&P/ASX 200 Index Future and Options and the SPDR S&P/ASX 200 Exchange Traded Fund (ETF)

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Australia ASX Index: Industrials data was reported at 7,938.000 Point in Apr 2025. This records an increase from the previous number of 7,759.900 Point for Mar 2025. Australia ASX Index: Industrials data is updated monthly, averaging 5,113.900 Point from Apr 2002 (Median) to Apr 2025, with 277 observations. The data reached an all-time high of 7,995.800 Point in Feb 2025 and a record low of 2,341.200 Point in Feb 2009. Australia ASX Index: Industrials data remains active status in CEIC and is reported by Australian Securities Exchange. The data is categorized under Global Database’s Australia – Table AU.Z001: Australian Stock Exchange: Indices. The Industrials Index (XNJ) includes companies whose businesses are dominated by one of the following activities: the manufacture and distribution of capital goods, including aerospace & defense, construction, engineering & building products, electrical equipment and industrial machinery; or, the provision of commercial services and supplies, including printing, employment, environmental and office services; or, the provision of transportation services, including airlines, couriers, marine, road & rail and transportation infrastructure.