The main stock market index of United States, the US500, rose to 6271 points on July 14, 2025, gaining 0.19% from the previous session. Over the past month, the index has climbed 3.94% and is up 11.36% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks this benchmark index from United States. United States Stock Market Index - values, historical data, forecasts and news - updated on July 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.

NPR Stock Forecast: A Buy For The Next 16 Weeks

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

Hong Kong's main stock market index, the HK50, rose to 24621 points on July 16, 2025, gaining 0.13% from the previous session. Over the past month, the index has climbed 2.67% and is up 38.79% compared to the same time last year, 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 July of 2025.

Crude Oil rose to 68.75 USD/Bbl on July 11, 2025, up 3.27% from the previous day. Over the past month, Crude Oil's price has risen 1.04%, but it is still 16.37% lower than a year ago, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Crude Oil - values, historical data, forecasts and news - updated on July of 2025.

Stock market forecasting remains a complex and challenging task to forecast, traditional technical analysis methods such as RSI, EMA, and Candlestick Patterns often fail to analyze the stock market time series pattern with many recent studies now exploring forecasting using machine learning or neural networks, other studies have improved accuracy or decreased regression losses by applying technical indicators and sentiment analysis. This dataset aims to be used to analyze the performance of machine learning models in predicting the next day's stock market trend by combining technical and sentiment-based features. The technical indicators are derived from historical price data focusing on swing trends in the market and sentiment features are extracted using FinBERT from Benzinga Pro as a reliable financial news source. There are limitations to the dataset especially financial news articles. Limitations such as the availability of news data remain a major challenge that has the potential to improve the performance of a machine learning model.

China's main stock market index, the SHANGHAI, fell to 3505 points on July 15, 2025, losing 0.42% from the previous session. Over the past month, the index has climbed 3.43% and is up 17.76% 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 July of 2025.

France's main stock market index, the FR40, fell to 7766 points on July 15, 2025, losing 0.54% from the previous session. Over the past month, the index has climbed 0.31% and is up 2.46% 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 July of 2025.

Turkey's main stock market index, the BIST 100, fell to 10255 points on July 14, 2025, losing 1.00% from the previous session. Over the past month, the index has climbed 9.68%, though it remains 7.94% lower than a year ago, 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 July of 2025.

Prices for United States Stock Market Index (US500) including live quotes, historical charts and news. United States Stock Market Index (US500) was last updated by Trading Economics this July 11 of 2025.

Germany's main stock market index, the DE40, rose to 24188 points on July 15, 2025, gaining 0.11% from the previous session. Over the past month, the index has climbed 2.06% and is up 30.62% compared to the same time last year, 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 July of 2025.

United Kingdom's main stock market index, the GB100, fell to 8997 points on July 15, 2025, losing 0.01% from the previous session. Over the past month, the index has climbed 1.37% and is up 10.19% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks this benchmark index from United Kingdom. United Kingdom Stock Market Index (GB100) - values, historical data, forecasts and news - updated on July of 2025.

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 July 15 of 2025.

Canada's main stock market index, the TSX, rose to 27199 points on July 14, 2025, gaining 0.65% from the previous session. Over the past month, the index has climbed 2.37% and is up 19.55% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks this benchmark index from Canada. Canada Stock Market Index (TSX) - values, historical data, forecasts and news - updated on July of 2025.

Gasoline fell to 2.16 USD/Gal on July 14, 2025, down 1.30% from the previous day. Over the past month, Gasoline's price has fallen 3.40%, and is down 13.22% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Gasoline - values, historical data, forecasts and news - updated on July of 2025.

Initial Jobless Claims in the United States decreased to 227 thousand in the week ending July 5 of 2025 from 232 thousand in the previous week. This dataset provides the latest reported value for - United States Initial Jobless Claims - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

Pakistan's main stock market index, the KSE 100, rose to 136503 points on July 14, 2025, gaining 1.64% from the previous session. Over the past month, the index has climbed 11.68% and is up 68.20% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks this benchmark index from Pakistan. Pakistan Stock Market (KSE100) - values, historical data, forecasts and news - updated on July of 2025.

India's main stock market index, the SENSEX, rose to 82571 points on July 15, 2025, gaining 0.39% from the previous session. Over the past month, the index has climbed 0.95% and is up 2.30% 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 July of 2025.

Unemployment Rate in the United States decreased to 4.10 percent in June from 4.20 percent in May of 2025. This dataset provides the latest reported value for - United States Unemployment Rate - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

Israel's main stock market index, the TA-125, rose to 3071 points on July 15, 2025, gaining 0.55% from the previous session. Over the past month, the index has climbed 13.08% and is up 48.83% 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 July of 2025.

Russia's main stock market index, the MOEX, fell to 2642 points on July 11, 2025, losing 3.31% from the previous session. Over the past month, the index has declined 3.94% and is down 11.21% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks this benchmark index from Russia. Russia Stock Market Index MOEX CFD - values, historical data, forecasts and news - updated on July of 2025.