Data Description

The dataset provided includes information about various companies, their stock symbols, financial metrics such as price-to-book ratio and share price, as well as details about their origin countries. Additionally, the dataset contains frequency distribution information for certain ranges of price-to-book ratios and share prices.

About Data

The dataset appears to be a compilation of financial data for different companies, likely for investment analysis or comparison purposes. It includes the following key components:

• Rank: Rank of the company based on some criteria (not explicitly mentioned).
• Company: Name of the company.
• Stock Symbol: Symbol used to identify the company's stock in trading.
• Price to Book Ratio: Financial metric indicating the relationship between a company's market value and its book value.
• Share Price (USD): Price of a single share of the company's stock in US dollars.
• Company Origin: Country where the company is based.
• Label Count: Frequency distribution information for certain ranges of price-to-book ratios and share prices.

This dataset can be utilized for various financial analyses such as company valuation, comparison of financial metrics across companies, and investment decision-making.

Japan's main stock market index, the JP225, rose to 38680 points on June 24, 2025, gaining 0.85% from the previous session. Over the past month, the index has climbed 3.06%, though it remains 1.26% lower than a year ago, according to trading on a contract for difference (CFD) that tracks this benchmark index from Japan. Japan Stock Market Index (JP225) - values, historical data, forecasts and news - updated on June of 2025.

Japan Share Ownership: Foreigners data was reported at 30.300 % in 2018. This records an increase from the previous number of 30.100 % for 2017. Japan Share Ownership: Foreigners data is updated yearly, averaging 18.600 % from Mar 1986 (Median) to 2018, with 33 observations. The data reached an all-time high of 31.700 % in 2015 and a record low of 4.100 % in 1988. Japan Share Ownership: Foreigners data remains active status in CEIC and is reported by Japan Exchange Group. The data is categorized under Global Database’s Japan – Table JP.Z003: All Stock Exchange: Percentage of Shareownership by investors .

Interactive chart of the Dow Jones Industrial Average (DJIA) stock market index for the last 100 years. Historical data is inflation-adjusted using the headline CPI and each data point represents the month-end closing value. The current month is updated on an hourly basis with today's latest value.

Israel's main stock market index, the TA-125, rose to 2917 points on June 24, 2025, gaining 1.26% from the previous session. Over the past month, the index has climbed 10.67% and is up 50.28% 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 June 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.

Garmin's GRMN Global Expansion: A Stock Market Journey?

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

South Korea's main stock market index, the KOSPI, fell to 3014 points on June 23, 2025, losing 0.24% from the previous session. Over the past month, the index has climbed 13.99% and is up 9.03% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks this benchmark index from South Korea. South Korea Stock Market - values, historical data, forecasts and news - updated on June of 2025.

This dataset provides values for GOLD RESERVES reported in several countries. The data includes current values, previous releases, historical highs and record lows, release frequency, reported unit and currency.

Cobalt traded flat at 33,335 USD/T on June 19, 2025. Over the past month, Cobalt's price has fallen 1.08%, but it is still 22.78% higher than a year ago, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Cobalt - values, historical data, forecasts and news - updated on June of 2025.

Gold rose to 3,319.96 USD/t.oz on June 9, 2025, up 0.25% from the previous day. Over the past month, Gold's price has risen 2.57%, and is up 43.73% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Gold - values, historical data, forecasts and news - updated on June of 2025.

Wheat fell to 544.29 USd/Bu on June 9, 2025, down 1.89% from the previous day. Over the past month, Wheat's price has risen 5.64%, but it is still 10.40% lower than a year ago, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Wheat - values, historical data, forecasts and news - updated on June of 2025.

Crude Oil rose to 64.67 USD/Bbl on June 9, 2025, up 0.13% from the previous day. Over the past month, Crude Oil's price has risen 4.39%, but it is still 16.82% 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 June of 2025.

Coffee rose to 360.10 USd/Lbs on June 9, 2025, up 0.73% from the previous day. Over the past month, Coffee's price has fallen 5.85%, but it is still 62.14% higher than a year ago, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Coffee - values, historical data, forecasts and news - updated on June of 2025.

Pakistan's main stock market index, the KSE 100, fell to 121641 points on June 5, 2025, losing 0.13% from the previous session. Over the past month, the index has climbed 7.11% and is up 64.68% 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 June of 2025.

Iron Ore rose to 96.18 USD/T on June 6, 2025, up 0.50% from the previous day. Over the past month, Iron Ore's price has fallen 3.17%, and is down 11.34% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Iron Ore - values, historical data, forecasts and news - updated on June of 2025.

Silver rose to 35.97 USD/t.oz on June 6, 2025, up 0.86% from the previous day. Over the past month, Silver's price has risen 10.82%, and is up 23.35% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Silver - values, historical data, forecasts and news - updated on June of 2025.

Steel rose to 2,949 CNY/T on June 6, 2025, up 0.31% from the previous day. Over the past month, Steel's price has fallen 4.69%, and is down 14.47% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Steel - values, historical data, forecasts and news - updated on June of 2025.

Natural gas fell to 3.62 USD/MMBtu on June 9, 2025, down 4.40% from the previous day. Over the past month, Natural gas's price has fallen 0.78%, but it is still 24.48% higher than a year ago, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Natural gas - values, historical data, forecasts and news - updated on June of 2025.

The USD/CNY exchange rate fell to 7.1809 on June 9, 2025, down 0.13% from the previous session. Over the past month, the Chinese Yuan has strengthened 0.27%, and is up by 1.18% over the last 12 months. Chinese Yuan - values, historical data, forecasts and news - updated on June of 2025.

Lithium traded flat at 60,200 CNY/T on June 6, 2025. Over the past month, Lithium's price has fallen 9.68%, and is down 40.69% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Lithium - values, historical data, forecasts and news - updated on June of 2025.