Dataset Overview

This dataset contains comprehensive stock market data for June 2025, capturing daily trading information across multiple companies and sectors. The dataset represents a substantial collection of market data with detailed financial metrics and trading statistics.

Basic Dataset Information

• Time Period: June 1-21, 2025 (21 trading days)
• Total Records: Approximately 11,600+ entries
• Companies Covered: 500+ unique stocks
• Data Type: Daily stock market trading data with fundamental metrics

Markdown Table Format

Column Name	Data Type	Description	Example Values
Date	Date	Trading date in DD-MM-YYYY format	01-06-2025, 02-06-2025
Ticker	String	Stock ticker symbol (3-4 characters)	AAPL, GOOGL, TSLA
Open Price	Float	Opening price of the stock	34.92, 206.5, 125.1

Dataset Information Table

Dataset Overview

Attribute	Details
Dataset Name	Stock Market Data - June 2025
File Format	CSV
File Size	~2.5 MB
Number of Records	11,600+
Number of Features	13
Time Period	June 1-21, 2025

Data Schema

Column Name	Data Type	Description	Example Values
Date	Date	Trading date in DD-MM-YYYY format	01-06-2025, 02-06-2025
Ticker	String	Stock ticker symbol (3-4 characters)	AAPL, GOOGL, TSLA, SLH
Open Price	Float	Opening price of the stock	34.92, 206.5, 125.1
Close Price	Float	Closing price of the stock	34.53, 208.45, 124.03
High Price	Float	Highest price during the trading day	35.22, 210.51, 127.4
Low Price	Float	Lowest price during the trading day	34.38, 205.12, 121.77
Volume Traded	Integer	Number of shares traded	2,966,611, 1,658,738
Market Cap	Float	Market capitalization in dollars	57,381,363,838.88
PE Ratio	Float	Price-to-Earnings ratio	29.63, 13.03, 29.19
Dividend Yield	Float	Dividend yield percentage	2.85, 2.73, 2.64
EPS	Float	Earnings per Share	1.17, 16.0, 4.25
52 Week High	Float	Highest price in the last 52 weeks	39.39, 227.38, 138.35
52 Week Low	Float	Lowest price in the last 52 weeks	28.44, 136.79, 100.69
Sector	String	Industry sector classification	Industrials, Energy, Healthcare

Market Capitalization Tiers

• Mega Cap (>$1T): 6 companies (AAPL, MSFT, NVDA, AMZN, GOOGL, META)
• Large Cap ($200B-$1T): 28 companies
• Mid Cap ($50B-$200B): 47 companies

Key Market Characteristics

Price Volatility by Sector

• Technology: Higher volatility (±3.5% daily range)
• Energy: High volatility (±4.0% daily range)
• Utilities: Lower volatility (±1.5% daily range)
• Healthcare/Financials: Moderate volatility (±2.5% daily range)

Trading Volume Patterns

• Mega Cap: 25M - 90M shares daily
• Large Cap: 8M - 35M shares daily
• Mid Cap: 2M - 15M shares daily
• Small Cap: 500K - 5M shares daily

Financial Metrics Distribution

• Average P/E Ratio: 25.9 (market-wide)
• Average Dividend Yield: 1.25%
• Price Range: $19 (T) to $3,850 (BKNG)
• EPS Range: $1.50 to $70.00

Notable Market Features

High-Value Stocks

• BKNG (Booking Holdings): $3,650-$3,850 range
• AVGO (Broadcom): $1,650-$1,750 range
• REGN (Regeneron): $1,050-$1,150 range
• LLY (Eli Lilly): $920-$980 range

High-Dividend Yielders

• T (AT&T): 7.1% dividend yield
• VZ (Verizon): 6.2% dividend yield
• PFE (Pfizer): 5.8% dividend yield

Growth & Technology Leaders

• NOW (ServiceNow): P/E ratio of 85
• NVDA (NVIDIA): P/E ratio of 45
• TSLA (Tesla): P/E ratio of 55

Data Quality & Realism Features

✅ Authentic Price Ranges: Based on realistic 2025 market projections ✅ Sector-Appropriate Volatility: Different volatility patterns by industry ✅ Correlated Metrics: P/E ratios, dividend yields, and EPS align with market caps ✅ Realistic Trading Volumes: Volume scaled appropriately to market cap ✅ Temporal Consistency: Logical price progression over 53-day period ✅ Market Cap Accuracy: Daily fluctuations reflect actual price movements

Intended Use Cases

• Financial Analysis & Modeling: Portfolio optimization, risk assessment
• Machine Learning Applications: Predictive modeling, algorithmic trading
• Educational Purposes: Finance courses, data science training
• Algorithm Development: Backtesting trading strategies
• Market Research: Sector analysis, correlation studies
• Visualization Projects: Interactive dashboards, market trend analysis

This dataset provides a comprehensive foundation for quantitative finance research, offering both breadth across market sectors and depth in daily trading dynamics while maintaining statistical realism throughout the observation period...

China's main stock market index, the SHANGHAI, rose to 3826 points on August 22, 2025, gaining 1.45% from the previous session. Over the past month, the index has climbed 6.80% and is up 34.03% 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.

Stocks traded, total value (current US$) in United States was reported at 42600207070000 USD in 2024, according to the World Bank collection of development indicators, compiled from officially recognized sources. United States - Stocks traded, total value - actual values, historical data, forecasts and projections were sourced from the World Bank on August of 2025.

It is estimated that the cumulative market cap of cryptocurrencies increased in early 2023 after the downfall in November 2022 due to FTX. That value declined in the summer of 2023, however, as international uncertainty grew over a potential recession. Bitcoin's market cap comprised the majority of the overall market capitalization. What is market cap? Market capitalization is a financial measure typically used for publicly traded firms, computed by multiplying the share price by the number of outstanding shares. However, cryptocurrency analysts calculate it as the price of the virtual currencies times the number of coins in the market. This gives cryptocurrency investors an idea of the overall market size, and watching the evolution of the measure tells how much money is flowing in or out of each cryptocurrency. Cryptocurrency as an investment The price of Bitcoin has been erratic, and most other cryptocurrencies follow its larger price swings. This volatility attracts investors who hope to buy when the price is low and sell at its peak, turning a profit. However, this does little for price stability. As such, few firms accept payment in cryptocurrencies. As of June 25, 2025, the cumulative market cap of cryptocurrencies reached a value of ******.

Japan's main stock market index, the JP225, rose to 42633 points on August 22, 2025, gaining 0.05% from the previous session. Over the past month, the index has climbed 3.55% and is up 11.13% compared to the same time last year, 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 August of 2025.

Crypto trader Binance ranked among the largest cryptocurrency exchangers in the world in 2024, with trading volume that was about four times as high as Bybit or OKX. It should be noted that these figures are separate from platforms Binance.US, Binance TR, or Binance.KR. The platform from the Cayman Islands faced investigations from the U.S. SEC, which came to a head in November 2023. Binance did not rank as the most used cryptocurrency exchanges used by consumers in the United States. Binance's settlement with the U.S. In November 2023, Binance agreed to pay a four billion U.S. dollar settlement with United States agencies — one of the biggest corporate fines in U.S. history. The U.S. Department of Justice investigated the platform for years for failure to prevent money laundering and growing crypto theft. The company's founder and CEO Changpeng Zhao pleaded guilty to the charges, agreeing to step down. Zhao would remain as the company's majority shareholder. The U.S. Treasury announced Binance will be subject to five years of monitoring and “significant compliance undertakings, including to ensure Binance’s complete exit from the United States.” Mixed signals from crypto companies The Binance settlement occurred in a month when overall crypto trading volume recorded its highest numbers for all of 2023. One of the main causes is the sudden popularity of FTT, a token released by FTX — the company founded by Sam Bankman-Fried. The developments surrounding Binance caused investors to move away from Binance's stablecoin BNB to the stablecoin from FTX. Earlier in November 2023, however, Coinbase saw its shares fall after announcing its quarterly performance figures.

The average exchange rate of the euro to the pound nearly reached 0.9 GBP over the course of 2022, a figure lower than in previous years. This is according to a comparison between average monthly and daily exchange rates. Figures changed, especially in the second half of 2022, after the British government first announced its inflation plans. By August 20, 2025, however, one euro was valued at 0.86 British pounds. The pound-to-euro exchange rate can be found on a different page.EstablishmentThe euro, which was established in 1992, introduced in non-physical form in 1999, and finally rolled out in 2002, is used by 19 of the 27 member states of the European Union. This group of 19 countries is otherwise known as the eurozone or euro area. By 2018, the total value of euro currency in circulation was almost 1.2 trillion euros, or over 3.4 thousand euros per capita.Euro to GBPBetween 2000 and 2009, the average annual exchange rate of the euro to the British pound sterling noted a steep increase. In 2009, the euro to British pound sterling annual average exchange rate was equal to 0.89, which meant that one euro could buy 0.89 British pounds. By 2016, this value had decreased to a value of 0.82, which again meant that one euro could buy 0.88 British pounds. The Brexit referendum is the likely reason for the noted increase in value of the euro to British pound sterling from 2017 onwards. The overall strengthening of the euro against the British pound following the referendum result in June 2016 can be seen in the monthly exchange rate.

Transactions in NFTs were significantly lower in 2024 than during the summer of 2021 when several tokens gained popularity. Most of these transactions were likely related to play-to-earn Vietnamese video game Axie Infinity, which became the world's most valuable NFT collection in August 2021 - although its sales volume did decline since. The gaming segment reported the highest sales volume of the non-fungible token (NFT) market in 2020, with over *** times the sales in sports projects. The overall market cap of NFTs in 2024, however, was noticeably smaller. NFT in 2024: Searching for legitimacy While cryptocurrency and Bitcoin saw their interest surge in early 2024 after the acceptance of Bitcoin ETFs in the United States, the NFT market has been struggling. For the larger audience, non-fungible tokens still seemed to be confusing what they are supposed to do, whereas crypto increasingly found legitimacy. The slowdown in the NFT market led one of the world's largest NFT marketplaces, OpenSea, to lay off large parts of its staff in October 2023. Solana to pave the way for NFTs? One of the blockchain networks that is closely affiliated with NFTs in 2024 is that of Solana. The monthly sales volume of this blockchain outperformed that of Ethereum in ************, causing Solana's market share in the overall crypto market to reach its highest value ever. Solana's position comes from relatively low costs but especially high transaction speeds and the sizable airdrops from multiple projects. This attracted significant amounts of capital, further fuelling the network. Solana's growth may provide the framework for the NFT market as a whole, as it slowly seeks to take over Ethereum's position in this part of the decentralized digital asset world.

Grayscale's Bitcoin ETF had a value that about ** percent lower than iShares Bitcoin Trust, but higher than other ETFs from across the world. This is according to a custom ranking on exchange trade funds filed in different countries. Grayscale's Bitcoin ETF first arrived in 2013, available only in OTC markets. It converted into an exchange trade fund in January 2024 when the SEC approved Bitcoin ETFs on the NYSE and the NASDAQ. BlackRock's fund did not exist yet. Bitcoin trading volume increased noticeably this month, as investors tried to sell their holdings and cash in on the built-up hype surrounding the new investment vehicles.

Pakistan's main stock market index, the KSE 100, rose to 149564 points on August 22, 2025, gaining 0.22% from the previous session. Over the past month, the index has climbed 7.40% and is up 89.80% 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 August of 2025.

Romania's main stock market index, the BET, fell to 20739 points on August 21, 2025, losing 0.27% from the previous session. Over the past month, the index has climbed 5.47% and is up 12.54% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks this benchmark index from Romania. Romania Stock Market (BET) - values, historical data, forecasts and news - updated on August of 2025.

Silver rose to 38.87 USD/t.oz on August 22, 2025, up 1.92% from the previous day. Over the past month, Silver's price has fallen 0.99%, but it is still 30.34% higher than a year ago, 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 August of 2025.