The dataset contains information about world's biggest companies.

Among them you can find companies founded in the US, the UK, Europe, Asia, South America, South Africa, Australia.

The dataset contains information about the year the company was founded, its' revenue and net income in years 2018 - 2020, and the industry.

I have included 2 csv files: the raw csv file if you want to practice cleaning the data, and the clean csv ready to be analyzed.

The third dataset includes the name of all the companies included in the previous datasets and 2 additional columns: number of employees and name of the founder.

In addition there's tesla.csv file containing shares prices for Tesla.

With a market capitalization of 3.12 trillion U.S. dollars as of May 2024, Microsoft was the world’s largest company that year. Rounding out the top five were some of the world’s most recognizable brands: Apple, NVIDIA, Google’s parent company Alphabet, and Amazon. Saudi Aramco led the ranking of the world's most profitable companies in 2023, with a pre-tax income of nearly 250 billion U.S. dollars. How are market value and market capitalization determined? Market value and market capitalization are two terms frequently used – and confused - when discussing the profitability and viability of companies. Strictly speaking, market capitalization (or market cap) is the worth of a company based on the total value of all their shares; an important metric when determining the comparative value of companies for trading opportunities. Accordingly, many stock exchanges such as the New York or London Stock Exchange release market capitalization data on their listed companies. On the other hand, market value technically refers to what a company is worth in a much broader context. It is determined by multiple factors, including profitability, corporate debt, and the market environment as a whole. In this sense it aims to estimate the overall value of a company, with share price only being one element. Market value is therefore useful for determining whether a company’s shares are over- or undervalued, and in arriving at a price if the company is to be sold. Such valuations are generally made on a case-by-case basis though, and not regularly reported. For this reason, market capitalization is often reported as market value. What are the top companies in the world? The answer to this question depends on the metric used. Although the largest company by market capitalization, Microsoft's global revenue did not manage to crack the top 20 companies. Rather, American multinational retailer Walmart was ranked as the largest company in the world by revenue. Walmart also had the highest number of employees in the world.

Top 50 Companies by Revenue (USD Millions)

Description : This dataset contains information on the largest companies in the world ranked by their revenue in USD millions. It includes key financial metrics and details about each company, making it a valuable resource for analysis and comparison.

This list comprises the world's largest companies by consolidated revenue, according to the Fortune Global 500 2024 rankings and other sources. American retail corporation Walmart has been the world's largest company by revenue since 2014. The list is limited to the largest 50 companies, all of which have annual revenues exceeding US$130 billion. This list is incomplete, as not all companies disclose their information to the media or general public. Out of 50 largest companies 23 are American, 17 Asian and 10 European.

Features :

• Rank: The rank of the company based on its revenue.
• Company_Name: The name of the company.
• Industry: The industry in which the company operates.
• Revenue (USD Millions): The total revenue of the company in millions of USD.
• Profit (USD Millions): The total profit of the company in millions of USD.
• Number of Employees: The total number of employees working for the company.
• Headquarters: The country where the company's headquarters is located.

Source : The data has been sourced from the Wikipedia page on List of Largest Companies by Revenue.

Usage : This dataset can be used for various analyses, including : - Financial performance comparisons across industries. - Visualization of the largest global companies. - Insights into employment statistics in relation to revenue.

Beginner-Friendly : This dataset is suitable for beginners looking to practice data analysis, data visualization, and financial comparisons. It provides a straightforward structure with easily understandable features, making it an excellent starting point for those new to data science.

This dataset consists of four regional CSV files :- Europe.csv, India.csv, Philippines.csv, and United_States.csv. Each file shows that location specific data for analysis. Each file likely contains information relevant to its respective region, enabling comparisons, trend exploration, and region based insights. **Files included :- **

• Europe.csv – Data specific to European countries or markets.

• India.csv – Data capturing India-related metrics or observations.

• Philippines.csv – Regional dataset focused on the Philippines.

• United_States.csv – Data from or about the United States.

Use Case: This dataset is ideal for performing regional analysis, such as comparing demographics, market behavior, economic indicators, or any domain-specific variables captured in each CSV. It allows analysts to study patterns across regions or deep-dive into a single country.

Graph and download economic data for Market Capitalization Outside of Top 10 Largest Companies to Total Market Capitalization for United States (DDAM02USA156NWDB) from 1998 to 2016 about market cap, companies, stock market, and USA.

The United States is home to some of the world's largest and most influential companies. Here are some of the largest companies in the United States by revenue:

1. Walmart: Walmart is the world's largest retailer, operating a chain of hypermarkets, discount department stores, and grocery stores. It is known for its low prices and wide selection of products.

2. Amazon: Amazon is a global e-commerce giant that sells a wide variety of products, including books, electronics, clothing, and groceries. It also provides cloud computing services through Amazon Web Services (AWS).

3. ExxonMobil: ExxonMobil is one of the world's largest oil and gas companies, engaged in exploration, production, refining, and marketing of petroleum products.

4. Apple: Apple is a technology company that designs, manufactures, and sells smartphones, computers, tablets, and other consumer electronics. It is known for its innovative products and user-friendly interface.

5. UnitedHealth Group: UnitedHealth Group is the largest health insurance company in the United States, offering a wide range of health insurance plans and health services.

6. Berkshire Hathaway: Berkshire Hathaway is a conglomerate holding company that owns a diverse range of businesses, including insurance, manufacturing, and retail. It is led by billionaire investor Warren Buffett.

7. CVS Health: CVS Health is a healthcare company that operates a chain of pharmacies and offers pharmacy benefits management services.

8. Alphabet: Alphabet is the parent company of Google, one of the world's largest technology companies. It also owns other subsidiaries, such as Waymo (self-driving cars) and YouTube.

9. Johnson & Johnson: Johnson & Johnson is a multinational healthcare company that manufactures and sells medical devices, pharmaceuticals, and consumer products.

10. JPMorgan Chase & Co.: JPMorgan Chase is a global financial services firm that offers a wide range of banking, investment, and financial services.

Graph and download economic data for Market Capitalization Outside of Top 10 Largest Companies to Total Market Capitalization for Indonesia (DDAM02IDA156NWDB) from 1998 to 2017 about market cap, Indonesia, companies, and stock market.

Graph and download economic data for Market Capitalization Outside of Top 10 Largest Companies to Total Market Capitalization for China (DDAM02CNA156NWDB) from 2001 to 2020 about market cap, companies, stock market, and China.

This dataset presents a clean, well-structured list of the world’s largest companies ranked by total revenue, scraped directly from Wikipedia’s “List of largest companies by revenue” page. It provides valuable insights into the global business landscape, covering major industries such as retail, oil & gas, technology, and energy. The dataset was created as part of a data scraping and cleaning project, showcasing how to extract real-world data from the web, clean it using Python (Pandas), and publish it in a machine-readable format for analytics and visualization.

Graph and download economic data for Market Capitalization Outside of Top 10 Largest Companies to Total Market Capitalization for Poland (DDAM02PLA156NWDB) from 1998 to 2020 about market cap, Poland, companies, and stock market.

Graph and download economic data for Market Capitalization Outside of Top 10 Largest Companies to Total Market Capitalization for Switzerland (DDAM02CHA156NWDB) from 1998 to 2018 about market cap, Switzerland, companies, and stock market.

Comparing the 114 selected regions regarding the number of newly registered businesses , the United Kingdom is leading the ranking (0.81 thousand companies) and is followed by Brazil with 0.8 thousand companies. At the other end of the spectrum is Bhutan with 0 thousand companies, indicating a difference of 0.81 thousand companies to the United Kingdom. Shown is the number of newly registered businesses. According to World bank, this refers to the number of new limited liability corporations (or its equivalent) that were registered within a given calendar year.The shown data are an excerpt of Statista's Key Market Indicators (KMI). The KMI are a collection of primary and secondary indicators on the macro-economic, demographic and technological environment in up to 150 countries and regions worldwide. All indicators are sourced from international and national statistical offices, trade associations and the trade press and they are processed to generate comparable data sets (see supplementary notes under details for more information).

In 1999, Microsoft Corp had a market capitalization of approximately 602.43 billion U.S dollars, making it the largest company in the world at the time. Seven of the ten largest companies worldwide in 1999 were based in the United States, with one company from Japan, and two from Europe.

Introduction:

This analysis delves into the financial performance of top companies by examining key metrics such as revenue, earnings, market capitalisation, P/E ratio, and dividend yield. By comparing these metrics, we gain a comprehensive understanding of a company's scale, profitability, market value, and growth potential. Through visualisations, the analysis also explores correlations between these metrics and offers insights into country-level performance, highlighting economic dominance across various sectors. This holistic approach provides a multi-dimensional view of global financial powerhouses, investor confidence, and regional economic trends.

Key Metrics Used:

1. Revenue (Trailing Twelve Months - TTM): - Definition: This is the total income generated by a company from its operations in the last twelve months. - Potential Insights: High revenue often indicates market dominance or high sales volume. Comparing revenues can reveal which companies are the largest in terms of business volume.

2. Earnings (TTM): - Definition: This refers to the company's profit after taxes and expenses over the trailing twelve months. - Potential Insights: Companies with high earnings are more efficient at converting revenue into profit, suggesting better profitability or cost management. A comparison of earnings provides insight into profitability rather than just scale.

3. Market Capitalisation (Market Cap): - Definition: Market cap is the total value of a company's outstanding shares of stock, calculated as stock price multiplied by the number of shares. It indicates the company’s size in the stock market. - Potential Insights: High market cap usually indicates investor confidence in the company. Comparing market cap among the top 15 companies reveals their relative size in financial markets.

4. P/E Ratio (TTM): - Definition: Price-to-Earnings (P/E) ratio measures a company's current share price relative to its per-share earnings. - Potential Insights: A high P/E ratio may indicate that investors expect high growth in the future, while a low P/E ratio could imply undervaluation or scepticism about growth. Companies are compared by their growth prospects or current valuation.

5. Dividend Yield (TTM): - Definition: Dividend yield is a financial ratio that shows how much a company pays out in dividends each year relative to its share price. - Potential Insights: High dividend yield may indicate that a company returns more income to shareholders. It’s particularly useful for income-focused investors.

In this combined analysis, we will integrate the observations from the visualisations with the key financial metrics definitions and insights, to offer a comprehensive view of the top companies and country-level analysis across various financial dimensions.

Data Visualisations

Visualisation 1: https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F13231939%2F2296eddd53ddd4b84346b1ea1324ec0a%2FScreenshot%202024-10-01%2015.16.51.png?generation=1727864461164331&alt=media" alt=""> Visualisation 2: https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F13231939%2Fb35516c91e54eda75a03ff073e94dd73%2FScreenshot%202024-10-01%2015.17.53.png?generation=1727864511265917&alt=media" alt=""> Visualisation 3: https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F13231939%2F506ca2428d34b15cd46e4a31261763d7%2FScreenshot%202024-10-01%2015.18.37.png?generation=1727864562835491&alt=media" alt=""> Visualisation 4: https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F13231939%2F41e7a3e28c757239d26226f6a0ccdca9%2FScreenshot%202024-10-01%2015.19.20.png?generation=1727864614352037&alt=media" alt=""> A Markdown document with the R code for the above visualisations. link

1. Revenue (Trailing Twelve Months - TTM)

• Definition: The total income generated from a company’s operations over the last 12 months.
• Insights from Charts:
  • Revenue vs Earnings (Visualisation 2): Companies like Saudi Aramco are massive outliers with high revenues and even higher earnings, indicating impressive profitability despite their revenue volume.
  • Top 10 Countries by Average Revenue (Visualisation 3): China, South Korea, and Japan are at the top, with companies generating significant business volumes.
  • Analysis: High revenue companies like Walmart dominate the market but may not always convert this into proportional earnings or market cap growth. This could be due to operational costs or sector-specific challenges (retail margins being lower than tech).

2. Earnings (TTM)

• Definition: Profits...

Graph and download economic data for Market Capitalization Outside of Top 10 Largest Companies to Total Market Capitalization for Hong Kong SAR, China (DDAM02HKA156NWDB) from 1998 to 2020 about Hong Kong, market cap, companies, and stock market.

Graph and download economic data for Market Capitalization Outside of Top 10 Largest Companies to Total Market Capitalization for Brazil (DDAM02BRA156NWDB) from 1998 to 2019 about market cap, Brazil, companies, and stock market.

Our Business Location Database includes data points such as company name, location, headcount, industry, and size. It offers extensive fresh and historical data, including even businesses that operate in stealth mode.

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Our Business Location Dataset provides information about millions of companies, allowing you to find your competitors and their locations.

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We recommend our Business Location Database for investors to discover and evaluate businesses with the highest potential in a certain area.

Gain strategic business insights, enhance decision-making, and maintain algorithms that signal investment opportunities with Coresignal’s global Business Location Data.

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5. Choose companies that fit you in terms of location, size, and headcount

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B2B Business Location Data saves time your employees would otherwise use to search for such information manually.

Use cases

1. Make a short list of the top prospects
2. Define which companies are large or small enough to buy your product
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4. Sort the companies by their distance from your warehouse to draw a line where selling won't result in satisfactory profit

As of October 29, 2025, Nvidia was the leading tech company by market capitalization globally at 5 trillion U.S. dollars. Nvidia became the first company to ever achieve the 5 trillion milestone, hitting this figure for the first time in October 2025. Apple ranked second at 4 trillion U.S. dollars, followed by Microsoft, Alphabet (Google), and Amazon. Nvidia's immense growth With a focus that began with origins in gaming, Nvidia's business strategy has been transformed by demand from data centers that sit at the heart of the AI boom. The company's chips have been favored to support the training and running of a range of large language models, most notably in the development of OpenAI's ChatGPT. Apple is also among the leaders Since its foundation in a Californian garage in 1976, Apple has expanded massively, becoming one of the most valuable companies in the world. The company started its origins in the PC industry with the Macintosh, but soon entered other segments of the consumer electronics market. Today, the iPhone is the most popular Apple product, although Mac, iPad, wearables, and services also contribute to its high revenues. Aiming at innovation, Apple invests every year in research and development, spanning a wide array of technologies from AI through to extended reality.

This dataset provides an overview of net zero targets for the 2,000 largest publicly-traded companies in the world by revenue. Data originally from Net Zero Tracker.

CompanyData.com, powered by BoldData, offers high-quality, verified company data from official trade registers around the world. Our Hong Kong database includes 1,978,451 verified company records, giving you a clear, up-to-date view of one of Asia’s most dynamic business hubs.

Each Hong Kong company profile is packed with firmographic and structural data, including company name, registration number, business status, legal entity type, incorporation date, and industry classification. Many records are enhanced with decision-maker contact details, such as email addresses, mobile numbers, and direct phone lines, where available.

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