100+ datasets found
  1. Stock Market Dataset

    • kaggle.com
    zip
    Updated Apr 2, 2020
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    Oleh Onyshchak (2020). Stock Market Dataset [Dataset]. http://doi.org/10.34740/kaggle/dsv/1054465
    Explore at:
    zip(547714524 bytes)Available download formats
    Dataset updated
    Apr 2, 2020
    Authors
    Oleh Onyshchak
    License

    https://creativecommons.org/publicdomain/zero/1.0/https://creativecommons.org/publicdomain/zero/1.0/

    Description

    Overview

    This dataset contains historical daily prices for all tickers currently trading on NASDAQ. The up to date list is available from nasdaqtrader.com. The historic data is retrieved from Yahoo finance via yfinance python package.

    It contains prices for up to 01 of April 2020. If you need more up to date data, just fork and re-run data collection script also available from Kaggle.

    Data Structure

    The date for every symbol is saved in CSV format with common fields:

    • Date - specifies trading date
    • Open - opening price
    • High - maximum price during the day
    • Low - minimum price during the day
    • Close - close price adjusted for splits
    • Adj Close - adjusted close price adjusted for both dividends and splits.
    • Volume - the number of shares that changed hands during a given day

    All that ticker data is then stored in either ETFs or stocks folder, depending on a type. Moreover, each filename is the corresponding ticker symbol. At last, symbols_valid_meta.csv contains some additional metadata for each ticker such as full name.

  2. M

    Microsoft - 39 Year Stock Price History | MSFT

    • macrotrends.net
    csv
    Updated Jun 30, 2025
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    MACROTRENDS (2025). Microsoft - 39 Year Stock Price History | MSFT [Dataset]. https://www.macrotrends.net/stocks/charts/MSFT/microsoft/stock-price-history
    Explore at:
    csvAvailable download formats
    Dataset updated
    Jun 30, 2025
    Dataset authored and provided by
    MACROTRENDS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    2010 - 2025
    Area covered
    United States
    Description

    The latest closing stock price for Microsoft as of June 18, 2025 is 480.24. An investor who bought $1,000 worth of Microsoft stock at the IPO in 1986 would have $8,056,718 today, roughly 8,057 times their original investment - a 25.94% compound annual growth rate over 39 years. The all-time high Microsoft stock closing price was 480.24 on June 18, 2025. The Microsoft 52-week high stock price is 481.00, which is 0.2% above the current share price. The Microsoft 52-week low stock price is 344.79, which is 28.2% below the current share price. The average Microsoft stock price for the last 52 weeks is 422.77. For more information on how our historical price data is adjusted see the Stock Price Adjustment Guide.

  3. T

    United States Stock Market Index Data

    • tradingeconomics.com
    • ar.tradingeconomics.com
    • +12more
    csv, excel, json, xml
    Updated May 15, 2025
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    TRADING ECONOMICS (2025). United States Stock Market Index Data [Dataset]. https://tradingeconomics.com/united-states/stock-market
    Explore at:
    excel, xml, json, csvAvailable download formats
    Dataset updated
    May 15, 2025
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 3, 1928 - Jun 27, 2025
    Area covered
    United States
    Description

    The main stock market index of United States, the US500, rose to 6173 points on June 27, 2025, gaining 0.52% from the previous session. Over the past month, the index has climbed 4.83% and is up 13.05% 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 June of 2025.

  4. M

    Alphabet - 21 Year Stock Price History | GOOGL

    • macrotrends.net
    csv
    Updated Jun 30, 2025
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    MACROTRENDS (2025). Alphabet - 21 Year Stock Price History | GOOGL [Dataset]. https://www.macrotrends.net/stocks/charts/GOOGL/alphabet/stock-price-history
    Explore at:
    csvAvailable download formats
    Dataset updated
    Jun 30, 2025
    Dataset authored and provided by
    MACROTRENDS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    2010 - 2025
    Area covered
    United States
    Description

    The latest closing stock price for Alphabet as of June 18, 2025 is 173.86. An investor who bought $1,000 worth of Alphabet stock at the IPO in 2004 would have $68,661 today, roughly 69 times their original investment - a 22.39% compound annual growth rate over 21 years. The all-time high Alphabet stock closing price was 205.89 on February 04, 2025. The Alphabet 52-week high stock price is 207.05, which is 19.1% above the current share price. The Alphabet 52-week low stock price is 140.53, which is 19.2% below the current share price. The average Alphabet stock price for the last 52 weeks is 172.15. For more information on how our historical price data is adjusted see the Stock Price Adjustment Guide.

  5. Stock Portfolio Data with Prices and Indices

    • kaggle.com
    Updated Mar 23, 2025
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    Nikita Manaenkov (2025). Stock Portfolio Data with Prices and Indices [Dataset]. http://doi.org/10.34740/kaggle/dsv/11140976
    Explore at:
    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Mar 23, 2025
    Dataset provided by
    Kaggle
    Authors
    Nikita Manaenkov
    License

    https://www.gnu.org/licenses/gpl-3.0.htmlhttps://www.gnu.org/licenses/gpl-3.0.html

    Description

    This dataset consists of five CSV files that provide detailed data on a stock portfolio and related market performance over the last 5 years. It includes portfolio positions, stock prices, and major U.S. market indices (NASDAQ, S&P 500, and Dow Jones). The data is essential for conducting portfolio analysis, financial modeling, and performance tracking.

    1. Portfolio

    This file contains the portfolio composition with details about individual stock positions, including the quantity of shares, sector, and their respective weights in the portfolio. The data also includes the stock's closing price.

    • Columns:
      • Ticker: The stock symbol (e.g., AAPL, TSLA)
      • Quantity: The number of shares in the portfolio
      • Sector: The sector the stock belongs to (e.g., Technology, Healthcare)
      • Close: The closing price of the stock
      • Weight: The weight of the stock in the portfolio (as a percentage of total portfolio)

    2. Portfolio Prices

    This file contains historical pricing data for the stocks in the portfolio. It includes daily open, high, low, close prices, adjusted close prices, returns, and volume of traded stocks.

    • Columns:
      • Date: The date of the data point
      • Ticker: The stock symbol
      • Open: The opening price of the stock on that day
      • High: The highest price reached on that day
      • Low: The lowest price reached on that day
      • Close: The closing price of the stock
      • Adjusted: The adjusted closing price after stock splits and dividends
      • Returns: Daily percentage return based on close prices
      • Volume: The volume of shares traded that day

    3. NASDAQ

    This file contains historical pricing data for the NASDAQ Composite index, providing similar data as in the Portfolio Prices file, but for the NASDAQ market index.

    • Columns:
      • Date: The date of the data point
      • Ticker: The stock symbol (for NASDAQ index, this will be "IXIC")
      • Open: The opening price of the index
      • High: The highest value reached on that day
      • Low: The lowest value reached on that day
      • Close: The closing value of the index
      • Adjusted: The adjusted closing value after any corporate actions
      • Returns: Daily percentage return based on close values
      • Volume: The volume of shares traded

    4. S&P 500

    This file contains similar historical pricing data, but for the S&P 500 index, providing insights into the performance of the top 500 U.S. companies.

    • Columns:
      • Date: The date of the data point
      • Ticker: The stock symbol (for S&P 500 index, this will be "SPX")
      • Open: The opening price of the index
      • High: The highest value reached on that day
      • Low: The lowest value reached on that day
      • Close: The closing value of the index
      • Adjusted: The adjusted closing value after any corporate actions
      • Returns: Daily percentage return based on close values
      • Volume: The volume of shares traded

    5. Dow Jones

    This file contains similar historical pricing data for the Dow Jones Industrial Average, providing insights into one of the most widely followed stock market indices in the world.

    • Columns:
      • Date: The date of the data point
      • Ticker: The stock symbol (for Dow Jones index, this will be "DJI")
      • Open: The opening price of the index
      • High: The highest value reached on that day
      • Low: The lowest value reached on that day
      • Close: The closing value of the index
      • Adjusted: The adjusted closing value after any corporate actions
      • Returns: Daily percentage return based on close values
      • Volume: The volume of shares traded

    Personal Portfolio Data

    This data is received using a custom framework that fetches real-time and historical stock data from Yahoo Finance. It provides the portfolio’s data based on user-specific stock holdings and performance, allowing for personalized analysis. The personal framework ensures the portfolio data is automatically retrieved and updated with the latest stock prices, returns, and performance metrics.

    This part of the dataset would typically involve data specific to a particular user’s stock positions, weights, and performance, which can be integrated with the other files for portfolio performance analysis.

  6. i

    Data set for predicting stock prices based on historical data and sentiment...

    • ieee-dataport.org
    Updated Mar 18, 2023
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    Guangyu Mu (2023). Data set for predicting stock prices based on historical data and sentiment indicators [Dataset]. https://ieee-dataport.org/documents/data-set-predicting-stock-prices-based-historical-data-and-sentiment-indicators
    Explore at:
    Dataset updated
    Mar 18, 2023
    Authors
    Guangyu Mu
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    It include Multi-source data that affect stock prices

  7. T

    National Western Life | NWLI - Stock Price | Live Quote | Historical Chart

    • tradingeconomics.com
    csv, excel, json, xml
    Updated Dec 4, 2015
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    TRADING ECONOMICS (2015). National Western Life | NWLI - Stock Price | Live Quote | Historical Chart [Dataset]. https://tradingeconomics.com/nwli:us
    Explore at:
    xml, excel, json, csvAvailable download formats
    Dataset updated
    Dec 4, 2015
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 2000 - Jun 29, 2025
    Area covered
    United States
    Description

    National Western Life stock price, live market quote, shares value, historical data, intraday chart, earnings per share and news.

  8. M

    Exxon - 41 Year Stock Price History | XOM

    • macrotrends.net
    csv
    Updated Jun 30, 2025
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    MACROTRENDS (2025). Exxon - 41 Year Stock Price History | XOM [Dataset]. https://www.macrotrends.net/stocks/charts/XOM/exxon/stock-price-history
    Explore at:
    csvAvailable download formats
    Dataset updated
    Jun 30, 2025
    Dataset authored and provided by
    MACROTRENDS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    2010 - 2025
    Area covered
    United States
    Description

    The latest closing stock price for Exxon as of June 02, 2025 is 103.05. An investor who bought $1,000 worth of Exxon stock at the IPO in 1984 would have $40,929 today, roughly 41 times their original investment - a 9.54% compound annual growth rate over 41 years. The all-time high Exxon stock closing price was 122.12 on October 07, 2024. The Exxon 52-week high stock price is 126.34, which is 22.6% above the current share price. The Exxon 52-week low stock price is 97.80, which is 5.1% below the current share price. The average Exxon stock price for the last 52 weeks is 112.83. For more information on how our historical price data is adjusted see the Stock Price Adjustment Guide.

  9. h

    deepstock-stock-historical-prices-dataset-processed

    • huggingface.co
    + more versions
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    Lukas Abrie Nel, deepstock-stock-historical-prices-dataset-processed [Dataset]. https://huggingface.co/datasets/2084Collective/deepstock-stock-historical-prices-dataset-processed
    Explore at:
    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Authors
    Lukas Abrie Nel
    Description

    2084Collective/deepstock-stock-historical-prices-dataset-processed dataset hosted on Hugging Face and contributed by the HF Datasets community

  10. M

    Tesla - 15 Year Stock Price History | TSLA

    • macrotrends.net
    csv
    Updated Jun 30, 2025
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    MACROTRENDS (2025). Tesla - 15 Year Stock Price History | TSLA [Dataset]. https://www.macrotrends.net/stocks/charts/TSLA/tesla/stock-price-history
    Explore at:
    csvAvailable download formats
    Dataset updated
    Jun 30, 2025
    Dataset authored and provided by
    MACROTRENDS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    2010 - 2025
    Area covered
    United States
    Description

    The latest closing stock price for Tesla as of June 17, 2025 is 316.39. An investor who bought $1,000 worth of Tesla stock at the IPO in 2010 would have $197,650 today, roughly 198 times their original investment - a 42.30% compound annual growth rate over 15 years. The all-time high Tesla stock closing price was 479.86 on December 17, 2024. The Tesla 52-week high stock price is 488.54, which is 54.4% above the current share price. The Tesla 52-week low stock price is 179.66, which is 43.2% below the current share price. The average Tesla stock price for the last 52 weeks is 291.40. For more information on how our historical price data is adjusted see the Stock Price Adjustment Guide.

  11. T

    NIO - Stock Price | Live Quote | Historical Chart

    • tradingeconomics.com
    csv, excel, json, xml
    Updated Sep 11, 2018
    + more versions
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    TRADING ECONOMICS (2018). NIO - Stock Price | Live Quote | Historical Chart [Dataset]. https://tradingeconomics.com/nio:us
    Explore at:
    xml, csv, json, excelAvailable download formats
    Dataset updated
    Sep 11, 2018
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 2000 - Jun 28, 2025
    Area covered
    United States
    Description

    NIO stock price, live market quote, shares value, historical data, intraday chart, earnings per share and news.

  12. T

    Fox | FOX - Stock Price | Live Quote | Historical Chart

    • tradingeconomics.com
    csv, excel, json, xml
    Updated Mar 21, 2019
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    TRADING ECONOMICS (2019). Fox | FOX - Stock Price | Live Quote | Historical Chart [Dataset]. https://tradingeconomics.com/fox:us
    Explore at:
    json, excel, csv, xmlAvailable download formats
    Dataset updated
    Mar 21, 2019
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 2000 - Jun 29, 2025
    Area covered
    United States
    Description

    Fox stock price, live market quote, shares value, historical data, intraday chart, earnings per share and news.

  13. M

    S&P 500 - 100 Year Historical Chart

    • macrotrends.net
    csv
    Updated Jun 30, 2025
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    MACROTRENDS (2025). S&P 500 - 100 Year Historical Chart [Dataset]. https://www.macrotrends.net/2324/sp-500-historical-chart-data
    Explore at:
    csvAvailable download formats
    Dataset updated
    Jun 30, 2025
    Dataset authored and provided by
    MACROTRENDS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    1915 - 2025
    Area covered
    United States
    Description

    Interactive chart of the S&P 500 stock market index since 1927. 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.

  14. T

    SATS - Stock Price | Live Quote | Historical Chart

    • tradingeconomics.com
    csv, excel, json, xml
    Updated Jun 29, 2017
    + more versions
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    TRADING ECONOMICS (2017). SATS - Stock Price | Live Quote | Historical Chart [Dataset]. https://tradingeconomics.com/sats:sp
    Explore at:
    excel, csv, json, xmlAvailable download formats
    Dataset updated
    Jun 29, 2017
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 2000 - Jun 28, 2025
    Area covered
    Singapore
    Description

    SATS stock price, live market quote, shares value, historical data, intraday chart, earnings per share and news.

  15. T

    Beyond | OSTK - Stock Price | Live Quote | Historical Chart

    • tradingeconomics.com
    csv, excel, json, xml
    Updated Dec 4, 2015
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    TRADING ECONOMICS (2015). Beyond | OSTK - Stock Price | Live Quote | Historical Chart [Dataset]. https://tradingeconomics.com/ostk:us
    Explore at:
    csv, json, excel, xmlAvailable download formats
    Dataset updated
    Dec 4, 2015
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 2000 - Jun 28, 2025
    Area covered
    United States
    Description

    Beyond stock price, live market quote, shares value, historical data, intraday chart, earnings per share and news.

  16. T

    Washington Federal | WAFD - Stock Price | Live Quote | Historical Chart

    • tradingeconomics.com
    csv, excel, json, xml
    Updated May 31, 2017
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    TRADING ECONOMICS (2017). Washington Federal | WAFD - Stock Price | Live Quote | Historical Chart [Dataset]. https://tradingeconomics.com/wafd:us
    Explore at:
    excel, json, csv, xmlAvailable download formats
    Dataset updated
    May 31, 2017
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 2000 - Jun 29, 2025
    Area covered
    United States
    Description

    Washington Federal stock price, live market quote, shares value, historical data, intraday chart, earnings per share and news.

  17. A

    ‘Samsung Electronics Stock Historical Price ’ analyzed by Analyst-2

    • analyst-2.ai
    Updated Feb 15, 2022
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    Analyst-2 (analyst-2.ai) / Inspirient GmbH (inspirient.com) (2022). ‘Samsung Electronics Stock Historical Price ’ analyzed by Analyst-2 [Dataset]. https://analyst-2.ai/analysis/kaggle-samsung-electronics-stock-historical-price-3b8f/c80712e5/?iid=002-529&v=presentation
    Explore at:
    Dataset updated
    Feb 15, 2022
    Dataset authored and provided by
    Analyst-2 (analyst-2.ai) / Inspirient GmbH (inspirient.com)
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    Analysis of ‘Samsung Electronics Stock Historical Price ’ provided by Analyst-2 (analyst-2.ai), based on source dataset retrieved from https://www.kaggle.com/caesarmario/samsung-electronics-stock-historical-price on 13 February 2022.

    --- Dataset description provided by original source is as follows ---

    Samsung Electronics Stock Historical Price (005930.KS)

    from June 2019 until February 2022

    ▶ Context 📝

    The dataset is taken from Yahoo Finance website. It is about historical stock price for Samsung Electronics Co., Ltd.

    ▶ Acknowledgements 🙏

    I'd like to clarify that I'm only making data about historical stock price of Samsung Electronics Co., Ltd. available to Kaggle community.

    ▶ Inspiration 💭

    • Forecasting stock price after June 2019
    • Implementing machine learning models.
    • Perform data analysis/data visualization of historical stock price.

    📷 Image by Babak.

    --- Original source retains full ownership of the source dataset ---

  18. M

    Bank Of America - 41 Year Stock Price History | BAC

    • macrotrends.net
    csv
    Updated May 31, 2025
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    MACROTRENDS (2025). Bank Of America - 41 Year Stock Price History | BAC [Dataset]. https://www.macrotrends.net/stocks/charts/BAC/bank-of-america/stock-price-history
    Explore at:
    csvAvailable download formats
    Dataset updated
    May 31, 2025
    Dataset authored and provided by
    MACROTRENDS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    2010 - 2025
    Area covered
    United States
    Description

    The latest closing stock price for Bank Of America as of May 27, 2025 is 44.22. An investor who bought $1,000 worth of Bank Of America stock at the IPO in 1984 would have $30,631 today, roughly 31 times their original investment - a 8.79% compound annual growth rate over 41 years. The all-time high Bank Of America stock closing price was 47.44 on February 06, 2025. The Bank Of America 52-week high stock price is 48.08, which is 8.7% above the current share price. The Bank Of America 52-week low stock price is 33.06, which is 25.2% below the current share price. The average Bank Of America stock price for the last 52 weeks is 42.15. For more information on how our historical price data is adjusted see the Stock Price Adjustment Guide.

  19. T

    CBOE - Stock Price | Live Quote | Historical Chart

    • tradingeconomics.com
    csv, excel, json, xml
    Updated Mar 25, 2016
    + more versions
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    TRADING ECONOMICS (2016). CBOE - Stock Price | Live Quote | Historical Chart [Dataset]. https://tradingeconomics.com/cboe:us
    Explore at:
    csv, xml, excel, jsonAvailable download formats
    Dataset updated
    Mar 25, 2016
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 2000 - Jun 28, 2025
    Area covered
    United States
    Description

    CBOE stock price, live market quote, shares value, historical data, intraday chart, earnings per share and news.

  20. T

    WestRock | WRK - Stock Price | Live Quote | Historical Chart

    • tradingeconomics.com
    csv, excel, json, xml
    Updated Jun 3, 2016
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    TRADING ECONOMICS (2016). WestRock | WRK - Stock Price | Live Quote | Historical Chart [Dataset]. https://tradingeconomics.com/wrk:us
    Explore at:
    csv, xml, json, excelAvailable download formats
    Dataset updated
    Jun 3, 2016
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 2000 - Jun 28, 2025
    Area covered
    United States
    Description

    WestRock stock price, live market quote, shares value, historical data, intraday chart, earnings per share and news.

Share
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TwitterTwitter
Email
Click to copy link
Link copied
Close
Cite
Oleh Onyshchak (2020). Stock Market Dataset [Dataset]. http://doi.org/10.34740/kaggle/dsv/1054465
Organization logo

Stock Market Dataset

Historical daily prices of Nasdaq-traded stocks and ETFs

Explore at:
3 scholarly articles cite this dataset (View in Google Scholar)
zip(547714524 bytes)Available download formats
Dataset updated
Apr 2, 2020
Authors
Oleh Onyshchak
License

https://creativecommons.org/publicdomain/zero/1.0/https://creativecommons.org/publicdomain/zero/1.0/

Description

Overview

This dataset contains historical daily prices for all tickers currently trading on NASDAQ. The up to date list is available from nasdaqtrader.com. The historic data is retrieved from Yahoo finance via yfinance python package.

It contains prices for up to 01 of April 2020. If you need more up to date data, just fork and re-run data collection script also available from Kaggle.

Data Structure

The date for every symbol is saved in CSV format with common fields:

  • Date - specifies trading date
  • Open - opening price
  • High - maximum price during the day
  • Low - minimum price during the day
  • Close - close price adjusted for splits
  • Adj Close - adjusted close price adjusted for both dividends and splits.
  • Volume - the number of shares that changed hands during a given day

All that ticker data is then stored in either ETFs or stocks folder, depending on a type. Moreover, each filename is the corresponding ticker symbol. At last, symbols_valid_meta.csv contains some additional metadata for each ticker such as full name.

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