In this article we want to learn about Yahoo Finance API for Python, so first of all let’s talk about Yahoo Finance API.
What is Yahoo Finance API for Python?
Yahoo Finance is popular platform that provides financial data and news to investors and traders. it offers different financial tools and information that can be accessed through its APIs. in this article we want to explore how to use Yahoo Finance API for Python to retrieve financial data.
Yahoo Finance API for Python
First of all we need to install yahoo finance
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pip install yfinance |
You can use the API to get historical stock data for particular company. this is an example of how to retrieve the data for Apple Inc. (AAPL).
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import yfinance as yf aapl = yf.Ticker("AAPL") # get historical market data data = aapl.history(period="max") |
This will retrieve historical stock data for Apple Inc. from its inception to the present day.
You can also use API to retrieve live stock data for a particular company. this is an example of how to retrieve the data for Apple Inc, this code will retrieve the live stock data for Apple Inc, including the current price, volume and other information.
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import yfinance as yf aapl = yf.Ticker("AAPL") # get live market data data = aapl.info |
You can use the API to retrieve financial statements for a particular company. this is an example of how to retrieve the income statement for Apple Inc.
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import yfinance as yf aapl = yf.Ticker("AAPL") # get income statement income_statement = aapl.financials |
This is practical example code that retrieves the historical stock data for Apple Inc. (AAPL) using the Yahoo Finance API for Python:
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import yfinance as yf # Define ticker symbol tickerSymbol = 'AAPL' # Get data for the stock tickerData = yf.Ticker(tickerSymbol) # Get the historical prices for this stock tickerDf = tickerData.history(period='1d', start='2010-1-1', end='2023-3-31') # Print the data print(tickerDf) |
This code imports yfinance package, after that we have defined the ticker symbol for the stock (in this case, AAPL for Apple Inc.), and retrieves the historical prices for the stock from January 1, 2010 to March 31, 2023. resulting data will be printed in the terminal or command prompt, and will include information such as the opening and closing prices, high and low prices, volume and many more.
You can modify the code to retrieve different types of financial data such as live stock data or financial statements by using different functions from the yfinance package. but this example should give you a good starting point for using the Yahoo Finance API for Python.
Run the code and this will be the result
FAQs:
Is the Yahoo Finance API free?
Yes, the Yahoo Finance API is free to use for accessing financial data such as stock quotes, historical prices and market summaries. However, it’s important to note that Yahoo Finance has limitations on the frequency and volume of requests allowed per user, and the availability of certain features may be different over time.
How to install Yahoo Finance for Python?
To install Yahoo Finance for Python, you can use yfinance library, which provides an easy interface for accessing Yahoo Finance data. You can install yfinance using pip.
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pip install yfinance |
How to get data from Yahoo Finance with Python?
To get data from Yahoo Finance using Python, you can use yfinance library. This is a simple example of how to retrieve stock data for a specific ticker symbol:
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import yfinance as yf # Specify the ticker symbol ticker_symbol = 'AAPL' # Retrieve stock data stock_data = yf.Ticker(ticker_symbol) # Access historical prices historical_prices = stock_data.history(period='1y') print(historical_prices) |
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