{"id":3958,"date":"2023-11-22T13:54:57","date_gmt":"2023-11-22T13:54:57","guid":{"rendered":"https:\/\/eodhd.com\/financial-academy\/?p=3958"},"modified":"2025-02-05T13:37:53","modified_gmt":"2025-02-05T13:37:53","slug":"how-to-trade-using-the-fibonacci-time-zones-with-python","status":"publish","type":"post","link":"https:\/\/eodhd.com\/financial-academy\/technical-analysis-examples\/how-to-trade-using-the-fibonacci-time-zones-with-python","title":{"rendered":"How to Trade using the Fibonacci Time Zones with Python"},"content":{"rendered":"\n

Last year I wrote a popular article on the Fibonacci Sequence and how it’s used in trading (it can be found here<\/a>). The article introduced two topics, namely Fibonacci Retracement Levels<\/a> and Fibonacci Extension Levels<\/a>. There are two additional topics called Fibonacci Time Zones<\/a> and Fibonacci Arcs and Fans<\/a> that are interesting as well. This article will cover Fibonacci Time Zones using data from the EODHD APIs Python library<\/a>.<\/p>\n\n\n\n

Register & Get Data<\/span><\/a><\/p>\n\n\n\n\n\n\n

What is the Fibonacci Sequence?<\/h2>\n\n\n\n

The Fibonacci Sequence is a series of numbers where each number is the sum of the two preceding numbers, usually starting from 0. The sequence is as follows: 0, 1, 1, 2, 3, 5, 8, 13, 21, 34, etc.<\/p>\n\n\n\n

The Fibonacci Sequence is remarkably prevalent in nature, often signifying an underlying order in biological structures and phenomena. Here are just a few examples:<\/p>\n\n\n\n

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  1. The spiral pattern of leaves around a stem of plants.<\/li>\n\n\n\n
  2. Number of petals on a variety of flowers E.g., 3, 5, 21, 34, 55, 89, etc.<\/li>\n\n\n\n
  3. Tree branches forming every 5th row of bark.<\/li>\n\n\n\n
  4. The spirals on and inside fruit and vegetables.<\/li>\n\n\n\n
  5. Animals that have spiral shells.<\/li>\n\n\n\n
  6. Some animals reproduce in numbers that follow the Fibonacci sequence.<\/li>\n\n\n\n
  7. The DNA molecule, the fundamental building block of life, measures 34 angstroms long by 21 angstroms wide for each full cycle of its double helix spiral, both Fibonacci numbers.<\/li>\n<\/ol>\n\n\n
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    Licensed Image from Adobe Stock<\/figcaption><\/figure>\n<\/div>\n\n\n

    These occurrences are often related to the concept of the “golden ratio” (approximately 1.618), a closely related concept where the ratio of two consecutive Fibonacci numbers approximates the golden ratio, especially as the sequence progresses. The “golden ratio” was covered in my previous article when calculating the Fibonacci Retracement and Extension levels.<\/p>\n\n\n\n

    How is the Fibonacci Sequence used in Trading?<\/h2>\n\n\n\n

    It’s not just nature where the Fibonacci Sequence and the “golden ratio” has been identified. There is a strong correlation with financial markets and it’s often used as a tool in technical analysis.<\/p>\n\n\n\n

    It’s important to understand that, like all technical analysis tools, Fibonacci methods are not a guarantee of future market movements. It is used to gauge potential future events based on historical patterns and should always be used in conjunction with other analysis methods and sound risk management strategies.<\/p>\n\n\n\n

    Let’s look at an example…<\/h2>\n\n\n\n

    For this tutorial I’m going to retrieve Apple’s (AAPL) hourly data using the EODHD APIs Python library<\/a>. If you don’t already have a subscription with EODHD APIs<\/a>, you will need to obtain an API Token<\/a>.

    You will want to install (or upgrade) the following Python libraries for this tutorial.<\/p>\n\n\n\n

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    $ python3 -m pip install eodhd pandas mplfinance matplotlib -U<\/code><\/pre>\n\n                <\/div>\n                
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