Magic commands are a feature of iPython, which is a superset of python. They allow for shell-style commands, and are preceded by a %. They can be programmed to do anything, presumably your set-up has an install command. You can also do shell commands directly using !. For instance, !echo hi. Answer from Deleted User on reddit.com
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IPython
ipython.readthedocs.io › en › stable › interactive › magics.html
Built-in magic commands — IPython 9.13.0 documentation
February 2, 2026 - For example, the IPython kernel uses the % syntax element for Magics as % is not a valid unary operator in Python. However, % might have meaning in other languages. Here is the help auto-generated from the docstrings of all the available Magics functions that IPython ships with. You can create and register your own Magics with IPython. You can find many user defined Magics on PyPI. Feel free to publish your own and use the Framework :: IPython trove classifier. ... Define an alias for a system command.
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Python Data Science Handbook
jakevdp.github.io › PythonDataScienceHandbook › 01.03-magic-commands.html
IPython Magic Commands | Python Data Science Handbook
Another example of a useful magic function is %timeit, which will automatically determine the execution time of the single-line Python statement that follows it. For example, we may want to check the performance of a list comprehension: In [8]: %timeit L = [n ** 2 for n in range(1000)] 1000 loops, best of 3: 325 µs per loop · The benefit of %timeit is that for short commands it will automatically perform multiple runs in order to attain more robust results.
Discussions

python - How to run IPython magic from a script - Stack Overflow
The IPython %timeit magic command does its job well for measuring time required to run some Python code. Now, I want to use something analogous in the Python script. I know about the timeit module, More on stackoverflow.com
🌐 stackoverflow.com
Run a magic command and use the output in Python?

Have a look here:

https://stackoverflow.com/questions/30059132/how-to-store-ipython-magic-output-into-variable/64020076

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March 27, 2021
How to use IPython in VS Code?

When you've installed ipython in the current environment with the command pip install ipython , type ipython to enter interactive mode. Python: Start REPL is to activate a terminal for python, not ipython.

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Reddit
reddit.com › r/learnpython › what exactly are magic commands?
r/learnpython on Reddit: What exactly are magic commands?
January 29, 2024 -

Hello all, just had a quick question on what exactly is a magic command?

I am working in a 3P environment where I have no control over libraries/modules installed, but help desk (for a lack of a better term) let me know that I can use the magic command as a "work around"? I.e. %install xlsxwriter?

What is the point of this, and what does it do exactly? My uneducated guess is that it installs a module each time you run the script?

Any help would be greatly appreciated. Thank you all!!

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TutorialsPoint
tutorialspoint.com › jupyter › ipython_magic_commands.htm
IPython - Magic Commands
They are useful to embed invalid python syntax in their work flow. ... They are similar to command line calls. They start with % character. Rest of the line is its argument passed without parentheses or quotes. Line magics can be used as expression and their return value can be assigned to variable.
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GeeksforGeeks
geeksforgeeks.org › python › useful-ipython-magic-commands
Useful IPython magic commands - GeeksforGeeks
July 23, 2025 - There are a lot of magic functions but in this article, we discuss the most commonly used magic functions. The Jupyter Notebook is the original web application for creating and sharing computational documents that contain live code, equations, visualizations, and narrative text. It offers a simple, streamlined, document-centric experience. Jupyter has support for over 40 different programming languages and Python is one of them. Magic commands generally known as magic functions are special commands in IPython that provide special functionalities to users like modifying the behavior of a code cell explicitly, simplifying common tasks like timing code execution, profiling, etc.
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Problem Solving with Python
problemsolvingwithpython.com › 02-Jupyter-Notebooks › 02.06-Magic-Commands
Magic Commands - Problem Solving with Python
Jupyter notebook code cells can contain special commands which are not valid Python code but affect the behavior of the notebook. These special commands are called magic commands. ... Entering the %matplotlib inline command at the top of a Jupyter notebook renders Matplotlib plots in cells ...
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Stata
stata.com › python › pystata19 › notebook › Magic Commands0.html
Magic commands — pystata documentation
The magic commands, or magics, are handy commands built into the IPython kernel that make it easy to perform particular tasks, for example, interacting Python’s capabilities with the operating system, another programming language, or a kernel.
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KDnuggets
kdnuggets.com › jupyter-notebook-magic-methods-cheat-sheet
Jupyter Notebook Magic Methods Cheat Sheet - KDnuggets
February 15, 2024 - The cheat sheet encompasses a wide array of magic commands, including the following: %lsmagic: Shows a list of all available magic commands. %history -n: Displays the last n commands with their line numbers. %%time: Measures the execution time of a code block. %quickref: Provides a quick reference of common magic commands and their descriptions. %env: Displays a list of all environment variables. %load and %run: Load and execute external Python scripts, respectively.
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Coderz Column
coderzcolumn.com › tutorials › python › list-of-useful-magic-commands-in-jupyter-notebook-lab
Useful Magic Commands in Jupyter Notebook / Lab by Sunny Solanki
6: >>> %alias_magic currdir pwd 7: >>> %currdir 8: >>> def addition(a,b): ... return a+b ... 9: >>> %autocall · The %doctest_mode line command informs the IPython kernel to behave as much as a normal python shell which will influence how it asks for values and prints output.
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Medium
medium.com › @marc.bolle › learn-these-15-magic-commands-in-jupyter-notebook-to-save-time-a864ca9b15c7
Learn These 15 Magic Commands in Jupyter Notebook to Save Time | by Marc Bolle | Medium
May 19, 2023 - As an example, I created the following Python script which onlain contains a print() function: ... %load is pretty similar to %run. This command will load the contents of an external script into a cell in your current Jupyter Notebook.
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Kaggle
kaggle.com › code › matinmahmoudi › complete-guide-to-magic-commands-a-to-z
Complete Guide to IPython Magic Commands A to Z
Checking your browser before accessing www.kaggle.com · Click here if you are not automatically redirected after 5 seconds
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Psu
courses.ems.psu.edu › geog489 › node › 2205
3.6.3 Magic commands | GEOG 489: Advanced Python Programming for GIS
This happens behind the scenes, so you will always only see the magic command in your notebook. Magic commands start with a single % symbol if they are line-oriented meaning they should be applied to the remaining content of the line, and with %% if they are cell-oriented meaning they should be applied to the rest of the cell.
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Medium
medium.com › techtofreedom › 9-ipython-magic-commands-that-make-your-programming-easier-67d35d74c0e6
9 IPython Magic Commands That Make Your Programming Easier | by Yang Zhou | TechToFreedom | Medium
January 15, 2023 - Of course, we can merely use IPython as a normal Python prompt without harnessing any special tricks. However, it would be a big leverage if you can spend a while learning some IPython magical tricks and apply them in your daily coding practice. This article will summarize 9 easy-to-use IPython magic commands with intuitive examples.
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Nexacu
nexacu.com › home › insights-blog › python magic commands
Python Magic Commands in Jupyter | Nexacu
Magic commands are an enhancement of the interactive IPython kernel (used by Jupyter) and make performing common tasks easier than using Python code alone.
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Readthedocs
scipy-ipython.readthedocs.io › en › latest › interactive › magics.html
Built-in magic commands — IPython 7.3.0.dev documentation
For example, the IPython kernel ... in Python. However, % might have meaning in other languages. Here is the help auto-generated from the docstrings of all the available Magics function that IPython ships with. You can create an register your own Magics with IPython. You can find many user defined Magics on PyPI. Feel free to publish your own and use the Framework :: IPython trove classifier. ... Define an alias for a system command...
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IPython
ipython.readthedocs.io › en › 9.2.0 › interactive › magics.html
Built-in magic commands — IPython 9.2.0 documentation
For example, the IPython kernel uses the % syntax element for Magics as % is not a valid unary operator in Python. However, % might have meaning in other languages. Here is the help auto-generated from the docstrings of all the available Magics functions that IPython ships with. You can create and register your own Magics with IPython. You can find many user defined Magics on PyPI. Feel free to publish your own and use the Framework :: IPython trove classifier. ... Define an alias for a system command.
🌐
Medium
medium.com › analytics-vidhya › magic-commands-in-ipython-f4c63c9aea98
Magic commands in IPython.. Help yourself with some Jupyter magic. | by Bogdan Samoletskyi | Analytics Vidhya | Medium
May 4, 2021 - So, when you see this symbol, you know that is the magic command. But! there’s an exception — by default you no need to put this symbol before the automatic command unless you don’t have a variable with the same name already. However, you can insist to use this prefix with automagic commands using the command %automagic 0.
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LabEx
labex.io › tutorials › python-what-are-magic-commands-in-python-ipython-397709
What are magic commands in Python IPython | LabEx
They provide a way to execute system commands, manage the IPython environment, and perform various tasks that are not easily achievable with standard Python syntax. ... Productivity Enhancement: They allow you to perform common tasks more ...
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IPython
ipython.readthedocs.io › en › 9.0.2 › interactive › magics.html
Built-in magic commands — IPython 9.0.2 documentation
March 8, 2025 - For example, the IPython kernel ... in Python. However, % might have meaning in other languages. Here is the help auto-generated from the docstrings of all the available Magics functions that IPython ships with. You can create and register your own Magics with IPython. You can find many user defined Magics on PyPI. Feel free to publish your own and use the Framework :: IPython trove classifier. ... Define an alias for a system command...
Top answer
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It depends on which version of IPython you have. If you have 1.x:

from IPython import get_ipython
ipython = get_ipython()

If you have an older version:

import IPython.core.ipapi  
ipython = IPython.core.ipapi.get()

or

import IPython.ipapi  
ipython = IPython.ipapi.get()

Once that's done, run a magic command like this:

ipython.magic("timeit abs(-42)")

Note: The script must be run via ipython.

See Line magics

magic(...) is deprecated since IPython 0.13, use run_line_magic(magic_name, parameter_s)

ipython.run_line_magic("timeit", "abs(-42)")
run_line_magic(magic_name: str, line, _stack_depth=1) method of ipykernel.zmqshell.ZMQInteractiveShell instance
    Execute the given line magic.
    
    Parameters
    ----------
    magic_name : str
        Name of the desired magic function, without '%' prefix.
    line : str
        The rest of the input line as a single string.
    _stack_depth : int
        If run_line_magic() is called from magic() then _stack_depth=2.
        This is added to ensure backward compatibility for use of 'get_ipython().magic()'

Also see ipython.run_cell_magic and Cell magics

run_cell_magic(magic_name, line, cell) method of ipykernel.zmqshell.ZMQInteractiveShell instance
    Execute the given cell magic.
    
    Parameters
    ----------
    magic_name : str
        Name of the desired magic function, without '%' prefix.
    line : str
        The rest of the first input line as a single string.
    cell : str
        The body of the cell as a (possibly multiline) string.
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Both IPython and the timeit module, when called with python -m timeit, execute the same loop with a growing value of number until the timing result surpasses a certain threshold that guarantees the time measurement is mostly free of operating system interferences.

You can compare the IPython implementation of the %timeit magic with the Python timeit standard module to see that they are doing mostly the same.

So, answering your question, you should probably replicate the same loop until you find the correct value for the number parameter.