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converting a jupyter notebook to a python file is a common task that allows you to extract the code from your notebook for more traditional software development workflows. below is a step-by-step tutorial on how to do this, including code examples and explanations.

step 1: install jupyter notebook

if you haven't already installed jupyter notebook, you can do so via pip. open a terminal or command prompt and run:

```bash
pip install notebook
```

step 2: create or open a jupyter notebook

you can create a new jupyter notebook or open an existing one. to start jupyter notebook, run:

```bash
jupyter notebook
```

this command will open the jupyter notebook interface in your default web browser. you can create a new notebook by selecting "new" "python 3" from the menu.

step 3: write some code

here’s a simple example of code you might have in your jupyter notebook:

```python
sample code in a jupyter notebook
def add(x, y):
return x + y

result = add(5, 3)
print("the result is:", result)
```

step 4: convert jupyter notebook to python file

there are several ways to convert a jupyter notebook (`.ipynb`) to a python file (`.py`). below are the most common methods:

method 1: using the jupyter interface

1. in the jupyter notebook interface, go to the "file" menu.
2. select "download as" and then choose "python (.py)".

this will download the current notebook as a `.py` file to your local machine.

method 2: using command line

you can also convert a jupyter notebook to a python file using the command line with the `nbconvert` utility. open a terminal or command prompt and navigate to the directory containing your notebook, then run:

```bash
jupyter nbconvert --to script your_notebook.ipynb
```

replace `your_notebook.ipynb` with the name of your actual notebook file. this command will create a `.py` file with the same base name as your notebook in the same directory.

step 5: check the output

after running the `nbconvert` command, you should see a ne ...

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