Introduction
Jupyter notebooks are a fantastic tool for interactive data analysis, but when it comes to deployment and traditional software development, Python scripts are typically preferred for their simplicity and readability.
This tutorial will guide you through the steps to transform a Jupyter notebook into a standalone Python script.
Converting a Jupyter notebook into a Python script
To convert your Jupyter notebook into a Python script, you have two options. The first option is to navigate to the Jupyter notebook, click on "File," then select "Download as," and choose "Python" from the dropdown menu (as shown in the screenshot below).
Alternatively, you can use the following command:
jupyter nbconvert --to python filename.ipynb
Substitute the term "filename" with the name of your Jupyter notebook.
Additional Tips
Optimizing the python file by removing comment lines
When converting your Jupyter notebook into a Python file, you may encounter numerous commented lines like
# In[2]
To remove these lines, you can use the following code:
filename = '/Users/johndoe/Desktop/filename.py'
txt = []
with open(filename, "r") as file:
for line in file:
if line.startswith('#'):
continue
#line = line.strip()
txt.append(line)
#print(txt)
print(''.join(txt))
Removing lines that contain line breaks
Additionally, we can also remove lines that contain line breaks
filename = '/Users/johndoe/Desktop/filename.py'
txt = []
with open(filename, "r") as file:
for line in file:
if line.startswith('#'):
continue
if len(txt)>0 and line == txt[-1]:
continue
#line = line.strip()
txt.append(line)
#print(txt)
print(''.join(txt))
References
Links | Site |
---|---|
nbconvert | nbconvert.readthedocs.io |