High-quality data is extremely important nowadays. But before you start cleaning/processing it, you might want to check how complete the dataset really is:

from completely import measure

data = [{'name': 'Bob', 'age': 42}, {'name': 'Alice', 'age': None}, {'name': '', 'age': 100}]
print(measure(data))

# Output: 0.667

completely currently works with:

• strings / ints / floats
• lists
• sets
• dicts
• Nested objects of one of the above

pip install completely

We're happy about every meaningful contribution to this project via pull requests. If needed, we'll setup more precise guidelines on how to contribute at some point.