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A/B testing & experimentation easy

How to Hash a User ID to an Experiment Bucket in Python

Deterministically map a user ID to one of N experiment buckets using MD5 hashing and modulo arithmetic.

hashing ab-testing bucketing
Python
import hashlib

def hash_to_bucket(user_id: str, num_buckets: int = 10) -> int:
    """Deterministically map a user_id to a bucket (0 to num_buckets-1)."""
    digest = hashlib.md5(user_id.encode("utf-8")).hexdigest()
    return int(digest[:8], 16) % num_buckets

if __name__ == "__main__":
    # Mock experiment: split…
14 0 Open

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Copy-ready Python snippets for learners and developers

PythonSkillset code samples are short, focused examples organised by topic and difficulty. Every snippet is server-rendered HTML — readable by search engines and easy to copy. Open any sample, read the notes, copy the code, then press Try in editor to run it in the browser with Pyodide.

How to use this library

  1. Pick a topic section — strings, lists, files, functions, and more
  2. Open a sample, read How it works, and copy the code block
  3. Run it in the IDE, tweak values, then take a related quiz or tutorial lesson

Samples vs tutorials and challenges

Samples are quick reference — one concept per page. For step-by-step teaching, use our Python tutorials. To test yourself, try quizzes or coding challenges. Clean up style with the Python formatter.