A python library dedicated for A/B testing analysis
Project description
A/B-testing
A/B testing is process which allows developer/data scientist to analyze and evaluate, the performance of products in an experiment. In this process two or more versions of a variable (web page, page element, products etc.) are shown to different segments of website visitors at the same time to determine which version leaves the maximum impact and drives business metrics.
In A/B testing, A refers to ‘control’ or the original testing variable. Whereas B refers to ‘treatment’ or a new version of the original testing variable. Impact of the results can be evaluated based on,
- Conversion Rate
- Significance test
Installation & Usage
- Installing the library from pypi - It has only dependency on pandas & numpy
pip install ab-testing-analysis
- Usages & working sample - Tutorial
from ab_testing import ABTest
ab_obj = ABTest(df,response_column='converted',group_column='group')
print(ab_obj.conversion_rate())
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
File details
Details for the file ab_testing-analysis-0.1.3.tar.gz
.
File metadata
- Download URL: ab_testing-analysis-0.1.3.tar.gz
- Upload date:
- Size: 4.6 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.10.4
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 2d085b3d99e870ae273fc85dfaa98c1d3feb3e3c8baaeb7611081a995de56d64 |
|
MD5 | d9025e9645096caef9e997051b75e7ee |
|
BLAKE2b-256 | 6e4838beb054a85d7db606dd878019571c257b56aaf12687f424f075848a0050 |
File details
Details for the file ab_testing_analysis-0.1.3-py3-none-any.whl
.
File metadata
- Download URL: ab_testing_analysis-0.1.3-py3-none-any.whl
- Upload date:
- Size: 5.4 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.10.4
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 61761d104ec4a2207eb66f15da6b677164d09681269e2410cf771c6cf7a3a2b4 |
|
MD5 | ed9941c95a937ca19fecd045d2d4b23b |
|
BLAKE2b-256 | f5710268ba0d9a854123e3ca92b43012383565566edeb29189b8f67b5ef301bd |