Overview
Anovos is a an open source project, built by data scientists for the data science community, that aims to bring automation to the feature engineering process. This first release of Anovos consists of the following components:
- [x] Data Ingestion
- [x] Data Analysis - Stats Generation, Association Evaluator, Quality Checker
- [x] Preprocessing & Cleaning
- [x] Basic Data Transformation
- [x] Data health - Data Drift
- [x] Data health - Stability Index
- [x] Reporting & Visualization
- [x] Unit Testing & Coverage (For Data Ingestion, Data Analyzer modules)
Demo Docker Images
Apache Spark Demo Image
[anovos/anovos-spark-demo:0.1](https://hub.docker.com/repository/docker/anovos/anovos-spark-demo)
Notebook Demo Image
[anovos/anovos-notebook-demo:0.1](https://hub.docker.com/repository/docker/anovos/anovos-notebook-demo)
Merged Pull Requests
* Fixed specification links in example notebook in https://github.com/anovos/anovos/pull/2
* Update README.md in https://github.com/anovos/anovos/pull/1
* Report module in https://github.com/anovos/anovos/pull/4
* unit tests basic in https://github.com/anovos/anovos/pull/5
* stats_args returning None fixed in https://github.com/anovos/anovos/pull/7
* docker build and run update in https://github.com/anovos/anovos/pull/6
* Anovos bugs in https://github.com/anovos/anovos/pull/12
* Docker update - reduce layers (10) & script change in https://github.com/anovos/anovos/pull/11
* Anovos dataset update in https://github.com/anovos/anovos/pull/13
* adding project community docs in https://github.com/anovos/anovos/pull/3
* modified setup py and readme doc in https://github.com/anovos/anovos/pull/8
* added to .gitignore & updated README in https://github.com/anovos/anovos/pull/15
* Only show warning if there are any skewed columns in https://github.com/anovos/anovos/pull/16
* adding test_dataset and coverage to requirements in https://github.com/anovos/anovos/pull/19
* Refactor examples & add Getting Started Guide in https://github.com/anovos/anovos/pull/14
* Code formatting in https://github.com/anovos/anovos/pull/17
* updating anovos logo and adding badges in https://github.com/anovos/anovos/pull/20
* Makefile update for demo/ in https://github.com/anovos/anovos/pull/21
Contributors
Our heartfelt thanks to nisha20verma, kajanan-mw, mw-vishnug, mw-sourjya, mw-sinuochen, thomcrowe , mw-ravish , mw-sumitgaurav, dattranm, ionicsolutions for their contributions !
[**Full Changelog**](https://github.com/anovos/anovos/commits/v0.1.0)