Obsei

:star: Major Highlights
Pre-Processing (https://github.com/obsei/obsei/pull/110)
This added new component to Obsei. It's main idea to provide simple but configurable step to pre-process text before sending it for model prediction. Currently TextCleaning step is added, which helps user to clean raw text's. It is great contribution by shahrukhx01
Facebook Integration (https://github.com/obsei/obsei/pull/150)
Obsei can now observe comments from Facebook page's posts thanks to contribution by GirishPatel
Google News Integration (https://github.com/obsei/obsei/pull/111)
Obsei can now search news on GoogleNews and scrap full news article in text
Website Scrapper Integration (https://github.com/obsei/obsei/pull/111)
Obsei can now scrap particular URL or full website if it contains sitemap
Pandas DataFrame Integration (https://github.com/obsei/obsei/pull/107)
Obsei can now have Pandas DataFrame as Informer to publish Analyzer's data to DataFrame.

🔆 Other Changes
- Added contribution guideline and code of conduct (https://github.com/obsei/obsei/commit/e102f8915d99e7241974e1b2360b3d075300338a and https://github.com/obsei/obsei/commit/fcc9a9121efc0b049024b100ce28d8bab521f072)
- Adding version tag along with default logging config (https://github.com/obsei/obsei/pull/149)
- Ignoring error during cleaning and fixing exception in google news module (https://github.com/obsei/obsei/pull/143)
- Add analyzer batching (https://github.com/obsei/obsei/pull/118)
- Adding app name support for app and play store (https://github.com/obsei/obsei/pull/128)
- Mypy integration (https://github.com/obsei/obsei/pull/135 and https://github.com/obsei/obsei/pull/125
- Fixing error regarding offset-naive and offset-aware datetimes comparison (https://github.com/obsei/obsei/pull/119)
- Remove import from configuration.py as it is causing loop of import (https://github.com/obsei/obsei/pull/133)
- Trimming excessive text before passing to model (https://github.com/obsei/obsei/pull/114)
- Ignoring error during cleaning and fixing exception in google news module (https://github.com/obsei/obsei/pull/143)
- Adding version tag along with default logging config (149)
- [BUG] Tokenizer loading error the NER Analyzer (https://github.com/obsei/obsei/pull/152)

⚠️ Breaking Changes
- Unifying analyzer request and response (https://github.com/obsei/obsei/pull/148)

🙏 Release Contributors! :heart:
GirishPatel shahrukhx01 akar5h lalitpagaria

This release includes (Refer for detailed changes https://github.com/lalitpagaria/obsei/projects/6) -
1. **New Analyzers**: Personal Information Anonymizer and Translation
2. **GPU support**: Analyzer's now can utilize GPU
3. **Conda release**: Adding initial support to install package from Conda as well as creation of development environment
4. **Window support**: Adding support for windows platform
5. **Obsei UI demo**: Adding streamlit based UI to try Obsei
6. **Various bug fixes**

This release include -

- Email Observer: Currently do not segment attachment (linked issue https://github.com/lalitpagaria/obsei/issues/30)
- Zendesk Informer (linked issue https://github.com/lalitpagaria/obsei/issues/31)
- Add extensive example, colab and binder support in [Readme](https://github.com/lalitpagaria/obsei#how-to-use) (linked issue https://github.com/lalitpagaria/obsei/issues/39)
- Remove hydra dependency (linked issue https://github.com/lalitpagaria/obsei/issues/33)
- Adding Logger Informer, so user can easily test out end-to-end pipeline (linked commit https://github.com/lalitpagaria/obsei/commit/ca99da8b72611788e5969565438f02d7d356cfd1)
- Adding security policy to repo (linked commit https://github.com/lalitpagaria/obsei/commit/2685fffdd36b57acdeb6a8adfc6f9920dfa7082b)
- **[Bug/Regression]**: Rest interface via docker build was failing (linked commit https://github.com/lalitpagaria/obsei/commit/ef48b36792e1ce0d7118df6f3081f1e3b368c65c)

This release include following bug fixes -
- Play store scrapper is failing (linked issue https://github.com/lalitpagaria/obsei/issues/34)
- Correct analyzer usages in examples (linked issue https://github.com/lalitpagaria/obsei/issues/36)

diff
+! Release Detail !+

- Reddit and Slack integration (https://github.com/lalitpagaria/obsei/commit/b69b64c439fda4d92fee5be18904a3f347d2ea12 and https://github.com/lalitpagaria/obsei/commit/7a0f6ab846a30c7fda606d4bee42bedc81eaa6c7)
- New Analyzers NER and Dummy apart from Sentiment, Classification (https://github.com/lalitpagaria/obsei/commit/e1115595372e83708e081a3c05138abb9116b9e9 and https://github.com/lalitpagaria/obsei/commit/870c1eaea3494e00dcda4b9c94aa0203b85082d4)
- Image and Readme improvements
- Documentation website: https://lalitpagaria.github.io/obsei/
- Discussion forum: https://github.com/lalitpagaria/obsei/discussions

diff
-! Breaking Changes !-

This release have breaking changes related to change in package and arguments for Analyzers. Refer https://github.com/lalitpagaria/obsei/commit/e1115595372e83708e081a3c05138abb9116b9e9

This release include -
- Google play store reviews Observer, this need authentication (linked issue https://github.com/lalitpagaria/obsei/issues/4)
- Apple app store reviews Observer via scrapping, this do not need authentication (linked issue https://github.com/lalitpagaria/obsei/issues/9)
- Google play store reviews Observer via scrapping, this do not need authentication (linked issue https://github.com/lalitpagaria/obsei/issues/10)
- Persist Observer current state to persistent storage of user choice like SQLite, MySQL, Postgres etc (linked issue https://github.com/lalitpagaria/obsei/issues/6)