# Code and Notes for #56 Solution + More

Congrats for winners and top performers, and thanks for great sharing to all contributors in the forum.  It's always a humbling experience to compete at Kaggle.  I learn so much at every competition from a lot of fellow kagglers.
Here I'd like to share my code base and notes for the competition:
Code repo with competition notes:
[https://gitlab.com/jeongyoonlee/allstate-claims-severity](https://gitlab.com/jeongyoonlee/allstate-claims-severity)
Wiki page with internal LB:
[https://gitlab.com/jeongyoonlee/allstate-claims-severity/wikis/home](https://gitlab.com/jeongyoonlee/allstate-claims-severity/wikis/home)
My friends and I have been using the framework based on Makefiles for competitions for years now and it has worked great so far.
Introduction to the framework is available on the TalkingData forum:
[https://www.kaggle.com/c/talkingdata-mobile-user-demographics/forums/t/23463/team-ensemble-s-solution-framework](https://www.kaggle.com/c/talkingdata-mobile-user-demographics/forums/t/23463/team-ensemble-s-solution-framework)
Our previous code repo for past competitions are also available at:
For Bosch (#22):
[https://gitlab.com/mbay/bosch](https://gitlab.com/mbay/bosch)
For TalkingData (#37):
[https://gitlab.com/jeongyoonlee/talkingdata](https://gitlab.com/jeongyoonlee/talkingdata)
Hope it's helpful.