Kaggle - Jigsaw Rate Severity of Toxic Comments - 3rd place solution

This is my 3rd place solution of Jigsaw Rate Severity of Toxic Comments Kaggle competition.

Specific writeup is here.

Self-consistent notebook of final submission is here

In this repository you can find some experiments I did during the competition.

Environment

all notebooks run on Kaggle/docker-python with additional packages:

pip install detoxify 
pip install transformers
pip install sentence_transformers
pip install iterative-stratification

Datasets

Kaggle datasets to download in input directory

kaggle competitions download -c jigsaw-toxic-severity-rating
kaggle datasets download -d  rajkumarl/ruddit-jigsaw-dataset
kaggle datasets download -d  julian3833/jigsaw-unintended-bias-in-toxicity-classification
kaggle datasets download -d  julian3833/jigsaw-toxic-comment-classification-challenge