STEM mode in Tranmission Electron Microscopes can create 3D data, an 2D image that contains spectrum at each pixel, and it is necessary to develop correct algorithms to process spectrum at each pixel and detect desired signals. As a result of it we can map related signal intensity at each pixel and end up with total mapping in the scanned region

In this project, I try to get high scores in kaggle competition by predicting the Titanic survivals, which you can find the dataset and detailed descriptions about it in the following link:Titanic.

I want to share my code that mainly focuses on feature engineering. With this code I was able to achieve ~0.8 score, and with this score I got my position as 1633th best score over 15532 submissions, which puts me in best 10%. What I did here can definitely be improved, and I will update here whenever I obtain better results. Thank you.