Final Project DSWD-2018-07: NOTAM-classifier

Capstone project for Propulsion. Machine learning classifier for Notices to Airmen (NOTAM).

Documentation

Python

• maps in python

Notam decode guides

• wikipedia.org
• theairlinepilots.com
• thinkaviation.net
• flightcrewguide.com
• www.drorpilot.com (automated)
• snowflakesoftware.com

workflow

cleaning

cd Notebooks

../python/main.py clean '../Data/23-08-2018/Export.txt' -sep ';' -path_out test.csv

clustering

../python/main.py train ../Data/training/train.csv         -vectorize_method word2vec -n_dim 50         -cluster_method  hierarch_euclid_ward        -path_model ../Data/training/train_model_vectorize_word2vec.pickle,../Data/training/train_model_cluster_hierarch_euclid_ward.pickle
../python/main.py predict ../Data/training/train.csv         -vectorize_method word2vec         -cluster_method  hierarch_euclid_ward        -path_model ../Data/training/train_model_vectorize_word2vec.pickle,../Data/training/train_model_cluster_hierarch_euclid_ward.pickle         -cluster_dist test         -path_out ../Data/training/train_word2vec_hierarch_euclid_ward_cluster_purity.csv
../python/main.py predict ../Data/training/test.csv         -vectorize_method word2vec         -cluster_method  hierarch_euclid_ward        -path_model ../Data/training/train_model_vectorize_word2vec.pickle,../Data/training/train_model_cluster_hierarch_euclid_ward.pickle         -cluster_dist test         -path_out ../Data/training/test_word2vec_hierarch_euclid_ward_cluster_purity.csv

classification

../python/main.py train_classifier ../Data/training/train_predict.csv -path_model ../Data/training/train_model_classifier.pickle

../python/main.py predict_classifier ../Data/training/test_predict.csv -path_model ../Data/training/train_model_classifier.pickle -path_out ../Data/training/test_predict_class.csv