Mean F Score
"""
Mean F Score
kaggle manual: https://www.kaggle.com/wiki/MeanFScore
scikit manual: http://scikit-learn.org/stable/modules/generated/sklearn.metrics.f1_score.html
"""
from sklearn.metrics import f1_score
y = [0,0,0,0,1,0,0,0,0,1,1,1,1]
y_pred = [0,0,0,0,0,1,0,1,0,0,1,0,0]
f1_score(y, y_pred, average='weighted')
#0.50641025641025628