Kaggle competition: University of Liverpool - Ion Switching
<SOS> metric: MacroFScore Kaggle data source: university-of-liverpool-ion-switching<find_best_params>
import os
import gc
import numpy as np
import pandas as pd
from sklearn.metrics import f1_score
from sklearn import model_selection