import pandas as pd
from utils import normalize_ndarray

df = pd.read_pickle('data.p')

print('Columns', df.columns);
print(df[df.columns[0:8]])

columns = ['longitude', 'latitude', 'biome_num', 'elevation', 'distance_to_water', 'temp_winter_1900', 'precip_winter_1900', 'temp_spring_1900', 'precip_spring_1900']
normalized = normalize_ndarray(df[columns].to_numpy())
print(pd.DataFrame(columns=columns, data=normalized))