import pandas as pd
from utils import *

df = pd.read_pickle('data_final.p')
df.to_csv('data_final.csv')

print('DataFrame:')
print(df)

dataset_size, features, output_size, _ = dataframe_to_dataset_biomes(df)
print('Biomes dataset:\n - size: {}\n - inputs: {}\n - outputs: {}\n'.format(dataset_size, features, output_size))

dataset_size, features, output_size, _ = dataframe_to_dataset_temp_precip(df)
print('Temp/Precip dataset:\n - size: {}\n - inputs: {}\n - outputs: {}\n'.format(dataset_size, features, output_size))

# print('Normalized Data:')
# print(normalize_df(df))

# normalize_df(df).to_csv('data_normalized.csv')