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transformation.c
utils.py 1.40 KiB
"""
Helper functions for our project
... Requires logging already set up!
"""
# general
# import logging
import pdb
# data science
import pandas as pd
import json
# settings
from settings import *
def read_csv_to_df(filename, converters=None):
"""
Read a given csv file to data frame. Exit program if anything goes
wrong.
input: filename, columns
output: dataframe
"""
try:
df = pd.read_csv(filename, converters=converters)
return df
except Exception as exc:
# logging.error(f'Error reading csv file {filename}')
print(exc)
exit()
def read_pkl_to_df(filename):
"""
Read pickle file to pandas dataframe
"""
try:
df = pd.read_pickle(filename)
return df
except Exception as exc:
# logging.error(f'Error reading pickle {filename}')
print(exc)
def save_data_to_file(df, filename):
"""
Save data frame to pickle or csv
"""
try:
if filename.endswith('pkl'):
df.to_pickle(filename)
# logging.info(f'Data saved to pickle {filename}')
elif filename.endswith('csv'):
df.to_csv(filename, index=False)
# logging.info(f'Data saved to csv {filename}')
except Exception as exc:
# logging.warning(f'Could not write file {filename}')
print(exc)
if __name__ == '__main__':
"""
Tryouts
"""
pass