sajaniemi_variable_dataset_large / pool /shard009 /Python /0080272_cleaning_data.py
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#!/usr/bin/env python3
import pandas as pd
import numpy as np
def clean_name(s):
if ', ' in s:
last, first = s.split(", ")
return f"{first.capitalize()} {last.capitalize()}"
return s.title()
def cleaning_data():
df = pd.read_csv("src/presidents.tsv", sep="\t")
df['Start'] = df['Start'].str.extract('(\d+)', expand=False)
df['Seasons'].replace(["one", "two"], [1, 2], inplace=True)
df['Last'].replace("-", np.nan, inplace=True)
df['President'] = df['President'].apply(clean_name)
df['Vice-president'] = df['Vice-president'].apply(clean_name)
df = df.astype({'President':'object', 'Start':'int', 'Last':'float', 'Seasons':'int', 'Vice-president':'object'})
return df
def main():
print(cleaning_data())
if __name__ == "__main__":
main()