Datasets:
import pandas as pd | |
special = [] | |
df = pd.read_csv('spam_data.csv') | |
for index, row in df.iterrows(): | |
text = row['text'] | |
if text is not None and text != '' and 'Subject: ' in text: | |
subject = text.split(""" | |
Subject: """)[1] | |
if '\n' in subject: | |
subject = subject.split("\n")[0].strip() | |
elif '\r' in subject: | |
subject = subject.split("\r")[0].strip() | |
else: | |
raise Exception('No newline found in subject: ' + str(text)) | |
content = text.split(""" | |
""")[1:] | |
content = """ | |
""".join(content) | |
text = subject + """ | |
""" + content | |
df.at[index, 'text'] = text | |
else: | |
special.append({'text': text, 'is_spam': row['is_spam']}) | |
df.to_csv('spam_data_clean.csv', index=False) | |
pd.DataFrame(special).to_csv('special.csv', index=False) |