Created
February 18, 2021 16:20
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# read the csv file and parse the dates | |
df = pd.read_csv("raw_data.csv", parse_dates=['SubmissionDate', 'starttime', 'endtime']) | |
df['Time'] = pd.to_datetime(df['SubmissionDate']).dt.time | |
#print(df['Time'].dtype) | |
# increase hours by 2 | |
df['increased_hours'] = df['SubmissionDate'] + pd.tseries.offsets.DateOffset(hours=2) | |
# increase minutes by 20 | |
df['increased_minutes'] = df['SubmissionDate'] + pd.tseries.offsets.DateOffset(minutes=20) | |
# increase seconds by 40 | |
df['increased_seconds'] = df['SubmissionDate'] + pd.tseries.offsets.DateOffset(seconds=40) | |
# Convert respective columns in datetime format and extract time only | |
df['increased_hours'] = pd.to_datetime(df['increased_hours']).dt.time | |
df['increased_minutes'] = pd.to_datetime(df['increased_minutes']).dt.time | |
df['increased_seconds'] = pd.to_datetime(df['increased_seconds']).dt.time | |
df['original_time'] = pd.to_datetime(df['SubmissionDate']).dt.time | |
# Print the dataframe | |
print(tabulate(df[['original_time', 'increased_hours', 'increased_minutes', 'increased_seconds']], headers = 'keys', tablefmt = 'psql')) |
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