#!/usr/bin/env python3 import pandas as pd import sys from pathlib import Path df = pd.read_csv(sys.argv[1]) df = df.drop(columns=['User', 'Email', 'Billable', 'Tags', 'Amount ()', 'Start time', 'End date', 'End time']) df['Duration'] = pd.to_timedelta(df['Duration']) df['Start date'] = pd.to_datetime(df['Start date']) df['duration_dec'] = df['Duration'].dt.total_seconds() / 3600 df.rename(columns={ 'Project': 'project', 'Description': 'description', 'Start date': 'day', 'Duration': 'duration' }, inplace=True) df = df.groupby(['project','description','day'], as_index=False).agg({'duration': 'sum'}) df['duration'] = round(df['duration'].dt.total_seconds() / 60 / 60, 2) print("Total hours are: ", round(df['duration'].sum(), 2)) df.to_csv(Path(sys.argv[1]).stem + '-grouped.csv', index=False)