logs = logs.replace('undef','other')
logs_grouped = logs.groupby('source').agg({'purchase': ['count', 'sum']})
logs_grouped['conversion'] = logs_grouped['purchase']['sum'] / logs_grouped['purchase']['count']
print(logs_grouped['conversion'])