Calculating the hourly arrest rate
When a police officer stops a driver, a small percentage of those stops ends in an arrest. This is known as the arrest rate. In this exercise, you'll find out whether the arrest rate varies by time of day.
First, you'll calculate the arrest rate across all stops in the ri DataFrame. Then, you'll calculate the hourly arrest rate by using the hour attribute of the index. The hour ranges from 0 to 23, in which:
- 0 = midnight
- 12 = noon
- 23 = 11 PM
Diese Übung ist Teil des Kurses
Analyzing Police Activity with pandas
Anleitung zur Übung
- Take the mean of the
is_arrestedcolumn to calculate the overall arrest rate. - Group by the
hourattribute of the DataFrame index to calculate the hourly arrest rate. - Save the hourly arrest rate Series as a new object,
hourly_arrest_rate.
Interaktive Übung
Vervollständige den Beispielcode, um diese Übung erfolgreich abzuschließen.
# Calculate the overall arrest rate
print(____)
# Calculate the hourly arrest rate
print(ri.groupby(____).____)
# Save the hourly arrest rate
hourly_arrest_rate = ____