Data Cleaning
More Data Cleaning¶
Wind Direction¶
As outlined in the episodes before, the wind direction-column still has some peculiarities that need to be sorted out.
In this column, replace the value 0
(calm winds) with nan
to indicate an invalid wind direction.
Further replace the value 360
(North) with 0
to be consistent with the convention used in the marine and aeronautic communities.
Exploration¶
Where does all the Wind come from?¶
Plot a histogram of the wind direction.
Let us first collect the amount of each unique value.
Check out pandas .value_counts()
and pyplot.bar(…)
for help.
How fast is it going?¶
Plot a histogram of the wind speed.
Check out pyplot.hist(…)
to help you out.