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lmeulen/ergast_average_age.py

Created August 20, 2022 19:21
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ergast_average_age
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ergast_average_age.py
df = stats.get_race_results().merge(stats.get_table('races'))
df = df.merge(stats.get_table('drivers'), on='driverId')
df['age'] = (pd.to_datetime(df['date']).dt.date - df['dob'])
df['age'] = df['age'] / np.timedelta64(1, 'Y')
df = df[['year', 'age']].groupby('year').mean()
fig, ax = plt.subplots(figsize=(15,8))
df.plot(ax=ax)
ax.set_ylim(25,40)
ax.set_title('Average age per year')
ax.set_ylabel('age')
ax.set_xlabel('year')
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