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# Renaming the column | |
se.rename(columns = {'Yearly bonus + stocks in EUR': 'Salary with Stocks'}, inplace=True) | |
# Creating a dataframe salary_exp2 containing salary with stocks and bonuses | |
se['Salary with Stocks'] = se['Salary with Stocks'].astype(int) | |
salary_exp2 = se.groupby(['Total years of experience'])['Salary with Stocks'].median().to_frame().reset_index() | |
salary_exp2[['Total years of experience','Salary with Stocks']] = salary_exp2[['Total years of experience','Salary with Stocks']].astype(int) | |
salary_exp2.sort_values('Total years of experience',inplace=True) | |
# Drawing a Radat Chart | |
chart = ctc.Radar("Median compensation by years of experience") | |
chart.set_options( | |
labels=list(salary_exp[:5]['Total years of experience']) | |
) | |
chart.add_series("Salary", list(salary_exp[:5]['Salary'])) | |
chart.add_series("Salary with Stocks", list(salary_exp2[:5]['Salary with Stocks'])) | |
# Calling the load_javascript function when rendering chart first time. | |
chart.load_javascript() | |
chart.render_notebook() |
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