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Jan 22nd, 2019
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  1. # Remove listings with mileage = 0.
  2. directowner_df = directowner_df[directowner_df['Mileage'] != 0]
  3. dealer_df = dealer_df[dealer_df['Mileage'] != 0]
  4.  
  5. # Rerun the descriptive statistics.
  6. desc_directowner = directowner_df.describe()
  7. desc_dealer = dealer_df.describe()
  8.  
  9. # Plot histogram for direct vs non-direct owner sales.
  10. sns.distplot(directowner_df['Mileage'], label='Direct Owner', color='red', bins=50, kde=True)
  11. sns.distplot(dealer_df['Mileage'], label='Dealer', color='mediumblue', bins=50, kde=True)
  12. plt.title('Mileage (in km) - Direct Owner vs Dealer Sales')
  13. plt.legend()
  14. plt.show()
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