EDA plots II

Another idea that comes to mind is that the price of a ride could change during the day.

Your goal is to plot the median fare amount for each hour of the day as a simple line plot. The hour feature is calculated for you. Don't worry if you do not know how to work with the date features. We will explore them in the chapter on Feature Engineering.

Cet exercice fait partie du cours

Winning a Kaggle Competition in Python

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Instructions

Group train DataFrame by "hour" and calculate the median for the "fare_amount" column.
Using hour_price DataFrame obtained, plot a line with "hour" on the x axis and "fare_amount" on the y axis.

Exercice interactif pratique

Essayez cet exercice en complétant cet exemple de code.

# Create hour feature
train['pickup_datetime'] = pd.to_datetime(train.pickup_datetime)
train['hour'] = train.pickup_datetime.dt.hour

# Find median fare_amount for each hour
hour_price = train.____('____', as_index=False)['____'].____()

# Plot the line plot
plt.plot(hour_price[____], hour_price[____], marker='o')
plt.xlabel('Hour of the day')
plt.ylabel('Median fare amount')
plt.title('Fare amount based on day time')
plt.xticks(range(24))
plt.show()

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