All our Data Science projects include bite-sized activities to test your knowledge and practice in an environment with constant feedback.
All our activities include solutions with explanations on how they work and why we chose them.
Create a pie chart to visualize the distribution of different seller types in the dataset.
Answer this question by referring to the pie chart in the 1st activity.
To solve this task, instead of modifying the original column, create a new column called modified_fuel_type
which we will utilize. Categorize fuel types which account for less than one percent as Other
. Then, create a pie chart to visualize the distribution of different fuel types within the data.
Answer the questions by looking at the pie chart in 3rd activity.
In this activity, your task is to generate a bar chart that clearly illustrates the frequency distribution of cars based on the number of seats they have.
Using the bar chart from the 6th activity, identify the least represented seating capacity (2-seater, 4-seater, 5-seater, etc.) within the dataset.
Your task is to determine approximately how many 7-seater cars are present in the dataset. You might find some hints or helpful data in the bar chart provided in the 6th activity
Create a histogram to show the distribution of engine sizes in the dataset.
Using the histogram provided in Activity 9, identify the range in which most of the car engines fall. Make sure to consider all types of engines.
Your task is to plot a histogram showing the distribution of vehicle ages in the given dataset.
For this activity, refer back to the histogram presented in the 11th activity. Your task is to identify in which vehicle age range the number of listings is the lowest.
Produce a bar chart to display the top 10 most common car models present in our dataset.
Refer to the bar chart in the 13th activity for your answer.
Identify the top 5 most expensive cars in the dataset. Then, create a bar chart to pictorially represent the car names and their respective selling prices.
Refer to the bar chart in the 15th activity for your answer.
Your task is to identify the top 5 cars with the lowest mileage. After identification, create a bar chart that visually represents the car names along with their respective mileage.
Identify the name of the car that has the least mileage among all the cars in the dataset. Provide your answer by referring to the bar chart from the previous activity.
Determine which car brand is listed the most frequently by using a bar chart. Answer the question based on your analysis of the bar chart.
Plot a scatter plot of vehicle age against selling price to identify any trends.
Create a scatter plot analyzing the relationship between mileage and engine size.
Create a scatter plot to visualize the relationship between selling price and kilometers driven.
Create a bar chart illustrating the count of cars with either manual or automatic transmissions. This will give us a visual representation of preference in transmission types among cars.
Create a box plot to compare the selling prices of cars based on their respective fuel types.
Identify the top 3 most common car brands and create a box plot to represent the selling prices corresponding to these brands.
Create a scatter plot to display the relationship between Mileage and Max Power. Use this plot to explore the correlation between the two variables.