Practice
Data Cleaning and Visualization Using Google Sheets
Dataset Description:
You have been provided with a dataset containing the following columns:
- Country: Name of the country.
- Income per Person: Average income per person in the country.
- Internet Use Rate: Percentage of the population using the internet.
- Urban Rate: Percentage of the population living in urban areas.
Objective:
Your task is to clean the dataset and create visualizations to explore the relationships between income, internet use, and urbanization across different countries.
Steps to Complete the Exercise:
-
Load the Dataset into Google Sheets:
- Open Google Sheets and create a new spreadsheet.
- Copy and paste the dataset into the spreadsheet or use the
IMPORTDATA
function to import data from a CSV file.
-
Data Cleaning and Formatting:
- Identify and handle missing or erroneous data:
- Check for any blank cells or
N/A
entries in the dataset. - Replace any missing or erroneous values with appropriate data (e.g., average income per person for missing values).
- Check for any blank cells or
- Ensure consistent formatting:
- Convert any text values to numbers if necessary.
- Remove any extra spaces or special characters from the data.
- Rename column headers to be more descriptive if needed.
- Identify and handle missing or erroneous data:
-
Create Basic Visualizations:
- Create a scatter plot to visualize the relationship between income per person and internet use rate.
- Create a bar chart or pie chart to compare internet use rates across different countries.
- Create a histogram to visualize the distribution of urbanization rates among the countries.
-
Enhance Visualizations:
- Add appropriate titles and labels to each chart to provide context and clarity.
- Customize the appearance of the charts by adjusting colors, fonts, and styles to improve readability.
-
Submission Guidelines:
-
Download your google sheet file to your computer.
- Click on
File
- Select
download
- Click on
-
Attach it below and submit.
- There is no external submission for this project. Please ignore the
Incomplete status
for external submission.
- There is no external submission for this project. Please ignore the