139. Which one of the following can be considered as a Data Matrix?
A. Your weight in kg
B. Marks and ages of students in a classroom
C. Name of a pet
D. A list of things to do
What is a Data Matrix?
In the world of data science, a data matrix is a fundamental concept that refers to an organized grid or table of data, where rows typically represent individual observations (or entities), and columns represent various attributes (or features) of those observations. The data matrix format is crucial for analyzing and modeling data, as it allows for efficient handling and processing of large datasets.
The data matrix can store various types of data, including numerical values, categorical data, and sometimes even more complex types like time series. But how do you recognize a data matrix in the context of real-world examples?
Recognizing a Data Matrix
To understand what qualifies as a data matrix, consider the following:
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Rows as Observations: Each row corresponds to a single observation or entity.
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Columns as Features: Each column corresponds to a variable or feature that describes the observations.
For example, a data matrix could represent data about students in a classroom where each student is an observation (row), and their features (columns) might include attributes like marks, age, and gender.
Evaluating the Options:
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Your weight in kg: This is a single value, representing only one observation and one feature. This does not qualify as a data matrix.
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Marks and ages of students in a classroom: This can be organized into a table where each row represents a student, and the columns represent the student’s marks and age. This qualifies as a data matrix because it has multiple observations (students) and multiple features (marks and age).
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Name of a pet: This is a single piece of data, not a collection of multiple observations or features. It does not qualify as a data matrix.
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A list of things to do: This is a simple list, not a structured matrix with rows and columns for multiple observations and features. It is not a data matrix.
Conclusion
A data matrix is most accurately represented by a structured collection of data, where multiple observations are described by multiple features. In the provided options, the marks and ages of students in a classroom can be considered a data matrix.
10 Comments
Akshay mahawar
April 14, 2025Done 👍
Ujjwal
April 14, 2025Done
Beena Meena
April 16, 2025Done
Khushi yadav
April 17, 2025Complete sir
Yashika Rajoriya
April 17, 2025✅
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April 18, 2025✅
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April 19, 2025👍👍
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April 19, 2025✅✅
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April 25, 2025👍👍
yogesh sharma
May 1, 2025Done sir ji 👍😄