What is the process of selecting a subset of data for analysis called?Select one:a.Filteringb.Samplingc.Normalizingd.Cleaning
Question
What is the process of selecting a subset of data for analysis called?
Select one:
- a. Filtering
- b. Sampling
- c. Normalizing
- d. Cleaning
Solution
Step 1: Break Down the Problem
We need to identify the correct term that describes the process of choosing a subset of data for the purpose of analysis. The options provided are:
- Filtering
- Sampling
- Normalizing
- Cleaning
Step 2: Relevant Concepts
To determine the correct answer, let's briefly review the meanings of each option:
- Filtering: Often used to describe the process of excluding certain data points based on specific criteria.
- Sampling: Refers to the process of selecting a representative subset of individuals or items from a larger population.
- Normalizing: The process of adjusting values in datasets to a common scale, often used to prepare data for analysis.
- Cleaning: Refers to the process of correcting or removing erroneous data from a dataset.
Step 3: Analysis and Detail
- Filtering doesn't inherently imply selection for analysis; it's about excluding or including based on conditions.
- Sampling, however, directly pertains to the process of selecting a subset for the purpose of obtaining representative insights.
- Normalizing and Cleaning are more about data preparation rather than selection for analysis.
Step 4: Verify and Summarize
Based on the definitions, Sampling is the correct term for selecting a subset of data for analysis.
Final Answer
The answer is b. Sampling.
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