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21
Which library in Python is commonly used for data manipulation and analysis in Data Science?
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Answer: Option A
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22
What is the term for the process of cleaning and organizing data into a structured format suitable for analysis?
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Answer: Option A
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23
In Data Science, what is the primary purpose of data visualization?
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Answer: Option C
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24
Which step in the Data Science process involves assessing the quality of collected data?
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Answer: Option C
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25
Which of the following is a common technique used to handle imbalanced datasets in classification problems?
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Answer: Option A
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26
What type of data analysis focuses on understanding the relationships and patterns within a dataset?
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Answer: Option A
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27
Which of the following is NOT a key role in a typical Data Science team?
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Answer: Option D
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28
What is the process of converting categorical variables into numerical values for machine learning called?
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Answer: Option B
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29
Which of the following is NOT a common data visualization tool or library used in Data Science?
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Answer: Option D
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30
In Data Science, what is the term for the process of reducing the dimensionality of a dataset while preserving information?
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Answer: Option A
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