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Q.NO UNIT-2 CO Blooms MARKS Level 1a) Explain the Definition and Importance of Data Acquisition in Data CO1 L2 5...

Q.NO UNIT-2 CO Blooms MARKS Level 1a) Explain the Definition and Importance of Data Acquisition in Data CO1 L2 5 Science. 1b) Provide an Overview of the Data Acquisition Process. CO1 L2 5 2 Differentiate Between Structured, Semi-Structured, and Unstructured CO1 L2 10 Data, with Examples. 3 Explain the Concept of Data Sources and Give Examples CO1 L2 10 4a) Differentiate Between Public and Private Datasets, and Discuss Their CO1 L3 5 Advantages and Disadvantages 4b) Define API, and How Can APIs Be Used to Access Data? CO1 L2 5 5 Illustrate the Process and Challenges of Web Scraping with an CO2 L3 10 example. 6a) Discuss the Role of Databases in Data Acquisition and Their CO2 L3 5 Types 6b) Explain Common Data Types and Their Uses CO1 L2 5 7 Analyze the Role of Various Data Sources in Data Science CO4 L4 10 Projects. Provide Examples and Discuss the Advantages and Limitations of Each Source 8 Analyze the Impact of Databases on Data Management and CO4 L4 10 Analysis. Discuss the Differences Between SQL and NoSQL Databases and Their Use Cases in Data Science 9 Discuss the Key Data Collection Methods CO1 L2 10 10 Discuss Ethical & Legal Considerations in Data Collection CO1 L2 10 11 Compare and contrast the use of JSON and XML data formats in the CO2 L3 10 context of web development and data interchange. Q.NO UNIT-2 CO Blooms Marks Level 1 What is data acquisition, and why is it important in data science? CO1 L2 2 2 Briefly describe the data acquisition process in the context of data CO1 L2 2 science. 3 Give an example of structured data and explain why it is considered CO1 L2 2 structured. 4 What makes data semi-structured, and provide an example. CO1 L2 2 5 Provide an example of unstructured data and explain how it differs CO1 L2 2 from structured data. 6 What is the main difference between public datasets and private datasets? CO1 L2 2 7 What role do APIs play in data acquisition? CO1 L2 2 8 What is web scraping, and how is it used in data acquisition? CO1 L2 2 9 How are surveys used to collect data in research? CO1 L2 2 10 Briefly explain how experiments are a method of data collection in data CO1 L2 2 science. 11 Give an example of how sensor data is used in data acquisition. CO1 L2 2 12 What is a CSV file, and why is it commonly used for data storage? CO1 L2 2 13 What is the key advantage of using JSON for data interchange over XML? CO1 L2 2 14 What is the primary characteristic of XML that makes it useful for CO1 L2 2 representing complex hierarchical data? 15 Why is licensing and copyright important when using datasets? CO1 L2 2 16 Why is obtaining consent important in data collection, especially in human CO1 L2 2 subjects research? 17 What is data anonymization, and why is it crucial in data science ethics? CO1 L2 2