Quiz Space

Tools in Data Science · End Term · 31 Aug 2025 · May 2025 term · Set QIA3

Question 28: Scenario 3: Gaming Platform User Behavior Analysis\ You'…

Question 28

+1 markOne correct option

Scenario 3: Gaming Platform User Behavior Analysis
You're analyzing server logs from a multiplayer gaming platform during a major tournament event. The logs contain player actions, performance metrics, and system resource utilization data.

Analysis Requirements:
●Filter competitive gaming actions (kills, deaths, objectives) during tournament hours (14:00- 20:59)
●Differentiate between PC and console gaming patterns
●Track successful game events (status codes 200-299)
●Analyze player performance across different game modes
Based on the above data, answer the given subquestions.

To efficiently count different action types (KILL, DEATH, OBJECTIVE) from filtered tournament data, which approach is optimal?

  1. A
  2. B
  3. C
  4. D
Show answer

Correct answer

  • B

Question 28 of 34 in the IIT Madras BS Tools in Data Science (Tools in Data Science (TDS)) End Term paper sat on 31 Aug 2025, in the May 2025 term (IIT M IMPROVEMENT AN EXAM QIA3 31 Aug 2025). It carries 1 mark.

More questions from this paper

  1. Q1In a data science team using Git with feature branches, what is the recommended approach for integrating experimental a…
  2. Q2A retail analyst wants to find the total sales per store from a Pandas DataFrame df with columns store_id and sales_amo…
  3. Q3A team is troubleshooting why a page loads slowly due to an API call taking a long time. Which Chrome DevTools tab shou…
  4. Q4When standardizing inconsistent date formats in a dataset using OpenRefine, which\ transformation approach is most effe…
  5. Q5For a MySQL database storing e-commerce analytics with complex joins and time-based queries, which indexing approach op…
  6. Q6When processing a streaming data source that generates CSV files every minute, which approach handles the data most eff…
  7. Q7When working with uv in a team environment, which approach ensures reproducible dependency management across different …
  8. Q8For analyzing urban traffic patterns using GPS coordinate data, which combination of Python libraries provides the most…
  9. Q9For a web scraper that encounters 429 (Too Many Requests) status codes, which response strategy demonstrates ethical be…
  10. Q10A data scientist accidentally committed sensitive credentials to a Git repository. Which sequence of commands safely re…
  11. Q11For analyzing a massive time-series dataset that exceeds available RAM, which pandas strategy optimizes memory usage du…
  12. Q12For a machine learning API serving models with inconsistent response times, which monitoring strategy provides the most…
  13. Q13When designing prompts for a clinical AI assistant, which approach best balances medical accuracy with regulatory compl…
  14. Q14Which factors most significantly impact computational costs when processing large-scale clinical datasets with LLMs?(Se…
  15. Q15Which prompt engineering approach generates the most clinically valuable insights for patient care optimization?
  16. Q16When a critical defect pattern is identified requiring immediate production line adjustment, which Git workflow ensures…
  17. Q17Quality engineers need to analyze sensor data to identify equipment performance degradation patterns. Which command-lin…
  18. Q18For deploying the quality control system across geographically distributed manufacturing plants with strict latency and…
  19. Q19When detecting defects in real-time during high-speed production, which algorithmic approach best balances accuracy wit…
  20. Q20The system uses GPS coordinates to optimize supply chain logistics between plants. What is the computational advantage …
  21. Q21Scenario 3: Gaming Platform User Behavior Analysis\ You're analyzing server logs from a multiplayer gaming platform dur…
  22. Q22Scenario 3: Gaming Platform User Behavior Analysis\ You're analyzing server logs from a multiplayer gaming platform dur…
  23. Q23Scenario 3: Gaming Platform User Behavior Analysis\ You're analyzing server logs from a multiplayer gaming platform dur…
  24. Q24Scenario 3: Gaming Platform User Behavior Analysis\ You're analyzing server logs from a multiplayer gaming platform dur…
  25. Q25Scenario 3: Gaming Platform User Behavior Analysis\ You're analyzing server logs from a multiplayer gaming platform dur…
  26. Q26Scenario 3: Gaming Platform User Behavior Analysis\ You're analyzing server logs from a multiplayer gaming platform dur…
  27. Q27Scenario 3: Gaming Platform User Behavior Analysis\ You're analyzing server logs from a multiplayer gaming platform dur…
  28. Q29Scenario 3: Gaming Platform User Behavior Analysis\ You're analyzing server logs from a multiplayer gaming platform dur…
  29. Q30Scenario 3: Gaming Platform User Behavior Analysis\ You're analyzing server logs from a multiplayer gaming platform dur…
  30. Q31What is the primary advantage of multi-modal RAG systems for supply chain management compared to traditional ERP system…
  31. Q32Which system prompt design best supports strategic supply chain decision-making across multiple stakeholders?
  32. Q33A supply chain manager asks: "Given current semiconductor shortages, rising fuel costs, and new sustainability regulati…
  33. Q34Which processing sequence correctly describes the supply chain RAG system's comprehensive optimization workflow?