{
  "id": "medium025",
  "question": "In 2022, is the industry with the highest R&D investment growth rate also the industry with the largest R&D investment?",
  "guidelines": "The answer must be \"Yes\" or \"No\". Only output the answer, do not add any explanation. If the relevant data cannot be found, please answer \"No relevant data found\"",
  "answer": "Yes",
  "metadata": {
    "db": "bm_rag_qa",
    "level": "medium",
    "category": "comprehensive_decision"
  },
  "steps": [
    "Filter all records with district=\"National\" from national_industry_status.csv, extract the fields: industry, year-over-year change in R&D investment (average), and total R&D investment amount.",
    "Filter industry records where both the year-over-year change in R&D investment (average) and total R&D investment amount are not empty (notna). Note: The total R&D investment amount in the file is in yuan (CNY), no conversion is needed.",
    "Sort all industries by the year-over-year change in R&D investment (average) field in descending order. The industry with the highest R&D investment growth rate is \"Information transmission, software and information technology services\", with an R&D investment growth rate of 179.78%.",
    "Sort all industries by the total R&D investment amount field in descending order. The industry with the largest total R&D investment amount is \"Information transmission, software and information technology services\", with a total R&D investment amount of 616535246522.23 yuan.",
    "Compare the industry with the highest R&D investment growth rate (Information transmission, software and information technology services) with the industry with the largest total R&D investment amount (Information transmission, software and information technology services). Conclude that they are the same, so the answer is: Yes."
  ],
  "steps_num": 5,
  "milestone": "{\"Industry with the highest R&D investment growth rate\": \"Information transmission, software and information technology services\", \"Maximum R&D investment growth rate (%)\": 179.78, \"Industry with the largest total R&D investment amount\": \"Information transmission, software and information technology services\", \"Maximum total R&D investment amount (yuan)\": 616535246522.23, \"Comparison result\": \"Yes\"}"
}