{
  "id": "data-analysis",
  "slug": "data-analysis",
  "status": "live",
  "title_en": "Data analysis with agents",
  "title_zh": "用 Agent 做数据分析",
  "summary_en": "From a messy export to a verified analysis report: clean, explore, visualize, and report on a real dataset with your agent.",
  "summary_zh": "从混乱的数据导出到一份经过验证的分析报告：用你的 Agent 完成清洗、探索、可视化与报告。",
  "audience_en": "Beginners who read data in Excel and want their agent to do real analysis.",
  "audience_zh": "会在 Excel 里看数据、想让 Agent 完成真正分析初学者。",
  "outcome_en": "You can take a raw dataset end to end - clean, explore, visualize, report - with every number verified.",
  "outcome_zh": "你能端到端处理一份原始数据——清洗、探索、可视化、报告——每个数字都经过验证。",
  "badge": {
    "id": "data-analysis-agent",
    "name_en": "Data Analysis Agent",
    "name_zh": "数据分析 Agent"
  },
  "modules": [
    {
      "order": 0,
      "id": "m0",
      "kind": "course",
      "course": "hands-on-python-with-claude-code",
      "title_en": "Start: environment and first verification",
      "title_zh": "起步：环境与第一次验证",
      "points": 100
    },
    {
      "order": 1,
      "id": "m1",
      "kind": "course",
      "course": "da-eda",
      "title_en": "Exploratory data analysis",
      "title_zh": "探索性数据分析",
      "points": 100
    },
    {
      "order": 2,
      "id": "m2",
      "kind": "course",
      "course": "da-visualization",
      "title_en": "Data visualization",
      "title_zh": "数据可视化",
      "points": 100
    },
    {
      "order": 3,
      "id": "m3",
      "kind": "course",
      "course": "da-report",
      "title_en": "From analysis to report",
      "title_zh": "从分析到报告",
      "points": 100
    },
    {
      "order": 4,
      "id": "capstone",
      "kind": "module",
      "ref": "modules/capstone.md",
      "title_en": "Capstone: verified analysis of a real dataset",
      "title_zh": "综合项目：真实数据集的验证分析",
      "points": 200,
      "kind_label": "project"
    }
  ]
}