Check data farm output

[pouria-mirebrahimi]

Can you take a look at the data-farm stage output and share your thoughts? Based on the AlphaFusionNet experience and upcoming needs, any pros, cons, or suggestions are welcome.

{
  "exported_at": "2025-11-13T09:04:48.636343",
  "total_records": 6,
  "pipeline_stats": {
    "health_check": {
      "total_adapters": 3,
      "healthy": 3,
      "unhealthy": 0,
      "details": [
        {
          "adapter_id": "price_yfinance_001",
          "status": "healthy"
        },
        {
          "adapter_id": "news_alphavantage_001",
          "status": "healthy"
        },
        {
          "adapter_id": "fundamental_fmp_001",
          "status": "healthy"
        }
      ]
    },
    "nan_stats": {
      "nan_count": 0
    },
    "alignment_stats": {
      "aligned_count": 6
    },
    "dedup_stats": {
      "duplicates_removed": 0,
      "unique_records": 6
    },
    "qa_stats": {
      "qa_passed": 6,
      "qa_failed": 0,
      "pass_rate": "100.0%",
      "issues": [],
      "total_records": 6
    }
  },
  "data": [
    {
      "adapter_id": "price_yfinance_001",
      "symbol": "AAPL",
      "vendor": "yfinance",
      "data": {
        "symbol": "AAPL",
        "timestamp": "2025-11-13T09:04:48.611246",
        "open": 150.0,
        "high": 155.0,
        "low": 148.0,
        "close": 152.0,
        "volume": 1000000,
        "adjusted_close": 152.0,
        "timestamp_aligned": true
      },
      "ingested_at": "2025-11-13T09:04:48.614222"
    },
    {
      "adapter_id": "price_yfinance_001",
      "symbol": "NVDA",
      "vendor": "yfinance",
      "data": {
        "symbol": "NVDA",
        "timestamp": "2025-11-13T09:04:48.615048",
        "open": 150.0,
        "high": 155.0,
        "low": 148.0,
        "close": 152.0,
        "volume": 1000000,
        "adjusted_close": 152.0,
        "timestamp_aligned": true
      },
      "ingested_at": "2025-11-13T09:04:48.617722"
    },
    {
      "adapter_id": "news_alphavantage_001",
      "symbol": "AAPL",
      "vendor": "alphavantage",
      "data": {
        "symbol": "AAPL",
        "timestamp": "2025-11-13T09:04:48.618454",
        "startdate": "2025-11-12T09:04:48.618437",
        "enddate": "2025-11-13T09:04:48.618437",
        "data": [
          {
            "title": "AAPL Stock Analysis",
            "url": "https://example.com/news1",
            "published_at": "2025-11-13T09:04:48.618443",
            "sentiment": "positive"
          },
          {
            "title": "AAPL Quarterly Earnings",
            "url": "https://example.com/news2",
            "published_at": "2025-11-13T06:04:48.618448",
            "sentiment": "neutral"
          }
        ],
        "timestamp_aligned": true
      },
      "ingested_at": "2025-11-13T09:04:48.620706"
    },
    {
      "adapter_id": "news_alphavantage_001",
      "symbol": "NVDA",
      "vendor": "alphavantage",
      "data": {
        "symbol": "NVDA",
        "timestamp": "2025-11-13T09:04:48.621605",
        "startdate": "2025-11-12T09:04:48.621585",
        "enddate": "2025-11-13T09:04:48.621585",
        "data": [
          {
            "title": "NVDA Stock Analysis",
            "url": "https://example.com/news1",
            "published_at": "2025-11-13T09:04:48.621594",
            "sentiment": "positive"
          },
          {
            "title": "NVDA Quarterly Earnings",
            "url": "https://example.com/news2",
            "published_at": "2025-11-13T06:04:48.621600",
            "sentiment": "neutral"
          }
        ],
        "timestamp_aligned": true
      },
      "ingested_at": "2025-11-13T09:04:48.623485"
    },
    {
      "adapter_id": "fundamental_fmp_001",
      "symbol": "AAPL",
      "vendor": "fmp",
      "data": {
        "symbol": "AAPL",
        "timestamp": "2025-11-13T09:04:48.624290",
        "startdate": "2024-11-13T09:04:48.624279",
        "enddate": "2025-11-13T09:04:48.624279",
        "data": {
          "income_statement": {
            "revenue": 394328000000,
            "net_income": 99803000000,
            "eps": 6.15
          },
          "balance_sheet": {
            "total_assets": 352755000000,
            "total_liabilities": 302083000000,
            "stockholders_equity": 50672000000
          },
          "cash_flow": {
            "operating_cash_flow": 122151000000,
            "capital_expenditure": -10959000000,
            "free_cash_flow": 111192000000
          },
          "ratios": {
            "pe_ratio": 28.5,
            "debt_to_equity": 5.96,
            "roe": 0.196
          }
        },
        "timestamp_aligned": true
      },
      "ingested_at": "2025-11-13T09:04:48.626416"
    },
    {
      "adapter_id": "fundamental_fmp_001",
      "symbol": "NVDA",
      "vendor": "fmp",
      "data": {
        "symbol": "NVDA",
        "timestamp": "2025-11-13T09:04:48.627339",
        "startdate": "2024-11-13T09:04:48.627330",
        "enddate": "2025-11-13T09:04:48.627330",
        "data": {
          "income_statement": {
            "revenue": 394328000000,
            "net_income": 99803000000,
            "eps": 6.15
          },
          "balance_sheet": {
            "total_assets": 352755000000,
            "total_liabilities": 302083000000,
            "stockholders_equity": 50672000000
          },
          "cash_flow": {
            "operating_cash_flow": 122151000000,
            "capital_expenditure": -10959000000,
            "free_cash_flow": 111192000000
          },
          "ratios": {
            "pe_ratio": 28.5,
            "debt_to_equity": 5.96,
            "roe": 0.196
          }
        },
        "timestamp_aligned": true
      },
      "ingested_at": "2025-11-13T09:04:48.629907"
    }
  ]
}