comp-serp-data-v2 / data /reports /outlier_report.md
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Outlier & Consistency Report

Generated: 2026-02-22 14:06:48.084738

Data Health & Integrity

Consistency check between Index(Status=OK) and Feature Extraction(Status). If a record is OK in index but 'skipped'/'fail'/'miss' in feature, it indicates an extraction issue.

Feature Set Match Rate     ok  soft_fail
          A     100.0% 145280        0.0
          B     100.0% 145280        0.0
          C     100.0% 145280        0.0
          D      96.9% 140838     4442.0
          E     100.0% 145280        0.0

Distribution Analysis (With vs Without Outliers)

Comparing statistical properties. 'Clean' dataset excludes records flagged as 'outlier' in ANY category (Extreme Outliers > 3*IQR).

Total Records: 145280 Clean Records: 100833 (69.4%) Outliers Removed: 44447

Technical Metrics

               Metric Scope  Count      Mean    Median       Std         Max
      html_size_bytes   All 145280 511049.52 328731.00 637193.84 27543003.00
      html_size_bytes Clean 100833 440712.90 327396.00 355311.33  1903499.00
              ttfb_ms   All 145280   1172.22    836.30   1684.63    48732.00
              ttfb_ms Clean 100833    961.68    779.30    605.63     3682.00
dom_content_loaded_ms   All 145280   2588.69   1899.15   2969.77    62941.80
dom_content_loaded_ms Clean 100833   2067.17   1758.80   1201.19     8015.10
               lcp_ms   All 143841   2374.77   1884.00   2435.03    57592.00
               lcp_ms Clean  99580   2029.22   1776.00   1143.84     7520.00
                  cls   All 145280      0.05      0.00      0.13        2.21
                  cls Clean 100833      0.02      0.00      0.03        0.16

Readability Metrics

                     Metric Scope  Count     Mean  Median       Std         Max
                 char_count   All 145275 18670.09 4032.00 165620.73 18797599.00
                 char_count Clean 100832  4591.37 3582.50   4187.00    24611.00
                 word_count   All 145275  1603.16  648.00   3047.39    19612.00
                 word_count Clean 100832   738.81  579.00    668.55     3938.00
        flesch_reading_ease   All 141006    33.85   45.72    311.65      119.19
        flesch_reading_ease Clean  99319    46.56   46.93     13.43      103.84
automated_readability_index   All 141006    19.56   13.81    152.86     9534.06
automated_readability_index Clean  99319    13.57   13.58      3.57       29.72

Similarity Metrics

         Metric Scope  Count  Mean  Median  Std  Max
      sim_title   All 145280  0.50    0.53 0.28 1.00
      sim_title Clean 100833  0.53    0.57 0.28 1.00
sim_description   All 145182  0.44    0.44 0.24 1.00
sim_description Clean 100784  0.46    0.46 0.24 1.00
         sim_h1   All 130272  0.51    0.54 0.29 1.00
         sim_h1 Clean  92806  0.54    0.58 0.29 1.00
    sim_content   All 145275  0.47    0.53 0.23 1.00
    sim_content Clean 100832  0.50    0.56 0.23 1.00

Accessibility Metrics

                  Metric Scope  Count  Mean  Median    Std   Max
contrast_violation_count   All 145280 18.45    1.00 143.37 11958
contrast_violation_count Clean 100833  3.74    0.00   6.81    32
    axe_violations_total   All 145280  1.38    1.00   1.23     6
    axe_violations_total Clean 100833  1.21    1.00   1.21     6