{"ticker": "AAPL", "season": 2024, "fiscal_period": "FY2024-Q4", "concept": "earnings_surprise_proxy", "vegas_consensus_EPS": 1.51, "analyst_mean_EPS": 1.51, "model_expected_EPS": 1.58, "delta_EPS": 0.07, "delta_pct": 4.64, "beats_market_expectation": true, "delta_logic": "model_exp - vegas_consensus", "edge_label": "beats market expectation \u0394 via model", "edge_magnitude": "moderate", "cap_style": "Compounder", "sector": "Technology", "FOR_joint_at_time": 0.62, "piotroski_proxy": 7, "cheap_for_quality_surplus_at_time": 12.5, "provenance": "synthetic training-only example \u2014 no live market claim \u2014 derived from real_data.json skills mapping only", "disclaimer": "TRAINING-ONLY synthetic \u2014 not financial advice, not live odds, no real analyst data scraped, for model eval demo only", "zero_deps": true, "deterministic": true, "DAILY_SEED_example": "20260809 -> LCG a=1103515245 c=12345 m=2^31 = 70737614 used for client-side chip rotation", "construct_validity_note": "Earnings surprise proxy tests same \u0394 logic as sports props: vegas line vs model expectation \u2014 extended to equities analyst consensus. Synthetic allows showing chip without live feed."}
{"ticker": "NVDA", "season": 2024, "fiscal_period": "FY2024-Q4", "concept": "earnings_surprise_proxy", "vegas_consensus_EPS": 5.59, "analyst_mean_EPS": 5.59, "model_expected_EPS": 5.31, "delta_EPS": -0.28, "delta_pct": -5.01, "beats_market_expectation": false, "delta_logic": "model_exp - vegas_consensus", "edge_label": "model fade \u2014 below market expectation \u0394", "edge_magnitude": "moderate", "cap_style": "HyperGrowth_SaaS", "sector": "Technology", "FOR_joint_at_time": 0.58, "piotroski_proxy": 5, "cheap_for_quality_surplus_at_time": -18.2, "provenance": "synthetic training-only example \u2014 negative edge illustration", "disclaimer": "TRAINING-ONLY synthetic \u2014 not financial advice, not live odds, demo only", "zero_deps": true, "deterministic": true, "DAILY_SEED_example": "seed=20260809 LCG->70737614 rotation index 0=beat 1=fade demo", "construct_validity_note": "Shows \u0394 both directions \u2014 model can be below market; chip shows fade vs beat; prevents survivorship bias in UI"}