VE Table AFR Analysis Diagnostics Export Generated: 2/23/2026, 1:15:47 AM ========================================== TABLE BREAKPOINTS (Default): RPM: 800, 1200, 1600, 2000, 2400, 2800, 3200, 3600, 4000, 4400, 4800, 5200, 5400, 5800, 6200, 6600 MAP: 100, 98, 95, 90, 85, 80, 75, 70, 65, 60, 55, 50, 45, 40, 35, 30.1 ANALYSIS SETTINGS: Min samples required: 5 Fuel cut detection thresholds: - Duty Cycle < 1.5% - Pulse Width < 1.2ms - TPS < 2% AND MAP < 40 kPa - AFR > 17.8 - Accel enrichment filter: ON (PW > 0ms) - Warmup enrichment filter: ON (> 105%) - RPMdot transient filter: ON (|RPMdot| > 500 rpm/sec) - MAPdot transient filter: ON (|MAPdot| > 50 kPa/sec) - Coolant temp (CLT) < 160°F EGO open-loop filter: v10 Smart CL Detection (run-length ≤5 frames = CL, >5 = OL) Post-AE cooldown: ON (500ms window after accel enrichment ends) Fuel: Total cor average: 97.8% (from cells with ≥5 hits) v8 ADVANCED ANALYSIS: Wideband Offset: +0.056 AFR (lean vs ECU target) Total Cor Components: Air=98.7% Baro=99.5% Warmup=100.0% EGO=100.5% Neighbor Anomalies: 17 cells flagged Multi-Log: 1 file(s), 23097 total frames EGO/AFR Agreement: 41% avg across 83 cells Flip-flop prevention: ENABLED v10 Smart CL Detection: ON (max run 5 frames) EGO=100 frames: 4205 total → 1624 kept (CL stepping), 1810 excluded (OL hold), 567 fuel cut, 204 WOT Run distribution: 916 short (≤5f), 128 long (>5f) v10 Post-AE Cooldown: ON (500ms window, 996 frames filtered) CORRECTION PERCENTAGES: EGO-Based (primary when EGO available): EGO Dev >= 8.0%: 85% correction EGO Dev >= 6.0%: 65% correction EGO Dev 4.0-6.0%: 55% correction EGO Dev 3.0-4.0%: 45% correction EGO Dev 1.5-3.0%: 25% correction EGO Dev < 1.5%: No correction AFR Fallback (WOT/open-loop): AFR Error >= 1.5: 85% correction AFR Error >= 1: 65% correction AFR Error 0.7-1: 55% correction AFR Error 0.5-0.7: 45% correction AFR Error 0.3-0.5: 25% correction AFR Error < 0.3: No correction Sample-based scaling: <5=BLOCKED, 5-9=x0.33, 10-19=x0.50, 20-49=x0.75, 50+=full Good AFR threshold: ±0.3 v7: Confidence scaling uses EGO sample count when EGO-driven v8: Continuous scatter scaling: 1/(1+(StdDev-0.5)/1.5), applies above StdDev 0.5, warning at StdDev > 1.2 v7: AFR/EGO conflict: blocks correction when |AFR| > 0.5 AND |EGO| > 1.5% in opposite directions DETAILED CELL DATA: ================== Cell: 800 RPM x 100 kPa (Row 0, Col 0) Current VE: 128 AFR Target: 11.80 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.1 fuel cut Confidence Level: No Data (1 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 128 Full correction VE: 128 Cell: 1200 RPM x 100 kPa (Row 0, Col 1) Current VE: 135 AFR Target: 11.80 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0 fuel cut Confidence Level: No Data (1 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 135 Full correction VE: 135 Cell: 2800 RPM x 100 kPa (Row 0, Col 5) Current VE: 120 AFR Target: 12.60 AFR Actual (avg): 12.12 AFR Min/Max: 11.30 / 13.00 AFR Std Dev: 0.48 AFR Error: -0.48 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) (4 open-loop frames filtered) EGO Deviation: N/A VE Error (from EGO): N/A ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 58% Avg MAT: 66°F Status: RICH Samples: 4 valid, 7 fuel cut Confidence Level: Very Low (38 hits) (4 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 120 Full correction VE: 115 Cell: 3200 RPM x 100 kPa (Row 0, Col 6) Current VE: 130 Original VE: 131 (before correction was applied) AFR Target: 12.60 AFR Actual (avg): 12.06 AFR Min/Max: 11.30 / 13.00 AFR Std Dev: 0.49 AFR Error: -0.54 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) (5 open-loop frames filtered) EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 61% Avg MAT: 65°F Status: RICH Samples: 5 valid, 3.8 fuel cut Confidence Level: Low (38 hits) (5 samples) Correction %: 14.9% (AFR fallback) Suggested VE: 130 Status: APPLIED (was 131 → now 130) Full correction VE: 125 Cell: 3600 RPM x 100 kPa (Row 0, Col 7) Current VE: 139 AFR Target: 11.80 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.7 fuel cut Confidence Level: No Data (8 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 139 Full correction VE: 139 Cell: 4000 RPM x 100 kPa (Row 0, Col 8) Current VE: 134 AFR Target: 11.80 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 1.5 fuel cut Confidence Level: No Data (8 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 134 Full correction VE: 134 Cell: 800 RPM x 98 kPa (Row 1, Col 0) Current VE: 139 AFR Target: 11.80 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.8 fuel cut Confidence Level: No Data (1 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 139 Full correction VE: 139 Cell: 1200 RPM x 98 kPa (Row 1, Col 1) Current VE: 136 AFR Target: 11.80 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.1 fuel cut Confidence Level: No Data (1 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 136 Full correction VE: 136 Cell: 2400 RPM x 98 kPa (Row 1, Col 4) Current VE: 118 AFR Target: 12.62 AFR Actual (avg): 12.51 AFR Min/Max: 12.20 / 13.00 AFR Std Dev: 0.32 AFR Error: -0.11 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) EGO Deviation: N/A VE Error (from EGO): N/A ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 73°F Status: no-data Samples: 0 valid, 0.3 fuel cut Confidence Level: Very Low (6 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 118 Full correction VE: 117 Cell: 2800 RPM x 98 kPa (Row 1, Col 5) Current VE: 109 AFR Target: 12.60 AFR Actual (avg): 12.50 AFR Min/Max: 11.30 / 13.10 AFR Std Dev: 0.54 AFR Error: -0.10 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) (13 open-loop frames filtered) EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 50% Avg MAT: 71°F Status: GOOD Samples: 13 valid, 6.6 fuel cut Confidence Level: Low (52 hits) (13 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 109 Full correction VE: 108 Cell: 3200 RPM x 98 kPa (Row 1, Col 6) Current VE: 112 Original VE: 113 (before correction was applied) AFR Target: 12.60 AFR Actual (avg): 12.07 AFR Min/Max: 11.30 / 13.10 AFR Std Dev: 0.59 AFR Error: -0.53 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) (4 open-loop frames filtered) EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 53% Avg MAT: 66°F Status: RICH Samples: 5 valid, 2.7 fuel cut Confidence Level: Low (45 hits) (5 samples) Correction %: 14.0% (AFR fallback) Suggested VE: 112 Status: APPLIED (was 113 → now 112) Full correction VE: 108 Cell: 3600 RPM x 98 kPa (Row 1, Col 7) Current VE: 128 AFR Target: 12.60 AFR Actual (avg): 12.68 AFR Min/Max: 12.30 / 13.00 AFR Std Dev: 0.29 AFR Error: 0.08 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) EGO Deviation: N/A VE Error (from EGO): N/A ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 69°F Status: no-data Samples: 0 valid, 2.1 fuel cut Confidence Level: Very Low (14 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 128 Full correction VE: 129 Cell: 4000 RPM x 98 kPa (Row 1, Col 8) Current VE: 141 AFR Target: 12.60 AFR Actual (avg): 12.54 AFR Min/Max: 12.30 / 13.00 AFR Std Dev: 0.31 AFR Error: -0.06 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) (3 open-loop frames filtered) EGO Deviation: N/A VE Error (from EGO): N/A ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 45% Avg MAT: 69°F Status: GOOD Samples: 3 valid, 7.6 fuel cut Confidence Level: Very Low (20 hits) (3 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 141 Full correction VE: 140 Cell: 4400 RPM x 98 kPa (Row 1, Col 9) Current VE: 138 AFR Target: 12.60 AFR Actual (avg): 12.30 AFR Min/Max: 12.30 / 12.30 AFR Std Dev: 0.00 AFR Error: -0.30 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) EGO Deviation: N/A VE Error (from EGO): N/A ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 69°F Status: no-data Samples: 0 valid, 3.5 fuel cut Confidence Level: Very Low (9 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 138 Full correction VE: 135 Cell: 4800 RPM x 98 kPa (Row 1, Col 10) Current VE: 138 AFR Target: 12.60 AFR Actual (avg): 13.00 AFR Min/Max: 12.90 / 13.10 AFR Std Dev: 0.08 AFR Error: 0.40 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) (0 open-loop frames filtered) EGO Deviation: N/A VE Error (from EGO): N/A ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 68°F Status: no-data Samples: 0 valid, 10.7 fuel cut Confidence Level: Very Low (32 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 138 Full correction VE: 142 Cell: 5200 RPM x 98 kPa (Row 1, Col 11) Current VE: 139 AFR Target: 12.60 AFR Actual (avg): 13.02 AFR Min/Max: 12.90 / 13.10 AFR Std Dev: 0.09 AFR Error: 0.42 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) (4 open-loop frames filtered) EGO Deviation: N/A VE Error (from EGO): N/A ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 33% Avg MAT: 68°F Status: LEAN Samples: 4 valid, 13.6 fuel cut Confidence Level: Very Low (51 hits) (4 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 139 Full correction VE: 144 Cell: 5400 RPM x 98 kPa (Row 1, Col 12) Current VE: 135 Original VE: 134 (before correction was applied) AFR Target: 12.65 AFR Actual (avg): 12.97 AFR Min/Max: 12.70 / 13.20 AFR Std Dev: 0.13 AFR Error: 0.32 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) (7 open-loop frames filtered) EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 47% Avg MAT: 69°F Status: LEAN Samples: 7 valid, 9.6 fuel cut Confidence Level: Low (59 hits) (7 samples) Correction %: 8.3% (AFR fallback) Suggested VE: 135 Status: APPLIED (was 134 → now 135) Full correction VE: 137 Cell: 5800 RPM x 98 kPa (Row 1, Col 13) Current VE: 129 AFR Target: 12.69 AFR Actual (avg): 12.88 AFR Min/Max: 12.20 / 14.30 AFR Std Dev: 0.38 AFR Error: 0.19 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) (7 open-loop frames filtered) EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 49% Avg MAT: 73°F Status: GOOD Samples: 7 valid, 8.7 fuel cut Confidence Level: Low (79 hits) (7 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 129 Full correction VE: 131 Cell: 6200 RPM x 98 kPa (Row 1, Col 14) Current VE: 126 AFR Target: 12.70 AFR Actual (avg): 12.91 AFR Min/Max: 12.20 / 14.30 AFR Std Dev: 0.46 AFR Error: 0.21 (trimmed: 0.15) EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) (7 open-loop frames filtered) EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 43% Avg MAT: 72°F Status: GOOD Samples: 7 valid, 7.8 fuel cut Confidence Level: Low (70 hits) (7 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 126 Full correction VE: 128 Cell: 6600 RPM x 98 kPa (Row 1, Col 15) Current VE: 116 Original VE: 117 (before correction was applied) AFR Target: 12.70 AFR Actual (avg): 11.82 AFR Min/Max: 10.30 / 13.80 AFR Std Dev: 1.19 AFR Error: -0.88 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) (5 open-loop frames filtered) EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 43% Avg MAT: 71°F Status: RICH Samples: 6 valid, 4.3 fuel cut Confidence Level: Low (37 hits) (6 samples) Correction %: 12.4% (AFR fallback) Suggested VE: 116 Status: APPLIED (was 117 → now 116) Full correction VE: 109 Cell: 1200 RPM x 95 kPa (Row 2, Col 1) Current VE: 147 AFR Target: 11.80 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.7 fuel cut Confidence Level: No Data (1 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 147 Full correction VE: 147 Cell: 1600 RPM x 95 kPa (Row 2, Col 2) Current VE: 124 AFR Target: 11.80 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.4 fuel cut Confidence Level: No Data (2 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 124 Full correction VE: 124 Cell: 2000 RPM x 95 kPa (Row 2, Col 3) Current VE: 100 AFR Target: 12.80 AFR Actual (avg): 13.39 AFR Min/Max: 12.50 / 14.70 AFR Std Dev: 0.53 AFR Error: 0.59 EGO Correction (avg): 100.9% EGO Correction (median): 100.0% EGO Samples: 5 (0 effective) EGO Deviation: +0.93% VE Error (from EGO): +0.93% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 49% Avg MAT: 76°F Status: LEAN Samples: 1 valid, 5.3 fuel cut Confidence Level: Very Low (53 hits) (1 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 100 Full correction VE: 105 Cell: 2400 RPM x 95 kPa (Row 2, Col 4) Current VE: 106 AFR Target: 12.76 AFR Actual (avg): 13.04 AFR Min/Max: 12.20 / 14.70 AFR Std Dev: 0.48 AFR Error: 0.29 EGO Correction (avg): 101.5% EGO Correction (median): 101.6% EGO Samples: 16 (3 effective) (0 open-loop frames filtered) EGO Deviation: +1.53% VE Error (from EGO): +1.53% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 81% Avg MAT: 75°F Status: GOOD Samples: 3 valid, 10.4 fuel cut Confidence Level: Very Low (64 hits) (3 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 106 Full correction VE: 108 Cell: 2800 RPM x 95 kPa (Row 2, Col 5) Current VE: 113 AFR Target: 12.62 AFR Actual (avg): 12.82 AFR Min/Max: 12.20 / 13.10 AFR Std Dev: 0.34 AFR Error: 0.19 EGO Correction (avg): 99.2% EGO Correction (median): 99.2% EGO Samples: 2 (1 effective) (5 open-loop frames filtered) EGO Deviation: -0.80% VE Error (from EGO): -0.80% Steady-State Quality: 51% Avg MAT: 73°F Status: GOOD Samples: 6 valid, 0.4 fuel cut Confidence Level: Low (20 hits) (6 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 113 Full correction VE: 115 Cell: 3200 RPM x 95 kPa (Row 2, Col 6) Current VE: 126 AFR Target: 12.60 AFR Actual (avg): 12.81 AFR Min/Max: 12.20 / 13.10 AFR Std Dev: 0.33 AFR Error: 0.21 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) EGO Deviation: N/A VE Error (from EGO): N/A ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 72°F Status: no-data Samples: 0 valid Confidence Level: Very Low (7 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 126 Full correction VE: 128 Cell: 3600 RPM x 95 kPa (Row 2, Col 7) Current VE: 119 AFR Target: 12.60 AFR Actual (avg): 12.84 AFR Min/Max: 12.30 / 13.00 AFR Std Dev: 0.33 AFR Error: 0.24 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) EGO Deviation: N/A VE Error (from EGO): N/A ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 68°F Status: no-data Samples: 0 valid, 0.4 fuel cut Confidence Level: Very Low (8 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 119 Full correction VE: 121 Cell: 4000 RPM x 95 kPa (Row 2, Col 8) Current VE: 147 AFR Target: 12.60 AFR Actual (avg): 12.72 AFR Min/Max: 12.30 / 13.00 AFR Std Dev: 0.33 AFR Error: 0.12 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) (1 open-loop frames filtered) EGO Deviation: N/A VE Error (from EGO): N/A ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 66% Avg MAT: 69°F Status: GOOD Samples: 1 valid, 1.1 fuel cut Confidence Level: Very Low (13 hits) (1 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 147 Full correction VE: 148 Cell: 4400 RPM x 95 kPa (Row 2, Col 9) Current VE: 153 AFR Target: 11.80 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 1.7 fuel cut Confidence Level: No Data (8 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 153 Full correction VE: 153 Cell: 4800 RPM x 95 kPa (Row 2, Col 10) Current VE: 146 AFR Target: 12.60 AFR Actual (avg): 12.95 AFR Min/Max: 12.90 / 13.10 AFR Std Dev: 0.09 AFR Error: 0.35 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) (0 open-loop frames filtered) EGO Deviation: N/A VE Error (from EGO): N/A ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 68°F Status: no-data Samples: 0 valid, 4.7 fuel cut Confidence Level: Very Low (34 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 146 Full correction VE: 150 Cell: 5200 RPM x 95 kPa (Row 2, Col 11) Current VE: 137 AFR Target: 12.60 AFR Actual (avg): 13.01 AFR Min/Max: 12.90 / 13.10 AFR Std Dev: 0.09 AFR Error: 0.41 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) (2 open-loop frames filtered) EGO Deviation: N/A VE Error (from EGO): N/A ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 43% Avg MAT: 68°F Status: LEAN Samples: 2 valid, 8.6 fuel cut Confidence Level: Very Low (54 hits) (2 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 137 Full correction VE: 141 Cell: 5400 RPM x 95 kPa (Row 2, Col 12) Current VE: 146 Original VE: 145 (before correction was applied) AFR Target: 12.65 AFR Actual (avg): 12.96 AFR Min/Max: 12.70 / 13.20 AFR Std Dev: 0.13 AFR Error: 0.31 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) (5 open-loop frames filtered) EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 55% Avg MAT: 69°F Status: LEAN Samples: 5 valid, 9.8 fuel cut Confidence Level: Low (62 hits) (5 samples) Correction %: 8.3% (AFR fallback) Suggested VE: 146 Status: APPLIED (was 145 → now 146) Full correction VE: 149 Cell: 5800 RPM x 95 kPa (Row 2, Col 13) Current VE: 135 AFR Target: 12.69 AFR Actual (avg): 12.89 AFR Min/Max: 12.20 / 14.30 AFR Std Dev: 0.38 AFR Error: 0.20 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) (9 open-loop frames filtered) EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 47% Avg MAT: 73°F Status: GOOD Samples: 10 valid, 14.1 fuel cut Confidence Level: Low (81 hits) (10 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 135 Full correction VE: 137 Cell: 6200 RPM x 95 kPa (Row 2, Col 14) Current VE: 123 Original VE: 122 (before correction was applied) AFR Target: 12.70 AFR Actual (avg): 12.98 AFR Min/Max: 12.20 / 14.30 AFR Std Dev: 0.45 AFR Error: 0.28 (trimmed: 0.22) EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) (10 open-loop frames filtered) EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 46% Avg MAT: 72°F Status: GOOD Samples: 10 valid, 12.7 fuel cut Confidence Level: Low (71 hits) (10 samples) Correction %: 12.5% (AFR fallback) Suggested VE: 123 Status: APPLIED (was 122 → now 123) Full correction VE: 125 Cell: 6600 RPM x 95 kPa (Row 2, Col 15) Current VE: 115 Original VE: 116 (before correction was applied) AFR Target: 12.70 AFR Actual (avg): 12.38 AFR Min/Max: 10.30 / 13.80 AFR Std Dev: 1.01 AFR Error: -0.32 (trimmed: -0.25) EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) (7 open-loop frames filtered) EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 49% Avg MAT: 72°F Status: RICH Samples: 7 valid, 4.7 fuel cut Confidence Level: Low (38 hits) (7 samples) Correction %: 6.2% (AFR fallback) Suggested VE: 115 Status: APPLIED (was 116 → now 115) Full correction VE: 113 Cell: 800 RPM x 90 kPa (Row 3, Col 0) Current VE: 156 AFR Target: 12.98 AFR Actual (avg): 13.74 AFR Min/Max: 12.90 / 14.40 AFR Std Dev: 0.57 AFR Error: 0.76 EGO Correction (avg): 88.2% EGO Correction (median): 88.8% EGO Samples: 5 (2 effective) EGO Deviation: -11.79% VE Error (from EGO): -11.79% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 68% Avg MAT: 112°F Status: LEAN Samples: 2 valid, 0.7 fuel cut Confidence Level: Very Low (7 hits) (2 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 156 Full correction VE: 165 Cell: 1200 RPM x 90 kPa (Row 3, Col 1) Current VE: 128 AFR Target: 11.80 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.8 fuel cut Confidence Level: No Data (3 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 128 Full correction VE: 128 Cell: 1600 RPM x 90 kPa (Row 3, Col 2) Current VE: 127 AFR Target: 11.80 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.8 fuel cut Confidence Level: No Data (2 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 127 Full correction VE: 127 Cell: 2000 RPM x 90 kPa (Row 3, Col 3) Current VE: 107 AFR Target: 12.90 AFR Actual (avg): 13.25 AFR Min/Max: 11.80 / 15.50 AFR Std Dev: 0.72 AFR Error: 0.35 (trimmed: 0.24) EGO Correction (avg): 100.8% EGO Correction (median): 100.8% EGO Samples: 76 (12 effective) EGO Deviation: +0.83% VE Error (from EGO): +0.83% EGO/AFR Agreement: 17% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 65% Avg MAT: 75°F Status: GOOD Samples: 13 valid, 23.6 fuel cut Confidence Level: Low (278 hits) (13 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 107 Full correction VE: 108 Cell: 2400 RPM x 90 kPa (Row 3, Col 4) Current VE: 111 AFR Target: 12.89 AFR Actual (avg): 12.86 AFR Min/Max: 11.80 / 15.50 AFR Std Dev: 0.66 AFR Error: -0.04 EGO Correction (avg): 101.2% EGO Correction (median): 100.8% EGO Samples: 103 (40 effective) EGO Deviation: +1.20% VE Error (from EGO): +1.20% EGO/AFR Agreement: 19% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 67% Avg MAT: 74°F Status: LEAN Samples: 41 valid, 56.6 fuel cut Confidence Level: Medium (295 hits) (41 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 111 Full correction VE: 112 Cell: 2800 RPM x 90 kPa (Row 3, Col 5) Current VE: 108 AFR Target: 12.70 AFR Actual (avg): 12.95 AFR Min/Max: 12.90 / 13.10 AFR Std Dev: 0.10 AFR Error: 0.25 EGO Correction (avg): 99.2% EGO Correction (median): 99.2% EGO Samples: 2 (1 effective) (0 open-loop frames filtered) EGO Deviation: -0.80% VE Error (from EGO): -0.80% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 56% Avg MAT: 74°F Status: GOOD Samples: 1 valid, 10.7 fuel cut Confidence Level: Very Low (21 hits) (1 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 108 Full correction VE: 110 Cell: 3200 RPM x 90 kPa (Row 3, Col 6) Current VE: 107 AFR Target: 11.80 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 1 fuel cut Confidence Level: No Data (5 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 107 Full correction VE: 107 Cell: 3600 RPM x 90 kPa (Row 3, Col 7) Current VE: 141 AFR Target: 12.60 AFR Actual (avg): 11.78 AFR Min/Max: 11.50 / 12.30 AFR Std Dev: 0.37 AFR Error: -0.82 EGO Correction (avg): 97.9% EGO Correction (median): 98.4% EGO Samples: 3 (1 effective) EGO Deviation: -2.09% VE Error (from EGO): -2.09% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 34% Avg MAT: 72°F Status: RICH Samples: 1 valid, 4.7 fuel cut Confidence Level: Very Low (21 hits) (1 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 141 Full correction VE: 132 Cell: 4000 RPM x 90 kPa (Row 3, Col 8) Current VE: 145 AFR Target: 12.60 AFR Actual (avg): 11.86 AFR Min/Max: 11.50 / 12.30 AFR Std Dev: 0.34 AFR Error: -0.74 EGO Correction (avg): 97.8% EGO Correction (median): 97.6% EGO Samples: 3 (1 effective) EGO Deviation: -2.24% VE Error (from EGO): -2.24% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 53% Avg MAT: 72°F Status: RICH Samples: 1 valid, 4.3 fuel cut Confidence Level: Very Low (24 hits) (1 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 145 Full correction VE: 136 Cell: 4400 RPM x 90 kPa (Row 3, Col 9) Current VE: 144 AFR Target: 11.80 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 1.9 fuel cut Confidence Level: No Data (8 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 144 Full correction VE: 144 Cell: 4800 RPM x 90 kPa (Row 3, Col 10) Current VE: 148 AFR Target: 12.60 AFR Actual (avg): 12.49 AFR Min/Max: 12.00 / 12.90 AFR Std Dev: 0.35 AFR Error: -0.11 EGO Correction (avg): 100.0% EGO Correction (median): 100.0% EGO Samples: 10 (2 effective) EGO Deviation: -0.04% VE Error (from EGO): -0.04% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 70% Avg MAT: 68°F Status: GOOD Samples: 2 valid, 3.7 fuel cut Confidence Level: Very Low (23 hits) (2 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 148 Full correction VE: 147 Cell: 5200 RPM x 90 kPa (Row 3, Col 11) Current VE: 148 AFR Target: 12.60 AFR Actual (avg): 12.42 AFR Min/Max: 12.00 / 12.90 AFR Std Dev: 0.34 AFR Error: -0.18 EGO Correction (avg): 99.0% EGO Correction (median): 98.4% EGO Samples: 11 (5 effective) EGO Deviation: -1.02% VE Error (from EGO): -1.02% Steady-State Quality: 50% Avg MAT: 67°F Status: RICH Samples: 5 valid, 3.4 fuel cut Confidence Level: Low (26 hits) (5 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 148 Full correction VE: 146 Cell: 5400 RPM x 90 kPa (Row 3, Col 12) Current VE: 138 AFR Target: 12.60 AFR Actual (avg): 12.49 AFR Min/Max: 12.20 / 12.80 AFR Std Dev: 0.27 AFR Error: -0.11 EGO Correction (avg): 98.8% EGO Correction (median): 98.4% EGO Samples: 2 (0 effective) EGO Deviation: -1.21% VE Error (from EGO): -1.21% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 66°F Status: no-data Samples: 0 valid, 0.8 fuel cut Confidence Level: Very Low (7 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 138 Full correction VE: 137 Cell: 5800 RPM x 90 kPa (Row 3, Col 13) Current VE: 136 AFR Target: 11.80 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.5 fuel cut Confidence Level: No Data (2 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 136 Full correction VE: 136 Cell: 6200 RPM x 90 kPa (Row 3, Col 14) Current VE: 136 AFR Target: 11.80 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.5 fuel cut Confidence Level: No Data (1 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 136 Full correction VE: 136 Cell: 6600 RPM x 90 kPa (Row 3, Col 15) Current VE: 117 AFR Target: 12.70 AFR Actual (avg): 11.70 AFR Min/Max: 11.70 / 11.70 AFR Std Dev: 0.00 AFR Error: -1.00 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) (1 open-loop frames filtered) EGO Deviation: N/A VE Error (from EGO): N/A ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 22% Avg MAT: 75°F Status: RICH (CRITICAL) Samples: 1 valid, 0.8 fuel cut Confidence Level: Very Low (2 hits) (1 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 117 Full correction VE: 108 Cell: 800 RPM x 85 kPa (Row 4, Col 0) Current VE: 118 AFR Target: 12.98 AFR Actual (avg): 13.59 AFR Min/Max: 12.90 / 14.40 AFR Std Dev: 0.57 AFR Error: 0.61 EGO Correction (avg): 88.8% EGO Correction (median): 88.8% EGO Samples: 5 (4 effective) EGO Deviation: -11.20% VE Error (from EGO): -11.20% EGO/AFR Agreement: 0% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 57% Avg MAT: 112°F Status: LEAN Samples: 4 valid, 1.8 fuel cut Confidence Level: Very Low (13 hits) (4 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 118 Full correction VE: 124 Cell: 1200 RPM x 85 kPa (Row 4, Col 1) Current VE: 121 AFR Target: 12.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 1.7 fuel cut Confidence Level: No Data (8 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 121 Full correction VE: 121 Cell: 1600 RPM x 85 kPa (Row 4, Col 2) Current VE: 117 AFR Target: 13.30 AFR Actual (avg): 12.20 AFR Min/Max: 12.20 / 12.20 AFR Std Dev: 0.00 AFR Error: -1.10 EGO Correction (avg): 100.8% EGO Correction (median): 100.8% EGO Samples: 1 (0 effective) EGO Deviation: +0.80% VE Error (from EGO): +0.80% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 95°F Status: no-data Samples: 0 valid, 2.2 fuel cut Confidence Level: Very Low (8 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 117 Full correction VE: 107 Cell: 2000 RPM x 85 kPa (Row 4, Col 3) Current VE: 115 AFR Target: 13.21 AFR Actual (avg): 13.20 AFR Min/Max: 11.80 / 16.30 AFR Std Dev: 0.86 AFR Error: -0.01 (trimmed: -0.14) EGO Correction (avg): 99.7% EGO Correction (median): 100.0% EGO Samples: 316 (58 effective) EGO Deviation: -0.28% VE Error (from EGO): -0.28% EGO/AFR Agreement: 46% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 66% Avg MAT: 74°F Status: GOOD Samples: 63 valid, 52.7 fuel cut Confidence Level: Medium (846 hits) (63 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 115 Full correction VE: 115 Cell: 2400 RPM x 85 kPa (Row 4, Col 4) Current VE: 111 AFR Target: 13.21 AFR Actual (avg): 13.20 AFR Min/Max: 11.80 / 16.30 AFR Std Dev: 0.86 AFR Error: -0.01 (trimmed: -0.13) EGO Correction (avg): 99.8% EGO Correction (median): 100.0% EGO Samples: 448 (148 effective) EGO Deviation: -0.21% VE Error (from EGO): -0.21% EGO/AFR Agreement: 39% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 68% Avg MAT: 74°F Status: GOOD Samples: 151 valid, 109.6 fuel cut Confidence Level: High (859 hits) (151 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 111 Full correction VE: 111 Cell: 2800 RPM x 85 kPa (Row 4, Col 5) Current VE: 115 AFR Target: 12.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 5 fuel cut Confidence Level: No Data (23 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 115 Full correction VE: 115 Cell: 3200 RPM x 85 kPa (Row 4, Col 6) Current VE: 117 AFR Target: 12.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 2.1 fuel cut Confidence Level: No Data (11 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 117 Full correction VE: 117 Cell: 3600 RPM x 85 kPa (Row 4, Col 7) Current VE: 118 AFR Target: 12.65 AFR Actual (avg): 12.24 AFR Min/Max: 11.50 / 12.70 AFR Std Dev: 0.45 AFR Error: -0.41 EGO Correction (avg): 96.7% EGO Correction (median): 96.8% EGO Samples: 3 (0 effective) EGO Deviation: -3.34% VE Error (from EGO): -3.34% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 72°F Status: no-data Samples: 0 valid, 9.9 fuel cut Confidence Level: Very Low (27 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 118 Full correction VE: 114 Cell: 4000 RPM x 85 kPa (Row 4, Col 8) Current VE: 135 AFR Target: 12.65 AFR Actual (avg): 12.28 AFR Min/Max: 11.50 / 12.70 AFR Std Dev: 0.47 AFR Error: -0.37 EGO Correction (avg): 96.6% EGO Correction (median): 96.8% EGO Samples: 3 (1 effective) EGO Deviation: -3.39% VE Error (from EGO): -3.39% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 30% Avg MAT: 72°F Status: RICH Samples: 1 valid, 4.6 fuel cut Confidence Level: Very Low (29 hits) (1 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 135 Full correction VE: 131 Cell: 4400 RPM x 85 kPa (Row 4, Col 9) Current VE: 156 AFR Target: 12.75 AFR Actual (avg): 12.26 AFR Min/Max: 11.50 / 12.70 AFR Std Dev: 0.35 AFR Error: -0.49 EGO Correction (avg): 106.6% EGO Correction (median): 108.0% EGO Samples: 7 (1 effective) EGO Deviation: +6.62% VE Error (from EGO): +6.62% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 40% Avg MAT: 74°F Status: RICH Samples: 1 valid, 4.7 fuel cut Confidence Level: Very Low (31 hits) (1 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 156 Full correction VE: 150 Cell: 4800 RPM x 85 kPa (Row 4, Col 10) Current VE: 147 Original VE: 146 (before correction was applied) AFR Target: 12.69 AFR Actual (avg): 12.38 AFR Min/Max: 11.50 / 12.90 AFR Std Dev: 0.34 AFR Error: -0.30 EGO Correction (avg): 103.0% EGO Correction (median): 102.4% EGO Samples: 25 (7 effective) EGO Deviation: +3.01% VE Error (from EGO): +3.01% EGO/AFR Agreement: 7% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 56% Avg MAT: 76°F Status: LEAN Samples: 7 valid, 7.7 fuel cut Confidence Level: Low (51 hits) (7 samples) Correction %: 14.9% (EGO-driven) Suggested VE: 147 Status: APPLIED (was 146 → now 147) Full correction VE: 150 Cell: 5200 RPM x 85 kPa (Row 4, Col 11) Current VE: 147 AFR Target: 12.63 AFR Actual (avg): 12.44 AFR Min/Max: 12.00 / 12.90 AFR Std Dev: 0.32 AFR Error: -0.19 EGO Correction (avg): 99.6% EGO Correction (median): 99.2% EGO Samples: 14 (3 effective) EGO Deviation: -0.38% VE Error (from EGO): -0.38% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 66% Avg MAT: 69°F Status: GOOD Samples: 3 valid, 2.2 fuel cut Confidence Level: Very Low (33 hits) (3 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 147 Full correction VE: 145 Cell: 5400 RPM x 85 kPa (Row 4, Col 12) Current VE: 154 AFR Target: 12.73 AFR Actual (avg): 12.73 AFR Min/Max: 12.20 / 12.90 AFR Std Dev: 0.22 AFR Error: -0.00 EGO Correction (avg): 98.8% EGO Correction (median): 99.2% EGO Samples: 6 (1 effective) EGO Deviation: -1.17% VE Error (from EGO): -1.17% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 42% Avg MAT: 70°F Status: GOOD Samples: 1 valid, 0.7 fuel cut Confidence Level: Very Low (13 hits) (1 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 154 Full correction VE: 154 Cell: 5800 RPM x 85 kPa (Row 4, Col 13) Current VE: 143 AFR Target: 12.82 AFR Actual (avg): 12.85 AFR Min/Max: 12.70 / 12.90 AFR Std Dev: 0.11 AFR Error: 0.02 EGO Correction (avg): 99.1% EGO Correction (median): 99.2% EGO Samples: 3 (0 effective) EGO Deviation: -0.91% VE Error (from EGO): -0.91% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 71°F Status: no-data Samples: 0 valid, 0 fuel cut Confidence Level: Very Low (5 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 143 Full correction VE: 143 Cell: 6600 RPM x 85 kPa (Row 4, Col 15) Current VE: 137 AFR Target: 11.80 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.2 fuel cut Confidence Level: No Data (1 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 137 Full correction VE: 137 Cell: 800 RPM x 80 kPa (Row 5, Col 0) Current VE: 83 AFR Target: 13.00 AFR Actual (avg): 14.30 AFR Min/Max: 14.30 / 14.30 AFR Std Dev: 0.00 AFR Error: 1.30 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) EGO Deviation: N/A VE Error (from EGO): N/A ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 112°F Status: no-data Samples: 0 valid, 3.1 fuel cut Confidence Level: Very Low (11 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 83 Full correction VE: 91 Cell: 1200 RPM x 80 kPa (Row 5, Col 1) Current VE: 103 AFR Target: 13.70 AFR Actual (avg): 16.10 AFR Min/Max: 16.10 / 16.10 AFR Std Dev: 0.00 AFR Error: 2.40 EGO Correction (avg): 100.0% EGO Correction (median): 100.0% EGO Samples: 1 (0 effective) EGO Deviation: +0.00% VE Error (from EGO): +0.00% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 91°F Status: no-data Samples: 0 valid, 2.4 fuel cut Confidence Level: Very Low (14 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 103 Full correction VE: 121 Cell: 1600 RPM x 80 kPa (Row 5, Col 2) Current VE: 119 AFR Target: 13.63 AFR Actual (avg): 13.12 AFR Min/Max: 11.80 / 16.10 AFR Std Dev: 1.96 AFR Error: -0.52 EGO Correction (avg): 100.6% EGO Correction (median): 100.8% EGO Samples: 2 (0 effective) EGO Deviation: +0.57% VE Error (from EGO): +0.57% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 94°F Status: no-data Samples: 0 valid, 1.8 fuel cut Confidence Level: Very Low (16 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 119 Full correction VE: 114 Cell: 2000 RPM x 80 kPa (Row 5, Col 3) Current VE: 111 AFR Target: 13.66 AFR Actual (avg): 13.65 AFR Min/Max: 11.80 / 16.70 AFR Std Dev: 0.92 AFR Error: -0.01 (trimmed: -0.11) EGO Correction (avg): 99.7% EGO Correction (median): 100.0% EGO Samples: 1214 (230 effective) (0 open-loop frames filtered) EGO Deviation: -0.34% VE Error (from EGO): -0.34% EGO/AFR Agreement: 41% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 68% Avg MAT: 71°F Status: GOOD Samples: 242 valid, 67.7 fuel cut Confidence Level: High (2117 hits) (242 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 111 Full correction VE: 111 Cell: 2400 RPM x 80 kPa (Row 5, Col 4) Current VE: 110 AFR Target: 13.66 AFR Actual (avg): 13.72 AFR Min/Max: 11.80 / 16.70 AFR Std Dev: 0.92 AFR Error: 0.06 (trimmed: -0.05) EGO Correction (avg): 99.3% EGO Correction (median): 99.2% EGO Samples: 1510 (592 effective) (0 open-loop frames filtered) EGO Deviation: -0.71% VE Error (from EGO): -0.71% EGO/AFR Agreement: 39% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 70% Avg MAT: 70°F Status: GOOD Samples: 597 valid, 160.6 fuel cut Confidence Level: High (2134 hits) (597 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 110 Full correction VE: 109 Cell: 2800 RPM x 80 kPa (Row 5, Col 5) Current VE: 108 AFR Target: 13.67 AFR Actual (avg): 15.45 AFR Min/Max: 13.60 / 16.40 AFR Std Dev: 1.09 AFR Error: 1.78 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) EGO Deviation: N/A VE Error (from EGO): N/A ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 74°F Status: no-data Samples: 0 valid, 4.4 fuel cut Confidence Level: Very Low (27 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 108 Full correction VE: 122 Cell: 3200 RPM x 80 kPa (Row 5, Col 6) Current VE: 106 AFR Target: 13.27 AFR Actual (avg): 13.91 AFR Min/Max: 12.60 / 14.60 AFR Std Dev: 0.99 AFR Error: 0.63 EGO Correction (avg): 102.1% EGO Correction (median): 102.4% EGO Samples: 2 (1 effective) EGO Deviation: +2.09% VE Error (from EGO): +2.09% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 46% Avg MAT: 80°F Status: LEAN Samples: 1 valid, 2.6 fuel cut Confidence Level: Very Low (22 hits) (1 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 106 Full correction VE: 111 Cell: 3600 RPM x 80 kPa (Row 5, Col 7) Current VE: 133 AFR Target: 13.19 AFR Actual (avg): 12.65 AFR Min/Max: 12.40 / 14.60 AFR Std Dev: 0.86 AFR Error: -0.53 EGO Correction (avg): 94.8% EGO Correction (median): 95.2% EGO Samples: 2 (0 effective) EGO Deviation: -5.17% VE Error (from EGO): -5.17% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 22% Avg MAT: 73°F Status: RICH Samples: 1 valid, 4.3 fuel cut Confidence Level: Very Low (27 hits) (1 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 133 Full correction VE: 128 Cell: 4000 RPM x 80 kPa (Row 5, Col 8) Current VE: 140 AFR Target: 13.14 AFR Actual (avg): 12.62 AFR Min/Max: 12.40 / 13.80 AFR Std Dev: 0.78 AFR Error: -0.52 EGO Correction (avg): 94.9% EGO Correction (median): 95.2% EGO Samples: 2 (1 effective) EGO Deviation: -5.13% VE Error (from EGO): -5.13% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 37% Avg MAT: 72°F Status: RICH Samples: 1 valid, 3.2 fuel cut Confidence Level: Very Low (21 hits) (1 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 140 Full correction VE: 134 Cell: 4400 RPM x 80 kPa (Row 5, Col 9) Current VE: 146 AFR Target: 12.91 AFR Actual (avg): 13.02 AFR Min/Max: 11.50 / 14.40 AFR Std Dev: 0.78 AFR Error: 0.10 EGO Correction (avg): 105.6% EGO Correction (median): 105.4% EGO Samples: 17 (4 effective) EGO Deviation: +5.61% VE Error (from EGO): +5.61% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 58% Avg MAT: 78°F Status: GOOD Samples: 4 valid, 8.2 fuel cut Confidence Level: Very Low (45 hits) (4 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 146 Full correction VE: 147 Cell: 4800 RPM x 80 kPa (Row 5, Col 10) Current VE: 153 AFR Target: 12.87 AFR Actual (avg): 12.56 AFR Min/Max: 11.50 / 14.40 AFR Std Dev: 0.60 AFR Error: -0.31 (trimmed: -0.38) EGO Correction (avg): 102.2% EGO Correction (median): 101.6% EGO Samples: 31 (13 effective) EGO Deviation: +2.17% VE Error (from EGO): +2.17% ⚡ AFR/EGO CONFLICT: AFR says RICH (-0.38 [trimmed: -0.38, raw: -0.31]) but EGO says LEAN (+2.2%) — caution: mild disagreement EGO/AFR Agreement: 29% (signals blended) Steady-State Quality: 55% Avg MAT: 77°F Status: LEAN Samples: 13 valid, 6.8 fuel cut Confidence Level: Low (52 hits) (13 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 153 Full correction VE: 153 Cell: 5200 RPM x 80 kPa (Row 5, Col 11) Current VE: 149 AFR Target: 12.86 AFR Actual (avg): 12.67 AFR Min/Max: 12.30 / 13.00 AFR Std Dev: 0.29 AFR Error: -0.19 EGO Correction (avg): 97.7% EGO Correction (median): 96.8% EGO Samples: 9 (3 effective) EGO Deviation: -2.28% VE Error (from EGO): -2.28% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 47% Avg MAT: 73°F Status: GOOD Samples: 3 valid, 2.2 fuel cut Confidence Level: Very Low (21 hits) (3 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 149 Full correction VE: 147 Cell: 5400 RPM x 80 kPa (Row 5, Col 12) Current VE: 146 AFR Target: 12.82 AFR Actual (avg): 12.78 AFR Min/Max: 12.70 / 12.90 AFR Std Dev: 0.10 AFR Error: -0.04 EGO Correction (avg): 98.7% EGO Correction (median): 98.4% EGO Samples: 4 (2 effective) EGO Deviation: -1.30% VE Error (from EGO): -1.30% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 61% Avg MAT: 72°F Status: GOOD Samples: 2 valid, 2.1 fuel cut Confidence Level: Very Low (9 hits) (2 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 146 Full correction VE: 145 Cell: 5800 RPM x 80 kPa (Row 5, Col 13) Current VE: 140 AFR Target: 12.82 AFR Actual (avg): 12.83 AFR Min/Max: 12.70 / 12.90 AFR Std Dev: 0.10 AFR Error: 0.00 EGO Correction (avg): 99.0% EGO Correction (median): 99.2% EGO Samples: 4 (1 effective) EGO Deviation: -1.02% VE Error (from EGO): -1.02% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 52% Avg MAT: 71°F Status: GOOD Samples: 1 valid, 0 fuel cut Confidence Level: Very Low (5 hits) (1 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 140 Full correction VE: 140 Cell: 6200 RPM x 80 kPa (Row 5, Col 14) Current VE: 129 AFR Target: 11.80 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.6 fuel cut Confidence Level: No Data (3 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 129 Full correction VE: 129 Cell: 6600 RPM x 80 kPa (Row 5, Col 15) Current VE: 120 AFR Target: 11.80 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 1.1 fuel cut Confidence Level: No Data (3 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 120 Full correction VE: 120 Cell: 800 RPM x 75 kPa (Row 6, Col 0) Current VE: 69 AFR Target: 13.80 AFR Actual (avg): 16.13 AFR Min/Max: 14.20 / 16.60 AFR Std Dev: 0.91 AFR Error: 2.33 (trimmed: 2.43) EGO Correction (avg): 98.5% EGO Correction (median): 98.4% EGO Samples: 14 (3 effective) EGO Deviation: -1.46% VE Error (from EGO): -1.46% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 89% Avg MAT: 104°F Status: LEAN (CRITICAL) Samples: 3 valid, 5.3 fuel cut Confidence Level: Very Low (28 hits) (3 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 69 Full correction VE: 81 Cell: 1200 RPM x 75 kPa (Row 6, Col 1) Current VE: 102 Original VE: 99 (before correction was applied) AFR Target: 13.87 AFR Actual (avg): 15.92 AFR Min/Max: 14.20 / 16.90 AFR Std Dev: 0.72 AFR Error: 2.05 (trimmed: 2.12) EGO Correction (avg): 99.2% EGO Correction (median): 99.2% EGO Samples: 22 (7 effective) EGO Deviation: -0.78% VE Error (from EGO): -0.78% EGO/AFR Agreement: 4% (signals blended) Steady-State Quality: 74% Avg MAT: 102°F Status: GOOD Samples: 7 valid, 5.9 fuel cut Confidence Level: Low (54 hits) (7 samples) Correction %: 24.5% (EGO-driven) Suggested VE: 102 Status: APPLIED (was 99 → now 102) Full correction VE: 113 Cell: 1600 RPM x 75 kPa (Row 6, Col 2) Current VE: 123 AFR Target: 13.99 AFR Actual (avg): 15.77 AFR Min/Max: 11.70 / 16.90 AFR Std Dev: 1.61 AFR Error: 1.78 (trimmed: 2.14) EGO Correction (avg): 103.0% EGO Correction (median): 100.0% EGO Samples: 12 (2 effective) EGO Deviation: +2.97% VE Error (from EGO): +2.97% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 49% Avg MAT: 98°F Status: LEAN (CRITICAL) Samples: 2 valid, 4.4 fuel cut Confidence Level: Very Low (35 hits) (2 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 123 Full correction VE: 139 Cell: 2000 RPM x 75 kPa (Row 6, Col 3) Current VE: 99 AFR Target: 14.12 AFR Actual (avg): 14.19 AFR Min/Max: 11.70 / 16.80 AFR Std Dev: 0.78 AFR Error: 0.07 EGO Correction (avg): 100.0% EGO Correction (median): 100.0% EGO Samples: 2887 (557 effective) (8 open-loop frames filtered) EGO Deviation: -0.04% VE Error (from EGO): -0.04% EGO/AFR Agreement: 33% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 71% Avg MAT: 70°F Status: GOOD Samples: 588 valid, 69.4 fuel cut Confidence Level: High (4239 hits) (588 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 99 Full correction VE: 99 Cell: 2400 RPM x 75 kPa (Row 6, Col 4) Current VE: 107 AFR Target: 14.12 AFR Actual (avg): 14.18 AFR Min/Max: 11.80 / 16.80 AFR Std Dev: 0.79 AFR Error: 0.06 EGO Correction (avg): 99.6% EGO Correction (median): 100.0% EGO Samples: 3519 (1351 effective) (12 open-loop frames filtered) EGO Deviation: -0.38% VE Error (from EGO): -0.38% EGO/AFR Agreement: 34% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 71% Avg MAT: 69°F Status: GOOD Samples: 1371 valid, 175.8 fuel cut Confidence Level: High (4290 hits) (1371 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 107 Full correction VE: 107 Cell: 2800 RPM x 75 kPa (Row 6, Col 5) Current VE: 102 AFR Target: 14.07 AFR Actual (avg): 13.77 AFR Min/Max: 12.50 / 16.60 AFR Std Dev: 1.34 AFR Error: -0.30 (trimmed: -0.42) EGO Correction (avg): 98.8% EGO Correction (median): 99.2% EGO Samples: 20 (7 effective) EGO Deviation: -1.17% VE Error (from EGO): -1.17% 📊 HIGH SCATTER: StdDev 1.34 → correction scaled ×0.64 EGO/AFR Agreement: 68% Steady-State Quality: 65% Avg MAT: 80°F Status: RICH Samples: 7 valid, 7.6 fuel cut Confidence Level: Low (65 hits) (7 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 102 Full correction VE: 101 Cell: 3200 RPM x 75 kPa (Row 6, Col 6) Current VE: 121 AFR Target: 13.79 AFR Actual (avg): 13.49 AFR Min/Max: 12.60 / 15.80 AFR Std Dev: 0.73 AFR Error: -0.30 EGO Correction (avg): 101.3% EGO Correction (median): 101.6% EGO Samples: 6 (3 effective) EGO Deviation: +1.35% VE Error (from EGO): +1.35% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 60% Avg MAT: 80°F Status: RICH Samples: 3 valid, 7.6 fuel cut Confidence Level: Very Low (40 hits) (3 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 121 Full correction VE: 118 Cell: 3600 RPM x 75 kPa (Row 6, Col 7) Current VE: 126 Original VE: 125 (before correction was applied) AFR Target: 13.43 AFR Actual (avg): 13.80 AFR Min/Max: 12.40 / 15.00 AFR Std Dev: 0.76 AFR Error: 0.37 EGO Correction (avg): 99.8% EGO Correction (median): 98.4% EGO Samples: 26 (11 effective) EGO Deviation: -0.18% VE Error (from EGO): -0.18% EGO/AFR Agreement: 9% (signals blended) Steady-State Quality: 67% Avg MAT: 82°F Status: GOOD Samples: 11 valid, 9.2 fuel cut Confidence Level: Low (61 hits) (11 samples) Correction %: 10.6% (EGO-driven) Suggested VE: 126 Status: APPLIED (was 125 → now 126) Full correction VE: 128 Cell: 4000 RPM x 75 kPa (Row 6, Col 8) Current VE: 140 AFR Target: 13.49 AFR Actual (avg): 13.23 AFR Min/Max: 12.40 / 15.00 AFR Std Dev: 0.85 AFR Error: -0.26 EGO Correction (avg): 101.8% EGO Correction (median): 101.4% EGO Samples: 34 (11 effective) EGO Deviation: +1.77% VE Error (from EGO): +1.77% ⚡ AFR/EGO CONFLICT: AFR says RICH (-0.30) but EGO says LEAN (+1.8%) — caution: mild disagreement EGO/AFR Agreement: 18% (signals blended) Steady-State Quality: 55% Avg MAT: 86°F Status: LEAN Samples: 11 valid, 4.3 fuel cut Confidence Level: Low (60 hits) (11 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 140 Full correction VE: 138 Cell: 4400 RPM x 75 kPa (Row 6, Col 9) Current VE: 143 Original VE: 142 (before correction was applied) AFR Target: 13.44 AFR Actual (avg): 13.63 AFR Min/Max: 12.00 / 15.20 AFR Std Dev: 0.76 AFR Error: 0.19 (trimmed: 0.13) EGO Correction (avg): 105.0% EGO Correction (median): 104.6% EGO Samples: 27 (8 effective) EGO Deviation: +4.97% VE Error (from EGO): +4.97% EGO/AFR Agreement: 51% Steady-State Quality: 55% Avg MAT: 80°F Status: LEAN Samples: 8 valid, 3.1 fuel cut Confidence Level: Low (43 hits) (8 samples) Correction %: 15.5% (EGO-driven) Suggested VE: 143 Status: APPLIED (was 142 → now 143) Full correction VE: 149 Cell: 4800 RPM x 75 kPa (Row 6, Col 10) Current VE: 142 AFR Target: 13.17 AFR Actual (avg): 12.93 AFR Min/Max: 12.00 / 15.20 AFR Std Dev: 0.85 AFR Error: -0.24 (trimmed: -0.32) EGO Correction (avg): 104.9% EGO Correction (median): 104.0% EGO Samples: 20 (4 effective) EGO Deviation: +4.92% VE Error (from EGO): +4.92% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 50% Avg MAT: 74°F Status: GOOD Samples: 4 valid, 0.8 fuel cut Confidence Level: Very Low (28 hits) (4 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 142 Full correction VE: 139 Cell: 5200 RPM x 75 kPa (Row 6, Col 11) Current VE: 142 AFR Target: 12.94 AFR Actual (avg): 12.58 AFR Min/Max: 12.30 / 13.00 AFR Std Dev: 0.29 AFR Error: -0.37 EGO Correction (avg): 97.7% EGO Correction (median): 96.8% EGO Samples: 6 (1 effective) EGO Deviation: -2.26% VE Error (from EGO): -2.26% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 51% Avg MAT: 73°F Status: RICH Samples: 1 valid, 0.2 fuel cut Confidence Level: Very Low (8 hits) (1 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 142 Full correction VE: 138 Cell: 5400 RPM x 75 kPa (Row 6, Col 12) Current VE: 138 AFR Target: 11.80 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.3 fuel cut Confidence Level: No Data (3 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 138 Full correction VE: 138 Cell: 5800 RPM x 75 kPa (Row 6, Col 13) Current VE: 129 AFR Target: 11.80 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.9 fuel cut Confidence Level: No Data (2 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 129 Full correction VE: 129 Cell: 6200 RPM x 75 kPa (Row 6, Col 14) Current VE: 115 AFR Target: 11.80 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 1 fuel cut Confidence Level: No Data (3 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 115 Full correction VE: 115 Cell: 6600 RPM x 75 kPa (Row 6, Col 15) Current VE: 102 AFR Target: 11.80 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.3 fuel cut Confidence Level: No Data (3 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 102 Full correction VE: 102 Cell: 800 RPM x 70 kPa (Row 7, Col 0) Current VE: 63 AFR Target: 13.85 AFR Actual (avg): 16.16 AFR Min/Max: 14.20 / 17.30 AFR Std Dev: 0.95 AFR Error: 2.31 (trimmed: 2.42) EGO Correction (avg): 98.0% EGO Correction (median): 97.6% EGO Samples: 23 (4 effective) EGO Deviation: -1.95% VE Error (from EGO): -1.95% EGO/AFR Agreement: 8% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 57% Avg MAT: 104°F Status: LEAN (CRITICAL) Samples: 4 valid, 2.5 fuel cut Confidence Level: Very Low (42 hits) (4 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 63 Full correction VE: 74 Cell: 1200 RPM x 70 kPa (Row 7, Col 1) Current VE: 80 Original VE: 79 (before correction was applied) AFR Target: 13.97 AFR Actual (avg): 15.49 AFR Min/Max: 12.40 / 17.30 AFR Std Dev: 1.11 AFR Error: 1.52 (trimmed: 1.62) EGO Correction (avg): 100.3% EGO Correction (median): 100.0% EGO Samples: 47 (14 effective) EGO Deviation: +0.25% VE Error (from EGO): +0.25% EGO/AFR Agreement: 39% (signals blended) Steady-State Quality: 58% Avg MAT: 102°F Status: GOOD Samples: 14 valid, 8.8 fuel cut Confidence Level: Low (89 hits) (14 samples) Correction %: 23.1% (EGO-driven) Suggested VE: 80 Status: APPLIED (was 79 → now 80) Full correction VE: 84 Cell: 1600 RPM x 70 kPa (Row 7, Col 2) Current VE: 90 Original VE: 89 (before correction was applied) AFR Target: 14.16 AFR Actual (avg): 15.86 AFR Min/Max: 11.70 / 16.90 AFR Std Dev: 1.43 AFR Error: 1.69 (trimmed: 1.86) EGO Correction (avg): 104.0% EGO Correction (median): 104.0% EGO Samples: 35 (16 effective) EGO Deviation: +3.96% VE Error (from EGO): +3.96% 📊 HIGH SCATTER: StdDev 1.43 → correction scaled ×0.62 EGO/AFR Agreement: 92% Steady-State Quality: 61% Avg MAT: 98°F Status: LEAN Samples: 16 valid, 13.6 fuel cut Confidence Level: Low (85 hits) (16 samples) Correction %: 13.9% (EGO-driven) Suggested VE: 90 Status: APPLIED (was 89 → now 90) Full correction VE: 93 Cell: 2000 RPM x 70 kPa (Row 7, Col 3) Current VE: 98 AFR Target: 14.41 AFR Actual (avg): 14.48 AFR Min/Max: 11.70 / 17.20 AFR Std Dev: 0.60 AFR Error: 0.07 EGO Correction (avg): 100.5% EGO Correction (median): 100.8% EGO Samples: 4714 (905 effective) (3 open-loop frames filtered) EGO Deviation: +0.54% VE Error (from EGO): +0.54% EGO/AFR Agreement: 31% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 73% Avg MAT: 71°F Status: GOOD Samples: 939 valid, 72.6 fuel cut Confidence Level: High (6378 hits) (939 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 98 Full correction VE: 99 Cell: 2400 RPM x 70 kPa (Row 7, Col 4) Current VE: 104 AFR Target: 14.41 AFR Actual (avg): 14.48 AFR Min/Max: 11.90 / 17.20 AFR Std Dev: 0.60 AFR Error: 0.07 EGO Correction (avg): 100.0% EGO Correction (median): 100.0% EGO Samples: 5528 (2171 effective) (8 open-loop frames filtered) EGO Deviation: +0.02% VE Error (from EGO): +0.02% EGO/AFR Agreement: 31% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 73% Avg MAT: 70°F Status: GOOD Samples: 2190 valid, 174.2 fuel cut Confidence Level: High (6412 hits) (2190 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 104 Full correction VE: 104 Cell: 2800 RPM x 70 kPa (Row 7, Col 5) Current VE: 102 Original VE: 103 (before correction was applied) AFR Target: 14.22 AFR Actual (avg): 14.00 AFR Min/Max: 12.20 / 16.30 AFR Std Dev: 0.80 AFR Error: -0.22 EGO Correction (avg): 98.4% EGO Correction (median): 96.8% EGO Samples: 82 (42 effective) EGO Deviation: -1.60% VE Error (from EGO): -1.60% EGO/AFR Agreement: 44% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 70% Avg MAT: 82°F Status: RICH Samples: 42 valid, 8 fuel cut Confidence Level: Medium (137 hits) (42 samples) Correction %: 15.6% (EGO-driven) Suggested VE: 102 Status: APPLIED (was 103 → now 102) Full correction VE: 101 Cell: 3200 RPM x 70 kPa (Row 7, Col 6) Current VE: 105 AFR Target: 14.07 AFR Actual (avg): 13.69 AFR Min/Max: 12.70 / 15.80 AFR Std Dev: 0.52 AFR Error: -0.37 EGO Correction (avg): 104.8% EGO Correction (median): 105.6% EGO Samples: 37 (8 effective) EGO Deviation: +4.83% VE Error (from EGO): +4.83% ⚡ AFR/EGO CONFLICT: AFR says RICH (-0.37) but EGO says LEAN (+4.8%) — caution: mild disagreement ⚡ BLEND DIRECTION BLOCKED: Strong EGO (+4.8%) contradicts blended correction direction EGO/AFR Agreement: 7% (signals blended) Steady-State Quality: 59% Avg MAT: 87°F Status: LEAN Samples: 9 valid, 7.3 fuel cut Confidence Level: Low (99 hits) (9 samples) Correction %: 0% (BLOCKED - blended signal contradicts strong EGO) Suggested VE: 105 Full correction VE: 105 Cell: 3600 RPM x 70 kPa (Row 7, Col 7) Current VE: 122 AFR Target: 13.66 AFR Actual (avg): 13.90 AFR Min/Max: 12.40 / 15.00 AFR Std Dev: 0.58 AFR Error: 0.24 EGO Correction (avg): 100.8% EGO Correction (median): 100.0% EGO Samples: 37 (12 effective) EGO Deviation: +0.85% VE Error (from EGO): +0.85% EGO/AFR Agreement: 16% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 63% Avg MAT: 85°F Status: GOOD Samples: 12 valid, 13.5 fuel cut Confidence Level: Low (82 hits) (12 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 122 Full correction VE: 123 Cell: 4000 RPM x 70 kPa (Row 7, Col 8) Current VE: 134 AFR Target: 13.69 AFR Actual (avg): 13.63 AFR Min/Max: 12.40 / 15.50 AFR Std Dev: 0.73 AFR Error: -0.06 EGO Correction (avg): 100.3% EGO Correction (median): 100.6% EGO Samples: 38 (7 effective) EGO Deviation: +0.31% VE Error (from EGO): +0.31% EGO/AFR Agreement: 20% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 52% Avg MAT: 81°F Status: GOOD Samples: 8 valid, 5.4 fuel cut Confidence Level: Low (80 hits) (8 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 134 Full correction VE: 134 Cell: 4400 RPM x 70 kPa (Row 7, Col 9) Current VE: 140 Original VE: 139 (before correction was applied) AFR Target: 13.78 AFR Actual (avg): 14.20 AFR Min/Max: 12.40 / 15.50 AFR Std Dev: 0.78 AFR Error: 0.42 EGO Correction (avg): 102.7% EGO Correction (median): 103.2% EGO Samples: 32 (14 effective) EGO Deviation: +2.74% VE Error (from EGO): +2.74% EGO/AFR Agreement: 34% (signals blended) Steady-State Quality: 60% Avg MAT: 75°F Status: LEAN Samples: 14 valid, 2.7 fuel cut Confidence Level: Low (44 hits) (14 samples) Correction %: 10.5% (EGO-driven) Suggested VE: 140 Status: APPLIED (was 139 → now 140) Full correction VE: 143 Cell: 4800 RPM x 70 kPa (Row 7, Col 10) Current VE: 140 AFR Target: 13.74 AFR Actual (avg): 14.22 AFR Min/Max: 12.80 / 15.20 AFR Std Dev: 0.70 AFR Error: 0.48 EGO Correction (avg): 109.4% EGO Correction (median): 109.4% EGO Samples: 9 (1 effective) EGO Deviation: +9.38% VE Error (from EGO): +9.38% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 78% Avg MAT: 78°F Status: LEAN Samples: 1 valid, 1.2 fuel cut Confidence Level: Very Low (17 hits) (1 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 140 Full correction VE: 145 Cell: 5200 RPM x 70 kPa (Row 7, Col 11) Current VE: 154 AFR Target: 14.05 AFR Actual (avg): 13.88 AFR Min/Max: 13.50 / 14.50 AFR Std Dev: 0.38 AFR Error: -0.17 EGO Correction (avg): 109.0% EGO Correction (median): 107.8% EGO Samples: 3 (0 effective) EGO Deviation: +8.99% VE Error (from EGO): +8.99% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 83°F Status: no-data Samples: 0 valid, 0.5 fuel cut Confidence Level: Very Low (8 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 154 Full correction VE: 152 Cell: 5400 RPM x 70 kPa (Row 7, Col 12) Current VE: 152 AFR Target: 14.00 AFR Actual (avg): 14.32 AFR Min/Max: 14.00 / 14.50 AFR Std Dev: 0.22 AFR Error: 0.32 EGO Correction (avg): 109.3% EGO Correction (median): 111.0% EGO Samples: 2 (1 effective) EGO Deviation: +9.29% VE Error (from EGO): +9.29% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 38% Avg MAT: 81°F Status: LEAN Samples: 1 valid, 2.1 fuel cut Confidence Level: Very Low (10 hits) (1 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 152 Full correction VE: 155 Cell: 5800 RPM x 70 kPa (Row 7, Col 13) Current VE: 123 AFR Target: 13.90 AFR Actual (avg): 14.20 AFR Min/Max: 14.20 / 14.20 AFR Std Dev: 0.00 AFR Error: 0.30 EGO Correction (avg): 111.0% EGO Correction (median): 111.0% EGO Samples: 1 (0 effective) EGO Deviation: +11.00% VE Error (from EGO): +11.00% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 81°F Status: no-data Samples: 0 valid, 1.1 fuel cut Confidence Level: Very Low (7 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 123 Full correction VE: 126 Cell: 800 RPM x 65 kPa (Row 8, Col 0) Current VE: 71 AFR Target: 13.99 AFR Actual (avg): 16.35 AFR Min/Max: 14.20 / 17.30 AFR Std Dev: 0.85 AFR Error: 2.36 (trimmed: 2.46) EGO Correction (avg): 97.8% EGO Correction (median): 96.8% EGO Samples: 21 (5 effective) (1 open-loop frames filtered) EGO Deviation: -2.20% VE Error (from EGO): -2.20% ⚡ AFR/EGO CONFLICT: AFR says LEAN (+2.46 [trimmed: +2.46, raw: +2.36]) but EGO says RICH (-2.2%) — BLOCKED: signals strongly disagree → CORRECTION BLOCKED (high-severity conflict) EGO/AFR Agreement: 35% (signals blended) Steady-State Quality: 57% Avg MAT: 105°F Status: RICH Samples: 6 valid, 5.5 fuel cut Confidence Level: Low (69 hits) (6 samples) Correction %: 0% (BLOCKED - AFR/EGO direction conflict) Suggested VE: 71 Full correction VE: 71 Cell: 1200 RPM x 65 kPa (Row 8, Col 1) Current VE: 78 Original VE: 77 (before correction was applied) AFR Target: 14.11 AFR Actual (avg): 15.34 AFR Min/Max: 12.40 / 17.30 AFR Std Dev: 1.16 AFR Error: 1.23 (trimmed: 1.30) EGO Correction (avg): 99.9% EGO Correction (median): 99.2% EGO Samples: 44 (17 effective) (1 open-loop frames filtered) EGO Deviation: -0.13% VE Error (from EGO): -0.13% EGO/AFR Agreement: 32% (signals blended) Steady-State Quality: 56% Avg MAT: 103°F Status: GOOD Samples: 18 valid, 13.5 fuel cut Confidence Level: Low (126 hits) (18 samples) Correction %: 19.1% (EGO-driven) Suggested VE: 78 Status: APPLIED (was 77 → now 78) Full correction VE: 82 Cell: 1600 RPM x 65 kPa (Row 8, Col 2) Current VE: 111 Original VE: 110 (before correction was applied) AFR Target: 14.35 AFR Actual (avg): 14.54 AFR Min/Max: 12.40 / 16.70 AFR Std Dev: 1.01 AFR Error: 0.19 (trimmed: 0.12) EGO Correction (avg): 103.2% EGO Correction (median): 103.2% EGO Samples: 46 (13 effective) (1 open-loop frames filtered) EGO Deviation: +3.18% VE Error (from EGO): +3.18% EGO/AFR Agreement: 37% (AFR neutral — EGO trusted at full weight) 🏘️ NEIGHBOR ANOMALY: VE 110 is 26% off neighbor avg 87 Steady-State Quality: 62% Avg MAT: 95°F Status: LEAN Samples: 14 valid, 14.2 fuel cut Confidence Level: Low (135 hits) (14 samples) Correction %: 16.8% (EGO-driven) Suggested VE: 111 Status: APPLIED (was 110 → now 111) Full correction VE: 113 Cell: 2000 RPM x 65 kPa (Row 8, Col 3) Current VE: 94 AFR Target: 14.50 AFR Actual (avg): 14.53 AFR Min/Max: 12.40 / 17.20 AFR Std Dev: 0.51 AFR Error: 0.03 EGO Correction (avg): 101.0% EGO Correction (median): 100.8% EGO Samples: 4657 (869 effective) (7 open-loop frames filtered) EGO Deviation: +0.95% VE Error (from EGO): +0.95% EGO/AFR Agreement: 30% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 76% Avg MAT: 72°F Status: GOOD Samples: 906 valid, 60.1 fuel cut Confidence Level: High (6301 hits) (906 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 94 Full correction VE: 95 Cell: 2400 RPM x 65 kPa (Row 8, Col 4) Current VE: 103 AFR Target: 14.50 AFR Actual (avg): 14.52 AFR Min/Max: 12.20 / 17.20 AFR Std Dev: 0.51 AFR Error: 0.02 EGO Correction (avg): 100.3% EGO Correction (median): 100.0% EGO Samples: 5471 (2096 effective) (8 open-loop frames filtered) EGO Deviation: +0.29% VE Error (from EGO): +0.29% EGO/AFR Agreement: 30% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 76% Avg MAT: 71°F Status: GOOD Samples: 2116 valid, 153.5 fuel cut Confidence Level: High (6345 hits) (2116 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 103 Full correction VE: 103 Cell: 2800 RPM x 65 kPa (Row 8, Col 5) Current VE: 97 Original VE: 96 (before correction was applied) AFR Target: 14.37 AFR Actual (avg): 14.26 AFR Min/Max: 12.20 / 16.50 AFR Std Dev: 0.70 AFR Error: -0.10 EGO Correction (avg): 103.1% EGO Correction (median): 104.0% EGO Samples: 127 (40 effective) EGO Deviation: +3.13% VE Error (from EGO): +3.13% EGO/AFR Agreement: 42% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 67% Avg MAT: 84°F Status: LEAN Samples: 41 valid, 6.6 fuel cut Confidence Level: Medium (183 hits) (41 samples) Correction %: 29.8% (EGO-driven) Suggested VE: 97 Status: APPLIED (was 96 → now 97) Full correction VE: 99 Cell: 3200 RPM x 65 kPa (Row 8, Col 6) Current VE: 104 Original VE: 103 (before correction was applied) AFR Target: 14.17 AFR Actual (avg): 13.94 AFR Min/Max: 12.90 / 16.10 AFR Std Dev: 0.60 AFR Error: -0.23 EGO Correction (avg): 104.8% EGO Correction (median): 105.6% EGO Samples: 46 (11 effective) EGO Deviation: +4.82% VE Error (from EGO): +4.82% EGO/AFR Agreement: 23% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 55% Avg MAT: 90°F Status: LEAN Samples: 12 valid, 9.8 fuel cut Confidence Level: Low (121 hits) (12 samples) Correction %: 25.8% (EGO-driven) Suggested VE: 104 Status: APPLIED (was 103 → now 104) Full correction VE: 108 Cell: 3600 RPM x 65 kPa (Row 8, Col 7) Current VE: 129 Original VE: 130 (before correction was applied) AFR Target: 14.13 AFR Actual (avg): 13.77 AFR Min/Max: 12.90 / 15.30 AFR Std Dev: 0.53 AFR Error: -0.37 EGO Correction (avg): 99.0% EGO Correction (median): 96.0% EGO Samples: 40 (11 effective) EGO Deviation: -0.97% VE Error (from EGO): -0.97% EGO/AFR Agreement: 28% (signals blended) Steady-State Quality: 63% Avg MAT: 82°F Status: GOOD Samples: 11 valid, 10.3 fuel cut Confidence Level: Low (94 hits) (11 samples) Correction %: 12.5% (EGO-driven) Suggested VE: 129 Status: APPLIED (was 130 → now 129) Full correction VE: 127 Cell: 4000 RPM x 65 kPa (Row 8, Col 8) Current VE: 126 AFR Target: 14.11 AFR Actual (avg): 14.28 AFR Min/Max: 13.00 / 15.50 AFR Std Dev: 0.56 AFR Error: 0.18 EGO Correction (avg): 102.0% EGO Correction (median): 101.6% EGO Samples: 19 (5 effective) EGO Deviation: +1.99% VE Error (from EGO): +1.99% Steady-State Quality: 48% Avg MAT: 78°F Status: LEAN Samples: 5 valid, 9.6 fuel cut Confidence Level: Low (71 hits) (5 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 126 Full correction VE: 128 Cell: 4400 RPM x 65 kPa (Row 8, Col 9) Current VE: 150 Original VE: 149 (before correction was applied) AFR Target: 14.05 AFR Actual (avg): 14.57 AFR Min/Max: 13.50 / 15.50 AFR Std Dev: 0.62 AFR Error: 0.52 EGO Correction (avg): 103.6% EGO Correction (median): 104.0% EGO Samples: 19 (5 effective) EGO Deviation: +3.60% VE Error (from EGO): +3.60% Steady-State Quality: 50% Avg MAT: 76°F Status: LEAN Samples: 5 valid, 4.6 fuel cut Confidence Level: Low (37 hits) (5 samples) Correction %: 13.8% (AFR fallback) Suggested VE: 150 Status: APPLIED (was 149 → now 150) Full correction VE: 155 Cell: 4800 RPM x 65 kPa (Row 8, Col 10) Current VE: 130 AFR Target: 14.10 AFR Actual (avg): 14.17 AFR Min/Max: 13.50 / 15.00 AFR Std Dev: 0.52 AFR Error: 0.07 EGO Correction (avg): 109.2% EGO Correction (median): 109.4% EGO Samples: 5 (1 effective) EGO Deviation: +9.18% VE Error (from EGO): +9.18% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 28% Avg MAT: 85°F Status: GOOD Samples: 2 valid, 2.4 fuel cut Confidence Level: Very Low (15 hits) (2 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 130 Full correction VE: 131 Cell: 5200 RPM x 65 kPa (Row 8, Col 11) Current VE: 124 AFR Target: 14.10 AFR Actual (avg): 13.82 AFR Min/Max: 13.50 / 14.50 AFR Std Dev: 0.46 AFR Error: -0.28 EGO Correction (avg): 108.9% EGO Correction (median): 107.8% EGO Samples: 4 (1 effective) EGO Deviation: +8.85% VE Error (from EGO): +8.85% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 49% Avg MAT: 83°F Status: GOOD Samples: 1 valid, 1.4 fuel cut Confidence Level: Very Low (10 hits) (1 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 124 Full correction VE: 122 Cell: 5400 RPM x 65 kPa (Row 8, Col 12) Current VE: 112 AFR Target: 14.00 AFR Actual (avg): 14.42 AFR Min/Max: 14.00 / 14.50 AFR Std Dev: 0.28 AFR Error: 0.42 EGO Correction (avg): 107.1% EGO Correction (median): 107.0% EGO Samples: 2 (1 effective) EGO Deviation: +7.10% VE Error (from EGO): +7.10% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 25% Avg MAT: 81°F Status: LEAN Samples: 1 valid, 1.6 fuel cut Confidence Level: Very Low (8 hits) (1 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 112 Full correction VE: 115 Cell: 5800 RPM x 65 kPa (Row 8, Col 13) Current VE: 105 AFR Target: 13.90 AFR Actual (avg): 14.20 AFR Min/Max: 14.20 / 14.20 AFR Std Dev: 0.00 AFR Error: 0.30 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) EGO Deviation: N/A VE Error (from EGO): N/A ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 81°F Status: no-data Samples: 0 valid, 0.5 fuel cut Confidence Level: Very Low (5 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 105 Full correction VE: 107 Cell: 800 RPM x 60 kPa (Row 9, Col 0) Current VE: 68 AFR Target: 14.02 AFR Actual (avg): 15.55 AFR Min/Max: 13.20 / 17.40 AFR Std Dev: 1.25 AFR Error: 1.53 (trimmed: 1.59) EGO Correction (avg): 96.8% EGO Correction (median): 96.8% EGO Samples: 64 (19 effective) (8 open-loop frames filtered) EGO Deviation: -3.18% VE Error (from EGO): -3.18% ⚡ AFR/EGO CONFLICT: AFR says LEAN (+1.59 [trimmed: +1.59, raw: +1.53]) but EGO says RICH (-3.2%) — BLOCKED: signals strongly disagree → CORRECTION BLOCKED (high-severity conflict) 📊 HIGH SCATTER: StdDev 1.25 → correction scaled ×0.67 EGO/AFR Agreement: 19% (signals blended) Steady-State Quality: 55% Avg MAT: 106°F Status: RICH Samples: 28 valid, 10.1 fuel cut Confidence Level: Medium (159 hits) (28 samples) Correction %: 0% (BLOCKED - AFR/EGO direction conflict) Suggested VE: 68 Full correction VE: 68 Cell: 1200 RPM x 60 kPa (Row 9, Col 1) Current VE: 75 Original VE: 74 (before correction was applied) AFR Target: 14.17 AFR Actual (avg): 15.46 AFR Min/Max: 13.20 / 17.40 AFR Std Dev: 1.18 AFR Error: 1.29 EGO Correction (avg): 102.1% EGO Correction (median): 101.6% EGO Samples: 78 (31 effective) (6 open-loop frames filtered) EGO Deviation: +2.08% VE Error (from EGO): +2.08% EGO/AFR Agreement: 55% Steady-State Quality: 61% Avg MAT: 104°F Status: LEAN Samples: 38 valid, 44.5 fuel cut Confidence Level: Medium (237 hits) (38 samples) Correction %: 12.9% (EGO-driven) Suggested VE: 75 Status: APPLIED (was 74 → now 75) Full correction VE: 76 Cell: 1600 RPM x 60 kPa (Row 9, Col 2) Current VE: 100 AFR Target: 14.48 AFR Actual (avg): 14.70 AFR Min/Max: 13.40 / 16.90 AFR Std Dev: 0.93 AFR Error: 0.22 (trimmed: 0.10) EGO Correction (avg): 100.9% EGO Correction (median): 100.8% EGO Samples: 55 (12 effective) (1 open-loop frames filtered) EGO Deviation: +0.92% VE Error (from EGO): +0.92% EGO/AFR Agreement: 63% 🏘️ NEIGHBOR ANOMALY: VE 100 is 15% off neighbor avg 87 Steady-State Quality: 63% Avg MAT: 97°F Status: GOOD Samples: 13 valid, 15.7 fuel cut Confidence Level: Low (168 hits) (13 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 100 Full correction VE: 101 Cell: 2000 RPM x 60 kPa (Row 9, Col 3) Current VE: 88 Original VE: 87 (before correction was applied) AFR Target: 14.52 AFR Actual (avg): 14.53 AFR Min/Max: 12.30 / 17.20 AFR Std Dev: 0.53 AFR Error: 0.01 EGO Correction (avg): 101.6% EGO Correction (median): 101.6% EGO Samples: 3358 (609 effective) (3 open-loop frames filtered) EGO Deviation: +1.63% VE Error (from EGO): +1.63% EGO/AFR Agreement: 37% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 76% Avg MAT: 74°F Status: LEAN Samples: 639 valid, 43.6 fuel cut Confidence Level: High (4749 hits) (639 samples) Correction %: 25.0% (EGO-driven) Suggested VE: 88 Status: APPLIED (was 87 → now 88) Full correction VE: 88 Cell: 2400 RPM x 60 kPa (Row 9, Col 4) Current VE: 103 AFR Target: 14.52 AFR Actual (avg): 14.54 AFR Min/Max: 12.30 / 17.20 AFR Std Dev: 0.53 AFR Error: 0.02 EGO Correction (avg): 100.5% EGO Correction (median): 100.8% EGO Samples: 4190 (1573 effective) (4 open-loop frames filtered) EGO Deviation: +0.52% VE Error (from EGO): +0.52% EGO/AFR Agreement: 35% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 76% Avg MAT: 73°F Status: GOOD Samples: 1587 valid, 98.2 fuel cut Confidence Level: High (4856 hits) (1587 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 103 Full correction VE: 104 Cell: 2800 RPM x 60 kPa (Row 9, Col 5) Current VE: 96 AFR Target: 14.49 AFR Actual (avg): 14.63 AFR Min/Max: 12.90 / 17.00 AFR Std Dev: 0.66 AFR Error: 0.14 (trimmed: 0.09) EGO Correction (avg): 100.3% EGO Correction (median): 102.4% EGO Samples: 134 (50 effective) EGO Deviation: +0.30% VE Error (from EGO): +0.30% EGO/AFR Agreement: 34% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 71% Avg MAT: 84°F Status: GOOD Samples: 51 valid, 6.3 fuel cut Confidence Level: Medium (228 hits) (51 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 96 Full correction VE: 96 Cell: 3200 RPM x 60 kPa (Row 9, Col 6) Current VE: 99 Original VE: 98 (before correction was applied) AFR Target: 14.37 AFR Actual (avg): 14.37 AFR Min/Max: 12.90 / 16.10 AFR Std Dev: 0.62 AFR Error: 0.00 EGO Correction (avg): 104.4% EGO Correction (median): 106.2% EGO Samples: 45 (15 effective) EGO Deviation: +4.38% VE Error (from EGO): +4.38% EGO/AFR Agreement: 76% Steady-State Quality: 61% Avg MAT: 92°F Status: LEAN Samples: 16 valid, 5.9 fuel cut Confidence Level: Low (113 hits) (16 samples) Correction %: 25.5% (EGO-driven) Suggested VE: 99 Status: APPLIED (was 98 → now 99) Full correction VE: 102 Cell: 3600 RPM x 60 kPa (Row 9, Col 7) Current VE: 113 AFR Target: 14.32 AFR Actual (avg): 14.36 AFR Min/Max: 12.90 / 15.40 AFR Std Dev: 0.50 AFR Error: 0.04 EGO Correction (avg): 100.2% EGO Correction (median): 100.0% EGO Samples: 70 (30 effective) EGO Deviation: +0.16% VE Error (from EGO): +0.16% EGO/AFR Agreement: 39% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 67% Avg MAT: 78°F Status: GOOD Samples: 30 valid, 8.6 fuel cut Confidence Level: Medium (123 hits) (30 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 113 Full correction VE: 113 Cell: 4000 RPM x 60 kPa (Row 9, Col 8) Current VE: 137 AFR Target: 14.33 AFR Actual (avg): 14.34 AFR Min/Max: 13.00 / 15.50 AFR Std Dev: 0.52 AFR Error: 0.01 EGO Correction (avg): 100.3% EGO Correction (median): 100.0% EGO Samples: 67 (16 effective) EGO Deviation: +0.34% VE Error (from EGO): +0.34% EGO/AFR Agreement: 22% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 68% Avg MAT: 76°F Status: GOOD Samples: 16 valid, 11.6 fuel cut Confidence Level: Low (106 hits) (16 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 137 Full correction VE: 137 Cell: 4400 RPM x 60 kPa (Row 9, Col 9) Current VE: 131 AFR Target: 14.39 AFR Actual (avg): 14.53 AFR Min/Max: 13.50 / 15.50 AFR Std Dev: 0.44 AFR Error: 0.14 EGO Correction (avg): 101.9% EGO Correction (median): 100.0% EGO Samples: 14 (4 effective) EGO Deviation: +1.91% VE Error (from EGO): +1.91% EGO/AFR Agreement: 42% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 52% Avg MAT: 82°F Status: GOOD Samples: 4 valid, 6.6 fuel cut Confidence Level: Very Low (50 hits) (4 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 131 Full correction VE: 132 Cell: 4800 RPM x 60 kPa (Row 9, Col 10) Current VE: 135 AFR Target: 14.36 AFR Actual (avg): 15.19 AFR Min/Max: 14.20 / 15.90 AFR Std Dev: 0.71 AFR Error: 0.83 EGO Correction (avg): 109.4% EGO Correction (median): 109.6% EGO Samples: 5 (2 effective) EGO Deviation: +9.39% VE Error (from EGO): +9.39% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 46% Avg MAT: 82°F Status: LEAN Samples: 2 valid, 2.7 fuel cut Confidence Level: Very Low (18 hits) (2 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 135 Full correction VE: 143 Cell: 5200 RPM x 60 kPa (Row 9, Col 11) Current VE: 120 AFR Target: 14.30 AFR Actual (avg): 14.72 AFR Min/Max: 14.30 / 15.90 AFR Std Dev: 0.67 AFR Error: 0.42 EGO Correction (avg): 111.5% EGO Correction (median): 112.0% EGO Samples: 5 (2 effective) EGO Deviation: +11.49% VE Error (from EGO): +11.49% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 59% Avg MAT: 80°F Status: LEAN Samples: 2 valid, 1.9 fuel cut Confidence Level: Very Low (10 hits) (2 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 120 Full correction VE: 124 Cell: 5400 RPM x 60 kPa (Row 9, Col 12) Current VE: 106 AFR Target: 14.30 AFR Actual (avg): 15.07 AFR Min/Max: 14.30 / 15.50 AFR Std Dev: 0.58 AFR Error: 0.77 EGO Correction (avg): 112.4% EGO Correction (median): 112.8% EGO Samples: 3 (1 effective) EGO Deviation: +12.39% VE Error (from EGO): +12.39% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 59% Avg MAT: 80°F Status: LEAN Samples: 1 valid, 0.9 fuel cut Confidence Level: Very Low (4 hits) (1 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 106 Full correction VE: 112 Cell: 800 RPM x 55 kPa (Row 10, Col 0) Current VE: 52 Original VE: 53 (before correction was applied) AFR Target: 14.18 AFR Actual (avg): 14.98 AFR Min/Max: 13.00 / 17.40 AFR Std Dev: 1.12 AFR Error: 0.80 EGO Correction (avg): 95.7% EGO Correction (median): 95.0% EGO Samples: 167 (56 effective) (7 open-loop frames filtered) EGO Deviation: -4.31% VE Error (from EGO): -4.31% ⚡ AFR/EGO CONFLICT: AFR says LEAN (+0.77) but EGO says RICH (-4.3%) — BLOCKED: signals strongly disagree [v9: downgraded — 56 EGO samples + 150ms delay model] ⚡ BLEND CL OVERRIDE: CL override: 56 EGO samples → 15% cautious correction in EGO direction EGO/AFR Agreement: 22% (signals blended) 🏘️ NEIGHBOR ANOMALY: VE 53 is 18% off neighbor avg 65 Steady-State Quality: 60% Avg MAT: 107°F Status: RICH Samples: 64 valid, 16 fuel cut Confidence Level: Medium (297 hits) (64 samples) Correction %: 31.9% (EGO-driven) [DIRECTION OVERRIDDEN BY EGO] Suggested VE: 52 Status: APPLIED (was 53 → now 52) Full correction VE: 53 Cell: 1200 RPM x 55 kPa (Row 10, Col 1) Current VE: 69 Original VE: 68 (before correction was applied) AFR Target: 14.32 AFR Actual (avg): 15.26 AFR Min/Max: 13.00 / 17.40 AFR Std Dev: 1.03 AFR Error: 0.94 EGO Correction (avg): 99.0% EGO Correction (median): 99.0% EGO Samples: 211 (63 effective) (6 open-loop frames filtered) EGO Deviation: -1.00% VE Error (from EGO): -1.00% EGO/AFR Agreement: 30% (signals blended) Steady-State Quality: 63% Avg MAT: 104°F Status: GOOD Samples: 70 valid, 42 fuel cut Confidence Level: Medium (439 hits) (70 samples) Correction %: 40.6% (EGO-driven) Suggested VE: 69 Status: APPLIED (was 68 → now 69) Full correction VE: 71 Cell: 1600 RPM x 55 kPa (Row 10, Col 2) Current VE: 95 AFR Target: 14.60 AFR Actual (avg): 14.72 AFR Min/Max: 13.60 / 17.20 AFR Std Dev: 0.96 AFR Error: 0.12 (trimmed: 0.01) EGO Correction (avg): 98.9% EGO Correction (median): 99.2% EGO Samples: 81 (21 effective) (0 open-loop frames filtered) EGO Deviation: -1.08% VE Error (from EGO): -1.08% EGO/AFR Agreement: 64% 🏘️ NEIGHBOR ANOMALY: VE 95 is 16% off neighbor avg 82 Steady-State Quality: 63% Avg MAT: 95°F Status: RICH Samples: 22 valid, 38.6 fuel cut Confidence Level: Medium (262 hits) (22 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 95 Full correction VE: 94 Cell: 2000 RPM x 55 kPa (Row 10, Col 3) Current VE: 90 AFR Target: 14.58 AFR Actual (avg): 14.60 AFR Min/Max: 12.30 / 17.30 AFR Std Dev: 0.54 AFR Error: 0.02 EGO Correction (avg): 101.4% EGO Correction (median): 101.6% EGO Samples: 2846 (555 effective) (1 open-loop frames filtered) EGO Deviation: +1.38% VE Error (from EGO): +1.38% EGO/AFR Agreement: 37% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 77% Avg MAT: 75°F Status: LEAN Samples: 581 valid, 54.6 fuel cut Confidence Level: High (4111 hits) (581 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 90 Full correction VE: 91 Cell: 2400 RPM x 55 kPa (Row 10, Col 4) Current VE: 99 AFR Target: 14.57 AFR Actual (avg): 14.57 AFR Min/Max: 12.30 / 17.30 AFR Std Dev: 0.54 AFR Error: -0.00 EGO Correction (avg): 100.4% EGO Correction (median): 100.8% EGO Samples: 3621 (1328 effective) (3 open-loop frames filtered) EGO Deviation: +0.40% VE Error (from EGO): +0.40% EGO/AFR Agreement: 35% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 76% Avg MAT: 74°F Status: GOOD Samples: 1339 valid, 79.1 fuel cut Confidence Level: High (4155 hits) (1339 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 99 Full correction VE: 99 Cell: 2800 RPM x 55 kPa (Row 10, Col 5) Current VE: 95 Original VE: 94 (before correction was applied) AFR Target: 14.54 AFR Actual (avg): 14.37 AFR Min/Max: 12.90 / 17.20 AFR Std Dev: 0.87 AFR Error: -0.17 (trimmed: -0.29) EGO Correction (avg): 103.6% EGO Correction (median): 104.8% EGO Samples: 86 (28 effective) EGO Deviation: +3.64% VE Error (from EGO): +3.64% EGO/AFR Agreement: 24% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 71% Avg MAT: 88°F Status: LEAN Samples: 30 valid, 10 fuel cut Confidence Level: Medium (196 hits) (30 samples) Correction %: 27.1% (EGO-driven) Suggested VE: 95 Status: APPLIED (was 94 → now 95) Full correction VE: 97 Cell: 3200 RPM x 55 kPa (Row 10, Col 6) Current VE: 97 AFR Target: 14.49 AFR Actual (avg): 14.12 AFR Min/Max: 12.90 / 17.10 AFR Std Dev: 0.77 AFR Error: -0.37 EGO Correction (avg): 102.7% EGO Correction (median): 105.6% EGO Samples: 53 (14 effective) EGO Deviation: +2.69% VE Error (from EGO): +2.69% ⚡ AFR/EGO CONFLICT: AFR says RICH (-0.41) but EGO says LEAN (+2.7%) — caution: mild disagreement EGO/AFR Agreement: 29% (signals blended) Steady-State Quality: 72% Avg MAT: 89°F Status: LEAN Samples: 15 valid, 4.2 fuel cut Confidence Level: Low (88 hits) (15 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 97 Full correction VE: 97 Cell: 3600 RPM x 55 kPa (Row 10, Col 7) Current VE: 118 Original VE: 119 (before correction was applied) AFR Target: 14.38 AFR Actual (avg): 14.44 AFR Min/Max: 13.00 / 15.40 AFR Std Dev: 0.47 AFR Error: 0.06 EGO Correction (avg): 95.7% EGO Correction (median): 95.2% EGO Samples: 44 (15 effective) EGO Deviation: -4.29% VE Error (from EGO): -4.29% EGO/AFR Agreement: 45% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 76% Avg MAT: 77°F Status: RICH Samples: 15 valid, 6.3 fuel cut Confidence Level: Low (79 hits) (15 samples) Correction %: 27.5% (EGO-driven) Suggested VE: 118 Status: APPLIED (was 119 → now 118) Full correction VE: 114 Cell: 4000 RPM x 55 kPa (Row 10, Col 8) Current VE: 127 Original VE: 128 (before correction was applied) AFR Target: 14.37 AFR Actual (avg): 14.54 AFR Min/Max: 13.00 / 15.40 AFR Std Dev: 0.45 AFR Error: 0.17 EGO Correction (avg): 97.4% EGO Correction (median): 97.6% EGO Samples: 38 (13 effective) EGO Deviation: -2.61% VE Error (from EGO): -2.61% Steady-State Quality: 69% Avg MAT: 75°F Status: RICH Samples: 14 valid, 6.3 fuel cut Confidence Level: Low (79 hits) (14 samples) Correction %: 12.5% (EGO-driven) Suggested VE: 127 Status: APPLIED (was 128 → now 127) Full correction VE: 125 Cell: 4400 RPM x 55 kPa (Row 10, Col 9) Current VE: 143 AFR Target: 14.46 AFR Actual (avg): 14.62 AFR Min/Max: 14.20 / 15.50 AFR Std Dev: 0.27 AFR Error: 0.16 EGO Correction (avg): 101.1% EGO Correction (median): 99.2% EGO Samples: 18 (5 effective) EGO Deviation: +1.15% VE Error (from EGO): +1.15% EGO/AFR Agreement: 68% Steady-State Quality: 58% Avg MAT: 79°F Status: LEAN Samples: 5 valid, 4.7 fuel cut Confidence Level: Low (36 hits) (5 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 143 Full correction VE: 145 Cell: 4800 RPM x 55 kPa (Row 10, Col 10) Current VE: 111 AFR Target: 14.44 AFR Actual (avg): 15.01 AFR Min/Max: 14.20 / 15.90 AFR Std Dev: 0.66 AFR Error: 0.57 EGO Correction (avg): 105.0% EGO Correction (median): 105.6% EGO Samples: 4 (1 effective) EGO Deviation: +5.01% VE Error (from EGO): +5.01% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 45% Avg MAT: 83°F Status: LEAN Samples: 1 valid, 1.5 fuel cut Confidence Level: Very Low (14 hits) (1 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 111 Full correction VE: 115 Cell: 5200 RPM x 55 kPa (Row 10, Col 11) Current VE: 104 AFR Target: 14.30 AFR Actual (avg): 14.65 AFR Min/Max: 14.30 / 15.90 AFR Std Dev: 0.78 AFR Error: 0.35 EGO Correction (avg): 111.8% EGO Correction (median): 112.0% EGO Samples: 3 (0 effective) EGO Deviation: +11.78% VE Error (from EGO): +11.78% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 80°F Status: no-data Samples: 0 valid, 0.5 fuel cut Confidence Level: Very Low (8 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 104 Full correction VE: 107 Cell: 5400 RPM x 55 kPa (Row 10, Col 12) Current VE: 92 AFR Target: 14.30 AFR Actual (avg): 15.09 AFR Min/Max: 14.30 / 15.50 AFR Std Dev: 0.59 AFR Error: 0.79 EGO Correction (avg): 112.5% EGO Correction (median): 112.8% EGO Samples: 2 (0 effective) EGO Deviation: +12.47% VE Error (from EGO): +12.47% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 80°F Status: no-data Samples: 0 valid, 0.1 fuel cut Confidence Level: Very Low (5 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 92 Full correction VE: 97 Cell: 800 RPM x 50 kPa (Row 11, Col 0) Current VE: 54 Original VE: 55 (before correction was applied) AFR Target: 14.37 AFR Actual (avg): 14.61 AFR Min/Max: 13.00 / 17.20 AFR Std Dev: 1.09 AFR Error: 0.24 EGO Correction (avg): 95.9% EGO Correction (median): 95.2% EGO Samples: 235 (77 effective) (2 open-loop frames filtered) EGO Deviation: -4.07% VE Error (from EGO): -4.07% EGO/AFR Agreement: 41% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 68% Avg MAT: 109°F Status: RICH Samples: 80 valid, 27.5 fuel cut Confidence Level: Medium (394 hits) (80 samples) Correction %: 39.5% (EGO-driven) Suggested VE: 54 Status: APPLIED (was 55 → now 54) Full correction VE: 53 Cell: 1200 RPM x 50 kPa (Row 11, Col 1) Current VE: 59 Original VE: 60 (before correction was applied) AFR Target: 14.49 AFR Actual (avg): 15.27 AFR Min/Max: 11.60 / 17.30 AFR Std Dev: 1.07 AFR Error: 0.78 EGO Correction (avg): 97.4% EGO Correction (median): 96.8% EGO Samples: 413 (141 effective) (4 open-loop frames filtered) EGO Deviation: -2.61% VE Error (from EGO): -2.61% ⚡ AFR/EGO CONFLICT: AFR says LEAN (+0.81) but EGO says RICH (-2.6%) — BLOCKED: signals strongly disagree [v9: downgraded — 141 EGO samples + 150ms delay model] ⚡ BLEND CL OVERRIDE: CL override: 141 EGO samples → 15% cautious correction in EGO direction EGO/AFR Agreement: 33% (signals blended) 🏘️ NEIGHBOR ANOMALY: VE 60 is 16% off neighbor avg 72 Steady-State Quality: 67% Avg MAT: 105°F Status: RICH Samples: 145 valid, 42.3 fuel cut Confidence Level: High (645 hits) (145 samples) Correction %: 18.1% (EGO-driven) [DIRECTION OVERRIDDEN BY EGO] Suggested VE: 59 Status: APPLIED (was 60 → now 59) Full correction VE: 60 Cell: 1600 RPM x 50 kPa (Row 11, Col 2) Current VE: 90 Original VE: 89 (before correction was applied) AFR Target: 14.66 AFR Actual (avg): 15.36 AFR Min/Max: 11.60 / 17.30 AFR Std Dev: 1.01 AFR Error: 0.70 (trimmed: 0.78) EGO Correction (avg): 98.5% EGO Correction (median): 97.6% EGO Samples: 156 (32 effective) (2 open-loop frames filtered) EGO Deviation: -1.52% VE Error (from EGO): -1.52% ⚡ AFR/EGO CONFLICT: AFR says LEAN (+0.78 [trimmed: +0.78, raw: +0.70]) but EGO says RICH (-1.5%) — BLOCKED: signals strongly disagree → CL OVERRIDE: CL override: 32 EGO samples → 15% cautious correction in EGO direction EGO/AFR Agreement: 37% (signals blended) 🏘️ NEIGHBOR ANOMALY: VE 89 is 16% off neighbor avg 77 Steady-State Quality: 65% Avg MAT: 101°F Status: RICH Samples: 36 valid, 40.3 fuel cut Confidence Level: Medium (390 hits) (36 samples) Correction %: 2.1% (EGO-driven) Suggested VE: 90 Status: APPLIED (was 89 → now 90) Full correction VE: 91 Cell: 2000 RPM x 50 kPa (Row 11, Col 3) Current VE: 87 Original VE: 86 (before correction was applied) AFR Target: 14.60 AFR Actual (avg): 14.67 AFR Min/Max: 12.30 / 17.30 AFR Std Dev: 0.61 AFR Error: 0.07 EGO Correction (avg): 102.0% EGO Correction (median): 101.6% EGO Samples: 2248 (453 effective) (4 open-loop frames filtered) EGO Deviation: +1.95% VE Error (from EGO): +1.95% EGO/AFR Agreement: 41% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 77% Avg MAT: 78°F Status: LEAN Samples: 472 valid, 43.2 fuel cut Confidence Level: High (3085 hits) (472 samples) Correction %: 23.2% (EGO-driven) Suggested VE: 87 Status: APPLIED (was 86 → now 87) Full correction VE: 88 Cell: 2400 RPM x 50 kPa (Row 11, Col 4) Current VE: 95 AFR Target: 14.60 AFR Actual (avg): 14.62 AFR Min/Max: 12.30 / 17.30 AFR Std Dev: 0.62 AFR Error: 0.02 EGO Correction (avg): 100.7% EGO Correction (median): 100.8% EGO Samples: 2657 (1042 effective) (6 open-loop frames filtered) EGO Deviation: +0.66% VE Error (from EGO): +0.66% EGO/AFR Agreement: 36% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 77% Avg MAT: 76°F Status: GOOD Samples: 1054 valid, 41.1 fuel cut Confidence Level: High (3060 hits) (1054 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 95 Full correction VE: 96 Cell: 2800 RPM x 50 kPa (Row 11, Col 5) Current VE: 94 AFR Target: 14.59 AFR Actual (avg): 14.77 AFR Min/Max: 12.70 / 17.20 AFR Std Dev: 1.07 AFR Error: 0.18 EGO Correction (avg): 100.4% EGO Correction (median): 99.2% EGO Samples: 47 (15 effective) EGO Deviation: +0.37% VE Error (from EGO): +0.37% EGO/AFR Agreement: 29% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 57% Avg MAT: 87°F Status: GOOD Samples: 16 valid, 15.7 fuel cut Confidence Level: Low (139 hits) (16 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 94 Full correction VE: 94 Cell: 3200 RPM x 50 kPa (Row 11, Col 6) Current VE: 86 AFR Target: 14.57 AFR Actual (avg): 14.43 AFR Min/Max: 12.70 / 17.10 AFR Std Dev: 1.21 AFR Error: -0.14 (trimmed: -0.20) EGO Correction (avg): 105.0% EGO Correction (median): 108.6% EGO Samples: 12 (1 effective) EGO Deviation: +5.05% VE Error (from EGO): +5.05% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 80% Avg MAT: 91°F Status: GOOD Samples: 1 valid, 7.3 fuel cut Confidence Level: Very Low (60 hits) (1 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 86 Full correction VE: 85 Cell: 3600 RPM x 50 kPa (Row 11, Col 7) Current VE: 107 AFR Target: 14.70 AFR Actual (avg): 15.13 AFR Min/Max: 14.60 / 16.00 AFR Std Dev: 0.50 AFR Error: 0.43 EGO Correction (avg): 104.5% EGO Correction (median): 104.8% EGO Samples: 5 (0 effective) EGO Deviation: +4.49% VE Error (from EGO): +4.49% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 77°F Status: no-data Samples: 0 valid, 4.4 fuel cut Confidence Level: Very Low (24 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 107 Full correction VE: 110 Cell: 4000 RPM x 50 kPa (Row 11, Col 8) Current VE: 125 AFR Target: 14.68 AFR Actual (avg): 15.16 AFR Min/Max: 14.60 / 16.00 AFR Std Dev: 0.45 AFR Error: 0.48 EGO Correction (avg): 100.6% EGO Correction (median): 100.0% EGO Samples: 3 (1 effective) EGO Deviation: +0.56% VE Error (from EGO): +0.56% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 48% Avg MAT: 91°F Status: LEAN Samples: 2 valid, 4.7 fuel cut Confidence Level: Very Low (22 hits) (2 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 125 Full correction VE: 129 Cell: 4400 RPM x 50 kPa (Row 11, Col 9) Current VE: 132 AFR Target: 14.60 AFR Actual (avg): 15.32 AFR Min/Max: 14.90 / 15.40 AFR Std Dev: 0.30 AFR Error: 0.72 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) EGO Deviation: N/A VE Error (from EGO): N/A ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 92°F Status: no-data Samples: 0 valid, 0.7 fuel cut Confidence Level: Very Low (6 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 132 Full correction VE: 138 Cell: 4800 RPM x 50 kPa (Row 11, Col 10) Current VE: 122 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.1 fuel cut Confidence Level: No Data (2 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 122 Full correction VE: 122 Cell: 5200 RPM x 50 kPa (Row 11, Col 11) Current VE: 106 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.7 fuel cut Confidence Level: No Data (2 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 106 Full correction VE: 106 Cell: 5400 RPM x 50 kPa (Row 11, Col 12) Current VE: 80 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.3 fuel cut Confidence Level: No Data (2 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 80 Full correction VE: 80 Cell: 5800 RPM x 50 kPa (Row 11, Col 13) Current VE: 67 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.7 fuel cut Confidence Level: No Data (2 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 67 Full correction VE: 67 Cell: 6200 RPM x 50 kPa (Row 11, Col 14) Current VE: 65 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 1.1 fuel cut Confidence Level: No Data (2 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 65 Full correction VE: 65 Cell: 6600 RPM x 50 kPa (Row 11, Col 15) Current VE: 69 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.2 fuel cut Confidence Level: No Data (1 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 69 Full correction VE: 69 Cell: 800 RPM x 45 kPa (Row 12, Col 0) Current VE: 66 Original VE: 67 (before correction was applied) AFR Target: 14.50 AFR Actual (avg): 14.26 AFR Min/Max: 13.00 / 17.20 AFR Std Dev: 1.03 AFR Error: -0.24 (trimmed: -0.33) EGO Correction (avg): 96.6% EGO Correction (median): 96.8% EGO Samples: 129 (26 effective) (2 open-loop frames filtered) EGO Deviation: -3.45% VE Error (from EGO): -3.45% EGO/AFR Agreement: 69% 🏘️ NEIGHBOR ANOMALY: VE 67 is 20% off neighbor avg 56 Steady-State Quality: 61% Avg MAT: 108°F Status: RICH Samples: 29 valid, 32.8 fuel cut Confidence Level: Medium (335 hits) (29 samples) Correction %: 24.9% (EGO-driven) Suggested VE: 66 Status: APPLIED (was 67 → now 66) Full correction VE: 65 Cell: 1200 RPM x 45 kPa (Row 12, Col 1) Current VE: 56 Original VE: 57 (before correction was applied) AFR Target: 14.62 AFR Actual (avg): 14.76 AFR Min/Max: 11.60 / 17.30 AFR Std Dev: 1.02 AFR Error: 0.13 EGO Correction (avg): 97.7% EGO Correction (median): 97.6% EGO Samples: 434 (173 effective) (27 open-loop frames filtered) EGO Deviation: -2.31% VE Error (from EGO): -2.31% EGO/AFR Agreement: 43% (AFR neutral — EGO trusted at full weight) 🏘️ NEIGHBOR ANOMALY: VE 57 is 17% off neighbor avg 69 Steady-State Quality: 66% Avg MAT: 104°F Status: RICH Samples: 201 valid, 70.9 fuel cut Confidence Level: High (865 hits) (201 samples) Correction %: 18.6% (EGO-driven) Suggested VE: 56 Status: APPLIED (was 57 → now 56) Full correction VE: 56 Cell: 1600 RPM x 45 kPa (Row 12, Col 2) Current VE: 90 AFR Target: 14.69 AFR Actual (avg): 14.80 AFR Min/Max: 11.60 / 17.30 AFR Std Dev: 0.96 AFR Error: 0.11 EGO Correction (avg): 99.6% EGO Correction (median): 99.2% EGO Samples: 328 (96 effective) (29 open-loop frames filtered) EGO Deviation: -0.39% VE Error (from EGO): -0.39% EGO/AFR Agreement: 36% (AFR neutral — EGO trusted at full weight) 🏘️ NEIGHBOR ANOMALY: VE 90 is 27% off neighbor avg 71 Steady-State Quality: 67% Avg MAT: 100°F Status: GOOD Samples: 126 valid, 49.4 fuel cut Confidence Level: High (760 hits) (126 samples) Correction %: 0.0% (EGO-driven) Suggested VE: 90 Full correction VE: 90 Cell: 2000 RPM x 45 kPa (Row 12, Col 3) Current VE: 68 Original VE: 67 (before correction was applied) AFR Target: 14.64 AFR Actual (avg): 14.98 AFR Min/Max: 12.30 / 17.30 AFR Std Dev: 0.73 AFR Error: 0.34 EGO Correction (avg): 103.4% EGO Correction (median): 103.2% EGO Samples: 1182 (231 effective) (13 open-loop frames filtered) EGO Deviation: +3.39% VE Error (from EGO): +3.39% EGO/AFR Agreement: 62% 🏘️ NEIGHBOR ANOMALY: VE 67 is 21% off neighbor avg 85 Steady-State Quality: 74% Avg MAT: 82°F Status: LEAN Samples: 252 valid, 47.2 fuel cut Confidence Level: High (1734 hits) (252 samples) Correction %: 39.0% (EGO-driven) Suggested VE: 68 Status: APPLIED (was 67 → now 68) Full correction VE: 69 Cell: 2400 RPM x 45 kPa (Row 12, Col 4) Current VE: 88 Original VE: 87 (before correction was applied) AFR Target: 14.64 AFR Actual (avg): 14.85 AFR Min/Max: 12.30 / 17.30 AFR Std Dev: 0.71 AFR Error: 0.21 EGO Correction (avg): 101.8% EGO Correction (median): 101.6% EGO Samples: 1373 (517 effective) (4 open-loop frames filtered) EGO Deviation: +1.83% VE Error (from EGO): +1.83% EGO/AFR Agreement: 51% Steady-State Quality: 75% Avg MAT: 77°F Status: LEAN Samples: 525 valid, 25.6 fuel cut Confidence Level: High (1662 hits) (525 samples) Correction %: 21.9% (EGO-driven) Suggested VE: 88 Status: APPLIED (was 87 → now 88) Full correction VE: 89 Cell: 2800 RPM x 45 kPa (Row 12, Col 5) Current VE: 80 Original VE: 79 (before correction was applied) AFR Target: 14.65 AFR Actual (avg): 14.68 AFR Min/Max: 12.70 / 17.10 AFR Std Dev: 0.65 AFR Error: 0.03 EGO Correction (avg): 102.0% EGO Correction (median): 101.6% EGO Samples: 120 (39 effective) EGO Deviation: +2.04% VE Error (from EGO): +2.04% EGO/AFR Agreement: 53% Steady-State Quality: 74% Avg MAT: 88°F Status: LEAN Samples: 40 valid, 16.8 fuel cut Confidence Level: Medium (213 hits) (40 samples) Correction %: 17.0% (EGO-driven) Suggested VE: 80 Status: APPLIED (was 79 → now 80) Full correction VE: 81 Cell: 3200 RPM x 45 kPa (Row 12, Col 6) Current VE: 78 AFR Target: 14.68 AFR Actual (avg): 14.85 AFR Min/Max: 12.70 / 16.50 AFR Std Dev: 0.87 AFR Error: 0.17 EGO Correction (avg): 98.0% EGO Correction (median): 95.2% EGO Samples: 16 (2 effective) EGO Deviation: -1.97% VE Error (from EGO): -1.97% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 61% Avg MAT: 83°F Status: GOOD Samples: 3 valid, 6.4 fuel cut Confidence Level: Very Low (91 hits) (3 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 78 Full correction VE: 79 Cell: 3600 RPM x 45 kPa (Row 12, Col 7) Current VE: 118 Original VE: 117 (before correction was applied) AFR Target: 14.70 AFR Actual (avg): 14.80 AFR Min/Max: 14.10 / 16.10 AFR Std Dev: 0.78 AFR Error: 0.10 (trimmed: 0.03) EGO Correction (avg): 103.0% EGO Correction (median): 103.2% EGO Samples: 17 (8 effective) EGO Deviation: +2.95% VE Error (from EGO): +2.95% EGO/AFR Agreement: 28% (AFR neutral — EGO trusted at full weight) 🏘️ NEIGHBOR ANOMALY: VE 117 is 22% off neighbor avg 96 Steady-State Quality: 69% Avg MAT: 78°F Status: LEAN Samples: 8 valid, 5.7 fuel cut Confidence Level: Low (40 hits) (8 samples) Correction %: 6.9% (EGO-driven) Suggested VE: 118 Status: APPLIED (was 117 → now 118) Full correction VE: 120 Cell: 4000 RPM x 45 kPa (Row 12, Col 8) Current VE: 119 AFR Target: 14.69 AFR Actual (avg): 14.71 AFR Min/Max: 14.10 / 16.00 AFR Std Dev: 0.52 AFR Error: 0.02 (trimmed: -0.04) EGO Correction (avg): 102.2% EGO Correction (median): 102.4% EGO Samples: 15 (4 effective) EGO Deviation: +2.24% VE Error (from EGO): +2.24% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 66% Avg MAT: 80°F Status: GOOD Samples: 4 valid, 1.7 fuel cut Confidence Level: Very Low (23 hits) (4 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 119 Full correction VE: 119 Cell: 4400 RPM x 45 kPa (Row 12, Col 9) Current VE: 124 AFR Target: 14.60 AFR Actual (avg): 15.28 AFR Min/Max: 14.90 / 15.40 AFR Std Dev: 0.28 AFR Error: 0.68 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) EGO Deviation: N/A VE Error (from EGO): N/A ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 92°F Status: no-data Samples: 0 valid, 0.5 fuel cut Confidence Level: Very Low (4 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 124 Full correction VE: 130 Cell: 4800 RPM x 45 kPa (Row 12, Col 10) Current VE: 106 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.4 fuel cut Confidence Level: No Data (2 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 106 Full correction VE: 106 Cell: 5200 RPM x 45 kPa (Row 12, Col 11) Current VE: 88 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.5 fuel cut Confidence Level: No Data (1 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 88 Full correction VE: 88 Cell: 5400 RPM x 45 kPa (Row 12, Col 12) Current VE: 77 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0 fuel cut Confidence Level: No Data (1 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 77 Full correction VE: 77 Cell: 5800 RPM x 45 kPa (Row 12, Col 13) Current VE: 64 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.1 fuel cut Confidence Level: No Data (2 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 64 Full correction VE: 64 Cell: 6200 RPM x 45 kPa (Row 12, Col 14) Current VE: 60 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.6 fuel cut Confidence Level: No Data (3 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 60 Full correction VE: 60 Cell: 6600 RPM x 45 kPa (Row 12, Col 15) Current VE: 70 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.3 fuel cut Confidence Level: No Data (2 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 70 Full correction VE: 70 Cell: 800 RPM x 40 kPa (Row 13, Col 0) Current VE: 54 AFR Target: 14.60 AFR Actual (avg): 13.98 AFR Min/Max: 13.30 / 16.00 AFR Std Dev: 0.96 AFR Error: -0.62 (trimmed: -0.72) EGO Correction (avg): 98.5% EGO Correction (median): 99.2% EGO Samples: 13 (1 effective) EGO Deviation: -1.49% VE Error (from EGO): -1.49% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 47% Avg MAT: 102°F Status: RICH Samples: 2 valid, 19.8 fuel cut Confidence Level: Very Low (165 hits) (2 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 54 Full correction VE: 52 Cell: 1200 RPM x 40 kPa (Row 13, Col 1) Current VE: 53 Original VE: 54 (before correction was applied) AFR Target: 14.69 AFR Actual (avg): 14.43 AFR Min/Max: 12.50 / 17.30 AFR Std Dev: 0.81 AFR Error: -0.26 (trimmed: -0.32) EGO Correction (avg): 97.1% EGO Correction (median): 96.8% EGO Samples: 184 (43 effective) (12 open-loop frames filtered) EGO Deviation: -2.89% VE Error (from EGO): -2.89% EGO/AFR Agreement: 46% (signals blended) 🏘️ NEIGHBOR ANOMALY: VE 54 is 18% off neighbor avg 66 Steady-State Quality: 68% Avg MAT: 103°F Status: RICH Samples: 56 valid, 199.1 fuel cut Confidence Level: Medium (827 hits) (56 samples) Correction %: 15.6% (EGO-driven) Suggested VE: 53 Status: APPLIED (was 54 → now 53) Full correction VE: 53 Cell: 1600 RPM x 40 kPa (Row 13, Col 2) Current VE: 81 Original VE: 80 (before correction was applied) AFR Target: 14.70 AFR Actual (avg): 14.69 AFR Min/Max: 12.30 / 17.30 AFR Std Dev: 0.91 AFR Error: -0.01 EGO Correction (avg): 101.7% EGO Correction (median): 101.6% EGO Samples: 328 (92 effective) (63 open-loop frames filtered) EGO Deviation: +1.73% VE Error (from EGO): +1.73% EGO/AFR Agreement: 53% 🏘️ NEIGHBOR ANOMALY: VE 80 is 25% off neighbor avg 64 Steady-State Quality: 71% Avg MAT: 98°F Status: LEAN Samples: 158 valid, 119.9 fuel cut Confidence Level: High (1139 hits) (158 samples) Correction %: 19.7% (EGO-driven) Suggested VE: 81 Status: APPLIED (was 80 → now 81) Full correction VE: 81 Cell: 2000 RPM x 40 kPa (Row 13, Col 3) Current VE: 74 Original VE: 73 (before correction was applied) AFR Target: 14.70 AFR Actual (avg): 15.10 AFR Min/Max: 12.30 / 17.30 AFR Std Dev: 0.82 AFR Error: 0.40 (trimmed: 0.32) EGO Correction (avg): 103.7% EGO Correction (median): 104.0% EGO Samples: 737 (216 effective) (49 open-loop frames filtered) EGO Deviation: +3.75% VE Error (from EGO): +3.75% EGO/AFR Agreement: 72% Steady-State Quality: 74% Avg MAT: 87°F Status: LEAN Samples: 269 valid, 52.8 fuel cut Confidence Level: High (1363 hits) (269 samples) Correction %: 37.0% (EGO-driven) Suggested VE: 74 Status: APPLIED (was 73 → now 74) Full correction VE: 76 Cell: 2400 RPM x 40 kPa (Row 13, Col 4) Current VE: 82 Original VE: 81 (before correction was applied) AFR Target: 14.69 AFR Actual (avg): 14.87 AFR Min/Max: 12.30 / 17.30 AFR Std Dev: 0.77 AFR Error: 0.18 (trimmed: 0.11) EGO Correction (avg): 103.1% EGO Correction (median): 103.2% EGO Samples: 681 (246 effective) (7 open-loop frames filtered) EGO Deviation: +3.09% VE Error (from EGO): +3.09% EGO/AFR Agreement: 55% 🏘️ NEIGHBOR ANOMALY: VE 81 is 16% off neighbor avg 70 Steady-State Quality: 77% Avg MAT: 79°F Status: LEAN Samples: 256 valid, 22.9 fuel cut Confidence Level: High (1010 hits) (256 samples) Correction %: 38.2% (EGO-driven) Suggested VE: 82 Status: APPLIED (was 81 → now 82) Full correction VE: 84 Cell: 2800 RPM x 40 kPa (Row 13, Col 5) Current VE: 77 Original VE: 75 (before correction was applied) AFR Target: 14.67 AFR Actual (avg): 14.88 AFR Min/Max: 13.40 / 17.20 AFR Std Dev: 0.66 AFR Error: 0.20 (trimmed: 0.15) EGO Correction (avg): 104.7% EGO Correction (median): 104.8% EGO Samples: 117 (56 effective) EGO Deviation: +4.72% VE Error (from EGO): +4.72% EGO/AFR Agreement: 68% Steady-State Quality: 77% Avg MAT: 95°F Status: LEAN Samples: 57 valid, 9.9 fuel cut Confidence Level: Medium (202 hits) (57 samples) Correction %: 49.6% (EGO-driven) Suggested VE: 77 Status: APPLIED (was 75 → now 77) Full correction VE: 79 Cell: 3200 RPM x 40 kPa (Row 13, Col 6) Current VE: 68 Original VE: 67 (before correction was applied) AFR Target: 14.70 AFR Actual (avg): 15.56 AFR Min/Max: 13.50 / 17.20 AFR Std Dev: 0.88 AFR Error: 0.86 (trimmed: 0.92) EGO Correction (avg): 103.9% EGO Correction (median): 104.0% EGO Samples: 40 (6 effective) EGO Deviation: +3.92% VE Error (from EGO): +3.92% EGO/AFR Agreement: 83% Steady-State Quality: 73% Avg MAT: 85°F Status: LEAN Samples: 7 valid, 9.3 fuel cut Confidence Level: Low (102 hits) (7 samples) Correction %: 11.9% (EGO-driven) Suggested VE: 68 Status: APPLIED (was 67 → now 68) Full correction VE: 70 Cell: 3600 RPM x 40 kPa (Row 13, Col 7) Current VE: 90 Original VE: 89 (before correction was applied) AFR Target: 14.70 AFR Actual (avg): 15.79 AFR Min/Max: 14.10 / 16.10 AFR Std Dev: 0.91 AFR Error: 1.09 (trimmed: 1.23) EGO Correction (avg): 101.9% EGO Correction (median): 101.6% EGO Samples: 17 (6 effective) EGO Deviation: +1.86% VE Error (from EGO): +1.86% EGO/AFR Agreement: 69% Steady-State Quality: 77% Avg MAT: 76°F Status: LEAN Samples: 6 valid, 7.1 fuel cut Confidence Level: Low (37 hits) (6 samples) Correction %: 6.5% (EGO-driven) Suggested VE: 90 Status: APPLIED (was 89 → now 90) Full correction VE: 91 Cell: 4000 RPM x 40 kPa (Row 13, Col 8) Current VE: 96 AFR Target: 14.70 AFR Actual (avg): 14.51 AFR Min/Max: 14.10 / 14.90 AFR Std Dev: 0.30 AFR Error: -0.19 EGO Correction (avg): 99.9% EGO Correction (median): 99.2% EGO Samples: 5 (0 effective) EGO Deviation: -0.14% VE Error (from EGO): -0.14% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 78°F Status: no-data Samples: 0 valid, 1.4 fuel cut Confidence Level: Very Low (13 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 96 Full correction VE: 95 Cell: 4400 RPM x 40 kPa (Row 13, Col 9) Current VE: 103 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.9 fuel cut Confidence Level: No Data (3 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 103 Full correction VE: 103 Cell: 4800 RPM x 40 kPa (Row 13, Col 10) Current VE: 76 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.1 fuel cut Confidence Level: No Data (1 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 76 Full correction VE: 76 Cell: 5800 RPM x 40 kPa (Row 13, Col 13) Current VE: 64 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 1.6 fuel cut Confidence Level: No Data (2 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 64 Full correction VE: 64 Cell: 6200 RPM x 40 kPa (Row 13, Col 14) Current VE: 57 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.6 fuel cut Confidence Level: No Data (3 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 57 Full correction VE: 57 Cell: 6600 RPM x 40 kPa (Row 13, Col 15) Current VE: 66 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.2 fuel cut Confidence Level: No Data (1 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 66 Full correction VE: 66 Cell: 800 RPM x 35 kPa (Row 14, Col 0) Current VE: 66 AFR Target: 14.70 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 3.7 fuel cut Confidence Level: No Data (35 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 66 Full correction VE: 66 Cell: 1200 RPM x 35 kPa (Row 14, Col 1) Current VE: 56 AFR Target: 14.70 AFR Actual (avg): 14.60 AFR Min/Max: 12.70 / 16.70 AFR Std Dev: 0.81 AFR Error: -0.10 (trimmed: -0.19) EGO Correction (avg): 106.0% EGO Correction (median): 104.0% EGO Samples: 13 (1 effective) (1 open-loop frames filtered) EGO Deviation: +5.97% VE Error (from EGO): +5.97% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 56% Avg MAT: 99°F Status: GOOD Samples: 3 valid, 132.9 fuel cut Confidence Level: Very Low (479 hits) (3 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 56 Full correction VE: 56 Cell: 1600 RPM x 35 kPa (Row 14, Col 2) Current VE: 61 Original VE: 60 (before correction was applied) AFR Target: 14.70 AFR Actual (avg): 14.77 AFR Min/Max: 12.30 / 17.20 AFR Std Dev: 1.12 AFR Error: 0.07 EGO Correction (avg): 104.7% EGO Correction (median): 103.2% EGO Samples: 150 (54 effective) (59 open-loop frames filtered) EGO Deviation: +4.67% VE Error (from EGO): +4.67% EGO/AFR Agreement: 59% Steady-State Quality: 68% Avg MAT: 99°F Status: LEAN Samples: 114 valid, 121 fuel cut Confidence Level: High (905 hits) (114 samples) Correction %: 39.0% (EGO-driven) Suggested VE: 61 Status: APPLIED (was 60 → now 61) Full correction VE: 63 Cell: 2000 RPM x 35 kPa (Row 14, Col 3) Current VE: 54 Original VE: 53 (before correction was applied) AFR Target: 14.70 AFR Actual (avg): 15.23 AFR Min/Max: 10.90 / 17.30 AFR Std Dev: 1.12 AFR Error: 0.53 EGO Correction (avg): 104.8% EGO Correction (median): 104.8% EGO Samples: 380 (119 effective) (57 open-loop frames filtered) EGO Deviation: +4.79% VE Error (from EGO): +4.79% EGO/AFR Agreement: 69% 🏘️ NEIGHBOR ANOMALY: VE 53 is 24% off neighbor avg 70 Steady-State Quality: 69% Avg MAT: 92°F Status: LEAN Samples: 178 valid, 92.8 fuel cut Confidence Level: High (950 hits) (178 samples) Correction %: 38.9% (EGO-driven) Suggested VE: 54 Status: APPLIED (was 53 → now 54) Full correction VE: 56 Cell: 2400 RPM x 35 kPa (Row 14, Col 4) Current VE: 72 Original VE: 71 (before correction was applied) AFR Target: 14.70 AFR Actual (avg): 14.73 AFR Min/Max: 10.90 / 17.30 AFR Std Dev: 1.11 AFR Error: 0.03 (trimmed: -0.05) EGO Correction (avg): 102.5% EGO Correction (median): 102.4% EGO Samples: 219 (54 effective) (5 open-loop frames filtered) EGO Deviation: +2.49% VE Error (from EGO): +2.49% EGO/AFR Agreement: 38% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 67% Avg MAT: 84°F Status: LEAN Samples: 63 valid, 37.7 fuel cut Confidence Level: Medium (534 hits) (63 samples) Correction %: 17.7% (EGO-driven) Suggested VE: 72 Status: APPLIED (was 71 → now 72) Full correction VE: 73 Cell: 2800 RPM x 35 kPa (Row 14, Col 5) Current VE: 55 Original VE: 54 (before correction was applied) AFR Target: 14.70 AFR Actual (avg): 15.84 AFR Min/Max: 12.70 / 17.20 AFR Std Dev: 1.38 AFR Error: 1.14 (trimmed: 1.28) EGO Correction (avg): 102.6% EGO Correction (median): 103.2% EGO Samples: 57 (17 effective) EGO Deviation: +2.57% VE Error (from EGO): +2.57% 📊 HIGH SCATTER: StdDev 1.38 → correction scaled ×0.63 EGO/AFR Agreement: 76% 🏘️ NEIGHBOR ANOMALY: VE 54 is 16% off neighbor avg 65 Steady-State Quality: 70% Avg MAT: 88°F Status: LEAN Samples: 17 valid, 9.4 fuel cut Confidence Level: Low (104 hits) (17 samples) Correction %: 7.9% (EGO-driven) Suggested VE: 55 Status: APPLIED (was 54 → now 55) Full correction VE: 55 Cell: 3200 RPM x 35 kPa (Row 14, Col 6) Current VE: 57 Original VE: 56 (before correction was applied) AFR Target: 14.70 AFR Actual (avg): 16.48 AFR Min/Max: 12.70 / 17.20 AFR Std Dev: 1.40 AFR Error: 1.78 (trimmed: 2.07) EGO Correction (avg): 103.3% EGO Correction (median): 104.0% EGO Samples: 32 (8 effective) EGO Deviation: +3.26% VE Error (from EGO): +3.26% 📊 HIGH SCATTER: StdDev 1.40 → correction scaled ×0.63 EGO/AFR Agreement: 91% Steady-State Quality: 70% Avg MAT: 86°F Status: LEAN Samples: 8 valid, 4.2 fuel cut Confidence Level: Low (77 hits) (8 samples) Correction %: 9.3% (EGO-driven) Suggested VE: 57 Status: APPLIED (was 56 → now 57) Full correction VE: 58 Cell: 3600 RPM x 35 kPa (Row 14, Col 7) Current VE: 64 AFR Target: 14.70 AFR Actual (avg): 15.99 AFR Min/Max: 15.90 / 16.10 AFR Std Dev: 0.08 AFR Error: 1.29 EGO Correction (avg): 100.5% EGO Correction (median): 100.8% EGO Samples: 6 (1 effective) EGO Deviation: +0.45% VE Error (from EGO): +0.45% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 49% Avg MAT: 75°F Status: LEAN (CRITICAL) Samples: 1 valid, 5.1 fuel cut Confidence Level: Very Low (25 hits) (1 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 64 Full correction VE: 70 Cell: 4000 RPM x 35 kPa (Row 14, Col 8) Current VE: 79 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 3.1 fuel cut Confidence Level: No Data (13 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 79 Full correction VE: 79 Cell: 4400 RPM x 35 kPa (Row 14, Col 9) Current VE: 77 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.1 fuel cut Confidence Level: No Data (3 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 77 Full correction VE: 77 Cell: 4800 RPM x 35 kPa (Row 14, Col 10) Current VE: 72 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.1 fuel cut Confidence Level: No Data (1 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 72 Full correction VE: 72 Cell: 5200 RPM x 35 kPa (Row 14, Col 11) Current VE: 72 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.9 fuel cut Confidence Level: No Data (1 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 72 Full correction VE: 72 Cell: 5800 RPM x 35 kPa (Row 14, Col 13) Current VE: 61 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.2 fuel cut Confidence Level: No Data (2 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 61 Full correction VE: 61 Cell: 6200 RPM x 35 kPa (Row 14, Col 14) Current VE: 57 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.1 fuel cut Confidence Level: No Data (2 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 57 Full correction VE: 57 Cell: 800 RPM x 30.1 kPa (Row 15, Col 0) Current VE: 67 AFR Target: 14.70 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 0.1 fuel cut Confidence Level: No Data (4 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 67 Full correction VE: 67 Cell: 1200 RPM x 30.1 kPa (Row 15, Col 1) Current VE: 74 AFR Target: 14.70 AFR Actual (avg): 14.08 AFR Min/Max: 13.60 / 14.90 AFR Std Dev: 0.52 AFR Error: -0.62 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) EGO Deviation: N/A VE Error (from EGO): N/A ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 101°F Status: no-data Samples: 0 valid, 39.9 fuel cut Confidence Level: Very Low (208 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 74 Full correction VE: 71 Cell: 1600 RPM x 30.1 kPa (Row 15, Col 2) Current VE: 83 AFR Target: 14.70 AFR Actual (avg): 14.04 AFR Min/Max: 12.40 / 17.20 AFR Std Dev: 1.60 AFR Error: -0.66 (trimmed: -0.72) EGO Correction (avg): 103.4% EGO Correction (median): 102.4% EGO Samples: 11 (1 effective) (1 open-loop frames filtered) EGO Deviation: +3.42% VE Error (from EGO): +3.42% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 65% Avg MAT: 98°F Status: RICH Samples: 2 valid, 159.5 fuel cut Confidence Level: Very Low (476 hits) (2 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 83 Full correction VE: 79 Cell: 2000 RPM x 30.1 kPa (Row 15, Col 3) Current VE: 49 Original VE: 48 (before correction was applied) AFR Target: 14.70 AFR Actual (avg): 14.56 AFR Min/Max: 10.90 / 17.20 AFR Std Dev: 1.69 AFR Error: -0.14 (trimmed: -0.04) EGO Correction (avg): 102.2% EGO Correction (median): 104.0% EGO Samples: 46 (9 effective) (5 open-loop frames filtered) EGO Deviation: +2.18% VE Error (from EGO): +2.18% 📊 HIGH SCATTER: StdDev 1.69 → correction scaled ×0.56 EGO/AFR Agreement: 44% (AFR neutral — EGO trusted at full weight) 🏘️ NEIGHBOR ANOMALY: VE 48 is 27% off neighbor avg 65 Steady-State Quality: 63% Avg MAT: 86°F Status: LEAN Samples: 14 valid, 264.9 fuel cut Confidence Level: Low (716 hits) (14 samples) Correction %: 4.6% (EGO-driven) Suggested VE: 49 Status: APPLIED (was 48 → now 49) Full correction VE: 49 Cell: 2400 RPM x 30.1 kPa (Row 15, Col 4) Current VE: 59 Original VE: 60 (before correction was applied) AFR Target: 14.70 AFR Actual (avg): 14.65 AFR Min/Max: 10.90 / 17.20 AFR Std Dev: 1.72 AFR Error: -0.05 (trimmed: 0.07) EGO Correction (avg): 98.1% EGO Correction (median): 96.8% EGO Samples: 27 (9 effective) (3 open-loop frames filtered) EGO Deviation: -1.95% VE Error (from EGO): -1.95% 📊 HIGH SCATTER: StdDev 1.72 → correction scaled ×0.55 EGO/AFR Agreement: 17% (AFR neutral — EGO trusted at full weight) Steady-State Quality: 63% Avg MAT: 80°F Status: RICH Samples: 13 valid, 257 fuel cut Confidence Level: Low (570 hits) (13 samples) Correction %: 4.6% (EGO-driven) Suggested VE: 59 Status: APPLIED (was 60 → now 59) Full correction VE: 59 Cell: 2800 RPM x 30.1 kPa (Row 15, Col 5) Current VE: 56 Original VE: 55 (before correction was applied) AFR Target: 14.70 AFR Actual (avg): 15.38 AFR Min/Max: 12.70 / 17.20 AFR Std Dev: 1.66 AFR Error: 0.68 (trimmed: 0.79) EGO Correction (avg): 98.8% EGO Correction (median): 98.4% EGO Samples: 25 (8 effective) EGO Deviation: -1.18% VE Error (from EGO): -1.18% ⚡ AFR/EGO CONFLICT: AFR says LEAN (+0.79 [trimmed: +0.79, raw: +0.68]) but EGO says RICH (-1.2%) — caution: mild disagreement 📊 HIGH SCATTER: StdDev 1.66 → correction scaled ×0.56 EGO/AFR Agreement: 45% (signals blended) Steady-State Quality: 66% Avg MAT: 85°F Status: RICH Samples: 8 valid, 102.4 fuel cut Confidence Level: Low (247 hits) (8 samples) Correction %: 4.7% (EGO-driven) Suggested VE: 56 Status: APPLIED (was 55 → now 56) Full correction VE: 56 Cell: 3200 RPM x 30.1 kPa (Row 15, Col 6) Current VE: 51 AFR Target: 14.70 AFR Actual (avg): 16.30 AFR Min/Max: 12.70 / 17.20 AFR Std Dev: 1.39 AFR Error: 1.60 (trimmed: 1.84) EGO Correction (avg): 100.3% EGO Correction (median): 100.8% EGO Samples: 21 (4 effective) EGO Deviation: +0.33% VE Error (from EGO): +0.33% EGO/AFR Agreement: 69% ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 60% Avg MAT: 85°F Status: LEAN (CRITICAL) Samples: 4 valid, 52.6 fuel cut Confidence Level: Very Low (153 hits) (4 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 51 Full correction VE: 57 Cell: 3600 RPM x 30.1 kPa (Row 15, Col 7) Current VE: 59 Original VE: 58 (before correction was applied) AFR Target: 14.70 AFR Actual (avg): 15.87 AFR Min/Max: 13.40 / 16.80 AFR Std Dev: 1.26 AFR Error: 1.17 EGO Correction (avg): 102.0% EGO Correction (median): 102.4% EGO Samples: 4 (4 effective) (4 open-loop frames filtered) EGO Deviation: +2.00% VE Error (from EGO): +2.00% 📊 HIGH SCATTER: StdDev 1.26 → correction scaled ×0.66 EGO/AFR Agreement: 100% Steady-State Quality: 54% Avg MAT: 70°F Status: LEAN (CRITICAL) Samples: 8 valid, 32.9 fuel cut Confidence Level: Low (75 hits) (8 samples) Correction %: 14.3% (AFR fallback) Suggested VE: 59 Status: APPLIED (was 58 → now 59) Full correction VE: 63 Cell: 4000 RPM x 30.1 kPa (Row 15, Col 8) Current VE: 62 AFR Target: 14.70 AFR Actual (avg): 14.94 AFR Min/Max: 13.40 / 16.80 AFR Std Dev: 1.48 AFR Error: 0.24 EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 (0 effective) (0 open-loop frames filtered) EGO Deviation: N/A VE Error (from EGO): N/A ⚠️ Full Correction: PROJECTED (untrusted — insufficient data) Steady-State Quality: 0% Avg MAT: 68°F Status: no-data Samples: 0 valid, 36.5 fuel cut Confidence Level: Very Low (84 hits) (0 samples) Correction %: 0% (BLOCKED - below min samples) Suggested VE: 62 Full correction VE: 63 Cell: 4400 RPM x 30.1 kPa (Row 15, Col 9) Current VE: 52 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 23.2 fuel cut Confidence Level: No Data (53 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 52 Full correction VE: 52 Cell: 4800 RPM x 30.1 kPa (Row 15, Col 10) Current VE: 63 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 15.3 fuel cut Confidence Level: No Data (31 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 63 Full correction VE: 63 Cell: 5200 RPM x 30.1 kPa (Row 15, Col 11) Current VE: 78 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 11.1 fuel cut Confidence Level: No Data (20 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 78 Full correction VE: 78 Cell: 5400 RPM x 30.1 kPa (Row 15, Col 12) Current VE: 75 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 6.9 fuel cut Confidence Level: No Data (13 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 75 Full correction VE: 75 Cell: 5800 RPM x 30.1 kPa (Row 15, Col 13) Current VE: 64 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 9.1 fuel cut Confidence Level: No Data (18 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 64 Full correction VE: 64 Cell: 6200 RPM x 30.1 kPa (Row 15, Col 14) Current VE: 54 AFR Target: 13.50 AFR Actual (avg): N/A AFR Min/Max: N/A / N/A AFR Std Dev: N/A AFR Error: N/A EGO Correction (avg): N/A EGO Correction (median): N/A EGO Samples: 0 EGO Deviation: N/A VE Error (from EGO): N/A Steady-State Quality: 0% Status: no-data Samples: 0 valid, 2.9 fuel cut Confidence Level: No Data (7 hits) (0 samples) Correction %: 0.0% (AFR fallback) Suggested VE: 54 Full correction VE: 54 SUMMARY STATISTICS: ================== Total cells with data: 227 Lean cells: 59 Rich cells: 33 Good cells: 53 Critical cells: 7 Locked cells: 0 No data cells: 82 AFR/EGO direction conflicts: 10 (2 blocked, 1 CL override) Blend direction: 1 blocked, 2 CL override High scatter warnings: 9 (correction halved) CHANGES APPLIED: ================ 1200 x 55: 68 → 69 1200 x 50: 60 → 59 1600 x 50: 89 → 90 1200 x 45: 57 → 56 2000 x 45: 67 → 68 1600 x 40: 80 → 81 2000 x 40: 73 → 74 1600 x 35: 60 → 61 2000 x 35: 53 → 54 1200 x 40: 54 → 53 800 x 45: 67 → 66 800 x 50: 55 → 54 800 x 55: 53 → 52 1200 x 65: 77 → 78 1200 x 60: 74 → 75 1200 x 75: 99 → 102 1200 x 70: 79 → 80 1600 x 65: 110 → 111 2000 x 50: 86 → 87 2000 x 30.1: 48 → 49 2800 x 65: 96 → 97 2400 x 45: 87 → 88 2800 x 45: 79 → 80 2400 x 40: 81 → 82 2800 x 40: 75 → 77 2400 x 35: 71 → 72 2800 x 35: 54 → 55 2400 x 30.1: 60 → 59 1600 x 70: 89 → 90 2000 x 60: 87 → 88 2800 x 55: 94 → 95 3200 x 65: 103 → 104 3200 x 60: 98 → 99 2800 x 70: 103 → 102 3600 x 65: 130 → 129 3600 x 55: 119 → 118 4000 x 55: 128 → 127 3600 x 45: 117 → 118 3600 x 30.1: 58 → 59 2800 x 30.1: 55 → 56 3200 x 40: 67 → 68 3200 x 35: 56 → 57 3600 x 75: 125 → 126 4400 x 75: 142 → 143 4400 x 70: 139 → 140 4800 x 85: 146 → 147 5400 x 98: 134 → 135 5400 x 95: 145 → 146 6200 x 95: 122 → 123 6600 x 98: 117 → 116 6600 x 95: 116 → 115 4400 x 65: 149 → 150 3600 x 40: 89 → 90 3200 x 98: 113 → 112 3200 x 100: 131 → 130 METADATA: ========= Analysis Mode: 4-Cell Interpolation Wideband Delay: 150ms Sample Rate: 67.0ms/sample (auto-detected) Delay Offset: 2 samples Conflicts Downgraded: 2 (high→low due to strong EGO + delay model) Total raw frames analyzed: 23097 Fuel cut frames removed: 4541 Post-AE cooldown frames: 996