VE Table AFR Analysis Diagnostics Export
Generated: 4/7/2026, 8:13:03 PM
==========================================

TABLE BREAKPOINTS (CUSTOM):
RPM: 600, 1000, 1250, 1500, 1800, 2100, 2400, 2700, 3100, 3500, 3900, 4300, 4700, 5200, 5700, 6200
MAP: 100, 90, 85, 80, 75, 70, 65, 60, 55, 50, 45, 40, 35, 30, 25, 20

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: OFF
  - 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)
Post-FC cooldown: ON (1200ms window after fuel cut ends)
Fuel: Total cor average: 99.0% (from cells with ≥5 hits)
Ignition Mode: Single Coil (COP/CNP)

v8 ADVANCED ANALYSIS:
Wideband Offset: Not enough cruise data
Total Cor Components: Air=99.1% Baro=100.0% Warmup=100.0% EGO=98.6%
Neighbor Anomalies: 3 cells flagged
Multi-Log: 1 file(s), 11921 total frames
Flip-flop prevention: ENABLED
v10 Smart CL Detection: ON (max run 5 frames)
  EGO=100 frames: 3535 total → 52 kept (CL stepping), 3111 excluded (OL hold), 0 fuel cut, 372 WOT
  Run distribution: 14 short (≤5f), 36 long (>5f)
v10 Post-AE Cooldown: ON (500ms window, 198 frames filtered)
v10.1 Post-FC Cooldown: ON (1200ms window, 0 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: 1800 RPM x 100 kPa (Row 0, Col 4)
Current VE: 75.7
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, 4 fuel cut
Confidence Level: No Data (24 hits) (0 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 75.7
Full correction VE: 75.7

Cell: 2100 RPM x 100 kPa (Row 0, Col 5)
Current VE: 80
Original VE: 76.9 (before correction was applied)
AFR Target: 11.80
AFR Actual (avg): 13.49
AFR Min/Max: 13.30 / 13.70
AFR Std Dev: 0.11
AFR Error: 1.69
EGO Correction (avg): N/A
EGO Correction (median): N/A
EGO Samples: 0 (0 effective) (8 open-loop frames filtered)
EGO Deviation: N/A
VE Error (from EGO): N/A
Steady-State Quality: 85%
Avg MAT: 66°F
Status: LEAN (CRITICAL)
Samples: 8 valid, 18.9 fuel cut
Confidence Level: Low (75 hits) (8 samples)
Correction %: 28.1% (AFR fallback)
Suggested VE: 80
Status: APPLIED (was 76.9 → now 80)
Full correction VE: 87.9

Cell: 2400 RPM x 100 kPa (Row 0, Col 6)
Current VE: 84.5
Original VE: 78.2 (before correction was applied)
AFR Target: 11.80
AFR Actual (avg): 13.29
AFR Min/Max: 12.80 / 13.70
AFR Std Dev: 0.26
AFR Error: 1.49
EGO Correction (avg): N/A
EGO Correction (median): N/A
EGO Samples: 0 (0 effective) (25 open-loop frames filtered)
EGO Deviation: N/A
VE Error (from EGO): N/A
Steady-State Quality: 85%
Avg MAT: 67°F
Status: LEAN (CRITICAL)
Samples: 25 valid, 15.8 fuel cut
Confidence Level: Medium (113 hits) (25 samples)
Correction %: 63.7% (AFR fallback)
Suggested VE: 84.5
Status: APPLIED (was 78.2 → now 84.5)
Full correction VE: 88.1

Cell: 2700 RPM x 100 kPa (Row 0, Col 7)
Current VE: 84.5
Original VE: 80.7 (before correction was applied)
AFR Target: 11.80
AFR Actual (avg): 12.95
AFR Min/Max: 12.70 / 13.70
AFR Std Dev: 0.21
AFR Error: 1.15
EGO Correction (avg): N/A
EGO Correction (median): N/A
EGO Samples: 0 (0 effective) (32 open-loop frames filtered)
EGO Deviation: N/A
VE Error (from EGO): N/A
Steady-State Quality: 81%
Avg MAT: 67°F
Status: LEAN (CRITICAL)
Samples: 32 valid, 9 fuel cut
Confidence Level: Medium (134 hits) (32 samples)
Correction %: 48.8% (AFR fallback)
Suggested VE: 84.5
Status: APPLIED (was 80.7 → now 84.5)
Full correction VE: 88.6

Cell: 3100 RPM x 100 kPa (Row 0, Col 8)
Current VE: 89.9
Original VE: 85.5 (before correction was applied)
AFR Target: 11.80
AFR Actual (avg): 13.05
AFR Min/Max: 12.70 / 13.30
AFR Std Dev: 0.17
AFR Error: 1.25
EGO Correction (avg): N/A
EGO Correction (median): N/A
EGO Samples: 0 (0 effective) (19 open-loop frames filtered)
EGO Deviation: N/A
VE Error (from EGO): N/A
Steady-State Quality: 77%
Avg MAT: 68°F
Status: LEAN (CRITICAL)
Samples: 20 valid, 10.2 fuel cut
Confidence Level: Medium (101 hits) (20 samples)
Correction %: 48.8% (AFR fallback)
Suggested VE: 89.9
Status: APPLIED (was 85.5 → now 89.9)
Full correction VE: 94.6

Cell: 3500 RPM x 100 kPa (Row 0, Col 9)
Current VE: 91
AFR Target: 11.80
AFR Actual (avg): 13.25
AFR Min/Max: 13.00 / 13.30
AFR Std Dev: 0.13
AFR Error: 1.45
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: 42%
Avg MAT: 67°F
Status: LEAN (CRITICAL)
Samples: 1 valid, 12.9 fuel cut
Confidence Level: Very Low (50 hits) (1 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 91
Full correction VE: 102.2

Cell: 3900 RPM x 100 kPa (Row 0, Col 10)
Current VE: 95.5
AFR Target: 11.80
AFR Actual (avg): 13.28
AFR Min/Max: 13.10 / 13.40
AFR Std Dev: 0.08
AFR Error: 1.48
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: 45%
Avg MAT: 67°F
Status: LEAN (CRITICAL)
Samples: 2 valid, 11.3 fuel cut
Confidence Level: Very Low (44 hits) (2 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 95.5
Full correction VE: 107.5

Cell: 4300 RPM x 100 kPa (Row 0, Col 11)
Current VE: 96.5
AFR Target: 11.80
AFR Actual (avg): 13.26
AFR Min/Max: 13.10 / 13.40
AFR Std Dev: 0.09
AFR Error: 1.46
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: 55%
Avg MAT: 67°F
Status: LEAN (CRITICAL)
Samples: 3 valid, 8.2 fuel cut
Confidence Level: Very Low (46 hits) (3 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 96.5
Full correction VE: 108.4

Cell: 4700 RPM x 100 kPa (Row 0, Col 12)
Current VE: 95.3
AFR Target: 11.80
AFR Actual (avg): 13.21
AFR Min/Max: 13.10 / 13.40
AFR Std Dev: 0.10
AFR Error: 1.41
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: 57%
Avg MAT: 67°F
Status: LEAN (CRITICAL)
Samples: 4 valid, 9.8 fuel cut
Confidence Level: Very Low (54 hits) (4 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 95.3
Full correction VE: 106.7

Cell: 5200 RPM x 100 kPa (Row 0, Col 13)
Current VE: 95.1
Original VE: 93 (before correction was applied)
AFR Target: 11.80
AFR Actual (avg): 13.05
AFR Min/Max: 12.00 / 13.40
AFR Std Dev: 0.40
AFR Error: 1.25
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: 52%
Avg MAT: 67°F
Status: LEAN (CRITICAL)
Samples: 9 valid, 6.6 fuel cut
Confidence Level: Low (65 hits) (9 samples)
Correction %: 21.5% (AFR fallback)
Suggested VE: 95.1
Status: APPLIED (was 93 → now 95.1)
Full correction VE: 102.9

Cell: 5700 RPM x 100 kPa (Row 0, Col 14)
Current VE: 93.4
Original VE: 90.7 (before correction was applied)
AFR Target: 11.80
AFR Actual (avg): 12.30
AFR Min/Max: 11.70 / 13.20
AFR Std Dev: 0.52
AFR Error: 0.50
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: 67%
Avg MAT: 68°F
Status: LEAN
Samples: 5 valid, 3.9 fuel cut
Confidence Level: Low (39 hits) (5 samples)
Correction %: 14.9% (AFR fallback)
Suggested VE: 91.3
Status: APPLIED (was 90.7 → now 93.4)
Full correction VE: 94.6

Cell: 6200 RPM x 100 kPa (Row 0, Col 15)
Current VE: 89.5
AFR Target: 11.80
AFR Actual (avg): 11.77
AFR Min/Max: 11.70 / 11.90
AFR Std Dev: 0.08
AFR Error: -0.03
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
Confidence Level: Very Low (4 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 89.5
Full correction VE: 89.3

Cell: 1500 RPM x 90 kPa (Row 1, Col 3)
Current VE: 73.5
AFR Target: 11.80
AFR Actual (avg): 14.70
AFR Min/Max: 14.70 / 14.70
AFR Std Dev: 0.00
AFR Error: 2.90
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: 67°F
Status: no-data
Samples: 0 valid, 0.1 fuel cut
Confidence Level: Very Low (10 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 73.5
Full correction VE: 91.6

Cell: 1800 RPM x 90 kPa (Row 1, Col 4)
Current VE: 74.5
AFR Target: 11.80
AFR Actual (avg): 14.64
AFR Min/Max: 14.60 / 14.70
AFR Std Dev: 0.05
AFR Error: 2.84
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: 67°F
EGO Clamp Events: 0 upper, 0.3 lower (7.18% of samples)
⚠️ EGO CLAMPING: 7.2% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0 upper clamps (tune lean), 0.3 lower clamps (tune rich).
Status: no-data
Samples: 0 valid, 4.2 fuel cut
Confidence Level: Very Low (40 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 74.5
Full correction VE: 92.4

Cell: 2100 RPM x 90 kPa (Row 1, Col 5)
Current VE: 75.9
AFR Target: 11.80
AFR Actual (avg): 13.50
AFR Min/Max: 13.30 / 13.70
AFR Std Dev: 0.11
AFR Error: 1.70
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: 86%
Avg MAT: 66°F
Status: LEAN (CRITICAL)
Samples: 4 valid, 10.8 fuel cut
Confidence Level: Very Low (77 hits) (4 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 75.9
Full correction VE: 86.8

Cell: 2400 RPM x 90 kPa (Row 1, Col 6)
Current VE: 81.3
Original VE: 77.1 (before correction was applied)
AFR Target: 11.80
AFR Actual (avg): 13.30
AFR Min/Max: 12.80 / 13.70
AFR Std Dev: 0.26
AFR Error: 1.50
EGO Correction (avg): N/A
EGO Correction (median): N/A
EGO Samples: 0 (0 effective) (12 open-loop frames filtered)
EGO Deviation: N/A
VE Error (from EGO): N/A
Steady-State Quality: 85%
Avg MAT: 67°F
Status: LEAN (CRITICAL)
Samples: 12 valid, 8 fuel cut
Confidence Level: Low (113 hits) (12 samples)
Correction %: 42.5% (AFR fallback)
Suggested VE: 81.3
Status: APPLIED (was 77.1 → now 81.3)
Full correction VE: 86.9

Cell: 2700 RPM x 90 kPa (Row 1, Col 7)
Current VE: 82
Original VE: 79.5 (before correction was applied)
AFR Target: 11.80
AFR Actual (avg): 12.95
AFR Min/Max: 12.70 / 13.70
AFR Std Dev: 0.21
AFR Error: 1.15
EGO Correction (avg): N/A
EGO Correction (median): N/A
EGO Samples: 0 (0 effective) (19 open-loop frames filtered)
EGO Deviation: N/A
VE Error (from EGO): N/A
Steady-State Quality: 79%
Avg MAT: 67°F
Status: LEAN (CRITICAL)
Samples: 19 valid, 5.1 fuel cut
Confidence Level: Low (134 hits) (19 samples)
Correction %: 32.5% (AFR fallback)
Suggested VE: 82
Status: APPLIED (was 79.5 → now 82)
Full correction VE: 87.2

Cell: 3100 RPM x 90 kPa (Row 1, Col 8)
Current VE: 87
Original VE: 84.1 (before correction was applied)
AFR Target: 11.80
AFR Actual (avg): 13.06
AFR Min/Max: 12.70 / 13.30
AFR Std Dev: 0.17
AFR Error: 1.26
EGO Correction (avg): N/A
EGO Correction (median): N/A
EGO Samples: 0 (0 effective) (15 open-loop frames filtered)
EGO Deviation: N/A
VE Error (from EGO): N/A
Steady-State Quality: 76%
Avg MAT: 68°F
Status: LEAN (CRITICAL)
Samples: 15 valid, 7.2 fuel cut
Confidence Level: Low (101 hits) (15 samples)
Correction %: 32.5% (AFR fallback)
Suggested VE: 87
Status: APPLIED (was 84.1 → now 87)
Full correction VE: 93.1

Cell: 3500 RPM x 90 kPa (Row 1, Col 9)
Current VE: 92
Original VE: 89.4 (before correction was applied)
AFR Target: 11.80
AFR Actual (avg): 13.23
AFR Min/Max: 13.00 / 13.30
AFR Std Dev: 0.14
AFR Error: 1.43
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: 32%
Avg MAT: 67°F
Status: LEAN (CRITICAL)
Samples: 1 valid, 8.7 fuel cut
Confidence Level: Very Low (51 hits) (1 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 89.4
Status: APPLIED (was 89.4 → now 92)
Full correction VE: 100.3

Cell: 3900 RPM x 90 kPa (Row 1, Col 10)
Current VE: 95
Original VE: 93.5 (before correction was applied)
AFR Target: 11.80
AFR Actual (avg): 13.29
AFR Min/Max: 13.10 / 13.40
AFR Std Dev: 0.08
AFR Error: 1.49
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: 69%
Avg MAT: 67°F
Status: LEAN (CRITICAL)
Samples: 1 valid, 7.8 fuel cut
Confidence Level: Very Low (44 hits) (1 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 93.5
Status: APPLIED (was 93.5 → now 95)
Full correction VE: 105.3

Cell: 4300 RPM x 90 kPa (Row 1, Col 11)
Current VE: 97
Original VE: 95 (before correction was applied)
AFR Target: 11.80
AFR Actual (avg): 13.25
AFR Min/Max: 13.10 / 13.40
AFR Std Dev: 0.09
AFR Error: 1.45
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: 55%
Avg MAT: 67°F
Status: LEAN (CRITICAL)
Samples: 3 valid, 7.6 fuel cut
Confidence Level: Very Low (46 hits) (3 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 95
Status: APPLIED (was 95 → now 97)
Full correction VE: 106.6

Cell: 4700 RPM x 90 kPa (Row 1, Col 12)
Current VE: 96
Original VE: 94.3 (before correction was applied)
AFR Target: 11.80
AFR Actual (avg): 13.21
AFR Min/Max: 13.10 / 13.40
AFR Std Dev: 0.10
AFR Error: 1.41
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: 56%
Avg MAT: 67°F
Status: LEAN (CRITICAL)
Samples: 4 valid, 9.6 fuel cut
Confidence Level: Very Low (54 hits) (4 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 94.3
Status: APPLIED (was 94.3 → now 96)
Full correction VE: 105.6

Cell: 5200 RPM x 90 kPa (Row 1, Col 13)
Current VE: 94
Original VE: 92 (before correction was applied)
AFR Target: 11.80
AFR Actual (avg): 13.03
AFR Min/Max: 12.00 / 13.40
AFR Std Dev: 0.39
AFR Error: 1.23
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: 55%
Avg MAT: 67°F
Status: LEAN (CRITICAL)
Samples: 9 valid, 6.8 fuel cut
Confidence Level: Low (65 hits) (9 samples)
Correction %: 21.5% (AFR fallback)
Suggested VE: 94
Status: APPLIED (was 92 → now 94)
Full correction VE: 101.6

Cell: 5700 RPM x 90 kPa (Row 1, Col 14)
Current VE: 92.6
Original VE: 90 (before correction was applied)
AFR Target: 11.80
AFR Actual (avg): 12.26
AFR Min/Max: 11.70 / 13.20
AFR Std Dev: 0.53
AFR Error: 0.46
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: 66%
Avg MAT: 68°F
Status: LEAN
Samples: 7 valid, 5.2 fuel cut
Confidence Level: Low (39 hits) (7 samples)
Correction %: 14.9% (AFR fallback)
Suggested VE: 91
Status: APPLIED (was 90 → now 92.6)
Full correction VE: 93.5

Cell: 6200 RPM x 90 kPa (Row 1, Col 15)
Current VE: 88.8
AFR Target: 11.80
AFR Actual (avg): 11.75
AFR Min/Max: 11.70 / 11.90
AFR Std Dev: 0.09
AFR Error: -0.05
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
Confidence Level: Very Low (4 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 88.8
Full correction VE: 88.4

Cell: 1500 RPM x 85 kPa (Row 2, Col 3)
Current VE: 72.5
AFR Target: 12.50
AFR Actual (avg): 14.56
AFR Min/Max: 13.70 / 14.70
AFR Std Dev: 0.36
AFR Error: 2.06 (trimmed: 2.12)
EGO Correction (avg): 94.2%
EGO Correction (median): 94.2%
EGO Samples: 1 (0 effective)
EGO Deviation: -5.80%
VE Error (from EGO): -5.80%
⚠️ Full Correction: PROJECTED (untrusted — insufficient data)
Steady-State Quality: 0%
Avg MAT: 67°F
EGO Clamp Events: 0 upper, 0.9 lower (51.18% of samples)
⚠️ EGO CLAMPING: 51.2% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0 upper clamps (tune lean), 0.9 lower clamps (tune rich).
Status: no-data
Samples: 0 valid, 1.8 fuel cut
Confidence Level: Very Low (41 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 72.5
Full correction VE: 68.3

Cell: 1800 RPM x 85 kPa (Row 2, Col 4)
Current VE: 73.5
Original VE: 73.5 (before correction was applied)
AFR Target: 12.50
AFR Actual (avg): 14.54
AFR Min/Max: 13.70 / 14.70
AFR Std Dev: 0.34
AFR Error: 2.04
EGO Correction (avg): 94.4%
EGO Correction (median): 94.2%
EGO Samples: 14 (9 effective)
EGO Deviation: -5.58%
VE Error (from EGO): -5.58%
⚡ AFR/EGO CONFLICT: AFR says LEAN (+2.06) but EGO says RICH (-5.6%) — BLOCKED: signals strongly disagree
   → CORRECTION BLOCKED (high-severity conflict)
Steady-State Quality: 84%
Avg MAT: 67°F
EGO Clamp Events: 0 upper, 10 lower (81.96% of samples)
⚠️ EGO CLAMPING: 82.0% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0 upper clamps (tune lean), 10 lower clamps (tune rich).
Status: RICH (CRITICAL)
Samples: 9 valid, 12.2 fuel cut
Confidence Level: Low (45 hits) (9 samples)
Correction %: 0% (BLOCKED - AFR/EGO direction conflict)
Suggested VE: 73.5
Status: APPLIED (was 73.5 → now 73.5)
Full correction VE: 73.5

Cell: 2100 RPM x 85 kPa (Row 2, Col 5)
Current VE: 74.9
AFR Target: 12.50
AFR Actual (avg): 14.30
AFR Min/Max: 14.30 / 14.30
AFR Std Dev: 0.00
AFR Error: 1.80
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: 67°F
Status: no-data
Samples: 0 valid, 0.2 fuel cut
Confidence Level: Very Low (3 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 74.9
Full correction VE: 85.7

Cell: 2400 RPM x 85 kPa (Row 2, Col 6)
Current VE: 76.3
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, 1.9 fuel cut
Confidence Level: No Data (16 hits) (0 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 76.3
Full correction VE: 76.3

Cell: 2700 RPM x 85 kPa (Row 2, Col 7)
Current VE: 78.5
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, 3.1 fuel cut
Confidence Level: No Data (16 hits) (0 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 78.5
Full correction VE: 78.5

Cell: 3100 RPM x 85 kPa (Row 2, Col 8)
Current VE: 83.1
AFR Target: 12.50
AFR Actual (avg): 13.00
AFR Min/Max: 13.00 / 13.00
AFR Std Dev: 0.00
AFR Error: 0.50
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: 13%
Avg MAT: 68°F
Status: LEAN
Samples: 1 valid
Confidence Level: Very Low (1 hits) (1 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 83.1
Full correction VE: 86.4

Cell: 3500 RPM x 85 kPa (Row 2, Col 9)
Current VE: 88.4
AFR Target: 12.50
AFR Actual (avg): 13.00
AFR Min/Max: 13.00 / 13.00
AFR Std Dev: 0.00
AFR Error: 0.50
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
Confidence Level: Very Low (1 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 88.4
Full correction VE: 91.9

Cell: 1250 RPM x 80 kPa (Row 3, Col 2)
Current VE: 70.5
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, 0.6 fuel cut
Confidence Level: No Data (6 hits) (0 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 70.5
Full correction VE: 70.5

Cell: 1500 RPM x 80 kPa (Row 3, Col 3)
Current VE: 72.3
Original VE: 71.6 (before correction was applied)
AFR Target: 12.50
AFR Actual (avg): 13.65
AFR Min/Max: 13.30 / 14.60
AFR Std Dev: 0.36
AFR Error: 1.15
EGO Correction (avg): 100.9%
EGO Correction (median): 101.9%
EGO Samples: 8 (1 effective)
EGO Deviation: +0.85%
VE Error (from EGO): +0.85%
⚠️ Full Correction: PROJECTED (untrusted — insufficient data)
Steady-State Quality: 79%
Avg MAT: 67°F
EGO Clamp Events: 0 upper, 0.2 lower (3.55% of samples)
Status: LEAN (CRITICAL)
Samples: 1 valid, 5.6 fuel cut
Confidence Level: Very Low (60 hits) (1 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 71.6
Status: APPLIED (was 71.6 → now 72.3)
Full correction VE: 72.2

Cell: 1800 RPM x 80 kPa (Row 3, Col 4)
Current VE: 72.5
AFR Target: 12.50
AFR Actual (avg): 13.76
AFR Min/Max: 13.30 / 14.60
AFR Std Dev: 0.29
AFR Error: 1.26
EGO Correction (avg): 97.8%
EGO Correction (median): 98.3%
EGO Samples: 79 (22 effective)
EGO Deviation: -2.23%
VE Error (from EGO): -2.23%
⚡ AFR/EGO CONFLICT: AFR says LEAN (+1.23) but EGO says RICH (-2.2%) — BLOCKED: signals strongly disagree
   → CORRECTION BLOCKED (high-severity conflict)
Steady-State Quality: 76%
Avg MAT: 67°F
EGO Clamp Events: 0 upper, 5.4 lower (36.69% of samples)
⚠️ EGO CLAMPING: 36.7% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0 upper clamps (tune lean), 5.4 lower clamps (tune rich).
Status: RICH
Samples: 22 valid, 14.7 fuel cut
Confidence Level: Medium (107 hits) (22 samples)
Correction %: 0% (BLOCKED - AFR/EGO direction conflict)
Suggested VE: 72.5
Full correction VE: 72.5

Cell: 2100 RPM x 80 kPa (Row 3, Col 5)
Current VE: 74
AFR Target: 12.50
AFR Actual (avg): 13.88
AFR Min/Max: 13.60 / 14.30
AFR Std Dev: 0.21
AFR Error: 1.38
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: 61%
Avg MAT: 66°F
EGO Clamp Events: 0 upper, 0.2 lower (0.00% of samples)
Status: LEAN (CRITICAL)
Samples: 1 valid
Confidence Level: Very Low (51 hits) (1 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 74
Full correction VE: 82.2

Cell: 2400 RPM x 80 kPa (Row 3, Col 6)
Current VE: 75.7
AFR Target: 12.50
AFR Actual (avg): 13.02
AFR Min/Max: 12.90 / 13.20
AFR Std Dev: 0.14
AFR Error: 0.52
EGO Correction (avg): 98.9%
EGO Correction (median): 99.4%
EGO Samples: 6 (1 effective)
EGO Deviation: -1.12%
VE Error (from EGO): -1.12%
⚠️ Full Correction: PROJECTED (untrusted — insufficient data)
Steady-State Quality: 57%
Avg MAT: 65°F
Status: LEAN
Samples: 1 valid, 4.9 fuel cut
Confidence Level: Very Low (28 hits) (1 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 75.7
Full correction VE: 74.8

Cell: 2700 RPM x 80 kPa (Row 3, Col 7)
Current VE: 77.5
AFR Target: 12.50
AFR Actual (avg): 13.09
AFR Min/Max: 12.90 / 13.20
AFR Std Dev: 0.08
AFR Error: 0.59
EGO Correction (avg): 99.0%
EGO Correction (median): 98.8%
EGO Samples: 23 (9 effective)
EGO Deviation: -1.04%
VE Error (from EGO): -1.04%
⚡ AFR/EGO CONFLICT: AFR says LEAN (+0.60) but EGO says RICH (-1.0%) — caution: mild disagreement
Steady-State Quality: 76%
Avg MAT: 65°F
Status: RICH
Samples: 9 valid, 8.4 fuel cut
Confidence Level: Low (42 hits) (9 samples)
Correction %: 0.0% (EGO-driven)
Suggested VE: 77.5
Full correction VE: 76.7

Cell: 3100 RPM x 80 kPa (Row 3, Col 8)
Current VE: 82.1
AFR Target: 12.50
AFR Actual (avg): 12.78
AFR Min/Max: 12.70 / 13.20
AFR Std Dev: 0.32
AFR Error: 0.28
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: 25%
Avg MAT: 67°F
Status: GOOD
Samples: 1 valid
Confidence Level: Very Low (14 hits) (1 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 82.1
Full correction VE: 83.9

Cell: 3500 RPM x 80 kPa (Row 3, Col 9)
Current VE: 87.3
AFR Target: 12.50
AFR Actual (avg): 12.70
AFR Min/Max: 12.70 / 12.70
AFR Std Dev: 0.00
AFR Error: 0.20
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
Confidence Level: Very Low (1 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 87.3
Full correction VE: 88.7

Cell: 5700 RPM x 80 kPa (Row 3, Col 14)
Current VE: 88.6
AFR Target: 11.80
AFR Actual (avg): 11.70
AFR Min/Max: 11.70 / 11.70
AFR Std Dev: 0.00
AFR Error: -0.10
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: 5%
Avg MAT: 68°F
Status: GOOD
Samples: 1 valid
Confidence Level: Very Low (1 hits) (1 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 88.6
Full correction VE: 87.8

Cell: 6200 RPM x 80 kPa (Row 3, Col 15)
Current VE: 87.4
AFR Target: 11.80
AFR Actual (avg): 11.70
AFR Min/Max: 11.70 / 11.70
AFR Std Dev: 0.00
AFR Error: -0.10
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
Confidence Level: Very Low (1 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 87.4
Full correction VE: 86.7

Cell: 1250 RPM x 75 kPa (Row 4, Col 2)
Current VE: 69.4
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, 0.6 fuel cut
Confidence Level: No Data (6 hits) (0 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 69.4
Full correction VE: 69.4

Cell: 1500 RPM x 75 kPa (Row 4, Col 3)
Current VE: 70.6
AFR Target: 12.50
AFR Actual (avg): 13.73
AFR Min/Max: 13.30 / 15.20
AFR Std Dev: 0.39
AFR Error: 1.23 (trimmed: 1.09)
EGO Correction (avg): 94.0%
EGO Correction (median): 94.0%
EGO Samples: 1 (0 effective)
EGO Deviation: -6.00%
VE Error (from EGO): -6.00%
⚠️ Full Correction: PROJECTED (untrusted — insufficient data)
Steady-State Quality: 0%
Avg MAT: 67°F
EGO Clamp Events: 0 upper, 3.7 lower (53.43% of samples)
⚠️ EGO CLAMPING: 53.4% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0 upper clamps (tune lean), 3.7 lower clamps (tune rich).
Status: no-data
Samples: 0 valid, 6.9 fuel cut
Confidence Level: Very Low (42 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 70.6
Full correction VE: 66.4

Cell: 1800 RPM x 75 kPa (Row 4, Col 4)
Current VE: 71.2
Original VE: 71.7 (before correction was applied)
AFR Target: 12.50
AFR Actual (avg): 13.87
AFR Min/Max: 13.30 / 15.40
AFR Std Dev: 0.41
AFR Error: 1.37
EGO Correction (avg): 97.4%
EGO Correction (median): 97.3%
EGO Samples: 131 (77 effective)
EGO Deviation: -2.60%
VE Error (from EGO): -2.60%
⚡ AFR/EGO CONFLICT: AFR says LEAN (+1.32) but EGO says RICH (-2.6%) — BLOCKED: signals strongly disagree [v9: downgraded — 77 EGO samples + 100ms delay model]
Steady-State Quality: 85%
Avg MAT: 66°F
EGO Clamp Events: 0 upper, 8.8 lower (160.91% of samples)
⚠️ EGO CLAMPING: 160.9% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0 upper clamps (tune lean), 8.8 lower clamps (tune rich).
Status: RICH
Samples: 77 valid, 5.5 fuel cut
Confidence Level: Medium (161 hits) (77 samples)
Correction %: 25.0% (EGO-driven)
Suggested VE: 71.2
Status: APPLIED (was 71.7 → now 71.2)
Full correction VE: 69.8

Cell: 2100 RPM x 75 kPa (Row 4, Col 5)
Current VE: 73
AFR Target: 12.50
AFR Actual (avg): 14.15
AFR Min/Max: 13.40 / 15.40
AFR Std Dev: 0.42
AFR Error: 1.65 (trimmed: 1.59)
EGO Correction (avg): 97.8%
EGO Correction (median): 96.7%
EGO Samples: 102 (20 effective)
EGO Deviation: -2.18%
VE Error (from EGO): -2.18%
⚡ AFR/EGO CONFLICT: AFR says LEAN (+1.59 [trimmed: +1.59, raw: +1.65]) but EGO says RICH (-2.2%) — BLOCKED: signals strongly disagree
   → CORRECTION BLOCKED (high-severity conflict)
Steady-State Quality: 85%
Avg MAT: 66°F
EGO Clamp Events: 0 upper, 0.5 lower (42.55% of samples)
⚠️ EGO CLAMPING: 42.5% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0 upper clamps (tune lean), 0.5 lower clamps (tune rich).
Status: RICH
Samples: 21 valid, 1.2 fuel cut
Confidence Level: Medium (135 hits) (21 samples)
Correction %: 0% (BLOCKED - AFR/EGO direction conflict)
Suggested VE: 73
Full correction VE: 73

Cell: 2400 RPM x 75 kPa (Row 4, Col 6)
Current VE: 74.7
AFR Target: 12.50
AFR Actual (avg): 13.76
AFR Min/Max: 12.90 / 15.00
AFR Std Dev: 0.70
AFR Error: 1.26
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: 66°F
Status: no-data
Samples: 0 valid, 0.8 fuel cut
Confidence Level: Very Low (24 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 74.7
Full correction VE: 82.2

Cell: 2700 RPM x 75 kPa (Row 4, Col 7)
Current VE: 76.6
AFR Target: 12.50
AFR Actual (avg): 13.18
AFR Min/Max: 12.90 / 13.30
AFR Std Dev: 0.10
AFR Error: 0.68
EGO Correction (avg): 98.8%
EGO Correction (median): 98.8%
EGO Samples: 47 (23 effective)
EGO Deviation: -1.19%
VE Error (from EGO): -1.19%
⚡ AFR/EGO CONFLICT: AFR says LEAN (+0.68) but EGO says RICH (-1.2%) — caution: mild disagreement
Steady-State Quality: 80%
Avg MAT: 65°F
Status: RICH
Samples: 23 valid, 0.6 fuel cut
Confidence Level: Medium (52 hits) (23 samples)
Correction %: 0.0% (EGO-driven)
Suggested VE: 76.6
Full correction VE: 75.7

Cell: 3100 RPM x 75 kPa (Row 4, Col 8)
Current VE: 81.1
AFR Target: 12.50
AFR Actual (avg): 13.23
AFR Min/Max: 12.70 / 13.30
AFR Std Dev: 0.12
AFR Error: 0.73
EGO Correction (avg): 98.8%
EGO Correction (median): 98.8%
EGO Samples: 32 (5 effective) (0 open-loop frames filtered)
EGO Deviation: -1.24%
VE Error (from EGO): -1.24%
⚡ AFR/EGO CONFLICT: AFR says LEAN (+0.75) but EGO says RICH (-1.2%) — caution: mild disagreement
Steady-State Quality: 72%
Avg MAT: 65°F
Status: RICH
Samples: 6 valid
Confidence Level: Low (39 hits) (6 samples)
Correction %: 0.0% (EGO-driven)
Suggested VE: 81.1
Full correction VE: 80.1

Cell: 3500 RPM x 75 kPa (Row 4, Col 9)
Current VE: 86.4
AFR Target: 12.50
AFR Actual (avg): 12.70
AFR Min/Max: 12.70 / 12.70
AFR Std Dev: 0.00
AFR Error: 0.20
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
Confidence Level: Very Low (1 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 86.4
Full correction VE: 87.8

Cell: 5700 RPM x 75 kPa (Row 4, Col 14)
Current VE: 87.8
AFR Target: 11.80
AFR Actual (avg): 11.70
AFR Min/Max: 11.70 / 11.70
AFR Std Dev: 0.00
AFR Error: -0.10
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
Confidence Level: Very Low (1 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 87.8
Full correction VE: 87.1

Cell: 6200 RPM x 75 kPa (Row 4, Col 15)
Current VE: 86.6
AFR Target: 11.80
AFR Actual (avg): 11.70
AFR Min/Max: 11.70 / 11.70
AFR Std Dev: 0.00
AFR Error: -0.10
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
Confidence Level: Very Low (1 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 86.6
Full correction VE: 85.9

Cell: 1500 RPM x 70 kPa (Row 5, Col 3)
Current VE: 69.6
AFR Target: 14.70
AFR Actual (avg): 15.07
AFR Min/Max: 14.70 / 15.80
AFR Std Dev: 0.36
AFR Error: 0.37
EGO Correction (avg): 94.0%
EGO Correction (median): 94.0%
EGO Samples: 5 (1 effective)
EGO Deviation: -6.00%
VE Error (from EGO): -6.00%
⚠️ Full Correction: PROJECTED (untrusted — insufficient data)
Steady-State Quality: 51%
Avg MAT: 71°F
EGO Clamp Events: 0.1 upper, 2.6 lower (146.38% of samples)
⚠️ EGO CLAMPING: 146.4% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0.1 upper clamps (tune lean), 2.6 lower clamps (tune rich).
Status: LEAN
Samples: 1 valid, 1.8 fuel cut
Confidence Level: Very Low (20 hits) (1 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 69.6
Full correction VE: 65.4

Cell: 1800 RPM x 70 kPa (Row 5, Col 4)
Current VE: 70.2
Original VE: 70.7 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 14.21
AFR Min/Max: 13.30 / 16.00
AFR Std Dev: 0.47
AFR Error: -0.49
EGO Correction (avg): 97.2%
EGO Correction (median): 96.7%
EGO Samples: 219 (73 effective)
EGO Deviation: -2.83%
VE Error (from EGO): -2.83%
Steady-State Quality: 82%
Avg MAT: 67°F
EGO Clamp Events: 4.5 upper, 7.3 lower (58.43% of samples)
⚠️ EGO CLAMPING: 58.4% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   4.5 upper clamps (tune lean), 7.3 lower clamps (tune rich).
Status: RICH
Samples: 74 valid, 20.2 fuel cut
Confidence Level: Medium (308 hits) (74 samples)
Correction %: 25.0% (EGO-driven)
Suggested VE: 70.2
Status: APPLIED (was 70.7 → now 70.2)
Full correction VE: 68.7

Cell: 2100 RPM x 70 kPa (Row 5, Col 5)
Current VE: 71
Original VE: 72 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 14.37
AFR Min/Max: 13.30 / 16.00
AFR Std Dev: 0.42
AFR Error: -0.33
EGO Correction (avg): 97.7%
EGO Correction (median): 97.5%
EGO Samples: 214 (52 effective)
EGO Deviation: -2.31%
VE Error (from EGO): -2.31%
Steady-State Quality: 76%
Avg MAT: 67°F
EGO Clamp Events: 0.8 upper, 1.1 lower (40.44% of samples)
⚠️ EGO CLAMPING: 40.4% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0.8 upper clamps (tune lean), 1.1 lower clamps (tune rich).
Status: RICH
Samples: 54 valid, 4.7 fuel cut
Confidence Level: Medium (337 hits) (54 samples)
Correction %: 25.0% (EGO-driven)
Suggested VE: 71
Status: APPLIED (was 72 → now 71)
Full correction VE: 70.3

Cell: 2400 RPM x 70 kPa (Row 5, Col 6)
Current VE: 73.1
Original VE: 73.8 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 14.22
AFR Min/Max: 14.00 / 15.00
AFR Std Dev: 0.24
AFR Error: -0.48
EGO Correction (avg): 96.1%
EGO Correction (median): 96.0%
EGO Samples: 51 (12 effective)
EGO Deviation: -3.92%
VE Error (from EGO): -3.92%
Steady-State Quality: 79%
Avg MAT: 66°F
Status: RICH
Samples: 12 valid, 0.5 fuel cut
Confidence Level: Low (57 hits) (12 samples)
Correction %: 22.5% (EGO-driven)
Suggested VE: 73.1
Status: APPLIED (was 73.8 → now 73.1)
Full correction VE: 70.9

Cell: 2700 RPM x 70 kPa (Row 5, Col 7)
Current VE: 75.6
AFR Target: 14.70
AFR Actual (avg): 13.28
AFR Min/Max: 13.10 / 14.20
AFR Std Dev: 0.28
AFR Error: -1.42
EGO Correction (avg): 98.7%
EGO Correction (median): 98.7%
EGO Samples: 26 (7 effective)
EGO Deviation: -1.31%
VE Error (from EGO): -1.31%
Steady-State Quality: 70%
Avg MAT: 64°F
Status: RICH
Samples: 7 valid, 0.5 fuel cut
Confidence Level: Low (32 hits) (7 samples)
Correction %: 0.0% (EGO-driven)
Suggested VE: 75.6
Full correction VE: 74.6

Cell: 3100 RPM x 70 kPa (Row 5, Col 8)
Current VE: 78.4
Original VE: 80.1 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 13.27
AFR Min/Max: 12.40 / 13.30
AFR Std Dev: 0.18
AFR Error: -1.43
EGO Correction (avg): 98.7%
EGO Correction (median): 98.7%
EGO Samples: 21 (4 effective)
EGO Deviation: -1.35%
VE Error (from EGO): -1.35%
Steady-State Quality: 63%
Avg MAT: 64°F
Status: RICH (CRITICAL)
Samples: 5 valid
Confidence Level: Low (28 hits) (5 samples)
Correction %: 21.5% (AFR fallback)
Suggested VE: 78.4
Status: APPLIED (was 80.1 → now 78.4)
Full correction VE: 72.3

Cell: 3500 RPM x 70 kPa (Row 5, Col 9)
Current VE: 85.2
AFR Target: 14.70
AFR Actual (avg): 12.40
AFR Min/Max: 12.40 / 12.40
AFR Std Dev: 0.00
AFR Error: -2.30
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: 68°F
Status: no-data
Samples: 0 valid
Confidence Level: Very Low (1 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 85.2
Full correction VE: 71.9

Cell: 1500 RPM x 65 kPa (Row 6, Col 3)
Current VE: 68.1
AFR Target: 14.70
AFR Actual (avg): 14.71
AFR Min/Max: 14.40 / 16.80
AFR Std Dev: 0.91
AFR Error: 0.01
EGO Correction (avg): 94.0%
EGO Correction (median): 94.0%
EGO Samples: 9 (2 effective)
EGO Deviation: -6.00%
VE Error (from EGO): -6.00%
⚠️ Full Correction: PROJECTED (untrusted — insufficient data)
Steady-State Quality: 47%
Avg MAT: 71°F
EGO Clamp Events: 0.1 upper, 1.7 lower (263.96% of samples)
⚠️ EGO CLAMPING: 264.0% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0.1 upper clamps (tune lean), 1.7 lower clamps (tune rich).
Status: GOOD
Samples: 2 valid, 0.7 fuel cut
Confidence Level: Very Low (28 hits) (2 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 68.1
Full correction VE: 64

Cell: 1800 RPM x 65 kPa (Row 6, Col 4)
Current VE: 68.8
Original VE: 69.3 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 14.57
AFR Min/Max: 13.30 / 16.80
AFR Std Dev: 0.56
AFR Error: -0.13 (trimmed: -0.22)
EGO Correction (avg): 97.7%
EGO Correction (median): 97.0%
EGO Samples: 223 (95 effective)
EGO Deviation: -2.27%
VE Error (from EGO): -2.27%
Steady-State Quality: 78%
Avg MAT: 68°F
EGO Clamp Events: 8.3 upper, 11.1 lower (88.99% of samples)
⚠️ EGO CLAMPING: 89.0% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   8.3 upper clamps (tune lean), 11.1 lower clamps (tune rich).
Status: RICH
Samples: 95 valid, 21.8 fuel cut
Confidence Level: Medium (307 hits) (95 samples)
Correction %: 25.0% (EGO-driven)
Suggested VE: 68.8
Status: APPLIED (was 69.3 → now 68.8)
Full correction VE: 67.7

Cell: 2100 RPM x 65 kPa (Row 6, Col 5)
Current VE: 70.3
Original VE: 70.8 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 14.43
AFR Min/Max: 13.30 / 16.60
AFR Std Dev: 0.43
AFR Error: -0.27 (trimmed: -0.33)
EGO Correction (avg): 98.1%
EGO Correction (median): 97.8%
EGO Samples: 211 (52 effective)
EGO Deviation: -1.93%
VE Error (from EGO): -1.93%
Steady-State Quality: 74%
Avg MAT: 67°F
EGO Clamp Events: 6.6 upper, 0.8 lower (73.01% of samples)
⚠️ EGO CLAMPING: 73.0% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   6.6 upper clamps (tune lean), 0.8 lower clamps (tune rich).
Status: RICH
Samples: 54 valid, 10.1 fuel cut
Confidence Level: Medium (331 hits) (54 samples)
Correction %: 25.0% (EGO-driven)
Suggested VE: 70.3
Status: APPLIED (was 70.8 → now 70.3)
Full correction VE: 69.4

Cell: 2400 RPM x 65 kPa (Row 6, Col 6)
Current VE: 71.3
Original VE: 72.6 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 14.20
AFR Min/Max: 14.00 / 14.70
AFR Std Dev: 0.14
AFR Error: -0.50
EGO Correction (avg): 95.8%
EGO Correction (median): 96.1%
EGO Samples: 65 (27 effective)
EGO Deviation: -4.18%
VE Error (from EGO): -4.18%
Steady-State Quality: 76%
Avg MAT: 66°F
Status: RICH
Samples: 28 valid, 0.2 fuel cut
Confidence Level: Medium (88 hits) (28 samples)
Correction %: 41.3% (EGO-driven)
Suggested VE: 71.3
Status: APPLIED (was 72.6 → now 71.3)
Full correction VE: 69.6

Cell: 2700 RPM x 65 kPa (Row 6, Col 7)
Current VE: 74
Original VE: 74.5 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 13.83
AFR Min/Max: 13.10 / 14.30
AFR Std Dev: 0.44
AFR Error: -0.87
EGO Correction (avg): 96.4%
EGO Correction (median): 96.1%
EGO Samples: 35 (7 effective)
EGO Deviation: -3.63%
VE Error (from EGO): -3.63%
Steady-State Quality: 70%
Avg MAT: 65°F
Status: RICH
Samples: 7 valid, 0.3 fuel cut
Confidence Level: Low (41 hits) (7 samples)
Correction %: 14.9% (EGO-driven)
Suggested VE: 74
Status: APPLIED (was 74.5 → now 74)
Full correction VE: 71.8

Cell: 3100 RPM x 65 kPa (Row 6, Col 8)
Current VE: 76.7
Original VE: 78.7 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 12.93
AFR Min/Max: 12.40 / 13.30
AFR Std Dev: 0.28
AFR Error: -1.77
EGO Correction (avg): 97.5%
EGO Correction (median): 97.5%
EGO Samples: 8 (2 effective) (1 open-loop frames filtered)
EGO Deviation: -2.53%
VE Error (from EGO): -2.53%
⚠️ Full Correction: PROJECTED (untrusted — insufficient data)
Steady-State Quality: 37%
Avg MAT: 65°F
Status: RICH (CRITICAL)
Samples: 3 valid
Confidence Level: Very Low (10 hits) (3 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 78.7
Status: APPLIED (was 78.7 → now 76.7)
Full correction VE: 76.7

Cell: 3500 RPM x 65 kPa (Row 6, Col 9)
Current VE: 83.5
AFR Target: 14.70
AFR Actual (avg): 12.40
AFR Min/Max: 12.40 / 12.40
AFR Std Dev: 0.00
AFR Error: -2.30
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
Confidence Level: Very Low (1 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 83.5
Full correction VE: 70.4

Cell: 5200 RPM x 65 kPa (Row 6, Col 13)
Current VE: 86.4
AFR Target: 13.50
AFR Actual (avg): 11.80
AFR Min/Max: 11.80 / 11.80
AFR Std Dev: 0.00
AFR Error: -1.70
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: 67°F
Status: no-data
Samples: 0 valid
Confidence Level: Very Low (1 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 86.4
Full correction VE: 75.5

Cell: 5700 RPM x 65 kPa (Row 6, Col 14)
Current VE: 85.6
AFR Target: 13.50
AFR Actual (avg): 11.80
AFR Min/Max: 11.80 / 11.80
AFR Std Dev: 0.00
AFR Error: -1.70
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: 3%
Avg MAT: 67°F
Status: RICH (CRITICAL)
Samples: 1 valid
Confidence Level: Very Low (1 hits) (1 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 85.6
Full correction VE: 74.8

Cell: 1500 RPM x 60 kPa (Row 7, Col 3)
Current VE: 65.2
Original VE: 65.7 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 14.67
AFR Min/Max: 14.40 / 16.80
AFR Std Dev: 0.30
AFR Error: -0.03
EGO Correction (avg): 96.9%
EGO Correction (median): 96.6%
EGO Samples: 130 (8 effective)
EGO Deviation: -3.15%
VE Error (from EGO): -3.15%
Steady-State Quality: 98%
Avg MAT: 65°F
EGO Clamp Events: 0 upper, 0.2 lower (14.20% of samples)
⚠️ EGO CLAMPING: 14.2% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0 upper clamps (tune lean), 0.2 lower clamps (tune rich).
Status: RICH
Samples: 13 valid, 1.4 fuel cut
Confidence Level: Low (338 hits) (13 samples)
Correction %: 14.9% (EGO-driven)
Suggested VE: 65.2
Status: APPLIED (was 65.7 → now 65.2)
Full correction VE: 63.6

Cell: 1800 RPM x 60 kPa (Row 7, Col 4)
Current VE: 66.9
Original VE: 67.4 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 14.73
AFR Min/Max: 13.10 / 16.80
AFR Std Dev: 0.39
AFR Error: 0.03
EGO Correction (avg): 97.1%
EGO Correction (median): 97.1%
EGO Samples: 650 (268 effective)
EGO Deviation: -2.93%
VE Error (from EGO): -2.93%
Steady-State Quality: 91%
Avg MAT: 65°F
EGO Clamp Events: 1.8 upper, 8.1 lower (139.37% of samples)
⚠️ EGO CLAMPING: 139.4% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   1.8 upper clamps (tune lean), 8.1 lower clamps (tune rich).
Status: RICH
Samples: 268 valid, 7.1 fuel cut
Confidence Level: High (687 hits) (268 samples)
Correction %: 25.0% (EGO-driven)
Suggested VE: 66.9
Status: APPLIED (was 67.4 → now 66.9)
Full correction VE: 65.4

Cell: 2100 RPM x 60 kPa (Row 7, Col 5)
Current VE: 68.7
Original VE: 69.2 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 14.40
AFR Min/Max: 13.10 / 16.60
AFR Std Dev: 0.63
AFR Error: -0.30
EGO Correction (avg): 97.8%
EGO Correction (median): 98.8%
EGO Samples: 73 (20 effective)
EGO Deviation: -2.23%
VE Error (from EGO): -2.23%
Steady-State Quality: 63%
Avg MAT: 66°F
EGO Clamp Events: 0.8 upper, 0.2 lower (29.51% of samples)
⚠️ EGO CLAMPING: 29.5% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0.8 upper clamps (tune lean), 0.2 lower clamps (tune rich).
Status: RICH
Samples: 23 valid, 3.4 fuel cut
Confidence Level: Medium (361 hits) (23 samples)
Correction %: 17.2% (EGO-driven)
Suggested VE: 68.7
Status: APPLIED (was 69.2 → now 68.7)
Full correction VE: 67.7

Cell: 2400 RPM x 60 kPa (Row 7, Col 6)
Current VE: 70
Original VE: 71 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 14.24
AFR Min/Max: 13.90 / 15.50
AFR Std Dev: 0.39
AFR Error: -0.46
EGO Correction (avg): 95.7%
EGO Correction (median): 95.4%
EGO Samples: 49 (11 effective)
EGO Deviation: -4.26%
VE Error (from EGO): -4.26%
Steady-State Quality: 61%
Avg MAT: 66°F
EGO Clamp Events: 0 upper, 0.5 lower (39.58% of samples)
⚠️ EGO CLAMPING: 39.6% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0 upper clamps (tune lean), 0.5 lower clamps (tune rich).
Status: RICH
Samples: 12 valid, 1.3 fuel cut
Confidence Level: Low (81 hits) (12 samples)
Correction %: 27.5% (EGO-driven)
Suggested VE: 70
Status: APPLIED (was 71 → now 70)
Full correction VE: 68

Cell: 2700 RPM x 60 kPa (Row 7, Col 7)
Current VE: 72
Original VE: 73 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 14.20
AFR Min/Max: 13.10 / 15.50
AFR Std Dev: 0.58
AFR Error: -0.50
EGO Correction (avg): 96.0%
EGO Correction (median): 95.9%
EGO Samples: 43 (10 effective)
EGO Deviation: -3.97%
VE Error (from EGO): -3.97%
Steady-State Quality: 71%
Avg MAT: 65°F
EGO Clamp Events: 0 upper, 0.4 lower (87.57% of samples)
⚠️ EGO CLAMPING: 87.6% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0 upper clamps (tune lean), 0.4 lower clamps (tune rich).
Status: RICH
Samples: 10 valid, 0.5 fuel cut
Confidence Level: Low (55 hits) (10 samples)
Correction %: 22.5% (EGO-driven)
Suggested VE: 72
Status: APPLIED (was 73 → now 72)
Full correction VE: 70.1

Cell: 3100 RPM x 60 kPa (Row 7, Col 8)
Current VE: 74.8
Original VE: 77.2 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 13.16
AFR Min/Max: 13.10 / 13.20
AFR Std Dev: 0.05
AFR Error: -1.54
EGO Correction (avg): 96.9%
EGO Correction (median): 96.7%
EGO Samples: 5 (1 effective)
EGO Deviation: -3.13%
VE Error (from EGO): -3.13%
⚠️ Full Correction: PROJECTED (untrusted — insufficient data)
Steady-State Quality: 59%
Avg MAT: 64°F
Status: RICH (CRITICAL)
Samples: 1 valid
Confidence Level: Very Low (5 hits) (1 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 77.2
Status: APPLIED (was 77.2 → now 74.8)
Full correction VE: 74.8

Cell: 5200 RPM x 60 kPa (Row 7, Col 13)
Current VE: 84.1
AFR Target: 13.50
AFR Actual (avg): 11.15
AFR Min/Max: 11.00 / 11.80
AFR Std Dev: 0.47
AFR Error: -2.35
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
Confidence Level: Very Low (2 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 84.1
Full correction VE: 69.4

Cell: 5700 RPM x 60 kPa (Row 7, Col 14)
Current VE: 83.6
AFR Target: 13.50
AFR Actual (avg): 11.17
AFR Min/Max: 11.00 / 11.80
AFR Std Dev: 0.46
AFR Error: -2.33
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
Confidence Level: Very Low (2 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 83.6
Full correction VE: 69.2

Cell: 1250 RPM x 55 kPa (Row 8, Col 2)
Current VE: 60.8
AFR Target: 14.70
AFR Actual (avg): 16.54
AFR Min/Max: 15.50 / 16.90
AFR Std Dev: 0.58
AFR Error: 1.84 (trimmed: 1.90)
EGO Correction (avg): 104.6%
EGO Correction (median): 105.2%
EGO Samples: 16 (4 effective)
EGO Deviation: +4.59%
VE Error (from EGO): +4.59%
⚠️ Full Correction: PROJECTED (untrusted — insufficient data)
Steady-State Quality: 68%
Avg MAT: 68°F
EGO Clamp Events: 1.3 upper, 0 lower (1011.83% of samples)
⚠️ EGO CLAMPING: 1011.8% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   1.3 upper clamps (tune lean), 0 lower clamps (tune rich).
Status: LEAN (CRITICAL)
Samples: 4 valid, 0.1 fuel cut
Confidence Level: Very Low (21 hits) (4 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 60.8
Full correction VE: 63.6

Cell: 1500 RPM x 55 kPa (Row 8, Col 3)
Current VE: 63.1
AFR Target: 14.70
AFR Actual (avg): 15.09
AFR Min/Max: 14.40 / 16.90
AFR Std Dev: 0.43
AFR Error: 0.39 (trimmed: 0.30)
EGO Correction (avg): 98.5%
EGO Correction (median): 97.6%
EGO Samples: 332 (47 effective)
EGO Deviation: -1.48%
VE Error (from EGO): -1.48%
⚡ AFR/EGO CONFLICT: AFR says LEAN (+0.30 [trimmed: +0.30, raw: +0.39]) but EGO says RICH (-1.5%) — caution: mild disagreement
Steady-State Quality: 90%
Avg MAT: 67°F
EGO Clamp Events: 1.4 upper, 0 lower (173.87% of samples)
⚠️ EGO CLAMPING: 173.9% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   1.4 upper clamps (tune lean), 0 lower clamps (tune rich).
Status: RICH
Samples: 62 valid, 0.8 fuel cut
Confidence Level: Medium (1130 hits) (62 samples)
Correction %: 0.0% (EGO-driven)
Suggested VE: 63.1
Full correction VE: 62.2

Cell: 1800 RPM x 55 kPa (Row 8, Col 4)
Current VE: 64.8
Original VE: 65.3 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 14.89
AFR Min/Max: 12.90 / 16.70
AFR Std Dev: 0.38
AFR Error: 0.19
EGO Correction (avg): 97.2%
EGO Correction (median): 97.4%
EGO Samples: 1382 (569 effective) (1 open-loop frames filtered)
EGO Deviation: -2.79%
VE Error (from EGO): -2.79%
Steady-State Quality: 94%
Avg MAT: 66°F
EGO Clamp Events: 0 upper, 3.7 lower (63.82% of samples)
⚠️ EGO CLAMPING: 63.8% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0 upper clamps (tune lean), 3.7 lower clamps (tune rich).
Status: RICH
Samples: 573 valid, 5.8 fuel cut
Confidence Level: High (1499 hits) (573 samples)
Correction %: 25.0% (EGO-driven)
Suggested VE: 64.8
Status: APPLIED (was 65.3 → now 64.8)
Full correction VE: 63.5

Cell: 2100 RPM x 55 kPa (Row 8, Col 5)
Current VE: 66.7
Original VE: 67.2 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 14.74
AFR Min/Max: 12.90 / 16.70
AFR Std Dev: 0.62
AFR Error: 0.04 (trimmed: -0.02)
EGO Correction (avg): 97.3%
EGO Correction (median): 97.6%
EGO Samples: 199 (23 effective) (0 open-loop frames filtered)
EGO Deviation: -2.71%
VE Error (from EGO): -2.71%
Steady-State Quality: 78%
Avg MAT: 66°F
EGO Clamp Events: 0 upper, 1.6 lower (71.15% of samples)
⚠️ EGO CLAMPING: 71.2% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0 upper clamps (tune lean), 1.6 lower clamps (tune rich).
Status: RICH
Samples: 27 valid, 2.2 fuel cut
Confidence Level: Medium (397 hits) (27 samples)
Correction %: 17.4% (EGO-driven)
Suggested VE: 66.7
Status: APPLIED (was 67.2 → now 66.7)
Full correction VE: 65.4

Cell: 2400 RPM x 55 kPa (Row 8, Col 6)
Current VE: 68.5
Original VE: 69.1 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 14.46
AFR Min/Max: 13.90 / 15.60
AFR Std Dev: 0.37
AFR Error: -0.24 (trimmed: -0.29)
EGO Correction (avg): 96.0%
EGO Correction (median): 95.6%
EGO Samples: 78 (18 effective)
EGO Deviation: -3.99%
VE Error (from EGO): -3.99%
Steady-State Quality: 67%
Avg MAT: 67°F
EGO Clamp Events: 0 upper, 2.6 lower (349.09% of samples)
⚠️ EGO CLAMPING: 349.1% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0 upper clamps (tune lean), 2.6 lower clamps (tune rich).
Status: RICH
Samples: 19 valid, 0.7 fuel cut
Confidence Level: Low (98 hits) (19 samples)
Correction %: 22.5% (EGO-driven)
Suggested VE: 68.5
Status: APPLIED (was 69.1 → now 68.5)
Full correction VE: 66.3

Cell: 2700 RPM x 55 kPa (Row 8, Col 7)
Current VE: 70
Original VE: 71 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 14.69
AFR Min/Max: 11.70 / 15.60
AFR Std Dev: 0.48
AFR Error: -0.01
EGO Correction (avg): 96.1%
EGO Correction (median): 96.0%
EGO Samples: 93 (46 effective)
EGO Deviation: -3.89%
VE Error (from EGO): -3.89%
Steady-State Quality: 83%
Avg MAT: 66°F
EGO Clamp Events: 0 upper, 1.3 lower (328.95% of samples)
⚠️ EGO CLAMPING: 328.9% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0 upper clamps (tune lean), 1.3 lower clamps (tune rich).
Status: RICH
Samples: 46 valid, 0.4 fuel cut
Confidence Level: Medium (98 hits) (46 samples)
Correction %: 33.8% (EGO-driven)
Suggested VE: 70
Status: APPLIED (was 71 → now 70)
Full correction VE: 68.2

Cell: 3100 RPM x 55 kPa (Row 8, Col 8)
Current VE: 73
Original VE: 75 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 13.60
AFR Min/Max: 11.70 / 14.80
AFR Std Dev: 1.07
AFR Error: -1.10
EGO Correction (avg): 97.1%
EGO Correction (median): 97.2%
EGO Samples: 2 (1 effective) (0 open-loop frames filtered)
EGO Deviation: -2.91%
VE Error (from EGO): -2.91%
⚠️ Full Correction: PROJECTED (untrusted — insufficient data)
Steady-State Quality: 51%
Avg MAT: 65°F
Status: RICH (CRITICAL)
Samples: 1 valid
Confidence Level: Very Low (22 hits) (1 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 75
Status: APPLIED (was 75 → now 73)
Full correction VE: 72.8

Cell: 5200 RPM x 55 kPa (Row 8, Col 13)
Current VE: 81.9
AFR Target: 13.50
AFR Actual (avg): 11.00
AFR Min/Max: 11.00 / 11.00
AFR Std Dev: 0.00
AFR Error: -2.50
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
Confidence Level: Very Low (1 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 81.9
Full correction VE: 66.7

Cell: 5700 RPM x 55 kPa (Row 8, Col 14)
Current VE: 81.6
AFR Target: 13.50
AFR Actual (avg): 11.00
AFR Min/Max: 11.00 / 11.00
AFR Std Dev: 0.00
AFR Error: -2.50
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
Confidence Level: Very Low (1 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 81.6
Full correction VE: 66.5

Cell: 1250 RPM x 50 kPa (Row 9, Col 2)
Current VE: 58
Original VE: 57.5 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 16.60
AFR Min/Max: 15.50 / 16.90
AFR Std Dev: 0.56
AFR Error: 1.90
EGO Correction (avg): 104.5%
EGO Correction (median): 103.9%
EGO Samples: 17 (5 effective)
EGO Deviation: +4.51%
VE Error (from EGO): +4.51%
Steady-State Quality: 51%
Avg MAT: 68°F
EGO Clamp Events: 0.6 upper, 0 lower (130.80% of samples)
⚠️ EGO CLAMPING: 130.8% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0.6 upper clamps (tune lean), 0 lower clamps (tune rich).
Status: LEAN
Samples: 5 valid, 0.5 fuel cut
Confidence Level: Low (27 hits) (5 samples)
Correction %: 18.2% (EGO-driven)
Suggested VE: 58
Status: APPLIED (was 57.5 → now 58)
Full correction VE: 60.1

Cell: 1500 RPM x 50 kPa (Row 9, Col 3)
Current VE: 59.9
Original VE: 60.4 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 14.82
AFR Min/Max: 14.20 / 16.90
AFR Std Dev: 0.33
AFR Error: 0.12 (trimmed: 0.06)
EGO Correction (avg): 97.8%
EGO Correction (median): 97.6%
EGO Samples: 1102 (134 effective)
EGO Deviation: -2.21%
VE Error (from EGO): -2.21%
Steady-State Quality: 94%
Avg MAT: 67°F
EGO Clamp Events: 0.6 upper, 0.2 lower (76.38% of samples)
⚠️ EGO CLAMPING: 76.4% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0.6 upper clamps (tune lean), 0.2 lower clamps (tune rich).
Status: RICH
Samples: 153 valid, 1 fuel cut
Confidence Level: High (1984 hits) (153 samples)
Correction %: 25.0% (EGO-driven)
Suggested VE: 59.9
Status: APPLIED (was 60.4 → now 59.9)
Full correction VE: 59.1

Cell: 1800 RPM x 50 kPa (Row 9, Col 4)
Current VE: 62
Original VE: 63 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 14.80
AFR Min/Max: 12.90 / 18.10
AFR Std Dev: 0.45
AFR Error: 0.10 (trimmed: 0.04)
EGO Correction (avg): 97.8%
EGO Correction (median): 97.7%
EGO Samples: 2191 (1006 effective) (1 open-loop frames filtered)
EGO Deviation: -2.23%
VE Error (from EGO): -2.23%
Steady-State Quality: 94%
Avg MAT: 67°F
EGO Clamp Events: 0 upper, 12.4 lower (242.69% of samples)
⚠️ EGO CLAMPING: 242.7% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0 upper clamps (tune lean), 12.4 lower clamps (tune rich).
Status: RICH
Samples: 1008 valid, 5.1 fuel cut
Confidence Level: High (2264 hits) (1008 samples)
Correction %: 25.0% (EGO-driven)
Suggested VE: 62
Status: APPLIED (was 63 → now 62)
Full correction VE: 61.6

Cell: 2100 RPM x 50 kPa (Row 9, Col 5)
Current VE: 64
Original VE: 65 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 15.67
AFR Min/Max: 12.90 / 18.10
AFR Std Dev: 0.96
AFR Error: 0.97 (trimmed: 1.02)
EGO Correction (avg): 96.4%
EGO Correction (median): 96.0%
EGO Samples: 249 (87 effective) (0 open-loop frames filtered)
EGO Deviation: -3.63%
VE Error (from EGO): -3.63%
⚡ AFR/EGO CONFLICT: AFR says LEAN (+1.02 [trimmed: +1.02, raw: +0.97]) but EGO says RICH (-3.6%) — BLOCKED: signals strongly disagree [v9: downgraded — 87 EGO samples + 100ms delay model]
Steady-State Quality: 85%
Avg MAT: 67°F
EGO Clamp Events: 0 upper, 8.4 lower (407.08% of samples)
⚠️ EGO CLAMPING: 407.1% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0 upper clamps (tune lean), 8.4 lower clamps (tune rich).
Status: RICH
Samples: 89 valid, 2.1 fuel cut
Confidence Level: Medium (370 hits) (89 samples)
Correction %: 34.5% (EGO-driven)
Suggested VE: 64
Status: APPLIED (was 65 → now 64)
Full correction VE: 62.6

Cell: 2400 RPM x 50 kPa (Row 9, Col 6)
Current VE: 65.8
Original VE: 66.8 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 14.85
AFR Min/Max: 13.50 / 15.80
AFR Std Dev: 0.51
AFR Error: 0.15
EGO Correction (avg): 96.7%
EGO Correction (median): 96.4%
EGO Samples: 187 (51 effective) (0 open-loop frames filtered)
EGO Deviation: -3.29%
VE Error (from EGO): -3.29%
Steady-State Quality: 87%
Avg MAT: 66°F
EGO Clamp Events: 1 upper, 0 lower (21.95% of samples)
⚠️ EGO CLAMPING: 22.0% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   1 upper clamps (tune lean), 0 lower clamps (tune rich).
Status: RICH
Samples: 53 valid, 4.6 fuel cut
Confidence Level: Medium (315 hits) (53 samples)
Correction %: 45.0% (EGO-driven)
Suggested VE: 65.8
Status: APPLIED (was 66.8 → now 65.8)
Full correction VE: 64.6

Cell: 2700 RPM x 50 kPa (Row 9, Col 7)
Current VE: 67
Original VE: 68.6 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 14.71
AFR Min/Max: 11.70 / 15.70
AFR Std Dev: 0.44
AFR Error: 0.01
EGO Correction (avg): 95.8%
EGO Correction (median): 95.5%
EGO Samples: 169 (66 effective) (1 open-loop frames filtered)
EGO Deviation: -4.17%
VE Error (from EGO): -4.17%
Steady-State Quality: 83%
Avg MAT: 66°F
EGO Clamp Events: 1.9 upper, 0.3 lower (26.49% of samples)
⚠️ EGO CLAMPING: 26.5% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   1.9 upper clamps (tune lean), 0.3 lower clamps (tune rich).
Status: RICH
Samples: 67 valid, 8.3 fuel cut
Confidence Level: Medium (200 hits) (67 samples)
Correction %: 55.0% (EGO-driven)
Suggested VE: 67
Status: APPLIED (was 68.6 → now 67)
Full correction VE: 65.7

Cell: 3100 RPM x 50 kPa (Row 9, Col 8)
Current VE: 71
Original VE: 72.1 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 12.98
AFR Min/Max: 11.70 / 14.80
AFR Std Dev: 1.57
AFR Error: -1.72 (trimmed: -1.77)
EGO Correction (avg): 96.8%
EGO Correction (median): 97.2%
EGO Samples: 3 (1 effective) (1 open-loop frames filtered)
EGO Deviation: -3.22%
VE Error (from EGO): -3.22%
⚠️ Full Correction: PROJECTED (untrusted — insufficient data)
Steady-State Quality: 33%
Avg MAT: 66°F
Status: RICH (CRITICAL)
Samples: 2 valid
Confidence Level: Very Low (28 hits) (2 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 72.1
Status: APPLIED (was 72.1 → now 71)
Full correction VE: 69.8

Cell: 5200 RPM x 50 kPa (Row 9, Col 13)
Current VE: 79.5
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 (1 hits) (0 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 79.5
Full correction VE: 79.5

Cell: 5700 RPM x 50 kPa (Row 9, Col 14)
Current VE: 79.8
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: 79.8
Full correction VE: 79.8

Cell: 1000 RPM x 45 kPa (Row 10, Col 1)
Current VE: 49
AFR Target: 14.70
AFR Actual (avg): 16.33
AFR Min/Max: 16.20 / 16.50
AFR Std Dev: 0.14
AFR Error: 1.63
EGO Correction (avg): 100.2%
EGO Correction (median): 100.0%
EGO Samples: 3 (0 effective)
EGO Deviation: +0.21%
VE Error (from EGO): +0.21%
⚠️ Full Correction: PROJECTED (untrusted — insufficient data)
Steady-State Quality: 0%
Avg MAT: 68°F
Status: no-data
Samples: 0 valid, 0.2 fuel cut
Confidence Level: Very Low (6 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 49
Full correction VE: 49.1

Cell: 1250 RPM x 45 kPa (Row 10, Col 2)
Current VE: 53.9
AFR Target: 14.70
AFR Actual (avg): 16.34
AFR Min/Max: 16.10 / 16.50
AFR Std Dev: 0.17
AFR Error: 1.64
EGO Correction (avg): 101.4%
EGO Correction (median): 100.5%
EGO Samples: 9 (3 effective)
EGO Deviation: +1.40%
VE Error (from EGO): +1.40%
⚠️ Full Correction: PROJECTED (untrusted — insufficient data)
Steady-State Quality: 55%
Avg MAT: 68°F
Status: LEAN (CRITICAL)
Samples: 3 valid, 3.2 fuel cut
Confidence Level: Very Low (16 hits) (3 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 53.9
Full correction VE: 54.7

Cell: 1500 RPM x 45 kPa (Row 10, Col 3)
Current VE: 57.1
AFR Target: 14.70
AFR Actual (avg): 14.81
AFR Min/Max: 14.20 / 17.10
AFR Std Dev: 0.34
AFR Error: 0.11
EGO Correction (avg): 98.6%
EGO Correction (median): 98.5%
EGO Samples: 981 (82 effective)
EGO Deviation: -1.44%
VE Error (from EGO): -1.44%
Steady-State Quality: 94%
Avg MAT: 68°F
EGO Clamp Events: 0.4 upper, 0.4 lower (65.04% of samples)
⚠️ EGO CLAMPING: 65.0% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0.4 upper clamps (tune lean), 0.4 lower clamps (tune rich).
Status: RICH
Samples: 108 valid, 1.2 fuel cut
Confidence Level: High (2009 hits) (108 samples)
Correction %: 0.0% (EGO-driven)
Suggested VE: 57.1
Full correction VE: 56.3

Cell: 1800 RPM x 45 kPa (Row 10, Col 4)
Current VE: 59.8
AFR Target: 14.70
AFR Actual (avg): 14.86
AFR Min/Max: 12.50 / 18.20
AFR Std Dev: 0.51
AFR Error: 0.16 (trimmed: 0.09)
EGO Correction (avg): 99.0%
EGO Correction (median): 98.9%
EGO Samples: 2231 (1112 effective) (1 open-loop frames filtered)
EGO Deviation: -1.03%
VE Error (from EGO): -1.03%
Steady-State Quality: 93%
Avg MAT: 68°F
EGO Clamp Events: 4.3 upper, 23.8 lower (604.04% of samples)
⚠️ EGO CLAMPING: 604.0% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   4.3 upper clamps (tune lean), 23.8 lower clamps (tune rich).
Status: RICH
Samples: 1118 valid, 4.7 fuel cut
Confidence Level: High (2464 hits) (1118 samples)
Correction %: 0.0% (EGO-driven)
Suggested VE: 59.8
Full correction VE: 59.2

Cell: 2100 RPM x 45 kPa (Row 10, Col 5)
Current VE: 61.6
Original VE: 62.1 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 15.45
AFR Min/Max: 12.50 / 18.20
AFR Std Dev: 0.82
AFR Error: 0.75
EGO Correction (avg): 97.7%
EGO Correction (median): 98.0%
EGO Samples: 435 (150 effective) (1 open-loop frames filtered)
EGO Deviation: -2.26%
VE Error (from EGO): -2.26%
⚡ AFR/EGO CONFLICT: AFR says LEAN (+0.74) but EGO says RICH (-2.3%) — BLOCKED: signals strongly disagree [v9: downgraded — 150 EGO samples + 100ms delay model]
Steady-State Quality: 87%
Avg MAT: 66°F
EGO Clamp Events: 0 upper, 7.3 lower (444.15% of samples)
⚠️ EGO CLAMPING: 444.1% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0 upper clamps (tune lean), 7.3 lower clamps (tune rich).
Status: RICH
Samples: 154 valid, 1.6 fuel cut
Confidence Level: High (650 hits) (154 samples)
Correction %: 20.6% (EGO-driven)
Suggested VE: 61.6
Status: APPLIED (was 62.1 → now 61.6)
Full correction VE: 60.7

Cell: 2400 RPM x 45 kPa (Row 10, Col 6)
Current VE: 63.3
Original VE: 63.8 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 15.12
AFR Min/Max: 13.00 / 15.90
AFR Std Dev: 0.49
AFR Error: 0.42 (trimmed: 0.47)
EGO Correction (avg): 97.2%
EGO Correction (median): 96.9%
EGO Samples: 412 (103 effective) (0 open-loop frames filtered)
EGO Deviation: -2.82%
VE Error (from EGO): -2.82%
⚡ AFR/EGO CONFLICT: AFR says LEAN (+0.47 [trimmed: +0.47, raw: +0.42]) but EGO says RICH (-2.8%) — caution: mild disagreement
Steady-State Quality: 88%
Avg MAT: 67°F
Status: RICH
Samples: 106 valid, 1.9 fuel cut
Confidence Level: High (519 hits) (106 samples)
Correction %: 25.0% (EGO-driven)
Suggested VE: 63.3
Status: APPLIED (was 63.8 → now 63.3)
Full correction VE: 62

Cell: 2700 RPM x 45 kPa (Row 10, Col 7)
Current VE: 65
Original VE: 65.5 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 14.72
AFR Min/Max: 13.00 / 15.90
AFR Std Dev: 0.49
AFR Error: 0.02
EGO Correction (avg): 97.5%
EGO Correction (median): 97.1%
EGO Samples: 334 (74 effective) (2 open-loop frames filtered)
EGO Deviation: -2.46%
VE Error (from EGO): -2.46%
Steady-State Quality: 84%
Avg MAT: 66°F
EGO Clamp Events: 0.1 upper, 3.9 lower (135.28% of samples)
⚠️ EGO CLAMPING: 135.3% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0.1 upper clamps (tune lean), 3.9 lower clamps (tune rich).
Status: RICH
Samples: 76 valid, 3 fuel cut
Confidence Level: Medium (393 hits) (76 samples)
Correction %: 25.0% (EGO-driven)
Suggested VE: 65
Status: APPLIED (was 65.5 → now 65)
Full correction VE: 63.9

Cell: 3100 RPM x 45 kPa (Row 10, Col 8)
Current VE: 69.2
AFR Target: 14.70
AFR Actual (avg): 14.36
AFR Min/Max: 13.10 / 15.20
AFR Std Dev: 0.45
AFR Error: -0.34 (trimmed: -0.26)
EGO Correction (avg): 95.9%
EGO Correction (median): 96.5%
EGO Samples: 22 (1 effective) (0 open-loop frames filtered)
EGO Deviation: -4.08%
VE Error (from EGO): -4.08%
⚠️ Full Correction: PROJECTED (untrusted — insufficient data)
Steady-State Quality: 69%
Avg MAT: 65°F
EGO Clamp Events: 0 upper, 0.4 lower (0.00% of samples)
Status: RICH
Samples: 3 valid
Confidence Level: Very Low (79 hits) (3 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 69.2
Full correction VE: 66.4

Cell: 5200 RPM x 45 kPa (Row 10, Col 13)
Current VE: 77.6
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: 77.6
Full correction VE: 77.6

Cell: 5700 RPM x 45 kPa (Row 10, Col 14)
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, 0.3 fuel cut
Confidence Level: No Data (2 hits) (0 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 78
Full correction VE: 78

Cell: 1000 RPM x 40 kPa (Row 11, Col 1)
Current VE: 46.5
AFR Target: 14.70
AFR Actual (avg): 15.59
AFR Min/Max: 13.80 / 16.50
AFR Std Dev: 0.91
AFR Error: 0.89
EGO Correction (avg): 100.1%
EGO Correction (median): 100.0%
EGO Samples: 4 (0 effective) (0 open-loop frames filtered)
EGO Deviation: +0.10%
VE Error (from EGO): +0.10%
⚠️ Full Correction: PROJECTED (untrusted — insufficient data)
Steady-State Quality: 42%
Avg MAT: 68°F
Status: LEAN
Samples: 1 valid, 0.8 fuel cut
Confidence Level: Very Low (15 hits) (1 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 46.5
Full correction VE: 46.5

Cell: 1250 RPM x 40 kPa (Row 11, Col 2)
Current VE: 50.2
Original VE: 49.7 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 15.63
AFR Min/Max: 13.80 / 16.60
AFR Std Dev: 0.97
AFR Error: 0.93
EGO Correction (avg): 100.2%
EGO Correction (median): 100.1%
EGO Samples: 9 (4 effective) (2 open-loop frames filtered)
EGO Deviation: +0.15%
VE Error (from EGO): +0.15%
Steady-State Quality: 49%
Avg MAT: 69°F
Status: LEAN
Samples: 6 valid, 3.9 fuel cut
Confidence Level: Low (27 hits) (6 samples)
Correction %: 13.8% (AFR fallback)
Suggested VE: 50.2
Status: APPLIED (was 49.7 → now 50.2)
Full correction VE: 52.8

Cell: 1500 RPM x 40 kPa (Row 11, Col 3)
Current VE: 53.5
AFR Target: 14.70
AFR Actual (avg): 14.87
AFR Min/Max: 13.90 / 19.00
AFR Std Dev: 0.43
AFR Error: 0.17 (trimmed: 0.11)
EGO Correction (avg): 99.8%
EGO Correction (median): 99.8%
EGO Samples: 1086 (151 effective)
EGO Deviation: -0.19%
VE Error (from EGO): -0.19%
Steady-State Quality: 92%
Avg MAT: 67°F
EGO Clamp Events: 4.2 upper, 3.3 lower (523.61% of samples)
⚠️ EGO CLAMPING: 523.6% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   4.2 upper clamps (tune lean), 3.3 lower clamps (tune rich).
Status: GOOD
Samples: 172 valid, 1.4 fuel cut
Confidence Level: High (1942 hits) (172 samples)
Correction %: 0.0% (EGO-driven)
Suggested VE: 53.5
Full correction VE: 53.4

Cell: 1800 RPM x 40 kPa (Row 11, Col 4)
Current VE: 56.6
AFR Target: 14.70
AFR Actual (avg): 14.96
AFR Min/Max: 12.00 / 19.30
AFR Std Dev: 0.57
AFR Error: 0.26 (trimmed: 0.19)
EGO Correction (avg): 99.8%
EGO Correction (median): 100.2%
EGO Samples: 2717 (1474 effective) (14 open-loop frames filtered)
EGO Deviation: -0.23%
VE Error (from EGO): -0.23%
Steady-State Quality: 92%
Avg MAT: 67°F
EGO Clamp Events: 14.2 upper, 41.8 lower (416.45% of samples)
⚠️ EGO CLAMPING: 416.4% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   14.2 upper clamps (tune lean), 41.8 lower clamps (tune rich).
Status: GOOD
Samples: 1491 valid, 13.4 fuel cut
Confidence Level: High (2871 hits) (1491 samples)
Correction %: 0.0% (EGO-driven)
Suggested VE: 56.6
Full correction VE: 56.5

Cell: 2100 RPM x 40 kPa (Row 11, Col 5)
Current VE: 58.8
AFR Target: 14.70
AFR Actual (avg): 15.34
AFR Min/Max: 12.30 / 19.30
AFR Std Dev: 0.78
AFR Error: 0.64 (trimmed: 0.57)
EGO Correction (avg): 98.9%
EGO Correction (median): 98.8%
EGO Samples: 486 (87 effective) (1 open-loop frames filtered)
EGO Deviation: -1.09%
VE Error (from EGO): -1.09%
⚡ AFR/EGO CONFLICT: AFR says LEAN (+0.57 [trimmed: +0.57, raw: +0.64]) but EGO says RICH (-1.1%) — caution: mild disagreement
Steady-State Quality: 82%
Avg MAT: 67°F
EGO Clamp Events: 2 upper, 9.1 lower (357.56% of samples)
⚠️ EGO CLAMPING: 357.6% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   2 upper clamps (tune lean), 9.1 lower clamps (tune rich).
Status: RICH
Samples: 99 valid, 3.1 fuel cut
Confidence Level: Medium (980 hits) (99 samples)
Correction %: 0.0% (EGO-driven)
Suggested VE: 58.8
Full correction VE: 58.2

Cell: 2400 RPM x 40 kPa (Row 11, Col 6)
Current VE: 60
Original VE: 60.5 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 15.03
AFR Min/Max: 12.90 / 17.50
AFR Std Dev: 0.66
AFR Error: 0.33
EGO Correction (avg): 97.5%
EGO Correction (median): 96.4%
EGO Samples: 454 (113 effective) (1 open-loop frames filtered)
EGO Deviation: -2.47%
VE Error (from EGO): -2.47%
⚡ AFR/EGO CONFLICT: AFR says LEAN (+0.36) but EGO says RICH (-2.5%) — caution: mild disagreement
Steady-State Quality: 88%
Avg MAT: 67°F
EGO Clamp Events: 0 upper, 2 lower (180.18% of samples)
⚠️ EGO CLAMPING: 180.2% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0 upper clamps (tune lean), 2 lower clamps (tune rich).
Status: RICH
Samples: 115 valid, 1.1 fuel cut
Confidence Level: High (523 hits) (115 samples)
Correction %: 22.6% (EGO-driven)
Suggested VE: 60
Status: APPLIED (was 60.5 → now 60)
Full correction VE: 59

Cell: 2700 RPM x 40 kPa (Row 11, Col 7)
Current VE: 62.5
AFR Target: 14.70
AFR Actual (avg): 14.58
AFR Min/Max: 11.30 / 17.50
AFR Std Dev: 0.61
AFR Error: -0.12
EGO Correction (avg): 99.1%
EGO Correction (median): 99.0%
EGO Samples: 537 (226 effective) (3 open-loop frames filtered)
EGO Deviation: -0.88%
VE Error (from EGO): -0.88%
Steady-State Quality: 90%
Avg MAT: 66°F
EGO Clamp Events: 0 upper, 0.7 lower (29.16% of samples)
⚠️ EGO CLAMPING: 29.2% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0 upper clamps (tune lean), 0.7 lower clamps (tune rich).
Status: GOOD
Samples: 229 valid, 2.4 fuel cut
Confidence Level: High (554 hits) (229 samples)
Correction %: 0.0% (EGO-driven)
Suggested VE: 62.5
Full correction VE: 61.9

Cell: 3100 RPM x 40 kPa (Row 11, Col 8)
Current VE: 65.2
Original VE: 65.7 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 14.55
AFR Min/Max: 11.30 / 15.20
AFR Std Dev: 0.48
AFR Error: -0.15 (trimmed: 0.07)
EGO Correction (avg): 98.0%
EGO Correction (median): 97.9%
EGO Samples: 87 (8 effective) (1 open-loop frames filtered)
EGO Deviation: -2.01%
VE Error (from EGO): -2.01%
Steady-State Quality: 79%
Avg MAT: 65°F
Status: RICH
Samples: 10 valid, 0 fuel cut
Confidence Level: Low (111 hits) (10 samples)
Correction %: 8.3% (EGO-driven)
Suggested VE: 65.2
Status: APPLIED (was 65.7 → now 65.2)
Full correction VE: 64.4

Cell: 5200 RPM x 40 kPa (Row 11, Col 13)
Current VE: 75.1
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 (2 hits) (0 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 75.1
Full correction VE: 75.1

Cell: 5700 RPM x 40 kPa (Row 11, Col 14)
Current VE: 75.2
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: 75.2
Full correction VE: 75.2

Cell: 600 RPM x 35 kPa (Row 12, Col 0)
Current VE: 44
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, 1.4 fuel cut
Confidence Level: No Data (21 hits) (0 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 44
Full correction VE: 44

Cell: 1000 RPM x 35 kPa (Row 12, Col 1)
Current VE: 44
AFR Target: 14.70
AFR Actual (avg): 13.99
AFR Min/Max: 13.40 / 15.90
AFR Std Dev: 0.84
AFR Error: -0.71 (trimmed: -0.76)
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: 50%
Avg MAT: 68°F
Status: RICH
Samples: 2 valid, 7.7 fuel cut
Confidence Level: Very Low (47 hits) (2 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 44
Full correction VE: 41.9

Cell: 1250 RPM x 35 kPa (Row 12, Col 2)
Current VE: 46.7
AFR Target: 14.70
AFR Actual (avg): 14.41
AFR Min/Max: 13.40 / 16.60
AFR Std Dev: 1.17
AFR Error: -0.29 (trimmed: -0.42)
EGO Correction (avg): 100.5%
EGO Correction (median): 100.5%
EGO Samples: 5 (1 effective) (7 open-loop frames filtered)
EGO Deviation: +0.48%
VE Error (from EGO): +0.48%
Steady-State Quality: 53%
Avg MAT: 69°F
Status: GOOD
Samples: 8 valid, 2.6 fuel cut
Confidence Level: Low (38 hits) (8 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 46.7
Full correction VE: 45.8

Cell: 1500 RPM x 35 kPa (Row 12, Col 3)
Current VE: 50
AFR Target: 14.70
AFR Actual (avg): 15.02
AFR Min/Max: 12.00 / 19.80
AFR Std Dev: 0.58
AFR Error: 0.32 (trimmed: 0.20)
EGO Correction (avg): 99.9%
EGO Correction (median): 99.1%
EGO Samples: 301 (36 effective) (0 open-loop frames filtered)
EGO Deviation: -0.13%
VE Error (from EGO): -0.13%
Steady-State Quality: 80%
Avg MAT: 67°F
EGO Clamp Events: 6 upper, 3.1 lower (1705.65% of samples)
⚠️ EGO CLAMPING: 1705.7% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   6 upper clamps (tune lean), 3.1 lower clamps (tune rich).
Status: GOOD
Samples: 50 valid, 0.5 fuel cut
Confidence Level: Medium (1229 hits) (50 samples)
Correction %: 0.0% (EGO-driven)
Suggested VE: 50
Full correction VE: 49.9

Cell: 1800 RPM x 35 kPa (Row 12, Col 4)
Current VE: 53.1
AFR Target: 14.70
AFR Actual (avg): 15.04
AFR Min/Max: 12.00 / 19.80
AFR Std Dev: 0.71
AFR Error: 0.34 (trimmed: 0.24)
EGO Correction (avg): 99.5%
EGO Correction (median): 99.8%
EGO Samples: 2226 (857 effective) (7 open-loop frames filtered)
EGO Deviation: -0.47%
VE Error (from EGO): -0.47%
Steady-State Quality: 90%
Avg MAT: 68°F
EGO Clamp Events: 17 upper, 34 lower (970.96% of samples)
⚠️ EGO CLAMPING: 971.0% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   17 upper clamps (tune lean), 34 lower clamps (tune rich).
Status: GOOD
Samples: 870 valid, 5.3 fuel cut
Confidence Level: High (2469 hits) (870 samples)
Correction %: 0.0% (EGO-driven)
Suggested VE: 53.1
Full correction VE: 52.9

Cell: 2100 RPM x 35 kPa (Row 12, Col 5)
Current VE: 54.9
Original VE: 55.4 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 15.61
AFR Min/Max: 12.00 / 19.30
AFR Std Dev: 0.91
AFR Error: 0.91
EGO Correction (avg): 97.9%
EGO Correction (median): 97.5%
EGO Samples: 709 (157 effective) (1 open-loop frames filtered)
EGO Deviation: -2.14%
VE Error (from EGO): -2.14%
⚡ AFR/EGO CONFLICT: AFR says LEAN (+0.94) but EGO says RICH (-2.1%) — BLOCKED: signals strongly disagree [v9: downgraded — 157 EGO samples + 100ms delay model]
Steady-State Quality: 86%
Avg MAT: 67°F
EGO Clamp Events: 3 upper, 14.2 lower (470.77% of samples)
⚠️ EGO CLAMPING: 470.8% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   3 upper clamps (tune lean), 14.2 lower clamps (tune rich).
Status: RICH
Samples: 164 valid, 3.7 fuel cut
Confidence Level: High (1135 hits) (164 samples)
Correction %: 19.6% (EGO-driven)
Suggested VE: 54.9
Status: APPLIED (was 55.4 → now 54.9)
Full correction VE: 54.2

Cell: 2400 RPM x 35 kPa (Row 12, Col 6)
Current VE: 57.4
AFR Target: 14.70
AFR Actual (avg): 14.99
AFR Min/Max: 12.50 / 18.00
AFR Std Dev: 0.89
AFR Error: 0.29 (trimmed: 0.15)
EGO Correction (avg): 100.0%
EGO Correction (median): 100.4%
EGO Samples: 246 (32 effective) (1 open-loop frames filtered)
EGO Deviation: +0.01%
VE Error (from EGO): +0.01%
Steady-State Quality: 76%
Avg MAT: 67°F
EGO Clamp Events: 2 upper, 2.4 lower (256.72% of samples)
⚠️ EGO CLAMPING: 256.7% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   2 upper clamps (tune lean), 2.4 lower clamps (tune rich).
Status: GOOD
Samples: 34 valid, 1.7 fuel cut
Confidence Level: Medium (301 hits) (34 samples)
Correction %: 0.0% (EGO-driven)
Suggested VE: 57.4
Full correction VE: 57.4

Cell: 2700 RPM x 35 kPa (Row 12, Col 7)
Current VE: 59.2
AFR Target: 14.70
AFR Actual (avg): 14.43
AFR Min/Max: 11.30 / 18.00
AFR Std Dev: 0.78
AFR Error: -0.27
EGO Correction (avg): 99.9%
EGO Correction (median): 100.2%
EGO Samples: 279 (81 effective) (3 open-loop frames filtered)
EGO Deviation: -0.14%
VE Error (from EGO): -0.14%
Steady-State Quality: 87%
Avg MAT: 67°F
EGO Clamp Events: 0.4 upper, 3.1 lower (270.43% of samples)
⚠️ EGO CLAMPING: 270.4% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0.4 upper clamps (tune lean), 3.1 lower clamps (tune rich).
Status: GOOD
Samples: 85 valid, 1.3 fuel cut
Confidence Level: Medium (321 hits) (85 samples)
Correction %: 0.0% (EGO-driven)
Suggested VE: 59.2
Full correction VE: 59.1

Cell: 3100 RPM x 35 kPa (Row 12, Col 8)
Current VE: 62.4
AFR Target: 14.70
AFR Actual (avg): 13.73
AFR Min/Max: 11.30 / 15.20
AFR Std Dev: 1.13
AFR Error: -0.97 (trimmed: -0.82)
EGO Correction (avg): 98.6%
EGO Correction (median): 98.6%
EGO Samples: 2 (0 effective) (1 open-loop frames filtered)
EGO Deviation: -1.40%
VE Error (from EGO): -1.40%
⚠️ Full Correction: PROJECTED (untrusted — insufficient data)
Steady-State Quality: 41%
Avg MAT: 66°F
Status: RICH
Samples: 2 valid, 0.1 fuel cut
Confidence Level: Very Low (41 hits) (2 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 62.4
Full correction VE: 61.5

Cell: 5200 RPM x 35 kPa (Row 12, Col 13)
Current VE: 71.7
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, 1.3 fuel cut
Confidence Level: No Data (2 hits) (0 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 71.7
Full correction VE: 71.7

Cell: 5700 RPM x 35 kPa (Row 12, Col 14)
Current VE: 71.6
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: 71.6
Full correction VE: 71.6

Cell: 600 RPM x 30 kPa (Row 13, Col 0)
Current VE: 41.5
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, 7.7 fuel cut
Confidence Level: No Data (56 hits) (0 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 41.5
Full correction VE: 41.5

Cell: 1000 RPM x 30 kPa (Row 13, Col 1)
Current VE: 41.5
AFR Target: 14.70
AFR Actual (avg): 13.51
AFR Min/Max: 13.40 / 13.70
AFR Std Dev: 0.12
AFR Error: -1.19
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: 50%
Avg MAT: 68°F
Status: RICH (CRITICAL)
Samples: 2 valid, 36.5 fuel cut
Confidence Level: Very Low (117 hits) (2 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 41.5
Full correction VE: 38.1

Cell: 1250 RPM x 30 kPa (Row 13, Col 2)
Current VE: 44.1
AFR Target: 14.70
AFR Actual (avg): 14.49
AFR Min/Max: 13.40 / 16.70
AFR Std Dev: 1.41
AFR Error: -0.21 (trimmed: -0.34)
EGO Correction (avg): 100.5%
EGO Correction (median): 100.5%
EGO Samples: 2 (1 effective) (5 open-loop frames filtered)
EGO Deviation: +0.50%
VE Error (from EGO): +0.50%
📊 HIGH SCATTER: StdDev 1.41 → correction scaled ×0.62
Steady-State Quality: 46%
Avg MAT: 69°F
Status: GOOD
Samples: 7 valid, 14.1 fuel cut
Confidence Level: Low (85 hits) (7 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 44.1
Full correction VE: 43.5

Cell: 1500 RPM x 30 kPa (Row 13, Col 3)
Current VE: 46.7
AFR Target: 14.70
AFR Actual (avg): 15.25
AFR Min/Max: 13.60 / 19.80
AFR Std Dev: 1.07
AFR Error: 0.55 (trimmed: 0.36)
EGO Correction (avg): 100.9%
EGO Correction (median): 100.6%
EGO Samples: 47 (9 effective) (2 open-loop frames filtered)
EGO Deviation: +0.94%
VE Error (from EGO): +0.94%
Steady-State Quality: 55%
Avg MAT: 67°F
EGO Clamp Events: 0.6 upper, 2 lower (26.53% of samples)
⚠️ EGO CLAMPING: 26.5% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0.6 upper clamps (tune lean), 2 lower clamps (tune rich).
Status: GOOD
Samples: 13 valid, 9.8 fuel cut
Confidence Level: Low (313 hits) (13 samples)
Correction %: 0.0% (EGO-driven)
Suggested VE: 46.7
Full correction VE: 47.1

Cell: 1800 RPM x 30 kPa (Row 13, Col 4)
Current VE: 48.9
Original VE: 49.4 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 15.21
AFR Min/Max: 12.00 / 20.00
AFR Std Dev: 1.16
AFR Error: 0.51 (trimmed: 0.36)
EGO Correction (avg): 98.2%
EGO Correction (median): 98.5%
EGO Samples: 822 (234 effective) (12 open-loop frames filtered)
EGO Deviation: -1.76%
VE Error (from EGO): -1.76%
⚡ AFR/EGO CONFLICT: AFR says LEAN (+0.36 [trimmed: +0.36, raw: +0.51]) but EGO says RICH (-1.8%) — caution: mild disagreement
Steady-State Quality: 82%
Avg MAT: 68°F
EGO Clamp Events: 2.8 upper, 38.4 lower (325.42% of samples)
⚠️ EGO CLAMPING: 325.4% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   2.8 upper clamps (tune lean), 38.4 lower clamps (tune rich).
Status: RICH
Samples: 249 valid, 12.7 fuel cut
Confidence Level: High (991 hits) (249 samples)
Correction %: 17.3% (EGO-driven)
Suggested VE: 48.9
Status: APPLIED (was 49.4 → now 48.9)
Full correction VE: 48.5

Cell: 2100 RPM x 30 kPa (Row 13, Col 5)
Current VE: 51.2
Original VE: 51.7 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 15.64
AFR Min/Max: 12.00 / 20.00
AFR Std Dev: 1.20
AFR Error: 0.94 (trimmed: 0.82)
EGO Correction (avg): 96.7%
EGO Correction (median): 97.0%
EGO Samples: 413 (103 effective) (3 open-loop frames filtered)
EGO Deviation: -3.30%
VE Error (from EGO): -3.30%
⚡ AFR/EGO CONFLICT: AFR says LEAN (+0.82 [trimmed: +0.82, raw: +0.94]) but EGO says RICH (-3.3%) — BLOCKED: signals strongly disagree [v9: downgraded — 103 EGO samples + 100ms delay model]
📊 HIGH SCATTER: StdDev 1.20 → correction scaled ×0.68
Steady-State Quality: 84%
Avg MAT: 67°F
EGO Clamp Events: 0.4 upper, 24.7 lower (497.68% of samples)
⚠️ EGO CLAMPING: 497.7% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0.4 upper clamps (tune lean), 24.7 lower clamps (tune rich).
Status: RICH
Samples: 110 valid, 5 fuel cut
Confidence Level: High (710 hits) (110 samples)
Correction %: 30.7% (EGO-driven)
Suggested VE: 51.2
Status: APPLIED (was 51.7 → now 51.2)
Full correction VE: 50

Cell: 2400 RPM x 30 kPa (Row 13, Col 6)
Current VE: 54.2
Original VE: 53.7 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 15.70
AFR Min/Max: 12.50 / 18.00
AFR Std Dev: 1.70
AFR Error: 1.00
EGO Correction (avg): 100.5%
EGO Correction (median): 100.3%
EGO Samples: 24 (4 effective) (3 open-loop frames filtered)
EGO Deviation: +0.52%
VE Error (from EGO): +0.52%
📊 HIGH SCATTER: StdDev 1.70 → correction scaled ×0.56
Steady-State Quality: 45%
Avg MAT: 67°F
EGO Clamp Events: 1.1 upper, 0.9 lower (59.72% of samples)
⚠️ EGO CLAMPING: 59.7% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   1.1 upper clamps (tune lean), 0.9 lower clamps (tune rich).
Status: LEAN (CRITICAL)
Samples: 8 valid, 3.3 fuel cut
Confidence Level: Low (67 hits) (8 samples)
Correction %: 10.1% (AFR fallback)
Suggested VE: 54.2
Status: APPLIED (was 53.7 → now 54.2)
Full correction VE: 57.4

Cell: 2700 RPM x 30 kPa (Row 13, Col 7)
Current VE: 55.1
Original VE: 55.6 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 14.55
AFR Min/Max: 12.40 / 18.00
AFR Std Dev: 1.53
AFR Error: -0.15 (trimmed: -0.34)
EGO Correction (avg): 97.7%
EGO Correction (median): 97.8%
EGO Samples: 30 (11 effective) (3 open-loop frames filtered)
EGO Deviation: -2.30%
VE Error (from EGO): -2.30%
📊 HIGH SCATTER: StdDev 1.53 → correction scaled ×0.59
Steady-State Quality: 61%
Avg MAT: 66°F
EGO Clamp Events: 0.6 upper, 2.3 lower (110.49% of samples)
⚠️ EGO CLAMPING: 110.5% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0.6 upper clamps (tune lean), 2.3 lower clamps (tune rich).
Status: RICH
Samples: 14 valid, 2.6 fuel cut
Confidence Level: Low (56 hits) (14 samples)
Correction %: 7.4% (EGO-driven)
Suggested VE: 55.1
Status: APPLIED (was 55.6 → now 55.1)
Full correction VE: 54.3

Cell: 3100 RPM x 30 kPa (Row 13, Col 8)
Current VE: 58.3
AFR Target: 14.70
AFR Actual (avg): 13.15
AFR Min/Max: 12.40 / 14.60
AFR Std Dev: 1.21
AFR Error: -1.55
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: 65°F
Status: no-data
Samples: 0 valid, 0.7 fuel cut
Confidence Level: Very Low (7 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 58.3
Full correction VE: 52.2

Cell: 4700 RPM x 30 kPa (Row 13, Col 12)
Current VE: 66.5
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: 66.5
Full correction VE: 66.5

Cell: 5200 RPM x 30 kPa (Row 13, Col 13)
Current VE: 66.2
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, 1.3 fuel cut
Confidence Level: No Data (3 hits) (0 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 66.2
Full correction VE: 66.2

Cell: 5700 RPM x 30 kPa (Row 13, Col 14)
Current VE: 65.8
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: 65.8
Full correction VE: 65.8

Cell: 600 RPM x 25 kPa (Row 14, Col 0)
Current VE: 38.5
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, 1.8 fuel cut
Confidence Level: No Data (30 hits) (0 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 38.5
Full correction VE: 38.5

Cell: 1000 RPM x 25 kPa (Row 14, Col 1)
Current VE: 39.5
AFR Target: 14.70
AFR Actual (avg): 13.69
AFR Min/Max: 13.60 / 13.70
AFR Std Dev: 0.05
AFR Error: -1.01
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, 43.8 fuel cut
Confidence Level: Very Low (131 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 39.5
Full correction VE: 36.8

Cell: 1250 RPM x 25 kPa (Row 14, Col 2)
Current VE: 41
AFR Target: 14.70
AFR Actual (avg): 15.41
AFR Min/Max: 13.60 / 16.70
AFR Std Dev: 1.43
AFR Error: 0.71
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: 56%
Avg MAT: 70°F
Status: LEAN
Samples: 3 valid, 57.2 fuel cut
Confidence Level: Very Low (212 hits) (3 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 41
Full correction VE: 43

Cell: 1500 RPM x 25 kPa (Row 14, Col 3)
Current VE: 42.3
Original VE: 41.8 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 15.39
AFR Min/Max: 13.60 / 19.20
AFR Std Dev: 1.52
AFR Error: 0.69 (trimmed: 0.57)
EGO Correction (avg): 100.9%
EGO Correction (median): 99.9%
EGO Samples: 9 (1 effective) (10 open-loop frames filtered)
EGO Deviation: +0.86%
VE Error (from EGO): +0.86%
📊 HIGH SCATTER: StdDev 1.52 → correction scaled ×0.60
Steady-State Quality: 54%
Avg MAT: 68°F
EGO Clamp Events: 0 upper, 2.8 lower (5.49% of samples)
⚠️ EGO CLAMPING: 5.5% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0 upper clamps (tune lean), 2.8 lower clamps (tune rich).
Status: LEAN
Samples: 11 valid, 51 fuel cut
Confidence Level: Low (446 hits) (11 samples)
Correction %: 13.4% (AFR fallback)
Suggested VE: 42.3
Status: APPLIED (was 41.8 → now 42.3)
Full correction VE: 43.8

Cell: 1800 RPM x 25 kPa (Row 14, Col 4)
Current VE: 42.7
AFR Target: 14.70
AFR Actual (avg): 16.31
AFR Min/Max: 12.70 / 20.00
AFR Std Dev: 1.96
AFR Error: 1.61
EGO Correction (avg): 98.1%
EGO Correction (median): 97.9%
EGO Samples: 126 (19 effective) (44 open-loop frames filtered)
EGO Deviation: -1.88%
VE Error (from EGO): -1.88%
⚡ AFR/EGO CONFLICT: AFR says LEAN (+1.58) but EGO says RICH (-1.9%) — BLOCKED: signals strongly disagree
   → CORRECTION BLOCKED (high-severity conflict)
📊 HIGH SCATTER: StdDev 1.96 → correction scaled ×0.51
Steady-State Quality: 62%
Avg MAT: 68°F
EGO Clamp Events: 0 upper, 9.2 lower (19.22% of samples)
⚠️ EGO CLAMPING: 19.2% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0 upper clamps (tune lean), 9.2 lower clamps (tune rich).
Status: RICH
Samples: 63 valid, 47.9 fuel cut
Confidence Level: Medium (594 hits) (63 samples)
Correction %: 0% (BLOCKED - AFR/EGO direction conflict)
Suggested VE: 42.7
Full correction VE: 42.7

Cell: 2100 RPM x 25 kPa (Row 14, Col 5)
Current VE: 43.7
AFR Target: 14.70
AFR Actual (avg): 16.71
AFR Min/Max: 12.70 / 20.00
AFR Std Dev: 2.15
AFR Error: 2.01
EGO Correction (avg): 97.7%
EGO Correction (median): 97.9%
EGO Samples: 74 (12 effective) (17 open-loop frames filtered)
EGO Deviation: -2.27%
VE Error (from EGO): -2.27%
⚡ AFR/EGO CONFLICT: AFR says LEAN (+2.02) but EGO says RICH (-2.3%) — BLOCKED: signals strongly disagree
   → CORRECTION BLOCKED (high-severity conflict)
📊 HIGH SCATTER: StdDev 2.15 → correction scaled ×0.48
Steady-State Quality: 67%
Avg MAT: 67°F
EGO Clamp Events: 0 upper, 2.7 lower (16.26% of samples)
⚠️ EGO CLAMPING: 16.3% of samples hit EGO authority limits.
   VE table error exceeds EGO correction range in this cell.
   0 upper clamps (tune lean), 2.7 lower clamps (tune rich).
Status: RICH
Samples: 30 valid, 16.6 fuel cut
Confidence Level: Medium (275 hits) (30 samples)
Correction %: 0% (BLOCKED - AFR/EGO direction conflict)
Suggested VE: 43.7
Full correction VE: 43.7

Cell: 2400 RPM x 25 kPa (Row 14, Col 6)
Current VE: 45.2
Original VE: 44.7 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 15.72
AFR Min/Max: 13.30 / 17.90
AFR Std Dev: 1.41
AFR Error: 1.02 (trimmed: 1.11)
EGO Correction (avg): 98.3%
EGO Correction (median): 100.3%
EGO Samples: 7 (1 effective) (14 open-loop frames filtered)
EGO Deviation: -1.72%
VE Error (from EGO): -1.72%
📊 HIGH SCATTER: StdDev 1.41 → correction scaled ×0.62
Steady-State Quality: 65%
Avg MAT: 67°F
Status: LEAN (CRITICAL)
Samples: 16 valid, 9.2 fuel cut
Confidence Level: Low (84 hits) (16 samples)
Correction %: 17.1% (AFR fallback)
Suggested VE: 45.2
Status: APPLIED (was 44.7 → now 45.2)
Full correction VE: 47.8

Cell: 2700 RPM x 25 kPa (Row 14, Col 7)
Current VE: 45.8
AFR Target: 14.70
AFR Actual (avg): 14.62
AFR Min/Max: 13.30 / 17.90
AFR Std Dev: 1.32
AFR Error: -0.08 (trimmed: -0.21)
EGO Correction (avg): 97.0%
EGO Correction (median): 95.4%
EGO Samples: 8 (3 effective) (9 open-loop frames filtered)
EGO Deviation: -3.02%
VE Error (from EGO): -3.02%
📊 HIGH SCATTER: StdDev 1.32 → correction scaled ×0.65
Steady-State Quality: 65%
Avg MAT: 67°F
Status: GOOD
Samples: 12 valid, 4.7 fuel cut
Confidence Level: Low (68 hits) (12 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 45.8
Full correction VE: 45.6

Cell: 3100 RPM x 25 kPa (Row 14, Col 8)
Current VE: 47.1
AFR Target: 14.70
AFR Actual (avg): 14.20
AFR Min/Max: 14.20 / 14.20
AFR Std Dev: 0.00
AFR Error: -0.50
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: 65°F
Status: no-data
Samples: 0 valid, 0.8 fuel cut
Confidence Level: Very Low (6 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 47.1
Full correction VE: 45.5

Cell: 4700 RPM x 25 kPa (Row 14, Col 12)
Current VE: 51.5
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 (5 hits) (0 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 51.5
Full correction VE: 51.5

Cell: 5200 RPM x 25 kPa (Row 14, Col 13)
Current VE: 51.3
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, 1.5 fuel cut
Confidence Level: No Data (5 hits) (0 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 51.3
Full correction VE: 51.3

Cell: 1000 RPM x 20 kPa (Row 15, Col 1)
Current VE: 33.5
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, 5.7 fuel cut
Confidence Level: No Data (56 hits) (0 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 33.5
Full correction VE: 33.5

Cell: 1250 RPM x 20 kPa (Row 15, Col 2)
Current VE: 31.9
AFR Target: 14.70
AFR Actual (avg): 16.33
AFR Min/Max: 16.30 / 16.40
AFR Std Dev: 0.05
AFR Error: 1.63
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: 71°F
Status: no-data
Samples: 0 valid, 44.4 fuel cut
Confidence Level: Very Low (160 hits) (0 samples)
Correction %: 0% (BLOCKED - below min samples)
Suggested VE: 31.9
Full correction VE: 35.4

Cell: 1500 RPM x 20 kPa (Row 15, Col 3)
Current VE: 31.1
Original VE: 30.6 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 15.53
AFR Min/Max: 13.60 / 18.80
AFR Std Dev: 1.61
AFR Error: 0.83 (trimmed: 0.68)
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
📊 HIGH SCATTER: StdDev 1.61 → correction scaled ×0.57
Steady-State Quality: 64%
Avg MAT: 67°F
EGO Clamp Events: 0 upper, 0.1 lower (0.05% of samples)
Status: LEAN
Samples: 5 valid, 218.7 fuel cut
Confidence Level: Low (684 hits) (5 samples)
Correction %: 10.4% (AFR fallback)
Suggested VE: 31.1
Status: APPLIED (was 30.6 → now 31.1)
Full correction VE: 32.3

Cell: 1800 RPM x 20 kPa (Row 15, Col 4)
Current VE: 31
Original VE: 30 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 16.16
AFR Min/Max: 12.30 / 19.60
AFR Std Dev: 1.85
AFR Error: 1.46 (trimmed: 1.52)
EGO Correction (avg): N/A
EGO Correction (median): N/A
EGO Samples: 0 (0 effective) (41 open-loop frames filtered)
EGO Deviation: N/A
VE Error (from EGO): N/A
📊 HIGH SCATTER: StdDev 1.85 → correction scaled ×0.53
Steady-State Quality: 62%
Avg MAT: 67°F
EGO Clamp Events: 0 upper, 0.5 lower (0.06% of samples)
Status: LEAN (CRITICAL)
Samples: 41 valid, 836.9 fuel cut
Confidence Level: Medium (1647 hits) (41 samples)
Correction %: 25.7% (AFR fallback)
Suggested VE: 31
Status: APPLIED (was 30 → now 31)
Full correction VE: 33

Cell: 2100 RPM x 20 kPa (Row 15, Col 5)
Current VE: 30.3
Original VE: 29.5 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 16.28
AFR Min/Max: 12.30 / 19.60
AFR Std Dev: 1.92
AFR Error: 1.58 (trimmed: 1.72)
EGO Correction (avg): N/A
EGO Correction (median): N/A
EGO Samples: 0 (0 effective) (20 open-loop frames filtered)
EGO Deviation: N/A
VE Error (from EGO): N/A
📊 HIGH SCATTER: StdDev 1.92 → correction scaled ×0.51
🏘️ NEIGHBOR ANOMALY: VE 29.5 is 22% off neighbor avg 38
Steady-State Quality: 64%
Avg MAT: 68°F
EGO Clamp Events: 0 upper, 0.2 lower (0.03% of samples)
Status: LEAN (CRITICAL)
Samples: 20 valid, 750.4 fuel cut
Confidence Level: Medium (1555 hits) (20 samples)
Correction %: 25.0% (AFR fallback)
Suggested VE: 30.3
Status: APPLIED (was 29.5 → now 30.3)
Full correction VE: 32.7

Cell: 2400 RPM x 20 kPa (Row 15, Col 6)
Current VE: 28.8
AFR Target: 14.70
AFR Actual (avg): 14.90
AFR Min/Max: 13.00 / 17.30
AFR Std Dev: 1.29
AFR Error: 0.20
EGO Correction (avg): N/A
EGO Correction (median): N/A
EGO Samples: 0 (0 effective) (20 open-loop frames filtered)
EGO Deviation: N/A
VE Error (from EGO): N/A
📊 HIGH SCATTER: StdDev 1.29 → correction scaled ×0.66
🏘️ NEIGHBOR ANOMALY: VE 28.8 is 25% off neighbor avg 38
Steady-State Quality: 58%
Avg MAT: 67°F
Status: GOOD
Samples: 20 valid, 343.2 fuel cut
Confidence Level: Medium (839 hits) (20 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 28.8
Full correction VE: 29.2

Cell: 2700 RPM x 20 kPa (Row 15, Col 7)
Current VE: 27.7
Original VE: 28.2 (before correction was applied)
AFR Target: 14.70
AFR Actual (avg): 14.40
AFR Min/Max: 13.00 / 17.30
AFR Std Dev: 1.40
AFR Error: -0.30 (trimmed: -0.46)
EGO Correction (avg): N/A
EGO Correction (median): N/A
EGO Samples: 0 (0 effective) (15 open-loop frames filtered)
EGO Deviation: N/A
VE Error (from EGO): N/A
📊 HIGH SCATTER: StdDev 1.40 → correction scaled ×0.62
🏘️ NEIGHBOR ANOMALY: VE 28.2 is 27% off neighbor avg 39
Steady-State Quality: 60%
Avg MAT: 66°F
Status: GOOD
Samples: 15 valid, 196.6 fuel cut
Confidence Level: Low (426 hits) (15 samples)
Correction %: 7.8% (AFR fallback)
Suggested VE: 27.7
Status: APPLIED (was 28.2 → now 27.7)
Full correction VE: 27.6

Cell: 3100 RPM x 20 kPa (Row 15, Col 8)
Current VE: 27.8
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, 24 fuel cut
Confidence Level: No Data (84 hits) (0 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 27.8
Full correction VE: 27.8

Cell: 3500 RPM x 20 kPa (Row 15, Col 9)
Current VE: 29.4
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, 6.9 fuel cut
Confidence Level: No Data (16 hits) (0 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 29.4
Full correction VE: 29.4

Cell: 3900 RPM x 20 kPa (Row 15, Col 10)
Current VE: 30.3
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, 6.1 fuel cut
Confidence Level: No Data (13 hits) (0 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 30.3
Full correction VE: 30.3

Cell: 4300 RPM x 20 kPa (Row 15, Col 11)
Current VE: 31.8
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, 6.5 fuel cut
Confidence Level: No Data (12 hits) (0 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 31.8
Full correction VE: 31.8

Cell: 4700 RPM x 20 kPa (Row 15, Col 12)
Current VE: 31.7
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, 5 fuel cut
Confidence Level: No Data (11 hits) (0 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 31.7
Full correction VE: 31.7

Cell: 5200 RPM x 20 kPa (Row 15, Col 13)
Current VE: 31.8
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 (4 hits) (0 samples)
Correction %: 0.0% (AFR fallback)
Suggested VE: 31.8
Full correction VE: 31.8


AE EFFECTIVENESS REPORT
=======================
Total AE events: 15
Total AE frames: 128 (1.1% of log)

Overall Effectiveness:
  Lean events (any frame AFR >15.0): 11 (73.3%)
  Rich events (any frame AFR <11.0): 3 (20.0%)
  Good events (all frames 11.0-15.0): 1 (6.7%)

  First 0.5s after tip-in:
    Mean AFR: 13.98
    Frames >15.0: 99 (29.3%)
    Frames >16.0: 57 (16.9%)

By TPSdot Band:
  0-25 %/s: 0 events, 0.0% lean
  25-50 %/s: 4 events, 75.0% lean
  50-100 %/s: 6 events, 83.3% lean
  100-200 %/s: 0 events, 0.0% lean
  200+ %/s: 5 events, 60.0% lean

By RPM Band:
  800-1500: 2 events, 50.0% lean
  1500-2500: 12 events, 75.0% lean
  2500-3500: 1 events, 100.0% lean
  3500-5000: 0 events, 0.0% lean
  5000+: 0 events, 0.0% lean



IGNITION HEALTH REPORT
======================
Ignition Mode: Single Coil (COP/CNP)
Thresholds: starvation <1ms, scatter <1.3ms, ratio <35%

Dwell vs RPM:
  0-1000: mean=8.10ms  min=7.40ms  max=8.50ms
  1000-2000: mean=4.19ms  min=3.70ms  max=7.50ms
  2000-3000: mean=3.12ms  min=2.40ms  max=3.70ms
  3000-4000: mean=2.18ms  min=1.80ms  max=2.40ms
  4000-5000: mean=1.62ms  min=1.50ms  max=1.80ms
  5000-6000: mean=1.34ms  min=1.20ms  max=1.40ms

Timing Scatter vs RPM:

AFR Scatter vs RPM (steady-state only):
  1000-2000: AFR std=0.733
  2000-3000: AFR std=0.935
  3000-4000: AFR std=0.331
  4000-5000: AFR std=0.100
  5000-6000: AFR std=0.615

✅ No ignition issues detected.


EGO CLAMP ANALYSIS
==================
Detected EGO Authority: 94% - 106%
Total Upper Clamp Frames: 352 (EGO maxed adding fuel — VE too lean)
Total Lower Clamp Frames: 1285 (EGO maxed pulling fuel — VE too rich)

Cells with >5% clamp rate:
  1500 x 35: 6 upper, 3.1 lower (1705.7% of samples) — VE too LEAN
  1250 x 55: 1.3 upper, 0 lower (1011.8% of samples) — VE too LEAN
  1800 x 35: 17 upper, 34 lower (971.0% of samples) — VE too RICH
  1800 x 45: 4.3 upper, 23.8 lower (604.0% of samples) — VE too RICH
  1500 x 40: 4.2 upper, 3.3 lower (523.6% of samples) — VE too LEAN
  2100 x 30: 0.4 upper, 24.7 lower (497.7% of samples) — VE too RICH
  2100 x 35: 3 upper, 14.2 lower (470.8% of samples) — VE too RICH
  2100 x 45: 0 upper, 7.3 lower (444.1% of samples) — VE too RICH
  1800 x 40: 14.2 upper, 41.8 lower (416.4% of samples) — VE too RICH
  2100 x 50: 0 upper, 8.4 lower (407.1% of samples) — VE too RICH
  2100 x 40: 2 upper, 9.1 lower (357.6% of samples) — VE too RICH
  2400 x 55: 0 upper, 2.6 lower (349.1% of samples) — VE too RICH
  2700 x 55: 0 upper, 1.3 lower (328.9% of samples) — VE too RICH
  1800 x 30: 2.8 upper, 38.4 lower (325.4% of samples) — VE too RICH
  2700 x 35: 0.4 upper, 3.1 lower (270.4% of samples) — VE too RICH
  1500 x 65: 0.1 upper, 1.7 lower (264.0% of samples) — VE too RICH
  2400 x 35: 2 upper, 2.4 lower (256.7% of samples) — VE too RICH
  1800 x 50: 0 upper, 12.4 lower (242.7% of samples) — VE too RICH
  2400 x 40: 0 upper, 2 lower (180.2% of samples) — VE too RICH
  1500 x 55: 1.4 upper, 0 lower (173.9% of samples) — VE too LEAN
  1800 x 75: 0 upper, 8.8 lower (160.9% of samples) — VE too RICH
  1500 x 70: 0.1 upper, 2.6 lower (146.4% of samples) — VE too RICH
  1800 x 60: 1.8 upper, 8.1 lower (139.4% of samples) — VE too RICH
  2700 x 45: 0.1 upper, 3.9 lower (135.3% of samples) — VE too RICH
  1250 x 50: 0.6 upper, 0 lower (130.8% of samples) — VE too LEAN
  2700 x 30: 0.6 upper, 2.3 lower (110.5% of samples) — VE too RICH
  1800 x 65: 8.3 upper, 11.1 lower (89.0% of samples) — VE too RICH
  2700 x 60: 0 upper, 0.4 lower (87.6% of samples) — VE too RICH
  1800 x 85: 0 upper, 10 lower (82.0% of samples) — VE too RICH
  1500 x 50: 0.6 upper, 0.2 lower (76.4% of samples) — VE too LEAN
  2100 x 65: 6.6 upper, 0.8 lower (73.0% of samples) — VE too LEAN
  2100 x 55: 0 upper, 1.6 lower (71.2% of samples) — VE too RICH
  1500 x 45: 0.4 upper, 0.4 lower (65.0% of samples) — MIXED
  1800 x 55: 0 upper, 3.7 lower (63.8% of samples) — VE too RICH
  2400 x 30: 1.1 upper, 0.9 lower (59.7% of samples) — VE too LEAN
  1800 x 70: 4.5 upper, 7.3 lower (58.4% of samples) — VE too RICH
  1500 x 75: 0 upper, 3.7 lower (53.4% of samples) — VE too RICH
  1500 x 85: 0 upper, 0.9 lower (51.2% of samples) — VE too RICH
  2100 x 75: 0 upper, 0.5 lower (42.5% of samples) — VE too RICH
  2100 x 70: 0.8 upper, 1.1 lower (40.4% of samples) — VE too RICH
  2400 x 60: 0 upper, 0.5 lower (39.6% of samples) — VE too RICH
  1800 x 80: 0 upper, 5.4 lower (36.7% of samples) — VE too RICH
  2100 x 60: 0.8 upper, 0.2 lower (29.5% of samples) — VE too LEAN
  2700 x 40: 0 upper, 0.7 lower (29.2% of samples) — VE too RICH
  1500 x 30: 0.6 upper, 2 lower (26.5% of samples) — VE too RICH
  2700 x 50: 1.9 upper, 0.3 lower (26.5% of samples) — VE too LEAN
  2400 x 50: 1 upper, 0 lower (22.0% of samples) — VE too LEAN
  1800 x 25: 0 upper, 9.2 lower (19.2% of samples) — VE too RICH
  2100 x 25: 0 upper, 2.7 lower (16.3% of samples) — VE too RICH
  1500 x 60: 0 upper, 0.2 lower (14.2% of samples) — VE too RICH
  1800 x 90: 0 upper, 0.3 lower (7.2% of samples) — VE too RICH
  1500 x 25: 0 upper, 2.8 lower (5.5% of samples) — VE too RICH

Clamp Heatmap (total clamp count per cell, '.' = 0, digits = count):
MAP\RPM     600  1000  1250  1500  1800  2100  2400  2700  3100  3500  3900  4300  4700  5200  5700  6200
   100        .     .     .     .     .     .     .     .     .     .     .     .     .     .     .     .
    90        .     .     .     .     .     .     .     .     .     .     .     .     .     .     .     .
    85        .     .     .     1    10     .     .     .     .     .     .     .     .     .     .     .
    80        .     .     .     .     5     .     .     .     .     .     .     .     .     .     .     .
    75        .     .     .     4     9     1     .     .     .     .     .     .     .     .     .     .
    70        .     .     .     3    12     2     .     .     .     .     .     .     .     .     .     .
    65        .     .     .     2    19     7     .     .     .     .     .     .     .     .     .     .
    60        .     .     .     .    10     1     1     .     .     .     .     .     .     .     .     .
    55        .     .     1     1     4     2     3     1     .     .     .     .     .     .     .     .
    50        .     .     1     1    12     8     1     2     .     .     .     .     .     .     .     .
    45        .     .     .     1    28     7     .     4     .     .     .     .     .     .     .     .
    40        .     .     .     8    56    11     2     1     .     .     .     .     .     .     .     .
    35        .     .     .     9    51    17     4     4     .     .     .     .     .     .     .     .
    30        .     .     .     3    41    25     2     3     .     .     .     .     .     .     .     .
    25        .     .     .     3     9     3     .     .     .     .     .     .     .     .     .     .
    20        .     .     .     .     1     .     .     .     .     .     .     .     .     .     .     .


SUMMARY STATISTICS:
==================
Total cells with data: 161
Lean cells: 37
Rich cells: 54
Good cells: 16
Critical cells: 34
Locked cells: 0
No data cells: 54
AFR/EGO direction conflicts: 18 (5 blocked, 0 CL override)
High scatter warnings: 14 (correction halved)
AE events: 15 (73% lean)
EGO clamps: 352 upper, 1285 lower (authority 94-106%)
  52 cells exceeding 5% clamp rate

CHANGES APPLIED:
================
1500 x 50: 60.4 → 59.9
1800 x 50: 63 → 62
1800 x 55: 65.3 → 64.8
1500 x 60: 65.7 → 65.2
1800 x 60: 67.4 → 66.9
1800 x 65: 69.3 → 68.8
2100 x 65: 70.8 → 70.3
2100 x 60: 69.2 → 68.7
1800 x 70: 70.7 → 70.2
2100 x 70: 72 → 71
2100 x 55: 67.2 → 66.7
2100 x 50: 65 → 64
2100 x 45: 62.1 → 61.6
2100 x 35: 55.4 → 54.9
1800 x 30: 49.4 → 48.9
2100 x 30: 51.7 → 51.2
1500 x 25: 41.8 → 42.3
2400 x 30: 53.7 → 54.2
2400 x 25: 44.7 → 45.2
2100 x 20: 29.5 → 30.3
1800 x 20: 30 → 31
2400 x 40: 60.5 → 60
2700 x 30: 55.6 → 55.1
2400 x 45: 63.8 → 63.3
2700 x 45: 65.5 → 65
2400 x 50: 66.8 → 65.8
2700 x 50: 68.6 → 67
2700 x 20: 28.2 → 27.7
2400 x 55: 69.1 → 68.5
2700 x 55: 71 → 70
2400 x 60: 71 → 70
2700 x 60: 73 → 72
3100 x 40: 65.7 → 65.2
1500 x 20: 30.6 → 31.1
1250 x 40: 49.7 → 50.2
1250 x 50: 57.5 → 58
1800 x 75: 71.7 → 71.2
2400 x 70: 73.8 → 73.1
2400 x 65: 72.6 → 71.3
2700 x 65: 74.5 → 74
2100 x 100: 76.9 → 80
2400 x 100: 78.2 → 84.5
2700 x 100: 80.7 → 84.5
2400 x 90: 77.1 → 81.3
2700 x 90: 79.5 → 82
3100 x 100: 85.5 → 89.9
3100 x 90: 84.1 → 87
5200 x 100: 93 → 95.1
5200 x 90: 92 → 94
5700 x 90: 90 → 92.6
3100 x 70: 80.1 → 78.4
5700 x 100: 90.7 → 93.4
4700 x 90: 94.3 → 96
4300 x 90: 95 → 97
3900 x 90: 93.5 → 95
3500 x 90: 89.4 → 92
3100 x 65: 78.7 → 76.7
3100 x 60: 77.2 → 74.8
3100 x 55: 75 → 73
3100 x 50: 72.1 → 71
1500 x 80: 71.6 → 72.3


METADATA:
=========
Analysis Mode: 4-Cell Interpolation
Wideband Delay: 100ms
  Sample Rate: 37.0ms/sample (auto-detected)
  Delay Offset: 3 samples
  Conflicts Downgraded: 5 (high→low due to strong EGO + delay model)
Total raw frames analyzed: 11921
Fuel cut frames removed: 3211
Post-AE cooldown frames: 198
v11 Diagnostics: AE Report=15 events, Ignition=OK (COP), EGO Clamps=1637 total