VE Tuning Customer Report

Generated 6/7/2026, 8:23:48 AM · Tool v15.76.0
Customer: rwyatt365

Summary

TUNING REPORT — SUMMARY
Generated: 6/7/2026, 8:23:48 AM
Tool: VE Table AFR Analysis v15.76.0 (build 2026-06-03)
Source log: ve_diagnostics_2026-06-07(1)(4).txt
=====================================================================================

WARNINGS / NOTES
-------------------------------------------------------------------------------------
ℹ️ INFO: 14 cells had AFR data but insufficient valid samples after filtering — not used for correction. Drive these operating ranges more on the next log to convert them into actionable corrections.
-------------------------------------------------------------------------------------

OVERVIEW
-------------------------------------------------------------------------------------
Cells corrected:               55
  Direction:                   0 LEAN (added fuel) / 54 RICH (pulled fuel)
  Total |VE| change applied:   69.6 VE points
  HIGH confidence (≥30 samples): 5
  MED  confidence (10-29):       10
  LOW  confidence (1-9):         40  ← verify these with more driving

Cells with qualified data (≥5 samples): 33
Cells with EGO clamp >5%:               0

CONTENT OF THIS REPORT
-------------------------------------------------------------------------------------
  Corrections          — every cell that received a VE change, with confidence tier
  EGO Clamp            — cells where EGO authority maxed out (corrections understated)
  AFR vs Target        — measured vs commanded AFR for every cell with data
  Verification         — low-confidence cells + uncovered regions + next steps
  Coverage Visuals     — heatmaps of hits, coverage, and VE changes (HTML report only)

Corrections Applied

CORRECTIONS APPLIED
Generated: 6/7/2026, 8:23:48 AM
Tool: VE Table AFR Analysis v15.76.0 (build 2026-06-03)
Source log: ve_diagnostics_2026-06-07(1)(4).txt
=====================================================================================

WARNINGS / NOTES
-------------------------------------------------------------------------------------
ℹ️ INFO: 14 cells had AFR data but insufficient valid samples after filtering — not used for correction. Drive these operating ranges more on the next log to convert them into actionable corrections.
-------------------------------------------------------------------------------------

Cells corrected: 55  (0 LEAN added fuel, 54 RICH removed fuel)
Total |VE| change applied: 69.6 VE points across the table
Confidence: 5 HIGH (30+ samples), 10 MED (10-29), 40 LOW (1-9 — verify with more driving)

Cell            Status           EGO Trim           AFR Err   Before   After    Change   Samples(EGO/AFR)   Confidence
------------------------------------------------------------------------------------------------------------------------
6000 x 200      RICH             Pulling 0.6%       -0.63     122.6    122.3    -0.3     1.42/4             LOW
3600 x 185      RICH             Pulling 4.6%       -1.31     103.8    101.7    -2.1     0.65/1             LOW
4200 x 185      RICH             Pulling 4.6%       -1.31     108.4    105.5    -2.9     3.64/4             LOW
6000 x 185      RICH             Pulling 0.6%       -0.72     119.6    119.3    -0.3     1.3/3              LOW
3600 x 170      RICH             Pulling 3.8%       -1.31     94.6     93.3     -1.3     1.27/1             LOW
4200 x 170      RICH             Pulling 3.9%       -1.29     103.6    101.2    -2.4     5.11/5             LOW
5000 x 170      RICH             Pulling 3.7%       -1.08     109      106.6    -2.4     5.14/5             LOW
3600 x 152      RICH             Pulling 2.9%       -1.51     92.9     91.5     -1.4     1.89/2             LOW
4200 x 152      RICH             Pulling 3.0%       -1.11     98.2     96.4     -1.8     4.57/5             LOW
5000 x 152      RICH             Pulling 3.8%       -1.06     106.6    104.2    -2.4     8.94/9             LOW
5500 x 152      RICH             Pulling 3.4%       -0.83     112.1    109.9    -2.2     1.63/2             LOW
2800 x 140      RICH             Pulling 1.8%       -1.54     77.4     76.7     -0.7     0.53/1             LOW
3600 x 140      RICH             Pulling 2.5%       -1.55     88.2     86.9     -1.3     2.65/3             LOW
4200 x 140      RICH             Pulling 3.9%       -0.92     90.8     88.9     -1.9     4.75/5             LOW
5000 x 140      RICH (CRITICAL)  Pulling 5.2%       -0.68     100.2    97.2     -3.0     1.49/2             LOW
5500 x 140      RICH             Pulling 3.3%       -1.01     105.5    104      -1.5     0.91/1             LOW
2800 x 128      RICH             Pulling 1.2%       -1.45     75.3     74.9     -0.4     0.68/1             LOW
3600 x 128      RICH             Pulling 2.0%       -1.46     81.8     80.8     -1.0     2.94/3             LOW
4200 x 128      RICH             Pulling 1.3%       -1.11     83.4     82.8     -0.6     7.23/7             LOW
5000 x 128      RICH             Pulling 2.5%       -0.59     89.4     88.1     -1.3     1.78/2             LOW
2000 x 116      RICH             Pulling 4.3%       -0.41     74.7     72.8     -1.9     3.07/3             LOW
2800 x 116      RICH             Pulling 4.0%       -0.53     81.4     79.5     -1.9     6.48/7             LOW
3600 x 116      RICH             Pulling 3.7%       -1.38     86       84.1     -1.9     5.34/5             LOW
4200 x 116      RICH             Pulling 2.9%       -0.74     82.8     81.4     -1.4     5.56/6             LOW
5000 x 116      RICH             Pulling 2.7%       -0.53     87.3     85.9     -1.4     1.55/2             LOW
2000 x 108      RICH             Pulling 4.0%       -0.26     73       71.3     -1.7     4.59/5             LOW
2800 x 108      RICH             Pulling 3.6%       -0.47     78       76.4     -1.6     9.34/9             LOW
3600 x 108      RICH             Pulling 4.2%       -1.07     79       77.1     -1.9     13.68/14           MED
4200 x 108      RICH             Pulling 3.6%       -0.85     75.7     74.1     -1.6     11.11/11           MED
5000 x 108      RICH             Pulling 2.2%       -0.37     81.4     80.3     -1.1     0.73/1             LOW
2000 x 100      RICH             Pulling 2.8%       -0.30     69.6     68.5     -1.1     2.06/2             LOW
2800 x 100      RICH             Pulling 2.7%       -0.65     74.9     73.7     -1.2     5.92/6             LOW
3600 x 100      RICH             Pulling 3.5%       -0.88     77.7     76.1     -1.6     11.54/12           MED
4200 x 100      RICH             Pulling 3.0%       -0.67     74.1     72.8     -1.3     4.01/4             LOW
2000 x 92       RICH             Pulling 2.0%       -1.11     69.7     68.9     -0.8     1.55/2             LOW
2800 x 92       RICH             Pulling 2.3%       -1.07     73.7     72.7     -1.0     7.17/8             LOW
3600 x 92       RICH             Pulling 3.0%       -0.92     75       73.7     -1.3     18.16/19           MED
4200 x 92       RICH             Pulling 2.7%       -0.60     74.7     73.5     -1.2     13.14/13           MED
2000 x 80       RICH             Pulling 0.6%       -1.14     71.3     71       -0.3     1.43/1             LOW
2800 x 80       RICH             Pulling 2.0%       -0.64     72.6     72.6     0.0      80.39/81           HIGH
3600 x 80       RICH             Pulling 2.3%       -0.75     73.1     72.1     -1.0     64.24/67           HIGH
4200 x 80       RICH             Pulling 2.7%       -0.55     72.1     70.9     -1.2     18.29/19           MED
2800 x 60       RICH             Pulling 2.1%       -0.46     72.7     72.5     -0.2     138.74/140         HIGH
3600 x 60       RICH             Pulling 2.4%       -0.48     73.2     72.2     -1.0     95.7/97            HIGH
4200 x 60       RICH             Pulling 2.3%       -0.24     72       71       -1.0     25/27              MED
2800 x 45       RICH             Pulling 1.6%       -0.50     70.5     69.8     -0.7     8.06/9             LOW
3600 x 45       RICH             Pulling 3.0%       -0.57     71.8     70.5     -1.3     22.97/25           MED
4200 x 45       RICH             Pulling 3.0%       -0.33     71.1     69.9     -1.2     64.57/67           HIGH
5000 x 45       RICH             Pulling 1.0%       -0.05     69.9     69.5     -0.4     17.09/22           MED
5500 x 45       RICH             Pulling 1.4%       -0.17     70.7     70.1     -0.6     3.02/3             LOW
3600 x 35       RICH             Pulling 3.4%       -0.71     70.4     69       -1.4     0.88/2             LOW
4200 x 35       RICH             Pulling 1.9%       -0.53     70.2     69.4     -0.8     25.78/26           MED
5000 x 35       RICH             Pulling 1.3%       -0.28     70.8     70.3     -0.5     2.78/3             LOW
5500 x 35       RICH             Pulling 1.3%       -0.23     69.9     69.3     -0.6     0.64/1             LOW
4200 x 25       RICH             Pulling 0.9%       -0.54     65.9     65.6     -0.3     0.62/1             LOW

=====================================================================================
LEGEND
  Samples(EGO/AFR): EGO-effective frames / AFR weighted samples for this cell.
                    More samples = higher confidence in the recommended correction.
  Confidence:  HIGH (≥30 samples — trust the correction)
               MED  (10-29 — generally reliable)
               LOW  (1-9 samples — drive the operating range more and re-log to confirm)
  EGO Trim: live closed-loop correction the ECU was applying when the cell was hit.
  AFR Err: measured AFR minus target. Positive = LEAN (engine read too lean).

EGO Clamp Report

EGO CLAMP REPORT — CELLS HITTING AUTHORITY CEILING
Generated: 6/7/2026, 8:23:48 AM
Tool: VE Table AFR Analysis v15.76.0 (build 2026-06-03)
Source log: ve_diagnostics_2026-06-07(1)(4).txt
=====================================================================================

WARNINGS / NOTES
-------------------------------------------------------------------------------------
ℹ️ INFO: 14 cells had AFR data but insufficient valid samples after filtering — not used for correction. Drive these operating ranges more on the next log to convert them into actionable corrections.
-------------------------------------------------------------------------------------

No cells hit the EGO authority ceiling meaningfully on this log.
EGO had enough headroom everywhere it ran.

AFR vs Target

AFR vs TARGET REPORT
Generated: 6/7/2026, 8:23:48 AM
Tool: VE Table AFR Analysis v15.76.0 (build 2026-06-03)
Source log: ve_diagnostics_2026-06-07(1)(4).txt
=====================================================================================

WARNINGS / NOTES
-------------------------------------------------------------------------------------
ℹ️ INFO: 14 cells had AFR data but insufficient valid samples after filtering — not used for correction. Drive these operating ranges more on the next log to convert them into actionable corrections.
-------------------------------------------------------------------------------------

HOW TO READ THIS REPORT
-------------------------------------------------------------------------------------
Each row shows what the wideband measured (AFR Actual) and what the ECU's live
closed-loop trim was doing (EGO%) at that cell. When the two signals AGREE,
the tool follows them. When they DISAGREE, the tool follows EGO trim because:
  - EGO integrates over more frames and is more robust than a small AFR average
  - EGO is resistant to transient lean spikes (fuel-cut leak, AE smear)
  - A few outlier AFR samples can skew the average on low-sample cells

The Driver column makes this explicit:
  EGO ✓  = AFR and EGO pointed the same direction (or one was flat)
  EGO !  = AFR and EGO pointed OPPOSITE directions — tool followed EGO
           (for applied corrections, EGO drove the VE move; for OBSERVED cells,
            EGO drove the tier classification even with no correction applied)
  AFR    = no EGO data on this cell, tool used AFR only
  —      = neither signal had meaningful direction (both flat / no data)

Cells with AFR data: 69
  On target (|gap| ≤ 0.1): 4
  Lean (gap > +0.1):       0
  Rich (gap < -0.1):       65

Corrections applied where EGO & AFR agreed:    62
Corrections applied where EGO overrode AFR:    0  (marked "EGO !" below)

Weighted avg gap (by EGO samples): -0.593 AFR
Weighted avg |gap|:                 0.595 AFR
Total EGO frames across cells:      2612

Sorted by |gap| descending — worst deviations first.

Cell          Target  Actual  Gap     Min     Max     σ     Samples(EGO/AFR)   EGO%     Driver  Status          VE move
---------------------------------------------------------------------------------------------------------------------------------------
3600 x 140    13.82   12.27   -1.55   12.00   12.90   0.30  7/3*               -2.5%    EGO ✓   RICH            88.2→86.9 (-1.3)
2800 x 140    13.76   12.22   -1.54   12.00   12.40   0.14  4/1*               -1.8%    EGO ✓   RICH            77.4→76.7 (-0.7)
3600 x 152    13.42   11.92   -1.50   11.60   12.20   0.25  4/2*               -2.9%    EGO ✓   RICH            92.9→91.5 (-1.4)
5500 x 170    12.93   11.45   -1.48   11.30   12.10   0.36  4/1*               -0.1%    EGO ✓   GOOD            -
3600 x 128    13.91   12.45   -1.46   12.20   12.90   0.21  11/3*              -2.0%    EGO ✓   RICH            81.8→80.8 (-1.0)
2800 x 128    13.90   12.45   -1.45   12.20   12.60   0.15  3/1*               -1.2%    EGO ✓   RICH            75.3→74.9 (-0.4)
3600 x 116    13.99   12.61   -1.38   12.20   13.30   0.38  15/5               -3.7%    EGO ✓   RICH            86→84.1 (-1.9)
6000 x 170    12.80   11.43   -1.37   11.30   11.50   0.10  4/2*               -0.1%    EGO ✓   GOOD            -
3600 x 185    12.56   11.25   -1.31   11.20   11.50   0.13  3/1*               -4.6%    EGO ✓   RICH            103.8→101.7 (-2.1)
4200 x 185    12.60   11.29   -1.31   11.20   11.50   0.15  7/4*               -4.6%    EGO ✓   RICH            108.4→105.5 (-2.9)
3600 x 170    12.86   11.55   -1.31   11.20   11.90   0.29  2/1*               -3.8%    EGO ✓   RICH            94.6→93.3 (-1.3)
4200 x 170    13.04   11.75   -1.29   11.20   12.30   0.35  18/5               -3.9%    EGO ✓   RICH            103.6→101.2 (-2.4)
2000 x 80     14.46   13.33   -1.13   12.50   14.40   0.57  13/1*              -0.6%    EGO ✓   RICH            71.3→71 (-0.3)
2000 x 92     14.19   13.07   -1.12   12.50   14.00   0.38  9/2*               -2.0%    EGO ✓   RICH            69.7→68.9 (-0.8)
4200 x 152    13.28   12.17   -1.11   11.60   13.30   0.50  22/5               -3.0%    EGO ✓   RICH            98.2→96.4 (-1.8)
4200 x 128    13.93   12.82   -1.11   12.50   13.50   0.39  16/7               -1.3%    EGO ✓   RICH            83.4→82.8 (-0.6)
5000 x 170    13.11   12.03   -1.08   11.50   12.30   0.27  20/5               -3.7%    EGO ✓   RICH            109→106.6 (-2.4)
3600 x 108    14.00   12.93   -1.07   12.20   13.60   0.39  33/14              -4.1%    EGO ✓   RICH            79→77.1 (-1.9)
2800 x 92     14.33   13.26   -1.07   12.30   14.20   0.37  37/8               -2.3%    EGO ✓   RICH            73.7→72.7 (-1.0)
5000 x 152    13.32   12.26   -1.06   11.60   13.30   0.46  24/9               -3.8%    EGO ✓   RICH            106.6→104.2 (-2.4)
5500 x 185    12.34   11.30   -1.04   11.20   11.90   0.21  16/5               -0.2%    EGO ✓   GOOD            -
5500 x 140    13.53   12.52   -1.01   12.40   13.00   0.25  3/1*               -3.3%    EGO ✓   RICH            105.5→104 (-1.5)
5000 x 25     15.00   14.00   -1.00   14.00   14.60   0.28  2/1*               0.0%     EGO ✓   GOOD            -
5500 x 200    12.26   11.29   -0.97   11.20   11.90   0.23  16/5               -0.4%    EGO ✓   GOOD            -
3600 x 92     14.32   13.40   -0.92   12.30   14.20   0.33  63/19              -3.0%    EGO ✓   RICH            75→73.7 (-1.3)
4200 x 140    13.82   12.91   -0.91   11.60   13.30   0.45  12/5               -3.9%    EGO ✓   RICH            90.8→88.9 (-1.9)
3600 x 100    14.04   13.16   -0.88   12.30   13.80   0.30  38/12              -3.5%    EGO ✓   RICH            77.7→76.1 (-1.6)
1700 x 92     13.90   13.04   -0.86   13.00   13.20   0.12  3/1*               -0.4%    EGO ✓   GOOD            -
4200 x 108    14.00   13.15   -0.85   12.20   13.80   0.43  32/11              -3.6%    EGO ✓   RICH            75.7→74.1 (-1.6)
1700 x 100    13.90   13.06   -0.84   13.00   13.20   0.12  3/1*               -0.4%    EGO ✓   GOOD            -
5500 x 152    13.33   12.50   -0.83   11.50   13.00   0.48  5/2*               -3.4%    EGO ✓   RICH            112.1→109.9 (-2.2)
3600 x 80     14.48   13.72   -0.76   12.70   14.60   0.31  260/67             -2.3%    EGO ✓   RICH            73.1→72.1 (-1.0)
4200 x 116    13.99   13.24   -0.75   12.20   13.60   0.51  18/6               -2.9%    EGO ✓   RICH            82.8→81.4 (-1.4)
6000 x 185    12.30   11.58   -0.72   11.20   11.90   0.24  10/3*              -0.6%    EGO ✓   RICH            119.6→119.3 (-0.3)
3600 x 35     14.89   14.18   -0.71   14.00   14.60   0.16  7/2*               -3.4%    EGO ✓   RICH            70.4→69 (-1.4)
5000 x 140    13.71   13.03   -0.68   11.60   13.30   0.45  6/2*               -5.1%    EGO ✓   RICH (CRITICAL) 100.2→97.2 (-3.0)
4200 x 100    14.03   13.36   -0.67   12.50   13.80   0.31  18/4*              -3.0%    EGO ✓   RICH            74.1→72.8 (-1.3)
2800 x 100    14.00   13.35   -0.65   12.30   14.00   0.41  25/6               -2.7%    EGO ✓   RICH            74.9→73.7 (-1.2)
2800 x 80     14.49   13.85   -0.64   12.50   14.60   0.35  259/81             -2.0%    EGO ✓   RICH            72.6→72.6 (+0.0)
6000 x 200    12.22   11.59   -0.63   11.20   11.90   0.26  8/4*               -0.6%    EGO ✓   RICH            122.6→122.3 (-0.3)
5000 x 128    13.95   13.36   -0.59   12.60   13.50   0.37  8/2*               -2.4%    EGO ✓   RICH            89.4→88.1 (-1.3)
4200 x 92     14.29   13.70   -0.59   13.20   14.30   0.33  37/13              -2.7%    EGO ✓   RICH            74.7→73.5 (-1.2)
6500 x 200    12.21   11.63   -0.58   11.40   13.00   0.49  0/1*               -        —       RICH            -
3600 x 45     14.61   14.04   -0.57   13.30   14.70   0.27  112/25             -3.0%    EGO ✓   RICH            71.8→70.5 (-1.3)
4200 x 80     14.45   13.90   -0.55   13.20   14.90   0.43  73/19              -2.7%    EGO ✓   RICH            72.1→70.9 (-1.2)
4200 x 25     14.95   14.41   -0.54   14.00   14.60   0.18  6/1*               -0.9%    EGO ✓   RICH            65.9→65.6 (-0.3)
2800 x 116    13.93   13.40   -0.53   12.40   13.70   0.39  22/7               -4.0%    EGO ✓   RICH            81.4→79.5 (-1.9)
5000 x 116    13.99   13.46   -0.53   12.80   13.60   0.21  9/2*               -2.7%    EGO ✓   RICH            87.3→85.9 (-1.4)
4200 x 35     14.92   14.40   -0.52   14.00   14.80   0.20  59/26              -1.9%    EGO ✓   RICH            70.2→69.4 (-0.8)
2800 x 45     14.50   14.00   -0.50   13.30   14.40   0.28  71/9               -1.6%    EGO ✓   RICH            70.5→69.8 (-0.7)
3600 x 60     14.51   14.03   -0.48   13.30   14.70   0.28  367/97             -2.4%    EGO ✓   RICH            73.2→72.2 (-1.0)
2800 x 108    13.93   13.46   -0.47   12.50   14.00   0.34  33/9               -3.6%    EGO ✓   RICH            78→76.4 (-1.6)
2800 x 60     14.50   14.04   -0.46   12.50   14.60   0.30  309/140            -2.1%    EGO ✓   RICH            72.7→72.5 (-0.2)
6500 x 185    12.24   11.83   -0.41   11.40   13.00   0.50  0/1*               -        —       RICH            -
2000 x 116    13.90   13.49   -0.41   13.40   13.70   0.11  15/3*              -4.3%    EGO ✓   RICH            74.7→72.8 (-1.9)
5000 x 108    14.00   13.63   -0.37   13.40   13.80   0.13  6/1*               -2.2%    EGO ✓   RICH            81.4→80.3 (-1.1)
4200 x 45     14.76   14.43   -0.33   13.50   15.10   0.30  120/67             -3.0%    EGO ✓   RICH            71.1→69.9 (-1.2)
7000 x 200    12.27   11.96   -0.31   11.40   13.00   0.85  0/1*               -        —       RICH            -
2000 x 100    13.92   13.62   -0.30   12.90   14.00   0.42  14/2*              -2.8%    EGO ✓   RICH            69.6→68.5 (-1.1)
5000 x 35     14.99   14.71   -0.28   14.00   14.90   0.21  15/3*              -1.3%    EGO ✓   RICH            70.8→70.3 (-0.5)
2000 x 108    13.90   13.63   -0.27   13.40   14.00   0.24  24/5               -4.0%    EGO ✓   RICH            73→71.3 (-1.7)
4200 x 60     14.60   14.36   -0.24   13.40   15.10   0.40  103/27             -2.3%    EGO ✓   RICH            72→71 (-1.0)
5500 x 35     15.00   14.77   -0.23   14.00   14.90   0.23  7/1*               -1.3%    EGO ✓   RICH            69.9→69.3 (-0.6)
5000 x 92     14.28   14.10   -0.18   13.60   14.30   0.24  4/1*               +0.1%    —       GOOD            -
5500 x 45     14.95   14.78   -0.17   14.60   15.30   0.15  15/3*              -1.4%    EGO ✓   RICH            70.7→70.1 (-0.6)
5000 x 80     14.48   14.53   +0.05   13.90   14.90   0.21  30/10              -0.5%    —       GOOD            -
5000 x 45     14.85   14.80   -0.05   14.50   15.30   0.17  48/22              -1.0%    EGO ✓   RICH            69.9→69.5 (-0.4)
5000 x 60     14.65   14.63   -0.02   14.30   15.30   0.19  45/25              -0.4%    —       GOOD            -
7000 x 185    12.32   12.33   +0.01   11.40   13.00   0.72  0/2*               -        —       GOOD            -

=====================================================================================
LEGEND
  Gap = Actual - Target. Positive = LEAN, Negative = RICH.
  Min/Max/σ: AFR distribution across the log for this cell.
  Samples(EGO/AFR): EGO raw frames / AFR weighted samples.
                    * after sample count = AFR samples < 5 (average may not be reliable).
  EGO%: ECU live closed-loop trim direction and magnitude.
  Driver: signal that drove the correction (see header note above).
  Status: how the tool classified this cell.
  VE move: before → after applied (delta).

Verification & Next Steps

VERIFICATION & NEXT-STEP RECOMMENDATIONS
Generated: 6/7/2026, 8:23:48 AM
Tool: VE Table AFR Analysis v15.76.0 (build 2026-06-03)
Source log: ve_diagnostics_2026-06-07(1)(4).txt
=====================================================================================

WARNINGS / NOTES
-------------------------------------------------------------------------------------
ℹ️ INFO: 14 cells had AFR data but insufficient valid samples after filtering — not used for correction. Drive these operating ranges more on the next log to convert them into actionable corrections.
-------------------------------------------------------------------------------------

LOW-CONFIDENCE CELLS (drive these operating ranges and re-log to verify)
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40 cells received corrections based on <10 samples.
Recommended action: drive in these operating ranges, capture a fresh log, and re-run analysis.

Cell            Status           Samples(EGO/AFR)   Change     Suggested driving
--------------------------------------------------------------------------------------------------------------
5000 x 140      RICH (CRITICAL)  1.49/2             -3.0 VE    Boost region — WOT pulls on dyno or safe road around 5000 RPM
4200 x 185      RICH             3.64/4             -2.9 VE    Boost region — WOT pulls on dyno or safe road around 4200 RPM
4200 x 170      RICH             5.11/5             -2.4 VE    Boost region — WOT pulls on dyno or safe road around 4200 RPM
5000 x 170      RICH             5.14/5             -2.4 VE    Boost region — WOT pulls on dyno or safe road around 5000 RPM
5000 x 152      RICH             8.94/9             -2.4 VE    Boost region — WOT pulls on dyno or safe road around 5000 RPM
5500 x 152      RICH             1.63/2             -2.2 VE    Boost region — WOT pulls on dyno or safe road around 5500 RPM
3600 x 185      RICH             0.65/1             -2.1 VE    Boost region — WOT pulls on dyno or safe road around 3600 RPM
4200 x 140      RICH             4.75/5             -1.9 VE    Boost region — WOT pulls on dyno or safe road around 4200 RPM
2000 x 116      RICH             3.07/3             -1.9 VE    Heavy load / light boost — 3rd gear pulls around 2000 RPM
2800 x 116      RICH             6.48/7             -1.9 VE    Heavy load / light boost — 3rd gear pulls around 2800 RPM
3600 x 116      RICH             5.34/5             -1.9 VE    Heavy load / light boost — 3rd gear pulls around 3600 RPM
4200 x 152      RICH             4.57/5             -1.8 VE    Boost region — WOT pulls on dyno or safe road around 4200 RPM
2000 x 108      RICH             4.59/5             -1.7 VE    Heavy load / light boost — 3rd gear pulls around 2000 RPM
2800 x 108      RICH             9.34/9             -1.6 VE    Heavy load / light boost — 3rd gear pulls around 2800 RPM
5500 x 140      RICH             0.91/1             -1.5 VE    Boost region — WOT pulls on dyno or safe road around 5500 RPM
3600 x 152      RICH             1.89/2             -1.4 VE    Boost region — WOT pulls on dyno or safe road around 3600 RPM
4200 x 116      RICH             5.56/6             -1.4 VE    Heavy load / light boost — 3rd gear pulls around 4200 RPM
5000 x 116      RICH             1.55/2             -1.4 VE    Heavy load / light boost — 3rd gear pulls around 5000 RPM
3600 x 35       RICH             0.88/2             -1.4 VE    Steady cruise at low load — flat highway around 3600 RPM
3600 x 170      RICH             1.27/1             -1.3 VE    Boost region — WOT pulls on dyno or safe road around 3600 RPM
3600 x 140      RICH             2.65/3             -1.3 VE    Boost region — WOT pulls on dyno or safe road around 3600 RPM
5000 x 128      RICH             1.78/2             -1.3 VE    Heavy load / light boost — 3rd gear pulls around 5000 RPM
4200 x 100      RICH             4.01/4             -1.3 VE    Heavy load / light boost — 3rd gear pulls around 4200 RPM
2800 x 100      RICH             5.92/6             -1.2 VE    Heavy load / light boost — 3rd gear pulls around 2800 RPM
5000 x 108      RICH             0.73/1             -1.1 VE    Heavy load / light boost — 3rd gear pulls around 5000 RPM
2000 x 100      RICH             2.06/2             -1.1 VE    Heavy load / light boost — 3rd gear pulls around 2000 RPM
3600 x 128      RICH             2.94/3             -1.0 VE    Heavy load / light boost — 3rd gear pulls around 3600 RPM
2800 x 92       RICH             7.17/8             -1.0 VE    Moderate load — accelerating on highway around 2800 RPM
2000 x 92       RICH             1.55/2             -0.8 VE    Moderate load — accelerating on highway around 2000 RPM
2800 x 140      RICH             0.53/1             -0.7 VE    Boost region — WOT pulls on dyno or safe road around 2800 RPM
2800 x 45       RICH             8.06/9             -0.7 VE    Light load cruise — gentle hills, light throttle around 2800 RPM
4200 x 128      RICH             7.23/7             -0.6 VE    Heavy load / light boost — 3rd gear pulls around 4200 RPM
5500 x 45       RICH             3.02/3             -0.6 VE    Light load cruise — gentle hills, light throttle around 5500 RPM
5500 x 35       RICH             0.64/1             -0.6 VE    Steady cruise at low load — flat highway around 5500 RPM
5000 x 35       RICH             2.78/3             -0.5 VE    Steady cruise at low load — flat highway around 5000 RPM
2800 x 128      RICH             0.68/1             -0.4 VE    Heavy load / light boost — 3rd gear pulls around 2800 RPM
6000 x 200      RICH             1.42/4             -0.3 VE    Boost region — WOT pulls on dyno or safe road around 6000 RPM
6000 x 185      RICH             1.3/3              -0.3 VE    Boost region — WOT pulls on dyno or safe road around 6000 RPM
2000 x 80       RICH             1.43/1             -0.3 VE    Moderate load — accelerating on highway around 2000 RPM
4200 x 25       RICH             0.62/1             -0.3 VE    Steady cruise at low load — flat highway around 4200 RPM


UNCOVERED OPERATING REGIONS (no data — drive here next)
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  MAP 200 kPa, 3600–5000 RPM
  MAP 185 kPa, 5000 RPM
  MAP 170 kPa, 6500–7000 RPM
  MAP 152 kPa, 2800 RPM
  MAP 152 kPa, 6000–7000 RPM
  MAP 140 kPa, 6000–7000 RPM
  MAP 128 kPa, 5500–7000 RPM
  MAP 116 kPa, 5500–7000 RPM
  MAP 108 kPa, 5500–6000 RPM
  MAP 100 kPa, 5000–7000 RPM
  MAP 92 kPa, 1201–1400 RPM
  MAP 92 kPa, 5500–7000 RPM
  MAP 80 kPa, 1000–1700 RPM
  MAP 80 kPa, 5500–7000 RPM
  MAP 60 kPa, 1000–2000 RPM
  MAP 60 kPa, 5500–7000 RPM
  MAP 45 kPa, 900–2000 RPM
  MAP 45 kPa, 6000–7000 RPM
  MAP 35 kPa, 500–2800 RPM
  MAP 35 kPa, 6000–6500 RPM
  MAP 25 kPa, 500–3600 RPM
  MAP 25 kPa, 5500–6500 RPM


=====================================================================================
NEXT STEPS
  1. Apply the corrected MSQ to the car.
  2. Drive in the operating regions listed above — both low-confidence cells and uncovered regions.
  3. Capture a fresh log and send it back for the next tuning round.
  4. If EGO authority was exhausted, widen authority before the next log.

Tool & Log Diagnostics

TOOL & LOG DIAGNOSTICS
Generated: 6/7/2026, 8:23:48 AM
Tool: VE Table AFR Analysis v15.76.0 (build 2026-06-03)
Source log: ve_diagnostics_2026-06-07(1)(4).txt
=====================================================================================

WARNINGS / NOTES
-------------------------------------------------------------------------------------
ℹ️ INFO: 14 cells had AFR data but insufficient valid samples after filtering — not used for correction. Drive these operating ranges more on the next log to convert them into actionable corrections.
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WIDEBAND SENSOR
-------------------------------------------------------------------------------------
Saturation peg AFR:            15.90
Stability:                     ±0.00 AFR
Health classification:         STABLE
Measured AFR-vs-target bias:   -0.537 AFR

MAT CORRECTION
-------------------------------------------------------------------------------------
MAT range in log:              41.7°F
Air cor mean:                  100.46%
Air cor stdev:                 ±0.43

EGO/AFR AGREEMENT
-------------------------------------------------------------------------------------
Mean AFR error (measured-target):  -0.586 AFR
Mean EGO trim (deviation from 100%): -2.23%
Signs:                              AGREE

FUEL CORRECTION COMPONENTS
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Air (MAT):    100.7%
Baro:         100.0%
Warmup:       100.0%
EGO:          97.8%
Product:      98.5%

EGO SCATTER
-------------------------------------------------------------------------------------
Median:                        1.13%
Scatter threshold applied:     2.25%

Coverage Visuals

Table dimensions: 16 RPM × 16 MAP (256 cells) Cells the engine hit (any hits at all): 154 of 256 Cells with ≥5 valid samples (qualified): 33 Total valid samples across cells: 843 Cells with corrections applied: 55

1. Hits — Raw Frames

Where the engine actually spent time during this log, before any filtering. Dark cells = lots of time spent there.
71813422215403824106192228312513755551177538586816332527574814111116285374111743941033521130689688334143787103662142212113392202205962331212624511505345441926741225112131373128410672631181424415916235481548111822412237122622130032712615650494119883316881332152012993287266676164313269853201192912550090010001201140017002000280036004200500055006000650070007200225200185170152140128116108100928060453525RPM →MAP (kPa)
0 hits
low hits
high hits

Raw frame hits before filtering. Shows where the engine actually spent time during the log.

2. Coverage — Valid Samples After Gating

Cells with enough valid data to drive a confident correction. Red/yellow cells need more driving in those operating ranges.
54111453121551225921352113723756259141111261241281913118167191014097272592567223226311150090010001201140017002000280036004200500055006000650070007200225200185170152140128116108100928060453525RPM →MAP (kPa)
0 samples
1-4 (very low)
5-14 (low)
15-29 (medium)
30+ (high)

Valid samples after all filters/gates. ≥5 samples is the minimum threshold for confident corrections.

3. VE Changes Applied — Delta Map

Red = added VE (LEAN correction, more fuel). Blue = pulled VE (RICH correction, less fuel). Green dashed outlines mark cells with ≥5 samples (changes earned by direct evidence).
-0.3-2.1-2.9-0.3-1.3-2.4-2.4-1.4-1.8-2.4-2.2-0.7-1.3-1.9-3.0-1.5-0.4-1.0-0.6-1.3-1.9-1.9-1.9-1.4-1.4-1.7-1.6-1.9-1.6-1.1-1.1-1.2-1.6-1.3-0.8-1.0-1.3-1.2-0.30.0-1.0-1.2-0.2-1.0-1.0-0.7-1.3-1.2-0.4-0.6-1.4-0.8-0.5-0.6-0.350090010001201140017002000280036004200500055006000650070007200225200185170152140128116108100928060453525RPM →MAP (kPa)
no change
small LEAN add
large LEAN add
small RICH pull
large RICH pull
≥5 samples (earned)

VE changes applied. Green-dashed outlines mark cells with direct evidence; changes outside the outline came from smoothing.