diff --git a/assets/data/SOT/flightscope_SoT.csv b/assets/data/SOT/flightscope_SoT.csv
index a261135..eaf28db 100644
--- a/assets/data/SOT/flightscope_SoT.csv
+++ b/assets/data/SOT/flightscope_SoT.csv
@@ -1,7 +1,6 @@
 shot_name,filename,speed_mph,vla_deg,hla_deg,total_spin_rpm,spin_axis_deg,backspin_rpm,sidespin_rpm,carry_yd,total_yd,rollout_yd,apex_ft
 5iron,5iron.json,102.10,17.40,1.50,5391.0,12.30,5266.0,1151.0,138.1,142.2,0.0,59.6
 approach_mid_iron_test_shot,approach_mid_iron_test_shot.json,93.90,22.90,-2.60,5375.0,2.00,5375.0,0.0,125.8,128.5,0.0,69.3
-approach_test_shot,approach_test_shot.json,81.05,30.50,1.35,10489.8,5.74,10454.8,699.3,92.2,91.5,0.0,72.2
 bump_and_run,bump_and_run.json,58.27,15.57,-0.85,1850.1,2.31,1700.4,75.7,43.8,62,0.0,10.1
 bump_and_run_slow,bump_and_run_slow.json,30.27,15.57,-0.85,1850.1,2.31,1700.4,75.7,0.0,0.0,0.0,0.0
 bump_test_shot,bump_test_shot.json,78.27,5.57,-0.85,1850.1,2.31,1700.4,75.7,39,74,0.0,3.1
diff --git a/assets/data/approach_test_shot.json b/assets/data/approach_test_shot.json
deleted file mode 100644
index b061251..0000000
--- a/assets/data/approach_test_shot.json
+++ /dev/null
@@ -1,35 +0,0 @@
-{
-    "DeviceID": "PiTrac LM 0.1",
-    "Units": "Yards",
-    "ShotNumber": 13,
-    "APIversion": "1",
-    "BallData" : {
-    "Speed": 105,
-    "SpinAxis": -1.0,
-    "TotalSpin": 6825,
-    "BackSpin": 6825,
-    "SideSpin": 0,
-    "HLA": 8.0,
-    "VLA": 22.41,
-    "CarryDistance": 0.0
-    },
-    "ClubData": {
-        "Speed": 0.0,
-        "AngleOfAttack": 0.0,
-        "FaceToTarget": 0.0,
-        "Lie": 0.0,
-        "Loft": 0.0,
-        "Path": 0.0,
-        "SpeedAtImpact": 0.0,
-        "VerticalFaceImpact": 0.0,
-        "HorizontalFaceImpact": 0.0,
-        "ClosureRate": 0.0
-    },
-    "ShotDataOptions": {
-        "ContainsBallData": true,
-        "ContainsClubData": false,
-        "LaunchMonitorIsReady": true,
-        "LaunchMonitorBallDetected": true,
-        "IsHeartBeat": false
-    }
-}
diff --git a/assets/data/calibration/flightscope.csv b/assets/data/calibration/flightscope.csv
index 703e806..0fcc3f9 100644
--- a/assets/data/calibration/flightscope.csv
+++ b/assets/data/calibration/flightscope.csv
@@ -1,7 +1,6 @@
 shot_name,filename,speed_mph,vla_deg,hla_deg,total_spin_rpm,spin_axis_deg,backspin_rpm,sidespin_rpm,carry_yd,total_yd,rollout_yd,apex_ft
 5iron,5iron.json,102.10,17.40,1.50,5391.0,12.30,5266.0,1151.0,138.1,142.2,0.0,59.6
 approach_mid_iron_test_shot,approach_mid_iron_test_shot.json,93.90,22.90,-2.60,5375.0,2.00,5375.0,0.0,125.8,128.5,0.0,69.3
-approach_test_shot,approach_test_shot.json,81.05,30.50,1.35,10489.8,5.74,10454.8,699.3,92.2,91.5,0.0,72.2
 bump_and_run,bump_and_run.json,58.27,15.57,-0.85,1850.1,2.31,1700.4,75.7,43.8,62,0.0,10.1
 bump_and_run_slow,bump_and_run_slow.json,30.27,15.57,-0.85,1850.1,2.31,1700.4,75.7,0.0,0.0,0.0,0.0
 bump_test_shot,bump_test_shot.json,78.27,5.57,-0.85,1850.1,2.31,1700.4,75.7,39,74,0.0,3.1
@@ -40,3 +39,65 @@ s2_shot_24,shot_24.json,121.48,14.53,-11.23,3172.9,-6.80,3150.6,-375.5,183.0,192
 s2_shot_26,shot_26.json,116.97,18.42,-2.02,5035.4,9.70,4963.4,848.2,170.7,174.2,3.5,88.1
 s2_shot_27,shot_27.json,112.96,17.59,-2.26,4291.5,12.21,4194.4,907.8,164.5,169.6,5.1,73.6
 s2_shot_9,shot_9.json,94.41,20.07,2.40,4020.4,16.33,3858.1,1130.8,126.5,132.5,6.0,54.8
+s3_shot_3w_18,shot_3w_18.json,47.91,45.81,33.98,7491.0,30.00,6487.4,3745.5,0.0,0.0,0.0,0.0
+s3_shot_3w_19,shot_3w_19.json,121.33,5.59,-4.84,1661.5,-11.89,1625.9,-342.2,120.6,165.8,45.2,12.2
+s3_shot_3w_21,shot_3w_21.json,119.40,5.31,-3.43,1759.7,-10.46,1730.5,-319.5,114.6,160.5,45.9,10.9
+s3_shot_3w_22,shot_3w_22.json,108.89,5.62,-7.25,2500.8,-1.78,2499.6,-77.5,103.2,141.3,38.1,10.5
+s3_shot_3w_23,shot_3w_23.json,115.83,8.90,-0.78,2804.3,2.19,2802.2,107.3,147.7,170.9,23.2,28.0
+s3_shot_3w_24,shot_3w_24.json,123.42,6.29,-5.42,2751.6,-13.27,2678.1,-631.8,145.9,176.7,30.8,19.8
+s3_shot_5i_10,shot_5i_10.json,87.96,14.22,1.21,4064.7,8.41,4021.0,594.4,103.1,116.7,13.6,28.4
+s3_shot_5i_11,shot_5i_11.json,90.59,14.45,-0.21,3360.4,7.80,3329.3,456.2,108.8,124.1,15.3,29.8
+s3_shot_5i_12,shot_5i_12.json,74.19,10.23,-1.67,3321.4,15.75,3196.7,901.5,58.4,81.9,23.5,9.4
+s3_shot_5i_13,shot_5i_13.json,75.04,8.01,2.53,3921.4,3.42,3914.4,234.0,53.9,78.9,25.0,6.8
+s3_shot_5i_15,shot_5i_15.json,86.90,9.35,-4.02,2508.9,-4.94,2499.6,-216.2,78.6,106.6,28.0,12.1
+s3_shot_5i_16,shot_5i_16.json,97.99,9.13,-2.08,3775.9,1.68,3774.3,110.7,109.1,130.0,20.9,19.7
+s3_shot_5i_17,shot_5i_17.json,56.46,9.97,24.15,5178.3,29.12,4523.9,2519.7,30.6,46.9,16.3,4.5
+s3_shot_6i_35,shot_6i_35.json,80.55,15.35,-1.30,4667.1,-0.03,4667.1,-2.8,90.0,101.5,11.5,26.4
+s3_shot_6i_36,shot_6i_36.json,78.86,10.40,16.08,4166.0,25.12,3771.9,1768.7,67.8,89.1,21.3,11.8
+s3_shot_6i_37,shot_6i_37.json,82.57,10.16,11.01,3041.1,25.35,2748.4,1301.8,71.5,97.2,25.7,11.8
+s3_shot_6i_38,shot_6i_38.json,79.12,13.35,3.04,3186.9,11.59,3121.9,640.2,79.2,97.5,18.3,18.0
+s3_shot_6i_39,shot_6i_39.json,60.98,6.14,10.35,3284.8,22.03,3044.9,1232.2,24.0,47.3,23.3,2.1
+s3_shot_6i_40,shot_6i_40.json,62.11,6.80,27.01,2768.0,30.00,2397.2,1384.0,26.2,51.1,24.9,2.5
+s3_shot_6i_41,shot_6i_41.json,82.53,9.88,-2.28,2620.2,13.56,2547.1,614.5,71.3,97.9,26.6,11.3
+s3_shot_6i_42,shot_6i_42.json,77.19,13.14,-3.42,4057.2,4.14,4046.6,293.2,76.6,92.9,16.3,17.5
+s3_shot_6i_43,shot_6i_43.json,94.06,13.88,-4.68,4616.2,1.70,4614.2,137.0,117.3,128.6,11.3,35.0
+s3_shot_6i_44,shot_6i_44.json,114.96,9.46,-6.67,2314.5,15.10,2234.6,602.8,142.3,168.2,25.9,26.6
+s3_shot_6i_45,shot_6i_45.json,109.32,6.42,-9.00,2509.9,-10.87,2464.9,-473.5,109.6,145.4,35.8,12.9
+s3_shot_6i_46,shot_6i_46.json,116.33,13.65,0.34,3007.9,10.67,2955.8,557.1,167.3,179.3,12.0,51.6
+s3_shot_6i_47,shot_6i_47.json,99.48,14.78,-2.86,4810.7,4.69,4794.6,393.7,131.2,137.7,6.5,45.0
+s3_shot_6i_48,shot_6i_48.json,101.73,15.23,-3.03,4631.0,4.26,4618.2,344.4,137.1,143.5,6.4,48.9
+s3_shot_6i_49,shot_6i_49.json,71.25,7.70,16.05,2624.7,30.00,2273.0,1312.3,39.9,70.3,30.4,4.5
+s3_shot_6i_50,shot_6i_50.json,82.80,14.85,-1.42,3783.4,2.81,3778.8,185.4,93.2,107.4,14.2,25.6
+s3_shot_7i_25,shot_7i_25.json,83.34,13.18,2.98,3409.5,17.79,3246.5,1041.7,86.9,104.8,17.9,20.1
+s3_shot_7i_26,shot_7i_26.json,73.37,10.85,15.40,3560.9,30.00,3083.8,1780.4,56.6,79.3,22.7,9.6
+s3_shot_7i_27,shot_7i_27.json,93.74,17.06,-1.45,4611.6,2.63,4606.7,211.8,122.3,128.3,6.0,46.0
+s3_shot_7i_28,shot_7i_28.json,92.09,16.41,-3.60,4216.7,-0.44,4216.6,-32.4,117.9,125.6,7.7,40.6
+s3_shot_7i_29,shot_7i_29.json,107.59,13.82,-6.05,3633.3,4.72,3621.0,298.7,148.4,158.3,9.9,46.3
+s3_shot_7i_30,shot_7i_30.json,90.17,17.56,-3.83,4508.5,-0.21,4508.5,-16.5,115.4,121.7,6.3,43.1
+s3_shot_7i_31,shot_7i_31.json,76.36,17.52,-0.54,5122.2,1.84,5119.5,164.7,85.0,94.5,9.5,28.4
+s3_shot_7i_32,shot_7i_32.json,93.10,16.96,-1.03,3762.5,4.20,3752.4,275.6,121.2,129.8,8.6,42.5
+s3_shot_7i_33,shot_7i_33.json,92.36,16.96,-0.58,3851.7,2.81,3847.1,188.9,119.7,128.0,8.3,42.0
+s3_shot_7i_34,shot_7i_34.json,104.19,14.67,-4.63,4081.2,1.90,4079.0,135.0,142.5,150.6,8.1,48.2
+s3_shot_9i_1,shot_9i_1.json,88.98,15.10,-0.50,3563.2,11.26,3494.6,695.8,106.7,120.8,14.1,30.8
+s3_shot_9i_2,shot_9i_2.json,71.29,23.93,5.51,4085.5,8.31,4042.7,590.2,82.1,87.4,5.3,36.8
+s3_shot_9i_3,shot_9i_3.json,90.11,21.67,2.80,5243.0,11.20,5143.3,1018.1,117.3,120.7,3.4,57.7
+s3_shot_9i_5,shot_9i_5.json,84.02,19.37,3.82,5352.1,11.48,5245.0,1065.2,102.7,107.2,4.5,41.8
+s3_shot_9i_7,shot_9i_7.json,83.03,22.51,5.26,7008.5,9.70,6908.3,1181.2,101.1,102.6,1.5,51.5
+s3_shot_9i_8,shot_9i_8.json,92.21,21.95,-6.31,5042.3,0.73,5041.8,64.2,122.9,126.4,3.5,62.6
+s3_shot_9i_9,shot_9i_9.json,90.06,22.14,-3.09,5351.1,1.21,5349.9,113.3,118.1,121.1,3.0,60.1
+s3_shot_driver_51,shot_driver_51.json,116.17,21.74,2.17,6409.0,3.23,6398.8,360.7,162.9,164.3,1.4,108.7
+s3_shot_driver_52,shot_driver_52.json,102.11,31.33,3.09,8442.2,6.26,8391.8,921.1,124.5,124.1,-0.4,119.3
+s3_shot_driver_53,shot_driver_53.json,97.23,30.63,2.23,8925.8,5.99,8877.1,931.1,117.6,117.1,-0.5,105.8
+s3_shot_driver_54,shot_driver_54.json,121.50,12.88,-5.26,3410.9,-9.97,3359.4,-590.5,178.2,188.7,10.5,56.5
+s3_shot_driver_55,shot_driver_55.json,117.48,7.48,-8.33,2150.0,-27.19,1912.4,-982.4,125.6,161.8,36.2,17.2
+s3_shot_driver_56,shot_driver_56.json,118.70,17.12,-1.80,4553.8,2.81,4548.4,222.9,176.6,180.9,4.3,83.2
+s3_shot_driver_57,shot_driver_57.json,120.93,14.10,-5.16,1544.1,-7.96,1529.2,-213.7,177.6,197.0,19.4,50.9
+s3_shot_driver_58,shot_driver_58.json,119.27,23.59,2.48,7093.4,3.26,7081.9,403.5,163.2,163.9,0.7,125.7
+s3_shot_driver_59,shot_driver_59.json,80.96,44.91,8.87,6735.0,12.36,6578.8,1442.0,83.7,83.2,-0.5,107.8
+s3_shot_driver_60,shot_driver_60.json,107.39,11.67,-8.62,3268.6,-14.80,3160.1,-835.0,138.5,153.8,15.3,34.0
+s3_shot_pw_64,shot_pw_64.json,69.63,28.57,0.16,5327.2,5.10,5306.2,473.4,80.1,82.4,2.3,46.4
+s3_shot_pw_65,shot_pw_65.json,81.25,28.38,2.89,6959.4,9.38,6866.3,1134.7,98.5,99.4,0.9,65.6
+s3_shot_pw_66,shot_pw_66.json,75.71,27.32,-1.17,6605.0,3.99,6589.0,460.1,89.7,90.8,1.1,53.5
+s3_shot_pw_67,shot_pw_67.json,81.66,28.12,6.34,6509.6,12.74,6349.4,1435.1,100.0,101.1,1.1,65.0
+s3_shot_pw_68,shot_pw_68.json,88.55,23.37,-0.05,6637.4,6.04,6600.5,698.8,112.7,114.1,1.4,63.4
+s3_shot_pw_69,shot_pw_69.json,74.06,23.61,0.18,5880.4,8.45,5816.5,864.4,86.0,88.8,2.8,41.2
diff --git a/assets/data/calibration/history/iteration_023.json b/assets/data/calibration/history/iteration_023.json
new file mode 100644
index 0000000..ebad37a
--- /dev/null
+++ b/assets/data/calibration/history/iteration_023.json
@@ -0,0 +1,341 @@
+{
+  "iteration": 23,
+  "timestamp": "2026-03-13T15:08:17.411831",
+  "profile_overrides": {
+    "Flight": {
+      "HighLaunchDragVlaStartDeg": 26.0,
+      "HighLaunchDragVlaFullDeg": 33.0,
+      "HighLaunchDragBoostMax": 1.2,
+      "SpinDragProgressiveCapSrStart": 0.33,
+      "SpinDragProgressiveCapSrEnd": 0.5,
+      "SpinDragProgressiveCapBoostMax": 0.25,
+      "HighReMidSpinGain": 16.0,
+      "MidSpinClBoostSrStart": 0.17,
+      "MidSpinClBoostSrEnd": 0.31,
+      "MidSpinClBoostMax": 0.5
+    }
+  },
+  "summary": {
+    "pass": 8,
+    "moderate": 11,
+    "severe": 20,
+    "no_reference": 2
+  },
+  "per_shot": {
+    "5iron": {
+      "diff_carry_yd": 5.6,
+      "diff_total_yd": 12.1,
+      "diff_apex_ft": 5.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "approach_mid_iron_test_shot": {
+      "diff_carry_yd": 0.0,
+      "diff_total_yd": 7.9,
+      "diff_apex_ft": -4.7,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "approach_test_shot": {
+      "diff_carry_yd": 62.1,
+      "diff_total_yd": 74.5,
+      "diff_apex_ft": 10.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "bump_and_run": {
+      "diff_carry_yd": -9.1,
+      "diff_total_yd": -27.5,
+      "diff_apex_ft": -2.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "bump_and_run_slow": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "bump_test_shot": {
+      "diff_carry_yd": -2.1,
+      "diff_total_yd": 12.8,
+      "diff_apex_ft": -0.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "checked_test_shot": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": 1.1,
+      "diff_apex_ft": -8.7,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "chip_test_shot": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "drive_test_shot": {
+      "diff_carry_yd": 1.0,
+      "diff_total_yd": 0.8,
+      "diff_apex_ft": -0.6,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "driver1": {
+      "diff_carry_yd": 0.3,
+      "diff_total_yd": -25.7,
+      "diff_apex_ft": -0.7,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "driver2": {
+      "diff_carry_yd": 8.9,
+      "diff_total_yd": 8.6,
+      "diff_apex_ft": -2.7,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "driver3": {
+      "diff_carry_yd": 6.2,
+      "diff_total_yd": 23.3,
+      "diff_apex_ft": 21.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "driver4": {
+      "diff_carry_yd": 7.7,
+      "diff_total_yd": 16.3,
+      "diff_apex_ft": 4.4,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "flop_test_shot": {
+      "diff_carry_yd": 0.9,
+      "diff_total_yd": 2.8,
+      "diff_apex_ft": -7.6,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "p_wedge_shot_1": {
+      "diff_carry_yd": -4.3,
+      "diff_total_yd": 2.2,
+      "diff_apex_ft": -5.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s2_shot_10": {
+      "diff_carry_yd": 4.0,
+      "diff_total_yd": 10.7,
+      "diff_apex_ft": -5.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_11": {
+      "diff_carry_yd": -1.7,
+      "diff_total_yd": 2.0,
+      "diff_apex_ft": -4.4,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_12": {
+      "diff_carry_yd": 5.2,
+      "diff_total_yd": 9.5,
+      "diff_apex_ft": -5.1,
+      "status": "moderate",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_13": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 3.0,
+      "diff_apex_ft": -5.9,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_14": {
+      "diff_carry_yd": 0.2,
+      "diff_total_yd": 1.6,
+      "diff_apex_ft": -5.9,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_15": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": -12.3,
+      "diff_apex_ft": -1.9,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s2_shot_16": {
+      "diff_carry_yd": 0.4,
+      "diff_total_yd": 2.2,
+      "diff_apex_ft": -3.2,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_17": {
+      "diff_carry_yd": 7.2,
+      "diff_total_yd": 9.2,
+      "diff_apex_ft": -3.6,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_18": {
+      "diff_carry_yd": 5.1,
+      "diff_total_yd": 16.6,
+      "diff_apex_ft": 3.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_19": {
+      "diff_carry_yd": 3.3,
+      "diff_total_yd": -4.4,
+      "diff_apex_ft": -0.9,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_20": {
+      "diff_carry_yd": 7.2,
+      "diff_total_yd": 11.1,
+      "diff_apex_ft": -1.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_21": {
+      "diff_carry_yd": 5.8,
+      "diff_total_yd": 28.8,
+      "diff_apex_ft": 1.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_22": {
+      "diff_carry_yd": 5.7,
+      "diff_total_yd": 3.5,
+      "diff_apex_ft": -1.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_23": {
+      "diff_carry_yd": 4.2,
+      "diff_total_yd": -18.9,
+      "diff_apex_ft": 0.1,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_24": {
+      "diff_carry_yd": 5.7,
+      "diff_total_yd": 2.7,
+      "diff_apex_ft": -1.6,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_26": {
+      "diff_carry_yd": 2.6,
+      "diff_total_yd": 23.1,
+      "diff_apex_ft": 24.2,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s2_shot_27": {
+      "diff_carry_yd": 3.6,
+      "diff_total_yd": 13.8,
+      "diff_apex_ft": 5.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_9": {
+      "diff_carry_yd": -2.8,
+      "diff_total_yd": 3.5,
+      "diff_apex_ft": 7.3,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "topped_test_shot": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": 13.9,
+      "diff_apex_ft": -0.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "wedge_shot_1": {
+      "diff_carry_yd": -5.1,
+      "diff_total_yd": -0.7,
+      "diff_apex_ft": -2.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_shot_2": {
+      "diff_carry_yd": -6.1,
+      "diff_total_yd": 2.7,
+      "diff_apex_ft": -4.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_test_shot": {
+      "diff_carry_yd": -5.0,
+      "diff_total_yd": 3.6,
+      "diff_apex_ft": -3.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_test_shot2": {
+      "diff_carry_yd": -5.4,
+      "diff_total_yd": 3.1,
+      "diff_apex_ft": -2.0,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wood1": {
+      "diff_carry_yd": 12.7,
+      "diff_total_yd": -3.2,
+      "diff_apex_ft": 3.2,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "wood2": {
+      "diff_carry_yd": 4.8,
+      "diff_total_yd": 0.7,
+      "diff_apex_ft": -1.6,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "wood_low_test_shot": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 22.9,
+      "diff_apex_ft": 0.4,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    }
+  },
+  "regressions": [
+    {
+      "shot": "approach_test_shot",
+      "was": "pass",
+      "now": "severe",
+      "prev_total_diff": 1.8,
+      "curr_total_diff": 74.5
+    }
+  ],
+  "conflicts": [
+    "Bounce.FlightTangentialRetentionBase",
+    "Bounce.FlightSpinFactorMin",
+    "Bounce.FlightSpinFactorDivisor",
+    "Rollout.MidSpinMultiplierMax",
+    "Rollout.HighSpinMultiplierMax",
+    "Rollout.FrictionBlendSpeed",
+    "KineticFrictionMultiplier",
+    "Bounce.RolloutHighSpinRetention",
+    "Bounce.CorBaseA",
+    "Rollout.LowSpinMultiplierMax",
+    "Rollout.LowSpinThreshold",
+    "RollingFrictionMultiplier",
+    "Bounce.RolloutLowSpinRetention",
+    "Flight.ClMaxBase",
+    "Flight.CdMin",
+    "DragScaleMultiplier",
+    "LiftScaleMultiplier"
+  ]
+}
diff --git a/assets/data/calibration/history/iteration_024.json b/assets/data/calibration/history/iteration_024.json
new file mode 100644
index 0000000..dbd2dfe
--- /dev/null
+++ b/assets/data/calibration/history/iteration_024.json
@@ -0,0 +1,333 @@
+{
+  "iteration": 24,
+  "timestamp": "2026-03-13T15:21:02.289795",
+  "profile_overrides": {
+    "Flight": {
+      "HighLaunchDragVlaStartDeg": 26.0,
+      "HighLaunchDragVlaFullDeg": 33.0,
+      "HighLaunchDragBoostMax": 1.2,
+      "SpinDragProgressiveCapSrStart": 0.33,
+      "SpinDragProgressiveCapSrEnd": 0.5,
+      "SpinDragProgressiveCapBoostMax": 0.25,
+      "HighReMidSpinGain": 16.0,
+      "MidSpinClBoostSrStart": 0.17,
+      "MidSpinClBoostSrEnd": 0.31,
+      "MidSpinClBoostMax": 0.5
+    }
+  },
+  "summary": {
+    "pass": 8,
+    "moderate": 11,
+    "severe": 20,
+    "no_reference": 2
+  },
+  "per_shot": {
+    "5iron": {
+      "diff_carry_yd": 5.6,
+      "diff_total_yd": 12.1,
+      "diff_apex_ft": 5.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "approach_mid_iron_test_shot": {
+      "diff_carry_yd": 0.0,
+      "diff_total_yd": 7.9,
+      "diff_apex_ft": -4.7,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "approach_test_shot": {
+      "diff_carry_yd": 62.1,
+      "diff_total_yd": 74.5,
+      "diff_apex_ft": 10.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "bump_and_run": {
+      "diff_carry_yd": -9.1,
+      "diff_total_yd": -27.5,
+      "diff_apex_ft": -2.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "bump_and_run_slow": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "bump_test_shot": {
+      "diff_carry_yd": -2.1,
+      "diff_total_yd": 12.8,
+      "diff_apex_ft": -0.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "checked_test_shot": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": 1.1,
+      "diff_apex_ft": -8.7,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "chip_test_shot": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "drive_test_shot": {
+      "diff_carry_yd": 1.0,
+      "diff_total_yd": 0.8,
+      "diff_apex_ft": -0.6,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "driver1": {
+      "diff_carry_yd": 0.3,
+      "diff_total_yd": -25.7,
+      "diff_apex_ft": -0.7,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "driver2": {
+      "diff_carry_yd": 8.9,
+      "diff_total_yd": 8.6,
+      "diff_apex_ft": -2.7,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "driver3": {
+      "diff_carry_yd": 6.2,
+      "diff_total_yd": 23.3,
+      "diff_apex_ft": 21.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "driver4": {
+      "diff_carry_yd": 7.7,
+      "diff_total_yd": 16.3,
+      "diff_apex_ft": 4.4,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "flop_test_shot": {
+      "diff_carry_yd": 0.9,
+      "diff_total_yd": 2.8,
+      "diff_apex_ft": -7.6,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "p_wedge_shot_1": {
+      "diff_carry_yd": -4.3,
+      "diff_total_yd": 2.2,
+      "diff_apex_ft": -5.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s2_shot_10": {
+      "diff_carry_yd": 4.0,
+      "diff_total_yd": 10.7,
+      "diff_apex_ft": -5.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_11": {
+      "diff_carry_yd": -1.7,
+      "diff_total_yd": 2.0,
+      "diff_apex_ft": -4.4,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_12": {
+      "diff_carry_yd": 5.2,
+      "diff_total_yd": 9.5,
+      "diff_apex_ft": -5.1,
+      "status": "moderate",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_13": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 3.0,
+      "diff_apex_ft": -5.9,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_14": {
+      "diff_carry_yd": 0.2,
+      "diff_total_yd": 1.6,
+      "diff_apex_ft": -5.9,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_15": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": -12.3,
+      "diff_apex_ft": -1.9,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s2_shot_16": {
+      "diff_carry_yd": 0.4,
+      "diff_total_yd": 2.2,
+      "diff_apex_ft": -3.2,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_17": {
+      "diff_carry_yd": 7.2,
+      "diff_total_yd": 9.2,
+      "diff_apex_ft": -3.6,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_18": {
+      "diff_carry_yd": 5.1,
+      "diff_total_yd": 16.6,
+      "diff_apex_ft": 3.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_19": {
+      "diff_carry_yd": 3.3,
+      "diff_total_yd": -4.4,
+      "diff_apex_ft": -0.9,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_20": {
+      "diff_carry_yd": 7.2,
+      "diff_total_yd": 11.1,
+      "diff_apex_ft": -1.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_21": {
+      "diff_carry_yd": 5.8,
+      "diff_total_yd": 28.8,
+      "diff_apex_ft": 1.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_22": {
+      "diff_carry_yd": 5.7,
+      "diff_total_yd": 3.5,
+      "diff_apex_ft": -1.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_23": {
+      "diff_carry_yd": 4.2,
+      "diff_total_yd": -18.9,
+      "diff_apex_ft": 0.1,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_24": {
+      "diff_carry_yd": 5.7,
+      "diff_total_yd": 2.7,
+      "diff_apex_ft": -1.6,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_26": {
+      "diff_carry_yd": 2.6,
+      "diff_total_yd": 23.1,
+      "diff_apex_ft": 24.2,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s2_shot_27": {
+      "diff_carry_yd": 3.6,
+      "diff_total_yd": 13.8,
+      "diff_apex_ft": 5.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_9": {
+      "diff_carry_yd": -2.8,
+      "diff_total_yd": 3.5,
+      "diff_apex_ft": 7.3,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "topped_test_shot": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": 13.9,
+      "diff_apex_ft": -0.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "wedge_shot_1": {
+      "diff_carry_yd": -5.1,
+      "diff_total_yd": -0.7,
+      "diff_apex_ft": -2.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_shot_2": {
+      "diff_carry_yd": -6.1,
+      "diff_total_yd": 2.7,
+      "diff_apex_ft": -4.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_test_shot": {
+      "diff_carry_yd": -5.0,
+      "diff_total_yd": 3.6,
+      "diff_apex_ft": -3.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_test_shot2": {
+      "diff_carry_yd": -5.4,
+      "diff_total_yd": 3.1,
+      "diff_apex_ft": -2.0,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wood1": {
+      "diff_carry_yd": 12.7,
+      "diff_total_yd": -3.2,
+      "diff_apex_ft": 3.2,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "wood2": {
+      "diff_carry_yd": 4.8,
+      "diff_total_yd": 0.7,
+      "diff_apex_ft": -1.6,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "wood_low_test_shot": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 22.9,
+      "diff_apex_ft": 0.4,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    }
+  },
+  "regressions": [],
+  "conflicts": [
+    "Bounce.FlightTangentialRetentionBase",
+    "Bounce.FlightSpinFactorMin",
+    "Bounce.FlightSpinFactorDivisor",
+    "Rollout.MidSpinMultiplierMax",
+    "Rollout.HighSpinMultiplierMax",
+    "Rollout.FrictionBlendSpeed",
+    "KineticFrictionMultiplier",
+    "Bounce.RolloutHighSpinRetention",
+    "Bounce.CorBaseA",
+    "Rollout.LowSpinMultiplierMax",
+    "Rollout.LowSpinThreshold",
+    "RollingFrictionMultiplier",
+    "Bounce.RolloutLowSpinRetention",
+    "Flight.ClMaxBase",
+    "Flight.CdMin",
+    "DragScaleMultiplier",
+    "LiftScaleMultiplier"
+  ]
+}
diff --git a/assets/data/calibration/history/iteration_025.json b/assets/data/calibration/history/iteration_025.json
new file mode 100644
index 0000000..602ec92
--- /dev/null
+++ b/assets/data/calibration/history/iteration_025.json
@@ -0,0 +1,320 @@
+{
+  "iteration": 25,
+  "timestamp": "2026-03-13T17:50:08.360891",
+  "profile_overrides": {},
+  "summary": {
+    "pass": 8,
+    "moderate": 11,
+    "severe": 20,
+    "no_reference": 2
+  },
+  "per_shot": {
+    "5iron": {
+      "diff_carry_yd": 5.6,
+      "diff_total_yd": 12.1,
+      "diff_apex_ft": 5.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "approach_mid_iron_test_shot": {
+      "diff_carry_yd": 0.0,
+      "diff_total_yd": 7.9,
+      "diff_apex_ft": -4.7,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "approach_test_shot": {
+      "diff_carry_yd": 62.1,
+      "diff_total_yd": 74.5,
+      "diff_apex_ft": 10.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "bump_and_run": {
+      "diff_carry_yd": -9.1,
+      "diff_total_yd": -27.5,
+      "diff_apex_ft": -2.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "bump_and_run_slow": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "bump_test_shot": {
+      "diff_carry_yd": -2.1,
+      "diff_total_yd": 12.8,
+      "diff_apex_ft": -0.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "checked_test_shot": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": 1.1,
+      "diff_apex_ft": -8.7,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "chip_test_shot": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "drive_test_shot": {
+      "diff_carry_yd": 1.0,
+      "diff_total_yd": 0.8,
+      "diff_apex_ft": -0.6,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "driver1": {
+      "diff_carry_yd": 0.3,
+      "diff_total_yd": -25.7,
+      "diff_apex_ft": -0.7,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "driver2": {
+      "diff_carry_yd": 8.9,
+      "diff_total_yd": 8.6,
+      "diff_apex_ft": -2.7,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "driver3": {
+      "diff_carry_yd": 6.2,
+      "diff_total_yd": 23.3,
+      "diff_apex_ft": 21.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "driver4": {
+      "diff_carry_yd": 7.7,
+      "diff_total_yd": 16.3,
+      "diff_apex_ft": 4.4,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "flop_test_shot": {
+      "diff_carry_yd": 0.9,
+      "diff_total_yd": 2.8,
+      "diff_apex_ft": -7.6,
+      "status": "pass",
+      "error_pattern": null
+    },
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+      "diff_carry_yd": -4.3,
+      "diff_total_yd": 2.2,
+      "diff_apex_ft": -5.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s2_shot_10": {
+      "diff_carry_yd": 4.0,
+      "diff_total_yd": 10.7,
+      "diff_apex_ft": -5.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_11": {
+      "diff_carry_yd": -1.7,
+      "diff_total_yd": 2.0,
+      "diff_apex_ft": -4.4,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_12": {
+      "diff_carry_yd": 5.2,
+      "diff_total_yd": 9.5,
+      "diff_apex_ft": -5.1,
+      "status": "moderate",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_13": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 3.0,
+      "diff_apex_ft": -5.9,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_14": {
+      "diff_carry_yd": 0.2,
+      "diff_total_yd": 1.6,
+      "diff_apex_ft": -5.9,
+      "status": "pass",
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+    },
+    "s2_shot_15": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": -12.3,
+      "diff_apex_ft": -1.9,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s2_shot_16": {
+      "diff_carry_yd": 0.4,
+      "diff_total_yd": 2.2,
+      "diff_apex_ft": -3.2,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_17": {
+      "diff_carry_yd": 7.2,
+      "diff_total_yd": 9.2,
+      "diff_apex_ft": -3.6,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_18": {
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+      "diff_total_yd": 16.6,
+      "diff_apex_ft": 3.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_19": {
+      "diff_carry_yd": 3.3,
+      "diff_total_yd": -4.4,
+      "diff_apex_ft": -0.9,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_20": {
+      "diff_carry_yd": 7.2,
+      "diff_total_yd": 11.1,
+      "diff_apex_ft": -1.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_21": {
+      "diff_carry_yd": 5.8,
+      "diff_total_yd": 28.8,
+      "diff_apex_ft": 1.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_22": {
+      "diff_carry_yd": 5.7,
+      "diff_total_yd": 3.5,
+      "diff_apex_ft": -1.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_23": {
+      "diff_carry_yd": 4.2,
+      "diff_total_yd": -18.9,
+      "diff_apex_ft": 0.1,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_24": {
+      "diff_carry_yd": 5.7,
+      "diff_total_yd": 2.7,
+      "diff_apex_ft": -1.6,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_26": {
+      "diff_carry_yd": 2.6,
+      "diff_total_yd": 23.1,
+      "diff_apex_ft": 24.2,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s2_shot_27": {
+      "diff_carry_yd": 3.6,
+      "diff_total_yd": 13.8,
+      "diff_apex_ft": 5.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_9": {
+      "diff_carry_yd": -2.8,
+      "diff_total_yd": 3.5,
+      "diff_apex_ft": 7.3,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "topped_test_shot": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": 13.9,
+      "diff_apex_ft": -0.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "wedge_shot_1": {
+      "diff_carry_yd": -5.1,
+      "diff_total_yd": -0.7,
+      "diff_apex_ft": -2.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_shot_2": {
+      "diff_carry_yd": -6.1,
+      "diff_total_yd": 2.7,
+      "diff_apex_ft": -4.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_test_shot": {
+      "diff_carry_yd": -5.0,
+      "diff_total_yd": 3.6,
+      "diff_apex_ft": -3.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_test_shot2": {
+      "diff_carry_yd": -5.4,
+      "diff_total_yd": 3.1,
+      "diff_apex_ft": -2.0,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wood1": {
+      "diff_carry_yd": 12.7,
+      "diff_total_yd": -3.2,
+      "diff_apex_ft": 3.2,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "wood2": {
+      "diff_carry_yd": 4.8,
+      "diff_total_yd": 0.7,
+      "diff_apex_ft": -1.6,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "wood_low_test_shot": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 22.9,
+      "diff_apex_ft": 0.4,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    }
+  },
+  "regressions": [],
+  "conflicts": [
+    "Bounce.FlightTangentialRetentionBase",
+    "Bounce.FlightSpinFactorMin",
+    "Bounce.FlightSpinFactorDivisor",
+    "Rollout.MidSpinMultiplierMax",
+    "Rollout.HighSpinMultiplierMax",
+    "Rollout.FrictionBlendSpeed",
+    "KineticFrictionMultiplier",
+    "Bounce.RolloutHighSpinRetention",
+    "Bounce.CorBaseA",
+    "Rollout.LowSpinMultiplierMax",
+    "Rollout.LowSpinThreshold",
+    "RollingFrictionMultiplier",
+    "Bounce.RolloutLowSpinRetention",
+    "Flight.ClMaxBase",
+    "Flight.CdMin",
+    "DragScaleMultiplier",
+    "LiftScaleMultiplier"
+  ]
+}
diff --git a/assets/data/calibration/history/iteration_026.json b/assets/data/calibration/history/iteration_026.json
new file mode 100644
index 0000000..82403e7
--- /dev/null
+++ b/assets/data/calibration/history/iteration_026.json
@@ -0,0 +1,320 @@
+{
+  "iteration": 26,
+  "timestamp": "2026-03-13T17:56:13.484174",
+  "profile_overrides": {},
+  "summary": {
+    "pass": 8,
+    "moderate": 11,
+    "severe": 20,
+    "no_reference": 2
+  },
+  "per_shot": {
+    "5iron": {
+      "diff_carry_yd": 5.6,
+      "diff_total_yd": 12.1,
+      "diff_apex_ft": 5.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "approach_mid_iron_test_shot": {
+      "diff_carry_yd": 0.0,
+      "diff_total_yd": 7.9,
+      "diff_apex_ft": -4.7,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "approach_test_shot": {
+      "diff_carry_yd": 62.1,
+      "diff_total_yd": 74.5,
+      "diff_apex_ft": 10.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "bump_and_run": {
+      "diff_carry_yd": -9.1,
+      "diff_total_yd": -27.5,
+      "diff_apex_ft": -2.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "bump_and_run_slow": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "bump_test_shot": {
+      "diff_carry_yd": -2.1,
+      "diff_total_yd": 12.8,
+      "diff_apex_ft": -0.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "checked_test_shot": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": 1.1,
+      "diff_apex_ft": -8.7,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "chip_test_shot": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "drive_test_shot": {
+      "diff_carry_yd": 1.0,
+      "diff_total_yd": 0.8,
+      "diff_apex_ft": -0.6,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "driver1": {
+      "diff_carry_yd": 0.3,
+      "diff_total_yd": -25.7,
+      "diff_apex_ft": -0.7,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "driver2": {
+      "diff_carry_yd": 8.9,
+      "diff_total_yd": 8.6,
+      "diff_apex_ft": -2.7,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "driver3": {
+      "diff_carry_yd": 6.2,
+      "diff_total_yd": 23.3,
+      "diff_apex_ft": 21.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "driver4": {
+      "diff_carry_yd": 7.7,
+      "diff_total_yd": 16.3,
+      "diff_apex_ft": 4.4,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "flop_test_shot": {
+      "diff_carry_yd": 0.9,
+      "diff_total_yd": 2.8,
+      "diff_apex_ft": -7.6,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "p_wedge_shot_1": {
+      "diff_carry_yd": -4.3,
+      "diff_total_yd": 2.2,
+      "diff_apex_ft": -5.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s2_shot_10": {
+      "diff_carry_yd": 4.0,
+      "diff_total_yd": 10.7,
+      "diff_apex_ft": -5.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_11": {
+      "diff_carry_yd": -1.7,
+      "diff_total_yd": 2.0,
+      "diff_apex_ft": -4.4,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_12": {
+      "diff_carry_yd": 5.2,
+      "diff_total_yd": 9.5,
+      "diff_apex_ft": -5.1,
+      "status": "moderate",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_13": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 3.0,
+      "diff_apex_ft": -5.9,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_14": {
+      "diff_carry_yd": 0.2,
+      "diff_total_yd": 1.6,
+      "diff_apex_ft": -5.9,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_15": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": -12.3,
+      "diff_apex_ft": -1.9,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s2_shot_16": {
+      "diff_carry_yd": 0.4,
+      "diff_total_yd": 2.2,
+      "diff_apex_ft": -3.2,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_17": {
+      "diff_carry_yd": 7.2,
+      "diff_total_yd": 9.2,
+      "diff_apex_ft": -3.6,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_18": {
+      "diff_carry_yd": 5.1,
+      "diff_total_yd": 16.6,
+      "diff_apex_ft": 3.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_19": {
+      "diff_carry_yd": 3.3,
+      "diff_total_yd": -4.4,
+      "diff_apex_ft": -0.9,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_20": {
+      "diff_carry_yd": 7.2,
+      "diff_total_yd": 11.1,
+      "diff_apex_ft": -1.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_21": {
+      "diff_carry_yd": 5.8,
+      "diff_total_yd": 28.8,
+      "diff_apex_ft": 1.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_22": {
+      "diff_carry_yd": 5.7,
+      "diff_total_yd": 3.5,
+      "diff_apex_ft": -1.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_23": {
+      "diff_carry_yd": 4.2,
+      "diff_total_yd": -18.9,
+      "diff_apex_ft": 0.1,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_24": {
+      "diff_carry_yd": 5.7,
+      "diff_total_yd": 2.7,
+      "diff_apex_ft": -1.6,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_26": {
+      "diff_carry_yd": 2.6,
+      "diff_total_yd": 23.1,
+      "diff_apex_ft": 24.2,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s2_shot_27": {
+      "diff_carry_yd": 3.6,
+      "diff_total_yd": 13.8,
+      "diff_apex_ft": 5.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_9": {
+      "diff_carry_yd": -2.8,
+      "diff_total_yd": 3.5,
+      "diff_apex_ft": 7.3,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "topped_test_shot": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": 13.9,
+      "diff_apex_ft": -0.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "wedge_shot_1": {
+      "diff_carry_yd": -5.1,
+      "diff_total_yd": -0.7,
+      "diff_apex_ft": -2.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_shot_2": {
+      "diff_carry_yd": -6.1,
+      "diff_total_yd": 2.7,
+      "diff_apex_ft": -4.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_test_shot": {
+      "diff_carry_yd": -5.0,
+      "diff_total_yd": 3.6,
+      "diff_apex_ft": -3.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_test_shot2": {
+      "diff_carry_yd": -5.4,
+      "diff_total_yd": 3.1,
+      "diff_apex_ft": -2.0,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wood1": {
+      "diff_carry_yd": 12.7,
+      "diff_total_yd": -3.2,
+      "diff_apex_ft": 3.2,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "wood2": {
+      "diff_carry_yd": 4.8,
+      "diff_total_yd": 0.7,
+      "diff_apex_ft": -1.6,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "wood_low_test_shot": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 22.9,
+      "diff_apex_ft": 0.4,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    }
+  },
+  "regressions": [],
+  "conflicts": [
+    "Bounce.FlightTangentialRetentionBase",
+    "Bounce.FlightSpinFactorMin",
+    "Bounce.FlightSpinFactorDivisor",
+    "Rollout.MidSpinMultiplierMax",
+    "Rollout.HighSpinMultiplierMax",
+    "Rollout.FrictionBlendSpeed",
+    "KineticFrictionMultiplier",
+    "Bounce.RolloutHighSpinRetention",
+    "Bounce.CorBaseA",
+    "Rollout.LowSpinMultiplierMax",
+    "Rollout.LowSpinThreshold",
+    "RollingFrictionMultiplier",
+    "Bounce.RolloutLowSpinRetention",
+    "Flight.ClMaxBase",
+    "Flight.CdMin",
+    "DragScaleMultiplier",
+    "LiftScaleMultiplier"
+  ]
+}
diff --git a/assets/data/calibration/history/iteration_027.json b/assets/data/calibration/history/iteration_027.json
new file mode 100644
index 0000000..c7d0a76
--- /dev/null
+++ b/assets/data/calibration/history/iteration_027.json
@@ -0,0 +1,320 @@
+{
+  "iteration": 27,
+  "timestamp": "2026-03-13T17:56:32.270799",
+  "profile_overrides": {},
+  "summary": {
+    "pass": 8,
+    "moderate": 11,
+    "severe": 20,
+    "no_reference": 2
+  },
+  "per_shot": {
+    "5iron": {
+      "diff_carry_yd": 5.6,
+      "diff_total_yd": 12.1,
+      "diff_apex_ft": 5.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "approach_mid_iron_test_shot": {
+      "diff_carry_yd": 0.0,
+      "diff_total_yd": 7.9,
+      "diff_apex_ft": -4.7,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "approach_test_shot": {
+      "diff_carry_yd": 62.1,
+      "diff_total_yd": 74.5,
+      "diff_apex_ft": 10.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "bump_and_run": {
+      "diff_carry_yd": -9.1,
+      "diff_total_yd": -27.5,
+      "diff_apex_ft": -2.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "bump_and_run_slow": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "bump_test_shot": {
+      "diff_carry_yd": -2.1,
+      "diff_total_yd": 12.8,
+      "diff_apex_ft": -0.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "checked_test_shot": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": 1.1,
+      "diff_apex_ft": -8.7,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "chip_test_shot": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "drive_test_shot": {
+      "diff_carry_yd": 1.0,
+      "diff_total_yd": 0.8,
+      "diff_apex_ft": -0.6,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "driver1": {
+      "diff_carry_yd": 0.3,
+      "diff_total_yd": -25.7,
+      "diff_apex_ft": -0.7,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "driver2": {
+      "diff_carry_yd": 8.9,
+      "diff_total_yd": 8.6,
+      "diff_apex_ft": -2.7,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "driver3": {
+      "diff_carry_yd": 6.2,
+      "diff_total_yd": 23.3,
+      "diff_apex_ft": 21.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "driver4": {
+      "diff_carry_yd": 7.7,
+      "diff_total_yd": 16.3,
+      "diff_apex_ft": 4.4,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "flop_test_shot": {
+      "diff_carry_yd": 0.9,
+      "diff_total_yd": 2.8,
+      "diff_apex_ft": -7.6,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "p_wedge_shot_1": {
+      "diff_carry_yd": -4.3,
+      "diff_total_yd": 2.2,
+      "diff_apex_ft": -5.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s2_shot_10": {
+      "diff_carry_yd": 4.0,
+      "diff_total_yd": 10.7,
+      "diff_apex_ft": -5.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_11": {
+      "diff_carry_yd": -1.7,
+      "diff_total_yd": 2.0,
+      "diff_apex_ft": -4.4,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_12": {
+      "diff_carry_yd": 5.2,
+      "diff_total_yd": 9.5,
+      "diff_apex_ft": -5.1,
+      "status": "moderate",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_13": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 3.0,
+      "diff_apex_ft": -5.9,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_14": {
+      "diff_carry_yd": 0.2,
+      "diff_total_yd": 1.6,
+      "diff_apex_ft": -5.9,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_15": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": -12.3,
+      "diff_apex_ft": -1.9,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s2_shot_16": {
+      "diff_carry_yd": 0.4,
+      "diff_total_yd": 2.2,
+      "diff_apex_ft": -3.2,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_17": {
+      "diff_carry_yd": 7.2,
+      "diff_total_yd": 9.2,
+      "diff_apex_ft": -3.6,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_18": {
+      "diff_carry_yd": 5.1,
+      "diff_total_yd": 16.6,
+      "diff_apex_ft": 3.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_19": {
+      "diff_carry_yd": 3.3,
+      "diff_total_yd": -4.4,
+      "diff_apex_ft": -0.9,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_20": {
+      "diff_carry_yd": 7.2,
+      "diff_total_yd": 11.1,
+      "diff_apex_ft": -1.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_21": {
+      "diff_carry_yd": 5.8,
+      "diff_total_yd": 28.8,
+      "diff_apex_ft": 1.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_22": {
+      "diff_carry_yd": 5.7,
+      "diff_total_yd": 3.5,
+      "diff_apex_ft": -1.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_23": {
+      "diff_carry_yd": 4.2,
+      "diff_total_yd": -18.9,
+      "diff_apex_ft": 0.1,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_24": {
+      "diff_carry_yd": 5.7,
+      "diff_total_yd": 2.7,
+      "diff_apex_ft": -1.6,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_26": {
+      "diff_carry_yd": 2.6,
+      "diff_total_yd": 23.1,
+      "diff_apex_ft": 24.2,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s2_shot_27": {
+      "diff_carry_yd": 3.6,
+      "diff_total_yd": 13.8,
+      "diff_apex_ft": 5.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_9": {
+      "diff_carry_yd": -2.8,
+      "diff_total_yd": 3.5,
+      "diff_apex_ft": 7.3,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "topped_test_shot": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": 13.9,
+      "diff_apex_ft": -0.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "wedge_shot_1": {
+      "diff_carry_yd": -5.1,
+      "diff_total_yd": -0.7,
+      "diff_apex_ft": -2.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_shot_2": {
+      "diff_carry_yd": -6.1,
+      "diff_total_yd": 2.7,
+      "diff_apex_ft": -4.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_test_shot": {
+      "diff_carry_yd": -5.0,
+      "diff_total_yd": 3.6,
+      "diff_apex_ft": -3.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_test_shot2": {
+      "diff_carry_yd": -5.4,
+      "diff_total_yd": 3.1,
+      "diff_apex_ft": -2.0,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wood1": {
+      "diff_carry_yd": 12.7,
+      "diff_total_yd": -3.2,
+      "diff_apex_ft": 3.2,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "wood2": {
+      "diff_carry_yd": 4.8,
+      "diff_total_yd": 0.7,
+      "diff_apex_ft": -1.6,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "wood_low_test_shot": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 22.9,
+      "diff_apex_ft": 0.4,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    }
+  },
+  "regressions": [],
+  "conflicts": [
+    "Bounce.FlightTangentialRetentionBase",
+    "Bounce.FlightSpinFactorMin",
+    "Bounce.FlightSpinFactorDivisor",
+    "Rollout.MidSpinMultiplierMax",
+    "Rollout.HighSpinMultiplierMax",
+    "Rollout.FrictionBlendSpeed",
+    "KineticFrictionMultiplier",
+    "Bounce.RolloutHighSpinRetention",
+    "Bounce.CorBaseA",
+    "Rollout.LowSpinMultiplierMax",
+    "Rollout.LowSpinThreshold",
+    "RollingFrictionMultiplier",
+    "Bounce.RolloutLowSpinRetention",
+    "Flight.ClMaxBase",
+    "Flight.CdMin",
+    "DragScaleMultiplier",
+    "LiftScaleMultiplier"
+  ]
+}
diff --git a/assets/data/calibration/history/iteration_028.json b/assets/data/calibration/history/iteration_028.json
new file mode 100644
index 0000000..5520376
--- /dev/null
+++ b/assets/data/calibration/history/iteration_028.json
@@ -0,0 +1,761 @@
+{
+  "iteration": 28,
+  "timestamp": "2026-03-13T18:00:04.478342",
+  "profile_overrides": {
+    "Flight": {
+      "HighLaunchDragVlaStartDeg": 26.0,
+      "HighLaunchDragVlaFullDeg": 33.0,
+      "HighLaunchDragBoostMax": 1.2,
+      "SpinDragProgressiveCapSrStart": 0.33,
+      "SpinDragProgressiveCapSrEnd": 0.5,
+      "SpinDragProgressiveCapBoostMax": 0.25,
+      "HighReMidSpinGain": 16.0,
+      "MidSpinClBoostSrStart": 0.17,
+      "MidSpinClBoostSrEnd": 0.31,
+      "MidSpinClBoostMax": 0.5
+    }
+  },
+  "summary": {
+    "pass": 20,
+    "moderate": 24,
+    "severe": 55,
+    "no_reference": 3
+  },
+  "per_shot": {
+    "5iron": {
+      "diff_carry_yd": 5.6,
+      "diff_total_yd": 12.1,
+      "diff_apex_ft": 5.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "approach_mid_iron_test_shot": {
+      "diff_carry_yd": 0.0,
+      "diff_total_yd": 7.9,
+      "diff_apex_ft": -4.7,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "bump_and_run": {
+      "diff_carry_yd": -9.1,
+      "diff_total_yd": -27.5,
+      "diff_apex_ft": -2.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "bump_and_run_slow": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "bump_test_shot": {
+      "diff_carry_yd": -2.1,
+      "diff_total_yd": 12.8,
+      "diff_apex_ft": -0.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "checked_test_shot": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": 1.1,
+      "diff_apex_ft": -8.7,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "chip_test_shot": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "drive_test_shot": {
+      "diff_carry_yd": 1.0,
+      "diff_total_yd": 0.8,
+      "diff_apex_ft": -0.6,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "driver1": {
+      "diff_carry_yd": 0.3,
+      "diff_total_yd": -25.7,
+      "diff_apex_ft": -0.7,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "driver2": {
+      "diff_carry_yd": 8.9,
+      "diff_total_yd": 8.6,
+      "diff_apex_ft": -2.7,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "driver3": {
+      "diff_carry_yd": 6.2,
+      "diff_total_yd": 23.3,
+      "diff_apex_ft": 21.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "driver4": {
+      "diff_carry_yd": 7.7,
+      "diff_total_yd": 16.3,
+      "diff_apex_ft": 4.4,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "flop_test_shot": {
+      "diff_carry_yd": 0.9,
+      "diff_total_yd": 2.8,
+      "diff_apex_ft": -7.6,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "p_wedge_shot_1": {
+      "diff_carry_yd": -4.3,
+      "diff_total_yd": 2.2,
+      "diff_apex_ft": -5.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s2_shot_10": {
+      "diff_carry_yd": 4.0,
+      "diff_total_yd": 10.7,
+      "diff_apex_ft": -5.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_11": {
+      "diff_carry_yd": -1.7,
+      "diff_total_yd": 2.0,
+      "diff_apex_ft": -4.4,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_12": {
+      "diff_carry_yd": 5.2,
+      "diff_total_yd": 9.5,
+      "diff_apex_ft": -5.1,
+      "status": "moderate",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_13": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 3.0,
+      "diff_apex_ft": -5.9,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_14": {
+      "diff_carry_yd": 0.2,
+      "diff_total_yd": 1.6,
+      "diff_apex_ft": -5.9,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_15": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": -12.3,
+      "diff_apex_ft": -1.9,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s2_shot_16": {
+      "diff_carry_yd": 0.4,
+      "diff_total_yd": 2.2,
+      "diff_apex_ft": -3.2,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_17": {
+      "diff_carry_yd": 7.2,
+      "diff_total_yd": 9.2,
+      "diff_apex_ft": -3.6,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_18": {
+      "diff_carry_yd": 5.1,
+      "diff_total_yd": 16.6,
+      "diff_apex_ft": 3.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_19": {
+      "diff_carry_yd": 3.3,
+      "diff_total_yd": -4.4,
+      "diff_apex_ft": -0.9,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_20": {
+      "diff_carry_yd": 7.2,
+      "diff_total_yd": 11.1,
+      "diff_apex_ft": -1.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_21": {
+      "diff_carry_yd": 5.8,
+      "diff_total_yd": 28.8,
+      "diff_apex_ft": 1.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_22": {
+      "diff_carry_yd": 5.7,
+      "diff_total_yd": 3.5,
+      "diff_apex_ft": -1.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_23": {
+      "diff_carry_yd": 4.2,
+      "diff_total_yd": -18.9,
+      "diff_apex_ft": 0.1,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_24": {
+      "diff_carry_yd": 5.7,
+      "diff_total_yd": 2.7,
+      "diff_apex_ft": -1.6,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_26": {
+      "diff_carry_yd": 2.6,
+      "diff_total_yd": 23.1,
+      "diff_apex_ft": 24.2,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s2_shot_27": {
+      "diff_carry_yd": 3.6,
+      "diff_total_yd": 13.8,
+      "diff_apex_ft": 5.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_9": {
+      "diff_carry_yd": -2.8,
+      "diff_total_yd": 3.5,
+      "diff_apex_ft": 7.3,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_3w_18": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_3w_19": {
+      "diff_carry_yd": -0.1,
+      "diff_total_yd": 16.7,
+      "diff_apex_ft": 0.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_3w_21": {
+      "diff_carry_yd": 1.1,
+      "diff_total_yd": 16.6,
+      "diff_apex_ft": 0.3,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_3w_22": {
+      "diff_carry_yd": 3.1,
+      "diff_total_yd": 20.2,
+      "diff_apex_ft": 0.5,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_3w_23": {
+      "diff_carry_yd": 0.8,
+      "diff_total_yd": -22.7,
+      "diff_apex_ft": -1.2,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_3w_24": {
+      "diff_carry_yd": 7.9,
+      "diff_total_yd": 29.6,
+      "diff_apex_ft": 1.9,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_5i_10": {
+      "diff_carry_yd": 3.0,
+      "diff_total_yd": -7.1,
+      "diff_apex_ft": 5.9,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_5i_11": {
+      "diff_carry_yd": -3.2,
+      "diff_total_yd": -17.2,
+      "diff_apex_ft": -1.3,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "s3_shot_5i_12": {
+      "diff_carry_yd": 1.2,
+      "diff_total_yd": -23.5,
+      "diff_apex_ft": 1.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_5i_13": {
+      "diff_carry_yd": 2.6,
+      "diff_total_yd": 10.1,
+      "diff_apex_ft": 0.6,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_5i_15": {
+      "diff_carry_yd": -4.5,
+      "diff_total_yd": 14.7,
+      "diff_apex_ft": -1.1,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s3_shot_5i_16": {
+      "diff_carry_yd": 1.1,
+      "diff_total_yd": -20.8,
+      "diff_apex_ft": -0.2,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_5i_17": {
+      "diff_carry_yd": -2.0,
+      "diff_total_yd": -1.9,
+      "diff_apex_ft": -0.3,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_6i_35": {
+      "diff_carry_yd": -5.1,
+      "diff_total_yd": -16.6,
+      "diff_apex_ft": -3.3,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "s3_shot_6i_36": {
+      "diff_carry_yd": 2.1,
+      "diff_total_yd": -20.8,
+      "diff_apex_ft": 0.6,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_6i_37": {
+      "diff_carry_yd": -3.6,
+      "diff_total_yd": 12.2,
+      "diff_apex_ft": -0.8,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s3_shot_6i_38": {
+      "diff_carry_yd": -3.2,
+      "diff_total_yd": -21.3,
+      "diff_apex_ft": 0.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "s3_shot_6i_39": {
+      "diff_carry_yd": -0.5,
+      "diff_total_yd": 6.4,
+      "diff_apex_ft": 0.0,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_6i_40": {
+      "diff_carry_yd": -1.2,
+      "diff_total_yd": 7.8,
+      "diff_apex_ft": 0.1,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_6i_41": {
+      "diff_carry_yd": -4.6,
+      "diff_total_yd": 13.2,
+      "diff_apex_ft": -1.0,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s3_shot_6i_42": {
+      "diff_carry_yd": -1.1,
+      "diff_total_yd": -17.4,
+      "diff_apex_ft": 0.8,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_6i_43": {
+      "diff_carry_yd": 6.4,
+      "diff_total_yd": 0.9,
+      "diff_apex_ft": 8.1,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s3_shot_6i_44": {
+      "diff_carry_yd": -1.2,
+      "diff_total_yd": -27.4,
+      "diff_apex_ft": -1.3,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_6i_45": {
+      "diff_carry_yd": 3.5,
+      "diff_total_yd": 21.1,
+      "diff_apex_ft": 0.6,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_6i_46": {
+      "diff_carry_yd": 3.8,
+      "diff_total_yd": -3.5,
+      "diff_apex_ft": -1.5,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s3_shot_6i_47": {
+      "diff_carry_yd": 7.0,
+      "diff_total_yd": 10.8,
+      "diff_apex_ft": 11.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_6i_48": {
+      "diff_carry_yd": 6.1,
+      "diff_total_yd": 11.1,
+      "diff_apex_ft": 14.2,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_6i_49": {
+      "diff_carry_yd": -2.5,
+      "diff_total_yd": 7.0,
+      "diff_apex_ft": -0.3,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_6i_50": {
+      "diff_carry_yd": -0.4,
+      "diff_total_yd": -12.1,
+      "diff_apex_ft": 3.9,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_7i_25": {
+      "diff_carry_yd": -0.5,
+      "diff_total_yd": -18.0,
+      "diff_apex_ft": 0.9,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_7i_26": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": -21.8,
+      "diff_apex_ft": 1.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_7i_27": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 4.3,
+      "diff_apex_ft": 8.0,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_7i_28": {
+      "diff_carry_yd": 1.2,
+      "diff_total_yd": 1.2,
+      "diff_apex_ft": 8.3,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_7i_29": {
+      "diff_carry_yd": 1.0,
+      "diff_total_yd": -5.8,
+      "diff_apex_ft": -3.5,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_7i_30": {
+      "diff_carry_yd": -0.2,
+      "diff_total_yd": 1.5,
+      "diff_apex_ft": 5.5,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_7i_31": {
+      "diff_carry_yd": -4.8,
+      "diff_total_yd": -14.3,
+      "diff_apex_ft": -4.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "s3_shot_7i_32": {
+      "diff_carry_yd": -1.8,
+      "diff_total_yd": -2.2,
+      "diff_apex_ft": 3.1,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_7i_33": {
+      "diff_carry_yd": -1.6,
+      "diff_total_yd": -1.3,
+      "diff_apex_ft": 4.7,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_7i_34": {
+      "diff_carry_yd": 4.4,
+      "diff_total_yd": 2.6,
+      "diff_apex_ft": 3.1,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s3_shot_9i_1": {
+      "diff_carry_yd": -1.4,
+      "diff_total_yd": -12.6,
+      "diff_apex_ft": 1.3,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_9i_2": {
+      "diff_carry_yd": -8.0,
+      "diff_total_yd": -9.1,
+      "diff_apex_ft": -3.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "s3_shot_9i_3": {
+      "diff_carry_yd": -1.4,
+      "diff_total_yd": 1.1,
+      "diff_apex_ft": -5.3,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_9i_5": {
+      "diff_carry_yd": -2.6,
+      "diff_total_yd": -5.5,
+      "diff_apex_ft": -5.5,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_9i_7": {
+      "diff_carry_yd": 1.1,
+      "diff_total_yd": 1.6,
+      "diff_apex_ft": -4.2,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_9i_8": {
+      "diff_carry_yd": -1.6,
+      "diff_total_yd": 4.1,
+      "diff_apex_ft": -1.5,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_9i_9": {
+      "diff_carry_yd": -1.2,
+      "diff_total_yd": 1.9,
+      "diff_apex_ft": -6.1,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_driver_51": {
+      "diff_carry_yd": 11.4,
+      "diff_total_yd": 29.6,
+      "diff_apex_ft": 0.6,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_driver_52": {
+      "diff_carry_yd": 9.4,
+      "diff_total_yd": 25.3,
+      "diff_apex_ft": -1.4,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_driver_53": {
+      "diff_carry_yd": 6.5,
+      "diff_total_yd": 17.9,
+      "diff_apex_ft": -3.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_driver_54": {
+      "diff_carry_yd": 5.4,
+      "diff_total_yd": 0.0,
+      "diff_apex_ft": -2.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s3_shot_driver_55": {
+      "diff_carry_yd": 2.5,
+      "diff_total_yd": 22.6,
+      "diff_apex_ft": 0.4,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_driver_56": {
+      "diff_carry_yd": 4.8,
+      "diff_total_yd": 20.7,
+      "diff_apex_ft": 9.7,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_driver_57": {
+      "diff_carry_yd": -5.1,
+      "diff_total_yd": -19.7,
+      "diff_apex_ft": -3.5,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "s3_shot_driver_58": {
+      "diff_carry_yd": 18.0,
+      "diff_total_yd": 37.0,
+      "diff_apex_ft": -4.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_driver_59": {
+      "diff_carry_yd": -0.9,
+      "diff_total_yd": 17.7,
+      "diff_apex_ft": -3.8,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_driver_60": {
+      "diff_carry_yd": 0.0,
+      "diff_total_yd": -14.9,
+      "diff_apex_ft": -2.4,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_pw_64": {
+      "diff_carry_yd": -4.4,
+      "diff_total_yd": 9.6,
+      "diff_apex_ft": -3.7,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s3_shot_pw_65": {
+      "diff_carry_yd": -0.1,
+      "diff_total_yd": 4.7,
+      "diff_apex_ft": -3.8,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_pw_66": {
+      "diff_carry_yd": -2.6,
+      "diff_total_yd": 11.3,
+      "diff_apex_ft": -3.7,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_pw_67": {
+      "diff_carry_yd": 0.0,
+      "diff_total_yd": 5.7,
+      "diff_apex_ft": -4.0,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_pw_68": {
+      "diff_carry_yd": 3.4,
+      "diff_total_yd": 6.1,
+      "diff_apex_ft": -6.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_pw_69": {
+      "diff_carry_yd": -2.8,
+      "diff_total_yd": -3.9,
+      "diff_apex_ft": -3.8,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "topped_test_shot": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": 13.9,
+      "diff_apex_ft": -0.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "wedge_shot_1": {
+      "diff_carry_yd": -5.1,
+      "diff_total_yd": -0.7,
+      "diff_apex_ft": -2.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_shot_2": {
+      "diff_carry_yd": -6.1,
+      "diff_total_yd": 2.7,
+      "diff_apex_ft": -4.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_test_shot": {
+      "diff_carry_yd": -5.0,
+      "diff_total_yd": 3.6,
+      "diff_apex_ft": -3.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_test_shot2": {
+      "diff_carry_yd": -5.4,
+      "diff_total_yd": 3.1,
+      "diff_apex_ft": -2.0,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wood1": {
+      "diff_carry_yd": 12.7,
+      "diff_total_yd": -3.2,
+      "diff_apex_ft": 3.2,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "wood2": {
+      "diff_carry_yd": 4.8,
+      "diff_total_yd": 0.7,
+      "diff_apex_ft": -1.6,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "wood_low_test_shot": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 22.9,
+      "diff_apex_ft": 0.4,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    }
+  },
+  "regressions": [],
+  "conflicts": [
+    "Bounce.FlightTangentialRetentionBase",
+    "Bounce.FlightSpinFactorMin",
+    "Bounce.FlightSpinFactorDivisor",
+    "Rollout.MidSpinMultiplierMax",
+    "Rollout.HighSpinMultiplierMax",
+    "Rollout.FrictionBlendSpeed",
+    "KineticFrictionMultiplier",
+    "Bounce.RolloutHighSpinRetention",
+    "Bounce.CorBaseA",
+    "Rollout.LowSpinMultiplierMax",
+    "Rollout.LowSpinThreshold",
+    "RollingFrictionMultiplier",
+    "Bounce.RolloutLowSpinRetention",
+    "Flight.ClMaxBase",
+    "Flight.CdMin",
+    "Flight.HighLaunchDragBoostMax",
+    "DragScaleMultiplier",
+    "LiftScaleMultiplier"
+  ]
+}
diff --git a/assets/data/calibration/history/iteration_029.json b/assets/data/calibration/history/iteration_029.json
new file mode 100644
index 0000000..93b7af4
--- /dev/null
+++ b/assets/data/calibration/history/iteration_029.json
@@ -0,0 +1,748 @@
+{
+  "iteration": 29,
+  "timestamp": "2026-03-13T18:00:33.707063",
+  "profile_overrides": {},
+  "summary": {
+    "pass": 20,
+    "moderate": 24,
+    "severe": 55,
+    "no_reference": 3
+  },
+  "per_shot": {
+    "5iron": {
+      "diff_carry_yd": 5.6,
+      "diff_total_yd": 12.1,
+      "diff_apex_ft": 5.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "approach_mid_iron_test_shot": {
+      "diff_carry_yd": 0.0,
+      "diff_total_yd": 7.9,
+      "diff_apex_ft": -4.7,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "bump_and_run": {
+      "diff_carry_yd": -9.1,
+      "diff_total_yd": -27.5,
+      "diff_apex_ft": -2.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "bump_and_run_slow": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "bump_test_shot": {
+      "diff_carry_yd": -2.1,
+      "diff_total_yd": 12.8,
+      "diff_apex_ft": -0.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "checked_test_shot": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": 1.1,
+      "diff_apex_ft": -8.7,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "chip_test_shot": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "drive_test_shot": {
+      "diff_carry_yd": 1.0,
+      "diff_total_yd": 0.8,
+      "diff_apex_ft": -0.6,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "driver1": {
+      "diff_carry_yd": 0.3,
+      "diff_total_yd": -25.7,
+      "diff_apex_ft": -0.7,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "driver2": {
+      "diff_carry_yd": 8.9,
+      "diff_total_yd": 8.6,
+      "diff_apex_ft": -2.7,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "driver3": {
+      "diff_carry_yd": 6.2,
+      "diff_total_yd": 23.3,
+      "diff_apex_ft": 21.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "driver4": {
+      "diff_carry_yd": 7.7,
+      "diff_total_yd": 16.3,
+      "diff_apex_ft": 4.4,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "flop_test_shot": {
+      "diff_carry_yd": 0.9,
+      "diff_total_yd": 2.8,
+      "diff_apex_ft": -7.6,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "p_wedge_shot_1": {
+      "diff_carry_yd": -4.3,
+      "diff_total_yd": 2.2,
+      "diff_apex_ft": -5.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s2_shot_10": {
+      "diff_carry_yd": 4.0,
+      "diff_total_yd": 10.7,
+      "diff_apex_ft": -5.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_11": {
+      "diff_carry_yd": -1.7,
+      "diff_total_yd": 2.0,
+      "diff_apex_ft": -4.4,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_12": {
+      "diff_carry_yd": 5.2,
+      "diff_total_yd": 9.5,
+      "diff_apex_ft": -5.1,
+      "status": "moderate",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_13": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 3.0,
+      "diff_apex_ft": -5.9,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_14": {
+      "diff_carry_yd": 0.2,
+      "diff_total_yd": 1.6,
+      "diff_apex_ft": -5.9,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_15": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": -12.3,
+      "diff_apex_ft": -1.9,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s2_shot_16": {
+      "diff_carry_yd": 0.4,
+      "diff_total_yd": 2.2,
+      "diff_apex_ft": -3.2,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_17": {
+      "diff_carry_yd": 7.2,
+      "diff_total_yd": 9.2,
+      "diff_apex_ft": -3.6,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_18": {
+      "diff_carry_yd": 5.1,
+      "diff_total_yd": 16.6,
+      "diff_apex_ft": 3.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_19": {
+      "diff_carry_yd": 3.3,
+      "diff_total_yd": -4.4,
+      "diff_apex_ft": -0.9,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_20": {
+      "diff_carry_yd": 7.2,
+      "diff_total_yd": 11.1,
+      "diff_apex_ft": -1.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_21": {
+      "diff_carry_yd": 5.8,
+      "diff_total_yd": 28.8,
+      "diff_apex_ft": 1.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_22": {
+      "diff_carry_yd": 5.7,
+      "diff_total_yd": 3.5,
+      "diff_apex_ft": -1.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_23": {
+      "diff_carry_yd": 4.2,
+      "diff_total_yd": -18.9,
+      "diff_apex_ft": 0.1,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_24": {
+      "diff_carry_yd": 5.7,
+      "diff_total_yd": 2.7,
+      "diff_apex_ft": -1.6,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_26": {
+      "diff_carry_yd": 2.6,
+      "diff_total_yd": 23.1,
+      "diff_apex_ft": 24.2,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s2_shot_27": {
+      "diff_carry_yd": 3.6,
+      "diff_total_yd": 13.8,
+      "diff_apex_ft": 5.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_9": {
+      "diff_carry_yd": -2.8,
+      "diff_total_yd": 3.5,
+      "diff_apex_ft": 7.3,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_3w_18": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_3w_19": {
+      "diff_carry_yd": -0.1,
+      "diff_total_yd": 16.7,
+      "diff_apex_ft": 0.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_3w_21": {
+      "diff_carry_yd": 1.1,
+      "diff_total_yd": 16.6,
+      "diff_apex_ft": 0.3,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_3w_22": {
+      "diff_carry_yd": 3.1,
+      "diff_total_yd": 20.2,
+      "diff_apex_ft": 0.5,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_3w_23": {
+      "diff_carry_yd": 0.8,
+      "diff_total_yd": -22.7,
+      "diff_apex_ft": -1.2,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_3w_24": {
+      "diff_carry_yd": 7.9,
+      "diff_total_yd": 29.6,
+      "diff_apex_ft": 1.9,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_5i_10": {
+      "diff_carry_yd": 3.0,
+      "diff_total_yd": -7.1,
+      "diff_apex_ft": 5.9,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_5i_11": {
+      "diff_carry_yd": -3.2,
+      "diff_total_yd": -17.2,
+      "diff_apex_ft": -1.3,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "s3_shot_5i_12": {
+      "diff_carry_yd": 1.2,
+      "diff_total_yd": -23.5,
+      "diff_apex_ft": 1.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_5i_13": {
+      "diff_carry_yd": 2.6,
+      "diff_total_yd": 10.1,
+      "diff_apex_ft": 0.6,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_5i_15": {
+      "diff_carry_yd": -4.5,
+      "diff_total_yd": 14.7,
+      "diff_apex_ft": -1.1,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s3_shot_5i_16": {
+      "diff_carry_yd": 1.1,
+      "diff_total_yd": -20.8,
+      "diff_apex_ft": -0.2,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_5i_17": {
+      "diff_carry_yd": -2.0,
+      "diff_total_yd": -1.9,
+      "diff_apex_ft": -0.3,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_6i_35": {
+      "diff_carry_yd": -5.1,
+      "diff_total_yd": -16.6,
+      "diff_apex_ft": -3.3,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "s3_shot_6i_36": {
+      "diff_carry_yd": 2.1,
+      "diff_total_yd": -20.8,
+      "diff_apex_ft": 0.6,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_6i_37": {
+      "diff_carry_yd": -3.6,
+      "diff_total_yd": 12.2,
+      "diff_apex_ft": -0.8,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s3_shot_6i_38": {
+      "diff_carry_yd": -3.2,
+      "diff_total_yd": -21.3,
+      "diff_apex_ft": 0.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "s3_shot_6i_39": {
+      "diff_carry_yd": -0.5,
+      "diff_total_yd": 6.4,
+      "diff_apex_ft": 0.0,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_6i_40": {
+      "diff_carry_yd": -1.2,
+      "diff_total_yd": 7.8,
+      "diff_apex_ft": 0.1,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_6i_41": {
+      "diff_carry_yd": -4.6,
+      "diff_total_yd": 13.2,
+      "diff_apex_ft": -1.0,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s3_shot_6i_42": {
+      "diff_carry_yd": -1.1,
+      "diff_total_yd": -17.4,
+      "diff_apex_ft": 0.8,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_6i_43": {
+      "diff_carry_yd": 6.4,
+      "diff_total_yd": 0.9,
+      "diff_apex_ft": 8.1,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s3_shot_6i_44": {
+      "diff_carry_yd": -1.2,
+      "diff_total_yd": -27.4,
+      "diff_apex_ft": -1.3,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_6i_45": {
+      "diff_carry_yd": 3.5,
+      "diff_total_yd": 21.1,
+      "diff_apex_ft": 0.6,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_6i_46": {
+      "diff_carry_yd": 3.8,
+      "diff_total_yd": -3.5,
+      "diff_apex_ft": -1.5,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s3_shot_6i_47": {
+      "diff_carry_yd": 7.0,
+      "diff_total_yd": 10.8,
+      "diff_apex_ft": 11.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_6i_48": {
+      "diff_carry_yd": 6.1,
+      "diff_total_yd": 11.1,
+      "diff_apex_ft": 14.2,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_6i_49": {
+      "diff_carry_yd": -2.5,
+      "diff_total_yd": 7.0,
+      "diff_apex_ft": -0.3,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_6i_50": {
+      "diff_carry_yd": -0.4,
+      "diff_total_yd": -12.1,
+      "diff_apex_ft": 3.9,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_7i_25": {
+      "diff_carry_yd": -0.5,
+      "diff_total_yd": -18.0,
+      "diff_apex_ft": 0.9,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_7i_26": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": -21.8,
+      "diff_apex_ft": 1.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_7i_27": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 4.3,
+      "diff_apex_ft": 8.0,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_7i_28": {
+      "diff_carry_yd": 1.2,
+      "diff_total_yd": 1.2,
+      "diff_apex_ft": 8.3,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_7i_29": {
+      "diff_carry_yd": 1.0,
+      "diff_total_yd": -5.8,
+      "diff_apex_ft": -3.5,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_7i_30": {
+      "diff_carry_yd": -0.2,
+      "diff_total_yd": 1.5,
+      "diff_apex_ft": 5.5,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_7i_31": {
+      "diff_carry_yd": -4.8,
+      "diff_total_yd": -14.3,
+      "diff_apex_ft": -4.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "s3_shot_7i_32": {
+      "diff_carry_yd": -1.8,
+      "diff_total_yd": -2.2,
+      "diff_apex_ft": 3.1,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_7i_33": {
+      "diff_carry_yd": -1.6,
+      "diff_total_yd": -1.3,
+      "diff_apex_ft": 4.7,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_7i_34": {
+      "diff_carry_yd": 4.4,
+      "diff_total_yd": 2.6,
+      "diff_apex_ft": 3.1,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s3_shot_9i_1": {
+      "diff_carry_yd": -1.4,
+      "diff_total_yd": -12.6,
+      "diff_apex_ft": 1.3,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_9i_2": {
+      "diff_carry_yd": -8.0,
+      "diff_total_yd": -9.1,
+      "diff_apex_ft": -3.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "s3_shot_9i_3": {
+      "diff_carry_yd": -1.4,
+      "diff_total_yd": 1.1,
+      "diff_apex_ft": -5.3,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_9i_5": {
+      "diff_carry_yd": -2.6,
+      "diff_total_yd": -5.5,
+      "diff_apex_ft": -5.5,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_9i_7": {
+      "diff_carry_yd": 1.1,
+      "diff_total_yd": 1.6,
+      "diff_apex_ft": -4.2,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_9i_8": {
+      "diff_carry_yd": -1.6,
+      "diff_total_yd": 4.1,
+      "diff_apex_ft": -1.5,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_9i_9": {
+      "diff_carry_yd": -1.2,
+      "diff_total_yd": 1.9,
+      "diff_apex_ft": -6.1,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_driver_51": {
+      "diff_carry_yd": 11.4,
+      "diff_total_yd": 29.6,
+      "diff_apex_ft": 0.6,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_driver_52": {
+      "diff_carry_yd": 9.4,
+      "diff_total_yd": 25.3,
+      "diff_apex_ft": -1.4,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_driver_53": {
+      "diff_carry_yd": 6.5,
+      "diff_total_yd": 17.9,
+      "diff_apex_ft": -3.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_driver_54": {
+      "diff_carry_yd": 5.4,
+      "diff_total_yd": 0.0,
+      "diff_apex_ft": -2.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s3_shot_driver_55": {
+      "diff_carry_yd": 2.5,
+      "diff_total_yd": 22.6,
+      "diff_apex_ft": 0.4,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_driver_56": {
+      "diff_carry_yd": 4.8,
+      "diff_total_yd": 20.7,
+      "diff_apex_ft": 9.7,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_driver_57": {
+      "diff_carry_yd": -5.1,
+      "diff_total_yd": -19.7,
+      "diff_apex_ft": -3.5,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "s3_shot_driver_58": {
+      "diff_carry_yd": 18.0,
+      "diff_total_yd": 37.0,
+      "diff_apex_ft": -4.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_driver_59": {
+      "diff_carry_yd": -0.9,
+      "diff_total_yd": 17.7,
+      "diff_apex_ft": -3.8,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_driver_60": {
+      "diff_carry_yd": 0.0,
+      "diff_total_yd": -14.9,
+      "diff_apex_ft": -2.4,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_pw_64": {
+      "diff_carry_yd": -4.4,
+      "diff_total_yd": 9.6,
+      "diff_apex_ft": -3.7,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s3_shot_pw_65": {
+      "diff_carry_yd": -0.1,
+      "diff_total_yd": 4.7,
+      "diff_apex_ft": -3.8,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_pw_66": {
+      "diff_carry_yd": -2.6,
+      "diff_total_yd": 11.3,
+      "diff_apex_ft": -3.7,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_pw_67": {
+      "diff_carry_yd": 0.0,
+      "diff_total_yd": 5.7,
+      "diff_apex_ft": -4.0,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_pw_68": {
+      "diff_carry_yd": 3.4,
+      "diff_total_yd": 6.1,
+      "diff_apex_ft": -6.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_pw_69": {
+      "diff_carry_yd": -2.8,
+      "diff_total_yd": -3.9,
+      "diff_apex_ft": -3.8,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "topped_test_shot": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": 13.9,
+      "diff_apex_ft": -0.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "wedge_shot_1": {
+      "diff_carry_yd": -5.1,
+      "diff_total_yd": -0.7,
+      "diff_apex_ft": -2.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_shot_2": {
+      "diff_carry_yd": -6.1,
+      "diff_total_yd": 2.7,
+      "diff_apex_ft": -4.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_test_shot": {
+      "diff_carry_yd": -5.0,
+      "diff_total_yd": 3.6,
+      "diff_apex_ft": -3.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_test_shot2": {
+      "diff_carry_yd": -5.4,
+      "diff_total_yd": 3.1,
+      "diff_apex_ft": -2.0,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wood1": {
+      "diff_carry_yd": 12.7,
+      "diff_total_yd": -3.2,
+      "diff_apex_ft": 3.2,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "wood2": {
+      "diff_carry_yd": 4.8,
+      "diff_total_yd": 0.7,
+      "diff_apex_ft": -1.6,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "wood_low_test_shot": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 22.9,
+      "diff_apex_ft": 0.4,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    }
+  },
+  "regressions": [],
+  "conflicts": [
+    "Bounce.FlightTangentialRetentionBase",
+    "Bounce.FlightSpinFactorMin",
+    "Bounce.FlightSpinFactorDivisor",
+    "Rollout.MidSpinMultiplierMax",
+    "Rollout.HighSpinMultiplierMax",
+    "Rollout.FrictionBlendSpeed",
+    "KineticFrictionMultiplier",
+    "Bounce.RolloutHighSpinRetention",
+    "Bounce.CorBaseA",
+    "Rollout.LowSpinMultiplierMax",
+    "Rollout.LowSpinThreshold",
+    "RollingFrictionMultiplier",
+    "Bounce.RolloutLowSpinRetention",
+    "Flight.ClMaxBase",
+    "Flight.CdMin",
+    "Flight.HighLaunchDragBoostMax",
+    "DragScaleMultiplier",
+    "LiftScaleMultiplier"
+  ]
+}
diff --git a/assets/data/calibration/history/iteration_030.json b/assets/data/calibration/history/iteration_030.json
new file mode 100644
index 0000000..416b35c
--- /dev/null
+++ b/assets/data/calibration/history/iteration_030.json
@@ -0,0 +1,748 @@
+{
+  "iteration": 30,
+  "timestamp": "2026-03-13T18:13:04.689420",
+  "profile_overrides": {},
+  "summary": {
+    "pass": 20,
+    "moderate": 24,
+    "severe": 55,
+    "no_reference": 3
+  },
+  "per_shot": {
+    "5iron": {
+      "diff_carry_yd": 5.6,
+      "diff_total_yd": 12.1,
+      "diff_apex_ft": 5.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "approach_mid_iron_test_shot": {
+      "diff_carry_yd": 0.0,
+      "diff_total_yd": 7.9,
+      "diff_apex_ft": -4.7,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "bump_and_run": {
+      "diff_carry_yd": -9.1,
+      "diff_total_yd": -27.5,
+      "diff_apex_ft": -2.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "bump_and_run_slow": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "bump_test_shot": {
+      "diff_carry_yd": -2.1,
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+      "diff_apex_ft": -3.8,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_pw_66": {
+      "diff_carry_yd": -2.6,
+      "diff_total_yd": 11.3,
+      "diff_apex_ft": -3.7,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_pw_67": {
+      "diff_carry_yd": 0.0,
+      "diff_total_yd": 5.7,
+      "diff_apex_ft": -4.0,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_pw_68": {
+      "diff_carry_yd": 3.4,
+      "diff_total_yd": 6.1,
+      "diff_apex_ft": -6.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_pw_69": {
+      "diff_carry_yd": -2.8,
+      "diff_total_yd": -3.9,
+      "diff_apex_ft": -3.8,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "topped_test_shot": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": 13.9,
+      "diff_apex_ft": -0.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "wedge_shot_1": {
+      "diff_carry_yd": -5.1,
+      "diff_total_yd": -0.7,
+      "diff_apex_ft": -2.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_shot_2": {
+      "diff_carry_yd": -6.1,
+      "diff_total_yd": 2.7,
+      "diff_apex_ft": -4.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_test_shot": {
+      "diff_carry_yd": -5.0,
+      "diff_total_yd": 3.6,
+      "diff_apex_ft": -3.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_test_shot2": {
+      "diff_carry_yd": -5.4,
+      "diff_total_yd": 3.1,
+      "diff_apex_ft": -2.0,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wood1": {
+      "diff_carry_yd": 12.7,
+      "diff_total_yd": -3.2,
+      "diff_apex_ft": 3.2,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "wood2": {
+      "diff_carry_yd": 4.8,
+      "diff_total_yd": 0.7,
+      "diff_apex_ft": -1.6,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "wood_low_test_shot": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 22.9,
+      "diff_apex_ft": 0.4,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    }
+  },
+  "regressions": [],
+  "conflicts": [
+    "Bounce.FlightTangentialRetentionBase",
+    "Bounce.FlightSpinFactorMin",
+    "Bounce.FlightSpinFactorDivisor",
+    "Rollout.MidSpinMultiplierMax",
+    "Rollout.HighSpinMultiplierMax",
+    "Rollout.FrictionBlendSpeed",
+    "KineticFrictionMultiplier",
+    "Bounce.RolloutHighSpinRetention",
+    "Bounce.CorBaseA",
+    "Rollout.LowSpinMultiplierMax",
+    "Rollout.LowSpinThreshold",
+    "RollingFrictionMultiplier",
+    "Bounce.RolloutLowSpinRetention",
+    "Flight.ClMaxBase",
+    "Flight.CdMin",
+    "Flight.HighLaunchDragBoostMax",
+    "DragScaleMultiplier",
+    "LiftScaleMultiplier"
+  ]
+}
diff --git a/assets/data/calibration/history/iteration_031.json b/assets/data/calibration/history/iteration_031.json
new file mode 100644
index 0000000..5c66c0e
--- /dev/null
+++ b/assets/data/calibration/history/iteration_031.json
@@ -0,0 +1,748 @@
+{
+  "iteration": 31,
+  "timestamp": "2026-03-13T18:27:05.268006",
+  "profile_overrides": {},
+  "summary": {
+    "pass": 20,
+    "moderate": 24,
+    "severe": 55,
+    "no_reference": 3
+  },
+  "per_shot": {
+    "5iron": {
+      "diff_carry_yd": 5.6,
+      "diff_total_yd": 12.1,
+      "diff_apex_ft": 5.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "approach_mid_iron_test_shot": {
+      "diff_carry_yd": 0.0,
+      "diff_total_yd": 7.9,
+      "diff_apex_ft": -4.7,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "bump_and_run": {
+      "diff_carry_yd": -9.1,
+      "diff_total_yd": -27.5,
+      "diff_apex_ft": -2.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "bump_and_run_slow": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "bump_test_shot": {
+      "diff_carry_yd": -2.1,
+      "diff_total_yd": 12.8,
+      "diff_apex_ft": -0.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "checked_test_shot": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": 1.1,
+      "diff_apex_ft": -8.7,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "chip_test_shot": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "drive_test_shot": {
+      "diff_carry_yd": 1.0,
+      "diff_total_yd": 0.8,
+      "diff_apex_ft": -0.6,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "driver1": {
+      "diff_carry_yd": 0.3,
+      "diff_total_yd": -25.7,
+      "diff_apex_ft": -0.7,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "driver2": {
+      "diff_carry_yd": 8.9,
+      "diff_total_yd": 8.6,
+      "diff_apex_ft": -2.7,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "driver3": {
+      "diff_carry_yd": 6.2,
+      "diff_total_yd": 23.3,
+      "diff_apex_ft": 21.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "driver4": {
+      "diff_carry_yd": 7.7,
+      "diff_total_yd": 16.3,
+      "diff_apex_ft": 4.4,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "flop_test_shot": {
+      "diff_carry_yd": 0.9,
+      "diff_total_yd": 2.8,
+      "diff_apex_ft": -7.6,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "p_wedge_shot_1": {
+      "diff_carry_yd": -4.3,
+      "diff_total_yd": 2.2,
+      "diff_apex_ft": -5.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s2_shot_10": {
+      "diff_carry_yd": 4.0,
+      "diff_total_yd": 10.7,
+      "diff_apex_ft": -5.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_11": {
+      "diff_carry_yd": -1.7,
+      "diff_total_yd": 2.0,
+      "diff_apex_ft": -4.4,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_12": {
+      "diff_carry_yd": 5.2,
+      "diff_total_yd": 9.5,
+      "diff_apex_ft": -5.1,
+      "status": "moderate",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_13": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 3.0,
+      "diff_apex_ft": -5.9,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_14": {
+      "diff_carry_yd": 0.2,
+      "diff_total_yd": 1.6,
+      "diff_apex_ft": -5.9,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_15": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": -12.3,
+      "diff_apex_ft": -1.9,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s2_shot_16": {
+      "diff_carry_yd": 0.4,
+      "diff_total_yd": 2.2,
+      "diff_apex_ft": -3.2,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_17": {
+      "diff_carry_yd": 7.2,
+      "diff_total_yd": 9.2,
+      "diff_apex_ft": -3.6,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_18": {
+      "diff_carry_yd": 5.1,
+      "diff_total_yd": 16.6,
+      "diff_apex_ft": 3.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_19": {
+      "diff_carry_yd": 3.3,
+      "diff_total_yd": -4.4,
+      "diff_apex_ft": -0.9,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_20": {
+      "diff_carry_yd": 7.2,
+      "diff_total_yd": 11.1,
+      "diff_apex_ft": -1.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_21": {
+      "diff_carry_yd": 5.8,
+      "diff_total_yd": 28.8,
+      "diff_apex_ft": 1.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_22": {
+      "diff_carry_yd": 5.7,
+      "diff_total_yd": 3.5,
+      "diff_apex_ft": -1.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_23": {
+      "diff_carry_yd": 4.2,
+      "diff_total_yd": -18.9,
+      "diff_apex_ft": 0.1,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_24": {
+      "diff_carry_yd": 5.7,
+      "diff_total_yd": 2.7,
+      "diff_apex_ft": -1.6,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_26": {
+      "diff_carry_yd": 2.6,
+      "diff_total_yd": 23.1,
+      "diff_apex_ft": 24.2,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s2_shot_27": {
+      "diff_carry_yd": 3.6,
+      "diff_total_yd": 13.8,
+      "diff_apex_ft": 5.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_9": {
+      "diff_carry_yd": -2.8,
+      "diff_total_yd": 3.5,
+      "diff_apex_ft": 7.3,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_3w_18": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_3w_19": {
+      "diff_carry_yd": -0.1,
+      "diff_total_yd": 16.7,
+      "diff_apex_ft": 0.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_3w_21": {
+      "diff_carry_yd": 1.1,
+      "diff_total_yd": 16.6,
+      "diff_apex_ft": 0.3,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_3w_22": {
+      "diff_carry_yd": 3.1,
+      "diff_total_yd": 20.2,
+      "diff_apex_ft": 0.5,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_3w_23": {
+      "diff_carry_yd": 0.8,
+      "diff_total_yd": -22.7,
+      "diff_apex_ft": -1.2,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_3w_24": {
+      "diff_carry_yd": 7.9,
+      "diff_total_yd": 29.6,
+      "diff_apex_ft": 1.9,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_5i_10": {
+      "diff_carry_yd": 3.0,
+      "diff_total_yd": -7.1,
+      "diff_apex_ft": 5.9,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_5i_11": {
+      "diff_carry_yd": -3.2,
+      "diff_total_yd": -17.2,
+      "diff_apex_ft": -1.3,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "s3_shot_5i_12": {
+      "diff_carry_yd": 1.2,
+      "diff_total_yd": -23.5,
+      "diff_apex_ft": 1.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_5i_13": {
+      "diff_carry_yd": 2.6,
+      "diff_total_yd": 10.1,
+      "diff_apex_ft": 0.6,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_5i_15": {
+      "diff_carry_yd": -4.5,
+      "diff_total_yd": 14.7,
+      "diff_apex_ft": -1.1,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s3_shot_5i_16": {
+      "diff_carry_yd": 1.1,
+      "diff_total_yd": -20.8,
+      "diff_apex_ft": -0.2,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_5i_17": {
+      "diff_carry_yd": -2.0,
+      "diff_total_yd": -1.9,
+      "diff_apex_ft": -0.3,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_6i_35": {
+      "diff_carry_yd": -5.1,
+      "diff_total_yd": -16.6,
+      "diff_apex_ft": -3.3,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "s3_shot_6i_36": {
+      "diff_carry_yd": 2.1,
+      "diff_total_yd": -20.8,
+      "diff_apex_ft": 0.6,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_6i_37": {
+      "diff_carry_yd": -3.6,
+      "diff_total_yd": 12.2,
+      "diff_apex_ft": -0.8,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s3_shot_6i_38": {
+      "diff_carry_yd": -3.2,
+      "diff_total_yd": -21.3,
+      "diff_apex_ft": 0.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "s3_shot_6i_39": {
+      "diff_carry_yd": -0.5,
+      "diff_total_yd": 6.4,
+      "diff_apex_ft": 0.0,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_6i_40": {
+      "diff_carry_yd": -1.2,
+      "diff_total_yd": 7.8,
+      "diff_apex_ft": 0.1,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_6i_41": {
+      "diff_carry_yd": -4.6,
+      "diff_total_yd": 13.2,
+      "diff_apex_ft": -1.0,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s3_shot_6i_42": {
+      "diff_carry_yd": -1.1,
+      "diff_total_yd": -17.4,
+      "diff_apex_ft": 0.8,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_6i_43": {
+      "diff_carry_yd": 6.4,
+      "diff_total_yd": 0.9,
+      "diff_apex_ft": 8.1,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s3_shot_6i_44": {
+      "diff_carry_yd": -1.2,
+      "diff_total_yd": -27.4,
+      "diff_apex_ft": -1.3,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_6i_45": {
+      "diff_carry_yd": 3.5,
+      "diff_total_yd": 21.1,
+      "diff_apex_ft": 0.6,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_6i_46": {
+      "diff_carry_yd": 3.8,
+      "diff_total_yd": -3.5,
+      "diff_apex_ft": -1.5,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s3_shot_6i_47": {
+      "diff_carry_yd": 7.0,
+      "diff_total_yd": 10.8,
+      "diff_apex_ft": 11.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_6i_48": {
+      "diff_carry_yd": 6.1,
+      "diff_total_yd": 11.1,
+      "diff_apex_ft": 14.2,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_6i_49": {
+      "diff_carry_yd": -2.5,
+      "diff_total_yd": 7.0,
+      "diff_apex_ft": -0.3,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_6i_50": {
+      "diff_carry_yd": -0.4,
+      "diff_total_yd": -12.1,
+      "diff_apex_ft": 3.9,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_7i_25": {
+      "diff_carry_yd": -0.5,
+      "diff_total_yd": -18.0,
+      "diff_apex_ft": 0.9,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_7i_26": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": -21.8,
+      "diff_apex_ft": 1.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_7i_27": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 4.3,
+      "diff_apex_ft": 8.0,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_7i_28": {
+      "diff_carry_yd": 1.2,
+      "diff_total_yd": 1.2,
+      "diff_apex_ft": 8.3,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_7i_29": {
+      "diff_carry_yd": 1.0,
+      "diff_total_yd": -5.8,
+      "diff_apex_ft": -3.5,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_7i_30": {
+      "diff_carry_yd": -0.2,
+      "diff_total_yd": 1.5,
+      "diff_apex_ft": 5.5,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_7i_31": {
+      "diff_carry_yd": -4.8,
+      "diff_total_yd": -14.3,
+      "diff_apex_ft": -4.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "s3_shot_7i_32": {
+      "diff_carry_yd": -1.8,
+      "diff_total_yd": -2.2,
+      "diff_apex_ft": 3.1,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_7i_33": {
+      "diff_carry_yd": -1.6,
+      "diff_total_yd": -1.3,
+      "diff_apex_ft": 4.7,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_7i_34": {
+      "diff_carry_yd": 4.4,
+      "diff_total_yd": 2.6,
+      "diff_apex_ft": 3.1,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s3_shot_9i_1": {
+      "diff_carry_yd": -1.4,
+      "diff_total_yd": -12.6,
+      "diff_apex_ft": 1.3,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_9i_2": {
+      "diff_carry_yd": -8.0,
+      "diff_total_yd": -9.1,
+      "diff_apex_ft": -3.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "s3_shot_9i_3": {
+      "diff_carry_yd": -1.4,
+      "diff_total_yd": 1.1,
+      "diff_apex_ft": -5.3,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_9i_5": {
+      "diff_carry_yd": -2.6,
+      "diff_total_yd": -5.5,
+      "diff_apex_ft": -5.5,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_9i_7": {
+      "diff_carry_yd": 1.1,
+      "diff_total_yd": 1.6,
+      "diff_apex_ft": -4.2,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_9i_8": {
+      "diff_carry_yd": -1.6,
+      "diff_total_yd": 4.1,
+      "diff_apex_ft": -1.5,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_9i_9": {
+      "diff_carry_yd": -1.2,
+      "diff_total_yd": 1.9,
+      "diff_apex_ft": -6.1,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_driver_51": {
+      "diff_carry_yd": 11.4,
+      "diff_total_yd": 29.6,
+      "diff_apex_ft": 0.6,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_driver_52": {
+      "diff_carry_yd": 9.4,
+      "diff_total_yd": 25.3,
+      "diff_apex_ft": -1.4,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_driver_53": {
+      "diff_carry_yd": 6.5,
+      "diff_total_yd": 17.9,
+      "diff_apex_ft": -3.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_driver_54": {
+      "diff_carry_yd": 5.4,
+      "diff_total_yd": 0.0,
+      "diff_apex_ft": -2.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s3_shot_driver_55": {
+      "diff_carry_yd": 2.5,
+      "diff_total_yd": 22.6,
+      "diff_apex_ft": 0.4,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_driver_56": {
+      "diff_carry_yd": 4.8,
+      "diff_total_yd": 20.7,
+      "diff_apex_ft": 9.7,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_driver_57": {
+      "diff_carry_yd": -5.1,
+      "diff_total_yd": -19.7,
+      "diff_apex_ft": -3.5,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "s3_shot_driver_58": {
+      "diff_carry_yd": 18.0,
+      "diff_total_yd": 37.0,
+      "diff_apex_ft": -4.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_driver_59": {
+      "diff_carry_yd": -0.9,
+      "diff_total_yd": 17.7,
+      "diff_apex_ft": -3.8,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_driver_60": {
+      "diff_carry_yd": 0.0,
+      "diff_total_yd": -14.9,
+      "diff_apex_ft": -2.4,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_pw_64": {
+      "diff_carry_yd": -4.4,
+      "diff_total_yd": 9.6,
+      "diff_apex_ft": -3.7,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s3_shot_pw_65": {
+      "diff_carry_yd": -0.1,
+      "diff_total_yd": 4.7,
+      "diff_apex_ft": -3.8,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_pw_66": {
+      "diff_carry_yd": -2.6,
+      "diff_total_yd": 11.3,
+      "diff_apex_ft": -3.7,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_pw_67": {
+      "diff_carry_yd": 0.0,
+      "diff_total_yd": 5.7,
+      "diff_apex_ft": -4.0,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_pw_68": {
+      "diff_carry_yd": 3.4,
+      "diff_total_yd": 6.1,
+      "diff_apex_ft": -6.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_pw_69": {
+      "diff_carry_yd": -2.8,
+      "diff_total_yd": -3.9,
+      "diff_apex_ft": -3.8,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "topped_test_shot": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": 13.9,
+      "diff_apex_ft": -0.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "wedge_shot_1": {
+      "diff_carry_yd": -5.1,
+      "diff_total_yd": -0.7,
+      "diff_apex_ft": -2.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_shot_2": {
+      "diff_carry_yd": -6.1,
+      "diff_total_yd": 2.7,
+      "diff_apex_ft": -4.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_test_shot": {
+      "diff_carry_yd": -5.0,
+      "diff_total_yd": 3.6,
+      "diff_apex_ft": -3.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_test_shot2": {
+      "diff_carry_yd": -5.4,
+      "diff_total_yd": 3.1,
+      "diff_apex_ft": -2.0,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wood1": {
+      "diff_carry_yd": 12.7,
+      "diff_total_yd": -3.2,
+      "diff_apex_ft": 3.2,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "wood2": {
+      "diff_carry_yd": 4.8,
+      "diff_total_yd": 0.7,
+      "diff_apex_ft": -1.6,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "wood_low_test_shot": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 22.9,
+      "diff_apex_ft": 0.4,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    }
+  },
+  "regressions": [],
+  "conflicts": [
+    "Bounce.FlightTangentialRetentionBase",
+    "Bounce.FlightSpinFactorMin",
+    "Bounce.FlightSpinFactorDivisor",
+    "Rollout.MidSpinMultiplierMax",
+    "Rollout.HighSpinMultiplierMax",
+    "Rollout.FrictionBlendSpeed",
+    "KineticFrictionMultiplier",
+    "Bounce.RolloutHighSpinRetention",
+    "Bounce.CorBaseA",
+    "Rollout.LowSpinMultiplierMax",
+    "Rollout.LowSpinThreshold",
+    "RollingFrictionMultiplier",
+    "Bounce.RolloutLowSpinRetention",
+    "Flight.ClMaxBase",
+    "Flight.CdMin",
+    "Flight.HighLaunchDragBoostMax",
+    "DragScaleMultiplier",
+    "LiftScaleMultiplier"
+  ]
+}
diff --git a/assets/data/calibration/history/iteration_032.json b/assets/data/calibration/history/iteration_032.json
new file mode 100644
index 0000000..070fc4e
--- /dev/null
+++ b/assets/data/calibration/history/iteration_032.json
@@ -0,0 +1,748 @@
+{
+  "iteration": 32,
+  "timestamp": "2026-03-13T20:06:10.071466",
+  "profile_overrides": {},
+  "summary": {
+    "pass": 20,
+    "moderate": 24,
+    "severe": 55,
+    "no_reference": 3
+  },
+  "per_shot": {
+    "5iron": {
+      "diff_carry_yd": 5.6,
+      "diff_total_yd": 12.1,
+      "diff_apex_ft": 5.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "approach_mid_iron_test_shot": {
+      "diff_carry_yd": 0.0,
+      "diff_total_yd": 7.9,
+      "diff_apex_ft": -4.7,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "bump_and_run": {
+      "diff_carry_yd": -9.1,
+      "diff_total_yd": -27.5,
+      "diff_apex_ft": -2.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "bump_and_run_slow": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "bump_test_shot": {
+      "diff_carry_yd": -2.1,
+      "diff_total_yd": 12.8,
+      "diff_apex_ft": -0.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "checked_test_shot": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": 1.1,
+      "diff_apex_ft": -8.7,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "chip_test_shot": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "drive_test_shot": {
+      "diff_carry_yd": 1.0,
+      "diff_total_yd": 0.8,
+      "diff_apex_ft": -0.6,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "driver1": {
+      "diff_carry_yd": 0.3,
+      "diff_total_yd": -25.7,
+      "diff_apex_ft": -0.7,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "driver2": {
+      "diff_carry_yd": 8.9,
+      "diff_total_yd": 8.6,
+      "diff_apex_ft": -2.7,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "driver3": {
+      "diff_carry_yd": 6.2,
+      "diff_total_yd": 23.3,
+      "diff_apex_ft": 21.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "driver4": {
+      "diff_carry_yd": 7.7,
+      "diff_total_yd": 16.3,
+      "diff_apex_ft": 4.4,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "flop_test_shot": {
+      "diff_carry_yd": 0.9,
+      "diff_total_yd": 2.8,
+      "diff_apex_ft": -7.6,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "p_wedge_shot_1": {
+      "diff_carry_yd": -4.3,
+      "diff_total_yd": 2.2,
+      "diff_apex_ft": -5.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s2_shot_10": {
+      "diff_carry_yd": 4.0,
+      "diff_total_yd": 10.7,
+      "diff_apex_ft": -5.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_11": {
+      "diff_carry_yd": -1.7,
+      "diff_total_yd": 2.0,
+      "diff_apex_ft": -4.4,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_12": {
+      "diff_carry_yd": 5.2,
+      "diff_total_yd": 9.5,
+      "diff_apex_ft": -5.1,
+      "status": "moderate",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_13": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 3.0,
+      "diff_apex_ft": -5.9,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_14": {
+      "diff_carry_yd": 0.2,
+      "diff_total_yd": 1.6,
+      "diff_apex_ft": -5.9,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_15": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": -12.3,
+      "diff_apex_ft": -1.9,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s2_shot_16": {
+      "diff_carry_yd": 0.4,
+      "diff_total_yd": 2.2,
+      "diff_apex_ft": -3.2,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s2_shot_17": {
+      "diff_carry_yd": 7.2,
+      "diff_total_yd": 9.2,
+      "diff_apex_ft": -3.6,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_18": {
+      "diff_carry_yd": 5.1,
+      "diff_total_yd": 16.6,
+      "diff_apex_ft": 3.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_19": {
+      "diff_carry_yd": 3.3,
+      "diff_total_yd": -4.4,
+      "diff_apex_ft": -0.9,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_20": {
+      "diff_carry_yd": 7.2,
+      "diff_total_yd": 11.1,
+      "diff_apex_ft": -1.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_21": {
+      "diff_carry_yd": 5.8,
+      "diff_total_yd": 28.8,
+      "diff_apex_ft": 1.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_22": {
+      "diff_carry_yd": 5.7,
+      "diff_total_yd": 3.5,
+      "diff_apex_ft": -1.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_23": {
+      "diff_carry_yd": 4.2,
+      "diff_total_yd": -18.9,
+      "diff_apex_ft": 0.1,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_24": {
+      "diff_carry_yd": 5.7,
+      "diff_total_yd": 2.7,
+      "diff_apex_ft": -1.6,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s2_shot_26": {
+      "diff_carry_yd": 2.6,
+      "diff_total_yd": 23.1,
+      "diff_apex_ft": 24.2,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s2_shot_27": {
+      "diff_carry_yd": 3.6,
+      "diff_total_yd": 13.8,
+      "diff_apex_ft": 5.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s2_shot_9": {
+      "diff_carry_yd": -2.8,
+      "diff_total_yd": 3.5,
+      "diff_apex_ft": 7.3,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_3w_18": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_3w_19": {
+      "diff_carry_yd": -0.1,
+      "diff_total_yd": 16.7,
+      "diff_apex_ft": 0.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_3w_21": {
+      "diff_carry_yd": 1.1,
+      "diff_total_yd": 16.6,
+      "diff_apex_ft": 0.3,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_3w_22": {
+      "diff_carry_yd": 3.1,
+      "diff_total_yd": 20.2,
+      "diff_apex_ft": 0.5,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_3w_23": {
+      "diff_carry_yd": 0.8,
+      "diff_total_yd": -22.7,
+      "diff_apex_ft": -1.2,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_3w_24": {
+      "diff_carry_yd": 7.9,
+      "diff_total_yd": 29.6,
+      "diff_apex_ft": 1.9,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_5i_10": {
+      "diff_carry_yd": 3.0,
+      "diff_total_yd": -7.1,
+      "diff_apex_ft": 5.9,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_5i_11": {
+      "diff_carry_yd": -3.2,
+      "diff_total_yd": -17.2,
+      "diff_apex_ft": -1.3,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "s3_shot_5i_12": {
+      "diff_carry_yd": 1.2,
+      "diff_total_yd": -23.5,
+      "diff_apex_ft": 1.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_5i_13": {
+      "diff_carry_yd": 2.6,
+      "diff_total_yd": 10.1,
+      "diff_apex_ft": 0.6,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_5i_15": {
+      "diff_carry_yd": -4.5,
+      "diff_total_yd": 14.7,
+      "diff_apex_ft": -1.1,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s3_shot_5i_16": {
+      "diff_carry_yd": 1.1,
+      "diff_total_yd": -20.8,
+      "diff_apex_ft": -0.2,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_5i_17": {
+      "diff_carry_yd": -2.0,
+      "diff_total_yd": -1.9,
+      "diff_apex_ft": -0.3,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_6i_35": {
+      "diff_carry_yd": -5.1,
+      "diff_total_yd": -16.6,
+      "diff_apex_ft": -3.3,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "s3_shot_6i_36": {
+      "diff_carry_yd": 2.1,
+      "diff_total_yd": -20.8,
+      "diff_apex_ft": 0.6,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_6i_37": {
+      "diff_carry_yd": -3.6,
+      "diff_total_yd": 12.2,
+      "diff_apex_ft": -0.8,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s3_shot_6i_38": {
+      "diff_carry_yd": -3.2,
+      "diff_total_yd": -21.3,
+      "diff_apex_ft": 0.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "s3_shot_6i_39": {
+      "diff_carry_yd": -0.5,
+      "diff_total_yd": 6.4,
+      "diff_apex_ft": 0.0,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_6i_40": {
+      "diff_carry_yd": -1.2,
+      "diff_total_yd": 7.8,
+      "diff_apex_ft": 0.1,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_6i_41": {
+      "diff_carry_yd": -4.6,
+      "diff_total_yd": 13.2,
+      "diff_apex_ft": -1.0,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s3_shot_6i_42": {
+      "diff_carry_yd": -1.1,
+      "diff_total_yd": -17.4,
+      "diff_apex_ft": 0.8,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_6i_43": {
+      "diff_carry_yd": 6.4,
+      "diff_total_yd": 0.9,
+      "diff_apex_ft": 8.1,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s3_shot_6i_44": {
+      "diff_carry_yd": -1.2,
+      "diff_total_yd": -27.4,
+      "diff_apex_ft": -1.3,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_6i_45": {
+      "diff_carry_yd": 3.5,
+      "diff_total_yd": 21.1,
+      "diff_apex_ft": 0.6,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_6i_46": {
+      "diff_carry_yd": 3.8,
+      "diff_total_yd": -3.5,
+      "diff_apex_ft": -1.5,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s3_shot_6i_47": {
+      "diff_carry_yd": 7.0,
+      "diff_total_yd": 10.8,
+      "diff_apex_ft": 11.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_6i_48": {
+      "diff_carry_yd": 6.1,
+      "diff_total_yd": 11.1,
+      "diff_apex_ft": 14.2,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_6i_49": {
+      "diff_carry_yd": -2.5,
+      "diff_total_yd": 7.0,
+      "diff_apex_ft": -0.3,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_6i_50": {
+      "diff_carry_yd": -0.4,
+      "diff_total_yd": -12.1,
+      "diff_apex_ft": 3.9,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_7i_25": {
+      "diff_carry_yd": -0.5,
+      "diff_total_yd": -18.0,
+      "diff_apex_ft": 0.9,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_7i_26": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": -21.8,
+      "diff_apex_ft": 1.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_7i_27": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 4.3,
+      "diff_apex_ft": 8.0,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_7i_28": {
+      "diff_carry_yd": 1.2,
+      "diff_total_yd": 1.2,
+      "diff_apex_ft": 8.3,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_7i_29": {
+      "diff_carry_yd": 1.0,
+      "diff_total_yd": -5.8,
+      "diff_apex_ft": -3.5,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_7i_30": {
+      "diff_carry_yd": -0.2,
+      "diff_total_yd": 1.5,
+      "diff_apex_ft": 5.5,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_7i_31": {
+      "diff_carry_yd": -4.8,
+      "diff_total_yd": -14.3,
+      "diff_apex_ft": -4.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "s3_shot_7i_32": {
+      "diff_carry_yd": -1.8,
+      "diff_total_yd": -2.2,
+      "diff_apex_ft": 3.1,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_7i_33": {
+      "diff_carry_yd": -1.6,
+      "diff_total_yd": -1.3,
+      "diff_apex_ft": 4.7,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_7i_34": {
+      "diff_carry_yd": 4.4,
+      "diff_total_yd": 2.6,
+      "diff_apex_ft": 3.1,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s3_shot_9i_1": {
+      "diff_carry_yd": -1.4,
+      "diff_total_yd": -12.6,
+      "diff_apex_ft": 1.3,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_9i_2": {
+      "diff_carry_yd": -8.0,
+      "diff_total_yd": -9.1,
+      "diff_apex_ft": -3.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "s3_shot_9i_3": {
+      "diff_carry_yd": -1.4,
+      "diff_total_yd": 1.1,
+      "diff_apex_ft": -5.3,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_9i_5": {
+      "diff_carry_yd": -2.6,
+      "diff_total_yd": -5.5,
+      "diff_apex_ft": -5.5,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_9i_7": {
+      "diff_carry_yd": 1.1,
+      "diff_total_yd": 1.6,
+      "diff_apex_ft": -4.2,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_9i_8": {
+      "diff_carry_yd": -1.6,
+      "diff_total_yd": 4.1,
+      "diff_apex_ft": -1.5,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_9i_9": {
+      "diff_carry_yd": -1.2,
+      "diff_total_yd": 1.9,
+      "diff_apex_ft": -6.1,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_driver_51": {
+      "diff_carry_yd": 11.4,
+      "diff_total_yd": 29.6,
+      "diff_apex_ft": 0.6,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_driver_52": {
+      "diff_carry_yd": 9.4,
+      "diff_total_yd": 25.3,
+      "diff_apex_ft": -1.4,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_driver_53": {
+      "diff_carry_yd": 6.5,
+      "diff_total_yd": 17.9,
+      "diff_apex_ft": -3.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_driver_54": {
+      "diff_carry_yd": 5.4,
+      "diff_total_yd": 0.0,
+      "diff_apex_ft": -2.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "s3_shot_driver_55": {
+      "diff_carry_yd": 2.5,
+      "diff_total_yd": 22.6,
+      "diff_apex_ft": 0.4,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_driver_56": {
+      "diff_carry_yd": 4.8,
+      "diff_total_yd": 20.7,
+      "diff_apex_ft": 9.7,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_driver_57": {
+      "diff_carry_yd": -5.1,
+      "diff_total_yd": -19.7,
+      "diff_apex_ft": -3.5,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "s3_shot_driver_58": {
+      "diff_carry_yd": 18.0,
+      "diff_total_yd": 37.0,
+      "diff_apex_ft": -4.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_driver_59": {
+      "diff_carry_yd": -0.9,
+      "diff_total_yd": 17.7,
+      "diff_apex_ft": -3.8,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_driver_60": {
+      "diff_carry_yd": 0.0,
+      "diff_total_yd": -14.9,
+      "diff_apex_ft": -2.4,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "s3_shot_pw_64": {
+      "diff_carry_yd": -4.4,
+      "diff_total_yd": 9.6,
+      "diff_apex_ft": -3.7,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "s3_shot_pw_65": {
+      "diff_carry_yd": -0.1,
+      "diff_total_yd": 4.7,
+      "diff_apex_ft": -3.8,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "s3_shot_pw_66": {
+      "diff_carry_yd": -2.6,
+      "diff_total_yd": 11.3,
+      "diff_apex_ft": -3.7,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_pw_67": {
+      "diff_carry_yd": 0.0,
+      "diff_total_yd": 5.7,
+      "diff_apex_ft": -4.0,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "s3_shot_pw_68": {
+      "diff_carry_yd": 3.4,
+      "diff_total_yd": 6.1,
+      "diff_apex_ft": -6.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "s3_shot_pw_69": {
+      "diff_carry_yd": -2.8,
+      "diff_total_yd": -3.9,
+      "diff_apex_ft": -3.8,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "topped_test_shot": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": 13.9,
+      "diff_apex_ft": -0.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "wedge_shot_1": {
+      "diff_carry_yd": -5.1,
+      "diff_total_yd": -0.7,
+      "diff_apex_ft": -2.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_shot_2": {
+      "diff_carry_yd": -6.1,
+      "diff_total_yd": 2.7,
+      "diff_apex_ft": -4.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_test_shot": {
+      "diff_carry_yd": -5.0,
+      "diff_total_yd": 3.6,
+      "diff_apex_ft": -3.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wedge_test_shot2": {
+      "diff_carry_yd": -5.4,
+      "diff_total_yd": 3.1,
+      "diff_apex_ft": -2.0,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "wood1": {
+      "diff_carry_yd": 12.7,
+      "diff_total_yd": -3.2,
+      "diff_apex_ft": 3.2,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "wood2": {
+      "diff_carry_yd": 4.8,
+      "diff_total_yd": 0.7,
+      "diff_apex_ft": -1.6,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "wood_low_test_shot": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 22.9,
+      "diff_apex_ft": 0.4,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    }
+  },
+  "regressions": [],
+  "conflicts": [
+    "Bounce.FlightTangentialRetentionBase",
+    "Bounce.FlightSpinFactorMin",
+    "Bounce.FlightSpinFactorDivisor",
+    "Rollout.MidSpinMultiplierMax",
+    "Rollout.HighSpinMultiplierMax",
+    "Rollout.FrictionBlendSpeed",
+    "KineticFrictionMultiplier",
+    "Bounce.RolloutHighSpinRetention",
+    "Bounce.CorBaseA",
+    "Rollout.LowSpinMultiplierMax",
+    "Rollout.LowSpinThreshold",
+    "RollingFrictionMultiplier",
+    "Bounce.RolloutLowSpinRetention",
+    "Flight.ClMaxBase",
+    "Flight.CdMin",
+    "Flight.HighLaunchDragBoostMax",
+    "DragScaleMultiplier",
+    "LiftScaleMultiplier"
+  ]
+}
diff --git a/assets/data/calibration/physics.csv b/assets/data/calibration/physics.csv
index bab9ed0..e42f57b 100644
--- a/assets/data/calibration/physics.csv
+++ b/assets/data/calibration/physics.csv
@@ -1,7 +1,6 @@
 shot_name,filename,speed_mph,vla_deg,hla_deg,total_spin_rpm,spin_axis_deg,backspin_rpm,sidespin_rpm,carry_yd,total_yd,rollout_yd,apex_ft,hang_time_s,landing_speed_mps,landing_angle_deg,initial_re,initial_spin_ratio,initial_cd,initial_cl,peak_cl,carry_only_yd
 5iron,5iron.json,102.10,17.40,1.50,5391.0,12.30,5266.0,1151.0,143.7,154.3,10.7,64.6,4.86,23.86,45.06,124951.4,0.263855,0.223365,0.298854,0.298854,143.7
 approach_mid_iron_test_shot,approach_mid_iron_test_shot.json,93.90,22.90,-2.60,5375.0,2.00,5375.0,0.0,125.8,136.4,10.6,64.6,4.66,22.98,47.03,114916.1,0.286081,0.227772,0.251433,0.268000,125.8
-approach_test_shot,approach_test_shot.json,81.05,30.50,1.35,10489.8,5.74,10454.8,699.3,92.5,93.3,0.9,64.0,4.43,20.23,50.62,99195.9,0.646073,0.312878,0.261523,0.310921,92.5
 bump_and_run,bump_and_run.json,58.27,15.57,-0.85,1850.1,2.31,1700.4,75.7,34.7,34.5,-0.2,8.0,1.43,20.83,18.52,71314.6,0.145977,0.336605,0.122924,0.122924,34.7
 bump_and_run_slow,bump_and_run_slow.json,30.27,15.57,-0.85,1850.1,2.31,1700.4,75.7,10.0,27.1,17.0,2.2,0.73,12.54,16.52,37047.8,0.280996,0.484456,0.002156,0.002156,10.0
 bump_test_shot,bump_test_shot.json,78.27,5.57,-0.85,1850.1,2.31,1700.4,75.7,36.9,86.8,49.9,3.0,1.05,29.99,6.63,95790.9,0.108677,0.227686,0.175567,0.175567,36.9
@@ -40,3 +39,65 @@ s2_shot_24,shot_24.json,121.48,14.53,-11.23,3172.9,-6.80,3150.6,-375.5,188.7,195
 s2_shot_26,shot_26.json,116.97,18.42,-2.02,5035.4,9.70,4963.4,848.2,173.3,197.3,24.0,112.3,6.17,25.92,58.01,143143.6,0.215155,0.226139,0.284498,0.319321,173.3
 s2_shot_27,shot_27.json,112.96,17.59,-2.26,4291.5,12.21,4194.4,907.8,168.1,183.4,15.2,78.6,5.31,25.81,46.45,138244.2,0.189868,0.215786,0.222482,0.261454,168.1
 s2_shot_9,shot_9.json,94.41,20.07,2.40,4020.4,16.33,3858.1,1130.8,123.7,136.0,12.3,62.1,4.47,23.57,46.46,115543.8,0.212823,0.223713,0.279055,0.314843,123.7
+s3_shot_3w_18,shot_3w_18.json,47.91,45.81,33.98,7491.0,30.00,6487.4,3745.5,36.7,41.7,4.9,34.7,2.95,16.10,54.61,58633.5,0.781418,0.569061,0.273498,0.273498,36.7
+s3_shot_3w_19,shot_3w_19.json,121.33,5.59,-4.84,1661.5,-11.89,1625.9,-342.2,120.5,182.5,62.0,12.3,2.53,36.70,10.00,148481.0,0.068442,0.197251,0.151288,0.151438,120.5
+s3_shot_3w_21,shot_3w_21.json,119.40,5.31,-3.43,1759.7,-10.46,1730.5,-319.5,115.7,177.1,61.3,11.2,2.44,36.62,9.45,146120.2,0.073659,0.196519,0.156580,0.156660,115.7
+s3_shot_3w_22,shot_3w_22.json,108.89,5.62,-7.25,2500.8,-1.78,2499.6,-77.5,106.3,161.5,55.2,11.0,2.44,33.74,10.12,133261.1,0.114780,0.196784,0.187398,0.187398,106.3
+s3_shot_3w_23,shot_3w_23.json,115.83,8.90,-0.78,2804.3,2.19,2802.2,107.3,148.5,148.2,-0.2,26.8,3.56,30.87,18.14,141755.6,0.120995,0.201268,0.178166,0.178473,148.5
+s3_shot_3w_24,shot_3w_24.json,123.42,6.29,-5.42,2751.6,-13.27,2678.1,-631.8,153.8,206.3,52.5,21.7,3.44,32.73,15.04,151037.8,0.111429,0.204726,0.185432,0.185915,153.8
+s3_shot_5i_10,shot_5i_10.json,87.96,14.22,1.21,4064.7,8.41,4021.0,594.4,106.1,109.6,3.5,34.3,3.59,23.03,34.08,107642.0,0.230959,0.235986,0.312469,0.319148,106.1
+s3_shot_5i_11,shot_5i_11.json,90.59,14.45,-0.21,3360.4,7.80,3329.3,456.2,105.6,106.9,1.4,28.5,3.26,25.16,26.29,110866.8,0.185386,0.219679,0.213438,0.218752,105.6
+s3_shot_5i_12,shot_5i_12.json,74.19,10.23,-1.67,3321.4,15.75,3196.7,901.5,59.6,58.4,-1.1,10.5,2.01,23.70,17.43,90789.2,0.223756,0.276466,0.301989,0.305482,59.6
+s3_shot_5i_13,shot_5i_13.json,75.04,8.01,2.53,3921.4,3.42,3914.4,234.0,56.5,89.0,32.5,7.4,1.83,24.58,12.26,91830.0,0.261184,0.272955,0.303437,0.305909,56.5
+s3_shot_5i_15,shot_5i_15.json,86.90,9.35,-4.02,2508.9,-4.94,2499.6,-216.2,74.1,121.3,47.2,11.0,2.08,28.55,13.08,106345.9,0.144296,0.214825,0.187102,0.187102,74.1
+s3_shot_5i_16,shot_5i_16.json,97.99,9.13,-2.08,3775.9,1.68,3774.3,110.7,110.2,109.2,-1.0,19.5,3.01,27.62,17.58,119926.2,0.192576,0.215013,0.229128,0.229955,110.2
+s3_shot_5i_17,shot_5i_17.json,56.46,9.97,24.15,5178.3,29.12,4523.9,2519.7,28.6,45.0,16.5,4.2,1.18,20.23,12.26,69096.2,0.458380,0.402994,0.309595,0.311075,28.6
+s3_shot_6i_35,shot_6i_35.json,80.55,15.35,-1.30,4667.1,-0.03,4667.1,-2.8,84.9,84.9,0.0,23.1,2.92,22.73,25.52,98572.3,0.289590,0.253612,0.244343,0.268976,84.9
+s3_shot_6i_36,shot_6i_36.json,78.86,10.40,16.08,4166.0,25.12,3771.9,1768.7,69.9,68.3,-1.6,12.4,2.27,24.22,16.75,96505.8,0.264030,0.258934,0.298537,0.298652,69.9
+s3_shot_6i_37,shot_6i_37.json,82.57,10.16,11.01,3041.1,25.35,2748.4,1301.8,67.9,109.4,41.5,11.0,2.03,26.95,14.28,101052.9,0.184068,0.234572,0.211057,0.211332,67.9
+s3_shot_6i_38,shot_6i_38.json,79.12,13.35,3.04,3186.9,11.59,3121.9,640.2,76.0,76.2,0.2,18.1,2.53,23.84,23.45,96827.7,0.201308,0.249920,0.250057,0.258223,76.0
+s3_shot_6i_39,shot_6i_39.json,60.98,6.14,10.35,3284.8,22.03,3044.9,1232.2,23.5,53.7,30.3,2.1,0.86,23.39,7.64,74625.7,0.269219,0.351554,0.288673,0.291348,23.5
+s3_shot_6i_40,shot_6i_40.json,62.11,6.80,27.01,2768.0,30.00,2397.2,1384.0,25.0,58.9,33.9,2.6,0.90,23.67,8.85,76009.9,0.222738,0.343045,0.300173,0.300559,25.0
+s3_shot_6i_41,shot_6i_41.json,82.53,9.88,-2.28,2620.2,13.56,2547.1,614.5,66.7,111.1,44.4,10.3,1.97,27.41,13.39,100996.8,0.158675,0.227492,0.192268,0.192269,66.7
+s3_shot_6i_42,shot_6i_42.json,77.19,13.14,-3.42,4057.2,4.14,4046.6,293.2,75.5,75.5,-0.0,18.3,2.63,22.59,23.99,94471.3,0.262673,0.264689,0.300938,0.300938,75.5
+s3_shot_6i_43,shot_6i_43.json,94.06,13.88,-4.68,4616.2,1.70,4614.2,137.0,123.7,129.5,5.7,43.1,4.12,23.23,37.74,115112.4,0.245275,0.227614,0.319007,0.319007,123.7
+s3_shot_6i_44,shot_6i_44.json,114.96,9.46,-6.67,2314.5,15.10,2234.6,602.8,141.1,140.8,-0.3,25.3,3.34,31.77,17.37,140686.5,0.100621,0.197318,0.165322,0.165551,141.1
+s3_shot_6i_45,shot_6i_45.json,109.32,6.42,-9.00,2509.9,-10.87,2464.9,-473.5,113.1,166.5,53.4,13.5,2.63,33.03,11.70,133784.2,0.114749,0.196925,0.187380,0.187381,113.1
+s3_shot_6i_46,shot_6i_46.json,116.33,13.65,0.34,3007.9,10.67,2955.8,557.1,171.1,175.8,4.6,50.1,4.53,28.25,28.55,142368.0,0.129223,0.203147,0.180634,0.181714,171.1
+s3_shot_6i_47,shot_6i_47.json,99.48,14.78,-2.86,4810.7,4.69,4794.6,393.7,138.2,148.5,10.3,56.8,4.64,23.60,43.56,121740.5,0.241695,0.224018,0.319265,0.319321,138.2
+s3_shot_6i_48,shot_6i_48.json,101.73,15.23,-3.03,4631.0,4.26,4618.2,344.4,143.2,154.6,11.4,63.1,4.83,23.90,45.83,124502.8,0.227503,0.223418,0.307983,0.319321,143.2
+s3_shot_6i_49,shot_6i_49.json,71.25,7.70,16.05,2624.7,30.00,2273.0,1312.3,37.4,77.3,39.9,4.2,1.20,26.22,9.47,87197.7,0.184102,0.274179,0.211348,0.211348,37.4
+s3_shot_6i_50,shot_6i_50.json,82.80,14.85,-1.42,3783.4,2.81,3778.8,185.4,92.8,95.3,2.6,29.5,3.23,22.65,32.23,101335.6,0.228355,0.247284,0.309186,0.318160,92.8
+s3_shot_7i_25,shot_7i_25.json,83.34,13.18,2.98,3409.5,17.79,3246.5,1041.7,86.4,86.8,0.4,21.0,2.80,24.19,24.28,101997.9,0.204455,0.239178,0.258137,0.266132,86.4
+s3_shot_7i_26,shot_7i_26.json,73.37,10.85,15.40,3560.9,30.00,3083.8,1780.4,58.4,57.5,-1.0,10.7,2.00,23.45,17.67,89787.0,0.242568,0.279987,0.319319,0.319321,58.4
+s3_shot_7i_27,shot_7i_27.json,93.74,17.06,-1.45,4611.6,2.63,4606.7,211.8,124.1,132.6,8.4,54.0,4.37,23.10,43.53,114719.5,0.245870,0.227933,0.318841,0.318841,124.1
+s3_shot_7i_28,shot_7i_28.json,92.09,16.41,-3.60,4216.7,-0.44,4216.6,-32.4,119.1,126.8,7.7,48.9,4.15,23.11,41.48,112696.8,0.228852,0.229779,0.309859,0.319321,119.1
+s3_shot_7i_29,shot_7i_29.json,107.59,13.82,-6.05,3633.3,4.72,3621.0,298.7,149.4,152.5,3.1,42.8,4.18,26.85,28.20,131669.7,0.168773,0.207825,0.195575,0.196678,149.4
+s3_shot_7i_30,shot_7i_30.json,90.17,17.56,-3.83,4508.5,-0.21,4508.5,-16.5,115.2,123.2,8.0,48.6,4.11,22.75,41.66,110355.9,0.249879,0.232360,0.316829,0.316829,115.2
+s3_shot_7i_31,shot_7i_31.json,76.36,17.52,-0.54,5122.2,1.84,5119.5,164.7,80.2,80.2,-0.0,24.3,2.94,21.68,27.18,93445.7,0.335263,0.264659,0.225889,0.268000,80.2
+s3_shot_7i_32,shot_7i_32.json,93.10,16.96,-1.03,3762.5,4.20,3752.4,275.6,119.4,127.6,8.2,45.6,3.98,23.95,38.50,113935.9,0.201982,0.221595,0.251784,0.278687,119.4
+s3_shot_7i_33,shot_7i_33.json,92.36,16.96,-0.58,3851.7,2.81,3847.1,188.9,118.1,126.7,8.6,46.7,4.02,23.60,39.60,113026.5,0.208434,0.224441,0.268276,0.297243,118.1
+s3_shot_7i_34,shot_7i_34.json,104.19,14.67,-4.63,4081.2,1.90,4079.0,135.0,146.9,153.2,6.3,51.3,4.49,25.08,37.02,127515.3,0.195758,0.214592,0.236115,0.255285,146.9
+s3_shot_9i_1,shot_9i_1.json,88.98,15.10,-0.50,3563.2,11.26,3494.6,695.8,105.3,108.2,2.9,32.1,3.42,24.11,30.94,108898.1,0.200130,0.226454,0.247047,0.261228,105.3
+s3_shot_9i_2,shot_9i_2.json,71.29,23.93,5.51,4085.5,8.31,4042.7,590.2,74.1,78.3,4.3,33.8,3.18,20.15,39.23,87241.3,0.286429,0.289562,0.250705,0.268796,74.1
+s3_shot_9i_3,shot_9i_3.json,90.11,21.67,2.80,5243.0,11.20,5143.3,1018.1,115.9,121.8,5.9,52.4,4.23,22.62,42.09,110277.5,0.290796,0.232455,0.242056,0.268000,115.9
+s3_shot_9i_5,shot_9i_5.json,84.02,19.37,3.82,5352.1,11.48,5245.0,1065.2,100.1,101.7,1.6,36.3,3.59,22.21,33.44,102827.9,0.318347,0.244171,0.224019,0.268000,100.1
+s3_shot_9i_7,shot_9i_7.json,83.03,22.51,5.26,7008.5,9.70,6908.3,1181.2,102.2,104.2,2.0,47.3,4.09,20.95,40.06,101607.9,0.421882,0.272085,0.254654,0.311339,102.2
+s3_shot_9i_8,shot_9i_8.json,92.21,21.95,-6.31,5042.3,0.73,5041.8,64.2,121.3,130.5,9.2,61.1,4.51,22.86,46.52,112846.1,0.273294,0.229631,0.279723,0.279723,121.3
+s3_shot_9i_9,shot_9i_9.json,90.06,22.14,-3.09,5351.1,1.21,5349.9,113.3,116.9,123.0,6.2,54.0,4.30,22.54,42.88,110212.5,0.296965,0.232535,0.231941,0.268000,116.9
+s3_shot_driver_51,shot_driver_51.json,116.17,21.74,2.17,6409.0,3.23,6398.8,360.7,174.3,193.9,19.6,109.3,6.16,25.54,56.27,142164.9,0.275733,0.228395,0.274312,0.274312,174.3
+s3_shot_driver_52,shot_driver_52.json,102.11,31.33,3.09,8442.2,6.26,8391.8,921.1,133.9,149.4,15.5,117.9,6.13,24.16,60.49,124959.2,0.413216,0.245899,0.250095,0.301073,133.9
+s3_shot_driver_53,shot_driver_53.json,97.23,30.63,2.23,8925.8,5.99,8877.1,931.1,124.1,135.0,10.9,102.0,5.69,23.10,56.94,118995.0,0.458786,0.265083,0.272631,0.310595,124.1
+s3_shot_driver_54,shot_driver_54.json,121.50,12.88,-5.26,3410.9,-9.97,3359.4,-590.5,183.6,188.7,5.1,54.3,4.79,28.21,29.58,148697.8,0.140300,0.208998,0.185406,0.186904,183.6
+s3_shot_driver_55,shot_driver_55.json,117.48,7.48,-8.33,2150.0,-27.19,1912.4,-982.4,128.1,184.4,56.3,17.6,2.86,34.26,13.30,143773.2,0.091462,0.197519,0.168768,0.168932,128.1
+s3_shot_driver_56,shot_driver_56.json,118.70,17.12,-1.80,4553.8,2.81,4548.4,222.9,181.4,201.6,20.2,92.9,5.78,26.15,50.62,145271.0,0.191729,0.220111,0.226607,0.281042,181.4
+s3_shot_driver_57,shot_driver_57.json,120.93,14.10,-5.16,1544.1,-7.96,1529.2,-213.7,172.5,177.3,4.8,47.4,4.23,30.71,26.13,147990.8,0.063815,0.196505,0.135395,0.136410,172.5
+s3_shot_driver_58,shot_driver_58.json,119.27,23.59,2.48,7093.4,3.26,7081.9,403.5,181.2,200.9,19.8,120.9,6.49,25.88,57.65,145965.8,0.297231,0.230714,0.231575,0.268541,181.2
+s3_shot_driver_59,shot_driver_59.json,80.96,44.91,8.87,6735.0,12.36,6578.8,1442.0,82.8,100.9,18.1,104.0,5.29,22.79,66.05,99079.0,0.415764,0.270301,0.251426,0.310684,82.8
+s3_shot_driver_60,shot_driver_60.json,107.39,11.67,-8.62,3268.6,-14.80,3160.1,-835.0,138.5,138.9,0.4,31.6,3.65,28.48,22.04,131422.8,0.152117,0.203783,0.189954,0.190320,138.5
+s3_shot_pw_64,shot_pw_64.json,69.63,28.57,0.16,5327.2,5.10,5306.2,473.4,75.7,92.0,16.3,42.7,3.64,19.40,45.17,85210.2,0.382385,0.293489,0.235700,0.308511,75.7
+s3_shot_pw_65,shot_pw_65.json,81.25,28.38,2.89,6959.4,9.38,6866.3,1134.7,98.4,104.1,5.7,61.8,4.47,20.80,48.82,99433.7,0.428086,0.274904,0.257944,0.311155,98.4
+s3_shot_pw_66,shot_pw_66.json,75.71,27.32,-1.17,6605.0,3.99,6589.0,460.1,87.1,102.1,15.0,49.8,4.00,19.95,45.08,92652.6,0.436020,0.278812,0.262117,0.311327,87.1
+s3_shot_pw_67,shot_pw_67.json,81.66,28.12,6.34,6509.6,12.74,6349.4,1435.1,100.0,106.8,6.7,61.0,4.46,20.93,48.83,99936.4,0.398402,0.263562,0.242678,0.311339,100.0
+s3_shot_pw_68,shot_pw_68.json,88.55,23.37,-0.05,6637.4,6.04,6600.5,698.8,116.1,120.2,4.1,57.2,4.48,21.93,42.94,108370.9,0.374608,0.243285,0.232885,0.292326,116.1
+s3_shot_pw_69,shot_pw_69.json,74.06,23.61,0.18,5880.4,8.45,5816.5,864.4,83.2,84.9,1.7,37.4,3.54,20.04,38.24,90634.2,0.396828,0.275008,0.241935,0.304135,83.2
diff --git a/assets/data/calibration/shot_diff_analysis.csv b/assets/data/calibration/shot_diff_analysis.csv
index 4795d78..53d616c 100644
--- a/assets/data/calibration/shot_diff_analysis.csv
+++ b/assets/data/calibration/shot_diff_analysis.csv
@@ -1,7 +1,6 @@
 shot_name,speed_mph,vla_deg,hla_deg,total_spin_rpm,spin_axis_deg,physics_carry_yd,flightscope_carry_yd,diff_carry_yd,physics_total_yd,flightscope_total_yd,diff_total_yd,rollout_physics_yd,rollout_flightscope_yd,diff_rollout_yd,physics_apex_ft,flightscope_apex_ft,diff_apex_ft,status
 5iron,102.1,17.4,1.5,5391,12.3,143.7,138.1,5.6,154.3,142.2,12.1,10.6,4.1,6.5,64.6,59.6,5.0,severe
 approach_mid_iron_test_shot,93.9,22.9,-2.6,5375,2.0,125.8,125.8,0.0,136.4,128.5,7.9,10.6,2.7,7.9,64.6,69.3,-4.7,moderate
-approach_test_shot,81.0,30.5,1.4,10490,5.7,92.5,92.2,0.3,93.3,91.5,1.8,0.8,-0.7,1.5,64.0,72.2,-8.2,pass
 bump_and_run,58.3,15.6,-0.8,1850,2.3,34.7,43.8,-9.1,34.5,62.0,-27.5,-0.2,18.2,-18.4,8.0,10.1,-2.1,severe
 bump_and_run_slow,30.3,15.6,-0.8,1850,2.3,10.0,,,27.1,,,17.1,,,2.2,,,
 bump_test_shot,78.3,5.6,-0.8,1850,2.3,36.9,39.0,-2.1,86.8,74.0,12.8,49.9,35.0,14.9,3.0,3.1,-0.1,severe
@@ -32,6 +31,68 @@ s2_shot_24,121.5,14.5,-11.2,3173,-6.8,188.7,183.0,5.7,195.5,192.8,2.7,6.8,9.8,-3
 s2_shot_26,117.0,18.4,-2.0,5035,9.7,173.3,170.7,2.6,197.3,174.2,23.1,24.0,3.5,20.5,112.3,88.1,24.2,severe
 s2_shot_27,113.0,17.6,-2.3,4292,12.2,168.1,164.5,3.6,183.4,169.6,13.8,15.3,5.1,10.2,78.6,73.6,5.0,severe
 s2_shot_9,94.4,20.1,2.4,4020,16.3,123.7,126.5,-2.8,136.0,132.5,3.5,12.3,6.0,6.3,62.1,54.8,7.3,pass
+s3_shot_3w_18,47.9,45.8,34.0,7491,30.0,36.7,,,41.7,,,5.0,,,34.7,,,
+s3_shot_3w_19,121.3,5.6,-4.8,1662,-11.9,120.5,120.6,-0.1,182.5,165.8,16.7,62.0,45.2,16.8,12.3,12.2,0.1,severe
+s3_shot_3w_21,119.4,5.3,-3.4,1760,-10.5,115.7,114.6,1.1,177.1,160.5,16.6,61.4,45.9,15.5,11.2,10.9,0.3,severe
+s3_shot_3w_22,108.9,5.6,-7.2,2501,-1.8,106.3,103.2,3.1,161.5,141.3,20.2,55.2,38.1,17.1,11.0,10.5,0.5,severe
+s3_shot_3w_23,115.8,8.9,-0.8,2804,2.2,148.5,147.7,0.8,148.2,170.9,-22.7,-0.3,23.2,-23.5,26.8,28.0,-1.2,severe
+s3_shot_3w_24,123.4,6.3,-5.4,2752,-13.3,153.8,145.9,7.9,206.3,176.7,29.6,52.5,30.8,21.7,21.7,19.8,1.9,severe
+s3_shot_5i_10,88.0,14.2,1.2,4065,8.4,106.1,103.1,3.0,109.6,116.7,-7.1,3.5,13.6,-10.1,34.3,28.4,5.9,moderate
+s3_shot_5i_11,90.6,14.4,-0.2,3360,7.8,105.6,108.8,-3.2,106.9,124.1,-17.2,1.3,15.3,-14.0,28.5,29.8,-1.3,severe
+s3_shot_5i_12,74.2,10.2,-1.7,3321,15.8,59.6,58.4,1.2,58.4,81.9,-23.5,-1.2,23.5,-24.7,10.5,9.4,1.1,severe
+s3_shot_5i_13,75.0,8.0,2.5,3921,3.4,56.5,53.9,2.6,89.0,78.9,10.1,32.5,25.0,7.5,7.4,6.8,0.6,severe
+s3_shot_5i_15,86.9,9.3,-4.0,2509,-4.9,74.1,78.6,-4.5,121.3,106.6,14.7,47.2,28.0,19.2,11.0,12.1,-1.1,severe
+s3_shot_5i_16,98.0,9.1,-2.1,3776,1.7,110.2,109.1,1.1,109.2,130.0,-20.8,-1.0,20.9,-21.9,19.5,19.7,-0.2,severe
+s3_shot_5i_17,56.5,10.0,24.1,5178,29.1,28.6,30.6,-2.0,45.0,46.9,-1.9,16.4,16.3,0.1,4.2,4.5,-0.3,pass
+s3_shot_6i_35,80.5,15.3,-1.3,4667,-0.0,84.9,90.0,-5.1,84.9,101.5,-16.6,0.0,11.5,-11.5,23.1,26.4,-3.3,severe
+s3_shot_6i_36,78.9,10.4,16.1,4166,25.1,69.9,67.8,2.1,68.3,89.1,-20.8,-1.6,21.3,-22.9,12.4,11.8,0.6,severe
+s3_shot_6i_37,82.6,10.2,11.0,3041,25.4,67.9,71.5,-3.6,109.4,97.2,12.2,41.5,25.7,15.8,11.0,11.8,-0.8,severe
+s3_shot_6i_38,79.1,13.3,3.0,3187,11.6,76.0,79.2,-3.2,76.2,97.5,-21.3,0.2,18.3,-18.1,18.1,18.0,0.1,severe
+s3_shot_6i_39,61.0,6.1,10.3,3285,22.0,23.5,24.0,-0.5,53.7,47.3,6.4,30.2,23.3,6.9,2.1,2.1,0.0,moderate
+s3_shot_6i_40,62.1,6.8,27.0,2768,30.0,25.0,26.2,-1.2,58.9,51.1,7.8,33.9,24.9,9.0,2.6,2.5,0.1,moderate
+s3_shot_6i_41,82.5,9.9,-2.3,2620,13.6,66.7,71.3,-4.6,111.1,97.9,13.2,44.4,26.6,17.8,10.3,11.3,-1.0,severe
+s3_shot_6i_42,77.2,13.1,-3.4,4057,4.1,75.5,76.6,-1.1,75.5,92.9,-17.4,0.0,16.3,-16.3,18.3,17.5,0.8,severe
+s3_shot_6i_43,94.1,13.9,-4.7,4616,1.7,123.7,117.3,6.4,129.5,128.6,0.9,5.8,11.3,-5.5,43.1,35.0,8.1,moderate
+s3_shot_6i_44,115.0,9.5,-6.7,2314,15.1,141.1,142.3,-1.2,140.8,168.2,-27.4,-0.3,25.9,-26.2,25.3,26.6,-1.3,severe
+s3_shot_6i_45,109.3,6.4,-9.0,2510,-10.9,113.1,109.6,3.5,166.5,145.4,21.1,53.4,35.8,17.6,13.5,12.9,0.6,severe
+s3_shot_6i_46,116.3,13.7,0.3,3008,10.7,171.1,167.3,3.8,175.8,179.3,-3.5,4.7,12.0,-7.3,50.1,51.6,-1.5,moderate
+s3_shot_6i_47,99.5,14.8,-2.9,4811,4.7,138.2,131.2,7.0,148.5,137.7,10.8,10.3,6.5,3.8,56.8,45.0,11.8,severe
+s3_shot_6i_48,101.7,15.2,-3.0,4631,4.3,143.2,137.1,6.1,154.6,143.5,11.1,11.4,6.4,5.0,63.1,48.9,14.2,severe
+s3_shot_6i_49,71.2,7.7,16.1,2625,30.0,37.4,39.9,-2.5,77.3,70.3,7.0,39.9,30.4,9.5,4.2,4.5,-0.3,moderate
+s3_shot_6i_50,82.8,14.8,-1.4,3783,2.8,92.8,93.2,-0.4,95.3,107.4,-12.1,2.5,14.2,-11.7,29.5,25.6,3.9,severe
+s3_shot_7i_25,83.3,13.2,3.0,3410,17.8,86.4,86.9,-0.5,86.8,104.8,-18.0,0.4,17.9,-17.5,21.0,20.1,0.9,severe
+s3_shot_7i_26,73.4,10.8,15.4,3561,30.0,58.4,56.6,1.8,57.5,79.3,-21.8,-0.9,22.7,-23.6,10.7,9.6,1.1,severe
+s3_shot_7i_27,93.7,17.1,-1.4,4612,2.6,124.1,122.3,1.8,132.6,128.3,4.3,8.5,6.0,2.5,54.0,46.0,8.0,pass
+s3_shot_7i_28,92.1,16.4,-3.6,4217,-0.4,119.1,117.9,1.2,126.8,125.6,1.2,7.7,7.7,0.0,48.9,40.6,8.3,pass
+s3_shot_7i_29,107.6,13.8,-6.0,3633,4.7,149.4,148.4,1.0,152.5,158.3,-5.8,3.1,9.9,-6.8,42.8,46.3,-3.5,moderate
+s3_shot_7i_30,90.2,17.6,-3.8,4508,-0.2,115.2,115.4,-0.2,123.2,121.7,1.5,8.0,6.3,1.7,48.6,43.1,5.5,pass
+s3_shot_7i_31,76.4,17.5,-0.5,5122,1.8,80.2,85.0,-4.8,80.2,94.5,-14.3,0.0,9.5,-9.5,24.3,28.4,-4.1,severe
+s3_shot_7i_32,93.1,17.0,-1.0,3762,4.2,119.4,121.2,-1.8,127.6,129.8,-2.2,8.2,8.6,-0.4,45.6,42.5,3.1,pass
+s3_shot_7i_33,92.4,17.0,-0.6,3852,2.8,118.1,119.7,-1.6,126.7,128.0,-1.3,8.6,8.3,0.3,46.7,42.0,4.7,pass
+s3_shot_7i_34,104.2,14.7,-4.6,4081,1.9,146.9,142.5,4.4,153.2,150.6,2.6,6.3,8.1,-1.8,51.3,48.2,3.1,moderate
+s3_shot_9i_1,89.0,15.1,-0.5,3563,11.3,105.3,106.7,-1.4,108.2,120.8,-12.6,2.9,14.1,-11.2,32.1,30.8,1.3,severe
+s3_shot_9i_2,71.3,23.9,5.5,4086,8.3,74.1,82.1,-8.0,78.3,87.4,-9.1,4.2,5.3,-1.1,33.8,36.8,-3.0,severe
+s3_shot_9i_3,90.1,21.7,2.8,5243,11.2,115.9,117.3,-1.4,121.8,120.7,1.1,5.9,3.4,2.5,52.4,57.7,-5.3,pass
+s3_shot_9i_5,84.0,19.4,3.8,5352,11.5,100.1,102.7,-2.6,101.7,107.2,-5.5,1.6,4.5,-2.9,36.3,41.8,-5.5,moderate
+s3_shot_9i_7,83.0,22.5,5.3,7008,9.7,102.2,101.1,1.1,104.2,102.6,1.6,2.0,1.5,0.5,47.3,51.5,-4.2,pass
+s3_shot_9i_8,92.2,21.9,-6.3,5042,0.7,121.3,122.9,-1.6,130.5,126.4,4.1,9.2,3.5,5.7,61.1,62.6,-1.5,pass
+s3_shot_9i_9,90.1,22.1,-3.1,5351,1.2,116.9,118.1,-1.2,123.0,121.1,1.9,6.1,3.0,3.1,54.0,60.1,-6.1,pass
+s3_shot_driver_51,116.2,21.7,2.2,6409,3.2,174.3,162.9,11.4,193.9,164.3,29.6,19.6,1.4,18.2,109.3,108.7,0.6,severe
+s3_shot_driver_52,102.1,31.3,3.1,8442,6.3,133.9,124.5,9.4,149.4,124.1,25.3,15.5,-0.4,15.9,117.9,119.3,-1.4,severe
+s3_shot_driver_53,97.2,30.6,2.2,8926,6.0,124.1,117.6,6.5,135.0,117.1,17.9,10.9,-0.5,11.4,102.0,105.8,-3.8,severe
+s3_shot_driver_54,121.5,12.9,-5.3,3411,-10.0,183.6,178.2,5.4,188.7,188.7,0.0,5.1,10.5,-5.4,54.3,56.5,-2.2,moderate
+s3_shot_driver_55,117.5,7.5,-8.3,2150,-27.2,128.1,125.6,2.5,184.4,161.8,22.6,56.3,36.2,20.1,17.6,17.2,0.4,severe
+s3_shot_driver_56,118.7,17.1,-1.8,4554,2.8,181.4,176.6,4.8,201.6,180.9,20.7,20.2,4.3,15.9,92.9,83.2,9.7,severe
+s3_shot_driver_57,120.9,14.1,-5.2,1544,-8.0,172.5,177.6,-5.1,177.3,197.0,-19.7,4.8,19.4,-14.6,47.4,50.9,-3.5,severe
+s3_shot_driver_58,119.3,23.6,2.5,7093,3.3,181.2,163.2,18.0,200.9,163.9,37.0,19.7,0.7,19.0,120.9,125.7,-4.8,severe
+s3_shot_driver_59,81.0,44.9,8.9,6735,12.4,82.8,83.7,-0.9,100.9,83.2,17.7,18.1,-0.5,18.6,104.0,107.8,-3.8,severe
+s3_shot_driver_60,107.4,11.7,-8.6,3269,-14.8,138.5,138.5,0.0,138.9,153.8,-14.9,0.4,15.3,-14.9,31.6,34.0,-2.4,severe
+s3_shot_pw_64,69.6,28.6,0.2,5327,5.1,75.7,80.1,-4.4,92.0,82.4,9.6,16.3,2.3,14.0,42.7,46.4,-3.7,moderate
+s3_shot_pw_65,81.2,28.4,2.9,6959,9.4,98.4,98.5,-0.1,104.1,99.4,4.7,5.7,0.9,4.8,61.8,65.6,-3.8,pass
+s3_shot_pw_66,75.7,27.3,-1.2,6605,4.0,87.1,89.7,-2.6,102.1,90.8,11.3,15.0,1.1,13.9,49.8,53.5,-3.7,severe
+s3_shot_pw_67,81.7,28.1,6.3,6510,12.7,100.0,100.0,0.0,106.8,101.1,5.7,6.8,1.1,5.7,61.0,65.0,-4.0,moderate
+s3_shot_pw_68,88.5,23.4,-0.1,6637,6.0,116.1,112.7,3.4,120.2,114.1,6.1,4.1,1.4,2.7,57.2,63.4,-6.2,moderate
+s3_shot_pw_69,74.1,23.6,0.2,5880,8.4,83.2,86.0,-2.8,84.9,88.8,-3.9,1.7,2.8,-1.1,37.4,41.2,-3.8,pass
 topped_test_shot,91.8,5.0,-0.9,2195,16.2,55.6,56.2,-0.6,109.2,95.3,13.9,53.6,39.1,14.5,4.2,4.3,-0.1,severe
 wedge_shot_1,48.7,29.0,-1.3,5684,11.1,37.5,42.6,-5.1,46.2,46.9,-0.7,8.7,4.3,4.4,18.9,21.3,-2.4,moderate
 wedge_shot_2,51.8,37.0,2.4,5652,9.1,43.0,49.1,-6.1,52.8,50.1,2.7,9.8,1.0,8.8,31.1,35.3,-4.2,moderate
diff --git a/assets/data/openfairway_accuracy_summary_20260313_2006.json b/assets/data/openfairway_accuracy_summary_20260313_2006.json
new file mode 100644
index 0000000..0291e6f
--- /dev/null
+++ b/assets/data/openfairway_accuracy_summary_20260313_2006.json
@@ -0,0 +1,58 @@
+{
+  "timestamp": "2026-03-13T20:06",
+  "total_shots": 102,
+  "shots_with_reference": 99,
+  "carry_accuracy": {
+    "avg_error_yd": 1.2,
+    "avg_off_yd": 3.6,
+    "typical_off_yd": 2.8,
+    "consistency_yd": 4.5,
+    "worst_off_yd": 18.0,
+    "within_pct_yd": {
+      "1": 20.2,
+      "2": 40.4,
+      "3": 51.5,
+      "5": 71.7,
+      "7": 88.9,
+      "10": 97.0,
+      "15": 99.0,
+      "20": 100.0
+    }
+  },
+  "total_accuracy": {
+    "avg_error_yd": 2.7,
+    "avg_off_yd": 11.5,
+    "typical_off_yd": 10.7,
+    "consistency_yd": 14.2,
+    "worst_off_yd": 37.0,
+    "within_pct_yd": {
+      "1": 5.1,
+      "2": 15.2,
+      "3": 23.2,
+      "5": 34.3,
+      "7": 40.4,
+      "10": 48.5,
+      "15": 66.7,
+      "20": 78.8
+    }
+  },
+  "apex_accuracy": {
+    "avg_error_ft": -0.1,
+    "avg_off_ft": 3.6,
+    "typical_off_ft": 3.1,
+    "consistency_ft": 5.2,
+    "worst_off_ft": 24.2,
+    "within_pct_ft": {
+      "1": 25.3,
+      "2": 43.4,
+      "3": 49.5,
+      "5": 77.8,
+      "7": 88.9,
+      "10": 96.0,
+      "13": 97.0,
+      "15": 98.0,
+      "20": 98.0,
+      "50": 100.0
+    }
+  }
+}
diff --git a/assets/data/openfairway_critical_carry_20260313_2006.csv b/assets/data/openfairway_critical_carry_20260313_2006.csv
new file mode 100644
index 0000000..0279cc8
--- /dev/null
+++ b/assets/data/openfairway_critical_carry_20260313_2006.csv
@@ -0,0 +1,100 @@
+shot_name,speed_mph,vla_deg,hla_deg,total_spin_rpm,spin_axis_deg,physics_carry_yd,flightscope_carry_yd,diff_carry_yd,physics_total_yd,flightscope_total_yd,diff_total_yd,rollout_physics_yd,rollout_flightscope_yd,diff_rollout_yd,physics_apex_ft,flightscope_apex_ft,diff_apex_ft,status
+s3_shot_driver_58,119.3,23.6,2.5,7093,3.3,181.2,163.2,18.0,200.9,163.9,37.0,19.7,0.7,19.0,120.9,125.7,-4.8,severe
+wood1,124.2,6.7,-8.1,4528,4.8,178.2,165.5,12.7,178.7,181.9,-3.2,0.5,16.4,-15.9,36.0,32.8,3.2,severe
+s3_shot_driver_51,116.2,21.7,2.2,6409,3.2,174.3,162.9,11.4,193.9,164.3,29.6,19.6,1.4,18.2,109.3,108.7,0.6,severe
+s3_shot_driver_52,102.1,31.3,3.1,8442,6.3,133.9,124.5,9.4,149.4,124.1,25.3,15.5,-0.4,15.9,117.9,119.3,-1.4,severe
+bump_and_run,58.3,15.6,-0.8,1850,2.3,34.7,43.8,-9.1,34.5,62.0,-27.5,-0.2,18.2,-18.4,8.0,10.1,-2.1,severe
+driver2,124.6,13.2,-6.8,3994,-6.1,193.7,184.8,8.9,200.9,192.3,8.6,7.2,7.5,-0.3,63.1,65.8,-2.7,severe
+s3_shot_9i_2,71.3,23.9,5.5,4086,8.3,74.1,82.1,-8.0,78.3,87.4,-9.1,4.2,5.3,-1.1,33.8,36.8,-3.0,severe
+s3_shot_3w_24,123.4,6.3,-5.4,2752,-13.3,153.8,145.9,7.9,206.3,176.7,29.6,52.5,30.8,21.7,21.7,19.8,1.9,severe
+driver4,119.0,15.5,-10.2,4454,-7.8,183.3,175.6,7.7,197.2,180.9,16.3,13.9,5.3,8.6,78.2,73.8,4.4,severe
+s2_shot_17,122.9,14.4,-1.3,4119,6.7,191.2,184.0,7.2,199.5,190.3,9.2,8.3,6.3,2.0,68.2,71.8,-3.6,severe
+s2_shot_20,120.9,15.0,-3.0,4245,9.6,186.6,179.4,7.2,196.4,185.3,11.1,9.8,5.9,3.9,70.5,72.3,-1.8,severe
+s3_shot_6i_47,99.5,14.8,-2.9,4811,4.7,138.2,131.2,7.0,148.5,137.7,10.8,10.3,6.5,3.8,56.8,45.0,11.8,severe
+s3_shot_driver_53,97.2,30.6,2.2,8926,6.0,124.1,117.6,6.5,135.0,117.1,17.9,10.9,-0.5,11.4,102.0,105.8,-3.8,severe
+s3_shot_6i_43,94.1,13.9,-4.7,4616,1.7,123.7,117.3,6.4,129.5,128.6,0.9,5.8,11.3,-5.5,43.1,35.0,8.1,moderate
+driver3,119.1,16.0,-8.9,4935,-9.4,180.3,174.1,6.2,201.8,178.5,23.3,21.5,4.4,17.1,99.6,78.5,21.1,severe
+s3_shot_6i_48,101.7,15.2,-3.0,4631,4.3,143.2,137.1,6.1,154.6,143.5,11.1,11.4,6.4,5.0,63.1,48.9,14.2,severe
+wedge_shot_2,51.8,37.0,2.4,5652,9.1,43.0,49.1,-6.1,52.8,50.1,2.7,9.8,1.0,8.8,31.1,35.3,-4.2,moderate
+s2_shot_21,127.3,7.2,-11.5,2321,-19.5,160.7,154.9,5.8,215.3,186.5,28.8,54.6,31.6,23.0,24.9,23.1,1.8,severe
+s2_shot_22,123.3,14.0,-6.1,3104,10.0,191.1,185.4,5.7,199.0,195.5,3.5,7.9,10.1,-2.2,61.6,63.0,-1.4,moderate
+s2_shot_24,121.5,14.5,-11.2,3173,-6.8,188.7,183.0,5.7,195.5,192.8,2.7,6.8,9.8,-3.0,63.0,64.6,-1.6,moderate
+5iron,102.1,17.4,1.5,5391,12.3,143.7,138.1,5.6,154.3,142.2,12.1,10.6,4.1,6.5,64.6,59.6,5.0,severe
+s3_shot_driver_54,121.5,12.9,-5.3,3411,-10.0,183.6,178.2,5.4,188.7,188.7,0.0,5.1,10.5,-5.4,54.3,56.5,-2.2,moderate
+wedge_test_shot2,54.7,26.8,1.6,4976,5.7,46.8,52.2,-5.4,60.8,57.7,3.1,14.0,5.5,8.5,22.4,24.4,-2.0,moderate
+s2_shot_12,90.8,24.5,-3.9,7261,4.9,120.6,115.4,5.2,125.9,116.4,9.5,5.3,1.0,4.3,66.4,71.5,-5.1,moderate
+s2_shot_18,105.7,20.5,-1.7,5667,8.2,151.9,146.8,5.1,166.0,149.4,16.6,14.1,2.6,11.5,83.5,80.4,3.1,severe
+s3_shot_6i_35,80.5,15.3,-1.3,4667,-0.0,84.9,90.0,-5.1,84.9,101.5,-16.6,0.0,11.5,-11.5,23.1,26.4,-3.3,severe
+s3_shot_driver_57,120.9,14.1,-5.2,1544,-8.0,172.5,177.6,-5.1,177.3,197.0,-19.7,4.8,19.4,-14.6,47.4,50.9,-3.5,severe
+wedge_shot_1,48.7,29.0,-1.3,5684,11.1,37.5,42.6,-5.1,46.2,46.9,-0.7,8.7,4.3,4.4,18.9,21.3,-2.4,moderate
+wedge_test_shot,66.4,23.2,-1.4,6449,7.1,65.6,70.6,-5.0,79.4,75.8,3.6,13.8,5.2,8.6,28.0,31.2,-3.2,moderate
+s3_shot_7i_31,76.4,17.5,-0.5,5122,1.8,80.2,85.0,-4.8,80.2,94.5,-14.3,0.0,9.5,-9.5,24.3,28.4,-4.1,severe
+s3_shot_driver_56,118.7,17.1,-1.8,4554,2.8,181.4,176.6,4.8,201.6,180.9,20.7,20.2,4.3,15.9,92.9,83.2,9.7,severe
+wood2,118.8,14.5,-3.3,3026,11.2,180.4,175.6,4.8,186.8,186.1,0.7,6.4,10.5,-4.1,57.7,59.3,-1.6,moderate
+s3_shot_6i_41,82.5,9.9,-2.3,2620,13.6,66.7,71.3,-4.6,111.1,97.9,13.2,44.4,26.6,17.8,10.3,11.3,-1.0,severe
+s3_shot_5i_15,86.9,9.3,-4.0,2509,-4.9,74.1,78.6,-4.5,121.3,106.6,14.7,47.2,28.0,19.2,11.0,12.1,-1.1,severe
+s3_shot_7i_34,104.2,14.7,-4.6,4081,1.9,146.9,142.5,4.4,153.2,150.6,2.6,6.3,8.1,-1.8,51.3,48.2,3.1,moderate
+s3_shot_pw_64,69.6,28.6,0.2,5327,5.1,75.7,80.1,-4.4,92.0,82.4,9.6,16.3,2.3,14.0,42.7,46.4,-3.7,moderate
+p_wedge_shot_1,82.3,26.5,-3.1,4946,6.7,100.2,104.5,-4.3,109.5,107.3,2.2,9.3,2.8,6.5,55.1,60.5,-5.4,moderate
+s2_shot_23,125.5,8.6,-14.3,3062,-23.9,166.1,161.9,4.2,166.1,185.0,-18.9,0.0,23.1,-23.1,31.1,31.0,0.1,severe
+s2_shot_10,89.7,25.5,-3.1,6446,6.2,119.1,115.1,4.0,127.1,116.4,10.7,8.0,1.3,6.7,66.2,72.0,-5.8,severe
+s3_shot_6i_46,116.3,13.7,0.3,3008,10.7,171.1,167.3,3.8,175.8,179.3,-3.5,4.7,12.0,-7.3,50.1,51.6,-1.5,moderate
+s2_shot_27,113.0,17.6,-2.3,4292,12.2,168.1,164.5,3.6,183.4,169.6,13.8,15.3,5.1,10.2,78.6,73.6,5.0,severe
+s3_shot_6i_37,82.6,10.2,11.0,3041,25.4,67.9,71.5,-3.6,109.4,97.2,12.2,41.5,25.7,15.8,11.0,11.8,-0.8,severe
+s3_shot_6i_45,109.3,6.4,-9.0,2510,-10.9,113.1,109.6,3.5,166.5,145.4,21.1,53.4,35.8,17.6,13.5,12.9,0.6,severe
+s3_shot_pw_68,88.5,23.4,-0.1,6637,6.0,116.1,112.7,3.4,120.2,114.1,6.1,4.1,1.4,2.7,57.2,63.4,-6.2,moderate
+s2_shot_19,128.6,12.5,-8.4,2514,5.1,197.8,194.5,3.3,204.3,208.7,-4.4,6.5,14.2,-7.7,56.4,57.3,-0.9,moderate
+s3_shot_5i_11,90.6,14.4,-0.2,3360,7.8,105.6,108.8,-3.2,106.9,124.1,-17.2,1.3,15.3,-14.0,28.5,29.8,-1.3,severe
+s3_shot_6i_38,79.1,13.3,3.0,3187,11.6,76.0,79.2,-3.2,76.2,97.5,-21.3,0.2,18.3,-18.1,18.1,18.0,0.1,severe
+s3_shot_3w_22,108.9,5.6,-7.2,2501,-1.8,106.3,103.2,3.1,161.5,141.3,20.2,55.2,38.1,17.1,11.0,10.5,0.5,severe
+s3_shot_5i_10,88.0,14.2,1.2,4065,8.4,106.1,103.1,3.0,109.6,116.7,-7.1,3.5,13.6,-10.1,34.3,28.4,5.9,moderate
+s2_shot_9,94.4,20.1,2.4,4020,16.3,123.7,126.5,-2.8,136.0,132.5,3.5,12.3,6.0,6.3,62.1,54.8,7.3,pass
+s3_shot_pw_69,74.1,23.6,0.2,5880,8.4,83.2,86.0,-2.8,84.9,88.8,-3.9,1.7,2.8,-1.1,37.4,41.2,-3.8,pass
+s2_shot_26,117.0,18.4,-2.0,5035,9.7,173.3,170.7,2.6,197.3,174.2,23.1,24.0,3.5,20.5,112.3,88.1,24.2,severe
+s3_shot_5i_13,75.0,8.0,2.5,3921,3.4,56.5,53.9,2.6,89.0,78.9,10.1,32.5,25.0,7.5,7.4,6.8,0.6,severe
+s3_shot_9i_5,84.0,19.4,3.8,5352,11.5,100.1,102.7,-2.6,101.7,107.2,-5.5,1.6,4.5,-2.9,36.3,41.8,-5.5,moderate
+s3_shot_pw_66,75.7,27.3,-1.2,6605,4.0,87.1,89.7,-2.6,102.1,90.8,11.3,15.0,1.1,13.9,49.8,53.5,-3.7,severe
+s3_shot_6i_49,71.2,7.7,16.1,2625,30.0,37.4,39.9,-2.5,77.3,70.3,7.0,39.9,30.4,9.5,4.2,4.5,-0.3,moderate
+s3_shot_driver_55,117.5,7.5,-8.3,2150,-27.2,128.1,125.6,2.5,184.4,161.8,22.6,56.3,36.2,20.1,17.6,17.2,0.4,severe
+bump_test_shot,78.3,5.6,-0.8,1850,2.3,36.9,39.0,-2.1,86.8,74.0,12.8,49.9,35.0,14.9,3.0,3.1,-0.1,severe
+s3_shot_6i_36,78.9,10.4,16.1,4166,25.1,69.9,67.8,2.1,68.3,89.1,-20.8,-1.6,21.3,-22.9,12.4,11.8,0.6,severe
+s3_shot_5i_17,56.5,10.0,24.1,5178,29.1,28.6,30.6,-2.0,45.0,46.9,-1.9,16.4,16.3,0.1,4.2,4.5,-0.3,pass
+s2_shot_13,95.2,19.6,-1.1,5610,12.2,127.1,125.3,1.8,131.7,128.7,3.0,4.6,3.4,1.2,52.5,58.4,-5.9,pass
+s3_shot_7i_26,73.4,10.8,15.4,3561,30.0,58.4,56.6,1.8,57.5,79.3,-21.8,-0.9,22.7,-23.6,10.7,9.6,1.1,severe
+s3_shot_7i_27,93.7,17.1,-1.4,4612,2.6,124.1,122.3,1.8,132.6,128.3,4.3,8.5,6.0,2.5,54.0,46.0,8.0,pass
+s3_shot_7i_32,93.1,17.0,-1.0,3762,4.2,119.4,121.2,-1.8,127.6,129.8,-2.2,8.2,8.6,-0.4,45.6,42.5,3.1,pass
+wood_low_test_shot,114.5,7.0,-0.6,1932,-1.4,124.4,122.6,1.8,181.8,158.9,22.9,57.4,36.3,21.1,16.1,15.7,0.4,severe
+s2_shot_11,78.5,29.6,4.3,7350,10.7,91.3,93.0,-1.7,95.6,93.6,2.0,4.3,0.6,3.7,59.6,64.0,-4.4,pass
+s3_shot_7i_33,92.4,17.0,-0.6,3852,2.8,118.1,119.7,-1.6,126.7,128.0,-1.3,8.6,8.3,0.3,46.7,42.0,4.7,pass
+s3_shot_9i_8,92.2,21.9,-6.3,5042,0.7,121.3,122.9,-1.6,130.5,126.4,4.1,9.2,3.5,5.7,61.1,62.6,-1.5,pass
+s3_shot_9i_1,89.0,15.1,-0.5,3563,11.3,105.3,106.7,-1.4,108.2,120.8,-12.6,2.9,14.1,-11.2,32.1,30.8,1.3,severe
+s3_shot_9i_3,90.1,21.7,2.8,5243,11.2,115.9,117.3,-1.4,121.8,120.7,1.1,5.9,3.4,2.5,52.4,57.7,-5.3,pass
+s3_shot_5i_12,74.2,10.2,-1.7,3321,15.8,59.6,58.4,1.2,58.4,81.9,-23.5,-1.2,23.5,-24.7,10.5,9.4,1.1,severe
+s3_shot_6i_40,62.1,6.8,27.0,2768,30.0,25.0,26.2,-1.2,58.9,51.1,7.8,33.9,24.9,9.0,2.6,2.5,0.1,moderate
+s3_shot_6i_44,115.0,9.5,-6.7,2314,15.1,141.1,142.3,-1.2,140.8,168.2,-27.4,-0.3,25.9,-26.2,25.3,26.6,-1.3,severe
+s3_shot_7i_28,92.1,16.4,-3.6,4217,-0.4,119.1,117.9,1.2,126.8,125.6,1.2,7.7,7.7,0.0,48.9,40.6,8.3,pass
+s3_shot_9i_9,90.1,22.1,-3.1,5351,1.2,116.9,118.1,-1.2,123.0,121.1,1.9,6.1,3.0,3.1,54.0,60.1,-6.1,pass
+s3_shot_3w_21,119.4,5.3,-3.4,1760,-10.5,115.7,114.6,1.1,177.1,160.5,16.6,61.4,45.9,15.5,11.2,10.9,0.3,severe
+s3_shot_5i_16,98.0,9.1,-2.1,3776,1.7,110.2,109.1,1.1,109.2,130.0,-20.8,-1.0,20.9,-21.9,19.5,19.7,-0.2,severe
+s3_shot_6i_42,77.2,13.1,-3.4,4057,4.1,75.5,76.6,-1.1,75.5,92.9,-17.4,0.0,16.3,-16.3,18.3,17.5,0.8,severe
+s3_shot_9i_7,83.0,22.5,5.3,7008,9.7,102.2,101.1,1.1,104.2,102.6,1.6,2.0,1.5,0.5,47.3,51.5,-4.2,pass
+drive_test_shot,150.0,12.5,1.5,2335,-9.9,245.0,244.0,1.0,256.8,256.0,0.8,11.8,12.0,-0.2,80.0,80.6,-0.6,pass
+s3_shot_7i_29,107.6,13.8,-6.0,3633,4.7,149.4,148.4,1.0,152.5,158.3,-5.8,3.1,9.9,-6.8,42.8,46.3,-3.5,moderate
+flop_test_shot,68.0,45.0,0.5,12000,0.8,62.7,61.8,0.9,63.1,60.3,2.8,0.4,-1.5,1.9,69.2,76.8,-7.6,pass
+s3_shot_driver_59,81.0,44.9,8.9,6735,12.4,82.8,83.7,-0.9,100.9,83.2,17.7,18.1,-0.5,18.6,104.0,107.8,-3.8,severe
+s3_shot_3w_23,115.8,8.9,-0.8,2804,2.2,148.5,147.7,0.8,148.2,170.9,-22.7,-0.3,23.2,-23.5,26.8,28.0,-1.2,severe
+checked_test_shot,75.0,38.5,1.4,10701,5.7,77.0,77.6,-0.6,78.6,77.5,1.1,1.6,-0.1,1.7,70.8,79.5,-8.7,pass
+s2_shot_15,88.1,14.2,-0.3,4985,19.4,100.7,101.3,-0.6,100.8,113.1,-12.3,0.1,11.8,-11.7,27.0,28.9,-1.9,severe
+topped_test_shot,91.8,5.0,-0.9,2195,16.2,55.6,56.2,-0.6,109.2,95.3,13.9,53.6,39.1,14.5,4.2,4.3,-0.1,severe
+s3_shot_6i_39,61.0,6.1,10.3,3285,22.0,23.5,24.0,-0.5,53.7,47.3,6.4,30.2,23.3,6.9,2.1,2.1,0.0,moderate
+s3_shot_7i_25,83.3,13.2,3.0,3410,17.8,86.4,86.9,-0.5,86.8,104.8,-18.0,0.4,17.9,-17.5,21.0,20.1,0.9,severe
+s2_shot_16,94.1,19.1,-5.9,5291,5.0,124.7,124.3,0.4,130.3,128.1,2.2,5.6,3.8,1.8,52.1,55.3,-3.2,pass
+s3_shot_6i_50,82.8,14.8,-1.4,3783,2.8,92.8,93.2,-0.4,95.3,107.4,-12.1,2.5,14.2,-11.7,29.5,25.6,3.9,severe
+driver1,124.0,9.4,-9.5,2322,-24.8,158.3,158.0,0.3,158.3,184.0,-25.7,0.0,26.0,-26.0,29.5,30.2,-0.7,severe
+s2_shot_14,87.1,22.4,-2.0,5660,11.4,111.1,110.9,0.2,115.3,113.7,1.6,4.2,2.8,1.4,50.0,55.9,-5.9,pass
+s3_shot_7i_30,90.2,17.6,-3.8,4508,-0.2,115.2,115.4,-0.2,123.2,121.7,1.5,8.0,6.3,1.7,48.6,43.1,5.5,pass
+s3_shot_3w_19,121.3,5.6,-4.8,1662,-11.9,120.5,120.6,-0.1,182.5,165.8,16.7,62.0,45.2,16.8,12.3,12.2,0.1,severe
+s3_shot_pw_65,81.2,28.4,2.9,6959,9.4,98.4,98.5,-0.1,104.1,99.4,4.7,5.7,0.9,4.8,61.8,65.6,-3.8,pass
+approach_mid_iron_test_shot,93.9,22.9,-2.6,5375,2.0,125.8,125.8,0.0,136.4,128.5,7.9,10.6,2.7,7.9,64.6,69.3,-4.7,moderate
+s3_shot_driver_60,107.4,11.7,-8.6,3269,-14.8,138.5,138.5,0.0,138.9,153.8,-14.9,0.4,15.3,-14.9,31.6,34.0,-2.4,severe
+s3_shot_pw_67,81.7,28.1,6.3,6510,12.7,100.0,100.0,0.0,106.8,101.1,5.7,6.8,1.1,5.7,61.0,65.0,-4.0,moderate
diff --git a/assets/data/openfairway_critical_overall_20260313_2006.csv b/assets/data/openfairway_critical_overall_20260313_2006.csv
new file mode 100644
index 0000000..5f119a5
--- /dev/null
+++ b/assets/data/openfairway_critical_overall_20260313_2006.csv
@@ -0,0 +1,100 @@
+shot_name,speed_mph,vla_deg,hla_deg,total_spin_rpm,spin_axis_deg,physics_carry_yd,flightscope_carry_yd,diff_carry_yd,physics_total_yd,flightscope_total_yd,diff_total_yd,rollout_physics_yd,rollout_flightscope_yd,diff_rollout_yd,physics_apex_ft,flightscope_apex_ft,diff_apex_ft,status
+s3_shot_driver_58,119.3,23.6,2.5,7093,3.3,181.2,163.2,18.0,200.9,163.9,37.0,19.7,0.7,19.0,120.9,125.7,-4.8,severe
+s3_shot_3w_24,123.4,6.3,-5.4,2752,-13.3,153.8,145.9,7.9,206.3,176.7,29.6,52.5,30.8,21.7,21.7,19.8,1.9,severe
+s3_shot_driver_51,116.2,21.7,2.2,6409,3.2,174.3,162.9,11.4,193.9,164.3,29.6,19.6,1.4,18.2,109.3,108.7,0.6,severe
+s2_shot_21,127.3,7.2,-11.5,2321,-19.5,160.7,154.9,5.8,215.3,186.5,28.8,54.6,31.6,23.0,24.9,23.1,1.8,severe
+bump_and_run,58.3,15.6,-0.8,1850,2.3,34.7,43.8,-9.1,34.5,62.0,-27.5,-0.2,18.2,-18.4,8.0,10.1,-2.1,severe
+s3_shot_6i_44,115.0,9.5,-6.7,2314,15.1,141.1,142.3,-1.2,140.8,168.2,-27.4,-0.3,25.9,-26.2,25.3,26.6,-1.3,severe
+driver1,124.0,9.4,-9.5,2322,-24.8,158.3,158.0,0.3,158.3,184.0,-25.7,0.0,26.0,-26.0,29.5,30.2,-0.7,severe
+s3_shot_driver_52,102.1,31.3,3.1,8442,6.3,133.9,124.5,9.4,149.4,124.1,25.3,15.5,-0.4,15.9,117.9,119.3,-1.4,severe
+s3_shot_5i_12,74.2,10.2,-1.7,3321,15.8,59.6,58.4,1.2,58.4,81.9,-23.5,-1.2,23.5,-24.7,10.5,9.4,1.1,severe
+driver3,119.1,16.0,-8.9,4935,-9.4,180.3,174.1,6.2,201.8,178.5,23.3,21.5,4.4,17.1,99.6,78.5,21.1,severe
+s2_shot_26,117.0,18.4,-2.0,5035,9.7,173.3,170.7,2.6,197.3,174.2,23.1,24.0,3.5,20.5,112.3,88.1,24.2,severe
+wood_low_test_shot,114.5,7.0,-0.6,1932,-1.4,124.4,122.6,1.8,181.8,158.9,22.9,57.4,36.3,21.1,16.1,15.7,0.4,severe
+s3_shot_3w_23,115.8,8.9,-0.8,2804,2.2,148.5,147.7,0.8,148.2,170.9,-22.7,-0.3,23.2,-23.5,26.8,28.0,-1.2,severe
+s3_shot_driver_55,117.5,7.5,-8.3,2150,-27.2,128.1,125.6,2.5,184.4,161.8,22.6,56.3,36.2,20.1,17.6,17.2,0.4,severe
+s3_shot_7i_26,73.4,10.8,15.4,3561,30.0,58.4,56.6,1.8,57.5,79.3,-21.8,-0.9,22.7,-23.6,10.7,9.6,1.1,severe
+s3_shot_6i_38,79.1,13.3,3.0,3187,11.6,76.0,79.2,-3.2,76.2,97.5,-21.3,0.2,18.3,-18.1,18.1,18.0,0.1,severe
+s3_shot_6i_45,109.3,6.4,-9.0,2510,-10.9,113.1,109.6,3.5,166.5,145.4,21.1,53.4,35.8,17.6,13.5,12.9,0.6,severe
+s3_shot_5i_16,98.0,9.1,-2.1,3776,1.7,110.2,109.1,1.1,109.2,130.0,-20.8,-1.0,20.9,-21.9,19.5,19.7,-0.2,severe
+s3_shot_6i_36,78.9,10.4,16.1,4166,25.1,69.9,67.8,2.1,68.3,89.1,-20.8,-1.6,21.3,-22.9,12.4,11.8,0.6,severe
+s3_shot_driver_56,118.7,17.1,-1.8,4554,2.8,181.4,176.6,4.8,201.6,180.9,20.7,20.2,4.3,15.9,92.9,83.2,9.7,severe
+s3_shot_3w_22,108.9,5.6,-7.2,2501,-1.8,106.3,103.2,3.1,161.5,141.3,20.2,55.2,38.1,17.1,11.0,10.5,0.5,severe
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+s2_shot_23,125.5,8.6,-14.3,3062,-23.9,166.1,161.9,4.2,166.1,185.0,-18.9,0.0,23.1,-23.1,31.1,31.0,0.1,severe
+s3_shot_7i_25,83.3,13.2,3.0,3410,17.8,86.4,86.9,-0.5,86.8,104.8,-18.0,0.4,17.9,-17.5,21.0,20.1,0.9,severe
+s3_shot_driver_53,97.2,30.6,2.2,8926,6.0,124.1,117.6,6.5,135.0,117.1,17.9,10.9,-0.5,11.4,102.0,105.8,-3.8,severe
+s3_shot_driver_59,81.0,44.9,8.9,6735,12.4,82.8,83.7,-0.9,100.9,83.2,17.7,18.1,-0.5,18.6,104.0,107.8,-3.8,severe
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+s2_shot_18,105.7,20.5,-1.7,5667,8.2,151.9,146.8,5.1,166.0,149.4,16.6,14.1,2.6,11.5,83.5,80.4,3.1,severe
+s3_shot_3w_21,119.4,5.3,-3.4,1760,-10.5,115.7,114.6,1.1,177.1,160.5,16.6,61.4,45.9,15.5,11.2,10.9,0.3,severe
+s3_shot_6i_35,80.5,15.3,-1.3,4667,-0.0,84.9,90.0,-5.1,84.9,101.5,-16.6,0.0,11.5,-11.5,23.1,26.4,-3.3,severe
+driver4,119.0,15.5,-10.2,4454,-7.8,183.3,175.6,7.7,197.2,180.9,16.3,13.9,5.3,8.6,78.2,73.8,4.4,severe
+s3_shot_driver_60,107.4,11.7,-8.6,3269,-14.8,138.5,138.5,0.0,138.9,153.8,-14.9,0.4,15.3,-14.9,31.6,34.0,-2.4,severe
+s3_shot_5i_15,86.9,9.3,-4.0,2509,-4.9,74.1,78.6,-4.5,121.3,106.6,14.7,47.2,28.0,19.2,11.0,12.1,-1.1,severe
+s3_shot_7i_31,76.4,17.5,-0.5,5122,1.8,80.2,85.0,-4.8,80.2,94.5,-14.3,0.0,9.5,-9.5,24.3,28.4,-4.1,severe
+topped_test_shot,91.8,5.0,-0.9,2195,16.2,55.6,56.2,-0.6,109.2,95.3,13.9,53.6,39.1,14.5,4.2,4.3,-0.1,severe
+s2_shot_27,113.0,17.6,-2.3,4292,12.2,168.1,164.5,3.6,183.4,169.6,13.8,15.3,5.1,10.2,78.6,73.6,5.0,severe
+s3_shot_6i_41,82.5,9.9,-2.3,2620,13.6,66.7,71.3,-4.6,111.1,97.9,13.2,44.4,26.6,17.8,10.3,11.3,-1.0,severe
+bump_test_shot,78.3,5.6,-0.8,1850,2.3,36.9,39.0,-2.1,86.8,74.0,12.8,49.9,35.0,14.9,3.0,3.1,-0.1,severe
+wood1,124.2,6.7,-8.1,4528,4.8,178.2,165.5,12.7,178.7,181.9,-3.2,0.5,16.4,-15.9,36.0,32.8,3.2,severe
+s3_shot_9i_1,89.0,15.1,-0.5,3563,11.3,105.3,106.7,-1.4,108.2,120.8,-12.6,2.9,14.1,-11.2,32.1,30.8,1.3,severe
+s2_shot_15,88.1,14.2,-0.3,4985,19.4,100.7,101.3,-0.6,100.8,113.1,-12.3,0.1,11.8,-11.7,27.0,28.9,-1.9,severe
+s3_shot_6i_37,82.6,10.2,11.0,3041,25.4,67.9,71.5,-3.6,109.4,97.2,12.2,41.5,25.7,15.8,11.0,11.8,-0.8,severe
+5iron,102.1,17.4,1.5,5391,12.3,143.7,138.1,5.6,154.3,142.2,12.1,10.6,4.1,6.5,64.6,59.6,5.0,severe
+s3_shot_6i_50,82.8,14.8,-1.4,3783,2.8,92.8,93.2,-0.4,95.3,107.4,-12.1,2.5,14.2,-11.7,29.5,25.6,3.9,severe
+s3_shot_pw_66,75.7,27.3,-1.2,6605,4.0,87.1,89.7,-2.6,102.1,90.8,11.3,15.0,1.1,13.9,49.8,53.5,-3.7,severe
+s2_shot_20,120.9,15.0,-3.0,4245,9.6,186.6,179.4,7.2,196.4,185.3,11.1,9.8,5.9,3.9,70.5,72.3,-1.8,severe
+s3_shot_6i_48,101.7,15.2,-3.0,4631,4.3,143.2,137.1,6.1,154.6,143.5,11.1,11.4,6.4,5.0,63.1,48.9,14.2,severe
+s3_shot_6i_47,99.5,14.8,-2.9,4811,4.7,138.2,131.2,7.0,148.5,137.7,10.8,10.3,6.5,3.8,56.8,45.0,11.8,severe
+s2_shot_10,89.7,25.5,-3.1,6446,6.2,119.1,115.1,4.0,127.1,116.4,10.7,8.0,1.3,6.7,66.2,72.0,-5.8,severe
+s3_shot_5i_13,75.0,8.0,2.5,3921,3.4,56.5,53.9,2.6,89.0,78.9,10.1,32.5,25.0,7.5,7.4,6.8,0.6,severe
+s3_shot_pw_64,69.6,28.6,0.2,5327,5.1,75.7,80.1,-4.4,92.0,82.4,9.6,16.3,2.3,14.0,42.7,46.4,-3.7,moderate
+s2_shot_12,90.8,24.5,-3.9,7261,4.9,120.6,115.4,5.2,125.9,116.4,9.5,5.3,1.0,4.3,66.4,71.5,-5.1,moderate
+s2_shot_17,122.9,14.4,-1.3,4119,6.7,191.2,184.0,7.2,199.5,190.3,9.2,8.3,6.3,2.0,68.2,71.8,-3.6,severe
+s3_shot_9i_2,71.3,23.9,5.5,4086,8.3,74.1,82.1,-8.0,78.3,87.4,-9.1,4.2,5.3,-1.1,33.8,36.8,-3.0,severe
+driver2,124.6,13.2,-6.8,3994,-6.1,193.7,184.8,8.9,200.9,192.3,8.6,7.2,7.5,-0.3,63.1,65.8,-2.7,severe
+approach_mid_iron_test_shot,93.9,22.9,-2.6,5375,2.0,125.8,125.8,0.0,136.4,128.5,7.9,10.6,2.7,7.9,64.6,69.3,-4.7,moderate
+s3_shot_6i_40,62.1,6.8,27.0,2768,30.0,25.0,26.2,-1.2,58.9,51.1,7.8,33.9,24.9,9.0,2.6,2.5,0.1,moderate
+s3_shot_5i_10,88.0,14.2,1.2,4065,8.4,106.1,103.1,3.0,109.6,116.7,-7.1,3.5,13.6,-10.1,34.3,28.4,5.9,moderate
+s3_shot_6i_49,71.2,7.7,16.1,2625,30.0,37.4,39.9,-2.5,77.3,70.3,7.0,39.9,30.4,9.5,4.2,4.5,-0.3,moderate
+s3_shot_6i_39,61.0,6.1,10.3,3285,22.0,23.5,24.0,-0.5,53.7,47.3,6.4,30.2,23.3,6.9,2.1,2.1,0.0,moderate
+s3_shot_6i_43,94.1,13.9,-4.7,4616,1.7,123.7,117.3,6.4,129.5,128.6,0.9,5.8,11.3,-5.5,43.1,35.0,8.1,moderate
+s3_shot_pw_68,88.5,23.4,-0.1,6637,6.0,116.1,112.7,3.4,120.2,114.1,6.1,4.1,1.4,2.7,57.2,63.4,-6.2,moderate
+wedge_shot_2,51.8,37.0,2.4,5652,9.1,43.0,49.1,-6.1,52.8,50.1,2.7,9.8,1.0,8.8,31.1,35.3,-4.2,moderate
+s3_shot_7i_29,107.6,13.8,-6.0,3633,4.7,149.4,148.4,1.0,152.5,158.3,-5.8,3.1,9.9,-6.8,42.8,46.3,-3.5,moderate
+s2_shot_22,123.3,14.0,-6.1,3104,10.0,191.1,185.4,5.7,199.0,195.5,3.5,7.9,10.1,-2.2,61.6,63.0,-1.4,moderate
+s2_shot_24,121.5,14.5,-11.2,3173,-6.8,188.7,183.0,5.7,195.5,192.8,2.7,6.8,9.8,-3.0,63.0,64.6,-1.6,moderate
+s3_shot_pw_67,81.7,28.1,6.3,6510,12.7,100.0,100.0,0.0,106.8,101.1,5.7,6.8,1.1,5.7,61.0,65.0,-4.0,moderate
+s3_shot_9i_5,84.0,19.4,3.8,5352,11.5,100.1,102.7,-2.6,101.7,107.2,-5.5,1.6,4.5,-2.9,36.3,41.8,-5.5,moderate
+s3_shot_driver_54,121.5,12.9,-5.3,3411,-10.0,183.6,178.2,5.4,188.7,188.7,0.0,5.1,10.5,-5.4,54.3,56.5,-2.2,moderate
+wedge_test_shot2,54.7,26.8,1.6,4976,5.7,46.8,52.2,-5.4,60.8,57.7,3.1,14.0,5.5,8.5,22.4,24.4,-2.0,moderate
+wedge_shot_1,48.7,29.0,-1.3,5684,11.1,37.5,42.6,-5.1,46.2,46.9,-0.7,8.7,4.3,4.4,18.9,21.3,-2.4,moderate
+wedge_test_shot,66.4,23.2,-1.4,6449,7.1,65.6,70.6,-5.0,79.4,75.8,3.6,13.8,5.2,8.6,28.0,31.2,-3.2,moderate
+wood2,118.8,14.5,-3.3,3026,11.2,180.4,175.6,4.8,186.8,186.1,0.7,6.4,10.5,-4.1,57.7,59.3,-1.6,moderate
+s3_shot_pw_65,81.2,28.4,2.9,6959,9.4,98.4,98.5,-0.1,104.1,99.4,4.7,5.7,0.9,4.8,61.8,65.6,-3.8,pass
+s2_shot_19,128.6,12.5,-8.4,2514,5.1,197.8,194.5,3.3,204.3,208.7,-4.4,6.5,14.2,-7.7,56.4,57.3,-0.9,moderate
+s3_shot_7i_34,104.2,14.7,-4.6,4081,1.9,146.9,142.5,4.4,153.2,150.6,2.6,6.3,8.1,-1.8,51.3,48.2,3.1,moderate
+p_wedge_shot_1,82.3,26.5,-3.1,4946,6.7,100.2,104.5,-4.3,109.5,107.3,2.2,9.3,2.8,6.5,55.1,60.5,-5.4,moderate
+s3_shot_7i_27,93.7,17.1,-1.4,4612,2.6,124.1,122.3,1.8,132.6,128.3,4.3,8.5,6.0,2.5,54.0,46.0,8.0,pass
+s3_shot_9i_8,92.2,21.9,-6.3,5042,0.7,121.3,122.9,-1.6,130.5,126.4,4.1,9.2,3.5,5.7,61.1,62.6,-1.5,pass
+s3_shot_pw_69,74.1,23.6,0.2,5880,8.4,83.2,86.0,-2.8,84.9,88.8,-3.9,1.7,2.8,-1.1,37.4,41.2,-3.8,pass
+s3_shot_6i_46,116.3,13.7,0.3,3008,10.7,171.1,167.3,3.8,175.8,179.3,-3.5,4.7,12.0,-7.3,50.1,51.6,-1.5,moderate
+s2_shot_9,94.4,20.1,2.4,4020,16.3,123.7,126.5,-2.8,136.0,132.5,3.5,12.3,6.0,6.3,62.1,54.8,7.3,pass
+s2_shot_13,95.2,19.6,-1.1,5610,12.2,127.1,125.3,1.8,131.7,128.7,3.0,4.6,3.4,1.2,52.5,58.4,-5.9,pass
+flop_test_shot,68.0,45.0,0.5,12000,0.8,62.7,61.8,0.9,63.1,60.3,2.8,0.4,-1.5,1.9,69.2,76.8,-7.6,pass
+s2_shot_16,94.1,19.1,-5.9,5291,5.0,124.7,124.3,0.4,130.3,128.1,2.2,5.6,3.8,1.8,52.1,55.3,-3.2,pass
+s3_shot_7i_32,93.1,17.0,-1.0,3762,4.2,119.4,121.2,-1.8,127.6,129.8,-2.2,8.2,8.6,-0.4,45.6,42.5,3.1,pass
+s2_shot_11,78.5,29.6,4.3,7350,10.7,91.3,93.0,-1.7,95.6,93.6,2.0,4.3,0.6,3.7,59.6,64.0,-4.4,pass
+s3_shot_5i_17,56.5,10.0,24.1,5178,29.1,28.6,30.6,-2.0,45.0,46.9,-1.9,16.4,16.3,0.1,4.2,4.5,-0.3,pass
+s3_shot_9i_9,90.1,22.1,-3.1,5351,1.2,116.9,118.1,-1.2,123.0,121.1,1.9,6.1,3.0,3.1,54.0,60.1,-6.1,pass
+s2_shot_14,87.1,22.4,-2.0,5660,11.4,111.1,110.9,0.2,115.3,113.7,1.6,4.2,2.8,1.4,50.0,55.9,-5.9,pass
+s3_shot_7i_33,92.4,17.0,-0.6,3852,2.8,118.1,119.7,-1.6,126.7,128.0,-1.3,8.6,8.3,0.3,46.7,42.0,4.7,pass
+s3_shot_9i_7,83.0,22.5,5.3,7008,9.7,102.2,101.1,1.1,104.2,102.6,1.6,2.0,1.5,0.5,47.3,51.5,-4.2,pass
+s3_shot_7i_30,90.2,17.6,-3.8,4508,-0.2,115.2,115.4,-0.2,123.2,121.7,1.5,8.0,6.3,1.7,48.6,43.1,5.5,pass
+s3_shot_9i_3,90.1,21.7,2.8,5243,11.2,115.9,117.3,-1.4,121.8,120.7,1.1,5.9,3.4,2.5,52.4,57.7,-5.3,pass
+s3_shot_7i_28,92.1,16.4,-3.6,4217,-0.4,119.1,117.9,1.2,126.8,125.6,1.2,7.7,7.7,0.0,48.9,40.6,8.3,pass
+checked_test_shot,75.0,38.5,1.4,10701,5.7,77.0,77.6,-0.6,78.6,77.5,1.1,1.6,-0.1,1.7,70.8,79.5,-8.7,pass
+drive_test_shot,150.0,12.5,1.5,2335,-9.9,245.0,244.0,1.0,256.8,256.0,0.8,11.8,12.0,-0.2,80.0,80.6,-0.6,pass
diff --git a/assets/data/shot_session_2/history/iteration_013.json b/assets/data/shot_session_2/history/iteration_013.json
new file mode 100644
index 0000000..298d9ec
--- /dev/null
+++ b/assets/data/shot_session_2/history/iteration_013.json
@@ -0,0 +1,222 @@
+{
+  "iteration": 13,
+  "timestamp": "2026-03-13T17:55:59.083236",
+  "profile_overrides": {
+    "Flight": {
+      "HighLaunchDragVlaStartDeg": 26.0,
+      "HighLaunchDragVlaFullDeg": 33.0,
+      "HighLaunchDragBoostMax": 1.2,
+      "SpinDragProgressiveCapSrStart": 0.33,
+      "SpinDragProgressiveCapSrEnd": 0.5,
+      "SpinDragProgressiveCapBoostMax": 0.25,
+      "HighReMidSpinGain": 16.0,
+      "MidSpinClBoostSrStart": 0.17,
+      "MidSpinClBoostSrEnd": 0.31,
+      "MidSpinClBoostMax": 0.5
+    }
+  },
+  "summary": {
+    "pass": 5,
+    "moderate": 4,
+    "severe": 9,
+    "no_reference": 9
+  },
+  "per_shot": {
+    "shot_1": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_10": {
+      "diff_carry_yd": 4.0,
+      "diff_total_yd": 10.7,
+      "diff_apex_ft": -5.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "shot_11": {
+      "diff_carry_yd": -1.7,
+      "diff_total_yd": 2.0,
+      "diff_apex_ft": -4.4,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_12": {
+      "diff_carry_yd": 5.2,
+      "diff_total_yd": 9.5,
+      "diff_apex_ft": -5.1,
+      "status": "moderate",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "shot_13": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 3.0,
+      "diff_apex_ft": -5.9,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_14": {
+      "diff_carry_yd": 0.2,
+      "diff_total_yd": 1.6,
+      "diff_apex_ft": -5.9,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_15": {
+      "diff_carry_yd": -0.6,
+      "diff_total_yd": -12.3,
+      "diff_apex_ft": -1.9,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "shot_16": {
+      "diff_carry_yd": 0.4,
+      "diff_total_yd": 2.2,
+      "diff_apex_ft": -3.2,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_17": {
+      "diff_carry_yd": 7.2,
+      "diff_total_yd": 9.2,
+      "diff_apex_ft": -3.6,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "shot_18": {
+      "diff_carry_yd": 5.1,
+      "diff_total_yd": 16.6,
+      "diff_apex_ft": 3.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "shot_19": {
+      "diff_carry_yd": 3.3,
+      "diff_total_yd": -4.4,
+      "diff_apex_ft": -0.9,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "shot_2": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_20": {
+      "diff_carry_yd": 7.2,
+      "diff_total_yd": 11.1,
+      "diff_apex_ft": -1.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "shot_21": {
+      "diff_carry_yd": 5.8,
+      "diff_total_yd": 28.8,
+      "diff_apex_ft": 1.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "shot_22": {
+      "diff_carry_yd": 5.7,
+      "diff_total_yd": 3.5,
+      "diff_apex_ft": -1.4,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "shot_23": {
+      "diff_carry_yd": 4.2,
+      "diff_total_yd": -18.9,
+      "diff_apex_ft": 0.1,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "shot_24": {
+      "diff_carry_yd": 5.7,
+      "diff_total_yd": 2.7,
+      "diff_apex_ft": -1.6,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "shot_25": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_26": {
+      "diff_carry_yd": 2.6,
+      "diff_total_yd": 23.1,
+      "diff_apex_ft": 24.2,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "shot_27": {
+      "diff_carry_yd": 3.6,
+      "diff_total_yd": 13.8,
+      "diff_apex_ft": 5.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "shot_3": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_4": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_5": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_6": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_7": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_8": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_9": {
+      "diff_carry_yd": -2.8,
+      "diff_total_yd": 3.5,
+      "diff_apex_ft": 7.3,
+      "status": "pass",
+      "error_pattern": null
+    }
+  },
+  "regressions": [],
+  "conflicts": [
+    "Bounce.FlightSpinFactorMin",
+    "Bounce.FlightSpinFactorDivisor",
+    "Rollout.HighSpinMultiplierMax",
+    "Bounce.RolloutHighSpinRetention"
+  ]
+}
diff --git a/assets/data/shot_session_3/flightscope.csv b/assets/data/shot_session_3/flightscope.csv
new file mode 100644
index 0000000..ac3422e
--- /dev/null
+++ b/assets/data/shot_session_3/flightscope.csv
@@ -0,0 +1,70 @@
+shot_name,filename,speed_mph,vla_deg,hla_deg,total_spin_rpm,spin_axis_deg,backspin_rpm,sidespin_rpm,carry_yd,total_yd,rollout_yd,apex_ft
+shot_3w_18,shot_3w_18.json,47.91,45.81,33.98,7491.0,30.00,6487.4,3745.5,0.0,0.0,0.0,0.0
+shot_3w_19,shot_3w_19.json,121.33,5.59,-4.84,1661.5,-11.89,1625.9,-342.2,120.6,165.8,45.2,12.2
+shot_3w_20,shot_3w_20.json,116.03,4.40,2.29,2026.0,9.97,1995.4,350.7,0.0,0.0,0.0,0.0
+shot_3w_21,shot_3w_21.json,119.40,5.31,-3.43,1759.7,-10.46,1730.5,-319.5,114.6,160.5,45.9,10.9
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+shot_pw_67,shot_pw_67.json,81.66,28.12,6.34,6509.6,12.74,6349.4,1435.1,100.0,101.1,1.1,65.0
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diff --git a/assets/data/shot_session_3/flightscope_reference.json b/assets/data/shot_session_3/flightscope_reference.json
new file mode 100644
index 0000000..3692836
--- /dev/null
+++ b/assets/data/shot_session_3/flightscope_reference.json
@@ -0,0 +1,866 @@
+{
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+    "lateral_yd": 2.2,
+    "time_s": 3.9,
+    "apex_ft": 46.4
+  },
+  "shot_pw_65": {
+    "filename": "shot_pw_65.json",
+    "speed_mph": 81.2490463256836,
+    "vla_deg": 28.376514434814453,
+    "hla_deg": 2.8924813270568848,
+    "total_spin_rpm": 6959.42578125,
+    "spin_axis_deg": 9.383454322814941,
+    "carry_yd": 98.5,
+    "roll_yd": 0.9,
+    "total_yd": 99.4,
+    "lateral_yd": 10.8,
+    "time_s": 4.7,
+    "apex_ft": 65.6
+  },
+  "shot_pw_66": {
+    "filename": "shot_pw_66.json",
+    "speed_mph": 75.70809173583984,
+    "vla_deg": 27.31566047668457,
+    "hla_deg": -1.1749275922775269,
+    "total_spin_rpm": 6605.00732421875,
+    "spin_axis_deg": 3.994753360748291,
+    "carry_yd": 89.7,
+    "roll_yd": 1.2,
+    "total_yd": 90.8,
+    "lateral_yd": 3.9,
+    "time_s": 4.3,
+    "apex_ft": 53.5
+  },
+  "shot_pw_67": {
+    "filename": "shot_pw_67.json",
+    "speed_mph": 81.65978240966797,
+    "vla_deg": 28.12111473083496,
+    "hla_deg": 6.339990615844727,
+    "total_spin_rpm": 6509.591796875,
+    "spin_axis_deg": 12.735650062561035,
+    "carry_yd": 100.0,
+    "roll_yd": 1.1,
+    "total_yd": 101.1,
+    "lateral_yd": 18.7,
+    "time_s": 4.7,
+    "apex_ft": 65.0
+  },
+  "shot_pw_68": {
+    "filename": "shot_pw_68.json",
+    "speed_mph": 88.55177307128906,
+    "vla_deg": 23.366304397583008,
+    "hla_deg": -0.05428417772054672,
+    "total_spin_rpm": 6637.41455078125,
+    "spin_axis_deg": 6.043060302734375,
+    "carry_yd": 112.7,
+    "roll_yd": 1.4,
+    "total_yd": 114.1,
+    "lateral_yd": 4.7,
+    "time_s": 4.8,
+    "apex_ft": 63.4
+  },
+  "shot_pw_69": {
+    "filename": "shot_pw_69.json",
+    "speed_mph": 74.05879211425781,
+    "vla_deg": 23.611677169799805,
+    "hla_deg": 0.17648263275623322,
+    "total_spin_rpm": 5880.3515625,
+    "spin_axis_deg": 8.452945709228516,
+    "carry_yd": 86.0,
+    "roll_yd": 2.8,
+    "total_yd": 88.8,
+    "lateral_yd": 3.9,
+    "time_s": 3.8,
+    "apex_ft": 41.2
+  }
+}
\ No newline at end of file
diff --git a/assets/data/shot_session_3/history/iteration_001.json b/assets/data/shot_session_3/history/iteration_001.json
new file mode 100644
index 0000000..d49c464
--- /dev/null
+++ b/assets/data/shot_session_3/history/iteration_001.json
@@ -0,0 +1,529 @@
+{
+  "iteration": 1,
+  "timestamp": "2026-03-13T17:39:39.165470",
+  "profile_overrides": {
+    "Flight": {
+      "HighLaunchDragVlaStartDeg": 26.0,
+      "HighLaunchDragVlaFullDeg": 33.0,
+      "HighLaunchDragBoostMax": 1.2,
+      "SpinDragProgressiveCapSrStart": 0.33,
+      "SpinDragProgressiveCapSrEnd": 0.5,
+      "SpinDragProgressiveCapBoostMax": 0.25,
+      "HighReMidSpinGain": 16.0,
+      "MidSpinClBoostSrStart": 0.17,
+      "MidSpinClBoostSrEnd": 0.31,
+      "MidSpinClBoostMax": 0.5
+    }
+  },
+  "summary": {
+    "pass": 12,
+    "moderate": 13,
+    "severe": 36,
+    "no_reference": 8
+  },
+  "per_shot": {
+    "shot_3w_18": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_3w_19": {
+      "diff_carry_yd": -0.1,
+      "diff_total_yd": 16.7,
+      "diff_apex_ft": 0.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "shot_3w_20": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_3w_21": {
+      "diff_carry_yd": 1.1,
+      "diff_total_yd": 16.6,
+      "diff_apex_ft": 0.3,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "shot_3w_22": {
+      "diff_carry_yd": 3.1,
+      "diff_total_yd": 20.2,
+      "diff_apex_ft": 0.5,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "shot_3w_23": {
+      "diff_carry_yd": 0.8,
+      "diff_total_yd": -22.7,
+      "diff_apex_ft": -1.2,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "shot_3w_24": {
+      "diff_carry_yd": 7.9,
+      "diff_total_yd": 29.6,
+      "diff_apex_ft": 1.9,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "shot_5i_10": {
+      "diff_carry_yd": 3.0,
+      "diff_total_yd": -7.1,
+      "diff_apex_ft": 5.9,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "shot_5i_11": {
+      "diff_carry_yd": -3.2,
+      "diff_total_yd": -17.2,
+      "diff_apex_ft": -1.3,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "shot_5i_12": {
+      "diff_carry_yd": 1.2,
+      "diff_total_yd": -23.5,
+      "diff_apex_ft": 1.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "shot_5i_13": {
+      "diff_carry_yd": 2.6,
+      "diff_total_yd": 10.1,
+      "diff_apex_ft": 0.6,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "shot_5i_14": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_5i_15": {
+      "diff_carry_yd": -4.5,
+      "diff_total_yd": 14.7,
+      "diff_apex_ft": -1.1,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "shot_5i_16": {
+      "diff_carry_yd": 1.1,
+      "diff_total_yd": -20.8,
+      "diff_apex_ft": -0.2,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "shot_5i_17": {
+      "diff_carry_yd": -2.0,
+      "diff_total_yd": -1.9,
+      "diff_apex_ft": -0.3,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_6i_35": {
+      "diff_carry_yd": -5.1,
+      "diff_total_yd": -16.6,
+      "diff_apex_ft": -3.3,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "shot_6i_36": {
+      "diff_carry_yd": 2.1,
+      "diff_total_yd": -20.8,
+      "diff_apex_ft": 0.6,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "shot_6i_37": {
+      "diff_carry_yd": -3.6,
+      "diff_total_yd": 12.2,
+      "diff_apex_ft": -0.8,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "shot_6i_38": {
+      "diff_carry_yd": -3.2,
+      "diff_total_yd": -21.3,
+      "diff_apex_ft": 0.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "shot_6i_39": {
+      "diff_carry_yd": -0.5,
+      "diff_total_yd": 6.4,
+      "diff_apex_ft": 0.0,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "shot_6i_40": {
+      "diff_carry_yd": -1.2,
+      "diff_total_yd": 7.8,
+      "diff_apex_ft": 0.1,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "shot_6i_41": {
+      "diff_carry_yd": -4.6,
+      "diff_total_yd": 13.2,
+      "diff_apex_ft": -1.0,
+      "status": "severe",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "shot_6i_42": {
+      "diff_carry_yd": -1.1,
+      "diff_total_yd": -17.4,
+      "diff_apex_ft": 0.8,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "shot_6i_43": {
+      "diff_carry_yd": 6.4,
+      "diff_total_yd": 0.9,
+      "diff_apex_ft": 8.1,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "shot_6i_44": {
+      "diff_carry_yd": -1.2,
+      "diff_total_yd": -27.4,
+      "diff_apex_ft": -1.3,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "shot_6i_45": {
+      "diff_carry_yd": 3.5,
+      "diff_total_yd": 21.1,
+      "diff_apex_ft": 0.6,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "shot_6i_46": {
+      "diff_carry_yd": 3.8,
+      "diff_total_yd": -3.5,
+      "diff_apex_ft": -1.5,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "shot_6i_47": {
+      "diff_carry_yd": 7.0,
+      "diff_total_yd": 10.8,
+      "diff_apex_ft": 11.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "shot_6i_48": {
+      "diff_carry_yd": 6.1,
+      "diff_total_yd": 11.1,
+      "diff_apex_ft": 14.2,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "shot_6i_49": {
+      "diff_carry_yd": -2.5,
+      "diff_total_yd": 7.0,
+      "diff_apex_ft": -0.3,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "shot_6i_50": {
+      "diff_carry_yd": -0.4,
+      "diff_total_yd": -12.1,
+      "diff_apex_ft": 3.9,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "shot_7i_25": {
+      "diff_carry_yd": -0.5,
+      "diff_total_yd": -18.0,
+      "diff_apex_ft": 0.9,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "shot_7i_26": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": -21.8,
+      "diff_apex_ft": 1.1,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "shot_7i_27": {
+      "diff_carry_yd": 1.8,
+      "diff_total_yd": 4.3,
+      "diff_apex_ft": 8.0,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_7i_28": {
+      "diff_carry_yd": 1.2,
+      "diff_total_yd": 1.2,
+      "diff_apex_ft": 8.3,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_7i_29": {
+      "diff_carry_yd": 1.0,
+      "diff_total_yd": -5.8,
+      "diff_apex_ft": -3.5,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "shot_7i_30": {
+      "diff_carry_yd": -0.2,
+      "diff_total_yd": 1.5,
+      "diff_apex_ft": 5.5,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_7i_31": {
+      "diff_carry_yd": -4.8,
+      "diff_total_yd": -14.3,
+      "diff_apex_ft": -4.1,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "shot_7i_32": {
+      "diff_carry_yd": -1.8,
+      "diff_total_yd": -2.2,
+      "diff_apex_ft": 3.1,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_7i_33": {
+      "diff_carry_yd": -1.6,
+      "diff_total_yd": -1.3,
+      "diff_apex_ft": 4.7,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_7i_34": {
+      "diff_carry_yd": 4.4,
+      "diff_total_yd": 2.6,
+      "diff_apex_ft": 3.1,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "shot_9i_1": {
+      "diff_carry_yd": -1.4,
+      "diff_total_yd": -12.6,
+      "diff_apex_ft": 1.3,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "shot_9i_2": {
+      "diff_carry_yd": -8.0,
+      "diff_total_yd": -9.1,
+      "diff_apex_ft": -3.0,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "shot_9i_3": {
+      "diff_carry_yd": -1.4,
+      "diff_total_yd": 1.1,
+      "diff_apex_ft": -5.3,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_9i_4": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_9i_5": {
+      "diff_carry_yd": -2.6,
+      "diff_total_yd": -5.5,
+      "diff_apex_ft": -5.5,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "shot_9i_6": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_9i_7": {
+      "diff_carry_yd": 1.1,
+      "diff_total_yd": 1.6,
+      "diff_apex_ft": -4.2,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_9i_8": {
+      "diff_carry_yd": -1.6,
+      "diff_total_yd": 4.1,
+      "diff_apex_ft": -1.5,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_9i_9": {
+      "diff_carry_yd": -1.2,
+      "diff_total_yd": 1.9,
+      "diff_apex_ft": -6.1,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_driver_51": {
+      "diff_carry_yd": 11.4,
+      "diff_total_yd": 29.6,
+      "diff_apex_ft": 0.6,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "shot_driver_52": {
+      "diff_carry_yd": 9.4,
+      "diff_total_yd": 25.3,
+      "diff_apex_ft": -1.4,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "shot_driver_53": {
+      "diff_carry_yd": 6.5,
+      "diff_total_yd": 17.9,
+      "diff_apex_ft": -3.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "shot_driver_54": {
+      "diff_carry_yd": 5.4,
+      "diff_total_yd": 0.0,
+      "diff_apex_ft": -2.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_LONG"
+    },
+    "shot_driver_55": {
+      "diff_carry_yd": 2.5,
+      "diff_total_yd": 22.6,
+      "diff_apex_ft": 0.4,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "shot_driver_56": {
+      "diff_carry_yd": 4.8,
+      "diff_total_yd": 20.7,
+      "diff_apex_ft": 9.7,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "shot_driver_57": {
+      "diff_carry_yd": -5.1,
+      "diff_total_yd": -19.7,
+      "diff_apex_ft": -3.5,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_SHORT"
+    },
+    "shot_driver_58": {
+      "diff_carry_yd": 18.0,
+      "diff_total_yd": 37.0,
+      "diff_apex_ft": -4.8,
+      "status": "severe",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "shot_driver_59": {
+      "diff_carry_yd": -0.9,
+      "diff_total_yd": 17.7,
+      "diff_apex_ft": -3.8,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "shot_driver_60": {
+      "diff_carry_yd": 0.0,
+      "diff_total_yd": -14.9,
+      "diff_apex_ft": -2.4,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_SHORT"
+    },
+    "shot_pw_61": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_pw_62": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_pw_63": {
+      "diff_carry_yd": null,
+      "diff_total_yd": null,
+      "diff_apex_ft": null,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_pw_64": {
+      "diff_carry_yd": -4.4,
+      "diff_total_yd": 9.6,
+      "diff_apex_ft": -3.7,
+      "status": "moderate",
+      "error_pattern": "CARRY_TOO_SHORT"
+    },
+    "shot_pw_65": {
+      "diff_carry_yd": -0.1,
+      "diff_total_yd": 4.7,
+      "diff_apex_ft": -3.8,
+      "status": "pass",
+      "error_pattern": null
+    },
+    "shot_pw_66": {
+      "diff_carry_yd": -2.6,
+      "diff_total_yd": 11.3,
+      "diff_apex_ft": -3.7,
+      "status": "severe",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "shot_pw_67": {
+      "diff_carry_yd": 0.0,
+      "diff_total_yd": 5.7,
+      "diff_apex_ft": -4.0,
+      "status": "moderate",
+      "error_pattern": "ROLLOUT_TOO_LONG"
+    },
+    "shot_pw_68": {
+      "diff_carry_yd": 3.4,
+      "diff_total_yd": 6.1,
+      "diff_apex_ft": -6.2,
+      "status": "moderate",
+      "error_pattern": "CARRY_AND_ROLLOUT_LONG"
+    },
+    "shot_pw_69": {
+      "diff_carry_yd": -2.8,
+      "diff_total_yd": -3.9,
+      "diff_apex_ft": -3.8,
+      "status": "pass",
+      "error_pattern": null
+    }
+  },
+  "regressions": [],
+  "conflicts": [
+    "Bounce.FlightTangentialRetentionBase",
+    "Bounce.CorBaseA",
+    "Rollout.LowSpinMultiplierMax",
+    "Rollout.LowSpinThreshold",
+    "Rollout.FrictionBlendSpeed",
+    "KineticFrictionMultiplier",
+    "RollingFrictionMultiplier",
+    "Bounce.RolloutLowSpinRetention",
+    "Bounce.FlightSpinFactorMin",
+    "Bounce.FlightSpinFactorDivisor",
+    "Rollout.HighSpinMultiplierMax",
+    "Bounce.RolloutHighSpinRetention",
+    "Flight.ClMaxBase",
+    "Flight.CdMin",
+    "Flight.HighLaunchDragBoostMax",
+    "DragScaleMultiplier",
+    "LiftScaleMultiplier"
+  ]
+}
diff --git a/assets/data/shot_session_3/physics.csv b/assets/data/shot_session_3/physics.csv
new file mode 100644
index 0000000..d2b39f5
--- /dev/null
+++ b/assets/data/shot_session_3/physics.csv
@@ -0,0 +1,70 @@
+shot_name,filename,speed_mph,vla_deg,hla_deg,total_spin_rpm,spin_axis_deg,backspin_rpm,sidespin_rpm,carry_yd,total_yd,rollout_yd,apex_ft,hang_time_s,landing_speed_mps,landing_angle_deg,initial_re,initial_spin_ratio,initial_cd,initial_cl,peak_cl,carry_only_yd
+shot_3w_18,shot_3w_18.json,47.91,45.81,33.98,7491.0,30.00,6487.4,3745.5,36.7,41.7,4.9,34.7,2.95,16.10,54.61,58633.5,0.781418,0.569061,0.273498,0.273498,36.7
+shot_3w_19,shot_3w_19.json,121.33,5.59,-4.84,1661.5,-11.89,1625.9,-342.2,120.5,182.5,62.0,12.3,2.53,36.70,10.00,148481.0,0.068442,0.197251,0.151288,0.151438,120.5
+shot_3w_20,shot_3w_20.json,116.03,4.40,2.29,2026.0,9.97,1995.4,350.7,103.0,162.9,59.8,8.2,2.18,36.97,7.77,141993.6,0.087270,0.196043,0.168655,0.168660,103.0
+shot_3w_21,shot_3w_21.json,119.40,5.31,-3.43,1759.7,-10.46,1730.5,-319.5,115.7,177.1,61.3,11.2,2.44,36.62,9.45,146120.2,0.073659,0.196519,0.156580,0.156660,115.7
+shot_3w_22,shot_3w_22.json,108.89,5.62,-7.25,2500.8,-1.78,2499.6,-77.5,106.3,161.5,55.2,11.0,2.44,33.74,10.12,133261.1,0.114780,0.196784,0.187398,0.187398,106.3
+shot_3w_23,shot_3w_23.json,115.83,8.90,-0.78,2804.3,2.19,2802.2,107.3,148.5,148.2,-0.2,26.8,3.56,30.87,18.14,141755.6,0.120995,0.201268,0.178166,0.178473,148.5
+shot_3w_24,shot_3w_24.json,123.42,6.29,-5.42,2751.6,-13.27,2678.1,-631.8,153.8,206.3,52.5,21.7,3.44,32.73,15.04,151037.8,0.111429,0.204726,0.185432,0.185915,153.8
+shot_5i_10,shot_5i_10.json,87.96,14.22,1.21,4064.7,8.41,4021.0,594.4,106.1,109.6,3.5,34.3,3.59,23.03,34.08,107642.0,0.230959,0.235986,0.312469,0.319148,106.1
+shot_5i_11,shot_5i_11.json,90.59,14.45,-0.21,3360.4,7.80,3329.3,456.2,105.6,106.9,1.4,28.5,3.26,25.16,26.29,110866.8,0.185386,0.219679,0.213438,0.218752,105.6
+shot_5i_12,shot_5i_12.json,74.19,10.23,-1.67,3321.4,15.75,3196.7,901.5,59.6,58.4,-1.1,10.5,2.01,23.70,17.43,90789.2,0.223756,0.276466,0.301989,0.305482,59.6
+shot_5i_13,shot_5i_13.json,75.04,8.01,2.53,3921.4,3.42,3914.4,234.0,56.5,89.0,32.5,7.4,1.83,24.58,12.26,91830.0,0.261184,0.272955,0.303437,0.305909,56.5
+shot_5i_14,shot_5i_14.json,87.69,4.53,-7.68,3390.3,1.80,3388.6,106.5,54.4,98.1,43.7,4.0,1.43,31.18,6.66,107310.8,0.193234,0.226498,0.243331,0.243331,54.4
+shot_5i_15,shot_5i_15.json,86.90,9.35,-4.02,2508.9,-4.94,2499.6,-216.2,74.1,121.3,47.2,11.0,2.08,28.55,13.08,106345.9,0.144296,0.214825,0.187102,0.187102,74.1
+shot_5i_16,shot_5i_16.json,97.99,9.13,-2.08,3775.9,1.68,3774.3,110.7,110.2,109.2,-1.0,19.5,3.01,27.62,17.58,119926.2,0.192576,0.215013,0.229128,0.229955,110.2
+shot_5i_17,shot_5i_17.json,56.46,9.97,24.15,5178.3,29.12,4523.9,2519.7,28.6,45.0,16.5,4.2,1.18,20.23,12.26,69096.2,0.458380,0.402994,0.309595,0.311075,28.6
+shot_6i_35,shot_6i_35.json,80.55,15.35,-1.30,4667.1,-0.03,4667.1,-2.8,84.9,84.9,0.0,23.1,2.92,22.73,25.52,98572.3,0.289590,0.253612,0.244343,0.268976,84.9
+shot_6i_36,shot_6i_36.json,78.86,10.40,16.08,4166.0,25.12,3771.9,1768.7,69.9,68.3,-1.6,12.4,2.27,24.22,16.75,96505.8,0.264030,0.258934,0.298537,0.298652,69.9
+shot_6i_37,shot_6i_37.json,82.57,10.16,11.01,3041.1,25.35,2748.4,1301.8,67.9,109.4,41.5,11.0,2.03,26.95,14.28,101052.9,0.184068,0.234572,0.211057,0.211332,67.9
+shot_6i_38,shot_6i_38.json,79.12,13.35,3.04,3186.9,11.59,3121.9,640.2,76.0,76.2,0.2,18.1,2.53,23.84,23.45,96827.7,0.201308,0.249920,0.250057,0.258223,76.0
+shot_6i_39,shot_6i_39.json,60.98,6.14,10.35,3284.8,22.03,3044.9,1232.2,23.5,53.7,30.3,2.1,0.86,23.39,7.64,74625.7,0.269219,0.351554,0.288673,0.291348,23.5
+shot_6i_40,shot_6i_40.json,62.11,6.80,27.01,2768.0,30.00,2397.2,1384.0,25.0,58.9,33.9,2.6,0.90,23.67,8.85,76009.9,0.222738,0.343045,0.300173,0.300559,25.0
+shot_6i_41,shot_6i_41.json,82.53,9.88,-2.28,2620.2,13.56,2547.1,614.5,66.7,111.1,44.4,10.3,1.97,27.41,13.39,100996.8,0.158675,0.227492,0.192268,0.192269,66.7
+shot_6i_42,shot_6i_42.json,77.19,13.14,-3.42,4057.2,4.14,4046.6,293.2,75.5,75.5,-0.0,18.3,2.63,22.59,23.99,94471.3,0.262673,0.264689,0.300938,0.300938,75.5
+shot_6i_43,shot_6i_43.json,94.06,13.88,-4.68,4616.2,1.70,4614.2,137.0,123.7,129.5,5.7,43.1,4.12,23.23,37.74,115112.4,0.245275,0.227614,0.319007,0.319007,123.7
+shot_6i_44,shot_6i_44.json,114.96,9.46,-6.67,2314.5,15.10,2234.6,602.8,141.1,140.8,-0.3,25.3,3.34,31.77,17.37,140686.5,0.100621,0.197318,0.165322,0.165551,141.1
+shot_6i_45,shot_6i_45.json,109.32,6.42,-9.00,2509.9,-10.87,2464.9,-473.5,113.1,166.5,53.4,13.5,2.63,33.03,11.70,133784.2,0.114749,0.196925,0.187380,0.187381,113.1
+shot_6i_46,shot_6i_46.json,116.33,13.65,0.34,3007.9,10.67,2955.8,557.1,171.1,175.8,4.6,50.1,4.53,28.25,28.55,142368.0,0.129223,0.203147,0.180634,0.181714,171.1
+shot_6i_47,shot_6i_47.json,99.48,14.78,-2.86,4810.7,4.69,4794.6,393.7,138.2,148.5,10.3,56.8,4.64,23.60,43.56,121740.5,0.241695,0.224018,0.319265,0.319321,138.2
+shot_6i_48,shot_6i_48.json,101.73,15.23,-3.03,4631.0,4.26,4618.2,344.4,143.2,154.6,11.4,63.1,4.83,23.90,45.83,124502.8,0.227503,0.223418,0.307983,0.319321,143.2
+shot_6i_49,shot_6i_49.json,71.25,7.70,16.05,2624.7,30.00,2273.0,1312.3,37.4,77.3,39.9,4.2,1.20,26.22,9.47,87197.7,0.184102,0.274179,0.211348,0.211348,37.4
+shot_6i_50,shot_6i_50.json,82.80,14.85,-1.42,3783.4,2.81,3778.8,185.4,92.8,95.3,2.6,29.5,3.23,22.65,32.23,101335.6,0.228355,0.247284,0.309186,0.318160,92.8
+shot_7i_25,shot_7i_25.json,83.34,13.18,2.98,3409.5,17.79,3246.5,1041.7,86.4,86.8,0.4,21.0,2.80,24.19,24.28,101997.9,0.204455,0.239178,0.258137,0.266132,86.4
+shot_7i_26,shot_7i_26.json,73.37,10.85,15.40,3560.9,30.00,3083.8,1780.4,58.4,57.5,-1.0,10.7,2.00,23.45,17.67,89787.0,0.242568,0.279987,0.319319,0.319321,58.4
+shot_7i_27,shot_7i_27.json,93.74,17.06,-1.45,4611.6,2.63,4606.7,211.8,124.1,132.6,8.4,54.0,4.37,23.10,43.53,114719.5,0.245870,0.227933,0.318841,0.318841,124.1
+shot_7i_28,shot_7i_28.json,92.09,16.41,-3.60,4216.7,-0.44,4216.6,-32.4,119.1,126.8,7.7,48.9,4.15,23.11,41.48,112696.8,0.228852,0.229779,0.309859,0.319321,119.1
+shot_7i_29,shot_7i_29.json,107.59,13.82,-6.05,3633.3,4.72,3621.0,298.7,149.4,152.5,3.1,42.8,4.18,26.85,28.20,131669.7,0.168773,0.207825,0.195575,0.196678,149.4
+shot_7i_30,shot_7i_30.json,90.17,17.56,-3.83,4508.5,-0.21,4508.5,-16.5,115.2,123.2,8.0,48.6,4.11,22.75,41.66,110355.9,0.249879,0.232360,0.316829,0.316829,115.2
+shot_7i_31,shot_7i_31.json,76.36,17.52,-0.54,5122.2,1.84,5119.5,164.7,80.2,80.2,-0.0,24.3,2.94,21.68,27.18,93445.7,0.335263,0.264659,0.225889,0.268000,80.2
+shot_7i_32,shot_7i_32.json,93.10,16.96,-1.03,3762.5,4.20,3752.4,275.6,119.4,127.6,8.2,45.6,3.98,23.95,38.50,113935.9,0.201982,0.221595,0.251784,0.278687,119.4
+shot_7i_33,shot_7i_33.json,92.36,16.96,-0.58,3851.7,2.81,3847.1,188.9,118.1,126.7,8.6,46.7,4.02,23.60,39.60,113026.5,0.208434,0.224441,0.268276,0.297243,118.1
+shot_7i_34,shot_7i_34.json,104.19,14.67,-4.63,4081.2,1.90,4079.0,135.0,146.9,153.2,6.3,51.3,4.49,25.08,37.02,127515.3,0.195758,0.214592,0.236115,0.255285,146.9
+shot_9i_1,shot_9i_1.json,88.98,15.10,-0.50,3563.2,11.26,3494.6,695.8,105.3,108.2,2.9,32.1,3.42,24.11,30.94,108898.1,0.200130,0.226454,0.247047,0.261228,105.3
+shot_9i_2,shot_9i_2.json,71.29,23.93,5.51,4085.5,8.31,4042.7,590.2,74.1,78.3,4.3,33.8,3.18,20.15,39.23,87241.3,0.286429,0.289562,0.250705,0.268796,74.1
+shot_9i_3,shot_9i_3.json,90.11,21.67,2.80,5243.0,11.20,5143.3,1018.1,115.9,121.8,5.9,52.4,4.23,22.62,42.09,110277.5,0.290796,0.232455,0.242056,0.268000,115.9
+shot_9i_4,shot_9i_4.json,95.73,4.75,-6.78,2312.1,6.03,2299.3,242.8,63.8,118.0,54.2,4.8,1.54,34.03,6.71,117157.2,0.120704,0.199445,0.190698,0.190698,63.8
+shot_9i_5,shot_9i_5.json,84.02,19.37,3.82,5352.1,11.48,5245.0,1065.2,100.1,101.7,1.6,36.3,3.59,22.21,33.44,102827.9,0.318347,0.244171,0.224019,0.268000,100.1
+shot_9i_6,shot_9i_6.json,94.70,0.00,3.68,2200.5,28.95,1925.4,1065.3,4.2,70.0,65.8,0.1,0.09,41.74,0.55,115895.5,0.116130,0.199385,0.188169,0.188169,4.2
+shot_9i_7,shot_9i_7.json,83.03,22.51,5.26,7008.5,9.70,6908.3,1181.2,102.2,104.2,2.0,47.3,4.09,20.95,40.06,101607.9,0.421882,0.272085,0.254654,0.311339,102.2
+shot_9i_8,shot_9i_8.json,92.21,21.95,-6.31,5042.3,0.73,5041.8,64.2,121.3,130.5,9.2,61.1,4.51,22.86,46.52,112846.1,0.273294,0.229631,0.279723,0.279723,121.3
+shot_9i_9,shot_9i_9.json,90.06,22.14,-3.09,5351.1,1.21,5349.9,113.3,116.9,123.0,6.2,54.0,4.30,22.54,42.88,110212.5,0.296965,0.232535,0.231941,0.268000,116.9
+shot_driver_51,shot_driver_51.json,116.17,21.74,2.17,6409.0,3.23,6398.8,360.7,174.3,193.9,19.6,109.3,6.16,25.54,56.27,142164.9,0.275733,0.228395,0.274312,0.274312,174.3
+shot_driver_52,shot_driver_52.json,102.11,31.33,3.09,8442.2,6.26,8391.8,921.1,133.9,149.4,15.5,117.9,6.13,24.16,60.49,124959.2,0.413216,0.245899,0.250095,0.301073,133.9
+shot_driver_53,shot_driver_53.json,97.23,30.63,2.23,8925.8,5.99,8877.1,931.1,124.1,135.0,10.9,102.0,5.69,23.10,56.94,118995.0,0.458786,0.265083,0.272631,0.310595,124.1
+shot_driver_54,shot_driver_54.json,121.50,12.88,-5.26,3410.9,-9.97,3359.4,-590.5,183.6,188.7,5.1,54.3,4.79,28.21,29.58,148697.8,0.140300,0.208998,0.185406,0.186904,183.6
+shot_driver_55,shot_driver_55.json,117.48,7.48,-8.33,2150.0,-27.19,1912.4,-982.4,128.1,184.4,56.3,17.6,2.86,34.26,13.30,143773.2,0.091462,0.197519,0.168768,0.168932,128.1
+shot_driver_56,shot_driver_56.json,118.70,17.12,-1.80,4553.8,2.81,4548.4,222.9,181.4,201.6,20.2,92.9,5.78,26.15,50.62,145271.0,0.191729,0.220111,0.226607,0.281042,181.4
+shot_driver_57,shot_driver_57.json,120.93,14.10,-5.16,1544.1,-7.96,1529.2,-213.7,172.5,177.3,4.8,47.4,4.23,30.71,26.13,147990.8,0.063815,0.196505,0.135395,0.136410,172.5
+shot_driver_58,shot_driver_58.json,119.27,23.59,2.48,7093.4,3.26,7081.9,403.5,181.2,200.9,19.8,120.9,6.49,25.88,57.65,145965.8,0.297231,0.230714,0.231575,0.268541,181.2
+shot_driver_59,shot_driver_59.json,80.96,44.91,8.87,6735.0,12.36,6578.8,1442.0,82.8,100.9,18.1,104.0,5.29,22.79,66.05,99079.0,0.415764,0.270301,0.251426,0.310684,82.8
+shot_driver_60,shot_driver_60.json,107.39,11.67,-8.62,3268.6,-14.80,3160.1,-835.0,138.5,138.9,0.4,31.6,3.65,28.48,22.04,131422.8,0.152117,0.203783,0.189954,0.190320,138.5
+shot_pw_61,shot_pw_61.json,31.89,25.35,-1.26,3867.9,-0.00,3867.9,-0.0,16.0,26.8,10.7,6.0,1.23,12.61,27.50,39031.5,0.606110,0.529434,0.122952,0.122952,16.0
+shot_pw_62,shot_pw_62.json,39.63,23.69,0.60,3843.5,2.08,3840.9,139.6,23.7,37.9,14.2,8.7,1.52,14.57,28.02,48495.7,0.484743,0.588556,0.304642,0.304642,23.7
+shot_pw_63,shot_pw_63.json,37.15,24.01,1.83,3913.8,-0.00,3913.8,-0.0,20.9,33.6,12.7,7.6,1.40,13.99,27.34,45463.9,0.526531,0.578946,0.254152,0.254152,20.9
+shot_pw_64,shot_pw_64.json,69.63,28.57,0.16,5327.2,5.10,5306.2,473.4,75.7,92.0,16.3,42.7,3.64,19.40,45.17,85210.2,0.382385,0.293489,0.235700,0.308511,75.7
+shot_pw_65,shot_pw_65.json,81.25,28.38,2.89,6959.4,9.38,6866.3,1134.7,98.4,104.1,5.7,61.8,4.47,20.80,48.82,99433.7,0.428086,0.274904,0.257944,0.311155,98.4
+shot_pw_66,shot_pw_66.json,75.71,27.32,-1.17,6605.0,3.99,6589.0,460.1,87.1,102.1,15.0,49.8,4.00,19.95,45.08,92652.6,0.436020,0.278812,0.262117,0.311327,87.1
+shot_pw_67,shot_pw_67.json,81.66,28.12,6.34,6509.6,12.74,6349.4,1435.1,100.0,106.8,6.7,61.0,4.46,20.93,48.83,99936.4,0.398402,0.263562,0.242678,0.311339,100.0
+shot_pw_68,shot_pw_68.json,88.55,23.37,-0.05,6637.4,6.04,6600.5,698.8,116.1,120.2,4.1,57.2,4.48,21.93,42.94,108370.9,0.374608,0.243285,0.232885,0.292326,116.1
+shot_pw_69,shot_pw_69.json,74.06,23.61,0.18,5880.4,8.45,5816.5,864.4,83.2,84.9,1.7,37.4,3.54,20.04,38.24,90634.2,0.396828,0.275008,0.241935,0.304135,83.2
diff --git a/assets/data/shot_session_3/shot_3w_18.json b/assets/data/shot_session_3/shot_3w_18.json
new file mode 100644
index 0000000..2c4aaee
--- /dev/null
+++ b/assets/data/shot_session_3/shot_3w_18.json
@@ -0,0 +1,15 @@
+{
+  "BallData": {
+    "Speed": 47.910438537597656,
+    "SpinAxis": 30,
+    "TotalSpin": 7490.96484375,
+    "BackSpin": 6487.36572265625,
+    "SideSpin": 3745.482421875,
+    "HLA": 33.98442840576172,
+    "VLA": 45.80533981323242,
+    "CarryDistance": 0
+  },
+  "ShotDataOptions": {
+    "ContainsBallData": true
+  }
+}
\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_3w_19.json b/assets/data/shot_session_3/shot_3w_19.json
new file mode 100644
index 0000000..a9499b8
--- /dev/null
+++ b/assets/data/shot_session_3/shot_3w_19.json
@@ -0,0 +1,15 @@
+{
+  "BallData": {
+    "Speed": 121.3264389038086,
+    "SpinAxis": -11.886557579040527,
+    "TotalSpin": 1661.5179443359375,
+    "BackSpin": 1625.890625,
+    "SideSpin": -342.2304992675781,
+    "HLA": -4.835934162139893,
+    "VLA": 5.5909037590026855,
+    "CarryDistance": 0
+  },
+  "ShotDataOptions": {
+    "ContainsBallData": true
+  }
+}
\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_3w_20.json b/assets/data/shot_session_3/shot_3w_20.json
new file mode 100644
index 0000000..4222ab2
--- /dev/null
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diff --git a/assets/data/shot_session_3/shot_3w_21.json b/assets/data/shot_session_3/shot_3w_21.json
new file mode 100644
index 0000000..d93ed13
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diff --git a/assets/data/shot_session_3/shot_3w_22.json b/assets/data/shot_session_3/shot_3w_22.json
new file mode 100644
index 0000000..b39db6a
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diff --git a/assets/data/shot_session_3/shot_3w_23.json b/assets/data/shot_session_3/shot_3w_23.json
new file mode 100644
index 0000000..dd90b67
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diff --git a/assets/data/shot_session_3/shot_3w_24.json b/assets/data/shot_session_3/shot_3w_24.json
new file mode 100644
index 0000000..4156979
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diff --git a/assets/data/shot_session_3/shot_5i_10.json b/assets/data/shot_session_3/shot_5i_10.json
new file mode 100644
index 0000000..1fa439c
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diff --git a/assets/data/shot_session_3/shot_5i_11.json b/assets/data/shot_session_3/shot_5i_11.json
new file mode 100644
index 0000000..db56e4e
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diff --git a/assets/data/shot_session_3/shot_5i_12.json b/assets/data/shot_session_3/shot_5i_12.json
new file mode 100644
index 0000000..ca189dc
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+++ b/assets/data/shot_session_3/shot_5i_12.json
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diff --git a/assets/data/shot_session_3/shot_5i_13.json b/assets/data/shot_session_3/shot_5i_13.json
new file mode 100644
index 0000000..1bc9569
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+++ b/assets/data/shot_session_3/shot_5i_13.json
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diff --git a/assets/data/shot_session_3/shot_5i_14.json b/assets/data/shot_session_3/shot_5i_14.json
new file mode 100644
index 0000000..ed000f3
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diff --git a/assets/data/shot_session_3/shot_5i_15.json b/assets/data/shot_session_3/shot_5i_15.json
new file mode 100644
index 0000000..1288974
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+++ b/assets/data/shot_session_3/shot_5i_15.json
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diff --git a/assets/data/shot_session_3/shot_5i_16.json b/assets/data/shot_session_3/shot_5i_16.json
new file mode 100644
index 0000000..4234f88
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+++ b/assets/data/shot_session_3/shot_5i_16.json
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diff --git a/assets/data/shot_session_3/shot_5i_17.json b/assets/data/shot_session_3/shot_5i_17.json
new file mode 100644
index 0000000..b87736f
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+++ b/assets/data/shot_session_3/shot_5i_17.json
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diff --git a/assets/data/shot_session_3/shot_6i_35.json b/assets/data/shot_session_3/shot_6i_35.json
new file mode 100644
index 0000000..01567b7
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+++ b/assets/data/shot_session_3/shot_6i_35.json
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diff --git a/assets/data/shot_session_3/shot_6i_36.json b/assets/data/shot_session_3/shot_6i_36.json
new file mode 100644
index 0000000..bf34a22
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+++ b/assets/data/shot_session_3/shot_6i_36.json
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diff --git a/assets/data/shot_session_3/shot_6i_37.json b/assets/data/shot_session_3/shot_6i_37.json
new file mode 100644
index 0000000..85fb290
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+++ b/assets/data/shot_session_3/shot_6i_37.json
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diff --git a/assets/data/shot_session_3/shot_6i_38.json b/assets/data/shot_session_3/shot_6i_38.json
new file mode 100644
index 0000000..77d27db
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+++ b/assets/data/shot_session_3/shot_6i_38.json
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diff --git a/assets/data/shot_session_3/shot_6i_39.json b/assets/data/shot_session_3/shot_6i_39.json
new file mode 100644
index 0000000..20c85a6
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+++ b/assets/data/shot_session_3/shot_6i_39.json
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diff --git a/assets/data/shot_session_3/shot_6i_40.json b/assets/data/shot_session_3/shot_6i_40.json
new file mode 100644
index 0000000..11f2b92
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+++ b/assets/data/shot_session_3/shot_6i_40.json
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diff --git a/assets/data/shot_session_3/shot_6i_41.json b/assets/data/shot_session_3/shot_6i_41.json
new file mode 100644
index 0000000..fa1c060
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+++ b/assets/data/shot_session_3/shot_6i_41.json
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diff --git a/assets/data/shot_session_3/shot_6i_42.json b/assets/data/shot_session_3/shot_6i_42.json
new file mode 100644
index 0000000..dc6634c
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+++ b/assets/data/shot_session_3/shot_6i_42.json
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diff --git a/assets/data/shot_session_3/shot_6i_43.json b/assets/data/shot_session_3/shot_6i_43.json
new file mode 100644
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diff --git a/assets/data/shot_session_3/shot_6i_44.json b/assets/data/shot_session_3/shot_6i_44.json
new file mode 100644
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diff --git a/assets/data/shot_session_3/shot_6i_45.json b/assets/data/shot_session_3/shot_6i_45.json
new file mode 100644
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+++ b/assets/data/shot_session_3/shot_6i_45.json
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diff --git a/assets/data/shot_session_3/shot_6i_46.json b/assets/data/shot_session_3/shot_6i_46.json
new file mode 100644
index 0000000..d81689c
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+++ b/assets/data/shot_session_3/shot_6i_46.json
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diff --git a/assets/data/shot_session_3/shot_6i_47.json b/assets/data/shot_session_3/shot_6i_47.json
new file mode 100644
index 0000000..f6b7bf9
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diff --git a/assets/data/shot_session_3/shot_6i_48.json b/assets/data/shot_session_3/shot_6i_48.json
new file mode 100644
index 0000000..e58da3e
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+++ b/assets/data/shot_session_3/shot_6i_48.json
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diff --git a/assets/data/shot_session_3/shot_6i_49.json b/assets/data/shot_session_3/shot_6i_49.json
new file mode 100644
index 0000000..3c0b643
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+++ b/assets/data/shot_session_3/shot_6i_49.json
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diff --git a/assets/data/shot_session_3/shot_6i_50.json b/assets/data/shot_session_3/shot_6i_50.json
new file mode 100644
index 0000000..5362d96
--- /dev/null
+++ b/assets/data/shot_session_3/shot_6i_50.json
@@ -0,0 +1,15 @@
+{
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\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_7i_25.json b/assets/data/shot_session_3/shot_7i_25.json
new file mode 100644
index 0000000..76af73a
--- /dev/null
+++ b/assets/data/shot_session_3/shot_7i_25.json
@@ -0,0 +1,15 @@
+{
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\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_7i_26.json b/assets/data/shot_session_3/shot_7i_26.json
new file mode 100644
index 0000000..40a74e5
--- /dev/null
+++ b/assets/data/shot_session_3/shot_7i_26.json
@@ -0,0 +1,15 @@
+{
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\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_7i_27.json b/assets/data/shot_session_3/shot_7i_27.json
new file mode 100644
index 0000000..f8d1dbc
--- /dev/null
+++ b/assets/data/shot_session_3/shot_7i_27.json
@@ -0,0 +1,15 @@
+{
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\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_7i_28.json b/assets/data/shot_session_3/shot_7i_28.json
new file mode 100644
index 0000000..e10142c
--- /dev/null
+++ b/assets/data/shot_session_3/shot_7i_28.json
@@ -0,0 +1,15 @@
+{
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\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_7i_29.json b/assets/data/shot_session_3/shot_7i_29.json
new file mode 100644
index 0000000..c63cc22
--- /dev/null
+++ b/assets/data/shot_session_3/shot_7i_29.json
@@ -0,0 +1,15 @@
+{
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\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_7i_30.json b/assets/data/shot_session_3/shot_7i_30.json
new file mode 100644
index 0000000..d5d8286
--- /dev/null
+++ b/assets/data/shot_session_3/shot_7i_30.json
@@ -0,0 +1,15 @@
+{
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\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_7i_31.json b/assets/data/shot_session_3/shot_7i_31.json
new file mode 100644
index 0000000..c66910b
--- /dev/null
+++ b/assets/data/shot_session_3/shot_7i_31.json
@@ -0,0 +1,15 @@
+{
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\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_7i_32.json b/assets/data/shot_session_3/shot_7i_32.json
new file mode 100644
index 0000000..33465ff
--- /dev/null
+++ b/assets/data/shot_session_3/shot_7i_32.json
@@ -0,0 +1,15 @@
+{
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\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_7i_33.json b/assets/data/shot_session_3/shot_7i_33.json
new file mode 100644
index 0000000..849a6c4
--- /dev/null
+++ b/assets/data/shot_session_3/shot_7i_33.json
@@ -0,0 +1,15 @@
+{
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\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_7i_34.json b/assets/data/shot_session_3/shot_7i_34.json
new file mode 100644
index 0000000..9021fcd
--- /dev/null
+++ b/assets/data/shot_session_3/shot_7i_34.json
@@ -0,0 +1,15 @@
+{
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\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_9i_1.json b/assets/data/shot_session_3/shot_9i_1.json
new file mode 100644
index 0000000..222a8cc
--- /dev/null
+++ b/assets/data/shot_session_3/shot_9i_1.json
@@ -0,0 +1,15 @@
+{
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\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_9i_2.json b/assets/data/shot_session_3/shot_9i_2.json
new file mode 100644
index 0000000..3adcdda
--- /dev/null
+++ b/assets/data/shot_session_3/shot_9i_2.json
@@ -0,0 +1,15 @@
+{
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\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_9i_3.json b/assets/data/shot_session_3/shot_9i_3.json
new file mode 100644
index 0000000..3e166dd
--- /dev/null
+++ b/assets/data/shot_session_3/shot_9i_3.json
@@ -0,0 +1,15 @@
+{
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\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_9i_4.json b/assets/data/shot_session_3/shot_9i_4.json
new file mode 100644
index 0000000..f7ad358
--- /dev/null
+++ b/assets/data/shot_session_3/shot_9i_4.json
@@ -0,0 +1,15 @@
+{
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\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_9i_5.json b/assets/data/shot_session_3/shot_9i_5.json
new file mode 100644
index 0000000..b2b6bfa
--- /dev/null
+++ b/assets/data/shot_session_3/shot_9i_5.json
@@ -0,0 +1,15 @@
+{
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\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_9i_6.json b/assets/data/shot_session_3/shot_9i_6.json
new file mode 100644
index 0000000..ae92b47
--- /dev/null
+++ b/assets/data/shot_session_3/shot_9i_6.json
@@ -0,0 +1,15 @@
+{
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\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_9i_7.json b/assets/data/shot_session_3/shot_9i_7.json
new file mode 100644
index 0000000..ad73556
--- /dev/null
+++ b/assets/data/shot_session_3/shot_9i_7.json
@@ -0,0 +1,15 @@
+{
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\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_9i_8.json b/assets/data/shot_session_3/shot_9i_8.json
new file mode 100644
index 0000000..9d63463
--- /dev/null
+++ b/assets/data/shot_session_3/shot_9i_8.json
@@ -0,0 +1,15 @@
+{
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\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_9i_9.json b/assets/data/shot_session_3/shot_9i_9.json
new file mode 100644
index 0000000..4b362ed
--- /dev/null
+++ b/assets/data/shot_session_3/shot_9i_9.json
@@ -0,0 +1,15 @@
+{
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\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_diff_analysis.csv b/assets/data/shot_session_3/shot_diff_analysis.csv
new file mode 100644
index 0000000..17b4314
--- /dev/null
+++ b/assets/data/shot_session_3/shot_diff_analysis.csv
@@ -0,0 +1,70 @@
+shot_name,speed_mph,vla_deg,hla_deg,total_spin_rpm,spin_axis_deg,physics_carry_yd,flightscope_carry_yd,diff_carry_yd,physics_total_yd,flightscope_total_yd,diff_total_yd,rollout_physics_yd,rollout_flightscope_yd,diff_rollout_yd,physics_apex_ft,flightscope_apex_ft,diff_apex_ft,status
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+shot_6i_46,116.3,13.7,0.3,3008,10.7,171.1,167.3,3.8,175.8,179.3,-3.5,4.7,12.0,-7.3,50.1,51.6,-1.5,moderate
+shot_6i_47,99.5,14.8,-2.9,4811,4.7,138.2,131.2,7.0,148.5,137.7,10.8,10.3,6.5,3.8,56.8,45.0,11.8,severe
+shot_6i_48,101.7,15.2,-3.0,4631,4.3,143.2,137.1,6.1,154.6,143.5,11.1,11.4,6.4,5.0,63.1,48.9,14.2,severe
+shot_6i_49,71.2,7.7,16.1,2625,30.0,37.4,39.9,-2.5,77.3,70.3,7.0,39.9,30.4,9.5,4.2,4.5,-0.3,moderate
+shot_6i_50,82.8,14.8,-1.4,3783,2.8,92.8,93.2,-0.4,95.3,107.4,-12.1,2.5,14.2,-11.7,29.5,25.6,3.9,severe
+shot_7i_25,83.3,13.2,3.0,3410,17.8,86.4,86.9,-0.5,86.8,104.8,-18.0,0.4,17.9,-17.5,21.0,20.1,0.9,severe
+shot_7i_26,73.4,10.8,15.4,3561,30.0,58.4,56.6,1.8,57.5,79.3,-21.8,-0.9,22.7,-23.6,10.7,9.6,1.1,severe
+shot_7i_27,93.7,17.1,-1.4,4612,2.6,124.1,122.3,1.8,132.6,128.3,4.3,8.5,6.0,2.5,54.0,46.0,8.0,pass
+shot_7i_28,92.1,16.4,-3.6,4217,-0.4,119.1,117.9,1.2,126.8,125.6,1.2,7.7,7.7,0.0,48.9,40.6,8.3,pass
+shot_7i_29,107.6,13.8,-6.0,3633,4.7,149.4,148.4,1.0,152.5,158.3,-5.8,3.1,9.9,-6.8,42.8,46.3,-3.5,moderate
+shot_7i_30,90.2,17.6,-3.8,4508,-0.2,115.2,115.4,-0.2,123.2,121.7,1.5,8.0,6.3,1.7,48.6,43.1,5.5,pass
+shot_7i_31,76.4,17.5,-0.5,5122,1.8,80.2,85.0,-4.8,80.2,94.5,-14.3,0.0,9.5,-9.5,24.3,28.4,-4.1,severe
+shot_7i_32,93.1,17.0,-1.0,3762,4.2,119.4,121.2,-1.8,127.6,129.8,-2.2,8.2,8.6,-0.4,45.6,42.5,3.1,pass
+shot_7i_33,92.4,17.0,-0.6,3852,2.8,118.1,119.7,-1.6,126.7,128.0,-1.3,8.6,8.3,0.3,46.7,42.0,4.7,pass
+shot_7i_34,104.2,14.7,-4.6,4081,1.9,146.9,142.5,4.4,153.2,150.6,2.6,6.3,8.1,-1.8,51.3,48.2,3.1,moderate
+shot_9i_1,89.0,15.1,-0.5,3563,11.3,105.3,106.7,-1.4,108.2,120.8,-12.6,2.9,14.1,-11.2,32.1,30.8,1.3,severe
+shot_9i_2,71.3,23.9,5.5,4086,8.3,74.1,82.1,-8.0,78.3,87.4,-9.1,4.2,5.3,-1.1,33.8,36.8,-3.0,severe
+shot_9i_3,90.1,21.7,2.8,5243,11.2,115.9,117.3,-1.4,121.8,120.7,1.1,5.9,3.4,2.5,52.4,57.7,-5.3,pass
+shot_9i_4,95.7,4.8,-6.8,2312,6.0,63.8,,,118.0,,,54.2,,,4.8,,,
+shot_9i_5,84.0,19.4,3.8,5352,11.5,100.1,102.7,-2.6,101.7,107.2,-5.5,1.6,4.5,-2.9,36.3,41.8,-5.5,moderate
+shot_9i_6,94.7,0.0,3.7,2200,28.9,4.2,,,70.0,,,65.8,,,0.1,,,
+shot_9i_7,83.0,22.5,5.3,7008,9.7,102.2,101.1,1.1,104.2,102.6,1.6,2.0,1.5,0.5,47.3,51.5,-4.2,pass
+shot_9i_8,92.2,21.9,-6.3,5042,0.7,121.3,122.9,-1.6,130.5,126.4,4.1,9.2,3.5,5.7,61.1,62.6,-1.5,pass
+shot_9i_9,90.1,22.1,-3.1,5351,1.2,116.9,118.1,-1.2,123.0,121.1,1.9,6.1,3.0,3.1,54.0,60.1,-6.1,pass
+shot_driver_51,116.2,21.7,2.2,6409,3.2,174.3,162.9,11.4,193.9,164.3,29.6,19.6,1.4,18.2,109.3,108.7,0.6,severe
+shot_driver_52,102.1,31.3,3.1,8442,6.3,133.9,124.5,9.4,149.4,124.1,25.3,15.5,-0.4,15.9,117.9,119.3,-1.4,severe
+shot_driver_53,97.2,30.6,2.2,8926,6.0,124.1,117.6,6.5,135.0,117.1,17.9,10.9,-0.5,11.4,102.0,105.8,-3.8,severe
+shot_driver_54,121.5,12.9,-5.3,3411,-10.0,183.6,178.2,5.4,188.7,188.7,0.0,5.1,10.5,-5.4,54.3,56.5,-2.2,moderate
+shot_driver_55,117.5,7.5,-8.3,2150,-27.2,128.1,125.6,2.5,184.4,161.8,22.6,56.3,36.2,20.1,17.6,17.2,0.4,severe
+shot_driver_56,118.7,17.1,-1.8,4554,2.8,181.4,176.6,4.8,201.6,180.9,20.7,20.2,4.3,15.9,92.9,83.2,9.7,severe
+shot_driver_57,120.9,14.1,-5.2,1544,-8.0,172.5,177.6,-5.1,177.3,197.0,-19.7,4.8,19.4,-14.6,47.4,50.9,-3.5,severe
+shot_driver_58,119.3,23.6,2.5,7093,3.3,181.2,163.2,18.0,200.9,163.9,37.0,19.7,0.7,19.0,120.9,125.7,-4.8,severe
+shot_driver_59,81.0,44.9,8.9,6735,12.4,82.8,83.7,-0.9,100.9,83.2,17.7,18.1,-0.5,18.6,104.0,107.8,-3.8,severe
+shot_driver_60,107.4,11.7,-8.6,3269,-14.8,138.5,138.5,0.0,138.9,153.8,-14.9,0.4,15.3,-14.9,31.6,34.0,-2.4,severe
+shot_pw_61,31.9,25.4,-1.3,3868,-0.0,16.0,,,26.8,,,10.8,,,6.0,,,
+shot_pw_62,39.6,23.7,0.6,3844,2.1,23.7,,,37.9,,,14.2,,,8.7,,,
+shot_pw_63,37.1,24.0,1.8,3914,-0.0,20.9,,,33.6,,,12.7,,,7.6,,,
+shot_pw_64,69.6,28.6,0.2,5327,5.1,75.7,80.1,-4.4,92.0,82.4,9.6,16.3,2.3,14.0,42.7,46.4,-3.7,moderate
+shot_pw_65,81.2,28.4,2.9,6959,9.4,98.4,98.5,-0.1,104.1,99.4,4.7,5.7,0.9,4.8,61.8,65.6,-3.8,pass
+shot_pw_66,75.7,27.3,-1.2,6605,4.0,87.1,89.7,-2.6,102.1,90.8,11.3,15.0,1.1,13.9,49.8,53.5,-3.7,severe
+shot_pw_67,81.7,28.1,6.3,6510,12.7,100.0,100.0,0.0,106.8,101.1,5.7,6.8,1.1,5.7,61.0,65.0,-4.0,moderate
+shot_pw_68,88.5,23.4,-0.1,6637,6.0,116.1,112.7,3.4,120.2,114.1,6.1,4.1,1.4,2.7,57.2,63.4,-6.2,moderate
+shot_pw_69,74.1,23.6,0.2,5880,8.4,83.2,86.0,-2.8,84.9,88.8,-3.9,1.7,2.8,-1.1,37.4,41.2,-3.8,pass
diff --git a/assets/data/shot_session_3/shot_driver_51.json b/assets/data/shot_session_3/shot_driver_51.json
new file mode 100644
index 0000000..0c78288
--- /dev/null
+++ b/assets/data/shot_session_3/shot_driver_51.json
@@ -0,0 +1,15 @@
+{
+  "BallData": {
+    "Speed": 116.16547393798828,
+    "SpinAxis": 3.2259302139282227,
+    "TotalSpin": 6408.99853515625,
+    "BackSpin": 6398.8427734375,
+    "SideSpin": 360.6558837890625,
+    "HLA": 2.1719987392425537,
+    "VLA": 21.736244201660156,
+    "CarryDistance": 0
+  },
+  "ShotDataOptions": {
+    "ContainsBallData": true
+  }
+}
\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_driver_52.json b/assets/data/shot_session_3/shot_driver_52.json
new file mode 100644
index 0000000..97bccfc
--- /dev/null
+++ b/assets/data/shot_session_3/shot_driver_52.json
@@ -0,0 +1,15 @@
+{
+  "BallData": {
+    "Speed": 102.10639953613281,
+    "SpinAxis": 6.263795852661133,
+    "TotalSpin": 8442.173828125,
+    "BackSpin": 8391.7744140625,
+    "SideSpin": 921.0936889648438,
+    "HLA": 3.0872905254364014,
+    "VLA": 31.329727172851562,
+    "CarryDistance": 0
+  },
+  "ShotDataOptions": {
+    "ContainsBallData": true
+  }
+}
\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_driver_53.json b/assets/data/shot_session_3/shot_driver_53.json
new file mode 100644
index 0000000..c303133
--- /dev/null
+++ b/assets/data/shot_session_3/shot_driver_53.json
@@ -0,0 +1,15 @@
+{
+  "BallData": {
+    "Speed": 97.23294830322266,
+    "SpinAxis": 5.987576961517334,
+    "TotalSpin": 8925.802734375,
+    "BackSpin": 8877.1083984375,
+    "SideSpin": 931.07568359375,
+    "HLA": 2.234292507171631,
+    "VLA": 30.626953125,
+    "CarryDistance": 0
+  },
+  "ShotDataOptions": {
+    "ContainsBallData": true
+  }
+}
\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_driver_54.json b/assets/data/shot_session_3/shot_driver_54.json
new file mode 100644
index 0000000..b82697a
--- /dev/null
+++ b/assets/data/shot_session_3/shot_driver_54.json
@@ -0,0 +1,15 @@
+{
+  "BallData": {
+    "Speed": 121.50360870361328,
+    "SpinAxis": -9.969074249267578,
+    "TotalSpin": 3410.91943359375,
+    "BackSpin": 3359.419189453125,
+    "SideSpin": -590.4867553710938,
+    "HLA": -5.258639812469482,
+    "VLA": 12.884439468383789,
+    "CarryDistance": 0
+  },
+  "ShotDataOptions": {
+    "ContainsBallData": true
+  }
+}
\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_driver_55.json b/assets/data/shot_session_3/shot_driver_55.json
new file mode 100644
index 0000000..9e38653
--- /dev/null
+++ b/assets/data/shot_session_3/shot_driver_55.json
@@ -0,0 +1,15 @@
+{
+  "BallData": {
+    "Speed": 117.4796371459961,
+    "SpinAxis": -27.1912899017334,
+    "TotalSpin": 2149.954833984375,
+    "BackSpin": 1912.3543701171875,
+    "SideSpin": -982.44921875,
+    "HLA": -8.326677322387695,
+    "VLA": 7.477628231048584,
+    "CarryDistance": 0
+  },
+  "ShotDataOptions": {
+    "ContainsBallData": true
+  }
+}
\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_driver_56.json b/assets/data/shot_session_3/shot_driver_56.json
new file mode 100644
index 0000000..6d7da5e
--- /dev/null
+++ b/assets/data/shot_session_3/shot_driver_56.json
@@ -0,0 +1,15 @@
+{
+  "BallData": {
+    "Speed": 118.70352935791016,
+    "SpinAxis": 2.805424213409424,
+    "TotalSpin": 4553.8095703125,
+    "BackSpin": 4548.35205078125,
+    "SideSpin": 222.88314819335938,
+    "HLA": -1.8021036386489868,
+    "VLA": 17.121259689331055,
+    "CarryDistance": 0
+  },
+  "ShotDataOptions": {
+    "ContainsBallData": true
+  }
+}
\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_driver_57.json b/assets/data/shot_session_3/shot_driver_57.json
new file mode 100644
index 0000000..b08cec1
--- /dev/null
+++ b/assets/data/shot_session_3/shot_driver_57.json
@@ -0,0 +1,15 @@
+{
+  "BallData": {
+    "Speed": 120.92591094970703,
+    "SpinAxis": -7.955880641937256,
+    "TotalSpin": 1544.0667724609375,
+    "BackSpin": 1529.205078125,
+    "SideSpin": -213.715087890625,
+    "HLA": -5.161539554595947,
+    "VLA": 14.096846580505371,
+    "CarryDistance": 0
+  },
+  "ShotDataOptions": {
+    "ContainsBallData": true
+  }
+}
\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_driver_58.json b/assets/data/shot_session_3/shot_driver_58.json
new file mode 100644
index 0000000..8c00656
--- /dev/null
+++ b/assets/data/shot_session_3/shot_driver_58.json
@@ -0,0 +1,15 @@
+{
+  "BallData": {
+    "Speed": 119.27122497558594,
+    "SpinAxis": 3.2609012126922607,
+    "TotalSpin": 7093.390625,
+    "BackSpin": 7081.9052734375,
+    "SideSpin": 403.49151611328125,
+    "HLA": 2.4788992404937744,
+    "VLA": 23.59177589416504,
+    "CarryDistance": 0
+  },
+  "ShotDataOptions": {
+    "ContainsBallData": true
+  }
+}
\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_driver_59.json b/assets/data/shot_session_3/shot_driver_59.json
new file mode 100644
index 0000000..8703cf5
--- /dev/null
+++ b/assets/data/shot_session_3/shot_driver_59.json
@@ -0,0 +1,15 @@
+{
+  "BallData": {
+    "Speed": 80.9592056274414,
+    "SpinAxis": 12.36318302154541,
+    "TotalSpin": 6735.0009765625,
+    "BackSpin": 6578.81689453125,
+    "SideSpin": 1442.0155029296875,
+    "HLA": 8.870377540588379,
+    "VLA": 44.9072151184082,
+    "CarryDistance": 0
+  },
+  "ShotDataOptions": {
+    "ContainsBallData": true
+  }
+}
\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_driver_60.json b/assets/data/shot_session_3/shot_driver_60.json
new file mode 100644
index 0000000..a6aee6d
--- /dev/null
+++ b/assets/data/shot_session_3/shot_driver_60.json
@@ -0,0 +1,15 @@
+{
+  "BallData": {
+    "Speed": 107.3879165649414,
+    "SpinAxis": -14.801515579223633,
+    "TotalSpin": 3268.56591796875,
+    "BackSpin": 3160.10400390625,
+    "SideSpin": -835.02490234375,
+    "HLA": -8.616562843322754,
+    "VLA": 11.672699928283691,
+    "CarryDistance": 0
+  },
+  "ShotDataOptions": {
+    "ContainsBallData": true
+  }
+}
\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_pw_61.json b/assets/data/shot_session_3/shot_pw_61.json
new file mode 100644
index 0000000..09cfc49
--- /dev/null
+++ b/assets/data/shot_session_3/shot_pw_61.json
@@ -0,0 +1,15 @@
+{
+  "BallData": {
+    "Speed": 31.893327713012695,
+    "SpinAxis": -0,
+    "TotalSpin": 3867.899169921875,
+    "BackSpin": 3867.899169921875,
+    "SideSpin": -0,
+    "HLA": -1.259826421737671,
+    "VLA": 25.35186195373535,
+    "CarryDistance": 0
+  },
+  "ShotDataOptions": {
+    "ContainsBallData": true
+  }
+}
\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_pw_62.json b/assets/data/shot_session_3/shot_pw_62.json
new file mode 100644
index 0000000..2b518e6
--- /dev/null
+++ b/assets/data/shot_session_3/shot_pw_62.json
@@ -0,0 +1,15 @@
+{
+  "BallData": {
+    "Speed": 39.62671661376953,
+    "SpinAxis": 2.082167387008667,
+    "TotalSpin": 3843.46923828125,
+    "BackSpin": 3840.931640625,
+    "SideSpin": 139.64352416992188,
+    "HLA": 0.6018989086151123,
+    "VLA": 23.693159103393555,
+    "CarryDistance": 0
+  },
+  "ShotDataOptions": {
+    "ContainsBallData": true
+  }
+}
\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_pw_63.json b/assets/data/shot_session_3/shot_pw_63.json
new file mode 100644
index 0000000..84b1d6c
--- /dev/null
+++ b/assets/data/shot_session_3/shot_pw_63.json
@@ -0,0 +1,15 @@
+{
+  "BallData": {
+    "Speed": 37.149356842041016,
+    "SpinAxis": -0,
+    "TotalSpin": 3913.80419921875,
+    "BackSpin": 3913.80419921875,
+    "SideSpin": -0,
+    "HLA": 1.8256330490112305,
+    "VLA": 24.00528335571289,
+    "CarryDistance": 0
+  },
+  "ShotDataOptions": {
+    "ContainsBallData": true
+  }
+}
\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_pw_64.json b/assets/data/shot_session_3/shot_pw_64.json
new file mode 100644
index 0000000..62398fc
--- /dev/null
+++ b/assets/data/shot_session_3/shot_pw_64.json
@@ -0,0 +1,15 @@
+{
+  "BallData": {
+    "Speed": 69.62680053710938,
+    "SpinAxis": 5.097789764404297,
+    "TotalSpin": 5327.2353515625,
+    "BackSpin": 5306.16357421875,
+    "SideSpin": 473.35614013671875,
+    "HLA": 0.15743345022201538,
+    "VLA": 28.56521987915039,
+    "CarryDistance": 0
+  },
+  "ShotDataOptions": {
+    "ContainsBallData": true
+  }
+}
\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_pw_65.json b/assets/data/shot_session_3/shot_pw_65.json
new file mode 100644
index 0000000..b303bf8
--- /dev/null
+++ b/assets/data/shot_session_3/shot_pw_65.json
@@ -0,0 +1,15 @@
+{
+  "BallData": {
+    "Speed": 81.2490463256836,
+    "SpinAxis": 9.383454322814941,
+    "TotalSpin": 6959.42578125,
+    "BackSpin": 6866.3037109375,
+    "SideSpin": 1134.672119140625,
+    "HLA": 2.8924813270568848,
+    "VLA": 28.376514434814453,
+    "CarryDistance": 0
+  },
+  "ShotDataOptions": {
+    "ContainsBallData": true
+  }
+}
\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_pw_66.json b/assets/data/shot_session_3/shot_pw_66.json
new file mode 100644
index 0000000..3b224e2
--- /dev/null
+++ b/assets/data/shot_session_3/shot_pw_66.json
@@ -0,0 +1,15 @@
+{
+  "BallData": {
+    "Speed": 75.70809173583984,
+    "SpinAxis": 3.994753360748291,
+    "TotalSpin": 6605.00732421875,
+    "BackSpin": 6588.9599609375,
+    "SideSpin": 460.138671875,
+    "HLA": -1.1749275922775269,
+    "VLA": 27.31566047668457,
+    "CarryDistance": 0
+  },
+  "ShotDataOptions": {
+    "ContainsBallData": true
+  }
+}
\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_pw_67.json b/assets/data/shot_session_3/shot_pw_67.json
new file mode 100644
index 0000000..45f4169
--- /dev/null
+++ b/assets/data/shot_session_3/shot_pw_67.json
@@ -0,0 +1,15 @@
+{
+  "BallData": {
+    "Speed": 81.65978240966797,
+    "SpinAxis": 12.735650062561035,
+    "TotalSpin": 6509.591796875,
+    "BackSpin": 6349.43994140625,
+    "SideSpin": 1435.06005859375,
+    "HLA": 6.339990615844727,
+    "VLA": 28.12111473083496,
+    "CarryDistance": 0
+  },
+  "ShotDataOptions": {
+    "ContainsBallData": true
+  }
+}
\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_pw_68.json b/assets/data/shot_session_3/shot_pw_68.json
new file mode 100644
index 0000000..e71af03
--- /dev/null
+++ b/assets/data/shot_session_3/shot_pw_68.json
@@ -0,0 +1,15 @@
+{
+  "BallData": {
+    "Speed": 88.55177307128906,
+    "SpinAxis": 6.043060302734375,
+    "TotalSpin": 6637.41455078125,
+    "BackSpin": 6600.53076171875,
+    "SideSpin": 698.759521484375,
+    "HLA": -0.05428417772054672,
+    "VLA": 23.366304397583008,
+    "CarryDistance": 0
+  },
+  "ShotDataOptions": {
+    "ContainsBallData": true
+  }
+}
\ No newline at end of file
diff --git a/assets/data/shot_session_3/shot_pw_69.json b/assets/data/shot_session_3/shot_pw_69.json
new file mode 100644
index 0000000..681c064
--- /dev/null
+++ b/assets/data/shot_session_3/shot_pw_69.json
@@ -0,0 +1,15 @@
+{
+  "BallData": {
+    "Speed": 74.05879211425781,
+    "SpinAxis": 8.452945709228516,
+    "TotalSpin": 5880.3515625,
+    "BackSpin": 5816.47265625,
+    "SideSpin": 864.394775390625,
+    "HLA": 0.17648263275623322,
+    "VLA": 23.611677169799805,
+    "CarryDistance": 0
+  },
+  "ShotDataOptions": {
+    "ContainsBallData": true
+  }
+}
\ No newline at end of file
diff --git a/run_benchmarks.gd b/run_benchmarks.gd
index 5ded522..a26dc0c 100644
--- a/run_benchmarks.gd
+++ b/run_benchmarks.gd
@@ -13,7 +13,6 @@ var shots := {
 	"Wedge S2":   "res://assets/data/wedge_shot_2.json",
 	"Bump":       "res://assets/data/bump_test_shot.json",
 	"Bump & Run": "res://assets/data/bump_and_run.json",
-	"Approach":   "res://assets/data/approach_test_shot.json",
 	"Mid Iron":   "res://assets/data/approach_mid_iron_test_shot.json",
 	"Topped":     "res://assets/data/topped_test_shot.json",
 	"Checked":    "res://assets/data/checked_test_shot.json",
diff --git a/tests/PhysicsTests/ApproachShotTests.cs b/tests/PhysicsTests/ApproachShotTests.cs
index c2e8b64..9334718 100644
--- a/tests/PhysicsTests/ApproachShotTests.cs
+++ b/tests/PhysicsTests/ApproachShotTests.cs
@@ -7,8 +7,6 @@ namespace OpenFairway.Tests
     [TestFixture]
     public class ApproachShotTests
     {
-        private const string SHOT_PATH = "res://assets/data/approach_test_shot.json";
-
         private readonly PhysicsAdapter _adapter = new();
 
         private Dictionary LoadJson(string path)
@@ -27,25 +25,6 @@ private Dictionary LoadJson(string path)
             return (Dictionary)data;
         }
 
-        [Test]
-        public void TestApproachShotCarryAndTotal()
-        {
-            var shot = LoadJson(SHOT_PATH);
-
-            var result = _adapter.SimulateShotFromJson(shot);
-
-            Assert.That(result.ContainsKey("carry_yd"), Is.True, "Result missing carry_yd");
-            Assert.That(result.ContainsKey("total_yd"), Is.True, "Result missing total_yd");
-
-            float carry = (float)result["carry_yd"];
-            float total = (float)result["total_yd"];
-
-            // Replace these with your expected ranges once you see real output.
-            // Start wide, then tighten.
-            Assert.That(carry, Is.InRange(10.0f, 200.0f), "Carry out of expected range");
-            Assert.That(total, Is.InRange(carry, 260.0f), "Total out of expected range (should be >= carry)");
-        }
-
         [Test]
         public void TestWoodLowShotBounce()
         {
diff --git a/tests/PhysicsTests/DistanceBenchmarkTests.cs b/tests/PhysicsTests/DistanceBenchmarkTests.cs
index 7e30c8a..dc3c579 100644
--- a/tests/PhysicsTests/DistanceBenchmarkTests.cs
+++ b/tests/PhysicsTests/DistanceBenchmarkTests.cs
@@ -69,18 +69,7 @@ public void WoodLowShot_Benchmark()
                 tolerance: 10.0f);
         }
 
-        [Test]
-        public void ApproachShot_Benchmark()
-        {
-            // 81 mph, 10478 RPM, 30.5° VLA (high spin wedge)
-            // Should check up and stop quickly
-            AssertDistance("Approach Shot", "approach_test_shot.json",
-                targetCarry: 106.4f,
-                targetTotal: 108.9f,  // Updated 2026-02-18 after surface retuning
-                tolerance: 5.0f);
-        }
-
-        [Test]
+[Test]
         public void DriveShot_Benchmark()
         {
             // Full driver shot
@@ -108,7 +97,6 @@ public void RunFullBenchmark()
 
             ChipShot_Benchmark();
             WoodLowShot_Benchmark();
-            ApproachShot_Benchmark();
             DriveShot_Benchmark();
             FlopShot_Benchmark();
 
diff --git a/tests/PhysicsTests/FlightScopeCarryRegressionTests.cs b/tests/PhysicsTests/FlightScopeCarryRegressionTests.cs
index 14dea4e..4f1b9e9 100644
--- a/tests/PhysicsTests/FlightScopeCarryRegressionTests.cs
+++ b/tests/PhysicsTests/FlightScopeCarryRegressionTests.cs
@@ -26,8 +26,6 @@ public static IEnumerable<TestCaseData> CarryCases()
                 .SetName("Drive_CarryMatchesFlightScope");
             yield return new TestCaseData("Wood Low", "wood_low_test_shot.json", 122.2f, 0.0f, false)
                 .SetName("WoodLow_CarryMatchesFlightScope");
-            yield return new TestCaseData("Approach", "approach_test_shot.json", 92.3f, 72.4f, true)
-                .SetName("Approach_CarryMatchesFlightScope");
             yield return new TestCaseData("Approach Mid Iron", "approach_mid_iron_test_shot.json", 125.8f, 69.3f, true)
                 .SetName("ApproachMidIron_CarryMatchesFlightScope");
             yield return new TestCaseData("Wedge", "wedge_test_shot.json", 70.6f, 31.2f, true)
diff --git a/tests/PhysicsTests/GarminCarryWindowRegressionTests.cs b/tests/PhysicsTests/GarminCarryWindowRegressionTests.cs
index 8b2c0e3..a1af7aa 100644
--- a/tests/PhysicsTests/GarminCarryWindowRegressionTests.cs
+++ b/tests/PhysicsTests/GarminCarryWindowRegressionTests.cs
@@ -118,7 +118,6 @@ public static IEnumerable<TestCaseData> NonWedgeGuardrailCases()
         {
             yield return CreateGuardrailCase("Drive", "drive_test_shot.json", 244.1f);
             yield return CreateGuardrailCase("Wood Low", "wood_low_test_shot.json", 122.2f);
-            yield return CreateGuardrailCase("Approach", "approach_test_shot.json", 92.3f);
             yield return CreateGuardrailCase("Approach Mid", "approach_mid_iron_test_shot.json", 125.8f);
             yield return CreateGuardrailCase("Checked", "checked_test_shot.json", 77.9f);
             yield return CreateGuardrailCase("Flop", "flop_test_shot.json", 61.8f);
diff --git a/tests/PhysicsTests/RolloutPhysicsTests.cs b/tests/PhysicsTests/RolloutPhysicsTests.cs
index 2717502..49e76f0 100644
--- a/tests/PhysicsTests/RolloutPhysicsTests.cs
+++ b/tests/PhysicsTests/RolloutPhysicsTests.cs
@@ -484,19 +484,7 @@ public void WoodLowShot_Distance_Baseline()
             Assert.Pass("Baseline: 122.5/180.1 yd (wood_low_test_shot.json)");
         }
 
-        [Test]
-        [Explicit("Requires manual validation in Godot - cannot run in dotnet test")]
-        [Category("DistanceBenchmark")]
-        public void ApproachShot_Distance_Baseline()
-        {
-            // approach_test_shot.json: 81.1 mph, 10490 RPM, 30.5° VLA
-            // Validated: 2026-02-18
-            // Expected: 106.4 yd carry / 108.9 yd total
-
-            Assert.Pass("Baseline: 106.4/108.9 yd (approach_test_shot.json)");
-        }
-
-        [Test]
+[Test]
         [Explicit("Requires manual validation in Godot - cannot run in dotnet test")]
         [Category("DistanceBenchmark")]
         public void FlopShot_Distance_Baseline()
diff --git a/tools/shot_calibration/README.md b/tools/shot_calibration/README.md
index 066a58b..31341ca 100644
--- a/tools/shot_calibration/README.md
+++ b/tools/shot_calibration/README.md
@@ -1,359 +1,174 @@
 # Shot Calibration Tools
 
-Tools for comparing OpenFairway physics output against FlightScope reference data, diagnosing divergence, and iteratively tuning physics parameters.
-
-## Table of Contents
-
-- [Prerequisites](#prerequisites)
-- [Overview](#overview)
-- [Directory Layout](#directory-layout)
-- [Shot Data Source](#shot-data-source)
-- [FlightScope Reference](#flightscope-reference)
-- [Tools](#tools)
-  - [physics_export_data.gd](#physics_export_datagd)
-  - [export_physics_json.gd](#export_physics_jsongd)
-  - [export_physics_csv.gd](#export_physics_csvgd)
-  - [export_flightscope_csv.py](#export_flightscope_csvpy)
-  - [compare_csv.py](#compare_csvpy)
-  - [calibration_analyzer.py](#calibration_analyzerpy)
-  - [generate_profile.py](#generate_profilepy)
-  - [calibrate.py](#calibratepy)
-  - [flightscope_scraper.py](#flightscope_scraperpy)
-  - [flightscope_discover.py](#flightscope_discoverpy)
-- [Profile Override System](#profile-override-system)
-  - [Profile JSON Schema](#profile-json-schema)
-  - [How Overrides Work](#how-overrides-work)
-  - [Available Profile Parameters](#available-profile-parameters)
-- [Calibration Workflow](#calibration-workflow)
-  - [Quick Start (Automated)](#quick-start-automated)
-  - [Manual Step-by-Step](#manual-step-by-step)
-  - [Iterative Tuning Loop](#iterative-tuning-loop)
-- [Session Calibration](#session-calibration)
-  - [Session Directory Layout](#session-directory-layout)
-  - [Session Quick Start](#session-quick-start)
-  - [Session Tool Usage](#session-tool-usage)
-  - [FlightScope Scraper Workaround](#flightscope-scraper-workaround)
-- [Diagnostic Report](#diagnostic-report)
-  - [Status Thresholds](#status-thresholds)
-  - [Error Patterns](#error-patterns)
-  - [Shot Regimes](#shot-regimes)
-  - [Conflict Detection](#conflict-detection)
-- [Iteration History](#iteration-history)
-- [Output Columns](#output-columns)
+Compare OpenFairway physics output against FlightScope reference data, find where shots are off, and tune physics parameters to close the gap.
 
 ## Prerequisites
 
-The Python calibration tools require a virtual environment with the project dependencies.
-
 ```bash
 # Create and activate the venv (one-time setup)
 python -m venv .venv
 source .venv/bin/activate
-
-# Install dependencies
 pip install -r tools/shot_calibration/requirements.txt
 ```
 
-Always activate the venv before running any Python calibration tool:
-
-```bash
-source .venv/bin/activate
-```
-
-The GDScript tools (`export_physics_csv.gd`, `export_physics_json.gd`) require Godot 4.5+ runtime and do not need the Python venv.
-
-## Overview
+Always activate the venv before running Python tools. GDScript tools (`export_physics_csv.gd`) need Godot 4.5+ and don't need the venv.
 
-The calibration system compares OpenFairway physics simulation output against FlightScope trajectory optimizer data (source of truth). The pipeline:
+## Quick Start
 
-1. **Simulate** — Run all shot files through `PhysicsAdapter` headlessly (Godot)
-2. **Compare** — Diff physics output against FlightScope reference values
-3. **Diagnose** — Classify error patterns, tag shot regimes, suggest parameter adjustments
-4. **Generate** — Produce a profile override JSON with conservative adjustments
-5. **Repeat** — Re-simulate with the profile override, compare again
+### Run Everything (simulate + scrape + compare + diagnose)
 
-Profile overrides are loaded from JSON at runtime, eliminating the C# rebuild cycle. The orchestrator (`calibrate.py`) automates the full loop and tracks iteration history with regression guards.
-
-## Directory Layout
+```bash
+# All shots (standard + all shot sessions combined)
+python tools/shot_calibration/calibrate.py run
 
-```
-assets/data/
-├── *.json                          # Shot input files (BallData from launch monitors)
-├── SOT/
-│   └── flightscope_reference.json  # Source-of-truth reference data
-├── shot_session_N/                 # Session directories (from ShotRecordingService)
-│   ├── shot_1.json                 # Recorded shot files
-│   ├── shot_2.json
-│   ├── physics.csv                 # Session physics export (via --session)
-│   ├── flightscope_reference.json  # Session FlightScope reference (via --session)
-│   ├── flightscope.csv             # Session FlightScope CSV (via --session)
-│   ├── shot_diff_analysis.csv      # Session diff CSV (via --session)
-│   └── history/                    # Session iteration history (via --session)
-│       └── iteration_001.json
-└── calibration/
-    ├── physics.json                # Physics simulation JSON export
-    ├── physics.csv                 # Physics simulation CSV export
-    ├── flightscope.csv             # FlightScope reference CSV
-    ├── shot_diff_analysis.csv      # Physics vs FlightScope diff CSV
-    ├── calibration_profile.json    # Current profile override (optional)
-    └── history/
-        ├── iteration_001.json      # Iteration snapshots
-        ├── iteration_002.json
-        └── ...
+# One session only (outputs stay in that session's directory)
+python tools/shot_calibration/calibrate.py run --session assets/data/shot_session_3
 ```
 
-## Shot Data Source
+### Analyze (compare + diagnose + accuracy reports)
 
-Shot input files live in `assets/data/*.json` using the BallData format from launch monitors (R10, Garmin, etc.):
+Use this when `physics.csv` and `flightscope.csv` already exist (e.g., you scraped FlightScope separately):
 
-```json
-{
-  "BallData": {
-    "Speed": 150.0,
-    "VLA": 12.5,
-    "HLA": -0.5,
-    "TotalSpin": 2800.0,
-    "SpinAxis": -3.0,
-    "BackSpin": 2796.0,
-    "SideSpin": -146.5
-  }
-}
-```
-
-| Field | Unit | Description |
-|-------|------|-------------|
-| `Speed` | mph | Ball speed |
-| `VLA` | degrees | Vertical launch angle |
-| `HLA` | degrees | Horizontal launch angle |
-| `TotalSpin` | RPM | Total spin |
-| `SpinAxis` | degrees | Spin axis (negative = draw) |
-| `BackSpin` | RPM | Backspin component |
-| `SideSpin` | RPM | Sidespin component |
-
-## FlightScope Reference
+```bash
+# All shots
+python tools/shot_calibration/calibrate.py analyze
 
-`assets/data/SOT/flightscope_reference.json` contains known-good carry/total/apex values from FlightScope's trajectory optimizer, indexed by shot filename:
+# One session
+python tools/shot_calibration/calibrate.py analyze --session assets/data/shot_session_3
 
-```json
-{
-  "driver1": {
-    "filename": "driver1.json",
-    "speed_mph": 150.0,
-    "carry_yd": 245.0,
-    "total_yd": 270.0,
-    "apex_ft": 95.0
-  }
-}
+# Rebuild FlightScope CSV from reference JSON before comparing
+python tools/shot_calibration/calibrate.py analyze --session assets/data/shot_session_3 --flightscope-export
 ```
 
-Populate this file manually from [FlightScope Trajectory Optimizer](https://trajectory.flightscope.com/) or use the scraper tool.
-
-## Tools
+The `analyze` command:
+1. Compares `physics.csv` vs `flightscope.csv` → `shot_diff_analysis.csv`
+2. Prints a diagnostic report
+3. Writes accuracy reports to `assets/data/`:
+   - `openfairway_accuracy_summary_<timestamp>.json` — carry + total + apex accuracy stats
+   - `openfairway_critical_carry_<timestamp>.csv` — top 20 worst shots by carry error
+   - `openfairway_critical_overall_<timestamp>.csv` — top 20 worst shots by max(carry, total) error
+4. Saves an iteration snapshot to history
 
-### `physics_export_data.gd`
+**Accuracy report field reference:**
 
-Shared helper module (`PhysicsExportData`) preloaded by both `export_physics_json.gd` and `export_physics_csv.gd`. Handles shot file discovery, `PhysicsAdapter` invocation, and row collection. Not run directly.
+| Field | What it means |
+|-------|---------------|
+| `avg_error` | Average error (positive = physics flies long, negative = short) |
+| `avg_off` | Average how far off, ignoring direction |
+| `typical_off` | Typical how far off (middle value, less affected by outliers) |
+| `consistency` | How spread out errors are (lower = more consistent) |
+| `worst_off` | Single worst shot error |
+| `within_pct_yd` | Distribution of shots within N yards of reference (N = 1, 2, 3, 5, 7, 10, 15, 20) |
+| `within_pct_ft` | Distribution of shots within N feet of reference (N = 1, 2, 3, 5, 7, 10, 13, 15, 20, 50) |
 
-### `export_physics_json.gd`
+Fields end in `_yd` (yards) for carry/total or `_ft` (feet) for apex.
 
-Runs every shot file through OpenFairway's `PhysicsAdapter` headless simulation and outputs JSON keyed by shot name.
+### Iteration History
 
 ```bash
-godot --headless --script tools/shot_calibration/export_physics_json.gd
-godot --headless --script tools/shot_calibration/export_physics_json.gd -- --output=res://assets/data/calibration/physics.json
-```
-
-Requires Godot runtime. Writes `res://assets/data/calibration/physics.json` by default. If Godot reports a missing `PhysicsAdapter` method, rebuild the C# project first with `godot --headless --build-solutions --quit`.
-
-### `export_physics_csv.gd`
-
-Runs every shot file through the physics export path and emits a CSV. Supports profile overrides via `--profile` and session directories via `--session`.
-
-```bash
-# Default export
-godot --headless --script tools/shot_calibration/export_physics_csv.gd
-
-# With custom output path
-godot --headless --script tools/shot_calibration/export_physics_csv.gd -- --output=res://assets/data/calibration/physics.csv
+# List all iterations
+python tools/shot_calibration/calibrate.py history
 
-# With profile override (no C# rebuild needed)
-godot --headless --script tools/shot_calibration/export_physics_csv.gd -- --profile=assets/data/calibration/calibration_profile.json
+# Compare two iterations side-by-side
+python tools/shot_calibration/calibrate.py diff 1 3
 
-# Export from a session directory (reads shots from session dir, writes physics.csv there)
-godot --headless --script tools/shot_calibration/export_physics_csv.gd -- --session=assets/data/shot_session_2
+# Show the latest iteration
+python tools/shot_calibration/calibrate.py status
 ```
 
-Requires Godot runtime. Outputs columns: shot_name, filename, speed, VLA, HLA, spin, carry, total, rollout, apex, hang time, landing speed/angle, Re, spin ratio, Cd, Cl, peak Cl, carry-only.
-
-### `export_flightscope_csv.py`
-
-Exports FlightScope reference values as a matching CSV. Reads shot inputs from `assets/data/*.json` and merges reference carry/total/apex from `flightscope_reference.json`.
+### Tuning Loop
 
 ```bash
-python tools/shot_calibration/export_flightscope_csv.py > assets/data/calibration/flightscope.csv
-python tools/shot_calibration/export_flightscope_csv.py --reference assets/data/SOT/flightscope_reference.json
-
-# Export from a session directory (reads shots + reference from session dir, outputs to stdout)
-python tools/shot_calibration/export_flightscope_csv.py --session assets/data/shot_session_2 > assets/data/shot_session_2/flightscope.csv
-```
-
-No Godot runtime required.
+# 1. Run calibration
+python tools/shot_calibration/calibrate.py run
 
-### `compare_csv.py`
+# 2. Auto-generate a profile with suggested tweaks
+python tools/shot_calibration/generate_profile.py
 
-Generates a comparison CSV with carry/total/rollout/apex deltas and per-shot status classification.
+# 3. Re-run (picks up calibration_profile.json automatically)
+python tools/shot_calibration/calibrate.py run
 
-```bash
-python tools/shot_calibration/compare_csv.py assets/data/calibration/physics.csv assets/data/calibration/flightscope.csv
-python tools/shot_calibration/compare_csv.py assets/data/calibration/physics.csv assets/data/calibration/flightscope.csv --output /tmp/shot_diff_analysis.csv
+# 4. Compare before/after
+python tools/shot_calibration/calibrate.py diff 1 2
 ```
 
-Default output: `assets/data/calibration/shot_diff_analysis.csv`
-
-Output includes `rollout_physics_yd`, `rollout_flightscope_yd`, `diff_rollout_yd`, and `status` (pass/moderate/severe) columns alongside carry/total/apex diffs.
+Profile overrides are JSON files loaded at runtime — no C# rebuild needed between iterations. See [Profile Override System](#profile-override-system).
 
-### `calibration_analyzer.py`
-
-Diagnostic analyzer that reads `shot_diff_analysis.csv` and produces a structured report with error classification, shot regime tagging, parameter suggestions, and conflict detection.
-
-```bash
-# Text report (default — writes diagnostic_report.txt next to input file)
-python tools/shot_calibration/calibration_analyzer.py
-
-# Custom input path (report written next to input: path/to/diagnostic_report.txt)
-python tools/shot_calibration/calibration_analyzer.py --input path/to/shot_diff_analysis.csv
-
-# Explicit output path
-python tools/shot_calibration/calibration_analyzer.py --input path/to/shot_diff_analysis.csv --output /tmp/diagnostic_report.txt
+## Directory Layout
 
-# JSON output (writes diagnostic_report.json next to input)
-python tools/shot_calibration/calibration_analyzer.py --json
 ```
-
-The report includes:
-- **Summary** — Count of pass/moderate/severe/no-reference shots
-- **Per-shot diagnostics** — Error pattern, regime tags, diffs, suggested knobs
-- **Parameter conflicts** — Flags when failing shots need opposite adjustments to the same parameter
-
-See [Diagnostic Report](#diagnostic-report) for details on classification logic.
-
-### `generate_profile.py`
-
-Generates a calibration profile JSON from diagnostic analysis. Applies conservative step-size adjustments to non-conflicting parameters.
-
-```bash
-# Generate from current diff analysis
-python tools/shot_calibration/generate_profile.py
-
-# Incremental: adjust from an existing base profile
-python tools/shot_calibration/generate_profile.py --base assets/data/calibration/calibration_profile.json
-
-# Target specific shots only
-python tools/shot_calibration/generate_profile.py --target bump_and_run,driver1
-
-# Preview adjustments without writing
-python tools/shot_calibration/generate_profile.py --dry-run
-
-# Custom output path
-python tools/shot_calibration/generate_profile.py --output /tmp/profile.json
+assets/data/
+├── *.json                          # Shot input files (from launch monitors)
+├── SOT/
+│   ├── flightscope_SoT.csv        # FlightScope reference CSV (standard shots)
+│   └── flightscope_reference.json  # FlightScope reference data
+├── openfairway_*_<timestamp>.*     # Accuracy reports (from analyze)
+├── shot_session_N/                 # Session directories (from ShotRecordingService)
+│   ├── shot_*.json                 # Recorded shot files
+│   ├── physics.csv                 # Physics simulation output
+│   ├── flightscope_reference.json  # FlightScope reference (from scraper)
+│   ├── flightscope.csv             # FlightScope reference CSV
+│   ├── shot_diff_analysis.csv      # Physics vs FlightScope diff
+│   └── history/                    # Iteration history for this session
+│       └── iteration_001.json
+└── calibration/
+    ├── physics.csv                 # Combined physics output (all shots)
+    ├── flightscope.csv             # Combined FlightScope reference (all shots)
+    ├── shot_diff_analysis.csv      # Combined diff (all shots)
+    ├── calibration_profile.json    # Current profile override (optional)
+    └── history/
+        ├── iteration_001.json      # Iteration snapshots
+        └── ...
 ```
 
-Default output: `assets/data/calibration/calibration_profile.json`
+## FlightScope Scraper
 
-The generator:
-- Reads the diff CSV and runs the analyzer internally
-- Applies one step-size adjustment per parameter in the direction needed
-- Skips parameters with conflicting requirements (flags them for manual review)
-- Clamps all values to safe ranges defined in the knowledge base
-
-### `calibrate.py`
-
-Orchestrator for the full calibration iteration loop. Automates simulate-compare-analyze and tracks history.
+Scrapes [FlightScope Trajectory Optimizer](https://trajectory.flightscope.com/) to get reference carry/total/apex values. If interrupted, re-running the same command picks up where it left off.
 
 ```bash
-# Run a full iteration (Godot export + FlightScope CSV + compare + analyze)
-python tools/shot_calibration/calibrate.py run
+# Scrape a session (visible browser recommended)
+python tools/shot_calibration/flightscope_scraper.py --session assets/data/shot_session_3 --visible
 
-# Run with a specific profile override
-python tools/shot_calibration/calibrate.py run --profile assets/data/calibration/calibration_profile.json
+# Scrape standard shots
+python tools/shot_calibration/flightscope_scraper.py --visible
 
-# Skip Godot export (reuse existing physics.csv)
-python tools/shot_calibration/calibrate.py run --skip-godot
+# Retry shots that failed last time
+python tools/shot_calibration/flightscope_scraper.py --session assets/data/shot_session_3 --retry-failed
 
-# Run against a session directory (all outputs in session dir)
-python tools/shot_calibration/calibrate.py run --session assets/data/shot_session_2
-
-# Show last iteration summary
-python tools/shot_calibration/calibrate.py status
-
-# Show all iteration summaries
-python tools/shot_calibration/calibrate.py history
-
-# Compare two iterations side-by-side
-python tools/shot_calibration/calibrate.py diff 1 3
+# Start over from scratch
+python tools/shot_calibration/flightscope_scraper.py --session assets/data/shot_session_3 --visible --force
 ```
 
-The `run` subcommand:
-1. Detects `calibration_profile.json` (or uses `--profile`)
-2. Exports physics CSV via Godot headless (with profile override if present)
-3. Exports FlightScope reference CSV
-4. Runs `compare_csv.py` to generate the diff
-5. Runs the diagnostic analyzer
-6. Saves an iteration snapshot to `assets/data/calibration/history/`
-7. Prints the diagnostic report with regression warnings
+Requires Chrome or Brave in your `PATH`.
 
-### `flightscope_scraper.py`
+### reCAPTCHA Workaround
 
-Automated scraper for [FlightScope Trajectory Optimizer](https://trajectory.flightscope.com/). Uses Selenium to fill shot parameters, submit, and read carry/total/apex results.
+The scraper uses `undetected-chromedriver` with a browser profile saved at `~/.config/openfairway/scraper-profile`. If it still gets blocked by reCAPTCHA, attach to a real Chrome session instead:
 
-```bash
-# Scrape all default shots (headless)
-python tools/shot_calibration/flightscope_scraper.py
-
-# Scrape specific shots with visible browser
-python tools/shot_calibration/flightscope_scraper.py --shots driver1.json wood1.json --visible
-
-# Scrape all shots from a session directory
-python tools/shot_calibration/flightscope_scraper.py --session assets/data/shot_session_2 --visible
-
-# Attach to an existing Chrome instance (see "FlightScope Scraper Workaround" below)
-python tools/shot_calibration/flightscope_scraper.py --session assets/data/shot_session_2 --debug-port 9222
+**Terminal 1** — Launch Chrome with remote debugging:
 
-# Generate empty template for manual entry
-python tools/shot_calibration/flightscope_scraper.py --template
+```bash
+google-chrome --incognito --remote-debugging-port=9222 --user-data-dir=~/.config/openfairway/scraper-profile
 ```
 
-Requires the project venv (see [Prerequisites](#prerequisites)) and Chrome or Brave in your `PATH`.
-
-### `flightscope_discover.py`
+Open https://trajectory.flightscope.com/ manually the first time so reCAPTCHA sees a real user.
 
-Discovery/debugging script for the FlightScope page. Dumps interactive elements and captures screenshots.
+**Terminal 2** — Run the scraper against that browser:
 
 ```bash
-python tools/shot_calibration/flightscope_discover.py
-python tools/shot_calibration/flightscope_discover.py --fill-test-shot
-python tools/shot_calibration/flightscope_discover.py --headless
+python tools/shot_calibration/flightscope_scraper.py --session assets/data/shot_session_3 --debug-port 9222
 ```
 
-Requires the project venv (see [Prerequisites](#prerequisites)).
+The browser stays open when scraping finishes — you can scrape more sessions without restarting it. Use `brave-browser` instead of `google-chrome` if using Brave.
 
 ## Profile Override System
 
-Profile overrides eliminate the C# edit/rebuild bottleneck. After the one-time C# build, all tuning iterations are Godot-only.
-
-### Profile JSON Schema
-
-Only keys you want to override need to be present. Unspecified keys keep their defaults.
+Tweak physics parameters via JSON without rebuilding C#. Only include the keys you want to change — everything else keeps its default.
 
 ```json
 {
   "DragScaleMultiplier": 1.0,
   "LiftScaleMultiplier": 1.0,
-  "KineticFrictionMultiplier": 1.0,
-  "RollingFrictionMultiplier": 1.0,
-  "GrassViscosityMultiplier": 1.0,
-  "CriticalAngleOffsetRadians": 0.0,
-  "SpinbackThetaBoostMultiplier": 1.0,
   "Flight": {
     "ClMaxBase": 0.268,
     "CdMin": 0.22,
@@ -361,39 +176,25 @@ Only keys you want to override need to be present. Unspecified keys keep their d
   },
   "Bounce": {
     "FlightTangentialRetentionBase": 0.55,
-    "CorBaseA": 0.45,
-    "RolloutLowSpinRetention": 0.85,
-    "RolloutHighSpinRetention": 0.70
+    "CorBaseA": 0.45
   },
   "Rollout": {
     "LowSpinMultiplierMax": 1.15,
     "MidSpinMultiplierMax": 2.25,
-    "HighSpinMultiplierMax": 2.50,
-    "ChipVelocityScaleMin": 0.60,
-    "ChipVelocityScaleMax": 0.87
+    "HighSpinMultiplierMax": 2.50
   }
 }
 ```
 
-A minimal override targeting only rollout:
+`generate_profile.py` builds a profile from the diagnostic report:
 
-```json
-{
-  "Rollout": {
-    "LowSpinMultiplierMax": 1.25
-  }
-}
+```bash
+python tools/shot_calibration/generate_profile.py              # Generate from current diff
+python tools/shot_calibration/generate_profile.py --dry-run    # Preview without writing
+python tools/shot_calibration/generate_profile.py --base assets/data/calibration/calibration_profile.json  # Build on existing
 ```
 
-### How Overrides Work
-
-1. `export_physics_csv.gd` accepts `--profile=<path>` on the command line
-2. The JSON is read and passed to `PhysicsAdapter.LoadProfileFromJson()`
-3. `BallPhysicsProfile.FromJson()` parses the JSON — only present keys override defaults
-4. All subsequent `SimulateShotFromJson()` calls use the overridden profile
-5. Sub-profiles (`Flight`, `Bounce`, `Rollout`) are independently partial-merged
-
-### Available Profile Parameters
+### Available Parameters
 
 #### Root-Level Multipliers
 
@@ -409,7 +210,7 @@ A minimal override targeting only rollout:
 
 #### Flight Profile
 
-Controls aerodynamic drag and lift during ball flight. Key tuning parameters:
+Controls drag and lift during ball flight. Key parameters:
 
 | Parameter | Default | Description |
 |-----------|---------|-------------|
@@ -423,14 +224,14 @@ Full list: see `addons/openfairway/physics/FlightProfile.cs` (45+ parameters).
 
 #### Bounce Profile
 
-Controls coefficient of restitution and tangential velocity retention at impact.
+Controls how much energy and speed the ball keeps after hitting the ground.
 
 | Parameter | Default | Description |
 |-----------|---------|-------------|
-| `FlightTangentialRetentionBase` | 0.55 | First-bounce tangential retention |
+| `FlightTangentialRetentionBase` | 0.55 | First-bounce forward speed retention |
 | `FlightSpinFactorMin` | 0.40 | Min retention at high spin |
 | `FlightSpinFactorDivisor` | 8000 | Spin RPM divisor for retention curve |
-| `CorBaseA` | 0.45 | Base COR (vertical bounce energy) |
+| `CorBaseA` | 0.45 | Base bounce energy (vertical) |
 | `RolloutLowSpinRetention` | 0.85 | Rollout bounce retention (low spin) |
 | `RolloutHighSpinRetention` | 0.70 | Rollout bounce retention (high spin) |
 
@@ -438,7 +239,7 @@ Full list: see `addons/openfairway/physics/BounceProfile.cs` (20+ parameters).
 
 #### Rollout Profile
 
-Controls friction and velocity scaling during ground rollout.
+Controls friction and velocity during ground roll.
 
 | Parameter | Default | Description |
 |-----------|---------|-------------|
@@ -451,175 +252,6 @@ Controls friction and velocity scaling during ground rollout.
 
 Full list: see `addons/openfairway/physics/RolloutProfile.cs` (11 parameters).
 
-## Calibration Workflow
-
-### Quick Start (Automated)
-
-```bash
-# 1. Run full calibration iteration (simulate + compare + diagnose)
-python tools/shot_calibration/calibrate.py run
-
-# 2. Review the diagnostic report printed to stdout
-#    Iteration snapshot saved to assets/data/calibration/history/iteration_NNN.json
-
-# 3. Generate a profile override from diagnostics
-python tools/shot_calibration/generate_profile.py
-
-# 4. Re-run with the generated profile
-python tools/shot_calibration/calibrate.py run
-
-# 5. Compare iterations
-python tools/shot_calibration/calibrate.py diff 1 2
-```
-
-### Manual Step-by-Step
-
-```bash
-# 1. Export physics CSV (requires Godot)
-godot --headless --script tools/shot_calibration/export_physics_csv.gd
-
-# 2. Export FlightScope CSV
-python tools/shot_calibration/export_flightscope_csv.py > assets/data/calibration/flightscope.csv
-
-# 3. Compare
-python tools/shot_calibration/compare_csv.py assets/data/calibration/physics.csv assets/data/calibration/flightscope.csv
-
-# 4. Diagnose
-python tools/shot_calibration/calibration_analyzer.py
-
-# 5. Generate profile override
-python tools/shot_calibration/generate_profile.py --dry-run
-python tools/shot_calibration/generate_profile.py
-
-# 6. Re-export with profile override
-godot --headless --script tools/shot_calibration/export_physics_csv.gd -- --profile=assets/data/calibration/calibration_profile.json
-
-# 7. Re-compare and re-diagnose
-python tools/shot_calibration/compare_csv.py assets/data/calibration/physics.csv assets/data/calibration/flightscope.csv
-python tools/shot_calibration/calibration_analyzer.py
-```
-
-### Iterative Tuning Loop
-
-The typical workflow cycles through:
-
-```
-  Edit profile JSON  ──>  Godot export (--profile)  ──>  Compare  ──>  Diagnose
-       ^                                                                  │
-       └──────────────────────────────────────────────────────────────────┘
-```
-
-Each iteration is tracked in `assets/data/calibration/history/`. The orchestrator warns if previously-passing shots regress.
-
-## Session Calibration
-
-Session directories (`assets/data/shot_session_N/`) are created by `ShotRecordingService` during gameplay. The `--session` flag lets you run the full calibration pipeline against a session's shots, with all output kept inside that session directory.
-
-### Session Directory Layout
-
-After running a full session calibration, the session directory contains:
-
-```
-assets/data/shot_session_2/
-├── shot_1.json                 # Recorded shot inputs
-├── shot_2.json
-├── ...
-├── physics.csv                 # Physics simulation output
-├── flightscope_reference.json  # FlightScope scraped reference data
-├── flightscope.csv             # FlightScope reference CSV
-├── shot_diff_analysis.csv      # Physics vs FlightScope diff
-└── history/
-    └── iteration_001.json      # Iteration snapshot
-```
-
-### Session Quick Start
-
-```bash
-# Full pipeline: physics export + FlightScope scrape + compare + diagnose
-python tools/shot_calibration/calibrate.py run --session assets/data/shot_session_2
-
-# Skip Godot if physics.csv already exists in the session dir
-python tools/shot_calibration/calibrate.py run --session assets/data/shot_session_2 --skip-godot
-```
-
-The `run --session` command:
-1. Exports physics CSV from the session's shot files (Godot headless)
-2. Scrapes FlightScope for each session shot (via `flightscope_scraper.py --session`)
-3. Exports FlightScope reference CSV (via `export_flightscope_csv.py --session`)
-4. Compares physics vs FlightScope (via `compare_csv.py`)
-5. Runs diagnostic analysis and saves iteration to `<session>/history/`
-
-### Session Tool Usage
-
-Each tool supports `--session` independently for step-by-step use:
-
-```bash
-# Physics export only
-godot --headless --script tools/shot_calibration/export_physics_csv.gd -- --session=assets/data/shot_session_2
-
-# FlightScope scrape only (visible browser recommended)
-python tools/shot_calibration/flightscope_scraper.py --session assets/data/shot_session_2 --visible
-
-# FlightScope CSV export only (outputs to stdout, redirect to session dir)
-python tools/shot_calibration/export_flightscope_csv.py --session assets/data/shot_session_2 > assets/data/shot_session_2/flightscope.csv
-
-# Compare (default output is assets/data/calibration/; use --output for session dir)
-python tools/shot_calibration/compare_csv.py assets/data/shot_session_2/physics.csv assets/data/shot_session_2/flightscope.csv --output assets/data/shot_session_2/shot_diff_analysis.csv
-
-# Diagnose (works with any diff CSV path)
-python tools/shot_calibration/calibration_analyzer.py --input assets/data/shot_session_2/shot_diff_analysis.csv
-```
-
-Session mode auto-discovers all `*.json` files in the session directory as shots (no hardcoded shot map needed). The existing non-session workflow is unchanged — omitting `--session` uses the default `assets/data/` paths.
-
-### FlightScope Scraper Workaround
-
-The scraper uses `undetected-chromedriver` to avoid reCAPTCHA v3 bot detection. By default it creates a **persistent browser profile** at `~/.config/openfairway/scraper-profile` so reCAPTCHA can build engagement history across runs (fresh profiles score near 0.1, profiles with history score 0.7+).
-
-#### Standard Mode (persistent profile)
-
-```bash
-source .venv/bin/activate
-
-# Uses default persistent profile at ~/.config/openfairway/scraper-profile
-python tools/shot_calibration/flightscope_scraper.py --session assets/data/shot_session_2 --visible
-
-# Use a custom profile directory
-python tools/shot_calibration/flightscope_scraper.py --browser-profile /tmp/my-profile --visible
-```
-
-> **Tip:** On first use, run a few manual shots with `--visible` to warm up the profile's reCAPTCHA score before running batch scrapes.
-
-#### Debug-Port Mode (attach to existing Chrome)
-
-If the standard mode still gets blocked, use `--debug-port` to attach to a real Chrome session with an established browsing profile.
-
-**Terminal 1** — Launch Chrome with remote debugging enabled:
-
-```bash
-google-chrome --remote-debugging-port=9222 --user-data-dir=~/.config/openfairway/scraper-profile
-```
-
-Leave this running. On first use, navigate to https://trajectory.flightscope.com/ manually to establish a reCAPTCHA session.
-
-**Terminal 2** — Activate the venv and run the scraper attached to that browser:
-
-```bash
-source .venv/bin/activate
-
-# Scrape session shots using the running Chrome instance
-python tools/shot_calibration/flightscope_scraper.py --session assets/data/shot_session_2 --debug-port 9222
-
-# Or scrape the default shot set
-python tools/shot_calibration/flightscope_scraper.py --debug-port 9222
-```
-
-The scraper navigates and fills forms in the already-running browser. When it finishes, the browser stays open (it is not quit by the script). You can re-run the scraper against different sessions without restarting Chrome.
-
-> **Tip:** If using Brave instead of Chrome, replace `google-chrome` with `brave-browser` in Terminal 1. The `--user-data-dir` path can be anything — it creates a dedicated profile that won't interfere with your normal browsing.
-
-For parameters flagged as conflicting (e.g., `FlightTangentialRetentionBase` needed higher for `driver1` but lower for `wood_low_test_shot`), manual review is required. These usually indicate the physics model needs a regime-specific fix in the C# code rather than a single-value tweak.
-
 ## Diagnostic Report
 
 ### Status Thresholds
@@ -630,22 +262,22 @@ For parameters flagged as conflicting (e.g., `FlightTangentialRetentionBase` nee
 | `total_diff` | +/- 5 yd | 5-10 yd | > 10 yd |
 | `apex_diff` | +/- 5 ft | 5-10 ft | > 10 ft |
 
-A shot's status is the worst of its carry and total classifications.
+A shot's status is the worst of its carry and total grades.
 
 ### Error Patterns
 
 | Pattern | Meaning |
 |---------|---------|
-| `ROLLOUT_TOO_LONG` | Carry close, total overshoots |
-| `ROLLOUT_TOO_SHORT` | Carry close, total undershoots |
+| `ROLLOUT_TOO_LONG` | Carry is close, but total overshoots |
+| `ROLLOUT_TOO_SHORT` | Carry is close, but total undershoots |
 | `CARRY_TOO_LONG` | Physics carry exceeds reference |
-| `CARRY_TOO_SHORT` | Physics carry under reference |
+| `CARRY_TOO_SHORT` | Physics carry falls short of reference |
 | `CARRY_AND_ROLLOUT_LONG` | Both carry and rollout overshoot |
 | `CARRY_AND_ROLLOUT_SHORT` | Both carry and rollout undershoot |
 
 ### Shot Regimes
 
-Shots are tagged by their input characteristics:
+Shots are tagged by their input characteristics to help suggest the right parameters to tweak:
 
 | Regime | Criteria |
 |--------|----------|
@@ -656,53 +288,53 @@ Shots are tagged by their input characteristics:
 | `mid-iron` | Speed 85-110 mph and VLA 15-25 degrees |
 | `high-loft-wedge` | VLA > 30 degrees and spin > 8000 RPM |
 
-Regime tags help the analyzer suggest parameters that specifically affect that shot type.
+### Conflicts
 
-### Conflict Detection
+When different failing shots need opposite adjustments to the same parameter, it's flagged as a conflict. `generate_profile.py` skips conflicting parameters — they usually need a regime-specific fix in C# rather than a single-value tweak.
 
-The analyzer flags parameters where different failing shots need opposite adjustments. For example, if `bump_test_shot` (ROLLOUT_TOO_LONG) needs `FlightTangentialRetentionBase` decreased while `driver1` (ROLLOUT_TOO_SHORT) needs it increased, the parameter is flagged as conflicting.
+## Tool Reference
 
-Conflicting parameters are:
-- Skipped by `generate_profile.py` (not auto-adjusted)
-- Listed in the diagnostic report for manual review
-- Tracked in iteration history snapshots
+`calibrate.py` is the main entry point. These tools run under the hood but can also be used standalone (all support `--help` and most support `--session`):
 
-## Iteration History
+| Tool | What it does | Needs |
+|------|--------------|-------|
+| `export_physics_csv.gd` | Simulate all shots, write CSV | Godot |
+| `export_physics_json.gd` | Simulate all shots, write JSON | Godot |
+| `physics_export_data.gd` | Shared helper for shot discovery | (not run directly) |
+| `export_flightscope_csv.py` | Export FlightScope reference as CSV | Python |
+| `compare_csv.py` | Diff physics vs FlightScope → `shot_diff_analysis.csv` | Python |
+| `calibration_analyzer.py` | Generate diagnostic report from diff CSV | Python |
+| `generate_profile.py` | Build profile override JSON from diagnostics | Python |
+| `flightscope_scraper.py` | Scrape FlightScope trajectory optimizer | Python + Chrome/Brave |
+| `flightscope_discover.py` | Debug helper for FlightScope page | Python + Chrome/Brave |
 
-Each `calibrate.py run` saves a snapshot to `assets/data/calibration/history/iteration_NNN.json`:
+## Shot Data Format
+
+Shot files use the BallData format from launch monitors (R10, Garmin, etc.):
 
 ```json
 {
-  "iteration": 1,
-  "timestamp": "2026-03-11T14:30:00",
-  "profile_overrides": { "Rollout": { "LowSpinMultiplierMax": 1.20 } },
-  "summary": { "pass": 18, "moderate": 4, "severe": 4, "no_reference": 3 },
-  "per_shot": {
-    "drive_test_shot": {
-      "diff_carry_yd": 1.0,
-      "diff_total_yd": 0.8,
-      "status": "pass",
-      "error_pattern": null
-    }
-  },
-  "regressions": [],
-  "conflicts": ["Bounce.FlightTangentialRetentionBase"]
+  "BallData": {
+    "Speed": 150.0,
+    "VLA": 12.5,
+    "HLA": -0.5,
+    "TotalSpin": 2800.0,
+    "SpinAxis": -3.0,
+    "BackSpin": 2796.0,
+    "SideSpin": -146.5
+  }
 }
 ```
 
-View history:
-
-```bash
-python tools/shot_calibration/calibrate.py history
-```
-
-```
-   # Timestamp            Pass   Mod   Sev  Regr
--------------------------------------------------
-   1 2026-03-11T14:30:00     4     9     9     0
-   2 2026-03-11T15:00:00     7     8     7     0
-   3 2026-03-11T15:30:00    10     7     5     1
-```
+| Field | Unit | Description |
+|-------|------|-------------|
+| `Speed` | mph | Ball speed |
+| `VLA` | degrees | Vertical launch angle |
+| `HLA` | degrees | Horizontal launch angle |
+| `TotalSpin` | RPM | Total spin |
+| `SpinAxis` | degrees | Spin axis (negative = draw) |
+| `BackSpin` | RPM | Backspin component |
+| `SideSpin` | RPM | Sidespin component |
 
 ## Output Columns
 
diff --git a/tools/shot_calibration/calibrate.py b/tools/shot_calibration/calibrate.py
index a9539c0..a108ab1 100644
--- a/tools/shot_calibration/calibrate.py
+++ b/tools/shot_calibration/calibrate.py
@@ -6,6 +6,8 @@
 Usage:
     python tools/shot_calibration/calibrate.py run
     python tools/shot_calibration/calibrate.py run --profile assets/data/calibration/calibration_profile.json
+    python tools/shot_calibration/calibrate.py analyze
+    python tools/shot_calibration/calibrate.py analyze --session assets/data/shot_session_3
     python tools/shot_calibration/calibrate.py status
     python tools/shot_calibration/calibrate.py history
     python tools/shot_calibration/calibrate.py diff 1 3
@@ -15,6 +17,7 @@
 import csv
 import datetime
 import json
+import math
 import os
 import shutil
 import subprocess
@@ -268,7 +271,7 @@ def save_iteration(iteration_num, profile_overrides, analysis_result, prev_itera
 
 def cmd_run(args):
     """Run a full calibration iteration."""
-    # Resolve session mode: override all path constants when --session is provided
+    # Override all path constants when --session is provided
     session_dir = None
     physics_csv = PHYSICS_CSV
     flightscope_csv = FLIGHTSCOPE_CSV
@@ -281,7 +284,7 @@ def cmd_run(args):
         flightscope_csv = os.path.join(session_dir, "flightscope.csv")
         diff_csv = os.path.join(session_dir, "shot_diff_analysis.csv")
         history_dir = os.path.join(session_dir, "history")
-        print(f"Session mode: {session_dir}")
+        print(f"Session: {session_dir}")
 
     profile_path = args.profile
     if not profile_path and os.path.exists(DEFAULT_PROFILE):
@@ -293,13 +296,13 @@ def cmd_run(args):
         with open(profile_path, "r") as f:
             profile_overrides = json.load(f)
 
-    # Discover session directories for unified mode (default, non-session)
+    # Discover session directories (default: include all sessions)
     session_dirs = []
     if not session_dir and not args.no_sessions:
         session_dirs = discover_session_dirs()
         if session_dirs:
             prefixes = [session_prefix(sd) for sd in session_dirs]
-            print(f"Unified mode: including {len(session_dirs)} session(s): {', '.join(prefixes)}")
+            print(f"Including {len(session_dirs)} session(s): {', '.join(prefixes)}")
 
     # Step 1: Export physics CSV (requires Godot)
     godot = find_godot()
@@ -325,7 +328,7 @@ def cmd_run(args):
     # Step 2: FlightScope reference CSV
     os.makedirs(os.path.dirname(flightscope_csv), exist_ok=True)
     if session_dir:
-        # Session mode: scrape FlightScope for session shots, then export CSV
+        # Scrape FlightScope for session shots, then export CSV
         print(f"\n--- Generating FlightScope reference for session ---")
         scraper_cmd = [
             sys.executable, os.path.join(SCRIPT_DIR, "flightscope_scraper.py"),
@@ -453,6 +456,257 @@ def cmd_run(args):
     print(f"Summary: {summary['pass']} pass, {summary['moderate']} moderate, {summary['severe']} severe")
 
 
+def _compute_accuracy_stats(diffs, thresholds):
+    """Compute accuracy statistics from a list of diff values.
+
+    Args:
+        diffs: List of numeric diff values (physics - reference).
+        thresholds: List of threshold values for within-X percentages.
+
+    Returns:
+        Dict with avg_error, avg_off, typical_off, consistency, worst_off,
+        and within_pct (dict mapping threshold to percentage).
+    """
+    if not diffs:
+        return {}
+
+    n = len(diffs)
+    abs_diffs = [abs(d) for d in diffs]
+    mean_error = sum(diffs) / n
+    mean_abs = sum(abs_diffs) / n
+    sorted_abs = sorted(abs_diffs)
+    if n % 2 == 1:
+        median_abs = sorted_abs[n // 2]
+    else:
+        median_abs = (sorted_abs[n // 2 - 1] + sorted_abs[n // 2]) / 2
+    variance = sum((d - mean_error) ** 2 for d in diffs) / n
+    std_dev = math.sqrt(variance)
+    max_abs = max(abs_diffs)
+
+    within_pct = {}
+    for threshold in thresholds:
+        count = sum(1 for ad in abs_diffs if ad <= threshold)
+        within_pct[str(threshold)] = round(count / n * 100, 1)
+
+    return {
+        "avg_error": round(mean_error, 1),
+        "avg_off": round(mean_abs, 1),
+        "typical_off": round(median_abs, 1),
+        "consistency": round(std_dev, 1),
+        "worst_off": round(max_abs, 1),
+        "within_pct": within_pct,
+    }
+
+
+def _generate_accuracy_reports(diff_csv, output_dir, top_n=20):
+    """Read shot_diff_analysis.csv and generate accuracy report files.
+
+    Returns list of paths written.
+    """
+    with open(diff_csv, "r") as f:
+        reader = csv.DictReader(f)
+        all_rows = list(reader)
+
+    # Filter to shots with reference data (non-zero flightscope carry or total)
+    ref_rows = [
+        r for r in all_rows
+        if float(r.get("flightscope_carry_yd", 0) or 0) > 0
+        or float(r.get("flightscope_total_yd", 0) or 0) > 0
+    ]
+
+    carry_diffs = [float(r["diff_carry_yd"]) for r in ref_rows if r.get("diff_carry_yd")]
+    total_diffs = [float(r["diff_total_yd"]) for r in ref_rows if r.get("diff_total_yd")]
+    apex_diffs = [float(r["diff_apex_ft"]) for r in ref_rows if r.get("diff_apex_ft")]
+
+    timestamp = datetime.datetime.now().strftime("%Y%m%d_%H%M")
+    os.makedirs(output_dir, exist_ok=True)
+    written = []
+
+    # --- 1. Full accuracy summary (carry + total + apex) ---
+    _YD_THRESHOLDS = [1, 2, 3, 5, 7, 10, 15, 20]
+    _FT_THRESHOLDS = [1, 2, 3, 5, 7, 10, 13, 15, 20, 50]
+
+    carry_stats = _compute_accuracy_stats(carry_diffs, _YD_THRESHOLDS)
+    carry_accuracy = {f"{k}_yd": v for k, v in carry_stats.items() if k != "within_pct"}
+    carry_accuracy["within_pct_yd"] = carry_stats.get("within_pct", {})
+
+    total_stats = _compute_accuracy_stats(total_diffs, _YD_THRESHOLDS)
+    total_accuracy = {f"{k}_yd": v for k, v in total_stats.items() if k != "within_pct"}
+    total_accuracy["within_pct_yd"] = total_stats.get("within_pct", {})
+
+    apex_stats = _compute_accuracy_stats(apex_diffs, _FT_THRESHOLDS)
+    apex_accuracy = {f"{k}_ft": v for k, v in apex_stats.items() if k != "within_pct"}
+    apex_accuracy["within_pct_ft"] = apex_stats.get("within_pct", {})
+
+    full_summary = {
+        "timestamp": datetime.datetime.now().strftime("%Y-%m-%dT%H:%M"),
+        "total_shots": len(all_rows),
+        "shots_with_reference": len(ref_rows),
+        "carry_accuracy": carry_accuracy,
+        "total_accuracy": total_accuracy,
+        "apex_accuracy": apex_accuracy,
+    }
+    full_path = os.path.join(output_dir, f"openfairway_accuracy_summary_{timestamp}.json")
+    with open(full_path, "w") as f:
+        json.dump(full_summary, f, indent=2)
+        f.write("\n")
+    written.append(full_path)
+
+    # --- 2. Critical carry CSV (top 20 by |diff_carry_yd|) ---
+    sorted_by_carry = sorted(
+        ref_rows,
+        key=lambda r: abs(float(r.get("diff_carry_yd", 0) or 0)),
+        reverse=True,
+    )[:top_n]
+    carry_csv_path = os.path.join(output_dir, f"openfairway_critical_carry_{timestamp}.csv")
+    if sorted_by_carry:
+        fieldnames = list(all_rows[0].keys())
+        with open(carry_csv_path, "w", newline="") as f:
+            writer = csv.DictWriter(f, fieldnames=fieldnames)
+            writer.writeheader()
+            writer.writerows(sorted_by_carry)
+    written.append(carry_csv_path)
+
+    # --- 3. Critical overall CSV (top 20 by max(|diff_carry|, |diff_total|)) ---
+    sorted_by_overall = sorted(
+        ref_rows,
+        key=lambda r: max(
+            abs(float(r.get("diff_carry_yd", 0) or 0)),
+            abs(float(r.get("diff_total_yd", 0) or 0)),
+        ),
+        reverse=True,
+    )[:top_n]
+    overall_csv_path = os.path.join(output_dir, f"openfairway_critical_overall_{timestamp}.csv")
+    if sorted_by_overall:
+        fieldnames = list(all_rows[0].keys())
+        with open(overall_csv_path, "w", newline="") as f:
+            writer = csv.DictWriter(f, fieldnames=fieldnames)
+            writer.writeheader()
+            writer.writerows(sorted_by_overall)
+    written.append(overall_csv_path)
+
+    return written
+
+
+def cmd_analyze(args):
+    """Post-scrape analysis: compare, diagnose, generate accuracy reports, save iteration."""
+    # Resolve paths based on --session flag
+    session_dir = None
+    physics_csv = PHYSICS_CSV
+    flightscope_csv = FLIGHTSCOPE_CSV
+    diff_csv = DIFF_CSV
+    history_dir = HISTORY_DIR
+    report_output_dir = DATA_DIR
+
+    if args.session:
+        session_dir = (
+            os.path.normpath(os.path.join(PROJECT_ROOT, args.session))
+            if not os.path.isabs(args.session)
+            else os.path.normpath(args.session)
+        )
+        physics_csv = os.path.join(session_dir, "physics.csv")
+        flightscope_csv = os.path.join(session_dir, "flightscope.csv")
+        diff_csv = os.path.join(session_dir, "shot_diff_analysis.csv")
+        history_dir = os.path.join(session_dir, "history")
+        print(f"Session: {session_dir}")
+
+    # Discover session directories (default: include all sessions)
+    session_dirs = []
+    if not session_dir and not args.no_sessions:
+        session_dirs = discover_session_dirs()
+        if session_dirs:
+            prefixes = [session_prefix(sd) for sd in session_dirs]
+            print(f"Including {len(session_dirs)} session(s): {', '.join(prefixes)}")
+
+    # Validate physics.csv exists
+    if not os.path.exists(physics_csv):
+        print(f"ERROR: Physics CSV not found at {physics_csv}", file=sys.stderr)
+        print("  Run 'calibrate.py run' or Godot export first.", file=sys.stderr)
+        sys.exit(1)
+
+    # Step 1: FlightScope CSV (optional re-export, or validate existence)
+    if args.flightscope_export:
+        if session_dir:
+            export_cmd = [
+                sys.executable, os.path.join(SCRIPT_DIR, "export_flightscope_csv.py"),
+                "--session", session_dir,
+            ]
+            result = subprocess.run(
+                export_cmd, cwd=PROJECT_ROOT, capture_output=True, text=True
+            )
+            if result.returncode != 0:
+                print(f"ERROR: FlightScope CSV export failed: {result.stderr}", file=sys.stderr)
+                sys.exit(1)
+            os.makedirs(os.path.dirname(flightscope_csv), exist_ok=True)
+            with open(flightscope_csv, "w") as f:
+                f.write(result.stdout)
+            print(f"  Exported FlightScope CSV -> {flightscope_csv}")
+        elif session_dirs:
+            merged_rows = build_merged_flightscope_csv(SOT_CSV, session_dirs, flightscope_csv)
+            print(f"  Merged FlightScope CSV: {len(merged_rows)} rows -> {flightscope_csv}")
+        else:
+            shutil.copy2(SOT_CSV, flightscope_csv)
+            print(f"  Copied {SOT_CSV} -> {flightscope_csv}")
+    else:
+        if not os.path.exists(flightscope_csv):
+            print(f"ERROR: FlightScope CSV not found at {flightscope_csv}", file=sys.stderr)
+            print("  Use --flightscope-export to generate it, or run scraper first.", file=sys.stderr)
+            sys.exit(1)
+
+    # Filter physics CSV to only include shots with FlightScope reference
+    if session_dirs and not session_dir:
+        with open(flightscope_csv, "r") as f:
+            reader = csv.DictReader(f)
+            ref_names = {row["shot_name"] for row in reader}
+        filter_physics_csv(physics_csv, ref_names)
+        print(f"  Filtered physics CSV to {len(ref_names)} referenced shots")
+
+    # Step 2: Compare physics vs FlightScope -> shot_diff_analysis.csv
+    compare_cmd = [
+        sys.executable, os.path.join(SCRIPT_DIR, "compare_csv.py"),
+        physics_csv, flightscope_csv,
+        "--output", diff_csv,
+    ]
+    if not run_command(compare_cmd, "Comparing physics vs FlightScope"):
+        sys.exit(1)
+
+    # Step 3: Run diagnostic analyzer
+    print("\n--- Running diagnostic analysis ---")
+    rows = load_diff_csv(diff_csv)
+    if not rows:
+        print("ERROR: No rows in diff CSV", file=sys.stderr)
+        sys.exit(1)
+
+    analysis_result = analyze(rows)
+    print(format_report(analysis_result))
+
+    # Step 4: Generate accuracy reports
+    print("\n--- Generating accuracy reports ---")
+    report_paths = _generate_accuracy_reports(diff_csv, report_output_dir, top_n=args.show)
+    for p in report_paths:
+        print(f"  {p}")
+
+    # Step 5: Save iteration snapshot
+    os.makedirs(history_dir, exist_ok=True)
+    iteration_num = _get_next_iteration(history_dir)
+    prev_iteration = _load_iteration(history_dir, iteration_num - 1) if iteration_num > 1 else None
+    snapshot = _save_iteration(history_dir, iteration_num, {}, analysis_result, prev_iteration)
+
+    if snapshot["regressions"]:
+        print("\n" + "!" * 70)
+        print("REGRESSIONS DETECTED")
+        print("!" * 70)
+        for reg in snapshot["regressions"]:
+            print(
+                f"  {reg['shot']}: {reg['was']} -> {reg['now']} "
+                f"(total_diff: {reg['prev_total_diff']} -> {reg['curr_total_diff']})"
+            )
+
+    print(f"\nIteration {iteration_num} saved to {history_dir}/iteration_{iteration_num:03d}.json")
+    summary = analysis_result["summary"]
+    print(f"Summary: {summary['pass']} pass, {summary['moderate']} moderate, {summary['severe']} severe")
+
+
 def cmd_status(args):
     """Show the last iteration summary."""
     iteration_num = get_next_iteration() - 1
@@ -572,6 +826,12 @@ def parse_args():
     run_parser.add_argument("--session", default=None, help="Session directory path (all outputs go into session dir)")
     run_parser.add_argument("--no-sessions", action="store_true", help="Exclude session directories (standard shots only)")
 
+    analyze_parser = subparsers.add_parser("analyze", help="Post-scrape analysis: compare, diagnose, generate accuracy reports")
+    analyze_parser.add_argument("--session", default=None, help="Session directory path")
+    analyze_parser.add_argument("--no-sessions", action="store_true", help="Exclude session directories (standard shots only)")
+    analyze_parser.add_argument("--flightscope-export", action="store_true", help="Re-export FlightScope CSV before comparing")
+    analyze_parser.add_argument("--show", type=int, default=20, help="Number of worst shots to include in critical CSVs (default: 20)")
+
     subparsers.add_parser("status", help="Show last iteration summary")
     subparsers.add_parser("history", help="Show all iteration summaries")
 
@@ -586,11 +846,12 @@ def main():
     args = parse_args()
 
     if args.command is None:
-        print("Usage: calibrate.py {run|status|history|diff}", file=sys.stderr)
+        print("Usage: calibrate.py {run|analyze|status|history|diff}", file=sys.stderr)
         sys.exit(1)
 
     commands = {
         "run": cmd_run,
+        "analyze": cmd_analyze,
         "status": cmd_status,
         "history": cmd_history,
         "diff": cmd_diff,
diff --git a/tools/shot_calibration/flightscope_scraper.py b/tools/shot_calibration/flightscope_scraper.py
index b122b93..912a981 100644
--- a/tools/shot_calibration/flightscope_scraper.py
+++ b/tools/shot_calibration/flightscope_scraper.py
@@ -15,6 +15,9 @@
     python tools/shot_calibration/flightscope_scraper.py --shots driver2 --visible
     python tools/shot_calibration/flightscope_scraper.py --shots driver1.json wood1.json
     python tools/shot_calibration/flightscope_scraper.py --visible
+    python tools/shot_calibration/flightscope_scraper.py --session assets/data/shot_session_3 --visible
+    python tools/shot_calibration/flightscope_scraper.py --retry-failed    # re-attempt failed shots
+    python tools/shot_calibration/flightscope_scraper.py --force           # ignore existing, start fresh
 """
 
 import argparse
@@ -75,7 +78,6 @@
     "wedge2": "wedge_test_shot2.json",
     "wood_low": "wood_low_test_shot.json",
     "approach_mid": "approach_mid_iron_test_shot.json",
-    "approach_test_shot": "approach_test_shot.json",
     "bump_and_run": "bump_and_run.json",
     "bump_and_run_slow": "bump_and_run_slow.json",
     "bump_test_shot": "bump_test_shot.json",
@@ -162,15 +164,24 @@ def load_shot_data(filename: str, data_dir: Path = None) -> dict:
         sidespin = total_spin * math.sin(axis_rad)
 
     # Filter out shots outside FlightScope's useful input range
-    if speed <= 45:
-        print(f"  SKIP: {filename} — speed {speed:.1f} mph <= 45 mph")
+    if speed < 45:
+        print(f"  SKIP: {filename} — speed {speed:.1f} mph < 45 mph")
         return None
     if vla <= 5:
         print(f"  SKIP: {filename} — VLA {vla:.1f}° <= 5°")
         return None
+    if vla > 45:
+        print(f"  SKIP: {filename} — VLA {vla:.1f}° > 45° (too steep for FlightScope)")
+        return None
     if total_spin < 1000 or total_spin > 12000:
         print(f"  SKIP: {filename} — total spin {total_spin:.0f} RPM outside 1000–12000 range")
         return None
+    if hla <= -45 or hla >= 45:
+        print(f"  SKIP: {filename} — HLA {hla:.1f}° outside ±45° range")
+        return None
+    if spin_axis <= -45 or spin_axis >= 45:
+        print(f"  SKIP: {filename} — spin axis {spin_axis:.1f}° outside ±45° range")
+        return None
 
     return {
         "speed_mph": speed,
@@ -909,22 +920,40 @@ def _save_results(results: dict, output_path: Path):
         json.dump(results, f, indent=2)
 
 
+def _load_existing_results(output_path: Path) -> dict:
+    """Load previously scraped results from output file, if it exists."""
+    if output_path and output_path.exists():
+        with open(output_path) as f:
+            return json.load(f)
+    return {}
+
+
+def _is_completed(entry: dict) -> bool:
+    """Check if a result entry represents a successful scrape (has carry data, no failure status)."""
+    return entry.get("carry_yd") is not None and entry.get("_status") != "failed"
+
+
 def scrape_flightscope(
     shots: dict,
     visible: bool = False,
     debug_port: int = None,
     output_path: Path = None,
     browser_profile: str = None,
+    existing_results: dict = None,
+    retry_failed: bool = False,
 ) -> dict:
     """
     Automate FlightScope trajectory optimizer to get carry/total/apex.
 
     When *debug_port* is set, attaches to an existing browser and leaves it
     running after scraping completes.
+
+    When *existing_results* is provided, already-completed shots are skipped.
+    Failed shots are also skipped unless *retry_failed* is True.
     """
     driver = _create_driver(visible, debug_port=debug_port, browser_profile=browser_profile)
     wait = WebDriverWait(driver, 15)
-    results = {}
+    results = dict(existing_results or {})
     shot_statuses = {}
 
     try:
@@ -958,6 +987,15 @@ def scrape_flightscope(
             if shot_data is None:
                 continue
 
+            if shot_name in results:
+                existing = results[shot_name]
+                if _is_completed(existing):
+                    _log(f"Skipping {shot_name} (already completed)")
+                    continue
+                if existing.get("_status") == "failed" and not retry_failed:
+                    _log(f"Skipping {shot_name} (previously failed, use --retry-failed to re-attempt)")
+                    continue
+
             _log(f"Processing {shot_name}: speed={shot_data['speed_mph']:.1f} mph, "
                  f"VLA={shot_data['vla_deg']:.1f}, spin={shot_data['total_spin_rpm']:.0f} rpm, "
                  f"axis={shot_data['spin_axis_deg']:.1f}")
@@ -1150,6 +1188,8 @@ def main():
         help="Chrome user-data-dir for persistent profile (default: ~/.config/openfairway/scraper-profile)",
     )
     parser.add_argument("--output", type=str, default=None, help="Output file path")
+    parser.add_argument("--retry-failed", action="store_true", help="Re-scrape shots that previously failed")
+    parser.add_argument("--force", action="store_true", help="Ignore existing results and start from scratch")
     args = parser.parse_args()
 
     # Resolve session mode
@@ -1181,19 +1221,28 @@ def main():
 
     print(f"Loaded {len(shots)} shots")
 
+    # Load existing results for resume capability
+    existing_results = {} if args.force else _load_existing_results(output_path)
+
+    if existing_results:
+        completed = sum(1 for e in existing_results.values() if _is_completed(e))
+        failed = sum(1 for e in existing_results.values() if e.get("_status") == "failed")
+        remaining = len(shots) - completed - (0 if args.retry_failed else failed)
+        print(f"Resume: {completed} completed, {failed} failed, {remaining} remaining")
+
     if args.template:
         results = create_manual_reference(shots)
+        # Write template output
+        output_path.parent.mkdir(parents=True, exist_ok=True)
+        with open(output_path, "w") as f:
+            json.dump(results, f, indent=2)
     else:
         results = scrape_flightscope(
             shots, visible=args.visible, debug_port=args.debug_port,
             output_path=output_path, browser_profile=args.browser_profile,
+            existing_results=existing_results, retry_failed=args.retry_failed,
         )
 
-    # Write output
-    output_path.parent.mkdir(parents=True, exist_ok=True)
-    with open(output_path, "w") as f:
-        json.dump(results, f, indent=2)
-
     print(f"\nWrote {len(results)} entries to {output_path}")
 
 
diff --git a/utils/TestShots.cs b/utils/TestShots.cs
index af9fded..d38e1fa 100644
--- a/utils/TestShots.cs
+++ b/utils/TestShots.cs
@@ -21,7 +21,6 @@ public static class TestShots
         { "Bump", "res://assets/data/bump_test_shot.json" },
         { "Bump & Run", "res://assets/data/bump_and_run.json" },
         { "Bump & Run SL", "res://assets/data/bump_and_run_slow.json" },
-        { "Approach", "res://assets/data/approach_test_shot.json" },
         { "Approach Mid", "res://assets/data/approach_mid_iron_test_shot.json" },
         { "Topped", "res://assets/data/topped_test_shot.json" },
         { "Checked", "res://assets/data/checked_test_shot.json" },