docs: shot recorder enablement.

.gitignore

@@ -37,3 +37,9 @@ CLAUDE.md
 AGENTS.md
 
 *.tmp
+
+.venv
+*.env
+
+__pycache__/
+debug_runs/

assets/data/calibration/flightscope.csv

@@ -1,24 +1,24 @@
 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
+5iron,5iron.json,102.10,17.40,1.50,5391.0,12.30,5266.0,1151.0,0.0,0.0,0.0,0.0
+approach_mid_iron_test_shot,approach_mid_iron_test_shot.json,93.90,22.90,-2.60,5375.0,2.00,5375.0,0.0,0.0,0.0,0.0,0.0
+approach_test_shot,approach_test_shot.json,81.05,30.50,1.35,10489.8,5.74,10454.8,699.3,0.0,0.0,0.0,0.0
+bump_and_run,bump_and_run.json,58.27,15.57,-0.85,1850.1,2.31,1700.4,75.7,0.0,0.0,0.0,0.0
 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
-checked_test_shot,checked_test_shot.json,75.05,38.50,1.35,10700.8,5.74,10500.8,699.3,77.6,77.5,0.0,79.5
+bump_test_shot,bump_test_shot.json,78.27,5.57,-0.85,1850.1,2.31,1700.4,75.7,0.0,0.0,0.0,0.0
+checked_test_shot,checked_test_shot.json,75.05,38.50,1.35,10700.8,5.74,10500.8,699.3,0.0,0.0,0.0,0.0
 chip_test_shot,chip_test_shot.json,24.68,17.94,20.35,3203.9,0.00,3203.9,0.0,0.0,0.0,0.0,0.0
-drive_test_shot,drive_test_shot.json,150.00,12.50,1.50,2335.0,-9.90,2300.0,-400.0,244,256,0.0,80.6
-driver1,driver1.json,124.00,9.40,-9.50,2322.0,-24.80,2107.9,-973.2,158,184,0.0,30.2
-driver2,driver2.json,124.60,13.20,-6.80,3994.0,-6.10,3971.3,-423.5,184.8,192.3,0.0,65.8
-driver3,driver3.json,119.10,16.00,-8.90,4935.0,-9.40,4868.9,-806.3,174.1,178.5,0.0,78.5
-driver4,driver4.json,119.00,15.50,-10.20,4454.0,-7.80,4412.0,-608.1,175.6,180.9,0.0,73.8
-flop_test_shot,flop_test_shot.json,68.05,45.00,0.45,12000.0,0.84,12000.0,140.3,61.8,60.3,0.0,76.8
-p_wedge_shot_1,p_wedge_shot_1.json,82.28,26.46,-3.15,4946.5,6.74,4912.3,580.3,104.5,107.3,0.0,60.5
-topped_test_shot,topped_test_shot.json,91.78,5.00,-0.89,2195.3,16.20,2108.2,612.3,56.2,95.3,0.0,4.3
-wedge_shot_1,wedge_shot_1.json,48.66,28.96,-1.27,5683.7,11.12,5577.0,1096.3,42.6,46.9,0.0,21.3
-wedge_shot_2,wedge_shot_2.json,51.83,37.03,2.37,5652.0,9.08,5581.2,891.7,49.1,50.1,0.0,35.3
-wedge_test_shot,wedge_test_shot.json,66.40,23.20,-1.40,6449.0,7.10,6399.0,793.0,70.6,75.8,0.0,31.2
-wedge_test_shot2,wedge_test_shot2.json,54.70,26.80,1.60,4976.0,5.70,4951.0,494.0,52.2,57.7,0.0,24.4
-wood1,wood1.json,124.20,6.70,-8.10,4528.0,4.80,4512.0,378.0,165.5,181.90,0.0,32.80
-wood2,wood2.json,118.80,14.50,-3.30,3026.0,11.20,2968.0,586.0,175.6,186.10,0.0,59.3
-wood_low_test_shot,wood_low_test_shot.json,114.46,6.95,-0.63,1932.5,-1.42,1931.9,-47.8,122.6,158.9,0.0,15.7
+drive_test_shot,drive_test_shot.json,150.00,12.50,1.50,2335.0,-9.90,2300.0,-400.0,0.0,0.0,0.0,0.0
+driver1,driver1.json,124.00,9.40,-9.50,2322.0,-24.80,2107.9,-973.2,0.0,0.0,0.0,0.0
+driver2,driver2.json,124.60,13.20,-6.80,3994.0,-6.10,3971.3,-423.5,0.0,0.0,0.0,0.0
+driver3,driver3.json,119.10,16.00,-8.90,4935.0,-9.40,4868.9,-806.3,0.0,0.0,0.0,0.0
+driver4,driver4.json,119.00,15.50,-10.20,4454.0,-7.80,4412.0,-608.1,0.0,0.0,0.0,0.0
+flop_test_shot,flop_test_shot.json,68.05,45.00,0.45,12000.0,0.84,12000.0,140.3,0.0,0.0,0.0,0.0
+p_wedge_shot_1,p_wedge_shot_1.json,82.28,26.46,-3.15,4946.5,6.74,4912.3,580.3,0.0,0.0,0.0,0.0
+topped_test_shot,topped_test_shot.json,91.78,5.00,-0.89,2195.3,16.20,2108.2,612.3,0.0,0.0,0.0,0.0
+wedge_shot_1,wedge_shot_1.json,48.66,28.96,-1.27,5683.7,11.12,5577.0,1096.3,0.0,0.0,0.0,0.0
+wedge_shot_2,wedge_shot_2.json,51.83,37.03,2.37,5652.0,9.08,5581.2,891.7,0.0,0.0,0.0,0.0
+wedge_test_shot,wedge_test_shot.json,66.40,23.20,-1.40,6449.0,7.10,6399.0,793.0,0.0,0.0,0.0,0.0
+wedge_test_shot2,wedge_test_shot2.json,54.70,26.80,1.60,4976.0,5.70,4951.0,494.0,0.0,0.0,0.0,0.0
+wood1,wood1.json,124.20,6.70,-8.10,4528.0,4.80,4512.0,378.0,0.0,0.0,0.0,0.0
+wood2,wood2.json,118.80,14.50,-3.30,3026.0,11.20,2968.0,586.0,0.0,0.0,0.0,0.0
+wood_low_test_shot,wood_low_test_shot.json,114.46,6.95,-0.63,1932.5,-1.42,1931.9,-47.8,0.0,0.0,0.0,0.0

assets/data/calibration/physics.csv

@@ -1,22 +1,22 @@
 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,102.10,17.40,1.50,5391.0,12.30,5266.0,1151.0,138.5,143.5,5.0,51.5,4.35,24.52,36.93,124951.4,0.263855,0.223365,0.210272,0.220626,138.5
 approach_mid_iron_test_shot,approach_mid_iron_test_shot.json,93.90,22.90,-2.60,5375.0,2.00,5375.0,0.0,125.3,133.7,8.4,62.0,4.58,23.03,45.86,114916.1,0.286081,0.227772,0.214457,0.268000,125.3
-approach_test_shot,approach_test_shot.json,81.05,30.50,1.35,10489.8,5.74,10454.8,699.3,94.6,95.7,1.1,65.6,4.49,21.02,50.22,99195.9,0.646073,0.273237,0.261523,0.311337,94.6
+approach_test_shot,approach_test_shot.json,81.05,30.50,1.35,10489.8,5.74,10454.8,699.3,100.9,102.3,1.4,68.5,4.64,21.73,48.71,99195.9,0.646073,0.244740,0.261523,0.311335,100.9
 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,-0.2,8.0,1.43,20.83,18.52,71314.6,0.145977,0.336605,0.121604,0.121604,34.7
 bump_and_run_slow,bump_and_run_slow.json,30.27,15.57,-0.85,1850.1,2.31,1700.4,75.7,10.0,27.1,17.0,2.2,0.73,12.54,16.52,37047.8,0.280996,0.484456,0.001800,0.001800,10.0
 bump_test_shot,bump_test_shot.json,78.27,5.57,-0.85,1850.1,2.31,1700.4,75.7,36.9,86.8,49.9,3.0,1.05,29.99,6.63,95790.9,0.108677,0.227686,0.175278,0.175278,36.9
-checked_test_shot,checked_test_shot.json,75.05,38.50,1.35,10700.8,5.74,10500.8,699.3,77.3,79.1,1.7,71.1,4.44,20.65,56.18,91853.0,0.700778,0.317143,0.256092,0.311339,77.3
+checked_test_shot,checked_test_shot.json,75.05,38.50,1.35,10700.8,5.74,10500.8,699.3,78.5,80.4,1.8,71.9,4.48,20.82,55.82,91853.0,0.700778,0.306261,0.256092,0.311338,78.5
 chip_test_shot,chip_test_shot.json,24.68,17.94,20.35,3203.9,-0.00,3203.9,0.0,7.7,16.9,9.2,1.9,0.69,10.50,18.85,30200.0,0.648877,0.414952,0.000085,0.000085,7.7
 drive_test_shot,drive_test_shot.json,150.00,12.50,1.50,2335.0,-9.90,2300.0,-400.0,245.0,256.8,11.8,80.0,5.76,30.70,33.64,183572.1,0.077783,0.207210,0.148598,0.153033,245.0
 driver1,driver1.json,124.00,9.40,-9.50,2322.0,-24.80,2107.9,-973.2,158.3,158.3,-0.0,29.5,3.60,32.70,18.37,151752.9,0.093576,0.202282,0.160723,0.161429,158.3
 driver2,driver2.json,124.60,13.20,-6.80,3994.0,-6.10,3971.3,-423.5,191.4,196.8,5.4,60.5,5.05,27.77,31.85,152487.2,0.160192,0.215946,0.185912,0.187444,191.4
 driver3,driver3.json,119.10,16.00,-8.90,4935.0,-9.40,4868.9,-806.3,177.3,185.2,7.8,69.5,5.15,26.16,39.43,145756.2,0.207095,0.225115,0.198532,0.202081,177.3
 driver4,driver4.json,119.00,15.50,-10.20,4454.0,-7.80,4412.0,-608.1,179.3,187.6,8.2,66.1,5.08,26.65,36.96,145633.8,0.187047,0.218968,0.193166,0.196002,179.3
-flop_test_shot,flop_test_shot.json,68.05,45.00,0.45,12000.0,0.84,12000.0,140.3,62.7,63.1,0.4,69.2,4.27,19.75,59.65,83286.3,0.881310,0.370633,0.244725,0.288000,62.7
+flop_test_shot,flop_test_shot.json,68.05,45.00,0.45,12000.0,0.84,12000.0,140.3,63.1,63.5,0.4,69.5,4.28,19.83,59.47,83286.3,0.881310,0.364456,0.244725,0.288000,63.1
 p_wedge_shot_1,p_wedge_shot_1.json,82.28,26.46,-3.15,4946.5,6.74,4912.3,580.3,100.1,109.2,9.1,54.8,4.15,21.54,47.03,100689.8,0.300469,0.248684,0.217245,0.268000,100.1
 topped_test_shot,topped_test_shot.json,91.78,5.00,-0.89,2195.3,16.20,2108.2,612.3,55.3,109.1,53.8,4.2,1.38,33.49,6.56,112323.8,0.119540,0.202761,0.188703,0.188703,55.3
-wedge_shot_1,wedge_shot_1.json,48.66,28.96,-1.27,5683.7,11.12,5577.0,1096.3,39.2,50.4,11.1,19.5,2.31,16.58,36.29,59555.9,0.583711,0.409129,0.287990,0.287990,39.2
-wedge_shot_2,wedge_shot_2.json,51.83,37.03,2.37,5652.0,9.08,5581.2,891.7,45.1,56.0,10.9,32.4,2.92,17.23,46.77,63425.0,0.545045,0.378213,0.288228,0.288228,45.1
+wedge_shot_1,wedge_shot_1.json,48.66,28.96,-1.27,5683.7,11.12,5577.0,1096.3,39.8,51.2,11.4,19.6,2.33,16.72,36.00,59555.9,0.583711,0.397554,0.287990,0.287990,39.8
+wedge_shot_2,wedge_shot_2.json,51.83,37.03,2.37,5652.0,9.08,5581.2,891.7,45.8,57.0,11.2,32.6,2.93,17.35,46.30,63425.0,0.545045,0.373927,0.288228,0.288228,45.8
 wedge_test_shot,wedge_test_shot.json,66.40,23.20,-1.40,6449.0,7.10,6399.0,793.0,71.2,87.3,16.1,29.5,3.13,19.90,33.51,81261.2,0.485321,0.271064,0.274986,0.311338,71.2
 wedge_test_shot2,wedge_test_shot2.json,54.70,26.80,1.60,4976.0,5.70,4951.0,494.0,50.0,65.4,15.4,23.3,2.63,17.77,35.55,66942.6,0.454603,0.348572,0.308404,0.311339,50.0
 wood1,wood1.json,124.20,6.70,-8.10,4528.0,4.80,4512.0,378.0,167.9,167.6,-0.3,29.5,4.00,29.55,19.71,151997.7,0.182197,0.221541,0.206752,0.207171,167.9

assets/data/calibration/shot_diff_analysis.csv

@@ -1,24 +1,28 @@
 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,102.1,17.4,1.5,5391,12.3,138.5,138.1,0.4,143.5,142.2,1.3,5.0,4.1,0.9,51.5,59.6,-8.1,pass
-approach_mid_iron_test_shot,93.9,22.9,-2.6,5375,2.0,125.3,125.8,-0.5,133.7,128.5,5.2,8.4,2.7,5.7,62.0,69.3,-7.3,moderate
-approach_test_shot,81.0,30.5,1.4,10490,5.7,94.6,92.2,2.4,95.7,91.5,4.2,1.1,-0.7,1.8,65.6,72.2,-6.6,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
-checked_test_shot,75.0,38.5,1.4,10701,5.7,77.3,77.6,-0.3,79.1,77.5,1.6,1.8,-0.1,1.9,71.1,79.5,-8.4,pass
-chip_test_shot,24.7,17.9,20.4,3204,-0.0,7.7,,,16.9,,,9.2,,,1.9,,,
-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
-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
-driver2,124.6,13.2,-6.8,3994,-6.1,191.4,184.8,6.6,196.8,192.3,4.5,5.4,7.5,-2.1,60.5,65.8,-5.3,moderate
-driver3,119.1,16.0,-8.9,4935,-9.4,177.3,174.1,3.2,185.2,178.5,6.7,7.9,4.4,3.5,69.5,78.5,-9.0,moderate
-driver4,119.0,15.5,-10.2,4454,-7.8,179.3,175.6,3.7,187.6,180.9,6.7,8.3,5.3,3.0,66.1,73.8,-7.7,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
-p_wedge_shot_1,82.3,26.5,-3.1,4946,6.7,100.1,104.5,-4.4,109.2,107.3,1.9,9.1,2.8,6.3,54.8,60.5,-5.7,moderate
-topped_test_shot,91.8,5.0,-0.9,2195,16.2,55.3,56.2,-0.9,109.1,95.3,13.8,53.8,39.1,14.7,4.2,4.3,-0.1,severe
-wedge_shot_1,48.7,29.0,-1.3,5684,11.1,39.2,42.6,-3.4,50.4,46.9,3.5,11.2,4.3,6.9,19.5,21.3,-1.8,moderate
-wedge_shot_2,51.8,37.0,2.4,5652,9.1,45.1,49.1,-4.0,56.0,50.1,5.9,10.9,1.0,9.9,32.4,35.3,-2.9,moderate
-wedge_test_shot,66.4,23.2,-1.4,6449,7.1,71.2,70.6,0.6,87.3,75.8,11.5,16.1,5.2,10.9,29.5,31.2,-1.7,severe
-wedge_test_shot2,54.7,26.8,1.6,4976,5.7,50.0,52.2,-2.2,65.4,57.7,7.7,15.4,5.5,9.9,23.3,24.4,-1.1,moderate
-wood1,124.2,6.7,-8.1,4528,4.8,167.9,165.5,2.4,167.6,181.9,-14.3,-0.3,16.4,-16.7,29.5,32.8,-3.3,severe
-wood2,118.8,14.5,-3.3,3026,11.2,179.6,175.6,4.0,185.6,186.1,-0.5,6.0,10.5,-4.5,57.0,59.3,-2.3,moderate
-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
+shot_1,18.8,35.3,-3.4,3729,-0.0,7.2,,,11.3,,,4.1,,,3.9,,,
+shot_10,89.7,25.5,-3.1,6446,6.2,122.1,115.1,7.0,130.2,116.4,13.8,8.1,1.3,6.8,66.9,72.0,-5.1,severe
+shot_11,78.5,29.6,4.3,7350,10.7,101.1,93.0,8.1,106.0,93.6,12.4,4.9,0.6,4.3,63.7,64.0,-0.3,severe
+shot_12,90.8,24.5,-3.9,7261,4.9,128.5,115.4,13.1,134.8,116.4,18.4,6.3,1.0,5.3,68.7,71.5,-2.8,severe
+shot_13,95.2,19.6,-1.1,5610,12.2,126.4,125.3,1.1,131.4,128.7,2.7,5.0,3.4,1.6,51.1,58.4,-7.3,pass
+shot_14,87.1,22.4,-2.0,5660,11.4,111.1,110.9,0.2,115.4,113.7,1.7,4.3,2.8,1.5,49.7,55.9,-6.2,pass
+shot_15,88.1,14.2,-0.3,4985,19.4,95.7,101.3,-5.6,95.6,113.1,-17.5,-0.1,11.8,-11.9,24.2,28.9,-4.7,severe
+shot_16,94.1,19.1,-5.9,5291,5.0,122.3,124.3,-2.0,127.1,128.1,-1.0,4.8,3.8,1.0,47.9,55.3,-7.4,pass
+shot_17,122.9,14.4,-1.3,4119,6.7,189.3,184.0,5.3,197.2,190.3,6.9,7.9,6.3,1.6,65.3,71.8,-6.5,moderate
+shot_18,105.7,20.5,-1.7,5667,8.2,150.6,146.8,3.8,162.2,149.4,12.8,11.6,2.6,9.0,71.8,80.4,-8.6,severe
+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
+shot_2,18.6,33.3,-2.1,3688,-0.0,6.8,,,11.2,,,4.4,,,3.4,,,
+shot_20,120.9,15.0,-3.0,4245,9.6,184.1,179.4,4.7,191.9,185.3,6.6,7.8,5.9,1.9,65.6,72.3,-6.7,moderate
+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
+shot_22,123.3,14.0,-6.1,3104,10.0,190.5,185.4,5.1,198.1,195.5,2.6,7.6,10.1,-2.5,60.8,63.0,-2.2,moderate
+shot_23,125.5,8.6,-14.3,3062,-23.9,165.4,161.9,3.5,165.4,185.0,-19.6,0.0,23.1,-23.1,30.7,31.0,-0.3,severe
+shot_24,121.5,14.5,-11.2,3173,-6.8,187.8,183.0,4.8,195.8,192.8,3.0,8.0,9.8,-1.8,62.0,64.6,-2.6,moderate
+shot_25,127.2,5.0,-12.6,2671,-16.2,149.1,,,204.0,,,54.9,,,17.0,,,
+shot_26,117.0,18.4,-2.0,5035,9.7,172.7,170.7,2.0,185.3,174.2,11.1,12.6,3.5,9.1,79.1,88.1,-9.0,severe
+shot_27,113.0,17.6,-2.3,4292,12.2,165.7,164.5,1.2,175.2,169.6,5.6,9.5,5.1,4.4,66.8,73.6,-6.8,moderate
+shot_3,30.7,32.9,-2.8,4070,-0.0,17.5,,,26.5,,,9.0,,,8.9,,,
+shot_4,41.6,35.2,-1.0,5229,5.2,30.7,,,40.1,,,9.4,,,18.7,,,
+shot_5,34.0,35.1,-1.2,4487,-0.0,21.4,,,30.6,,,9.2,,,12.2,,,
+shot_6,34.8,36.4,-0.6,4515,0.9,22.4,,,30.9,,,8.5,,,13.4,,,
+shot_7,41.4,18.0,-7.7,3110,-0.0,22.0,,,40.2,,,18.2,,,5.9,,,
+shot_8,43.1,12.6,7.9,2821,18.9,16.6,,,37.9,,,21.3,,,3.0,,,
+shot_9,94.4,20.1,2.4,4020,16.3,118.7,126.5,-7.8,125.8,132.5,-6.7,7.1,6.0,1.1,49.0,54.8,-5.8,severe

assets/data/shot_session_2/diagnostic_report.txt

@@ -0,0 +1,136 @@
+======================================================================
+CALIBRATION DIAGNOSTIC REPORT
+======================================================================
+
+  Pass:         3
+  Moderate:     6
+  Severe:       9
+  No reference: 9
+
+----------------------------------------------------------------------
+SEVERE SHOTS (|total_diff| > 10 yd or |carry_diff| > 7 yd)
+----------------------------------------------------------------------
+
+  shot_10:
+    Status:  SEVERE
+    Pattern: CARRY_AND_ROLLOUT_LONG — Both carry and rollout overshoot
+    Regimes: high-spin-wedge
+    Diffs:   carry=+7.0, total=+13.8, rollout=+6.8, apex=-5.1ft
+
+  shot_11:
+    Status:  SEVERE
+    Pattern: CARRY_AND_ROLLOUT_LONG — Both carry and rollout overshoot
+    Regimes: high-spin-wedge
+    Diffs:   carry=+8.1, total=+12.4, rollout=+4.3, apex=-0.3ft
+
+  shot_12:
+    Status:  SEVERE
+    Pattern: CARRY_AND_ROLLOUT_LONG — Both carry and rollout overshoot
+    Regimes: high-spin-wedge, mid-iron
+    Diffs:   carry=+13.1, total=+18.4, rollout=+5.3, apex=-2.8ft
+
+  shot_15:
+    Status:  SEVERE
+    Pattern: CARRY_AND_ROLLOUT_SHORT — Both carry and rollout undershoot
+    Regimes: none
+    Diffs:   carry=-5.6, total=-17.5, rollout=-11.9, apex=-4.7ft
+
+  shot_18:
+    Status:  SEVERE
+    Pattern: CARRY_AND_ROLLOUT_LONG — Both carry and rollout overshoot
+    Regimes: high-spin-wedge, mid-iron
+    Diffs:   carry=+3.8, total=+12.8, rollout=+9.0, apex=-8.6ft
+
+  shot_21:
+    Status:  SEVERE
+    Pattern: CARRY_AND_ROLLOUT_LONG — Both carry and rollout overshoot
+    Regimes: low-launch, driver-wood
+    Diffs:   carry=+5.8, total=+28.8, rollout=+23.0, apex=+1.8ft
+
+  shot_23:
+    Status:  SEVERE
+    Pattern: CARRY_TOO_LONG — Physics carry exceeds reference
+    Regimes: low-launch, driver-wood
+    Diffs:   carry=+3.5, total=-19.6, rollout=-23.1, apex=-0.3ft
+    Suggested knobs:
+      -> Flight.ClMaxBase: decrease by 0.005 (range 0.22-0.32)
+      -> Flight.CdMin: increase by 0.005 (range 0.18-0.28)
+      -> DragScaleMultiplier: increase by 0.02 (range 0.85-1.15)
+      -> LiftScaleMultiplier: decrease by 0.02 (range 0.85-1.15)
+
+  shot_26:
+    Status:  SEVERE
+    Pattern: ROLLOUT_TOO_LONG — Carry close, total overshoots — rollout is too long
+    Regimes: high-spin-wedge
+    Diffs:   carry=+2.0, total=+11.1, rollout=+9.1, apex=-9.0ft
+    Suggested knobs:
+      -> Bounce.FlightSpinFactorMin: decrease by 0.03 (range 0.25-0.55)
+      -> Bounce.FlightSpinFactorDivisor: decrease by 500.0 (range 4000.0-12000.0)
+      -> Rollout.HighSpinMultiplierMax: increase by 0.1 (range 1.5-3.5)
+      -> Bounce.RolloutHighSpinRetention: decrease by 0.03 (range 0.55-0.85)
+
+  shot_9:
+    Status:  SEVERE
+    Pattern: CARRY_AND_ROLLOUT_SHORT — Both carry and rollout undershoot
+    Regimes: mid-iron
+    Diffs:   carry=-7.8, total=-6.7, rollout=+1.1, apex=-5.8ft
+----------------------------------------------------------------------
+MODERATE SHOTS (5-10 yd total or 3-7 yd carry)
+----------------------------------------------------------------------
+
+  shot_17:
+    Status:  MODERATE
+    Pattern: CARRY_AND_ROLLOUT_LONG — Both carry and rollout overshoot
+    Regimes: driver-wood
+    Diffs:   carry=+5.3, total=+6.9, rollout=+1.6, apex=-6.5ft
+
+  shot_19:
+    Status:  MODERATE
+    Pattern: CARRY_TOO_LONG — Physics carry exceeds reference
+    Regimes: driver-wood
+    Diffs:   carry=+3.3, total=-4.4, rollout=-7.7, apex=-0.9ft
+    Suggested knobs:
+      -> Flight.ClMaxBase: decrease by 0.005 (range 0.22-0.32)
+      -> Flight.CdMin: increase by 0.005 (range 0.18-0.28)
+      -> DragScaleMultiplier: increase by 0.02 (range 0.85-1.15)
+      -> LiftScaleMultiplier: decrease by 0.02 (range 0.85-1.15)
+
+  shot_20:
+    Status:  MODERATE
+    Pattern: CARRY_AND_ROLLOUT_LONG — Both carry and rollout overshoot
+    Regimes: driver-wood
+    Diffs:   carry=+4.7, total=+6.6, rollout=+1.9, apex=-6.7ft
+
+  shot_22:
+    Status:  MODERATE
+    Pattern: CARRY_TOO_LONG — Physics carry exceeds reference
+    Regimes: driver-wood
+    Diffs:   carry=+5.1, total=+2.6, rollout=-2.5, apex=-2.2ft
+    Suggested knobs:
+      -> Flight.ClMaxBase: decrease by 0.005 (range 0.22-0.32)
+      -> Flight.CdMin: increase by 0.005 (range 0.18-0.28)
+      -> DragScaleMultiplier: increase by 0.02 (range 0.85-1.15)
+      -> LiftScaleMultiplier: decrease by 0.02 (range 0.85-1.15)
+
+  shot_24:
+    Status:  MODERATE
+    Pattern: CARRY_TOO_LONG — Physics carry exceeds reference
+    Regimes: driver-wood
+    Diffs:   carry=+4.8, total=+3.0, rollout=-1.8, apex=-2.6ft
+    Suggested knobs:
+      -> Flight.ClMaxBase: decrease by 0.005 (range 0.22-0.32)
+      -> Flight.CdMin: increase by 0.005 (range 0.18-0.28)
+      -> DragScaleMultiplier: increase by 0.02 (range 0.85-1.15)
+      -> LiftScaleMultiplier: decrease by 0.02 (range 0.85-1.15)
+
+  shot_27:
+    Status:  MODERATE
+    Pattern: ROLLOUT_TOO_LONG — Carry close, total overshoots — rollout is too long
+    Regimes: driver-wood
+    Diffs:   carry=+1.2, total=+5.6, rollout=+4.4, apex=-6.8ft
+    Suggested knobs:
+      -> Bounce.FlightTangentialRetentionBase: decrease by 0.03 (range 0.4-0.75)
+      -> Bounce.CorBaseA: decrease by 0.02 (range 0.3-0.6)
+      -> Rollout.LowSpinMultiplierMax: increase by 0.05 (range 0.8-1.5)
+      -> Rollout.LowSpinThreshold: decrease by 100.0 (range 1000.0-2500.0)
+      -> KineticFrictionMultiplier: increase by 0.05 (range 0.7-1.3)