The See5 inductive decision tree program was used to identify echocardiographic features of left ventricular hypertrophy in seven hundred and seventy eight patients with left ventricular dysfunction. The output from the program is shown below. This is followed by the names of the echocardiographic parameters needed by the program to classify the patients as normal or as having left ventricular hypertrophy. This is followed by the actual data file. The decision tree had 10.8 per cent errors. The rules had 11.6 percent errors.
See5 INDUCTION SYSTEM [Release 1.04] Thu Aug 28 22:23:02 1997 ------------------------------------ Options: Generating rules Read 778 cases (8 attributes) from reg.data Decision tree: LVIDD > 5.8: LVH (374.6/24.9) LVIDD <= 5.8: :...LVIDD > 5.2: :...MWS <= 245.1: LVH (150.6/17.0) : MWS > 245.1: : :...LVIDS > 5.2: LVH (7.3/0.8) : LVIDS <= 5.2: : :...LVIDS <= 4.3: LVH (10.3/3.4) : LVIDS > 4.3: Normal (21.0/6.1) LVIDD <= 5.2: :...CWS > 364.58: :...LVIDS <= 4.3: Normal (61.9/16.7) : LVIDS > 4.3: LVH (27.8/7.5) CWS <= 364.58: :...LVIDD > 4.9: LVH (33.0/0.7) LVIDD <= 4.9: :...LVIDD > 4.3: :...LA <= 2.7: Normal (4.1/1.1) : LA > 2.7: LVH (61.5/12.2) LVIDD <= 4.3: :...LVIDD <= 3.9: Normal (3.5/0.5) LVIDD > 3.9: :...MWS <= 114.12: LVH (5.6/0.1) MWS > 114.12: :...LA <= 4.2: Normal (12.6/3.3) LA > 4.2: LVH (4.1/1.0) Extracted rules: Rule 21: (cover 287) LVIDD > 5.8 -> class LVH [0.965] Rule 16: (cover 243) LVIDD > 5.2 MWS <= 245.1 -> class LVH [0.955] Rule 4: (cover 216) LA > 4.2 MWS > 114.12 -> class LVH [0.913] Rule 14: (cover 336) LVIDS > 4.3 -> class LVH [0.911] Rule 11: (cover 245) CWS <= 364.58 -> class LVH [0.850] Rule 8: (cover 6) LVIDD <= 4.9 LA <= 2.7 -> class Normal [0.875] Rule 3: (cover 13) LVIDD <= 4.3 LA <= 4.2 MWS > 114.12 -> class Normal [0.867] Rule 1: (cover 4) LVIDD <= 3.9 -> class Normal [0.833] Rule 18: (cover 14) LVIDD <= 5.8 LVIDS > 4.3 MWS > 245.1 -> class Normal [0.813] Rule 15: (cover 57) LVIDD <= 5.2 CWS > 364.58 -> class Normal [0.780] Rule 19: (cover 32) LVIDD <= 5.8 MWS > 245.1 -> class Normal [0.676] Rule 7: (cover 25) LVIDD <= 4.3 -> class Normal [0.630] Default class: LVH Evaluation on training data (778 cases): Decision Tree Rules ---------------- ---------------- Size Errors No Errors 14 84(10.8%) 12 90(11.6%) << (a) (b) <-classified as ---- ---- 618 17 (a): class LVH 73 70 (b): class Normal Time: 2.6 secs
| Comments LVH, Normal. | class names LVIDD: continuous. | left ventricular internal end | diastolic dimension LVIDS: continuous. | left ventricular internal end | systolic dimension LA: continuous. | left atrial size EF: continuous. | ejection fraction MA_DEC: continuous. | mitral inflow deceleration time | measured at the mitral annulus EA_RATIO: continuous. | mitral E to A ratio MWS: continuous. | meridional wall stress CWS: continuous. | circumferential wall stress
5.70,?,3.70,58.00,?,?,249.30,456.47,Normal. 7.70,6.60,?,20.00,?,?,260.92,443.43,LVH. 6.20,4.30,4.60,59.00,?,?,255.63,478.96,LVH. 5.70,4.40,3.80,49.00,?,?,195.28,381.94,Normal. 9.10,?,4.60,17.00,?,?,259.55,395.67,LVH. 6.60,5.60,5.20,28.00,?,?,343.32,630.72,LVH. 4.30,2.80,3.70,60.00,?,?,128.20,276.00,Normal. ?,?,?,46.00,?,?,190.98,381.41,Normal. 6.70,5.70,?,31.00,?,?,?,?,LVH. 5.90,?,?,18.00,?,?,136.40,271.91,LVH. 8.20,7.30,4.90,25.00,?,?,399.68,619.16,LVH. 8.80,?,?,13.00,?,?,283.73,512.30,LVH. 5.60,2.60,3.70,62.00,?,?,106.40,226.58,LVH. 7.30,6.60,?,22.00,?,?,255.78,413.52,LVH. 5.60,4.90,4.60,27.00,?,?,234.60,433.85,LVH. 5.20,4.30,?,32.00,?,?,184.66,367.69,LVH. 6.40,5.40,?,29.00,376.0,0.51,208.92,413.03,LVH. 5.30,4.20,5.60,40.00,?,?,96.76,224.00,LVH. ?,?,4.20,36.00,136.0,0.47,170.98,?,LVH. 6.30,?,?,37.00,168.0,0.64,325.28,628.38,LVH. 4.40,2.90,?,63.00,164.0,0.98,175.44,373.34,Normal. 4.20,2.70,?,65.00,?,?,101.77,237.04,LVH. 6.10,5.40,4.40,26.00,?,?,202.00,411.62,LVH. ?,?,3.20,17.00,420.0,0.25,263.23,484.81,LVH. 5.90,?,4.20,45.00,?,?,403.46,788.18,LVH. ?,5.20,?,29.00,225.0,0.53,280.75,502.22,Normal. 6.40,5.20,4.20,34.00,?,?,195.26,406.79,LVH. 4.80,3.30,3.60,53.00,218.0,0.68,171.71,375.40,Normal. 5.40,?,?,69.00,203.0,0.64,146.90,276.47,LVH. ?,6.10,?,16.00,237.0,0.72,292.32,508.61,LVH. 4.70,?,?,65.00,?,?,102.01,249.03,LVH. 4.60,2.10,4.40,79.00,?,?,113.87,270.48,LVH. ?,5.20,3.60,25.00,190.0,0.51,269.86,553.20,LVH. 5.40,4.70,3.80,28.00,?,?,189.85,388.69,LVH. 6.60,?,5.70,17.00,?,?,188.10,364.58,LVH. ?,3.80,?,32.00,275.0,0.38,114.12,263.14,LVH. 6.70,5.60,3.90,30.00,166.0,0.88,279.10,490.19,LVH. 7.30,6.20,4.30,28.00,110.0,2.48,379.69,621.52,LVH. 5.60,5.20,3.70,18.00,92.00,2.61,231.72,448.20,LVH. 4.70,3.40,?,56.00,?,?,167.52,348.50,Normal. 6.70,5.40,?,30.00,123.0,1.74,261.86,448.95,LVH. ?,?,?,28.00,?,?,218.34,424.26,LVH. 5.80,5.40,?,18.00,?,?,186.42,387.27,LVH. 6.20,?,3.40,38.00,156.0,1.05,248.53,471.37,LVH. ?,?,5.70,58.00,124.0,1.63,110.83,261.53,LVH. 5.80,4.20,3.40,48.00,?,?,235.79,481.70,LVH. 6.20,?,3.30,52.00,228.0,0.67,218.27,406.88,LVH. 5.30,?,?,52.00,?,?,247.01,467.89,Normal. ?,?,4.60,32.00,?,?,258.04,488.74,LVH. 7.10,6.70,4.30,15.00,89.00,2.48,206.93,356.57,LVH. 5.80,4.80,?,24.00,168.0,0.64,378.67,678.42,Normal. 7.40,6.90,3.80,13.00,190.0,0.55,416.33,734.27,LVH. 6.80,5.30,3.20,22.00,168.0,0.53,352.98,620.60,LVH. 6.30,?,?,40.00,?,?,313.66,553.29,LVH. 7.10,6.80,4.70,13.00,59.00,3.19,284.69,486.02,LVH. ?,4.40,3.30,36.00,200.0,0.51,196.28,434.45,LVH. 5.30,4.80,3.30,22.00,274.0,0.52,248.81,482.48,Normal. ?,6.40,5.30,20.00,86.00,2.21,289.87,510.69,LVH. 5.20,3.30,4.80,60.00,?,?,253.91,493.32,LVH. 7.10,6.30,4.60,21.00,137.0,1.58,347.26,615.81,LVH. 5.70,?,3.20,23.00,?,?,313.48,602.10,Normal. 5.40,4.40,?,42.00,248.0,0.65,166.64,333.66,LVH. 7.60,6.80,?,17.00,?,?,290.31,515.88,LVH. 5.80,4.70,?,38.00,?,1.00,230.29,455.92,LVH. 6.10,5.40,4.30,22.00,80.00,1.92,295.57,563.86,LVH. 6.30,5.20,?,35.00,159.0,1.10,238.86,407.81,LVH. 5.70,4.60,?,35.00,?,?,219.42,439.36,LVH. 4.90,3.30,2.70,61.00,113.0,1.22,172.38,355.64,Normal. 5.90,4.90,3.70,34.00,?,?,348.10,624.61,Normal. ?,5.80,3.90,31.00,140.0,1.06,293.01,498.09,LVH. ?,5.30,3.80,34.00,244.0,0.62,264.61,456.32,LVH. 7.10,5.90,4.30,34.00,389.0,0.52,331.09,588.54,LVH. 5.40,4.60,4.70,27.00,58.00,3.43,205.20,404.93,LVH. 4.70,3.40,3.40,56.00,146.0,0.78,150.52,302.79,Normal. 6.10,5.70,4.20,17.00,?,?,156.22,293.71,LVH. 7.10,6.80,4.90,13.00,?,0.30,272.84,497.35,LVH. 5.40,3.60,5.80,56.00,143.0,0.82,157.48,319.51,LVH. 5.10,3.70,3.10,50.00,196.0,0.68,192.18,377.86,Normal. 6.20,5.30,?,27.00,55.00,5.00,234.62,422.22,LVH. 5.70,?,?,50.00,227.0,0.72,231.08,458.66,LVH. ?,?,6.30,27.00,49.00,4.29,308.32,543.84,LVH. 5.30,4.10,4.60,43.00,311.0,0.38,106.68,235.73,LVH. 5.10,3.70,?,55.00,?,?,236.54,451.14,Normal. ?,5.60,3.90,39.00,344.0,0.43,240.31,446.44,LVH. 4.10,2.60,3.70,66.00,?,?,98.76,244.16,LVH. 6.70,5.40,3.80,34.00,?,?,311.66,598.43,LVH. 4.40,3.80,4.90,29.00,?,?,122.08,284.93,LVH. 6.70,6.30,5.40,16.00,72.00,2.92,140.09,273.75,LVH. 5.30,2.80,4.60,72.00,?,?,177.96,363.67,LVH. 6.30,?,4.40,14.00,65.00,2.32,203.33,400.18,LVH. 5.70,?,?,58.00,?,?,190.49,392.60,LVH. 5.90,4.90,2.80,34.00,359.0,0.88,215.60,385.36,LVH. ?,5.60,3.40,36.00,?,?,253.12,444.31,LVH. 5.90,4.70,3.60,37.00,?,?,168.35,327.13,LVH. ?,4.60,8.20,?,?,?,191.57,?,LVH. 5.20,?,2.80,44.00,?,?,197.22,396.48,LVH. 4.70,3.30,?,58.00,?,?,149.39,334.32,LVH. 4.60,?,3.90,?,112.0,0.94,198.99,?,Normal. 5.90,?,4.40,32.00,137.0,0.73,187.87,358.69,LVH. 5.30,3.70,?,47.00,190.0,0.67,200.86,407.42,LVH. 6.40,5.40,5.90,29.00,90.00,3.25,222.35,419.64,LVH. ?,?,?,32.00,?,?,206.04,363.06,LVH. 5.40,3.80,?,58.00,?,?,241.09,462.45,LVH. 5.20,4.40,?,40.00,?,?,189.42,404.54,LVH. 4.80,2.80,?,66.00,?,?,112.78,255.97,LVH. 4.40,3.70,3.30,45.00,?,?,109.20,248.71,LVH. 5.30,4.10,3.10,43.00,?,?,201.35,420.52,LVH. 6.10,3.90,4.20,59.00,?,?,174.91,366.45,LVH. 6.40,4.80,?,32.00,?,?,154.01,320.74,LVH. ?,?,4.90,61.00,?,?,98.04,235.55,Normal. ?,3.40,3.40,61.00,?,?,126.33,273.87,LVH. 4.20,3.70,3.40,32.00,?,?,115.01,247.60,Normal. 5.80,3.80,4.80,50.00,?,?,221.05,443.56,LVH. 5.10,3.40,?,56.00,?,?,224.22,446.85,Normal. 7.40,6.70,4.60,18.00,?,?,281.79,509.85,LVH. ?,3.70,3.70,50.00,?,?,128.49,274.19,LVH. 4.80,2.80,?,66.00,?,?,194.13,414.49,Normal. 5.60,4.10,3.90,46.00,?,?,226.37,470.68,LVH. 5.30,3.40,?,50.00,324.0,0.60,260.92,521.21,LVH. 6.80,5.90,4.10,25.00,?,?,352.98,582.31,LVH. 5.90,4.40,?,44.00,696.0,0.29,234.51,416.15,LVH. 6.30,5.20,?,35.00,?,?,235.01,458.40,LVH. 4.60,?,?,?,?,?,175.89,?,Normal. 5.70,?,4.80,34.00,?,?,185.96,373.48,LVH. 6.60,5.40,?,36.00,361.0,0.39,216.64,395.55,LVH. 7.80,?,4.20,10.00,?,?,325.53,562.50,LVH. 6.40,?,?,27.00,217.0,0.50,246.62,475.09,LVH. ?,6.20,4.30,18.00,?,?,258.36,467.18,LVH. 6.20,5.20,?,30.00,146.0,1.49,298.60,551.90,LVH. 5.70,4.90,3.60,28.00,218.0,0.68,282.54,533.53,Normal. 6.70,?,4.40,11.00,79.00,2.35,403.40,634.46,LVH. 5.40,4.60,5.20,27.00,87.00,2.77,170.37,352.93,LVH. 6.30,5.20,3.30,27.00,?,?,138.63,268.17,LVH. 6.30,5.30,3.80,34.00,?,?,243.37,431.94,LVH. ?,4.60,2.80,?,?,?,201.16,?,LVH. 4.70,3.20,4.20,54.00,242.0,0.54,129.01,297.22,LVH. 6.10,4.70,?,29.00,?,?,187.87,354.12,LVH. 6.90,5.80,5.10,40.00,?,?,265.50,497.15,LVH. 4.60,3.80,?,39.00,92.00,2.30,97.23,225.12,LVH. 5.70,?,4.10,47.00,187.0,0.83,210.86,410.47,LVH. 6.10,5.20,4.60,31.00,?,?,178.07,331.58,LVH. 8.30,7.10,3.80,22.00,144.0,1.01,287.71,439.61,LVH. 5.80,4.80,?,32.00,146.0,0.91,171.07,317.59,LVH. ?,?,3.90,34.00,?,?,138.54,268.10,LVH. ?,4.40,?,34.00,?,?,200.60,410.16,Normal. 7.80,?,?,19.00,?,?,364.60,582.16,LVH. 6.30,6.10,?,11.00,?,?,158.36,330.34,LVH. 5.80,4.90,3.80,35.00,?,?,197.39,380.86,LVH. ?,3.10,?,38.00,?,?,201.78,421.48,Normal. 5.60,3.40,?,63.00,?,?,198.07,381.58,LVH. ?,4.60,?,34.00,?,?,147.62,304.52,LVH. 6.60,6.10,4.10,19.00,?,?,327.84,617.13,LVH. 5.40,3.30,4.30,55.00,?,?,193.91,391.36,LVH. 6.60,6.10,3.20,19.00,?,?,277.77,504.71,LVH. ?,7.30,?,17.00,?,?,333.80,533.20,LVH. 3.90,2.30,?,55.00,?,?,108.50,254.26,Normal. 5.80,4.60,5.30,40.00,?,?,319.58,608.79,Normal. ?,5.10,3.60,31.00,?,?,222.03,408.29,LVH. 4.30,2.70,2.70,61.00,?,?,157.64,346.83,Normal. ?,4.70,?,39.00,?,?,200.90,389.51,LVH. 4.60,?,4.10,70.00,?,?,140.45,309.99,LVH. 4.80,3.80,?,47.00,?,?,191.15,394.43,Normal. 5.10,3.70,3.40,50.00,?,?,138.94,288.73,LVH. 6.70,6.20,4.90,14.00,?,?,368.04,652.14,Normal. 4.20,2.90,2.90,56.00,?,?,236.98,493.28,Normal. 5.40,4.60,3.20,31.00,?,?,132.97,263.77,LVH. 5.70,3.90,4.10,53.00,?,?,248.31,466.63,LVH. 5.90,?,?,42.00,?,?,276.40,523.36,LVH. 6.20,4.70,4.70,43.00,?,?,240.85,441.22,LVH. 5.20,?,5.80,29.00,?,?,209.62,407.51,Normal. ?,5.20,3.80,20.00,?,?,286.05,554.97,LVH. 4.80,?,4.70,55.00,165.0,0.73,206.08,437.92,Normal. ?,3.90,?,44.00,?,?,263.43,493.19,Normal. 4.90,4.10,2.60,35.00,?,?,241.60,?,Normal. ?,5.20,?,25.00,?,?,331.79,616.63,Normal. 5.80,4.10,?,50.00,?,?,208.16,396.63,LVH. 5.30,3.80,3.60,49.00,?,?,196.54,387.96,Normal. ?,6.80,?,22.00,?,?,397.52,?,LVH. 3.90,2.10,3.30,71.00,?,?,176.92,382.82,Normal. 5.60,?,2.40,40.00,?,?,231.25,447.31,LVH. 6.20,4.90,4.30,38.00,?,?,257.06,487.49,LVH. ?,2.30,3.20,67.00,?,?,111.87,267.68,LVH. 6.40,5.70,3.90,21.00,?,?,253.56,482.57,LVH. 5.40,?,?,53.00,?,?,227.24,451.10,LVH. 4.30,2.90,3.10,55.00,?,?,135.37,309.30,LVH. 6.10,5.40,?,33.00,?,?,313.07,606.85,LVH. 5.30,?,3.70,40.00,?,?,204.59,424.02,LVH. 6.70,5.80,?,22.00,?,?,320.56,535.23,LVH. 5.10,3.20,?,61.00,?,?,221.01,440.47,Normal. ?,5.10,?,36.00,?,?,227.45,422.04,LVH. ?,4.10,4.90,26.00,?,?,240.94,493.93,Normal. 5.20,3.60,3.80,52.00,?,?,229.27,456.00,Normal. 6.10,5.10,3.40,30.00,?,?,264.48,476.84,LVH. 8.20,7.60,5.80,14.00,?,?,302.26,416.27,LVH. ?,5.20,?,33.00,?,?,310.31,570.67,LVH. ?,5.10,3.40,28.00,?,?,196.61,381.42,LVH. 5.10,2.60,?,73.00,?,?,173.27,357.65,LVH. 4.80,?,?,61.00,?,?,141.07,298.95,LVH. 5.60,4.90,4.30,26.00,?,?,205.38,422.21,LVH. 6.60,?,4.30,22.00,?,?,262.74,470.75,LVH. 5.20,3.10,3.20,64.00,?,?,158.28,324.29,LVH. 5.40,3.70,?,60.00,?,?,181.26,359.11,LVH. 4.90,4.30,3.90,27.00,?,?,223.29,462.41,Normal. 5.30,3.30,5.20,61.00,?,?,237.20,497.29,LVH. 6.90,6.40,?,18.00,?,?,179.15,350.12,LVH. ?,4.10,2.80,43.00,?,?,143.01,302.77,LVH. 5.70,4.60,4.60,38.00,?,?,250.98,490.86,LVH. 4.30,2.40,3.40,69.00,?,?,120.39,264.79,Normal. 5.40,?,3.40,48.00,?,?,208.94,396.20,LVH. ?,3.70,3.70,35.00,?,?,179.41,380.30,Normal. 5.80,?,3.90,26.00,?,?,266.92,521.17,LVH. 6.20,?,?,21.00,?,?,349.30,655.69,Normal. 6.40,?,5.10,34.00,?,?,272.38,522.65,LVH. 5.40,?,?,34.00,?,?,157.32,314.04,LVH. ?,?,?,35.00,?,?,303.74,570.64,LVH. 6.80,5.60,4.10,32.00,?,?,292.85,551.31,LVH. 6.80,6.20,4.20,17.00,?,?,232.64,416.63,LVH. 5.20,3.80,?,47.00,193.0,0.68,149.43,317.31,LVH. ?,3.60,?,48.00,?,?,232.89,465.13,Normal. 6.20,4.90,4.90,38.00,?,?,240.02,457.47,LVH. 5.30,4.70,3.90,25.00,?,?,226.83,418.81,Normal. 5.10,3.80,3.60,47.00,?,?,114.40,245.89,LVH. 5.60,?,3.80,57.00,?,?,228.23,?,LVH. ?,3.70,?,43.00,?,?,97.82,227.04,LVH. 5.60,?,4.10,51.00,?,?,217.84,428.89,LVH. ?,4.60,4.30,33.00,?,?,197.28,401.72,LVH. 5.20,4.30,3.90,42.00,?,?,229.27,469.22,Normal. 6.10,5.10,3.90,34.00,?,?,224.14,431.42,LVH. 4.70,3.20,3.80,60.00,?,?,113.00,260.85,LVH. 7.10,6.30,4.60,21.00,?,?,276.29,480.72,LVH. 5.70,4.10,?,56.00,138.0,2.23,254.61,497.97,LVH. 4.60,?,?,64.00,208.0,0.66,182.25,363.30,Normal. 5.80,4.20,?,55.00,280.0,0.97,209.32,400.27,LVH. 5.30,4.40,4.60,38.00,226.0,0.86,167.64,364.10,LVH. ?,?,3.60,34.00,?,?,226.62,412.08,LVH. 6.40,5.30,3.40,35.00,122.0,1.71,292.57,517.25,LVH. 6.40,?,5.30,11.00,?,?,172.54,342.99,LVH. ?,?,3.10,25.00,348.0,0.58,82.78,205.86,LVH. 6.20,5.90,5.70,14.00,?,?,183.53,377.52,LVH. 6.30,?,5.80,28.00,73.00,?,217.14,393.24,LVH. 6.40,5.90,4.40,19.00,?,?,239.26,460.91,LVH. ?,5.40,?,21.00,?,?,174.69,352.18,LVH. 5.20,4.70,3.30,22.00,?,0.76,155.68,339.77,LVH. 6.90,6.20,5.10,23.00,98.00,2.50,213.20,397.36,LVH. ?,?,?,34.00,?,0.80,231.30,439.73,LVH. ?,5.10,?,31.00,166.0,0.48,154.28,308.83,LVH. 7.40,6.70,6.20,18.00,81.00,3.48,337.54,588.12,LVH. ?,?,?,40.00,?,0.69,?,331.27,LVH. 6.90,?,4.10,16.00,80.00,2.05,225.50,382.99,LVH. 6.40,5.40,?,34.00,?,?,179.20,332.93,LVH. 4.20,?,?,70.00,?,?,69.52,176.88,LVH. ?,3.30,4.80,?,?,6.00,170.21,?,LVH. 4.80,4.10,4.10,31.00,87.00,1.49,156.86,348.21,LVH. 6.30,5.90,3.70,17.00,67.00,4.92,210.77,363.67,LVH. 4.30,?,?,44.00,69.00,4.76,141.79,330.57,LVH. 7.90,7.10,5.70,23.00,121.0,1.02,306.91,535.03,LVH. ?,5.10,3.70,35.00,228.0,0.44,176.59,352.93,LVH. 7.70,?,4.80,32.00,116.0,1.92,185.34,318.85,LVH. ?,4.30,4.60,28.00,110.0,2.49,183.20,389.22,LVH. 4.90,3.20,3.20,64.00,?,0.57,130.87,288.72,LVH. 4.90,?,2.60,56.00,150.0,1.30,245.10,482.72,Normal. 6.30,5.20,3.70,35.00,215.0,0.61,243.19,480.32,LVH. 6.90,?,?,16.00,50.00,3.13,344.89,586.58,LVH. 5.30,4.30,3.70,32.00,307.0,0.39,284.55,557.67,LVH. 6.10,?,3.80,25.00,80.00,6.00,163.23,305.89,LVH. 6.10,?,?,34.00,136.0,?,168.22,334.54,LVH. 4.70,3.10,3.40,63.00,314.0,0.58,102.67,236.31,LVH. 6.40,5.90,5.80,19.00,60.00,3.26,167.51,342.31,LVH. 5.20,?,?,35.00,352.0,0.38,186.20,411.99,LVH. 7.30,6.70,4.60,20.00,69.00,1.64,234.83,441.00,LVH. 6.30,6.20,?,28.00,248.0,0.68,244.39,461.60,LVH. 5.20,4.70,?,22.00,?,0.32,111.51,248.22,LVH. 5.60,4.30,?,39.00,120.0,0.76,160.42,322.09,LVH. 6.30,5.40,3.70,24.00,159.0,0.78,234.52,419.91,LVH. ?,?,4.20,36.00,?,?,?,?,LVH. 5.70,4.10,4.90,48.00,?,?,205.45,346.30,Normal. 5.70,4.10,3.90,56.00,112.0,2.00,191.52,373.36,LVH. 5.30,4.70,?,25.00,?,?,109.98,255.47,LVH. 6.10,?,3.10,23.00,?,?,337.90,566.36,Normal. 7.60,5.90,?,27.00,100.0,3.61,370.22,590.46,LVH. 5.10,4.20,3.80,41.00,132.0,1.40,205.21,408.91,Normal. 7.20,6.20,4.30,18.00,?,?,398.94,625.67,LVH. 7.20,?,?,18.00,116.0,4.00,398.97,668.69,LVH. 6.30,5.20,3.20,48.00,?,?,188.10,356.18,LVH. 6.40,5.40,3.30,32.00,209.0,0.75,228.02,416.69,LVH. 6.80,5.60,4.70,39.00,157.0,1.49,226.46,402.48,LVH. ?,?,?,55.00,108.0,1.54,188.10,355.30,LVH. 4.70,3.10,?,55.00,?,?,147.36,312.83,LVH. 6.10,4.80,4.60,41.00,?,?,306.36,574.11,LVH. 7.20,5.30,4.60,34.00,?,?,377.05,642.43,LVH. 4.90,?,4.10,37.00,?,?,244.92,477.35,Normal. 5.30,4.60,?,36.00,268.0,0.63,220.10,442.27,Normal. 4.90,3.70,4.10,46.00,?,?,180.27,402.75,LVH. ?,6.80,6.70,22.00,?,?,338.01,558.00,LVH. 6.60,5.90,?,24.00,100.0,0.73,318.05,574.67,LVH. ?,5.70,?,27.00,320.0,0.61,?,419.11,LVH. 5.60,4.70,4.40,33.00,?,?,319.66,611.49,Normal. 5.10,3.90,?,42.00,?,?,232.56,458.92,Normal. 4.20,?,2.80,37.00,359.0,0.43,91.15,237.83,LVH. 5.90,5.30,3.60,19.00,450.0,0.53,225.94,419.88,LVH. 5.30,4.30,3.30,44.00,131.0,0.68,237.33,442.13,Normal. 5.60,4.20,3.10,52.00,146.0,1.05,139.70,278.90,LVH. 6.20,4.60,4.90,45.00,366.0,0.61,260.03,504.88,LVH. 5.60,4.80,3.30,32.00,157.0,1.00,248.46,467.29,Normal. ?,?,?,39.00,?,?,200.60,391.05,Normal. 6.20,?,3.60,25.00,?,?,255.21,498.75,LVH. 6.30,?,4.40,41.00,118.0,1.74,237.50,495.05,LVH. 5.70,4.40,3.10,30.00,147.0,1.11,170.91,333.24,LVH. ?,?,?,26.00,129.0,1.70,?,?,LVH. 4.30,3.20,3.80,45.00,?,?,155.25,342.75,Normal. 6.40,5.20,4.80,34.00,?,?,205.44,388.86,LVH. 6.20,?,3.30,34.00,?,?,210.75,365.60,LVH. ?,4.10,?,48.00,?,?,188.10,373.81,LVH. 6.60,5.60,?,35.00,?,?,270.47,487.80,LVH. 5.90,?,?,48.00,?,?,246.11,447.30,LVH. 6.20,5.40,4.40,25.00,?,?,235.06,451.69,LVH. ?,7.40,?,27.00,?,?,188.82,345.03,LVH. 5.20,4.40,3.60,27.00,?,?,162.52,341.44,LVH. 6.60,5.30,3.90,45.00,?,?,228.69,422.96,LVH. ?,6.90,?,29.00,?,?,269.55,433.97,LVH. 4.70,2.80,4.10,55.00,262.0,0.61,79.39,190.49,LVH. 4.40,3.30,?,43.00,478.0,0.54,72.97,192.31,LVH. 5.20,3.80,4.40,45.00,?,?,169.88,344.79,LVH. 7.20,6.60,?,20.00,90.00,2.96,200.36,345.45,LVH. 4.30,2.70,3.40,66.00,324.0,0.57,111.78,256.66,LVH. 6.10,5.30,4.70,28.00,?,?,251.32,440.15,LVH. 4.40,?,?,17.00,?,?,148.96,341.75,Normal. 6.20,4.70,5.30,35.00,131.0,1.45,195.62,414.29,LVH. 6.40,?,3.90,55.00,133.0,1.71,274.28,509.14,LVH. 4.40,3.30,?,44.00,142.0,0.96,116.41,274.39,LVH. 5.60,4.20,3.30,44.00,?,?,218.03,433.40,LVH. 4.80,?,3.60,67.00,163.0,1.53,142.65,304.16,Normal. 6.80,5.90,5.20,25.00,160.0,1.83,272.46,507.09,LVH. 6.30,5.30,3.20,33.00,182.0,0.77,304.50,544.72,LVH. ?,5.90,5.10,18.00,123.0,3.04,191.57,330.50,LVH. ?,4.70,?,34.00,140.0,1.18,235.26,427.43,LVH. ?,4.20,2.90,48.00,128.0,0.88,177.60,350.93,LVH. 5.80,4.90,3.90,49.00,182.0,1.33,196.62,372.61,LVH. 5.60,?,?,45.00,73.00,5.53,201.09,?,LVH. 4.70,3.20,4.20,42.00,485.0,0.61,151.96,329.67,LVH. 5.20,?,2.80,51.00,324.0,0.81,147.74,302.84,LVH. ?,6.70,3.90,15.00,207.0,0.61,183.29,329.14,LVH. 5.20,?,3.80,61.00,212.0,1.38,160.87,334.89,LVH. 6.30,5.40,?,27.00,256.0,0.90,?,467.04,LVH. 4.80,?,?,46.00,106.0,2.03,187.56,376.44,Normal. 5.70,4.40,4.60,49.00,?,?,146.73,305.00,LVH. 5.80,4.70,4.30,38.00,?,?,162.45,330.28,LVH. 6.80,5.80,?,27.00,?,?,205.00,342.12,LVH. 7.90,7.30,3.70,6.00,233.0,0.53,351.85,575.08,LVH. 6.20,4.40,3.10,50.00,143.0,0.77,342.36,603.12,LVH. ?,4.40,?,26.00,?,?,250.75,500.00,Normal. 6.90,?,3.20,38.00,124.0,1.55,238.95,451.25,LVH. 6.30,4.90,?,42.00,144.0,1.85,227.69,422.84,LVH. 5.90,?,4.20,42.00,195.0,1.01,234.84,436.14,LVH. 4.80,4.10,?,38.00,158.0,0.78,132.11,271.94,LVH. ?,4.70,4.60,35.00,113.0,2.41,193.96,398.39,LVH. ?,2.60,3.80,67.00,125.0,1.00,209.62,441.36,Normal. 5.60,3.90,?,51.00,263.0,1.36,209.55,420.31,LVH. 4.40,3.30,3.40,55.00,430.0,0.39,187.53,390.78,Normal. ?,5.40,6.20,23.00,?,?,194.04,373.47,LVH. 6.60,4.60,4.60,45.00,398.0,0.52,200.26,395.57,LVH. 6.10,?,3.70,23.00,333.0,0.42,203.08,403.84,LVH. 6.60,?,4.60,43.00,81.00,3.15,300.40,551.88,LVH. 7.40,6.40,?,22.00,51.00,3.28,263.32,432.27,LVH. ?,4.80,4.40,38.00,?,?,184.13,?,LVH. ?,6.60,?,29.00,81.00,1.29,219.16,396.37,LVH. ?,?,?,29.00,138.0,0.68,453.41,742.46,LVH. 8.60,7.70,4.60,24.00,134.0,1.02,531.71,708.06,LVH. ?,?,?,27.00,354.0,0.91,336.08,664.17,LVH. 5.80,4.80,?,35.00,310.0,0.61,164.49,335.51,LVH. ?,?,3.90,45.00,252.0,0.72,173.61,376.42,LVH. 6.20,5.30,3.70,31.00,?,?,269.73,501.02,LVH. 5.60,?,4.10,39.00,526.0,0.41,209.07,425.39,LVH. 5.20,3.90,4.20,47.00,?,?,202.29,399.30,Normal. 5.80,?,3.40,29.00,?,?,263.18,536.82,LVH. 6.90,5.90,4.30,31.00,?,?,246.24,443.05,LVH. 5.10,4.30,?,35.00,?,?,165.52,341.84,LVH. 7.70,6.60,?,27.00,66.00,4.38,314.66,557.73,LVH. 5.80,4.80,2.60,35.00,?,?,223.14,428.92,Normal. 6.70,6.20,4.40,19.00,?,?,191.36,379.45,LVH. 6.70,?,?,32.00,311.0,0.70,233.84,416.42,LVH. ?,4.90,?,37.00,154.0,1.05,272.85,497.19,LVH. ?,7.70,4.70,22.00,435.0,0.53,408.61,636.22,LVH. 5.90,?,4.30,45.00,168.0,0.74,181.30,376.32,LVH. ?,3.60,?,56.00,130.0,0.83,167.59,369.20,LVH. 6.70,6.10,?,21.00,?,?,257.49,488.64,LVH. 4.90,4.20,3.40,38.00,576.0,0.34,152.69,330.59,LVH. 5.80,3.90,4.20,31.00,150.0,0.62,270.41,493.79,Normal. 5.20,?,5.60,27.00,42.00,?,137.89,290.75,LVH. 6.60,5.40,?,22.00,292.0,0.40,262.74,492.31,LVH. 6.10,4.60,?,33.00,159.0,1.00,196.39,360.51,LVH. 6.60,?,3.90,27.00,64.00,3.64,209.63,391.47,LVH. ?,4.90,5.10,28.00,81.00,5.64,219.89,441.23,LVH. ?,5.40,3.90,35.00,?,?,215.15,369.79,LVH. ?,2.90,2.30,55.00,?,?,183.25,402.82,Normal. 5.90,5.40,3.60,18.00,?,?,280.72,516.93,LVH. 5.30,?,?,32.00,?,?,173.39,357.88,LVH. 5.10,?,3.10,62.00,?,?,252.30,499.57,Normal. 4.70,3.20,4.40,61.00,?,?,136.28,291.54,LVH. 4.70,3.30,4.20,57.00,?,?,128.38,292.96,LVH. ?,3.90,3.70,33.00,?,?,?,334.78,Normal. 5.10,4.10,?,39.00,?,?,170.86,349.34,LVH. 5.80,?,3.90,51.00,?,?,157.54,331.63,LVH. 6.30,5.40,?,23.00,?,?,255.57,450.82,LVH. 6.70,4.90,?,46.00,?,?,176.83,360.86,LVH. 6.10,4.80,4.40,42.00,?,?,246.55,472.95,LVH. 5.70,3.60,4.90,55.00,?,?,212.83,399.97,LVH. ?,?,3.30,44.00,?,?,302.03,565.64,LVH. 5.90,4.90,3.80,33.00,?,?,209.36,379.37,LVH. 5.20,?,?,55.00,?,?,114.91,252.85,LVH. 6.10,5.70,3.20,32.00,?,?,314.04,625.72,LVH. 4.80,3.30,?,50.00,?,?,165.70,351.14,LVH. 5.80,4.30,4.80,25.00,?,?,249.97,475.73,LVH. 6.30,5.10,?,20.00,?,?,200.25,402.86,LVH. 4.80,3.90,?,49.00,?,?,191.42,403.76,Normal. 6.80,5.70,4.30,36.00,?,?,252.87,424.05,LVH. ?,?,?,13.00,?,?,374.82,650.36,LVH. 8.80,8.10,7.80,15.00,?,?,240.32,416.95,LVH. 5.20,?,?,55.00,?,?,209.80,431.46,Normal. 6.20,5.80,4.30,18.00,?,?,149.12,298.96,LVH. 5.30,3.80,?,58.00,?,?,237.20,459.81,LVH. ?,4.20,?,41.00,?,?,285.28,495.67,LVH. 5.20,?,4.20,55.00,?,?,152.19,321.48,LVH. ?,5.40,?,35.00,?,?,196.61,353.91,LVH. 5.80,?,?,33.00,?,?,233.50,451.96,LVH. 5.40,4.10,3.10,51.00,?,?,217.61,456.39,LVH. 5.30,?,4.20,47.00,?,?,268.00,543.58,Normal. 5.10,3.20,?,50.00,?,?,141.96,298.75,LVH. 5.70,4.70,3.90,35.00,?,?,213.75,427.95,LVH. 5.80,?,5.80,25.00,?,?,177.65,359.12,LVH. ?,?,6.30,18.00,?,?,331.02,541.17,LVH. 6.90,5.70,?,27.00,?,?,256.99,437.99,LVH. 6.30,5.20,?,30.00,?,?,325.28,573.78,LVH. 4.90,?,3.20,62.00,?,?,195.76,395.20,Normal. ?,6.30,4.70,19.00,?,?,240.31,451.97,LVH. 5.10,3.70,4.40,46.00,?,?,150.36,326.14,LVH. 5.70,4.70,4.30,42.00,?,?,176.58,362.82,LVH. ?,3.60,?,48.00,?,?,214.98,432.40,Normal. ?,5.40,3.20,34.00,?,?,230.93,417.11,LVH. 6.80,?,3.90,25.00,?,?,239.61,369.52,LVH. 7.20,6.30,?,27.00,?,?,248.04,413.06,LVH. ?,?,4.30,19.00,?,?,198.49,351.47,LVH. 6.80,?,?,13.00,?,?,256.25,469.37,LVH. ?,4.40,3.90,47.00,?,?,?,639.01,LVH. 7.10,5.90,4.80,31.00,?,?,140.85,278.57,LVH. ?,?,4.10,21.00,?,?,180.85,352.74,LVH. 7.90,?,4.20,29.00,?,?,334.81,544.71,LVH. 8.30,6.80,4.80,21.00,?,?,239.79,465.62,LVH. 7.20,5.80,4.80,33.00,?,?,264.82,414.47,LVH. 6.10,5.10,4.10,30.00,?,?,219.91,426.88,LVH. ?,5.80,?,23.00,?,?,337.49,625.85,LVH. 4.80,3.90,?,31.00,?,?,177.84,365.48,Normal. 6.10,4.70,4.20,44.00,?,?,243.96,447.98,LVH. 4.40,3.20,4.40,55.00,?,?,138.90,311.54,LVH. 6.10,4.60,?,43.00,?,?,216.02,379.11,LVH. 6.10,4.90,3.10,39.00,?,?,237.43,460.00,LVH. 5.10,3.30,?,56.00,?,?,208.88,423.09,Normal. 4.80,3.80,4.40,47.00,?,?,167.62,358.61,LVH. 4.90,3.90,?,49.00,?,?,196.01,386.49,Normal. 7.60,?,5.60,19.00,?,?,251.05,427.49,LVH. 6.20,?,3.80,37.00,?,?,232.02,448.95,LVH. 6.20,?,3.90,29.00,?,?,248.38,477.40,LVH. ?,?,?,22.00,?,?,192.75,371.08,LVH. 7.10,5.80,?,37.00,?,?,279.36,496.58,LVH. ?,?,?,24.00,?,?,387.53,662.36,LVH. 5.60,4.10,3.80,46.00,?,?,202.22,398.38,LVH. 5.70,3.90,5.40,53.00,?,?,184.86,366.93,LVH. 5.40,3.80,?,50.00,?,?,176.80,346.09,LVH. ?,4.90,?,25.00,?,?,154.74,313.88,LVH. 4.90,3.40,4.40,52.00,?,?,168.23,335.15,Normal. 5.90,4.80,3.20,34.00,?,?,199.84,403.96,LVH. 5.80,?,3.80,40.00,?,?,241.50,422.68,LVH. 4.40,3.10,?,40.00,?,?,95.79,211.73,LVH. 7.30,6.70,?,20.00,?,?,331.33,567.79,LVH. ?,?,?,21.00,?,?,263.06,523.53,LVH. 4.80,?,3.70,45.00,?,?,210.37,431.92,Normal. 4.90,3.30,3.40,61.00,?,?,162.37,344.96,LVH. ?,5.90,4.80,22.00,?,?,264.61,456.32,LVH. 5.90,?,4.10,32.00,?,?,168.35,335.69,LVH. ?,?,?,40.00,?,?,196.65,371.45,LVH. 5.30,3.70,?,51.00,?,?,157.30,292.45,LVH. 4.70,3.70,3.10,41.00,?,?,160.31,334.13,Normal. 5.40,4.80,4.60,29.00,?,?,188.10,?,LVH. 7.10,6.10,?,30.00,?,?,235.60,452.69,LVH. 6.20,5.30,3.80,31.00,?,?,320.03,581.10,LVH. ?,4.70,?,31.00,?,?,231.07,447.27,LVH. 5.70,4.40,3.80,40.00,?,?,249.30,461.56,Normal. ?,3.90,3.90,49.00,?,?,148.66,319.76,LVH. 5.20,?,?,33.00,?,?,200.05,409.29,LVH. 8.40,?,4.80,24.00,?,?,392.42,568.49,LVH. 6.20,4.40,4.30,52.00,?,?,227.22,436.80,LVH. ?,3.80,3.70,46.00,?,?,130.91,296.24,LVH. ?,?,5.30,30.00,?,?,224.02,376.53,LVH. 5.90,5.40,5.30,21.00,?,?,250.15,475.89,LVH. ?,4.20,3.80,42.00,?,?,232.93,440.34,LVH. 5.60,3.60,3.30,48.00,?,?,178.24,336.41,LVH. 6.30,5.70,4.90,22.00,?,?,162.12,301.42,LVH. 5.90,4.60,?,39.00,?,?,326.23,584.14,Normal. ?,6.60,3.80,16.00,?,?,347.57,559.37,LVH. ?,6.20,5.20,25.00,?,?,204.80,391.03,LVH. 6.30,?,4.20,28.00,?,?,227.78,402.75,LVH. 8.80,7.90,4.60,19.00,?,?,355.39,584.27,LVH. 5.20,4.40,4.20,28.00,?,?,178.10,364.51,LVH. ?,7.40,4.30,23.00,?,?,350.78,590.56,LVH. 6.20,?,4.20,25.00,?,?,157.31,305.93,LVH. ?,?,?,19.00,?,?,198.55,374.30,LVH. 5.20,?,4.20,48.00,?,?,183.42,367.71,Normal. ?,?,3.90,36.00,?,?,180.03,354.54,Normal. ?,8.40,4.20,17.00,?,?,?,507.80,LVH. ?,4.90,?,35.00,?,?,155.13,333.71,LVH. ?,3.30,6.20,57.00,?,?,126.06,275.52,LVH. ?,?,4.40,58.00,?,?,?,337.19,LVH. ?,5.70,?,26.00,?,?,258.87,434.82,LVH. 5.10,3.40,2.40,47.00,?,?,165.52,349.65,LVH. 5.20,4.10,?,43.00,?,?,191.80,398.44,LVH. 4.80,3.10,?,65.00,?,?,154.27,314.06,Normal. ?,?,3.90,38.00,?,?,231.30,455.01,LVH. ?,4.30,?,34.00,?,?,211.40,?,Normal. 6.30,4.90,?,38.00,?,?,210.77,388.38,LVH. 6.90,?,5.80,33.00,?,?,268.51,498.90,LVH. 5.20,?,3.30,67.00,?,?,145.31,309.45,LVH. 6.30,5.80,4.90,19.00,?,?,275.61,523.67,LVH. 4.90,3.80,3.80,49.00,?,?,175.90,348.52,LVH. 7.60,6.30,?,25.00,?,?,236.43,425.98,LVH. 5.30,?,3.30,52.00,?,?,196.11,401.92,LVH. 4.90,?,?,37.00,?,?,116.31,250.43,LVH. ?,?,5.60,55.00,?,?,145.12,299.36,LVH. 5.30,3.90,4.10,54.00,?,?,145.94,302.95,LVH. 5.90,4.90,?,28.00,?,?,222.33,437.29,LVH. 4.30,2.70,3.80,66.00,?,?,184.90,392.31,Normal. 5.90,5.20,?,21.00,?,?,358.85,642.55,Normal. ?,3.30,3.60,30.00,?,?,169.06,362.12,Normal. 5.40,?,3.20,46.00,?,?,183.63,400.31,LVH. ?,4.20,4.90,34.00,?,?,208.96,427.25,Normal. 7.20,?,5.70,34.00,113.0,3.82,251.30,452.61,LVH. ?,?,?,21.00,?,?,166.25,348.71,LVH. 5.10,3.40,3.90,34.00,?,?,208.20,445.13,Normal. ?,4.20,3.70,41.00,?,?,176.47,373.11,Normal. 6.80,5.40,?,40.00,?,?,154.02,292.54,LVH. 5.60,?,4.70,24.00,?,?,186.57,380.86,LVH. 5.70,4.60,6.30,35.00,?,?,174.14,336.31,LVH. 7.20,?,?,22.00,?,?,339.35,536.93,LVH. 4.20,3.20,4.90,42.00,?,?,119.56,259.54,Normal. 4.80,3.90,4.80,34.00,?,?,121.60,288.80,LVH. 7.20,6.20,4.30,26.00,?,?,260.09,450.37,LVH. ?,?,?,27.00,?,?,285.12,490.17,LVH. 4.30,3.30,4.20,41.00,?,?,132.48,301.11,Normal. ?,?,5.20,33.00,?,?,233.99,466.13,LVH. ?,3.90,?,52.00,?,?,154.74,324.84,LVH. 4.10,2.60,2.20,50.00,?,?,148.84,341.61,Normal. ?,3.10,3.60,40.00,?,?,114.24,275.44,Normal. ?,?,3.60,20.00,?,?,217.64,447.90,LVH. ?,7.20,4.30,5.00,?,?,439.41,744.04,LVH. ?,4.90,4.70,33.00,?,?,149.59,315.73,LVH. 4.80,3.60,2.80,52.00,?,?,157.14,336.29,LVH. 5.40,4.80,4.10,33.00,?,?,193.91,389.84,LVH. 6.20,?,4.30,38.00,?,?,263.43,506.34,LVH. ?,3.60,3.90,48.00,?,?,165.36,352.87,LVH. 5.20,?,3.30,55.00,?,?,185.14,398.20,LVH. 5.30,3.90,?,46.00,?,?,163.29,355.85,LVH. 4.80,?,?,35.00,?,?,185.17,387.12,Normal. 6.80,?,5.90,35.00,?,?,256.25,489.94,LVH. 6.90,4.60,3.70,?,?,?,260.58,?,LVH. ?,3.80,3.70,?,?,?,195.97,?,LVH. ?,6.30,3.30,19.00,?,?,236.24,421.87,LVH. 5.40,4.80,4.20,21.00,?,?,290.64,562.73,Normal. ?,3.90,3.80,?,?,?,170.98,?,LVH. 6.20,?,4.60,21.00,?,?,283.01,525.79,LVH. ?,3.10,3.20,53.00,?,?,?,323.81,LVH. 4.80,?,4.10,34.00,?,?,94.63,250.75,LVH. 5.10,3.40,3.40,62.00,?,?,184.31,357.90,LVH. ?,?,3.60,58.00,?,?,224.44,482.54,LVH. 6.60,?,4.80,31.00,61.00,5.26,338.08,560.94,Normal. ?,3.90,3.90,39.00,242.0,0.67,?,247.37,LVH. 6.20,5.30,4.90,30.00,79.00,?,216.02,411.72,LVH. 4.30,?,4.90,59.00,?,?,116.98,275.26,LVH. 6.80,?,3.10,26.00,172.0,0.69,271.47,482.59,LVH. 7.70,7.20,4.30,17.00,143.0,1.00,287.88,532.12,LVH. 5.40,4.30,4.20,40.00,172.0,1.70,184.68,359.77,LVH. 7.20,?,4.30,23.00,54.00,2.82,243.84,450.94,LVH. 5.60,3.90,3.20,59.00,148.0,?,256.61,504.42,Normal. 4.70,?,4.20,65.00,168.0,2.74,152.85,327.74,LVH. 5.80,4.70,4.70,36.00,256.0,0.98,244.85,464.00,LVH. 4.40,3.80,?,46.00,213.0,0.75,166.89,373.07,Normal. ?,3.30,?,53.00,115.0,1.98,212.28,470.05,LVH. 5.70,3.90,4.10,51.00,83.00,1.88,184.76,382.76,LVH. ?,4.30,4.90,33.00,155.0,0.75,155.02,326.70,LVH. 4.60,3.30,2.40,56.00,229.0,0.57,136.11,294.41,Normal. ?,?,4.60,59.00,196.0,0.89,184.13,389.56,LVH. 6.10,?,?,36.00,162.0,1.23,211.85,431.29,LVH. 5.20,3.90,3.10,44.00,148.0,0.97,196.52,405.74,Normal. ?,4.10,4.30,44.00,152.0,0.84,160.71,325.68,LVH. ?,?,3.20,62.00,251.0,1.01,127.88,300.53,LVH. 4.40,2.90,3.90,63.00,72.00,4.00,96.32,233.44,LVH. 4.90,3.70,4.90,46.00,238.0,0.68,174.50,389.94,LVH. ?,2.60,4.30,50.00,?,?,110.83,260.46,Normal. 4.70,3.20,5.60,54.00,76.00,?,158.01,356.97,LVH. 4.80,2.90,3.70,63.00,194.0,1.00,209.07,429.86,Normal. 5.10,?,4.20,55.00,288.0,0.73,155.95,309.68,LVH. 6.10,4.90,3.70,39.00,172.0,0.78,144.04,295.88,LVH. 6.70,5.80,4.20,25.00,81.00,?,327.32,595.65,LVH. 7.10,6.80,5.20,13.00,?,?,312.95,532.16,LVH. 5.60,3.90,4.30,51.00,116.0,2.29,140.56,289.29,LVH. ?,4.20,3.10,45.00,326.0,0.61,185.10,353.27,LVH. ?,3.70,4.80,25.00,116.0,?,110.83,258.10,LVH. 6.60,6.10,5.10,19.00,77.00,?,278.95,519.43,LVH. 5.10,4.60,5.40,32.00,220.0,0.58,104.88,248.28,LVH. ?,7.60,5.60,10.00,62.00,4.14,?,?,LVH. 4.70,4.20,4.60,24.00,61.00,?,129.01,299.69,LVH. ?,?,?,45.00,200.0,0.71,162.39,359.11,LVH. 7.20,?,6.90,23.00,50.00,5.00,293.19,507.69,LVH. 4.40,3.90,5.20,25.00,?,?,158.68,344.62,Normal. 7.90,?,3.80,21.00,?,?,264.98,470.89,LVH. 8.10,?,3.80,29.00,?,?,334.94,595.83,LVH. 5.90,4.60,?,39.00,?,?,163.23,331.26,LVH. 5.40,4.10,?,42.00,?,?,239.36,497.58,LVH. 7.30,6.60,?,22.00,?,?,233.40,423.09,LVH. 5.80,4.90,4.40,32.00,?,?,255.01,448.40,Normal. 6.90,5.30,4.30,29.00,?,?,252.48,460.31,LVH. 7.10,6.30,?,21.00,?,?,244.18,434.05,LVH. 5.60,?,4.30,49.00,?,?,149.97,296.72,LVH. 5.90,4.70,3.30,37.00,?,?,201.06,406.35,LVH. 6.20,4.90,4.80,38.00,?,?,173.97,321.49,LVH. 5.40,3.60,3.60,53.00,?,?,182.51,353.75,Normal. 5.20,4.20,?,18.00,?,?,185.36,374.06,Normal. 7.40,6.80,?,20.00,?,?,285.61,500.23,LVH. 5.70,?,4.20,45.00,?,?,222.51,447.82,LVH. 6.90,6.30,4.40,21.00,?,?,279.71,483.00,LVH. 4.20,?,3.70,31.00,?,?,114.69,264.48,Normal. 5.70,4.40,3.20,40.00,?,?,253.45,480.76,Normal. 5.90,?,3.60,28.00,?,?,145.62,285.42,LVH. ?,5.70,?,27.00,?,?,175.49,355.13,LVH. ?,4.30,?,30.00,?,?,169.02,353.48,LVH. 5.60,3.30,3.80,46.00,?,?,195.90,376.74,LVH. ?,3.20,2.70,45.00,?,?,95.76,229.14,LVH. 5.10,3.70,?,55.00,?,?,137.27,303.44,LVH. 5.40,3.70,4.30,53.00,?,?,222.82,435.54,Normal. 7.10,6.30,5.30,21.00,?,?,258.63,450.71,LVH. 6.40,5.80,?,27.00,?,?,264.82,426.36,LVH. 5.70,3.60,4.10,60.00,?,?,222.51,423.03,LVH. 5.30,3.90,3.40,35.00,?,?,197.51,387.09,LVH. ?,4.40,6.10,36.00,?,?,193.96,400.49,LVH. 4.60,?,?,55.00,?,?,192.18,394.92,Normal. 4.70,2.80,2.80,45.00,?,?,172.75,363.06,LVH. 7.60,7.30,4.70,22.00,?,?,296.24,510.35,LVH. 5.20,4.10,4.70,41.00,?,?,181.27,364.41,LVH. 3.90,2.60,3.20,50.00,?,?,102.13,250.55,Normal. 5.30,?,?,44.00,?,?,170.73,340.24,LVH. ?,?,3.80,30.00,?,?,198.07,401.77,LVH. 6.90,6.10,3.80,22.00,?,?,380.88,654.02,LVH. 5.20,?,3.40,29.00,?,?,257.89,514.50,Normal. 6.40,4.70,5.40,49.00,?,?,312.11,525.30,LVH. 8.40,8.10,4.90,12.00,?,?,403.41,674.43,LVH. ?,?,?,29.00,230.0,0.50,341.41,551.96,LVH. ?,5.60,4.80,26.00,200.0,0.25,289.80,513.14,LVH. 5.20,3.80,4.80,55.00,63.00,2.19,235.11,434.19,Normal. 5.70,4.30,3.70,43.00,156.0,1.52,244.48,479.18,LVH. 6.20,?,4.80,25.00,158.0,0.90,338.38,628.56,LVH. ?,5.40,4.60,31.00,47.00,2.24,206.87,359.94,LVH. ?,4.70,3.70,39.00,116.0,0.98,188.55,368.92,LVH. 4.60,3.20,3.20,52.00,268.0,0.71,155.34,347.78,LVH. 8.20,7.80,5.70,14.00,76.00,1.30,278.44,503.73,LVH. ?,6.90,4.20,20.00,240.0,0.77,392.95,664.01,LVH. 7.80,?,4.90,23.00,103.0,1.11,272.56,455.21,LVH. 6.20,4.20,?,39.00,74.00,1.38,235.06,472.27,LVH. 5.90,?,3.40,32.00,251.0,0.40,293.68,507.26,LVH. ?,?,?,69.00,?,?,153.45,323.15,Normal. ?,?,3.20,69.00,?,?,198.32,429.20,Normal. 4.90,?,?,57.00,152.0,1.31,180.47,359.52,Normal. 3.90,?,?,59.00,270.0,0.79,124.55,285.02,Normal. 6.40,4.90,?,41.00,74.00,3.70,222.85,427.55,LVH. 5.70,4.10,4.10,48.00,439.0,0.64,221.20,419.65,LVH. ?,4.30,4.80,35.00,74.00,3.33,138.28,299.21,LVH. 7.70,6.80,?,26.00,116.0,0.91,373.28,636.37,LVH. 5.90,4.30,4.10,35.00,117.0,1.50,221.90,434.94,LVH. 7.80,7.30,4.60,17.00,63.00,1.82,384.87,623.04,LVH. ?,2.70,4.10,64.00,107.0,1.82,?,363.73,LVH. 8.20,7.30,5.80,21.00,68.00,?,202.17,351.16,LVH. 5.60,3.80,4.20,54.00,?,1.54,200.90,410.92,LVH. ?,3.60,?,56.00,108.0,1.26,200.65,380.90,Normal. 5.80,4.70,3.10,?,267.0,0.52,162.45,342.56,LVH. 7.40,?,6.60,69.00,44.00,6.20,231.82,388.37,LVH. 6.60,5.90,4.10,24.00,318.0,0.72,263.34,499.75,LVH. 5.60,4.10,4.10,49.00,?,1.29,118.55,261.53,LVH. 4.70,2.70,3.10,67.00,273.0,0.83,141.12,296.58,LVH. 4.70,3.40,?,48.00,250.0,0.52,155.03,343.65,LVH. 5.10,4.70,6.10,19.00,74.00,7.40,215.46,446.70,Normal. ?,?,4.80,51.00,177.0,1.03,196.98,399.96,LVH. 5.80,4.80,?,32.00,?,?,162.23,329.51,LVH. 6.30,5.60,4.20,24.00,126.0,2.46,215.65,424.44,LVH. 5.70,?,5.40,60.00,?,?,171.60,362.72,LVH. 6.90,5.70,?,32.00,156.0,0.96,220.42,418.01,LVH. ?,3.90,4.90,57.00,191.0,0.82,147.92,323.71,LVH. ?,?,4.30,37.00,?,?,242.25,457.95,LVH. 7.20,6.40,?,25.00,100.0,1.92,279.00,508.23,LVH. 5.30,3.90,?,46.00,247.0,0.64,204.59,426.54,LVH. 7.30,6.70,4.30,20.00,?,?,275.87,461.42,LVH. 6.40,5.10,4.70,36.00,97.00,9.80,378.31,696.24,LVH. 5.30,3.60,4.70,45.00,597.0,0.41,187.47,386.98,LVH. 6.90,5.90,?,27.00,79.00,2.80,288.37,510.50,LVH. 6.20,5.40,?,24.00,100.0,5.55,249.50,495.65,LVH. 7.90,5.60,5.70,27.00,179.0,1.65,219.94,412.22,LVH. 7.10,6.30,?,25.00,?,?,269.01,532.31,LVH. 6.20,5.30,4.80,26.00,?,?,230.77,449.03,LVH. 7.20,6.40,4.60,25.00,77.00,1.00,231.72,422.09,LVH. 5.70,4.90,5.20,26.00,136.0,3.03,274.23,544.62,Normal. 7.30,?,4.10,13.00,?,?,301.82,540.99,LVH. 7.90,6.30,4.60,28.00,88.00,3.70,357.13,568.23,LVH. ?,?,4.40,17.00,213.0,0.46,276.06,492.38,LVH. ?,2.90,2.80,64.00,275.0,1.27,199.77,425.01,Normal. ?,8.30,4.70,15.00,107.0,1.05,412.23,645.27,LVH. 6.90,?,?,24.00,?,?,334.08,635.18,LVH. ?,5.30,4.30,34.00,?,?,284.19,534.73,LVH. 7.30,?,4.10,21.00,?,?,283.31,511.71,LVH. 8.40,6.90,4.20,33.00,?,?,295.82,486.05,LVH. 5.10,4.70,2.40,28.00,431.0,0.40,165.52,350.50,LVH. 6.80,?,4.20,38.00,?,?,369.20,654.55,LVH. 5.80,4.60,4.20,41.00,?,?,233.27,472.53,LVH. ?,3.70,?,53.00,191.0,1.05,235.16,459.50,Normal. ?,?,6.10,58.00,?,?,?,229.75,LVH. 5.60,4.60,3.40,31.00,119.0,0.72,201.09,422.72,LVH. ?,3.60,3.30,57.00,117.0,1.36,219.52,417.16,Normal. 5.20,?,3.80,33.00,123.0,0.93,262.23,523.17,Normal. ?,4.80,?,28.00,?,0.83,231.74,422.42,Normal. ?,3.60,3.10,46.00,325.0,0.42,158.66,334.10,Normal. 6.90,6.10,4.10,26.00,221.0,0.85,239.03,446.37,LVH. 7.70,6.60,4.90,30.00,114.0,3.38,303.81,494.57,LVH. 7.90,6.90,?,24.00,186.0,1.62,335.37,618.79,LVH. 6.70,5.80,4.60,29.00,140.0,0.86,368.17,674.36,LVH. 6.40,?,3.10,30.00,321.0,0.56,202.45,399.63,LVH. 6.80,?,5.30,26.00,?,?,308.51,513.49,LVH. ?,3.10,3.80,53.00,?,?,134.66,299.59,Normal. 7.70,6.60,?,22.00,55.00,1.82,269.98,475.47,LVH. 7.30,?,3.40,13.00,?,?,217.75,399.26,LVH. 4.60,2.20,4.60,77.00,?,?,117.04,253.90,LVH. 6.20,?,6.20,21.00,?,?,252.14,484.64,LVH. 4.60,2.80,?,63.00,?,?,188.46,403.66,Normal. ?,4.70,?,39.00,?,?,220.02,445.49,LVH. 7.20,5.90,?,33.00,?,?,134.40,269.16,LVH. 5.70,4.30,3.40,40.00,?,?,212.04,413.37,LVH. 8.40,?,3.60,20.00,?,?,349.42,585.49,LVH. 5.60,4.90,3.70,36.00,?,?,209.21,417.61,LVH. 5.30,4.90,4.60,19.00,?,?,172.47,359.29,LVH. ?,3.30,2.70,46.00,?,0.40,192.48,396.77,Normal. ?,?,3.10,64.00,?,?,?,287.56,LVH. 7.60,7.10,5.20,11.00,?,?,196.98,385.68,LVH. 5.10,3.70,?,47.00,?,?,120.20,277.48,LVH. 7.10,5.80,?,33.00,?,?,312.95,538.66,LVH. 6.30,5.60,?,25.00,?,?,302.04,572.06,LVH. ?,?,?,23.00,?,?,154.18,329.02,LVH. 6.60,?,3.90,30.00,143.0,1.75,222.13,411.44,LVH. 6.10,5.80,?,?,?,?,221.68,437.58,LVH. ?,5.40,4.90,23.00,?,?,183.92,382.49,LVH. 5.70,4.60,?,35.00,207.0,0.87,290.85,582.32,Normal. 6.30,5.60,3.80,25.00,?,?,302.04,547.96,LVH. 5.40,3.70,4.40,53.00,?,?,157.48,325.32,LVH. 6.30,4.80,4.80,29.00,?,?,323.19,614.09,Normal. 4.30,3.40,4.10,47.00,?,?,157.64,352.12,Normal. 6.30,5.10,?,34.00,95.00,1.71,238.86,447.37,LVH. 6.60,5.60,?,32.00,?,?,321.86,591.30,LVH. 5.20,3.10,?,64.00,?,?,185.62,373.16,LVH. 5.60,3.90,?,42.00,223.0,0.98,204.44,399.09,LVH. 5.20,4.40,5.10,29.00,?,?,185.62,385.82,LVH. 5.90,5.40,4.30,14.00,?,?,184.98,377.26,LVH. 5.70,4.60,4.60,38.00,?,?,225.58,471.44,LVH. 4.30,2.10,4.80,76.00,132.0,2.36,139.73,319.02,LVH. 6.90,6.40,3.80,18.00,?,?,334.08,601.36,LVH. 8.20,?,4.80,10.00,?,?,366.38,628.70,LVH. 6.20,?,3.10,35.00,?,?,228.24,407.06,LVH. 5.30,?,3.80,43.00,?,?,132.81,293.46,LVH. ?,5.80,4.80,24.00,113.0,1.44,317.53,602.34,LVH. 5.40,4.90,3.30,22.00,?,?,234.57,454.20,Normal. 6.40,5.30,4.60,35.00,?,?,255.36,465.65,LVH. 5.20,?,?,25.00,?,?,257.89,534.57,Normal. 6.40,5.70,?,25.00,?,?,273.42,496.82,Normal. 6.10,?,4.30,36.00,219.0,0.76,192.91,386.78,LVH. 6.30,5.80,?,19.00,53.00,2.00,200.25,397.20,LVH. 5.80,4.80,4.10,35.00,?,?,254.21,493.03,LVH.
The contents and links on this page were last verified on December 10, 1998.
Back to E-chocardiography Home Page.
e-mail:shindler@umdnj.edu