diff --git a/para_data.csv b/para_data.csv new file mode 100644 index 0000000..bc31021 --- /dev/null +++ b/para_data.csv @@ -0,0 +1,811 @@ +395,6,0,2,1345.023000,0,202.585,271.173,98.4515,0,0 +395,6,0,3,1753.742000,0,203.613,19.966,91.0985,0,0 +395,6,0,4,2168.114000,0,211.21,26.232,117.512,0,0 +395,6,0,5,1755.362000,0,202.993,20.585,89.884,0,0 +395,6,0,6,2125.772000,0,208.668,25.811,112.805,0,0 +395,6,0,7,1969.016000,0,279.401,20.407,100.743,0,0 +395,6,0,8,1627.819000,0,168.995,255.474,90.7445,0,0 +395,6,0,9,2119.303000,0,332.761,232.937,114.57,0,0 +395,6,0,10,1888.811000,0,153.595,389.827,110.996,0,0 +395,6,0,11,2246.655000,0,297.274,330.961,117.38,0,0 +395,6,0,12,1614.087000,0,141.651,314.245,91.072,0,0 +395,6,25,2,1358.991000,0,202.525,273.299,100.713,0,0 +395,6,25,3,2243.092000,0,212.773,28.241,117.468,0,0 +395,6,25,4,1745.402000,0,202.637,20.0945,90.533,0,0 +395,6,25,5,2150.073000,0,208.975,26.11,116.733,0,0 +395,6,25,6,1874.124000,0,201.836,20.1915,115.683,0,0 +395,6,25,7,2197.299000,0,320.107,20.3105,116.736,0,0 +395,6,25,8,1874.740000,0,169.439,273.463,115.393,0,0 +395,6,25,9,1800.494000,0,286.907,207.546,91.752,0,0 +395,6,25,10,2062.456000,0,171.823,369.409,116.871,0,0 +395,6,25,11,2094.266000,0,288.113,314.761,116.597,0,0 +395,6,25,12,1621.195000,0,142.197,311.018,91.068,0,0 +395,6,50,2,1350.909000,0,203.326,272.78,98.027,0,0 +395,6,50,3,2124.760000,0,209.196,25.4635,111.555,0,0 +395,6,50,4,2137.857000,0,212.747,25.4855,115.766,0,0 +395,6,50,5,1739.711000,0,202.653,20.169,90.6985,0,0 +395,6,50,6,2227.316000,0,212.291,28.401,117.737,0,0 +395,6,50,7,1976.772000,0,282.14,20.2575,101.45,0,0 +395,6,50,8,1963.044000,0,170.618,293.566,116.48,0,0 +395,6,50,9,2165.618000,0,322.922,261.868,116.678,0,0 +395,6,50,10,1949.472000,0,152.686,382.245,115.002,0,0 +395,6,50,11,2276.553000,0,315.105,314.741,117.215,0,0 +395,6,50,12,1955.101000,0,141.803,378.732,116.056,0,0 +395,6,75,2,1346.670000,0,203.429,270.659,98.0795,0,0 +395,6,75,3,1747.437000,0,202.597,19.9695,90.4655,0,0 +395,6,75,4,1742.203000,0,201.253,20.054,91.1335,0,0 +395,6,75,5,1730.250000,0,201.376,20.157,90.4905,0,0 +395,6,75,6,1734.936000,0,200.357,20.2025,90.947,0,0 +395,6,75,7,1877.662000,0,259.433,20.2445,91.433,0,0 +395,6,75,8,1632.848000,0,170.694,254.632,90.804,0,0 +395,6,75,9,2142.006000,0,332.026,235.69,117.002,0,0 +395,6,75,10,1764.884000,0,152.321,341.581,91.932,0,0 +395,6,75,11,1771.415000,0,247.91,289.915,93.298,0,0 +395,6,75,12,1948.118000,0,142.015,378.803,116.114,0,0 +395,6,100,2,1353.227000,0,202.975,273.389,98.5045,0,0 +395,6,100,3,1943.074000,0,206.391,22.603,105.864,0,0 +395,6,100,4,1750.669000,0,202.196,20.072,90.8585,0,0 +395,6,100,5,1741.931000,0,202.938,20.2425,90.7695,0,0 +395,6,100,6,2320.943000,0,236.828,26.407,116.434,0,0 +395,6,100,7,2169.722000,0,332.258,20.7225,115.994,0,0 +395,6,100,8,1883.336000,0,169.9,275.065,116.151,0,0 +395,6,100,9,2262.878000,0,321.533,269.454,116.687,0,0 +395,6,100,10,2089.755000,0,174.817,396.923,116.327,0,0 +395,6,100,11,2072.984000,0,284.653,307.649,115.929,0,0 +395,6,100,12,1933.103000,0,141.931,396.071,115.296,0,0 +395,12,0,2,1459.816000,0,256.55,270.888,100.083,0,0 +395,12,0,3,1855.136000,0,255.11,19.942,91.0025,0,0 +395,12,0,4,1856.482000,0,257.083,19.9715,91.4165,0,0 +395,12,0,5,1842.013000,0,254.205,20.0645,91.7935,0,0 +395,12,0,6,2119.404000,0,261.396,20.4175,115.755,0,0 +395,12,0,7,2071.853000,0,305.62,20.3225,92.664,0,0 +395,12,0,8,2091.085000,0,239.699,308.85,110.613,0,0 +395,12,0,9,2313.498000,0,346.951,270.045,116.869,0,0 +395,12,0,10,2118.630000,0,200.645,408.819,107.953,0,0 +395,12,0,11,2193.711000,0,367.302,306.431,115.568,0,0 +395,12,0,12,1971.534000,0,164.029,387.061,115.01,0,0 +395,12,25,2,1575.580000,0,280.287,311.332,98.4815,0,0 +395,12,25,3,1911.666000,0,280.776,53.9105,91.1425,0,0 +395,12,25,4,2309.115000,0,289.176,63.4615,118.216,0,0 +395,12,25,5,2392.366000,0,295.926,67.044,117.675,0,0 +395,12,25,6,1901.884000,0,279.655,53.6755,90.836,0,0 +395,12,25,7,2490.346000,0,401.991,57.094,116.903,0,0 +395,12,25,8,2000.497000,0,220.075,311.813,116.262,0,0 +395,12,25,9,2117.957000,0,346.028,247.361,114.8,0,0 +395,12,25,10,2083.278000,0,189.492,404.057,115.927,0,0 +395,12,25,11,2178.739000,0,357.125,315.398,117.589,0,0 +395,12,25,12,2113.941000,0,172.639,412.838,116.718,0,0 +395,12,50,2,1831.881000,0,336.504,377.716,100.564,0,0 +395,12,50,3,2618.202000,0,362.998,153.403,118.133,0,0 +395,12,50,4,2638.342000,0,367.927,153.945,118.601,0,0 +395,12,50,5,2189.668000,0,338.558,115.245,116.657,0,0 +395,12,50,6,2828.621000,0,438.284,153.238,119.006,0,0 +395,12,50,7,2564.292000,0,474.558,119.538,117.775,0,0 +395,12,50,8,1749.003000,0,246.536,322.999,90.5255,0,0 +395,12,50,9,2229.410000,0,414.233,264.009,116.862,0,0 +395,12,50,10,1947.524000,0,210.022,451.354,111.487,0,0 +395,12,50,11,1892.300000,0,356.357,342.917,90.8285,0,0 +395,12,50,12,2043.720000,0,189.188,458.22,115.434,0,0 +395,12,75,2,1934.387000,0,359.569,406.311,99.3245,0,0 +395,12,75,3,2196.645000,0,365.16,149.712,94.4875,0,0 +395,12,75,4,2148.053000,0,359.089,145.446,91.9305,0,0 +395,12,75,5,2843.611000,0,394.076,197.897,118.239,0,0 +395,12,75,6,2240.015000,0,360.029,145.29,115.017,0,0 +395,12,75,7,2544.315000,0,451.839,148.829,115.883,0,0 +395,12,75,8,2010.329000,0,264.64,371.928,109.544,0,0 +395,12,75,9,2384.461000,0,426.098,369.991,117.764,0,0 +395,12,75,10,2044.359000,0,220.811,449.402,115.651,0,0 +395,12,75,11,2257.906000,0,404.955,377.139,116.907,0,0 +395,12,75,12,2050.492000,0,209.268,465.545,114.226,0,0 +395,12,100,2,2183.960000,0,413.747,471.578,99.828,0,0 +395,12,100,3,2384.107000,0,414.24,207.152,92.1115,0,0 +395,12,100,4,2390.608000,0,414.932,208.192,92.178,0,0 +395,12,100,5,2371.224000,0,413.609,205.725,91.5325,0,0 +395,12,100,6,2430.153000,0,413.137,206.739,110.08,0,0 +395,12,100,7,2950.801000,0,619.575,210.355,119.503,0,0 +395,12,100,8,2110.008000,0,316.819,419.015,99.909,0,0 +395,12,100,9,2084.115000,0,446.287,316.394,91.3055,0,0 +395,12,100,10,1991.115000,0,242.015,471.864,110.037,0,0 +395,12,100,11,2234.590000,0,484.443,388.117,108.035,0,0 +395,12,100,12,1725.536000,0,214.17,403.38,90.7875,0,0 +395,24,0,2,1639.989000,0,361.32,261.448,96.1615,0,0 +395,24,0,3,2103.166000,0,361.404,20.5875,95.8795,0,0 +395,24,0,4,2552.327000,0,368.114,28.1075,117.957,0,0 +395,24,0,5,2092.099000,0,360.619,20.7075,92.7235,0,0 +395,24,0,6,2441.577000,0,364.633,25.1985,117.599,0,0 +395,24,0,7,2192.649000,0,371.917,20.7245,114.137,0,0 +395,24,0,8,1806.898000,0,274.921,257.5,93.3315,0,0 +395,24,0,9,2269.505000,0,396.648,264.187,117.551,0,0 +395,24,0,10,2094.279000,0,232.62,408.463,116.891,0,0 +395,24,0,11,2238.497000,0,340.524,304.963,109.248,0,0 +395,24,0,12,2205.452000,0,239.805,495.966,117.336,0,0 +395,24,25,2,2155.785000,0,466.01,409.369,99.792,0,0 +395,24,25,3,2564.785000,0,472.307,163.425,106.711,0,0 +395,24,25,4,2352.598000,0,462.248,145.54,90.8185,0,0 +395,24,25,5,2691.712000,0,541.11,145.546,116.161,0,0 +395,24,25,6,2349.938000,0,465.716,145.136,91.518,0,0 +395,24,25,7,2516.958000,0,513.955,150.137,92.705,0,0 +395,24,25,8,2228.725000,0,337.289,390.245,117.193,0,0 +395,24,25,9,2536.317000,0,483.204,401.781,117.116,0,0 +395,24,25,10,1853.631000,0,273.091,409.64,91.0685,0,0 +395,24,25,11,2305.174000,0,449.946,364.938,117.185,0,0 +395,24,25,12,2133.613000,0,266.577,436.579,117.654,0,0 +395,24,50,2,2788.651000,0,622.232,560.378,100.781,0,0 +395,24,50,3,3002.032000,0,616.279,304.106,94.465,0,0 +395,24,50,4,2979.269000,0,619.744,298.183,86.167,0,0 +395,24,50,5,3911.775000,0,744.535,422.398,119.721,0,0 +395,24,50,6,3734.809000,0,663.143,424.494,119.205,0,0 +395,24,50,7,3207.107000,0,694.677,304.169,92.934,0,0 +395,24,50,8,2341.337000,0,422.753,465.513,116.27,0,0 +395,24,50,9,2583.974000,0,606.853,385.032,117.368,0,0 +395,24,50,10,1921.594000,0,328.551,493.656,90.1475,0,0 +395,24,50,11,2423.060000,0,524.351,442.365,116.548,0,0 +395,24,50,12,1954.706000,0,280.921,451.563,105.714,0,0 +395,24,75,2,3216.203000,0,705.956,684.863,100.554,0,0 +395,24,75,3,3486.686000,0,707.48,442.225,95.992,0,0 +395,24,75,4,3461.625000,0,712.72,427.823,93.5945,0,0 +395,24,75,5,3491.883000,0,710.457,419.631,115.398,0,0 +395,24,75,6,3414.774000,0,709.226,418.217,93.8745,0,0 +395,24,75,7,3940.430000,0,831.238,453.488,118.057,0,0 +395,24,75,8,2523.119000,0,486.478,545.73,115.263,0,0 +395,24,75,9,2598.430000,0,672.334,467.318,91.473,0,0 +395,24,75,10,2022.882000,0,385.558,548.338,91.7565,0,0 +395,24,75,11,2669.803000,0,616.729,551.766,117.411,0,0 +395,24,75,12,1869.334000,0,316.055,485.743,90.991,0,0 +395,24,100,2,3901.148000,0,880.812,845.36,100.38,0,0 +395,24,100,3,4209.905000,0,878.051,612.71,100.392,0,0 +395,24,100,4,4091.569000,0,880.901,573.893,93.173,0,0 +395,24,100,5,4723.892000,0,886.93,748.231,121.987,0,0 +395,24,100,6,4483.694000,0,947.258,589.345,117.085,0,0 +395,24,100,7,4913.337000,0,1118.15,625.77,98.1235,0,0 +395,24,100,8,2698.333000,0,598.168,646.053,92.0685,0,0 +395,24,100,9,3057.743000,0,826.737,561.307,93.2605,0,0 +395,24,100,10,2833.499000,0,543.723,864.376,117.304,0,0 +395,24,100,11,2505.900000,0,708.572,549.437,92.18,0,0 +395,24,100,12,2344.725000,0,404.533,611.834,117.076,0,0 +395,48,0,2,2095.854000,0,569.083,276.4,100.256,0,0 +395,48,0,3,2799.754000,0,577.141,22.8845,114.755,0,0 +395,48,0,4,2468.906000,0,570.944,20.086,87.2395,0,0 +395,48,0,5,2718.553000,0,620.623,20.2595,93.9965,0,0 +395,48,0,6,2616.546000,0,572.371,20.2305,116.056,0,0 +395,48,0,7,2424.077000,0,516.08,20.3585,117.131,0,0 +395,48,0,8,2317.988000,0,422.206,283.664,116.859,0,0 +395,48,0,9,2339.575000,0,499.439,223.398,116.187,0,0 +395,48,0,10,1889.101000,0,336.449,337.611,91.3935,0,0 +395,48,0,11,2339.764000,0,456.289,326.211,117.239,0,0 +395,48,0,12,2122.507000,0,290.271,370.542,115.793,0,0 +395,48,25,2,3334.013000,0,850.559,600.955,103.394,0,0 +395,48,25,3,4056.468000,0,850.09,454.216,119.842,0,0 +395,48,25,4,3583.026000,0,851.181,348.187,97.13,0,0 +395,48,25,5,3516.397000,0,850.199,329.606,93.896,0,0 +395,48,25,6,3520.944000,0,860.391,326.797,92.342,0,0 +395,48,25,7,3662.449000,0,892.643,331.145,118.259,0,0 +395,48,25,8,2414.906000,0,578.94,468.45,91.445,0,0 +395,48,25,9,2880.284000,0,772.026,418.939,118.479,0,0 +395,48,25,10,2478.415000,0,514.51,553.351,117.592,0,0 +395,48,25,11,2608.551000,0,717.288,471.554,108.591,0,0 +395,48,25,12,2242.610000,0,406.579,502.916,111.28,0,0 +395,48,50,2,4718.826000,0,1178.64,945.099,106.523,0,0 +395,48,50,3,4869.194000,0,1179.43,661.726,93.0195,0,0 +395,48,50,4,4854.372000,0,1168.9,663.651,93.034,0,0 +395,48,50,5,5211.637000,0,1312.9,664.113,118.883,0,0 +395,48,50,6,4935.758000,0,1175.9,665.232,119.071,0,0 +395,48,50,7,5465.009000,0,1411.53,674.034,120.706,0,0 +395,48,50,8,3704.790000,0,841.562,874.001,119.146,0,0 +395,48,50,9,3711.243000,0,1056.57,646.897,114.284,0,0 +395,48,50,10,2431.106000,0,593.548,680.9,92.6725,0,0 +395,48,50,11,3096.803000,0,866.481,674.768,120.611,0,0 +395,48,50,12,2714.194000,0,519.764,721.637,117.479,0,0 +395,48,75,2,5831.213000,0,1414.72,1252.62,104.49,0,0 +395,48,75,3,6007.522000,0,1410.08,973.007,94.277,0,0 +395,48,75,4,5995.464000,0,1402.98,975.814,93.239,0,0 +395,48,75,5,5923.885000,0,1392.01,965.23,94.557,0,0 +395,48,75,6,6945.668000,0,1504.28,1165.11,123.726,0,0 +395,48,75,7,6628.007000,0,1598.12,979.968,96.6,0,0 +395,48,75,8,4161.409000,0,1082.63,1052.27,120.784,0,0 +395,48,75,9,4010.764000,0,1231.08,833.879,92.873,0,0 +395,48,75,10,3116.232000,0,810.367,876.663,118.367,0,0 +395,48,75,11,3518.998000,0,1095.8,803.587,118.507,0,0 +395,48,75,12,2966.497000,0,649.131,1012.66,118.755,0,0 +395,48,100,2,7367.644000,0,1825.74,1590.42,107.839,0,0 +395,48,100,3,8523.819000,0,1813.74,1684.32,124.695,0,0 +395,48,100,4,8137.964000,0,1819.21,1498.72,124.676,0,0 +395,48,100,5,7476.306000,0,1810.84,1302.84,94.522,0,0 +395,48,100,6,7482.702000,0,1818.31,1299.53,95.0575,0,0 +395,48,100,7,8480.694000,0,2178.84,1305.82,109.695,0,0 +395,48,100,8,4962.832000,0,1350.59,1305.33,120.866,0,0 +395,48,100,9,5033.703000,0,1587.41,1039.1,121.368,0,0 +395,48,100,10,3222.417000,0,885.538,1005.15,92.569,0,0 +395,48,100,11,4153.083000,0,1432.2,948.491,119.647,0,0 +395,48,100,12,2867.038000,0,746.542,890.177,111.131,0,0 +395,96,0,2,2934.745000,0,975.82,285.393,104.292,0,0 +395,96,0,3,3722.875000,0,997.675,24.7425,119.143,0,0 +395,96,0,4,3579.717000,0,989.104,21.2705,114.276,0,0 +395,96,0,5,3749.775000,0,1087.94,23.4485,110.116,0,0 +395,96,0,6,3289.465000,0,976.597,20.331,91.163,0,0 +395,96,0,7,2666.939000,0,780.658,20.322,91.1425,0,0 +395,96,0,8,2430.340000,0,692.896,253.249,92.6575,0,0 +395,96,0,9,2256.126000,0,676.825,205.872,84.4955,0,0 +395,96,0,10,2804.789000,0,662.666,473.934,117.751,0,0 +395,96,0,11,2689.338000,0,767.384,320.339,115.798,0,0 +395,96,0,12,2620.871000,0,493.445,487.959,118.457,0,0 +395,96,25,2,5681.418000,0,1619.13,985.733,105.814,0,0 +395,96,25,3,5936.851000,0,1628.06,729.106,99.6185,0,0 +395,96,25,4,6092.729000,0,1702.94,728.648,98.1,0,0 +395,96,25,5,6682.354000,0,1652.77,936.677,123.528,0,0 +395,96,25,6,6061.286000,0,1622.04,710.711,119.574,0,0 +395,96,25,7,5771.986000,0,1625.24,694.465,98.238,0,0 +395,96,25,8,3698.008000,0,1094.15,734.408,117.299,0,0 +395,96,25,9,3715.480000,0,1243.47,646.895,97.0015,0,0 +395,96,25,10,3316.532000,0,922.786,800.075,116.087,0,0 +395,96,25,11,3379.941000,0,1080.65,645.708,118.818,0,0 +395,96,25,12,2993.694000,0,727.395,832.92,118.329,0,0 +395,96,50,2,8546.823000,0,2299.91,1701.66,107.222,0,0 +395,96,50,3,8691.978000,0,2320.72,1391.84,95.862,0,0 +395,96,50,4,9646.260000,0,2294.95,1758.44,124.619,0,0 +395,96,50,5,8677.801000,0,2307.15,1398.02,96.4925,0,0 +395,96,50,6,8623.420000,0,2290.06,1398.73,90.4865,0,0 +395,96,50,7,9642.915000,0,2613.73,1469.37,98.7875,0,0 +395,96,50,8,5231.026000,0,1588.51,1257.85,121.783,0,0 +395,96,50,9,5966.407000,0,1857.12,1368.71,123.636,0,0 +395,96,50,10,3935.490000,0,1135.16,1208.73,119.569,0,0 +395,96,50,11,4568.302000,0,1716.08,983.73,120.531,0,0 +395,96,50,12,3161.044000,0,951.611,916.064,113.859,0,0 +395,96,75,2,10957.959000,0,2802.3,2367.62,110.266,0,0 +395,96,75,3,13082.870000,0,2924,2751.26,125.164,0,0 +395,96,75,4,11736.979000,0,2796.85,2281.6,125.851,0,0 +395,96,75,5,11779.672000,0,2805.4,2296.31,125.707,0,0 +395,96,75,6,11093.473000,0,2791.91,2057.25,95.8365,0,0 +395,96,75,7,12037.270000,0,3164.48,2062.49,97.085,0,0 +395,96,75,8,6330.420000,0,1893.59,1711.58,99.46,0,0 +395,96,75,9,7219.510000,0,2430.49,1632.79,95.293,0,0 +395,96,75,10,4595.736000,0,1500.76,1402.25,93.9005,0,0 +395,96,75,11,5611.921000,0,2033.72,1357.71,104.916,0,0 +395,96,75,12,3946.947000,0,1161.53,1351.73,120.96,0,0 +395,96,100,2,14113.085000,0,3640.97,3071.81,110.729,0,0 +395,96,100,3,15384.242000,0,3663.38,3185.66,123.681,0,0 +395,96,100,4,14522.191000,0,3636.32,2871.47,111.871,0,0 +395,96,100,5,14259.050000,0,3654.59,2778.91,95.846,0,0 +395,96,100,6,14187.626000,0,3627.87,2768.18,93.4515,0,0 +395,96,100,7,16143.299000,0,4306.59,2791.55,124.136,0,0 +395,96,100,8,8072.724000,0,2506.24,2199.15,123.359,0,0 +395,96,100,9,8850.024000,0,3050.45,2004.91,96.4985,0,0 +395,96,100,10,5526.483000,0,1744.21,1786.22,121.115,0,0 +395,96,100,11,6853.540000,0,2626.69,1684.11,123.132,0,0 +395,96,100,12,4654.352000,0,1483.24,1618.67,122.095,0,0 +395,192,0,2,4601.707000,0,1801.37,292.285,104.803,0,0 +395,192,0,3,5321.093000,0,1820.99,21.536,120.045,0,0 +395,192,0,4,5314.946000,0,1821.8,21.6505,121.508,0,0 +395,192,0,5,5365.572000,0,1810.46,24.2765,121.07,0,0 +395,192,0,6,4971.515000,0,1817.99,20.398,88.2525,0,0 +395,192,0,7,3699.609000,0,1351.45,20.675,117.685,0,0 +395,192,0,8,3614.425000,0,1252.83,292.637,109.877,0,0 +395,192,0,9,2890.936000,0,1099.59,207.927,91.78,0,0 +395,192,0,10,2915.832000,0,962.074,374.621,108.655,0,0 +395,192,0,11,2984.722000,0,938.975,311.515,115.098,0,0 +395,192,0,12,3074.387000,0,871.105,525.565,117.826,0,0 +395,192,25,2,10310.054000,0,3146.94,1731.36,109.915,0,0 +395,192,25,3,10431.343000,0,3148.35,1431.63,95.9595,0,0 +395,192,25,4,10380.849000,0,3115.73,1432.58,95.642,0,0 +395,192,25,5,10437.363000,0,3148.89,1415.83,121.573,0,0 +395,192,25,6,10401.804000,0,3154.39,1417.57,95.769,0,0 +395,192,25,7,10329.309000,0,3163.93,1421.29,124.156,0,0 +395,192,25,8,6017.192000,0,2122.61,1240.61,120.941,0,0 +395,192,25,9,6023.373000,0,2269.01,1133.72,95.715,0,0 +395,192,25,10,4596.630000,0,1701.62,1118.73,120.495,0,0 +395,192,25,11,5434.874000,0,2289.48,1033.8,118.976,0,0 +395,192,25,12,3398.469000,0,1288.57,896.524,93.0195,0,0 +395,192,50,2,16083.744000,0,4541.35,3154.44,110.42,0,0 +395,192,50,3,16147.581000,0,4533.83,2836.89,96.1765,0,0 +395,192,50,4,16304.141000,0,4550.91,2888.24,97.1435,0,0 +395,192,50,5,16393.503000,0,4535.63,2942.93,101.126,0,0 +395,192,50,6,16223.645000,0,4534.02,2853.15,119.499,0,0 +395,192,50,7,17292.386000,0,4922.3,2879.12,123.915,0,0 +395,192,50,8,9076.206000,0,3053.94,2264.77,118.421,0,0 +395,192,50,9,10186.754000,0,3534.76,2382.7,115.68,0,0 +395,192,50,10,6666.921000,0,2206.08,2170.19,123.888,0,0 +395,192,50,11,7055.462000,0,2751.42,1737.25,123.412,0,0 +395,192,50,12,5239.035000,0,1848.13,1708.4,121.861,0,0 +395,192,75,2,21072.768000,0,5574.28,4553.35,109.61,0,0 +395,192,75,3,21858.414000,0,5581.22,4457.48,126.793,0,0 +395,192,75,4,21961.759000,0,5587.23,4493.41,125.997,0,0 +395,192,75,5,21158.076000,0,5561.34,4252.21,94.257,0,0 +395,192,75,6,21249.052000,0,5574.58,4248.29,121.756,0,0 +395,192,75,7,23362.033000,0,6341.21,4282.8,124.719,0,0 +395,192,75,8,11380.231000,0,3735.49,3182.02,97.0275,0,0 +395,192,75,9,12998.198000,0,4720.18,3022.06,96.343,0,0 +395,192,75,10,8245.965000,0,2969.44,2552.22,122.941,0,0 +395,192,75,11,9877.774000,0,3950.98,2459.71,123.393,0,0 +395,192,75,12,6515.535000,0,2260.25,2301.27,124.161,0,0 +395,192,100,2,27529.643000,0,7262.41,6010.27,109.576,0,0 +395,192,100,3,27598.985000,0,7279.7,5674.37,97.3525,0,0 +395,192,100,4,27498.321000,0,7266.98,5648.89,96.0555,0,0 +395,192,100,5,27741.426000,0,7243.2,5782.25,95.7735,0,0 +395,192,100,6,27540.738000,0,7269.04,5665.75,96.0405,0,0 +395,192,100,7,31607.270000,0,8637.63,5775.18,121.668,0,0 +395,192,100,8,14780.799000,0,4910.25,4170.31,121.134,0,0 +395,192,100,9,16914.990000,0,6017.62,4022.35,123.05,0,0 +395,192,100,10,9951.033000,0,3479.85,3313.68,126.08,0,0 +395,192,100,11,11870.378000,0,4636.75,3236.94,120.245,0,0 +395,192,100,12,7733.293000,0,2947.75,2646.85,96.5,0,0 +395,384,0,2,7977.679000,0,3464.34,311.764,109.026,0,0 +395,384,0,3,8339.067000,0,3474.68,20.217,94.0095,0,0 +395,384,0,4,8277.756000,0,3445.4,20.414,93.475,0,0 +395,384,0,5,8681.634000,0,3487.37,23.1455,123.548,0,0 +395,384,0,6,8621.840000,0,3458.18,23.384,123.874,0,0 +395,384,0,7,5217.864000,0,2464.76,20.5815,94.472,0,0 +395,384,0,8,5214.191000,0,2345.16,278.082,120.206,0,0 +395,384,0,9,3997.911000,0,1925.18,209.298,92.6855,0,0 +395,384,0,10,4153.470000,0,1791.09,401.018,116.309,0,0 +395,384,0,11,3444.276000,0,1548.7,295.14,95.257,0,0 +395,384,0,12,3284.650000,0,1460.86,312.315,91.4355,0,0 +395,384,25,2,19503.331000,0,6205.31,3198.11,109.01,0,0 +395,384,25,3,19698.786000,0,6244.68,2891.12,94.8075,0,0 +395,384,25,4,20886.600000,0,6264.46,3334.97,125.154,0,0 +395,384,25,5,19653.173000,0,6238.55,2884.92,95.2715,0,0 +395,384,25,6,19692.151000,0,6233.69,2891,96.1435,0,0 +395,384,25,7,18988.804000,0,6066.75,2864.48,120.948,0,0 +395,384,25,8,11088.169000,0,4197.45,2479.72,124.771,0,0 +395,384,25,9,10852.805000,0,4371.07,2132.31,97.6375,0,0 +395,384,25,10,7897.380000,0,3057.26,2211.17,124.561,0,0 +395,384,25,11,7996.507000,0,3458.41,1760.77,122.872,0,0 +395,384,25,12,6195.100000,0,2600.54,1710.63,122.435,0,0 +395,384,50,2,31138.416000,0,9016.73,6067.99,111.642,0,0 +395,384,50,3,31854.640000,0,9109.63,5924.08,110.382,0,0 +395,384,50,4,31347.939000,0,9022.97,5793.02,96.989,0,0 +395,384,50,5,31208.401000,0,9006.88,5749.44,96.547,0,0 +395,384,50,6,31246.669000,0,9020.24,5768.51,96.093,0,0 +395,384,50,7,33444.245000,0,9756.6,5850.53,125.698,0,0 +395,384,50,8,16527.071000,0,6062.47,4231.59,96.1005,0,0 +395,384,50,9,18055.540000,0,6887.93,4032.04,96.302,0,0 +395,384,50,10,11517.792000,0,4425.08,3529.46,120.802,0,0 +395,384,50,11,12742.611000,0,5328.13,3228.8,118.555,0,0 +395,384,50,12,8685.851000,0,3646.53,2707.65,96.393,0,0 +395,384,75,2,41332.158000,0,11124.9,8918.13,109.91,0,0 +395,384,75,3,41451.130000,0,11124.2,8617.51,96.884,0,0 +395,384,75,4,41411.856000,0,11097,8627.32,96.1485,0,0 +395,384,75,5,41664.967000,0,11139.1,8712.31,95.816,0,0 +395,384,75,6,41500.083000,0,11116,8639.95,97.386,0,0 +395,384,75,7,45426.090000,0,12595.9,8607.51,123.94,0,0 +395,384,75,8,21577.843000,0,7428.11,6157.51,95.867,0,0 +395,384,75,9,25006.736000,0,9283.46,5983.08,123.75,0,0 +395,384,75,10,15211.662000,0,5921.36,4775.06,98.68,0,0 +395,384,75,11,18509.026000,0,7732.51,4835.4,124.387,0,0 +395,384,75,12,11515.651000,0,4498.16,3942.92,128.605,0,0 +395,384,100,2,54497.060000,0,14693.5,11802.2,114.299,0,0 +395,384,100,3,56747.048000,0,14732.5,12351.3,127.398,0,0 +395,384,100,4,54319.104000,0,14544.4,11511.4,97.0645,0,0 +395,384,100,5,54301.686000,0,14554.2,11498.3,96.32,0,0 +395,384,100,6,54588.808000,0,14590.7,11582.3,96.499,0,0 +395,384,100,7,61856.814000,0,17190.4,11624,96.9515,0,0 +395,384,100,8,28082.903000,0,9753.81,8078.04,96.376,0,0 +395,384,100,9,32531.092000,0,11863.3,7850.66,96.3605,0,0 +395,384,100,10,18727.190000,0,6925.67,6305.58,122.722,0,0 +395,384,100,11,22264.157000,0,9110.15,6139.31,97.583,0,0 +395,384,100,12,14471.432000,0,5835.11,5034.71,94.472,0,0 +395,768,0,2,14729.729000,0,6832.49,317.39,110.245,0,0 +395,768,0,3,14858.224000,0,6738.95,19.8745,95.414,0,0 +395,768,0,4,15345.196000,0,6827.16,21.742,125.978,0,0 +395,768,0,5,15359.475000,0,6906.74,20.5795,121.593,0,0 +395,768,0,6,15424.268000,0,6834.73,24.805,122.937,0,0 +395,768,0,7,8709.976000,0,4671.07,20.4865,120.051,0,0 +395,768,0,8,9736.867000,0,4944.69,653.924,121.894,0,0 +395,768,0,9,6249.027000,0,3585.09,211.376,94.6675,0,0 +395,768,0,10,6696.952000,0,3497.27,539.475,120.954,0,0 +395,768,0,11,5095.723000,0,2885.07,296.362,92.9885,0,0 +395,768,0,12,5338.446000,0,2771.04,407.579,124.701,0,0 +395,768,25,2,38004.471000,0,12401.7,6113.03,108.151,0,0 +395,768,25,3,38473.200000,0,12414.5,5908.53,118.004,0,0 +395,768,25,4,37848.694000,0,12257.6,5822.64,95.579,0,0 +395,768,25,5,38190.741000,0,12394.4,5857.93,96.9145,0,0 +395,768,25,6,38042.486000,0,12353.5,5812.18,121.19,0,0 +395,768,25,7,36751.255000,0,12065.6,5806.57,98.063,0,0 +395,768,25,8,19672.997000,0,8198.52,4198.16,97.6015,0,0 +395,768,25,9,20433.719000,0,8576.06,4073.24,123.155,0,0 +395,768,25,10,13287.304000,0,6028.48,3302.9,98.0465,0,0 +395,768,25,11,14408.981000,0,6688.02,3220.73,109.568,0,0 +395,768,25,12,10314.660000,0,4967.2,2690.04,96.783,0,0 +395,768,50,2,61267.000000,0,18012.3,11854.6,111.52,0,0 +395,768,50,3,62860.217000,0,18044.3,12186.2,110.748,0,0 +395,768,50,4,62170.511000,0,17994,11841.6,124.942,0,0 +395,768,50,5,61765.899000,0,18013.4,11720.8,121.394,0,0 +395,768,50,6,61488.155000,0,17975.5,11628.3,122.871,0,0 +395,768,50,7,65788.404000,0,19500.8,11816.9,96.9035,0,0 +395,768,50,8,31649.420000,0,12007.9,8200.4,97.3045,0,0 +395,768,50,9,34863.549000,0,13559,7934.7,121.1,0,0 +395,768,50,10,20921.693000,0,8613.69,6310.58,97.7115,0,0 +395,768,50,11,24045.746000,0,10416.9,6244.46,97.4555,0,0 +395,768,50,12,17321.339000,0,7230.12,5856.24,126.095,0,0 +395,768,75,2,81787.781000,0,22218.4,17639.6,110.86,0,0 +395,768,75,3,81835.384000,0,22177.2,17344.8,96.3895,0,0 +395,768,75,4,81827.735000,0,22146.8,17360.1,95.992,0,0 +395,768,75,5,83221.466000,0,22428.5,17674.9,125.844,0,0 +395,768,75,6,81784.946000,0,22150.4,17334.2,118.951,0,0 +395,768,75,7,89503.710000,0,24983.8,17379.2,122.589,0,0 +395,768,75,8,42480.337000,0,14921.5,12266.9,126.948,0,0 +395,768,75,9,49848.334000,0,18453.1,12475.6,127.254,0,0 +395,768,75,10,29302.443000,0,11761.7,9318.21,95.694,0,0 +395,768,75,11,36296.353000,0,15090.2,10097.9,128.278,0,0 +395,768,75,12,22136.128000,0,8917.77,7951.38,125.95,0,0 +395,768,100,2,107661.626000,0,29122.3,23377.6,109.939,0,0 +395,768,100,3,107611.139000,0,29053.6,23099.5,95.9655,0,0 +395,768,100,4,112820.109000,0,29508.3,25021.5,121.273,0,0 +395,768,100,5,107493.551000,0,29030.8,23056.7,96.4985,0,0 +395,768,100,6,108587.512000,0,29172.7,23334.1,126.186,0,0 +395,768,100,7,122685.637000,0,34394.4,23289,95.3195,0,0 +395,768,100,8,54880.282000,0,19414.3,15942.1,93.1575,0,0 +395,768,100,9,64392.251000,0,23675.9,15921.2,96.4135,0,0 +395,768,100,10,36444.141000,0,13890.1,12405.1,96.7545,0,0 +395,768,100,11,43617.494000,0,17961,12320.6,98.1945,0,0 +395,768,100,12,27992.085000,0,11674.8,9766.62,119.654,0,0 +395,1536,0,2,28050.279000,0,13485.1,319.073,113.756,0,0 +395,1536,0,3,28189.627000,0,13399.2,20.3855,93.6465,0,0 +395,1536,0,4,28567.375000,0,13589.3,20.106,96.287,0,0 +395,1536,0,5,28790.115000,0,13700.8,20.1985,96.2975,0,0 +395,1536,0,6,27878.632000,0,13249.3,20.302,96.1905,0,0 +395,1536,0,7,15917.209000,0,9460.31,20.881,123.598,0,0 +395,1536,0,8,15312.786000,0,9010.46,332.103,123.014,0,0 +395,1536,0,9,10711.672000,0,6889.3,215.259,95.1135,0,0 +395,1536,0,10,10440.211000,0,6693.92,343.196,96.7705,0,0 +395,1536,0,11,8434.146000,0,5538.5,299.306,95.0475,0,0 +395,1536,0,12,8991.850000,0,5519.83,558.562,124.358,0,0 +395,1536,25,2,74586.110000,0,24610,11912.4,111.775,0,0 +395,1536,25,3,75803.693000,0,24673.4,12045,109.584,0,0 +395,1536,25,4,74600.770000,0,24573.6,11611.1,96.335,0,0 +395,1536,25,5,74293.834000,0,24441.3,11591.1,96.0755,0,0 +395,1536,25,6,74971.748000,0,24669,11606.6,122.607,0,0 +395,1536,25,7,72373.453000,0,23952.1,11684.7,122.656,0,0 +395,1536,25,8,38239.344000,0,16375.8,8191.14,123,0,0 +395,1536,25,9,39384.121000,0,16942.3,7954.93,96.6445,0,0 +395,1536,25,10,25501.891000,0,11920.3,6430.88,96.3195,0,0 +395,1536,25,11,28578.887000,0,13120,7018.9,127.593,0,0 +395,1536,25,12,20351.560000,0,9967.86,5505.24,121.156,0,0 +395,1536,50,2,121028.051000,0,35651.6,23526.5,110.813,0,0 +395,1536,50,3,121224.517000,0,35725.4,23213,96.1635,0,0 +395,1536,50,4,121530.989000,0,35846.8,23238.9,95.9605,0,0 +395,1536,50,5,121123.624000,0,35536.4,23338.5,95.288,0,0 +395,1536,50,6,122491.259000,0,35934.2,23505.6,126.905,0,0 +395,1536,50,7,129777.289000,0,39035.8,23247.1,95.235,0,0 +395,1536,50,8,61928.987000,0,23850.2,16185.6,97.8385,0,0 +395,1536,50,9,68454.114000,0,26918.9,15774.2,103.217,0,0 +395,1536,50,10,40835.146000,0,17141.2,12448.7,95.5335,0,0 +395,1536,50,11,48177.829000,0,20610.4,13158.8,124.296,0,0 +395,1536,50,12,31545.433000,0,14334.5,9922.14,96.1915,0,0 +395,1536,75,2,163533.789000,0,44567.1,35334.6,110.728,0,0 +395,1536,75,3,163343.185000,0,44426.2,34954,119.015,0,0 +395,1536,75,4,163685.559000,0,44602.9,34900.2,126.303,0,0 +395,1536,75,5,164795.224000,0,44603.2,35406.4,126.968,0,0 +395,1536,75,6,162652.510000,0,44297.8,34802.4,97.315,0,0 +395,1536,75,7,178779.516000,0,50161.7,35114.9,126.595,0,0 +395,1536,75,8,83756.372000,0,29947.9,24256.7,98.2155,0,0 +395,1536,75,9,96398.197000,0,36712,23590,97.127,0,0 +395,1536,75,10,57988.175000,0,23654.1,18428.2,125.07,0,0 +395,1536,75,11,68818.150000,0,29991.1,18188.2,96.9635,0,0 +395,1536,75,12,42003.151000,0,17775,14694,96.405,0,0 +395,1536,100,2,215707.623000,0,58136.8,47241.7,112.882,0,0 +395,1536,100,3,215701.805000,0,58649.7,46469.2,96.498,0,0 +395,1536,100,4,215631.200000,0,58273.1,46651.6,127.144,0,0 +395,1536,100,5,214957.871000,0,58228.6,46443.9,95.4615,0,0 +395,1536,100,6,214753.653000,0,58099.9,46515.6,121.511,0,0 +395,1536,100,7,244373.639000,0,68436.5,46902.6,96.337,0,0 +395,1536,100,8,109519.192000,0,38696.7,32281.3,122.995,0,0 +395,1536,100,9,127115.161000,0,47292,31244.6,97.4015,0,0 +395,1536,100,10,71945.522000,0,27533.3,24778.6,126.504,0,0 +395,1536,100,11,85353.700000,0,35672.4,24044.6,95.6895,0,0 +395,1536,100,12,55111.842000,0,23291.1,19433.3,94.121,0,0 +395,3072,0,2,26872.547000,0,13162.3,166.284,56.1735,0,0 +395,3072,0,3,26564.217000,0,12928.8,8.181,47.486,0,0 +395,3072,0,4,26487.477000,0,12888,8.535,48.0445,0,0 +395,3072,0,5,26973.539000,0,13134.6,8.309,46.293,0,0 +395,3072,0,6,26394.665000,0,12848.8,8.2415,47.061,0,0 +395,3072,0,7,14022.548000,0,8768.32,8.4775,60.5085,0,0 +395,3072,0,8,13697.947000,0,8621.57,153.849,46.9325,0,0 +395,3072,0,9,9707.221000,0,6609.54,105.757,60.517,0,0 +395,3072,0,10,9503.312000,0,6526.6,184.97,47.666,0,0 +395,3072,0,11,7617.231000,0,5271.83,162.958,60.5485,0,0 +395,3072,0,12,7628.278000,0,5256,274.984,60.51,0,0 +395,3072,25,2,71211.859000,0,23604.8,11355.3,56.1995,0,0 +395,3072,25,3,71920.774000,0,23859.3,11250.6,46.728,0,0 +395,3072,25,4,72020.497000,0,23762.3,11406.8,46.956,0,0 +395,3072,25,5,72368.342000,0,23831.1,11429.8,61.774,0,0 +395,3072,25,6,71797.628000,0,23917.7,11149.9,47.525,0,0 +395,3072,25,7,69125.895000,0,23188.4,11231.9,47.0405,0,0 +395,3072,25,8,36810.900000,0,15997.1,7896.6,61.3075,0,0 +395,3072,25,9,38135.158000,0,16335.9,7955.77,62.2975,0,0 +395,3072,25,10,24029.467000,0,11536.7,5962.69,47.545,0,0 +395,3072,25,11,26649.585000,0,12634.6,6360.27,61.7525,0,0 +395,3072,25,12,18694.162000,0,9575.75,4888,60.9195,0,0 +395,3072,50,2,116883.848000,0,34764.7,22503.3,55.8935,0,0 +395,3072,50,3,116886.218000,0,34470.3,22598.6,47.2245,0,0 +395,3072,50,4,116995.432000,0,34644,22482.7,47.9805,0,0 +395,3072,50,5,116973.326000,0,34709.8,22413.2,47.886,0,0 +395,3072,50,6,117144.959000,0,34615.5,22476.2,60.538,0,0 +395,3072,50,7,125945.148000,0,37792.8,22862,46.798,0,0 +395,3072,50,8,59091.993000,0,23128.9,15273.2,61.0265,0,0 +395,3072,50,9,66065.443000,0,26182.6,15248.1,47.4025,0,0 +395,3072,50,10,39322.208000,0,16746.3,11933.9,61.8925,0,0 +395,3072,50,11,44526.376000,0,19889.5,11440.8,60.3665,0,0 +395,3072,50,12,30244.211000,0,13878.4,9623.59,47.534,0,0 +395,3072,75,2,157327.800000,0,43123.7,33845.2,54.6955,0,0 +395,3072,75,3,165011.828000,0,43593.5,36747.6,62.47,0,0 +395,3072,75,4,157142.458000,0,42987.6,33612.5,62.4215,0,0 +395,3072,75,5,158664.773000,0,43048.7,34261.2,62.1855,0,0 +395,3072,75,6,157026.916000,0,42962.5,33645.9,47.453,0,0 +395,3072,75,7,171824.043000,0,48493.4,33591.1,47.635,0,0 +395,3072,75,8,79405.198000,0,28806.5,22773,47.215,0,0 +395,3072,75,9,92588.816000,0,35591.6,22559.9,47.1035,0,0 +395,3072,75,10,55016.598000,0,22849,17367.4,47.9025,0,0 +395,3072,75,11,65758.861000,0,28843.9,17252,60.8035,0,0 +395,3072,75,12,39894.922000,0,17221.5,13800.9,47.218,0,0 +395,3072,100,2,207184.106000,0,56160.3,45161,54.8125,0,0 +395,3072,100,3,207340.315000,0,56390.7,44823,54.621,0,0 +395,3072,100,4,207230.268000,0,56311.9,44794.5,62.06,0,0 +395,3072,100,5,208577.492000,0,56347.9,45306.3,48.174,0,0 +395,3072,100,6,210477.151000,0,56238.5,46406.6,61.7365,0,0 +395,3072,100,7,234721.764000,0,66388.5,44737.5,46.878,0,0 +395,3072,100,8,107391.687000,0,37861.8,31965.7,61.868,0,0 +395,3072,100,9,122777.291000,0,45750.6,30344.8,61.0135,0,0 +395,3072,100,10,68505.599000,0,26834.7,23190.4,47.6525,0,0 +395,3072,100,11,81923.968000,0,34563.4,22943.9,47.6005,0,0 +395,3072,100,12,52686.818000,0,22561.4,18458.5,61.7225,0,0 +395,6144,0,2,52646.173000,0,26055.8,162.622,53.7855,0,0 +395,6144,0,3,51865.699000,0,25586.9,8.1235,47.26,0,0 +395,6144,0,4,52719.289000,0,26007.5,8.4525,48.8345,0,0 +395,6144,0,5,52824.576000,0,26001.4,8.412,60.6405,0,0 +395,6144,0,6,52159.810000,0,25733.1,8.3835,47.47,0,0 +395,6144,0,7,27195.013000,0,17511.8,8.3365,60.428,0,0 +395,6144,0,8,26960.570000,0,17362.8,175.717,60.9345,0,0 +395,6144,0,9,18220.886000,0,13071.8,108.053,46.904,0,0 +395,6144,0,10,18473.349000,0,13118.3,205.686,61.282,0,0 +395,6144,0,11,14162.633000,0,10575.7,161.231,60.863,0,0 +395,6144,0,12,14251.578000,0,10432,357.43,59.271,0,0 +395,6144,25,2,143234.640000,0,47576.2,22816.9,54.612,0,0 +395,6144,25,3,142700.374000,0,47549,22427.9,54.131,0,0 +395,6144,25,4,144093.301000,0,47766,22894.1,47.2235,0,0 +395,6144,25,5,142568.144000,0,47468.7,22456.2,47.3005,0,0 +395,6144,25,6,142883.159000,0,47693.2,22359.2,48.0195,0,0 +395,6144,25,7,137259.479000,0,46025.7,22459.1,47.592,0,0 +395,6144,25,8,72914.816000,0,31737.7,15831.6,61.532,0,0 +395,6144,25,9,74231.822000,0,32429.4,15145.8,61.732,0,0 +395,6144,25,10,47633.143000,0,23075.4,11812.5,62.9725,0,0 +395,6144,25,11,51415.062000,0,25182.4,11555.7,62.3525,0,0 +395,6144,25,12,36392.771000,0,18977.3,9442.9,63.0235,0,0 +395,6144,50,2,233519.663000,0,69502.4,45023.6,54.4095,0,0 +395,6144,50,3,237842.940000,0,70316.9,46050.8,60.5825,0,0 +395,6144,50,4,233899.059000,0,69671.1,44800.2,47.7005,0,0 +395,6144,50,5,233930.987000,0,69678.5,44787.7,61.253,0,0 +395,6144,50,6,234587.807000,0,69947.5,44873,60.4625,0,0 +395,6144,50,7,248829.998000,0,75437.4,44873.1,61.3355,0,0 +395,6144,50,8,117801.006000,0,46371,30419,47.6565,0,0 +395,6144,50,9,130824.120000,0,52059.1,30181.6,47.1975,0,0 +395,6144,50,10,77157.924000,0,33326.8,23168.8,46.9605,0,0 +395,6144,50,11,89486.626000,0,39728.7,23671.6,61.1265,0,0 +395,6144,50,12,58907.682000,0,27600,18393.3,46.784,0,0 +395,6144,75,2,313490.290000,0,85936.8,67457.3,54.4225,0,0 +395,6144,75,3,313433.715000,0,86014.5,67222.9,47.097,0,0 +395,6144,75,4,314087.787000,0,85942.4,67567.6,62.1975,0,0 +395,6144,75,5,313537.377000,0,86216.3,67077.4,47.503,0,0 +395,6144,75,6,312888.875000,0,86003.2,66893.3,62.8505,0,0 +395,6144,75,7,345363.778000,0,97298.8,68111.6,46.5335,0,0 +395,6144,75,8,158294.241000,0,57476.7,45587.4,47.8705,0,0 +395,6144,75,9,185655.887000,0,71854.9,45039.2,60.393,0,0 +395,6144,75,10,109428.414000,0,45720.7,34470.7,46.95,0,0 +395,6144,75,11,130927.219000,0,57798.9,34477.1,59.6395,0,0 +395,6144,75,12,79913.556000,0,34445.8,27893.8,47.243,0,0 +395,6144,100,2,413164.963000,0,112767,89372.1,56.2135,0,0 +395,6144,100,3,413604.145000,0,112415,89828.9,48.997,0,0 +395,6144,100,4,416246.279000,0,112969,90463.5,62.5615,0,0 +395,6144,100,5,413932.216000,0,112771,89613.7,48.4495,0,0 +395,6144,100,6,415350.281000,0,113553,89561.9,58.7405,0,0 +395,6144,100,7,469647.367000,0,132644,89843,59.0625,0,0 +395,6144,100,8,209013.667000,0,75375.5,60801.5,50.1125,0,0 +395,6144,100,9,244350.339000,0,91738.8,59953,49.2285,0,0 +395,6144,100,10,136801.526000,0,53672.1,46479.6,61.5315,0,0 +395,6144,100,11,162888.572000,0,68900.4,45662.3,47.541,0,0 +395,6144,100,12,105252.654000,0,45188,37002.4,47.4885,0,0 +296,6,0,4,2167.595000,0,208.433,23.9605,143.827,21.082,0 +296,6,0,5,2439.423000,0,213.586,28.311,149.557,21.372,0 +296,6,0,6,1942.576000,0,203.084,20.349,137.555,21.0825,0 +296,6,0,7,2022.726000,0,259.771,20.432,123.043,21.253,0 +296,6,0,8,2142.746000,0,196.189,323.928,144.499,21.119,0 +296,6,0,9,2321.999000,0,335.419,259.803,148.952,30.836,0 +296,6,0,10,2169.289000,0,173.462,396.98,150.678,21.054,0 +296,6,0,11,2307.424000,0,316.123,332.906,149.622,21.134,0 +296,6,0,12,1795.157000,0,142.024,355.307,123.204,21.1055,0 +296,6,25,4,2285.629000,0,209.739,26.846,149.883,21.1025,0 +296,6,25,5,1866.052000,0,202.623,19.993,124.285,21.1025,0 +296,6,25,6,2274.594000,0,209.708,27.1155,148.783,21.105,0 +296,6,25,7,2224.541000,0,270.062,20.649,148.469,25.6425,0 +296,6,25,8,2390.197000,0,212.454,379.956,149.514,20.981,0 +296,6,25,9,2074.641000,0,298.575,235.705,130.153,21.202,0 +296,6,25,10,1818.748000,0,152.556,384.849,123.459,21.1415,0 +296,6,25,11,2316.539000,0,287.975,364.043,149.601,21.4105,0 +296,6,25,12,1781.043000,0,142.006,342.45,122.001,20.7535,0 +296,6,50,4,2014.602000,0,206.159,21.901,133.551,20.978,0 +296,6,50,5,1870.134000,0,201.521,20.149,123.578,20.986,0 +296,6,50,6,1992.582000,0,201.507,20.228,144.994,21.043,0 +296,6,50,7,2383.376000,0,321.192,20.489,160.692,20.9555,0 +296,6,50,8,2467.223000,0,214.118,422.809,162.688,29.6395,0 +296,6,50,9,2550.127000,0,349.226,269.951,156.342,21.576,0 +296,6,50,10,1817.832000,0,152.696,383.949,122.969,20.9005,0 +296,6,50,11,1924.726000,0,243.749,325.453,123.378,21.0875,0 +296,6,50,12,2147.280000,0,141.815,413.119,157.448,21.9565,0 +296,6,75,4,1911.029000,0,203.679,20.685,126.033,21.195,0 +296,6,75,5,2033.206000,0,201.807,20.3065,148.335,26.5855,0 +296,6,75,6,1870.558000,0,202.026,20.296,123.306,21.1345,0 +296,6,75,7,2252.442000,0,298.933,20.392,155.126,21.123,0 +296,6,75,8,2059.660000,0,169.905,297.424,148.617,20.997,0 +296,6,75,9,1964.024000,0,289.172,240.342,123.493,20.857,0 +296,6,75,10,1812.677000,0,152.443,385.419,122.712,35.532,0 +296,6,75,11,2664.906000,0,301.445,455.671,166.872,21.3785,0 +296,6,75,12,2186.124000,0,163.497,402.61,151.497,20.9935,0 +296,6,100,4,1875.456000,0,203.897,20.082,123.093,21.0815,0 +296,6,100,5,2088.430000,0,263.147,20.0535,139.697,27.8635,0 +296,6,100,6,2025.772000,0,202.41,20.246,147.042,20.834,0 +296,6,100,7,2101.731000,0,263.643,20.754,130.333,21.0475,0 +296,6,100,8,2165.377000,0,206.664,336.814,146.707,21.477,0 +296,6,100,9,2339.735000,0,316.249,286.008,150.048,21.7535,0 +296,6,100,10,1792.557000,0,152.737,380.99,121.489,25.008,0 +296,6,100,11,2125.411000,0,253.808,347.264,127.794,21.0575,0 +296,6,100,12,1786.521000,0,141.905,356.929,123.145,20.956,0 +296,12,0,4,2377.574000,0,262.837,26.289,149.966,21.1275,0 +296,12,0,5,1976.330000,0,256.156,20.1315,123.143,21.182,0 +296,12,0,6,1911.162000,0,255.359,20.3255,118.811,20.965,0 +296,12,0,7,2068.891000,0,296.223,20.475,122.727,21.007,0 +296,12,0,8,2175.988000,0,206.296,309.623,149.792,24.926,0 +296,12,0,9,2001.385000,0,315.808,232.198,123.266,20.9945,0 +296,12,0,12,2230.622000,0,176.501,437.939,149.371,21.2705,0 +296,12,25,4,2041.169000,0,279.898,53.523,123.978,21.046,0 +296,12,25,5,2258.942000,0,310.271,57.1845,129.802,25.942,0 +296,12,25,6,2030.038000,0,279.575,53.6455,123.298,21.074,0 +296,12,25,7,2471.144000,0,390.53,54.4355,149.488,21.2595,0 +296,12,25,8,2285.957000,0,277.457,330.193,133.712,21,0 +296,12,25,9,2436.092000,0,364.712,276.821,148.623,20.9265,0 +296,12,25,10,1857.518000,0,191.264,403.375,122.992,21.0525,0 +296,12,25,11,2055.139000,0,285.7,336.471,125.976,22.1315,0 +296,12,25,12,2345.056000,0,171.837,411.184,158.916,21.3675,0 +296,12,50,4,2729.816000,0,365.191,149.908,163.809,21.1965,0 +296,12,50,5,2646.531000,0,359.433,147.76,149.76,20.965,0 +296,12,50,6,2661.120000,0,360.836,148.569,150.639,24.2325,0 +296,12,50,7,2945.635000,0,510.713,136.766,150.927,22.146,0 +296,12,50,8,2169.633000,0,246.062,353.43,148.399,20.7055,0 +296,12,50,9,2468.638000,0,407.314,344.552,150.472,27.5755,0 +296,12,50,10,2272.241000,0,212.792,513.991,150.326,21.1465,0 +296,12,50,11,2417.994000,0,397.976,391.617,149.091,26.3915,0 +296,12,50,12,2237.434000,0,189.726,472.588,149.952,20.949,0 +296,12,75,4,2663.116000,0,376.285,185.513,150.965,21.0705,0 +296,12,75,5,2687.907000,0,380.646,186.207,157.409,21.046,0 +296,12,75,6,2378.039000,0,361.985,146.247,146.111,35.67,0 +296,12,75,7,2497.705000,0,441.783,149.619,122.78,20.98,0 +296,12,75,8,2474.300000,0,314.077,434.726,149.267,20.742,0 +296,12,75,9,2168.580000,0,388.855,318.248,124.974,21.123,0 +296,12,75,10,2412.775000,0,249.298,503.934,149.609,21.3125,0 +296,12,75,11,2413.592000,0,403.581,393.718,146.419,24.9895,0 +296,12,75,12,1931.671000,0,200.037,405.75,125.792,21.04,0 +296,12,100,4,3108.467000,0,509.651,270.945,149.188,21.1095,0 +296,12,100,5,2455.797000,0,412.478,207.038,124.709,21.083,0 +296,12,100,6,2585.722000,0,414.991,214.117,148.209,21.109,0 +296,12,100,7,2943.929000,0,536.915,221.796,139.368,24.3075,0 +296,12,100,8,2047.510000,0,297.619,392.037,123.075,20.938,0 +296,12,100,10,2464.423000,0,261.636,568.241,162.742,21.039,0 +296,12,100,11,2607.742000,0,532.264,407.797,154.05,21.047,0 +296,12,100,12,2399.687000,0,246.952,577.759,150.234,21.211,0 +296,24,0,4,2612.382000,0,378.723,25.9225,151.471,20.972,0 +296,24,0,5,2572.117000,0,366.172,26.1675,150.196,21.098,0 +296,24,0,6,2179.630000,0,357.509,20.2545,122.99,21.1885,0 +296,24,0,7,2478.815000,0,378.84,20.717,146.57,21.2895,0 +296,24,0,8,2286.277000,0,275.952,310.388,150.682,20.9585,0 +296,24,0,9,2572.142000,0,421.617,261.918,148.605,26.444,0 +296,24,0,10,2255.053000,0,261.964,393.177,150.385,21.1835,0 +296,24,0,11,2215.493000,0,337.088,327.862,130.406,21.0575,0 +296,24,25,4,2458.544000,0,464.728,147.089,123.479,24.206,0 +296,24,25,5,2444.523000,0,465.065,145.324,122.942,21.3555,0 +296,24,25,6,2457.530000,0,465.2,146.365,124.316,21.311,0 +296,24,25,7,2784.142000,0,521.917,148.248,148.584,25.191,0 +296,24,25,8,2464.267000,0,340.027,432.039,157.346,20.936,0 +296,24,25,9,2691.947000,0,516.38,327.22,146.886,50.6415,0 +296,24,25,10,2099.760000,0,273.626,453.781,124.344,21.254,0 +296,24,25,11,2595.309000,0,472.84,433.349,149.4,22.2885,0 +296,24,25,12,2289.281000,0,240.969,514.527,149.629,21.1195,0 +296,24,50,4,3496.782000,0,628.423,382.375,151.405,79.782,0 +296,24,50,5,3274.552000,0,618.444,297.431,165.314,21.238,0 +296,24,50,6,3150.460000,0,618.594,297.709,150.232,21.007,0 +296,24,50,7,3527.156000,0,704.101,302.496,143.94,27.936,0 +296,24,50,8,2578.362000,0,431.698,519.166,149.42,36.1215,0 +296,24,50,9,2870.876000,0,613.847,486.164,150.933,21.111,0 +296,24,50,10,2297.944000,0,332.506,540.166,124.566,20.9665,0 +296,24,50,11,2655.259000,0,528.508,495.89,149.053,21.5805,0 +296,24,50,12,1972.248000,0,280.94,466.997,123.725,21.154,0 +296,24,75,4,3520.288000,0,707.76,427.021,126.173,21.003,0 +296,24,75,5,3484.365000,0,705.032,420.515,125.311,21.169,0 +296,24,75,6,3696.821000,0,716.06,449.276,128.873,21.1385,0 +296,24,75,7,3944.884000,0,828.902,424.154,164.206,28,0 +296,24,75,8,2754.628000,0,524.252,610.071,140.056,20.8265,0 +296,24,75,10,2300.420000,0,397.573,600.317,135.604,25.8515,0 +296,24,75,12,2518.863000,0,344.578,654.145,148.561,21.299,0 +296,24,100,4,4163.042000,0,880.243,570.833,126.361,20.7205,0 +296,24,100,5,4790.938000,0,885.802,757.38,152.158,21.134,0 +296,24,100,6,4794.262000,0,883.966,755.001,153.935,21.1545,0 +296,24,100,7,5235.464000,0,1136.55,657.147,134.085,22.2385,0 +296,24,100,8,2763.382000,0,598.348,648.629,119.129,21.012,0 +296,24,100,9,3071.402000,0,820.487,587.534,124.422,21.2185,0 +296,24,100,10,2733.417000,0,463.302,799.485,150.754,21.142,0 +296,24,100,11,2647.591000,0,701.148,594.99,124.484,20.94,0 +296,24,100,12,2766.333000,0,399.155,713.945,150.336,21.24,0 +296,48,0,4,2928.987000,0,569.589,24.344,149.525,27.2415,0 +296,48,0,5,2772.513000,0,620.377,21.4675,127.181,20.8865,0 +296,48,0,6,2613.040000,0,567.212,20.415,123.625,21.065,0 +296,48,0,7,2501.607000,0,513.561,20.341,141.375,24.9745,0 +296,48,0,8,2482.947000,0,416.829,312.927,148.322,21.3475,0 +296,48,0,9,2242.243000,0,484.791,233.081,124.788,20.8685,0 +296,48,0,10,2370.583000,0,336.01,407.907,149.638,21.36,0 +296,48,0,11,2546.219000,0,444.547,371.653,161.449,22.59,0 +296,48,0,12,2426.315000,0,323.855,472.452,150.144,21.1485,0 +296,48,25,4,3875.660000,0,849.037,384.248,143.697,20.954,0 +296,48,25,5,3796.574000,0,894.511,328.192,160.457,21.153,0 +296,48,25,6,3729.665000,0,869.215,329.31,125.837,20.6905,0 +296,48,25,7,4027.759000,0,1065.83,330.626,149.946,21.4615,0 +296,48,25,9,3127.632000,0,831.382,453.934,149.599,23.8855,0 +296,48,25,10,2584.322000,0,455.558,642.798,151.88,21.122,0 +296,48,25,11,2602.869000,0,638.221,481.307,132.059,21.1555,0 +296,48,25,12,2578.430000,0,406.504,641.79,145.517,20.927,0 +296,48,50,4,4936.827000,0,1170.37,663.071,127.876,24.1735,0 +296,48,50,5,4978.724000,0,1188.34,667.3,125.529,24.6475,0 +296,48,50,6,4980.711000,0,1177.91,665.42,127.532,21.01,0 +296,48,50,7,5490.194000,0,1318.17,670.45,152.841,24.2385,0 +296,48,50,8,3189.222000,0,802.358,725.923,124.672,44.7875,0 +296,48,50,9,3591.576000,0,1035.28,635.447,150.814,22.003,0 +296,48,50,10,2830.721000,0,592.641,762.766,160.635,21.0195,0 +296,48,50,11,3131.171000,0,857.455,655.783,149.838,34.232,0 +296,48,50,12,2630.519000,0,488.729,677.125,162.625,21.36,0 +296,48,75,2,,,,,,, +296,48,75,4,6472.297000,0,1519.23,1037.57,132.116,21.043,0 +296,48,75,5,7079.681000,0,1416.14,1330.76,158.523,21.219,0 +296,48,75,6,6987.616000,0,1439.46,1216.01,158.691,21.065,0 +296,48,75,7,6662.871000,0,1618.55,981.86,129.414,20.952,0 +296,48,75,8,3733.239000,0,950.744,911.158,126.18,21.065,0 +296,48,75,9,4223.094000,0,1254.77,860.717,149.961,21.7985,0 +296,48,75,10,3319.058000,0,773.842,1016.62,151.116,22.236,0 +296,48,75,11,3524.400000,0,1071.28,830.104,143.725,23.225,0 +296,48,75,12,2474.143000,0,588.644,760.817,124.145,21.087,0 +296,48,100,4,8247.039000,0,1816.95,1522.27,160.268,20.9525,0 +296,48,100,5,7792.519000,0,1830.16,1315.67,154.669,21.2735,0 +296,48,100,6,8218.423000,0,1816.93,1515.1,158.361,21.157,0 +296,48,100,7,8595.983000,0,2167.6,1316.78,147.582,23.004,0 +296,48,100,8,5144.602000,0,1251.75,1378.85,154.194,29.5815,0 +296,48,100,9,5139.506000,0,1595.82,1058.36,154.463,20.9765,0 +296,48,100,10,3481.670000,0,885.771,1071.07,150.617,20.7685,0 +296,48,100,11,3819.668000,0,1251.99,955.032,126.272,21.849,0 +296,96,0,4,3916.890000,0,988.384,28.161,164.136,21.111,0 +296,96,0,5,3473.807000,0,987.515,20.386,127.833,20.829,0 +296,96,0,6,3420.958000,0,966.232,20.6155,123.75,20.9995,0 +296,96,0,7,3068.482000,0,824.084,20.52,147.325,23.3985,0 +296,96,0,8,2802.799000,0,695.052,272.028,145.048,29.022,0 +296,96,0,9,2764.720000,0,702.697,274.656,144.776,21.179,0 +296,96,0,11,2679.470000,0,607.657,323.153,149.09,21.208,0 +296,96,0,12,2595.854000,0,454.584,391.021,148.308,20.8145,0 +296,96,25,4,6050.414000,0,1668.57,710.961,129.457,22.176,0 +296,96,25,5,6102.034000,0,1668.76,710.426,129.181,21.2145,0 +296,96,25,6,5890.289000,0,1609.53,698.372,127.407,21.0745,0 +296,96,25,7,6307.057000,0,1701.17,762.371,149.841,21.1245,0 +296,96,25,8,3826.138000,0,1095.43,748.59,151.473,20.735,0 +296,96,25,9,3744.576000,0,1224.4,667.883,125.02,21.1885,0 +296,96,25,11,3450.899000,0,1069.48,679.522,151.481,21.4345,0 +296,96,25,12,3072.175000,0,679.92,763.91,149.459,20.99,0 +296,96,50,4,8754.022000,0,2293.21,1408.8,130.277,21.071,0 +296,96,50,5,8779.815000,0,2316.02,1401.69,129.975,21.3245,0 +296,96,50,6,8800.482000,0,2297.21,1389.85,157.856,21.225,0 +296,96,50,7,9360.361000,0,2527.39,1400.04,147.625,23.6675,0 +296,96,50,8,5606.278000,0,1580.93,1428.16,170.665,21.127,0 +296,96,50,9,5489.518000,0,1844.08,1127.59,128.146,21.252,0 +296,96,50,10,4138.844000,0,1152.43,1277.25,153.444,21.0785,0 +296,96,50,11,4392.435000,0,1586.15,999.139,137.342,22.1155,0 +296,96,50,12,3555.583000,0,995.244,1102.84,151.234,21.25,0 +296,96,75,4,11766.566000,0,2789.73,2273.06,159.567,21.2405,0 +296,96,75,5,12720.538000,0,2933.6,2542.11,164.493,38.9685,0 +296,96,75,6,11237.223000,0,2790.98,2073.67,133.588,20.949,0 +296,96,75,7,12222.427000,0,3170.72,2085.8,150.446,22.38,0 +296,96,75,8,6686.717000,0,1962.27,1764.11,158.473,20.845,0 +296,96,75,9,7283.240000,0,2431.39,1584.26,157.697,24.05,0 +296,96,75,10,5082.715000,0,1512.42,1633.22,155.946,21.2195,0 +296,96,75,12,4143.521000,0,1231.85,1387.65,154.032,30.1835,0 diff --git a/serial_data.csv b/serial_data.csv new file mode 100644 index 0000000..e00da26 --- /dev/null +++ b/serial_data.csv @@ -0,0 +1,350 @@ +395,6,0,1,549.759000,0,198.494,179.04,44.75,0,5.646 +395,6,25,1,539.196000,0,192.308,174.378,44.006,0,5.7 +395,6,50,1,545.386000,0,194.225,175.032,44.278,0,5.927 +395,6,75,1,538.549000,0,192.113,174.572,44.31,0,5.81 +395,6,100,1,534.157000,0,190.598,173.702,43.868,0,5.602 +395,12,0,1,650.557000,0,299.869,175.52,43.862,0,5.714 +395,12,25,1,716.742000,0,298.586,240.301,43.899,0,5.618 +395,12,50,1,849.290000,0,307.962,358.582,44.223,0,5.542 +395,12,75,1,920.849000,0,310.502,420.083,43.979,0,5.738 +395,12,100,1,1054.387000,0,315.848,536.545,43.719,0,5.646 +395,24,0,1,856.342000,0,509.837,175.68,44.306,0,5.651 +395,24,25,1,1126.995000,0,519.368,417.692,43.949,0,5.609 +395,24,50,1,1484.150000,0,540.539,721.214,44.514,0,5.697 +395,24,75,1,1739.532000,0,546.198,948.77,43.965,0,5.934 +395,24,100,1,2082.455000,0,572.68,1242.61,43.545,0,5.583 +395,48,0,1,1276.894000,0,931.671,175.357,43.495,0,5.582 +395,48,25,1,1956.367000,0,959.247,770.052,43.913,0,5.817 +395,48,50,1,2697.496000,0,999.041,1420.5,43.797,0,5.542 +395,48,75,1,3390.911000,0,1031.05,2000.94,43.021,0,5.242 +395,48,100,1,4136.318000,0,1075.75,2659.19,43.631,0,5.49 +395,96,0,1,2139.228000,0,1765.26,176.071,44.43,0,5.713 +395,96,25,1,3628.631000,0,1859.72,1475.51,43.099,0,5.36 +395,96,50,1,5177.524000,0,1911.78,2849.03,43.327,0,5.479 +395,96,75,1,6682.658000,0,2024.98,4125.85,43.24,0,5.318 +395,96,100,1,8198.569000,0,2073.83,5471.32,43.511,0,5.385 +395,192,0,1,3847.869000,0,3492.82,175.951,44.422,0,5.743 +395,192,25,1,6906.472000,0,3597.19,2888.98,43.429,0,5.455 +395,192,50,1,10144.337000,0,3748.11,5716.55,43.066,0,5.315 +395,192,75,1,13237.425000,0,3974.05,8345.36,43.151,0,5.268 +395,192,100,1,16347.043000,0,4078.72,11107.3,42.765,0,5.274 +395,384,0,1,7120.758000,0,6766.8,175.718,43.86,0,5.581 +395,384,25,1,13375.503000,0,6976.33,5723.54,42.71,0,5.186 +395,384,50,1,19967.603000,0,7444.26,11334,43.624,0,5.334 +395,384,75,1,26376.554000,0,7886.18,16809.7,43.222,0,5.304 +395,384,100,1,32577.355000,0,8053.7,22353.8,42.574,0,5.224 +395,768,0,1,13901.559000,0,13545.2,176.331,44.174,0,5.889 +395,768,25,1,26675.829000,0,14140.2,11360.2,42.565,0,5.181 +395,768,50,1,39531.541000,0,14799.1,22534.3,43.083,0,5.233 +395,768,75,1,53427.566000,0,15832.7,34341.4,43.407,0,5.299 +395,768,100,1,65238.720000,0,15970.5,45062.9,42.751,0,5.325 +395,1536,0,1,27389.534000,0,26994.6,181.102,45.325,0,6.374 +395,1536,25,1,53023.014000,0,28211.6,22604.6,43.69,0,5.518 +395,1536,50,1,78662.469000,0,29400.7,45048.5,42.449,0,5.455 +395,1536,75,1,105705.000000,0,31277.1,68149.6,43.251,0,5.336 +395,1536,100,1,130351.834000,0,31837.4,90227.8,42.608,0,5.289 +395,3072,0,1,26108.282000,0,25928.4,90.142,21.552,0,2.923 +395,3072,25,1,51052.296000,0,27237.6,21774.2,20.862,0,2.634 +395,3072,50,1,75797.875000,0,28424.5,43377.2,20.751,0,2.677 +395,3072,75,1,100778.411000,0,29895.3,64948.5,20.661,0,2.665 +395,3072,100,1,125369.237000,0,30816.9,86686.7,20.828,0,2.644 +395,6144,0,1,51601.931000,0,51423.3,89.516,21.341,0,2.831 +395,6144,25,1,101723.033000,0,54382.4,43360.8,20.898,0,2.637 +395,6144,50,1,151128.302000,0,56093.5,87120.6,20.673,0,2.587 +395,6144,75,1,201902.363000,0,60077.1,130069,20.617,0,2.717 +395,6144,100,1,250345.872000,0,61134.3,173470,21.036,0,2.75 +395,12288,0,1,210229.234000,0,209855,180.033,44.287,0,5.822 +395,12288,25,1,419751.795000,0,223668,179743,43.816,0,5.547 +395,12288,50,1,626642.153000,0,234890,359220,44.121,0,5.59 +395,12288,75,1,834582.246000,0,247474,538499,44.078,0,5.464 +395,12288,100,1,1037064.212000,0,254443,718016,45.52,0,6.031 +395,24576,0,1,426136.132000,0,425732,183.552,45.022,0,6.581 +395,24576,25,1,842067.721000,0,450599,358969,44.721,0,6.373 +395,24576,50,1,1257499.045000,0,469033,723130,45.858,0,6.576 +395,24576,75,1,1671219.441000,0,493617,1.08067e+06,45.895,0,6.878 +395,24576,100,1,2074083.201000,0,505791,1.43844e+06,46.023,0,6.675 +395,49152,0,1,857378.614000,0,856919,188.561,45.083,0,6.554 +395,49152,25,1,1687641.660000,0,902920,720023,46.387,0,6.498 +395,49152,50,1,2548534.595000,0,947686,1.47017e+06,46.128,0,6.661 +395,49152,75,1,3347869.256000,0,989910,2.16169e+06,45.746,0,6.557 +395,49152,100,1,4145488.776000,0,1.00892e+06,2.87524e+06,45.874,0,6.835 +296,6,0,1,1240.696000,0,195.042,175.846,43.328,684.729,5.895 +296,6,25,1,945.627000,0,194.563,176.221,44.039,388.328,5.988 +296,6,50,1,912.854000,0,191.391,175.688,44.023,337.619,6.029 +296,6,75,1,1224.518000,0,194.847,175.928,43.76,664.276,6.079 +296,6,100,1,917.804000,0,194.953,176.225,44.125,358.756,6.055 +296,12,0,1,1111.275000,0,302.633,177.483,43.797,439.377,6.187 +296,12,25,1,1016.338000,0,299.803,245.165,43.847,278.859,5.956 +296,12,50,1,1243.907000,0,307.459,366.917,44.565,356.951,6.273 +296,12,75,1,1261.648000,0,309.223,422.364,44.343,315.94,6.001 +296,12,100,1,1413.922000,0,316.506,544.621,44.124,325.045,6.383 +296,24,0,1,1205.358000,0,511.577,176.086,43.462,326.323,6.04 +296,24,25,1,1485.729000,0,521.891,427.064,44.457,319.656,6.185 +296,24,50,1,1912.777000,0,578.01,759.039,46.866,325.694,6.794 +296,24,75,1,2169.033000,0,548.904,952.092,44.06,401.292,6.033 +296,24,100,1,2524.188000,0,572.867,1247.89,43.296,410.756,6.036 +296,48,0,1,1627.356000,0,930.865,177.048,43.933,324.268,6.146 +296,48,25,1,2373.341000,0,962.331,775.89,44.001,378.835,6.086 +296,48,50,1,3333.177000,0,1003.66,1424.47,44.256,582.146,6.286 +296,48,75,1,3742.655000,0,1048.08,2013.32,43.726,310.913,6.306 +296,48,100,1,4614.081000,0,1074.99,2655.03,43.543,465.212,5.983 +296,96,0,1,2509.616000,0,1779.31,177.491,44.501,349.161,6.201 +296,96,25,1,3931.619000,0,1838.52,1480.49,44.043,288.195,6.088 +296,96,50,1,5531.521000,0,1925.07,2838.57,44.429,320.341,6.294 +296,96,75,1,7136.812000,0,2039.59,4189.8,43.829,335.822,6.163 +296,96,100,1,8600.817000,0,2080.75,5496.69,44.301,336.964,6.304 +296,192,0,1,4208.253000,0,3457.66,178.47,44.14,368.72,6.152 +296,192,25,1,7300.590000,0,3594.2,2892.4,43.983,363.751,6.207 +296,192,50,1,10531.867000,0,3746.62,5658.32,43.613,428.869,6.001 +296,192,75,1,13663.381000,0,3979.17,8374.42,44.223,360.123,6.416 +296,192,100,1,16823.409000,0,4088.57,11125.4,43.203,407.023,6.039 +296,384,0,1,7657.729000,0,6816.58,178.957,44.354,454.317,6.198 +296,384,25,1,13912.028000,0,7102.5,5734.69,44.011,366.621,6.074 +296,384,50,1,20259.343000,0,7427.34,11317.8,43.952,309.228,6.003 +296,384,75,1,26751.699000,0,7870.18,16834.8,43.896,341.006,6.482 +296,384,100,1,32859.560000,0,8020.26,22336.1,44.226,302.425,6.457 +296,768,0,1,14133.986000,0,13449.2,179.064,43.875,297.146,6.293 +296,768,25,1,27070.149000,0,14181.9,11337,43.663,335.312,6.396 +296,768,50,1,40111.353000,0,14829.7,22695,43.848,363.84,6.248 +296,768,75,1,52765.075000,0,15572.8,33687.5,42.915,288.055,6.044 +296,768,100,1,65444.760000,0,15956,44922.7,43.726,320.591,6.176 +296,1536,0,1,28125.389000,0,27328.4,181.191,44.565,395.397,6.492 +296,1536,25,1,53234.085000,0,28096.7,22592.6,43.84,323.192,6.461 +296,1536,50,1,78985.605000,0,29232.1,45060.8,43.802,429.752,6.241 +296,1536,75,1,106183.830000,0,31169.5,68334.2,44.142,392.498,6.382 +296,1536,100,1,130293.700000,0,31731.2,89995.7,43.721,309.517,6.371 +296,3072,0,1,26120.494000,0,25920.6,92.816,21.784,0,3.294 +296,3072,25,1,50766.809000,0,27003.3,21707.7,21.429,0,3.187 +296,3072,50,1,75827.963000,0,28466.4,43355.3,21.373,0,2.978 +296,3072,75,1,101158.697000,0,30087.9,65066.2,21.524,0,3.055 +296,3072,100,1,124950.090000,0,30606.9,86466.2,20.975,0,2.928 +296,6144,0,1,51742.205000,0,51545.8,91.818,21.364,0,3.076 +296,6144,25,1,101788.022000,0,54296.1,43476.2,21.269,0,3.01 +296,6144,50,1,150967.332000,0,56557.5,86512.5,21.531,0,3.036 +296,6144,75,1,201744.807000,0,59847.5,130119,21.183,0,3.036 +296,6144,100,1,253771.376000,0,61199.4,176861,21.528,0,3.043 +296,12288,0,1,215948.332000,0,215064,182.747,44.631,479.983,6.515 +296,12288,25,1,422436.080000,0,224615,181142,43.556,311.463,6.075 +296,12288,50,1,625400.506000,0,233893,358816,44.968,354.616,6.517 +296,12288,75,1,835434.772000,0,247583,539012,45.354,335.571,6.56 +296,12288,100,1,1038212.702000,0,254358,718865,45.216,382.794,6.73 +296,24576,0,1,426780.121000,0,425911,183.976,44.99,459.404,6.937 +296,24576,25,1,839216.733000,0,446750,359628,44.371,479.778,6.448 +296,24576,50,1,1249819.104000,0,466507,718476,44.859,364.402,6.772 +296,24576,75,1,1672521.366000,0,493129,1.08195e+06,45.25,327.505,6.473 +296,24576,100,1,2095464.840000,0,511544,1.45361e+06,46.275,357.715,6.683 +296,49152,0,1,861155.653000,0,860225,185.748,44.727,469.301,6.832 +296,49152,25,1,1688411.868000,0,902616,720603,45.485,584.024,6.819 +296,49152,50,1,2508479.305000,0,940183,1.4385e+06,44.742,411.592,5.986 +296,49152,75,1,3323433.665000,0,974547,2.15223e+06,45.183,390.435,6.152 +296,49152,100,1,4143260.358000,0,1.00758e+06,2.87437e+06,45.27,387.559,5.959 +197,6,0,1,1158.270000,0,193.083,174.378,42.41,623.772,5.607 +197,6,25,1,1022.917000,0,193.562,174.815,42.141,482.519,5.511 +197,6,50,1,1011.356000,0,192.734,174.369,42.408,478.065,5.558 +197,6,75,1,1012.512000,0,193.33,174.032,42.471,479.888,5.562 +197,6,100,1,1031.362000,0,192.542,174.186,42.521,501.048,5.544 +197,12,0,1,1168.918000,0,298.631,174.609,42.324,531.009,5.558 +197,12,25,1,1132.923000,0,300.144,241.89,42.969,418.922,5.506 +197,12,50,1,1691.795000,0,307.677,359.491,42.658,840.559,5.43 +197,12,75,1,1492.798000,0,308.857,418.179,42.17,567.593,5.611 +197,12,100,1,1716.853000,0,316.157,537.056,42.646,661.114,5.647 +197,24,0,1,1313.217000,0,509.942,174.425,42.433,462.045,5.477 +197,24,25,1,1621.874000,0,523.261,420.064,42.878,483.652,5.541 +197,24,50,1,1899.804000,0,539.247,715.045,42.608,425.084,5.68 +197,24,75,1,2188.831000,0,547.781,947.696,41.894,452.533,5.479 +197,24,100,1,2524.449000,0,572.437,1243.57,42.366,440.107,5.536 +197,48,0,1,1883.239000,0,933.575,175.768,42.67,603.449,5.533 +197,48,25,1,2543.959000,0,961.018,771.664,43.098,584.544,5.687 +197,48,50,1,3234.345000,0,998.316,1414.87,42.341,531.277,5.516 +197,48,75,1,3810.669000,0,1048.75,2021.92,42.252,399.573,5.386 +197,48,100,1,4636.258000,0,1071.46,2649.85,42.259,501.602,5.299 +197,96,0,1,2840.101000,0,1778.04,175.682,42.475,699.186,5.532 +197,96,25,1,4101.629000,0,1838.91,1475.94,42.02,494.396,5.362 +197,96,50,1,5607.492000,0,1916.8,2838.06,43.479,402.362,6.224 +197,96,75,1,7279.049000,0,2026.96,4134.08,42.563,562.241,5.723 +197,96,100,1,8796.255000,0,2069.24,5474.69,42.186,598.815,5.362 +197,192,0,1,4407.770000,0,3446.69,175.702,42.424,604.901,5.562 +197,192,25,1,7330.506000,0,3591.11,2895.09,41.84,421.358,5.378 +197,192,50,1,10608.158000,0,3763.44,5663.54,42.412,512.06,5.315 +197,192,75,1,13717.809000,0,3966.65,8338.47,42.034,502.421,5.257 +197,192,100,1,16866.589000,0,4049.12,11099.1,41.308,559.624,5.247 +197,384,0,1,7592.897000,0,6800.49,176.615,42.86,438.478,5.436 +197,384,25,1,13778.477000,0,6949.12,5693.09,41.533,454.421,5.187 +197,384,50,1,20316.785000,0,7419.26,11281.5,41.654,439.427,5.277 +197,384,75,1,26943.478000,0,7828.38,16940.4,41.809,502.951,5.213 +197,384,100,1,33258.387000,0,8046.79,22381.2,41.481,659.451,5.266 +197,768,0,1,14268.971000,0,13474.1,176.2,42.288,426.044,5.668 +197,768,25,1,27091.679000,0,14063.8,11322.9,41.907,522.053,5.434 +197,768,50,1,39935.372000,0,14699.2,22509.9,41.848,544.411,5.37 +197,768,75,1,53113.172000,0,15613.9,33830.4,41.745,472.646,5.273 +197,768,100,1,65647.539000,0,16024.9,44912,41.557,518.615,5.238 +197,1536,0,1,27861.314000,0,27041,176.948,42.568,465.928,5.435 +197,1536,25,1,53503.847000,0,28238.4,22623.1,41.25,451.554,5.232 +197,1536,50,1,79155.524000,0,29378.2,45031.4,41.956,542.208,5.507 +197,1536,75,1,105412.642000,0,31143.3,67466.9,41.952,591.699,5.569 +197,1536,100,1,131870.092000,0,32088.9,90994,41.713,510.461,5.255 +197,3072,0,1,26202.058000,0,26025.3,88.64,21.339,0,2.653 +197,3072,25,1,50982.251000,0,27216,21729.5,20.843,0,2.577 +197,3072,50,1,75702.112000,0,28327.5,43367.3,20.801,0,2.571 +197,3072,75,1,101018.060000,0,30124,64918.5,21.528,0,3.224 +197,3072,100,1,126091.166000,0,30722.9,87438.4,20.812,0,2.659 +197,6144,0,1,52525.299000,0,52344.8,90.742,21.619,0,2.756 +197,6144,25,1,101631.778000,0,54215.1,43416.5,20.42,0,2.631 +197,6144,50,1,151388.486000,0,56755.6,86736.8,20.505,0,2.502 +197,6144,75,1,202016.307000,0,60071.5,130182,20.785,0,2.576 +197,6144,100,1,250583.529000,0,61536,173391,21.034,0,2.683 +197,12288,0,1,217196.134000,0,216295,180.333,42.762,537.027,5.662 +197,12288,25,1,423240.526000,0,223963,182096,43.277,661.904,6.399 +197,12288,50,1,633761.330000,0,234981,365681,43.425,584.242,6.259 +197,12288,75,1,835415.690000,0,247605,538964,43.859,476.41,6.385 +197,12288,100,1,1039466.525000,0,254324,720025,44.547,570.53,6.518 +197,24576,0,1,432889.849000,0,431952,182.879,43.881,529.434,6.551 +197,24576,25,1,841158.788000,0,447861,360282,43.971,590.23,6.443 +197,24576,50,1,1252051.175000,0,467592,719073,45.186,631.905,6.697 +197,24576,75,1,1672329.335000,0,494668,1.07992e+06,44.933,478.766,6.504 +197,24576,100,1,2072071.784000,0,504153,1.43789e+06,44.83,502.232,6.668 +197,49152,0,1,869412.542000,0,868382,186.468,44.207,619.687,6.629 +197,49152,25,1,1671120.764000,0,889869,716060,44.575,557.79,6.527 +197,49152,50,1,2578503.596000,0,954478,1.49082e+06,45.329,477.917,6.642 +197,49152,75,1,3350827.584000,0,989318,2.16426e+06,45.96,549.902,6.964 +197,49152,100,1,4156784.062000,0,1.01649e+06,2.87876e+06,45.263,569.831,6.688 +79,6,0,1,954.621000,0,195.021,175.375,43.045,397.151,5.788 +79,6,25,1,986.139000,0,194.37,175.852,43.041,419.059,5.63 +79,6,50,1,1049.826000,0,191.014,175.426,43.229,497.341,5.687 +79,6,75,1,957.070000,0,195.252,175.534,43.562,398.887,5.778 +79,6,100,1,1168.750000,0,196.283,175.125,42.611,612.101,5.721 +79,12,0,1,1282.062000,0,302.453,177.247,43.094,611.206,5.823 +79,12,25,1,1541.268000,0,302.278,247.129,43.701,796.089,5.914 +79,12,50,1,1644.890000,0,308.978,367.694,44.37,747.233,6.302 +79,12,75,1,1710.352000,0,309.95,422.585,42.999,764.632,5.763 +79,12,100,1,1768.156000,0,315.556,540.979,43.632,640.576,5.929 +79,24,0,1,1412.867000,0,509.867,177.106,43.474,528.506,5.873 +79,24,25,1,1565.289000,0,521.434,427.384,44.497,400.161,5.83 +79,24,50,1,1885.181000,0,540.731,717.208,43.164,382.951,5.917 +79,24,75,1,2125.131000,0,546.044,954.697,43.491,353.36,6.156 +79,24,100,1,2563.905000,0,571.496,1247.74,43.734,447.152,6.126 +79,48,0,1,1851.570000,0,935.287,177.828,44.043,537.775,6.115 +79,48,25,1,2671.030000,0,959.089,775.906,42.871,682.696,5.788 +79,48,50,1,3078.177000,0,996.438,1423.01,43.538,343.754,6.081 +79,48,75,1,3875.301000,0,1048.82,2014.91,43.892,441.024,5.974 +79,48,100,1,4663.215000,0,1070.52,2658.07,43.81,503.825,6.223 +79,96,0,1,2651.857000,0,1779.21,179.589,44.616,466.833,6.42 +79,96,25,1,3955.775000,0,1839.48,1482.02,43.352,313.901,5.976 +79,96,50,1,5820.368000,0,1939.29,2888.13,44.414,537.539,6.187 +79,96,75,1,7201.880000,0,2021.41,4127.3,43.834,475.97,6.236 +79,96,100,1,8696.059000,0,2073.91,5494.38,44.566,428.411,6.428 +79,192,0,1,4618.325000,0,3458.72,181.074,44.712,770.406,6.109 +79,192,25,1,7461.042000,0,3585.4,2895.36,43.315,511.273,5.927 +79,192,50,1,10662.619000,0,3741.28,5655.59,43.607,568.143,5.908 +79,192,75,1,13602.903000,0,3976.36,8363.03,43.595,315.653,6.224 +79,192,100,1,16836.039000,0,4065,11105.5,43.346,467.994,6.447 +79,384,0,1,7748.748000,0,6920.36,180.515,44.363,435.113,6.331 +79,384,25,1,14179.497000,0,7095.2,5722.21,43.681,653.935,6.26 +79,384,50,1,20399.235000,0,7437.3,11284.7,43.471,470.247,6.064 +79,384,75,1,26718.546000,0,7837.14,16802.7,43.13,374.862,6.133 +79,384,100,1,33086.828000,0,8055.08,22444.1,43.515,381.043,6.046 +79,768,0,1,14276.801000,0,13469.7,178.326,43.756,417.679,6.073 +79,768,25,1,27270.953000,0,14060.8,11378.7,44.86,602.094,6.402 +79,768,50,1,39943.471000,0,14757.5,22575,43.189,393.292,6.187 +79,768,75,1,53089.973000,0,15632,33878.5,43.848,323.695,6.236 +79,768,100,1,65557.400000,0,15959.3,45046.8,44.14,318.546,6.283 +79,1536,0,1,27934.186000,0,27048,181.314,44.164,489.685,6.271 +79,1536,25,1,53694.104000,0,28216.4,22832.2,44.12,417.35,6.636 +79,1536,50,1,81322.427000,0,29996.2,46556.6,44.43,418.342,6.297 +79,1536,75,1,105249.704000,0,31042.3,67547.4,43.562,405.312,6.022 +79,1536,100,1,130758.278000,0,31966.3,90099.1,44.082,436.85,6.447 +79,3072,0,1,26335.411000,0,25976.7,92.041,22.147,162.425,2.953 +79,3072,25,1,51019.044000,0,27076.7,21718.2,21.98,171.155,3.065 +79,3072,50,1,75831.915000,0,28271.5,43332.3,21.698,213.99,2.997 +79,3072,75,1,101578.557000,0,30006.2,65373.7,22.15,197.455,3.141 +79,3072,100,1,125180.912000,0,30608.3,86454.2,21.687,239.311,3.035 +79,6144,0,1,52443.692000,0,52058.1,91.449,21.767,189.802,2.93 +79,6144,25,1,100648.883000,0,53260.6,43119.4,21.506,212.411,3.006 +79,6144,50,1,151374.271000,0,56671.7,86639,21.746,170.608,3.069 +79,6144,75,1,201462.440000,0,59630.6,129829,21.89,230.732,3.071 +79,6144,100,1,250675.615000,0,61282.1,173556,21.6,162.883,2.911 +79,12288,0,1,217113.553000,0,216224,183.279,44.456,484.044,6.526 +79,12288,25,1,424187.099000,0,224835,182289,44.145,475.797,6.307 +79,12288,50,1,629091.103000,0,233955,361540,43.546,396.724,6.312 +79,12288,75,1,844097.518000,0,248293,546724,45.693,485.298,6.449 +79,12288,100,1,1044344.236000,0,254059,724958,45.646,529.861,6.696 +79,24576,0,1,432766.570000,0,432009,183.055,44.722,351.269,6.613 +79,24576,25,1,840589.013000,0,448714,359142,44.546,411.684,6.591 +79,24576,50,1,1252980.578000,0,467484,720397,45.83,484.436,6.623 +79,24576,75,1,1671051.693000,0,495293,1.07853e+06,45.535,399.904,6.583 +79,24576,100,1,2072303.677000,0,505469,1.43704e+06,45.094,545.051,6.406 +79,49152,0,1,868613.008000,0,867795,187.294,45.191,399.351,6.743 +79,49152,25,1,1684137.703000,0,897554,721334,46.105,484.653,6.752 +79,49152,50,1,2509549.874000,0,938636,1.44068e+06,45.33,518.801,6.841 +79,49152,75,1,3339923.143000,0,987355,2.15688e+06,46.129,399.113,6.647 +79,49152,100,1,4172158.645000,0,1.02126e+06,2.88654e+06,45.878,394.157,6.893 +1,6,0,1,572.125000,0,203.835,184.062,52.618,0,0 +1,6,25,1,556.062000,0,194.105,176.298,51.01,0,0 +1,6,50,1,552.315000,0,193.444,175.226,50.165,0,0 +1,6,75,1,558.440000,0,195.096,175.826,51.24,0,0 +1,6,100,1,549.288000,0,194.055,174.966,50.047,0,0 +1,12,0,1,664.310000,0,300.404,177.165,51.065,0,0 +1,12,25,1,736.987000,0,298.836,244.539,50.22,0,0 +1,12,50,1,884.611000,0,307.29,366.056,51.438,0,0 +1,12,75,1,936.041000,0,309.239,419.495,50.323,0,0 +1,12,100,1,1069.578000,0,319.809,542.422,49.932,0,0 +1,24,0,1,880.416000,0,510.572,177.049,51.021,0,0 +1,24,25,1,1167.822000,0,521.868,426.57,51.598,0,0 +1,24,50,1,1503.426000,0,539.536,717.277,51.669,0,0 +1,24,75,1,1768.911000,0,546.355,953.077,51.917,0,0 +1,24,100,1,2130.004000,0,573.103,1255.84,51.617,0,0 +1,48,0,1,1309.743000,0,935.07,177.775,51.208,0,0 +1,48,25,1,1989.039000,0,959.467,776.282,51.335,0,0 +1,48,50,1,2741.927000,0,999.236,1425.5,51.316,0,0 +1,48,75,1,3437.724000,0,1049.4,2015,51.629,0,0 +1,48,100,1,4193.542000,0,1075.3,2682.12,49.934,0,0 +1,96,0,1,2153.263000,0,1767.01,178.28,51.635,0,0 +1,96,25,1,3654.740000,0,1846.89,1483.47,51.619,0,0 +1,96,50,1,5210.882000,0,1918.49,2843.37,50.564,0,0 +1,96,75,1,6761.975000,0,2020.23,4135.21,50.688,0,0 +1,96,100,1,8253.305000,0,2079.01,5474.01,50.341,0,0 +1,192,0,1,3849.778000,0,3456.36,180.774,52.972,0,0 +1,192,25,1,6939.100000,0,3581.66,2904.26,50.287,0,0 +1,192,50,1,10086.240000,0,3729.37,5655.65,50.397,0,0 +1,192,75,1,13264.916000,0,3955.82,8362.54,50.28,0,0 +1,192,100,1,16351.689000,0,4045.59,11110.8,50.207,0,0 +1,384,0,1,7208.294000,0,6814.08,180.158,52.105,0,0 +1,384,25,1,13582.588000,0,7111.94,5763.48,50.067,0,0 +1,384,50,1,19936.875000,0,7419.22,11303.6,51.078,0,0 +1,384,75,1,26368.840000,0,7861.71,16789.8,51.004,0,0 +1,384,100,1,32612.186000,0,8032.26,22366,51.21,0,0 +1,768,0,1,13926.810000,0,13530.8,180.617,52.991,0,0 +1,768,25,1,26836.022000,0,14285.1,11334.1,50.667,0,0 +1,768,50,1,39438.732000,0,14692.6,22513.5,49.767,0,0 +1,768,75,1,52545.153000,0,15602.2,33711.4,50.277,0,0 +1,768,100,1,65032.277000,0,15819.2,44951.3,50.747,0,0 +1,1536,0,1,27116.898000,0,26722.5,180.872,52.146,0,0 +1,1536,25,1,52946.575000,0,28041,22663.6,49.942,0,0 +1,1536,50,1,78389.685000,0,29071.2,45023.7,49.78,0,0 +1,1536,75,1,105030.308000,0,31155.2,67586.3,50.43,0,0 +1,1536,100,1,131381.624000,0,32208.9,90818,50.592,0,0 +1,3072,0,1,26016.986000,0,25818.1,92.237,25.318,0,0 +1,3072,25,1,50960.404000,0,27142.6,21756.5,24.492,0,0 +1,3072,50,1,75775.874000,0,28463.2,43306.5,24.35,0,0 +1,3072,75,1,101166.474000,0,30109.8,65082.5,24.156,0,0 +1,3072,100,1,126024.898000,0,30857.3,87254.7,24.003,0,0 +1,6144,0,1,51888.614000,0,51689.6,92.445,24.753,0,0 +1,6144,25,1,101754.764000,0,54280,43459.5,24.092,0,0 +1,6144,50,1,151231.975000,0,56782.2,86558.5,23.65,0,0 +1,6144,75,1,201764.844000,0,59940.4,130016,23.844,0,0 +1,6144,100,1,250729.173000,0,61556.2,173483,24.351,0,0 +1,12288,0,1,213009.954000,0,212608,182.282,51.426,0,0 +1,12288,25,1,420592.564000,0,224118,180150,50.599,0,0 +1,12288,50,1,627686.291000,0,234177,361044,50.874,0,0 +1,12288,75,1,835798.055000,0,247637,539592,50.948,0,0 +1,12288,100,1,1038457.423000,0,254855,718946,52.312,0,0 +1,24576,0,1,430672.569000,0,430268,182.821,51.928,0,0 +1,24576,25,1,850213.161000,0,449772,367904,51.923,0,0 +1,24576,50,1,1251856.443000,0,466492,720785,52.09,0,0 +1,24576,75,1,1669742.622000,0,492825,1.07976e+06,52.559,0,0 +1,24576,100,1,2077595.984000,0,504465,1.44324e+06,52.78,0,0 +1,49152,0,1,855262.345000,0,854849,186.616,52.389,0,0 +1,49152,25,1,1689739.604000,0,904696,720276,53.329,0,0 +1,49152,50,1,2506215.413000,0,935803,1.44093e+06,52.923,0,0 +1,49152,75,1,3349519.199000,0,989134,2.16462e+06,53.052,0,0 +1,49152,100,1,4168854.729000,0,1.01201e+06,2.89139e+06,52.238,0,0 diff --git a/timing-analysis.ipynb b/timing-analysis.ipynb index 5ee4ad9..f674df0 100644 --- a/timing-analysis.ipynb +++ b/timing-analysis.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -38,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -71,8566 +71,37 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_77112/509936392.py:3: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2245604/3065867443.py:3: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " overall_df['load'] = overall_df['load'].replace(395,0)\n", - "/tmp/ipykernel_77112/509936392.py:4: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2245604/3065867443.py:4: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " overall_df['load'] = overall_df['load'].replace(296,25)\n", - "/tmp/ipykernel_77112/509936392.py:5: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2245604/3065867443.py:5: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " overall_df['load'] = overall_df['load'].replace(197,50)\n", - "/tmp/ipykernel_77112/509936392.py:6: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2245604/3065867443.py:6: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " overall_df['load'] = overall_df['load'].replace(79,75)\n", - "/tmp/ipykernel_77112/509936392.py:7: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2245604/3065867443.py:7: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " overall_df['load'] = overall_df['load'].replace(1,100)\n" ] - }, - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "dimensions": [ - { - "label": "nodes", - "values": [ - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 4, - 5, - 6, - 7, - 9, - 10, - 11, - 12, - 4, - 5, - 6, - 7, - 9, - 10, - 11, - 12, - 4, - 5, - 6, - 7, - 9, - 10, - 11, - 12, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 4, - 5, - 6, - 7, - 9, - 10, - 11, - 12, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 4, - 5, - 6, - 7, - 8, - 9, - 11, - 4, - 5, - 6, - 7, - 10, - 11, - 4, - 5, - 6, - 7, - 9, - 10, - 11, - 12, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 4, - 5, - 6, - 7, - 8, - 9, - 11, - 12, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 4, - 5, - 6, - 7, - 10, - 11, - 4, - 5, - 6, - 7, - 8, - 11, - 12, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 4, - 5, - 6, - 7, - 10, - 12, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 4, - 5, - 6, - 7, - 9, - 10, - 11, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 4, - 5, - 6, - 7, - 9, - 10, - 11, - 4, - 5, - 6, - 7, - 10, - 11, - 12, - 4, - 5, - 6, - 7, - 8, - 9, - 11, - 12, - 4, - 5, - 6, - 7, - 9, - 10, - 11, - 12, - 4, - 5, - 6, - 7, - 8, - 10, - 11, - 4, - 5, - 6, - 7, - 11, - 12, - 4, - 5, - 6, - 7, - 10, - 11, - 12, - 4, - 5, - 6, - 7, - 9, - 10, - 4, - 5, - 6, - 7, - 8, - 9, - 11, - 4, - 5, - 6, - 7, - 9, - 10, - 11, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 4, - 5, - 6, - 7, - 9, - 10, - 11, - 12, - 4, - 5, - 6, - 7, - 8, - 10, - 11, - 4, - 5, - 6, - 7, - 8, - 10, - 11, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 4, - 5, - 6, - 7, - 10, - 11, - 12, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1 - ] - }, - { - "label": "exploit", - "values": [ - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 3072, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6144, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 6, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 24, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 48, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 96, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 192, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 384, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 768, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 1536, - 6, - 6, - 6, - 6, - 6, - 12, - 12, - 12, - 12, - 12, - 24, - 24, - 24, - 24, - 24, - 48, - 48, - 48, - 48, - 48, - 96, - 96, - 96, - 96, - 96, - 192, - 192, - 192, - 192, - 192, - 384, - 384, - 384, - 384, - 384, - 768, - 768, - 768, - 768, - 768, - 1536, - 1536, - 1536, - 1536, - 1536, - 3072, - 3072, - 3072, - 3072, - 3072, - 6144, - 6144, - 6144, - 6144, - 6144, - 12288, - 12288, - 12288, - 12288, - 12288, - 24576, - 24576, - 24576, - 24576, - 24576, - 49152, - 49152, - 49152, - 49152, - 49152, - 6, - 6, - 6, - 6, - 6, - 12, - 12, - 12, - 12, - 12, - 24, - 24, - 24, - 24, - 24, - 48, - 48, - 48, - 48, - 48, - 96, - 96, - 96, - 96, - 96, - 192, - 192, - 192, - 192, - 192, - 384, - 384, - 384, - 384, - 384, - 768, - 768, - 768, - 768, - 768, - 1536, - 1536, - 1536, - 1536, - 1536, - 3072, - 3072, - 3072, - 3072, - 3072, - 6144, - 6144, - 6144, - 6144, - 6144, - 12288, - 12288, - 12288, - 12288, - 12288, - 24576, - 24576, - 24576, - 24576, - 24576, - 49152, - 49152, - 49152, - 49152, - 49152, - 6, - 6, - 6, - 6, - 6, - 12, - 12, - 12, - 12, - 12, - 24, - 24, - 24, - 24, - 24, - 48, - 48, - 48, - 48, - 48, - 96, - 96, - 96, - 96, - 96, - 192, - 192, - 192, - 192, - 192, - 384, - 384, - 384, - 384, - 384, - 768, - 768, - 768, - 768, - 768, - 1536, - 1536, - 1536, - 1536, - 1536, - 3072, - 3072, - 3072, - 3072, - 3072, - 6144, - 6144, - 6144, - 6144, - 6144, - 12288, - 12288, - 12288, - 12288, - 12288, - 24576, - 24576, - 24576, - 24576, - 24576, - 49152, - 49152, - 49152, - 49152, - 49152, - 6, - 6, - 6, - 6, - 6, - 12, - 12, - 12, - 12, - 12, - 24, - 24, - 24, - 24, - 24, - 48, - 48, - 48, - 48, - 48, - 96, - 96, - 96, - 96, - 96, - 192, - 192, - 192, - 192, - 192, - 384, - 384, - 384, - 384, - 384, - 768, - 768, - 768, - 768, - 768, - 1536, - 1536, - 1536, - 1536, - 1536, - 3072, - 3072, - 3072, - 3072, - 3072, - 6144, - 6144, - 6144, - 6144, - 6144, - 12288, - 12288, - 12288, - 12288, - 12288, - 24576, - 24576, - 24576, - 24576, - 24576, - 49152, - 49152, - 49152, - 49152, - 49152, - 6, - 6, - 6, - 6, - 6, - 12, - 12, - 12, - 12, - 12, - 24, - 24, - 24, - 24, - 24, - 48, - 48, - 48, - 48, - 48, - 96, - 96, - 96, - 96, - 96, - 192, - 192, - 192, - 192, - 192, - 384, - 384, - 384, - 384, - 384, - 768, - 768, - 768, - 768, - 768, - 1536, - 1536, - 1536, - 1536, - 1536, - 3072, - 3072, - 3072, - 3072, - 3072, - 6144, - 6144, - 6144, - 6144, - 6144, - 12288, - 12288, - 12288, - 12288, - 12288, - 24576, - 24576, - 24576, - 24576, - 24576, - 49152, - 49152, - 49152, - 49152, - 49152 - ] - }, - { - "label": "appl", - "values": [ - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 25, - 25, - 25, - 25, - 25, - 25, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 25, - 25, - 25, - 25, - 25, - 25, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 100, - 100, - 100, - 100, - 100, - 100, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 75, - 75, - 75, - 75, - 75, - 75, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 0, - 0, - 0, - 0, - 0, - 0, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100, - 0, - 25, - 50, - 75, - 100 - ] - }, - { - "label": "load", - "values": [ - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 25, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 50, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100, - 100 - ] - }, - { - "label": "runtime", - "values": [ - 1772.319, - 1871.757, - 1953.241, - 2153.133, - 2008.391, - 2025.759, - 2040.911, - 2044.854, - 2455.547, - 2198.928, - 2262.59, - 1602.321, - 2318.302, - 2310.642, - 1866.996, - 1866.912, - 2312.346, - 1916.528, - 2039.706, - 2011.577, - 2596.846, - 2195.601, - 1605.638, - 2292.505, - 2221.333, - 2130.399, - 2370.396, - 2022.638, - 1880.65, - 2036.815, - 2189.847, - 2328.69, - 2276.665, - 1614.609, - 1864.422, - 1862.228, - 2320.378, - 2293.831, - 2281.525, - 2285.146, - 2610.404, - 2396.937, - 2195.118, - 2299.899, - 1603.626, - 2293.063, - 2341.004, - 1873.058, - 2089.317, - 2321.03, - 1861.317, - 2024.569, - 1902.838, - 2052.883, - 2049.477, - 1707.625, - 1970.85, - 2507.829, - 2227.278, - 1965.675, - 2627.248, - 2435.53, - 2293.736, - 2275.118, - 2034.698, - 2484.937, - 1824.111, - 2019.994, - 2022.546, - 2014.801, - 2018.817, - 2594.099, - 2372.153, - 2666.863, - 1925.648, - 2151.854, - 2437.577, - 2166.501, - 2555.229, - 2240.338, - 2260.056, - 2467.56, - 2731.791, - 2234.185, - 2656.474, - 2467.205, - 2572.357, - 2345.909, - 2192.881, - 2221.327, - 2678.498, - 2219.374, - 2218.857, - 2702.642, - 2521.661, - 2612.027, - 1977.287, - 2205.465, - 2347.87, - 2421.147, - 2902.792, - 2446.645, - 2414.506, - 2925.858, - 3009.572, - 2702.329, - 2496.002, - 2170.057, - 2302.307, - 2092.441, - 2066.519, - 2517.037, - 2291.621, - 2272.866, - 2189.239, - 2743.46, - 2692.095, - 2666.636, - 2570.746, - 2183.024, - 2250.729, - 2548.361, - 2653.008, - 2982.661, - 2964.911, - 3088.74, - 2737.704, - 2446.171, - 2973.343, - 2315.158, - 2602.35, - 2556.525, - 3176.798, - 3555.011, - 3140.987, - 3241.597, - 3178.435, - 3361.504, - 2691.805, - 3056.751, - 2503.686, - 2902.174, - 2199.164, - 3618.993, - 4059.489, - 4045.971, - 4211.427, - 4077.723, - 3776.094, - 3036.335, - 3337.258, - 2771.36, - 2997.944, - 2224.48, - 4292.999, - 4198.99, - 4990.344, - 4794.693, - 4795.152, - 4756.312, - 3368.843, - 3468.803, - 3104.401, - 3167.583, - 2694.575, - 2497.559, - 3094.689, - 2757.228, - 2734.544, - 3113.893, - 2781.924, - 2327.614, - 2513.562, - 2680.226, - 2810.167, - 2167.69, - 3721.085, - 3602.862, - 3882.823, - 4196.394, - 3629.564, - 4319.905, - 2888.896, - 2819.302, - 2963.541, - 3010.527, - 2762.116, - 5096.961, - 5635.505, - 4932.337, - 4973.053, - 5263.213, - 5576.207, - 3211.728, - 3452.627, - 2739.471, - 3541.83, - 2668.155, - 6256.771, - 6853.684, - 6049.056, - 6381.207, - 6062.61, - 6704.012, - 3851.311, - 4438.406, - 3259.162, - 3982.778, - 3109.96, - 7717.056, - 7611.541, - 8262.839, - 7564.707, - 7733.95, - 8678.357, - 4472.327, - 5527.611, - 3757.625, - 4081.649, - 3354.566, - 3349.677, - 3573.098, - 3584.955, - 3872.028, - 3533.615, - 3107.594, - 2777.456, - 3054.077, - 2618.25, - 2519.39, - 2385.573, - 6054.819, - 5924.672, - 6227.617, - 5951.739, - 5907.855, - 5833.764, - 3688.84, - 3912.53, - 2973.154, - 3702.169, - 3321.163, - 9001.974, - 8762.7, - 8722.338, - 8790.868, - 10076.499, - 9292.212, - 5401.704, - 5421.236, - 3938.766, - 4603.007, - 3185.092, - 11287.831, - 11171.433, - 11903.089, - 11405.091, - 11112.572, - 12564.895, - 6965.585, - 7278.389, - 4753.918, - 5431.403, - 3705.808, - 14471.108, - 14347.986, - 14387.999, - 14254.841, - 15383.573, - 16097.926, - 7854.803, - 8884.992, - 5610.883, - 6707.602, - 4632.839, - 5050.774, - 5667.957, - 5563.743, - 5229.541, - 5260.936, - 3747.931, - 3755.529, - 3239.729, - 3242.318, - 3630.423, - 3251.495, - 10713.704, - 10572.689, - 10636.076, - 10615.978, - 10788.542, - 10244.388, - 6307.583, - 6239.548, - 4321.099, - 5060.919, - 3584.724, - 16490.022, - 16645.071, - 16295.277, - 18088.04, - 16433.543, - 17506.231, - 9042.615, - 9800.253, - 6803.272, - 6963.94, - 5265.948, - 21524.292, - 21329.534, - 22165.586, - 23312.754, - 21304.724, - 23548.951, - 11575.071, - 13991.26, - 8790.544, - 10136.598, - 6369.434, - 27848.966, - 27774.531, - 29018.945, - 27849.715, - 29188.628, - 31274.583, - 14779.86, - 18329.427, - 10738.958, - 11741.552, - 7758.552, - 8306.423, - 8666.984, - 8618.038, - 8664.104, - 9014.404, - 5461.824, - 5284.262, - 4957.585, - 4247.416, - 3753.355, - 4471.365, - 19978.046, - 19909.561, - 21179.018, - 19793.692, - 20785.343, - 19224.682, - 10586.934, - 10890.501, - 7644.489, - 8249.644, - 5982.542, - 31756.793, - 31373.324, - 31402.949, - 31336.043, - 31487.845, - 33559.598, - 17190.995, - 18088.846, - 11807.081, - 12700.561, - 8918.632, - 41902.091, - 41707.385, - 41619.459, - 42186.607, - 41791.577, - 45602.553, - 21803.399, - 25118.559, - 15931.05, - 18169.195, - 12788.015, - 54772.594, - 54669.477, - 54406.483, - 55054.165, - 54694.461, - 61667.779, - 28329.237, - 32532.625, - 18720.628, - 22259.817, - 15055.944, - 15278.792, - 15229.048, - 15791.494, - 15472.886, - 15360.533, - 8969.306, - 8627.219, - 7059.259, - 6882.403, - 5947.514, - 5732.687, - 38204.111, - 38408.807, - 39103.376, - 37887.32, - 38167.585, - 37137.673, - 20158.462, - 20711.017, - 13365.908, - 14423.994, - 10442.433, - 61712.455, - 61642.388, - 61396.064, - 62383.489, - 61812.01, - 65280.145, - 31639.748, - 36574.317, - 21023.39, - 24109.745, - 16256.527, - 82270.912, - 82194.737, - 82246.143, - 82088.451, - 83633.213, - 90087.985, - 41955.768, - 48670.878, - 29262.101, - 34863.391, - 21395.302, - 108393.489, - 107806.059, - 108663.277, - 107708.561, - 108668.058, - 122547.401, - 55119.469, - 63943.328, - 37059.817, - 43452.567, - 28026.307, - 28484.331, - 29017.419, - 29252.492, - 29057.736, - 28740.461, - 15571.905, - 15517.054, - 11259.774, - 11155.641, - 9556.969, - 9346.954, - 75564.202, - 74919.643, - 75102.197, - 75115.51, - 74858.208, - 72509.053, - 38441.093, - 39597.942, - 25449.508, - 27655.391, - 20312.112, - 121879.726, - 122101.66, - 123087.308, - 121732.773, - 121679.823, - 129066.049, - 62495.886, - 68558.706, - 40751.89, - 46683.048, - 31413.595, - 163056.08, - 162786.139, - 163560.816, - 163001.81, - 163225.66, - 177890.389, - 84188.615, - 96152.3, - 58066.175, - 68511.705, - 42482.878, - 214506.919, - 215525.609, - 225180.149, - 215417.003, - 218537.688, - 243113.32, - 109289.581, - 127177.165, - 71127.55, - 85676.102, - 54980.854, - 27100.41, - 26998.649, - 27235.483, - 27365.475, - 27402.657, - 14510.283, - 14273.542, - 9934.096, - 10997.032, - 7964.485, - 8379.174, - 71788.063, - 72139.363, - 71929.809, - 71906.475, - 72324.48, - 69186.092, - 36675.276, - 37603.846, - 24063.653, - 25870.549, - 18594.483, - 117109.468, - 117095.545, - 116852.57, - 117648.629, - 117432.93, - 124680.979, - 59900.357, - 65699.1, - 38670.243, - 44584.162, - 29788.365, - 159258.515, - 156437.71, - 156879.211, - 157396.961, - 157302.431, - 171550.962, - 79807.279, - 92605.835, - 54891.007, - 66585.78, - 40118.631, - 207278.38, - 208141.005, - 207738.651, - 206511.216, - 206863.709, - 235213.86, - 105002.495, - 122342.611, - 68430.824, - 82154.434, - 52869.264, - 52590.848, - 53539.796, - 53307.501, - 52662.985, - 52983.678, - 27403.193, - 27822.198, - 18927.431, - 18623.416, - 14336.216, - 14837.602, - 143506.952, - 143632.77, - 144087.006, - 142967.378, - 144073.051, - 137179.099, - 72041.873, - 74291.772, - 47878.508, - 51151.804, - 36469.979, - 233400.146, - 234325.18, - 235064.48, - 234025.71, - 233093.363, - 249142.602, - 118294.58, - 130710.536, - 77394.53, - 88909.276, - 59156.083, - 313736.529, - 312846.497, - 313322.011, - 313486.794, - 312643.469, - 341957.121, - 158559.013, - 186167.987, - 115028.329, - 131187.253, - 79446.313, - 412286.788, - 412765.988, - 413629.335, - 412738.583, - 412264.595, - 468906.85, - 208724.742, - 244270.924, - 135723.561, - 163241.49, - 104874.266, - 2230.187, - 2685.582, - 3019.066, - 2793.474, - 2381.981, - 2510.185, - 2259.249, - 2380.9, - 2236.497, - 2312.437, - 2236.962, - 2757.916, - 2772.242, - 2843.938, - 2400.79, - 2573.029, - 2669.582, - 2243.823, - 2206.439, - 2347.366, - 2801.418, - 2894.01, - 2505.246, - 2896.036, - 2689.157, - 2265.962, - 2484.61, - 2692.336, - 2504.058, - 2262.171, - 2541.249, - 2628.016, - 2695.882, - 2495.851, - 2415.137, - 2368.063, - 2908.69, - 2707.424, - 2664.642, - 2662.511, - 2805.368, - 2333.399, - 2288.571, - 2882.172, - 2854.643, - 3100.002, - 2807.479, - 2462.773, - 2391.574, - 3169.666, - 2556.753, - 2461.094, - 2597.289, - 2842.731, - 2691.341, - 2676.625, - 2271.579, - 2808.055, - 2471.622, - 2466.346, - 2900.441, - 2749.033, - 2990.475, - 3066.457, - 2805.427, - 3123.371, - 2544.386, - 2690.444, - 2909.163, - 2383.177, - 2558.907, - 2711.317, - 3209.604, - 2727.908, - 2760.131, - 3046.742, - 3832.066, - 2999.054, - 2889.153, - 2769.068, - 2712.27, - 2484.329, - 2539.216, - 3010.96, - 2808.783, - 2539.147, - 2381.379, - 2928.891, - 2827.755, - 2779.941, - 3003.266, - 3045.304, - 2902.215, - 2691.276, - 2574.823, - 3289.624, - 3290.563, - 3282.043, - 3757.297, - 3113.666, - 2926.58, - 2871.923, - 2854.35, - 3808.998, - 3805.686, - 3709.953, - 4047.51, - 2805.497, - 3567.599, - 3063.002, - 3105.356, - 4615.551, - 4480.345, - 4483.137, - 4780.869, - 3323.949, - 3684.202, - 3225.948, - 2871.98, - 3354.111, - 3340.326, - 3738.894, - 2751.811, - 3096.543, - 2750.895, - 2640.704, - 2995.309, - 2617.738, - 3824.621, - 3830.76, - 4005.148, - 3937.117, - 3290.983, - 3144.945, - 5185.767, - 5878.613, - 5185.43, - 5724.231, - 3882.674, - 3479.176, - 3150.061, - 6301.708, - 6293.839, - 6468.558, - 7086.943, - 3928.279, - 4559.305, - 3615.442, - 4067.535, - 7836.966, - 7812.598, - 7964.01, - 8804.685, - 3996.93, - 3615.939, - 3834.244, - 4130.235, - 3811.973, - 3181.376, - 3384.514, - 3482.235, - 3020.225, - 2800.603, - 6798.36, - 6901.679, - 6374.124, - 6636.592, - 4621.548, - 3569.354, - 3493.141, - 9289.59, - 9002.765, - 8997.606, - 9644.231, - 5426.749, - 5712.105, - 3911.131, - 4487.861, - 3405.106, - 12370.927, - 11366.457, - 11402.686, - 12346.543, - 7349.138, - 5475.857, - 5728.533, - 14866.441, - 14550.903, - 14649.396, - 16477.339, - 6364.122, - 6577.665, - 4605.88, - 5494.324, - 5827.773, - 5488.447, - 4118.837, - 4382.485, - 3522.397, - 3429.083, - 3587.319, - 10765.27, - 11025.887, - 11062.252, - 10691.117, - 6804.796, - 4721.586, - 4877.439, - 4288.277, - 16449.417, - 16551.888, - 16769.117, - 17879.244, - 9879.272, - 6564.106, - 7478.924, - 21523.751, - 21496.588, - 22730.192, - 23490.471, - 10048.356, - 6367.721, - 27985.09, - 28102.298, - 30251.226, - 31718.292, - 10155.169, - 11954.256, - 7929.457, - 8951.85, - 9022.542, - 9659.159, - 5730.417, - 4908.263, - 4901.544, - 20957.596, - 20252.363, - 20818.924, - 19412.145, - 10807.393, - 11235.7, - 8055.309, - 32686.327, - 32117.368, - 31587.055, - 33795.435, - 18313.359, - 12117.599, - 12882.252, - 41599.156, - 41773.323, - 41969.873, - 46001.1, - 21785.653, - 25186.173, - 15386.959, - 18706.319, - 54761.452, - 55379.077, - 55976.503, - 61763.37, - 32707.315, - 18870.817, - 22384.407, - 15286.37, - 15803.794, - 15784.437, - 15633.398, - 9469.651, - 9368.892, - 7342.101, - 6981.656, - 40347.021, - 38431.171, - 38218.529, - 37190.591, - 20109.616, - 14193.205, - 14691.615, - 61689.708, - 62197.894, - 61678.728, - 65543.389, - 31808.25, - 35372.42, - 21337.285, - 24213.469, - 16559.823, - 82206.796, - 82022.172, - 82323.69, - 89694.707, - 42415.503, - 48873.197, - 29444.131, - 35807.42, - 21662.99, - 108045.208, - 108092.023, - 108493.832, - 122773.959, - 55716.81, - 64502.613, - 36960.648, - 43724.066, - 28264.223, - 29483.695, - 28822.511, - 29940.611, - 16010.069, - 11404.883, - 9135.92, - 9077.742, - 549.759, - 539.196, - 545.386, - 538.549, - 534.157, - 650.557, - 716.742, - 849.29, - 920.849, - 1054.387, - 856.342, - 1126.995, - 1484.15, - 1739.532, - 2082.455, - 1276.894, - 1956.367, - 2697.496, - 3390.911, - 4136.318, - 2139.228, - 3628.631, - 5177.524, - 6682.658, - 8198.569, - 3847.869, - 6906.472, - 10144.337, - 13237.425, - 16347.043, - 7120.758, - 13375.503, - 19967.603, - 26376.554, - 32577.355, - 13901.559, - 26675.829, - 39531.541, - 53427.566, - 65238.72, - 27389.534, - 53023.014, - 78662.469, - 105705, - 130351.834, - 26108.282, - 51052.296, - 75797.875, - 100778.411, - 125369.237, - 51601.931, - 101723.033, - 151128.302, - 201902.363, - 250345.872, - 210229.234, - 419751.795, - 626642.153, - 834582.246, - 1037064.212, - 426136.132, - 842067.721, - 1257499.045, - 1671219.441, - 2074083.201, - 857378.614, - 1687641.66, - 2548534.595, - 3347869.256, - 4145488.776, - 1240.696, - 945.627, - 912.854, - 1224.518, - 917.804, - 1111.275, - 1016.338, - 1243.907, - 1261.648, - 1413.922, - 1205.358, - 1485.729, - 1912.777, - 2169.033, - 2524.188, - 1627.356, - 2373.341, - 3333.177, - 3742.655, - 4614.081, - 2509.616, - 3931.619, - 5531.521, - 7136.812, - 8600.817, - 4208.253, - 7300.59, - 10531.867, - 13663.381, - 16823.409, - 7657.729, - 13912.028, - 20259.343, - 26751.699, - 32859.56, - 14133.986, - 27070.149, - 40111.353, - 52765.075, - 65444.76, - 28125.389, - 53234.085, - 78985.605, - 106183.83, - 130293.7, - 26120.494, - 50766.809, - 75827.963, - 101158.697, - 124950.09, - 51742.205, - 101788.022, - 150967.332, - 201744.807, - 253771.376, - 215948.332, - 422436.08, - 625400.506, - 835434.772, - 1038212.702, - 426780.121, - 839216.733, - 1249819.104, - 1672521.366, - 2095464.84, - 861155.653, - 1688411.868, - 2508479.305, - 3323433.665, - 4143260.358, - 1158.27, - 1022.917, - 1011.356, - 1012.512, - 1031.362, - 1168.918, - 1132.923, - 1691.795, - 1492.798, - 1716.853, - 1313.217, - 1621.874, - 1899.804, - 2188.831, - 2524.449, - 1883.239, - 2543.959, - 3234.345, - 3810.669, - 4636.258, - 2840.101, - 4101.629, - 5607.492, - 7279.049, - 8796.255, - 4407.77, - 7330.506, - 10608.158, - 13717.809, - 16866.589, - 7592.897, - 13778.477, - 20316.785, - 26943.478, - 33258.387, - 14268.971, - 27091.679, - 39935.372, - 53113.172, - 65647.539, - 27861.314, - 53503.847, - 79155.524, - 105412.642, - 131870.092, - 26202.058, - 50982.251, - 75702.112, - 101018.06, - 126091.166, - 52525.299, - 101631.778, - 151388.486, - 202016.307, - 250583.529, - 217196.134, - 423240.526, - 633761.33, - 835415.69, - 1039466.525, - 432889.849, - 841158.788, - 1252051.175, - 1672329.335, - 2072071.784, - 869412.542, - 1671120.764, - 2578503.596, - 3350827.584, - 4156784.062, - 954.621, - 986.139, - 1049.826, - 957.07, - 1168.75, - 1282.062, - 1541.268, - 1644.89, - 1710.352, - 1768.156, - 1412.867, - 1565.289, - 1885.181, - 2125.131, - 2563.905, - 1851.57, - 2671.03, - 3078.177, - 3875.301, - 4663.215, - 2651.857, - 3955.775, - 5820.368, - 7201.88, - 8696.059, - 4618.325, - 7461.042, - 10662.619, - 13602.903, - 16836.039, - 7748.748, - 14179.497, - 20399.235, - 26718.546, - 33086.828, - 14276.801, - 27270.953, - 39943.471, - 53089.973, - 65557.4, - 27934.186, - 53694.104, - 81322.427, - 105249.704, - 130758.278, - 26335.411, - 51019.044, - 75831.915, - 101578.557, - 125180.912, - 52443.692, - 100648.883, - 151374.271, - 201462.44, - 250675.615, - 217113.553, - 424187.099, - 629091.103, - 844097.518, - 1044344.236, - 432766.57, - 840589.013, - 1252980.578, - 1671051.693, - 2072303.677, - 868613.008, - 1684137.703, - 2509549.874, - 3339923.143, - 4172158.645, - 572.125, - 556.062, - 552.315, - 558.44, - 549.288, - 664.31, - 736.987, - 884.611, - 936.041, - 1069.578, - 880.416, - 1167.822, - 1503.426, - 1768.911, - 2130.004, - 1309.743, - 1989.039, - 2741.927, - 3437.724, - 4193.542, - 2153.263, - 3654.74, - 5210.882, - 6761.975, - 8253.305, - 3849.778, - 6939.1, - 10086.24, - 13264.916, - 16351.689, - 7208.294, - 13582.588, - 19936.875, - 26368.84, - 32612.186, - 13926.81, - 26836.022, - 39438.732, - 52545.153, - 65032.277, - 27116.898, - 52946.575, - 78389.685, - 105030.308, - 131381.624, - 26016.986, - 50960.404, - 75775.874, - 101166.474, - 126024.898, - 51888.614, - 101754.764, - 151231.975, - 201764.844, - 250729.173, - 213009.954, - 420592.564, - 627686.291, - 835798.055, - 1038457.423, - 430672.569, - 850213.161, - 1251856.443, - 1669742.622, - 2077595.984, - 855262.345, - 1689739.604, - 2506215.413, - 3349519.199, - 4168854.729 - ] - } - ], - "domain": { - "x": [ - 0, - 1 - ], - "y": [ - 0, - 1 - ] - }, - "line": { - "color": [ - 1772.319, - 1871.757, - 1953.241, - 2153.133, - 2008.391, - 2025.759, - 2040.911, - 2044.854, - 2455.547, - 2198.928, - 2262.59, - 1602.321, - 2318.302, - 2310.642, - 1866.996, - 1866.912, - 2312.346, - 1916.528, - 2039.706, - 2011.577, - 2596.846, - 2195.601, - 1605.638, - 2292.505, - 2221.333, - 2130.399, - 2370.396, - 2022.638, - 1880.65, - 2036.815, - 2189.847, - 2328.69, - 2276.665, - 1614.609, - 1864.422, - 1862.228, - 2320.378, - 2293.831, - 2281.525, - 2285.146, - 2610.404, - 2396.937, - 2195.118, - 2299.899, - 1603.626, - 2293.063, - 2341.004, - 1873.058, - 2089.317, - 2321.03, - 1861.317, - 2024.569, - 1902.838, - 2052.883, - 2049.477, - 1707.625, - 1970.85, - 2507.829, - 2227.278, - 1965.675, - 2627.248, - 2435.53, - 2293.736, - 2275.118, - 2034.698, - 2484.937, - 1824.111, - 2019.994, - 2022.546, - 2014.801, - 2018.817, - 2594.099, - 2372.153, - 2666.863, - 1925.648, - 2151.854, - 2437.577, - 2166.501, - 2555.229, - 2240.338, - 2260.056, - 2467.56, - 2731.791, - 2234.185, - 2656.474, - 2467.205, - 2572.357, - 2345.909, - 2192.881, - 2221.327, - 2678.498, - 2219.374, - 2218.857, - 2702.642, - 2521.661, - 2612.027, - 1977.287, - 2205.465, - 2347.87, - 2421.147, - 2902.792, - 2446.645, - 2414.506, - 2925.858, - 3009.572, - 2702.329, - 2496.002, - 2170.057, - 2302.307, - 2092.441, - 2066.519, - 2517.037, - 2291.621, - 2272.866, - 2189.239, - 2743.46, - 2692.095, - 2666.636, - 2570.746, - 2183.024, - 2250.729, - 2548.361, - 2653.008, - 2982.661, - 2964.911, - 3088.74, - 2737.704, - 2446.171, - 2973.343, - 2315.158, - 2602.35, - 2556.525, - 3176.798, - 3555.011, - 3140.987, - 3241.597, - 3178.435, - 3361.504, - 2691.805, - 3056.751, - 2503.686, - 2902.174, - 2199.164, - 3618.993, - 4059.489, - 4045.971, - 4211.427, - 4077.723, - 3776.094, - 3036.335, - 3337.258, - 2771.36, - 2997.944, - 2224.48, - 4292.999, - 4198.99, - 4990.344, - 4794.693, - 4795.152, - 4756.312, - 3368.843, - 3468.803, - 3104.401, - 3167.583, - 2694.575, - 2497.559, - 3094.689, - 2757.228, - 2734.544, - 3113.893, - 2781.924, - 2327.614, - 2513.562, - 2680.226, - 2810.167, - 2167.69, - 3721.085, - 3602.862, - 3882.823, - 4196.394, - 3629.564, - 4319.905, - 2888.896, - 2819.302, - 2963.541, - 3010.527, - 2762.116, - 5096.961, - 5635.505, - 4932.337, - 4973.053, - 5263.213, - 5576.207, - 3211.728, - 3452.627, - 2739.471, - 3541.83, - 2668.155, - 6256.771, - 6853.684, - 6049.056, - 6381.207, - 6062.61, - 6704.012, - 3851.311, - 4438.406, - 3259.162, - 3982.778, - 3109.96, - 7717.056, - 7611.541, - 8262.839, - 7564.707, - 7733.95, - 8678.357, - 4472.327, - 5527.611, - 3757.625, - 4081.649, - 3354.566, - 3349.677, - 3573.098, - 3584.955, - 3872.028, - 3533.615, - 3107.594, - 2777.456, - 3054.077, - 2618.25, - 2519.39, - 2385.573, - 6054.819, - 5924.672, - 6227.617, - 5951.739, - 5907.855, - 5833.764, - 3688.84, - 3912.53, - 2973.154, - 3702.169, - 3321.163, - 9001.974, - 8762.7, - 8722.338, - 8790.868, - 10076.499, - 9292.212, - 5401.704, - 5421.236, - 3938.766, - 4603.007, - 3185.092, - 11287.831, - 11171.433, - 11903.089, - 11405.091, - 11112.572, - 12564.895, - 6965.585, - 7278.389, - 4753.918, - 5431.403, - 3705.808, - 14471.108, - 14347.986, - 14387.999, - 14254.841, - 15383.573, - 16097.926, - 7854.803, - 8884.992, - 5610.883, - 6707.602, - 4632.839, - 5050.774, - 5667.957, - 5563.743, - 5229.541, - 5260.936, - 3747.931, - 3755.529, - 3239.729, - 3242.318, - 3630.423, - 3251.495, - 10713.704, - 10572.689, - 10636.076, - 10615.978, - 10788.542, - 10244.388, - 6307.583, - 6239.548, - 4321.099, - 5060.919, - 3584.724, - 16490.022, - 16645.071, - 16295.277, - 18088.04, - 16433.543, - 17506.231, - 9042.615, - 9800.253, - 6803.272, - 6963.94, - 5265.948, - 21524.292, - 21329.534, - 22165.586, - 23312.754, - 21304.724, - 23548.951, - 11575.071, - 13991.26, - 8790.544, - 10136.598, - 6369.434, - 27848.966, - 27774.531, - 29018.945, - 27849.715, - 29188.628, - 31274.583, - 14779.86, - 18329.427, - 10738.958, - 11741.552, - 7758.552, - 8306.423, - 8666.984, - 8618.038, - 8664.104, - 9014.404, - 5461.824, - 5284.262, - 4957.585, - 4247.416, - 3753.355, - 4471.365, - 19978.046, - 19909.561, - 21179.018, - 19793.692, - 20785.343, - 19224.682, - 10586.934, - 10890.501, - 7644.489, - 8249.644, - 5982.542, - 31756.793, - 31373.324, - 31402.949, - 31336.043, - 31487.845, - 33559.598, - 17190.995, - 18088.846, - 11807.081, - 12700.561, - 8918.632, - 41902.091, - 41707.385, - 41619.459, - 42186.607, - 41791.577, - 45602.553, - 21803.399, - 25118.559, - 15931.05, - 18169.195, - 12788.015, - 54772.594, - 54669.477, - 54406.483, - 55054.165, - 54694.461, - 61667.779, - 28329.237, - 32532.625, - 18720.628, - 22259.817, - 15055.944, - 15278.792, - 15229.048, - 15791.494, - 15472.886, - 15360.533, - 8969.306, - 8627.219, - 7059.259, - 6882.403, - 5947.514, - 5732.687, - 38204.111, - 38408.807, - 39103.376, - 37887.32, - 38167.585, - 37137.673, - 20158.462, - 20711.017, - 13365.908, - 14423.994, - 10442.433, - 61712.455, - 61642.388, - 61396.064, - 62383.489, - 61812.01, - 65280.145, - 31639.748, - 36574.317, - 21023.39, - 24109.745, - 16256.527, - 82270.912, - 82194.737, - 82246.143, - 82088.451, - 83633.213, - 90087.985, - 41955.768, - 48670.878, - 29262.101, - 34863.391, - 21395.302, - 108393.489, - 107806.059, - 108663.277, - 107708.561, - 108668.058, - 122547.401, - 55119.469, - 63943.328, - 37059.817, - 43452.567, - 28026.307, - 28484.331, - 29017.419, - 29252.492, - 29057.736, - 28740.461, - 15571.905, - 15517.054, - 11259.774, - 11155.641, - 9556.969, - 9346.954, - 75564.202, - 74919.643, - 75102.197, - 75115.51, - 74858.208, - 72509.053, - 38441.093, - 39597.942, - 25449.508, - 27655.391, - 20312.112, - 121879.726, - 122101.66, - 123087.308, - 121732.773, - 121679.823, - 129066.049, - 62495.886, - 68558.706, - 40751.89, - 46683.048, - 31413.595, - 163056.08, - 162786.139, - 163560.816, - 163001.81, - 163225.66, - 177890.389, - 84188.615, - 96152.3, - 58066.175, - 68511.705, - 42482.878, - 214506.919, - 215525.609, - 225180.149, - 215417.003, - 218537.688, - 243113.32, - 109289.581, - 127177.165, - 71127.55, - 85676.102, - 54980.854, - 27100.41, - 26998.649, - 27235.483, - 27365.475, - 27402.657, - 14510.283, - 14273.542, - 9934.096, - 10997.032, - 7964.485, - 8379.174, - 71788.063, - 72139.363, - 71929.809, - 71906.475, - 72324.48, - 69186.092, - 36675.276, - 37603.846, - 24063.653, - 25870.549, - 18594.483, - 117109.468, - 117095.545, - 116852.57, - 117648.629, - 117432.93, - 124680.979, - 59900.357, - 65699.1, - 38670.243, - 44584.162, - 29788.365, - 159258.515, - 156437.71, - 156879.211, - 157396.961, - 157302.431, - 171550.962, - 79807.279, - 92605.835, - 54891.007, - 66585.78, - 40118.631, - 207278.38, - 208141.005, - 207738.651, - 206511.216, - 206863.709, - 235213.86, - 105002.495, - 122342.611, - 68430.824, - 82154.434, - 52869.264, - 52590.848, - 53539.796, - 53307.501, - 52662.985, - 52983.678, - 27403.193, - 27822.198, - 18927.431, - 18623.416, - 14336.216, - 14837.602, - 143506.952, - 143632.77, - 144087.006, - 142967.378, - 144073.051, - 137179.099, - 72041.873, - 74291.772, - 47878.508, - 51151.804, - 36469.979, - 233400.146, - 234325.18, - 235064.48, - 234025.71, - 233093.363, - 249142.602, - 118294.58, - 130710.536, - 77394.53, - 88909.276, - 59156.083, - 313736.529, - 312846.497, - 313322.011, - 313486.794, - 312643.469, - 341957.121, - 158559.013, - 186167.987, - 115028.329, - 131187.253, - 79446.313, - 412286.788, - 412765.988, - 413629.335, - 412738.583, - 412264.595, - 468906.85, - 208724.742, - 244270.924, - 135723.561, - 163241.49, - 104874.266, - 2230.187, - 2685.582, - 3019.066, - 2793.474, - 2381.981, - 2510.185, - 2259.249, - 2380.9, - 2236.497, - 2312.437, - 2236.962, - 2757.916, - 2772.242, - 2843.938, - 2400.79, - 2573.029, - 2669.582, - 2243.823, - 2206.439, - 2347.366, - 2801.418, - 2894.01, - 2505.246, - 2896.036, - 2689.157, - 2265.962, - 2484.61, - 2692.336, - 2504.058, - 2262.171, - 2541.249, - 2628.016, - 2695.882, - 2495.851, - 2415.137, - 2368.063, - 2908.69, - 2707.424, - 2664.642, - 2662.511, - 2805.368, - 2333.399, - 2288.571, - 2882.172, - 2854.643, - 3100.002, - 2807.479, - 2462.773, - 2391.574, - 3169.666, - 2556.753, - 2461.094, - 2597.289, - 2842.731, - 2691.341, - 2676.625, - 2271.579, - 2808.055, - 2471.622, - 2466.346, - 2900.441, - 2749.033, - 2990.475, - 3066.457, - 2805.427, - 3123.371, - 2544.386, - 2690.444, - 2909.163, - 2383.177, - 2558.907, - 2711.317, - 3209.604, - 2727.908, - 2760.131, - 3046.742, - 3832.066, - 2999.054, - 2889.153, - 2769.068, - 2712.27, - 2484.329, - 2539.216, - 3010.96, - 2808.783, - 2539.147, - 2381.379, - 2928.891, - 2827.755, - 2779.941, - 3003.266, - 3045.304, - 2902.215, - 2691.276, - 2574.823, - 3289.624, - 3290.563, - 3282.043, - 3757.297, - 3113.666, - 2926.58, - 2871.923, - 2854.35, - 3808.998, - 3805.686, - 3709.953, - 4047.51, - 2805.497, - 3567.599, - 3063.002, - 3105.356, - 4615.551, - 4480.345, - 4483.137, - 4780.869, - 3323.949, - 3684.202, - 3225.948, - 2871.98, - 3354.111, - 3340.326, - 3738.894, - 2751.811, - 3096.543, - 2750.895, - 2640.704, - 2995.309, - 2617.738, - 3824.621, - 3830.76, - 4005.148, - 3937.117, - 3290.983, - 3144.945, - 5185.767, - 5878.613, - 5185.43, - 5724.231, - 3882.674, - 3479.176, - 3150.061, - 6301.708, - 6293.839, - 6468.558, - 7086.943, - 3928.279, - 4559.305, - 3615.442, - 4067.535, - 7836.966, - 7812.598, - 7964.01, - 8804.685, - 3996.93, - 3615.939, - 3834.244, - 4130.235, - 3811.973, - 3181.376, - 3384.514, - 3482.235, - 3020.225, - 2800.603, - 6798.36, - 6901.679, - 6374.124, - 6636.592, - 4621.548, - 3569.354, - 3493.141, - 9289.59, - 9002.765, - 8997.606, - 9644.231, - 5426.749, - 5712.105, - 3911.131, - 4487.861, - 3405.106, - 12370.927, - 11366.457, - 11402.686, - 12346.543, - 7349.138, - 5475.857, - 5728.533, - 14866.441, - 14550.903, - 14649.396, - 16477.339, - 6364.122, - 6577.665, - 4605.88, - 5494.324, - 5827.773, - 5488.447, - 4118.837, - 4382.485, - 3522.397, - 3429.083, - 3587.319, - 10765.27, - 11025.887, - 11062.252, - 10691.117, - 6804.796, - 4721.586, - 4877.439, - 4288.277, - 16449.417, - 16551.888, - 16769.117, - 17879.244, - 9879.272, - 6564.106, - 7478.924, - 21523.751, - 21496.588, - 22730.192, - 23490.471, - 10048.356, - 6367.721, - 27985.09, - 28102.298, - 30251.226, - 31718.292, - 10155.169, - 11954.256, - 7929.457, - 8951.85, - 9022.542, - 9659.159, - 5730.417, - 4908.263, - 4901.544, - 20957.596, - 20252.363, - 20818.924, - 19412.145, - 10807.393, - 11235.7, - 8055.309, - 32686.327, - 32117.368, - 31587.055, - 33795.435, - 18313.359, - 12117.599, - 12882.252, - 41599.156, - 41773.323, - 41969.873, - 46001.1, - 21785.653, - 25186.173, - 15386.959, - 18706.319, - 54761.452, - 55379.077, - 55976.503, - 61763.37, - 32707.315, - 18870.817, - 22384.407, - 15286.37, - 15803.794, - 15784.437, - 15633.398, - 9469.651, - 9368.892, - 7342.101, - 6981.656, - 40347.021, - 38431.171, - 38218.529, - 37190.591, - 20109.616, - 14193.205, - 14691.615, - 61689.708, - 62197.894, - 61678.728, - 65543.389, - 31808.25, - 35372.42, - 21337.285, - 24213.469, - 16559.823, - 82206.796, - 82022.172, - 82323.69, - 89694.707, - 42415.503, - 48873.197, - 29444.131, - 35807.42, - 21662.99, - 108045.208, - 108092.023, - 108493.832, - 122773.959, - 55716.81, - 64502.613, - 36960.648, - 43724.066, - 28264.223, - 29483.695, - 28822.511, - 29940.611, - 16010.069, - 11404.883, - 9135.92, - 9077.742, - 549.759, - 539.196, - 545.386, - 538.549, - 534.157, - 650.557, - 716.742, - 849.29, - 920.849, - 1054.387, - 856.342, - 1126.995, - 1484.15, - 1739.532, - 2082.455, - 1276.894, - 1956.367, - 2697.496, - 3390.911, - 4136.318, - 2139.228, - 3628.631, - 5177.524, - 6682.658, - 8198.569, - 3847.869, - 6906.472, - 10144.337, - 13237.425, - 16347.043, - 7120.758, - 13375.503, - 19967.603, - 26376.554, - 32577.355, - 13901.559, - 26675.829, - 39531.541, - 53427.566, - 65238.72, - 27389.534, - 53023.014, - 78662.469, - 105705, - 130351.834, - 26108.282, - 51052.296, - 75797.875, - 100778.411, - 125369.237, - 51601.931, - 101723.033, - 151128.302, - 201902.363, - 250345.872, - 210229.234, - 419751.795, - 626642.153, - 834582.246, - 1037064.212, - 426136.132, - 842067.721, - 1257499.045, - 1671219.441, - 2074083.201, - 857378.614, - 1687641.66, - 2548534.595, - 3347869.256, - 4145488.776, - 1240.696, - 945.627, - 912.854, - 1224.518, - 917.804, - 1111.275, - 1016.338, - 1243.907, - 1261.648, - 1413.922, - 1205.358, - 1485.729, - 1912.777, - 2169.033, - 2524.188, - 1627.356, - 2373.341, - 3333.177, - 3742.655, - 4614.081, - 2509.616, - 3931.619, - 5531.521, - 7136.812, - 8600.817, - 4208.253, - 7300.59, - 10531.867, - 13663.381, - 16823.409, - 7657.729, - 13912.028, - 20259.343, - 26751.699, - 32859.56, - 14133.986, - 27070.149, - 40111.353, - 52765.075, - 65444.76, - 28125.389, - 53234.085, - 78985.605, - 106183.83, - 130293.7, - 26120.494, - 50766.809, - 75827.963, - 101158.697, - 124950.09, - 51742.205, - 101788.022, - 150967.332, - 201744.807, - 253771.376, - 215948.332, - 422436.08, - 625400.506, - 835434.772, - 1038212.702, - 426780.121, - 839216.733, - 1249819.104, - 1672521.366, - 2095464.84, - 861155.653, - 1688411.868, - 2508479.305, - 3323433.665, - 4143260.358, - 1158.27, - 1022.917, - 1011.356, - 1012.512, - 1031.362, - 1168.918, - 1132.923, - 1691.795, - 1492.798, - 1716.853, - 1313.217, - 1621.874, - 1899.804, - 2188.831, - 2524.449, - 1883.239, - 2543.959, - 3234.345, - 3810.669, - 4636.258, - 2840.101, - 4101.629, - 5607.492, - 7279.049, - 8796.255, - 4407.77, - 7330.506, - 10608.158, - 13717.809, - 16866.589, - 7592.897, - 13778.477, - 20316.785, - 26943.478, - 33258.387, - 14268.971, - 27091.679, - 39935.372, - 53113.172, - 65647.539, - 27861.314, - 53503.847, - 79155.524, - 105412.642, - 131870.092, - 26202.058, - 50982.251, - 75702.112, - 101018.06, - 126091.166, - 52525.299, - 101631.778, - 151388.486, - 202016.307, - 250583.529, - 217196.134, - 423240.526, - 633761.33, - 835415.69, - 1039466.525, - 432889.849, - 841158.788, - 1252051.175, - 1672329.335, - 2072071.784, - 869412.542, - 1671120.764, - 2578503.596, - 3350827.584, - 4156784.062, - 954.621, - 986.139, - 1049.826, - 957.07, - 1168.75, - 1282.062, - 1541.268, - 1644.89, - 1710.352, - 1768.156, - 1412.867, - 1565.289, - 1885.181, - 2125.131, - 2563.905, - 1851.57, - 2671.03, - 3078.177, - 3875.301, - 4663.215, - 2651.857, - 3955.775, - 5820.368, - 7201.88, - 8696.059, - 4618.325, - 7461.042, - 10662.619, - 13602.903, - 16836.039, - 7748.748, - 14179.497, - 20399.235, - 26718.546, - 33086.828, - 14276.801, - 27270.953, - 39943.471, - 53089.973, - 65557.4, - 27934.186, - 53694.104, - 81322.427, - 105249.704, - 130758.278, - 26335.411, - 51019.044, - 75831.915, - 101578.557, - 125180.912, - 52443.692, - 100648.883, - 151374.271, - 201462.44, - 250675.615, - 217113.553, - 424187.099, - 629091.103, - 844097.518, - 1044344.236, - 432766.57, - 840589.013, - 1252980.578, - 1671051.693, - 2072303.677, - 868613.008, - 1684137.703, - 2509549.874, - 3339923.143, - 4172158.645, - 572.125, - 556.062, - 552.315, - 558.44, - 549.288, - 664.31, - 736.987, - 884.611, - 936.041, - 1069.578, - 880.416, - 1167.822, - 1503.426, - 1768.911, - 2130.004, - 1309.743, - 1989.039, - 2741.927, - 3437.724, - 4193.542, - 2153.263, - 3654.74, - 5210.882, - 6761.975, - 8253.305, - 3849.778, - 6939.1, - 10086.24, - 13264.916, - 16351.689, - 7208.294, - 13582.588, - 19936.875, - 26368.84, - 32612.186, - 13926.81, - 26836.022, - 39438.732, - 52545.153, - 65032.277, - 27116.898, - 52946.575, - 78389.685, - 105030.308, - 131381.624, - 26016.986, - 50960.404, - 75775.874, - 101166.474, - 126024.898, - 51888.614, - 101754.764, - 151231.975, - 201764.844, - 250729.173, - 213009.954, - 420592.564, - 627686.291, - 835798.055, - 1038457.423, - 430672.569, - 850213.161, - 1251856.443, - 1669742.622, - 2077595.984, - 855262.345, - 1689739.604, - 2506215.413, - 3349519.199, - 4168854.729 - ], - "coloraxis": "coloraxis" - }, - "name": "", - "type": "parcoords" - } - ], - "layout": { - "coloraxis": { - "cmid": 2, - "colorbar": { - "title": { - "text": "runtime" - } - }, - "colorscale": [ - [ - 0, - "rgb(0, 147, 146)" - ], - [ - 0.16666666666666666, - "rgb(114, 170, 161)" - ], - [ - 0.3333333333333333, - "rgb(177, 199, 179)" - ], - [ - 0.5, - "rgb(241, 234, 200)" - ], - [ - 0.6666666666666666, - "rgb(229, 185, 173)" - ], - [ - 0.8333333333333334, - "rgb(217, 137, 148)" - ], - [ - 1, - "rgb(208, 88, 126)" - ] - ] - }, - "legend": { - "tracegroupgap": 0 - }, - "margin": { - "t": 60 - }, - "template": { - "data": { - "bar": [ - { - "error_x": { - "color": "#2a3f5f" - }, - "error_y": { - "color": "#2a3f5f" - }, - "marker": { - "line": { - "color": "#E5ECF6", - "width": 0.5 - }, - "pattern": { - "fillmode": "overlay", - "size": 10, - "solidity": 0.2 - } - }, - "type": "bar" - } - ], - "barpolar": [ - { - "marker": { - "line": { - "color": "#E5ECF6", - "width": 0.5 - }, - "pattern": { - "fillmode": "overlay", - "size": 10, - "solidity": 0.2 - } - }, - "type": "barpolar" - } - ], - "carpet": [ - { - "aaxis": { - "endlinecolor": "#2a3f5f", - "gridcolor": "white", - "linecolor": "white", - "minorgridcolor": "white", - "startlinecolor": "#2a3f5f" - }, - "baxis": { - "endlinecolor": "#2a3f5f", - "gridcolor": "white", - "linecolor": "white", - "minorgridcolor": "white", - "startlinecolor": "#2a3f5f" - }, - "type": "carpet" - } - ], - "choropleth": [ - { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - }, - "type": "choropleth" - } - ], - "contour": [ - { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - }, - "colorscale": [ - [ - 0, - "#0d0887" - ], - [ - 0.1111111111111111, - "#46039f" - ], - [ - 0.2222222222222222, - "#7201a8" - ], - [ - 0.3333333333333333, - "#9c179e" - ], - [ - 0.4444444444444444, - "#bd3786" - ], - [ - 0.5555555555555556, - "#d8576b" - ], - [ - 0.6666666666666666, - "#ed7953" - ], - [ - 0.7777777777777778, - "#fb9f3a" - ], - [ - 0.8888888888888888, - "#fdca26" - ], - [ - 1, - "#f0f921" - ] - ], - "type": "contour" - } - ], - "contourcarpet": [ - { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - }, - "type": "contourcarpet" - } - ], - "heatmap": [ - { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - }, - "colorscale": [ - [ - 0, - "#0d0887" - ], - [ - 0.1111111111111111, - "#46039f" - ], - [ - 0.2222222222222222, - "#7201a8" - ], - [ - 0.3333333333333333, - "#9c179e" - ], - [ - 0.4444444444444444, - "#bd3786" - ], - [ - 0.5555555555555556, - "#d8576b" - ], - [ - 0.6666666666666666, - "#ed7953" - ], - [ - 0.7777777777777778, - "#fb9f3a" - ], - [ - 0.8888888888888888, - "#fdca26" - ], - [ - 1, - "#f0f921" - ] - ], - "type": "heatmap" - } - ], - "heatmapgl": [ - { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - }, - "colorscale": [ - [ - 0, - "#0d0887" - ], - [ - 0.1111111111111111, - "#46039f" - ], - [ - 0.2222222222222222, - "#7201a8" - ], - [ - 0.3333333333333333, - "#9c179e" - ], - [ - 0.4444444444444444, - "#bd3786" - ], - [ - 0.5555555555555556, - "#d8576b" - ], - [ - 0.6666666666666666, - "#ed7953" - ], - [ - 0.7777777777777778, - "#fb9f3a" - ], - [ - 0.8888888888888888, - "#fdca26" - ], - [ - 1, - "#f0f921" - ] - ], - "type": "heatmapgl" - } - ], - "histogram": [ - { - "marker": { - "pattern": { - "fillmode": "overlay", - "size": 10, - "solidity": 0.2 - } - }, - "type": "histogram" - } - ], - "histogram2d": [ - { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - }, - "colorscale": [ - [ - 0, - "#0d0887" - ], - [ - 0.1111111111111111, - "#46039f" - ], - [ - 0.2222222222222222, - "#7201a8" - ], - [ - 0.3333333333333333, - "#9c179e" - ], - [ - 0.4444444444444444, - "#bd3786" - ], - [ - 0.5555555555555556, - "#d8576b" - ], - [ - 0.6666666666666666, - "#ed7953" - ], - [ - 0.7777777777777778, - "#fb9f3a" - ], - [ - 0.8888888888888888, - "#fdca26" - ], - [ - 1, - "#f0f921" - ] - ], - "type": "histogram2d" - } - ], - "histogram2dcontour": [ - { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - }, - "colorscale": [ - [ - 0, - "#0d0887" - ], - [ - 0.1111111111111111, - "#46039f" - ], - [ - 0.2222222222222222, - "#7201a8" - ], - [ - 0.3333333333333333, - "#9c179e" - ], - [ - 0.4444444444444444, - "#bd3786" - ], - [ - 0.5555555555555556, - "#d8576b" - ], - [ - 0.6666666666666666, - "#ed7953" - ], - [ - 0.7777777777777778, - "#fb9f3a" - ], - [ - 0.8888888888888888, - "#fdca26" - ], - [ - 1, - "#f0f921" - ] - ], - "type": "histogram2dcontour" - } - ], - "mesh3d": [ - { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - }, - "type": "mesh3d" - } - ], - "parcoords": [ - { - "line": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - } - }, - "type": "parcoords" - } - ], - "pie": [ - { - "automargin": true, - "type": "pie" - } - ], - "scatter": [ - { - "fillpattern": { - "fillmode": "overlay", - "size": 10, - "solidity": 0.2 - }, - "type": "scatter" - } - ], - "scatter3d": [ - { - "line": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - } - }, - "marker": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - } - }, - "type": "scatter3d" - } - ], - "scattercarpet": [ - { - "marker": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - } - }, - "type": "scattercarpet" - } - ], - "scattergeo": [ - { - "marker": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - } - }, - "type": "scattergeo" - } - ], - "scattergl": [ - { - "marker": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - } - }, - "type": "scattergl" - } - ], - "scattermapbox": [ - { - "marker": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - } - }, - "type": "scattermapbox" - } - ], - "scatterpolar": [ - { - "marker": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - } - }, - "type": "scatterpolar" - } - ], - "scatterpolargl": [ - { - "marker": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - } - }, - "type": "scatterpolargl" - } - ], - "scatterternary": [ - { - "marker": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - } - }, - "type": "scatterternary" - } - ], - "surface": [ - { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - }, - "colorscale": [ - [ - 0, - "#0d0887" - ], - [ - 0.1111111111111111, - "#46039f" - ], - [ - 0.2222222222222222, - "#7201a8" - ], - [ - 0.3333333333333333, - "#9c179e" - ], - [ - 0.4444444444444444, - "#bd3786" - ], - [ - 0.5555555555555556, - "#d8576b" - ], - [ - 0.6666666666666666, - "#ed7953" - ], - [ - 0.7777777777777778, - "#fb9f3a" - ], - [ - 0.8888888888888888, - "#fdca26" - ], - [ - 1, - "#f0f921" - ] - ], - "type": "surface" - } - ], - "table": [ - { - "cells": { - "fill": { - "color": "#EBF0F8" - }, - "line": { - "color": "white" - } - }, - "header": { - "fill": { - "color": "#C8D4E3" - }, - "line": { - "color": "white" - } - }, - "type": "table" - } - ] - }, - "layout": { - "annotationdefaults": { - "arrowcolor": "#2a3f5f", - "arrowhead": 0, - "arrowwidth": 1 - }, - "autotypenumbers": "strict", - "coloraxis": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - } - }, - "colorscale": { - "diverging": [ - [ - 0, - "#8e0152" - ], - [ - 0.1, - "#c51b7d" - ], - [ - 0.2, - "#de77ae" - ], - [ - 0.3, - "#f1b6da" - ], - [ - 0.4, - "#fde0ef" - ], - [ - 0.5, - "#f7f7f7" - ], - [ - 0.6, - "#e6f5d0" - ], - [ - 0.7, - "#b8e186" - ], - [ - 0.8, - "#7fbc41" - ], - [ - 0.9, - "#4d9221" - ], - [ - 1, - "#276419" - ] - ], - "sequential": [ - [ - 0, - "#0d0887" - ], - [ - 0.1111111111111111, - "#46039f" - ], - [ - 0.2222222222222222, - "#7201a8" - ], - [ - 0.3333333333333333, - "#9c179e" - ], - [ - 0.4444444444444444, - "#bd3786" - ], - [ - 0.5555555555555556, - "#d8576b" - ], - [ - 0.6666666666666666, - "#ed7953" - ], - [ - 0.7777777777777778, - "#fb9f3a" - ], - [ - 0.8888888888888888, - "#fdca26" - ], - [ - 1, - "#f0f921" - ] - ], - "sequentialminus": [ - [ - 0, - "#0d0887" - ], - [ - 0.1111111111111111, - "#46039f" - ], - [ - 0.2222222222222222, - "#7201a8" - ], - [ - 0.3333333333333333, - "#9c179e" - ], - [ - 0.4444444444444444, - "#bd3786" - ], - [ - 0.5555555555555556, - "#d8576b" - ], - [ - 0.6666666666666666, - "#ed7953" - ], - [ - 0.7777777777777778, - "#fb9f3a" - ], - [ - 0.8888888888888888, - "#fdca26" - ], - [ - 1, - "#f0f921" - ] - ] - }, - "colorway": [ - "#636efa", - "#EF553B", - "#00cc96", - "#ab63fa", - "#FFA15A", - "#19d3f3", - "#FF6692", - "#B6E880", - "#FF97FF", - "#FECB52" - ], - "font": { - "color": "#2a3f5f" - }, - "geo": { - "bgcolor": "white", - "lakecolor": "white", - "landcolor": "#E5ECF6", - "showlakes": true, - "showland": true, - "subunitcolor": "white" - }, - "hoverlabel": { - "align": "left" - }, - "hovermode": "closest", - "mapbox": { - "style": "light" - }, - "paper_bgcolor": "white", - "plot_bgcolor": "#E5ECF6", - "polar": { - "angularaxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - }, - "bgcolor": "#E5ECF6", - "radialaxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - } - }, - "scene": { - "xaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "gridwidth": 2, - "linecolor": "white", - "showbackground": true, - "ticks": "", - "zerolinecolor": "white" - }, - "yaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "gridwidth": 2, - "linecolor": "white", - "showbackground": true, - "ticks": "", - "zerolinecolor": "white" - }, - "zaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "gridwidth": 2, - "linecolor": "white", - "showbackground": true, - "ticks": "", - "zerolinecolor": "white" - } - }, - "shapedefaults": { - "line": { - "color": "#2a3f5f" - } - }, - "ternary": { - "aaxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - }, - "baxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - }, - "bgcolor": "#E5ECF6", - "caxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - } - }, - "title": { - "x": 0.05 - }, - "xaxis": { - "automargin": true, - "gridcolor": "white", - "linecolor": "white", - "ticks": "", - "title": { - "standoff": 15 - }, - "zerolinecolor": "white", - "zerolinewidth": 2 - }, - "yaxis": { - "automargin": true, - "gridcolor": "white", - "linecolor": "white", - "ticks": "", - "title": { - "standoff": 15 - }, - "zerolinecolor": "white", - "zerolinewidth": 2 - } - } - } - } - } - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ @@ -8648,7 +119,7 @@ " \"appl\": \"appl\", \"load\": \"load\", },\n", " color_continuous_scale=px.colors.diverging.Tealrose,\n", " color_continuous_midpoint=2)\n", - "fig.show()" + "#fig.show()" ] }, { @@ -8669,10 +140,10 @@ "output_type": "stream", "text": [ " feature VIF\n", - "0 nodes 4.095428\n", - "1 exploit 1.102242\n", - "2 appl 2.481514\n", - "3 load 5.401378\n" + "0 nodes 3.963066\n", + "1 exploit 1.105725\n", + "2 appl 2.467626\n", + "3 load 5.344994\n" ] } ], @@ -8707,7 +178,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -8717,7 +188,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -8727,7 +198,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -8737,7 +208,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -8771,7 +242,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_77112/3831858898.py:5: SettingWithCopyWarning:\n", + "/tmp/ipykernel_2245604/3831858898.py:5: SettingWithCopyWarning:\n", "\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", @@ -8779,7 +250,7 @@ "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", - "/tmp/ipykernel_77112/3831858898.py:6: SettingWithCopyWarning:\n", + "/tmp/ipykernel_2245604/3831858898.py:6: SettingWithCopyWarning:\n", "\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", @@ -8787,7 +258,7 @@ "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", - "/tmp/ipykernel_77112/3831858898.py:7: SettingWithCopyWarning:\n", + "/tmp/ipykernel_2245604/3831858898.py:7: SettingWithCopyWarning:\n", "\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", @@ -8795,7 +266,7 @@ "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", - "/tmp/ipykernel_77112/3831858898.py:8: SettingWithCopyWarning:\n", + "/tmp/ipykernel_2245604/3831858898.py:8: SettingWithCopyWarning:\n", "\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", @@ -8803,7 +274,7 @@ "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", - "/tmp/ipykernel_77112/3831858898.py:9: SettingWithCopyWarning:\n", + "/tmp/ipykernel_2245604/3831858898.py:9: SettingWithCopyWarning:\n", "\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", @@ -8816,7 +287,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 8, @@ -8825,7 +296,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlUAAAHKCAYAAAAq3r65AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/P9b71AAAACXBIWXMAAA9hAAAPYQGoP6dpAABVv0lEQVR4nO3dfVzN9/8/8Mcp6lScUqk0qQiJLMpyMJfNmWWYXF9FLj58Yx81V22EjQkfxuZqm01mbC6GzVVmEZ+RIcu15qKw6VRDHUKp8/r94df74yiUvet0eNxvt3O77f1+Pc/7PHufs53H3hevoxBCCBARERHRP2Jm7AaIiIiIXgQMVUREREQyYKgiIiIikgFDFREREZEMGKqIiIiIZMBQRURERCQDhioiIiIiGTBUEREREcmAoYqIiIhIBgxVRISEhAQoFAps2rTJ2K2USkZGBnr16gUHBwcoFAosWrTI2C1JZsyYAYVCYew2XgqxsbFQKBRIS0szditEABiqiCpM0ReAUqnEX3/9VWy8ffv2aNKkiRE6Mz0RERHYvXs3oqKisGbNGrz55ptPrFUoFFAoFFiwYEGxsaL35NixY+XZrslr3769tB8VCgWsrKzQtGlTLFq0CHq9vtxf/+OPP8bWrVvL/XWI/imGKqIKlpeXh5iYGGO3YdL27t2L7t27Y8KECRg0aBC8vb2f+Zz58+fj7t27FdDdi6l27dpYs2YN1qxZgzlz5kCpVCIiIgLTpk0r99d+UqgaPHgw7t27B3d393Lvgag0GKqIKpifnx++/PJLXL9+3ditVLjc3FxZtpOZmQk7O7tS1/v5+SEjIwMrVqyQ5fVfRra2thg0aBAGDRqE8ePH48CBA3B3d8dnn32GwsJCo/Rkbm4OpVLJ061UaTBUEVWw999/H4WFhc88WpWWlgaFQoHY2NhiYwqFAjNmzJCWi67j+eOPPzBo0CDY2tqiZs2amDZtGoQQuHbtGrp37w6VSgUXF5cST4UBQGFhId5//324uLjAxsYG3bp1w7Vr14rV/fbbb3jzzTdha2sLa2trtGvXDgcPHjSoKerp7NmzGDBgAGrUqIE2bdo89W++fPkyevfuDXt7e1hbW6Nly5bYsWOHNF50uk4IgaVLl0qno56ldevW6NixI+bNm4d79+49s37v3r14/fXXYWNjAzs7O3Tv3h3nzp0rVvfrr7+iRYsWUCqVqFevHj7//PMnbvPbb7+Fv78/rKysYG9vj379+hXbtxcuXEBISAhcXFygVCpRu3Zt9OvXDzk5OU/c7tixY1GtWrUSj8L1798fLi4uUug5duwYNBoNHB0dYWVlBU9PT4SFhT1zf5REqVSiRYsWuH37NjIzMwE832f24sWLGDp0KOzs7GBra4thw4YZ/C0KhQK5ublYvXq19H4PHToUQMnXVHl4eKBr165ISEhAQEAArKys4Ovri4SEBADA5s2b4evrC6VSCX9/f/z+++/Fej1//jx69eoFe3t7KJVKBAQE4Keffnqu/UQvF4Yqogrm6emJIUOGlMvRqr59+0Kv1yMmJgaBgYGYNWsWFi1ahDfeeAOvvPIK5s6dCy8vL0yYMAEHDhwo9vzZs2djx44dmDx5Mt59913s2bMHQUFBBkFk7969aNu2LXQ6HaZPn46PP/4Y2dnZ6NixI44cOVJsm71798bdu3fx8ccfY+TIkU/sPSMjA61atcLu3bvxf//3f5g9ezbu37+Pbt26YcuWLQCAtm3bYs2aNQCAN954QzodVRozZsxARkYGli9f/tS6X375BRqNBpmZmZgxYwYiIyNx6NAhtG7d2uDL+9SpU+jcubNUN2zYMEyfPl3q9VGzZ8/GkCFDUL9+fSxcuBDjx49HfHw82rZti+zsbABAfn4+NBoNDh8+jHHjxmHp0qUYNWoULl++LNWUpG/fvsjNzTUInwBw9+5dbNu2Db169YK5uTkyMzPRuXNnpKWlYcqUKfjss88wcOBAHD58uFT7ryRFIaosRw0f16dPH9y+fRtz5sxBnz59EBsbi5kzZ0rja9asgaWlJV5//XXp/f7Xv/711G1evHgRAwYMwNtvv405c+bg1q1bePvtt7F27VpERERg0KBBmDlzJi5duoQ+ffoYXBd25swZtGzZEufOncOUKVOwYMEC2NjYoEePHiW+t0QGBBFViFWrVgkA4ujRo+LSpUuiSpUq4t1335XG27VrJxo3biwtp6amCgBi1apVxbYFQEyfPl1anj59ugAgRo0aJa0rKCgQtWvXFgqFQsTExEjrb926JaysrERoaKi0bt++fQKAeOWVV4ROp5PWb9iwQQAQixcvFkIIodfrRf369YVGoxF6vV6qu3v3rvD09BRvvPFGsZ769+9fqv0zfvx4AUD897//ldbdvn1beHp6Cg8PD1FYWGjw94eHh5dqu4/WdujQQbi4uIi7d+8KIQzfkyJ+fn7CyclJ3LhxQ1p34sQJYWZmJoYMGSKt69Gjh1AqleLKlSvSurNnzwpzc3Px6H9a09LShLm5uZg9e7ZBX6dOnRJVqlSR1v/+++8CgNi4cWOp/q4ier1evPLKKyIkJMRgfdF7d+DAASGEEFu2bCn2t5ZWu3bthLe3t8jKyhJZWVni/PnzYuLEiQKACA4Oluqe5zMbFhZmUPfOO+8IBwcHg3U2NjYGn9ciRe9famqqtM7d3V0AEIcOHZLW7d69WwAQVlZWBu/X559/LgCIffv2Ses6deokfH19xf3796V1er1etGrVStSvX/9Ju4hICCEEj1QRGUHdunUxePBgfPHFF0hPT5dtuyNGjJD+2dzcHAEBARBCYPjw4dJ6Ozs7NGzYEJcvXy72/CFDhqB69erScq9evVCrVi3s3LkTAJCcnIwLFy5gwIABuHHjBv7++2/8/fffyM3NRadOnXDgwIFid4ONHj26VL3v3LkTr732msEpwmrVqmHUqFFIS0vD2bNnS7cTnmLGjBnQarVPvLYqPT0dycnJGDp0KOzt7aX1TZs2xRtvvCHth8LCQuzevRs9evRAnTp1pLpGjRpBo9EYbHPz5s3Q6/Xo06ePtL/+/vtvuLi4oH79+ti3bx+Ah9csAcDu3bvLdEG9QqFA7969sXPnTty5c0dav379erzyyivS/iw6mrR9+3Y8ePCg1Nsvcv78edSsWRM1a9aEt7c35s+fj27dupV4qq8sHv98vP7667hx4wZ0Ot1zb9PHxwdqtVpaDgwMBAB07NjR4P0qWl/078LNmzexd+9e6ehZ0Xt148YNaDQaXLhwocQ7d4mKMFQRGcnUqVNRUFAg652Aj35hAA+/qJVKJRwdHYutv3XrVrHn169f32BZoVDAy8tLOu114cIFAEBoaKj0BVv0WLlyJfLy8opd/+Pp6Vmq3q9cuYKGDRsWW9+oUSNp/J9q27YtOnTo8MRrq4pe40l9FAXIrKws3Lt3r9j+Kum5Fy5cgBAC9evXL7bPzp07J12P5OnpicjISKxcuRKOjo7QaDRYunTpU6+nKtK3b1/cu3dPuu7nzp072LlzJ3r37i1dc9auXTuEhIRg5syZcHR0RPfu3bFq1Srk5eU9c/vAw2uV9uzZg927d2PZsmV45ZVXkJWVBaVSWarnP8njn9kaNWoAQImfz+fdZlFgdXNzK3F90WtdvHgRQghMmzat2Hs1ffp0AJDeL6KSVDF2A0Qvq7p162LQoEH44osvMGXKlGLjT7oA+2l3Wpmbm5dqHQAIIUrZ6f8UHYWaP38+/Pz8SqypVq2awbKVlVWZX6c8TZ8+He3bt8fnn3/+j64FKi29Xg+FQoFdu3aV+F48ur8WLFiAoUOH4scff8TPP/+Md999F3PmzMHhw4dRu3btJ75Gy5Yt4eHhgQ0bNmDAgAHYtm0b7t27h759+0o1RZO7Hj58GNu2bcPu3bsRFhaGBQsW4PDhw8Xet8fZ2NggKChIWm7dujWaN2+O999/H59++qn0GiUp62cWeL7P57O2+azXKvp8T5gwodgRxyJeXl7P3Re9+BiqiIxo6tSp+PbbbzF37txiY0X/x/74RcpyHLF5kqIjUUWEELh48SKaNm0KAKhXrx4AQKVSGXzBysHd3R0pKSnF1p8/f14al0O7du3Qvn17zJ07F9HR0cV6APDEPhwdHWFjYwOlUgkrK6ti+6uk59arVw9CCHh6eqJBgwbP7M/X1xe+vr6YOnWqdIH8ihUrMGvWrKc+r0+fPli8eDF0Oh3Wr18PDw8PtGzZslhdy5Yt0bJlS8yePRvr1q3DwIED8f333xucOi6Npk2bYtCgQfj8888xYcIE1KlTp9w+sxU1ZULdunUBAFWrVpX9800vB57+IzKievXqSV9MWq3WYEylUsHR0bHYXXrLli0rt36++eYb3L59W1retGkT0tPT0aVLFwCAv78/6tWrh//85z8G1+8UycrKeu7Xfuutt3DkyBEkJiZK63Jzc/HFF1/Aw8MDPj4+z73txxVdW/XFF18YrK9Vqxb8/PywevVqg2Bw+vRp/Pzzz3jrrbcAPDziodFosHXrVly9elWqO3fuHHbv3m2wzZ49e8Lc3BwzZ84sdvRFCIEbN24AAHQ6HQoKCgzGfX19YWZmVqpTdH379kVeXh5Wr16NuLg49OnTx2D81q1bxV6/6GhjaU8BPm7SpEl48OABFi5cCKD8PrM2NjZPvQNSLk5OTtJRzJKudfwnn296OfBIFZGRffDBB1izZg1SUlLQuHFjg7ERI0YgJiYGI0aMQEBAAA4cOIA//vij3Hqxt7dHmzZtMGzYMGRkZGDRokXw8vKSpkIwMzPDypUr0aVLFzRu3BjDhg3DK6+8gr/++gv79u2DSqXCtm3bnuu1p0yZgu+++w5dunTBu+++C3t7e6xevRqpqan44YcfYGYm3/8DtmvXDu3atcP+/fuLjc2fPx9dunSBWq3G8OHDce/ePXz22WewtbU1mGdp5syZiIuLw+uvv47/+7//Q0FBAT777DM0btwYJ0+elOrq1auHWbNmISoqCmlpaejRoweqV6+O1NRUbNmyBaNGjcKECROwd+9ejB07Fr1790aDBg1QUFCANWvWwNzcHCEhIc/8m5o3bw4vLy988MEHyMvLMzj1BwCrV6/GsmXL8M4776BevXq4ffs2vvzyS6hUKikslpWPjw/eeustrFy5EtOmTYODg0O5fGb9/f3xyy+/YOHChXB1dYWnp6d0kbncli5dijZt2sDX1xcjR45E3bp1kZGRgcTERPz55584ceJEubwuvSCMdNch0UunpNv3i4SGhgoABlMqCPFwqoLhw4cLW1tbUb16ddGnTx+RmZn5xNvTs7Kyim3Xxsam2Os9Pn1D0ZQK3333nYiKihJOTk7CyspKBAcHG9yCXuT3338XPXv2FA4ODsLS0lK4u7uLPn36iPj4+Gf29DSXLl0SvXr1EnZ2dkKpVIrXXntNbN++vVgdnnNKhUcV/c0lvSe//PKLaN26tbCyshIqlUq8/fbb4uzZs8W2sX//fuHv7y8sLCxE3bp1xYoVK6S/+3E//PCDaNOmjbCxsRE2NjbC29tbhIeHi5SUFCGEEJcvXxZhYWGiXr16QqlUCnt7e9GhQwfxyy+/lOrvFEKIDz74QAAQXl5excaOHz8u+vfvL+rUqSMsLS2Fk5OT6Nq1qzh27Ngzt/v45+VRCQkJBp/Hf/qZLWmahPPnz4u2bdsKKysrAUCaXuFJUyo8Os1DkZI+B0VTQMyfP99g/aVLl8SQIUOEi4uLqFq1qnjllVdE165dxaZNm56xp+hlpxDiH1wNSEREREQAeE0VERERkSwYqoiIiIhkwFBFREREJAOGKiIiIiIZMFQRERERyYDzVFUgvV6P69evo3r16hU2QzARERH9M0II3L59G66urk+dM4+hqgJdv3692A96EhERkWm4du3aU3+Hk6GqAlWvXh3AwzdFpVIZuRsiIiIqDZ1OBzc3N+l7/EkYqipQ0Sk/lUrFUEVERGRinnXpDi9UJyIiIpIBQxURERGRDBiqiIiIiGRg1FC1fPlyNG3aVLrGSK1WY9euXdJ4+/btoVAoDB6jR4822MbVq1cRHBwMa2trODk5YeLEiSgoKDCoSUhIQPPmzWFpaQkvLy/ExsYW62Xp0qXw8PCAUqlEYGAgjhw5YjB+//59hIeHw8HBAdWqVUNISAgyMjLk2xlERPRSKCwsxP379/moRI/CwkJZ3lujXqheu3ZtxMTEoH79+hBCYPXq1ejevTt+//13NG7cGAAwcuRIfPjhh9JzrK2tpX8uLCxEcHAwXFxccOjQIaSnp2PIkCGoWrUqPv74YwBAamoqgoODMXr0aKxduxbx8fEYMWIEatWqBY1GAwBYv349IiMjsWLFCgQGBmLRokXQaDRISUmBk5MTACAiIgI7duzAxo0bYWtri7Fjx6Jnz544ePBgRe0uIiIyYUIIaLVaZGdnG7sVKoGdnR1cXFz+0TySCiGEkLGnf8ze3h7z58/H8OHD0b59e/j5+WHRokUl1u7atQtdu3bF9evX4ezsDABYsWIFJk+ejKysLFhYWGDy5MnYsWMHTp8+LT2vX79+yM7ORlxcHAAgMDAQLVq0wJIlSwA8nKTTzc0N48aNw5QpU5CTk4OaNWti3bp16NWrFwDg/PnzaNSoERITE9GyZctS/W06nQ62trbIycnh3X9ERC+Z9PR0ZGdnw8nJCdbW1pwEupIQQuDu3bvIzMyEnZ0datWqVaymtN/flWZKhcLCQmzcuBG5ublQq9XS+rVr1+Lbb7+Fi4sL3n77bUybNk06WpWYmAhfX18pUAGARqPBmDFjcObMGTRr1gyJiYkICgoyeC2NRoPx48cDAPLz85GUlISoqChp3MzMDEFBQUhMTAQAJCUl4cGDBwbb8fb2Rp06dZ4aqvLy8pCXlyct63S659w7RERkygoLC6VA5eDgYOx26DFWVlYAgMzMTDg5OcHc3Py5tmP0UHXq1Cmo1Wrcv38f1apVw5YtW+Dj4wMAGDBgANzd3eHq6oqTJ09i8uTJSElJwebNmwEAWq3WIFABkJa1Wu1Ta3Q6He7du4dbt26hsLCwxJrz589L27CwsICdnV2xmqLXKcmcOXMwc+bMMu4RIiJ60Tx48ACA4SUsVLkUvTcPHjww3VDVsGFDJCcnIycnB5s2bUJoaCj2798PHx8fjBo1Sqrz9fVFrVq10KlTJ1y6dAn16tUzYtelExUVhcjISGm5aEZWIiJ6OfGUX+Ulx3tj9CkVLCws4OXlBX9/f8yZMwevvvoqFi9eXGJtYGAgAODixYsAABcXl2J34BUtu7i4PLVGpVLBysoKjo6OMDc3L7Hm0W3k5+cXu7jw0ZqSWFpaSnc2chZ1IiKiF5vRQ9Xj9Hq9wXVIj0pOTgYA6SIytVqNU6dOITMzU6rZs2cPVCqVdApRrVYjPj7eYDt79uyRrtuysLCAv7+/QY1er0d8fLxU4+/vj6pVqxrUpKSk4OrVqwbXfxEREdHLy6in/6KiotClSxfUqVMHt2/fxrp165CQkIDdu3fj0qVLWLduHd566y04ODjg5MmTiIiIQNu2bdG0aVMAQOfOneHj44PBgwdj3rx50Gq1mDp1KsLDw2FpaQkAGD16NJYsWYJJkyYhLCwMe/fuxYYNG7Bjxw6pj8jISISGhiIgIACvvfYaFi1ahNzcXAwbNgwAYGtri+HDhyMyMhL29vZQqVQYN24c1Gp1qe/8IyIiKonHlB3PLpJRWkxwhb5eWSkUCmzZsgU9evQwditlZtRQlZmZiSFDhiA9PR22trZo2rQpdu/ejTfeeAPXrl3DL7/8IgUcNzc3hISEYOrUqdLzzc3NsX37dowZMwZqtRo2NjYIDQ01mNfK09MTO3bsQEREBBYvXozatWtj5cqV0hxVANC3b19kZWUhOjoaWq0Wfn5+iIuLM7h4/ZNPPoGZmRlCQkKQl5cHjUaDZcuWVcyOIiIiesHMmDEDW7dulc5CFUlPT0eNGjWM09Q/VOnmqXqRcZ4qIqKX0/3795GamgpPT08olUqDMVM7UpWfnw8LC4t/3MeTQpWxPO09Ku33d6W7poqIiIgqj/bt22Ps2LEYP348HB0dodFooFAoDMJQdnY2FAoFEhISADz8eTiFQoH4+HgEBATA2toarVq1QkpKCgAgNjYWM2fOxIkTJ6SfoSv6CTmFQoGtW7cCANLS0qBQKLBhwwa8/vrrsLKyQosWLfDHH3/g6NGjCAgIQLVq1dClSxdkZWUZ9L1y5Uo0atQISqUS3t7eFXJ2yehTKlDJyuP/XCr7eXQiIqqcVq9ejTFjxkg/zebt7V2q533wwQdYsGABatasidGjRyMsLAwHDx5E3759cfr0acTFxeGXX34B8PD65SeZPn06Fi1ahDp16iAsLAwDBgxA9erVsXjxYlhbW6NPnz6Ijo7G8uXLATycODw6OhpLlixBs2bN8Pvvv2PkyJHSZULlhaGKiIiInqp+/fqYN28egIdHj0pr9uzZaNeuHQBgypQpCA4Oxv3792FlZYVq1aqhSpUqT52aqMiECROka6H//e9/o3///oiPj0fr1q0BAMOHD5eOdAEPQ9iCBQvQs2dPAA+vrz579iw+//xzhioiIiIyHn9//+d6XtHd+sD/pkPKzMxEnTp1nns7RTeR+fr6Gqwrml4pNzcXly5dwvDhwzFy5EippqCg4KlHw+TAUEVERERPZWNjI/2zmdnDy7Efvc+t6Gd4Hle1alXpn4tmLNfr9WV+/ZK28/i6ou3euXMHAPDll19Kk4YXed6fnykthioiIiIqtZo1awJ4OPVBs2bNAOC57uCzsLBAYWGhnK0BeHjUytXVFZcvX8bAgQNl3/7TMFQRERFRqVlZWaFly5aIiYmBp6cnMjMzDeaQLC0PDw+kpqYiOTkZtWvXRvXq1aWJu/+pmTNn4t1334WtrS3efPNN5OXl4dixY7h165bBb/LKjaGKiIjIiEzxzuyvv/4aw4cPh7+/Pxo2bIh58+ahc+fOZdpGSEgINm/ejA4dOiA7OxurVq3C0KFDZelvxIgRsLa2xvz58zFx4kTY2NjA19cX48ePl2X7T8LJPytQWSb/5JQKREQvjqdNLEmVAyf/JCIiIqokGKqIiIiIZMBQRURERCQDhioiIiIiGTBUERERVZDnmfiSKoYc7w2nVCAiIipnFhYWMDMzw/Xr11GzZk1YWFhIM4OTcQkhkJ+fj6ysLJiZmcHCwuK5t8VQRUREVM7MzMzg6emJ9PR0XL9+3djtUAmsra1Rp04d6Wd4ngdDFRERUQWwsLBAnTp1UFBQUC4/z0LPz9zcHFWqVPnHRw8ZqoiIiCqIQqFA1apVDX4MmF4cvFCdiIiISAYMVUREREQyYKgiIiIikgFDFREREZEMGKqIiIiIZMBQRURERCQDhioiIiIiGTBUEREREcmAoYqIiIhIBgxVRERERDJgqCIiIiKSAUMVERERkQwYqoiIiIhkwFBFREREJAOGKiIiIiIZMFQRERERyYChioiIiEgGDFVEREREMmCoIiIiIpIBQxURERGRDBiqiIiIiGTAUEVEREQkA4YqIiIiIhkYNVQtX74cTZs2hUqlgkqlglqtxq5du6Tx+/fvIzw8HA4ODqhWrRpCQkKQkZFhsI2rV68iODgY1tbWcHJywsSJE1FQUGBQk5CQgObNm8PS0hJeXl6IjY0t1svSpUvh4eEBpVKJwMBAHDlyxGC8NL0QERHRy8uooap27dqIiYlBUlISjh07ho4dO6J79+44c+YMACAiIgLbtm3Dxo0bsX//fly/fh09e/aUnl9YWIjg4GDk5+fj0KFDWL16NWJjYxEdHS3VpKamIjg4GB06dEBycjLGjx+PESNGYPfu3VLN+vXrERkZienTp+P48eN49dVXodFokJmZKdU8qxciIiJ6uSmEEMLYTTzK3t4e8+fPR69evVCzZk2sW7cOvXr1AgCcP38ejRo1QmJiIlq2bIldu3aha9euuH79OpydnQEAK1aswOTJk5GVlQULCwtMnjwZO3bswOnTp6XX6NevH7KzsxEXFwcACAwMRIsWLbBkyRIAgF6vh5ubG8aNG4cpU6YgJyfnmb2UJC8vD3l5edKyTqeDm5sbcnJyoFKpnrofPKbseM49+GRpMcGyb5OIiOhFp9PpYGtr+8zv70pzTVVhYSG+//575ObmQq1WIykpCQ8ePEBQUJBU4+3tjTp16iAxMREAkJiYCF9fXylQAYBGo4FOp5OOdiUmJhpso6imaBv5+flISkoyqDEzM0NQUJBUU5peSjJnzhzY2tpKDzc3t+fdPURERFTJGT1UnTp1CtWqVYOlpSVGjx6NLVu2wMfHB1qtFhYWFrCzszOod3Z2hlarBQBotVqDQFU0XjT2tBqdTod79+7h77//RmFhYYk1j27jWb2UJCoqCjk5OdLj2rVrpdspREREZHKqGLuBhg0bIjk5GTk5Odi0aRNCQ0Oxf/9+Y7clC0tLS1haWhq7DSIiIqoARg9VFhYW8PLyAgD4+/vj6NGjWLx4Mfr27Yv8/HxkZ2cbHCHKyMiAi4sLAMDFxaXYXXpFd+Q9WvP4XXoZGRlQqVSwsrKCubk5zM3NS6x5dBvP6oWIiIhebkY//fc4vV6PvLw8+Pv7o2rVqoiPj5fGUlJScPXqVajVagCAWq3GqVOnDO7S27NnD1QqFXx8fKSaR7dRVFO0DQsLC/j7+xvU6PV6xMfHSzWl6YWIiIhebkY9UhUVFYUuXbqgTp06uH37NtatW4eEhATs3r0btra2GD58OCIjI2Fvbw+VSoVx48ZBrVZLd9t17twZPj4+GDx4MObNmwetVoupU6ciPDxcOu02evRoLFmyBJMmTUJYWBj27t2LDRs2YMeO/91dFxkZidDQUAQEBOC1117DokWLkJubi2HDhgFAqXohIiKil5tRQ1VmZiaGDBmC9PR02NraomnTpti9ezfeeOMNAMAnn3wCMzMzhISEIC8vDxqNBsuWLZOeb25uju3bt2PMmDFQq9WwsbFBaGgoPvzwQ6nG09MTO3bsQEREBBYvXozatWtj5cqV0Gg0Uk3fvn2RlZWF6OhoaLVa+Pn5IS4uzuDi9Wf1QkRERC+3SjdP1YustPNcAJynioiIqLIwuXmqiIiIiEwZQxURERGRDBiqiIiIiGTAUEVEREQkA4YqIiIiIhkwVBERERHJgKGKiIiISAYMVUREREQyYKgiIiIikgFDFREREZEMGKqIiIiIZMBQRURERCQDhioiIiIiGTBUEREREcmAoYqIiIhIBgxVRERERDJgqCIiIiKSAUMVERERkQwYqoiIiIhkwFBFREREJAOGKiIiIiIZMFQRERERyYChioiIiEgGDFVEREREMmCoIiIiIpIBQxURERGRDBiqiIiIiGTAUEVEREQkA4YqIiIiIhkwVBERERHJgKGKiIiISAYMVUREREQyYKgiIiIikgFDFREREZEMGKqIiIiIZMBQRURERCQDhioiIiIiGTBUEREREcmAoYqIiIhIBgxVRERERDIwaqiaM2cOWrRogerVq8PJyQk9evRASkqKQU379u2hUCgMHqNHjzaouXr1KoKDg2FtbQ0nJydMnDgRBQUFBjUJCQlo3rw5LC0t4eXlhdjY2GL9LF26FB4eHlAqlQgMDMSRI0cMxu/fv4/w8HA4ODigWrVqCAkJQUZGhjw7g4iIiEyaUUPV/v37ER4ejsOHD2PPnj148OABOnfujNzcXIO6kSNHIj09XXrMmzdPGissLERwcDDy8/Nx6NAhrF69GrGxsYiOjpZqUlNTERwcjA4dOiA5ORnjx4/HiBEjsHv3bqlm/fr1iIyMxPTp03H8+HG8+uqr0Gg0yMzMlGoiIiKwbds2bNy4Efv378f169fRs2fPctxDREREZCoUQghh7CaKZGVlwcnJCfv370fbtm0BPDxS5efnh0WLFpX4nF27dqFr1664fv06nJ2dAQArVqzA5MmTkZWVBQsLC0yePBk7duzA6dOnpef169cP2dnZiIuLAwAEBgaiRYsWWLJkCQBAr9fDzc0N48aNw5QpU5CTk4OaNWti3bp16NWrFwDg/PnzaNSoERITE9GyZctn/n06nQ62trbIycmBSqV6aq3HlB3P3F5ZpcUEy75NIiKiF11pv78r1TVVOTk5AAB7e3uD9WvXroWjoyOaNGmCqKgo3L17VxpLTEyEr6+vFKgAQKPRQKfT4cyZM1JNUFCQwTY1Gg0SExMBAPn5+UhKSjKoMTMzQ1BQkFSTlJSEBw8eGNR4e3ujTp06Us3j8vLyoNPpDB5ERET0Yqpi7AaK6PV6jB8/Hq1bt0aTJk2k9QMGDIC7uztcXV1x8uRJTJ48GSkpKdi8eTMAQKvVGgQqANKyVqt9ao1Op8O9e/dw69YtFBYWllhz/vx5aRsWFhaws7MrVlP0Oo+bM2cOZs6cWcY9QURERKao0oSq8PBwnD59Gr/++qvB+lGjRkn/7Ovri1q1aqFTp064dOkS6tWrV9FtlklUVBQiIyOlZZ1OBzc3NyN2REREROWlUpz+Gzt2LLZv3459+/ahdu3aT60NDAwEAFy8eBEA4OLiUuwOvKJlFxeXp9aoVCpYWVnB0dER5ubmJdY8uo38/HxkZ2c/seZxlpaWUKlUBg8iIiJ6MRk1VAkhMHbsWGzZsgV79+6Fp6fnM5+TnJwMAKhVqxYAQK1W49SpUwZ36e3ZswcqlQo+Pj5STXx8vMF29uzZA7VaDQCwsLCAv7+/QY1er0d8fLxU4+/vj6pVqxrUpKSk4OrVq1INERERvbyMevovPDwc69atw48//ojq1atL1ybZ2trCysoKly5dwrp16/DWW2/BwcEBJ0+eREREBNq2bYumTZsCADp37gwfHx8MHjwY8+bNg1arxdSpUxEeHg5LS0sAwOjRo7FkyRJMmjQJYWFh2Lt3LzZs2IAdO/53h11kZCRCQ0MREBCA1157DYsWLUJubi6GDRsm9TR8+HBERkbC3t4eKpUK48aNg1qtLtWdf0RERPRiM2qoWr58OYCH0yY8atWqVRg6dCgsLCzwyy+/SAHHzc0NISEhmDp1qlRrbm6O7du3Y8yYMVCr1bCxsUFoaCg+/PBDqcbT0xM7duxAREQEFi9ejNq1a2PlypXQaDRSTd++fZGVlYXo6GhotVr4+fkhLi7O4OL1Tz75BGZmZggJCUFeXh40Gg2WLVtWTnuHiIiITEmlmqfqRcd5qoiIiEyPSc5TRURERGSqGKqIiIiIZMBQRURERCQDhioiIiIiGTBUEREREcmAoYqIiIhIBgxVRERERDJgqCIiIiKSAUMVERERkQwYqoiIiIhkwFBFREREJAOGKiIiIiIZMFQRERERyYChioiIiEgGDFVEREREMmCoIiIiIpIBQxURERGRDBiqiIiIiGTAUEVEREQkA4YqIiIiIhkwVBERERHJoEpZn5Camor//ve/uHLlCu7evYuaNWuiWbNmUKvVUCqV5dEjERERUaVX6lC1du1aLF68GMeOHYOzszNcXV1hZWWFmzdv4tKlS1AqlRg4cCAmT54Md3f38uyZiIiIqNIpVahq1qwZLCwsMHToUPzwww9wc3MzGM/Ly0NiYiK+//57BAQEYNmyZejdu3e5NExERERUGZUqVMXExECj0Txx3NLSEu3bt0f79u0xe/ZspKWlydUfERERkUkoVah6WqB6nIODAxwcHJ67ISIiIiJTVOa7/44fP45Tp05Jyz/++CN69OiB999/H/n5+bI2R0RERGQqyhyq/vWvf+GPP/4AAFy+fBn9+vWDtbU1Nm7ciEmTJsneIBEREZEpKHOo+uOPP+Dn5wcA2LhxI9q2bYt169YhNjYWP/zwg9z9EREREZmEMocqIQT0ej0A4JdffsFbb70FAHBzc8Pff/8tb3dEREREJqLMoSogIACzZs3CmjVrsH//fgQHBwN4OCmos7Oz7A0SERERmYIyh6pFixbh+PHjGDt2LD744AN4eXkBADZt2oRWrVrJ3iARERGRKSjzz9Q0bdrU4O6/IvPnz4e5ubksTRERERGZmjKHqkfduXNHur6qSNWqVf9RQ0RERESmqMyn/1JTUxEcHAwbGxvY2tqiRo0aqFGjBuzs7FCjRo3y6JGIiIio0ivzkapBgwZBCIGvv/4azs7OUCgU5dEXERERkUkpc6g6ceIEkpKS0LBhw/Loh4iIiMgklfn0X4sWLXDt2rXy6IWIiIjIZJX5SNXKlSsxevRo/PXXX2jSpEmxC9ObNm0qW3NEREREpqLMoSorKwuXLl3CsGHDpHUKhQJCCCgUChQWFsraIBEREZEpKHOoCgsLQ7NmzfDdd9/xQnUiIiKi/6/M11RduXIFc+fORWBgIDw8PODu7m7wKIs5c+agRYsWqF69OpycnNCjRw+kpKQY1Ny/fx/h4eFwcHBAtWrVEBISgoyMDIOaq1evIjg4GNbW1nBycsLEiRNRUFBgUJOQkIDmzZvD0tISXl5eiI2NLdbP0qVL4eHhAaVSicDAQBw5cqTMvRAREdHLqcyhqmPHjjhx4oQsL75//36Eh4fj8OHD2LNnDx48eIDOnTsjNzdXqomIiMC2bduwceNG7N+/H9evX0fPnj2l8cLCQgQHByM/Px+HDh3C6tWrERsbi+joaKmmaG6tDh06IDk5GePHj8eIESOwe/duqWb9+vWIjIzE9OnTcfz4cbz66qvQaDTIzMwsdS9ERET08lIIIURZnvDFF19g1qxZCAsLg6+vb7EL1bt16/bczWRlZcHJyQn79+9H27ZtkZOTg5o1a2LdunXo1asXAOD8+fNo1KgREhMT0bJlS+zatQtdu3bF9evXpR90XrFiBSZPnoysrCxYWFhg8uTJ2LFjB06fPi29Vr9+/ZCdnY24uDgAQGBgIFq0aIElS5YAAPR6Pdzc3DBu3DhMmTKlVL08Li8vD3l5edKyTqeDm5sbcnJyoFKpnrovPKbseO79+CRpMcGyb5OIiOhFp9PpYGtr+8zv7zJfUzV69GgAwIcfflhs7J9eqJ6TkwMAsLe3BwAkJSXhwYMHCAoKkmq8vb1Rp04dKcgkJibC19dXClQAoNFoMGbMGJw5cwbNmjVDYmKiwTaKasaPHw8AyM/PR1JSEqKioqRxMzMzBAUFITExsdS9PG7OnDmYOXPmc+8PIiIiMh1lPv2n1+uf+PgngUqv12P8+PFo3bo1mjRpAgDQarWwsLCAnZ2dQa2zszO0Wq1U82igKhovGntajU6nw7179/D333+jsLCwxJpHt/GsXh4XFRWFnJwc6cH5vYiIiF5c/+gHleUUHh6O06dP49dffzV2K7KxtLSEpaWlsdsgIiKiClCqI1Xff/99qTd47do1HDx4sExNjB07Ftu3b8e+fftQu3Ztab2Liwvy8/ORnZ1tUJ+RkQEXFxep5vE78IqWn1WjUqlgZWUFR0dHmJubl1jz6Dae1QsRERG9vEoVqpYvX45GjRph3rx5OHfuXLHxnJwc7Ny5EwMGDEDz5s1x48aNUr24EAJjx47Fli1bsHfvXnh6ehqM+/v7o2rVqoiPj5fWpaSk4OrVq1Cr1QAAtVqNU6dOGdylt2fPHqhUKvj4+Eg1j26jqKZoGxYWFvD39zeo0ev1iI+Pl2pK0wsRERG9vEp1+m///v346aef8NlnnyEqKgo2NjZwdnaGUqnErVu3oNVq4ejoiKFDh+L06dPFrk16kvDwcKxbtw4//vgjqlevLl2bZGtrCysrK9ja2mL48OGIjIyEvb09VCoVxo0bB7VaLV0Y3rlzZ/j4+GDw4MGYN28etFotpk6divDwcOnU2+jRo7FkyRJMmjQJYWFh2Lt3LzZs2IAdO/53h11kZCRCQ0MREBCA1157DYsWLUJubq40c3xpeiEiIqKXV5mnVPj777/x66+/4sqVK7h37x4cHR3RrFkzNGvWDGZmZbvu/Umzsa9atQpDhw4F8HDCzffeew/fffcd8vLyoNFosGzZMoNTbleuXMGYMWOQkJAAGxsbhIaGIiYmBlWq/C8zJiQkICIiAmfPnkXt2rUxbdo06TWKLFmyBPPnz4dWq4Wfnx8+/fRTBAYGSuOl6eVpSntLJsApFYiIiCqL0n5/lzlU0fNjqCIiIjI9pf3+LvOUCkRERERUHEMVERERkQwYqoiIiIhkwFBFREREJIPnDlX5+flISUlBQUGBnP0QERERmaQyh6q7d+9i+PDhsLa2RuPGjXH16lUAwLhx4xATEyN7g0RERESmoMyhKioqCidOnEBCQgKUSqW0PigoCOvXr5e1OSIiIiJTUeYfVN66dSvWr1+Pli1bGkze2bhxY1y6dEnW5oiIiIhMRZmPVGVlZcHJyanY+tzc3CfOkE5ERET0oitzqAoICDD4zbyiILVy5Ur+sDARERG9tMp8+u/jjz9Gly5dcPbsWRQUFGDx4sU4e/YsDh06hP3795dHj0RERESVXpmPVLVp0wbJyckoKCiAr68vfv75Zzg5OSExMRH+/v7l0SMRERFRpVfmI1UAUK9ePXz55Zdy90JERERksp4rVAFAZmYmMjMzodfrDdY3bdr0HzdFREREZGrKHKqSkpIQGhqKc+fOQQhhMKZQKFBYWChbc0RERESmosyhKiwsDA0aNMBXX30FZ2dnTqNAREREhOcIVZcvX8YPP/wALy+v8uiHiIiIyCSV+e6/Tp064cSJE+XRCxEREZHJKvORqpUrVyI0NBSnT59GkyZNULVqVYPxbt26ydYcERERkakoc6hKTEzEwYMHsWvXrmJjvFCdiIiIXlZlPv03btw4DBo0COnp6dDr9QYPBioiIiJ6WZU5VN24cQMRERFwdnYuj36IiIiITFKZQ1XPnj2xb9++8uiFiIiIyGSV+ZqqBg0aICoqCr/++it8fX2LXaj+7rvvytYcERERkalQiMenRX8GT0/PJ29MocDly5f/cVMvKp1OB1tbW+Tk5EClUj211mPKDtlfPy0mWPZtEhERvehK+/1d5iNVqamp/6gxIiIiohdRma+pIiIiIqLiSnWkKjIyEh999BFsbGwQGRn51NqFCxfK0hgRERGRKSlVqPr999/x4MED6Z+JiIiIyFCpQtWjUyhwOgUiIiKi4sp8TVVYWBhu375dbH1ubi7CwsJkaYqIiIjI1JQ5VK1evRr37t0rtv7evXv45ptvZGmKiIiIyNSUekoFnU4HIQSEELh9+zaUSqU0VlhYiJ07d8LJyalcmiQiIiKq7Eodquzs7KBQKKBQKNCgQYNi4wqFAjNnzpS1OSIiIiJTUepQtW/fPggh0LFjR/zwww+wt7eXxiwsLODu7g5XV9dyaZKIiIiosit1qGrXrh2AhzOqu7m5wcyM84YSERERFSnzz9S4u7sjOzsbR44cQWZmJvR6vcH4kCFDZGuOiIiIyFSUOVRt27YNAwcOxJ07d6BSqaBQKKQxhULBUEVEREQvpTKfw3vvvfcQFhaGO3fuIDs7G7du3ZIeN2/eLI8eiYiIiCq9Moeqv/76C++++y6sra3Lox8iIiIik1TmUKXRaHDs2DFZXvzAgQN4++234erqCoVCga1btxqMDx06VJrGoejx5ptvGtTcvHkTAwcOhEqlgp2dHYYPH447d+4Y1Jw8eRKvv/46lEol3NzcMG/evGK9bNy4Ed7e3lAqlfD19cXOnTsNxoUQiI6ORq1atWBlZYWgoCBcuHBBlv1AREREpq/M11QFBwdj4sSJOHv2LHx9fVG1alWD8W7dupV6W7m5uXj11VcRFhaGnj17lljz5ptvYtWqVdKypaWlwfjAgQORnp6OPXv24MGDBxg2bBhGjRqFdevWAXg4aWnnzp0RFBSEFStW4NSpUwgLC4OdnR1GjRoFADh06BD69++POXPmoGvXrli3bh169OiB48ePo0mTJgCAefPm4dNPP8Xq1avh6emJadOmQaPR4OzZswYToRIREdHLSSGEEGV5wtOmUlAoFCgsLHy+RhQKbNmyBT169JDWDR06FNnZ2cWOYBU5d+4cfHx8cPToUQQEBAAA4uLi8NZbb+HPP/+Eq6srli9fjg8++ABarRYWFhYAgClTpmDr1q04f/48AKBv377Izc3F9u3bpW23bNkSfn5+WLFiBYQQcHV1xXvvvYcJEyYAAHJycuDs7IzY2Fj069evVH+jTqeDra0tcnJyoFKpnlrrMWVHqbZZFmkxwbJvk4iI6EVX2u/vMp/+0+v1T3w8b6B6moSEBDg5OaFhw4YYM2YMbty4IY0lJibCzs5OClQAEBQUBDMzM/z2229STdu2baVABTw8hZmSkoJbt25JNUFBQQavq9FokJiYCODh3FxardagxtbWFoGBgVJNSfLy8qDT6QweRERE9GKq1DN4vvnmm/jmm28QHx+PuXPnYv/+/ejSpYsU3rRabbHfG6xSpQrs7e2h1WqlGmdnZ4OaouVn1Tw6/ujzSqopyZw5c2Brays93NzcyvT3ExERkeko8zVVH3744VPHo6Ojn7uZxz16Ws3X1xdNmzZFvXr1kJCQgE6dOsn2OuUlKioKkZGR0rJOp2OwIiIiekGVOVRt2bLFYPnBgwdITU1FlSpVUK9ePVlD1ePq1q0LR0dHXLx4EZ06dYKLiwsyMzMNagoKCnDz5k24uLgAAFxcXJCRkWFQU7T8rJpHx4vW1apVy6DGz8/vif1aWloWu7CeiIiIXkxlPv33+++/GzxOnz6N9PR0dOrUCREREeXRo+TPP//EjRs3pGCjVquRnZ2NpKQkqWbv3r3Q6/UIDAyUag4cOIAHDx5INXv27EHDhg1Ro0YNqSY+Pt7gtfbs2QO1Wg0A8PT0hIuLi0GNTqfDb7/9JtUQERHRy02Wa6pUKhVmzpyJadOmlel5d+7cQXJyMpKTkwE8vCA8OTkZV69exZ07dzBx4kQcPnwYaWlpiI+PR/fu3eHl5QWNRgMAaNSoEd58802MHDkSR44cwcGDBzF27Fj069cPrq6uAIABAwbAwsICw4cPx5kzZ7B+/XosXrzY4LTcv//9b8TFxWHBggU4f/48ZsyYgWPHjmHs2LEAHt6ZOH78eMyaNQs//fQTTp06hSFDhsDV1dXgbkUiIiJ6eZX59N+T5OTkICcnp0zPOXbsGDp06CAtFwWd0NBQLF++HCdPnsTq1auRnZ0NV1dXdO7cGR999JHBKbW1a9di7Nix6NSpE8zMzBASEoJPP/1UGre1tcXPP/+M8PBw+Pv7w9HREdHR0dIcVQDQqlUrrFu3DlOnTsX777+P+vXrY+vWrdIcVQAwadIk5ObmYtSoUcjOzkabNm0QFxfHOaqIiIgIwHPMU/VoYAEezjSenp6ONWvWoF27dtKkm1Qc56kiIiIyPaX9/i7zkapPPvnEYNnMzAw1a9ZEaGgooqKiyt4pERER0QugzKEqNTX1iWP37t37R80QERERmSpZLlTPy8vDwoUL4enpKcfmiIiIiExOqUNVXl4eoqKiEBAQgFatWkm/x/f111/D09MTn3zySblPqUBERERUWZX69F90dDQ+//xzBAUF4dChQ+jduzeGDRuGw4cPY+HChejduzfMzc3Ls1ciIiKiSqvUoWrjxo345ptv0K1bN5w+fRpNmzZFQUEBTpw4AYVCUZ49EhEREVV6pT799+eff8Lf3x8A0KRJE1haWiIiIoKBioiIiAhlCFWFhYWwsLCQlqtUqYJq1aqVS1NEREREpqbUp/+EEBg6dKg0m/n9+/cxevRo2NjYGNRt3rxZ3g6JiIiITECpQ1VoaKjB8qBBg2RvhoiIiMhUlTpUrVq1qjz7ICIiIjJpskz+SURERPSyY6giIiIikgFDFREREZEMGKqIiIiIZMBQRURERCQDhioiIiIiGTBUEREREcmAoYqIiIhIBgxVRERERDJgqCIiIiKSAUMVERERkQwYqoiIiIhkwFBFREREJAOGKiIiIiIZMFQRERERyYChioiIiEgGDFVEREREMmCoIiIiIpIBQxURERGRDBiqiIiIiGTAUEVEREQkA4YqIiIiIhkwVBERERHJgKGKiIiISAYMVUREREQyYKgiIiIikgFDFREREZEMGKqIiIiIZMBQRURERCQDhioiIiIiGRg1VB04cABvv/02XF1doVAosHXrVoNxIQSio6NRq1YtWFlZISgoCBcuXDCouXnzJgYOHAiVSgU7OzsMHz4cd+7cMag5efIkXn/9dSiVSri5uWHevHnFetm4cSO8vb2hVCrh6+uLnTt3lrkXIiIienkZNVTl5ubi1VdfxdKlS0scnzdvHj799FOsWLECv/32G2xsbKDRaHD//n2pZuDAgThz5gz27NmD7du348CBAxg1apQ0rtPp0LlzZ7i7uyMpKQnz58/HjBkz8MUXX0g1hw4dQv/+/TF8+HD8/vvv6NGjB3r06IHTp0+XqRciIiJ6eSmEEMLYTQCAQqHAli1b0KNHDwAPjwy5urrivffew4QJEwAAOTk5cHZ2RmxsLPr164dz587Bx8cHR48eRUBAAAAgLi4Ob731Fv7880+4urpi+fLl+OCDD6DVamFhYQEAmDJlCrZu3Yrz588DAPr27Yvc3Fxs375d6qdly5bw8/PDihUrStVLSfLy8pCXlyct63Q6uLm5IScnByqV6qn7w2PKjufYi0+XFhMs+zaJiIhedDqdDra2ts/8/q6011SlpqZCq9UiKChIWmdra4vAwEAkJiYCABITE2FnZycFKgAICgqCmZkZfvvtN6mmbdu2UqACAI1Gg5SUFNy6dUuqefR1imqKXqc0vZRkzpw5sLW1lR5ubm7PuzuIiIiokqu0oUqr1QIAnJ2dDdY7OztLY1qtFk5OTgbjVapUgb29vUFNSdt49DWeVPPo+LN6KUlUVBRycnKkx7Vr157xVxMREZGpqmLsBl5klpaWsLS0NHYbREREVAEq7ZEqFxcXAEBGRobB+oyMDGnMxcUFmZmZBuMFBQW4efOmQU1J23j0NZ5U8+j4s3ohIiKil1ulDVWenp5wcXFBfHy8tE6n0+G3336DWq0GAKjVamRnZyMpKUmq2bt3L/R6PQIDA6WaAwcO4MGDB1LNnj170LBhQ9SoUUOqefR1imqKXqc0vRAREdHLzaih6s6dO0hOTkZycjKAhxeEJycn4+rVq1AoFBg/fjxmzZqFn376CadOncKQIUPg6uoq3SHYqFEjvPnmmxg5ciSOHDmCgwcPYuzYsejXrx9cXV0BAAMGDICFhQWGDx+OM2fOYP369Vi8eDEiIyOlPv79738jLi4OCxYswPnz5zFjxgwcO3YMY8eOBYBS9UJEREQvN6NeU3Xs2DF06NBBWi4KOqGhoYiNjcWkSZOQm5uLUaNGITs7G23atEFcXByUSqX0nLVr12Ls2LHo1KkTzMzMEBISgk8//VQat7W1xc8//4zw8HD4+/vD0dER0dHRBnNZtWrVCuvWrcPUqVPx/vvvo379+ti6dSuaNGki1ZSmFyIiInp5VZp5ql4GpZ3nAuA8VURERJWFyc9TRURERGRKGKqIiIiIZMBQRURERCQDhioiIiIiGTBUEREREcmAoYqIiIhIBgxVRERERDJgqCIiIiKSAUMVERERkQwYqoiIiIhkwFBFREREJAOGKiIiIiIZMFQRERERyYChioiIiEgGDFVEREREMmCoIiIiIpIBQxURERGRDBiqiIiIiGTAUEVEREQkA4YqIiIiIhkwVBERERHJgKGKiIiISAYMVUREREQyYKgiIiIikgFDFREREZEMGKqIiIiIZMBQRURERCQDhioiIiIiGTBUEREREcmAoYqIiIhIBgxVRERERDJgqCIiIiKSAUMVERERkQwYqoiIiIhkwFBFREREJAOGKiIiIiIZMFQRERERyYChioiIiEgGDFVEREREMqhi7AbItHlM2SHr9tJigmXdHiB/j0D59ElERKatUh+pmjFjBhQKhcHD29tbGr9//z7Cw8Ph4OCAatWqISQkBBkZGQbbuHr1KoKDg2FtbQ0nJydMnDgRBQUFBjUJCQlo3rw5LC0t4eXlhdjY2GK9LF26FB4eHlAqlQgMDMSRI0fK5W8mIiIi01SpQxUANG7cGOnp6dLj119/lcYiIiKwbds2bNy4Efv378f169fRs2dPabywsBDBwcHIz8/HoUOHsHr1asTGxiI6OlqqSU1NRXBwMDp06IDk5GSMHz8eI0aMwO7du6Wa9evXIzIyEtOnT8fx48fx6quvQqPRIDMzs2J2AhEREVV6lT5UValSBS4uLtLD0dERAJCTk4OvvvoKCxcuRMeOHeHv749Vq1bh0KFDOHz4MADg559/xtmzZ/Htt9/Cz88PXbp0wUcffYSlS5ciPz8fALBixQp4enpiwYIFaNSoEcaOHYtevXrhk08+kXpYuHAhRo4ciWHDhsHHxwcrVqyAtbU1vv7664rfIURERFQpVfpQdeHCBbi6uqJu3boYOHAgrl69CgBISkrCgwcPEBQUJNV6e3ujTp06SExMBAAkJibC19cXzs7OUo1Go4FOp8OZM2ekmke3UVRTtI38/HwkJSUZ1JiZmSEoKEiqeZK8vDzodDqDBxEREb2YKnWoCgwMRGxsLOLi4rB8+XKkpqbi9ddfx+3bt6HVamFhYQE7OzuD5zg7O0Or1QIAtFqtQaAqGi8ae1qNTqfDvXv38Pfff6OwsLDEmqJtPMmcOXNga2srPdzc3Mq8D4iIiMg0VOq7/7p06SL9c9OmTREYGAh3d3ds2LABVlZWRuysdKKiohAZGSkt63Q6BisiIqIXVKU+UvU4Ozs7NGjQABcvXoSLiwvy8/ORnZ1tUJORkQEXFxcAgIuLS7G7AYuWn1WjUqlgZWUFR0dHmJubl1hTtI0nsbS0hEqlMngQERHRi8mkQtWdO3dw6dIl1KpVC/7+/qhatSri4+Ol8ZSUFFy9ehVqtRoAoFarcerUKYO79Pbs2QOVSgUfHx+p5tFtFNUUbcPCwgL+/v4GNXq9HvHx8VINERERUaUOVRMmTMD+/fuRlpaGQ4cO4Z133oG5uTn69+8PW1tbDB8+HJGRkdi3bx+SkpIwbNgwqNVqtGzZEgDQuXNn+Pj4YPDgwThx4gR2796NqVOnIjw8HJaWlgCA0aNH4/Lly5g0aRLOnz+PZcuWYcOGDYiIiJD6iIyMxJdffonVq1fj3LlzGDNmDHJzczFs2DCj7BciIiKqfCr1NVV//vkn+vfvjxs3bqBmzZpo06YNDh8+jJo1awIAPvnkE5iZmSEkJAR5eXnQaDRYtmyZ9Hxzc3Ns374dY8aMgVqtho2NDUJDQ/Hhhx9KNZ6entixYwciIiKwePFi1K5dGytXroRGo5Fq+vbti6ysLERHR0Or1cLPzw9xcXHFLl4nIiKil5dCCCGM3cTLQqfTwdbWFjk5Oc+8vspUflqFP1NDREQvutJ+f1fq039EREREpoKhioiIiEgGlfqaKiKiFxFPSRO9mHikioiIiEgGPFJFVAmYypEL3phARPRkPFJFREREJAOGKiIiIiIZMFQRERERyYChioiIiEgGDFVEREREMmCoIiIiIpIBQxURERGRDBiqiIiIiGTAUEVEREQkA4YqIiIiIhkwVBERERHJgKGKiIiISAYMVUREREQyYKgiIiIikkEVYzdARET0vDym7JB9m2kxwbJvk14ODFVERFQiuQMLwwq96Hj6j4iIiEgGDFVEREREMmCoIiIiIpIBQxURERGRDBiqiIiIiGTAUEVEREQkA06pQERERJxCQwY8UkVEREQkAx6pIiIiKkec9f3lwSNVRERERDLgkSoiIiIyCZX9qB+PVBERERHJgKGKiIiISAYMVUREREQyYKgiIiIikgFDFREREZEMGKqIiIiIZMBQRURERCQDhioiIiIiGTBUldHSpUvh4eEBpVKJwMBAHDlyxNgtERERUSXAUFUG69evR2RkJKZPn47jx4/j1VdfhUajQWZmprFbIyIiIiNjqCqDhQsXYuTIkRg2bBh8fHywYsUKWFtb4+uvvzZ2a0RERGRk/O2/UsrPz0dSUhKioqKkdWZmZggKCkJiYmKJz8nLy0NeXp60nJOTAwDQ6XTPfD193t1/2HFxpXndspK7T1PoEZC/T1PoEeD7LRdT6BHg+y0XU+gR4PtdmhohxNMLBZXKX3/9JQCIQ4cOGayfOHGieO2110p8zvTp0wUAPvjggw8++ODjBXhcu3btqVmBR6rKUVRUFCIjI6VlvV6PmzdvwsHBAQqFQpbX0Ol0cHNzw7Vr16BSqWTZptzYo3xMoU/2KB9T6JM9yscU+nxZexRC4Pbt23B1dX1qHUNVKTk6OsLc3BwZGRkG6zMyMuDi4lLicywtLWFpaWmwzs7Orlz6U6lUlfYDXoQ9yscU+mSP8jGFPtmjfEyhz5exR1tb22fW8EL1UrKwsIC/vz/i4+OldXq9HvHx8VCr1UbsjIiIiCoDHqkqg8jISISGhiIgIACvvfYaFi1ahNzcXAwbNszYrREREZGRMVSVQd++fZGVlYXo6GhotVr4+fkhLi4Ozs7ORuvJ0tIS06dPL3aasTJhj/IxhT7Zo3xMoU/2KB9T6JM9Pp1CiGfdH0hEREREz8JrqoiIiIhkwFBFREREJAOGKiIiIiIZMFQRERERyYChisiE8L4SIqLKi6GKyIRYWlri3Llzxm6DiIhKwHmqSHb37t1DUlIS7O3t4ePjYzB2//59bNiwAUOGDDFSdw+dO3cOhw8fhlqthre3N86fP4/FixcjLy8PgwYNQseOHY3a36O/GfmowsJCxMTEwMHBAQCwcOHCimzrmXJzc7FhwwZcvHgRtWrVQv/+/aVe6enGjRuHPn364PXXXzd2KyYvPT0dy5cvx6+//or09HSYmZmhbt266NGjB4YOHQpzc3Njt0gvqqf+3DKZlKtXr4phw4YZtYeUlBTh7u4uFAqFMDMzE23bthXXr1+XxrVarTAzMzNih0Ls2rVLWFhYCHt7e6FUKsWuXbtEzZo1RVBQkOjYsaMwNzcX8fHxRu1RoVAIPz8/0b59e4OHQqEQLVq0EO3btxcdOnQwao9CCNGoUSNx48YNIcTDz5+Hh4ewtbUVLVq0EPb29sLJyUlcvnzZqD0mJSUZ9PDNN9+IVq1aidq1a4vWrVuL7777zojd/U/RvzP169cXMTExIj093dgtleizzz4TgwcPlvbbN998Ixo1aiQaNmwooqKixIMHD4za39GjR4Wtra3w9/cXbdq0Eebm5mLw4MGib9++ws7OTrRq1UrodDqj9lgkLy9PrF+/XowfP17069dP9OvXT4wfP15s2LBB5OXlGbu9Z9JqtWLmzJnGbkNy7do1cfv27WLr8/Pzxf79+yukB4aqF0hycrLRA0uPHj1EcHCwyMrKEhcuXBDBwcHC09NTXLlyRQhROUKVWq0WH3zwgRBCiO+++07UqFFDvP/++9L4lClTxBtvvGGs9oQQQsyZM0d4enoWC3dVqlQRZ86cMVJXxSkUCpGRkSGEEGLgwIGiVatWIjs7WwghxO3bt0VQUJDo37+/MVsUTZs2FXv27BFCCPHll18KKysr8e6774rly5eL8ePHi2rVqomvvvrKqD0K8XBf/vLLL+Lf//63cHR0FFWrVhXdunUT27ZtE4WFhcZuTwghxEcffSSqV68uQkJChIuLi4iJiREODg5i1qxZ4uOPPxY1a9YU0dHRRu2xdevWYsaMGdLymjVrRGBgoBBCiJs3bwo/Pz/x7rvvGqs9yYULF0TdunWFUqkU7dq1E3369BF9+vQR7dq1E0qlUnh5eYkLFy4Yu82nqgzfOUIIcf36ddGiRQthZmYmhehHw1VFfu8wVJmQH3/88amPTz75xOgfcCcnJ3Hy5ElpWa/Xi9GjR4s6deqIS5cuVYpQpVKppP9YFRYWiipVqojjx49L46dOnRLOzs7Gak9y5MgR0aBBA/Hee++J/Px8IUTlDlV169YVP//8s8H4wYMHhZubmzFak1hZWYm0tDQhhBDNmjUTX3zxhcH42rVrhY+PjzFaM/DovszPzxfr168XGo1GmJubC1dXV/H+++8b/Uu2Xr164ocffhBCPPxCNTc3F99++600vnnzZuHl5WWs9oQQD9/vS5cuScuFhYWiatWqQqvVCiGE+Pnnn4Wrq6ux2pMEBQWJ7t27i5ycnGJjOTk5onv37qJz585G6Ox/Tpw48dTH+vXrjf7fcyGEGDJkiAgMDBRHjx4Ve/bsEf7+/iIgIEDcvHlTCPEwVCkUigrphaHKhBSdHlAoFE98GPsDXr16dXH27Nli68PDw0Xt2rXFgQMHjN6jSqUSFy9elJarVatm8B/htLQ0oVQqjdFaMbdv3xZDhgwRTZs2FadOnRJVq1atdKEqMzNTCCGEq6urOHXqlMF4ZdiXDg4O4tixY0KIh6E/OTnZYPzixYvCysrKGK0ZeDRUPerKlSti+vTpwt3d3ej/7lhZWUlHnYUQomrVquL06dPSclpamrC2tjZGaxJ3d3fx66+/SsvXr18XCoVC3L17VwghRGpqqtE/k0I83JeP//vyqJMnTxr9c/m075yi9cb+TArx8L89v/32m7R8//598fbbbws/Pz9x48aNCv2fed79Z0Jq1aqFzZs3Q6/Xl/g4fvy4sVuEt7c3jh07Vmz9kiVL0L17d3Tr1s0IXRny8PDAhQsXpOXExETUqVNHWr569Spq1apljNaKqVatGlavXo2oqCgEBQWhsLDQ2C0V06lTJzRv3hw6nQ4pKSkGY1euXDH6hepdunTB8uXLAQDt2rXDpk2bDMY3bNgALy8vY7RWKnXq1MGMGTOQmpqKuLg4o/bi4uKCs2fPAgAuXLiAwsJCaRkAzpw5AycnJ2O1BwDo0aMHRo8ejbi4OOzbtw8DBw5Eu3btYGVlBQBISUnBK6+8YtQeAcDOzg5paWlPHE9LS4OdnV2F9VMSe3t7fPnll0hNTS32uHz5MrZv327U/ork5OSgRo0a0rKlpSU2b94MDw8PdOjQAZmZmRXWC+/+MyH+/v5ISkpC9+7dSxxXKBRGn8fonXfewXfffYfBgwcXG1uyZAn0ej1WrFhhhM7+Z8yYMQbhpEmTJgbju3btMvrdf4/r168f2rRpg6SkJLi7uxu7Hcn06dMNlqtVq2awvG3bNqPfzTZ37ly0bt0a7dq1Q0BAABYsWICEhAQ0atQIKSkpOHz4MLZs2WLUHgHA3d39qXelKRQKvPHGGxXYUXEDBw7EkCFD0L17d8THx2PSpEmYMGECbty4AYVCgdmzZ6NXr15G7XHWrFlIT0/H22+/jcLCQqjVanz77bfSuEKhwJw5c4zY4UMjRozAkCFDMG3aNHTq1AnOzs4AgIyMDMTHx2PWrFkYN26cUXv09/fH9evXn/jfnOzsbKN/5wBA3bp1cfLkSdSvX19aV6VKFWzcuBG9e/dG165dK66ZCjkeRrI4cOCA2LVr1xPH79y5IxISEiqwIyLTcOvWLTF58mTh4+MjlEqlsLCwEO7u7mLAgAHi6NGjxm7PZBQWForZs2eLrl27io8//ljo9Xrx3XffCTc3N+Hg4CCGDh0q7ty5Y+w2hRBC3Lt3r8Q7wSqTmJgYUatWLek0WtEptVq1aom5c+cauz2xefNmsWbNmieO37x5U8TGxlZgRyWbNGnSE68/e/DggejWrVuFXVOlEKISxEwiIqKXVGpqKrRaLYCHp1g9PT2N3JFpKSgowN27d6FSqZ44/tdff1XIUX5eU0VERGREnp6eUKvVUKvVUqC6du0awsLCjNzZ01WWHqtUqfLEQAU8nAx25syZFdILj1QRERFVMidOnEDz5s0r5c0pRUyhR6Bi++SF6kRERBXsp59+eur45cuXK6iTJzOFHoHK1SePVBEREVUwMzOzZ96xrVAojHoUyBR6BCpXn7ymioiIqIKZwryDptAjULn6ZKgiIiKqYEXzDj5JZZh30BR6BCpXn7ymioiIqIJNnDgRubm5Txz38vLCvn37KrCj4kyhR6By9clrqoiIiIhkwNN/RERERDJgqCIiIiKSAUMVERERkQwYqoiIiIhkwFBFRFQOPDw8sGjRImO3QUQViKGKiF5aQ4cOhUKhQExMjMH6rVu3QqFQGKkrIjJVDFVE9FJTKpWYO3cubt26ZexWiMjEMVQR0UstKCgILi4umDNnzhNrfvjhBzRu3BiWlpbw8PDAggULDMYzMzPx9ttvw8rKCp6enli7dm2xbWRnZ2PEiBGoWbMmVCoVOnbsiBMnTkjjJ06cQIcOHVC9enWoVCr4+/vj2LFj8v2hRFTuGKqI6KVmbm6Ojz/+GJ999hn+/PPPYuNJSUno06cP+vXrh1OnTmHGjBmYNm0aYmNjpZqhQ4fi2rVr2LdvHzZt2oRly5YhMzPTYDu9e/dGZmYmdu3ahaSkJDRv3hydOnXCzZs3AQADBw5E7dq1cfToUSQlJWHKlCmoWrVquf7tRCQv/kwNEb303nnnHfj5+WH69On46quvDMYWLlyITp06Ydq0aQCABg0a4OzZs5g/fz6GDh2KP/74A7t27cKRI0fQokULAMBXX32FRo0aSdv49ddfceTIEWRmZsLS0hIA8J///Adbt27Fpk2bMGrUKFy9ehUTJ06Et7c3AKB+/foV8acTkYx4pIqICMDcuXOxevVqnDt3zmD9uXPn0Lp1a4N1rVu3xoULF1BYWIhz586hSpUq8Pf3l8a9vb1hZ2cnLZ84cQJ37tyBg4MDqlWrJj1SU1Nx6dIlAEBkZCRGjBiBoKAgxMTESOuJyHQwVBERAWjbti00Gg2ioqJk3/adO3dQq1YtJCcnGzxSUlIwceJEAMCMGTNw5swZBAcHY+/evfDx8cGWLVtk74WIyg9P/xER/X8xMTHw8/NDw4YNpXWNGjXCwYMHDeoOHjyIBg0awNzcHN7e3igoKEBSUpJ0+i8lJQXZ2dlSffPmzaHValGlShV4eHg88fUbNGiABg0aICIiAv3798eqVavwzjvvyPo3ElH54ZEqIqL/z9fXFwMHDsSnn34qrXvvvfcQHx+Pjz76CH/88QdWr16NJUuWYMKECQCAhg0b4s0338S//vUv/Pbbb0hKSsKIESNgZWUlbSMoKAhqtRo9evTAzz//jLS0NBw6dAgffPABjh07hnv37mHs2LFISEjAlStXcPDgQRw9etTguiwiqvwYqoiIHvHhhx9Cr9dLy82bN8eGDRvw/fffo0mTJoiOjsaHH36IoUOHSjWrVq2Cq6sr2rVrh549e2LUqFFwcnKSxhUKBXbu3Im2bdti2LBhaNCgAfr164crV67A2dkZ5ubmuHHjBoYMGYIGDRqgT58+6NKlC2bOnFmRfzoR/UMKIYQwdhNEREREpo5HqoiIiIhkwFBFREREJAOGKiIiIiIZMFQRERERyYChioiIiEgGDFVEREREMmCoIiIiIpIBQxURERGRDBiqiIiIiGTAUEVEREQkA4YqIiIiIhn8P7Vvgz3xBCmhAAAAAElFTkSuQmCC", + "image/png": "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", "text/plain": [ "
" ] @@ -8835,7 +306,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -8845,7 +316,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -8855,7 +326,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -8898,7 +369,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 9, @@ -8907,7 +378,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -8960,20 +431,10 @@ "execution_count": 11, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_77112/1772356950.py:2: FutureWarning:\n", - "\n", - "DataFrame.set_axis 'inplace' keyword is deprecated and will be removed in a future version. Use `obj = obj.set_axis(..., copy=False)` instead\n", - "\n" - ] - }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 11, @@ -8982,7 +443,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -8993,7 +454,7 @@ ], "source": [ "res_spd_df = pd.DataFrame(timing_df.pivot_table(index=[\"nodes\"], values=[\"speedup\"], aggfunc=['max', 'min', 'mean']).to_records())\n", - "res_spd_df.set_axis(['Nodes', 'Max', 'Min', 'Mean'], axis=1, inplace=True)\n", + "res_spd_df = res_spd_df.set_axis(['Nodes', 'Max', 'Min', 'Mean'], axis=1)\n", "res_spd_df.plot(kind='bar', x='Nodes', title='Minimum, Maximum, and Mean Speedups of MPI Tasking\\n for Increasing Problem Sizes', ylabel=\"Speedup (Amdahl's)\", xlabel=\"Number of Nodes\")" ] }, @@ -9002,20 +463,10 @@ "execution_count": 12, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_77112/2421668426.py:2: FutureWarning:\n", - "\n", - "DataFrame.set_axis 'inplace' keyword is deprecated and will be removed in a future version. Use `obj = obj.set_axis(..., copy=False)` instead\n", - "\n" - ] - }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 12, @@ -9024,7 +475,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -9035,7 +486,7 @@ ], "source": [ "res_eff_df = pd.DataFrame(timing_df.pivot_table(index=[\"nodes\"], values=[\"efficiency\"], aggfunc=['max', 'min', 'mean']).to_records())\n", - "res_eff_df.set_axis(['Nodes', 'Max', 'Min', 'Mean'], axis=1, inplace=True)\n", + "res_eff_df = res_eff_df.set_axis(['Nodes', 'Max', 'Min', 'Mean'], axis=1)\n", "res_eff_df.plot(kind='bar', x='Nodes', title='Minimum, Maximum, and Mean Efficiencies of MPI Tasking\\n for Increasing Problem Sizes', ylabel=\"Efficiency\", xlabel=\"Number of Nodes\")" ] }, @@ -9049,12 +500,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -9064,7 +515,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -9074,7 +525,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -9112,7 +563,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -9122,7 +573,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -9132,7 +583,85 @@ }, { "data": { - "image/png": "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", + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# HARDCODING/LIMITING AX FOR PRELIM RES ONLY\n", + "\n", + "# x axis: exploits\n", + "# y axis: speedup and eff\n", + "# At each xtick: compartments 0-100 for appl. Min, mean, max for each?\n", + "new_tmp_df = timing_df.drop(timing_df[timing_df.exploit > 3000].index)\n", + "new_tmp_pv = pd.DataFrame(new_tmp_df.pivot_table(index=[\"exploit\", \"nodes\"], values=[\"speedup\"], aggfunc='mean').to_records())\n", + "\n", + "ax = sns.lineplot(x=\"exploit\", y=\"speedup\", hue=\"nodes\", palette=\"colorblind\", data=new_tmp_pv).set(title='Mean Speedup for the Exploit Parameter\\n Across the Number of Compute Nodes')\n", + "plt.show()\n", + "\n", + "\n", + "\n", + "new_tmp_pv = pd.DataFrame(new_tmp_df.pivot_table(index=[\"exploit\", \"nodes\"], values=[\"speedup\"], aggfunc='mean').to_records())\n", + "ax = sns.lineplot(x=\"exploit\", y=\"speedup\", hue=\"nodes\", palette=\"colorblind\", data=new_tmp_pv).set(title='Mean Speedup for the Exploit Parameter\\n Across the Number of Compute Nodes')\n", + "plt.show()\n", + "\n", + "new_tmp_pv = pd.DataFrame(timing_df.pivot_table(index=[\"appl\", \"nodes\"], values=[\"speedup\"], aggfunc='mean').to_records())\n", + "ax = sns.lineplot(x=\"appl\", y=\"speedup\", hue=\"nodes\", palette=\"colorblind\", data=new_tmp_pv).set(title='Mean Speedup for the Applicable Exploit Parameter\\n Across the Number of Compute Nodes')\n", + "plt.show()\n", + "\n", + "tmp_pv = pd.DataFrame(timing_df.pivot_table(index=[\"load\", \"nodes\"], values=[\"speedup\"], aggfunc='mean').to_records())\n", + "tmp_pv['load'] = tmp_pv['load'].replace(395,0)\n", + "tmp_pv['load'] = tmp_pv['load'].replace(296,25)\n", + "tmp_pv['load'] = tmp_pv['load'].replace(197,50)\n", + "tmp_pv['load'] = tmp_pv['load'].replace(79,75)\n", + "tmp_pv['load'] = tmp_pv['load'].replace(1,100)\n", + "ax = sns.lineplot(x=\"load\", y=\"speedup\", hue=\"nodes\", palette=\"colorblind\", data=tmp_pv).set(title='Mean Speedup for the Database Load Parameter\\n Across the Number of Compute Nodes')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", "text/plain": [ "
" ] @@ -9163,6 +692,69 @@ "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# HARDCODING/LIMITING AX FOR PRELIM RES ONLY\n", + "\n", + "# x axis: exploits\n", + "# y axis: speedup and eff\n", + "# At each xtick: compartments 0-100 for appl. Min, mean, max for each?\n", + "\n", + "new_tmp_df = timing_df.drop(timing_df[timing_df.exploit > 3000].index)\n", + "\n", + "new_tmp_pv = pd.DataFrame(new_tmp_df.pivot_table(index=[\"exploit\", \"nodes\"], values=[\"efficiency\"], aggfunc='mean').to_records())\n", + "ax = sns.lineplot(x=\"exploit\", y=\"efficiency\", hue=\"nodes\", palette=\"colorblind\", data=new_tmp_pv).set(title='Mean Efficiency for the Exploit Parameter\\n Across the Number of Compute Nodes')\n", + "plt.show()\n", + "\n", + "new_tmp_pv = pd.DataFrame(new_tmp_df.pivot_table(index=[\"appl\", \"nodes\"], values=[\"efficiency\"], aggfunc='mean').to_records())\n", + "ax = sns.lineplot(x=\"appl\", y=\"efficiency\", hue=\"nodes\", palette=\"colorblind\", data=new_tmp_pv).set(title='Mean Efficiency for the Applicable Exploit Parameter\\n Across the Number of Compute Nodes')\n", + "plt.show()\n", + "\n", + "tmp_pv = pd.DataFrame(timing_df.pivot_table(index=[\"load\", \"nodes\"], values=[\"efficiency\"], aggfunc='mean').to_records())\n", + "tmp_pv['load'] = tmp_pv['load'].replace(395,0)\n", + "tmp_pv['load'] = tmp_pv['load'].replace(296,25)\n", + "tmp_pv['load'] = tmp_pv['load'].replace(197,50)\n", + "tmp_pv['load'] = tmp_pv['load'].replace(79,75)\n", + "tmp_pv['load'] = tmp_pv['load'].replace(1,100)\n", + "ax = sns.lineplot(x=\"load\", y=\"efficiency\", hue=\"nodes\", palette=\"colorblind\", data=tmp_pv).set(title='Mean Efficiency for the Database Load Parameter\\n Across the Number of Compute Nodes')\n", + "plt.show()" + ] + }, { "attachments": {}, "cell_type": "markdown", @@ -9885,7 +1477,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.10" + "version": "3.11.5" }, "orig_nbformat": 4 }, diff --git a/timing.csv b/timing.csv index 7a6f85e..d2cb670 100644 --- a/timing.csv +++ b/timing.csv @@ -1,922 +1,815 @@ load,exploit,appl,nodes,runtime,task0,task1,task2,task3,task4,task5 -395,6,0,2,1772.319000,0,203.185,272.299,311.078,0,0 -395,6,0,3,1871.757000,0,203.071,20.159,253.848,0,0 -395,6,0,4,1953.241000,0,215.554,21.14,262.591,0,0 -395,6,0,5,2153.133000,0,203.523,20.374,309.767,0,0 -395,6,0,6,2008.391000,0,219.74,21.721,261.123,0,0 -395,6,0,7,2025.759000,0,259.599,20.723,259.538,0,0 -395,6,0,8,2040.911000,0,180.889,282.263,282.041,0,0 -395,6,0,9,2044.854000,0,287.372,221.51,258.735,0,0 -395,6,0,10,2455.547000,0,160.256,464.821,309.257,0,0 -395,6,0,11,2198.928000,0,276.512,324.693,278.228,0,0 -395,6,0,12,2262.590000,0,141.978,412.966,306.249,0,0 -395,6,25,2,1602.321000,0,203.27,236.781,264.164,0,0 -395,6,25,3,2318.302000,0,211.231,27.222,313.927,0,0 -395,6,25,4,2310.642000,0,211.481,27.112,308.324,0,0 -395,6,25,5,1866.996000,0,203.421,20.145,253.065,0,0 -395,6,25,6,1866.912000,0,200.435,20.6785,250.34,0,0 -395,6,25,7,2312.346000,0,271.711,20.6285,305.022,0,0 -395,6,25,8,1916.528000,0,170.717,271.409,260.018,0,0 -395,6,25,9,2039.706000,0,287.216,221.749,256.931,0,0 -395,6,25,10,2011.577000,0,152.724,365.436,281.628,0,0 -395,6,25,11,2596.846000,0,301.223,350.048,341.359,0,0 -395,6,25,12,2195.601000,0,142.021,377.723,298.783,0,0 -395,6,50,2,1605.638000,0,203.433,237.082,265.09,0,0 -395,6,50,3,2292.505000,0,210.674,26.6055,310.785,0,0 -395,6,50,4,2221.333000,0,209.912,25.4465,302.01,0,0 -395,6,50,5,2130.399000,0,204.536,20.147,304.502,0,0 -395,6,50,6,2370.396000,0,212.19,28.6425,308.468,0,0 -395,6,50,7,2022.638000,0,261.508,20.423,255.152,0,0 -395,6,50,8,1880.650000,0,169.156,259.761,254.228,0,0 -395,6,50,9,2036.815000,0,288.762,222.573,255.737,0,0 -395,6,50,10,2189.847000,0,153.618,388.336,295.518,0,0 -395,6,50,11,2328.690000,0,283.598,323.9,297.267,0,0 -395,6,50,12,2276.665000,0,141.706,420.482,309.268,0,0 -395,6,75,2,1614.609000,0,204.265,237.687,266.58,0,0 -395,6,75,3,1864.422000,0,203.257,19.8465,253.529,0,0 -395,6,75,4,1862.228000,0,202.576,20.053,252.266,0,0 -395,6,75,5,2320.378000,0,211.216,28.074,308.773,0,0 -395,6,75,6,2293.831000,0,210.104,27.326,310.291,0,0 -395,6,75,7,2281.525000,0,271.254,20.201,298.943,0,0 -395,6,75,8,2285.146000,0,183.739,318.933,304.188,0,0 -395,6,75,9,2610.404000,0,343.057,257.964,306.654,0,0 -395,6,75,10,2396.937000,0,155.094,446.744,306.463,0,0 -395,6,75,11,2195.118000,0,262.627,316.29,282.711,0,0 -395,6,75,12,2299.899000,0,152.544,414.969,305.196,0,0 -395,6,100,2,1603.626000,0,203.476,236.973,265.048,0,0 -395,6,100,3,2293.063000,0,210.022,26.8175,308.602,0,0 -395,6,100,4,2341.004000,0,212.561,28.9365,307.007,0,0 -395,6,100,5,1873.058000,0,202.375,20.0505,256.612,0,0 -395,6,100,6,2089.317000,0,205.395,23.142,280.707,0,0 -395,6,100,7,2321.030000,0,272.728,20.3125,308.207,0,0 -395,6,100,8,1861.317000,0,169.159,262.141,252.95,0,0 -395,6,100,9,2024.569000,0,287.547,220.416,252.67,0,0 -395,6,100,10,1902.838000,0,154.13,367.284,254.4,0,0 -395,6,100,11,2052.883000,0,251.922,321.394,259.367,0,0 -395,6,100,12,2049.477000,0,141.787,377.732,279.963,0,0 -395,12,0,2,1707.625000,0,256.64,236.652,263.607,0,0 -395,12,0,3,1970.850000,0,256.872,19.91,252.83,0,0 -395,12,0,4,2507.829000,0,272.749,26.9405,339.569,0,0 -395,12,0,5,2227.278000,0,256.146,20.1385,301.764,0,0 -395,12,0,6,1965.675000,0,256.75,20.326,252.469,0,0 -395,12,0,7,2627.248000,0,393.538,20.323,304.784,0,0 -395,12,0,8,2435.530000,0,206.01,302.928,306.441,0,0 -395,12,0,9,2293.736000,0,335.136,226.778,266.826,0,0 -395,12,0,10,2275.118000,0,181.289,382.451,304.747,0,0 -395,12,0,11,2034.698000,0,274.597,315.342,252.989,0,0 -395,12,0,12,2484.937000,0,165.162,399.524,312.04,0,0 -395,12,25,2,1824.111000,0,280.719,271.673,262.966,0,0 -395,12,25,3,2019.994000,0,280.51,53.346,253.242,0,0 -395,12,25,4,2022.546000,0,280.466,53.449,252.9,0,0 -395,12,25,5,2014.801000,0,280.113,53.6005,253.343,0,0 -395,12,25,6,2018.817000,0,280.264,53.68,253.283,0,0 -395,12,25,7,2594.099000,0,396.55,54.559,319.381,0,0 -395,12,25,8,2372.153000,0,219.483,322.784,341.257,0,0 -395,12,25,9,2666.863000,0,351.637,272.736,339.833,0,0 -395,12,25,10,1925.648000,0,190.374,386.908,248.632,0,0 -395,12,25,11,2151.854000,0,281.398,315.869,282.396,0,0 -395,12,25,12,2437.577000,0,171.908,366.686,343.623,0,0 -395,12,50,2,2166.501000,0,336.688,356.917,288.958,0,0 -395,12,50,3,2555.229000,0,349.295,136.657,329.953,0,0 -395,12,50,4,2240.338000,0,336.422,115.09,282.766,0,0 -395,12,50,5,2260.056000,0,336.64,114.322,289.82,0,0 -395,12,50,6,2467.560000,0,345.518,131.285,318.931,0,0 -395,12,50,7,2731.791000,0,399.188,120.226,302.102,0,0 -395,12,50,8,2234.185000,0,248.432,361.258,290.521,0,0 -395,12,50,9,2656.474000,0,420.726,285.599,311.374,0,0 -395,12,50,10,2467.205000,0,239.883,417.062,335.704,0,0 -395,12,50,11,2572.357000,0,415.048,383.737,304.995,0,0 -395,12,50,12,2345.909000,0,209.428,421.344,306.856,0,0 -395,12,75,2,2192.881000,0,361.4,366.93,266.03,0,0 -395,12,75,3,2221.327000,0,360.803,144.995,253.072,0,0 -395,12,75,4,2678.498000,0,380.335,193.416,316.741,0,0 -395,12,75,5,2219.374000,0,361.381,144.977,253.364,0,0 -395,12,75,6,2218.857000,0,359.351,146.417,254.203,0,0 -395,12,75,7,2702.642000,0,453.645,147.522,302.51,0,0 -395,12,75,8,2521.661000,0,324.8,441.713,303.683,0,0 -395,12,75,9,2612.027000,0,451.031,320.94,307.471,0,0 -395,12,75,10,1977.287000,0,220.025,427.757,253.245,0,0 -395,12,75,11,2205.465000,0,368.56,389.382,256.095,0,0 -395,12,75,12,2347.870000,0,197.714,492.853,304.821,0,0 -395,12,100,2,2421.147000,0,413.932,426.692,264.983,0,0 -395,12,100,3,2902.792000,0,433.381,279.336,312.623,0,0 -395,12,100,4,2446.645000,0,414.29,216.69,253.893,0,0 -395,12,100,5,2414.506000,0,415.802,206.674,253.776,0,0 -395,12,100,6,2925.858000,0,439.357,269.017,309.66,0,0 -395,12,100,7,3009.572000,0,521.81,209.533,301.129,0,0 -395,12,100,8,2702.329000,0,348.704,497.842,333.434,0,0 -395,12,100,9,2496.002000,0,455.947,345.917,297.67,0,0 -395,12,100,10,2170.057000,0,245.02,457.606,285.825,0,0 -395,12,100,11,2302.307000,0,415.607,395.947,270.819,0,0 -395,12,100,12,2092.441000,0,214.335,430.907,280.077,0,0 -395,24,0,2,2066.519000,0,361.628,267.143,302.452,0,0 -395,24,0,3,2517.037000,0,364.932,24.0525,302.526,0,0 -395,24,0,4,2291.621000,0,365.589,20.091,279.558,0,0 -395,24,0,5,2272.866000,0,359.898,20.0835,281.727,0,0 -395,24,0,6,2189.239000,0,362.473,20.1845,253.039,0,0 -395,24,0,7,2743.460000,0,379.6,20.961,331.024,0,0 -395,24,0,8,2692.095000,0,287.343,300.667,338.728,0,0 -395,24,0,9,2666.636000,0,420.777,258.961,335.323,0,0 -395,24,0,10,2570.746000,0,281.215,355.512,329.959,0,0 -395,24,0,11,2183.024000,0,316.798,321.518,280.117,0,0 -395,24,0,12,2250.729000,0,217.508,353.225,308.781,0,0 -395,24,25,2,2548.361000,0,466.323,398.915,305.744,0,0 -395,24,25,3,2653.008000,0,474.819,157.521,298.263,0,0 -395,24,25,4,2982.661000,0,486.501,187.075,353.706,0,0 -395,24,25,5,2964.911000,0,492.708,195.827,316.011,0,0 -395,24,25,6,3088.740000,0,540.163,188.869,350.74,0,0 -395,24,25,7,2737.704000,0,519.428,163.7,261.493,0,0 -395,24,25,8,2446.171000,0,332.358,376.142,306.329,0,0 -395,24,25,9,2973.343000,0,521.329,454.489,330.094,0,0 -395,24,25,10,2315.158000,0,287.715,429.26,305.903,0,0 -395,24,25,11,2602.350000,0,434.018,453.003,308.197,0,0 -395,24,25,12,2556.525000,0,266.977,427.443,336.532,0,0 -395,24,50,2,3176.798000,0,621.521,554.501,301.77,0,0 -395,24,50,3,3555.011000,0,632.21,397.837,343.243,0,0 -395,24,50,4,3140.987000,0,640.529,303.18,284.929,0,0 -395,24,50,5,3241.597000,0,620.3,297.043,337.325,0,0 -395,24,50,6,3178.435000,0,626.6,308.992,286.113,0,0 -395,24,50,7,3361.504000,0,697.409,300.539,298.892,0,0 -395,24,50,8,2691.805000,0,423.308,482.688,335.136,0,0 -395,24,50,9,3056.751000,0,643.054,415.74,344.001,0,0 -395,24,50,10,2503.686000,0,350.898,525.233,315.364,0,0 -395,24,50,11,2902.174000,0,541.604,492.956,337.023,0,0 -395,24,50,12,2199.164000,0,281.581,449.848,281.429,0,0 -395,24,75,2,3618.993000,0,710.125,676.047,306.519,0,0 -395,24,75,3,4059.489000,0,709.979,567.859,344.818,0,0 -395,24,75,4,4045.971000,0,707.931,562.955,345.043,0,0 -395,24,75,5,4211.427000,0,739.717,582.708,344.63,0,0 -395,24,75,6,4077.723000,0,711.904,570.752,345.248,0,0 -395,24,75,7,3776.094000,0,814.418,426.593,280.827,0,0 -395,24,75,8,3036.335000,0,501.239,599.673,333.166,0,0 -395,24,75,9,3337.258000,0,709.961,647.577,343.249,0,0 -395,24,75,10,2771.360000,0,433.847,593.33,338.337,0,0 -395,24,75,11,2997.944000,0,617.911,525.476,335.327,0,0 -395,24,75,12,2224.480000,0,315.572,515.028,280.829,0,0 -395,24,100,2,4292.999000,0,880.219,833.089,308.726,0,0 -395,24,100,3,4198.990000,0,884.295,577.986,282.489,0,0 -395,24,100,4,4990.344000,0,924.294,795.422,347.614,0,0 -395,24,100,5,4794.693000,0,879.754,762.352,347.73,0,0 -395,24,100,6,4795.152000,0,882.999,759.98,345.55,0,0 -395,24,100,7,4756.312000,0,1069.29,573.774,340.077,0,0 -395,24,100,8,3368.843000,0,633.534,746.172,326.459,0,0 -395,24,100,9,3468.803000,0,862.627,592.799,337.04,0,0 -395,24,100,10,3104.401000,0,467.762,794.376,339.699,0,0 -395,24,100,11,3167.583000,0,745.718,591.817,333.204,0,0 -395,24,100,12,2694.575000,0,371.423,598.213,336.25,0,0 -395,48,0,2,2497.559000,0,572.136,270.592,304.912,0,0 -395,48,0,3,3094.689000,0,583.843,24.889,340.402,0,0 -395,48,0,4,2757.228000,0,574.356,20.75,286.582,0,0 -395,48,0,5,2734.544000,0,573.166,20.765,283.699,0,0 -395,48,0,6,3113.893000,0,570.111,27.5015,341.718,0,0 -395,48,0,7,2781.924000,0,517.209,20.3175,332.446,0,0 -395,48,0,8,2327.614000,0,416.202,265.808,277.237,0,0 -395,48,0,9,2513.562000,0,483.284,260.581,298.263,0,0 -395,48,0,10,2680.226000,0,337.472,429.861,338.367,0,0 -395,48,0,11,2810.167000,0,447.851,320.714,336.674,0,0 -395,48,0,12,2167.690000,0,295.37,349.675,279.668,0,0 -395,48,25,2,3721.085000,0,851.523,588.72,308.947,0,0 -395,48,25,3,3602.862000,0,852.586,327.097,280.847,0,0 -395,48,25,4,3882.823000,0,872.575,374.39,307.288,0,0 -395,48,25,5,4196.394000,0,887.895,416.713,331.968,0,0 -395,48,25,6,3629.564000,0,855.286,336.404,280.422,0,0 -395,48,25,7,4319.905000,0,1096.5,336.902,338.726,0,0 -395,48,25,8,2888.896000,0,586.443,510.852,318.914,0,0 -395,48,25,9,2819.302000,0,697.896,432.512,279.729,0,0 -395,48,25,10,2963.541000,0,456.573,643.805,340.278,0,0 -395,48,25,11,3010.527000,0,662.249,485.227,332.883,0,0 -395,48,25,12,2762.116000,0,415.764,501.935,337.604,0,0 -395,48,50,2,5096.961000,0,1186.88,921.471,311.761,0,0 -395,48,50,3,5635.505000,0,1182.6,874.631,349.054,0,0 -395,48,50,4,4932.337000,0,1182.35,664.597,260.178,0,0 -395,48,50,5,4973.053000,0,1178.32,669.895,282.698,0,0 -395,48,50,6,5263.213000,0,1176.99,663.774,344.349,0,0 -395,48,50,7,5576.207000,0,1317.26,685.499,339.815,0,0 -395,48,50,8,3211.728000,0,801.253,707.81,279.142,0,0 -395,48,50,9,3452.627000,0,1012.15,620.675,282.142,0,0 -395,48,50,10,2739.471000,0,591.811,689.486,281.835,0,0 -395,48,50,11,3541.830000,0,1006.84,646.43,340.824,0,0 -395,48,50,12,2668.155000,0,495.785,641.604,310.953,0,0 -395,48,75,2,6256.771000,0,1407.83,1252.9,320.791,0,0 -395,48,75,3,6853.684000,0,1415.72,1226.18,352.002,0,0 -395,48,75,4,6049.056000,0,1404.59,964.544,286.816,0,0 -395,48,75,5,6381.207000,0,1498.35,965.956,340.536,0,0 -395,48,75,6,6062.610000,0,1406.5,971.173,285.441,0,0 -395,48,75,7,6704.012000,0,1651.99,967.859,300.127,0,0 -395,48,75,8,3851.311000,0,970.59,947.048,300.289,0,0 -395,48,75,9,4438.406000,0,1262.28,852.46,340.36,0,0 -395,48,75,10,3259.162000,0,761.56,905.75,312.752,0,0 -395,48,75,11,3982.778000,0,1251.77,817.437,340.774,0,0 -395,48,75,12,3109.960000,0,600.49,860.025,339.471,0,0 -395,48,100,2,7717.056000,0,1814.87,1566.35,317.291,0,0 -395,48,100,3,7611.541000,0,1830,1299.18,286.825,0,0 -395,48,100,4,8262.839000,0,1816,1525.68,344.547,0,0 -395,48,100,5,7564.707000,0,1816,1300.14,283.057,0,0 -395,48,100,6,7733.950000,0,1814.61,1306.51,348.716,0,0 -395,48,100,7,8678.357000,0,2175.69,1300.17,351.389,0,0 -395,48,100,8,4472.327000,0,1214.51,1146.04,280.106,0,0 -395,48,100,9,5527.611000,0,1591.82,1302.41,348.636,0,0 -395,48,100,10,3757.625000,0,897.395,1187.46,343.028,0,0 -395,48,100,11,4081.649000,0,1277.21,983.651,311.042,0,0 -395,48,100,12,3354.566000,0,780.569,1005.22,327.663,0,0 -395,96,0,2,3349.677000,0,997.473,271.227,305.679,0,0 -395,96,0,3,3573.098000,0,998.746,19.991,280.938,0,0 -395,96,0,4,3584.955000,0,987.189,20.6755,284.284,0,0 -395,96,0,5,3872.028000,0,996.163,22.636,339.316,0,0 -395,96,0,6,3533.615000,0,992.919,20.2925,277.5,0,0 -395,96,0,7,3107.594000,0,879.11,20.2575,289.166,0,0 -395,96,0,8,2777.456000,0,693.935,276.882,280.522,0,0 -395,96,0,9,3054.077000,0,710.726,282.474,338.771,0,0 -395,96,0,10,2618.250000,0,550.987,374.931,291.256,0,0 -395,96,0,11,2519.390000,0,571.72,311.927,280.402,0,0 -395,96,0,12,2385.573000,0,461.683,338.73,280.901,0,0 -395,96,25,2,6054.819000,0,1623.98,956.936,316.137,0,0 -395,96,25,3,5924.672000,0,1623.46,696.407,284.066,0,0 -395,96,25,4,6227.617000,0,1635.45,783.159,314.592,0,0 -395,96,25,5,5951.739000,0,1635.26,696.403,285.998,0,0 -395,96,25,6,5907.855000,0,1621.98,692.872,286.893,0,0 -395,96,25,7,5833.764000,0,1632.85,697.212,281.883,0,0 -395,96,25,8,3688.840000,0,1094.25,727.332,284.758,0,0 -395,96,25,9,3912.530000,0,1232.94,666.172,287.585,0,0 -395,96,25,10,2973.154000,0,815.64,703.553,280.838,0,0 -395,96,25,11,3702.169000,0,1074.98,698.29,340.396,0,0 -395,96,25,12,3321.163000,0,740.355,711.348,339.909,0,0 -395,96,50,2,9001.974000,0,2303.86,1704.47,328.032,0,0 -395,96,50,3,8762.700000,0,2308.97,1386.71,288.99,0,0 -395,96,50,4,8722.338000,0,2301.45,1387.48,275.729,0,0 -395,96,50,5,8790.868000,0,2296.98,1387.19,290.131,0,0 -395,96,50,6,10076.499000,0,2389.26,1807.91,358.023,0,0 -395,96,50,7,9292.212000,0,2505.22,1403.49,300.194,0,0 -395,96,50,8,5401.704000,0,1550.11,1317.36,348.804,0,0 -395,96,50,9,5421.236000,0,1836.21,1105.25,285.091,0,0 -395,96,50,10,3938.766000,0,1126.32,1092.29,336.796,0,0 -395,96,50,11,4603.007000,0,1505.4,1000.7,338.355,0,0 -395,96,50,12,3185.092000,0,951.869,899.87,283.065,0,0 -395,96,75,2,11287.831000,0,2779.02,2339.59,327.598,0,0 -395,96,75,3,11171.433000,0,2817.71,2044.26,290.693,0,0 -395,96,75,4,11903.089000,0,2792.33,2318.7,360.14,0,0 -395,96,75,5,11405.091000,0,2855.08,2053.69,352.157,0,0 -395,96,75,6,11112.572000,0,2791.4,2054.55,280.958,0,0 -395,96,75,7,12564.895000,0,3194.24,2170.57,302.915,0,0 -395,96,75,8,6965.585000,0,2003.95,1829.55,342.247,0,0 -395,96,75,9,7278.389000,0,2471.76,1574.1,352.111,0,0 -395,96,75,10,4753.918000,0,1506.6,1417.67,319.315,0,0 -395,96,75,11,5431.403000,0,2004.35,1343.58,286.519,0,0 -395,96,75,12,3705.808000,0,1147.51,1203.18,283.6,0,0 -395,96,100,2,14471.108000,0,3646.15,3025.03,332.204,0,0 -395,96,100,3,14347.986000,0,3648.43,2768.77,294.271,0,0 -395,96,100,4,14387.999000,0,3632.35,2795.23,293.593,0,0 -395,96,100,5,14254.841000,0,3632.52,2735.12,295.269,0,0 -395,96,100,6,15383.573000,0,3636.23,3173.27,363.507,0,0 -395,96,100,7,16097.926000,0,4299.25,2763.01,301.577,0,0 -395,96,100,8,7854.803000,0,2434.88,2139.92,289.976,0,0 -395,96,100,9,8884.992000,0,3054.84,2016.22,293.163,0,0 -395,96,100,10,5610.883000,0,1744.24,1799.48,342.852,0,0 -395,96,100,11,6707.602000,0,2400.44,1747.35,354.879,0,0 -395,96,100,12,4632.839000,0,1486.57,1526.93,327.752,0,0 -395,192,0,2,5050.774000,0,1829.93,279.819,313.015,0,0 -395,192,0,3,5667.957000,0,1841.29,25.9035,345.511,0,0 -395,192,0,4,5563.743000,0,1825.92,22.633,345.613,0,0 -395,192,0,5,5229.541000,0,1826.05,20.2245,283.532,0,0 -395,192,0,6,5260.936000,0,1838.05,20.611,281.159,0,0 -395,192,0,7,3747.931000,0,1345.32,20.2905,280.777,0,0 -395,192,0,8,3755.529000,0,1299.69,304.554,285.42,0,0 -395,192,0,9,3239.729000,0,1103.34,232.349,280.929,0,0 -395,192,0,10,3242.318000,0,991.782,377.399,297.669,0,0 -395,192,0,11,3630.423000,0,1061.15,444.602,339.201,0,0 -395,192,0,12,3251.495000,0,798.703,377.881,337.291,0,0 -395,192,25,2,10713.704000,0,3158.77,1701.1,331.182,0,0 -395,192,25,3,10572.689000,0,3163.66,1429.99,290.077,0,0 -395,192,25,4,10636.076000,0,3177.76,1438.15,295.4,0,0 -395,192,25,5,10615.978000,0,3189.9,1431,292.71,0,0 -395,192,25,6,10788.542000,0,3186.39,1423.32,351.594,0,0 -395,192,25,7,10244.388000,0,3108.66,1425.56,292.702,0,0 -395,192,25,8,6307.583000,0,2126.18,1362.28,351.608,0,0 -395,192,25,9,6239.548000,0,2286.51,1162.54,341.385,0,0 -395,192,25,10,4321.099000,0,1569.13,1077.08,283.792,0,0 -395,192,25,11,5060.919000,0,1930.36,1022.56,340.792,0,0 -395,192,25,12,3584.724000,0,1296.03,923.786,265.004,0,0 -395,192,50,2,16490.022000,0,4544.23,3129.5,333.448,0,0 -395,192,50,3,16645.071000,0,4536.52,2998.48,296.241,0,0 -395,192,50,4,16295.277000,0,4535.22,2849.74,293.902,0,0 -395,192,50,5,18088.040000,0,4672.88,3438.08,360.455,0,0 -395,192,50,6,16433.543000,0,4533.05,2843.36,355.514,0,0 -395,192,50,7,17506.231000,0,4951.34,2872.9,364.317,0,0 -395,192,50,8,9042.615000,0,3055.83,2251.01,352.051,0,0 -395,192,50,9,9800.253000,0,3566.08,2094.15,347.716,0,0 -395,192,50,10,6803.272000,0,2201.24,2161.26,352.918,0,0 -395,192,50,11,6963.940000,0,2733.57,1729.85,291.701,0,0 -395,192,50,12,5265.948000,0,1846.63,1664.4,347.849,0,0 -395,192,75,2,21524.292000,0,5579.27,4544.7,332.371,0,0 -395,192,75,3,21329.534000,0,5579.57,4250.43,287.072,0,0 -395,192,75,4,22165.586000,0,5592.27,4530.61,361.359,0,0 -395,192,75,5,23312.754000,0,5678.29,4985.12,359.241,0,0 -395,192,75,6,21304.724000,0,5560.95,4235.63,288.53,0,0 -395,192,75,7,23548.951000,0,6431.34,4290.79,296.969,0,0 -395,192,75,8,11575.071000,0,3770.56,3192.49,351.63,0,0 -395,192,75,9,13991.260000,0,4711.96,3617.09,365.803,0,0 -395,192,75,10,8790.544000,0,2972.89,2930.06,357.718,0,0 -395,192,75,11,10136.598000,0,4141.57,2480.82,355.796,0,0 -395,192,75,12,6369.434000,0,2256.8,2186.4,314.741,0,0 -395,192,100,2,27848.966000,0,7282.41,5940.1,332.314,0,0 -395,192,100,3,27774.531000,0,7297.33,5687.82,287.672,0,0 -395,192,100,4,29018.945000,0,7347.79,6108.1,368.457,0,0 -395,192,100,5,27849.715000,0,7294.56,5661.35,347.725,0,0 -395,192,100,6,29188.628000,0,7442.33,6118.03,362.258,0,0 -395,192,100,7,31274.583000,0,8602.05,5668.88,302.842,0,0 -395,192,100,8,14779.860000,0,4882.68,4170.1,358.962,0,0 -395,192,100,9,18329.427000,0,6021.68,4875.63,373.973,0,0 -395,192,100,10,10738.958000,0,3690.27,3592.84,350.547,0,0 -395,192,100,11,11741.552000,0,4600.91,3198.72,294.466,0,0 -395,192,100,12,7758.552000,0,2933.79,2645.92,289.185,0,0 -395,384,0,2,8306.423000,0,3445.01,286.316,318.694,0,0 -395,384,0,3,8666.984000,0,3530.15,20.2275,284.845,0,0 -395,384,0,4,8618.038000,0,3501.32,20.328,287.171,0,0 -395,384,0,5,8664.104000,0,3535.41,20.075,284.441,0,0 -395,384,0,6,9014.404000,0,3535.54,20.263,350.096,0,0 -395,384,0,7,5461.824000,0,2487.58,20.336,280.153,0,0 -395,384,0,8,5284.262000,0,2368.8,270.104,279.827,0,0 -395,384,0,9,4957.585000,0,2136.27,248.094,339.558,0,0 -395,384,0,10,4247.416000,0,1822.84,356.266,283.076,0,0 -395,384,0,11,3753.355000,0,1555.25,325.956,278.935,0,0 -395,384,0,12,4471.365000,0,1552.94,613.196,341.329,0,0 -395,384,25,2,19978.046000,0,6262.07,3171.32,318.284,0,0 -395,384,25,3,19909.561000,0,6207.99,2971.31,289.369,0,0 -395,384,25,4,21179.018000,0,6353.33,3331.3,360.316,0,0 -395,384,25,5,19793.692000,0,6239.87,2890.46,286.663,0,0 -395,384,25,6,20785.343000,0,6282.26,3175.68,359.721,0,0 -395,384,25,7,19224.682000,0,6100.4,2875.89,357.747,0,0 -395,384,25,8,10586.934000,0,4166.88,2218.57,295.985,0,0 -395,384,25,9,10890.501000,0,4381.1,2147.55,290.783,0,0 -395,384,25,10,7644.489000,0,3157.11,1956.09,286.818,0,0 -395,384,25,11,8249.644000,0,3662.84,1762.38,335.629,0,0 -395,384,25,12,5982.542000,0,2522.92,1531.39,344.51,0,0 -395,384,50,2,31756.793000,0,9107.48,6056.81,339.905,0,0 -395,384,50,3,31373.324000,0,9031.55,5745.12,294.026,0,0 -395,384,50,4,31402.949000,0,9014.62,5773.15,293.469,0,0 -395,384,50,5,31336.043000,0,9031.36,5742.83,281.26,0,0 -395,384,50,6,31487.845000,0,9073.63,5760.38,292.91,0,0 -395,384,50,7,33559.598000,0,9842.49,5805.5,299.372,0,0 -395,384,50,8,17190.995000,0,6035.01,4595.54,363.757,0,0 -395,384,50,9,18088.846000,0,6870.63,4055.78,299.48,0,0 -395,384,50,10,11807.081000,0,4366.44,3781.28,362.464,0,0 -395,384,50,11,12700.561000,0,5304.59,3247.49,294.808,0,0 -395,384,50,12,8918.632000,0,3675.18,2773.41,352.995,0,0 -395,384,75,2,41902.091000,0,11150.3,8948.06,338.143,0,0 -395,384,75,3,41707.385000,0,11111.5,8690.05,289.804,0,0 -395,384,75,4,41619.459000,0,11152.1,8613.34,291.108,0,0 -395,384,75,5,42186.607000,0,11191.6,8846.09,290.796,0,0 -395,384,75,6,41791.577000,0,11153.5,8688.94,288.196,0,0 -395,384,75,7,45602.553000,0,12587.7,8667.73,293.84,0,0 -395,384,75,8,21803.399000,0,7462.23,6197.48,356.674,0,0 -395,384,75,9,25118.559000,0,9330.93,5998.89,358.698,0,0 -395,384,75,10,15931.050000,0,5922.61,5276,365.336,0,0 -395,384,75,11,18169.195000,0,7626.57,4683.58,354.002,0,0 -395,384,75,12,12788.015000,0,4518.82,4962.54,364.358,0,0 -395,384,100,2,54772.594000,0,14541.4,11857.1,334.692,0,0 -395,384,100,3,54669.477000,0,14669.2,11478.9,292.815,0,0 -395,384,100,4,54406.483000,0,14533,11490.3,296.33,0,0 -395,384,100,5,55054.165000,0,14545.3,11749.2,294.303,0,0 -395,384,100,6,54694.461000,0,14652.6,11503.7,291.743,0,0 -395,384,100,7,61667.779000,0,17195.9,11481.8,299.788,0,0 -395,384,100,8,28329.237000,0,9737.17,8186.32,357.042,0,0 -395,384,100,9,32532.625000,0,11901.7,7861.22,291.49,0,0 -395,384,100,10,18720.628000,0,6951.95,6258.58,357.065,0,0 -395,384,100,11,22259.817000,0,9047.24,6176.34,296.722,0,0 -395,384,100,12,15055.944000,0,5846.18,5433.36,367.598,0,0 -395,768,0,2,15278.792000,0,6906.55,298.386,331.696,0,0 -395,768,0,3,15229.048000,0,6792.05,19.953,293.743,0,0 -395,768,0,4,15791.494000,0,6903.74,22.571,360.457,0,0 -395,768,0,5,15472.886000,0,6912.45,20.139,294.134,0,0 -395,768,0,6,15360.533000,0,6859.49,20.208,294.405,0,0 -395,768,0,7,8969.306000,0,4750.03,20.676,301.303,0,0 -395,768,0,8,8627.219000,0,4615.95,255.189,272.951,0,0 -395,768,0,9,7059.259000,0,3706.95,248.131,345.388,0,0 -395,768,0,10,6882.403000,0,3528.54,377.338,346.994,0,0 -395,768,0,11,5947.514000,0,3000.78,315.301,344.378,0,0 -395,768,0,12,5732.687000,0,2820.6,357.254,343.174,0,0 -395,768,25,2,38204.111000,0,12325.3,6071.49,330.438,0,0 -395,768,25,3,38408.807000,0,12420.6,5864.19,295.376,0,0 -395,768,25,4,39103.376000,0,12423.5,6098.94,362.072,0,0 -395,768,25,5,37887.320000,0,12275.9,5775.54,284.36,0,0 -395,768,25,6,38167.585000,0,12410.4,5775.39,288.411,0,0 -395,768,25,7,37137.673000,0,12077,5883.79,358.838,0,0 -395,768,25,8,20158.462000,0,8347.51,4293.67,352.63,0,0 -395,768,25,9,20711.017000,0,8615.63,4175.98,358.696,0,0 -395,768,25,10,13365.908000,0,6048.87,3304.87,290.628,0,0 -395,768,25,11,14423.994000,0,6708.28,3228.26,295.515,0,0 -395,768,25,12,10442.433000,0,4973.56,2752.88,295.791,0,0 -395,768,50,2,61712.455000,0,17970,11893.2,337.535,0,0 -395,768,50,3,61642.388000,0,18068.5,11563.7,294.323,0,0 -395,768,50,4,61396.064000,0,17958.7,11560.7,295.532,0,0 -395,768,50,5,62383.489000,0,18025.4,11861.2,362.864,0,0 -395,768,50,6,61812.010000,0,18159.1,11567.8,293.821,0,0 -395,768,50,7,65280.145000,0,19480.8,11534.7,296.6,0,0 -395,768,50,8,31639.748000,0,11983.9,8180.65,291.226,0,0 -395,768,50,9,36574.317000,0,13634.7,8943.44,368.928,0,0 -395,768,50,10,21023.390000,0,8613.69,6334.71,299.675,0,0 -395,768,50,11,24109.745000,0,10435.1,6238.62,293.426,0,0 -395,768,50,12,16256.527000,0,7198.37,5068.09,297.003,0,0 -395,768,75,2,82270.912000,0,22257,17607.3,339.284,0,0 -395,768,75,3,82194.737000,0,22269.7,17358.6,291.575,0,0 -395,768,75,4,82246.143000,0,22280.4,17384.2,294.658,0,0 -395,768,75,5,82088.451000,0,22289.5,17296.9,294.897,0,0 -395,768,75,6,83633.213000,0,22246.1,17963.8,365.627,0,0 -395,768,75,7,90087.985000,0,25186.4,17336.2,353.903,0,0 -395,768,75,8,41955.768000,0,14818.4,12062.2,288.47,0,0 -395,768,75,9,48670.878000,0,18462.5,11728.5,356.07,0,0 -395,768,75,10,29262.101000,0,11788.3,9239.23,293.545,0,0 -395,768,75,11,34863.391000,0,15022.7,9144.33,296.022,0,0 -395,768,75,12,21395.302000,0,8899.19,7382.99,292.149,0,0 -395,768,100,2,108393.489000,0,29171.9,23465.8,340.563,0,0 -395,768,100,3,107806.059000,0,29135.7,23011.7,292.187,0,0 -395,768,100,4,108663.277000,0,29244.5,23238.5,364.975,0,0 -395,768,100,5,107708.561000,0,28990.3,23136.9,294.159,0,0 -395,768,100,6,108668.058000,0,29073.3,23486.9,289.75,0,0 -395,768,100,7,122547.401000,0,34376.1,23177.1,288.596,0,0 -395,768,100,8,55119.469000,0,19404.7,15993.5,355.325,0,0 -395,768,100,9,63943.328000,0,23584.2,15688.7,361.812,0,0 -395,768,100,10,37059.817000,0,13828.2,12860.1,364.305,0,0 -395,768,100,11,43452.567000,0,18050,12125.5,295.019,0,0 -395,768,100,12,28026.307000,0,11658.6,9815.87,295.701,0,0 -395,1536,0,2,28484.331000,0,13492.7,309.104,334.055,0,0 -395,1536,0,3,29017.419000,0,13686.5,20.209,283.094,0,0 -395,1536,0,4,29252.492000,0,13627.4,22.6895,357.883,0,0 -395,1536,0,5,29057.736000,0,13701.2,20.2065,291.681,0,0 -395,1536,0,6,28740.461000,0,13540.3,20.68,291.473,0,0 -395,1536,0,7,15571.905000,0,9176.4,21.2155,287.963,0,0 -395,1536,0,8,15517.054000,0,9111.17,309.56,294.22,0,0 -395,1536,0,9,11259.774000,0,7073.19,235.562,292.875,0,0 -395,1536,0,10,11155.641000,0,6906.11,397.277,293.762,0,0 -395,1536,0,11,9556.969000,0,5791.63,322.88,349.665,0,0 -395,1536,0,12,9346.954000,0,5528.23,461.892,353.676,0,0 -395,1536,25,2,75564.202000,0,24821.2,11963.5,335.897,0,0 -395,1536,25,3,74919.643000,0,24696,11573.5,291.747,0,0 -395,1536,25,4,75102.197000,0,24740.6,11628.7,291.212,0,0 -395,1536,25,5,75115.510000,0,24601.6,11692.8,354,0,0 -395,1536,25,6,74858.208000,0,24757.4,11480.8,290.219,0,0 -395,1536,25,7,72509.053000,0,24023.3,11732.6,298.342,0,0 -395,1536,25,8,38441.093000,0,16465.7,8232.8,289.695,0,0 -395,1536,25,9,39597.942000,0,16910.5,8098.48,358.31,0,0 -395,1536,25,10,25449.508000,0,12032,6263.92,289.537,0,0 -395,1536,25,11,27655.391000,0,13200.6,6247.18,362.079,0,0 -395,1536,25,12,20312.112000,0,9894.74,5518.33,359.592,0,0 -395,1536,50,2,121879.726000,0,35858.5,23528.5,335.269,0,0 -395,1536,50,3,122101.660000,0,35749.6,23435.2,366.182,0,0 -395,1536,50,4,123087.308000,0,35944.2,23804.8,290.471,0,0 -395,1536,50,5,121732.773000,0,35878.6,23233,292.731,0,0 -395,1536,50,6,121679.823000,0,35925,23186.7,289.636,0,0 -395,1536,50,7,129066.049000,0,38830,23063.6,287.014,0,0 -395,1536,50,8,62495.886000,0,24058.5,16243.9,354.601,0,0 -395,1536,50,9,68558.706000,0,26976.7,15770.8,355.358,0,0 -395,1536,50,10,40751.890000,0,17163.5,12286,346.339,0,0 -395,1536,50,11,46683.048000,0,20611.6,12126.3,353.113,0,0 -395,1536,50,12,31413.595000,0,14338.5,9825.74,287.879,0,0 -395,1536,75,2,163056.080000,0,44457.3,34959.1,337.748,0,0 -395,1536,75,3,162786.139000,0,44237.8,34876.3,288.943,0,0 -395,1536,75,4,163560.816000,0,44326.7,35025.5,364.766,0,0 -395,1536,75,5,163001.810000,0,44264.4,34928.5,291.188,0,0 -395,1536,75,6,163225.660000,0,44513.3,34729.6,359.392,0,0 -395,1536,75,7,177890.389000,0,50018.5,34660.2,357.321,0,0 -395,1536,75,8,84188.615000,0,29687.4,24750.5,292.35,0,0 -395,1536,75,9,96152.300000,0,36787.1,23366.4,355.454,0,0 -395,1536,75,10,58066.175000,0,23558.4,18641.7,290.297,0,0 -395,1536,75,11,68511.705000,0,29822.5,18132.4,286.772,0,0 -395,1536,75,12,42482.878000,0,17743.8,15032.2,361.987,0,0 -395,1536,100,2,214506.919000,0,58028.3,46568.8,336.044,0,0 -395,1536,100,3,215525.609000,0,58071.8,46743.4,362,0,0 -395,1536,100,4,225180.149000,0,59292.4,50111.7,364.951,0,0 -395,1536,100,5,215417.003000,0,58244.3,46596.4,314.465,0,0 -395,1536,100,6,218537.688000,0,58439.5,47773.4,364.352,0,0 -395,1536,100,7,243113.320000,0,68431.1,46274.9,357.663,0,0 -395,1536,100,8,109289.581000,0,38698.4,32146.2,310.28,0,0 -395,1536,100,9,127177.165000,0,47133.6,31494.7,288.457,0,0 -395,1536,100,10,71127.550000,0,27516,24239.8,288.203,0,0 -395,1536,100,11,85676.102000,0,35765.4,24170.5,293.546,0,0 -395,1536,100,12,54980.854000,0,23248.4,19338.6,286.355,0,0 -395,3072,0,2,27100.410000,0,13170.2,158.383,170.954,0,0 -395,3072,0,3,26998.649000,0,12982.2,9.0395,186.706,0,0 -395,3072,0,4,27235.483000,0,13177.9,8.489,152.276,0,0 -395,3072,0,5,27365.475000,0,13236.5,8.2995,147.086,0,0 -395,3072,0,6,27402.657000,0,13273.4,8.479,151.066,0,0 -395,3072,0,7,14510.283000,0,8943.43,8.4145,181.102,0,0 -395,3072,0,8,14273.542000,0,8783.25,156.434,183.244,0,0 -395,3072,0,9,9934.096000,0,6632.52,112.705,177.428,0,0 -395,3072,0,10,10997.032000,0,6862.87,576.469,181.417,0,0 -395,3072,0,11,7964.485000,0,5460.65,151.405,182.332,0,0 -395,3072,0,12,8379.174000,0,5412.3,604.744,168.063,0,0 -395,3072,25,2,71788.063000,0,23852.8,11273.2,172.139,0,0 -395,3072,25,3,72139.363000,0,24025.9,11163.3,149.273,0,0 -395,3072,25,4,71929.809000,0,23897.7,11194.9,149.243,0,0 -395,3072,25,5,71906.475000,0,23868.2,11192.9,147.099,0,0 -395,3072,25,6,72324.480000,0,24098.8,11169.2,166.313,0,0 -395,3072,25,7,69186.092000,0,23234.6,11181.4,152.09,0,0 -395,3072,25,8,36675.276000,0,15959.1,7816.75,186.515,0,0 -395,3072,25,9,37603.846000,0,16418.5,7569.32,181.982,0,0 -395,3072,25,10,24063.653000,0,11629,5895.96,151.367,0,0 -395,3072,25,11,25870.549000,0,12654.7,5812.79,149.715,0,0 -395,3072,25,12,18594.483000,0,9611.03,4757.53,183.495,0,0 -395,3072,50,2,117109.468000,0,34752.7,22505.9,170.635,0,0 -395,3072,50,3,117095.545000,0,34763.1,22356.5,150.307,0,0 -395,3072,50,4,116852.570000,0,34700.7,22320.8,149.99,0,0 -395,3072,50,5,117648.629000,0,34928.4,22426.4,181.446,0,0 -395,3072,50,6,117432.930000,0,34809.5,22427.1,185.281,0,0 -395,3072,50,7,124680.979000,0,37713,22303.2,149.11,0,0 -395,3072,50,8,59900.357000,0,23221.3,15625.5,182.138,0,0 -395,3072,50,9,65699.100000,0,26085.3,15079.7,151.088,0,0 -395,3072,50,10,38670.243000,0,16581.2,11560.7,184.066,0,0 -395,3072,50,11,44584.162000,0,19934.7,11535.3,180.353,0,0 -395,3072,50,12,29788.365000,0,13883.5,9254.73,147.384,0,0 -395,3072,75,2,159258.515000,0,43061.3,34700.5,172.084,0,0 -395,3072,75,3,156437.710000,0,43031.5,33258.8,150.112,0,0 -395,3072,75,4,156879.211000,0,42906.9,33589.7,150.144,0,0 -395,3072,75,5,157396.961000,0,43006.4,33685.2,184.338,0,0 -395,3072,75,6,157302.431000,0,43012,33711.6,150.356,0,0 -395,3072,75,7,171550.962000,0,48471.2,33490.3,149.135,0,0 -395,3072,75,8,79807.279000,0,28838,22989.6,172.595,0,0 -395,3072,75,9,92605.835000,0,35610.7,22376.6,186.031,0,0 -395,3072,75,10,54891.007000,0,22784.3,17317.2,150.921,0,0 -395,3072,75,11,66585.780000,0,28865.1,17958.7,185.369,0,0 -395,3072,75,12,40118.631000,0,17261.4,13927,184.336,0,0 -395,3072,100,2,207278.380000,0,56431.1,44866.4,170.835,0,0 -395,3072,100,3,208141.005000,0,56461.8,45104.1,156.919,0,0 -395,3072,100,4,207738.651000,0,56419.3,44887.5,185.639,0,0 -395,3072,100,5,206511.216000,0,56268.2,44512.6,150.547,0,0 -395,3072,100,6,206863.709000,0,56208.8,44769.6,149.347,0,0 -395,3072,100,7,235213.860000,0,66482.7,44717.7,183.68,0,0 -395,3072,100,8,105002.495000,0,37662.3,30616.6,150.287,0,0 -395,3072,100,9,122342.611000,0,45715.1,30033.7,183.236,0,0 -395,3072,100,10,68430.824000,0,26813.3,23165.7,185.083,0,0 -395,3072,100,11,82154.434000,0,34493.5,23123.3,187.393,0,0 -395,3072,100,12,52869.264000,0,22587.4,18599.5,181.456,0,0 -395,6144,0,2,52590.848000,0,25912.9,159.679,171.984,0,0 -395,6144,0,3,53539.796000,0,26253,8.9285,185.467,0,0 -395,6144,0,4,53307.501000,0,26224.5,8.3225,148.689,0,0 -395,6144,0,5,52662.985000,0,25887.6,8.2555,151.015,0,0 -395,6144,0,6,52983.678000,0,26066,8.329,150.371,0,0 -395,6144,0,7,27403.193000,0,17640.3,8.4165,148.307,0,0 -395,6144,0,8,27822.198000,0,17623.4,324.145,179.632,0,0 -395,6144,0,9,18927.431000,0,13335.2,126.078,183.148,0,0 -395,6144,0,10,18623.416000,0,13196.3,210.903,150.727,0,0 -395,6144,0,11,14336.216000,0,10595.2,181.137,145.661,0,0 -395,6144,0,12,14837.602000,0,10618.3,431.697,179.89,0,0 -395,6144,25,2,143506.952000,0,47860.4,22600.1,171.618,0,0 -395,6144,25,3,143632.770000,0,47770,22573.2,186.111,0,0 -395,6144,25,4,144087.006000,0,48054.5,22522.3,185.564,0,0 -395,6144,25,5,142967.378000,0,47925.1,22101,181.97,0,0 -395,6144,25,6,144073.051000,0,48013.5,22563,184.424,0,0 -395,6144,25,7,137179.099000,0,46218.3,22276.9,151.017,0,0 -395,6144,25,8,72041.873000,0,31602.8,15406.5,150.679,0,0 -395,6144,25,9,74291.772000,0,32547.1,15051.7,181.235,0,0 -395,6144,25,10,47878.508000,0,23312.1,11778,183.882,0,0 -395,6144,25,11,51151.804000,0,25178.3,11571.9,151.336,0,0 -395,6144,25,12,36469.979000,0,19121,9352.6,146.615,0,0 -395,6144,50,2,233400.146000,0,69406.9,44905.6,172.183,0,0 -395,6144,50,3,234325.180000,0,69539.4,44981.6,186.969,0,0 -395,6144,50,4,235064.480000,0,69714.6,45251.7,184.824,0,0 -395,6144,50,5,234025.710000,0,69701.6,44814.7,133.033,0,0 -395,6144,50,6,233093.363000,0,69419.6,44638.9,163.749,0,0 -395,6144,50,7,249142.602000,0,75361.1,45012.8,163.725,0,0 -395,6144,50,8,118294.580000,0,46405,30725.4,134.687,0,0 -395,6144,50,9,130710.536000,0,52026,30146.3,164.215,0,0 -395,6144,50,10,77394.530000,0,33396.4,23258.6,133.035,0,0 -395,6144,50,11,88909.276000,0,39713.2,23359.2,184.559,0,0 -395,6144,50,12,59156.083000,0,27719.3,18461.1,188.909,0,0 -395,6144,75,2,313736.529000,0,86332.7,67138.2,144.694,0,0 -395,6144,75,3,312846.497000,0,85992.1,66862.2,135.41,0,0 -395,6144,75,4,313322.011000,0,85983.6,67178.5,134.219,0,0 -395,6144,75,5,313486.794000,0,85952.4,67264.2,135.524,0,0 -395,6144,75,6,312643.469000,0,85834.1,66999.1,135.29,0,0 -395,6144,75,7,341957.121000,0,96670.3,67031.3,163.307,0,0 -395,6144,75,8,158559.013000,0,57469.6,45748.1,163.689,0,0 -395,6144,75,9,186167.987000,0,72030.2,45148,131.916,0,0 -395,6144,75,10,115028.329000,0,45933.7,38181.6,166.776,0,0 -395,6144,75,11,131187.253000,0,57943.5,34553.2,162.747,0,0 -395,6144,75,12,79446.313000,0,34329.9,27661.3,133.098,0,0 -395,6144,100,2,412286.788000,0,112390,89289.9,159.161,0,0 -395,6144,100,3,412765.988000,0,112414,89407.8,135.853,0,0 -395,6144,100,4,413629.335000,0,112434,89806,134.161,0,0 -395,6144,100,5,412738.583000,0,112643,89151.2,134.217,0,0 -395,6144,100,6,412264.595000,0,112503,89035.7,136.158,0,0 -395,6144,100,7,468906.850000,0,132670,89495,142.08,0,0 -395,6144,100,8,208724.742000,0,75277.4,60676.7,167.643,0,0 -395,6144,100,9,244270.924000,0,91520.5,60137.6,134.595,0,0 -395,6144,100,10,135723.561000,0,53425.8,45955.3,132.171,0,0 -395,6144,100,11,163241.490000,0,69031.9,45741.7,161.185,0,0 -395,6144,100,12,104874.266000,0,45175.9,36719.6,134.134,0,0 -296,6,0,4,2230.187000,0,203.359,20.0745,366.872,189.998,0 -296,6,0,5,2685.582000,0,250.057,26.7075,420.671,189.27,0 -296,6,0,6,3019.066000,0,252.696,28.857,434.008,227.228,0 -296,6,0,7,2793.474000,0,330.637,20.3875,430.217,281.764,0 -296,6,0,8,2381.981000,0,169.159,288.79,396.045,210.498,0 -296,6,0,9,2510.185000,0,300.284,281.468,388.495,261.648,0 -296,6,0,10,2259.249000,0,152.696,426.59,363.231,354.649,0 -296,6,0,11,2380.900000,0,246.991,379.374,370.777,239.024,0 -296,6,25,4,2236.497000,0,202.029,19.999,372.161,188.933,0 -296,6,25,5,2312.437000,0,203.527,21.784,383.24,192.987,0 -296,6,25,6,2236.962000,0,203.365,20.356,371.322,181.796,0 -296,6,25,7,2757.916000,0,269.678,21.1535,412.193,254.141,0 -296,6,25,8,2772.242000,0,211.124,413.69,457.355,208.549,0 -296,6,25,9,2843.938000,0,329.609,300.591,417.16,269.295,0 -296,6,25,10,2400.790000,0,153.351,448.42,388.404,186.982,0 -296,6,25,11,2573.029000,0,268.579,382.548,397.892,195.151,0 -296,6,50,4,2669.582000,0,211.491,27.713,428.456,220.459,0 -296,6,50,5,2243.823000,0,202.53,20.105,361.305,362.525,0 -296,6,50,6,2206.439000,0,201.953,20.458,366.919,220.363,0 -296,6,50,7,2347.366000,0,261.735,21.0355,364.14,245.237,0 -296,6,50,9,2801.418000,0,346.481,316.108,449.9,250.145,0 -296,6,50,10,2894.010000,0,154.358,531.949,456.06,226.82,0 -296,6,50,11,2505.246000,0,261.109,374.279,388.654,200.481,0 -296,6,50,12,2896.036000,0,165.237,450.694,458.149,188.496,0 -296,6,75,4,2689.157000,0,223.637,28.0755,426.424,221.613,0 -296,6,75,5,2265.962000,0,209.632,20.075,375.244,188.49,0 -296,6,75,6,2484.610000,0,202.599,20.427,422.279,273.543,0 -296,6,75,7,2692.336000,0,285.275,20.3595,396.713,255.884,0 -296,6,75,9,2504.058000,0,295.528,274.226,373.812,329.374,0 -296,6,75,10,2262.171000,0,152.926,424.746,370.189,222.752,0 -296,6,75,11,2541.249000,0,272.542,375.22,392.215,235.869,0 -296,6,75,12,2628.016000,0,142.394,418.913,422.9,198.13,0 -296,6,100,4,2695.882000,0,212.722,29.072,426.756,238.671,0 -296,6,100,5,2495.851000,0,202.477,20.207,422.735,247.768,0 -296,6,100,6,2415.137000,0,228.923,20.325,395.634,182.014,0 -296,6,100,7,2368.063000,0,261.048,20.426,369.383,234.372,0 -296,6,100,9,2908.690000,0,315.878,302.893,428.39,223.481,0 -296,6,100,10,2707.424000,0,174.87,475.936,450.705,191.436,0 -296,6,100,11,2664.642000,0,279.498,381.035,411.804,255.002,0 -296,6,100,12,2662.511000,0,142.97,433.296,426.894,225.324,0 -296,12,0,4,2805.368000,0,265.141,28.1155,434.47,188.714,0 -296,12,0,5,2333.399000,0,255.072,20.1975,369.664,192.404,0 -296,12,0,6,2288.571000,0,255.414,20.191,364.488,244.459,0 -296,12,0,7,2882.172000,0,360.193,20.364,453.735,239,0 -296,12,0,8,2854.643000,0,206.481,349.419,429.298,188.579,0 -296,12,0,9,3100.002000,0,370.886,342.447,464.132,216.672,0 -296,12,0,10,2807.479000,0,186.447,531.458,454.633,228.67,0 -296,12,0,11,2462.773000,0,284.13,381.787,376.862,263.128,0 -296,12,25,4,2391.574000,0,280.606,53.5485,370.161,187.517,0 -296,12,25,5,3169.666000,0,349.998,75.684,441.172,279.458,0 -296,12,25,6,2556.753000,0,310.126,53.473,378.631,278.168,0 -296,12,25,7,2461.094000,0,309.164,54.215,368.514,198.347,0 -296,12,25,8,2597.289000,0,246.843,385.222,398.127,190.358,0 -296,12,25,9,2842.731000,0,348.408,337.838,452.116,222.298,0 -296,12,25,10,2691.341000,0,216.149,461.132,425.975,219.265,0 -296,12,25,11,2676.625000,0,309.591,392.74,409.867,219.441,0 -296,12,25,12,2271.579000,0,170.563,430.69,370.135,204.043,0 -296,12,50,4,2808.055000,0,350.137,136.784,412.033,183.702,0 -296,12,50,5,2471.622000,0,337.804,116.058,367.042,279.598,0 -296,12,50,6,2466.346000,0,332.439,114.8,368.787,280.134,0 -296,12,50,7,2900.441000,0,399.955,117.535,411.21,279.762,0 -296,12,50,9,2749.033000,0,395.404,385.727,403.548,254.02,0 -296,12,50,10,2990.475000,0,218.194,592.836,429.521,234.894,0 -296,12,50,11,3066.457000,0,410.555,407.547,431.046,385.709,0 -296,12,50,12,2805.427000,0,188.868,538.035,453.162,226.72,0 -296,12,75,4,3123.371000,0,413.801,189.214,434.361,187.155,0 -296,12,75,5,2544.386000,0,360.612,149.244,368.737,225.457,0 -296,12,75,6,2690.444000,0,367.431,145.746,373.153,211.021,0 -296,12,75,7,2909.163000,0,446.25,148.622,387.107,197.372,0 -296,12,75,8,2383.177000,0,260.317,362.162,368.921,188.391,0 -296,12,75,9,2558.907000,0,394.251,361.295,369.396,265.117,0 -296,12,75,10,2711.317000,0,219.881,530.339,425.757,243.347,0 -296,12,75,11,3209.604000,0,420.467,647.979,459.878,225.605,0 -296,12,100,4,2727.908000,0,415.637,207.249,373.807,195.344,0 -296,12,100,5,2760.131000,0,419.096,210.38,371.036,251.107,0 -296,12,100,6,3046.742000,0,414.343,207.217,458.601,191.288,0 -296,12,100,7,3832.066000,0,684.977,248.132,426.022,212.646,0 -296,12,100,8,2999.054000,0,360.664,505.201,431.891,231.997,0 -296,12,100,9,2889.153000,0,464.627,446.606,405.662,217.347,0 -296,12,100,10,2769.068000,0,242.149,563.076,424.881,224.772,0 -296,12,100,11,2712.270000,0,430.242,462.953,382.892,217.833,0 -296,12,100,12,2484.329000,0,221.536,507.627,389.328,193.911,0 -296,24,0,4,2539.216000,0,360.436,20.03,369.679,223.207,0 -296,24,0,5,3010.960000,0,378.604,27.816,431.82,183.307,0 -296,24,0,6,2808.783000,0,375.362,24.3975,402.888,244.039,0 -296,24,0,7,2539.147000,0,365.235,20.349,373.313,217.88,0 -296,24,0,8,2381.379000,0,278.334,310.1,369.027,225.48,0 -296,24,0,9,2928.891000,0,399.288,348.636,430.822,274.265,0 -296,24,0,11,2827.755000,0,362.857,387.411,417.015,193.367,0 -296,24,25,4,2779.941000,0,466.07,145.678,371.84,174.392,0 -296,24,25,5,3003.266000,0,467.405,146.899,418.102,243.863,0 -296,24,25,6,3045.304000,0,463.373,146.17,427.991,236.438,0 -296,24,25,7,2902.215000,0,510.013,150.003,370.553,238.656,0 -296,24,25,10,2691.276000,0,285.718,514.379,397.471,186.663,0 -296,24,25,11,2574.823000,0,410.289,452.303,365.547,239.05,0 -296,24,50,4,3289.624000,0,620.212,295.976,369.718,230.704,0 -296,24,50,5,3290.563000,0,623.578,296.095,372.218,200.322,0 -296,24,50,6,3282.043000,0,618.629,299.599,370.509,234.975,0 -296,24,50,7,3757.297000,0,704.441,299.754,430.151,218.471,0 -296,24,50,9,3113.666000,0,612.426,461.62,402.849,229.395,0 -296,24,50,10,2926.580000,0,334.618,674.596,431.513,210.024,0 -296,24,50,11,2871.923000,0,501.67,517.757,397.729,244.405,0 -296,24,50,12,2854.350000,0,300.805,628.896,426.55,267.78,0 -296,24,75,4,3808.998000,0,727.514,433.126,376.986,234.812,0 -296,24,75,5,3805.686000,0,702.482,446.827,383.927,224.193,0 -296,24,75,6,3709.953000,0,702.266,418.354,373.998,218.452,0 -296,24,75,7,4047.510000,0,819.886,422.474,387.366,222.412,0 -296,24,75,8,2805.497000,0,485.949,551.073,371.035,195.464,0 -296,24,75,9,3567.599000,0,708.817,673.202,435.797,270.252,0 -296,24,75,10,3063.002000,0,384.869,675.684,423,251.763,0 -296,24,75,11,3105.356000,0,614.512,598.341,396.785,235.504,0 -296,24,100,4,4615.551000,0,878.116,652.748,381.406,178.52,0 -296,24,100,5,4480.345000,0,877.3,621.62,366.003,178.882,0 -296,24,100,6,4483.137000,0,876.067,571.811,402.482,230.918,0 -296,24,100,7,4780.869000,0,1064.65,576.041,350.897,243.652,0 -296,24,100,8,3323.949000,0,613.231,772.082,357.077,217.66,0 -296,24,100,9,3684.202000,0,852.323,666.35,435.359,247.394,0 -296,24,100,11,3225.948000,0,777.017,656.977,378.054,258.9,0 -296,24,100,12,2871.980000,0,380.052,736.843,400.244,258.214,0 -296,48,0,4,3354.111000,0,581.379,25.653,425.491,244.578,0 -296,48,0,5,3340.326000,0,576.056,25.504,431.463,222.172,0 -296,48,0,6,3738.894000,0,669.94,29.3205,441.867,243.797,0 -296,48,0,7,2751.811000,0,508.77,20.2665,371.902,227.48,0 -296,48,0,8,3096.543000,0,479.355,408.886,425.644,212.268,0 -296,48,0,9,2750.895000,0,482.935,288.719,381.902,192.548,0 -296,48,0,10,2640.704000,0,336.514,447.99,391.001,191.977,0 -296,48,0,11,2995.309000,0,443.977,396.457,430.115,293.017,0 -296,48,0,12,2617.738000,0,291.681,427.961,396.626,211.509,0 -296,48,25,4,3824.621000,0,853.735,329.18,370.902,219.744,0 -296,48,25,5,3830.760000,0,854.333,327.071,371.651,201.499,0 -296,48,25,6,4005.148000,0,848.015,326.779,431.529,235.673,0 -296,48,25,7,3937.117000,0,893.518,333.803,386.284,223.291,0 -296,48,25,10,3290.983000,0,454.348,696.463,430.498,215.44,0 -296,48,25,11,3144.945000,0,656.398,544.695,405.959,291.288,0 -296,48,50,4,5185.767000,0,1177.63,659.82,376.157,193.961,0 -296,48,50,5,5878.613000,0,1173.39,883.548,444.853,184.184,0 -296,48,50,6,5185.430000,0,1176.24,664.361,375.042,200.166,0 -296,48,50,7,5724.231000,0,1321.45,666.32,428.773,279.796,0 -296,48,50,8,3882.674000,0,801.743,817.296,462.068,202.457,0 -296,48,50,11,3479.176000,0,877.638,698.846,399.626,227.758,0 -296,48,50,12,3150.061000,0,497.495,732.727,428.656,226.57,0 -296,48,75,4,6301.708000,0,1409.03,967.824,377.76,239.856,0 -296,48,75,5,6293.839000,0,1405.98,970.503,377.06,221.728,0 -296,48,75,6,6468.558000,0,1406.61,968.334,439.585,205.521,0 -296,48,75,7,7086.943000,0,1698.61,1012.69,393.579,212.526,0 -296,48,75,8,3928.279000,0,949.472,925.118,375.631,216.75,0 -296,48,75,9,4559.305000,0,1255.26,937.113,432.025,192.987,0 -296,48,75,10,3615.442000,0,770.255,1057.19,432.554,318.101,0 -296,48,75,11,4067.535000,0,1094.58,914.312,435.285,243.369,0 -296,48,100,4,7836.966000,0,1815.31,1306.56,382.001,173.666,0 -296,48,100,5,7812.598000,0,1817.74,1299.18,382.234,197.853,0 -296,48,100,6,7964.010000,0,1810.12,1298.38,442.783,226.636,0 -296,48,100,7,8804.685000,0,2174.31,1299.12,424.001,195.613,0 -296,48,100,10,3996.930000,0,981.353,1163.59,427.794,268.134,0 -296,48,100,12,3615.939000,0,767.539,1097.17,434.212,216.196,0 -296,96,0,4,3834.244000,0,989.95,20.643,371.039,186.488,0 -296,96,0,5,4130.235000,0,993.083,20.2515,432.913,184.656,0 -296,96,0,6,3811.973000,0,986.107,20.267,371.709,220.615,0 -296,96,0,7,3181.376000,0,785.992,20.665,371.163,214.992,0 -296,96,0,8,3384.514000,0,694.911,350.131,433.19,181.031,0 -296,96,0,9,3482.235000,0,716.849,347.3,433.311,244.014,0 -296,96,0,10,3020.225000,0,547.512,465.378,408.886,219.224,0 -296,96,0,11,2800.603000,0,576.009,371.816,372.753,220.385,0 -296,96,25,4,6798.360000,0,1629.04,892.217,439.602,229.657,0 -296,96,25,5,6901.679000,0,1630.21,927.149,448.515,190.894,0 -296,96,25,6,6374.124000,0,1634.02,695.391,438.551,188.273,0 -296,96,25,7,6636.592000,0,1907.35,700.514,443.753,217.286,0 -296,96,25,9,4621.548000,0,1272.73,871.702,441.356,226.945,0 -296,96,25,10,3569.354000,0,815.323,807.567,429.315,194.226,0 -296,96,25,11,3493.141000,0,1024.98,718.879,368.065,213.779,0 -296,96,50,4,9289.590000,0,2326.07,1486.31,390.474,177.708,0 -296,96,50,5,9002.765000,0,2299.23,1399.68,380.603,217.18,0 -296,96,50,6,8997.606000,0,2299.71,1396.48,382.575,176.39,0 -296,96,50,7,9644.231000,0,2534.84,1420.19,407.897,186.726,0 -296,96,50,8,5426.749000,0,1561.09,1281.03,385.654,210.531,0 -296,96,50,9,5712.105000,0,1854.18,1159.92,395.899,187.179,0 -296,96,50,10,3911.131000,0,1132.27,1126.01,373.232,228.012,0 -296,96,50,11,4487.861000,0,1461.39,1065,389.666,225.079,0 -296,96,50,12,3405.106000,0,949.757,967.904,373.703,188.475,0 -296,96,75,4,12370.927000,0,2828.33,2375.81,457.168,229.452,0 -296,96,75,5,11366.457000,0,2792.91,2053.28,386.589,215.539,0 -296,96,75,6,11402.686000,0,2801.89,2063.18,386.332,215.496,0 -296,96,75,7,12346.543000,0,3179.1,2043.13,407.464,225.041,0 -296,96,75,9,7349.138000,0,2432.17,1621.52,424.933,221.793,0 -296,96,75,10,5475.857000,0,1526.51,1809.56,442.58,216.424,0 -296,96,75,11,5728.533000,0,2026.43,1421.71,393.704,192.958,0 -296,96,100,4,14866.441000,0,3679.39,2858.78,390.913,232.114,0 -296,96,100,5,14550.903000,0,3640.72,2754.82,389.284,169.642,0 -296,96,100,6,14649.396000,0,3631.24,2763.19,392.806,184.12,0 -296,96,100,7,16477.339000,0,4317.25,2788.65,432.619,216.982,0 -296,96,100,10,6364.122000,0,1762.55,2217.69,441.635,256.153,0 -296,96,100,11,6577.665000,0,2343.81,1746.15,378.631,206.432,0 -296,96,100,12,4605.880000,0,1481.95,1544.09,374.515,220.304,0 -296,192,0,4,5494.324000,0,1819.22,20.443,369.698,239.985,0 -296,192,0,5,5827.773000,0,1836.91,22.786,426.164,185.251,0 -296,192,0,6,5488.447000,0,1818.67,20.3285,370.066,190.266,0 -296,192,0,7,4118.837000,0,1346.52,20.3365,388.067,225.209,0 -296,192,0,8,4382.485000,0,1261.23,349.792,460.811,219.965,0 -296,192,0,9,3522.397000,0,1112.89,280.911,372.727,202.518,0 -296,192,0,11,3429.083000,0,930.349,384.343,385.367,214.7,0 -296,192,0,12,3587.319000,0,799.16,471.238,427.789,193.326,0 -296,192,25,4,10765.270000,0,3157.95,1411.86,385.42,183.165,0 -296,192,25,5,11025.887000,0,3164.3,1443.89,449.996,201.167,0 -296,192,25,6,11062.252000,0,3125.33,1438.76,447.18,253.936,0 -296,192,25,7,10691.117000,0,3170.78,1436.84,424.101,179.692,0 -296,192,25,9,6804.796000,0,2422.7,1249.71,419.418,199.399,0 -296,192,25,10,4721.586000,0,1566.81,1236.89,400.368,191.049,0 -296,192,25,11,4877.439000,0,1822.77,1074.86,375.048,249.208,0 -296,192,25,12,4288.277000,0,1305.98,1097.58,438.687,235.078,0 -296,192,50,4,16449.417000,0,4520.36,2818.46,391.516,179.917,0 -296,192,50,5,16551.888000,0,4537.58,2848.23,383.697,204.108,0 -296,192,50,6,16769.117000,0,4556.85,2852.63,458.203,192.76,0 -296,192,50,7,17879.244000,0,4950,2926.05,452.925,214.643,0 -296,192,50,8,9879.272000,0,3067.07,2578.58,461.24,209.941,0 -296,192,50,10,6564.106000,0,2205.22,1910.04,441.898,188.558,0 -296,192,50,11,7478.924000,0,2798.18,1876.36,434.418,218.562,0 -296,192,75,4,21523.751000,0,5566.84,4240.94,394.556,207.009,0 -296,192,75,5,21496.588000,0,5555.45,4237.45,395.281,218.349,0 -296,192,75,6,22730.192000,0,5642.81,4597.67,469.373,179.832,0 -296,192,75,7,23490.471000,0,6303.6,4233.38,462.256,193.123,0 -296,192,75,11,10048.356000,0,3927.12,2566.14,448.038,187.57,0 -296,192,75,12,6367.721000,0,2259.08,2165.39,379.227,184.58,0 -296,192,100,4,27985.090000,0,7315.56,5648.59,400.992,201.941,0 -296,192,100,5,28102.298000,0,7283.72,5656.43,463.276,198.647,0 -296,192,100,6,30251.226000,0,7450.48,6465.63,477.498,250.285,0 -296,192,100,7,31718.292000,0,8636.27,5732.31,393.129,299.022,0 -296,192,100,10,10155.169000,0,3491.69,3354.44,454.262,205.671,0 -296,192,100,11,11954.256000,0,4611.84,3241.29,429.406,207.792,0 -296,192,100,12,7929.457000,0,2934.86,2693.78,382.558,221.012,0 -296,384,0,4,8951.850000,0,3522.83,20.054,380.025,251.68,0 -296,384,0,5,9022.542000,0,3560.87,20.1415,380.215,191.771,0 -296,384,0,6,9659.159000,0,3662.09,20.336,446.857,186.781,0 -296,384,0,7,5730.417000,0,2475.98,20.2225,371.225,212.417,0 -296,384,0,9,4908.263000,0,2097.58,288.186,380.105,240.339,0 -296,384,0,10,4901.544000,0,1814.81,476,438.053,247.114,0 -296,384,25,4,20957.596000,0,6290.06,3168.68,457.057,253.368,0 -296,384,25,5,20252.363000,0,6276.08,2952.78,389.989,192.424,0 -296,384,25,6,20818.924000,0,6257.46,3138.41,464.215,188.912,0 -296,384,25,7,19412.145000,0,6099.81,2891.58,414.454,183.625,0 -296,384,25,8,10807.393000,0,4165.8,2279.57,386.793,201.339,0 -296,384,25,9,11235.700000,0,4491.76,2178.66,391.293,182.745,0 -296,384,25,11,8055.309000,0,3428.13,1819.19,378.51,183.642,0 -296,384,50,4,32686.327000,0,9045.02,6130.36,471.985,225.561,0 -296,384,50,5,32117.368000,0,9209.5,5818.17,402.466,181.513,0 -296,384,50,6,31587.055000,0,9003.02,5748.74,396.801,192.208,0 -296,384,50,7,33795.435000,0,9803.01,5815.04,464.713,212.892,0 -296,384,50,9,18313.359000,0,6897.21,4085,417.022,298.512,0 -296,384,50,10,12117.599000,0,4342.55,3959.21,467.219,223.76,0 -296,384,50,11,12882.252000,0,5313.85,3287.1,391.276,216.899,0 -296,384,75,4,41599.156000,0,11101.4,8517.19,409.586,199.685,0 -296,384,75,5,41773.323000,0,11130.6,8577.68,410.606,194.059,0 -296,384,75,6,41969.873000,0,11182.4,8620.27,409.167,176.669,0 -296,384,75,7,46001.100000,0,12625.8,8658.49,462.459,189.261,0 -296,384,75,8,21785.653000,0,7430.31,6128.7,397.478,209.779,0 -296,384,75,9,25186.173000,0,9277.25,6044,420.031,190.854,0 -296,384,75,10,15386.959000,0,5915.47,4827.39,393.483,188.551,0 -296,384,75,11,18706.319000,0,7717.06,4815.43,457.272,190.944,0 -296,384,100,4,54761.452000,0,14572.1,11487.9,417.345,204.154,0 -296,384,100,5,55379.077000,0,14620.1,11765.8,421.846,215.799,0 -296,384,100,6,55976.503000,0,14618.6,11932.1,492.786,179.29,0 -296,384,100,7,61763.370000,0,17198.5,11437.8,405.289,191.017,0 -296,384,100,9,32707.315000,0,11871.4,7926.63,404.478,223.087,0 -296,384,100,10,18870.817000,0,6907.92,6339.56,461.215,185.955,0 -296,384,100,11,22384.407000,0,9039.57,6203.9,401.914,193.976,0 -296,384,100,12,15286.370000,0,5950.28,5384.03,461.906,173.38,0 -296,768,0,4,15803.794000,0,6923.84,20.177,384.733,206.134,0 -296,768,0,5,15784.437000,0,6928.16,20.1335,383.87,264.697,0 -296,768,0,6,15633.398000,0,6849.12,20.654,380.962,210.925,0 -296,768,0,7,9469.651000,0,4742.29,20.2545,437.602,284.718,0 -296,768,0,8,9368.892000,0,4629.5,321.776,445.242,254.69,0 -296,768,0,10,7342.101000,0,3592.81,556.47,420.168,269.353,0 -296,768,0,11,6981.656000,0,3228.52,642.641,470.023,251.714,0 -296,768,25,4,40347.021000,0,12574.3,6402.65,475.055,182.881,0 -296,768,25,5,38431.171000,0,12398,5795.32,397.484,241.014,0 -296,768,25,6,38218.529000,0,12300.4,5784.5,398.915,187.438,0 -296,768,25,7,37190.591000,0,12124.7,5822.46,394.105,221.352,0 -296,768,25,8,20109.616000,0,8243.04,4255.57,411.297,255.2,0 -296,768,25,10,14193.205000,0,6029.17,3800.06,463.62,194.132,0 -296,768,25,11,14691.615000,0,6741.31,3318.42,390.836,203.417,0 -296,768,50,4,61689.708000,0,17956,11582.5,418.84,190.607,0 -296,768,50,5,62197.894000,0,18118.1,11578.3,479.697,244.81,0 -296,768,50,6,61678.728000,0,17964.5,11543.8,417.045,194.67,0 -296,768,50,7,65543.389000,0,19508.5,11493,474.555,218.915,0 -296,768,50,8,31808.250000,0,11974.7,8166.3,399.787,216.595,0 -296,768,50,9,35372.420000,0,13680.1,8050.37,469.856,317.389,0 -296,768,50,10,21337.285000,0,8635.81,6413.99,490.753,228.582,0 -296,768,50,11,24213.469000,0,10427.5,6265.06,388.528,179.445,0 -296,768,50,12,16559.823000,0,7225.79,5183.65,395.137,209.852,0 -296,768,75,4,82206.796000,0,22199.4,17324.5,435.205,214.867,0 -296,768,75,5,82022.172000,0,22191.6,17244.3,433.446,181.361,0 -296,768,75,6,82323.690000,0,22220.9,17269.9,499.903,175.406,0 -296,768,75,7,89694.707000,0,25032.2,17278.4,454.66,186.831,0 -296,768,75,8,42415.503000,0,14864.7,12115.1,473.163,225.053,0 -296,768,75,9,48873.197000,0,18420.6,11856.5,414.361,219.919,0 -296,768,75,10,29444.131000,0,11783.6,9305.39,395.355,328.721,0 -296,768,75,11,35807.420000,0,15162.4,9614.39,481.16,194.868,0 -296,768,75,12,21662.990000,0,8897.86,7496.68,394.914,185.27,0 -296,768,100,4,108045.208000,0,29068.3,23082.5,446.261,267.015,0 -296,768,100,5,108092.023000,0,29067.9,23140.8,442.634,219.638,0 -296,768,100,6,108493.832000,0,29335.5,23069.6,449.047,175.783,0 -296,768,100,7,122773.959000,0,34494.4,23046.1,490.798,222.695,0 -296,768,100,8,55716.810000,0,19629.5,16088.7,448.127,224.207,0 -296,768,100,9,64502.613000,0,23805.4,15770.2,449.487,215.214,0 -296,768,100,10,36960.648000,0,13814.2,12706.1,459.267,225.007,0 -296,768,100,11,43724.066000,0,18028.4,12232.8,455.641,257.904,0 -296,768,100,12,28264.223000,0,11657.7,9892.72,470.68,245.417,0 -296,1536,0,4,29483.695000,0,13585.3,22.6195,453.742,214.429,0 -296,1536,0,5,28822.511000,0,13440.5,20.594,380.477,256.649,0 -296,1536,0,6,29940.611000,0,13825.6,20.5235,445.191,196.22,0 -296,1536,0,7,16010.069000,0,9162.23,20.625,416.226,193.549,0 -296,1536,0,10,11404.883000,0,6890.57,467.305,379.806,210.596,0 -296,1536,0,11,9135.920000,0,5617.98,371.463,373.14,188.657,0 -296,1536,0,12,9077.742000,0,5531.78,442.529,374.977,192.138,0 +395,6,0,2,1345.023000,0,202.585,271.173,98.4515,0,0 +395,6,0,3,1753.742000,0,203.613,19.966,91.0985,0,0 +395,6,0,4,2168.114000,0,211.21,26.232,117.512,0,0 +395,6,0,5,1755.362000,0,202.993,20.585,89.884,0,0 +395,6,0,6,2125.772000,0,208.668,25.811,112.805,0,0 +395,6,0,7,1969.016000,0,279.401,20.407,100.743,0,0 +395,6,0,8,1627.819000,0,168.995,255.474,90.7445,0,0 +395,6,0,9,2119.303000,0,332.761,232.937,114.57,0,0 +395,6,0,10,1888.811000,0,153.595,389.827,110.996,0,0 +395,6,0,11,2246.655000,0,297.274,330.961,117.38,0,0 +395,6,0,12,1614.087000,0,141.651,314.245,91.072,0,0 +395,6,25,2,1358.991000,0,202.525,273.299,100.713,0,0 +395,6,25,3,2243.092000,0,212.773,28.241,117.468,0,0 +395,6,25,4,1745.402000,0,202.637,20.0945,90.533,0,0 +395,6,25,5,2150.073000,0,208.975,26.11,116.733,0,0 +395,6,25,6,1874.124000,0,201.836,20.1915,115.683,0,0 +395,6,25,7,2197.299000,0,320.107,20.3105,116.736,0,0 +395,6,25,8,1874.740000,0,169.439,273.463,115.393,0,0 +395,6,25,9,1800.494000,0,286.907,207.546,91.752,0,0 +395,6,25,10,2062.456000,0,171.823,369.409,116.871,0,0 +395,6,25,11,2094.266000,0,288.113,314.761,116.597,0,0 +395,6,25,12,1621.195000,0,142.197,311.018,91.068,0,0 +395,6,50,2,1350.909000,0,203.326,272.78,98.027,0,0 +395,6,50,3,2124.760000,0,209.196,25.4635,111.555,0,0 +395,6,50,4,2137.857000,0,212.747,25.4855,115.766,0,0 +395,6,50,5,1739.711000,0,202.653,20.169,90.6985,0,0 +395,6,50,6,2227.316000,0,212.291,28.401,117.737,0,0 +395,6,50,7,1976.772000,0,282.14,20.2575,101.45,0,0 +395,6,50,8,1963.044000,0,170.618,293.566,116.48,0,0 +395,6,50,9,2165.618000,0,322.922,261.868,116.678,0,0 +395,6,50,10,1949.472000,0,152.686,382.245,115.002,0,0 +395,6,50,11,2276.553000,0,315.105,314.741,117.215,0,0 +395,6,50,12,1955.101000,0,141.803,378.732,116.056,0,0 +395,6,75,2,1346.670000,0,203.429,270.659,98.0795,0,0 +395,6,75,3,1747.437000,0,202.597,19.9695,90.4655,0,0 +395,6,75,4,1742.203000,0,201.253,20.054,91.1335,0,0 +395,6,75,5,1730.250000,0,201.376,20.157,90.4905,0,0 +395,6,75,6,1734.936000,0,200.357,20.2025,90.947,0,0 +395,6,75,7,1877.662000,0,259.433,20.2445,91.433,0,0 +395,6,75,8,1632.848000,0,170.694,254.632,90.804,0,0 +395,6,75,9,2142.006000,0,332.026,235.69,117.002,0,0 +395,6,75,10,1764.884000,0,152.321,341.581,91.932,0,0 +395,6,75,11,1771.415000,0,247.91,289.915,93.298,0,0 +395,6,75,12,1948.118000,0,142.015,378.803,116.114,0,0 +395,6,100,2,1353.227000,0,202.975,273.389,98.5045,0,0 +395,6,100,3,1943.074000,0,206.391,22.603,105.864,0,0 +395,6,100,4,1750.669000,0,202.196,20.072,90.8585,0,0 +395,6,100,5,1741.931000,0,202.938,20.2425,90.7695,0,0 +395,6,100,6,2320.943000,0,236.828,26.407,116.434,0,0 +395,6,100,7,2169.722000,0,332.258,20.7225,115.994,0,0 +395,6,100,8,1883.336000,0,169.9,275.065,116.151,0,0 +395,6,100,9,2262.878000,0,321.533,269.454,116.687,0,0 +395,6,100,10,2089.755000,0,174.817,396.923,116.327,0,0 +395,6,100,11,2072.984000,0,284.653,307.649,115.929,0,0 +395,6,100,12,1933.103000,0,141.931,396.071,115.296,0,0 +395,12,0,2,1459.816000,0,256.55,270.888,100.083,0,0 +395,12,0,3,1855.136000,0,255.11,19.942,91.0025,0,0 +395,12,0,4,1856.482000,0,257.083,19.9715,91.4165,0,0 +395,12,0,5,1842.013000,0,254.205,20.0645,91.7935,0,0 +395,12,0,6,2119.404000,0,261.396,20.4175,115.755,0,0 +395,12,0,7,2071.853000,0,305.62,20.3225,92.664,0,0 +395,12,0,8,2091.085000,0,239.699,308.85,110.613,0,0 +395,12,0,9,2313.498000,0,346.951,270.045,116.869,0,0 +395,12,0,10,2118.630000,0,200.645,408.819,107.953,0,0 +395,12,0,11,2193.711000,0,367.302,306.431,115.568,0,0 +395,12,0,12,1971.534000,0,164.029,387.061,115.01,0,0 +395,12,25,2,1575.580000,0,280.287,311.332,98.4815,0,0 +395,12,25,3,1911.666000,0,280.776,53.9105,91.1425,0,0 +395,12,25,4,2309.115000,0,289.176,63.4615,118.216,0,0 +395,12,25,5,2392.366000,0,295.926,67.044,117.675,0,0 +395,12,25,6,1901.884000,0,279.655,53.6755,90.836,0,0 +395,12,25,7,2490.346000,0,401.991,57.094,116.903,0,0 +395,12,25,8,2000.497000,0,220.075,311.813,116.262,0,0 +395,12,25,9,2117.957000,0,346.028,247.361,114.8,0,0 +395,12,25,10,2083.278000,0,189.492,404.057,115.927,0,0 +395,12,25,11,2178.739000,0,357.125,315.398,117.589,0,0 +395,12,25,12,2113.941000,0,172.639,412.838,116.718,0,0 +395,12,50,2,1831.881000,0,336.504,377.716,100.564,0,0 +395,12,50,3,2618.202000,0,362.998,153.403,118.133,0,0 +395,12,50,4,2638.342000,0,367.927,153.945,118.601,0,0 +395,12,50,5,2189.668000,0,338.558,115.245,116.657,0,0 +395,12,50,6,2828.621000,0,438.284,153.238,119.006,0,0 +395,12,50,7,2564.292000,0,474.558,119.538,117.775,0,0 +395,12,50,8,1749.003000,0,246.536,322.999,90.5255,0,0 +395,12,50,9,2229.410000,0,414.233,264.009,116.862,0,0 +395,12,50,10,1947.524000,0,210.022,451.354,111.487,0,0 +395,12,50,11,1892.300000,0,356.357,342.917,90.8285,0,0 +395,12,50,12,2043.720000,0,189.188,458.22,115.434,0,0 +395,12,75,2,1934.387000,0,359.569,406.311,99.3245,0,0 +395,12,75,3,2196.645000,0,365.16,149.712,94.4875,0,0 +395,12,75,4,2148.053000,0,359.089,145.446,91.9305,0,0 +395,12,75,5,2843.611000,0,394.076,197.897,118.239,0,0 +395,12,75,6,2240.015000,0,360.029,145.29,115.017,0,0 +395,12,75,7,2544.315000,0,451.839,148.829,115.883,0,0 +395,12,75,8,2010.329000,0,264.64,371.928,109.544,0,0 +395,12,75,9,2384.461000,0,426.098,369.991,117.764,0,0 +395,12,75,10,2044.359000,0,220.811,449.402,115.651,0,0 +395,12,75,11,2257.906000,0,404.955,377.139,116.907,0,0 +395,12,75,12,2050.492000,0,209.268,465.545,114.226,0,0 +395,12,100,2,2183.960000,0,413.747,471.578,99.828,0,0 +395,12,100,3,2384.107000,0,414.24,207.152,92.1115,0,0 +395,12,100,4,2390.608000,0,414.932,208.192,92.178,0,0 +395,12,100,5,2371.224000,0,413.609,205.725,91.5325,0,0 +395,12,100,6,2430.153000,0,413.137,206.739,110.08,0,0 +395,12,100,7,2950.801000,0,619.575,210.355,119.503,0,0 +395,12,100,8,2110.008000,0,316.819,419.015,99.909,0,0 +395,12,100,9,2084.115000,0,446.287,316.394,91.3055,0,0 +395,12,100,10,1991.115000,0,242.015,471.864,110.037,0,0 +395,12,100,11,2234.590000,0,484.443,388.117,108.035,0,0 +395,12,100,12,1725.536000,0,214.17,403.38,90.7875,0,0 +395,24,0,2,1639.989000,0,361.32,261.448,96.1615,0,0 +395,24,0,3,2103.166000,0,361.404,20.5875,95.8795,0,0 +395,24,0,4,2552.327000,0,368.114,28.1075,117.957,0,0 +395,24,0,5,2092.099000,0,360.619,20.7075,92.7235,0,0 +395,24,0,6,2441.577000,0,364.633,25.1985,117.599,0,0 +395,24,0,7,2192.649000,0,371.917,20.7245,114.137,0,0 +395,24,0,8,1806.898000,0,274.921,257.5,93.3315,0,0 +395,24,0,9,2269.505000,0,396.648,264.187,117.551,0,0 +395,24,0,10,2094.279000,0,232.62,408.463,116.891,0,0 +395,24,0,11,2238.497000,0,340.524,304.963,109.248,0,0 +395,24,0,12,2205.452000,0,239.805,495.966,117.336,0,0 +395,24,25,2,2155.785000,0,466.01,409.369,99.792,0,0 +395,24,25,3,2564.785000,0,472.307,163.425,106.711,0,0 +395,24,25,4,2352.598000,0,462.248,145.54,90.8185,0,0 +395,24,25,5,2691.712000,0,541.11,145.546,116.161,0,0 +395,24,25,6,2349.938000,0,465.716,145.136,91.518,0,0 +395,24,25,7,2516.958000,0,513.955,150.137,92.705,0,0 +395,24,25,8,2228.725000,0,337.289,390.245,117.193,0,0 +395,24,25,9,2536.317000,0,483.204,401.781,117.116,0,0 +395,24,25,10,1853.631000,0,273.091,409.64,91.0685,0,0 +395,24,25,11,2305.174000,0,449.946,364.938,117.185,0,0 +395,24,25,12,2133.613000,0,266.577,436.579,117.654,0,0 +395,24,50,2,2788.651000,0,622.232,560.378,100.781,0,0 +395,24,50,3,3002.032000,0,616.279,304.106,94.465,0,0 +395,24,50,4,2979.269000,0,619.744,298.183,86.167,0,0 +395,24,50,5,3911.775000,0,744.535,422.398,119.721,0,0 +395,24,50,6,3734.809000,0,663.143,424.494,119.205,0,0 +395,24,50,7,3207.107000,0,694.677,304.169,92.934,0,0 +395,24,50,8,2341.337000,0,422.753,465.513,116.27,0,0 +395,24,50,9,2583.974000,0,606.853,385.032,117.368,0,0 +395,24,50,10,1921.594000,0,328.551,493.656,90.1475,0,0 +395,24,50,11,2423.060000,0,524.351,442.365,116.548,0,0 +395,24,50,12,1954.706000,0,280.921,451.563,105.714,0,0 +395,24,75,2,3216.203000,0,705.956,684.863,100.554,0,0 +395,24,75,3,3486.686000,0,707.48,442.225,95.992,0,0 +395,24,75,4,3461.625000,0,712.72,427.823,93.5945,0,0 +395,24,75,5,3491.883000,0,710.457,419.631,115.398,0,0 +395,24,75,6,3414.774000,0,709.226,418.217,93.8745,0,0 +395,24,75,7,3940.430000,0,831.238,453.488,118.057,0,0 +395,24,75,8,2523.119000,0,486.478,545.73,115.263,0,0 +395,24,75,9,2598.430000,0,672.334,467.318,91.473,0,0 +395,24,75,10,2022.882000,0,385.558,548.338,91.7565,0,0 +395,24,75,11,2669.803000,0,616.729,551.766,117.411,0,0 +395,24,75,12,1869.334000,0,316.055,485.743,90.991,0,0 +395,24,100,2,3901.148000,0,880.812,845.36,100.38,0,0 +395,24,100,3,4209.905000,0,878.051,612.71,100.392,0,0 +395,24,100,4,4091.569000,0,880.901,573.893,93.173,0,0 +395,24,100,5,4723.892000,0,886.93,748.231,121.987,0,0 +395,24,100,6,4483.694000,0,947.258,589.345,117.085,0,0 +395,24,100,7,4913.337000,0,1118.15,625.77,98.1235,0,0 +395,24,100,8,2698.333000,0,598.168,646.053,92.0685,0,0 +395,24,100,9,3057.743000,0,826.737,561.307,93.2605,0,0 +395,24,100,10,2833.499000,0,543.723,864.376,117.304,0,0 +395,24,100,11,2505.900000,0,708.572,549.437,92.18,0,0 +395,24,100,12,2344.725000,0,404.533,611.834,117.076,0,0 +395,48,0,2,2095.854000,0,569.083,276.4,100.256,0,0 +395,48,0,3,2799.754000,0,577.141,22.8845,114.755,0,0 +395,48,0,4,2468.906000,0,570.944,20.086,87.2395,0,0 +395,48,0,5,2718.553000,0,620.623,20.2595,93.9965,0,0 +395,48,0,6,2616.546000,0,572.371,20.2305,116.056,0,0 +395,48,0,7,2424.077000,0,516.08,20.3585,117.131,0,0 +395,48,0,8,2317.988000,0,422.206,283.664,116.859,0,0 +395,48,0,9,2339.575000,0,499.439,223.398,116.187,0,0 +395,48,0,10,1889.101000,0,336.449,337.611,91.3935,0,0 +395,48,0,11,2339.764000,0,456.289,326.211,117.239,0,0 +395,48,0,12,2122.507000,0,290.271,370.542,115.793,0,0 +395,48,25,2,3334.013000,0,850.559,600.955,103.394,0,0 +395,48,25,3,4056.468000,0,850.09,454.216,119.842,0,0 +395,48,25,4,3583.026000,0,851.181,348.187,97.13,0,0 +395,48,25,5,3516.397000,0,850.199,329.606,93.896,0,0 +395,48,25,6,3520.944000,0,860.391,326.797,92.342,0,0 +395,48,25,7,3662.449000,0,892.643,331.145,118.259,0,0 +395,48,25,8,2414.906000,0,578.94,468.45,91.445,0,0 +395,48,25,9,2880.284000,0,772.026,418.939,118.479,0,0 +395,48,25,10,2478.415000,0,514.51,553.351,117.592,0,0 +395,48,25,11,2608.551000,0,717.288,471.554,108.591,0,0 +395,48,25,12,2242.610000,0,406.579,502.916,111.28,0,0 +395,48,50,2,4718.826000,0,1178.64,945.099,106.523,0,0 +395,48,50,3,4869.194000,0,1179.43,661.726,93.0195,0,0 +395,48,50,4,4854.372000,0,1168.9,663.651,93.034,0,0 +395,48,50,5,5211.637000,0,1312.9,664.113,118.883,0,0 +395,48,50,6,4935.758000,0,1175.9,665.232,119.071,0,0 +395,48,50,7,5465.009000,0,1411.53,674.034,120.706,0,0 +395,48,50,8,3704.790000,0,841.562,874.001,119.146,0,0 +395,48,50,9,3711.243000,0,1056.57,646.897,114.284,0,0 +395,48,50,10,2431.106000,0,593.548,680.9,92.6725,0,0 +395,48,50,11,3096.803000,0,866.481,674.768,120.611,0,0 +395,48,50,12,2714.194000,0,519.764,721.637,117.479,0,0 +395,48,75,2,5831.213000,0,1414.72,1252.62,104.49,0,0 +395,48,75,3,6007.522000,0,1410.08,973.007,94.277,0,0 +395,48,75,4,5995.464000,0,1402.98,975.814,93.239,0,0 +395,48,75,5,5923.885000,0,1392.01,965.23,94.557,0,0 +395,48,75,6,6945.668000,0,1504.28,1165.11,123.726,0,0 +395,48,75,7,6628.007000,0,1598.12,979.968,96.6,0,0 +395,48,75,8,4161.409000,0,1082.63,1052.27,120.784,0,0 +395,48,75,9,4010.764000,0,1231.08,833.879,92.873,0,0 +395,48,75,10,3116.232000,0,810.367,876.663,118.367,0,0 +395,48,75,11,3518.998000,0,1095.8,803.587,118.507,0,0 +395,48,75,12,2966.497000,0,649.131,1012.66,118.755,0,0 +395,48,100,2,7367.644000,0,1825.74,1590.42,107.839,0,0 +395,48,100,3,8523.819000,0,1813.74,1684.32,124.695,0,0 +395,48,100,4,8137.964000,0,1819.21,1498.72,124.676,0,0 +395,48,100,5,7476.306000,0,1810.84,1302.84,94.522,0,0 +395,48,100,6,7482.702000,0,1818.31,1299.53,95.0575,0,0 +395,48,100,7,8480.694000,0,2178.84,1305.82,109.695,0,0 +395,48,100,8,4962.832000,0,1350.59,1305.33,120.866,0,0 +395,48,100,9,5033.703000,0,1587.41,1039.1,121.368,0,0 +395,48,100,10,3222.417000,0,885.538,1005.15,92.569,0,0 +395,48,100,11,4153.083000,0,1432.2,948.491,119.647,0,0 +395,48,100,12,2867.038000,0,746.542,890.177,111.131,0,0 +395,96,0,2,2934.745000,0,975.82,285.393,104.292,0,0 +395,96,0,3,3722.875000,0,997.675,24.7425,119.143,0,0 +395,96,0,4,3579.717000,0,989.104,21.2705,114.276,0,0 +395,96,0,5,3749.775000,0,1087.94,23.4485,110.116,0,0 +395,96,0,6,3289.465000,0,976.597,20.331,91.163,0,0 +395,96,0,7,2666.939000,0,780.658,20.322,91.1425,0,0 +395,96,0,8,2430.340000,0,692.896,253.249,92.6575,0,0 +395,96,0,9,2256.126000,0,676.825,205.872,84.4955,0,0 +395,96,0,10,2804.789000,0,662.666,473.934,117.751,0,0 +395,96,0,11,2689.338000,0,767.384,320.339,115.798,0,0 +395,96,0,12,2620.871000,0,493.445,487.959,118.457,0,0 +395,96,25,2,5681.418000,0,1619.13,985.733,105.814,0,0 +395,96,25,3,5936.851000,0,1628.06,729.106,99.6185,0,0 +395,96,25,4,6092.729000,0,1702.94,728.648,98.1,0,0 +395,96,25,5,6682.354000,0,1652.77,936.677,123.528,0,0 +395,96,25,6,6061.286000,0,1622.04,710.711,119.574,0,0 +395,96,25,7,5771.986000,0,1625.24,694.465,98.238,0,0 +395,96,25,8,3698.008000,0,1094.15,734.408,117.299,0,0 +395,96,25,9,3715.480000,0,1243.47,646.895,97.0015,0,0 +395,96,25,10,3316.532000,0,922.786,800.075,116.087,0,0 +395,96,25,11,3379.941000,0,1080.65,645.708,118.818,0,0 +395,96,25,12,2993.694000,0,727.395,832.92,118.329,0,0 +395,96,50,2,8546.823000,0,2299.91,1701.66,107.222,0,0 +395,96,50,3,8691.978000,0,2320.72,1391.84,95.862,0,0 +395,96,50,4,9646.260000,0,2294.95,1758.44,124.619,0,0 +395,96,50,5,8677.801000,0,2307.15,1398.02,96.4925,0,0 +395,96,50,6,8623.420000,0,2290.06,1398.73,90.4865,0,0 +395,96,50,7,9642.915000,0,2613.73,1469.37,98.7875,0,0 +395,96,50,8,5231.026000,0,1588.51,1257.85,121.783,0,0 +395,96,50,9,5966.407000,0,1857.12,1368.71,123.636,0,0 +395,96,50,10,3935.490000,0,1135.16,1208.73,119.569,0,0 +395,96,50,11,4568.302000,0,1716.08,983.73,120.531,0,0 +395,96,50,12,3161.044000,0,951.611,916.064,113.859,0,0 +395,96,75,2,10957.959000,0,2802.3,2367.62,110.266,0,0 +395,96,75,3,13082.870000,0,2924,2751.26,125.164,0,0 +395,96,75,4,11736.979000,0,2796.85,2281.6,125.851,0,0 +395,96,75,5,11779.672000,0,2805.4,2296.31,125.707,0,0 +395,96,75,6,11093.473000,0,2791.91,2057.25,95.8365,0,0 +395,96,75,7,12037.270000,0,3164.48,2062.49,97.085,0,0 +395,96,75,8,6330.420000,0,1893.59,1711.58,99.46,0,0 +395,96,75,9,7219.510000,0,2430.49,1632.79,95.293,0,0 +395,96,75,10,4595.736000,0,1500.76,1402.25,93.9005,0,0 +395,96,75,11,5611.921000,0,2033.72,1357.71,104.916,0,0 +395,96,75,12,3946.947000,0,1161.53,1351.73,120.96,0,0 +395,96,100,2,14113.085000,0,3640.97,3071.81,110.729,0,0 +395,96,100,3,15384.242000,0,3663.38,3185.66,123.681,0,0 +395,96,100,4,14522.191000,0,3636.32,2871.47,111.871,0,0 +395,96,100,5,14259.050000,0,3654.59,2778.91,95.846,0,0 +395,96,100,6,14187.626000,0,3627.87,2768.18,93.4515,0,0 +395,96,100,7,16143.299000,0,4306.59,2791.55,124.136,0,0 +395,96,100,8,8072.724000,0,2506.24,2199.15,123.359,0,0 +395,96,100,9,8850.024000,0,3050.45,2004.91,96.4985,0,0 +395,96,100,10,5526.483000,0,1744.21,1786.22,121.115,0,0 +395,96,100,11,6853.540000,0,2626.69,1684.11,123.132,0,0 +395,96,100,12,4654.352000,0,1483.24,1618.67,122.095,0,0 +395,192,0,2,4601.707000,0,1801.37,292.285,104.803,0,0 +395,192,0,3,5321.093000,0,1820.99,21.536,120.045,0,0 +395,192,0,4,5314.946000,0,1821.8,21.6505,121.508,0,0 +395,192,0,5,5365.572000,0,1810.46,24.2765,121.07,0,0 +395,192,0,6,4971.515000,0,1817.99,20.398,88.2525,0,0 +395,192,0,7,3699.609000,0,1351.45,20.675,117.685,0,0 +395,192,0,8,3614.425000,0,1252.83,292.637,109.877,0,0 +395,192,0,9,2890.936000,0,1099.59,207.927,91.78,0,0 +395,192,0,10,2915.832000,0,962.074,374.621,108.655,0,0 +395,192,0,11,2984.722000,0,938.975,311.515,115.098,0,0 +395,192,0,12,3074.387000,0,871.105,525.565,117.826,0,0 +395,192,25,2,10310.054000,0,3146.94,1731.36,109.915,0,0 +395,192,25,3,10431.343000,0,3148.35,1431.63,95.9595,0,0 +395,192,25,4,10380.849000,0,3115.73,1432.58,95.642,0,0 +395,192,25,5,10437.363000,0,3148.89,1415.83,121.573,0,0 +395,192,25,6,10401.804000,0,3154.39,1417.57,95.769,0,0 +395,192,25,7,10329.309000,0,3163.93,1421.29,124.156,0,0 +395,192,25,8,6017.192000,0,2122.61,1240.61,120.941,0,0 +395,192,25,9,6023.373000,0,2269.01,1133.72,95.715,0,0 +395,192,25,10,4596.630000,0,1701.62,1118.73,120.495,0,0 +395,192,25,11,5434.874000,0,2289.48,1033.8,118.976,0,0 +395,192,25,12,3398.469000,0,1288.57,896.524,93.0195,0,0 +395,192,50,2,16083.744000,0,4541.35,3154.44,110.42,0,0 +395,192,50,3,16147.581000,0,4533.83,2836.89,96.1765,0,0 +395,192,50,4,16304.141000,0,4550.91,2888.24,97.1435,0,0 +395,192,50,5,16393.503000,0,4535.63,2942.93,101.126,0,0 +395,192,50,6,16223.645000,0,4534.02,2853.15,119.499,0,0 +395,192,50,7,17292.386000,0,4922.3,2879.12,123.915,0,0 +395,192,50,8,9076.206000,0,3053.94,2264.77,118.421,0,0 +395,192,50,9,10186.754000,0,3534.76,2382.7,115.68,0,0 +395,192,50,10,6666.921000,0,2206.08,2170.19,123.888,0,0 +395,192,50,11,7055.462000,0,2751.42,1737.25,123.412,0,0 +395,192,50,12,5239.035000,0,1848.13,1708.4,121.861,0,0 +395,192,75,2,21072.768000,0,5574.28,4553.35,109.61,0,0 +395,192,75,3,21858.414000,0,5581.22,4457.48,126.793,0,0 +395,192,75,4,21961.759000,0,5587.23,4493.41,125.997,0,0 +395,192,75,5,21158.076000,0,5561.34,4252.21,94.257,0,0 +395,192,75,6,21249.052000,0,5574.58,4248.29,121.756,0,0 +395,192,75,7,23362.033000,0,6341.21,4282.8,124.719,0,0 +395,192,75,8,11380.231000,0,3735.49,3182.02,97.0275,0,0 +395,192,75,9,12998.198000,0,4720.18,3022.06,96.343,0,0 +395,192,75,10,8245.965000,0,2969.44,2552.22,122.941,0,0 +395,192,75,11,9877.774000,0,3950.98,2459.71,123.393,0,0 +395,192,75,12,6515.535000,0,2260.25,2301.27,124.161,0,0 +395,192,100,2,27529.643000,0,7262.41,6010.27,109.576,0,0 +395,192,100,3,27598.985000,0,7279.7,5674.37,97.3525,0,0 +395,192,100,4,27498.321000,0,7266.98,5648.89,96.0555,0,0 +395,192,100,5,27741.426000,0,7243.2,5782.25,95.7735,0,0 +395,192,100,6,27540.738000,0,7269.04,5665.75,96.0405,0,0 +395,192,100,7,31607.270000,0,8637.63,5775.18,121.668,0,0 +395,192,100,8,14780.799000,0,4910.25,4170.31,121.134,0,0 +395,192,100,9,16914.990000,0,6017.62,4022.35,123.05,0,0 +395,192,100,10,9951.033000,0,3479.85,3313.68,126.08,0,0 +395,192,100,11,11870.378000,0,4636.75,3236.94,120.245,0,0 +395,192,100,12,7733.293000,0,2947.75,2646.85,96.5,0,0 +395,384,0,2,7977.679000,0,3464.34,311.764,109.026,0,0 +395,384,0,3,8339.067000,0,3474.68,20.217,94.0095,0,0 +395,384,0,4,8277.756000,0,3445.4,20.414,93.475,0,0 +395,384,0,5,8681.634000,0,3487.37,23.1455,123.548,0,0 +395,384,0,6,8621.840000,0,3458.18,23.384,123.874,0,0 +395,384,0,7,5217.864000,0,2464.76,20.5815,94.472,0,0 +395,384,0,8,5214.191000,0,2345.16,278.082,120.206,0,0 +395,384,0,9,3997.911000,0,1925.18,209.298,92.6855,0,0 +395,384,0,10,4153.470000,0,1791.09,401.018,116.309,0,0 +395,384,0,11,3444.276000,0,1548.7,295.14,95.257,0,0 +395,384,0,12,3284.650000,0,1460.86,312.315,91.4355,0,0 +395,384,25,2,19503.331000,0,6205.31,3198.11,109.01,0,0 +395,384,25,3,19698.786000,0,6244.68,2891.12,94.8075,0,0 +395,384,25,4,20886.600000,0,6264.46,3334.97,125.154,0,0 +395,384,25,5,19653.173000,0,6238.55,2884.92,95.2715,0,0 +395,384,25,6,19692.151000,0,6233.69,2891,96.1435,0,0 +395,384,25,7,18988.804000,0,6066.75,2864.48,120.948,0,0 +395,384,25,8,11088.169000,0,4197.45,2479.72,124.771,0,0 +395,384,25,9,10852.805000,0,4371.07,2132.31,97.6375,0,0 +395,384,25,10,7897.380000,0,3057.26,2211.17,124.561,0,0 +395,384,25,11,7996.507000,0,3458.41,1760.77,122.872,0,0 +395,384,25,12,6195.100000,0,2600.54,1710.63,122.435,0,0 +395,384,50,2,31138.416000,0,9016.73,6067.99,111.642,0,0 +395,384,50,3,31854.640000,0,9109.63,5924.08,110.382,0,0 +395,384,50,4,31347.939000,0,9022.97,5793.02,96.989,0,0 +395,384,50,5,31208.401000,0,9006.88,5749.44,96.547,0,0 +395,384,50,6,31246.669000,0,9020.24,5768.51,96.093,0,0 +395,384,50,7,33444.245000,0,9756.6,5850.53,125.698,0,0 +395,384,50,8,16527.071000,0,6062.47,4231.59,96.1005,0,0 +395,384,50,9,18055.540000,0,6887.93,4032.04,96.302,0,0 +395,384,50,10,11517.792000,0,4425.08,3529.46,120.802,0,0 +395,384,50,11,12742.611000,0,5328.13,3228.8,118.555,0,0 +395,384,50,12,8685.851000,0,3646.53,2707.65,96.393,0,0 +395,384,75,2,41332.158000,0,11124.9,8918.13,109.91,0,0 +395,384,75,3,41451.130000,0,11124.2,8617.51,96.884,0,0 +395,384,75,4,41411.856000,0,11097,8627.32,96.1485,0,0 +395,384,75,5,41664.967000,0,11139.1,8712.31,95.816,0,0 +395,384,75,6,41500.083000,0,11116,8639.95,97.386,0,0 +395,384,75,7,45426.090000,0,12595.9,8607.51,123.94,0,0 +395,384,75,8,21577.843000,0,7428.11,6157.51,95.867,0,0 +395,384,75,9,25006.736000,0,9283.46,5983.08,123.75,0,0 +395,384,75,10,15211.662000,0,5921.36,4775.06,98.68,0,0 +395,384,75,11,18509.026000,0,7732.51,4835.4,124.387,0,0 +395,384,75,12,11515.651000,0,4498.16,3942.92,128.605,0,0 +395,384,100,2,54497.060000,0,14693.5,11802.2,114.299,0,0 +395,384,100,3,56747.048000,0,14732.5,12351.3,127.398,0,0 +395,384,100,4,54319.104000,0,14544.4,11511.4,97.0645,0,0 +395,384,100,5,54301.686000,0,14554.2,11498.3,96.32,0,0 +395,384,100,6,54588.808000,0,14590.7,11582.3,96.499,0,0 +395,384,100,7,61856.814000,0,17190.4,11624,96.9515,0,0 +395,384,100,8,28082.903000,0,9753.81,8078.04,96.376,0,0 +395,384,100,9,32531.092000,0,11863.3,7850.66,96.3605,0,0 +395,384,100,10,18727.190000,0,6925.67,6305.58,122.722,0,0 +395,384,100,11,22264.157000,0,9110.15,6139.31,97.583,0,0 +395,384,100,12,14471.432000,0,5835.11,5034.71,94.472,0,0 +395,768,0,2,14729.729000,0,6832.49,317.39,110.245,0,0 +395,768,0,3,14858.224000,0,6738.95,19.8745,95.414,0,0 +395,768,0,4,15345.196000,0,6827.16,21.742,125.978,0,0 +395,768,0,5,15359.475000,0,6906.74,20.5795,121.593,0,0 +395,768,0,6,15424.268000,0,6834.73,24.805,122.937,0,0 +395,768,0,7,8709.976000,0,4671.07,20.4865,120.051,0,0 +395,768,0,8,9736.867000,0,4944.69,653.924,121.894,0,0 +395,768,0,9,6249.027000,0,3585.09,211.376,94.6675,0,0 +395,768,0,10,6696.952000,0,3497.27,539.475,120.954,0,0 +395,768,0,11,5095.723000,0,2885.07,296.362,92.9885,0,0 +395,768,0,12,5338.446000,0,2771.04,407.579,124.701,0,0 +395,768,25,2,38004.471000,0,12401.7,6113.03,108.151,0,0 +395,768,25,3,38473.200000,0,12414.5,5908.53,118.004,0,0 +395,768,25,4,37848.694000,0,12257.6,5822.64,95.579,0,0 +395,768,25,5,38190.741000,0,12394.4,5857.93,96.9145,0,0 +395,768,25,6,38042.486000,0,12353.5,5812.18,121.19,0,0 +395,768,25,7,36751.255000,0,12065.6,5806.57,98.063,0,0 +395,768,25,8,19672.997000,0,8198.52,4198.16,97.6015,0,0 +395,768,25,9,20433.719000,0,8576.06,4073.24,123.155,0,0 +395,768,25,10,13287.304000,0,6028.48,3302.9,98.0465,0,0 +395,768,25,11,14408.981000,0,6688.02,3220.73,109.568,0,0 +395,768,25,12,10314.660000,0,4967.2,2690.04,96.783,0,0 +395,768,50,2,61267.000000,0,18012.3,11854.6,111.52,0,0 +395,768,50,3,62860.217000,0,18044.3,12186.2,110.748,0,0 +395,768,50,4,62170.511000,0,17994,11841.6,124.942,0,0 +395,768,50,5,61765.899000,0,18013.4,11720.8,121.394,0,0 +395,768,50,6,61488.155000,0,17975.5,11628.3,122.871,0,0 +395,768,50,7,65788.404000,0,19500.8,11816.9,96.9035,0,0 +395,768,50,8,31649.420000,0,12007.9,8200.4,97.3045,0,0 +395,768,50,9,34863.549000,0,13559,7934.7,121.1,0,0 +395,768,50,10,20921.693000,0,8613.69,6310.58,97.7115,0,0 +395,768,50,11,24045.746000,0,10416.9,6244.46,97.4555,0,0 +395,768,50,12,17321.339000,0,7230.12,5856.24,126.095,0,0 +395,768,75,2,81787.781000,0,22218.4,17639.6,110.86,0,0 +395,768,75,3,81835.384000,0,22177.2,17344.8,96.3895,0,0 +395,768,75,4,81827.735000,0,22146.8,17360.1,95.992,0,0 +395,768,75,5,83221.466000,0,22428.5,17674.9,125.844,0,0 +395,768,75,6,81784.946000,0,22150.4,17334.2,118.951,0,0 +395,768,75,7,89503.710000,0,24983.8,17379.2,122.589,0,0 +395,768,75,8,42480.337000,0,14921.5,12266.9,126.948,0,0 +395,768,75,9,49848.334000,0,18453.1,12475.6,127.254,0,0 +395,768,75,10,29302.443000,0,11761.7,9318.21,95.694,0,0 +395,768,75,11,36296.353000,0,15090.2,10097.9,128.278,0,0 +395,768,75,12,22136.128000,0,8917.77,7951.38,125.95,0,0 +395,768,100,2,107661.626000,0,29122.3,23377.6,109.939,0,0 +395,768,100,3,107611.139000,0,29053.6,23099.5,95.9655,0,0 +395,768,100,4,112820.109000,0,29508.3,25021.5,121.273,0,0 +395,768,100,5,107493.551000,0,29030.8,23056.7,96.4985,0,0 +395,768,100,6,108587.512000,0,29172.7,23334.1,126.186,0,0 +395,768,100,7,122685.637000,0,34394.4,23289,95.3195,0,0 +395,768,100,8,54880.282000,0,19414.3,15942.1,93.1575,0,0 +395,768,100,9,64392.251000,0,23675.9,15921.2,96.4135,0,0 +395,768,100,10,36444.141000,0,13890.1,12405.1,96.7545,0,0 +395,768,100,11,43617.494000,0,17961,12320.6,98.1945,0,0 +395,768,100,12,27992.085000,0,11674.8,9766.62,119.654,0,0 +395,1536,0,2,28050.279000,0,13485.1,319.073,113.756,0,0 +395,1536,0,3,28189.627000,0,13399.2,20.3855,93.6465,0,0 +395,1536,0,4,28567.375000,0,13589.3,20.106,96.287,0,0 +395,1536,0,5,28790.115000,0,13700.8,20.1985,96.2975,0,0 +395,1536,0,6,27878.632000,0,13249.3,20.302,96.1905,0,0 +395,1536,0,7,15917.209000,0,9460.31,20.881,123.598,0,0 +395,1536,0,8,15312.786000,0,9010.46,332.103,123.014,0,0 +395,1536,0,9,10711.672000,0,6889.3,215.259,95.1135,0,0 +395,1536,0,10,10440.211000,0,6693.92,343.196,96.7705,0,0 +395,1536,0,11,8434.146000,0,5538.5,299.306,95.0475,0,0 +395,1536,0,12,8991.850000,0,5519.83,558.562,124.358,0,0 +395,1536,25,2,74586.110000,0,24610,11912.4,111.775,0,0 +395,1536,25,3,75803.693000,0,24673.4,12045,109.584,0,0 +395,1536,25,4,74600.770000,0,24573.6,11611.1,96.335,0,0 +395,1536,25,5,74293.834000,0,24441.3,11591.1,96.0755,0,0 +395,1536,25,6,74971.748000,0,24669,11606.6,122.607,0,0 +395,1536,25,7,72373.453000,0,23952.1,11684.7,122.656,0,0 +395,1536,25,8,38239.344000,0,16375.8,8191.14,123,0,0 +395,1536,25,9,39384.121000,0,16942.3,7954.93,96.6445,0,0 +395,1536,25,10,25501.891000,0,11920.3,6430.88,96.3195,0,0 +395,1536,25,11,28578.887000,0,13120,7018.9,127.593,0,0 +395,1536,25,12,20351.560000,0,9967.86,5505.24,121.156,0,0 +395,1536,50,2,121028.051000,0,35651.6,23526.5,110.813,0,0 +395,1536,50,3,121224.517000,0,35725.4,23213,96.1635,0,0 +395,1536,50,4,121530.989000,0,35846.8,23238.9,95.9605,0,0 +395,1536,50,5,121123.624000,0,35536.4,23338.5,95.288,0,0 +395,1536,50,6,122491.259000,0,35934.2,23505.6,126.905,0,0 +395,1536,50,7,129777.289000,0,39035.8,23247.1,95.235,0,0 +395,1536,50,8,61928.987000,0,23850.2,16185.6,97.8385,0,0 +395,1536,50,9,68454.114000,0,26918.9,15774.2,103.217,0,0 +395,1536,50,10,40835.146000,0,17141.2,12448.7,95.5335,0,0 +395,1536,50,11,48177.829000,0,20610.4,13158.8,124.296,0,0 +395,1536,50,12,31545.433000,0,14334.5,9922.14,96.1915,0,0 +395,1536,75,2,163533.789000,0,44567.1,35334.6,110.728,0,0 +395,1536,75,3,163343.185000,0,44426.2,34954,119.015,0,0 +395,1536,75,4,163685.559000,0,44602.9,34900.2,126.303,0,0 +395,1536,75,5,164795.224000,0,44603.2,35406.4,126.968,0,0 +395,1536,75,6,162652.510000,0,44297.8,34802.4,97.315,0,0 +395,1536,75,7,178779.516000,0,50161.7,35114.9,126.595,0,0 +395,1536,75,8,83756.372000,0,29947.9,24256.7,98.2155,0,0 +395,1536,75,9,96398.197000,0,36712,23590,97.127,0,0 +395,1536,75,10,57988.175000,0,23654.1,18428.2,125.07,0,0 +395,1536,75,11,68818.150000,0,29991.1,18188.2,96.9635,0,0 +395,1536,75,12,42003.151000,0,17775,14694,96.405,0,0 +395,1536,100,2,215707.623000,0,58136.8,47241.7,112.882,0,0 +395,1536,100,3,215701.805000,0,58649.7,46469.2,96.498,0,0 +395,1536,100,4,215631.200000,0,58273.1,46651.6,127.144,0,0 +395,1536,100,5,214957.871000,0,58228.6,46443.9,95.4615,0,0 +395,1536,100,6,214753.653000,0,58099.9,46515.6,121.511,0,0 +395,1536,100,7,244373.639000,0,68436.5,46902.6,96.337,0,0 +395,1536,100,8,109519.192000,0,38696.7,32281.3,122.995,0,0 +395,1536,100,9,127115.161000,0,47292,31244.6,97.4015,0,0 +395,1536,100,10,71945.522000,0,27533.3,24778.6,126.504,0,0 +395,1536,100,11,85353.700000,0,35672.4,24044.6,95.6895,0,0 +395,1536,100,12,55111.842000,0,23291.1,19433.3,94.121,0,0 +395,3072,0,2,26872.547000,0,13162.3,166.284,56.1735,0,0 +395,3072,0,3,26564.217000,0,12928.8,8.181,47.486,0,0 +395,3072,0,4,26487.477000,0,12888,8.535,48.0445,0,0 +395,3072,0,5,26973.539000,0,13134.6,8.309,46.293,0,0 +395,3072,0,6,26394.665000,0,12848.8,8.2415,47.061,0,0 +395,3072,0,7,14022.548000,0,8768.32,8.4775,60.5085,0,0 +395,3072,0,8,13697.947000,0,8621.57,153.849,46.9325,0,0 +395,3072,0,9,9707.221000,0,6609.54,105.757,60.517,0,0 +395,3072,0,10,9503.312000,0,6526.6,184.97,47.666,0,0 +395,3072,0,11,7617.231000,0,5271.83,162.958,60.5485,0,0 +395,3072,0,12,7628.278000,0,5256,274.984,60.51,0,0 +395,3072,25,2,71211.859000,0,23604.8,11355.3,56.1995,0,0 +395,3072,25,3,71920.774000,0,23859.3,11250.6,46.728,0,0 +395,3072,25,4,72020.497000,0,23762.3,11406.8,46.956,0,0 +395,3072,25,5,72368.342000,0,23831.1,11429.8,61.774,0,0 +395,3072,25,6,71797.628000,0,23917.7,11149.9,47.525,0,0 +395,3072,25,7,69125.895000,0,23188.4,11231.9,47.0405,0,0 +395,3072,25,8,36810.900000,0,15997.1,7896.6,61.3075,0,0 +395,3072,25,9,38135.158000,0,16335.9,7955.77,62.2975,0,0 +395,3072,25,10,24029.467000,0,11536.7,5962.69,47.545,0,0 +395,3072,25,11,26649.585000,0,12634.6,6360.27,61.7525,0,0 +395,3072,25,12,18694.162000,0,9575.75,4888,60.9195,0,0 +395,3072,50,2,116883.848000,0,34764.7,22503.3,55.8935,0,0 +395,3072,50,3,116886.218000,0,34470.3,22598.6,47.2245,0,0 +395,3072,50,4,116995.432000,0,34644,22482.7,47.9805,0,0 +395,3072,50,5,116973.326000,0,34709.8,22413.2,47.886,0,0 +395,3072,50,6,117144.959000,0,34615.5,22476.2,60.538,0,0 +395,3072,50,7,125945.148000,0,37792.8,22862,46.798,0,0 +395,3072,50,8,59091.993000,0,23128.9,15273.2,61.0265,0,0 +395,3072,50,9,66065.443000,0,26182.6,15248.1,47.4025,0,0 +395,3072,50,10,39322.208000,0,16746.3,11933.9,61.8925,0,0 +395,3072,50,11,44526.376000,0,19889.5,11440.8,60.3665,0,0 +395,3072,50,12,30244.211000,0,13878.4,9623.59,47.534,0,0 +395,3072,75,2,157327.800000,0,43123.7,33845.2,54.6955,0,0 +395,3072,75,3,165011.828000,0,43593.5,36747.6,62.47,0,0 +395,3072,75,4,157142.458000,0,42987.6,33612.5,62.4215,0,0 +395,3072,75,5,158664.773000,0,43048.7,34261.2,62.1855,0,0 +395,3072,75,6,157026.916000,0,42962.5,33645.9,47.453,0,0 +395,3072,75,7,171824.043000,0,48493.4,33591.1,47.635,0,0 +395,3072,75,8,79405.198000,0,28806.5,22773,47.215,0,0 +395,3072,75,9,92588.816000,0,35591.6,22559.9,47.1035,0,0 +395,3072,75,10,55016.598000,0,22849,17367.4,47.9025,0,0 +395,3072,75,11,65758.861000,0,28843.9,17252,60.8035,0,0 +395,3072,75,12,39894.922000,0,17221.5,13800.9,47.218,0,0 +395,3072,100,2,207184.106000,0,56160.3,45161,54.8125,0,0 +395,3072,100,3,207340.315000,0,56390.7,44823,54.621,0,0 +395,3072,100,4,207230.268000,0,56311.9,44794.5,62.06,0,0 +395,3072,100,5,208577.492000,0,56347.9,45306.3,48.174,0,0 +395,3072,100,6,210477.151000,0,56238.5,46406.6,61.7365,0,0 +395,3072,100,7,234721.764000,0,66388.5,44737.5,46.878,0,0 +395,3072,100,8,107391.687000,0,37861.8,31965.7,61.868,0,0 +395,3072,100,9,122777.291000,0,45750.6,30344.8,61.0135,0,0 +395,3072,100,10,68505.599000,0,26834.7,23190.4,47.6525,0,0 +395,3072,100,11,81923.968000,0,34563.4,22943.9,47.6005,0,0 +395,3072,100,12,52686.818000,0,22561.4,18458.5,61.7225,0,0 +395,6144,0,2,52646.173000,0,26055.8,162.622,53.7855,0,0 +395,6144,0,3,51865.699000,0,25586.9,8.1235,47.26,0,0 +395,6144,0,4,52719.289000,0,26007.5,8.4525,48.8345,0,0 +395,6144,0,5,52824.576000,0,26001.4,8.412,60.6405,0,0 +395,6144,0,6,52159.810000,0,25733.1,8.3835,47.47,0,0 +395,6144,0,7,27195.013000,0,17511.8,8.3365,60.428,0,0 +395,6144,0,8,26960.570000,0,17362.8,175.717,60.9345,0,0 +395,6144,0,9,18220.886000,0,13071.8,108.053,46.904,0,0 +395,6144,0,10,18473.349000,0,13118.3,205.686,61.282,0,0 +395,6144,0,11,14162.633000,0,10575.7,161.231,60.863,0,0 +395,6144,0,12,14251.578000,0,10432,357.43,59.271,0,0 +395,6144,25,2,143234.640000,0,47576.2,22816.9,54.612,0,0 +395,6144,25,3,142700.374000,0,47549,22427.9,54.131,0,0 +395,6144,25,4,144093.301000,0,47766,22894.1,47.2235,0,0 +395,6144,25,5,142568.144000,0,47468.7,22456.2,47.3005,0,0 +395,6144,25,6,142883.159000,0,47693.2,22359.2,48.0195,0,0 +395,6144,25,7,137259.479000,0,46025.7,22459.1,47.592,0,0 +395,6144,25,8,72914.816000,0,31737.7,15831.6,61.532,0,0 +395,6144,25,9,74231.822000,0,32429.4,15145.8,61.732,0,0 +395,6144,25,10,47633.143000,0,23075.4,11812.5,62.9725,0,0 +395,6144,25,11,51415.062000,0,25182.4,11555.7,62.3525,0,0 +395,6144,25,12,36392.771000,0,18977.3,9442.9,63.0235,0,0 +395,6144,50,2,233519.663000,0,69502.4,45023.6,54.4095,0,0 +395,6144,50,3,237842.940000,0,70316.9,46050.8,60.5825,0,0 +395,6144,50,4,233899.059000,0,69671.1,44800.2,47.7005,0,0 +395,6144,50,5,233930.987000,0,69678.5,44787.7,61.253,0,0 +395,6144,50,6,234587.807000,0,69947.5,44873,60.4625,0,0 +395,6144,50,7,248829.998000,0,75437.4,44873.1,61.3355,0,0 +395,6144,50,8,117801.006000,0,46371,30419,47.6565,0,0 +395,6144,50,9,130824.120000,0,52059.1,30181.6,47.1975,0,0 +395,6144,50,10,77157.924000,0,33326.8,23168.8,46.9605,0,0 +395,6144,50,11,89486.626000,0,39728.7,23671.6,61.1265,0,0 +395,6144,50,12,58907.682000,0,27600,18393.3,46.784,0,0 +395,6144,75,2,313490.290000,0,85936.8,67457.3,54.4225,0,0 +395,6144,75,3,313433.715000,0,86014.5,67222.9,47.097,0,0 +395,6144,75,4,314087.787000,0,85942.4,67567.6,62.1975,0,0 +395,6144,75,5,313537.377000,0,86216.3,67077.4,47.503,0,0 +395,6144,75,6,312888.875000,0,86003.2,66893.3,62.8505,0,0 +395,6144,75,7,345363.778000,0,97298.8,68111.6,46.5335,0,0 +395,6144,75,8,158294.241000,0,57476.7,45587.4,47.8705,0,0 +395,6144,75,9,185655.887000,0,71854.9,45039.2,60.393,0,0 +395,6144,75,10,109428.414000,0,45720.7,34470.7,46.95,0,0 +395,6144,75,11,130927.219000,0,57798.9,34477.1,59.6395,0,0 +395,6144,75,12,79913.556000,0,34445.8,27893.8,47.243,0,0 +395,6144,100,2,413164.963000,0,112767,89372.1,56.2135,0,0 +395,6144,100,3,413604.145000,0,112415,89828.9,48.997,0,0 +395,6144,100,4,416246.279000,0,112969,90463.5,62.5615,0,0 +395,6144,100,5,413932.216000,0,112771,89613.7,48.4495,0,0 +395,6144,100,6,415350.281000,0,113553,89561.9,58.7405,0,0 +395,6144,100,7,469647.367000,0,132644,89843,59.0625,0,0 +395,6144,100,8,209013.667000,0,75375.5,60801.5,50.1125,0,0 +395,6144,100,9,244350.339000,0,91738.8,59953,49.2285,0,0 +395,6144,100,10,136801.526000,0,53672.1,46479.6,61.5315,0,0 +395,6144,100,11,162888.572000,0,68900.4,45662.3,47.541,0,0 +395,6144,100,12,105252.654000,0,45188,37002.4,47.4885,0,0 +296,6,0,4,2167.595000,0,208.433,23.9605,143.827,21.082,0 +296,6,0,5,2439.423000,0,213.586,28.311,149.557,21.372,0 +296,6,0,6,1942.576000,0,203.084,20.349,137.555,21.0825,0 +296,6,0,7,2022.726000,0,259.771,20.432,123.043,21.253,0 +296,6,0,8,2142.746000,0,196.189,323.928,144.499,21.119,0 +296,6,0,9,2321.999000,0,335.419,259.803,148.952,30.836,0 +296,6,0,10,2169.289000,0,173.462,396.98,150.678,21.054,0 +296,6,0,11,2307.424000,0,316.123,332.906,149.622,21.134,0 +296,6,0,12,1795.157000,0,142.024,355.307,123.204,21.1055,0 +296,6,25,4,2285.629000,0,209.739,26.846,149.883,21.1025,0 +296,6,25,5,1866.052000,0,202.623,19.993,124.285,21.1025,0 +296,6,25,6,2274.594000,0,209.708,27.1155,148.783,21.105,0 +296,6,25,7,2224.541000,0,270.062,20.649,148.469,25.6425,0 +296,6,25,8,2390.197000,0,212.454,379.956,149.514,20.981,0 +296,6,25,9,2074.641000,0,298.575,235.705,130.153,21.202,0 +296,6,25,10,1818.748000,0,152.556,384.849,123.459,21.1415,0 +296,6,25,11,2316.539000,0,287.975,364.043,149.601,21.4105,0 +296,6,25,12,1781.043000,0,142.006,342.45,122.001,20.7535,0 +296,6,50,4,2014.602000,0,206.159,21.901,133.551,20.978,0 +296,6,50,5,1870.134000,0,201.521,20.149,123.578,20.986,0 +296,6,50,6,1992.582000,0,201.507,20.228,144.994,21.043,0 +296,6,50,7,2383.376000,0,321.192,20.489,160.692,20.9555,0 +296,6,50,8,2467.223000,0,214.118,422.809,162.688,29.6395,0 +296,6,50,9,2550.127000,0,349.226,269.951,156.342,21.576,0 +296,6,50,10,1817.832000,0,152.696,383.949,122.969,20.9005,0 +296,6,50,11,1924.726000,0,243.749,325.453,123.378,21.0875,0 +296,6,50,12,2147.280000,0,141.815,413.119,157.448,21.9565,0 +296,6,75,4,1911.029000,0,203.679,20.685,126.033,21.195,0 +296,6,75,5,2033.206000,0,201.807,20.3065,148.335,26.5855,0 +296,6,75,6,1870.558000,0,202.026,20.296,123.306,21.1345,0 +296,6,75,7,2252.442000,0,298.933,20.392,155.126,21.123,0 +296,6,75,8,2059.660000,0,169.905,297.424,148.617,20.997,0 +296,6,75,9,1964.024000,0,289.172,240.342,123.493,20.857,0 +296,6,75,10,1812.677000,0,152.443,385.419,122.712,35.532,0 +296,6,75,11,2664.906000,0,301.445,455.671,166.872,21.3785,0 +296,6,75,12,2186.124000,0,163.497,402.61,151.497,20.9935,0 +296,6,100,4,1875.456000,0,203.897,20.082,123.093,21.0815,0 +296,6,100,5,2088.430000,0,263.147,20.0535,139.697,27.8635,0 +296,6,100,6,2025.772000,0,202.41,20.246,147.042,20.834,0 +296,6,100,7,2101.731000,0,263.643,20.754,130.333,21.0475,0 +296,6,100,8,2165.377000,0,206.664,336.814,146.707,21.477,0 +296,6,100,9,2339.735000,0,316.249,286.008,150.048,21.7535,0 +296,6,100,10,1792.557000,0,152.737,380.99,121.489,25.008,0 +296,6,100,11,2125.411000,0,253.808,347.264,127.794,21.0575,0 +296,6,100,12,1786.521000,0,141.905,356.929,123.145,20.956,0 +296,12,0,4,2377.574000,0,262.837,26.289,149.966,21.1275,0 +296,12,0,5,1976.330000,0,256.156,20.1315,123.143,21.182,0 +296,12,0,6,1911.162000,0,255.359,20.3255,118.811,20.965,0 +296,12,0,7,2068.891000,0,296.223,20.475,122.727,21.007,0 +296,12,0,8,2175.988000,0,206.296,309.623,149.792,24.926,0 +296,12,0,9,2001.385000,0,315.808,232.198,123.266,20.9945,0 +296,12,0,12,2230.622000,0,176.501,437.939,149.371,21.2705,0 +296,12,25,4,2041.169000,0,279.898,53.523,123.978,21.046,0 +296,12,25,5,2258.942000,0,310.271,57.1845,129.802,25.942,0 +296,12,25,6,2030.038000,0,279.575,53.6455,123.298,21.074,0 +296,12,25,7,2471.144000,0,390.53,54.4355,149.488,21.2595,0 +296,12,25,8,2285.957000,0,277.457,330.193,133.712,21,0 +296,12,25,9,2436.092000,0,364.712,276.821,148.623,20.9265,0 +296,12,25,10,1857.518000,0,191.264,403.375,122.992,21.0525,0 +296,12,25,11,2055.139000,0,285.7,336.471,125.976,22.1315,0 +296,12,25,12,2345.056000,0,171.837,411.184,158.916,21.3675,0 +296,12,50,4,2729.816000,0,365.191,149.908,163.809,21.1965,0 +296,12,50,5,2646.531000,0,359.433,147.76,149.76,20.965,0 +296,12,50,6,2661.120000,0,360.836,148.569,150.639,24.2325,0 +296,12,50,7,2945.635000,0,510.713,136.766,150.927,22.146,0 +296,12,50,8,2169.633000,0,246.062,353.43,148.399,20.7055,0 +296,12,50,9,2468.638000,0,407.314,344.552,150.472,27.5755,0 +296,12,50,10,2272.241000,0,212.792,513.991,150.326,21.1465,0 +296,12,50,11,2417.994000,0,397.976,391.617,149.091,26.3915,0 +296,12,50,12,2237.434000,0,189.726,472.588,149.952,20.949,0 +296,12,75,4,2663.116000,0,376.285,185.513,150.965,21.0705,0 +296,12,75,5,2687.907000,0,380.646,186.207,157.409,21.046,0 +296,12,75,6,2378.039000,0,361.985,146.247,146.111,35.67,0 +296,12,75,7,2497.705000,0,441.783,149.619,122.78,20.98,0 +296,12,75,8,2474.300000,0,314.077,434.726,149.267,20.742,0 +296,12,75,9,2168.580000,0,388.855,318.248,124.974,21.123,0 +296,12,75,10,2412.775000,0,249.298,503.934,149.609,21.3125,0 +296,12,75,11,2413.592000,0,403.581,393.718,146.419,24.9895,0 +296,12,75,12,1931.671000,0,200.037,405.75,125.792,21.04,0 +296,12,100,4,3108.467000,0,509.651,270.945,149.188,21.1095,0 +296,12,100,5,2455.797000,0,412.478,207.038,124.709,21.083,0 +296,12,100,6,2585.722000,0,414.991,214.117,148.209,21.109,0 +296,12,100,7,2943.929000,0,536.915,221.796,139.368,24.3075,0 +296,12,100,8,2047.510000,0,297.619,392.037,123.075,20.938,0 +296,12,100,10,2464.423000,0,261.636,568.241,162.742,21.039,0 +296,12,100,11,2607.742000,0,532.264,407.797,154.05,21.047,0 +296,12,100,12,2399.687000,0,246.952,577.759,150.234,21.211,0 +296,24,0,4,2612.382000,0,378.723,25.9225,151.471,20.972,0 +296,24,0,5,2572.117000,0,366.172,26.1675,150.196,21.098,0 +296,24,0,6,2179.630000,0,357.509,20.2545,122.99,21.1885,0 +296,24,0,7,2478.815000,0,378.84,20.717,146.57,21.2895,0 +296,24,0,8,2286.277000,0,275.952,310.388,150.682,20.9585,0 +296,24,0,9,2572.142000,0,421.617,261.918,148.605,26.444,0 +296,24,0,10,2255.053000,0,261.964,393.177,150.385,21.1835,0 +296,24,0,11,2215.493000,0,337.088,327.862,130.406,21.0575,0 +296,24,25,4,2458.544000,0,464.728,147.089,123.479,24.206,0 +296,24,25,5,2444.523000,0,465.065,145.324,122.942,21.3555,0 +296,24,25,6,2457.530000,0,465.2,146.365,124.316,21.311,0 +296,24,25,7,2784.142000,0,521.917,148.248,148.584,25.191,0 +296,24,25,8,2464.267000,0,340.027,432.039,157.346,20.936,0 +296,24,25,9,2691.947000,0,516.38,327.22,146.886,50.6415,0 +296,24,25,10,2099.760000,0,273.626,453.781,124.344,21.254,0 +296,24,25,11,2595.309000,0,472.84,433.349,149.4,22.2885,0 +296,24,25,12,2289.281000,0,240.969,514.527,149.629,21.1195,0 +296,24,50,4,3496.782000,0,628.423,382.375,151.405,79.782,0 +296,24,50,5,3274.552000,0,618.444,297.431,165.314,21.238,0 +296,24,50,6,3150.460000,0,618.594,297.709,150.232,21.007,0 +296,24,50,7,3527.156000,0,704.101,302.496,143.94,27.936,0 +296,24,50,8,2578.362000,0,431.698,519.166,149.42,36.1215,0 +296,24,50,9,2870.876000,0,613.847,486.164,150.933,21.111,0 +296,24,50,10,2297.944000,0,332.506,540.166,124.566,20.9665,0 +296,24,50,11,2655.259000,0,528.508,495.89,149.053,21.5805,0 +296,24,50,12,1972.248000,0,280.94,466.997,123.725,21.154,0 +296,24,75,4,3520.288000,0,707.76,427.021,126.173,21.003,0 +296,24,75,5,3484.365000,0,705.032,420.515,125.311,21.169,0 +296,24,75,6,3696.821000,0,716.06,449.276,128.873,21.1385,0 +296,24,75,7,3944.884000,0,828.902,424.154,164.206,28,0 +296,24,75,8,2754.628000,0,524.252,610.071,140.056,20.8265,0 +296,24,75,10,2300.420000,0,397.573,600.317,135.604,25.8515,0 +296,24,75,12,2518.863000,0,344.578,654.145,148.561,21.299,0 +296,24,100,4,4163.042000,0,880.243,570.833,126.361,20.7205,0 +296,24,100,5,4790.938000,0,885.802,757.38,152.158,21.134,0 +296,24,100,6,4794.262000,0,883.966,755.001,153.935,21.1545,0 +296,24,100,7,5235.464000,0,1136.55,657.147,134.085,22.2385,0 +296,24,100,8,2763.382000,0,598.348,648.629,119.129,21.012,0 +296,24,100,9,3071.402000,0,820.487,587.534,124.422,21.2185,0 +296,24,100,10,2733.417000,0,463.302,799.485,150.754,21.142,0 +296,24,100,11,2647.591000,0,701.148,594.99,124.484,20.94,0 +296,24,100,12,2766.333000,0,399.155,713.945,150.336,21.24,0 +296,48,0,4,2928.987000,0,569.589,24.344,149.525,27.2415,0 +296,48,0,5,2772.513000,0,620.377,21.4675,127.181,20.8865,0 +296,48,0,6,2613.040000,0,567.212,20.415,123.625,21.065,0 +296,48,0,7,2501.607000,0,513.561,20.341,141.375,24.9745,0 +296,48,0,8,2482.947000,0,416.829,312.927,148.322,21.3475,0 +296,48,0,9,2242.243000,0,484.791,233.081,124.788,20.8685,0 +296,48,0,10,2370.583000,0,336.01,407.907,149.638,21.36,0 +296,48,0,11,2546.219000,0,444.547,371.653,161.449,22.59,0 +296,48,0,12,2426.315000,0,323.855,472.452,150.144,21.1485,0 +296,48,25,4,3875.660000,0,849.037,384.248,143.697,20.954,0 +296,48,25,5,3796.574000,0,894.511,328.192,160.457,21.153,0 +296,48,25,6,3729.665000,0,869.215,329.31,125.837,20.6905,0 +296,48,25,7,4027.759000,0,1065.83,330.626,149.946,21.4615,0 +296,48,25,9,3127.632000,0,831.382,453.934,149.599,23.8855,0 +296,48,25,10,2584.322000,0,455.558,642.798,151.88,21.122,0 +296,48,25,11,2602.869000,0,638.221,481.307,132.059,21.1555,0 +296,48,25,12,2578.430000,0,406.504,641.79,145.517,20.927,0 +296,48,50,4,4936.827000,0,1170.37,663.071,127.876,24.1735,0 +296,48,50,5,4978.724000,0,1188.34,667.3,125.529,24.6475,0 +296,48,50,6,4980.711000,0,1177.91,665.42,127.532,21.01,0 +296,48,50,7,5490.194000,0,1318.17,670.45,152.841,24.2385,0 +296,48,50,8,3189.222000,0,802.358,725.923,124.672,44.7875,0 +296,48,50,9,3591.576000,0,1035.28,635.447,150.814,22.003,0 +296,48,50,10,2830.721000,0,592.641,762.766,160.635,21.0195,0 +296,48,50,11,3131.171000,0,857.455,655.783,149.838,34.232,0 +296,48,50,12,2630.519000,0,488.729,677.125,162.625,21.36,0 +296,48,75,2,,,,,,, +296,48,75,4,6472.297000,0,1519.23,1037.57,132.116,21.043,0 +296,48,75,5,7079.681000,0,1416.14,1330.76,158.523,21.219,0 +296,48,75,6,6987.616000,0,1439.46,1216.01,158.691,21.065,0 +296,48,75,7,6662.871000,0,1618.55,981.86,129.414,20.952,0 +296,48,75,8,3733.239000,0,950.744,911.158,126.18,21.065,0 +296,48,75,9,4223.094000,0,1254.77,860.717,149.961,21.7985,0 +296,48,75,10,3319.058000,0,773.842,1016.62,151.116,22.236,0 +296,48,75,11,3524.400000,0,1071.28,830.104,143.725,23.225,0 +296,48,75,12,2474.143000,0,588.644,760.817,124.145,21.087,0 +296,48,100,4,8247.039000,0,1816.95,1522.27,160.268,20.9525,0 +296,48,100,5,7792.519000,0,1830.16,1315.67,154.669,21.2735,0 +296,48,100,6,8218.423000,0,1816.93,1515.1,158.361,21.157,0 +296,48,100,7,8595.983000,0,2167.6,1316.78,147.582,23.004,0 +296,48,100,8,5144.602000,0,1251.75,1378.85,154.194,29.5815,0 +296,48,100,9,5139.506000,0,1595.82,1058.36,154.463,20.9765,0 +296,48,100,10,3481.670000,0,885.771,1071.07,150.617,20.7685,0 +296,48,100,11,3819.668000,0,1251.99,955.032,126.272,21.849,0 +296,96,0,4,3916.890000,0,988.384,28.161,164.136,21.111,0 +296,96,0,5,3473.807000,0,987.515,20.386,127.833,20.829,0 +296,96,0,6,3420.958000,0,966.232,20.6155,123.75,20.9995,0 +296,96,0,7,3068.482000,0,824.084,20.52,147.325,23.3985,0 +296,96,0,8,2802.799000,0,695.052,272.028,145.048,29.022,0 +296,96,0,9,2764.720000,0,702.697,274.656,144.776,21.179,0 +296,96,0,11,2679.470000,0,607.657,323.153,149.09,21.208,0 +296,96,0,12,2595.854000,0,454.584,391.021,148.308,20.8145,0 +296,96,25,4,6050.414000,0,1668.57,710.961,129.457,22.176,0 +296,96,25,5,6102.034000,0,1668.76,710.426,129.181,21.2145,0 +296,96,25,6,5890.289000,0,1609.53,698.372,127.407,21.0745,0 +296,96,25,7,6307.057000,0,1701.17,762.371,149.841,21.1245,0 +296,96,25,8,3826.138000,0,1095.43,748.59,151.473,20.735,0 +296,96,25,9,3744.576000,0,1224.4,667.883,125.02,21.1885,0 +296,96,25,11,3450.899000,0,1069.48,679.522,151.481,21.4345,0 +296,96,25,12,3072.175000,0,679.92,763.91,149.459,20.99,0 +296,96,50,4,8754.022000,0,2293.21,1408.8,130.277,21.071,0 +296,96,50,5,8779.815000,0,2316.02,1401.69,129.975,21.3245,0 +296,96,50,6,8800.482000,0,2297.21,1389.85,157.856,21.225,0 +296,96,50,7,9360.361000,0,2527.39,1400.04,147.625,23.6675,0 +296,96,50,8,5606.278000,0,1580.93,1428.16,170.665,21.127,0 +296,96,50,9,5489.518000,0,1844.08,1127.59,128.146,21.252,0 +296,96,50,10,4138.844000,0,1152.43,1277.25,153.444,21.0785,0 +296,96,50,11,4392.435000,0,1586.15,999.139,137.342,22.1155,0 +296,96,50,12,3555.583000,0,995.244,1102.84,151.234,21.25,0 +296,96,75,4,11766.566000,0,2789.73,2273.06,159.567,21.2405,0 +296,96,75,5,12720.538000,0,2933.6,2542.11,164.493,38.9685,0 +296,96,75,6,11237.223000,0,2790.98,2073.67,133.588,20.949,0 +296,96,75,7,12222.427000,0,3170.72,2085.8,150.446,22.38,0 +296,96,75,8,6686.717000,0,1962.27,1764.11,158.473,20.845,0 +296,96,75,9,7283.240000,0,2431.39,1584.26,157.697,24.05,0 +296,96,75,10,5082.715000,0,1512.42,1633.22,155.946,21.2195,0 +296,96,75,12,4143.521000,0,1231.85,1387.65,154.032,30.1835,0 395,6,0,1,549.759000,0,198.494,179.04,44.75,0,5.646 395,6,25,1,539.196000,0,192.308,174.378,44.006,0,5.7 395,6,50,1,545.386000,0,194.225,175.032,44.278,0,5.927