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terasakisatoshi/mcmc_mh.ipynb

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metropolis hasting alg
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mcmc_mh.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "02c9d8b6",
"metadata": {
"ExecuteTime": {
"end_time": "2021-08-13T12:46:17.615000+09:00",
"start_time": "2021-08-13T03:46:11.728Z"
}
},
"outputs": [],
"source": [
"using StatsPlots\n",
"using Random\n",
"using Distributions"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "48de011f",
"metadata": {
"ExecuteTime": {
"end_time": "2021-08-13T12:46:34.859000+09:00",
"start_time": "2021-08-13T03:46:11.731Z"
}
},
"outputs": [
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"source": [
"c = 2.0\n",
"U = Uniform(-c, c)\n",
"S(x) = 0.5x^2\n",
"\n",
"function mcmc_mh(K)\n",
" x0 = 0.\n",
" xs = [x0]\n",
" x = xs[begin]\n",
" for k in 1:K\n",
" Δx = rand(U)\n",
" x_cand = x + Δx\n",
" r = rand()\n",
" x_next = ifelse(r < exp(S(x) - S(x_cand)), x_cand, x)\n",
" push!(xs, x_next)\n",
" x = x_next\n",
" end\n",
" xs\n",
"end\n",
"\n",
"plot(legend=false)\n",
"histogram!(mcmc_mh(100000), normalize=:pdf)\n",
"plot!(Normal(0, 1))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "51c5ca03",
"metadata": {
"ExecuteTime": {
"end_time": "2021-08-13T12:46:35.982000+09:00",
"start_time": "2021-08-13T03:46:11.733Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 0.217426 seconds (7.00 M allocations: 122.286 MiB, 14.08% gc time, 3.28% compilation time)\n"
]
},
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" 760.561,1403.16 760.678,1403.1 760.796,1403.03 760.913,1402.96 761.03,1402.89 761.148,1402.83 761.265,1402.76 761.382,1402.69 761.499,1402.62 761.617,1402.55 \n",
" 761.734,1402.49 761.851,1402.42 761.968,1402.35 762.086,1402.28 762.203,1402.21 762.32,1402.15 762.438,1402.08 762.555,1402.01 762.672,1401.94 762.789,1401.87 \n",
" 762.907,1401.8 763.024,1401.73 763.141,1401.66 763.258,1401.59 763.376,1401.53 763.493,1401.46 763.61,1401.39 763.728,1401.32 763.845,1401.25 763.962,1401.18 \n",
" 764.079,1401.11 764.197,1401.04 764.314,1400.97 764.431,1400.9 764.548,1400.83 764.666,1400.76 764.783,1400.69 764.9,1400.62 765.018,1400.55 765.135,1400.48 \n",
" 765.252,1400.4 765.369,1400.33 765.487,1400.26 765.604,1400.19 765.721,1400.12 765.838,1400.05 765.956,1399.98 766.073,1399.91 766.19,1399.84 766.308,1399.76 \n",
" 766.425,1399.69 766.542,1399.62 766.659,1399.55 766.777,1399.48 766.894,1399.4 767.011,1399.33 767.129,1399.26 767.246,1399.19 767.363,1399.12 767.48,1399.04 \n",
" 767.598,1398.97 767.715,1398.9 767.832,1398.82 767.949,1398.75 768.067,1398.68 768.184,1398.61 768.301,1398.53 768.419,1398.46 768.536,1398.39 768.653,1398.31 \n",
" 768.77,1398.24 768.888,1398.16 769.005,1398.09 769.122,1398.02 769.239,1397.94 769.357,1397.87 769.474,1397.79 769.591,1397.72 769.709,1397.65 769.826,1397.57 \n",
" 769.943,1397.5 770.06,1397.42 770.178,1397.35 770.295,1397.27 770.412,1397.2 770.529,1397.12 770.647,1397.05 770.764,1396.97 770.881,1396.9 770.999,1396.82 \n",
" 771.116,1396.75 771.233,1396.67 771.35,1396.59 771.468,1396.52 771.585,1396.44 771.702,1396.37 771.819,1396.29 771.937,1396.21 772.054,1396.14 772.171,1396.06 \n",
" 772.289,1395.98 772.406,1395.91 772.523,1395.83 772.64,1395.75 772.758,1395.68 772.875,1395.6 772.992,1395.52 773.109,1395.45 773.227,1395.37 773.344,1395.29 \n",
" 773.461,1395.21 773.579,1395.14 773.696,1395.06 773.813,1394.98 773.93,1394.9 774.048,1394.82 774.165,1394.75 774.282,1394.67 774.4,1394.59 774.517,1394.51 \n",
" 774.634,1394.43 774.751,1394.35 774.869,1394.27 774.986,1394.19 775.103,1394.12 775.22,1394.04 775.338,1393.96 775.455,1393.88 775.572,1393.8 775.69,1393.72 \n",
" 775.807,1393.64 775.924,1393.56 776.041,1393.48 776.159,1393.4 776.276,1393.32 776.393,1393.24 776.51,1393.16 776.628,1393.08 776.745,1393 776.862,1392.92 \n",
" 776.98,1392.84 777.097,1392.76 777.214,1392.68 777.331,1392.6 777.449,1392.51 777.566,1392.43 777.683,1392.35 777.8,1392.27 777.918,1392.19 778.035,1392.11 \n",
" 778.152,1392.03 778.27,1391.94 778.387,1391.86 778.504,1391.78 778.621,1391.7 778.739,1391.62 778.856,1391.53 778.973,1391.45 779.09,1391.37 779.208,1391.29 \n",
" 779.325,1391.2 779.442,1391.12 779.56,1391.04 779.677,1390.95 779.794,1390.87 779.911,1390.79 780.029,1390.7 780.146,1390.62 780.263,1390.54 780.381,1390.45 \n",
" 780.498,1390.37 780.615,1390.29 780.732,1390.2 780.85,1390.12 780.967,1390.03 781.084,1389.95 781.201,1389.86 781.319,1389.78 781.436,1389.69 781.553,1389.61 \n",
" 781.671,1389.52 781.788,1389.44 781.905,1389.35 782.022,1389.27 782.14,1389.18 782.257,1389.1 782.374,1389.01 782.491,1388.93 782.609,1388.84 782.726,1388.76 \n",
" 782.843,1388.67 782.961,1388.58 783.078,1388.5 783.195,1388.41 783.312,1388.32 783.43,1388.24 783.547,1388.15 783.664,1388.06 783.781,1387.98 783.899,1387.89 \n",
" 784.016,1387.8 784.133,1387.72 784.251,1387.63 784.368,1387.54 784.485,1387.45 784.602,1387.37 784.72,1387.28 784.837,1387.19 784.954,1387.1 785.071,1387.02 \n",
" 785.189,1386.93 785.306,1386.84 785.423,1386.75 785.541,1386.66 785.658,1386.57 785.775,1386.48 785.892,1386.4 786.01,1386.31 786.127,1386.22 786.244,1386.13 \n",
" 786.361,1386.04 786.479,1385.95 786.596,1385.86 786.713,1385.77 786.831,1385.68 786.948,1385.59 787.065,1385.5 787.182,1385.41 787.3,1385.32 787.417,1385.23 \n",
" 787.534,1385.14 787.652,1385.05 787.769,1384.96 787.886,1384.87 788.003,1384.78 788.121,1384.69 788.238,1384.59 788.355,1384.5 788.472,1384.41 788.59,1384.32 \n",
" 788.707,1384.23 788.824,1384.14 788.942,1384.05 789.059,1383.95 789.176,1383.86 789.293,1383.77 789.411,1383.68 789.528,1383.58 789.645,1383.49 789.762,1383.4 \n",
" 789.88,1383.31 789.997,1383.21 790.114,1383.12 790.232,1383.03 790.349,1382.93 790.466,1382.84 790.583,1382.75 790.701,1382.65 790.818,1382.56 790.935,1382.47 \n",
" 791.052,1382.37 791.17,1382.28 791.287,1382.18 791.404,1382.09 791.522,1382 791.639,1381.9 791.756,1381.81 791.873,1381.71 791.991,1381.62 792.108,1381.52 \n",
" 792.225,1381.43 792.342,1381.33 792.46,1381.24 792.577,1381.14 792.694,1381.05 792.812,1380.95 792.929,1380.85 793.046,1380.76 793.163,1380.66 793.281,1380.57 \n",
" 793.398,1380.47 793.515,1380.37 793.633,1380.28 793.75,1380.18 793.867,1380.08 793.984,1379.99 794.102,1379.89 794.219,1379.79 794.336,1379.7 794.453,1379.6 \n",
" 794.571,1379.5 794.688,1379.4 794.805,1379.31 794.923,1379.21 795.04,1379.11 795.157,1379.01 795.274,1378.91 795.392,1378.82 795.509,1378.72 795.626,1378.62 \n",
" 795.743,1378.52 795.861,1378.42 795.978,1378.32 796.095,1378.22 796.213,1378.12 796.33,1378.03 796.447,1377.93 796.564,1377.83 796.682,1377.73 796.799,1377.63 \n",
" 796.916,1377.53 797.033,1377.43 797.151,1377.33 797.268,1377.23 797.385,1377.13 797.503,1377.03 797.62,1376.93 797.737,1376.83 797.854,1376.72 797.972,1376.62 \n",
" 798.089,1376.52 798.206,1376.42 798.323,1376.32 798.441,1376.22 798.558,1376.12 798.675,1376.02 798.793,1375.91 798.91,1375.81 799.027,1375.71 799.144,1375.61 \n",
" 799.262,1375.5 799.379,1375.4 799.496,1375.3 799.613,1375.2 799.731,1375.09 799.848,1374.99 799.965,1374.89 800.083,1374.79 800.2,1374.68 800.317,1374.58 \n",
" 800.434,1374.47 800.552,1374.37 800.669,1374.27 800.786,1374.16 800.904,1374.06 801.021,1373.96 801.138,1373.85 801.255,1373.75 801.373,1373.64 801.49,1373.54 \n",
" 801.607,1373.43 801.724,1373.33 801.842,1373.22 801.959,1373.12 802.076,1373.01 802.194,1372.91 802.311,1372.8 802.428,1372.7 802.545,1372.59 802.663,1372.48 \n",
" 802.78,1372.38 802.897,1372.27 803.014,1372.17 803.132,1372.06 803.249,1371.95 803.366,1371.85 803.484,1371.74 803.601,1371.63 803.718,1371.52 803.835,1371.42 \n",
" 803.953,1371.31 804.07,1371.2 804.187,1371.09 804.304,1370.99 804.422,1370.88 804.539,1370.77 804.656,1370.66 804.774,1370.55 804.891,1370.45 805.008,1370.34 \n",
" 805.125,1370.23 805.243,1370.12 805.36,1370.01 805.477,1369.9 805.594,1369.79 805.712,1369.68 805.829,1369.57 805.946,1369.47 806.064,1369.36 806.181,1369.25 \n",
" 806.298,1369.14 806.415,1369.03 806.533,1368.92 806.65,1368.81 806.767,1368.69 806.885,1368.58 807.002,1368.47 807.119,1368.36 807.236,1368.25 807.354,1368.14 \n",
" 807.471,1368.03 807.588,1367.92 807.705,1367.81 807.823,1367.69 807.94,1367.58 808.057,1367.47 808.175,1367.36 808.292,1367.25 808.409,1367.13 808.526,1367.02 \n",
" 808.644,1366.91 808.761,1366.8 808.878,1366.68 808.995,1366.57 809.113,1366.46 809.23,1366.34 809.347,1366.23 809.465,1366.12 809.582,1366 809.699,1365.89 \n",
" 809.816,1365.78 809.934,1365.66 810.051,1365.55 810.168,1365.43 810.285,1365.32 810.403,1365.21 810.52,1365.09 810.637,1364.98 810.755,1364.86 810.872,1364.75 \n",
" 810.989,1364.63 811.106,1364.51 811.224,1364.4 811.341,1364.28 811.458,1364.17 811.575,1364.05 811.693,1363.94 811.81,1363.82 811.927,1363.7 812.045,1363.59 \n",
" 812.162,1363.47 812.279,1363.35 812.396,1363.24 812.514,1363.12 812.631,1363 812.748,1362.89 812.866,1362.77 812.983,1362.65 813.1,1362.53 813.217,1362.42 \n",
" 813.335,1362.3 813.452,1362.18 813.569,1362.06 813.686,1361.94 813.804,1361.82 813.921,1361.71 814.038,1361.59 814.156,1361.47 814.273,1361.35 814.39,1361.23 \n",
" 814.507,1361.11 814.625,1360.99 814.742,1360.87 814.859,1360.75 814.976,1360.63 815.094,1360.51 815.211,1360.39 815.328,1360.27 815.446,1360.15 815.563,1360.03 \n",
" 815.68,1359.91 815.797,1359.79 815.915,1359.67 816.032,1359.55 816.149,1359.42 816.266,1359.3 816.384,1359.18 816.501,1359.06 816.618,1358.94 816.736,1358.82 \n",
" 816.853,1358.69 816.97,1358.57 817.087,1358.45 817.205,1358.33 817.322,1358.2 817.439,1358.08 817.556,1357.96 817.674,1357.84 817.791,1357.71 817.908,1357.59 \n",
" 818.026,1357.47 818.143,1357.34 818.26,1357.22 818.377,1357.09 818.495,1356.97 818.612,1356.85 818.729,1356.72 818.846,1356.6 818.964,1356.47 819.081,1356.35 \n",
" 819.198,1356.22 819.316,1356.1 819.433,1355.97 819.55,1355.85 819.667,1355.72 819.785,1355.6 819.902,1355.47 820.019,1355.34 820.137,1355.22 820.254,1355.09 \n",
" 820.371,1354.97 820.488,1354.84 820.606,1354.71 820.723,1354.59 820.84,1354.46 820.957,1354.33 821.075,1354.2 821.192,1354.08 821.309,1353.95 821.427,1353.82 \n",
" 821.544,1353.69 821.661,1353.57 821.778,1353.44 821.896,1353.31 822.013,1353.18 822.13,1353.05 822.247,1352.92 822.365,1352.8 822.482,1352.67 822.599,1352.54 \n",
" 822.717,1352.41 822.834,1352.28 822.951,1352.15 823.068,1352.02 823.186,1351.89 823.303,1351.76 823.42,1351.63 823.537,1351.5 823.655,1351.37 823.772,1351.24 \n",
" 823.889,1351.11 824.007,1350.98 824.124,1350.85 824.241,1350.71 824.358,1350.58 824.476,1350.45 824.593,1350.32 824.71,1350.19 824.827,1350.06 824.945,1349.92 \n",
" 825.062,1349.79 825.179,1349.66 825.297,1349.53 825.414,1349.39 825.531,1349.26 825.648,1349.13 825.766,1349 825.883,1348.86 826,1348.73 826.118,1348.6 \n",
" 826.235,1348.46 826.352,1348.33 826.469,1348.19 826.587,1348.06 826.704,1347.93 826.821,1347.79 826.938,1347.66 827.056,1347.52 827.173,1347.39 827.29,1347.25 \n",
" 827.408,1347.12 827.525,1346.98 827.642,1346.85 827.759,1346.71 827.877,1346.58 827.994,1346.44 828.111,1346.3 828.228,1346.17 828.346,1346.03 828.463,1345.89 \n",
" 828.58,1345.76 828.698,1345.62 828.815,1345.48 828.932,1345.35 829.049,1345.21 829.167,1345.07 829.284,1344.93 829.401,1344.8 829.518,1344.66 829.636,1344.52 \n",
" 829.753,1344.38 829.87,1344.24 829.988,1344.11 830.105,1343.97 830.222,1343.83 830.339,1343.69 830.457,1343.55 830.574,1343.41 830.691,1343.27 830.808,1343.13 \n",
" 830.926,1342.99 831.043,1342.85 831.16,1342.71 831.278,1342.57 831.395,1342.43 831.512,1342.29 831.629,1342.15 831.747,1342.01 831.864,1341.87 831.981,1341.73 \n",
" 832.098,1341.59 832.216,1341.45 832.333,1341.3 832.45,1341.16 832.568,1341.02 832.685,1340.88 832.802,1340.74 832.919,1340.59 833.037,1340.45 833.154,1340.31 \n",
" 833.271,1340.17 833.389,1340.02 833.506,1339.88 833.623,1339.74 833.74,1339.59 833.858,1339.45 833.975,1339.31 834.092,1339.16 834.209,1339.02 834.327,1338.87 \n",
" 834.444,1338.73 834.561,1338.58 834.679,1338.44 834.796,1338.3 834.913,1338.15 835.03,1338.01 835.148,1337.86 835.265,1337.71 835.382,1337.57 835.499,1337.42 \n",
" 835.617,1337.28 835.734,1337.13 835.851,1336.98 835.969,1336.84 836.086,1336.69 836.203,1336.55 836.32,1336.4 836.438,1336.25 836.555,1336.1 836.672,1335.96 \n",
" 836.789,1335.81 836.907,1335.66 837.024,1335.51 837.141,1335.37 837.259,1335.22 837.376,1335.07 837.493,1334.92 837.61,1334.77 837.728,1334.62 837.845,1334.47 \n",
" 837.962,1334.33 838.079,1334.18 838.197,1334.03 838.314,1333.88 838.431,1333.73 838.549,1333.58 838.666,1333.43 838.783,1333.28 838.9,1333.13 839.018,1332.98 \n",
" 839.135,1332.83 839.252,1332.67 839.37,1332.52 839.487,1332.37 839.604,1332.22 839.721,1332.07 839.839,1331.92 839.956,1331.77 840.073,1331.61 840.19,1331.46 \n",
" 840.308,1331.31 840.425,1331.16 840.542,1331 840.66,1330.85 840.777,1330.7 840.894,1330.55 841.011,1330.39 841.129,1330.24 841.246,1330.09 841.363,1329.93 \n",
" 841.48,1329.78 841.598,1329.62 841.715,1329.47 841.832,1329.31 841.95,1329.16 842.067,1329.01 842.184,1328.85 842.301,1328.7 842.419,1328.54 842.536,1328.39 \n",
" 842.653,1328.23 842.77,1328.07 842.888,1327.92 843.005,1327.76 843.122,1327.61 843.24,1327.45 843.357,1327.29 843.474,1327.14 843.591,1326.98 843.709,1326.82 \n",
" 843.826,1326.66 843.943,1326.51 844.06,1326.35 844.178,1326.19 844.295,1326.03 844.412,1325.88 844.53,1325.72 844.647,1325.56 844.764,1325.4 844.881,1325.24 \n",
" 844.999,1325.08 845.116,1324.92 845.233,1324.77 845.35,1324.61 845.468,1324.45 845.585,1324.29 845.702,1324.13 845.82,1323.97 845.937,1323.81 846.054,1323.65 \n",
" 846.171,1323.49 846.289,1323.33 846.406,1323.16 846.523,1323 846.641,1322.84 846.758,1322.68 846.875,1322.52 846.992,1322.36 847.11,1322.2 847.227,1322.03 \n",
" 847.344,1321.87 847.461,1321.71 847.579,1321.55 847.696,1321.38 847.813,1321.22 847.931,1321.06 848.048,1320.89 848.165,1320.73 848.282,1320.57 848.4,1320.4 \n",
" 848.517,1320.24 848.634,1320.08 848.751,1319.91 848.869,1319.75 848.986,1319.58 849.103,1319.42 849.221,1319.25 849.338,1319.09 849.455,1318.92 849.572,1318.76 \n",
" 849.69,1318.59 849.807,1318.43 849.924,1318.26 850.041,1318.09 850.159,1317.93 850.276,1317.76 850.393,1317.59 850.511,1317.43 850.628,1317.26 850.745,1317.09 \n",
" 850.862,1316.93 850.98,1316.76 851.097,1316.59 851.214,1316.42 851.331,1316.26 851.449,1316.09 851.566,1315.92 851.683,1315.75 851.801,1315.58 851.918,1315.41 \n",
" 852.035,1315.24 852.152,1315.08 852.27,1314.91 852.387,1314.74 852.504,1314.57 852.622,1314.4 852.739,1314.23 852.856,1314.06 852.973,1313.89 853.091,1313.72 \n",
" 853.208,1313.54 853.325,1313.37 853.442,1313.2 853.56,1313.03 853.677,1312.86 853.794,1312.69 853.912,1312.52 854.029,1312.34 854.146,1312.17 854.263,1312 \n",
" 854.381,1311.83 854.498,1311.66 854.615,1311.48 854.732,1311.31 854.85,1311.14 854.967,1310.96 855.084,1310.79 855.202,1310.62 855.319,1310.44 855.436,1310.27 \n",
" 855.553,1310.09 855.671,1309.92 855.788,1309.74 855.905,1309.57 856.022,1309.4 856.14,1309.22 856.257,1309.04 856.374,1308.87 856.492,1308.69 856.609,1308.52 \n",
" 856.726,1308.34 856.843,1308.17 856.961,1307.99 857.078,1307.81 857.195,1307.64 857.312,1307.46 857.43,1307.28 857.547,1307.11 857.664,1306.93 857.782,1306.75 \n",
" 857.899,1306.57 858.016,1306.39 858.133,1306.22 858.251,1306.04 858.368,1305.86 858.485,1305.68 858.602,1305.5 858.72,1305.32 858.837,1305.14 858.954,1304.96 \n",
" 859.072,1304.79 859.189,1304.61 859.306,1304.43 859.423,1304.25 859.541,1304.07 859.658,1303.89 859.775,1303.7 859.893,1303.52 860.01,1303.34 860.127,1303.16 \n",
" 860.244,1302.98 860.362,1302.8 860.479,1302.62 860.596,1302.44 860.713,1302.25 860.831,1302.07 860.948,1301.89 861.065,1301.71 861.183,1301.52 861.3,1301.34 \n",
" 861.417,1301.16 861.534,1300.97 861.652,1300.79 861.769,1300.61 861.886,1300.42 862.003,1300.24 862.121,1300.06 862.238,1299.87 862.355,1299.69 862.473,1299.5 \n",
" 862.59,1299.32 862.707,1299.13 862.824,1298.95 862.942,1298.76 863.059,1298.58 863.176,1298.39 863.293,1298.2 863.411,1298.02 863.528,1297.83 863.645,1297.64 \n",
" 863.763,1297.46 863.88,1297.27 863.997,1297.08 864.114,1296.9 864.232,1296.71 864.349,1296.52 864.466,1296.33 864.583,1296.15 864.701,1295.96 864.818,1295.77 \n",
" 864.935,1295.58 865.053,1295.39 865.17,1295.2 865.287,1295.01 865.404,1294.82 865.522,1294.64 865.639,1294.45 865.756,1294.26 865.874,1294.07 865.991,1293.88 \n",
" 866.108,1293.69 866.225,1293.49 866.343,1293.3 866.46,1293.11 866.577,1292.92 866.694,1292.73 866.812,1292.54 866.929,1292.35 867.046,1292.16 867.164,1291.96 \n",
" 867.281,1291.77 867.398,1291.58 867.515,1291.39 867.633,1291.19 867.75,1291 867.867,1290.81 867.984,1290.61 868.102,1290.42 868.219,1290.23 868.336,1290.03 \n",
" 868.454,1289.84 868.571,1289.64 868.688,1289.45 868.805,1289.26 868.923,1289.06 869.04,1288.87 869.157,1288.67 869.274,1288.48 869.392,1288.28 869.509,1288.08 \n",
" 869.626,1287.89 869.744,1287.69 869.861,1287.5 869.978,1287.3 870.095,1287.1 870.213,1286.91 870.33,1286.71 870.447,1286.51 870.564,1286.31 870.682,1286.12 \n",
" 870.799,1285.92 870.916,1285.72 871.034,1285.52 871.151,1285.32 871.268,1285.13 871.385,1284.93 871.503,1284.73 871.62,1284.53 871.737,1284.33 871.854,1284.13 \n",
" 871.972,1283.93 872.089,1283.73 872.206,1283.53 872.324,1283.33 872.441,1283.13 872.558,1282.93 872.675,1282.73 872.793,1282.53 872.91,1282.33 873.027,1282.12 \n",
" 873.145,1281.92 873.262,1281.72 873.379,1281.52 873.496,1281.32 873.614,1281.11 873.731,1280.91 873.848,1280.71 873.965,1280.51 874.083,1280.3 874.2,1280.1 \n",
" 874.317,1279.9 874.435,1279.69 874.552,1279.49 874.669,1279.29 874.786,1279.08 874.904,1278.88 875.021,1278.67 875.138,1278.47 875.255,1278.26 875.373,1278.06 \n",
" 875.49,1277.85 875.607,1277.65 875.725,1277.44 875.842,1277.23 875.959,1277.03 876.076,1276.82 876.194,1276.62 876.311,1276.41 876.428,1276.2 876.545,1275.99 \n",
" 876.663,1275.79 876.78,1275.58 876.897,1275.37 877.015,1275.16 877.132,1274.96 877.249,1274.75 877.366,1274.54 877.484,1274.33 877.601,1274.12 877.718,1273.91 \n",
" 877.835,1273.7 877.953,1273.49 878.07,1273.29 878.187,1273.08 878.305,1272.87 878.422,1272.66 878.539,1272.44 878.656,1272.23 878.774,1272.02 878.891,1271.81 \n",
" 879.008,1271.6 879.126,1271.39 879.243,1271.18 879.36,1270.97 879.477,1270.76 879.595,1270.54 879.712,1270.33 879.829,1270.12 879.946,1269.91 880.064,1269.69 \n",
" 880.181,1269.48 880.298,1269.27 880.416,1269.05 880.533,1268.84 880.65,1268.63 880.767,1268.41 880.885,1268.2 881.002,1267.98 881.119,1267.77 881.236,1267.55 \n",
" 881.354,1267.34 881.471,1267.12 881.588,1266.91 881.706,1266.69 881.823,1266.48 881.94,1266.26 882.057,1266.04 882.175,1265.83 882.292,1265.61 882.409,1265.39 \n",
" 882.526,1265.18 882.644,1264.96 882.761,1264.74 882.878,1264.52 882.996,1264.31 883.113,1264.09 883.23,1263.87 883.347,1263.65 883.465,1263.43 883.582,1263.22 \n",
" 883.699,1263 883.816,1262.78 883.934,1262.56 884.051,1262.34 884.168,1262.12 884.286,1261.9 884.403,1261.68 884.52,1261.46 884.637,1261.24 884.755,1261.02 \n",
" 884.872,1260.8 884.989,1260.58 885.107,1260.35 885.224,1260.13 885.341,1259.91 885.458,1259.69 885.576,1259.47 885.693,1259.24 885.81,1259.02 885.927,1258.8 \n",
" 886.045,1258.58 886.162,1258.35 886.279,1258.13 886.397,1257.91 886.514,1257.68 886.631,1257.46 886.748,1257.23 886.866,1257.01 886.983,1256.79 887.1,1256.56 \n",
" 887.217,1256.34 887.335,1256.11 887.452,1255.89 887.569,1255.66 887.687,1255.43 887.804,1255.21 887.921,1254.98 888.038,1254.76 888.156,1254.53 888.273,1254.3 \n",
" 888.39,1254.08 888.507,1253.85 888.625,1253.62 888.742,1253.39 888.859,1253.17 888.977,1252.94 889.094,1252.71 889.211,1252.48 889.328,1252.25 889.446,1252.03 \n",
" 889.563,1251.8 889.68,1251.57 889.797,1251.34 889.915,1251.11 890.032,1250.88 890.149,1250.65 890.267,1250.42 890.384,1250.19 890.501,1249.96 890.618,1249.73 \n",
" 890.736,1249.5 890.853,1249.27 890.97,1249.03 891.087,1248.8 891.205,1248.57 891.322,1248.34 891.439,1248.11 891.557,1247.87 891.674,1247.64 891.791,1247.41 \n",
" 891.908,1247.18 892.026,1246.94 892.143,1246.71 892.26,1246.48 892.378,1246.24 892.495,1246.01 892.612,1245.78 892.729,1245.54 892.847,1245.31 892.964,1245.07 \n",
" 893.081,1244.84 893.198,1244.6 893.316,1244.37 893.433,1244.13 893.55,1243.89 893.668,1243.66 893.785,1243.42 893.902,1243.19 894.019,1242.95 894.137,1242.71 \n",
" 894.254,1242.48 894.371,1242.24 894.488,1242 894.606,1241.76 894.723,1241.53 894.84,1241.29 894.958,1241.05 895.075,1240.81 895.192,1240.57 895.309,1240.33 \n",
" 895.427,1240.1 895.544,1239.86 895.661,1239.62 895.778,1239.38 895.896,1239.14 896.013,1238.9 896.13,1238.66 896.248,1238.42 896.365,1238.18 896.482,1237.94 \n",
" 896.599,1237.69 896.717,1237.45 896.834,1237.21 896.951,1236.97 897.068,1236.73 897.186,1236.49 897.303,1236.24 897.42,1236 897.538,1235.76 897.655,1235.52 \n",
" 897.772,1235.27 897.889,1235.03 898.007,1234.79 898.124,1234.54 898.241,1234.3 898.359,1234.05 898.476,1233.81 898.593,1233.57 898.71,1233.32 898.828,1233.08 \n",
" 898.945,1232.83 899.062,1232.59 899.179,1232.34 899.297,1232.09 899.414,1231.85 899.531,1231.6 899.649,1231.36 899.766,1231.11 899.883,1230.86 900,1230.61 \n",
" 900.118,1230.37 900.235,1230.12 900.352,1229.87 900.469,1229.62 900.587,1229.38 900.704,1229.13 900.821,1228.88 900.939,1228.63 901.056,1228.38 901.173,1228.13 \n",
" 901.29,1227.88 901.408,1227.63 901.525,1227.39 901.642,1227.14 901.759,1226.89 901.877,1226.63 901.994,1226.38 902.111,1226.13 902.229,1225.88 902.346,1225.63 \n",
" 902.463,1225.38 902.58,1225.13 902.698,1224.88 902.815,1224.63 902.932,1224.37 903.049,1224.12 903.167,1223.87 903.284,1223.62 903.401,1223.36 903.519,1223.11 \n",
" 903.636,1222.86 903.753,1222.6 903.87,1222.35 903.988,1222.09 904.105,1221.84 904.222,1221.59 904.339,1221.33 904.457,1221.08 904.574,1220.82 904.691,1220.57 \n",
" 904.809,1220.31 904.926,1220.05 905.043,1219.8 905.16,1219.54 905.278,1219.29 905.395,1219.03 905.512,1218.77 905.63,1218.52 905.747,1218.26 905.864,1218 \n",
" 905.981,1217.74 906.099,1217.49 906.216,1217.23 906.333,1216.97 906.45,1216.71 906.568,1216.45 906.685,1216.19 906.802,1215.93 906.92,1215.67 907.037,1215.42 \n",
" 907.154,1215.16 907.271,1214.9 907.389,1214.64 907.506,1214.38 907.623,1214.11 907.74,1213.85 907.858,1213.59 907.975,1213.33 908.092,1213.07 908.21,1212.81 \n",
" 908.327,1212.55 908.444,1212.29 908.561,1212.02 908.679,1211.76 908.796,1211.5 908.913,1211.24 909.03,1210.97 909.148,1210.71 909.265,1210.45 909.382,1210.18 \n",
" 909.5,1209.92 909.617,1209.65 909.734,1209.39 909.851,1209.12 909.969,1208.86 910.086,1208.6 910.203,1208.33 910.32,1208.06 910.438,1207.8 910.555,1207.53 \n",
" 910.672,1207.27 910.79,1207 910.907,1206.73 911.024,1206.47 911.141,1206.2 911.259,1205.93 911.376,1205.67 911.493,1205.4 911.611,1205.13 911.728,1204.86 \n",
" 911.845,1204.6 911.962,1204.33 912.08,1204.06 912.197,1203.79 912.314,1203.52 912.431,1203.25 912.549,1202.98 912.666,1202.71 912.783,1202.44 912.901,1202.17 \n",
" 913.018,1201.9 913.135,1201.63 913.252,1201.36 913.37,1201.09 913.487,1200.82 913.604,1200.55 913.721,1200.28 913.839,1200.01 913.956,1199.73 914.073,1199.46 \n",
" 914.191,1199.19 914.308,1198.92 914.425,1198.64 914.542,1198.37 914.66,1198.1 914.777,1197.82 914.894,1197.55 915.011,1197.28 915.129,1197 915.246,1196.73 \n",
" 915.363,1196.45 915.481,1196.18 915.598,1195.9 915.715,1195.63 915.832,1195.35 915.95,1195.08 916.067,1194.8 916.184,1194.53 916.301,1194.25 916.419,1193.97 \n",
" 916.536,1193.7 916.653,1193.42 916.771,1193.14 916.888,1192.87 917.005,1192.59 917.122,1192.31 917.24,1192.03 917.357,1191.75 917.474,1191.48 917.591,1191.2 \n",
" 917.709,1190.92 917.826,1190.64 917.943,1190.36 918.061,1190.08 918.178,1189.8 918.295,1189.52 918.412,1189.24 918.53,1188.96 918.647,1188.68 918.764,1188.4 \n",
" 918.882,1188.12 918.999,1187.84 919.116,1187.56 919.233,1187.28 919.351,1186.99 919.468,1186.71 919.585,1186.43 919.702,1186.15 919.82,1185.87 919.937,1185.58 \n",
" 920.054,1185.3 920.172,1185.02 920.289,1184.73 920.406,1184.45 920.523,1184.17 920.641,1183.88 920.758,1183.6 920.875,1183.31 920.992,1183.03 921.11,1182.74 \n",
" 921.227,1182.46 921.344,1182.17 921.462,1181.89 921.579,1181.6 921.696,1181.31 921.813,1181.03 921.931,1180.74 922.048,1180.46 922.165,1180.17 922.282,1179.88 \n",
" 922.4,1179.59 922.517,1179.31 922.634,1179.02 922.752,1178.73 922.869,1178.44 922.986,1178.15 923.103,1177.87 923.221,1177.58 923.338,1177.29 923.455,1177 \n",
" 923.572,1176.71 923.69,1176.42 923.807,1176.13 923.924,1175.84 924.042,1175.55 924.159,1175.26 924.276,1174.97 924.393,1174.68 924.511,1174.39 924.628,1174.09 \n",
" 924.745,1173.8 924.863,1173.51 924.98,1173.22 925.097,1172.93 925.214,1172.63 925.332,1172.34 925.449,1172.05 925.566,1171.76 925.683,1171.46 925.801,1171.17 \n",
" 925.918,1170.88 926.035,1170.58 926.153,1170.29 926.27,1169.99 926.387,1169.7 926.504,1169.4 926.622,1169.11 926.739,1168.81 926.856,1168.52 926.973,1168.22 \n",
" 927.091,1167.93 927.208,1167.63 927.325,1167.33 927.443,1167.04 927.56,1166.74 927.677,1166.44 927.794,1166.15 927.912,1165.85 928.029,1165.55 928.146,1165.25 \n",
" 928.263,1164.95 928.381,1164.66 928.498,1164.36 928.615,1164.06 928.733,1163.76 928.85,1163.46 928.967,1163.16 929.084,1162.86 929.202,1162.56 929.319,1162.26 \n",
" 929.436,1161.96 929.553,1161.66 929.671,1161.36 929.788,1161.06 929.905,1160.76 930.023,1160.46 930.14,1160.16 930.257,1159.85 930.374,1159.55 930.492,1159.25 \n",
" 930.609,1158.95 930.726,1158.65 930.843,1158.34 930.961,1158.04 931.078,1157.74 931.195,1157.43 931.313,1157.13 931.43,1156.83 931.547,1156.52 931.664,1156.22 \n",
" 931.782,1155.91 931.899,1155.61 932.016,1155.3 932.134,1155 932.251,1154.69 932.368,1154.39 932.485,1154.08 932.603,1153.78 932.72,1153.47 932.837,1153.16 \n",
" 932.954,1152.86 933.072,1152.55 933.189,1152.24 933.306,1151.93 933.424,1151.63 933.541,1151.32 933.658,1151.01 933.775,1150.7 933.893,1150.39 934.01,1150.09 \n",
" 934.127,1149.78 934.244,1149.47 934.362,1149.16 934.479,1148.85 934.596,1148.54 934.714,1148.23 934.831,1147.92 934.948,1147.61 935.065,1147.3 935.183,1146.99 \n",
" 935.3,1146.68 935.417,1146.37 935.534,1146.05 935.652,1145.74 935.769,1145.43 935.886,1145.12 936.004,1144.81 936.121,1144.49 936.238,1144.18 936.355,1143.87 \n",
" 936.473,1143.55 936.59,1143.24 936.707,1142.93 936.824,1142.61 936.942,1142.3 937.059,1141.99 937.176,1141.67 937.294,1141.36 937.411,1141.04 937.528,1140.73 \n",
" 937.645,1140.41 937.763,1140.1 937.88,1139.78 937.997,1139.46 938.115,1139.15 938.232,1138.83 938.349,1138.51 938.466,1138.2 938.584,1137.88 938.701,1137.56 \n",
" 938.818,1137.25 938.935,1136.93 939.053,1136.61 939.17,1136.29 939.287,1135.97 939.405,1135.65 939.522,1135.34 939.639,1135.02 939.756,1134.7 939.874,1134.38 \n",
" 939.991,1134.06 940.108,1133.74 940.225,1133.42 940.343,1133.1 940.46,1132.78 940.577,1132.46 940.695,1132.14 940.812,1131.82 940.929,1131.49 941.046,1131.17 \n",
" 941.164,1130.85 941.281,1130.53 941.398,1130.21 941.515,1129.88 941.633,1129.56 941.75,1129.24 941.867,1128.91 941.985,1128.59 942.102,1128.27 942.219,1127.94 \n",
" 942.336,1127.62 942.454,1127.3 942.571,1126.97 942.688,1126.65 942.805,1126.32 942.923,1126 943.04,1125.67 943.157,1125.35 943.275,1125.02 943.392,1124.69 \n",
" 943.509,1124.37 943.626,1124.04 943.744,1123.72 943.861,1123.39 943.978,1123.06 944.095,1122.74 944.213,1122.41 944.33,1122.08 944.447,1121.75 944.565,1121.42 \n",
" 944.682,1121.1 944.799,1120.77 944.916,1120.44 945.034,1120.11 945.151,1119.78 945.268,1119.45 945.386,1119.12 945.503,1118.79 945.62,1118.46 945.737,1118.13 \n",
" 945.855,1117.8 945.972,1117.47 946.089,1117.14 946.206,1116.81 946.324,1116.48 946.441,1116.15 946.558,1115.81 946.676,1115.48 946.793,1115.15 946.91,1114.82 \n",
" 947.027,1114.49 947.145,1114.15 947.262,1113.82 947.379,1113.49 947.496,1113.15 947.614,1112.82 947.731,1112.49 947.848,1112.15 947.966,1111.82 948.083,1111.48 \n",
" 948.2,1111.15 948.317,1110.81 948.435,1110.48 948.552,1110.14 948.669,1109.81 948.786,1109.47 948.904,1109.13 949.021,1108.8 949.138,1108.46 949.256,1108.13 \n",
" 949.373,1107.79 949.49,1107.45 949.607,1107.11 949.725,1106.78 949.842,1106.44 949.959,1106.1 950.076,1105.76 950.194,1105.42 950.311,1105.09 950.428,1104.75 \n",
" 950.546,1104.41 950.663,1104.07 950.78,1103.73 950.897,1103.39 951.015,1103.05 951.132,1102.71 951.249,1102.37 951.367,1102.03 951.484,1101.69 951.601,1101.35 \n",
" 951.718,1101.01 951.836,1100.66 951.953,1100.32 952.07,1099.98 952.187,1099.64 952.305,1099.3 952.422,1098.95 952.539,1098.61 952.657,1098.27 952.774,1097.93 \n",
" 952.891,1097.58 953.008,1097.24 953.126,1096.9 953.243,1096.55 953.36,1096.21 953.477,1095.86 953.595,1095.52 953.712,1095.17 953.829,1094.83 953.947,1094.48 \n",
" 954.064,1094.14 954.181,1093.79 954.298,1093.45 954.416,1093.1 954.533,1092.75 954.65,1092.41 954.767,1092.06 954.885,1091.71 955.002,1091.37 955.119,1091.02 \n",
" 955.237,1090.67 955.354,1090.32 955.471,1089.98 955.588,1089.63 955.706,1089.28 955.823,1088.93 955.94,1088.58 956.057,1088.23 956.175,1087.88 956.292,1087.53 \n",
" 956.409,1087.18 956.527,1086.83 956.644,1086.48 956.761,1086.13 956.878,1085.78 956.996,1085.43 957.113,1085.08 957.23,1084.73 957.347,1084.38 957.465,1084.03 \n",
" 957.582,1083.68 957.699,1083.32 957.817,1082.97 957.934,1082.62 958.051,1082.27 958.168,1081.91 958.286,1081.56 958.403,1081.21 958.52,1080.85 958.638,1080.5 \n",
" 958.755,1080.15 958.872,1079.79 958.989,1079.44 959.107,1079.08 959.224,1078.73 959.341,1078.37 959.458,1078.02 959.576,1077.66 959.693,1077.31 959.81,1076.95 \n",
" 959.928,1076.6 960.045,1076.24 960.162,1075.88 960.279,1075.53 960.397,1075.17 960.514,1074.81 960.631,1074.46 960.748,1074.1 960.866,1073.74 960.983,1073.38 \n",
" 961.1,1073.02 961.218,1072.67 961.335,1072.31 961.452,1071.95 961.569,1071.59 961.687,1071.23 961.804,1070.87 961.921,1070.51 962.038,1070.15 962.156,1069.79 \n",
" 962.273,1069.43 962.39,1069.07 962.508,1068.71 962.625,1068.35 962.742,1067.99 962.859,1067.63 962.977,1067.27 963.094,1066.9 963.211,1066.54 963.328,1066.18 \n",
" 963.446,1065.82 963.563,1065.46 963.68,1065.09 963.798,1064.73 963.915,1064.37 964.032,1064 964.149,1063.64 964.267,1063.28 964.384,1062.91 964.501,1062.55 \n",
" 964.619,1062.18 964.736,1061.82 964.853,1061.45 964.97,1061.09 965.088,1060.72 965.205,1060.36 965.322,1059.99 965.439,1059.63 965.557,1059.26 965.674,1058.89 \n",
" 965.791,1058.53 965.909,1058.16 966.026,1057.79 966.143,1057.43 966.26,1057.06 966.378,1056.69 966.495,1056.32 966.612,1055.96 966.729,1055.59 966.847,1055.22 \n",
" 966.964,1054.85 967.081,1054.48 967.199,1054.11 967.316,1053.74 967.433,1053.37 967.55,1053.01 967.668,1052.64 967.785,1052.27 967.902,1051.9 968.019,1051.52 \n",
" 968.137,1051.15 968.254,1050.78 968.371,1050.41 968.489,1050.04 968.606,1049.67 968.723,1049.3 968.84,1048.93 968.958,1048.55 969.075,1048.18 969.192,1047.81 \n",
" 969.309,1047.44 969.427,1047.06 969.544,1046.69 969.661,1046.32 969.779,1045.94 969.896,1045.57 970.013,1045.2 970.13,1044.82 970.248,1044.45 970.365,1044.07 \n",
" 970.482,1043.7 970.6,1043.32 970.717,1042.95 970.834,1042.57 970.951,1042.2 971.069,1041.82 971.186,1041.45 971.303,1041.07 971.42,1040.69 971.538,1040.32 \n",
" 971.655,1039.94 971.772,1039.56 971.89,1039.19 972.007,1038.81 972.124,1038.43 972.241,1038.05 972.359,1037.67 972.476,1037.3 972.593,1036.92 972.71,1036.54 \n",
" 972.828,1036.16 972.945,1035.78 973.062,1035.4 973.18,1035.02 973.297,1034.64 973.414,1034.26 973.531,1033.88 973.649,1033.5 973.766,1033.12 973.883,1032.74 \n",
" 974,1032.36 974.118,1031.98 974.235,1031.6 974.352,1031.22 974.47,1030.84 974.587,1030.45 974.704,1030.07 974.821,1029.69 974.939,1029.31 975.056,1028.92 \n",
" 975.173,1028.54 975.29,1028.16 975.408,1027.78 975.525,1027.39 975.642,1027.01 975.76,1026.62 975.877,1026.24 975.994,1025.86 976.111,1025.47 976.229,1025.09 \n",
" 976.346,1024.7 976.463,1024.32 976.58,1023.93 976.698,1023.55 976.815,1023.16 976.932,1022.77 977.05,1022.39 977.167,1022 977.284,1021.62 977.401,1021.23 \n",
" 977.519,1020.84 977.636,1020.46 977.753,1020.07 977.871,1019.68 977.988,1019.29 978.105,1018.91 978.222,1018.52 978.34,1018.13 978.457,1017.74 978.574,1017.35 \n",
" 978.691,1016.96 978.809,1016.57 978.926,1016.18 979.043,1015.79 979.161,1015.41 979.278,1015.02 979.395,1014.63 979.512,1014.24 979.63,1013.84 979.747,1013.45 \n",
" 979.864,1013.06 979.981,1012.67 980.099,1012.28 980.216,1011.89 980.333,1011.5 980.451,1011.11 980.568,1010.71 980.685,1010.32 980.802,1009.93 980.92,1009.54 \n",
" 981.037,1009.14 981.154,1008.75 981.271,1008.36 981.389,1007.96 981.506,1007.57 981.623,1007.18 981.741,1006.78 981.858,1006.39 981.975,1005.99 982.092,1005.6 \n",
" 982.21,1005.2 982.327,1004.81 982.444,1004.41 982.561,1004.02 982.679,1003.62 982.796,1003.23 982.913,1002.83 983.031,1002.44 983.148,1002.04 983.265,1001.64 \n",
" 983.382,1001.25 983.5,1000.85 983.617,1000.45 983.734,1000.06 983.852,999.658 983.969,999.26 984.086,998.862 984.203,998.464 984.321,998.066 984.438,997.667 \n",
" 984.555,997.268 984.672,996.87 984.79,996.471 984.907,996.071 985.024,995.672 985.142,995.272 985.259,994.872 985.376,994.472 985.493,994.072 985.611,993.672 \n",
" 985.728,993.271 985.845,992.87 985.962,992.469 986.08,992.068 986.197,991.667 986.314,991.265 986.432,990.864 986.549,990.462 986.666,990.06 986.783,989.657 \n",
" 986.901,989.255 987.018,988.852 987.135,988.449 987.252,988.046 987.37,987.643 987.487,987.239 987.604,986.836 987.722,986.432 987.839,986.028 987.956,985.624 \n",
" 988.073,985.219 988.191,984.815 988.308,984.41 988.425,984.005 988.542,983.6 988.66,983.194 988.777,982.789 988.894,982.383 989.012,981.977 989.129,981.571 \n",
" 989.246,981.165 989.363,980.758 989.481,980.352 989.598,979.945 989.715,979.538 989.832,979.131 989.95,978.723 990.067,978.316 990.184,977.908 990.302,977.5 \n",
" 990.419,977.092 990.536,976.683 990.653,976.275 990.771,975.866 990.888,975.457 991.005,975.048 991.123,974.639 991.24,974.229 991.357,973.819 991.474,973.41 \n",
" 991.592,973 991.709,972.589 991.826,972.179 991.943,971.768 992.061,971.358 992.178,970.947 992.295,970.535 992.413,970.124 992.53,969.713 992.647,969.301 \n",
" 992.764,968.889 992.882,968.477 992.999,968.065 993.116,967.652 993.233,967.24 993.351,966.827 993.468,966.414 993.585,966.001 993.703,965.587 993.82,965.174 \n",
" 993.937,964.76 994.054,964.346 994.172,963.932 994.289,963.518 994.406,963.103 994.523,962.689 994.641,962.274 994.758,961.859 994.875,961.444 994.993,961.028 \n",
" 995.11,960.613 995.227,960.197 995.344,959.781 995.462,959.365 995.579,958.949 995.696,958.532 995.813,958.116 995.931,957.699 996.048,957.282 996.165,956.865 \n",
" 996.283,956.447 996.4,956.03 996.517,955.612 996.634,955.194 996.752,954.776 996.869,954.358 996.986,953.94 997.104,953.521 997.221,953.102 997.338,952.683 \n",
" 997.455,952.264 997.573,951.845 997.69,951.425 997.807,951.005 997.924,950.586 998.042,950.166 998.159,949.745 998.276,949.325 998.394,948.904 998.511,948.484 \n",
" 998.628,948.063 998.745,947.642 998.863,947.22 998.98,946.799 999.097,946.377 999.214,945.955 999.332,945.533 999.449,945.111 999.566,944.689 999.684,944.266 \n",
" 999.801,943.844 999.918,943.421 1000.04,942.998 1000.15,942.575 1000.27,942.151 1000.39,941.728 1000.5,941.304 1000.62,940.88 1000.74,940.456 1000.86,940.032 \n",
" 1000.97,939.607 1001.09,939.183 1001.21,938.758 1001.33,938.333 1001.44,937.908 1001.56,937.482 1001.68,937.057 1001.79,936.631 1001.91,936.205 1002.03,935.779 \n",
" 1002.15,935.353 1002.26,934.927 1002.38,934.5 1002.5,934.074 1002.62,933.647 1002.73,933.22 1002.85,932.793 1002.97,932.365 1003.08,931.938 1003.2,931.51 \n",
" 1003.32,931.082 1003.44,930.654 1003.55,930.226 1003.67,929.798 1003.79,929.369 1003.91,928.94 1004.02,928.511 1004.14,928.082 1004.26,927.653 1004.37,927.224 \n",
" 1004.49,926.794 1004.61,926.364 1004.73,925.934 1004.84,925.504 1004.96,925.074 1005.08,924.644 1005.2,924.213 1005.31,923.782 1005.43,923.351 1005.55,922.92 \n",
" 1005.66,922.489 1005.78,922.057 1005.9,921.626 1006.02,921.194 1006.13,920.762 1006.25,920.33 1006.37,919.898 1006.49,919.465 1006.6,919.033 1006.72,918.6 \n",
" 1006.84,918.167 1006.95,917.734 1007.07,917.301 1007.19,916.867 1007.31,916.434 1007.42,916 1007.54,915.566 1007.66,915.132 1007.78,914.698 1007.89,914.263 \n",
" 1008.01,913.829 1008.13,913.394 1008.24,912.959 1008.36,912.524 1008.48,912.089 1008.6,911.653 1008.71,911.218 1008.83,910.782 1008.95,910.346 1009.07,909.91 \n",
" 1009.18,909.474 1009.3,909.038 1009.42,908.601 1009.53,908.164 1009.65,907.728 1009.77,907.291 1009.89,906.853 1010,906.416 1010.12,905.979 1010.24,905.541 \n",
" 1010.36,905.103 1010.47,904.665 1010.59,904.227 1010.71,903.789 1010.82,903.35 1010.94,902.912 1011.06,902.473 1011.18,902.034 1011.29,901.595 1011.41,901.156 \n",
" 1011.53,900.716 1011.65,900.277 1011.76,899.837 1011.88,899.397 1012,898.957 1012.11,898.517 1012.23,898.076 1012.35,897.636 1012.47,897.195 1012.58,896.754 \n",
" 1012.7,896.313 1012.82,895.872 1012.94,895.431 1013.05,894.989 1013.17,894.548 1013.29,894.106 1013.4,893.664 1013.52,893.222 1013.64,892.78 1013.76,892.338 \n",
" 1013.87,891.895 1013.99,891.452 1014.11,891.009 1014.23,890.566 1014.34,890.123 1014.46,889.68 1014.58,889.237 1014.69,888.793 1014.81,888.349 1014.93,887.905 \n",
" 1015.05,887.461 1015.16,887.017 1015.28,886.573 1015.4,886.128 1015.52,885.683 1015.63,885.239 1015.75,884.794 1015.87,884.348 1015.98,883.903 1016.1,883.458 \n",
" 1016.22,883.012 1016.34,882.566 1016.45,882.12 1016.57,881.674 1016.69,881.228 1016.81,880.782 1016.92,880.335 1017.04,879.889 1017.16,879.442 1017.27,878.995 \n",
" 1017.39,878.548 1017.51,878.101 1017.63,877.653 1017.74,877.206 1017.86,876.758 1017.98,876.31 1018.1,875.862 1018.21,875.414 1018.33,874.966 1018.45,874.518 \n",
" 1018.56,874.069 1018.68,873.62 1018.8,873.172 1018.92,872.723 1019.03,872.273 1019.15,871.824 1019.27,871.375 1019.39,870.925 1019.5,870.475 1019.62,870.026 \n",
" 1019.74,869.576 1019.85,869.125 1019.97,868.675 1020.09,868.225 1020.21,867.774 1020.32,867.323 1020.44,866.872 1020.56,866.421 1020.68,865.97 1020.79,865.519 \n",
" 1020.91,865.068 1021.03,864.616 1021.14,864.164 1021.26,863.712 1021.38,863.26 1021.5,862.808 1021.61,862.356 1021.73,861.903 1021.85,861.451 1021.97,860.998 \n",
" 1022.08,860.545 1022.2,860.092 1022.32,859.639 1022.43,859.186 1022.55,858.733 1022.67,858.279 1022.79,857.825 1022.9,857.371 1023.02,856.918 1023.14,856.463 \n",
" 1023.26,856.009 1023.37,855.555 1023.49,855.1 1023.61,854.646 1023.72,854.191 1023.84,853.736 1023.96,853.281 1024.08,852.826 1024.19,852.37 1024.31,851.915 \n",
" 1024.43,851.459 1024.55,851.003 1024.66,850.548 1024.78,850.092 1024.9,849.635 1025.01,849.179 1025.13,848.723 1025.25,848.266 1025.37,847.81 1025.48,847.353 \n",
" 1025.6,846.896 1025.72,846.439 1025.84,845.981 1025.95,845.524 1026.07,845.067 1026.19,844.609 1026.3,844.151 1026.42,843.693 1026.54,843.235 1026.66,842.777 \n",
" 1026.77,842.319 1026.89,841.861 1027.01,841.402 1027.13,840.943 1027.24,840.485 1027.36,840.026 1027.48,839.567 1027.59,839.107 1027.71,838.648 1027.83,838.189 \n",
" 1027.95,837.729 1028.06,837.269 1028.18,836.809 1028.3,836.35 1028.42,835.889 1028.53,835.429 1028.65,834.969 1028.77,834.508 1028.88,834.048 1029,833.587 \n",
" 1029.12,833.126 1029.24,832.665 1029.35,832.204 1029.47,831.743 1029.59,831.282 1029.71,830.82 1029.82,830.358 1029.94,829.897 1030.06,829.435 1030.17,828.973 \n",
" 1030.29,828.511 1030.41,828.049 1030.53,827.586 1030.64,827.124 1030.76,826.661 1030.88,826.198 1031,825.736 1031.11,825.273 1031.23,824.81 1031.35,824.346 \n",
" 1031.46,823.883 1031.58,823.42 1031.7,822.956 1031.82,822.492 1031.93,822.029 1032.05,821.565 1032.17,821.101 1032.29,820.636 1032.4,820.172 1032.52,819.708 \n",
" 1032.64,819.243 1032.75,818.778 1032.87,818.314 1032.99,817.849 1033.11,817.384 1033.22,816.919 1033.34,816.453 1033.46,815.988 1033.58,815.523 1033.69,815.057 \n",
" 1033.81,814.591 1033.93,814.125 1034.04,813.66 1034.16,813.193 1034.28,812.727 1034.4,812.261 1034.51,811.795 1034.63,811.328 1034.75,810.861 1034.87,810.395 \n",
" 1034.98,809.928 1035.1,809.461 1035.22,808.994 1035.33,808.527 1035.45,808.059 1035.57,807.592 1035.69,807.124 1035.8,806.657 1035.92,806.189 1036.04,805.721 \n",
" 1036.16,805.253 1036.27,804.785 1036.39,804.317 1036.51,803.848 1036.62,803.38 1036.74,802.911 1036.86,802.443 1036.98,801.974 1037.09,801.505 1037.21,801.036 \n",
" 1037.33,800.567 1037.45,800.098 1037.56,799.628 1037.68,799.159 1037.8,798.689 1037.91,798.22 1038.03,797.75 1038.15,797.28 1038.27,796.81 1038.38,796.34 \n",
" 1038.5,795.87 1038.62,795.4 1038.74,794.929 1038.85,794.459 1038.97,793.988 1039.09,793.518 1039.2,793.047 1039.32,792.576 1039.44,792.105 1039.56,791.634 \n",
" 1039.67,791.162 1039.79,790.691 1039.91,790.22 1040.03,789.748 1040.14,789.276 1040.26,788.805 1040.38,788.333 1040.5,787.861 1040.61,787.389 1040.73,786.917 \n",
" 1040.85,786.444 1040.96,785.972 1041.08,785.5 1041.2,785.027 1041.32,784.554 1041.43,784.082 1041.55,783.609 1041.67,783.136 1041.79,782.663 1041.9,782.19 \n",
" 1042.02,781.716 1042.14,781.243 1042.25,780.77 1042.37,780.296 1042.49,779.822 1042.61,779.349 1042.72,778.875 1042.84,778.401 1042.96,777.927 1043.08,777.453 \n",
" 1043.19,776.979 1043.31,776.504 1043.43,776.03 1043.54,775.555 1043.66,775.081 1043.78,774.606 1043.9,774.131 1044.01,773.656 1044.13,773.181 1044.25,772.706 \n",
" 1044.37,772.231 1044.48,771.756 1044.6,771.281 1044.72,770.805 1044.83,770.33 1044.95,769.854 1045.07,769.378 1045.19,768.902 1045.3,768.427 1045.42,767.951 \n",
" 1045.54,767.474 1045.66,766.998 1045.77,766.522 1045.89,766.046 1046.01,765.569 1046.12,765.093 1046.24,764.616 1046.36,764.139 1046.48,763.663 1046.59,763.186 \n",
" 1046.71,762.709 1046.83,762.232 1046.95,761.755 1047.06,761.277 1047.18,760.8 1047.3,760.323 1047.41,759.845 1047.53,759.368 1047.65,758.89 1047.77,758.412 \n",
" 1047.88,757.934 1048,757.456 1048.12,756.978 1048.24,756.5 1048.35,756.022 1048.47,755.544 1048.59,755.066 1048.7,754.587 1048.82,754.109 1048.94,753.63 \n",
" 1049.06,753.151 1049.17,752.673 1049.29,752.194 1049.41,751.715 1049.53,751.236 1049.64,750.757 1049.76,750.278 1049.88,749.799 1049.99,749.319 1050.11,748.84 \n",
" 1050.23,748.36 1050.35,747.881 1050.46,747.401 1050.58,746.922 1050.7,746.442 1050.82,745.962 1050.93,745.482 1051.05,745.002 1051.17,744.522 1051.28,744.042 \n",
" 1051.4,743.562 1051.52,743.081 1051.64,742.601 1051.75,742.12 1051.87,741.64 1051.99,741.159 1052.11,740.679 1052.22,740.198 1052.34,739.717 1052.46,739.236 \n",
" 1052.57,738.755 1052.69,738.274 1052.81,737.793 1052.93,737.312 1053.04,736.83 1053.16,736.349 1053.28,735.868 1053.4,735.386 1053.51,734.905 1053.63,734.423 \n",
" 1053.75,733.941 1053.86,733.46 1053.98,732.978 1054.1,732.496 1054.22,732.014 1054.33,731.532 1054.45,731.05 1054.57,730.568 1054.69,730.085 1054.8,729.603 \n",
" 1054.92,729.121 1055.04,728.638 1055.15,728.156 1055.27,727.673 1055.39,727.19 1055.51,726.708 1055.62,726.225 1055.74,725.742 1055.86,725.259 1055.98,724.776 \n",
" 1056.09,724.293 1056.21,723.81 1056.33,723.327 1056.44,722.844 1056.56,722.36 1056.68,721.877 1056.8,721.394 1056.91,720.91 1057.03,720.427 1057.15,719.943 \n",
" 1057.27,719.459 1057.38,718.976 1057.5,718.492 1057.62,718.008 1057.73,717.524 1057.85,717.04 1057.97,716.556 1058.09,716.072 1058.2,715.588 1058.32,715.104 \n",
" 1058.44,714.62 1058.56,714.135 1058.67,713.651 1058.79,713.166 1058.91,712.682 1059.02,712.197 1059.14,711.713 1059.26,711.228 1059.38,710.743 1059.49,710.259 \n",
" 1059.61,709.774 1059.73,709.289 1059.85,708.804 1059.96,708.319 1060.08,707.834 1060.2,707.349 1060.31,706.864 1060.43,706.379 1060.55,705.894 1060.67,705.408 \n",
" 1060.78,704.923 1060.9,704.437 1061.02,703.952 1061.14,703.467 1061.25,702.981 1061.37,702.495 1061.49,702.01 1061.6,701.524 1061.72,701.038 1061.84,700.553 \n",
" 1061.96,700.067 1062.07,699.581 1062.19,699.095 1062.31,698.609 1062.43,698.123 1062.54,697.637 1062.66,697.151 1062.78,696.664 1062.89,696.178 1063.01,695.692 \n",
" 1063.13,695.206 1063.25,694.719 1063.36,694.233 1063.48,693.746 1063.6,693.26 1063.72,692.773 1063.83,692.287 1063.95,691.8 1064.07,691.314 1064.18,690.827 \n",
" 1064.3,690.34 1064.42,689.853 1064.54,689.367 1064.65,688.88 1064.77,688.393 1064.89,687.906 1065.01,687.419 1065.12,686.932 1065.24,686.445 1065.36,685.958 \n",
" 1065.47,685.471 1065.59,684.983 1065.71,684.496 1065.83,684.009 1065.94,683.522 1066.06,683.034 1066.18,682.547 1066.3,682.059 1066.41,681.572 1066.53,681.085 \n",
" 1066.65,680.597 1066.76,680.109 1066.88,679.622 1067,679.134 1067.12,678.647 1067.23,678.159 1067.35,677.671 1067.47,677.183 1067.59,676.696 1067.7,676.208 \n",
" 1067.82,675.72 1067.94,675.232 1068.05,674.744 1068.17,674.256 1068.29,673.768 1068.41,673.28 1068.52,672.792 1068.64,672.304 1068.76,671.816 1068.88,671.328 \n",
" 1068.99,670.84 1069.11,670.352 1069.23,669.863 1069.34,669.375 1069.46,668.887 1069.58,668.399 1069.7,667.91 1069.81,667.422 1069.93,666.933 1070.05,666.445 \n",
" 1070.17,665.957 1070.28,665.468 1070.4,664.98 1070.52,664.491 1070.63,664.003 1070.75,663.514 1070.87,663.026 1070.99,662.537 1071.1,662.048 1071.22,661.56 \n",
" 1071.34,661.071 1071.46,660.582 1071.57,660.094 1071.69,659.605 1071.81,659.116 1071.92,658.627 1072.04,658.139 1072.16,657.65 1072.28,657.161 1072.39,656.672 \n",
" 1072.51,656.183 1072.63,655.694 1072.75,655.205 1072.86,654.716 1072.98,654.228 1073.1,653.739 1073.21,653.25 1073.33,652.761 1073.45,652.272 1073.57,651.783 \n",
" 1073.68,651.294 1073.8,650.804 1073.92,650.315 1074.04,649.826 1074.15,649.337 1074.27,648.848 1074.39,648.359 1074.5,647.87 1074.62,647.381 1074.74,646.892 \n",
" 1074.86,646.402 1074.97,645.913 1075.09,645.424 1075.21,644.935 1075.33,644.446 1075.44,643.956 1075.56,643.467 1075.68,642.978 1075.79,642.489 1075.91,641.999 \n",
" 1076.03,641.51 1076.15,641.021 1076.26,640.531 1076.38,640.042 1076.5,639.553 1076.62,639.064 1076.73,638.574 1076.85,638.085 1076.97,637.596 1077.08,637.106 \n",
" 1077.2,636.617 1077.32,636.128 1077.44,635.638 1077.55,635.149 1077.67,634.66 1077.79,634.17 1077.91,633.681 1078.02,633.191 1078.14,632.702 1078.26,632.213 \n",
" 1078.37,631.723 1078.49,631.234 1078.61,630.745 1078.73,630.255 1078.84,629.766 1078.96,629.276 1079.08,628.787 1079.2,628.298 1079.31,627.808 1079.43,627.319 \n",
" 1079.55,626.83 1079.66,626.34 1079.78,625.851 1079.9,625.362 1080.02,624.872 1080.13,624.383 1080.25,623.893 1080.37,623.404 1080.49,622.915 1080.6,622.425 \n",
" 1080.72,621.936 1080.84,621.447 1080.95,620.957 1081.07,620.468 1081.19,619.979 1081.31,619.49 1081.42,619 1081.54,618.511 1081.66,618.022 1081.78,617.532 \n",
" 1081.89,617.043 1082.01,616.554 1082.13,616.065 1082.24,615.576 1082.36,615.086 1082.48,614.597 1082.6,614.108 1082.71,613.619 1082.83,613.13 1082.95,612.64 \n",
" 1083.07,612.151 1083.18,611.662 1083.3,611.173 1083.42,610.684 1083.53,610.195 1083.65,609.706 1083.77,609.217 1083.89,608.728 1084,608.239 1084.12,607.75 \n",
" 1084.24,607.261 1084.36,606.772 1084.47,606.283 1084.59,605.794 1084.71,605.305 1084.82,604.816 1084.94,604.327 1085.06,603.838 1085.18,603.349 1085.29,602.86 \n",
" 1085.41,602.372 1085.53,601.883 1085.65,601.394 1085.76,600.905 1085.88,600.417 1086,599.928 1086.11,599.439 1086.23,598.951 1086.35,598.462 1086.47,597.973 \n",
" 1086.58,597.485 1086.7,596.996 1086.82,596.508 1086.94,596.019 1087.05,595.531 1087.17,595.042 1087.29,594.554 1087.4,594.065 1087.52,593.577 1087.64,593.088 \n",
" 1087.76,592.6 1087.87,592.112 1087.99,591.624 1088.11,591.135 1088.23,590.647 1088.34,590.159 1088.46,589.671 1088.58,589.183 1088.69,588.694 1088.81,588.206 \n",
" 1088.93,587.718 1089.05,587.23 1089.16,586.742 1089.28,586.254 1089.4,585.767 1089.52,585.279 1089.63,584.791 1089.75,584.303 1089.87,583.815 1089.98,583.327 \n",
" 1090.1,582.84 1090.22,582.352 1090.34,581.864 1090.45,581.377 1090.57,580.889 1090.69,580.402 1090.81,579.914 1090.92,579.427 1091.04,578.939 1091.16,578.452 \n",
" 1091.27,577.965 1091.39,577.477 1091.51,576.99 1091.63,576.503 1091.74,576.016 1091.86,575.528 1091.98,575.041 1092.1,574.554 1092.21,574.067 1092.33,573.58 \n",
" 1092.45,573.093 1092.56,572.606 1092.68,572.119 1092.8,571.633 1092.92,571.146 1093.03,570.659 1093.15,570.172 1093.27,569.686 1093.39,569.199 1093.5,568.713 \n",
" 1093.62,568.226 1093.74,567.74 1093.85,567.253 1093.97,566.767 1094.09,566.281 1094.21,565.794 1094.32,565.308 1094.44,564.822 1094.56,564.336 1094.68,563.85 \n",
" 1094.79,563.364 1094.91,562.878 1095.03,562.392 1095.14,561.906 1095.26,561.42 1095.38,560.934 1095.5,560.449 1095.61,559.963 1095.73,559.477 1095.85,558.992 \n",
" 1095.97,558.506 1096.08,558.021 1096.2,557.535 1096.32,557.05 1096.43,556.565 1096.55,556.08 1096.67,555.594 1096.79,555.109 1096.9,554.624 1097.02,554.139 \n",
" 1097.14,553.654 1097.26,553.169 1097.37,552.685 1097.49,552.2 1097.61,551.715 1097.72,551.23 1097.84,550.746 1097.96,550.261 1098.08,549.777 1098.19,549.292 \n",
" 1098.31,548.808 1098.43,548.324 1098.55,547.839 1098.66,547.355 1098.78,546.871 1098.9,546.387 1099.01,545.903 1099.13,545.419 1099.25,544.935 1099.37,544.452 \n",
" 1099.48,543.968 1099.6,543.484 1099.72,543.001 1099.84,542.517 1099.95,542.034 1100.07,541.55 1100.19,541.067 1100.3,540.584 1100.42,540.1 1100.54,539.617 \n",
" 1100.66,539.134 1100.77,538.651 1100.89,538.168 1101.01,537.685 1101.13,537.203 1101.24,536.72 1101.36,536.237 1101.48,535.755 1101.59,535.272 1101.71,534.79 \n",
" 1101.83,534.307 1101.95,533.825 1102.06,533.343 1102.18,532.861 1102.3,532.379 1102.42,531.897 1102.53,531.415 1102.65,530.933 1102.77,530.451 1102.88,529.97 \n",
" 1103,529.488 1103.12,529.006 1103.24,528.525 1103.35,528.044 1103.47,527.562 1103.59,527.081 1103.71,526.6 1103.82,526.119 1103.94,525.638 1104.06,525.157 \n",
" 1104.17,524.676 1104.29,524.195 1104.41,523.715 1104.53,523.234 1104.64,522.754 1104.76,522.273 1104.88,521.793 1105,521.313 1105.11,520.832 1105.23,520.352 \n",
" 1105.35,519.872 1105.47,519.392 1105.58,518.913 1105.7,518.433 1105.82,517.953 1105.93,517.474 1106.05,516.994 1106.17,516.515 1106.29,516.035 1106.4,515.556 \n",
" 1106.52,515.077 1106.64,514.598 1106.76,514.119 1106.87,513.64 1106.99,513.161 1107.11,512.683 1107.22,512.204 1107.34,511.726 1107.46,511.247 1107.58,510.769 \n",
" 1107.69,510.291 1107.81,509.813 1107.93,509.334 1108.05,508.857 1108.16,508.379 1108.28,507.901 1108.4,507.423 1108.51,506.946 1108.63,506.468 1108.75,505.991 \n",
" 1108.87,505.513 1108.98,505.036 1109.1,504.559 1109.22,504.082 1109.34,503.605 1109.45,503.128 1109.57,502.652 1109.69,502.175 1109.8,501.699 1109.92,501.222 \n",
" 1110.04,500.746 1110.16,500.27 1110.27,499.794 1110.39,499.318 1110.51,498.842 1110.63,498.366 1110.74,497.89 1110.86,497.414 1110.98,496.939 1111.09,496.464 \n",
" 1111.21,495.988 1111.33,495.513 1111.45,495.038 1111.56,494.563 1111.68,494.088 1111.8,493.613 1111.92,493.139 1112.03,492.664 1112.15,492.19 1112.27,491.715 \n",
" 1112.38,491.241 1112.5,490.767 1112.62,490.293 1112.74,489.819 1112.85,489.345 1112.97,488.872 1113.09,488.398 1113.21,487.925 1113.32,487.451 1113.44,486.978 \n",
" 1113.56,486.505 1113.67,486.032 1113.79,485.559 1113.91,485.086 1114.03,484.613 1114.14,484.141 1114.26,483.668 1114.38,483.196 1114.5,482.724 1114.61,482.252 \n",
" 1114.73,481.78 1114.85,481.308 1114.96,480.836 1115.08,480.364 1115.2,479.893 1115.32,479.421 1115.43,478.95 1115.55,478.479 1115.67,478.008 1115.79,477.537 \n",
" 1115.9,477.066 1116.02,476.595 1116.14,476.125 1116.25,475.654 1116.37,475.184 1116.49,474.714 1116.61,474.244 1116.72,473.774 1116.84,473.304 1116.96,472.834 \n",
" 1117.08,472.364 1117.19,471.895 1117.31,471.426 1117.43,470.956 1117.54,470.487 1117.66,470.018 1117.78,469.549 1117.9,469.081 1118.01,468.612 1118.13,468.144 \n",
" 1118.25,467.675 1118.37,467.207 1118.48,466.739 1118.6,466.271 1118.72,465.803 1118.83,465.335 1118.95,464.868 1119.07,464.4 1119.19,463.933 1119.3,463.466 \n",
" 1119.42,462.999 1119.54,462.532 1119.66,462.065 1119.77,461.599 1119.89,461.132 1120.01,460.666 1120.12,460.199 1120.24,459.733 1120.36,459.267 1120.48,458.801 \n",
" 1120.59,458.336 1120.71,457.87 1120.83,457.405 1120.95,456.939 1121.06,456.474 1121.18,456.009 1121.3,455.544 1121.41,455.079 1121.53,454.615 1121.65,454.15 \n",
" 1121.77,453.686 1121.88,453.222 1122,452.758 1122.12,452.294 1122.24,451.83 1122.35,451.366 1122.47,450.903 1122.59,450.44 1122.7,449.976 1122.82,449.513 \n",
" 1122.94,449.05 1123.06,448.588 1123.17,448.125 1123.29,447.663 1123.41,447.2 1123.53,446.738 1123.64,446.276 1123.76,445.814 1123.88,445.352 1123.99,444.891 \n",
" 1124.11,444.429 1124.23,443.968 1124.35,443.507 1124.46,443.046 1124.58,442.585 1124.7,442.124 1124.82,441.663 1124.93,441.203 1125.05,440.743 1125.17,440.283 \n",
" 1125.28,439.823 1125.4,439.363 1125.52,438.903 1125.64,438.444 1125.75,437.984 1125.87,437.525 1125.99,437.066 1126.11,436.607 1126.22,436.148 1126.34,435.69 \n",
" 1126.46,435.231 1126.57,434.773 1126.69,434.315 1126.81,433.857 1126.93,433.399 1127.04,432.942 1127.16,432.484 1127.28,432.027 1127.4,431.57 1127.51,431.113 \n",
" 1127.63,430.656 1127.75,430.199 1127.86,429.742 1127.98,429.286 1128.1,428.83 1128.22,428.374 1128.33,427.918 1128.45,427.462 1128.57,427.007 1128.69,426.551 \n",
" 1128.8,426.096 1128.92,425.641 1129.04,425.186 1129.15,424.731 1129.27,424.277 1129.39,423.822 1129.51,423.368 1129.62,422.914 1129.74,422.46 1129.86,422.006 \n",
" 1129.98,421.553 1130.09,421.099 1130.21,420.646 1130.33,420.193 1130.44,419.74 1130.56,419.287 1130.68,418.835 1130.8,418.382 1130.91,417.93 1131.03,417.478 \n",
" 1131.15,417.026 1131.27,416.574 1131.38,416.123 1131.5,415.672 1131.62,415.22 1131.73,414.769 1131.85,414.318 1131.97,413.868 1132.09,413.417 1132.2,412.967 \n",
" 1132.32,412.517 1132.44,412.067 1132.56,411.617 1132.67,411.167 1132.79,410.718 1132.91,410.269 1133.02,409.82 1133.14,409.371 1133.26,408.922 1133.38,408.473 \n",
" 1133.49,408.025 1133.61,407.577 1133.73,407.129 1133.85,406.681 1133.96,406.233 1134.08,405.786 1134.2,405.339 1134.31,404.892 1134.43,404.445 1134.55,403.998 \n",
" 1134.67,403.551 1134.78,403.105 1134.9,402.659 1135.02,402.213 1135.14,401.767 1135.25,401.321 1135.37,400.876 1135.49,400.431 1135.6,399.986 1135.72,399.541 \n",
" 1135.84,399.096 1135.96,398.651 1136.07,398.207 1136.19,397.763 1136.31,397.319 1136.43,396.875 1136.54,396.432 1136.66,395.988 1136.78,395.545 1136.89,395.102 \n",
" 1137.01,394.659 1137.13,394.217 1137.25,393.774 1137.36,393.332 1137.48,392.89 1137.6,392.448 1137.72,392.007 1137.83,391.565 1137.95,391.124 1138.07,390.683 \n",
" 1138.18,390.242 1138.3,389.801 1138.42,389.361 1138.54,388.921 1138.65,388.48 1138.77,388.041 1138.89,387.601 1139.01,387.161 1139.12,386.722 1139.24,386.283 \n",
" 1139.36,385.844 1139.47,385.405 1139.59,384.967 1139.71,384.529 1139.83,384.091 1139.94,383.653 1140.06,383.215 1140.18,382.778 1140.3,382.34 1140.41,381.903 \n",
" 1140.53,381.466 1140.65,381.03 1140.76,380.593 1140.88,380.157 1141,379.721 1141.12,379.285 1141.23,378.849 1141.35,378.414 1141.47,377.979 1141.59,377.544 \n",
" 1141.7,377.109 1141.82,376.674 1141.94,376.24 1142.05,375.806 1142.17,375.372 1142.29,374.938 1142.41,374.504 1142.52,374.071 1142.64,373.638 1142.76,373.205 \n",
" 1142.88,372.772 1142.99,372.34 1143.11,371.908 1143.23,371.475 1143.34,371.044 1143.46,370.612 1143.58,370.18 1143.7,369.749 1143.81,369.318 1143.93,368.887 \n",
" 1144.05,368.457 1144.17,368.026 1144.28,367.596 1144.4,367.166 1144.52,366.737 1144.63,366.307 1144.75,365.878 1144.87,365.449 1144.99,365.02 1145.1,364.591 \n",
" 1145.22,364.163 1145.34,363.735 1145.46,363.307 1145.57,362.879 1145.69,362.452 1145.81,362.024 1145.92,361.597 1146.04,361.17 1146.16,360.744 1146.28,360.317 \n",
" 1146.39,359.891 1146.51,359.465 1146.63,359.039 1146.75,358.614 1146.86,358.189 1146.98,357.763 1147.1,357.339 1147.21,356.914 1147.33,356.49 1147.45,356.065 \n",
" 1147.57,355.642 1147.68,355.218 1147.8,354.794 1147.92,354.371 1148.04,353.948 1148.15,353.525 1148.27,353.103 1148.39,352.68 1148.5,352.258 1148.62,351.836 \n",
" 1148.74,351.415 1148.86,350.993 1148.97,350.572 1149.09,350.151 1149.21,349.731 1149.33,349.31 1149.44,348.89 1149.56,348.47 1149.68,348.05 1149.79,347.631 \n",
" 1149.91,347.211 1150.03,346.792 1150.15,346.373 1150.26,345.955 1150.38,345.536 1150.5,345.118 1150.62,344.7 1150.73,344.283 1150.85,343.865 1150.97,343.448 \n",
" 1151.08,343.031 1151.2,342.614 1151.32,342.198 1151.44,341.782 1151.55,341.366 1151.67,340.95 1151.79,340.535 1151.91,340.119 1152.02,339.704 1152.14,339.29 \n",
" 1152.26,338.875 1152.37,338.461 1152.49,338.047 1152.61,337.633 1152.73,337.219 1152.84,336.806 1152.96,336.393 1153.08,335.98 1153.2,335.568 1153.31,335.155 \n",
" 1153.43,334.743 1153.55,334.331 1153.66,333.92 1153.78,333.509 1153.9,333.097 1154.02,332.687 1154.13,332.276 1154.25,331.866 1154.37,331.456 1154.49,331.046 \n",
" 1154.6,330.636 1154.72,330.227 1154.84,329.818 1154.95,329.409 1155.07,329 1155.19,328.592 1155.31,328.184 1155.42,327.776 1155.54,327.369 1155.66,326.961 \n",
" 1155.78,326.554 1155.89,326.147 1156.01,325.741 1156.13,325.335 1156.24,324.929 1156.36,324.523 1156.48,324.117 1156.6,323.712 1156.71,323.307 1156.83,322.902 \n",
" 1156.95,322.498 1157.07,322.094 1157.18,321.69 1157.3,321.286 1157.42,320.882 1157.53,320.479 1157.65,320.076 1157.77,319.674 1157.89,319.271 1158,318.869 \n",
" 1158.12,318.467 1158.24,318.066 1158.36,317.664 1158.47,317.263 1158.59,316.862 1158.71,316.462 1158.82,316.061 1158.94,315.661 1159.06,315.262 1159.18,314.862 \n",
" 1159.29,314.463 1159.41,314.064 1159.53,313.665 1159.65,313.267 1159.76,312.869 1159.88,312.471 1160,312.073 1160.11,311.676 1160.23,311.279 1160.35,310.882 \n",
" 1160.47,310.485 1160.58,310.089 1160.7,309.693 1160.82,309.297 1160.94,308.902 1161.05,308.506 1161.17,308.112 1161.29,307.717 1161.4,307.323 1161.52,306.928 \n",
" 1161.64,306.535 1161.76,306.141 1161.87,305.748 1161.99,305.355 1162.11,304.962 1162.23,304.569 1162.34,304.177 1162.46,303.785 1162.58,303.394 1162.69,303.002 \n",
" 1162.81,302.611 1162.93,302.221 1163.05,301.83 1163.16,301.44 1163.28,301.05 1163.4,300.66 1163.52,300.271 1163.63,299.882 1163.75,299.493 1163.87,299.104 \n",
" 1163.98,298.716 1164.1,298.328 1164.22,297.94 1164.34,297.553 1164.45,297.166 1164.57,296.779 1164.69,296.392 1164.81,296.006 1164.92,295.62 1165.04,295.234 \n",
" 1165.16,294.849 1165.27,294.463 1165.39,294.078 1165.51,293.694 1165.63,293.31 1165.74,292.926 1165.86,292.542 1165.98,292.158 1166.1,291.775 1166.21,291.392 \n",
" 1166.33,291.01 1166.45,290.627 1166.56,290.245 1166.68,289.864 1166.8,289.482 1166.92,289.101 1167.03,288.72 1167.15,288.34 1167.27,287.96 1167.39,287.58 \n",
" 1167.5,287.2 1167.62,286.821 1167.74,286.441 1167.85,286.063 1167.97,285.684 1168.09,285.306 1168.21,284.928 1168.32,284.55 1168.44,284.173 1168.56,283.796 \n",
" 1168.68,283.419 1168.79,283.043 1168.91,282.667 1169.03,282.291 1169.14,281.915 1169.26,281.54 1169.38,281.165 1169.5,280.79 1169.61,280.416 1169.73,280.042 \n",
" 1169.85,279.668 1169.97,279.295 1170.08,278.922 1170.2,278.549 1170.32,278.176 1170.43,277.804 1170.55,277.432 1170.67,277.06 1170.79,276.689 1170.9,276.318 \n",
" 1171.02,275.947 1171.14,275.577 1171.26,275.207 1171.37,274.837 1171.49,274.467 1171.61,274.098 1171.73,273.729 1171.84,273.361 1171.96,272.992 1172.08,272.624 \n",
" 1172.19,272.257 1172.31,271.889 1172.43,271.522 1172.55,271.156 1172.66,270.789 1172.78,270.423 1172.9,270.057 1173.02,269.692 1173.13,269.326 1173.25,268.962 \n",
" 1173.37,268.597 1173.48,268.233 1173.6,267.869 1173.72,267.505 1173.84,267.142 1173.95,266.779 1174.07,266.416 1174.19,266.054 1174.31,265.691 1174.42,265.33 \n",
" 1174.54,264.968 1174.66,264.607 1174.77,264.246 1174.89,263.886 1175.01,263.525 1175.13,263.166 1175.24,262.806 1175.36,262.447 1175.48,262.088 1175.6,261.729 \n",
" 1175.71,261.371 1175.83,261.013 1175.95,260.655 1176.06,260.298 1176.18,259.941 1176.3,259.584 1176.42,259.228 1176.53,258.872 1176.65,258.516 1176.77,258.161 \n",
" 1176.89,257.805 1177,257.451 1177.12,257.096 1177.24,256.742 1177.35,256.388 1177.47,256.035 1177.59,255.682 1177.71,255.329 1177.82,254.976 1177.94,254.624 \n",
" 1178.06,254.272 1178.18,253.921 1178.29,253.569 1178.41,253.218 1178.53,252.868 1178.64,252.518 1178.76,252.168 1178.88,251.818 1179,251.469 1179.11,251.12 \n",
" 1179.23,250.771 1179.35,250.423 1179.47,250.075 1179.58,249.727 1179.7,249.38 1179.82,249.033 1179.93,248.686 1180.05,248.34 1180.17,247.994 1180.29,247.649 \n",
" 1180.4,247.303 1180.52,246.958 1180.64,246.614 1180.76,246.269 1180.87,245.925 1180.99,245.582 1181.11,245.238 1181.22,244.895 1181.34,244.553 1181.46,244.21 \n",
" 1181.58,243.868 1181.69,243.527 1181.81,243.186 1181.93,242.845 1182.05,242.504 1182.16,242.164 1182.28,241.824 1182.4,241.484 1182.51,241.145 1182.63,240.806 \n",
" 1182.75,240.467 1182.87,240.129 1182.98,239.791 1183.1,239.453 1183.22,239.116 1183.34,238.779 1183.45,238.443 1183.57,238.107 1183.69,237.771 1183.8,237.435 \n",
" 1183.92,237.1 1184.04,236.765 1184.16,236.431 1184.27,236.096 1184.39,235.763 1184.51,235.429 1184.63,235.096 1184.74,234.763 1184.86,234.431 1184.98,234.099 \n",
" 1185.09,233.767 1185.21,233.435 1185.33,233.104 1185.45,232.774 1185.56,232.443 1185.68,232.113 1185.8,231.784 1185.92,231.454 1186.03,231.125 1186.15,230.797 \n",
" 1186.27,230.468 1186.38,230.14 1186.5,229.813 1186.62,229.485 1186.74,229.159 1186.85,228.832 1186.97,228.506 1187.09,228.18 1187.21,227.855 1187.32,227.529 \n",
" 1187.44,227.205 1187.56,226.88 1187.67,226.556 1187.79,226.232 1187.91,225.909 1188.03,225.586 1188.14,225.263 1188.26,224.941 1188.38,224.619 1188.5,224.297 \n",
" 1188.61,223.976 1188.73,223.655 1188.85,223.335 1188.96,223.015 1189.08,222.695 1189.2,222.375 1189.32,222.056 1189.43,221.737 1189.55,221.419 1189.67,221.101 \n",
" 1189.79,220.783 1189.9,220.466 1190.02,220.149 1190.14,219.832 1190.25,219.516 1190.37,219.2 1190.49,218.885 1190.61,218.57 1190.72,218.255 1190.84,217.94 \n",
" 1190.96,217.626 1191.08,217.312 1191.19,216.999 1191.31,216.686 1191.43,216.373 1191.54,216.061 1191.66,215.749 1191.78,215.438 1191.9,215.127 1192.01,214.816 \n",
" 1192.13,214.505 1192.25,214.195 1192.37,213.886 1192.48,213.576 1192.6,213.267 1192.72,212.959 1192.83,212.65 1192.95,212.342 1193.07,212.035 1193.19,211.728 \n",
" 1193.3,211.421 1193.42,211.115 1193.54,210.809 1193.66,210.503 1193.77,210.198 1193.89,209.893 1194.01,209.588 1194.12,209.284 1194.24,208.98 1194.36,208.677 \n",
" 1194.48,208.373 1194.59,208.071 1194.71,207.768 1194.83,207.466 1194.95,207.165 1195.06,206.864 1195.18,206.563 1195.3,206.262 1195.41,205.962 1195.53,205.662 \n",
" 1195.65,205.363 1195.77,205.064 1195.88,204.765 1196,204.467 1196.12,204.169 1196.24,203.872 1196.35,203.575 1196.47,203.278 1196.59,202.982 1196.7,202.686 \n",
" 1196.82,202.39 1196.94,202.095 1197.06,201.8 1197.17,201.506 1197.29,201.211 1197.41,200.918 1197.53,200.624 1197.64,200.331 1197.76,200.039 1197.88,199.747 \n",
" 1197.99,199.455 1198.11,199.163 1198.23,198.872 1198.35,198.582 1198.46,198.291 1198.58,198.002 1198.7,197.712 1198.82,197.423 1198.93,197.134 1199.05,196.846 \n",
" 1199.17,196.558 1199.28,196.27 1199.4,195.983 1199.52,195.696 1199.64,195.41 1199.75,195.123 1199.87,194.838 1199.99,194.552 1200.11,194.268 1200.22,193.983 \n",
" 1200.34,193.699 1200.46,193.415 1200.57,193.132 1200.69,192.849 1200.81,192.566 1200.93,192.284 1201.04,192.002 1201.16,191.721 1201.28,191.44 1201.4,191.159 \n",
" 1201.51,190.879 1201.63,190.599 1201.75,190.319 1201.86,190.04 1201.98,189.761 1202.1,189.483 1202.22,189.205 1202.33,188.928 1202.45,188.651 1202.57,188.374 \n",
" 1202.69,188.097 1202.8,187.821 1202.92,187.546 1203.04,187.271 1203.15,186.996 1203.27,186.721 1203.39,186.447 1203.51,186.174 1203.62,185.901 1203.74,185.628 \n",
" 1203.86,185.355 1203.98,185.083 1204.09,184.812 1204.21,184.54 1204.33,184.27 1204.44,183.999 1204.56,183.729 1204.68,183.459 1204.8,183.19 1204.91,182.921 \n",
" 1205.03,182.653 1205.15,182.385 1205.27,182.117 1205.38,181.85 1205.5,181.583 1205.62,181.316 1205.73,181.05 1205.85,180.785 1205.97,180.519 1206.09,180.254 \n",
" 1206.2,179.99 1206.32,179.726 1206.44,179.462 1206.56,179.199 1206.67,178.936 1206.79,178.673 1206.91,178.411 1207.02,178.15 1207.14,177.888 1207.26,177.628 \n",
" 1207.38,177.367 1207.49,177.107 1207.61,176.847 1207.73,176.588 1207.85,176.329 1207.96,176.071 1208.08,175.813 1208.2,175.555 1208.31,175.298 1208.43,175.041 \n",
" 1208.55,174.785 1208.67,174.529 1208.78,174.273 1208.9,174.018 1209.02,173.763 1209.14,173.509 1209.25,173.255 1209.37,173.001 1209.49,172.748 1209.6,172.495 \n",
" 1209.72,172.243 1209.84,171.991 1209.96,171.739 1210.07,171.488 1210.19,171.238 1210.31,170.987 1210.43,170.737 1210.54,170.488 1210.66,170.239 1210.78,169.99 \n",
" 1210.89,169.742 1211.01,169.494 1211.13,169.247 1211.25,169 1211.36,168.753 1211.48,168.507 1211.6,168.261 1211.72,168.016 1211.83,167.771 1211.95,167.526 \n",
" 1212.07,167.282 1212.18,167.038 1212.3,166.795 1212.42,166.552 1212.54,166.31 1212.65,166.067 1212.77,165.826 1212.89,165.585 1213.01,165.344 1213.12,165.103 \n",
" 1213.24,164.863 1213.36,164.624 1213.47,164.385 1213.59,164.146 1213.71,163.908 1213.83,163.67 1213.94,163.432 1214.06,163.195 1214.18,162.959 1214.3,162.722 \n",
" 1214.41,162.487 1214.53,162.251 1214.65,162.016 1214.76,161.782 1214.88,161.547 1215,161.314 1215.12,161.08 1215.23,160.848 1215.35,160.615 1215.47,160.383 \n",
" 1215.59,160.151 1215.7,159.92 1215.82,159.69 1215.94,159.459 1216.05,159.229 1216.17,159 1216.29,158.771 1216.41,158.542 1216.52,158.314 1216.64,158.086 \n",
" 1216.76,157.859 1216.88,157.632 1216.99,157.405 1217.11,157.179 1217.23,156.953 1217.34,156.728 1217.46,156.503 1217.58,156.279 1217.7,156.055 1217.81,155.831 \n",
" 1217.93,155.608 1218.05,155.385 1218.17,155.163 1218.28,154.941 1218.4,154.72 1218.52,154.499 1218.63,154.278 1218.75,154.058 1218.87,153.838 1218.99,153.619 \n",
" 1219.1,153.4 1219.22,153.182 1219.34,152.964 1219.46,152.746 1219.57,152.529 1219.69,152.312 1219.81,152.096 1219.92,151.88 1220.04,151.664 1220.16,151.449 \n",
" 1220.28,151.235 1220.39,151.021 1220.51,150.807 1220.63,150.594 1220.75,150.381 1220.86,150.168 1220.98,149.956 1221.1,149.745 1221.21,149.534 1221.33,149.323 \n",
" 1221.45,149.113 1221.57,148.903 1221.68,148.694 1221.8,148.485 1221.92,148.276 1222.04,148.068 1222.15,147.86 1222.27,147.653 1222.39,147.446 1222.5,147.24 \n",
" 1222.62,147.034 1222.74,146.828 1222.86,146.623 1222.97,146.419 1223.09,146.215 1223.21,146.011 1223.33,145.808 1223.44,145.605 1223.56,145.402 1223.68,145.2 \n",
" 1223.79,144.999 1223.91,144.797 1224.03,144.597 1224.15,144.397 1224.26,144.197 1224.38,143.997 1224.5,143.798 1224.62,143.6 1224.73,143.402 1224.85,143.204 \n",
" 1224.97,143.007 1225.08,142.81 1225.2,142.614 1225.32,142.418 1225.44,142.223 1225.55,142.028 1225.67,141.833 1225.79,141.639 1225.91,141.445 1226.02,141.252 \n",
" 1226.14,141.059 1226.26,140.867 1226.37,140.675 1226.49,140.484 1226.61,140.293 1226.73,140.102 1226.84,139.912 1226.96,139.722 1227.08,139.533 1227.2,139.344 \n",
" 1227.31,139.156 1227.43,138.968 1227.55,138.78 1227.66,138.593 1227.78,138.407 1227.9,138.221 1228.02,138.035 1228.13,137.85 1228.25,137.665 1228.37,137.48 \n",
" 1228.49,137.296 1228.6,137.113 1228.72,136.93 1228.84,136.747 1228.95,136.565 1229.07,136.384 1229.19,136.202 1229.31,136.021 1229.42,135.841 1229.54,135.661 \n",
" 1229.66,135.482 1229.78,135.303 1229.89,135.124 1230.01,134.946 1230.13,134.768 1230.24,134.591 1230.36,134.414 1230.48,134.238 1230.6,134.062 1230.71,133.887 \n",
" 1230.83,133.712 1230.95,133.537 1231.07,133.363 1231.18,133.189 1231.3,133.016 1231.42,132.844 1231.53,132.671 1231.65,132.499 1231.77,132.328 1231.89,132.157 \n",
" 1232,131.987 1232.12,131.817 1232.24,131.647 1232.36,131.478 1232.47,131.309 1232.59,131.141 1232.71,130.973 1232.82,130.806 1232.94,130.639 1233.06,130.473 \n",
" 1233.18,130.307 1233.29,130.141 1233.41,129.976 1233.53,129.811 1233.65,129.647 1233.76,129.484 1233.88,129.32 1234,129.158 1234.11,128.995 1234.23,128.833 \n",
" 1234.35,128.672 1234.47,128.511 1234.58,128.35 1234.7,128.19 1234.82,128.031 1234.94,127.872 1235.05,127.713 1235.17,127.555 1235.29,127.397 1235.4,127.239 \n",
" 1235.52,127.083 1235.64,126.926 1235.76,126.77 1235.87,126.615 1235.99,126.46 1236.11,126.305 1236.23,126.151 1236.34,125.997 1236.46,125.844 1236.58,125.691 \n",
" 1236.7,125.539 1236.81,125.387 1236.93,125.236 1237.05,125.085 1237.16,124.934 1237.28,124.784 1237.4,124.635 1237.52,124.485 1237.63,124.337 1237.75,124.189 \n",
" 1237.87,124.041 1237.99,123.894 1238.1,123.747 1238.22,123.6 1238.34,123.455 1238.45,123.309 1238.57,123.164 1238.69,123.02 1238.81,122.876 1238.92,122.732 \n",
" 1239.04,122.589 1239.16,122.446 1239.28,122.304 1239.39,122.162 1239.51,122.021 1239.63,121.88 1239.74,121.74 1239.86,121.6 1239.98,121.46 1240.1,121.322 \n",
" 1240.21,121.183 1240.33,121.045 1240.45,120.907 1240.57,120.77 1240.68,120.634 1240.8,120.497 1240.92,120.362 1241.03,120.226 1241.15,120.092 1241.27,119.957 \n",
" 1241.39,119.823 1241.5,119.69 1241.62,119.557 1241.74,119.424 1241.86,119.292 1241.97,119.161 1242.09,119.03 1242.21,118.899 1242.32,118.769 1242.44,118.639 \n",
" 1242.56,118.51 1242.68,118.381 1242.79,118.253 1242.91,118.125 1243.03,117.998 1243.15,117.871 1243.26,117.744 1243.38,117.618 1243.5,117.493 1243.61,117.368 \n",
" 1243.73,117.243 1243.85,117.119 1243.97,116.996 1244.08,116.872 1244.2,116.75 1244.32,116.627 1244.44,116.506 1244.55,116.384 1244.67,116.263 1244.79,116.143 \n",
" 1244.9,116.023 1245.02,115.904 1245.14,115.785 1245.26,115.666 1245.37,115.548 1245.49,115.431 1245.61,115.314 1245.73,115.197 1245.84,115.081 1245.96,114.965 \n",
" 1246.08,114.85 1246.19,114.735 1246.31,114.621 1246.43,114.507 1246.55,114.394 1246.66,114.281 1246.78,114.168 1246.9,114.056 1247.02,113.945 1247.13,113.834 \n",
" 1247.25,113.724 1247.37,113.613 1247.48,113.504 1247.6,113.395 1247.72,113.286 1247.84,113.178 1247.95,113.07 1248.07,112.963 1248.19,112.856 1248.31,112.75 \n",
" 1248.42,112.644 1248.54,112.539 1248.66,112.434 1248.77,112.33 1248.89,112.226 1249.01,112.122 1249.13,112.019 1249.24,111.917 1249.36,111.815 1249.48,111.713 \n",
" 1249.6,111.612 1249.71,111.511 1249.83,111.411 1249.95,111.312 1250.06,111.212 1250.18,111.114 1250.3,111.015 1250.42,110.918 1250.53,110.82 1250.65,110.723 \n",
" 1250.77,110.627 1250.89,110.531 1251,110.436 1251.12,110.341 1251.24,110.246 1251.35,110.152 1251.47,110.059 1251.59,109.966 1251.71,109.873 1251.82,109.781 \n",
" 1251.94,109.689 1252.06,109.598 1252.18,109.508 1252.29,109.417 1252.41,109.328 1252.53,109.238 1252.64,109.15 1252.76,109.061 1252.88,108.974 1253,108.886 \n",
" 1253.11,108.799 1253.23,108.713 1253.35,108.627 1253.47,108.542 1253.58,108.457 1253.7,108.372 1253.82,108.288 1253.93,108.205 1254.05,108.122 1254.17,108.039 \n",
" 1254.29,107.957 1254.4,107.875 1254.52,107.794 1254.64,107.713 1254.76,107.633 1254.87,107.553 1254.99,107.474 1255.11,107.395 1255.22,107.317 1255.34,107.239 \n",
" 1255.46,107.162 1255.58,107.085 1255.69,107.009 1255.81,106.933 1255.93,106.857 1256.05,106.782 1256.16,106.708 1256.28,106.634 1256.4,106.56 1256.51,106.487 \n",
" 1256.63,106.415 1256.75,106.343 1256.87,106.271 1256.98,106.2 1257.1,106.129 1257.22,106.059 1257.34,105.99 1257.45,105.92 1257.57,105.852 1257.69,105.783 \n",
" 1257.8,105.716 1257.92,105.648 1258.04,105.581 1258.16,105.515 1258.27,105.449 1258.39,105.384 1258.51,105.319 1258.63,105.255 1258.74,105.191 1258.86,105.127 \n",
" 1258.98,105.064 1259.09,105.002 1259.21,104.94 1259.33,104.878 1259.45,104.817 1259.56,104.756 1259.68,104.696 1259.8,104.637 1259.92,104.578 1260.03,104.519 \n",
" 1260.15,104.461 1260.27,104.403 1260.38,104.346 1260.5,104.289 1260.62,104.233 1260.74,104.177 1260.85,104.122 1260.97,104.067 1261.09,104.013 1261.21,103.959 \n",
" 1261.32,103.905 1261.44,103.852 1261.56,103.8 1261.67,103.748 1261.79,103.697 1261.91,103.646 1262.03,103.595 1262.14,103.545 1262.26,103.496 1262.38,103.447 \n",
" 1262.5,103.398 1262.61,103.35 1262.73,103.302 1262.85,103.255 1262.96,103.209 1263.08,103.162 1263.2,103.117 1263.32,103.072 1263.43,103.027 1263.55,102.983 \n",
" 1263.67,102.939 1263.79,102.896 1263.9,102.853 1264.02,102.811 1264.14,102.769 1264.25,102.727 1264.37,102.687 1264.49,102.646 1264.61,102.606 1264.72,102.567 \n",
" 1264.84,102.528 1264.96,102.489 1265.08,102.452 1265.19,102.414 1265.31,102.377 1265.43,102.341 1265.54,102.305 1265.66,102.269 1265.78,102.234 1265.9,102.199 \n",
" 1266.01,102.165 1266.13,102.132 1266.25,102.098 1266.37,102.066 1266.48,102.034 1266.6,102.002 1266.72,101.971 1266.83,101.94 1266.95,101.91 1267.07,101.88 \n",
" 1267.19,101.851 1267.3,101.822 1267.42,101.794 1267.54,101.766 1267.66,101.739 1267.77,101.712 1267.89,101.685 1268.01,101.659 1268.12,101.634 1268.24,101.609 \n",
" 1268.36,101.585 1268.48,101.561 1268.59,101.537 1268.71,101.514 1268.83,101.492 1268.95,101.47 1269.06,101.448 1269.18,101.427 1269.3,101.407 1269.41,101.387 \n",
" 1269.53,101.367 1269.65,101.348 1269.77,101.329 1269.88,101.311 1270,101.293 1270.12,101.276 1270.24,101.259 1270.35,101.243 1270.47,101.228 1270.59,101.212 \n",
" 1270.7,101.198 1270.82,101.183 1270.94,101.169 1271.06,101.156 1271.17,101.143 1271.29,101.131 1271.41,101.119 1271.53,101.108 1271.64,101.097 1271.76,101.086 \n",
" 1271.88,101.077 1271.99,101.067 1272.11,101.058 1272.23,101.05 1272.35,101.042 1272.46,101.034 1272.58,101.027 1272.7,101.021 1272.82,101.015 1272.93,101.009 \n",
" 1273.05,101.004 1273.17,100.999 1273.28,100.995 1273.4,100.992 1273.52,100.988 1273.64,100.986 1273.75,100.984 1273.87,100.982 1273.99,100.981 1274.11,100.98 \n",
" 1274.22,100.98 1274.34,100.98 1274.46,100.981 1274.57,100.982 1274.69,100.984 1274.81,100.986 1274.93,100.988 1275.04,100.992 1275.16,100.995 1275.28,100.999 \n",
" 1275.4,101.004 1275.51,101.009 1275.63,101.015 1275.75,101.021 1275.86,101.027 1275.98,101.034 1276.1,101.042 1276.22,101.05 1276.33,101.058 1276.45,101.067 \n",
" 1276.57,101.077 1276.69,101.086 1276.8,101.097 1276.92,101.108 1277.04,101.119 1277.15,101.131 1277.27,101.143 1277.39,101.156 1277.51,101.169 1277.62,101.183 \n",
" 1277.74,101.198 1277.86,101.212 1277.98,101.228 1278.09,101.243 1278.21,101.259 1278.33,101.276 1278.44,101.293 1278.56,101.311 1278.68,101.329 1278.8,101.348 \n",
" 1278.91,101.367 1279.03,101.387 1279.15,101.407 1279.27,101.427 1279.38,101.448 1279.5,101.47 1279.62,101.492 1279.73,101.514 1279.85,101.537 1279.97,101.561 \n",
" 1280.09,101.585 1280.2,101.609 1280.32,101.634 1280.44,101.659 1280.56,101.685 1280.67,101.712 1280.79,101.739 1280.91,101.766 1281.02,101.794 1281.14,101.822 \n",
" 1281.26,101.851 1281.38,101.88 1281.49,101.91 1281.61,101.94 1281.73,101.971 1281.85,102.002 1281.96,102.034 1282.08,102.066 1282.2,102.098 1282.31,102.132 \n",
" 1282.43,102.165 1282.55,102.199 1282.67,102.234 1282.78,102.269 1282.9,102.305 1283.02,102.341 1283.14,102.377 1283.25,102.414 1283.37,102.452 1283.49,102.489 \n",
" 1283.6,102.528 1283.72,102.567 1283.84,102.606 1283.96,102.646 1284.07,102.687 1284.19,102.727 1284.31,102.769 1284.43,102.811 1284.54,102.853 1284.66,102.896 \n",
" 1284.78,102.939 1284.89,102.983 1285.01,103.027 1285.13,103.072 1285.25,103.117 1285.36,103.162 1285.48,103.209 1285.6,103.255 1285.72,103.302 1285.83,103.35 \n",
" 1285.95,103.398 1286.07,103.447 1286.18,103.496 1286.3,103.545 1286.42,103.595 1286.54,103.646 1286.65,103.697 1286.77,103.748 1286.89,103.8 1287.01,103.852 \n",
" 1287.12,103.905 1287.24,103.959 1287.36,104.013 1287.47,104.067 1287.59,104.122 1287.71,104.177 1287.83,104.233 1287.94,104.289 1288.06,104.346 1288.18,104.403 \n",
" 1288.3,104.461 1288.41,104.519 1288.53,104.578 1288.65,104.637 1288.76,104.696 1288.88,104.756 1289,104.817 1289.12,104.878 1289.23,104.94 1289.35,105.002 \n",
" 1289.47,105.064 1289.59,105.127 1289.7,105.191 1289.82,105.255 1289.94,105.319 1290.05,105.384 1290.17,105.449 1290.29,105.515 1290.41,105.581 1290.52,105.648 \n",
" 1290.64,105.716 1290.76,105.783 1290.88,105.852 1290.99,105.92 1291.11,105.99 1291.23,106.059 1291.34,106.129 1291.46,106.2 1291.58,106.271 1291.7,106.343 \n",
" 1291.81,106.415 1291.93,106.487 1292.05,106.56 1292.17,106.634 1292.28,106.708 1292.4,106.782 1292.52,106.857 1292.63,106.933 1292.75,107.009 1292.87,107.085 \n",
" 1292.99,107.162 1293.1,107.239 1293.22,107.317 1293.34,107.395 1293.46,107.474 1293.57,107.553 1293.69,107.633 1293.81,107.713 1293.92,107.794 1294.04,107.875 \n",
" 1294.16,107.957 1294.28,108.039 1294.39,108.122 1294.51,108.205 1294.63,108.288 1294.75,108.372 1294.86,108.457 1294.98,108.542 1295.1,108.627 1295.21,108.713 \n",
" 1295.33,108.799 1295.45,108.886 1295.57,108.974 1295.68,109.061 1295.8,109.15 1295.92,109.238 1296.04,109.328 1296.15,109.417 1296.27,109.508 1296.39,109.598 \n",
" 1296.5,109.689 1296.62,109.781 1296.74,109.873 1296.86,109.966 1296.97,110.059 1297.09,110.152 1297.21,110.246 1297.33,110.341 1297.44,110.436 1297.56,110.531 \n",
" 1297.68,110.627 1297.79,110.723 1297.91,110.82 1298.03,110.918 1298.15,111.015 1298.26,111.114 1298.38,111.212 1298.5,111.312 1298.62,111.411 1298.73,111.511 \n",
" 1298.85,111.612 1298.97,111.713 1299.08,111.815 1299.2,111.917 1299.32,112.019 1299.44,112.122 1299.55,112.226 1299.67,112.33 1299.79,112.434 1299.91,112.539 \n",
" 1300.02,112.644 1300.14,112.75 1300.26,112.856 1300.37,112.963 1300.49,113.07 1300.61,113.178 1300.73,113.286 1300.84,113.395 1300.96,113.504 1301.08,113.613 \n",
" 1301.2,113.724 1301.31,113.834 1301.43,113.945 1301.55,114.056 1301.66,114.168 1301.78,114.281 1301.9,114.394 1302.02,114.507 1302.13,114.621 1302.25,114.735 \n",
" 1302.37,114.85 1302.49,114.965 1302.6,115.081 1302.72,115.197 1302.84,115.314 1302.96,115.431 1303.07,115.548 1303.19,115.666 1303.31,115.785 1303.42,115.904 \n",
" 1303.54,116.023 1303.66,116.143 1303.78,116.263 1303.89,116.384 1304.01,116.506 1304.13,116.627 1304.25,116.75 1304.36,116.872 1304.48,116.996 1304.6,117.119 \n",
" 1304.71,117.243 1304.83,117.368 1304.95,117.493 1305.07,117.618 1305.18,117.744 1305.3,117.871 1305.42,117.998 1305.54,118.125 1305.65,118.253 1305.77,118.381 \n",
" 1305.89,118.51 1306,118.639 1306.12,118.769 1306.24,118.899 1306.36,119.03 1306.47,119.161 1306.59,119.292 1306.71,119.424 1306.83,119.557 1306.94,119.69 \n",
" 1307.06,119.823 1307.18,119.957 1307.29,120.092 1307.41,120.226 1307.53,120.362 1307.65,120.497 1307.76,120.634 1307.88,120.77 1308,120.907 1308.12,121.045 \n",
" 1308.23,121.183 1308.35,121.322 1308.47,121.46 1308.58,121.6 1308.7,121.74 1308.82,121.88 1308.94,122.021 1309.05,122.162 1309.17,122.304 1309.29,122.446 \n",
" 1309.41,122.589 1309.52,122.732 1309.64,122.876 1309.76,123.02 1309.87,123.164 1309.99,123.309 1310.11,123.455 1310.23,123.6 1310.34,123.747 1310.46,123.894 \n",
" 1310.58,124.041 1310.7,124.189 1310.81,124.337 1310.93,124.485 1311.05,124.635 1311.16,124.784 1311.28,124.934 1311.4,125.085 1311.52,125.236 1311.63,125.387 \n",
" 1311.75,125.539 1311.87,125.691 1311.99,125.844 1312.1,125.997 1312.22,126.151 1312.34,126.305 1312.45,126.46 1312.57,126.615 1312.69,126.77 1312.81,126.926 \n",
" 1312.92,127.083 1313.04,127.239 1313.16,127.397 1313.28,127.555 1313.39,127.713 1313.51,127.872 1313.63,128.031 1313.74,128.19 1313.86,128.35 1313.98,128.511 \n",
" 1314.1,128.672 1314.21,128.833 1314.33,128.995 1314.45,129.158 1314.57,129.32 1314.68,129.484 1314.8,129.647 1314.92,129.811 1315.03,129.976 1315.15,130.141 \n",
" 1315.27,130.307 1315.39,130.473 1315.5,130.639 1315.62,130.806 1315.74,130.973 1315.86,131.141 1315.97,131.309 1316.09,131.478 1316.21,131.647 1316.32,131.817 \n",
" 1316.44,131.987 1316.56,132.157 1316.68,132.328 1316.79,132.499 1316.91,132.671 1317.03,132.844 1317.15,133.016 1317.26,133.189 1317.38,133.363 1317.5,133.537 \n",
" 1317.61,133.712 1317.73,133.887 1317.85,134.062 1317.97,134.238 1318.08,134.414 1318.2,134.591 1318.32,134.768 1318.44,134.946 1318.55,135.124 1318.67,135.303 \n",
" 1318.79,135.482 1318.9,135.661 1319.02,135.841 1319.14,136.021 1319.26,136.202 1319.37,136.384 1319.49,136.565 1319.61,136.747 1319.73,136.93 1319.84,137.113 \n",
" 1319.96,137.296 1320.08,137.48 1320.19,137.665 1320.31,137.85 1320.43,138.035 1320.55,138.221 1320.66,138.407 1320.78,138.593 1320.9,138.78 1321.02,138.968 \n",
" 1321.13,139.156 1321.25,139.344 1321.37,139.533 1321.48,139.722 1321.6,139.912 1321.72,140.102 1321.84,140.293 1321.95,140.484 1322.07,140.675 1322.19,140.867 \n",
" 1322.31,141.059 1322.42,141.252 1322.54,141.445 1322.66,141.639 1322.77,141.833 1322.89,142.028 1323.01,142.223 1323.13,142.418 1323.24,142.614 1323.36,142.81 \n",
" 1323.48,143.007 1323.6,143.204 1323.71,143.402 1323.83,143.6 1323.95,143.798 1324.06,143.997 1324.18,144.197 1324.3,144.397 1324.42,144.597 1324.53,144.797 \n",
" 1324.65,144.999 1324.77,145.2 1324.89,145.402 1325,145.605 1325.12,145.808 1325.24,146.011 1325.35,146.215 1325.47,146.419 1325.59,146.623 1325.71,146.828 \n",
" 1325.82,147.034 1325.94,147.24 1326.06,147.446 1326.18,147.653 1326.29,147.86 1326.41,148.068 1326.53,148.276 1326.64,148.485 1326.76,148.694 1326.88,148.903 \n",
" 1327,149.113 1327.11,149.323 1327.23,149.534 1327.35,149.745 1327.47,149.956 1327.58,150.168 1327.7,150.381 1327.82,150.594 1327.93,150.807 1328.05,151.021 \n",
" 1328.17,151.235 1328.29,151.449 1328.4,151.664 1328.52,151.88 1328.64,152.096 1328.76,152.312 1328.87,152.529 1328.99,152.746 1329.11,152.964 1329.22,153.182 \n",
" 1329.34,153.4 1329.46,153.619 1329.58,153.838 1329.69,154.058 1329.81,154.278 1329.93,154.499 1330.05,154.72 1330.16,154.941 1330.28,155.163 1330.4,155.385 \n",
" 1330.51,155.608 1330.63,155.831 1330.75,156.055 1330.87,156.279 1330.98,156.503 1331.1,156.728 1331.22,156.953 1331.34,157.179 1331.45,157.405 1331.57,157.632 \n",
" 1331.69,157.859 1331.8,158.086 1331.92,158.314 1332.04,158.542 1332.16,158.771 1332.27,159 1332.39,159.229 1332.51,159.459 1332.63,159.69 1332.74,159.92 \n",
" 1332.86,160.151 1332.98,160.383 1333.09,160.615 1333.21,160.848 1333.33,161.08 1333.45,161.314 1333.56,161.547 1333.68,161.782 1333.8,162.016 1333.92,162.251 \n",
" 1334.03,162.487 1334.15,162.722 1334.27,162.959 1334.38,163.195 1334.5,163.432 1334.62,163.67 1334.74,163.908 1334.85,164.146 1334.97,164.385 1335.09,164.624 \n",
" 1335.21,164.863 1335.32,165.103 1335.44,165.344 1335.56,165.585 1335.67,165.826 1335.79,166.067 1335.91,166.31 1336.03,166.552 1336.14,166.795 1336.26,167.038 \n",
" 1336.38,167.282 1336.5,167.526 1336.61,167.771 1336.73,168.016 1336.85,168.261 1336.96,168.507 1337.08,168.753 1337.2,169 1337.32,169.247 1337.43,169.494 \n",
" 1337.55,169.742 1337.67,169.99 1337.79,170.239 1337.9,170.488 1338.02,170.737 1338.14,170.987 1338.25,171.238 1338.37,171.488 1338.49,171.739 1338.61,171.991 \n",
" 1338.72,172.243 1338.84,172.495 1338.96,172.748 1339.08,173.001 1339.19,173.255 1339.31,173.509 1339.43,173.763 1339.54,174.018 1339.66,174.273 1339.78,174.529 \n",
" 1339.9,174.785 1340.01,175.041 1340.13,175.298 1340.25,175.555 1340.37,175.813 1340.48,176.071 1340.6,176.329 1340.72,176.588 1340.83,176.847 1340.95,177.107 \n",
" 1341.07,177.367 1341.19,177.628 1341.3,177.888 1341.42,178.15 1341.54,178.411 1341.66,178.673 1341.77,178.936 1341.89,179.199 1342.01,179.462 1342.12,179.726 \n",
" 1342.24,179.99 1342.36,180.254 1342.48,180.519 1342.59,180.785 1342.71,181.05 1342.83,181.316 1342.95,181.583 1343.06,181.85 1343.18,182.117 1343.3,182.385 \n",
" 1343.41,182.653 1343.53,182.921 1343.65,183.19 1343.77,183.459 1343.88,183.729 1344,183.999 1344.12,184.27 1344.24,184.54 1344.35,184.812 1344.47,185.083 \n",
" 1344.59,185.355 1344.7,185.628 1344.82,185.901 1344.94,186.174 1345.06,186.447 1345.17,186.721 1345.29,186.996 1345.41,187.271 1345.53,187.546 1345.64,187.821 \n",
" 1345.76,188.097 1345.88,188.374 1345.99,188.651 1346.11,188.928 1346.23,189.205 1346.35,189.483 1346.46,189.761 1346.58,190.04 1346.7,190.319 1346.82,190.599 \n",
" 1346.93,190.879 1347.05,191.159 1347.17,191.44 1347.28,191.721 1347.4,192.002 1347.52,192.284 1347.64,192.566 1347.75,192.849 1347.87,193.132 1347.99,193.415 \n",
" 1348.11,193.699 1348.22,193.983 1348.34,194.268 1348.46,194.552 1348.57,194.838 1348.69,195.123 1348.81,195.41 1348.93,195.696 1349.04,195.983 1349.16,196.27 \n",
" 1349.28,196.558 1349.4,196.846 1349.51,197.134 1349.63,197.423 1349.75,197.712 1349.86,198.002 1349.98,198.291 1350.1,198.582 1350.22,198.872 1350.33,199.163 \n",
" 1350.45,199.455 1350.57,199.747 1350.69,200.039 1350.8,200.331 1350.92,200.624 1351.04,200.918 1351.15,201.211 1351.27,201.506 1351.39,201.8 1351.51,202.095 \n",
" 1351.62,202.39 1351.74,202.686 1351.86,202.982 1351.98,203.278 1352.09,203.575 1352.21,203.872 1352.33,204.169 1352.44,204.467 1352.56,204.765 1352.68,205.064 \n",
" 1352.8,205.363 1352.91,205.662 1353.03,205.962 1353.15,206.262 1353.27,206.563 1353.38,206.864 1353.5,207.165 1353.62,207.466 1353.73,207.768 1353.85,208.071 \n",
" 1353.97,208.373 1354.09,208.677 1354.2,208.98 1354.32,209.284 1354.44,209.588 1354.56,209.893 1354.67,210.198 1354.79,210.503 1354.91,210.809 1355.02,211.115 \n",
" 1355.14,211.421 1355.26,211.728 1355.38,212.035 1355.49,212.342 1355.61,212.65 1355.73,212.959 1355.85,213.267 1355.96,213.576 1356.08,213.886 1356.2,214.195 \n",
" 1356.31,214.505 1356.43,214.816 1356.55,215.127 1356.67,215.438 1356.78,215.749 1356.9,216.061 1357.02,216.373 1357.14,216.686 1357.25,216.999 1357.37,217.312 \n",
" 1357.49,217.626 1357.6,217.94 1357.72,218.255 1357.84,218.57 1357.96,218.885 1358.07,219.2 1358.19,219.516 1358.31,219.832 1358.43,220.149 1358.54,220.466 \n",
" 1358.66,220.783 1358.78,221.101 1358.89,221.419 1359.01,221.737 1359.13,222.056 1359.25,222.375 1359.36,222.695 1359.48,223.015 1359.6,223.335 1359.72,223.655 \n",
" 1359.83,223.976 1359.95,224.297 1360.07,224.619 1360.18,224.941 1360.3,225.263 1360.42,225.586 1360.54,225.909 1360.65,226.232 1360.77,226.556 1360.89,226.88 \n",
" 1361.01,227.205 1361.12,227.529 1361.24,227.855 1361.36,228.18 1361.47,228.506 1361.59,228.832 1361.71,229.159 1361.83,229.485 1361.94,229.813 1362.06,230.14 \n",
" 1362.18,230.468 1362.3,230.797 1362.41,231.125 1362.53,231.454 1362.65,231.784 1362.76,232.113 1362.88,232.443 1363,232.774 1363.12,233.104 1363.23,233.435 \n",
" 1363.35,233.767 1363.47,234.099 1363.59,234.431 1363.7,234.763 1363.82,235.096 1363.94,235.429 1364.05,235.763 1364.17,236.096 1364.29,236.431 1364.41,236.765 \n",
" 1364.52,237.1 1364.64,237.435 1364.76,237.771 1364.88,238.107 1364.99,238.443 1365.11,238.779 1365.23,239.116 1365.34,239.453 1365.46,239.791 1365.58,240.129 \n",
" 1365.7,240.467 1365.81,240.806 1365.93,241.145 1366.05,241.484 1366.17,241.824 1366.28,242.164 1366.4,242.504 1366.52,242.845 1366.63,243.186 1366.75,243.527 \n",
" 1366.87,243.868 1366.99,244.21 1367.1,244.553 1367.22,244.895 1367.34,245.238 1367.46,245.582 1367.57,245.925 1367.69,246.269 1367.81,246.614 1367.93,246.958 \n",
" 1368.04,247.303 1368.16,247.649 1368.28,247.994 1368.39,248.34 1368.51,248.686 1368.63,249.033 1368.75,249.38 1368.86,249.727 1368.98,250.075 1369.1,250.423 \n",
" 1369.22,250.771 1369.33,251.12 1369.45,251.469 1369.57,251.818 1369.68,252.168 1369.8,252.518 1369.92,252.868 1370.04,253.218 1370.15,253.569 1370.27,253.921 \n",
" 1370.39,254.272 1370.51,254.624 1370.62,254.976 1370.74,255.329 1370.86,255.682 1370.97,256.035 1371.09,256.388 1371.21,256.742 1371.33,257.096 1371.44,257.451 \n",
" 1371.56,257.805 1371.68,258.161 1371.8,258.516 1371.91,258.872 1372.03,259.228 1372.15,259.584 1372.26,259.941 1372.38,260.298 1372.5,260.655 1372.62,261.013 \n",
" 1372.73,261.371 1372.85,261.729 1372.97,262.088 1373.09,262.447 1373.2,262.806 1373.32,263.166 1373.44,263.525 1373.55,263.886 1373.67,264.246 1373.79,264.607 \n",
" 1373.91,264.968 1374.02,265.33 1374.14,265.691 1374.26,266.054 1374.38,266.416 1374.49,266.779 1374.61,267.142 1374.73,267.505 1374.84,267.869 1374.96,268.233 \n",
" 1375.08,268.597 1375.2,268.962 1375.31,269.326 1375.43,269.692 1375.55,270.057 1375.67,270.423 1375.78,270.789 1375.9,271.156 1376.02,271.522 1376.13,271.889 \n",
" 1376.25,272.257 1376.37,272.624 1376.49,272.992 1376.6,273.361 1376.72,273.729 1376.84,274.098 1376.96,274.467 1377.07,274.837 1377.19,275.207 1377.31,275.577 \n",
" 1377.42,275.947 1377.54,276.318 1377.66,276.689 1377.78,277.06 1377.89,277.432 1378.01,277.804 1378.13,278.176 1378.25,278.549 1378.36,278.922 1378.48,279.295 \n",
" 1378.6,279.668 1378.71,280.042 1378.83,280.416 1378.95,280.79 1379.07,281.165 1379.18,281.54 1379.3,281.915 1379.42,282.291 1379.54,282.667 1379.65,283.043 \n",
" 1379.77,283.419 1379.89,283.796 1380,284.173 1380.12,284.55 1380.24,284.928 1380.36,285.306 1380.47,285.684 1380.59,286.063 1380.71,286.441 1380.83,286.821 \n",
" 1380.94,287.2 1381.06,287.58 1381.18,287.96 1381.29,288.34 1381.41,288.72 1381.53,289.101 1381.65,289.482 1381.76,289.864 1381.88,290.245 1382,290.627 \n",
" 1382.12,291.01 1382.23,291.392 1382.35,291.775 1382.47,292.158 1382.58,292.542 1382.7,292.926 1382.82,293.31 1382.94,293.694 1383.05,294.078 1383.17,294.463 \n",
" 1383.29,294.849 1383.41,295.234 1383.52,295.62 1383.64,296.006 1383.76,296.392 1383.87,296.779 1383.99,297.166 1384.11,297.553 1384.23,297.94 1384.34,298.328 \n",
" 1384.46,298.716 1384.58,299.104 1384.7,299.493 1384.81,299.882 1384.93,300.271 1385.05,300.66 1385.16,301.05 1385.28,301.44 1385.4,301.83 1385.52,302.221 \n",
" 1385.63,302.611 1385.75,303.002 1385.87,303.394 1385.99,303.785 1386.1,304.177 1386.22,304.569 1386.34,304.962 1386.45,305.355 1386.57,305.748 1386.69,306.141 \n",
" 1386.81,306.535 1386.92,306.928 1387.04,307.323 1387.16,307.717 1387.28,308.112 1387.39,308.506 1387.51,308.902 1387.63,309.297 1387.74,309.693 1387.86,310.089 \n",
" 1387.98,310.485 1388.1,310.882 1388.21,311.279 1388.33,311.676 1388.45,312.073 1388.57,312.471 1388.68,312.869 1388.8,313.267 1388.92,313.665 1389.03,314.064 \n",
" 1389.15,314.463 1389.27,314.862 1389.39,315.262 1389.5,315.661 1389.62,316.061 1389.74,316.462 1389.86,316.862 1389.97,317.263 1390.09,317.664 1390.21,318.066 \n",
" 1390.32,318.467 1390.44,318.869 1390.56,319.271 1390.68,319.674 1390.79,320.076 1390.91,320.479 1391.03,320.882 1391.15,321.286 1391.26,321.69 1391.38,322.094 \n",
" 1391.5,322.498 1391.61,322.902 1391.73,323.307 1391.85,323.712 1391.97,324.117 1392.08,324.523 1392.2,324.929 1392.32,325.335 1392.44,325.741 1392.55,326.147 \n",
" 1392.67,326.554 1392.79,326.961 1392.9,327.369 1393.02,327.776 1393.14,328.184 1393.26,328.592 1393.37,329 1393.49,329.409 1393.61,329.818 1393.73,330.227 \n",
" 1393.84,330.636 1393.96,331.046 1394.08,331.456 1394.19,331.866 1394.31,332.276 1394.43,332.687 1394.55,333.097 1394.66,333.509 1394.78,333.92 1394.9,334.331 \n",
" 1395.02,334.743 1395.13,335.155 1395.25,335.568 1395.37,335.98 1395.48,336.393 1395.6,336.806 1395.72,337.219 1395.84,337.633 1395.95,338.047 1396.07,338.461 \n",
" 1396.19,338.875 1396.31,339.29 1396.42,339.704 1396.54,340.119 1396.66,340.535 1396.77,340.95 1396.89,341.366 1397.01,341.782 1397.13,342.198 1397.24,342.614 \n",
" 1397.36,343.031 1397.48,343.448 1397.6,343.865 1397.71,344.283 1397.83,344.7 1397.95,345.118 1398.06,345.536 1398.18,345.955 1398.3,346.373 1398.42,346.792 \n",
" 1398.53,347.211 1398.65,347.631 1398.77,348.05 1398.89,348.47 1399,348.89 1399.12,349.31 1399.24,349.731 1399.35,350.151 1399.47,350.572 1399.59,350.993 \n",
" 1399.71,351.415 1399.82,351.836 1399.94,352.258 1400.06,352.68 1400.18,353.103 1400.29,353.525 1400.41,353.948 1400.53,354.371 1400.64,354.794 1400.76,355.218 \n",
" 1400.88,355.642 1401,356.065 1401.11,356.49 1401.23,356.914 1401.35,357.339 1401.47,357.763 1401.58,358.189 1401.7,358.614 1401.82,359.039 1401.93,359.465 \n",
" 1402.05,359.891 1402.17,360.317 1402.29,360.744 1402.4,361.17 1402.52,361.597 1402.64,362.024 1402.76,362.452 1402.87,362.879 1402.99,363.307 1403.11,363.735 \n",
" 1403.22,364.163 1403.34,364.591 1403.46,365.02 1403.58,365.449 1403.69,365.878 1403.81,366.307 1403.93,366.737 1404.05,367.166 1404.16,367.596 1404.28,368.026 \n",
" 1404.4,368.457 1404.51,368.887 1404.63,369.318 1404.75,369.749 1404.87,370.18 1404.98,370.612 1405.1,371.044 1405.22,371.475 1405.34,371.908 1405.45,372.34 \n",
" 1405.57,372.772 1405.69,373.205 1405.8,373.638 1405.92,374.071 1406.04,374.504 1406.16,374.938 1406.27,375.372 1406.39,375.806 1406.51,376.24 1406.63,376.674 \n",
" 1406.74,377.109 1406.86,377.544 1406.98,377.979 1407.09,378.414 1407.21,378.849 1407.33,379.285 1407.45,379.721 1407.56,380.157 1407.68,380.593 1407.8,381.03 \n",
" 1407.92,381.466 1408.03,381.903 1408.15,382.34 1408.27,382.778 1408.38,383.215 1408.5,383.653 1408.62,384.091 1408.74,384.529 1408.85,384.967 1408.97,385.405 \n",
" 1409.09,385.844 1409.21,386.283 1409.32,386.722 1409.44,387.161 1409.56,387.601 1409.67,388.041 1409.79,388.48 1409.91,388.921 1410.03,389.361 1410.14,389.801 \n",
" 1410.26,390.242 1410.38,390.683 1410.5,391.124 1410.61,391.565 1410.73,392.007 1410.85,392.448 1410.96,392.89 1411.08,393.332 1411.2,393.774 1411.32,394.217 \n",
" 1411.43,394.659 1411.55,395.102 1411.67,395.545 1411.79,395.988 1411.9,396.432 1412.02,396.875 1412.14,397.319 1412.25,397.763 1412.37,398.207 1412.49,398.651 \n",
" 1412.61,399.096 1412.72,399.541 1412.84,399.986 1412.96,400.431 1413.08,400.876 1413.19,401.321 1413.31,401.767 1413.43,402.213 1413.54,402.659 1413.66,403.105 \n",
" 1413.78,403.551 1413.9,403.998 1414.01,404.445 1414.13,404.892 1414.25,405.339 1414.37,405.786 1414.48,406.233 1414.6,406.681 1414.72,407.129 1414.83,407.577 \n",
" 1414.95,408.025 1415.07,408.473 1415.19,408.922 1415.3,409.371 1415.42,409.82 1415.54,410.269 1415.66,410.718 1415.77,411.167 1415.89,411.617 1416.01,412.067 \n",
" 1416.12,412.517 1416.24,412.967 1416.36,413.417 1416.48,413.868 1416.59,414.318 1416.71,414.769 1416.83,415.22 1416.95,415.672 1417.06,416.123 1417.18,416.574 \n",
" 1417.3,417.026 1417.41,417.478 1417.53,417.93 1417.65,418.382 1417.77,418.835 1417.88,419.287 1418,419.74 1418.12,420.193 1418.24,420.646 1418.35,421.099 \n",
" 1418.47,421.553 1418.59,422.006 1418.7,422.46 1418.82,422.914 1418.94,423.368 1419.06,423.822 1419.17,424.277 1419.29,424.731 1419.41,425.186 1419.53,425.641 \n",
" 1419.64,426.096 1419.76,426.551 1419.88,427.007 1419.99,427.462 1420.11,427.918 1420.23,428.374 1420.35,428.83 1420.46,429.286 1420.58,429.742 1420.7,430.199 \n",
" 1420.82,430.656 1420.93,431.113 1421.05,431.57 1421.17,432.027 1421.28,432.484 1421.4,432.942 1421.52,433.399 1421.64,433.857 1421.75,434.315 1421.87,434.773 \n",
" 1421.99,435.231 1422.11,435.69 1422.22,436.148 1422.34,436.607 1422.46,437.066 1422.57,437.525 1422.69,437.984 1422.81,438.444 1422.93,438.903 1423.04,439.363 \n",
" 1423.16,439.823 1423.28,440.283 1423.4,440.743 1423.51,441.203 1423.63,441.663 1423.75,442.124 1423.86,442.585 1423.98,443.046 1424.1,443.507 1424.22,443.968 \n",
" 1424.33,444.429 1424.45,444.891 1424.57,445.352 1424.69,445.814 1424.8,446.276 1424.92,446.738 1425.04,447.2 1425.15,447.663 1425.27,448.125 1425.39,448.588 \n",
" 1425.51,449.05 1425.62,449.513 1425.74,449.976 1425.86,450.44 1425.98,450.903 1426.09,451.366 1426.21,451.83 1426.33,452.294 1426.44,452.758 1426.56,453.222 \n",
" 1426.68,453.686 1426.8,454.15 1426.91,454.615 1427.03,455.079 1427.15,455.544 1427.27,456.009 1427.38,456.474 1427.5,456.939 1427.62,457.405 1427.73,457.87 \n",
" 1427.85,458.336 1427.97,458.801 1428.09,459.267 1428.2,459.733 1428.32,460.199 1428.44,460.666 1428.56,461.132 1428.67,461.599 1428.79,462.065 1428.91,462.532 \n",
" 1429.02,462.999 1429.14,463.466 1429.26,463.933 1429.38,464.4 1429.49,464.868 1429.61,465.335 1429.73,465.803 1429.85,466.271 1429.96,466.739 1430.08,467.207 \n",
" 1430.2,467.675 1430.31,468.144 1430.43,468.612 1430.55,469.081 1430.67,469.549 1430.78,470.018 1430.9,470.487 1431.02,470.956 1431.14,471.426 1431.25,471.895 \n",
" 1431.37,472.364 1431.49,472.834 1431.6,473.304 1431.72,473.774 1431.84,474.244 1431.96,474.714 1432.07,475.184 1432.19,475.654 1432.31,476.125 1432.43,476.595 \n",
" 1432.54,477.066 1432.66,477.537 1432.78,478.008 1432.89,478.479 1433.01,478.95 1433.13,479.421 1433.25,479.893 1433.36,480.364 1433.48,480.836 1433.6,481.308 \n",
" 1433.72,481.78 1433.83,482.252 1433.95,482.724 1434.07,483.196 1434.19,483.668 1434.3,484.141 1434.42,484.613 1434.54,485.086 1434.65,485.559 1434.77,486.032 \n",
" 1434.89,486.505 1435.01,486.978 1435.12,487.451 1435.24,487.925 1435.36,488.398 1435.48,488.872 1435.59,489.345 1435.71,489.819 1435.83,490.293 1435.94,490.767 \n",
" 1436.06,491.241 1436.18,491.715 1436.3,492.19 1436.41,492.664 1436.53,493.139 1436.65,493.613 1436.77,494.088 1436.88,494.563 1437,495.038 1437.12,495.513 \n",
" 1437.23,495.988 1437.35,496.464 1437.47,496.939 1437.59,497.414 1437.7,497.89 1437.82,498.366 1437.94,498.842 1438.06,499.318 1438.17,499.794 1438.29,500.27 \n",
" 1438.41,500.746 1438.52,501.222 1438.64,501.699 1438.76,502.175 1438.88,502.652 1438.99,503.128 1439.11,503.605 1439.23,504.082 1439.35,504.559 1439.46,505.036 \n",
" 1439.58,505.513 1439.7,505.991 1439.81,506.468 1439.93,506.946 1440.05,507.423 1440.17,507.901 1440.28,508.379 1440.4,508.857 1440.52,509.334 1440.64,509.813 \n",
" 1440.75,510.291 1440.87,510.769 1440.99,511.247 1441.1,511.726 1441.22,512.204 1441.34,512.683 1441.46,513.161 1441.57,513.64 1441.69,514.119 1441.81,514.598 \n",
" 1441.93,515.077 1442.04,515.556 1442.16,516.035 1442.28,516.515 1442.39,516.994 1442.51,517.474 1442.63,517.953 1442.75,518.433 1442.86,518.913 1442.98,519.392 \n",
" 1443.1,519.872 1443.22,520.352 1443.33,520.832 1443.45,521.313 1443.57,521.793 1443.68,522.273 1443.8,522.754 1443.92,523.234 1444.04,523.715 1444.15,524.195 \n",
" 1444.27,524.676 1444.39,525.157 1444.51,525.638 1444.62,526.119 1444.74,526.6 1444.86,527.081 1444.97,527.562 1445.09,528.044 1445.21,528.525 1445.33,529.006 \n",
" 1445.44,529.488 1445.56,529.97 1445.68,530.451 1445.8,530.933 1445.91,531.415 1446.03,531.897 1446.15,532.379 1446.26,532.861 1446.38,533.343 1446.5,533.825 \n",
" 1446.62,534.307 1446.73,534.79 1446.85,535.272 1446.97,535.755 1447.09,536.237 1447.2,536.72 1447.32,537.203 1447.44,537.685 1447.55,538.168 1447.67,538.651 \n",
" 1447.79,539.134 1447.91,539.617 1448.02,540.1 1448.14,540.584 1448.26,541.067 1448.38,541.55 1448.49,542.034 1448.61,542.517 1448.73,543.001 1448.84,543.484 \n",
" 1448.96,543.968 1449.08,544.452 1449.2,544.935 1449.31,545.419 1449.43,545.903 1449.55,546.387 1449.67,546.871 1449.78,547.355 1449.9,547.839 1450.02,548.324 \n",
" 1450.13,548.808 1450.25,549.292 1450.37,549.777 1450.49,550.261 1450.6,550.746 1450.72,551.23 1450.84,551.715 1450.96,552.2 1451.07,552.685 1451.19,553.169 \n",
" 1451.31,553.654 1451.42,554.139 1451.54,554.624 1451.66,555.109 1451.78,555.594 1451.89,556.08 1452.01,556.565 1452.13,557.05 1452.25,557.535 1452.36,558.021 \n",
" 1452.48,558.506 1452.6,558.992 1452.71,559.477 1452.83,559.963 1452.95,560.449 1453.07,560.934 1453.18,561.42 1453.3,561.906 1453.42,562.392 1453.54,562.878 \n",
" 1453.65,563.364 1453.77,563.85 1453.89,564.336 1454,564.822 1454.12,565.308 1454.24,565.794 1454.36,566.281 1454.47,566.767 1454.59,567.253 1454.71,567.74 \n",
" 1454.83,568.226 1454.94,568.713 1455.06,569.199 1455.18,569.686 1455.29,570.172 1455.41,570.659 1455.53,571.146 1455.65,571.633 1455.76,572.119 1455.88,572.606 \n",
" 1456,573.093 1456.12,573.58 1456.23,574.067 1456.35,574.554 1456.47,575.041 1456.58,575.528 1456.7,576.016 1456.82,576.503 1456.94,576.99 1457.05,577.477 \n",
" 1457.17,577.965 1457.29,578.452 1457.41,578.939 1457.52,579.427 1457.64,579.914 1457.76,580.402 1457.87,580.889 1457.99,581.377 1458.11,581.864 1458.23,582.352 \n",
" 1458.34,582.84 1458.46,583.327 1458.58,583.815 1458.7,584.303 1458.81,584.791 1458.93,585.279 1459.05,585.767 1459.16,586.254 1459.28,586.742 1459.4,587.23 \n",
" 1459.52,587.718 1459.63,588.206 1459.75,588.694 1459.87,589.183 1459.99,589.671 1460.1,590.159 1460.22,590.647 1460.34,591.135 1460.45,591.624 1460.57,592.112 \n",
" 1460.69,592.6 1460.81,593.088 1460.92,593.577 1461.04,594.065 1461.16,594.554 1461.28,595.042 1461.39,595.531 1461.51,596.019 1461.63,596.508 1461.74,596.996 \n",
" 1461.86,597.485 1461.98,597.973 1462.1,598.462 1462.21,598.951 1462.33,599.439 1462.45,599.928 1462.57,600.417 1462.68,600.905 1462.8,601.394 1462.92,601.883 \n",
" 1463.03,602.372 1463.15,602.86 1463.27,603.349 1463.39,603.838 1463.5,604.327 1463.62,604.816 1463.74,605.305 1463.86,605.794 1463.97,606.283 1464.09,606.772 \n",
" 1464.21,607.261 1464.32,607.75 1464.44,608.239 1464.56,608.728 1464.68,609.217 1464.79,609.706 1464.91,610.195 1465.03,610.684 1465.15,611.173 1465.26,611.662 \n",
" 1465.38,612.151 1465.5,612.64 1465.61,613.13 1465.73,613.619 1465.85,614.108 1465.97,614.597 1466.08,615.086 1466.2,615.576 1466.32,616.065 1466.44,616.554 \n",
" 1466.55,617.043 1466.67,617.532 1466.79,618.022 1466.9,618.511 1467.02,619 1467.14,619.49 1467.26,619.979 1467.37,620.468 1467.49,620.957 1467.61,621.447 \n",
" 1467.73,621.936 1467.84,622.425 1467.96,622.915 1468.08,623.404 1468.19,623.893 1468.31,624.383 1468.43,624.872 1468.55,625.362 1468.66,625.851 1468.78,626.34 \n",
" 1468.9,626.83 1469.02,627.319 1469.13,627.808 1469.25,628.298 1469.37,628.787 1469.48,629.276 1469.6,629.766 1469.72,630.255 1469.84,630.745 1469.95,631.234 \n",
" 1470.07,631.723 1470.19,632.213 1470.31,632.702 1470.42,633.191 1470.54,633.681 1470.66,634.17 1470.77,634.66 1470.89,635.149 1471.01,635.638 1471.13,636.128 \n",
" 1471.24,636.617 1471.36,637.106 1471.48,637.596 1471.6,638.085 1471.71,638.574 1471.83,639.064 1471.95,639.553 1472.06,640.042 1472.18,640.531 1472.3,641.021 \n",
" 1472.42,641.51 1472.53,641.999 1472.65,642.489 1472.77,642.978 1472.89,643.467 1473,643.956 1473.12,644.446 1473.24,644.935 1473.35,645.424 1473.47,645.913 \n",
" 1473.59,646.402 1473.71,646.892 1473.82,647.381 1473.94,647.87 1474.06,648.359 1474.18,648.848 1474.29,649.337 1474.41,649.826 1474.53,650.315 1474.64,650.804 \n",
" 1474.76,651.294 1474.88,651.783 1475,652.272 1475.11,652.761 1475.23,653.25 1475.35,653.739 1475.47,654.228 1475.58,654.716 1475.7,655.205 1475.82,655.694 \n",
" 1475.93,656.183 1476.05,656.672 1476.17,657.161 1476.29,657.65 1476.4,658.139 1476.52,658.627 1476.64,659.116 1476.76,659.605 1476.87,660.094 1476.99,660.582 \n",
" 1477.11,661.071 1477.22,661.56 1477.34,662.048 1477.46,662.537 1477.58,663.026 1477.69,663.514 1477.81,664.003 1477.93,664.491 1478.05,664.98 1478.16,665.468 \n",
" 1478.28,665.957 1478.4,666.445 1478.51,666.933 1478.63,667.422 1478.75,667.91 1478.87,668.399 1478.98,668.887 1479.1,669.375 1479.22,669.863 1479.34,670.352 \n",
" 1479.45,670.84 1479.57,671.328 1479.69,671.816 1479.8,672.304 1479.92,672.792 1480.04,673.28 1480.16,673.768 1480.27,674.256 1480.39,674.744 1480.51,675.232 \n",
" 1480.63,675.72 1480.74,676.208 1480.86,676.696 1480.98,677.183 1481.09,677.671 1481.21,678.159 1481.33,678.647 1481.45,679.134 1481.56,679.622 1481.68,680.109 \n",
" 1481.8,680.597 1481.92,681.085 1482.03,681.572 1482.15,682.059 1482.27,682.547 1482.38,683.034 1482.5,683.522 1482.62,684.009 1482.74,684.496 1482.85,684.983 \n",
" 1482.97,685.471 1483.09,685.958 1483.21,686.445 1483.32,686.932 1483.44,687.419 1483.56,687.906 1483.67,688.393 1483.79,688.88 1483.91,689.367 1484.03,689.853 \n",
" 1484.14,690.34 1484.26,690.827 1484.38,691.314 1484.5,691.8 1484.61,692.287 1484.73,692.773 1484.85,693.26 1484.96,693.746 1485.08,694.233 1485.2,694.719 \n",
" 1485.32,695.206 1485.43,695.692 1485.55,696.178 1485.67,696.664 1485.79,697.151 1485.9,697.637 1486.02,698.123 1486.14,698.609 1486.25,699.095 1486.37,699.581 \n",
" 1486.49,700.067 1486.61,700.553 1486.72,701.038 1486.84,701.524 1486.96,702.01 1487.08,702.495 1487.19,702.981 1487.31,703.467 1487.43,703.952 1487.54,704.437 \n",
" 1487.66,704.923 1487.78,705.408 1487.9,705.894 1488.01,706.379 1488.13,706.864 1488.25,707.349 1488.37,707.834 1488.48,708.319 1488.6,708.804 1488.72,709.289 \n",
" 1488.83,709.774 1488.95,710.259 1489.07,710.743 1489.19,711.228 1489.3,711.713 1489.42,712.197 1489.54,712.682 1489.66,713.166 1489.77,713.651 1489.89,714.135 \n",
" 1490.01,714.62 1490.12,715.104 1490.24,715.588 1490.36,716.072 1490.48,716.556 1490.59,717.04 1490.71,717.524 1490.83,718.008 1490.95,718.492 1491.06,718.976 \n",
" 1491.18,719.459 1491.3,719.943 1491.41,720.427 1491.53,720.91 1491.65,721.394 1491.77,721.877 1491.88,722.36 1492,722.844 1492.12,723.327 1492.24,723.81 \n",
" 1492.35,724.293 1492.47,724.776 1492.59,725.259 1492.7,725.742 1492.82,726.225 1492.94,726.708 1493.06,727.19 1493.17,727.673 1493.29,728.156 1493.41,728.638 \n",
" 1493.53,729.121 1493.64,729.603 1493.76,730.085 1493.88,730.568 1493.99,731.05 1494.11,731.532 1494.23,732.014 1494.35,732.496 1494.46,732.978 1494.58,733.46 \n",
" 1494.7,733.941 1494.82,734.423 1494.93,734.905 1495.05,735.386 1495.17,735.868 1495.28,736.349 1495.4,736.83 1495.52,737.312 1495.64,737.793 1495.75,738.274 \n",
" 1495.87,738.755 1495.99,739.236 1496.11,739.717 1496.22,740.198 1496.34,740.679 1496.46,741.159 1496.57,741.64 1496.69,742.12 1496.81,742.601 1496.93,743.081 \n",
" 1497.04,743.562 1497.16,744.042 1497.28,744.522 1497.4,745.002 1497.51,745.482 1497.63,745.962 1497.75,746.442 1497.86,746.922 1497.98,747.401 1498.1,747.881 \n",
" 1498.22,748.36 1498.33,748.84 1498.45,749.319 1498.57,749.799 1498.69,750.278 1498.8,750.757 1498.92,751.236 1499.04,751.715 1499.15,752.194 1499.27,752.673 \n",
" 1499.39,753.151 1499.51,753.63 1499.62,754.109 1499.74,754.587 1499.86,755.066 1499.98,755.544 1500.09,756.022 1500.21,756.5 1500.33,756.978 1500.45,757.456 \n",
" 1500.56,757.934 1500.68,758.412 1500.8,758.89 1500.91,759.368 1501.03,759.845 1501.15,760.323 1501.27,760.8 1501.38,761.277 1501.5,761.755 1501.62,762.232 \n",
" 1501.74,762.709 1501.85,763.186 1501.97,763.663 1502.09,764.139 1502.2,764.616 1502.32,765.093 1502.44,765.569 1502.56,766.046 1502.67,766.522 1502.79,766.998 \n",
" 1502.91,767.474 1503.03,767.951 1503.14,768.427 1503.26,768.902 1503.38,769.378 1503.49,769.854 1503.61,770.33 1503.73,770.805 1503.85,771.281 1503.96,771.756 \n",
" 1504.08,772.231 1504.2,772.706 1504.32,773.181 1504.43,773.656 1504.55,774.131 1504.67,774.606 1504.78,775.081 1504.9,775.555 1505.02,776.03 1505.14,776.504 \n",
" 1505.25,776.979 1505.37,777.453 1505.49,777.927 1505.61,778.401 1505.72,778.875 1505.84,779.349 1505.96,779.822 1506.07,780.296 1506.19,780.77 1506.31,781.243 \n",
" 1506.43,781.716 1506.54,782.19 1506.66,782.663 1506.78,783.136 1506.9,783.609 1507.01,784.082 1507.13,784.554 1507.25,785.027 1507.36,785.5 1507.48,785.972 \n",
" 1507.6,786.444 1507.72,786.917 1507.83,787.389 1507.95,787.861 1508.07,788.333 1508.19,788.805 1508.3,789.276 1508.42,789.748 1508.54,790.22 1508.65,790.691 \n",
" 1508.77,791.162 1508.89,791.634 1509.01,792.105 1509.12,792.576 1509.24,793.047 1509.36,793.518 1509.48,793.988 1509.59,794.459 1509.71,794.929 1509.83,795.4 \n",
" 1509.94,795.87 1510.06,796.34 1510.18,796.81 1510.3,797.28 1510.41,797.75 1510.53,798.22 1510.65,798.689 1510.77,799.159 1510.88,799.628 1511,800.098 \n",
" 1511.12,800.567 1511.23,801.036 1511.35,801.505 1511.47,801.974 1511.59,802.443 1511.7,802.911 1511.82,803.38 1511.94,803.848 1512.06,804.317 1512.17,804.785 \n",
" 1512.29,805.253 1512.41,805.721 1512.52,806.189 1512.64,806.657 1512.76,807.124 1512.88,807.592 1512.99,808.059 1513.11,808.527 1513.23,808.994 1513.35,809.461 \n",
" 1513.46,809.928 1513.58,810.395 1513.7,810.861 1513.81,811.328 1513.93,811.795 1514.05,812.261 1514.17,812.727 1514.28,813.193 1514.4,813.66 1514.52,814.125 \n",
" 1514.64,814.591 1514.75,815.057 1514.87,815.523 1514.99,815.988 1515.1,816.453 1515.22,816.919 1515.34,817.384 1515.46,817.849 1515.57,818.314 1515.69,818.778 \n",
" 1515.81,819.243 1515.93,819.708 1516.04,820.172 1516.16,820.636 1516.28,821.101 1516.39,821.565 1516.51,822.029 1516.63,822.492 1516.75,822.956 1516.86,823.42 \n",
" 1516.98,823.883 1517.1,824.346 1517.22,824.81 1517.33,825.273 1517.45,825.736 1517.57,826.198 1517.68,826.661 1517.8,827.124 1517.92,827.586 1518.04,828.049 \n",
" 1518.15,828.511 1518.27,828.973 1518.39,829.435 1518.51,829.897 1518.62,830.358 1518.74,830.82 1518.86,831.282 1518.97,831.743 1519.09,832.204 1519.21,832.665 \n",
" 1519.33,833.126 1519.44,833.587 1519.56,834.048 1519.68,834.508 1519.8,834.969 1519.91,835.429 1520.03,835.889 1520.15,836.35 1520.26,836.809 1520.38,837.269 \n",
" 1520.5,837.729 1520.62,838.189 1520.73,838.648 1520.85,839.107 1520.97,839.567 1521.09,840.026 1521.2,840.485 1521.32,840.943 1521.44,841.402 1521.55,841.861 \n",
" 1521.67,842.319 1521.79,842.777 1521.91,843.235 1522.02,843.693 1522.14,844.151 1522.26,844.609 1522.38,845.067 1522.49,845.524 1522.61,845.981 1522.73,846.439 \n",
" 1522.84,846.896 1522.96,847.353 1523.08,847.81 1523.2,848.266 1523.31,848.723 1523.43,849.179 1523.55,849.635 1523.67,850.092 1523.78,850.548 1523.9,851.003 \n",
" 1524.02,851.459 1524.13,851.915 1524.25,852.37 1524.37,852.826 1524.49,853.281 1524.6,853.736 1524.72,854.191 1524.84,854.646 1524.96,855.1 1525.07,855.555 \n",
" 1525.19,856.009 1525.31,856.463 1525.42,856.918 1525.54,857.371 1525.66,857.825 1525.78,858.279 1525.89,858.733 1526.01,859.186 1526.13,859.639 1526.25,860.092 \n",
" 1526.36,860.545 1526.48,860.998 1526.6,861.451 1526.71,861.903 1526.83,862.356 1526.95,862.808 1527.07,863.26 1527.18,863.712 1527.3,864.164 1527.42,864.616 \n",
" 1527.54,865.068 1527.65,865.519 1527.77,865.97 1527.89,866.421 1528,866.872 1528.12,867.323 1528.24,867.774 1528.36,868.225 1528.47,868.675 1528.59,869.125 \n",
" 1528.71,869.576 1528.83,870.026 1528.94,870.475 1529.06,870.925 1529.18,871.375 1529.29,871.824 1529.41,872.273 1529.53,872.723 1529.65,873.172 1529.76,873.62 \n",
" 1529.88,874.069 1530,874.518 1530.12,874.966 1530.23,875.414 1530.35,875.862 1530.47,876.31 1530.58,876.758 1530.7,877.206 1530.82,877.653 1530.94,878.101 \n",
" 1531.05,878.548 1531.17,878.995 1531.29,879.442 1531.41,879.889 1531.52,880.335 1531.64,880.782 1531.76,881.228 1531.87,881.674 1531.99,882.12 1532.11,882.566 \n",
" 1532.23,883.012 1532.34,883.458 1532.46,883.903 1532.58,884.348 1532.7,884.794 1532.81,885.239 1532.93,885.683 1533.05,886.128 1533.16,886.573 1533.28,887.017 \n",
" 1533.4,887.461 1533.52,887.905 1533.63,888.349 1533.75,888.793 1533.87,889.237 1533.99,889.68 1534.1,890.123 1534.22,890.566 1534.34,891.009 1534.45,891.452 \n",
" 1534.57,891.895 1534.69,892.338 1534.81,892.78 1534.92,893.222 1535.04,893.664 1535.16,894.106 1535.28,894.548 1535.39,894.989 1535.51,895.431 1535.63,895.872 \n",
" 1535.74,896.313 1535.86,896.754 1535.98,897.195 1536.1,897.636 1536.21,898.076 1536.33,898.517 1536.45,898.957 1536.57,899.397 1536.68,899.837 1536.8,900.277 \n",
" 1536.92,900.716 1537.03,901.156 1537.15,901.595 1537.27,902.034 1537.39,902.473 1537.5,902.912 1537.62,903.35 1537.74,903.789 1537.86,904.227 1537.97,904.665 \n",
" 1538.09,905.103 1538.21,905.541 1538.32,905.979 1538.44,906.416 1538.56,906.853 1538.68,907.291 1538.79,907.728 1538.91,908.164 1539.03,908.601 1539.15,909.038 \n",
" 1539.26,909.474 1539.38,909.91 1539.5,910.346 1539.61,910.782 1539.73,911.218 1539.85,911.653 1539.97,912.089 1540.08,912.524 1540.2,912.959 1540.32,913.394 \n",
" 1540.44,913.829 1540.55,914.263 1540.67,914.698 1540.79,915.132 1540.9,915.566 1541.02,916 1541.14,916.434 1541.26,916.867 1541.37,917.301 1541.49,917.734 \n",
" 1541.61,918.167 1541.73,918.6 1541.84,919.033 1541.96,919.465 1542.08,919.898 1542.19,920.33 1542.31,920.762 1542.43,921.194 1542.55,921.626 1542.66,922.057 \n",
" 1542.78,922.489 1542.9,922.92 1543.02,923.351 1543.13,923.782 1543.25,924.213 1543.37,924.644 1543.48,925.074 1543.6,925.504 1543.72,925.934 1543.84,926.364 \n",
" 1543.95,926.794 1544.07,927.224 1544.19,927.653 1544.31,928.082 1544.42,928.511 1544.54,928.94 1544.66,929.369 1544.77,929.798 1544.89,930.226 1545.01,930.654 \n",
" 1545.13,931.082 1545.24,931.51 1545.36,931.938 1545.48,932.365 1545.6,932.793 1545.71,933.22 1545.83,933.647 1545.95,934.074 1546.06,934.5 1546.18,934.927 \n",
" 1546.3,935.353 1546.42,935.779 1546.53,936.205 1546.65,936.631 1546.77,937.057 1546.89,937.482 1547,937.908 1547.12,938.333 1547.24,938.758 1547.35,939.183 \n",
" 1547.47,939.607 1547.59,940.032 1547.71,940.456 1547.82,940.88 1547.94,941.304 1548.06,941.728 1548.18,942.151 1548.29,942.575 1548.41,942.998 1548.53,943.421 \n",
" 1548.64,943.844 1548.76,944.266 1548.88,944.689 1549,945.111 1549.11,945.533 1549.23,945.955 1549.35,946.377 1549.47,946.799 1549.58,947.22 1549.7,947.642 \n",
" 1549.82,948.063 1549.93,948.484 1550.05,948.904 1550.17,949.325 1550.29,949.745 1550.4,950.166 1550.52,950.586 1550.64,951.005 1550.76,951.425 1550.87,951.845 \n",
" 1550.99,952.264 1551.11,952.683 1551.22,953.102 1551.34,953.521 1551.46,953.94 1551.58,954.358 1551.69,954.776 1551.81,955.194 1551.93,955.612 1552.05,956.03 \n",
" 1552.16,956.447 1552.28,956.865 1552.4,957.282 1552.51,957.699 1552.63,958.116 1552.75,958.532 1552.87,958.949 1552.98,959.365 1553.1,959.781 1553.22,960.197 \n",
" 1553.34,960.613 1553.45,961.028 1553.57,961.444 1553.69,961.859 1553.8,962.274 1553.92,962.689 1554.04,963.103 1554.16,963.518 1554.27,963.932 1554.39,964.346 \n",
" 1554.51,964.76 1554.63,965.174 1554.74,965.587 1554.86,966.001 1554.98,966.414 1555.09,966.827 1555.21,967.24 1555.33,967.652 1555.45,968.065 1555.56,968.477 \n",
" 1555.68,968.889 1555.8,969.301 1555.92,969.713 1556.03,970.124 1556.15,970.535 1556.27,970.947 1556.38,971.358 1556.5,971.768 1556.62,972.179 1556.74,972.589 \n",
" 1556.85,973 1556.97,973.41 1557.09,973.819 1557.21,974.229 1557.32,974.639 1557.44,975.048 1557.56,975.457 1557.67,975.866 1557.79,976.275 1557.91,976.683 \n",
" 1558.03,977.092 1558.14,977.5 1558.26,977.908 1558.38,978.316 1558.5,978.723 1558.61,979.131 1558.73,979.538 1558.85,979.945 1558.96,980.352 1559.08,980.758 \n",
" 1559.2,981.165 1559.32,981.571 1559.43,981.977 1559.55,982.383 1559.67,982.789 1559.79,983.194 1559.9,983.6 1560.02,984.005 1560.14,984.41 1560.25,984.815 \n",
" 1560.37,985.219 1560.49,985.624 1560.61,986.028 1560.72,986.432 1560.84,986.836 1560.96,987.239 1561.08,987.643 1561.19,988.046 1561.31,988.449 1561.43,988.852 \n",
" 1561.54,989.255 1561.66,989.657 1561.78,990.06 1561.9,990.462 1562.01,990.864 1562.13,991.265 1562.25,991.667 1562.37,992.068 1562.48,992.469 1562.6,992.87 \n",
" 1562.72,993.271 1562.83,993.672 1562.95,994.072 1563.07,994.472 1563.19,994.872 1563.3,995.272 1563.42,995.672 1563.54,996.071 1563.66,996.471 1563.77,996.87 \n",
" 1563.89,997.268 1564.01,997.667 1564.12,998.066 1564.24,998.464 1564.36,998.862 1564.48,999.26 1564.59,999.658 1564.71,1000.06 1564.83,1000.45 1564.95,1000.85 \n",
" 1565.06,1001.25 1565.18,1001.64 1565.3,1002.04 1565.42,1002.44 1565.53,1002.83 1565.65,1003.23 1565.77,1003.62 1565.88,1004.02 1566,1004.41 1566.12,1004.81 \n",
" 1566.24,1005.2 1566.35,1005.6 1566.47,1005.99 1566.59,1006.39 1566.71,1006.78 1566.82,1007.18 1566.94,1007.57 1567.06,1007.96 1567.17,1008.36 1567.29,1008.75 \n",
" 1567.41,1009.14 1567.53,1009.54 1567.64,1009.93 1567.76,1010.32 1567.88,1010.71 1568,1011.11 1568.11,1011.5 1568.23,1011.89 1568.35,1012.28 1568.46,1012.67 \n",
" 1568.58,1013.06 1568.7,1013.45 1568.82,1013.84 1568.93,1014.24 1569.05,1014.63 1569.17,1015.02 1569.29,1015.41 1569.4,1015.79 1569.52,1016.18 1569.64,1016.57 \n",
" 1569.75,1016.96 1569.87,1017.35 1569.99,1017.74 1570.11,1018.13 1570.22,1018.52 1570.34,1018.91 1570.46,1019.29 1570.58,1019.68 1570.69,1020.07 1570.81,1020.46 \n",
" 1570.93,1020.84 1571.04,1021.23 1571.16,1021.62 1571.28,1022 1571.4,1022.39 1571.51,1022.77 1571.63,1023.16 1571.75,1023.55 1571.87,1023.93 1571.98,1024.32 \n",
" 1572.1,1024.7 1572.22,1025.09 1572.33,1025.47 1572.45,1025.86 1572.57,1026.24 1572.69,1026.62 1572.8,1027.01 1572.92,1027.39 1573.04,1027.78 1573.16,1028.16 \n",
" 1573.27,1028.54 1573.39,1028.92 1573.51,1029.31 1573.62,1029.69 1573.74,1030.07 1573.86,1030.45 1573.98,1030.84 1574.09,1031.22 1574.21,1031.6 1574.33,1031.98 \n",
" 1574.45,1032.36 1574.56,1032.74 1574.68,1033.12 1574.8,1033.5 1574.91,1033.88 1575.03,1034.26 1575.15,1034.64 1575.27,1035.02 1575.38,1035.4 1575.5,1035.78 \n",
" 1575.62,1036.16 1575.74,1036.54 1575.85,1036.92 1575.97,1037.3 1576.09,1037.67 1576.2,1038.05 1576.32,1038.43 1576.44,1038.81 1576.56,1039.19 1576.67,1039.56 \n",
" 1576.79,1039.94 1576.91,1040.32 1577.03,1040.69 1577.14,1041.07 1577.26,1041.45 1577.38,1041.82 1577.49,1042.2 1577.61,1042.57 1577.73,1042.95 1577.85,1043.32 \n",
" 1577.96,1043.7 1578.08,1044.07 1578.2,1044.45 1578.32,1044.82 1578.43,1045.2 1578.55,1045.57 1578.67,1045.94 1578.78,1046.32 1578.9,1046.69 1579.02,1047.06 \n",
" 1579.14,1047.44 1579.25,1047.81 1579.37,1048.18 1579.49,1048.55 1579.61,1048.93 1579.72,1049.3 1579.84,1049.67 1579.96,1050.04 1580.07,1050.41 1580.19,1050.78 \n",
" 1580.31,1051.15 1580.43,1051.52 1580.54,1051.9 1580.66,1052.27 1580.78,1052.64 1580.9,1053.01 1581.01,1053.37 1581.13,1053.74 1581.25,1054.11 1581.36,1054.48 \n",
" 1581.48,1054.85 1581.6,1055.22 1581.72,1055.59 1581.83,1055.96 1581.95,1056.32 1582.07,1056.69 1582.19,1057.06 1582.3,1057.43 1582.42,1057.79 1582.54,1058.16 \n",
" 1582.65,1058.53 1582.77,1058.89 1582.89,1059.26 1583.01,1059.63 1583.12,1059.99 1583.24,1060.36 1583.36,1060.72 1583.48,1061.09 1583.59,1061.45 1583.71,1061.82 \n",
" 1583.83,1062.18 1583.94,1062.55 1584.06,1062.91 1584.18,1063.28 1584.3,1063.64 1584.41,1064 1584.53,1064.37 1584.65,1064.73 1584.77,1065.09 1584.88,1065.46 \n",
" 1585,1065.82 1585.12,1066.18 1585.23,1066.54 1585.35,1066.9 1585.47,1067.27 1585.59,1067.63 1585.7,1067.99 1585.82,1068.35 1585.94,1068.71 1586.06,1069.07 \n",
" 1586.17,1069.43 1586.29,1069.79 1586.41,1070.15 1586.52,1070.51 1586.64,1070.87 1586.76,1071.23 1586.88,1071.59 1586.99,1071.95 1587.11,1072.31 1587.23,1072.67 \n",
" 1587.35,1073.02 1587.46,1073.38 1587.58,1073.74 1587.7,1074.1 1587.81,1074.46 1587.93,1074.81 1588.05,1075.17 1588.17,1075.53 1588.28,1075.88 1588.4,1076.24 \n",
" 1588.52,1076.6 1588.64,1076.95 1588.75,1077.31 1588.87,1077.66 1588.99,1078.02 1589.1,1078.37 1589.22,1078.73 1589.34,1079.08 1589.46,1079.44 1589.57,1079.79 \n",
" 1589.69,1080.15 1589.81,1080.5 1589.93,1080.85 1590.04,1081.21 1590.16,1081.56 1590.28,1081.91 1590.39,1082.27 1590.51,1082.62 1590.63,1082.97 1590.75,1083.32 \n",
" 1590.86,1083.68 1590.98,1084.03 1591.1,1084.38 1591.22,1084.73 1591.33,1085.08 1591.45,1085.43 1591.57,1085.78 1591.68,1086.13 1591.8,1086.48 1591.92,1086.83 \n",
" 1592.04,1087.18 1592.15,1087.53 1592.27,1087.88 1592.39,1088.23 1592.51,1088.58 1592.62,1088.93 1592.74,1089.28 1592.86,1089.63 1592.97,1089.98 1593.09,1090.32 \n",
" 1593.21,1090.67 1593.33,1091.02 1593.44,1091.37 1593.56,1091.71 1593.68,1092.06 1593.8,1092.41 1593.91,1092.75 1594.03,1093.1 1594.15,1093.45 1594.26,1093.79 \n",
" 1594.38,1094.14 1594.5,1094.48 1594.62,1094.83 1594.73,1095.17 1594.85,1095.52 1594.97,1095.86 1595.09,1096.21 1595.2,1096.55 1595.32,1096.9 1595.44,1097.24 \n",
" 1595.55,1097.58 1595.67,1097.93 1595.79,1098.27 1595.91,1098.61 1596.02,1098.95 1596.14,1099.3 1596.26,1099.64 1596.38,1099.98 1596.49,1100.32 1596.61,1100.66 \n",
" 1596.73,1101.01 1596.84,1101.35 1596.96,1101.69 1597.08,1102.03 1597.2,1102.37 1597.31,1102.71 1597.43,1103.05 1597.55,1103.39 1597.67,1103.73 1597.78,1104.07 \n",
" 1597.9,1104.41 1598.02,1104.75 1598.13,1105.09 1598.25,1105.42 1598.37,1105.76 1598.49,1106.1 1598.6,1106.44 1598.72,1106.78 1598.84,1107.11 1598.96,1107.45 \n",
" 1599.07,1107.79 1599.19,1108.13 1599.31,1108.46 1599.42,1108.8 1599.54,1109.13 1599.66,1109.47 1599.78,1109.81 1599.89,1110.14 1600.01,1110.48 1600.13,1110.81 \n",
" 1600.25,1111.15 1600.36,1111.48 1600.48,1111.82 1600.6,1112.15 1600.71,1112.49 1600.83,1112.82 1600.95,1113.15 1601.07,1113.49 1601.18,1113.82 1601.3,1114.15 \n",
" 1601.42,1114.49 1601.54,1114.82 1601.65,1115.15 1601.77,1115.48 1601.89,1115.81 1602,1116.15 1602.12,1116.48 1602.24,1116.81 1602.36,1117.14 1602.47,1117.47 \n",
" 1602.59,1117.8 1602.71,1118.13 1602.83,1118.46 1602.94,1118.79 1603.06,1119.12 1603.18,1119.45 1603.29,1119.78 1603.41,1120.11 1603.53,1120.44 1603.65,1120.77 \n",
" 1603.76,1121.1 1603.88,1121.42 1604,1121.75 1604.12,1122.08 1604.23,1122.41 1604.35,1122.74 1604.47,1123.06 1604.58,1123.39 1604.7,1123.72 1604.82,1124.04 \n",
" 1604.94,1124.37 1605.05,1124.69 1605.17,1125.02 1605.29,1125.35 1605.41,1125.67 1605.52,1126 1605.64,1126.32 1605.76,1126.65 1605.87,1126.97 1605.99,1127.3 \n",
" 1606.11,1127.62 1606.23,1127.94 1606.34,1128.27 1606.46,1128.59 1606.58,1128.91 1606.7,1129.24 1606.81,1129.56 1606.93,1129.88 1607.05,1130.21 1607.16,1130.53 \n",
" 1607.28,1130.85 1607.4,1131.17 1607.52,1131.49 1607.63,1131.82 1607.75,1132.14 1607.87,1132.46 1607.99,1132.78 1608.1,1133.1 1608.22,1133.42 1608.34,1133.74 \n",
" 1608.45,1134.06 1608.57,1134.38 1608.69,1134.7 1608.81,1135.02 1608.92,1135.34 1609.04,1135.65 1609.16,1135.97 1609.28,1136.29 1609.39,1136.61 1609.51,1136.93 \n",
" 1609.63,1137.25 1609.74,1137.56 1609.86,1137.88 1609.98,1138.2 1610.1,1138.51 1610.21,1138.83 1610.33,1139.15 1610.45,1139.46 1610.57,1139.78 1610.68,1140.1 \n",
" 1610.8,1140.41 1610.92,1140.73 1611.03,1141.04 1611.15,1141.36 1611.27,1141.67 1611.39,1141.99 1611.5,1142.3 1611.62,1142.61 1611.74,1142.93 1611.86,1143.24 \n",
" 1611.97,1143.55 1612.09,1143.87 1612.21,1144.18 1612.32,1144.49 1612.44,1144.81 1612.56,1145.12 1612.68,1145.43 1612.79,1145.74 1612.91,1146.05 1613.03,1146.37 \n",
" 1613.15,1146.68 1613.26,1146.99 1613.38,1147.3 1613.5,1147.61 1613.61,1147.92 1613.73,1148.23 1613.85,1148.54 1613.97,1148.85 1614.08,1149.16 1614.2,1149.47 \n",
" 1614.32,1149.78 1614.44,1150.09 1614.55,1150.39 1614.67,1150.7 1614.79,1151.01 1614.9,1151.32 1615.02,1151.63 1615.14,1151.93 1615.26,1152.24 1615.37,1152.55 \n",
" 1615.49,1152.86 1615.61,1153.16 1615.73,1153.47 1615.84,1153.78 1615.96,1154.08 1616.08,1154.39 1616.19,1154.69 1616.31,1155 1616.43,1155.3 1616.55,1155.61 \n",
" 1616.66,1155.91 1616.78,1156.22 1616.9,1156.52 1617.02,1156.83 1617.13,1157.13 1617.25,1157.43 1617.37,1157.74 1617.48,1158.04 1617.6,1158.34 1617.72,1158.65 \n",
" 1617.84,1158.95 1617.95,1159.25 1618.07,1159.55 1618.19,1159.85 1618.31,1160.16 1618.42,1160.46 1618.54,1160.76 1618.66,1161.06 1618.77,1161.36 1618.89,1161.66 \n",
" 1619.01,1161.96 1619.13,1162.26 1619.24,1162.56 1619.36,1162.86 1619.48,1163.16 1619.6,1163.46 1619.71,1163.76 1619.83,1164.06 1619.95,1164.36 1620.06,1164.66 \n",
" 1620.18,1164.95 1620.3,1165.25 1620.42,1165.55 1620.53,1165.85 1620.65,1166.15 1620.77,1166.44 1620.89,1166.74 1621,1167.04 1621.12,1167.33 1621.24,1167.63 \n",
" 1621.35,1167.93 1621.47,1168.22 1621.59,1168.52 1621.71,1168.81 1621.82,1169.11 1621.94,1169.4 1622.06,1169.7 1622.18,1169.99 1622.29,1170.29 1622.41,1170.58 \n",
" 1622.53,1170.88 1622.64,1171.17 1622.76,1171.46 1622.88,1171.76 1623,1172.05 1623.11,1172.34 1623.23,1172.63 1623.35,1172.93 1623.47,1173.22 1623.58,1173.51 \n",
" 1623.7,1173.8 1623.82,1174.09 1623.93,1174.39 1624.05,1174.68 1624.17,1174.97 1624.29,1175.26 1624.4,1175.55 1624.52,1175.84 1624.64,1176.13 1624.76,1176.42 \n",
" 1624.87,1176.71 1624.99,1177 1625.11,1177.29 1625.22,1177.58 1625.34,1177.87 1625.46,1178.15 1625.58,1178.44 1625.69,1178.73 1625.81,1179.02 1625.93,1179.31 \n",
" 1626.05,1179.59 1626.16,1179.88 1626.28,1180.17 1626.4,1180.46 1626.51,1180.74 1626.63,1181.03 1626.75,1181.31 1626.87,1181.6 1626.98,1181.89 1627.1,1182.17 \n",
" 1627.22,1182.46 1627.34,1182.74 1627.45,1183.03 1627.57,1183.31 1627.69,1183.6 1627.8,1183.88 1627.92,1184.17 1628.04,1184.45 1628.16,1184.73 1628.27,1185.02 \n",
" 1628.39,1185.3 1628.51,1185.58 1628.63,1185.87 1628.74,1186.15 1628.86,1186.43 1628.98,1186.71 1629.09,1186.99 1629.21,1187.28 1629.33,1187.56 1629.45,1187.84 \n",
" 1629.56,1188.12 1629.68,1188.4 1629.8,1188.68 1629.92,1188.96 1630.03,1189.24 1630.15,1189.52 1630.27,1189.8 1630.38,1190.08 1630.5,1190.36 1630.62,1190.64 \n",
" 1630.74,1190.92 1630.85,1191.2 1630.97,1191.48 1631.09,1191.75 1631.21,1192.03 1631.32,1192.31 1631.44,1192.59 1631.56,1192.87 1631.68,1193.14 1631.79,1193.42 \n",
" 1631.91,1193.7 1632.03,1193.97 1632.14,1194.25 1632.26,1194.53 1632.38,1194.8 1632.5,1195.08 1632.61,1195.35 1632.73,1195.63 1632.85,1195.9 1632.97,1196.18 \n",
" 1633.08,1196.45 1633.2,1196.73 1633.32,1197 1633.43,1197.28 1633.55,1197.55 1633.67,1197.82 1633.79,1198.1 1633.9,1198.37 1634.02,1198.64 1634.14,1198.92 \n",
" 1634.26,1199.19 1634.37,1199.46 1634.49,1199.73 1634.61,1200.01 1634.72,1200.28 1634.84,1200.55 1634.96,1200.82 1635.08,1201.09 1635.19,1201.36 1635.31,1201.63 \n",
" 1635.43,1201.9 1635.55,1202.17 1635.66,1202.44 1635.78,1202.71 1635.9,1202.98 1636.01,1203.25 1636.13,1203.52 1636.25,1203.79 1636.37,1204.06 1636.48,1204.33 \n",
" 1636.6,1204.6 1636.72,1204.86 1636.84,1205.13 1636.95,1205.4 1637.07,1205.67 1637.19,1205.93 1637.3,1206.2 1637.42,1206.47 1637.54,1206.73 1637.66,1207 \n",
" 1637.77,1207.27 1637.89,1207.53 1638.01,1207.8 1638.13,1208.06 1638.24,1208.33 1638.36,1208.6 1638.48,1208.86 1638.59,1209.12 1638.71,1209.39 1638.83,1209.65 \n",
" 1638.95,1209.92 1639.06,1210.18 1639.18,1210.45 1639.3,1210.71 1639.42,1210.97 1639.53,1211.24 1639.65,1211.5 1639.77,1211.76 1639.88,1212.02 1640,1212.29 \n",
" 1640.12,1212.55 1640.24,1212.81 1640.35,1213.07 1640.47,1213.33 1640.59,1213.59 1640.71,1213.85 1640.82,1214.11 1640.94,1214.38 1641.06,1214.64 1641.17,1214.9 \n",
" 1641.29,1215.16 1641.41,1215.42 1641.53,1215.67 1641.64,1215.93 1641.76,1216.19 1641.88,1216.45 1642,1216.71 1642.11,1216.97 1642.23,1217.23 1642.35,1217.49 \n",
" 1642.46,1217.74 1642.58,1218 1642.7,1218.26 1642.82,1218.52 1642.93,1218.77 1643.05,1219.03 1643.17,1219.29 1643.29,1219.54 1643.4,1219.8 1643.52,1220.05 \n",
" 1643.64,1220.31 1643.75,1220.57 1643.87,1220.82 1643.99,1221.08 1644.11,1221.33 1644.22,1221.59 1644.34,1221.84 1644.46,1222.09 1644.58,1222.35 1644.69,1222.6 \n",
" 1644.81,1222.86 1644.93,1223.11 1645.04,1223.36 1645.16,1223.62 1645.28,1223.87 1645.4,1224.12 1645.51,1224.37 1645.63,1224.63 1645.75,1224.88 1645.87,1225.13 \n",
" 1645.98,1225.38 1646.1,1225.63 1646.22,1225.88 1646.33,1226.13 1646.45,1226.38 1646.57,1226.63 1646.69,1226.89 1646.8,1227.14 1646.92,1227.39 1647.04,1227.63 \n",
" 1647.16,1227.88 1647.27,1228.13 1647.39,1228.38 1647.51,1228.63 1647.62,1228.88 1647.74,1229.13 1647.86,1229.38 1647.98,1229.62 1648.09,1229.87 1648.21,1230.12 \n",
" 1648.33,1230.37 1648.45,1230.61 1648.56,1230.86 1648.68,1231.11 1648.8,1231.36 1648.91,1231.6 1649.03,1231.85 1649.15,1232.09 1649.27,1232.34 1649.38,1232.59 \n",
" 1649.5,1232.83 1649.62,1233.08 1649.74,1233.32 1649.85,1233.57 1649.97,1233.81 1650.09,1234.05 1650.2,1234.3 1650.32,1234.54 1650.44,1234.79 1650.56,1235.03 \n",
" 1650.67,1235.27 1650.79,1235.52 1650.91,1235.76 1651.03,1236 1651.14,1236.24 1651.26,1236.49 1651.38,1236.73 1651.49,1236.97 1651.61,1237.21 1651.73,1237.45 \n",
" 1651.85,1237.69 1651.96,1237.94 1652.08,1238.18 1652.2,1238.42 1652.32,1238.66 1652.43,1238.9 1652.55,1239.14 1652.67,1239.38 1652.78,1239.62 1652.9,1239.86 \n",
" 1653.02,1240.1 1653.14,1240.33 1653.25,1240.57 1653.37,1240.81 1653.49,1241.05 1653.61,1241.29 1653.72,1241.53 1653.84,1241.76 1653.96,1242 1654.07,1242.24 \n",
" 1654.19,1242.48 1654.31,1242.71 1654.43,1242.95 1654.54,1243.19 1654.66,1243.42 1654.78,1243.66 1654.9,1243.89 1655.01,1244.13 1655.13,1244.37 1655.25,1244.6 \n",
" 1655.36,1244.84 1655.48,1245.07 1655.6,1245.31 1655.72,1245.54 1655.83,1245.78 1655.95,1246.01 1656.07,1246.24 1656.19,1246.48 1656.3,1246.71 1656.42,1246.94 \n",
" 1656.54,1247.18 1656.65,1247.41 1656.77,1247.64 1656.89,1247.87 1657.01,1248.11 1657.12,1248.34 1657.24,1248.57 1657.36,1248.8 1657.48,1249.03 1657.59,1249.27 \n",
" 1657.71,1249.5 1657.83,1249.73 1657.94,1249.96 1658.06,1250.19 1658.18,1250.42 1658.3,1250.65 1658.41,1250.88 1658.53,1251.11 1658.65,1251.34 1658.77,1251.57 \n",
" 1658.88,1251.8 1659,1252.03 1659.12,1252.25 1659.23,1252.48 1659.35,1252.71 1659.47,1252.94 1659.59,1253.17 1659.7,1253.39 1659.82,1253.62 1659.94,1253.85 \n",
" 1660.06,1254.08 1660.17,1254.3 1660.29,1254.53 1660.41,1254.76 1660.52,1254.98 1660.64,1255.21 1660.76,1255.43 1660.88,1255.66 1660.99,1255.89 1661.11,1256.11 \n",
" 1661.23,1256.34 1661.35,1256.56 1661.46,1256.79 1661.58,1257.01 1661.7,1257.23 1661.81,1257.46 1661.93,1257.68 1662.05,1257.91 1662.17,1258.13 1662.28,1258.35 \n",
" 1662.4,1258.58 1662.52,1258.8 1662.64,1259.02 1662.75,1259.24 1662.87,1259.47 1662.99,1259.69 1663.1,1259.91 1663.22,1260.13 1663.34,1260.35 1663.46,1260.58 \n",
" 1663.57,1260.8 1663.69,1261.02 1663.81,1261.24 1663.93,1261.46 1664.04,1261.68 1664.16,1261.9 1664.28,1262.12 1664.39,1262.34 1664.51,1262.56 1664.63,1262.78 \n",
" 1664.75,1263 1664.86,1263.22 1664.98,1263.43 1665.1,1263.65 1665.22,1263.87 1665.33,1264.09 1665.45,1264.31 1665.57,1264.52 1665.68,1264.74 1665.8,1264.96 \n",
" 1665.92,1265.18 1666.04,1265.39 1666.15,1265.61 1666.27,1265.83 1666.39,1266.04 1666.51,1266.26 1666.62,1266.48 1666.74,1266.69 1666.86,1266.91 1666.97,1267.12 \n",
" 1667.09,1267.34 1667.21,1267.55 1667.33,1267.77 1667.44,1267.98 1667.56,1268.2 1667.68,1268.41 1667.8,1268.63 1667.91,1268.84 1668.03,1269.05 1668.15,1269.27 \n",
" 1668.26,1269.48 1668.38,1269.69 1668.5,1269.91 1668.62,1270.12 1668.73,1270.33 1668.85,1270.54 1668.97,1270.76 1669.09,1270.97 1669.2,1271.18 1669.32,1271.39 \n",
" 1669.44,1271.6 1669.55,1271.81 1669.67,1272.02 1669.79,1272.23 1669.91,1272.44 1670.02,1272.66 1670.14,1272.87 1670.26,1273.08 1670.38,1273.29 1670.49,1273.49 \n",
" 1670.61,1273.7 1670.73,1273.91 1670.84,1274.12 1670.96,1274.33 1671.08,1274.54 1671.2,1274.75 1671.31,1274.96 1671.43,1275.16 1671.55,1275.37 1671.67,1275.58 \n",
" 1671.78,1275.79 1671.9,1275.99 1672.02,1276.2 1672.13,1276.41 1672.25,1276.62 1672.37,1276.82 1672.49,1277.03 1672.6,1277.23 1672.72,1277.44 1672.84,1277.65 \n",
" 1672.96,1277.85 1673.07,1278.06 1673.19,1278.26 1673.31,1278.47 1673.42,1278.67 1673.54,1278.88 1673.66,1279.08 1673.78,1279.29 1673.89,1279.49 1674.01,1279.69 \n",
" 1674.13,1279.9 1674.25,1280.1 1674.36,1280.3 1674.48,1280.51 1674.6,1280.71 1674.71,1280.91 1674.83,1281.11 1674.95,1281.32 1675.07,1281.52 1675.18,1281.72 \n",
" 1675.3,1281.92 1675.42,1282.12 1675.54,1282.33 1675.65,1282.53 1675.77,1282.73 1675.89,1282.93 1676,1283.13 1676.12,1283.33 1676.24,1283.53 1676.36,1283.73 \n",
" 1676.47,1283.93 1676.59,1284.13 1676.71,1284.33 1676.83,1284.53 1676.94,1284.73 1677.06,1284.93 1677.18,1285.13 1677.29,1285.32 1677.41,1285.52 1677.53,1285.72 \n",
" 1677.65,1285.92 1677.76,1286.12 1677.88,1286.31 1678,1286.51 1678.12,1286.71 1678.23,1286.91 1678.35,1287.1 1678.47,1287.3 1678.58,1287.5 1678.7,1287.69 \n",
" 1678.82,1287.89 1678.94,1288.08 1679.05,1288.28 1679.17,1288.48 1679.29,1288.67 1679.41,1288.87 1679.52,1289.06 1679.64,1289.26 1679.76,1289.45 1679.87,1289.64 \n",
" 1679.99,1289.84 1680.11,1290.03 1680.23,1290.23 1680.34,1290.42 1680.46,1290.61 1680.58,1290.81 1680.7,1291 1680.81,1291.19 1680.93,1291.39 1681.05,1291.58 \n",
" 1681.16,1291.77 1681.28,1291.96 1681.4,1292.16 1681.52,1292.35 1681.63,1292.54 1681.75,1292.73 1681.87,1292.92 1681.99,1293.11 1682.1,1293.3 1682.22,1293.49 \n",
" 1682.34,1293.69 1682.45,1293.88 1682.57,1294.07 1682.69,1294.26 1682.81,1294.45 1682.92,1294.64 1683.04,1294.82 1683.16,1295.01 1683.28,1295.2 1683.39,1295.39 \n",
" 1683.51,1295.58 1683.63,1295.77 1683.74,1295.96 1683.86,1296.15 1683.98,1296.33 1684.1,1296.52 1684.21,1296.71 1684.33,1296.9 1684.45,1297.08 1684.57,1297.27 \n",
" 1684.68,1297.46 1684.8,1297.64 1684.92,1297.83 1685.03,1298.02 1685.15,1298.2 1685.27,1298.39 1685.39,1298.58 1685.5,1298.76 1685.62,1298.95 1685.74,1299.13 \n",
" 1685.86,1299.32 1685.97,1299.5 1686.09,1299.69 1686.21,1299.87 1686.32,1300.06 1686.44,1300.24 1686.56,1300.42 1686.68,1300.61 1686.79,1300.79 1686.91,1300.97 \n",
" 1687.03,1301.16 1687.15,1301.34 1687.26,1301.52 1687.38,1301.71 1687.5,1301.89 1687.61,1302.07 1687.73,1302.25 1687.85,1302.44 1687.97,1302.62 1688.08,1302.8 \n",
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" 1731.59,1358.69 1731.71,1358.82 1731.83,1358.94 1731.94,1359.06 1732.06,1359.18 1732.18,1359.3 1732.3,1359.42 1732.41,1359.55 1732.53,1359.67 1732.65,1359.79 \n",
" 1732.77,1359.91 1732.88,1360.03 1733,1360.15 1733.12,1360.27 1733.23,1360.39 1733.35,1360.51 1733.47,1360.63 1733.59,1360.75 1733.7,1360.87 1733.82,1360.99 \n",
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" 1737.46,1364.63 1737.57,1364.75 1737.69,1364.86 1737.81,1364.98 1737.93,1365.09 1738.04,1365.21 1738.16,1365.32 1738.28,1365.43 1738.39,1365.55 1738.51,1365.66 \n",
" 1738.63,1365.78 1738.75,1365.89 1738.86,1366 1738.98,1366.12 1739.1,1366.23 1739.22,1366.34 1739.33,1366.46 1739.45,1366.57 1739.57,1366.68 1739.68,1366.8 \n",
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" 1740.97,1368.03 1741.09,1368.14 1741.21,1368.25 1741.33,1368.36 1741.44,1368.47 1741.56,1368.58 1741.68,1368.69 1741.8,1368.81 1741.91,1368.92 1742.03,1369.03 \n",
" 1742.15,1369.14 1742.26,1369.25 1742.38,1369.36 1742.5,1369.47 1742.62,1369.57 1742.73,1369.68 1742.85,1369.79 1742.97,1369.9 1743.09,1370.01 1743.2,1370.12 \n",
" 1743.32,1370.23 1743.44,1370.34 1743.55,1370.45 1743.67,1370.55 1743.79,1370.66 1743.91,1370.77 1744.02,1370.88 1744.14,1370.99 1744.26,1371.09 1744.38,1371.2 \n",
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" 1745.67,1372.38 1745.78,1372.48 1745.9,1372.59 1746.02,1372.7 1746.13,1372.8 1746.25,1372.91 1746.37,1373.01 1746.49,1373.12 1746.6,1373.22 1746.72,1373.33 \n",
" 1746.84,1373.43 1746.96,1373.54 1747.07,1373.64 1747.19,1373.75 1747.31,1373.85 1747.42,1373.96 1747.54,1374.06 1747.66,1374.16 1747.78,1374.27 1747.89,1374.37 \n",
" 1748.01,1374.47 1748.13,1374.58 1748.25,1374.68 1748.36,1374.79 1748.48,1374.89 1748.6,1374.99 1748.71,1375.09 1748.83,1375.2 1748.95,1375.3 1749.07,1375.4 \n",
" 1749.18,1375.5 1749.3,1375.61 1749.42,1375.71 1749.54,1375.81 1749.65,1375.91 1749.77,1376.02 1749.89,1376.12 1750,1376.22 1750.12,1376.32 1750.24,1376.42 \n",
" 1750.36,1376.52 1750.47,1376.62 1750.59,1376.72 1750.71,1376.83 1750.83,1376.93 1750.94,1377.03 1751.06,1377.13 1751.18,1377.23 1751.29,1377.33 1751.41,1377.43 \n",
" 1751.53,1377.53 1751.65,1377.63 1751.76,1377.73 1751.88,1377.83 1752,1377.93 1752.12,1378.03 1752.23,1378.12 1752.35,1378.22 1752.47,1378.32 1752.58,1378.42 \n",
" 1752.7,1378.52 1752.82,1378.62 1752.94,1378.72 1753.05,1378.82 1753.17,1378.91 1753.29,1379.01 1753.41,1379.11 1753.52,1379.21 1753.64,1379.31 1753.76,1379.4 \n",
" 1753.87,1379.5 1753.99,1379.6 1754.11,1379.7 1754.23,1379.79 1754.34,1379.89 1754.46,1379.99 1754.58,1380.08 1754.7,1380.18 1754.81,1380.28 1754.93,1380.37 \n",
" 1755.05,1380.47 1755.16,1380.57 1755.28,1380.66 1755.4,1380.76 1755.52,1380.85 1755.63,1380.95 1755.75,1381.05 1755.87,1381.14 1755.99,1381.24 1756.1,1381.33 \n",
" 1756.22,1381.43 1756.34,1381.52 1756.45,1381.62 1756.57,1381.71 1756.69,1381.81 1756.81,1381.9 1756.92,1382 1757.04,1382.09 1757.16,1382.18 1757.28,1382.28 \n",
" 1757.39,1382.37 1757.51,1382.47 1757.63,1382.56 1757.74,1382.65 1757.86,1382.75 1757.98,1382.84 1758.1,1382.93 1758.21,1383.03 1758.33,1383.12 1758.45,1383.21 \n",
" 1758.57,1383.31 1758.68,1383.4 1758.8,1383.49 1758.92,1383.58 1759.03,1383.68 1759.15,1383.77 1759.27,1383.86 1759.39,1383.95 1759.5,1384.05 1759.62,1384.14 \n",
" 1759.74,1384.23 1759.86,1384.32 1759.97,1384.41 1760.09,1384.5 1760.21,1384.59 1760.32,1384.69 1760.44,1384.78 1760.56,1384.87 1760.68,1384.96 1760.79,1385.05 \n",
" 1760.91,1385.14 1761.03,1385.23 1761.15,1385.32 1761.26,1385.41 1761.38,1385.5 1761.5,1385.59 1761.61,1385.68 1761.73,1385.77 1761.85,1385.86 1761.97,1385.95 \n",
" 1762.08,1386.04 1762.2,1386.13 1762.32,1386.22 1762.44,1386.31 1762.55,1386.4 1762.67,1386.48 1762.79,1386.57 1762.91,1386.66 1763.02,1386.75 1763.14,1386.84 \n",
" 1763.26,1386.93 1763.37,1387.02 1763.49,1387.1 1763.61,1387.19 1763.73,1387.28 1763.84,1387.37 1763.96,1387.45 1764.08,1387.54 1764.2,1387.63 1764.31,1387.72 \n",
" 1764.43,1387.8 1764.55,1387.89 1764.66,1387.98 1764.78,1388.06 1764.9,1388.15 1765.02,1388.24 1765.13,1388.32 1765.25,1388.41 1765.37,1388.5 1765.49,1388.58 \n",
" 1765.6,1388.67 1765.72,1388.76 1765.84,1388.84 1765.95,1388.93 1766.07,1389.01 1766.19,1389.1 1766.31,1389.18 1766.42,1389.27 1766.54,1389.35 1766.66,1389.44 \n",
" 1766.78,1389.52 1766.89,1389.61 1767.01,1389.69 1767.13,1389.78 1767.24,1389.86 1767.36,1389.95 1767.48,1390.03 1767.6,1390.12 1767.71,1390.2 1767.83,1390.29 \n",
" 1767.95,1390.37 1768.07,1390.45 1768.18,1390.54 1768.3,1390.62 1768.42,1390.7 1768.53,1390.79 1768.65,1390.87 1768.77,1390.95 1768.89,1391.04 1769,1391.12 \n",
" 1769.12,1391.2 1769.24,1391.29 1769.36,1391.37 1769.47,1391.45 1769.59,1391.53 1769.71,1391.62 1769.82,1391.7 1769.94,1391.78 1770.06,1391.86 1770.18,1391.94 \n",
" 1770.29,1392.03 1770.41,1392.11 1770.53,1392.19 1770.65,1392.27 1770.76,1392.35 1770.88,1392.43 1771,1392.51 1771.11,1392.6 1771.23,1392.68 1771.35,1392.76 \n",
" 1771.47,1392.84 1771.58,1392.92 1771.7,1393 1771.82,1393.08 1771.94,1393.16 1772.05,1393.24 1772.17,1393.32 1772.29,1393.4 1772.4,1393.48 1772.52,1393.56 \n",
" 1772.64,1393.64 1772.76,1393.72 1772.87,1393.8 1772.99,1393.88 1773.11,1393.96 1773.23,1394.04 1773.34,1394.12 1773.46,1394.19 1773.58,1394.27 1773.69,1394.35 \n",
" 1773.81,1394.43 1773.93,1394.51 1774.05,1394.59 1774.16,1394.67 1774.28,1394.75 1774.4,1394.82 1774.52,1394.9 1774.63,1394.98 1774.75,1395.06 1774.87,1395.14 \n",
" 1774.98,1395.21 1775.1,1395.29 1775.22,1395.37 1775.34,1395.45 1775.45,1395.52 1775.57,1395.6 1775.69,1395.68 1775.81,1395.75 1775.92,1395.83 1776.04,1395.91 \n",
" 1776.16,1395.98 1776.27,1396.06 1776.39,1396.14 1776.51,1396.21 1776.63,1396.29 1776.74,1396.37 1776.86,1396.44 1776.98,1396.52 1777.1,1396.59 1777.21,1396.67 \n",
" 1777.33,1396.75 1777.45,1396.82 1777.56,1396.9 1777.68,1396.97 1777.8,1397.05 1777.92,1397.12 1778.03,1397.2 1778.15,1397.27 1778.27,1397.35 1778.39,1397.42 \n",
" 1778.5,1397.5 1778.62,1397.57 1778.74,1397.65 1778.85,1397.72 1778.97,1397.79 1779.09,1397.87 1779.21,1397.94 1779.32,1398.02 1779.44,1398.09 1779.56,1398.16 \n",
" 1779.68,1398.24 1779.79,1398.31 1779.91,1398.39 1780.03,1398.46 1780.14,1398.53 1780.26,1398.61 1780.38,1398.68 1780.5,1398.75 1780.61,1398.82 1780.73,1398.9 \n",
" 1780.85,1398.97 1780.97,1399.04 1781.08,1399.12 1781.2,1399.19 1781.32,1399.26 1781.43,1399.33 1781.55,1399.4 1781.67,1399.48 1781.79,1399.55 1781.9,1399.62 \n",
" 1782.02,1399.69 1782.14,1399.76 1782.26,1399.84 1782.37,1399.91 1782.49,1399.98 1782.61,1400.05 1782.72,1400.12 1782.84,1400.19 1782.96,1400.26 1783.08,1400.33 \n",
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" 1798.44,1408.85 1798.56,1408.91 1798.67,1408.96 1798.79,1409.02 1798.91,1409.08 1799.03,1409.14 1799.14,1409.2 1799.26,1409.26 1799.38,1409.32 1799.49,1409.38 \n",
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" 1803.13,1411.15 1803.25,1411.21 1803.36,1411.27 1803.48,1411.32 1803.6,1411.38 1803.72,1411.43 1803.83,1411.49 1803.95,1411.55 1804.07,1411.6 1804.19,1411.66 \n",
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" 1816.03,1416.87 1816.15,1416.92 1816.26,1416.97 1816.38,1417.01 1816.5,1417.06 1816.62,1417.11 1816.73,1417.16 1816.85,1417.2 1816.97,1417.25 1817.09,1417.3 \n",
" 1817.2,1417.35 1817.32,1417.39 1817.44,1417.44 1817.55,1417.49 1817.67,1417.53 1817.79,1417.58 1817.91,1417.63 1818.02,1417.68 1818.14,1417.72 1818.26,1417.77 \n",
" 1818.38,1417.82 1818.49,1417.86 1818.61,1417.91 1818.73,1417.96 1818.84,1418 1818.96,1418.05 1819.08,1418.09 1819.2,1418.14 1819.31,1418.19 1819.43,1418.23 \n",
" 1819.55,1418.28 1819.67,1418.32 1819.78,1418.37 1819.9,1418.42 1820.02,1418.46 1820.13,1418.51 1820.25,1418.55 1820.37,1418.6 1820.49,1418.64 1820.6,1418.69 \n",
" 1820.72,1418.73 1820.84,1418.78 1820.96,1418.82 1821.07,1418.87 1821.19,1418.91 1821.31,1418.96 1821.42,1419 1821.54,1419.05 1821.66,1419.09 1821.78,1419.14 \n",
" 1821.89,1419.18 1822.01,1419.23 1822.13,1419.27 1822.25,1419.32 1822.36,1419.36 1822.48,1419.41 1822.6,1419.45 1822.71,1419.49 1822.83,1419.54 1822.95,1419.58 \n",
" 1823.07,1419.63 1823.18,1419.67 1823.3,1419.71 1823.42,1419.76 1823.54,1419.8 1823.65,1419.85 1823.77,1419.89 1823.89,1419.93 1824,1419.98 1824.12,1420.02 \n",
" 1824.24,1420.06 1824.36,1420.11 1824.47,1420.15 1824.59,1420.19 1824.71,1420.24 1824.83,1420.28 1824.94,1420.32 1825.06,1420.36 1825.18,1420.41 1825.29,1420.45 \n",
" 1825.41,1420.49 1825.53,1420.54 1825.65,1420.58 1825.76,1420.62 1825.88,1420.66 1826,1420.71 1826.12,1420.75 1826.23,1420.79 1826.35,1420.83 1826.47,1420.87 \n",
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" 1827.76,1421.33 1827.88,1421.38 1827.99,1421.42 1828.11,1421.46 1828.23,1421.5 1828.34,1421.54 1828.46,1421.58 1828.58,1421.62 1828.7,1421.66 1828.81,1421.7 \n",
" 1828.93,1421.75 1829.05,1421.79 1829.17,1421.83 1829.28,1421.87 1829.4,1421.91 1829.52,1421.95 1829.63,1421.99 1829.75,1422.03 1829.87,1422.07 1829.99,1422.11 \n",
" 1830.1,1422.15 1830.22,1422.19 1830.34,1422.23 1830.46,1422.27 1830.57,1422.31 1830.69,1422.35 1830.81,1422.39 1830.92,1422.43 1831.04,1422.47 1831.16,1422.51 \n",
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" 1832.45,1422.94 1832.57,1422.98 1832.68,1423.02 1832.8,1423.06 1832.92,1423.1 1833.04,1423.14 1833.15,1423.18 1833.27,1423.21 1833.39,1423.25 1833.5,1423.29 \n",
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]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"action(x) = 0.5*x^2\n",
"\n",
"function MP_test(x_ini,x_pro)\n",
" S_ini = action(x_ini)\n",
" S_pro = action(x_pro)\n",
" \n",
" if exp(S_ini - S_pro) > rand()\n",
" return x_pro\n",
" else \n",
" return x_ini\n",
" end\n",
"end\n",
"\n",
"n_rand=1_000_000\n",
"\n",
"MP_rands=zeros(n_rand)\n",
"\n",
"x_propose = 0.0\n",
"x_ini = 0.0\n",
"sample_width = 2.0\n",
"\n",
"uniform = Uniform(-sample_width, sample_width)\n",
"\n",
"@time for i=2:n_rand\n",
" x_propose = x_ini + rand(uniform)\n",
" MP_rands[i] = MP_test(x_ini,x_propose)\n",
" x_ini = MP_rands[i]\n",
"end\n",
"\n",
"f(x) = exp(-0.5*x^2)/sqrt(2*pi)\n",
"xr = range(-3,3,length=10001)\n",
"\n",
"plot(MP_rands,st=:histogram,norm=:true,nbins=100,label=\"Metropolis method\")\n",
"plot!(xr,f.(xr),lw=3,label=\"Gaussian\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5dc63ae6",
"metadata": {},
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"source": []
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