{ "cells": [ { "cell_type": "code", "execution_count": 80, "id": "137cc2e2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'/home/chn/repo/SiC-2nd-paper'" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "from scipy.optimize import curve_fit\n", "import matplotlib.pyplot as plt\n", "import plotly.graph_objects as go\n", "import matplotlib\n", "\n", "def fano(x, A, x0, gamma, q, b):\n", " epsilon = (2 * (x - x0)) / gamma\n", " return A * ((q + epsilon)**2 / (1 + epsilon**2)) + b\n", "def lorentzian(x, A, x0, gamma, k, b):\n", " return A / (1 + ((x - x0) / gamma)**2) + k * x + b\n", "def double_fano(x, A1, x1, gamma1, q1, A2, x2, gamma2, q2, b):\n", " return fano(x, A1, x1, gamma1, q1, b) + fano(x, A2, x2, gamma2, q2, 0)\n", "def lorentzian_fano(x, A1, x1, gamma1, A2, x2, gamma2, q2, k, b):\n", " return lorentzian(x, A1, x1, gamma1, k, b) + fano(x, A2, x2, gamma2, q2, 0, 0)\n", "def double_lorentzian(x, A1, x1, gamma1, A2, x2, gamma2, k, b):\n", " return lorentzian(x, A1, x1, gamma1, k, b) + lorentzian(x, A2, x2, gamma2, 0, 0)\n", "\n", "%pwd" ] }, { "cell_type": "code", "execution_count": 81, "id": "a7f3de62", "metadata": {}, "outputs": [], "source": [ "def fitting_peek(x, y, x_range, function, guess, bound):\n", " mask = (x > x_range[0]) & (x < x_range[1])\n", " x = x[mask]\n", " y = y[mask]\n", " popt, pcov = curve_fit(function, x, y, p0=guess, maxfev=10000, bounds=bound)\n", " return popt\n", "\n", "def fitting_line(x, y):\n", " shift = []\n", " height = []\n", " width_of_half_peak = []\n", " integration = []\n", "\n", " result = fitting_peek(x, y, fitting_range[0], double_lorentzian, fitting_init_parameter[0], fitting_bound[0])\n", " shift.append(result[1])\n", " shift.append(result[4])\n", " height.append(result[0])\n", " height.append(result[3])\n", " width_of_half_peak.append(result[2] * 2)\n", " width_of_half_peak.append(result[5] * 2)\n", " integration.append(result[0] * result[2] * np.pi)\n", " integration.append(result[3] * result[5] * np.pi)\n", "\n", " result = fitting_peek(x, y, fitting_range[1], lorentzian, fitting_init_parameter[1], fitting_bound[1])\n", " shift.append(result[1])\n", " height.append(result[0])\n", " width_of_half_peak.append(result[2] * 2)\n", " integration.append(result[0] * result[2] * np.pi)\n", "\n", " result = fitting_peek(x, y, fitting_range[2], lorentzian, fitting_init_parameter[2], fitting_bound[2])\n", " shift.append(result[1])\n", " height.append(result[0])\n", " width_of_half_peak.append(result[2] * 2)\n", " integration.append(result[0] * result[2] * np.pi)\n", "\n", " # result = fitting_peek(x, y, fitting_range[3], double_lorentzian, fitting_init_parameter[3], fitting_bound[3])\n", " # shift.append(result[1])\n", " # shift.append(result[4])\n", " # height.append(result[0])\n", " # height.append(result[3])\n", " # width_of_half_peak.append(result[2] * 2)\n", " # width_of_half_peak.append(result[5] * 2)\n", " # integration.append(result[0] * result[2] * np.pi)\n", " # integration.append(result[3] * result[5] * np.pi)\n", "\n", " return shift, height, width_of_half_peak, integration" ] }, { "cell_type": "code", "execution_count": 82, "id": "7a954828", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[170.105 170.622 171.141 171.659 172.178 172.697 173.215 173.734 174.251\n", " 174.769 175.288 175.806 176.325 176.841 177.359 177.878 178.396 178.914\n", " 179.43 179.949 180.467 180.985 181.503 182.019 182.537 183.056 183.574\n", " 184.09 184.608 185.126 185.643 186.159 186.677 187.195 187.711 188.229\n", " 188.746 189.262 189.78 190.297 190.813 191.33 191.848 192.364 192.881\n", " 193.399 193.914 194.431 194.949 195.464 195.981 196.499 197.014 197.531\n", " 198.046 198.564 199.081 199.596 200.113 200.628 201.145 201.66 202.177\n", " 202.694 203.209 203.726 204.241 204.758 205.272 205.789 206.304 206.821\n", " 207.335 207.852 208.366 208.883 209.398 209.914 210.429 210.945 211.46\n", " 211.976 212.49 213.005 213.521 214.035 214.552 215.066 215.582 216.096\n", " 216.61 217.127 217.641 218.157 218.671 219.185 219.701 220.215 220.731\n", " 221.245 221.758 222.274 222.788 223.302 223.818 224.331 224.845 225.361\n", " 225.874 226.388 226.904 227.417 227.931 228.446 228.96 229.473 229.986\n", " 230.502 231.015 231.528 232.042 232.557 233.07 233.583 234.096 234.612\n", " 235.125 235.638 236.151 236.664 237.179 237.692 238.205 238.718 239.231\n", " 239.745 240.258 240.771 241.284 241.797 242.309 242.824 243.337 243.849\n", " 244.362 244.874 245.387 245.899 246.412 246.926 247.439 247.951 248.464\n", " 248.976 249.488 250. 250.513 251.025 251.537 252.049 252.561 253.073\n", " 253.585 254.098 254.61 255.122 255.633 256.147 256.659 257.171 257.683\n", " 258.193 258.705 259.216 259.728 260.24 260.751 261.263 261.775 262.286\n", " 262.798 263.309 263.821 264.332 264.844 265.355 265.867 266.378 266.887\n", " 267.399 267.91 268.421 268.932 269.443 269.955 270.466 270.975 271.486\n", " 271.997 272.508 273.019 273.53 274.039 274.55 275.061 275.571 276.082\n", " 276.593 277.102 277.612 278.123 278.634 279.142 279.653 280.164 280.674\n", " 281.183 281.693 282.204 282.714 283.222 283.733 284.243 284.754 285.262\n", " 285.772 286.282 286.791 287.301 287.811 288.319 288.829 289.339 289.847\n", " 290.357 290.867 291.375 291.885 292.395 292.903 293.413 293.92 294.43\n", " 294.94 295.448 295.957 296.465 296.975 297.484 297.992 298.501 299.009\n", " 299.518 300.026 300.535 301.043 301.552 302.062 302.569 303.078 303.585\n", " 304.095 304.602 305.111 305.618 306.127 306.634 307.144 307.651 308.16\n", " 308.667 309.173 309.682 310.189 310.698 311.205 311.714 312.221 312.727\n", " 313.236 313.743 314.252 314.758 315.265 315.773 316.28 316.788 317.295\n", " 317.801 318.31 318.816 319.323 319.831 320.337 320.844 321.352 321.858\n", " 322.364 322.873 323.379 323.885 324.393 324.899 325.405 325.911 326.419\n", " 326.925 327.431 327.937 328.445 328.951 329.456 329.962 330.47 330.976\n", " 331.482 331.987 332.495 333.001 333.506 334.012 334.517 335.025 335.53\n", " 336.036 336.541 337.046 337.552 338.057 338.565 339.07 339.575 340.08\n", " 340.586 341.091 341.596 342.101 342.608 343.113 343.618 344.123 344.628\n", " 345.133 345.638 346.143 346.648 347.153 347.657 348.162 348.667 349.172\n", " 349.676 350.181 350.686 351.19 351.695 352.199 352.704 353.208 353.713\n", " 354.217 354.722 355.226 355.731 356.235 356.739 357.244 357.748 358.252\n", " 358.756 359.26 359.765 360.269 360.773 361.275 361.779 362.283 362.787\n", " 363.291 363.795 364.299 364.802 365.304 365.808 366.312 366.816 367.319\n", " 367.823 368.325 368.828 369.332 369.835 370.339 370.843 371.344 371.847\n", " 372.351 372.854 373.356 373.859 374.362 374.866 375.367 375.87 376.373\n", " 376.877 377.378 377.881 378.384 378.887 379.388 379.891 380.394 380.895\n", " 381.398 381.901 382.402 382.905 383.408 383.908 384.411 384.914 385.415\n", " 385.917 386.418 386.921 387.423 387.924 388.426 388.929 389.429 389.932\n", " 390.432 390.935 391.435 391.937 392.44 392.94 393.442 393.943 394.445\n", " 394.945 395.447 395.947 396.449 396.949 397.452 397.952 398.454 398.954\n", " 399.456 399.955 400.457 400.957 401.459 401.959 402.461 402.96 403.462\n", " 403.962 404.461 404.963 405.463 405.964 406.464 406.963 407.465 407.964\n", " 408.466 408.965 409.465 409.966 410.465 410.965 411.466 411.965 412.464\n", " 412.966 413.465 413.964 414.465 414.964 415.463 415.964 416.463 416.962\n", " 417.463 417.962 418.461 418.96 419.461 419.959 420.458 420.957 421.458\n", " 421.956 422.455 422.954 423.454 423.953 424.452 424.95 425.449 425.949\n", " 426.448 426.946 427.444 427.943 428.441 428.941 429.44 429.938 430.436\n", " 430.934 431.433 431.931 432.431 432.929 433.427 433.925 434.423 434.921\n", " 435.419 435.917 436.415 436.913 437.411 437.908 438.408 438.906 439.404\n", " 439.902 440.399 440.897 441.395 441.892 442.39 442.887 443.385 443.882\n", " 444.38 444.877 445.375 445.872 446.369 446.867 447.364 447.859 448.357\n", " 448.854 449.351 449.848 450.345 450.842 451.34 451.837 452.334 452.831\n", " 453.328 453.823 454.319 454.816 455.313 455.81 456.307 456.804 457.298\n", " 457.795 458.292 458.789 459.285 459.782 460.276 460.773 461.27 461.766\n", " 462.263 462.757 463.254 463.75 464.246 464.741 465.237 465.733 466.23\n", " 466.724 467.22 467.716 468.21 468.707 469.203 469.699 470.193 470.689\n", " 471.185 471.679 472.175 472.671 473.165 473.66 474.156 474.65 475.146\n", " 475.642 476.135 476.631 477.125 477.62 478.116 478.61 479.105 479.599\n", " 480.094 480.59 481.083 481.579 482.072 482.568 483.061 483.556 484.049\n", " 484.545 485.04 485.533 486.028 486.522 487.017 487.51 488.005 488.498\n", " 488.993 489.486 489.979 490.474 490.967 491.462 491.955 492.45 492.942\n", " 493.437 493.93 494.423 494.917 495.41 495.905 496.397 496.89 497.385\n", " 497.877 498.372 498.864 499.357 499.851 500.343 500.836 501.33 501.822\n", " 502.315 502.809 503.301 503.794 504.288 504.78 505.272 505.766 506.258\n", " 506.75 507.242 507.736 508.228 508.72 509.212 509.706 510.198 510.69\n", " 511.182 511.676 512.167 512.659 513.151 513.642 514.136 514.628 515.119\n", " 515.611 516.103 516.594 517.088 517.579 518.071 518.562 519.053 519.545\n", " 520.036 520.529 521.021 521.512 522.003 522.494 522.986 523.477 523.968\n", " 524.459 524.95 525.441 525.934 526.425 526.916 527.407 527.898 528.389\n", " 528.88 529.371 529.861 530.352 530.843 531.334 531.824 532.315 532.806\n", " 533.296 533.787 534.278 534.768 535.259 535.747 536.238 536.728 537.218\n", " 537.709 538.199 538.69 539.18 539.67 540.16 540.651 541.139 541.629\n", " 542.119 542.609 543.099 543.589 544.079 544.567 545.057 545.547 546.037\n", " 546.527 547.017 547.505 547.995 548.485 548.974 549.464 549.952 550.442\n", " 550.931 551.421 551.909 552.398 552.888 553.377 553.865 554.354 554.844\n", " 555.331 555.821 556.31 556.799 557.287 557.776 558.265 558.752 559.242\n", " 559.731 560.218 560.707 561.196 561.683 562.172 562.659 563.148 563.638\n", " 564.124 564.613 565.102 565.589 566.078 566.565 567.054 567.54 568.029\n", " 568.518 569.005 569.493 569.98 570.469 570.955 571.444 571.93 572.419\n", " 572.905 573.394 573.88 574.369 574.855 575.343 575.83 576.318 576.804\n", " 577.293 577.779 578.267 578.753 579.239 579.727 580.214 580.702 581.188\n", " 581.674 582.162 582.648 583.135 583.621 584.107 584.595 585.081 585.567\n", " 586.055 586.54 587.026 587.514 587.999 588.485 588.973 589.458 589.944\n", " 590.431 590.917 591.402 591.89 592.375 592.861 593.346 593.834 594.319\n", " 594.804 595.289 595.777 596.262 596.747 597.232 597.718 598.205 598.69\n", " 599.175 599.66 600.145 600.632 601.117 601.602 602.087 602.572 603.057\n", " 603.543 604.028 604.513 604.998 605.482 605.967 606.452 606.937 607.421\n", " 607.908 608.392 608.877 609.361 609.846 610.33 610.815 611.299 611.784\n", " 612.268 612.753 613.237 613.721 614.205 614.69 615.174 615.658 616.142\n", " 616.626 617.11 617.595 618.079 618.563 619.047 619.531 620.015 620.499\n", " 620.982 621.466 621.95 622.434 622.916 623.4 623.883 624.367 624.851\n", " 625.335 625.818 626.302 626.785 627.267 627.75 628.234 628.718 629.201\n", " 629.684 630.166 630.649 631.133 631.616 632.099 632.581 633.064 633.547\n", " 634.03 634.513 634.995 635.478 635.961 636.444 636.925 637.408 637.891\n", " 638.372 638.855 639.338 639.821 640.302 640.785 641.267 641.748 642.231\n", " 642.714 643.194 643.677 644.16 644.641 645.123 645.606 646.086 646.569\n", " 647.049 647.532 648.014 648.495 648.977 649.458 649.94 ]\n", "[[array([ 240.023, 241.084, 241.583, 241.537, 241.421, 241.193,\n", " 240.688, 240.375, 240.269, 240.31 , 240.504, 240.695,\n", " 241.013, 241.306, 241.55 , 241.733, 241.929, 242.131,\n", " 242.29 , 242.293, 242.115, 241.85 , 241.539, 240.558,\n", " 241.506, 241.731, 241.851, 242.01 , 242.212, 242.445,\n", " 242.327, 242.45 , 242.444, 242.342, 242.104, 241.9 ,\n", " 242.119, 242.062, 242.156, 242.385, 243.801, 245.118,\n", " 247.55 , 251.302, 255.091, 260.403, 267.891, 276.066,\n", " 286.755, 336.371, 408.858, 517.91 , 541.584, 425.807,\n", " 304.257, 268.634, 261.929, 263.927, 277.59 , 288.624,\n", " 330.668, 382.19 , 466.785, 652.751, 987.256, 1606.49 ,\n", " 2448.31 , 2915.78 , 2173.11 , 986.889, 395.111, 196.663,\n", " 136.782, 132.392, 129.019, 134.507, 140.479, 142.455,\n", " 147.284, 152.67 , 155.057, 157.696, 159.152, 160.036,\n", " 161.108, 162.257, 163.364, 164.293, 165.492, 166.241,\n", " 166.67 , 166.893, 166.822, 167.007, 167.488, 168.343,\n", " 169.127, 169.881, 170.305, 170.462, 170.117, 169.806,\n", " 169.612, 169.397, 169.191, 169.204, 168.584, 169.848,\n", " 170.155, 170.124, 169.96 , 169.766, 169.114, 168.753,\n", " 168.564, 168.463, 168.495, 168.564, 168.818, 169.011,\n", " 169.209, 169.415, 169.644, 169.867, 170.395, 170.832,\n", " 170.799, 170.711, 170.007, 169.658, 169.027, 168.312,\n", " 167.58 , 167.183, 167.208, 167.196, 167.189, 167.117,\n", " 166.912, 166.712, 166.43 , 166.191, 165.933, 165.723,\n", " 165.897, 166.203, 166.474, 166.702, 166.718, 166.692,\n", " 166.568, 166.219, 166.035, 165.952, 165.582, 165.306,\n", " 165.105, 164.698, 164.473, 164.079, 163.65 , 163.253,\n", " 162.743, 162.325, 162.189, 161.998, 161.768, 161.654,\n", " 161.58 , 161.606, 161.306, 160.75 , 160.013, 159.27 ,\n", " 158.668, 158.426, 158.416, 158.604, 158.638, 158.639,\n", " 159.739, 161.266, 162.95 , 164.852, 166.809, 168.887,\n", " 169.511, 169.076, 167.728, 165.82 , 163.558, 161.225,\n", " 159.466, 157.886, 156.501, 154.82 , 153.316, 151.748,\n", " 151.047, 150.593, 151.077, 151.93 , 153.33 , 154.03 ,\n", " 154.639, 155.154, 155.422, 155.06 , 154.806, 154.661,\n", " 154.733, 154.679, 154.418, 154.176, 153.825, 153.313,\n", " 152.892, 152.55 , 152.464, 152.404, 152.432, 152.685,\n", " 153.132, 153.679, 154.415, 155.077, 155.458, 155.421,\n", " 155.411, 155.598, 155.768, 155.518, 155.007, 154.334,\n", " 153.682, 153.082, 152.651, 152.405, 152.46 , 152.755,\n", " 153.03 , 153.215, 153.564, 154.062, 154.668, 155.13 ,\n", " 155.696, 156.231, 156.896, 157.623, 158.153, 158.399,\n", " 158.314, 158.112, 157.832, 157.398, 156.859, 155.983,\n", " 155.204, 154.402, 153.68 , 153.033, 152.735, 152.462,\n", " 152. , 151.616, 151.369, 151.359, 151.643, 151.908,\n", " 152.047, 152.508, 153.065, 153.802, 154.485, 154.788,\n", " 154.863, 154.981, 155.052, 155.123, 155.167, 155.415,\n", " 155.348, 154.412, 154.023, 155.855, 154.849, 154.001,\n", " 153.006, 153.049, 152.722, 152.511, 152.091, 151.444,\n", " 150.531, 150.031, 149.72 , 149.584, 149.722, 149.981,\n", " 150.26 , 150.556, 150.974, 151.469, 152.053, 152.686,\n", " 153.099, 153.406, 153.723, 153.765, 153.918, 154.206,\n", " 154.411, 154.291, 154.004, 153.738, 153.407, 152.846,\n", " 152.266, 151.863, 151.521, 151.076, 150.738, 150.333,\n", " 149.874, 149.266, 148.637, 148.056, 147.583, 147.2 ,\n", " 147.05 , 147.41 , 147.812, 148.525, 149.065, 149.212,\n", " 149.713, 150.218, 150.77 , 151.423, 151.613, 151.808,\n", " 152.29 , 152.657, 152.713, 152.33 , 151.799, 151.285,\n", " 150.727, 150.298, 150.016, 149.65 , 149.047, 148.476,\n", " 148.126, 147.752, 147.536, 147.312, 147.418, 147.538,\n", " 147.879, 148.521, 146.628, 147.643, 148.963, 150.294,\n", " 150.879, 151.572, 152.163, 152.517, 152.511, 152.189,\n", " 151.647, 151.299, 150.53 , 150.082, 149.489, 149.414,\n", " 150.641, 151.764, 152.062, 152.161, 152.024, 151.882,\n", " 151.781, 151.075, 151.058, 151.679, 152.171, 152.607,\n", " 152.826, 152.72 , 152.297, 152.093, 151.959, 152.587,\n", " 153.492, 154.541, 155.544, 156.313, 157.629, 158.518,\n", " 159.29 , 160.036, 160.631, 160.994, 161.131, 161.274,\n", " 161.23 , 161.038, 160.762, 160.66 , 160.662, 160.976,\n", " 161.043, 160.945, 160.784, 160.514, 160.026, 157.996,\n", " 158.302, 159.1 , 159.632, 160.149, 160.56 , 160.117,\n", " 160.983, 162.056, 162.996, 164.142, 165.278, 166.398,\n", " 167.477, 168.432, 169.232, 169.854, 170.217, 170.124,\n", " 169.8 , 169.394, 168.963, 168.496, 168.022, 167.281,\n", " 166.248, 165.564, 165.289, 165.218, 165.3 , 165.536,\n", " 165.639, 165.921, 165.89 , 166.115, 166.073, 165.964,\n", " 165.569, 165.09 , 164.645, 163.832, 163.177, 162.868,\n", " 162.967, 163.528, 164.117, 164.986, 165.428, 165.425,\n", " 165.269, 164.387, 164.078, 164.737, 165.377, 165.795,\n", " 166.138, 166.327, 166.42 , 166.59 , 167.153, 167.639,\n", " 168.079, 168.223, 168.192, 168.015, 167.823, 167.589,\n", " 167.482, 167.364, 167.386, 167.372, 167.439, 167.317,\n", " 167.212, 167.175, 167.263, 167.477, 167.703, 167.88 ,\n", " 167.819, 167.852, 167.85 , 167.837, 167.929, 168.137,\n", " 168.443, 168.86 , 169.038, 169.17 , 169.368, 169.778,\n", " 170.128, 170.522, 170.79 , 170.699, 170.66 , 170.816,\n", " 170.967, 171.186, 171.555, 171.865, 172.072, 172.31 ,\n", " 172.54 , 172.775, 172.945, 172.847, 172.819, 172.736,\n", " 172.79 , 172.747, 172.557, 172.461, 172.382, 172.564,\n", " 172.685, 172.957, 173.285, 173.614, 174.093, 174.363,\n", " 174.483, 174.583, 174.655, 174.655, 174.393, 173.863,\n", " 173.826, 174.033, 174.193, 174.271, 174.233, 175.252,\n", " 175.925, 176.326, 176.439, 176.628, 176.919, 177.356,\n", " 177.755, 177.936, 177.9 , 178.136, 178.274, 178.666,\n", " 179.556, 180.037, 180.438, 180.676, 180.629, 180.295,\n", " 179.898, 179.492, 179.272, 179.234, 179.342, 179.682,\n", " 180.023, 180.239, 180.253, 180.58 , 180.817, 180.798,\n", " 181.338, 182.029, 182.615, 183.329, 183.939, 184.08 ,\n", " 183.537, 182.694, 182.217, 181.738, 182.178, 182.963,\n", " 184.502, 185.801, 186.451, 186.807, 187.178, 187.638,\n", " 188.145, 188.058, 188.587, 188.833, 188.929, 189.049,\n", " 189.751, 190.345, 191.13 , 191.813, 192.868, 193.327,\n", " 193.711, 194.076, 194.489, 195.16 , 195.834, 196.123,\n", " 196.097, 196.216, 196.551, 197.025, 197.685, 198.461,\n", " 198.033, 198.124, 198.243, 198.359, 198.307, 198.396,\n", " 198.54 , 198.649, 198.69 , 198.759, 198.992, 199.293,\n", " 199.63 , 200.082, 200.494, 201.016, 201.391, 201.883,\n", " 202.242, 202.637, 202.962, 203.343, 203.712, 203.998,\n", " 204.116, 204.075, 204.004, 203.885, 203.92 , 204.005,\n", " 204.218, 204.747, 205.416, 206.241, 207.371, 208.194,\n", " 208.955, 209.807, 210.487, 211.184, 212.041, 212.702,\n", " 213.314, 213.715, 213.878, 213.886, 214.117, 214.3 ,\n", " 214.597, 214.712, 214.818, 214.794, 214.622, 214.457,\n", " 214.358, 214.545, 215.286, 216.305, 217.576, 219.455,\n", " 218.214, 219.266, 219.48 , 219.714, 219.683, 219.749,\n", " 219.821, 219.887, 219.717, 219.429, 219.254, 219.239,\n", " 219.36 , 219.517, 219.563, 220.005, 220.834, 221.57 ,\n", " 222.278, 223.079, 223.855, 224.641, 225.214, 225.808,\n", " 226.418, 226.955, 227.17 , 227.191, 226.949, 226.346,\n", " 225.711, 225.048, 224.516, 224.187, 223.997, 224.16 ,\n", " 224.525, 225.006, 225.249, 225.29 , 225.038, 224.685,\n", " 224.506, 224.47 , 224.308, 223.894, 223.616, 223.075,\n", " 222.691, 222.322, 222.131, 221.887, 221.66 , 221.021,\n", " 220.352, 219.533, 218.602, 217.755, 216.271, 215.598,\n", " 215.701, 216.56 , 218.009, 218.612, 219.124, 219.607,\n", " 219.611, 219.403, 218.904, 218.207, 217.402, 216.381,\n", " 215.192, 213.911, 212.689, 211.441, 210.34 , 209.357,\n", " 208.579, 207.809, 207.153, 206.774, 206.486, 206.182,\n", " 205.914, 205.712, 205.586, 205.201, 204.701, 204.287,\n", " 203.985, 203.783, 203.842, 204.359, 205.128, 205.958,\n", " 206.397, 206.655, 206.81 , 207.093, 207.477, 207.896,\n", " 208.247, 208.511, 208.602, 208.373, 207.84 , 207.253,\n", " 206.648, 206.14 , 206.067, 206.241, 206.887, 207.856,\n", " 209.153, 210.303, 211.165, 211.953, 212.92 , 213.871,\n", " 214.403, 214.414, 213.025, 213.176, 213.715, 212.583,\n", " 211.248, 209.849, 208.424, 206.93 , 205.458, 204.261,\n", " 203.381, 202.811, 202.439, 202.35 , 202.3 , 202.414,\n", " 202.564, 202.828, 203.038, 203.219, 203.647, 204.084,\n", " 204.252, 204.305, 204.088, 203.54 , 202.776, 201.899,\n", " 201.227, 200.571, 199.918, 199.264, 198.619, 197.921,\n", " 197.22 , 196.716, 196.529, 196.596, 197.07 , 197.622,\n", " 198.247, 198.847, 199.223, 199.267, 199.19 , 198.796,\n", " 198.363, 198.172, 198.007, 198.005, 197.939, 198.144,\n", " 198.218, 198.35 , 198.699, 199.608, 200.353, 201.358,\n", " 202.294, 202.796, 203.653, 204.843, 206.689, 208.728,\n", " 211.449, 215.368, 220.702, 231.48 , 248.965, 276.512,\n", " 343.545, 457.042, 603.204, 733.039, 693.248, 552.024,\n", " 398.763, 304.38 , 250.984, 227.59 , 215.922, 199.678,\n", " 197.542, 197.827, 198.47 , 196.264, 197.011, 196.246,\n", " 194.956, 194.169, 193.792, 193.497, 193.32 , 193.028,\n", " 192.891, 193.017, 193.341, 193.726, 194.174, 194.946,\n", " 195.703, 196.696, 197.933, 199.172, 200.297, 201.4 ,\n", " 203.19 , 204.969, 206.635, 207.842, 208.729, 209.401,\n", " 209.788, 209.994, 209.897, 209.829, 209.911, 210.242,\n", " 209.974, 210.503, 211.396, 212.503, 213.604, 214.994,\n", " 217.006, 218.194, 218.778, 218.62 , 218.053, 216.857,\n", " 215.34 , 213.53 , 211.505, 208.98 , 206.798, 204.596,\n", " 202.498, 200.613, 198.924, 197.386, 196.072, 194.559,\n", " 193.112, 192.379, 191.521, 191.207, 190.846, 190.371,\n", " 189.88 , 189.129, 188.321, 187.056, 185.718, 184.084,\n", " 182.367]), array([ 245.952, 247.597, 247.577, 247.323, 247.116, 246.449,\n", " 245.597, 244.733, 243.861, 243.077, 242.488, 241.903,\n", " 241.447, 240.958, 240.505, 240.078, 239.58 , 239.08 ,\n", " 238.553, 238.551, 238.665, 239.286, 239.743, 240.129,\n", " 241.116, 242.153, 243.017, 243.46 , 243.437, 242.998,\n", " 242.107, 241.386, 240.972, 240.554, 240.141, 240.225,\n", " 240.693, 241.362, 242.091, 243.233, 244.955, 247.491,\n", " 249.88 , 252.866, 255.551, 259.534, 267.314, 278.933,\n", " 295.326, 335.334, 402.479, 526.993, 535.16 , 415.804,\n", " 297.144, 267.986, 267.89 , 269.525, 281.411, 295.041,\n", " 329.749, 389.119, 475.562, 666.052, 995.91 , 1627.6 ,\n", " 2466.9 , 2897.56 , 2161.78 , 963.333, 386.222, 192.257,\n", " 141.777, 133.574, 129.671, 132.725, 142.602, 142.821,\n", " 145.1 , 151.203, 155.902, 157.262, 158.953, 160.756,\n", " 161.817, 163.587, 164.92 , 166.104, 166.875, 167.449,\n", " 167.764, 168.004, 168.166, 168.344, 168.437, 168.384,\n", " 168.232, 168.272, 168.65 , 168.781, 169.177, 169.464,\n", " 169.792, 170.239, 170.52 , 170.568, 170.621, 170.619,\n", " 170.694, 170.348, 170.197, 170.407, 170.194, 169.829,\n", " 169.549, 169.304, 169.633, 170.014, 170.209, 170.585,\n", " 171.203, 171.453, 171.349, 171.309, 171.225, 170.839,\n", " 170.268, 170.008, 169.005, 167.796, 166.557, 165.286,\n", " 164.121, 163.243, 163.073, 163.187, 164.036, 164.635,\n", " 165.053, 165.633, 166.147, 166.444, 166.559, 166.229,\n", " 165.922, 165.725, 165.606, 165.229, 164.615, 164.114,\n", " 163.766, 163.82 , 164.052, 164.106, 163.875, 163.452,\n", " 163.088, 162.589, 162.254, 161.851, 161.105, 160.418,\n", " 159.822, 159.626, 159.601, 160.056, 160.462, 160.495,\n", " 160.38 , 160.04 , 159.663, 159.021, 158.24 , 157.268,\n", " 156.145, 155.985, 156.248, 156.473, 156.532, 157.109,\n", " 158.27 , 159.495, 161.667, 164.389, 166.851, 168.911,\n", " 167.758, 166.146, 164.505, 162.105, 160.991, 159.983,\n", " 159.012, 158.167, 157.139, 156.11 , 155.305, 154.728,\n", " 154.49 , 154.824, 155.26 , 155.79 , 156.102, 156.305,\n", " 156.608, 156.609, 156.363, 156.154, 155.957, 155.687,\n", " 155.659, 155.841, 156.139, 156.365, 156.506, 156.684,\n", " 156.816, 156.985, 156.877, 156.664, 156.45 , 156.224,\n", " 155.784, 155.436, 155.481, 155.543, 155.686, 155.812,\n", " 156.036, 156.408, 156.562, 156.46 , 156.454, 156.246,\n", " 155.846, 155.133, 154.543, 153.409, 152.568, 152.238,\n", " 152.346, 152.327, 152.745, 153.331, 153.893, 154.534,\n", " 155.05 , 155.58 , 156.072, 156.39 , 156.677, 156.884,\n", " 157.038, 157.146, 157.412, 157.694, 157.693, 157.337,\n", " 156.587, 156.245, 156.009, 155.42 , 154.799, 154.389,\n", " 154.009, 153.63 , 153.363, 153.224, 153.228, 153.154,\n", " 152.983, 152.907, 153.013, 153.166, 153.388, 153.527,\n", " 153.751, 153.891, 154.153, 154.351, 154.606, 155.071,\n", " 155.373, 155.821, 156.034, 155.971, 155.824, 155.087,\n", " 154.46 , 153.825, 153.214, 152.288, 151.361, 150.75 ,\n", " 150.389, 149.92 , 149.646, 149.534, 149.489, 149.479,\n", " 149.67 , 150.202, 151.027, 151.644, 152.402, 153.14 ,\n", " 153.813, 154.261, 154.752, 154.993, 155.129, 155.206,\n", " 155.312, 155.117, 154.21 , 153.114, 152.61 , 152.077,\n", " 151.445, 150.911, 150.212, 149.723, 149.325, 148.757,\n", " 148.432, 148.15 , 147.964, 147.911, 147.815, 147.505,\n", " 147.1 , 146.783, 146.493, 145.677, 145.602, 146.303,\n", " 146.968, 147.745, 148.53 , 149.234, 149.7 , 150.046,\n", " 150.209, 150.164, 149.974, 149.8 , 149.686, 149.727,\n", " 149.64 , 149.434, 149.291, 149.13 , 148.929, 148.848,\n", " 148.911, 148.899, 148.664, 148.319, 148.089, 148.061,\n", " 148.266, 148.705, 149.307, 149.663, 150.091, 150.483,\n", " 150.825, 151.068, 151.408, 151.649, 151.798, 151.912,\n", " 152.049, 152.14 , 151.962, 151.789, 151.885, 151.986,\n", " 152.35 , 152.853, 153.446, 153.979, 154.476, 154.641,\n", " 155.149, 155.179, 154.337, 153.454, 152.757, 152.182,\n", " 151.854, 151.677, 151.599, 151.653, 151.763, 151.782,\n", " 151.854, 151.913, 152.187, 152.703, 153.698, 154.754,\n", " 155.955, 157.161, 158.359, 159.351, 159.964, 160.391,\n", " 160.245, 159.711, 159.099, 158.664, 158.071, 157.909,\n", " 158.056, 158.318, 158.663, 158.852, 159.143, 159.555,\n", " 160.149, 161.023, 162.596, 163.641, 164.215, 164.532,\n", " 164.318, 164.609, 165.021, 165.17 , 165.452, 165.542,\n", " 164.998, 164.657, 165.42 , 166.467, 167.33 , 167.841,\n", " 167.562, 167.237, 167.046, 166.733, 166.491, 166.037,\n", " 165.157, 163.534, 162.467, 161.963, 163.601, 163.753,\n", " 163.894, 164.027, 163.911, 163.866, 164.076, 164.457,\n", " 164.744, 164.794, 164.899, 164.209, 163.896, 163.697,\n", " 164.129, 164.642, 164.928, 164.687, 164.151, 163.85 ,\n", " 163.433, 162.644, 162.284, 162.182, 161.76 , 162.305,\n", " 163.1 , 164.065, 165.211, 166.509, 167.479, 168.08 ,\n", " 168.618, 168.855, 168.975, 168.855, 168.269, 167.318,\n", " 166.683, 166.498, 166.529, 166.632, 166.464, 166.492,\n", " 166.278, 165.85 , 165.499, 165.379, 165.517, 165.612,\n", " 165.746, 165.467, 165.426, 165.701, 165.711, 165.937,\n", " 166.343, 166.943, 167.341, 167.299, 167.431, 169.31 ,\n", " 170.956, 171.695, 172.206, 171.945, 171.8 , 171.716,\n", " 171.46 , 171.213, 170.989, 170.828, 170.89 , 171.041,\n", " 171.354, 171.757, 172.154, 172.387, 172.631, 172.878,\n", " 173.118, 173.299, 173.198, 173.03 , 172.837, 172.837,\n", " 173.207, 173.715, 174.176, 174.856, 175.606, 175.853,\n", " 175.967, 175.97 , 175.695, 175.803, 176.306, 174.943,\n", " 174.67 , 174.545, 174.463, 174.197, 174.288, 174.65 ,\n", " 175.248, 176.129, 176.87 , 177.633, 177.977, 177.989,\n", " 178.098, 178.179, 178.14 , 178.371, 178.648, 179.035,\n", " 179.411, 179.566, 179.843, 180.191, 180.492, 180.886,\n", " 181.167, 180.901, 180.518, 180.407, 180.7 , 181.259,\n", " 181.824, 182.562, 183.177, 183.492, 183.819, 183.965,\n", " 184.132, 184.289, 184.375, 184.532, 184.369, 183.538,\n", " 182.369, 180.323, 179.787, 179.697, 180.296, 180.823,\n", " 182.212, 182.805, 183.262, 183.908, 184.64 , 185.174,\n", " 186.272, 187.848, 188.863, 188.685, 188.676, 188.602,\n", " 188.321, 188.164, 189.124, 190.339, 190.993, 191.276,\n", " 191.426, 191.623, 192.18 , 192.82 , 193.394, 193.458,\n", " 193.58 , 193.757, 193.97 , 194.305, 194.669, 195.059,\n", " 195.48 , 195.986, 196.51 , 197.111, 197.55 , 197.904,\n", " 198.438, 198.774, 198.951, 198.954, 199.046, 199.039,\n", " 198.878, 198.94 , 199.286, 199.124, 199.704, 200.395,\n", " 201.192, 202.344, 203.19 , 203.473, 203.487, 203.629,\n", " 203.614, 203.768, 204.032, 204.581, 205.07 , 205.842,\n", " 206.666, 207.14 , 207.391, 207.67 , 207.905, 207.873,\n", " 207.831, 207.959, 208.15 , 208.595, 209.185, 210.191,\n", " 211.352, 212.223, 212.838, 213.475, 213.998, 214.576,\n", " 214.993, 215.238, 215.491, 215.468, 215.522, 215.393,\n", " 215.213, 214.76 , 214.651, 214.498, 214.8 , 215.468,\n", " 216.144, 217.029, 217.546, 217.986, 218.339, 219.025,\n", " 219.193, 219.025, 218.59 , 218.05 , 217.512, 217.041,\n", " 216.042, 215.1 , 214.989, 215.16 , 216.377, 218.3 ,\n", " 220.508, 221.446, 222.346, 222.778, 223.495, 224.052,\n", " 224.482, 225.041, 225.373, 225.409, 224.885, 224.478,\n", " 224.401, 224.327, 224.623, 224.881, 226.198, 226.825,\n", " 227.341, 227.665, 227.511, 226.639, 225.891, 225.142,\n", " 224.46 , 223.783, 223.12 , 222.617, 221.907, 221.556,\n", " 221.063, 220.637, 220.37 , 220.279, 220.145, 219.877,\n", " 219.332, 218.557, 217.88 , 217.36 , 216.662, 216.158,\n", " 216.468, 216.711, 216.866, 217.018, 216.979, 216.791,\n", " 216.477, 216.082, 215.546, 214.975, 214.628, 214.078,\n", " 213.315, 212.18 , 210.758, 209.332, 208.271, 206.917,\n", " 205.887, 205.089, 204.441, 203.523, 203.009, 202.612,\n", " 202.609, 203.61 , 203.515, 202.825, 202.362, 201.84 ,\n", " 201.984, 202.373, 202.877, 203.39 , 203.668, 203.918,\n", " 204.693, 204.664, 204.507, 204.288, 204.448, 204.703,\n", " 204.959, 205.557, 205.739, 206.021, 206.082, 206.276,\n", " 206.606, 206.92 , 207.193, 207.383, 207.551, 207.793,\n", " 208.028, 208.085, 208.055, 208.05 , 208.334, 208.7 ,\n", " 209.105, 209.484, 209.42 , 209.343, 209.145, 208.969,\n", " 208.788, 208.308, 207.834, 206.769, 205.58 , 205.162,\n", " 204.593, 203.911, 203.405, 203.229, 203.097, 203.108,\n", " 203.311, 203.049, 202.603, 202.317, 202.528, 202.758,\n", " 202.869, 203.05 , 203.318, 202.974, 202.352, 201.557,\n", " 201.182, 200.889, 200.011, 199.097, 198.433, 197.971,\n", " 197.632, 197.48 , 197.582, 197.686, 197.903, 198.128,\n", " 198.633, 198.993, 199.432, 199.675, 199.723, 199.77 ,\n", " 199.732, 199.459, 199.215, 198.953, 198.704, 198.633,\n", " 198.513, 198.561, 198.681, 198.805, 199.105, 199.945,\n", " 201.438, 202.88 , 203.922, 204.823, 206.018, 208.297,\n", " 211.005, 214.53 , 220.479, 230.343, 245.805, 279.439,\n", " 356.099, 454.03 , 608.971, 720.692, 696.191, 551.142,\n", " 391.94 , 297.198, 249.956, 222.891, 213.145, 202.339,\n", " 196.951, 195.058, 194.234, 194.978, 196.678, 195.875,\n", " 195.256, 194.761, 194.423, 194.172, 193.854, 192.898,\n", " 192.629, 192.856, 193.344, 193.947, 194.782, 196.15 ,\n", " 197.498, 199.218, 200.711, 202.147, 203.517, 204.96 ,\n", " 206.448, 207.193, 208.148, 208.96 , 209.174, 209.002,\n", " 208.781, 208.336, 208.042, 208.108, 208.677, 209.068,\n", " 209.579, 209.269, 209.736, 210.719, 212.128, 213.637,\n", " 215.981, 217.983, 218.976, 219.42 , 218.754, 216.54 ,\n", " 214.401, 211.995, 210.255, 208.63 , 208.25 , 206.066,\n", " 203.84 , 201.64 , 199.642, 197.689, 195.864, 194.433,\n", " 193.314, 192.266, 191.316, 190.243, 189.26 , 188.257,\n", " 187.222, 186.196, 184.638, 183.303, 183.988, 183.946,\n", " 181.594]), array([ 236.655, 239.768, 242.52 , 244.577, 245.862, 245.205,\n", " 244.955, 244.387, 243.916, 243.073, 240.031, 238.211,\n", " 240.28 , 241.397, 241.031, 240.186, 239.315, 238.403,\n", " 237.604, 237.106, 236.751, 235.986, 236.085, 236.447,\n", " 237.464, 238.429, 239.268, 239.837, 240.183, 240.074,\n", " 240.402, 240.903, 241.261, 241.624, 241.902, 242.165,\n", " 242.421, 242.838, 243.619, 243.278, 243.623, 244.706,\n", " 247.224, 250.832, 256.273, 262.42 , 269.595, 281.241,\n", " 298.648, 335.576, 404.794, 508.702, 547.304, 416.706,\n", " 297.179, 266.255, 267.874, 265.789, 277.046, 298.929,\n", " 335.714, 383.192, 461.004, 655.805, 1017.58 , 1628.1 ,\n", " 2452.01 , 2900.89 , 2146.44 , 948.667, 384. , 202.889,\n", " 142.948, 129.404, 131.135, 135.479, 142.398, 145.636,\n", " 148.633, 153.062, 156.986, 159.03 , 160.034, 160.433,\n", " 161.055, 162.749, 164.079, 165.024, 165.741, 166.419,\n", " 166.981, 167.678, 168.345, 168.952, 169.467, 169.73 ,\n", " 169.761, 169.638, 169.437, 169.205, 168.95 , 168.909,\n", " 169.127, 169.583, 169.79 , 169.619, 169.25 , 168.776,\n", " 168.283, 167.991, 168.008, 167.734, 167.891, 168.23 ,\n", " 168.846, 169.436, 170.066, 170.659, 170.988, 171.065,\n", " 170.909, 169.994, 169.151, 167.674, 168.795, 170.129,\n", " 169.21 , 167.918, 166.89 , 165.949, 165.662, 165.237,\n", " 165.108, 165.166, 165.485, 165.98 , 166.512, 167.205,\n", " 167.852, 168.437, 168.772, 169.002, 168.803, 168.278,\n", " 168.015, 167.515, 166.979, 166.238, 165.332, 164.497,\n", " 163.955, 163.765, 163.914, 163.649, 163.47 , 163.36 ,\n", " 163.3 , 163.283, 163.191, 163.142, 163.139, 163.035,\n", " 162.859, 162.805, 162.039, 161.907, 161.945, 161.456,\n", " 161.127, 160.662, 160.122, 159.442, 158.604, 157.95 ,\n", " 156.599, 156.739, 157.252, 157.442, 157.375, 157.686,\n", " 158.391, 159.861, 161.52 , 163.226, 165.121, 166.357,\n", " 166.62 , 166.782, 165.835, 163.203, 162.339, 161.293,\n", " 160.114, 158.602, 157.247, 155.757, 154.651, 153.666,\n", " 153.056, 152.924, 153.114, 154.022, 154.344, 154.724,\n", " 155.163, 155.322, 155.12 , 154.967, 154.775, 154.475,\n", " 154.18 , 153.89 , 153.59 , 153.552, 153.798, 154.062,\n", " 154.284, 154.26 , 154.212, 154.252, 154.24 , 154.184,\n", " 154.16 , 153.921, 153.783, 153.537, 153.222, 152.908,\n", " 152.734, 152.93 , 153.578, 153.912, 154.115, 154.216,\n", " 154.143, 154.005, 153.762, 152.941, 152.251, 152.027,\n", " 152.173, 152.421, 152.947, 153.521, 154.047, 153.899,\n", " 154.106, 154.587, 155.198, 156.179, 157.028, 158.048,\n", " 158.66 , 159.158, 159.46 , 159.464, 159.18 , 158.025,\n", " 156.51 , 155.244, 154.106, 153.183, 152.517, 151.709,\n", " 151.136, 150.994, 150.822, 150.931, 150.875, 151.156,\n", " 151.579, 152.204, 152.583, 153.368, 153.978, 154.428,\n", " 154.891, 155.284, 155.657, 156.019, 156.222, 156.293,\n", " 156.43 , 156.247, 155.794, 155.324, 154.608, 153.719,\n", " 152.732, 151.933, 150.943, 150.012, 149.362, 148.918,\n", " 148.585, 148.402, 148.276, 148.545, 148.779, 149.123,\n", " 149.421, 149.362, 149.492, 149.811, 150.338, 151.974,\n", " 152.827, 153.788, 154.049, 153.912, 153.543, 152.97 ,\n", " 152.539, 152.271, 152.101, 151.808, 151.764, 151.668,\n", " 151.7 , 151.427, 150.64 , 150.019, 149.504, 149.096,\n", " 148.69 , 148.293, 147.794, 147.416, 147.11 , 146.78 ,\n", " 146.534, 146.279, 146.232, 146.234, 146.339, 146.536,\n", " 147.296, 148.101, 148.965, 149.66 , 150.112, 150.66 ,\n", " 151.178, 151.5 , 151.686, 151.67 , 151.49 , 151.128,\n", " 150.33 , 149.471, 148.739, 148.063, 147.551, 147.386,\n", " 147.206, 147.088, 146.975, 147.022, 147.217, 147.703,\n", " 148.391, 149.053, 149.885, 150.65 , 151.422, 152.072,\n", " 152.542, 152.92 , 152.974, 152.911, 152.783, 152.722,\n", " 152.594, 152.561, 152.222, 152.043, 151.681, 151.38 ,\n", " 151.194, 151.287, 151.764, 151.809, 151.754, 151.8 ,\n", " 151.836, 151.943, 151.792, 151.771, 151.805, 151.911,\n", " 151.726, 151.895, 151.739, 151.542, 151.666, 152.386,\n", " 153.368, 154.033, 154.593, 155.295, 155.79 , 155.928,\n", " 156.462, 156.884, 157.124, 157.044, 156.119, 156.165,\n", " 156.019, 155.828, 155.898, 156.162, 156.483, 156.77 ,\n", " 157.609, 158.581, 159.152, 159.538, 159.892, 160.367,\n", " 161.053, 161.84 , 162.789, 163.5 , 164.098, 164.149,\n", " 164.08 , 163.917, 163.992, 164.289, 164.844, 165.478,\n", " 166.05 , 166.435, 167.004, 167.541, 168.091, 168.345,\n", " 168.473, 168.508, 168.572, 168.437, 168.053, 167.482,\n", " 166.925, 167.059, 167.404, 167.371, 167.383, 167.302,\n", " 166.903, 166.693, 166.647, 166.801, 166.934, 167.008,\n", " 166.83 , 166.365, 165.963, 165.505, 165.077, 164.686,\n", " 164.515, 164.614, 164.901, 164.846, 164.686, 164.243,\n", " 164.254, 164.216, 164.223, 164.432, 164.791, 165.401,\n", " 166.076, 167.13 , 167.627, 167.52 , 167.358, 167.391,\n", " 167.317, 166.674, 166.214, 165.925, 165.622, 165.288,\n", " 165.314, 165.542, 165.982, 166.242, 166.503, 166.61 ,\n", " 166.316, 166.157, 166.232, 166.605, 166.905, 166.998,\n", " 167.191, 167.453, 167.706, 167.854, 168.063, 168.321,\n", " 168.281, 168.234, 168.37 , 168.733, 169.128, 169.657,\n", " 170.177, 170.35 , 170.343, 170.397, 170.242, 170.19 ,\n", " 170.115, 169.949, 169.679, 169.584, 169.993, 170.386,\n", " 170.639, 171.013, 171.289, 171.431, 171.831, 172.37 ,\n", " 173.02 , 173.548, 173.737, 173.715, 173.545, 173.521,\n", " 173.544, 173.678, 174.172, 174.786, 175.506, 175.935,\n", " 176.049, 176.166, 176.24 , 176.038, 176.109, 176.057,\n", " 175.976, 175.847, 175.356, 174.998, 174.78 , 174.635,\n", " 174.493, 174.669, 175.23 , 175.661, 176.062, 176.478,\n", " 176.951, 177.193, 177.417, 177.82 , 177.965, 178.124,\n", " 178.119, 178.826, 179.078, 179.403, 180.385, 180.533,\n", " 180.522, 180.248, 180.046, 180.009, 180.861, 181.271,\n", " 181.269, 181.331, 181.773, 182.223, 182.66 , 183.248,\n", " 183.462, 183.736, 183.871, 183.965, 183.725, 183.204,\n", " 182.235, 181.499, 181.529, 180.946, 180.961, 181.371,\n", " 182.162, 183.074, 184.173, 185.382, 187.589, 188.761,\n", " 189.634, 190.315, 190.974, 191.396, 190.908, 190.74 ,\n", " 190.724, 191.223, 192.195, 193.158, 193.728, 194.034,\n", " 193.943, 193.611, 193.599, 193.598, 193.665, 193.62 ,\n", " 193.822, 194.005, 194.283, 194.596, 195.016, 195.466,\n", " 195.957, 196.332, 196.571, 196.685, 196.773, 196.906,\n", " 197.09 , 197.522, 197.711, 197.806, 197.87 , 197.978,\n", " 198.168, 198.392, 198.798, 199.159, 199.37 , 199.725,\n", " 200.147, 200.473, 200.442, 200.352, 200.733, 201.349,\n", " 201.934, 202.884, 204.735, 205.506, 205.651, 204.407,\n", " 206.215, 206.671, 207.515, 207.954, 208.103, 208.147,\n", " 208.008, 207.624, 207.452, 207.604, 208.682, 209.571,\n", " 210.501, 211.398, 211.693, 211.883, 212.042, 212.473,\n", " 212.915, 213.415, 213.792, 214.001, 214.112, 214.262,\n", " 213.85 , 213.183, 213.168, 213.683, 214.702, 216.478,\n", " 217.163, 217.447, 217.534, 217.737, 218.071, 218.268,\n", " 218.283, 217.998, 218.319, 218.248, 218.287, 218.552,\n", " 218.892, 219.107, 219.227, 219.903, 220.647, 221.657,\n", " 222.557, 223.205, 223.77 , 224.197, 224.833, 225.444,\n", " 226.027, 226.356, 226.507, 226.352, 225.838, 225.271,\n", " 224.715, 223.868, 222.238, 222.341, 222.664, 223.076,\n", " 223.443, 223.862, 224.079, 224.238, 224.186, 224.337,\n", " 224.422, 224.242, 223.503, 222.756, 222.395, 221.957,\n", " 221.799, 221.498, 221.093, 220.757, 220.132, 219.488,\n", " 218.946, 218.206, 217.652, 217.475, 217.055, 216.814,\n", " 217.036, 217.219, 217.406, 217.522, 217.51 , 217.82 ,\n", " 217.521, 217.005, 215.96 , 215.115, 214.117, 213.093,\n", " 212.066, 211.403, 210.878, 210.499, 210.25 , 209.906,\n", " 208.994, 207.686, 206.319, 205.151, 204.039, 203.308,\n", " 202.408, 201.757, 201.274, 201.044, 200.782, 200.714,\n", " 200.847, 201.001, 201.53 , 202.071, 202.761, 203.462,\n", " 204.064, 204.718, 205.219, 205.685, 205.951, 206.116,\n", " 206.141, 206.135, 206.128, 205.998, 205.512, 204.911,\n", " 204.442, 204.277, 204.383, 204.763, 205.206, 205.471,\n", " 205.86 , 206.586, 207.438, 208.559, 209.942, 210.96 ,\n", " 212.191, 213.059, 213.527, 213.656, 213.434, 212.632,\n", " 211.662, 210.521, 209.182, 207.795, 206.095, 204.692,\n", " 203.607, 202.857, 202.401, 201.939, 201.614, 201.376,\n", " 201.504, 201.944, 202.3 , 202.664, 203.273, 203.795,\n", " 204.196, 204.624, 205.034, 205.145, 204.497, 203.893,\n", " 203.329, 202.681, 202.249, 201.611, 201.179, 200.78 ,\n", " 200.345, 199.705, 199.091, 198.265, 197.601, 197.046,\n", " 196.995, 197.079, 197.513, 197.771, 197.852, 197.606,\n", " 197.151, 196.908, 196.971, 197.026, 196.96 , 196.851,\n", " 196.831, 197.003, 197.083, 197.341, 197.564, 197.702,\n", " 199.015, 200.15 , 201.264, 202.684, 204.739, 206.841,\n", " 210.501, 216.119, 222.341, 233.064, 251.162, 280.422,\n", " 345.844, 464.063, 608.765, 724.9 , 700.732, 554.58 ,\n", " 395.438, 300.52 , 251.627, 227.573, 215.992, 202.346,\n", " 194.649, 194.059, 191.239, 192.476, 194.353, 193.032,\n", " 193.819, 193.887, 193.974, 193.116, 192.167, 191.933,\n", " 191.401, 191.323, 191.547, 192.105, 192.411, 192.977,\n", " 193.671, 194.389, 195.403, 196.427, 197.57 , 199.004,\n", " 200.732, 202.255, 203.474, 204.236, 204.915, 205.3 ,\n", " 205.4 , 205.326, 205.625, 205.946, 206.602, 208.023,\n", " 209.296, 210.291, 211.428, 212.515, 213.603, 214.795,\n", " 216.012, 217.192, 218.139, 218.757, 219.137, 219.009,\n", " 218.732, 217.865, 216.444, 213.995, 211.097, 207.664,\n", " 205.414, 203.334, 201.088, 197.562, 193.684, 191.059,\n", " 190.907, 190.579, 190.418, 190.973, 191.365, 191.844,\n", " 191.444, 190.551, 189.343, 187.795, 186.078, 184.004,\n", " 181.538]), array([ 236.316, 238.213, 239.352, 239.549, 239.444, 238.785,\n", " 237.827, 237.098, 236.353, 236. , 235.808, 235.569,\n", " 235.722, 235.768, 235.836, 235.894, 236.066, 236.262,\n", " 236.482, 236.672, 236.75 , 236.771, 236.51 , 236.217,\n", " 236.317, 236.526, 236.589, 236.843, 237.287, 237.468,\n", " 237.662, 237.551, 237.858, 238.115, 238.15 , 238.016,\n", " 238.077, 238.381, 238.722, 239.253, 240.087, 241.406,\n", " 244.116, 247.015, 250.497, 254.52 , 261.044, 270.734,\n", " 285.739, 326.136, 405.89 , 503.185, 548.657, 420.836,\n", " 291.547, 253.919, 259.054, 259.854, 264.633, 283.442,\n", " 318.274, 377.312, 471.041, 629.713, 993.746, 1584.54 ,\n", " 2405.55 , 2838.67 , 2103.11 , 975.333, 404.667, 201.333,\n", " 131.582, 127.517, 129.034, 131.296, 136.276, 140.817,\n", " 147.186, 149.212, 153.395, 156.2 , 156.912, 158.124,\n", " 159.292, 160.804, 162.056, 163.204, 164.24 , 165.145,\n", " 165.906, 166.635, 167.077, 167.384, 167.687, 167.727,\n", " 167.648, 167.385, 167.062, 166.632, 166.04 , 165.177,\n", " 164.671, 164.278, 164.264, 164.636, 165.42 , 166.024,\n", " 166.566, 167.002, 166.826, 166.565, 166.385, 166.471,\n", " 166.764, 166.913, 167.042, 167.13 , 167.547, 167.797,\n", " 168.048, 168.255, 168.488, 168.632, 169.041, 169.307,\n", " 169.438, 169.404, 168.996, 168.29 , 167.26 , 165.639,\n", " 164.661, 164.06 , 163.773, 163.583, 163.511, 163.497,\n", " 163.259, 162.983, 162.786, 162.834, 162.571, 162.142,\n", " 162.323, 162.444, 162.225, 162.057, 161.873, 161.722,\n", " 161.724, 161.768, 161.915, 162.04 , 161.801, 161.403,\n", " 159.938, 159.377, 159.147, 159.335, 159.301, 158.868,\n", " 158.217, 157.736, 157.311, 156.876, 157.783, 157.728,\n", " 157.818, 157.558, 156.952, 156.16 , 155.335, 154.003,\n", " 153.139, 152.497, 152.599, 153.056, 154.007, 154.838,\n", " 156.243, 158.052, 160.096, 162.347, 164.501, 166.057,\n", " 166.881, 165.586, 163.307, 160.312, 157.647, 155.338,\n", " 153.591, 152.84 , 153.604, 152.744, 151.79 , 151.004,\n", " 149.706, 149.31 , 149.215, 149.062, 149.115, 150.426,\n", " 150.892, 151.309, 151.376, 151.421, 151.543, 151.765,\n", " 152.188, 152.726, 153.105, 153.01 , 152.9 , 152.801,\n", " 152.852, 152.865, 152.983, 153.232, 153.312, 153.336,\n", " 153.098, 152.646, 152.204, 151.713, 151.22 , 150.531,\n", " 150.008, 149.614, 149.161, 148.92 , 149.187, 149.296,\n", " 149.473, 149.506, 149.085, 148.373, 148.131, 148.229,\n", " 148.62 , 149.19 , 150.191, 150.978, 151.629, 151.934,\n", " 152.21 , 152.437, 152.634, 152.923, 153.434, 154.012,\n", " 154.438, 154.785, 154.819, 155.101, 155.117, 154.86 ,\n", " 154.157, 153.263, 152.461, 151.616, 150.875, 150.034,\n", " 149.354, 148.564, 148.004, 147.94 , 148.03 , 148.471,\n", " 149.445, 150.215, 150.82 , 151.064, 151.188, 151.433,\n", " 151.733, 152.078, 152.442, 152.794, 152.617, 151.887,\n", " 151.532, 151.559, 151.749, 151.902, 152.113, 151.973,\n", " 151.492, 150.912, 150.154, 149.065, 148.205, 147.61 ,\n", " 147.078, 146.633, 146.41 , 146.316, 146.305, 146.669,\n", " 147.045, 147.486, 147.896, 148.352, 148.906, 149.553,\n", " 149.806, 149.996, 150.107, 150.137, 150.153, 150.294,\n", " 150.199, 150.058, 149.562, 149.092, 148.666, 148.202,\n", " 145.791, 147.901, 147.583, 147.228, 146.838, 146.357,\n", " 146.047, 145.624, 145.224, 144.706, 144.109, 143.844,\n", " 143.724, 143.941, 144.048, 144.096, 144.445, 145.155,\n", " 146.152, 147.198, 148.202, 148.983, 149.412, 149.397,\n", " 149.21 , 148.847, 148.485, 147.848, 147.447, 147.188,\n", " 146.875, 146.432, 146.198, 145.383, 144.994, 145.157,\n", " 145.535, 145.861, 146.275, 146.611, 146.902, 147.059,\n", " 147.327, 147.492, 147.49 , 147.645, 147.945, 148.188,\n", " 148.428, 148.682, 148.963, 148.914, 148.686, 148.703,\n", " 148.893, 149.261, 149.504, 149.593, 149.671, 149.696,\n", " 149.921, 150.219, 150.639, 150.86 , 151.172, 151.034,\n", " 150.888, 150.599, 150.134, 150.018, 149.98 , 150.226,\n", " 150.656, 151.166, 151.366, 151.341, 151.377, 151.526,\n", " 151.863, 152.362, 152.806, 153.224, 153.481, 153.688,\n", " 153.685, 153.796, 153.87 , 154.003, 154.037, 154.046,\n", " 153.905, 153.682, 153.603, 153.86 , 154.445, 155.031,\n", " 155.682, 156.003, 156.272, 156.293, 156.331, 156.809,\n", " 157.341, 157.896, 158.275, 158.617, 158.718, 158.52 ,\n", " 158.377, 158.215, 158.663, 159.196, 160.074, 160.992,\n", " 161.94 , 163.034, 164.231, 165.009, 165.624, 166.027,\n", " 166.473, 166.934, 167.111, 167.182, 166.865, 166.312,\n", " 165.54 , 164.76 , 163.993, 163.337, 162.765, 162.16 ,\n", " 161.694, 161.114, 160.763, 160.528, 160.44 , 160.276,\n", " 160.127, 160.16 , 160.314, 160.446, 160.858, 161.302,\n", " 161.682, 162.087, 162.262, 162.32 , 162.198, 162.106,\n", " 162.079, 161.688, 161.099, 161.039, 161.058, 160.421,\n", " 160.772, 161.938, 162.445, 162.744, 163.043, 163.503,\n", " 163.86 , 164.228, 164.525, 164.929, 164.883, 164.707,\n", " 164.146, 163.827, 163.736, 163.807, 164.09 , 164.643,\n", " 164.831, 164.598, 164.22 , 163.913, 163.8 , 163.903,\n", " 163.955, 164.009, 164.005, 164.065, 164.266, 164.816,\n", " 165.187, 165.423, 165.423, 165.662, 166.313, 167.02 ,\n", " 167.925, 169.349, 169.711, 169.413, 169.168, 169.092,\n", " 168.865, 168.651, 168.767, 168.976, 169.562, 170.132,\n", " 170.476, 170.65 , 170.728, 170.747, 170.815, 170.758,\n", " 170.874, 170.933, 170.918, 171.084, 171.471, 171.846,\n", " 171.751, 171.271, 170.156, 170.345, 171.241, 172.044,\n", " 172.739, 173.324, 173.197, 172.813, 172.436, 172.004,\n", " 171.464, 171.091, 170.676, 170.505, 170.594, 171.011,\n", " 171.553, 172.266, 172.926, 173.449, 174.126, 174.74 ,\n", " 175.615, 175.907, 175.986, 175.887, 175.666, 175.757,\n", " 175.997, 176.442, 176.592, 177.023, 177.418, 177.818,\n", " 178.229, 178.437, 178.883, 179.082, 179.28 , 179.211,\n", " 179.151, 178.558, 177.739, 177.178, 176.973, 177.07 ,\n", " 177.217, 177.612, 178.019, 178.17 , 177.834, 177.051,\n", " 176.47 , 176.008, 175.949, 176.023, 176.679, 177.471,\n", " 178.207, 178.786, 179.77 , 180.776, 181.883, 183.233,\n", " 184.36 , 185.131, 185.819, 186.256, 186.494, 186.65 ,\n", " 186.823, 186.955, 186.978, 186.907, 186.728, 186.682,\n", " 186.865, 186.754, 186.619, 186.81 , 187.202, 187.66 ,\n", " 188.292, 188.819, 189.313, 189.885, 190.22 , 190.69 ,\n", " 191.261, 191.911, 192.458, 193.124, 193.771, 194.107,\n", " 194.535, 195.233, 195.953, 196.712, 197.076, 197.306,\n", " 197.218, 196.899, 196.821, 196.67 , 197.15 , 197.611,\n", " 198.135, 198.493, 198.822, 198.992, 199.33 , 199.755,\n", " 200.153, 200.487, 200.815, 201.078, 201.286, 201.341,\n", " 201.351, 201.474, 201.68 , 201.995, 202.619, 202.98 ,\n", " 203.381, 203.774, 204.344, 204.705, 205.042, 205.135,\n", " 205.681, 206.188, 206.47 , 206.991, 207.539, 208.26 ,\n", " 208.838, 209.446, 210.163, 210.699, 210.697, 210.74 ,\n", " 210.967, 211.199, 211.351, 211.296, 212.136, 213.348,\n", " 214.261, 214.769, 214.707, 214.259, 214.083, 214.251,\n", " 213.882, 213.415, 213.411, 213.522, 214.345, 214.705,\n", " 215.016, 214.432, 214.358, 213.128, 214.475, 215.671,\n", " 217.286, 218.702, 219.169, 219.949, 220.624, 220.992,\n", " 221.325, 221.545, 221.772, 221.779, 221.609, 221.422,\n", " 221.201, 220.801, 220.648, 220.548, 220.372, 220.531,\n", " 220.562, 220.813, 221.005, 220.996, 221.077, 221.408,\n", " 221.651, 221.615, 221.251, 220.407, 219.824, 219.308,\n", " 218.983, 218.632, 218.204, 217.847, 217.64 , 217.58 ,\n", " 217.347, 217.062, 216.523, 216.082, 215.09 , 214.358,\n", " 214.079, 213.994, 213.971, 214.045, 213.929, 213.715,\n", " 213.327, 212.735, 212.339, 211.851, 211.215, 210.656,\n", " 209.975, 209.369, 208.532, 207.485, 206.447, 205.283,\n", " 204.583, 203.84 , 203.277, 202.738, 202.365, 201.986,\n", " 201.676, 201.472, 201.153, 200.737, 200.133, 199.665,\n", " 199.509, 199.503, 199.531, 199.458, 199.539, 199.807,\n", " 200.04 , 200.314, 200.873, 201.827, 203.741, 204.184,\n", " 204.572, 204.731, 204.379, 204.143, 203.745, 203.501,\n", " 203.249, 203.161, 203.071, 203.129, 203.012, 203.022,\n", " 203.359, 203.805, 204.145, 204.658, 205.303, 205.712,\n", " 206.189, 206.599, 206.881, 207.07 , 207.29 , 207.29 ,\n", " 207.207, 206.87 , 206.47 , 205.893, 204.86 , 203.883,\n", " 202.804, 201.855, 201.196, 200.655, 200.318, 200.335,\n", " 200.507, 200.851, 201.255, 201.469, 201.269, 201.255,\n", " 201.398, 201.331, 201.09 , 200.783, 200.375, 200.003,\n", " 199.591, 199.079, 198.693, 197.868, 197.022, 196.284,\n", " 195.774, 195.289, 195.031, 194.903, 194.809, 194.9 ,\n", " 195.037, 194.803, 194.701, 194.573, 194.485, 194.466,\n", " 194.501, 194.313, 194.197, 194.082, 194.137, 194.226,\n", " 194.34 , 194.475, 194.594, 194.558, 194.864, 195.541,\n", " 196.818, 197.917, 199.116, 201.145, 203.733, 206.343,\n", " 209.761, 213.239, 217.553, 226.411, 242.479, 278.939,\n", " 339.579, 446.595, 584.198, 705.886, 687.249, 551.2 ,\n", " 386.728, 298.103, 244.767, 221.229, 208.643, 198.919,\n", " 188.848, 186.814, 185.721, 188.882, 190.065, 190.389,\n", " 190.071, 189.738, 189.411, 189.584, 189.111, 188.486,\n", " 188.402, 188.856, 189.452, 190.126, 190.74 , 191.405,\n", " 192.202, 193.049, 194.249, 195.031, 196.144, 197.549,\n", " 199.028, 200.177, 201.045, 201.735, 201.871, 201.747,\n", " 201.455, 201.323, 201.513, 201.585, 202. , 202.654,\n", " 203.232, 204.019, 204.958, 206.155, 207.384, 208.995,\n", " 210.411, 211.714, 212.552, 212.811, 212.603, 211.631,\n", " 210.512, 209.094, 207.737, 205.99 , 204.213, 202.285,\n", " 200.413, 198.54 , 196.728, 194.986, 193.449, 192.469,\n", " 191.339, 190.139, 188.987, 188.008, 187.289, 186.311,\n", " 185.296, 184.167, 182.911, 181.581, 180.797, 180.179,\n", " 179.006]), array([ 244.411, 243.53 , 242.499, 240.641, 239.586, 238.913,\n", " 238.205, 237.682, 237.48 , 237.091, 236.821, 236.616,\n", " 236.279, 236.088, 235.864, 235.92 , 235.993, 236.136,\n", " 236.316, 236.411, 236.538, 236.807, 237.16 , 237.225,\n", " 237.75 , 238.119, 238.36 , 238.567, 238.587, 238.512,\n", " 238.435, 238.025, 237.635, 237.23 , 237.008, 237.133,\n", " 237.207, 237.815, 238.374, 239.221, 240.652, 242.478,\n", " 243.751, 245.428, 248.971, 254.298, 262.619, 275.666,\n", " 296.232, 335.264, 409.3 , 508.81 , 533.179, 401.576,\n", " 303.952, 259.819, 264.357, 257.114, 273.992, 286.378,\n", " 324.918, 380.44 , 466.035, 645.734, 1010.05 , 1596.8 ,\n", " 2408.01 , 2789.78 , 2091.33 , 956.444, 397.778, 205.258,\n", " 145.749, 131.453, 129.923, 128.482, 137.224, 143.968,\n", " 148.42 , 152.203, 154.348, 156.272, 157.128, 158.654,\n", " 158.71 , 159.048, 159.921, 162.052, 164.83 , 166.281,\n", " 166.375, 167.228, 165.384, 165.405, 164.939, 165.253,\n", " 165.496, 165.614, 165.797, 165.864, 165.86 , 166.259,\n", " 166.689, 167.045, 167.34 , 167.206, 166.999, 166.95 ,\n", " 166.776, 166.547, 166.324, 166.137, 165.854, 165.64 ,\n", " 165.646, 165.447, 165.29 , 165.248, 165.554, 165.863,\n", " 166.218, 166.792, 167.354, 167.661, 168.037, 168.571,\n", " 168.389, 167.757, 166.971, 166.104, 165.017, 160.943,\n", " 162.821, 163.057, 163.98 , 163.957, 163.863, 163.632,\n", " 163.383, 163.123, 163.197, 163.483, 163.824, 164.087,\n", " 164.504, 164.677, 164.59 , 164.369, 163.817, 163.367,\n", " 163.142, 162.856, 163.11 , 163.098, 162.986, 162.891,\n", " 162.613, 162.194, 161.678, 161.413, 161.079, 160.458,\n", " 159.688, 158.901, 158.112, 157.662, 157.625, 157.679,\n", " 157.646, 157.481, 156.952, 156.195, 155.615, 154.364,\n", " 153.973, 153.962, 154.307, 155.092, 156.043, 157.083,\n", " 158.281, 159.529, 160.608, 162.187, 163.716, 164.853,\n", " 165.354, 165.118, 163.891, 162.226, 160.512, 159.04 ,\n", " 157.778, 156.646, 155.521, 154.236, 153.077, 152.206,\n", " 151.635, 151.473, 151.644, 152.139, 152.553, 152.676,\n", " 152.73 , 152.421, 151.747, 151.151, 150.527, 150.212,\n", " 150.018, 150.17 , 150.339, 150.869, 151.482, 151.97 ,\n", " 152.211, 152.438, 152.587, 152.733, 152.958, 153.112,\n", " 153.135, 152.589, 152.552, 152.543, 152.685, 152.649,\n", " 152.58 , 152.481, 152.66 , 153.12 , 152.942, 152.696,\n", " 152.243, 151.749, 151.485, 151.215, 151.126, 151.31 ,\n", " 151.758, 152.007, 151.967, 151.939, 151.917, 152.013,\n", " 152.328, 152.423, 152.774, 153.161, 153.119, 152.807,\n", " 152.798, 152.589, 152.59 , 152.573, 152.913, 152.876,\n", " 152.74 , 152.614, 152.515, 152.391, 152.243, 152.091,\n", " 152.029, 151.912, 151.616, 151.144, 150.77 , 150.611,\n", " 150.419, 150.4 , 150.755, 151.572, 151.808, 151.802,\n", " 151.744, 151.532, 151.302, 151.35 , 151.362, 151.51 ,\n", " 151.755, 152.035, 152.473, 152.634, 152.415, 152.076,\n", " 151.672, 151.398, 151.146, 150.61 , 149.94 , 149.207,\n", " 148.482, 147.838, 147.546, 147.468, 147.502, 147.815,\n", " 148.093, 148.444, 148.874, 149.208, 149.676, 150.138,\n", " 150.708, 151.332, 151.542, 151.431, 151.249, 151.2 ,\n", " 151.228, 150.992, 150.597, 150.092, 149.744, 149.437,\n", " 149.158, 148.927, 148.629, 148.266, 147.684, 147.126,\n", " 146.616, 146.045, 145.564, 145.083, 144.334, 143.802,\n", " 143.829, 144. , 144.395, 144.829, 145.276, 145.551,\n", " 146.113, 146.541, 147.002, 147.133, 147.253, 147.643,\n", " 148.058, 148.489, 148.544, 148.309, 148.109, 147.754,\n", " 147.46 , 147.254, 146.999, 146.715, 146.264, 146.006,\n", " 145.823, 145.597, 145.638, 145.985, 146.557, 146.916,\n", " 147.47 , 148.115, 148.585, 148.513, 148.736, 148.866,\n", " 148.891, 149.033, 148.999, 148.951, 148.915, 148.781,\n", " 148.625, 148.666, 148.395, 148.152, 147.988, 148.093,\n", " 148.526, 148.872, 149.286, 149.857, 149.954, 149.937,\n", " 149.936, 150.117, 150.086, 150.493, 150.933, 151.4 ,\n", " 151.7 , 151.949, 152.093, 152.091, 152.041, 151.84 ,\n", " 151.627, 151.515, 151.406, 151.441, 151.609, 151.813,\n", " 152.112, 152.599, 153.139, 153.669, 154.238, 154.601,\n", " 154.97 , 155.253, 155.916, 156.592, 157.295, 157.964,\n", " 158.615, 159.102, 159.489, 159.796, 159.143, 159.306,\n", " 160.011, 160.585, 160.968, 161.152, 161.296, 161.485,\n", " 161.472, 161.586, 161.628, 161.686, 161.836, 162.39 ,\n", " 162.823, 163.297, 163.822, 164.385, 164.666, 164.964,\n", " 165.09 , 165.073, 164.864, 164.452, 163.991, 163.3 ,\n", " 162.501, 161.842, 161.36 , 161.214, 161.451, 161.702,\n", " 161.802, 161.919, 161.904, 162.121, 162.11 , 161.812,\n", " 161.538, 161.42 , 161.447, 161.463, 161.574, 161.544,\n", " 161.731, 162.219, 161.972, 161.735, 161.672, 161.587,\n", " 161.542, 161.636, 161.743, 162.228, 162.46 , 162.847,\n", " 163.207, 163.766, 164.36 , 164.872, 165.221, 165.144,\n", " 164.698, 164.196, 163.81 , 163.49 , 163.445, 163.042,\n", " 162.667, 162.358, 162.197, 162.178, 162.366, 162.548,\n", " 162.854, 162.937, 163.189, 163.399, 163.561, 163.759,\n", " 163.901, 164.223, 164.973, 165.31 , 165.688, 165.78 ,\n", " 165.9 , 165.997, 166.256, 166.5 , 166.798, 167.376,\n", " 168.218, 169.074, 169.606, 169.967, 170.172, 170.19 ,\n", " 170.164, 170.141, 170.23 , 170.395, 170.715, 171.195,\n", " 171.535, 171.695, 171.788, 171.435, 171.267, 171.243,\n", " 173.338, 173.576, 172.892, 172.125, 171.566, 171.346,\n", " 171.41 , 171.184, 171.159, 171.071, 171.192, 170.998,\n", " 171.126, 171.498, 171.865, 172.504, 173.267, 173.879,\n", " 174.163, 174.397, 174.484, 174.329, 174.35 , 174.262,\n", " 174.429, 174.692, 175.015, 175.342, 175.388, 175.332,\n", " 175.248, 175.149, 175.301, 175.775, 176.416, 177.241,\n", " 177.812, 178.192, 179.046, 179.771, 180.243, 180.579,\n", " 180.551, 180.155, 179.678, 179.206, 178.728, 178.327,\n", " 177.711, 176.999, 176.628, 176.499, 176.616, 176.879,\n", " 177.175, 177.648, 178.136, 178.591, 178.954, 179.156,\n", " 179.318, 179.24 , 179.109, 179.152, 179.374, 179.738,\n", " 180.186, 180.658, 181.31 , 181.913, 182.668, 183.193,\n", " 183.821, 184.331, 184.696, 185.193, 185.797, 186.913,\n", " 187.061, 187.037, 186.903, 187.083, 187.162, 187.357,\n", " 186.971, 187.067, 187.398, 187.486, 187.896, 187.961,\n", " 188.264, 188.639, 189.317, 189.897, 190.237, 190.59 ,\n", " 191.021, 191.46 , 191.935, 192.454, 192.928, 193.159,\n", " 193.312, 193.412, 193.142, 193.11 , 193.528, 193.886,\n", " 194.279, 194.619, 195.183, 195.752, 196.424, 196.891,\n", " 197.443, 197.85 , 198.388, 199.138, 199.6 , 200.069,\n", " 200.015, 200.062, 199.995, 198.027, 198.188, 198.444,\n", " 199.823, 200.783, 201.948, 203.172, 203.998, 204.315,\n", " 204.214, 204.233, 204.393, 204.758, 205.292, 205.78 ,\n", " 206.325, 206.743, 206.935, 207.259, 207.402, 207.726,\n", " 208.176, 208.304, 208.418, 208.247, 208.53 , 208.84 ,\n", " 209.149, 209.728, 210.221, 210.905, 211.561, 212.395,\n", " 213.014, 213.525, 214.313, 214.768, 215.58 , 215.779,\n", " 215.64 , 215.54 , 215.262, 214.953, 214.75 , 214.579,\n", " 214.444, 214.339, 214.424, 214.53 , 215.244, 216.183,\n", " 217.461, 218.164, 218.805, 219.632, 220.219, 220.583,\n", " 221.258, 222.398, 223.701, 222.859, 222.775, 221.696,\n", " 221.214, 221.529, 221.798, 221.693, 221.609, 221.3 ,\n", " 220.936, 220.565, 220.086, 219.378, 218.884, 218.45 ,\n", " 218.121, 218.013, 217.789, 217.719, 217.659, 217.491,\n", " 217.204, 217.705, 218.394, 218.833, 219.03 , 218.853,\n", " 218.705, 218.203, 217.406, 216.481, 215.584, 214.758,\n", " 214.366, 214.463, 214.439, 214.355, 214.283, 214.71 ,\n", " 214.615, 214.342, 214.028, 213.438, 212.597, 211.143,\n", " 209.384, 207.72 , 206.262, 205.176, 204.462, 204.106,\n", " 204.038, 203.776, 203.452, 202.813, 202.394, 202.123,\n", " 201.629, 201.418, 201.653, 201.267, 200.791, 200.034,\n", " 199.825, 199.523, 199.493, 199.579, 199.994, 200.551,\n", " 201.26 , 201.906, 202.712, 203.464, 204.26 , 204.305,\n", " 204.69 , 204.726, 204.461, 203.642, 202.751, 201.913,\n", " 201.16 , 200.582, 200.313, 200.483, 201.088, 202.003,\n", " 202.777, 203.727, 202.605, 203.806, 205.737, 206.636,\n", " 207.238, 207.632, 207.902, 208.14 , 208.097, 207.845,\n", " 207.116, 206.296, 205.401, 204.958, 203.835, 202.618,\n", " 201.596, 201.028, 200.723, 200.648, 200.84 , 201.011,\n", " 201.495, 201.48 , 201.134, 200.655, 200.042, 199.66 ,\n", " 199.621, 199.484, 199.463, 199.645, 199.721, 199.747,\n", " 199.876, 199.766, 199.213, 198.675, 197.955, 197.259,\n", " 196.442, 195.785, 195.36 , 195.132, 195.212, 195.384,\n", " 195.628, 195.514, 195.48 , 195.563, 195.43 , 195.572,\n", " 195.51 , 195.763, 195.809, 195.559, 195.438, 195.553,\n", " 195.499, 195.359, 195.009, 194.929, 195.088, 195.673,\n", " 196.485, 197.77 , 198.466, 200.113, 202.137, 204.071,\n", " 206.463, 210.639, 216.091, 226.373, 244.308, 276.754,\n", " 352.098, 440.841, 593.031, 708.274, 675.781, 541.096,\n", " 385.145, 298.703, 236.468, 217.463, 211.218, 191.656,\n", " 190.373, 189.95 , 190.44 , 191.727, 194.056, 193.749,\n", " 193.443, 191.803, 191.152, 190.041, 189.125, 188.41 ,\n", " 188.024, 188.107, 188.597, 189.021, 189.68 , 190.601,\n", " 191.788, 193.239, 194.454, 195.846, 197.584, 200.019,\n", " 202.313, 204.19 , 205.452, 205.663, 204.849, 204.316,\n", " 204.328, 204.312, 204.539, 204.743, 204.321, 204.09 ,\n", " 203.918, 204.022, 204.357, 205.189, 206.33 , 207.658,\n", " 209.223, 210.269, 210.901, 211.038, 210.838, 210.423,\n", " 210.288, 209.091, 207.704, 206.253, 204.645, 202.892,\n", " 201.358, 199.807, 197.93 , 196.033, 193.659, 191.699,\n", " 190.557, 189.294, 188.196, 187.193, 186.478, 185.844,\n", " 185.615, 185.29 , 185.156, 184.833, 184.226, 183.215,\n", " 181.372]), array([ 233.658, 237.035, 239.79 , 239.852, 239.356, 239.111,\n", " 238.773, 238.163, 237.765, 237.312, 237.225, 237.058,\n", " 237.193, 237.372, 237.305, 237.205, 236.559, 235.817,\n", " 234.895, 234.186, 233.658, 233.593, 233.192, 231.612,\n", " 233.044, 234.656, 235.545, 235.89 , 236.089, 236.363,\n", " 236.625, 237.25 , 237.88 , 238.421, 238.529, 238.977,\n", " 239.084, 238.968, 239.323, 239.672, 241.018, 242.507,\n", " 244.579, 247.479, 253.346, 260.196, 269.169, 278.425,\n", " 294.273, 328.79 , 394.214, 507.549, 520.662, 403.404,\n", " 298.948, 261.838, 262.84 , 254.092, 272.6 , 290.655,\n", " 328.4 , 375.463, 469.588, 657.872, 1010.64 , 1603.13 ,\n", " 2383.81 , 2774. , 2066.44 , 950.444, 415.333, 206.289,\n", " 146.697, 129.56 , 131.761, 129.127, 137.711, 139.842,\n", " 144.129, 148.759, 150.83 , 153.605, 155.087, 156.462,\n", " 157.589, 158.511, 159.78 , 160.808, 161.59 , 162.317,\n", " 162.877, 163.373, 163.677, 163.839, 163.923, 164.852,\n", " 164.979, 165.07 , 165.304, 165.214, 165.222, 165.523,\n", " 166.006, 166.514, 166.904, 167.355, 167.286, 166.908,\n", " 166.461, 166.054, 165.588, 164.844, 164.031, 162.959,\n", " 162.671, 162.606, 162.725, 163.042, 164.58 , 165.357,\n", " 166.054, 166.352, 166.426, 166.31 , 166.3 , 165.995,\n", " 165.551, 165.084, 164.381, 163.561, 162.677, 162.011,\n", " 161.619, 161.6 , 162.1 , 162.703, 163.435, 164.001,\n", " 163.89 , 162.686, 161.451, 160.904, 160.887, 160.865,\n", " 161.258, 161.599, 162.129, 162.446, 162.502, 161.967,\n", " 161.275, 160.686, 160.114, 159.83 , 159.405, 159.184,\n", " 158.866, 158.812, 158.787, 159.306, 159.573, 159.802,\n", " 159.853, 160.002, 160.075, 160.249, 160.373, 160.217,\n", " 159.547, 159.006, 158.201, 157.481, 156.437, 155.225,\n", " 154.664, 154.425, 154.471, 155.096, 155.827, 156.415,\n", " 157.567, 158.596, 159.923, 161.739, 163.555, 165.021,\n", " 165.757, 165.55 , 164.01 , 161.674, 160.299, 159.079,\n", " 158.297, 157.076, 156.671, 155.263, 154.07 , 152.441,\n", " 150.858, 150.014, 149.781, 150.337, 150.836, 151.268,\n", " 151.708, 151.903, 151.678, 150.487, 149.283, 149.683,\n", " 151.441, 152.298, 151.833, 151.43 , 150.959, 150.855,\n", " 150.544, 149.86 , 149.498, 149.865, 150.199, 150.257,\n", " 150.344, 150.416, 150.757, 151.197, 151.685, 152.109,\n", " 152.071, 151.924, 151.812, 151.507, 150.933, 150.289,\n", " 149.804, 149.241, 148.744, 148.289, 147.498, 147.181,\n", " 147.622, 148.398, 149.499, 150.875, 151.969, 153.145,\n", " 153.787, 154.227, 154.568, 154.726, 154.804, 154.781,\n", " 154.944, 155.179, 155.229, 155.041, 154.711, 154.309,\n", " 153.616, 152.615, 151.646, 150.708, 150.266, 149.741,\n", " 149.366, 149.07 , 148.937, 148.725, 148.675, 148.647,\n", " 148.889, 149.408, 150.184, 150.925, 151.292, 151.485,\n", " 151.671, 151.601, 151.428, 151.485, 151.709, 151.845,\n", " 152.098, 152.401, 152.698, 152.457, 151.836, 151.206,\n", " 150.523, 150.28 , 149.858, 149.442, 149.24 , 148.992,\n", " 148.354, 147.77 , 147.363, 147.15 , 147.126, 147.541,\n", " 148.107, 148.302, 148.301, 149.062, 149.922, 150.718,\n", " 151.219, 151.538, 151.782, 151.536, 151.157, 151.269,\n", " 151.102, 150.769, 150.441, 149.909, 149.469, 149.133,\n", " 148.808, 148.59 , 148.078, 147.594, 147.077, 146.517,\n", " 146.331, 145.71 , 145.083, 144.635, 144.174, 143.997,\n", " 144.013, 144.164, 144.432, 144.735, 144.853, 145.182,\n", " 145.516, 145.824, 145.769, 146.025, 146.55 , 146.946,\n", " 147.162, 147.333, 147.264, 147.205, 147.223, 147.218,\n", " 146.974, 146.55 , 146.284, 146.072, 145.822, 145.548,\n", " 145.796, 145.997, 146.663, 147.14 , 147.49 , 147.829,\n", " 147.862, 147.963, 148.046, 147.368, 147.311, 147.682,\n", " 148.811, 149.183, 149.479, 149.722, 149.793, 149.864,\n", " 150.017, 150.177, 150.069, 149.88 , 149.807, 149.721,\n", " 149.409, 149.82 , 150.41 , 150.747, 151.031, 151.369,\n", " 151.541, 151.567, 151.496, 151.47 , 151.166, 150.976,\n", " 150.939, 150.98 , 150.985, 150.636, 150.496, 150.683,\n", " 151.088, 151.566, 151.697, 151.841, 151.811, 152.006,\n", " 152.196, 152.362, 152.59 , 153.025, 153.379, 153.838,\n", " 154.162, 154.413, 154.659, 155.116, 155.807, 156.714,\n", " 157.543, 157.953, 158.093, 157.983, 157.852, 157.985,\n", " 158.076, 158.164, 158.379, 158.973, 158.787, 158.808,\n", " 159.129, 159.47 , 159.824, 160.196, 160.789, 161.389,\n", " 161.743, 162.285, 162.74 , 163.233, 163.857, 164.357,\n", " 164.851, 165.046, 165.259, 165.453, 165.442, 165.012,\n", " 164.692, 164.282, 163.851, 163.621, 163.417, 163.268,\n", " 163.1 , 162.926, 162.654, 162.211, 161.779, 161.481,\n", " 161.3 , 161.139, 161.153, 160.883, 161.001, 160.956,\n", " 161.096, 161.277, 161.786, 162.138, 161.93 , 161.365,\n", " 160.949, 160.875, 161.624, 161.872, 162.094, 162.435,\n", " 162.723, 163.351, 163.886, 164.466, 164.606, 164.782,\n", " 164.865, 164.778, 164.441, 163.951, 164.413, 164.34 ,\n", " 164.342, 164.39 , 164.393, 164.159, 164.145, 164.137,\n", " 163.618, 162.223, 162.262, 162.714, 163.267, 163.877,\n", " 163.774, 163.647, 163.551, 163.333, 163.205, 163.843,\n", " 164.114, 163.256, 163.609, 164.638, 165.666, 166.704,\n", " 168.503, 169.07 , 169.527, 169.615, 169.882, 170.105,\n", " 170.327, 170.063, 170.086, 170.202, 170.492, 170.603,\n", " 170.864, 171.15 , 171.454, 171.384, 171.339, 171.186,\n", " 171.167, 171.159, 171.425, 171.795, 172.118, 172.365,\n", " 172.759, 172.903, 172.929, 172.852, 172.999, 172.743,\n", " 172.325, 172.058, 172.034, 172.018, 172.021, 171.788,\n", " 171.534, 171.536, 171.584, 171.876, 172.125, 172.467,\n", " 173.008, 173.543, 174.055, 174.297, 174.366, 174.005,\n", " 173.795, 173.819, 173.905, 174.275, 175.611, 176.184,\n", " 176.738, 177.348, 177.954, 178.52 , 178.852, 179.196,\n", " 179.29 , 178.955, 178.817, 178.631, 178.495, 178.788,\n", " 178.766, 178.714, 178.78 , 178.782, 178.815, 178.915,\n", " 179.244, 179.627, 179.805, 179.933, 179.962, 179.756,\n", " 179.465, 179.269, 179.179, 179.075, 179.031, 178.976,\n", " 179.048, 179.3 , 179.652, 180.292, 181.236, 182.293,\n", " 183.453, 184.416, 185.241, 186.219, 186.884, 186.774,\n", " 186.408, 186.42 , 186.517, 187.826, 188.192, 188.475,\n", " 188.551, 188.09 , 188.177, 188.885, 189.475, 189.704,\n", " 190.154, 190.597, 191.08 , 191.555, 191.824, 192.201,\n", " 192.75 , 193.342, 193.836, 194.132, 194.226, 194.203,\n", " 194.226, 194.33 , 194.309, 194.591, 194.983, 195.424,\n", " 195.672, 195.885, 196.289, 196.483, 196.881, 197.452,\n", " 198.298, 199.148, 199.807, 200.331, 200.795, 201.321,\n", " 201.496, 201.849, 202.153, 202.367, 202.58 , 202.716,\n", " 202.789, 202.989, 203.339, 203.486, 203.677, 203.866,\n", " 204.289, 204.457, 204.805, 205.07 , 205.621, 206.037,\n", " 206.548, 207.154, 207.712, 207.95 , 208.266, 208.49 ,\n", " 208.734, 208.88 , 208.658, 208.334, 208.109, 208.051,\n", " 208.1 , 208.493, 209.157, 210.084, 210.651, 211.063,\n", " 211.456, 211.837, 212.086, 212.388, 212.842, 213.34 ,\n", " 213.6 , 213.749, 213.878, 214.038, 214.071, 214.328,\n", " 214.584, 214.873, 215.342, 216.021, 216.674, 217.005,\n", " 217.649, 217.986, 218.173, 218.572, 219.105, 219.777,\n", " 220.54 , 221.16 , 221.536, 221.511, 221.378, 221.127,\n", " 220.812, 220.653, 220.657, 221.099, 221.539, 221.986,\n", " 222.487, 223.032, 222.624, 221.901, 221.458, 220.806,\n", " 220.227, 220.035, 219.324, 218.614, 218.047, 217.457,\n", " 216.953, 216.441, 216.126, 216.102, 215.966, 215.677,\n", " 215.344, 214.701, 214.07 , 213.409, 212.601, 212.256,\n", " 212.273, 212.587, 212.808, 212.876, 212.798, 212.674,\n", " 212.631, 212.208, 211.658, 211.139, 210.577, 209.943,\n", " 208.854, 207.751, 206.761, 205.792, 205.186, 204.602,\n", " 204.392, 203.912, 203.077, 202.43 , 201.991, 201.605,\n", " 201.524, 201.445, 201.239, 201.063, 200.786, 200.222,\n", " 199.926, 199.677, 199.821, 200.112, 200.444, 201.078,\n", " 201.662, 202.066, 202.534, 202.824, 202.989, 203.157,\n", " 203.606, 203.839, 203.924, 203.949, 203.536, 203.015,\n", " 202.651, 202.181, 201.645, 201.356, 201.466, 202.228,\n", " 202.721, 203.557, 204.562, 205.52 , 206.439, 207.44 ,\n", " 208.412, 209.15 , 209.517, 209.598, 209.517, 209.315,\n", " 208.743, 207.874, 206.659, 205.333, 204.06 , 202.826,\n", " 201.567, 200.565, 199.852, 199.285, 199.038, 199.034,\n", " 199.389, 199.688, 199.803, 199.911, 200.467, 200.803,\n", " 200.784, 200.391, 199.887, 199.215, 198.367, 197.725,\n", " 197.503, 197.554, 197.509, 197.388, 197.134, 197.012,\n", " 196.936, 196.77 , 197.003, 196.947, 196.871, 196.726,\n", " 196.477, 196.12 , 195.698, 195.003, 194.31 , 193.728,\n", " 193.341, 193.251, 193.06 , 192.883, 192.772, 192.331,\n", " 191.866, 191.539, 191.504, 191.683, 192.293, 193.311,\n", " 194.502, 196.272, 197.714, 199.248, 201.107, 203.044,\n", " 206.517, 211.439, 218.949, 228.457, 245.12 , 280.203,\n", " 342.392, 453.964, 590.927, 711.087, 682.259, 533.418,\n", " 396.212, 301.15 , 241.793, 215.793, 208.566, 197.179,\n", " 194.038, 192.563, 189.513, 191.545, 193.605, 192.507,\n", " 193.115, 192.493, 192.114, 191.505, 191.189, 191.253,\n", " 191.487, 191.592, 191.563, 191.69 , 192.005, 192.478,\n", " 193.101, 193.947, 195.16 , 196.085, 197.374, 198.421,\n", " 199.062, 199.644, 200.364, 201.016, 201.564, 201.915,\n", " 202.229, 202.057, 202.346, 202.604, 203.045, 203.497,\n", " 204.055, 204.508, 204.765, 206.694, 209.136, 210.491,\n", " 211.572, 212.875, 213.666, 214.226, 214.283, 213.732,\n", " 212.681, 211.664, 210.254, 208.318, 205.869, 203.562,\n", " 201.083, 198.845, 196.634, 194.583, 192.75 , 191.248,\n", " 190.556, 189.21 , 188.084, 186.936, 185.765, 185.352,\n", " 184.606, 184.049, 183.251, 182.325, 181.163, 178.979,\n", " 176.835]), array([ 244.212, 244.841, 245.271, 244.988, 244.564, 243.982,\n", " 242.854, 242.192, 241.874, 241.823, 242.061, 242.262,\n", " 241.919, 241.546, 241.202, 240.937, 240.612, 240.303,\n", " 239.897, 239.647, 239.535, 239.564, 239.445, 239.377,\n", " 239.384, 239.406, 239.576, 239.907, 240.162, 240.435,\n", " 240.556, 240.637, 240.911, 241.439, 241.822, 242.077,\n", " 242.543, 243.145, 243.836, 244.829, 246.191, 248.037,\n", " 250.188, 253.604, 258.201, 264.908, 272.944, 283.848,\n", " 301.705, 340.083, 407.485, 512.872, 526.326, 411.2 ,\n", " 296.485, 266.39 , 266.741, 266.524, 279.282, 294.433,\n", " 337.767, 396.87 , 488.717, 682.079, 1076.57 , 1650.41 ,\n", " 2459.63 , 2799.11 , 2040.44 , 967.556, 431.778, 216.444,\n", " 142.432, 131.717, 135.881, 134.967, 142.343, 142.769,\n", " 145.361, 150.058, 152.228, 154.682, 156.695, 159.008,\n", " 160.718, 162.624, 164.305, 165.91 , 167.135, 167.912,\n", " 168.443, 168.825, 168.985, 168.97 , 169.013, 168.895,\n", " 168.922, 168.837, 168.696, 168.763, 168.763, 168.853,\n", " 168.909, 169.36 , 169.659, 170.024, 170.421, 170.921,\n", " 171.023, 171.046, 170.881, 170.505, 169.947, 169.304,\n", " 168.899, 168.71 , 168.623, 168.769, 169.116, 169.635,\n", " 170.043, 170.132, 170.115, 169.846, 169.813, 169.698,\n", " 169.433, 169.128, 168.867, 168.453, 167.704, 166.991,\n", " 166.284, 165.797, 165.54 , 165.434, 165.461, 165.592,\n", " 165.642, 165.557, 165.209, 164.875, 164.203, 163.711,\n", " 163.419, 163.584, 163.806, 163.979, 163.723, 163.172,\n", " 162.543, 161.91 , 161.319, 161.193, 160.935, 160.963,\n", " 161.268, 161.609, 161.876, 162.278, 162.536, 162.638,\n", " 162.406, 162.33 , 162.218, 162.295, 162.305, 162.293,\n", " 162.164, 161.77 , 161.387, 160.858, 160.17 , 159.447,\n", " 158.284, 157.759, 157.5 , 157.668, 157.759, 158.112,\n", " 158.723, 159.783, 161.267, 162.836, 164.611, 166.146,\n", " 166.679, 166.392, 165.541, 163.66 , 162.147, 160.542,\n", " 159.015, 157.55 , 156.186, 154.983, 153.705, 152.879,\n", " 152.026, 152.668, 153.427, 154.245, 154.914, 155.629,\n", " 156.36 , 156.719, 156.899, 156.503, 155.743, 155.512,\n", " 155.334, 155.131, 154.875, 154.578, 154.324, 154.143,\n", " 154.558, 154.372, 154.034, 153.913, 154.018, 154.241,\n", " 154.476, 154.552, 154.656, 154.64 , 154.6 , 154.503,\n", " 154.442, 154.357, 154.243, 154.002, 153.737, 153.354,\n", " 152.904, 152.369, 152.092, 151.977, 151.933, 151.894,\n", " 151.858, 152.082, 152.424, 152.834, 153.496, 154.228,\n", " 155.152, 155.927, 156.698, 157.413, 157.89 , 158.28 ,\n", " 158.602, 158.823, 158.901, 158.849, 158.539, 158.122,\n", " 157.692, 156.907, 156.103, 155.277, 154.439, 153.666,\n", " 152.995, 152.41 , 151.909, 151.523, 151.361, 151.333,\n", " 151.41 , 151.604, 152.052, 152.292, 152.096, 151.722,\n", " 151.578, 151.528, 151.957, 152.624, 153.603, 154.256,\n", " 154.769, 155.113, 155.115, 154.909, 154.652, 154.206,\n", " 153.633, 153.152, 152.59 , 152.016, 151.512, 151.189,\n", " 150.937, 150.681, 150.358, 150.041, 149.559, 149.28 ,\n", " 148.755, 149.008, 149.352, 149.841, 150.418, 151.092,\n", " 151.825, 152.518, 153.301, 153.747, 153.787, 153.79 ,\n", " 153.658, 153.265, 152.815, 152.352, 152.028, 151.481,\n", " 150.742, 150.176, 149.567, 148.951, 148.484, 148.003,\n", " 148.109, 148.039, 147.882, 147.664, 147.185, 144.701,\n", " 144.974, 145.445, 146.165, 146.32 , 146.564, 146.867,\n", " 147.661, 148.226, 148.496, 148.697, 148.515, 148.745,\n", " 149.425, 150.206, 150.504, 150.427, 149.891, 149.136,\n", " 148.016, 146.911, 146.036, 145.404, 144.934, 144.707,\n", " 144.666, 144.766, 145.084, 145.504, 145.824, 146.131,\n", " 146.64 , 147.399, 148.687, 149.978, 151.179, 152.443,\n", " 153.215, 153.701, 153.912, 153.942, 153.799, 153.529,\n", " 153.147, 152.671, 151.96 , 151.017, 150.077, 149.395,\n", " 148.833, 148.703, 149.04 , 149.593, 150.288, 151.301,\n", " 152.058, 152.558, 152.849, 153.067, 153.28 , 153.334,\n", " 153.221, 153.127, 152.837, 152.377, 151.916, 151.702,\n", " 151.997, 152.539, 153.214, 153.969, 154.797, 155.73 ,\n", " 156.607, 157.558, 158.268, 158.592, 158.835, 158.725,\n", " 158.385, 157.99 , 157.349, 157.471, 157.262, 157.468,\n", " 157.845, 158.121, 158.496, 158.842, 159.145, 159.587,\n", " 159.827, 160.484, 161.302, 162.208, 162.032, 162.227,\n", " 162.675, 163.087, 163.136, 163.47 , 164.077, 164.856,\n", " 165.746, 166.494, 167.188, 167.705, 168.277, 168.788,\n", " 169.055, 169.174, 169.002, 168.578, 167.756, 166.759,\n", " 165.439, 164.187, 163.541, 163.07 , 162.814, 162.283,\n", " 162.257, 162.509, 162.982, 163.538, 163.876, 163.48 ,\n", " 162.307, 160.826, 162.62 , 163.879, 163.306, 163.233,\n", " 163.137, 163.06 , 163.001, 162.732, 162.397, 161.88 ,\n", " 161.595, 161.051, 160.876, 161.157, 161.92 , 162.972,\n", " 164.193, 165.291, 166.462, 167.38 , 167.956, 168.235,\n", " 168.499, 168.614, 168.563, 168.235, 167.489, 166.891,\n", " 166.266, 165.69 , 165.54 , 165.472, 165.476, 165.203,\n", " 164.894, 164.271, 164.041, 163.913, 164.648, 165.675,\n", " 166.675, 167.724, 168.506, 168.754, 168.971, 169.253,\n", " 169.563, 169.87 , 170.182, 170.476, 170.546, 170.43 ,\n", " 170.308, 170.242, 170.045, 170.018, 170.367, 170.538,\n", " 170.708, 170.832, 170.852, 170.801, 171.032, 171.197,\n", " 171.492, 171.995, 172.484, 172.88 , 173.137, 173.223,\n", " 173.233, 173.082, 173.014, 173.121, 173.044, 173.235,\n", " 173.6 , 174.005, 174.46 , 174.926, 175.295, 175.48 ,\n", " 175.496, 175.468, 175.409, 175.187, 175.085, 175.024,\n", " 174.888, 175.021, 175.128, 175.088, 175.318, 175.561,\n", " 175.76 , 176.05 , 176.239, 176.344, 177.131, 177.463,\n", " 177.905, 177.958, 178.103, 178.429, 178.746, 179.204,\n", " 179.359, 179.551, 179.788, 180.025, 180.341, 180.389,\n", " 180.348, 180.181, 179.7 , 179.193, 178.828, 178.573,\n", " 178.474, 178.672, 179.145, 179.715, 180.63 , 181.577,\n", " 182.282, 182.817, 183.078, 183.055, 182.932, 182.586,\n", " 179.753, 181.093, 180.542, 180.249, 181.103, 181.547,\n", " 182.106, 182.842, 183.559, 184.453, 185.457, 186.492,\n", " 187.581, 188.536, 189.431, 190.178, 190.496, 190.641,\n", " 190.737, 190.814, 190.859, 190.986, 191.027, 191.1 ,\n", " 191.147, 191.273, 191.65 , 192.066, 192.643, 193.104,\n", " 193.528, 193.964, 194.423, 194.677, 194.804, 195.131,\n", " 195.432, 195.655, 195.334, 195.481, 195.729, 195.979,\n", " 196.191, 196.373, 196.669, 197.321, 198.064, 198.609,\n", " 198.795, 199.046, 198.425, 197.509, 197.126, 197.448,\n", " 197.929, 198.812, 199.883, 201.326, 202.15 , 202.997,\n", " 203.4 , 202.905, 202.296, 203.242, 203.328, 203.616,\n", " 203.632, 203.781, 204.076, 204.489, 204.999, 205.455,\n", " 205.658, 206.405, 207.412, 208.603, 209.944, 211.277,\n", " 212.504, 213.203, 213.649, 214.064, 214.37 , 214.527,\n", " 214.636, 214.767, 214.82 , 214.583, 214.236, 214.006,\n", " 213.888, 213.844, 214.107, 215.144, 216.356, 217.575,\n", " 218.851, 219.547, 219.71 , 219.755, 219.813, 219.886,\n", " 219.555, 218.208, 217.379, 216.541, 215.778, 215.095,\n", " 214.755, 214.643, 214.862, 215.342, 216.262, 217.494,\n", " 218.783, 220.022, 221.278, 222.219, 223.131, 224.06 ,\n", " 224.778, 225.66 , 225.876, 225.627, 225.223, 224.908,\n", " 224.842, 224.854, 224.972, 225.16 , 225.391, 225.738,\n", " 225.787, 225.736, 225.157, 224.778, 224.52 , 224.282,\n", " 224.276, 224.021, 223.623, 223.252, 222.692, 221.879,\n", " 221.386, 220.825, 220.428, 220.054, 219.65 , 219.442,\n", " 218.761, 218.29 , 217.752, 217.152, 216.836, 217.039,\n", " 217.504, 218.081, 218.499, 218.989, 218.832, 218.493,\n", " 218.151, 217.652, 216.649, 215.743, 214.8 , 213.818,\n", " 212.75 , 211.551, 210.271, 208.704, 207.165, 205.945,\n", " 204.982, 204.29 , 203.584, 202.99 , 202.888, 202.911,\n", " 203.031, 203.328, 203.333, 202.592, 201.737, 200.868,\n", " 200.149, 199.807, 199.673, 199.812, 200.104, 201.009,\n", " 202.777, 203.989, 204.593, 205.093, 205.641, 206.192,\n", " 206.366, 206.709, 206.627, 206.354, 206.091, 205.816,\n", " 205.695, 205.663, 205.869, 206.707, 207.25 , 207.295,\n", " 207.368, 207.497, 207.824, 208.304, 208.931, 209.011,\n", " 209.004, 208.701, 208.147, 207.511, 206.654, 206.046,\n", " 205.515, 205.255, 205.02 , 204.841, 204.834, 204.933,\n", " 204.96 , 205.062, 205.203, 205.175, 204.893, 203.932,\n", " 205.607, 205.113, 205.393, 204.608, 204.688, 204.49 ,\n", " 204.277, 204.231, 204.361, 204.485, 204.124, 203.337,\n", " 202.768, 202.102, 200.919, 198.822, 199.618, 199.104,\n", " 198.732, 198.45 , 198.144, 197.947, 198.107, 198.227,\n", " 198.499, 198.672, 198.654, 198.33 , 198.018, 197.809,\n", " 197.767, 197.705, 197.333, 196.942, 196.874, 196.838,\n", " 196.871, 197.182, 197.553, 198.09 , 198.582, 199.58 ,\n", " 200.832, 202.046, 203.344, 205.016, 207.318, 209.154,\n", " 212.278, 217.686, 223.684, 233.271, 250.449, 284.896,\n", " 353.971, 466.964, 594.671, 721.973, 674.182, 540.699,\n", " 399.127, 296.544, 246.116, 226.033, 213.62 , 203.456,\n", " 200.365, 199.857, 196.536, 194.628, 194.905, 196.14 ,\n", " 195.705, 193.129, 193.088, 192.474, 192.028, 191.493,\n", " 189.873, 189.123, 188.978, 189.157, 189.71 , 190.422,\n", " 191.654, 193.085, 194.791, 196.668, 198.626, 200.65 ,\n", " 202.694, 203.952, 204.893, 205.332, 205.564, 205.522,\n", " 205.375, 205.277, 205.169, 205.336, 205.695, 206.474,\n", " 207.419, 208.326, 209.369, 210.361, 211.492, 212.647,\n", " 214.146, 215.785, 217.244, 218.083, 218.247, 217.772,\n", " 216.886, 215.498, 213.846, 211.795, 209.56 , 207.28 ,\n", " 204.908, 202.447, 199.967, 197.665, 195.529, 193.616,\n", " 191.921, 190.531, 190.3 , 189.98 , 189.644, 189.265,\n", " 188.936, 188.109, 186.87 , 185.207, 183.331, 181.477,\n", " 178.995]), array([ 240.394, 241.483, 242.351, 242.159, 242.342, 242.144,\n", " 241.541, 240.925, 240.656, 240.414, 240.776, 240.647,\n", " 240.712, 240.889, 240.92 , 240.658, 240.285, 239.782,\n", " 239.316, 238.864, 238.651, 238.35 , 238.233, 238.521,\n", " 239.123, 239.884, 240.688, 241.495, 242.264, 242.926,\n", " 243.212, 243.144, 243.007, 242.92 , 242.37 , 242.669,\n", " 242.849, 242.923, 243.438, 244.239, 244.374, 245.98 ,\n", " 247.547, 251.04 , 256.678, 262.919, 270.002, 281.838,\n", " 301.559, 346.479, 426.519, 503.04 , 522.516, 405.729,\n", " 301.973, 265.465, 261.577, 270.823, 284.017, 293.896,\n", " 336.855, 391.902, 514.485, 718.75 , 1127.57 , 1723.57 ,\n", " 2448.33 , 2725.78 , 1982.89 , 943.778, 431.778, 219.46 ,\n", " 147.14 , 136.425, 137.265, 135.211, 140.905, 143.794,\n", " 148.213, 153.109, 156.539, 159.178, 159.871, 161.993,\n", " 163.274, 164.647, 165.675, 166.493, 167.165, 167.622,\n", " 167.791, 167.863, 167.664, 167.389, 167.138, 166.852,\n", " 166.78 , 167.121, 167.707, 167.879, 168.294, 168.871,\n", " 169.633, 170.227, 170.398, 170.134, 169.691, 169.302,\n", " 169.094, 168.901, 168.6 , 168.639, 168.676, 168.53 ,\n", " 168.632, 168.703, 168.567, 168.573, 168.896, 169.254,\n", " 169.653, 169.919, 169.941, 169.883, 170.026, 170.245,\n", " 170.309, 170.045, 169.807, 169.632, 169.292, 168.327,\n", " 167.345, 166.542, 166.026, 165.796, 165.776, 166.244,\n", " 166.731, 167.192, 167.51 , 167.571, 167.52 , 167.12 ,\n", " 166.879, 166.721, 166.517, 166.139, 165.649, 165.081,\n", " 164.847, 164.865, 164.978, 165.098, 165.074, 164.891,\n", " 164.588, 164.285, 163.951, 163.59 , 163.112, 162.387,\n", " 161.656, 161.144, 160.868, 160.608, 160.506, 160.674,\n", " 160.319, 160.102, 159.835, 159.4 , 158.913, 158.203,\n", " 157.222, 156.83 , 156.77 , 156.854, 157.148, 157.963,\n", " 159.268, 161.029, 162.707, 164.451, 165.9 , 167.335,\n", " 167.557, 167.171, 166.144, 163.611, 161.713, 160.217,\n", " 159.119, 157.872, 156.811, 155.617, 154.736, 154.088,\n", " 153.763, 153.955, 154.45 , 154.85 , 155.301, 155.681,\n", " 156.036, 156.244, 156.096, 155.861, 155.541, 155.365,\n", " 155.016, 154.536, 154.272, 154.27 , 154.405, 154.61 ,\n", " 154.917, 155.311, 155.697, 155.67 , 155.717, 155.657,\n", " 155.377, 155.223, 155.246, 155.149, 155.17 , 155.319,\n", " 155.121, 155.036, 155.081, 155.061, 155.029, 154.926,\n", " 154.898, 154.883, 154.853, 154.675, 154.392, 154.154,\n", " 154.236, 154.198, 154.213, 154.633, 155.286, 155.714,\n", " 156.029, 156.301, 156.588, 156.764, 156.705, 156.668,\n", " 156.602, 156.638, 156.568, 156.47 , 156.303, 156.072,\n", " 155.733, 155.753, 155.664, 155.351, 154.796, 154.519,\n", " 154.327, 154.289, 154.391, 154.301, 154.322, 154.365,\n", " 154.618, 155.024, 155.641, 156.126, 156.187, 155.898,\n", " 155.632, 155.488, 155.107, 155.066, 155.121, 155.141,\n", " 155.203, 155.227, 155.304, 155.318, 155.248, 155.038,\n", " 154.793, 154.543, 154.323, 153.967, 153.636, 153.166,\n", " 152.596, 151.982, 151.34 , 151.027, 150.916, 150.911,\n", " 150.856, 150.932, 151.276, 151.802, 152.345, 152.751,\n", " 152.938, 153.179, 153.491, 153.617, 153.641, 153.648,\n", " 153.564, 153.501, 153.018, 152.053, 151.152, 150.326,\n", " 149.666, 149.49 , 148.992, 148.53 , 148.064, 147.572,\n", " 147.364, 147.064, 146.6 , 146.128, 145.773, 145.73 ,\n", " 145.814, 146.184, 146.698, 147.348, 148.137, 149.022,\n", " 149.755, 150.341, 150.95 , 151.469, 151.823, 152.167,\n", " 152.344, 152.411, 152.49 , 152.335, 152.379, 152.015,\n", " 151.648, 151.375, 150.906, 150.313, 149.673, 150.016,\n", " 150.512, 150.366, 150.107, 149.827, 149.661, 149.643,\n", " 149.38 , 149.753, 149.895, 150.069, 150.266, 150.464,\n", " 150.672, 150.81 , 150.736, 150.5 , 150.33 , 150.894,\n", " 151.083, 151.447, 151.432, 151.471, 151.511, 151.784,\n", " 152.433, 152.897, 153.146, 153.455, 153.585, 153.708,\n", " 154.816, 155.149, 155.277, 155.328, 155.324, 155.404,\n", " 155.305, 155.032, 154.468, 153.889, 153.267, 152.674,\n", " 152.338, 152.141, 152.154, 152.399, 153.52 , 154.489,\n", " 155.668, 156.958, 157.67 , 158.546, 159.481, 160.186,\n", " 160.273, 159.938, 159.856, 159.96 , 160.071, 160.241,\n", " 160.417, 160.401, 160.472, 160.161, 160.226, 160.243,\n", " 161.054, 161.524, 161.938, 162.258, 162.446, 162.552,\n", " 162.555, 162.33 , 162.348, 162.543, 162.819, 163.104,\n", " 163.576, 164.097, 164.922, 166.109, 167.332, 168.128,\n", " 168.899, 169.476, 169.535, 169.188, 169.084, 168.705,\n", " 167.881, 166.929, 166.344, 165.835, 165.623, 165.782,\n", " 166.042, 166.181, 166.096, 165.887, 165.719, 165.489,\n", " 165.107, 164.311, 163.661, 162.712, 162.67 , 162.702,\n", " 163.582, 164.672, 165.922, 166.598, 166.805, 166.668,\n", " 166.483, 164.104, 163.726, 163.77 , 164.296, 165.166,\n", " 166.504, 167.184, 167.778, 168.235, 168.171, 167.729,\n", " 167.285, 166.805, 166.487, 166.355, 166.295, 166.483,\n", " 166.867, 167.581, 168.185, 168.688, 169.27 , 169.976,\n", " 170.368, 170.605, 170.698, 170.623, 170.528, 170.426,\n", " 170.069, 169.81 , 169.424, 169.05 , 169.394, 169.366,\n", " 169.23 , 169.245, 167.728, 169.586, 169.413, 169.091,\n", " 170.684, 170.642, 170.867, 171.142, 171.632, 171.098,\n", " 170.309, 170.487, 170.138, 170.129, 170.629, 170.753,\n", " 170.902, 170.533, 170.826, 171.39 , 172.161, 173.237,\n", " 174.074, 174.599, 174.785, 175.081, 175.29 , 175.621,\n", " 176.144, 176.569, 176.792, 176.964, 176.971, 176.84 ,\n", " 176.465, 176.269, 176.114, 175.856, 175.744, 175.79 ,\n", " 175.855, 175.971, 176.069, 176.001, 176.24 , 176.6 ,\n", " 176.765, 176.988, 177.201, 177.477, 177.658, 177.848,\n", " 178.26 , 178.473, 178.833, 179.566, 180.443, 180.81 ,\n", " 181.236, 181.447, 181.703, 182.142, 182.423, 182.624,\n", " 182.617, 182.466, 182.394, 182.309, 182.225, 182.188,\n", " 182.013, 181.953, 181.81 , 181.773, 182.132, 182.294,\n", " 182.254, 182.208, 182.275, 182.363, 182.438, 182.405,\n", " 182.41 , 182.33 , 182.149, 182.003, 182.239, 182.792,\n", " 183.491, 184.214, 184.847, 185.557, 186.299, 187.022,\n", " 188.015, 188.701, 189.639, 190.755, 191.554, 191.814,\n", " 191.18 , 190.596, 190.869, 191.282, 191.035, 191.404,\n", " 190.454, 189.694, 191.014, 192.599, 193.34 , 193.811,\n", " 194.733, 195.008, 195.165, 195.167, 195.243, 195.491,\n", " 195.403, 195.506, 195.934, 196.351, 196.762, 197.195,\n", " 197.668, 197.961, 198.156, 198.372, 198.946, 199.277,\n", " 199.983, 200.498, 200.77 , 200.972, 201.691, 202.253,\n", " 202.742, 203.153, 203.687, 204.551, 205.507, 205.678,\n", " 205.659, 205.388, 204.909, 204.294, 203.697, 203.356,\n", " 203.509, 203.859, 204.644, 205.389, 206.675, 207.583,\n", " 208.288, 208.569, 208.817, 208.794, 209.372, 209.997,\n", " 210.776, 211.836, 212.291, 212.048, 211.778, 211.422,\n", " 211.035, 211.489, 211.412, 211.323, 211.796, 212.445,\n", " 212.921, 213.179, 214.064, 215.125, 215.96 , 216.929,\n", " 217.853, 218.09 , 218.089, 218.772, 219.429, 219.802,\n", " 219.922, 219.679, 219.134, 218.523, 218.235, 218.22 ,\n", " 218.045, 217.844, 217.644, 217.692, 218.209, 219.081,\n", " 220.088, 220.915, 221.746, 222.583, 223.216, 223.441,\n", " 223.529, 223.444, 223.43 , 223.785, 223.717, 223.528,\n", " 223.306, 223.331, 223.324, 223.361, 223.516, 223.937,\n", " 224.525, 224.963, 225.169, 225.331, 225.272, 225.041,\n", " 225.104, 225.113, 224.828, 224.053, 223.031, 222.063,\n", " 220.798, 220.304, 221.257, 221.06 , 220.937, 220.468,\n", " 220.783, 220.568, 220.131, 219.324, 216.261, 212.975,\n", " 216.789, 218.933, 219.42 , 219.092, 219.11 , 218.885,\n", " 218.237, 217.163, 216.326, 215.387, 214.454, 213.477,\n", " 212.586, 211.578, 210.636, 209.826, 209.21 , 208.609,\n", " 208.119, 207.348, 206.473, 205.691, 205.291, 205.171,\n", " 205.053, 204.888, 204.774, 204.826, 204.668, 204.449,\n", " 204.368, 204.272, 204.275, 204.531, 204.908, 205.258,\n", " 205.641, 206.215, 206.713, 207.204, 207.628, 207.874,\n", " 208.111, 208.246, 208.215, 207.963, 207.531, 206.863,\n", " 206.406, 206.177, 205.996, 205.941, 205.886, 205.992,\n", " 206.231, 206.737, 207.308, 208.069, 209.25 , 210.426,\n", " 211.343, 211.879, 212.18 , 212.111, 211.976, 211.62 ,\n", " 210.943, 209.657, 208.34 , 207.122, 205.96 , 205.226,\n", " 204.897, 204.29 , 203.845, 203.165, 202.885, 202.94 ,\n", " 202.943, 202.929, 202.853, 202.933, 203.166, 203.532,\n", " 203.725, 203.821, 203.981, 204.236, 203.852, 203.829,\n", " 203.758, 203.615, 203.202, 202.64 , 202.29 , 201.943,\n", " 201.793, 201.667, 201.321, 201.187, 201.017, 200.845,\n", " 200.802, 200.508, 199.901, 199.122, 198.36 , 197.691,\n", " 197.273, 196.916, 196.64 , 196.428, 196.497, 196.409,\n", " 196.525, 196.652, 197.029, 197.702, 198.364, 199.227,\n", " 200.162, 201.648, 203.003, 205.021, 206.66 , 208.152,\n", " 211.044, 215.609, 224.468, 237.655, 259.178, 292.716,\n", " 364.502, 474.814, 600.772, 713.975, 668.463, 530.447,\n", " 392.084, 300.7 , 245.313, 218.794, 212.339, 197.858,\n", " 195.759, 195.215, 194.952, 195.547, 196.535, 195.6 ,\n", " 195.194, 194.792, 194.471, 194.17 , 193.206, 192.796,\n", " 192.652, 192.638, 192.908, 193.48 , 194.217, 195.081,\n", " 196.221, 197.605, 199.34 , 200.843, 202.16 , 203.947,\n", " 206.143, 207.811, 209.192, 209.789, 209.854, 209.75 ,\n", " 209.338, 208.343, 207.594, 207.559, 208.289, 208.641,\n", " 208.961, 209.374, 209.636, 210.248, 211.397, 212.078,\n", " 212.211, 214.052, 216.078, 215.999, 215.773, 215.394,\n", " 214.433, 213.442, 211.495, 209.506, 207.607, 206.192,\n", " 204.712, 202.97 , 201.368, 199.025, 197.373, 195.959,\n", " 194.381, 192.827, 191.474, 190.375, 189.451, 188.534,\n", " 187.847, 186.833, 185.671, 184.655, 183.725, 182.516,\n", " 180.734]), array([ 237.059, 235.91 , 234.823, 233.62 , 232.851, 232.277,\n", " 231.75 , 231.455, 231.215, 231.178, 231.258, 231.251,\n", " 231.475, 231.39 , 231.544, 231.753, 231.858, 231.765,\n", " 231.641, 231.558, 231.359, 231.193, 230.755, 230.446,\n", " 230.901, 231.172, 231.486, 231.881, 232.161, 232.279,\n", " 232.225, 232.166, 232.248, 232.142, 231.921, 231.935,\n", " 232.312, 232.859, 233.629, 234.721, 236.381, 238.564,\n", " 241.569, 245.906, 251.629, 256.933, 264.58 , 277.205,\n", " 296.63 , 334.645, 406.237, 487.39 , 500.658, 385.113,\n", " 296.968, 263.068, 254.829, 251.859, 267.291, 285.027,\n", " 327.981, 391.39 , 484.774, 685.705, 1071.01 , 1649.64 ,\n", " 2350.21 , 2588.67 , 1900.44 , 925.333, 424.889, 220.222,\n", " 140.233, 130.671, 131.194, 129.873, 134.203, 135.921,\n", " 140.997, 147.428, 150.346, 152.445, 153.737, 154.715,\n", " 155.674, 156.652, 158.173, 159.174, 159.989, 160.316,\n", " 160.476, 160.572, 160.604, 160.473, 160.142, 159.87 ,\n", " 159.966, 160.293, 160.715, 160.749, 160.807, 161.084,\n", " 161.493, 161.798, 162.126, 162.313, 162.755, 163.141,\n", " 163.328, 163.307, 163.081, 162.765, 162.427, 162.286,\n", " 162.108, 161.821, 162.053, 162.55 , 163.218, 164.042,\n", " 164.638, 164.906, 165.028, 164.874, 164.656, 164.253,\n", " 163.627, 162.546, 161.359, 160.766, 160.73 , 160.99 ,\n", " 162.51 , 159.6 , 160.051, 159.895, 159.574, 160.495,\n", " 161.161, 160.638, 160.413, 160.22 , 159.992, 159.961,\n", " 160.061, 160.219, 160.341, 160.455, 160.539, 160.576,\n", " 160.738, 160.997, 161.136, 161.127, 160.663, 160.249,\n", " 159.579, 159.218, 157.755, 158.483, 157.595, 156.665,\n", " 155.842, 155.275, 154.837, 154.456, 154.074, 153.735,\n", " 153.853, 153.862, 153.719, 153.222, 152.136, 151.065,\n", " 150.008, 149.633, 149.452, 149.678, 150.231, 151.121,\n", " 152.071, 153.984, 156.141, 158.647, 160.683, 161.761,\n", " 162.061, 161.728, 160.962, 159.676, 157.946, 156.282,\n", " 154.582, 153.183, 151.943, 150.577, 149.838, 149.306,\n", " 149.005, 149.097, 149.526, 149.969, 150.231, 150.394,\n", " 150.663, 150.734, 150.388, 149.139, 148.715, 148.495,\n", " 148.412, 148.265, 148.19 , 148.349, 148.747, 149.331,\n", " 149.851, 149.937, 149.736, 149.557, 149.468, 149.339,\n", " 148.831, 147.879, 147.015, 146.204, 145.51 , 144.856,\n", " 144.693, 145.27 , 146.237, 147.11 , 147.684, 148.314,\n", " 148.858, 149.278, 149.71 , 149.988, 150.017, 149.935,\n", " 149.964, 150.215, 150.506, 150.82 , 151.357, 151.826,\n", " 152.311, 152.559, 152.709, 152.838, 152.804, 152.854,\n", " 153.036, 153.441, 153.732, 153.68 , 153.159, 152.34 ,\n", " 151.436, 150.74 , 150.296, 149.866, 149.482, 149.052,\n", " 148.371, 147.702, 147.087, 146.65 , 146.336, 146.207,\n", " 147.177, 147.408, 147.896, 148.586, 148.864, 149.137,\n", " 149.585, 149.999, 150.37 , 150.774, 151.1 , 151.322,\n", " 151.762, 152.185, 152.294, 152.19 , 151.677, 150.659,\n", " 149.692, 148.861, 148.236, 147.728, 147.288, 146.946,\n", " 146.588, 146.026, 145.548, 145.32 , 145.035, 145.042,\n", " 145.367, 145.725, 146.162, 146.743, 147.533, 148.37 ,\n", " 148.908, 149.277, 149.614, 149.778, 149.541, 149.094,\n", " 148.564, 148.021, 147.515, 147.017, 146.845, 147.372,\n", " 147.166, 146.642, 145.858, 144.982, 144.052, 143.452,\n", " 143.154, 142.896, 142.566, 142.407, 142.429, 142.6 ,\n", " 143.13 , 143.586, 143.876, 144.133, 144.237, 144.284,\n", " 144.323, 144.354, 144.386, 144.394, 144.411, 144.607,\n", " 144.831, 145.162, 145.539, 145.52 , 145.202, 144.735,\n", " 144.223, 143.575, 143.127, 142.601, 142.256, 142.204,\n", " 142.066, 141.962, 141.827, 141.847, 142.041, 142.559,\n", " 143.201, 143.728, 144.212, 144.717, 145.329, 145.921,\n", " 146.386, 146.787, 147.132, 147.214, 147.296, 147.474,\n", " 147.571, 147.582, 147.487, 147.213, 147.163, 147.234,\n", " 147.656, 147.921, 148.092, 148.175, 148.219, 148.044,\n", " 147.719, 148.095, 147.979, 148.161, 148.415, 148.559,\n", " 148.607, 148.541, 148.154, 147.864, 147.877, 147.922,\n", " 148.314, 148.694, 148.815, 149.011, 149.162, 149.55 ,\n", " 150.034, 150.795, 151.451, 151.833, 151.781, 151.751,\n", " 151.293, 147.086, 148.095, 149.773, 151.866, 152.184,\n", " 152.655, 153.154, 153.897, 153.999, 154.419, 154.876,\n", " 156.056, 157.171, 158.129, 158.564, 158.624, 158.479,\n", " 158.417, 158.298, 157.882, 157.305, 157.868, 158.495,\n", " 158.751, 159.479, 160.616, 161.905, 162.846, 163.567,\n", " 164.102, 164.27 , 164.271, 164.069, 163.824, 163.551,\n", " 163.248, 162.814, 162.181, 160.998, 159.141, 159.288,\n", " 159.288, 159.35 , 159.39 , 159.437, 159.533, 159.781,\n", " 159.846, 159.721, 159.517, 159.363, 158.914, 158.834,\n", " 158.95 , 159.256, 159.683, 159.766, 159.836, 159.85 ,\n", " 159.802, 159.788, 159.701, 159.611, 159.624, 159.789,\n", " 160.478, 161.115, 161.716, 162.273, 162.758, 163.039,\n", " 163.136, 163.199, 163.243, 163.272, 163.134, 162.615,\n", " 162.033, 161.258, 160.397, 159.71 , 159.188, 158.8 ,\n", " 158.451, 158.317, 158.385, 158.539, 158.883, 159.129,\n", " 159.266, 159.633, 159.797, 159.604, 160.099, 161.065,\n", " 162.175, 163.047, 163.699, 164.32 , 165.053, 165.679,\n", " 166.669, 166.803, 166.641, 166.557, 166.417, 166.275,\n", " 165.883, 166.209, 166.503, 166.935, 167.235, 167.681,\n", " 168.289, 168.423, 168.515, 168.43 , 168.392, 168.143,\n", " 168.12 , 168.101, 167.839, 167.616, 167.494, 167.613,\n", " 167.802, 167.961, 168.117, 168.357, 168.691, 168.871,\n", " 168.918, 169.092, 169.413, 169.574, 169.739, 169.815,\n", " 170.084, 170.315, 170.416, 170.418, 170.505, 170.531,\n", " 170.889, 171.131, 171.393, 171.755, 172.226, 172.552,\n", " 172.76 , 173.02 , 173.285, 173.577, 174.046, 174.653,\n", " 175.296, 175.835, 176.423, 176.842, 177.146, 177.1 ,\n", " 176.789, 176.208, 175.378, 174.768, 174.34 , 174.406,\n", " 174.244, 173.9 , 171.362, 172.316, 173.418, 175.156,\n", " 174.727, 175.358, 176.251, 176.927, 177.25 , 177.288,\n", " 176.862, 176.377, 175.8 , 175.843, 175.768, 175.846,\n", " 176.153, 176.503, 177.107, 177.542, 178.148, 178.799,\n", " 179.599, 180.197, 180.86 , 181.436, 181.862, 182.247,\n", " 182.754, 183.307, 183.789, 184.402, 184.81 , 185.034,\n", " 185.085, 185.264, 185.639, 185.741, 185.75 , 185.722,\n", " 185.788, 185.666, 185.618, 185.887, 186.472, 187.648,\n", " 188.987, 189.049, 188.972, 189.074, 188.937, 188.903,\n", " 189.044, 189.066, 189.165, 189.416, 190.116, 190.744,\n", " 191.468, 192.019, 192.624, 193.079, 193.796, 194.301,\n", " 194.769, 195.055, 195.325, 195.585, 196.049, 196.89 ,\n", " 197.942, 198.311, 198.494, 198.822, 198.756, 198.656,\n", " 198.456, 198.331, 198.549, 198.791, 199.486, 199.805,\n", " 200.465, 200.945, 201.906, 202.732, 203.466, 203.882,\n", " 204.579, 205.109, 205.512, 205.942, 206.313, 206.761,\n", " 207.192, 207.506, 207.537, 207.344, 206.761, 205.669,\n", " 205.28 , 205.437, 206.513, 207.667, 209.294, 211.139,\n", " 210.937, 210.55 , 211.378, 211.626, 211.633, 211.403,\n", " 211.161, 210.621, 210.441, 210.545, 211.147, 211.823,\n", " 212.417, 212.756, 213.144, 213.36 , 213.703, 214.284,\n", " 215.066, 215.622, 215.457, 215.581, 215.801, 216.368,\n", " 217.021, 217.882, 217.746, 217.374, 217.133, 216.741,\n", " 216.002, 215.987, 215.897, 216.421, 216.93 , 217.399,\n", " 217.784, 218.057, 218.09 , 217.722, 217.466, 217.247,\n", " 217.046, 216.745, 216.282, 215.807, 215.351, 215.031,\n", " 214.615, 214.109, 213.983, 213.824, 213.642, 213.271,\n", " 212.43 , 211.374, 210.174, 209.388, 209.296, 209.002,\n", " 209.34 , 209.81 , 210.236, 210.478, 210.629, 210.756,\n", " 210.757, 210.6 , 210.567, 210.642, 210.39 , 209.467,\n", " 207.98 , 206.331, 204.905, 203.602, 202.451, 201.526,\n", " 200.975, 200.329, 199.511, 198.242, 197.073, 196.223,\n", " 195.757, 195.397, 196.397, 196.382, 196.348, 196.375,\n", " 196.619, 196.898, 197.102, 197.327, 197.78 , 198.361,\n", " 198.91 , 199.459, 199.989, 200.443, 200.947, 201.411,\n", " 201.682, 202.118, 201.948, 201.692, 201.34 , 200.793,\n", " 199.82 , 199.219, 198.939, 199.104, 199.599, 200.438,\n", " 201.598, 202.143, 202.606, 202.893, 203.249, 203.636,\n", " 203.94 , 204.017, 203.894, 203.663, 203.349, 202.912,\n", " 202.691, 202.404, 201.886, 201.264, 200.014, 199.435,\n", " 198.9 , 198.156, 197.18 , 196.066, 195.503, 195.287,\n", " 195.829, 196.552, 196.441, 196.234, 196.248, 196.418,\n", " 196.981, 197.262, 197.354, 197.275, 196.784, 196.103,\n", " 195.59 , 195.241, 194.971, 194.69 , 194.441, 194.093,\n", " 193.728, 193.44 , 193.273, 193.114, 192.924, 192.914,\n", " 192.884, 192.771, 192.623, 192.106, 191.467, 190.911,\n", " 190.407, 190.022, 189.829, 189.48 , 189.331, 189.178,\n", " 189.127, 189.485, 190.239, 191.031, 191.783, 192.802,\n", " 194.045, 195.556, 196.402, 197.841, 199.043, 201.202,\n", " 204.899, 210.738, 217.421, 227.79 , 246.567, 283.642,\n", " 347.875, 450.918, 573.38 , 691.932, 643.995, 506.048,\n", " 387.613, 294.615, 244.602, 220.676, 211.824, 195.642,\n", " 191.58 , 187.693, 186.61 , 187.499, 190.358, 188.709,\n", " 188.061, 187.13 , 186.946, 186.912, 186.444, 186.092,\n", " 186.218, 186.547, 187.061, 187.718, 188.143, 188.843,\n", " 189.867, 191.129, 192.5 , 193.708, 194.947, 196.342,\n", " 197.894, 199.069, 200.145, 200.676, 200.945, 200.676,\n", " 200.216, 199.515, 198.968, 198.958, 199.505, 200.316,\n", " 202.207, 201.89 , 201.612, 200.968, 203.123, 204.466,\n", " 205.441, 205.766, 206.257, 206.498, 206.742, 206.584,\n", " 206.231, 205.43 , 204.077, 202.805, 201.498, 200.145,\n", " 198.846, 197.247, 195.379, 192.646, 190.212, 188.161,\n", " 186.791, 187.217, 186.838, 186.221, 185.562, 184.983,\n", " 184.089, 182.982, 181.789, 179.872, 177.821, 175.051,\n", " 171.404]), array([ 237.505, 238.444, 238.247, 238.118, 237.988, 237.808,\n", " 237.582, 237.224, 236.841, 236.395, 236.215, 236.064,\n", " 235.726, 235.212, 234.782, 234.399, 234.023, 233.678,\n", " 233.431, 233.474, 233.613, 233.986, 234.579, 235.292,\n", " 236.062, 236.878, 237.516, 238.03 , 238.463, 238.782,\n", " 239.262, 239.48 , 239.6 , 239.382, 238.879, 238.462,\n", " 238.781, 238.845, 239.437, 239.805, 240.989, 242.336,\n", " 243.911, 247.34 , 251.252, 255.476, 262.187, 273.801,\n", " 296.079, 336.246, 406.051, 498.051, 510.21 , 407.603,\n", " 296.924, 267.398, 259.98 , 260.604, 276.632, 287.264,\n", " 331.972, 385.419, 487.673, 688.256, 1058.99 , 1641.02 ,\n", " 2336.81 , 2646. , 1988.44 , 984. , 442. , 222.222,\n", " 141.397, 132.023, 131.736, 132.421, 137.927, 141.016,\n", " 143.589, 145.992, 149.712, 152.518, 154.774, 155.978,\n", " 157.754, 159.156, 160.348, 161.548, 162.614, 163.608,\n", " 164.339, 164.825, 164.997, 165.074, 165.283, 165.547,\n", " 165.701, 165.709, 165.561, 165.352, 165.298, 165.27 ,\n", " 165.356, 165.286, 165.257, 165.185, 165.469, 166.231,\n", " 166.561, 166.386, 165.971, 165.378, 164.968, 165.012,\n", " 165.277, 165.165, 165.383, 165.657, 166.167, 166.483,\n", " 166.965, 167.514, 167.962, 167.838, 167.829, 167.726,\n", " 167.439, 166.945, 166.169, 165.407, 164.505, 163.21 ,\n", " 163.042, 163.158, 163.181, 163.186, 163.344, 163.586,\n", " 163.855, 163.791, 163.198, 162.185, 161.29 , 161.084,\n", " 162.147, 162.673, 162.835, 162.816, 162.281, 161.795,\n", " 161.04 , 160.798, 160.892, 161.197, 160.934, 160.54 ,\n", " 160.279, 160.062, 160.03 , 160.221, 159.999, 159.501,\n", " 158.888, 158.652, 158.29 , 158.383, 158.493, 158.593,\n", " 158.735, 158.65 , 158.498, 158.134, 157.749, 157.069,\n", " 155.564, 154.495, 154.389, 154.689, 155.287, 156.151,\n", " 157.686, 159.356, 161.16 , 163.084, 164.989, 166.639,\n", " 166.912, 166.155, 164.806, 162.956, 161.321, 158.928,\n", " 157.096, 155.672, 154.286, 153.001, 151.901, 151.03 ,\n", " 150.386, 150.058, 150.102, 150.706, 150.962, 151.047,\n", " 151.337, 151.569, 151.285, 151.404, 151.611, 151.824,\n", " 151.954, 152.047, 152.028, 151.991, 152.014, 151.981,\n", " 151.82 , 151.721, 151.685, 151.577, 151.438, 151.274,\n", " 150.926, 150.679, 150.641, 150.489, 150.298, 149.894,\n", " 149.683, 149.525, 149.559, 149.621, 149.738, 149.953,\n", " 150.061, 150.162, 150.366, 149.981, 149.617, 149.407,\n", " 149.63 , 149.76 , 150.175, 150.698, 151.096, 151.532,\n", " 151.995, 152.218, 152.262, 152.143, 151.841, 151.791,\n", " 151.833, 151.922, 151.89 , 151.83 , 151.425, 150.804,\n", " 149.964, 149.57 , 149.331, 149.149, 148.853, 148.529,\n", " 148.352, 148.18 , 148.058, 148.082, 147.964, 147.847,\n", " 147.828, 147.921, 148.279, 148.664, 148.931, 149.214,\n", " 149.444, 149.658, 149.815, 150.078, 150.277, 150.495,\n", " 150.7 , 150.806, 150.779, 150.759, 150.839, 150.873,\n", " 150.788, 150.485, 150.244, 149.962, 149.631, 149.283,\n", " 148.985, 148.829, 148.807, 148.702, 148.608, 148.64 ,\n", " 148.847, 149.16 , 149.618, 150.036, 150.286, 150.456,\n", " 150.522, 150.442, 150.301, 150.166, 149.862, 149.499,\n", " 149.217, 149.007, 148.775, 148.443, 148.143, 147.76 ,\n", " 147.419, 147.061, 146.424, 145.746, 145.24 , 144.517,\n", " 144.625, 144.571, 144.363, 144.165, 144.04 , 143.599,\n", " 143.618, 143.956, 144.457, 144.667, 144.866, 145.099,\n", " 145.443, 145.676, 146.005, 146.112, 146.237, 146.153,\n", " 146.05 , 145.983, 145.671, 144.934, 145.337, 144.925,\n", " 144.567, 144.345, 144.28 , 144.044, 143.818, 143.897,\n", " 144.107, 144.39 , 144.935, 145.292, 145.613, 146.089,\n", " 146.683, 147.431, 148.403, 149.195, 149.968, 150.36 ,\n", " 150.561, 150.671, 150.611, 150.383, 150.075, 149.601,\n", " 149.097, 148.819, 148.252, 147.617, 147.008, 146.986,\n", " 147.822, 148.728, 150.021, 150.515, 150.916, 151.334,\n", " 151.522, 151.617, 151.612, 151.376, 150.985, 150.787,\n", " 150.529, 150.187, 149.555, 148.448, 147.565, 147.139,\n", " 147.376, 148.014, 148.833, 149.696, 150.246, 150.846,\n", " 151.64 , 152.221, 152.518, 153.23 , 153.732, 154.248,\n", " 154.503, 153.427, 153.343, 153.725, 154.543, 155.575,\n", " 156.572, 157.191, 157.552, 157.631, 157.476, 157.793,\n", " 158.422, 159.354, 160.231, 160.69 , 161.054, 161.221,\n", " 160.493, 159.892, 159.554, 159.911, 160.284, 160.744,\n", " 161.246, 161.807, 162.351, 162.934, 163.512, 163.804,\n", " 163.967, 164.005, 163.777, 163.425, 162.963, 162.464,\n", " 161.876, 161.767, 160.968, 160.844, 162.114, 161.629,\n", " 161.124, 162.624, 160.874, 161.639, 161.815, 160.092,\n", " 161.122, 161.341, 161.341, 161.142, 159.867, 160.474,\n", " 160.912, 161.449, 161.939, 162.23 , 162.636, 162.337,\n", " 162.144, 161.492, 161.152, 161.166, 161.865, 162.446,\n", " 163.149, 163.948, 164.474, 165.047, 165.025, 164.698,\n", " 164.083, 163.486, 162.887, 162.346, 161.755, 161.306,\n", " 160.968, 160.676, 160.865, 161.203, 161.77 , 162.534,\n", " 163.132, 163.782, 164.16 , 164.542, 164.903, 165.141,\n", " 164.97 , 164.504, 164.304, 164.203, 164.097, 164.448,\n", " 164.607, 164.935, 165.056, 165.217, 165.34 , 165.352,\n", " 166.911, 167.587, 167.227, 167.433, 167.383, 167.234,\n", " 167.274, 166.686, 166.224, 166.015, 166.568, 167.024,\n", " 167.486, 168.058, 168.467, 168.513, 168.573, 168.865,\n", " 169.056, 168.934, 168.96 , 169.06 , 169.04 , 169.152,\n", " 169.549, 170.185, 171.08 , 172.245, 173.232, 173.334,\n", " 173.351, 173.165, 173.002, 172.696, 172.246, 171.87 ,\n", " 171.617, 171.692, 171.256, 170.979, 170.935, 171.07 ,\n", " 171.468, 172.257, 173.107, 173.785, 173.898, 174.036,\n", " 174.098, 174.09 , 174.235, 174.455, 174.878, 175.727,\n", " 176.577, 177.363, 177.843, 178.074, 178.31 , 178.537,\n", " 178.593, 178.494, 178.652, 178.748, 178.685, 178.395,\n", " 177.554, 176.682, 176.015, 175.63 , 175.369, 175.2 ,\n", " 175.175, 175.236, 175.082, 175.197, 175.688, 176.227,\n", " 177.377, 177.665, 177.665, 178.026, 178.48 , 178.854,\n", " 179.29 , 179.696, 180.076, 180.512, 180.972, 181.353,\n", " 181.826, 182.198, 182.73 , 183.407, 184.212, 185.15 ,\n", " 186.061, 186.975, 187.777, 188.602, 189.328, 189.571,\n", " 189.453, 189.28 , 189.394, 189.67 , 190.04 , 190.571,\n", " 191.172, 191.513, 191.875, 192.227, 192.31 , 192.404,\n", " 192.877, 193.446, 193.937, 193.938, 193.662, 193.441,\n", " 193.16 , 192.911, 193.016, 193.357, 193.724, 194.135,\n", " 194.482, 194.784, 195.521, 195.743, 196.281, 196.686,\n", " 197.143, 197.501, 197.926, 198.491, 199.215, 199.725,\n", " 199.98 , 200.228, 200.496, 200.717, 200.746, 200.739,\n", " 201.032, 201.419, 201.872, 202.318, 202.842, 202.768,\n", " 202.747, 203.111, 203.824, 204.698, 205.93 , 206.988,\n", " 207.9 , 208.215, 208.453, 208.887, 209.383, 209.765,\n", " 209.871, 209.958, 209.94 , 209.794, 209.762, 209.817,\n", " 209.96 , 210.065, 210.498, 211.073, 211.608, 211.733,\n", " 211.798, 212.034, 212.435, 213.111, 214.023, 214.723,\n", " 215.164, 215.192, 215.137, 214.74 , 214.44 , 214.114,\n", " 213.524, 213.04 , 212.58 , 212.784, 213.631, 214.728,\n", " 215.911, 217.117, 217.983, 218.552, 218.995, 219.423,\n", " 219.586, 219.514, 219.841, 220.239, 220.756, 221.465,\n", " 221.709, 221.622, 221.857, 222.072, 222.268, 222.528,\n", " 222.725, 222.878, 222.835, 222.691, 222.376, 221.985,\n", " 221.637, 221.429, 220.523, 220.001, 219.623, 219.218,\n", " 218.824, 218.396, 217.952, 217.559, 216.945, 216.788,\n", " 216.856, 216.55 , 215.65 , 214.42 , 213.174, 212.292,\n", " 212.349, 212.577, 212.593, 212.781, 212.525, 212.525,\n", " 212.378, 211.98 , 211.117, 210.099, 209.075, 208.03 ,\n", " 207.085, 206.228, 205.331, 204.441, 203.687, 203.071,\n", " 202.594, 202.158, 201.907, 201.726, 201.245, 200.839,\n", " 199.978, 199.555, 199.218, 198.965, 198.396, 197.945,\n", " 197.895, 198.135, 198.421, 198.678, 198.841, 199.382,\n", " 199.924, 200.487, 200.966, 201.316, 201.793, 202.137,\n", " 202.453, 202.558, 202.313, 201.693, 200.78 , 200.135,\n", " 200.026, 200.11 , 200.42 , 200.901, 200.837, 200.901,\n", " 201.281, 201.69 , 201.946, 202.474, 203.657, 204.555,\n", " 205.402, 205.752, 206.078, 206.298, 206.151, 205.475,\n", " 204.852, 204.32 , 203.825, 203.286, 202.742, 202.396,\n", " 201.724, 201.109, 200.251, 199.074, 198.17 , 197.513,\n", " 197.358, 197.394, 197.598, 198.018, 198.577, 199.3 ,\n", " 199.543, 199.309, 199.282, 199.202, 199.32 , 199.385,\n", " 199.334, 199.126, 198.57 , 197.925, 197.239, 196.448,\n", " 195.898, 195.58 , 195.526, 195.703, 195.979, 196.447,\n", " 196.757, 196.581, 196.052, 195.407, 194.625, 193.997,\n", " 193.54 , 193.035, 192.683, 192.582, 192.525, 192.236,\n", " 191.898, 191.739, 192.171, 192.751, 193.74 , 194.271,\n", " 196.019, 197.076, 198.321, 199.144, 201.473, 204.036,\n", " 208.466, 212.691, 219.4 , 231.416, 251.09 , 284.617,\n", " 345.649, 466.103, 588.996, 684.617, 647.714, 519.682,\n", " 389.968, 301.471, 245.888, 221.063, 209.191, 200.667,\n", " 194.719, 192.213, 190.766, 192.031, 193.271, 191.644,\n", " 190.29 , 189.802, 189.07 , 188.295, 187.28 , 186.346,\n", " 185.8 , 185.723, 186.234, 186.818, 187.651, 188.556,\n", " 189.781, 191.418, 192.673, 193.976, 195.208, 196.447,\n", " 197.632, 198.756, 199.752, 200.57 , 201.035, 201.362,\n", " 201.501, 201.676, 201.875, 202.281, 202.699, 202.965,\n", " 203.237, 203.459, 203.678, 204.058, 204.746, 205.765,\n", " 206.904, 208.304, 209.667, 210.476, 211.046, 210.683,\n", " 210.001, 208.936, 207.432, 206.052, 204.372, 202.588,\n", " 200.717, 198.75 , 196.784, 194.515, 187.495, 188.684,\n", " 189.12 , 188.584, 187.948, 187.858, 187.301, 186.769,\n", " 186.182, 185.544, 185.032, 183.569, 182.836, 182.548,\n", " 182.97 ]), array([ 244.089, 245.37 , 245.19 , 245.209, 244.977, 244.741,\n", " 244.412, 243.67 , 243.326, 243.014, 242.843, 242.783,\n", " 243.067, 243.322, 243.574, 243.66 , 243.818, 243.815,\n", " 243.718, 243.587, 243.516, 243.5 , 243.532, 243.395,\n", " 243.654, 244.054, 244.562, 244.802, 244.899, 244.549,\n", " 244.4 , 243.963, 243.703, 243.256, 242.913, 242.739,\n", " 242.358, 242.613, 242.6 , 243.129, 244.032, 245.642,\n", " 249.09 , 252.96 , 257.951, 263.781, 271.495, 283.691,\n", " 303.55 , 350.84 , 414.816, 510.675, 528.479, 409.841,\n", " 306.123, 274.145, 267.465, 269.481, 282.851, 299.522,\n", " 330.741, 394.462, 505.415, 709.77 , 1076.54 , 1663.2 ,\n", " 2418.82 , 2713.78 , 2087.78 , 1033.11 , 444.667, 222.365,\n", " 149.815, 136.489, 132.453, 137.119, 142.211, 141.957,\n", " 147.92 , 152.379, 155.837, 157.601, 158.859, 159.637,\n", " 161.407, 163.257, 164.822, 165.866, 166.785, 167.584,\n", " 168.3 , 168.97 , 169.562, 170.146, 170.77 , 171.642,\n", " 171.947, 171.76 , 171.47 , 171.296, 170.945, 170.256,\n", " 169.578, 169.494, 169.803, 170.169, 170.721, 171.233,\n", " 171.86 , 171.943, 171.288, 170.926, 170.363, 170.04 ,\n", " 169.709, 169.379, 169.197, 169.344, 169.934, 170.705,\n", " 171.472, 171.966, 172.15 , 172.222, 172.188, 171.82 ,\n", " 171.316, 170.813, 170.187, 169.531, 168.872, 168.08 ,\n", " 167.4 , 166.749, 166.32 , 166.009, 165.508, 165.01 ,\n", " 164.688, 164.646, 164.375, 164.161, 164.011, 163.86 ,\n", " 164.38 , 164.64 , 165.082, 165.397, 165.168, 164.965,\n", " 165.131, 165.403, 165.67 , 165.751, 165.542, 165.214,\n", " 164.766, 164.364, 163.915, 163.463, 162.864, 162.172,\n", " 161.316, 160.401, 159.888, 159.636, 159.756, 159.779,\n", " 159.834, 159.914, 159.949, 159.922, 159.764, 159.362,\n", " 158.938, 158.928, 159.583, 160.396, 161.123, 161.369,\n", " 162.112, 163.063, 163.976, 164.925, 166.035, 166.911,\n", " 167.376, 166.659, 165.553, 163.826, 162.285, 161.13 ,\n", " 160.358, 159.658, 159.145, 158.643, 157.305, 156.32 ,\n", " 155.569, 155.216, 155.627, 156.282, 156.686, 157.176,\n", " 157.728, 158.11 , 158.126, 157.945, 157.572, 156.794,\n", " 156.061, 155.362, 154.608, 153.947, 153.547, 153.344,\n", " 153.676, 153.325, 152.946, 152.722, 152.403, 152.118,\n", " 152.181, 152.261, 152.663, 153.01 , 153.329, 153.419,\n", " 153.637, 153.801, 154.107, 154.478, 154.602, 154.882,\n", " 154.876, 154.619, 154.136, 153.634, 153.196, 152.881,\n", " 152.986, 153.545, 154.09 , 154.705, 154.878, 154.89 ,\n", " 155.017, 155.176, 155.563, 156.17 , 156.552, 156.911,\n", " 157.318, 157.494, 157.56 , 157.614, 157.531, 157.331,\n", " 156.939, 156.617, 156.355, 156.187, 156.126, 155.846,\n", " 155.217, 154.621, 154.156, 153.622, 153.323, 153.069,\n", " 152.529, 151.902, 151.913, 152.426, 152.974, 152.696,\n", " 153.329, 154.537, 154.596, 155.494, 157.118, 157.476,\n", " 156.817, 157.116, 157.249, 157.038, 156.314, 155.368,\n", " 154.369, 153.428, 152.709, 152.023, 151.454, 150.91 ,\n", " 150.187, 149.782, 149.336, 149.026, 148.779, 148.526,\n", " 148.281, 148.359, 148.967, 149.54 , 151.787, 152.65 ,\n", " 153.011, 153.645, 154.216, 154.201, 154.39 , 154.368,\n", " 155.202, 155.97 , 154.933, 152.448, 153.504, 152.586,\n", " 151.797, 151.106, 150.45 , 149.814, 149.381, 149.174,\n", " 149.153, 148.947, 148.817, 149.159, 149.096, 148.803,\n", " 148.597, 148.474, 148.221, 148.034, 148.143, 148.563,\n", " 149.685, 150.368, 151.044, 151.666, 151.794, 151.787,\n", " 151.748, 151.607, 151.355, 151.065, 150.873, 150.26 ,\n", " 149.465, 148.921, 148.294, 147.626, 146.98 , 146.517,\n", " 146.328, 146.36 , 146.673, 147.101, 147.571, 147.981,\n", " 148.486, 149.142, 149.859, 150.585, 151.387, 152.122,\n", " 152.656, 153.089, 153.264, 153.369, 153.109, 152.748,\n", " 152.19 , 151.334, 150.558, 149.917, 149.32 , 149.206,\n", " 149.992, 150.978, 152.069, 152.819, 153.426, 153.981,\n", " 154.162, 154.042, 153.561, 153.291, 152.876, 152.681,\n", " 152.483, 152.336, 151.803, 151.737, 151.69 , 151.816,\n", " 152.208, 152.739, 153.232, 153.834, 154.52 , 155.498,\n", " 156.361, 157.2 , 157.698, 158.066, 158.321, 158.53 ,\n", " 158.362, 157.374, 156.277, 156.743, 156.978, 157.43 ,\n", " 157.608, 157.962, 158.237, 158.568, 159.028, 159.447,\n", " 159.783, 160.321, 160.87 , 161.546, 162.102, 162.338,\n", " 162.143, 161.893, 161.647, 161.787, 162.219, 162.988,\n", " 163.694, 164.388, 165.238, 166.028, 166.894, 167.879,\n", " 168.469, 168.927, 169.05 , 168.832, 168.432, 167.781,\n", " 166.447, 165.907, 165.561, 165.2 , 164.954, 164.745,\n", " 164.392, 164.651, 164.326, 164.301, 164.414, 164.442,\n", " 164.243, 163.74 , 163.142, 162.726, 162.548, 162.291,\n", " 162.338, 162.378, 162.337, 162.347, 162.701, 162.904,\n", " 163.176, 163.34 , 163.535, 163.983, 164.626, 165.366,\n", " 166.282, 167.41 , 168.57 , 169.671, 170.592, 171.135,\n", " 171.331, 171.358, 171.283, 170.952, 170.546, 170.026,\n", " 169.416, 168.729, 168.2 , 167.795, 167.338, 166.681,\n", " 166.175, 165.77 , 165.784, 166.016, 166.978, 167.278,\n", " 166.976, 167.785, 168.564, 169.064, 169.178, 168.542,\n", " 168.308, 168.669, 168.801, 168.747, 168.765, 169.141,\n", " 169.572, 169.996, 170.235, 170.35 , 170.437, 170.471,\n", " 170.583, 170.851, 171.308, 171.833, 172.671, 173.531,\n", " 174.276, 174.626, 175.043, 175.346, 174.879, 174.451,\n", " 174.098, 173.405, 172.831, 172.469, 172.284, 172.459,\n", " 173.065, 173.869, 174.667, 175.668, 176.567, 177.342,\n", " 178.013, 178.46 , 178.692, 178.735, 178.675, 178.62 ,\n", " 178.32 , 178.1 , 177.645, 177.055, 176.764, 176.637,\n", " 176.435, 176.339, 176.487, 176.817, 177.266, 177.815,\n", " 178.483, 179.224, 179.845, 180.514, 181.012, 181.306,\n", " 181.417, 181.652, 181.769, 181.896, 181.939, 181.927,\n", " 181.774, 180.942, 180.143, 179.744, 179.81 , 180.436,\n", " 180.771, 180.841, 180.842, 180.758, 180.592, 180.23 ,\n", " 180.024, 179.949, 179.872, 179.932, 179.882, 179.865,\n", " 180.002, 180.313, 180.844, 181.469, 182.159, 182.912,\n", " 183.646, 184.31 , 185.071, 185.607, 186.119, 186.604,\n", " 187.113, 187.35 , 187.841, 188.464, 189.013, 189.586,\n", " 190.168, 190.654, 191.16 , 191.802, 192.58 , 193.203,\n", " 193.755, 193.976, 194.213, 194.336, 194.45 , 194.562,\n", " 194.746, 194.906, 195.257, 195.662, 196.14 , 196.656,\n", " 197.102, 197.455, 197.77 , 198.058, 198.416, 198.745,\n", " 198.889, 199.019, 199.067, 199.033, 199.106, 199.418,\n", " 199.665, 200.003, 200.603, 201.249, 201.434, 201.268,\n", " 201.291, 201.591, 201.84 , 202.12 , 202.656, 203.237,\n", " 203.818, 204.291, 204.742, 205.133, 205.323, 205.331,\n", " 205.336, 205.439, 205.171, 206.45 , 208.446, 209.587,\n", " 210.593, 211.424, 211.389, 211.951, 212.586, 213.213,\n", " 213.906, 214.424, 214.886, 215.332, 215.457, 215.024,\n", " 214.691, 214.481, 214.464, 214.441, 214.429, 214.551,\n", " 214.628, 214.838, 215.167, 215.735, 216.367, 217.021,\n", " 217.387, 217.654, 217.587, 217.717, 217.97 , 217.996,\n", " 217.865, 217.869, 217.992, 218.146, 218.546, 219.012,\n", " 219.375, 219.654, 219.95 , 220.435, 221.265, 222.164,\n", " 223.022, 223.537, 223.853, 224.148, 224.458, 224.751,\n", " 224.907, 224.961, 224.996, 224.965, 224.931, 224.747,\n", " 224.67 , 224.857, 225.205, 225.821, 226.456, 227.068,\n", " 227.558, 227.927, 228.067, 227.616, 226.301, 226.498,\n", " 226.493, 225.588, 224.629, 223.324, 221.935, 221.069,\n", " 220.679, 220.375, 220.141, 220.116, 220.113, 219.956,\n", " 219.906, 219.699, 219.41 , 219.063, 218.581, 218.245,\n", " 218.169, 218.251, 218.27 , 218.337, 218.234, 218.08 ,\n", " 217.651, 217.087, 216.288, 215.005, 213.803, 212.833,\n", " 211.691, 210.725, 209.88 , 209.521, 208.693, 207.975,\n", " 207.181, 206.302, 205.656, 205.211, 204.886, 204.557,\n", " 204.374, 204.519, 204.73 , 204.487, 204.203, 203.676,\n", " 203.144, 203.036, 202.71 , 201.94 , 202.066, 202.618,\n", " 203.625, 205.06 , 206.353, 207.042, 207.316, 207.719,\n", " 208.173, 208.63 , 209.061, 209.653, 209.244, 208.586,\n", " 207.479, 206.218, 205.367, 205.922, 206.092, 206.308,\n", " 206.778, 207.289, 207.777, 208.253, 209.101, 210.139,\n", " 211.052, 211.397, 211.297, 211.058, 210.767, 210.256,\n", " 209.931, 209.662, 209.503, 209.099, 208.799, 208.464,\n", " 208.072, 207.572, 206.958, 206.431, 205.843, 205.458,\n", " 205.141, 204.664, 204.063, 203.589, 203.369, 203.267,\n", " 203.44 , 203.27 , 203.216, 203.244, 203.011, 202.456,\n", " 202.22 , 201.787, 201.781, 202.051, 202.646, 202.644,\n", " 202.389, 201.863, 201.59 , 201.248, 200.329, 200.703,\n", " 201.168, 200.599, 200.321, 199.966, 199.513, 198.887,\n", " 198.042, 197.614, 197.252, 196.847, 196.621, 196.517,\n", " 196.526, 196.674, 196.809, 197.227, 197.924, 199.162,\n", " 199.789, 200.837, 202.163, 203.594, 205.479, 207.383,\n", " 210.034, 213.573, 221.016, 233.127, 252.415, 291.632,\n", " 358.737, 469.912, 601.898, 709.28 , 678.817, 550.863,\n", " 404.047, 310.323, 252.198, 221.989, 213.378, 203.054,\n", " 193.377, 186.866, 190.564, 194.419, 195.675, 196.632,\n", " 196.479, 195.304, 195.702, 195.215, 194.687, 194.213,\n", " 193.96 , 193.736, 193.667, 193.696, 193.621, 193.888,\n", " 195.59 , 196.37 , 197.374, 198.554, 198.36 , 199.326,\n", " 200.191, 203.945, 206.259, 207.91 , 208.549, 208.649,\n", " 208.887, 209.187, 208.255, 208.449, 208.88 , 209.102,\n", " 209.896, 210.38 , 210.319, 211.293, 212.104, 213.617,\n", " 215.325, 216.781, 218.059, 218.407, 217.677, 216.698,\n", " 215.529, 214.042, 211.633, 209.516, 207.67 , 206.45 ,\n", " 205.052, 203.176, 201.062, 199.101, 197.312, 195.722,\n", " 194.32 , 193.33 , 192.522, 191.88 , 191.26 , 190.467,\n", " 189.749, 188.817, 187.656, 185.507, 182.999, 180.143,\n", " 176.696])], [array([ 141.961 , 141.668 , 140.511 , 139.412 , 138.413 , 137.533 ,\n", " 136.668 , 135.513 , 134.697 , 134.144 , 133.616 , 133.109 ,\n", " 132.739 , 132.519 , 132.451 , 132.519 , 132.637 , 132.828 ,\n", " 133.233 , 133.833 , 134.344 , 134.739 , 134.755 , 134.41 ,\n", " 133.839 , 132.76 , 132.103 , 131.596 , 131.603 , 132.24 ,\n", " 132.132 , 131.824 , 131.612 , 131.609 , 131.731 , 132.377 ,\n", " 132.734 , 132.686 , 132.871 , 132.786 , 133.273 , 133.442 ,\n", " 133.995 , 134.52 , 136.079 , 138.727 , 143.228 , 150.528 ,\n", " 161.134 , 175.341 , 218.813 , 251.632 , 259.173 , 197.806 ,\n", " 156.829 , 141.265 , 139.852 , 141.322 , 148.272 , 155.895 ,\n", " 173.092 , 202.507 , 248.06 , 355.701 , 545.102 , 842.241 ,\n", " 1243.42 , 1375.78 , 967.778 , 455.96 , 231.333 , 118.558 ,\n", " 77.9735, 72.7514, 74.5983, 76.837 , 75.5105, 77.1629,\n", " 79.6984, 81.6175, 81.5327, 82.6602, 82.7641, 83.9391,\n", " 85.5947, 86.9142, 88.0577, 89.0822, 89.9087, 90.5838,\n", " 91.2121, 91.9435, 92.5444, 93.0411, 93.3526, 93.7508,\n", " 94.1926, 94.4757, 94.7917, 94.2597, 93.53 , 92.681 ,\n", " 91.6797, 90.9067, 88.7732, 89.3898, 89.6033, 89.5181,\n", " 89.4342, 89.5101, 89.7175, 90.1752, 90.5435, 90.7195,\n", " 90.8661, 90.8405, 90.5675, 90.1188, 89.904 , 89.5429,\n", " 89.4249, 89.2649, 89.3252, 89.4512, 89.4963, 89.6398,\n", " 89.8202, 89.5968, 89.1873, 88.6802, 87.9655, 87.1534,\n", " 86.2643, 85.6207, 84.9932, 84.6468, 84.2424, 83.9762,\n", " 83.9282, 84.1092, 84.923 , 85.6455, 86.3893, 86.948 ,\n", " 87.1948, 87.3669, 87.1369, 86.7262, 86.1229, 84.7607,\n", " 83.6788, 82.6755, 81.9245, 80.9733, 80.2946, 79.8635,\n", " 81.4237, 81.4783, 81.5844, 81.5373, 81.418 , 81.1385,\n", " 80.5295, 80.034 , 79.7784, 79.7094, 79.7544, 79.8641,\n", " 79.8925, 79.8115, 79.6439, 79.7574, 79.6791, 79.5203,\n", " 79.3851, 79.4575, 79.4951, 79.183 , 79.0155, 79.1265,\n", " 79.636 , 80.4981, 81.4672, 82.5425, 83.8794, 85.3688,\n", " 85.9376, 85.4585, 84.5952, 83.587 , 82.3725, 81.1295,\n", " 79.7642, 78.355 , 76.9915, 76.0454, 75.6284, 75.4292,\n", " 75.6111, 75.9518, 76.3721, 76.7753, 77.0012, 77.1482,\n", " 77.1729, 76.9255, 76.7857, 76.6483, 76.6241, 76.4816,\n", " 76.2432, 76.0394, 76.059 , 75.9448, 75.345 , 74.6005,\n", " 76.2414, 76.5674, 76.7159, 76.8994, 76.6559, 76.1948,\n", " 75.5507, 74.2093, 74.1797, 74.0273, 74.2912, 74.6374,\n", " 74.86 , 75.0779, 75.2193, 75.6792, 76.226 , 76.5918,\n", " 76.9422, 77.2431, 77.1956, 77.0012, 76.8149, 76.4972,\n", " 76.1458, 75.8116, 75.5349, 75.5887, 75.9589, 76.4895,\n", " 76.7687, 76.9972, 77.0598, 76.9488, 76.6265, 76.4687,\n", " 76.343 , 76.305 , 76.5298, 76.5998, 76.4704, 76.2468,\n", " 75.7164, 74.6772, 75.7443, 76.5438, 76.9579, 77.0536,\n", " 76.6524, 76.0623, 74.7826, 74.1897, 72.456 , 72.0097,\n", " 73.1547, 73.1586, 73.0554, 72.9427, 72.7954, 72.6971,\n", " 72.5192, 72.267 , 71.8958, 71.5677, 71.5756, 71.4333,\n", " 71.3236, 71.19 , 71.035 , 70.948 , 70.8044, 70.6669,\n", " 70.5553, 70.4753, 70.4069, 70.0686, 69.6486, 69.3608,\n", " 69.3772, 69.7785, 70.4892, 71.3312, 72.165 , 72.9304,\n", " 73.4874, 73.7886, 74.0091, 74.0685, 73.8623, 73.9543,\n", " 74.106 , 74.0196, 73.8862, 73.6747, 73.3815, 73.0535,\n", " 72.24 , 71.3759, 71.0652, 70.7068, 70.3444, 70.0469,\n", " 69.9437, 69.8448, 69.9428, 70.2565, 70.5572, 69.5347,\n", " 69.0982, 69.0618, 69.3829, 70.2584, 71.1829, 71.9329,\n", " 72.5392, 73.1519, 72.0777, 71.788 , 73.2516, 73.7645,\n", " 73.9532, 74.053 , 74.2679, 74.4724, 74.6536, 74.509 ,\n", " 74.3916, 73.876 , 73.1604, 72.574 , 72.0229, 71.5655,\n", " 71.2345, 70.7681, 70.3661, 70.0183, 69.7111, 69.5382,\n", " 69.8576, 70.373 , 71.2104, 71.5804, 71.9644, 72.2004,\n", " 72.6474, 72.9792, 73.2176, 73.2524, 72.914 , 72.7466,\n", " 72.8442, 73.0414, 73.5204, 73.6271, 73.5182, 73.4245,\n", " 73.2992, 72.6347, 72.6928, 72.9558, 73.4507, 73.8921,\n", " 74.7715, 75.5038, 75.9237, 76.0377, 75.8923, 75.4011,\n", " 74.5295, 73.1375, 72.8446, 72.7283, 72.5543, 72.4459,\n", " 72.4172, 72.3834, 72.466 , 72.7497, 73.2995, 74.0616,\n", " 74.881 , 75.236 , 75.5155, 75.4671, 75.1241, 75.0871,\n", " 75.2845, 75.7229, 76.1237, 76.1776, 76.2844, 76.2357,\n", " 76.1218, 75.9558, 75.7832, 75.5232, 75.17 , 74.8912,\n", " 74.7079, 74.4256, 74.1901, 73.7848, 73.4029, 72.9687,\n", " 72.4165, 71.8425, 71.3163, 70.9221, 70.5703, 70.1792,\n", " 69.4195, 69.1929, 69.1841, 69.432 , 70.0134, 71.0216,\n", " 72.0063, 73.1712, 74.1218, 74.8861, 75.5348, 75.9933,\n", " 76.1565, 76.0357, 75.9037, 75.5241, 75.1706, 74.7375,\n", " 74.3567, 73.9691, 73.6091, 73.4391, 73.2183, 73.0662,\n", " 72.9693, 72.9039, 72.9111, 72.994 , 73.0484, 73.1432,\n", " 73.2853, 73.415 , 73.5246, 73.375 , 73.1174, 72.8373,\n", " 72.5842, 72.2918, 71.9784, 71.4609, 71.0289, 71.054 ,\n", " 70.9154, 70.6366, 70.5495, 70.647 , 70.6529, 70.3922,\n", " 70.8939, 71.5986, 72.2831, 72.9215, 73.3934, 73.7888,\n", " 73.9299, 73.9406, 73.7922, 73.5689, 73.3878, 73.2333,\n", " 72.9962, 72.6884, 72.5458, 72.4974, 72.6035, 72.8652,\n", " 73.3097, 73.7891, 74.2726, 74.8427, 75.1028, 75.4409,\n", " 75.5059, 75.3973, 75.4251, 75.2914, 75.1937, 74.9651,\n", " 74.3976, 73.8537, 73.215 , 72.4541, 71.8388, 71.7236,\n", " 71.9327, 72.3578, 72.7149, 72.7004, 72.7271, 72.7985,\n", " 72.8595, 72.9693, 73.0021, 72.9169, 72.7606, 72.499 ,\n", " 72.191 , 71.9344, 71.6154, 71.4643, 71.4405, 71.7282,\n", " 72.4771, 73.0969, 73.4895, 73.856 , 74.1476, 74.3739,\n", " 74.5512, 74.7425, 74.9777, 75.2326, 75.5629, 75.7165,\n", " 75.7135, 75.777 , 75.8194, 75.7734, 75.6434, 75.2916,\n", " 75.0563, 75.1757, 75.3665, 75.5173, 75.5011, 75.4107,\n", " 75.2999, 75.1687, 75.1144, 75.2965, 75.6238, 75.733 ,\n", " 75.586 , 75.4272, 75.6504, 75.8799, 76.1155, 76.3538,\n", " 76.7216, 77.3191, 77.8792, 78.2338, 78.1725, 77.4338,\n", " 77.0132, 76.6557, 76.3521, 76.0816, 76.1227, 75.9458,\n", " 75.8025, 75.7395, 75.7773, 75.9545, 76.3317, 76.4808,\n", " 76.6796, 76.9026, 77.1301, 77.5691, 78.0262, 78.6097,\n", " 79.248 , 79.8504, 80.1839, 80.3592, 80.7142, 81.1871,\n", " 81.5358, 81.6816, 81.5059, 80.9908, 80.422 , 80.0021,\n", " 80.0016, 79.8558, 79.847 , 79.8893, 80.3527, 80.6139,\n", " 80.7251, 80.6449, 80.8562, 80.9844, 80.9491, 80.8575,\n", " 80.7783, 80.6488, 80.3524, 80.2108, 80.015 , 79.8584,\n", " 79.697 , 79.5006, 79.415 , 80.3117, 80.1991, 80.2711,\n", " 80.3072, 80.4529, 80.526 , 80.6132, 80.782 , 81.0268,\n", " 81.4917, 82.0519, 82.6385, 83.1994, 83.6941, 83.9982,\n", " 84.2219, 84.282 , 84.605 , 84.9454, 85.1256, 85.3463,\n", " 85.7008, 86.325 , 86.8764, 87.3635, 87.5436, 87.6734,\n", " 87.4824, 87.1617, 86.7849, 86.4652, 86.3492, 86.4646,\n", " 86.5957, 87.0186, 87.586 , 88.091 , 88.3745, 88.5755,\n", " 88.8626, 88.208 , 89.0545, 89.1366, 88.9667, 88.8895,\n", " 89.0766, 89.2334, 88.9743, 88.5097, 87.6732, 86.2904,\n", " 86.3848, 87.1437, 88.1738, 89.4556, 90.7481, 92.0477,\n", " 93.1152, 94.0472, 94.7065, 95.1182, 95.2554, 94.9082,\n", " 94.8905, 95.3217, 95.1655, 94.3266, 93.0519, 91.6803,\n", " 89.8739, 87.6064, 82.6193, 87.758 , 87.9004, 88.8851,\n", " 89.7059, 90.538 , 90.956 , 91.3629, 91.9389, 92.7805,\n", " 93.5674, 94.1045, 94.1856, 94.229 , 94.3759, 93.9529,\n", " 92.4405, 91.3119, 90.2904, 89.4172, 88.7666, 88.2013,\n", " 87.5953, 87.428 , 87.1027, 86.8382, 86.7714, 88.2038,\n", " 88.6301, 89.0932, 88.9272, 89.1372, 89.4 , 89.7033,\n", " 89.969 , 90.2843, 90.4597, 90.6473, 90.3879, 89.9848,\n", " 89.1663, 88.2812, 87.6029, 86.8352, 85.8296, 84.8355,\n", " 83.9793, 83.3056, 82.7239, 82.3076, 81.8718, 81.5571,\n", " 81.4142, 81.6918, 82.4713, 82.9642, 83.2924, 83.1832,\n", " 82.9839, 82.7651, 82.6672, 82.1347, 81.4243, 79.0323,\n", " 78.4295, 80.4894, 81.6137, 81.6714, 81.4522, 80.8097,\n", " 80.3496, 79.8314, 79.1469, 78.2707, 77.1757, 76.1314,\n", " 75.1822, 74.4171, 73.8707, 73.618 , 73.3983, 73.3233,\n", " 73.3419, 73.3274, 73.2687, 73.0984, 72.9494, 72.9312,\n", " 73.0275, 73.3425, 73.7236, 74.1116, 74.3456, 74.6574,\n", " 74.8583, 75.2207, 75.5716, 75.8186, 75.9796, 76.1451,\n", " 76.2886, 76.4202, 76.5924, 76.7171, 77.106 , 76.987 ,\n", " 76.6158, 76.063 , 75.4761, 74.8686, 74.5353, 74.2822,\n", " 74.1479, 73.9611, 73.7168, 73.4556, 72.9899, 72.523 ,\n", " 71.9747, 71.8695, 71.7986, 71.6211, 71.5211, 71.4538,\n", " 71.4089, 71.3686, 71.4907, 71.7691, 72.0122, 72.2453,\n", " 72.3162, 72.1604, 71.958 , 71.7261, 71.5227, 71.3766,\n", " 71.302 , 71.1755, 70.8795, 70.539 , 70.0593, 69.5273,\n", " 69.1868, 68.9713, 68.8257, 68.6572, 68.5803, 68.3731,\n", " 68.0198, 67.5868, 67.1432, 66.6319, 66.0251, 65.5214,\n", " 65.1373, 64.9318, 64.738 , 64.3853, 64.043 , 64.0775,\n", " 64.4083, 64.8172, 65.3661, 65.8158, 65.9785, 66.0171,\n", " 66.0129, 66.3725, 66.3674, 66.2062, 66.0864, 65.783 ,\n", " 65.4412, 65.0702, 64.6603, 64.2353, 63.5634, 62.748 ,\n", " 62.0342, 62.9561, 64.4248, 65.9394, 68.6334, 71.7291,\n", " 74.7193, 77.2588, 78.4688, 79.0413, 78.11 , 76.5272,\n", " 73.5204, 70.1866, 66.9704, 65.546 , 64.7196, 63.114 ,\n", " 61.2493, 59.7845, 58.7046, 58.1546, 58.8207, 58.5231,\n", " 58.2661, 57.6968, 57.4048, 57.3769, 57.667 , 57.41 ,\n", " 56.9212, 56.3352, 55.7532, 55.3634, 55.2213, 55.2751,\n", " 55.421 , 55.4807, 55.4584, 55.5354, 55.6426, 55.7504,\n", " 56.0329, 56.4633, 56.9947, 57.5856, 57.9732, 58.2617,\n", " 58.6398, 59.1856, 59.9578, 60.8134, 61.4608, 62.0763,\n", " 62.6872, 63.312 , 63.8372, 64.2929, 64.6523, 64.7821,\n", " 65.5095, 65.9417, 65.969 , 65.5785, 64.8766, 63.8776,\n", " 62.9723, 62.4043, 62.4767, 62.506 , 62.5935, 62.7758,\n", " 63.0086, 63.2112, 63.5526, 63.8628, 64.1394, 64.386 ,\n", " 64.6098, 64.6944, 64.2124, 63.9935, 63.6642, 63.2604,\n", " 62.8373, 62.4552, 62.0629, 61.6173, 60.7374, 59.8434,\n", " 58.302 ]), array([ 138.535 , 140.286 , 140.859 , 140.171 , 139.374 , 138.477 ,\n", " 137.742 , 136.558 , 134.728 , 133.754 , 133.272 , 132.87 ,\n", " 132.76 , 132.76 , 132.724 , 132.767 , 132.998 , 133.056 ,\n", " 133.149 , 133.147 , 133.19 , 133.381 , 133.305 , 132.835 ,\n", " 132.583 , 132.485 , 132.212 , 131.532 , 131.252 , 131.051 ,\n", " 130.538 , 129.819 , 129.036 , 128.951 , 128.823 , 129.487 ,\n", " 130.09 , 130.171 , 130.433 , 130.658 , 131.403 , 132.099 ,\n", " 133.249 , 135.078 , 137.833 , 141.403 , 145.105 , 151.24 ,\n", " 160.929 , 177.246 , 215.975 , 250.376 , 256.691 , 201.633 ,\n", " 153.512 , 141.962 , 138.362 , 141.222 , 149.372 , 160.58 ,\n", " 174.228 , 198.555 , 245.395 , 357.136 , 549.881 , 846.359 ,\n", " 1233.54 , 1379.33 , 965.333 , 461.333 , 216.797 , 117.208 ,\n", " 78.1688, 71.9745, 74.9281, 78.7515, 77.1254, 77.0871,\n", " 80.9776, 83.1685, 81.9224, 83.2004, 84.2395, 85.4686,\n", " 86.3511, 87.5446, 88.5758, 89.5748, 90.2176, 89.9657,\n", " 90.3453, 90.7322, 91.1403, 91.6773, 92.1592, 92.5635,\n", " 93.2166, 93.8335, 94.0905, 93.855 , 93.4545, 92.9981,\n", " 92.1711, 91.6319, 91.255 , 91.0974, 90.96 , 91.0342,\n", " 91.0237, 90.9872, 90.9367, 90.8854, 90.8309, 90.8713,\n", " 90.8266, 90.6679, 90.1651, 89.7237, 89.5411, 89.1578,\n", " 88.9718, 88.6985, 88.5055, 88.3552, 88.3287, 88.5576,\n", " 88.7225, 88.6936, 88.6151, 88.3332, 88.0953, 87.6277,\n", " 86.8227, 85.87 , 84.8799, 84.2795, 83.6566, 83.2545,\n", " 82.9511, 82.926 , 83.0121, 83.5141, 84.0152, 84.5782,\n", " 84.8831, 84.9521, 84.9657, 84.8045, 84.6254, 83.9054,\n", " 83.1136, 83.0485, 82.6896, 82.3587, 82.059 , 81.8886,\n", " 81.5586, 81.1782, 80.9896, 80.8583, 80.9571, 81.1821,\n", " 81.1608, 80.9121, 80.7448, 80.8762, 81.1299, 81.3839,\n", " 81.3191, 80.8628, 80.2277, 79.7176, 79.5221, 79.1683,\n", " 78.9364, 79.0429, 79.1567, 79.002 , 78.9816, 79.0298,\n", " 79.6661, 80.7706, 82.1247, 83.6169, 85.1987, 86.4878,\n", " 87.6284, 87.4661, 86.4289, 85.2241, 84.034 , 82.9981,\n", " 80.9195, 79.8307, 78.8947, 78.1762, 77.3247, 76.6692,\n", " 76.3188, 76.1583, 76.1186, 76.2608, 76.5628, 76.8193,\n", " 76.8896, 76.8619, 76.8042, 76.6221, 76.2367, 75.9604,\n", " 75.2143, 75.2193, 75.4541, 75.8431, 76.4691, 77.0888,\n", " 77.9633, 78.6004, 78.6051, 78.4485, 78.0322, 77.4801,\n", " 76.557 , 75.7617, 75.393 , 75.4874, 76.0907, 77.0327,\n", " 77.4738, 77.6653, 77.607 , 76.9691, 76.1171, 75.3681,\n", " 75.1189, 75.1065, 75.488 , 75.9986, 75.9511, 75.4992,\n", " 74.8969, 74.6817, 74.8607, 75.1961, 75.7707, 76.3018,\n", " 76.7762, 77.2788, 77.6417, 77.8425, 77.9037, 77.3774,\n", " 76.8393, 76.342 , 75.9016, 75.548 , 75.7986, 75.4877,\n", " 74.9684, 74.6025, 74.5206, 74.507 , 74.6074, 74.7307,\n", " 74.3343, 73.9474, 73.8332, 73.7382, 73.6041, 73.539 ,\n", " 73.5352, 73.6995, 73.5188, 73.2681, 72.6836, 72.525 ,\n", " 72.4756, 72.2089, 71.8978, 71.706 , 71.5887, 71.4608,\n", " 71.593 , 71.6398, 71.454 , 71.0805, 70.8487, 70.5778,\n", " 70.2808, 70.0787, 69.4195, 68.916 , 68.4779, 68.3822,\n", " 68.8902, 69.758 , 70.9148, 72.1801, 73.247 , 74.1267,\n", " 74.8315, 74.8599, 74.2144, 73.5126, 73.1502, 73.1698,\n", " 73.9506, 74.0829, 74.0201, 73.5444, 72.9157, 72.0858,\n", " 71.3627, 70.6637, 71.1172, 70.8785, 70.6233, 70.4005,\n", " 70.2955, 70.3098, 70.5163, 70.8184, 70.9537, 70.785 ,\n", " 70.6527, 70.6384, 70.9165, 71.4618, 71.876 , 72.37 ,\n", " 72.9489, 73.3537, 73.393 , 73.4894, 73.8599, 74.1592,\n", " 74.2622, 74.2626, 74.4117, 74.6811, 74.7115, 74.4709,\n", " 73.9965, 73.3245, 72.7356, 72.239 , 72.01 , 71.8805,\n", " 71.7967, 71.6539, 71.6063, 71.5673, 71.476 , 71.6008,\n", " 72.0527, 72.5825, 73.1251, 73.7014, 74.0874, 74.1495,\n", " 74.154 , 73.7999, 73.4243, 73.0042, 72.1423, 71.4815,\n", " 71.1866, 71.4145, 72.0473, 72.7835, 73.3501, 73.8092,\n", " 73.918 , 74.2898, 74.6946, 75.1231, 75.7232, 76.7343,\n", " 77.0078, 77.014 , 76.9443, 76.7909, 76.1823, 75.54 ,\n", " 70.8056, 72.2515, 72.832 , 73.2331, 73.4402, 73.6644,\n", " 74.3405, 74.5958, 74.9381, 75.2409, 75.3007, 75.3058,\n", " 75.2515, 75.3988, 75.6522, 75.9396, 76.116 , 76.1683,\n", " 75.9762, 75.918 , 75.9789, 76.0712, 76.2454, 76.4782,\n", " 76.8592, 77.1381, 76.8847, 76.087 , 74.9229, 74.1884,\n", " 73.8422, 73.6673, 73.6875, 74.5523, 74.8163, 74.5312,\n", " 73.9107, 73.2816, 72.5582, 71.9008, 71.8001, 71.4307,\n", " 70.7804, 70.1184, 70.1878, 70.399 , 70.8555, 71.4963,\n", " 72.0283, 72.937 , 73.8172, 74.8338, 75.4537, 75.8111,\n", " 75.6982, 75.3934, 74.8723, 74.4638, 74.1703, 73.8533,\n", " 73.634 , 73.3694, 73.8053, 73.9849, 74.1259, 74.2233,\n", " 74.286 , 74.3275, 74.4612, 74.5789, 74.5875, 74.4984,\n", " 74.4028, 74.3467, 74.3391, 74.2502, 74.1029, 73.8561,\n", " 73.5497, 73.1532, 72.7408, 72.2186, 71.8347, 71.4436,\n", " 71.114 , 70.7081, 70.3494, 70.4761, 70.6017, 71.0266,\n", " 71.4436, 71.9665, 72.4644, 72.8653, 73.3263, 73.5084,\n", " 73.6047, 73.6271, 73.5051, 73.1003, 72.5843, 72.0648,\n", " 71.3694, 71.0852, 71.1399, 71.4175, 71.9641, 72.8651,\n", " 73.8047, 74.7322, 75.2823, 75.7193, 75.9226, 75.9305,\n", " 75.8925, 75.6501, 75.2689, 74.9065, 74.5897, 74.3695,\n", " 74.2995, 74.2427, 74.0116, 73.8362, 73.6906, 73.2335,\n", " 72.9896, 73.1401, 73.1334, 73.3263, 73.9526, 74.6011,\n", " 74.6779, 74.396 , 74.0493, 73.7026, 73.338 , 72.919 ,\n", " 72.593 , 72.0339, 71.7956, 71.7448, 71.735 , 71.6109,\n", " 71.5909, 71.7285, 71.9467, 72.2898, 72.6073, 72.9291,\n", " 73.4001, 74.3325, 75.4343, 76.3512, 76.9601, 77.0165,\n", " 77.3004, 77.0753, 76.9791, 76.82 , 76.5237, 76.2764,\n", " 76.1359, 76.1074, 75.9552, 75.8004, 75.5439, 75.1691,\n", " 74.773 , 74.5289, 74.4822, 74.4793, 74.572 , 74.6755,\n", " 74.8685, 75.1236, 75.537 , 75.887 , 76.237 , 76.6797,\n", " 77.1559, 77.7044, 78.129 , 78.3313, 78.5276, 78.6844,\n", " 78.851 , 78.9134, 78.5539, 78.0538, 77.4299, 76.7557,\n", " 75.9958, 75.3699, 74.8441, 75.0742, 75.3168, 75.5119,\n", " 75.8388, 76.2089, 76.5734, 77.2531, 77.8904, 78.2758,\n", " 78.7534, 79.0228, 79.1192, 78.843 , 78.8314, 79.7193,\n", " 80.0728, 80.25 , 80.3943, 80.0748, 79.8748, 79.8404,\n", " 80.1909, 80.7194, 81.4862, 81.8248, 81.7947, 81.2647,\n", " 82.0081, 82.5559, 82.8651, 82.9887, 82.8717, 82.6254,\n", " 82.4038, 82.0439, 81.7225, 81.4634, 81.3102, 81.3266,\n", " 81.3183, 81.336 , 81.6197, 81.9015, 82.0947, 82.232 ,\n", " 82.1773, 81.894 , 81.9146, 81.9719, 82.0017, 82.0992,\n", " 82.3891, 82.5115, 82.6796, 83.074 , 84.0758, 84.7421,\n", " 85.3683, 85.726 , 86.0222, 86.2562, 86.4462, 86.7636,\n", " 87.0646, 87.2274, 87.3973, 87.5659, 87.6225, 87.5968,\n", " 87.4176, 87.2063, 87.0898, 86.9666, 86.8043, 86.6944,\n", " 86.973 , 87.3648, 87.8197, 87.9936, 88.0858, 88.1578,\n", " 88.21 , 88.1876, 88.2151, 88.2749, 88.2869, 88.2429,\n", " 88.2949, 88.4097, 88.2698, 88.0456, 87.722 , 86.3674,\n", " 87.4896, 88.7021, 89.9987, 90.6406, 91.3008, 92.0087,\n", " 92.8008, 93.4785, 93.1705, 93.576 , 93.7712, 94.1319,\n", " 94.5802, 95.2349, 95.7564, 94.9318, 93.6924, 92.3041,\n", " 90.9545, 89.6162, 88.3164, 87.5462, 87.3954, 89.1343,\n", " 90.2783, 90.539 , 90.9058, 91.4186, 91.0589, 91.7238,\n", " 92.9161, 92.6609, 92.2738, 92.6069, 93.3133, 93.4586,\n", " 93.4687, 93.3344, 93.2579, 93.3485, 93.4098, 93.2964,\n", " 93.0151, 92.5903, 92.0449, 91.5189, 91.185 , 90.9473,\n", " 90.796 , 90.8159, 90.8817, 90.8424, 90.6634, 90.4643,\n", " 90.4342, 90.5529, 90.6849, 90.7257, 90.0873, 89.5135,\n", " 88.9206, 88.3616, 87.6121, 87.0258, 86.5955, 86.1876,\n", " 85.7735, 85.4706, 85.2032, 84.8957, 84.4676, 83.9417,\n", " 83.752 , 83.8039, 84.0322, 84.2917, 84.4019, 84.4041,\n", " 84.3104, 84.1921, 83.9314, 83.4377, 82.6162, 81.6104,\n", " 80.8928, 80.4432, 80.2993, 80.1587, 79.8309, 79.183 ,\n", " 78.9565, 78.979 , 79.0385, 78.8788, 78.7585, 78.5593,\n", " 78.295 , 77.9415, 77.4757, 77.0089, 76.3981, 75.8447,\n", " 75.2505, 74.8475, 74.8778, 74.484 , 74.0547, 73.6718,\n", " 73.2017, 73.0033, 73.888 , 74.1537, 74.4029, 74.5319,\n", " 74.7383, 75.0762, 75.275 , 75.4358, 75.7217, 76.1546,\n", " 76.606 , 76.7499, 76.8345, 76.9222, 76.883 , 76.9111,\n", " 76.8822, 76.8397, 76.5607, 76.2152, 76.036 , 75.8159,\n", " 75.5436, 75.2223, 74.9771, 74.5911, 74.159 , 73.7394,\n", " 73.3358, 73.0076, 72.8182, 72.7155, 72.6738, 72.7172,\n", " 72.7756, 72.9164, 72.9613, 73.1088, 73.2671, 73.4784,\n", " 73.6629, 73.8633, 73.9202, 73.583 , 73.0337, 72.1926,\n", " 71.4997, 70.7336, 69.8311, 69.1596, 68.7018, 68.5757,\n", " 68.7453, 68.999 , 69.1236, 69.1301, 68.6149, 67.8628,\n", " 67.7815, 67.4949, 66.9466, 66.3322, 65.6334, 65.0041,\n", " 64.5604, 64.391 , 64.5362, 64.5376, 64.6592, 65.138 ,\n", " 65.6154, 66.1744, 66.7692, 67.2963, 67.4706, 67.4435,\n", " 67.4112, 67.3359, 67.1403, 66.6745, 66.1821, 65.8909,\n", " 65.4399, 64.9326, 64.5225, 63.939 , 63.6665, 63.7165,\n", " 64.2655, 65.1067, 66.1609, 68.2603, 70.7692, 74.1133,\n", " 77.6835, 80.5599, 81.9345, 81.7604, 80.1177, 76.2271,\n", " 74.3065, 71.6904, 68.5503, 67.0655, 65.4577, 64.252 ,\n", " 62.7759, 61.2724, 60.2246, 59.4637, 59.3381, 59.0597,\n", " 58.6872, 58.4472, 58.3962, 58.3413, 58.2621, 58.0809,\n", " 57.7986, 57.4985, 57.3369, 57.1667, 57.0797, 56.8881,\n", " 57.2397, 57.5223, 57.5744, 57.5791, 57.5022, 57.1617,\n", " 56.9003, 56.6641, 56.4838, 56.6912, 57.1795, 57.7684,\n", " 58.3737, 59.0312, 59.7497, 60.391 , 61.0674, 61.7252,\n", " 62.331 , 62.8414, 63.2691, 63.4983, 63.4673, 62.9973,\n", " 63.4834, 63.7173, 64.0022, 64.1388, 64.1493, 63.6825,\n", " 63.658 , 63.6259, 63.7547, 63.727 , 63.6724, 63.512 ,\n", " 63.5295, 63.6595, 63.9127, 64.4331, 64.5992, 64.6347,\n", " 64.5601, 64.2402, 63.7175, 63.3055, 62.7465, 62.0531,\n", " 61.8036, 61.2786, 61.1008, 61.241 , 60.9277, 60.1645,\n", " 59.274 ]), array([ 139.949 , 140.839 , 138.963 , 138.521 , 138.275 , 137.616 ,\n", " 136.574 , 135.342 , 133.145 , 134.331 , 134.221 , 133.946 ,\n", " 132.878 , 132.33 , 131.81 , 131.801 , 132.275 , 132.95 ,\n", " 133.557 , 134.347 , 135.385 , 135.217 , 134.759 , 133.627 ,\n", " 132.537 , 131.055 , 129.418 , 128.735 , 128.957 , 129.253 ,\n", " 130.046 , 130.282 , 130.611 , 130.839 , 131.215 , 131.442 ,\n", " 131.416 , 131.406 , 131.745 , 131.558 , 132.393 , 133.919 ,\n", " 134.847 , 136.591 , 139.037 , 142.068 , 146.161 , 154.39 ,\n", " 164.878 , 185.013 , 218.463 , 261.678 , 258.819 , 212.24 ,\n", " 162.117 , 143.788 , 138.123 , 139.104 , 143.208 , 158.621 ,\n", " 173.399 , 203.376 , 253.644 , 350.229 , 526.894 , 842.032 ,\n", " 1232.01 , 1410.44 , 995.333 , 471.333 , 220.667 , 118.759 ,\n", " 75.5203, 72.3476, 73.3451, 75.7571, 75.5879, 78.8023,\n", " 78.8041, 81.6021, 81.5194, 82.4589, 82.9541, 83.7826,\n", " 84.8264, 86.0649, 87.237 , 88.5309, 89.4522, 90.3439,\n", " 90.8308, 91.3109, 91.5167, 91.8293, 91.621 , 92.7793,\n", " 94.3332, 95.0545, 95.046 , 94.43 , 92.5411, 91.872 ,\n", " 90.8499, 90.4004, 89.8867, 89.7138, 89.5615, 89.2439,\n", " 89.0144, 88.9664, 89.0802, 90.4937, 90.8653, 91.1365,\n", " 90.9017, 90.4148, 89.9903, 89.5646, 88.9905, 88.6161,\n", " 88.38 , 88.5544, 88.3186, 88.258 , 88.3239, 88.3158,\n", " 88.1942, 87.8595, 87.6499, 87.4556, 87.241 , 86.8493,\n", " 86.3531, 85.6589, 85.0246, 84.7127, 84.7122, 84.7975,\n", " 84.8942, 85.2903, 85.6363, 86.0565, 86.5348, 86.9936,\n", " 87.1924, 87.2249, 87.0997, 86.6692, 86.2924, 85.6391,\n", " 84.8866, 84.4711, 84.1027, 83.8596, 83.6607, 83.407 ,\n", " 82.8358, 82.1839, 81.2019, 80.3571, 79.4532, 79.2879,\n", " 78.8709, 77.9208, 78.1347, 78.8554, 80.1154, 81.5386,\n", " 81.9493, 81.6339, 80.15 , 79.3389, 79.2269, 78.999 ,\n", " 78.6167, 78.8902, 78.5395, 78.1404, 78.0501, 78.0098,\n", " 78.8592, 79.6715, 81.1445, 82.5887, 84.3048, 86.1379,\n", " 87.3607, 87.2964, 86.5419, 85.2806, 83.5434, 82.3608,\n", " 80.9562, 79.7817, 79.0132, 78.504 , 77.7743, 77.1885,\n", " 76.7469, 75.9649, 75.6151, 76.2697, 76.5655, 76.8327,\n", " 77.1342, 77.122 , 76.942 , 76.648 , 76.31 , 76.1922,\n", " 75.8618, 75.8767, 75.8211, 75.6598, 75.6143, 75.7179,\n", " 76.0059, 76.5428, 76.9782, 77.3313, 77.1874, 76.7574,\n", " 76.1197, 75.4686, 75.0979, 75.015 , 75.0625, 75.1549,\n", " 75.3825, 76.1666, 76.4963, 76.3128, 76.0178, 75.6498,\n", " 75.1844, 74.6374, 74.5293, 74.613 , 74.8368, 74.86 ,\n", " 74.7628, 74.6773, 74.7664, 74.8985, 75.3701, 75.8276,\n", " 76.0504, 76.2898, 76.4931, 76.605 , 76.7358, 76.7553,\n", " 76.8274, 76.9516, 77.0243, 76.9037, 76.5688, 76.2582,\n", " 75.8414, 75.2541, 74.8451, 74.6539, 75.24 , 74.9599,\n", " 74.4215, 73.2812, 72.01 , 71.0384, 70.5316, 70.5266,\n", " 71.0128, 71.7414, 72.296 , 72.8366, 72.6114, 72.8623,\n", " 72.9109, 72.9335, 72.8266, 72.7576, 72.606 , 72.3541,\n", " 72.0985, 71.7666, 71.3742, 71.0538, 71.0358, 70.7742,\n", " 70.5643, 70.4232, 70.0445, 69.9696, 69.8659, 69.8306,\n", " 69.9345, 70.4251, 70.8081, 71.1835, 71.4755, 71.7643,\n", " 72.1237, 72.3921, 72.6083, 72.4387, 72.3552, 72.2457,\n", " 72.22 , 72.2037, 72.0879, 72.1195, 72.0276, 71.6556,\n", " 71.3674, 71.241 , 71.1959, 71.1224, 70.5251, 70.3395,\n", " 70.2122, 70.3704, 70.6298, 70.8055, 70.9152, 70.7825,\n", " 70.7835, 70.9433, 71.2756, 71.9744, 72.684 , 72.9199,\n", " 73.5158, 74.0787, 74.1858, 74.2603, 74.8066, 75.135 ,\n", " 75.148 , 75.2674, 75.4208, 75.6485, 75.6762, 75.285 ,\n", " 74.5406, 74.0686, 73.2881, 72.6413, 72.1478, 71.9999,\n", " 71.8883, 71.6346, 71.5059, 71.3953, 71.1337, 71.266 ,\n", " 71.8439, 72.6054, 73.1485, 73.8175, 74.0311, 74.1703,\n", " 74.1421, 74.1042, 73.6929, 73.2676, 72.8934, 72.6743,\n", " 72.5196, 72.4875, 72.321 , 72.3528, 72.5762, 72.8801,\n", " 72.9548, 73.1434, 73.9045, 74.5574, 75.427 , 76.3856,\n", " 77.2298, 77.6624, 77.6335, 77.5485, 76.9488, 75.845 ,\n", " 74.7814, 74.0656, 73.6356, 73.6376, 74.0702, 74.3641,\n", " 74.8049, 75.0163, 74.988 , 74.9883, 75.3708, 75.3981,\n", " 75.5691, 75.8053, 75.9264, 76.1193, 76.333 , 76.3922,\n", " 76.4048, 76.63 , 76.9126, 77.2421, 77.3988, 77.4268,\n", " 77.5859, 77.277 , 76.6693, 75.8507, 74.9702, 74.2097,\n", " 73.6011, 73.1751, 72.9174, 72.7564, 72.8042, 72.9702,\n", " 73.0099, 72.8815, 72.4038, 71.7929, 71.6014, 71.3991,\n", " 70.8014, 70.2962, 70.1778, 70.2995, 70.5547, 70.7477,\n", " 71.3886, 71.8561, 72.4606, 73.1659, 74.0169, 74.9799,\n", " 75.5782, 75.8841, 75.8288, 75.1411, 74.2307, 73.4149,\n", " 72.6204, 72.4693, 72.6619, 73.1558, 73.6837, 74.0902,\n", " 74.3545, 74.5762, 74.8423, 74.9124, 75.0625, 75.1848,\n", " 75.2466, 74.9543, 74.4137, 73.8686, 73.2356, 72.6644,\n", " 72.0688, 71.594 , 71.1888, 70.6684, 70.9115, 70.9881,\n", " 70.9456, 71.0999, 71.527 , 71.7751, 71.9094, 71.9685,\n", " 72.1404, 72.2982, 72.2669, 72.372 , 72.6721, 72.8647,\n", " 73.0107, 73.3236, 73.4055, 73.2943, 72.8885, 72.5844,\n", " 72.19 , 71.7912, 71.4886, 71.3714, 71.3926, 71.6145,\n", " 71.7526, 71.9624, 72.3359, 73.03 , 73.687 , 74.6039,\n", " 75.7379, 76.0658, 75.8625, 75.5521, 75.165 , 74.9362,\n", " 74.7927, 74.4679, 74.1037, 73.7615, 73.658 , 73.6933,\n", " 73.7771, 73.8324, 73.8367, 73.7354, 74.0833, 74.5278,\n", " 74.6534, 74.6857, 74.6676, 74.4415, 74.059 , 73.5824,\n", " 73.03 , 72.7744, 72.5458, 72.4785, 72.5364, 72.6789,\n", " 73.2415, 73.5828, 73.9381, 74.4527, 74.8249, 75.2916,\n", " 75.8624, 76.4929, 77.0172, 77.1423, 77.1113, 77.0429,\n", " 76.8767, 76.6896, 76.4231, 76.1426, 75.9149, 75.711 ,\n", " 76.2394, 76.269 , 76.1842, 76.0293, 75.6984, 75.18 ,\n", " 74.9483, 74.6472, 74.7167, 74.6708, 74.6255, 74.6156,\n", " 74.465 , 74.2867, 74.344 , 74.6341, 75.1055, 75.822 ,\n", " 76.6087, 77.41 , 78.19 , 78.8785, 79.4064, 79.7292,\n", " 80.0722, 80.407 , 80.4942, 80.4456, 80.0675, 79.6342,\n", " 78.9472, 78.0665, 77.4065, 76.8904, 76.7938, 76.8671,\n", " 77.1756, 77.1032, 77.1853, 77.6483, 77.1962, 77.7727,\n", " 78.4953, 79.6144, 79.8412, 79.3544, 80.349 , 81.2915,\n", " 81.7524, 82.0328, 82.0426, 81.922 , 81.9107, 82.0132,\n", " 81.9396, 81.9367, 81.7404, 81.412 , 80.8134, 80.3089,\n", " 79.7773, 79.3243, 79.0344, 78.9744, 79.0041, 79.3949,\n", " 80.1263, 79.917 , 79.2064, 79.0436, 79.1423, 79.978 ,\n", " 80.3234, 80.5015, 81.0312, 81.6543, 82.015 , 82.3124,\n", " 82.2407, 82.0707, 82.1417, 82.3161, 82.4381, 82.7219,\n", " 83.0633, 83.2292, 83.6016, 83.8988, 84.0943, 84.3178,\n", " 84.7131, 85.1126, 85.5534, 85.7513, 85.732 , 85.472 ,\n", " 84.9326, 83.4167, 83.8419, 85.9047, 86.3854, 86.2695,\n", " 85.7675, 85.0597, 85.1722, 85.1426, 85.5262, 85.7314,\n", " 86.3586, 86.9807, 88.5781, 89.3535, 89.7041, 89.9381,\n", " 90.0384, 89.502 , 89.6331, 89.6088, 89.4319, 89.0161,\n", " 88.5842, 88.3284, 88.0704, 87.7821, 87.9747, 87.9388,\n", " 88.3117, 88.7836, 89.5384, 90.2302, 91.1224, 92.0958,\n", " 92.9707, 93.706 , 94.2683, 94.743 , 95.1081, 95.3702,\n", " 95.3503, 95.3307, 95.2604, 95.0091, 94.3075, 93.3074,\n", " 92.0821, 90.9361, 90.0319, 89.4627, 89.1468, 89.1396,\n", " 89.4128, 89.6616, 90.0931, 90.6774, 91.3216, 92.0042,\n", " 92.6218, 93.1342, 93.574 , 94.087 , 94.6724, 94.8928,\n", " 94.7513, 94.568 , 94.0817, 93.542 , 92.8383, 92.2302,\n", " 91.1598, 90.2493, 89.5913, 88.8679, 88.4554, 88.6472,\n", " 88.4515, 88.4425, 88.4722, 88.6603, 88.926 , 89.0793,\n", " 89.2543, 90.0946, 90.8891, 91.5407, 91.1076, 90.4571,\n", " 88.2193, 87.8092, 87.3671, 86.9289, 86.1739, 85.546 ,\n", " 84.8573, 84.325 , 83.7266, 83.2099, 82.8718, 82.836 ,\n", " 82.9494, 83.1814, 83.5599, 83.8292, 83.8242, 83.6695,\n", " 83.5409, 83.4326, 83.3853, 83.1245, 82.5803, 82.2086,\n", " 81.8116, 81.4728, 80.905 , 80.3228, 79.7126, 78.9116,\n", " 78.154 , 77.4358, 76.9561, 76.21 , 75.95 , 75.4354,\n", " 75.3033, 74.7012, 74.3598, 74.1795, 74.1467, 74.1854,\n", " 74.3848, 74.5252, 74.7337, 74.935 , 75.0493, 75.2255,\n", " 75.4772, 75.6767, 75.8971, 76.2744, 76.3242, 76.1473,\n", " 75.9586, 76.1851, 76.3717, 76.5298, 76.4356, 76.427 ,\n", " 76.4711, 76.534 , 76.6754, 76.7543, 76.8985, 76.8385,\n", " 76.5835, 76.2856, 76.0198, 75.9162, 75.9425, 75.9669,\n", " 75.8106, 75.6021, 75.3823, 74.9322, 74.445 , 73.9982,\n", " 73.7045, 73.4741, 73.3578, 73.3222, 73.28 , 73.2638,\n", " 73.1597, 73.113 , 73.178 , 73.3168, 73.2969, 73.3647,\n", " 73.2226, 73.3339, 73.2771, 73.1542, 73.083 , 72.7898,\n", " 72.6146, 72.1878, 71.5917, 71.0358, 70.4636, 69.9166,\n", " 69.3463, 68.895 , 68.4539, 68.2477, 67.9389, 67.5846,\n", " 67.1142, 66.7572, 66.2869, 66.1023, 65.9831, 65.8079,\n", " 65.5929, 65.4202, 65.311 , 65.2959, 65.3725, 65.575 ,\n", " 65.7173, 65.9563, 66.2594, 66.5811, 67.0012, 67.3255,\n", " 67.5408, 67.7434, 67.5206, 67.1057, 66.7185, 66.1376,\n", " 65.3477, 64.5805, 63.634 , 62.7977, 61.6744, 61.657 ,\n", " 61.8646, 62.8175, 64.3706, 66.396 , 68.5702, 71.647 ,\n", " 74.4215, 76.431 , 77.8202, 78.3167, 77.326 , 74.9918,\n", " 73.1147, 70.5891, 67.9095, 65.9074, 63.7756, 61.9527,\n", " 60.3249, 59.1834, 59.3054, 59.4183, 59.9806, 59.9587,\n", " 60.0402, 60.1387, 59.9653, 59.4018, 58.9444, 58.5565,\n", " 58.0003, 57.2665, 56.4116, 55.7366, 55.8282, 55.9103,\n", " 56.0512, 55.9122, 55.7761, 55.8674, 56.06 , 55.8581,\n", " 55.7507, 55.8346, 55.9887, 56.671 , 57.3134, 57.9591,\n", " 58.7204, 59.7447, 60.6746, 61.4853, 61.9096, 62.141 ,\n", " 62.5148, 62.7861, 62.9618, 63.0687, 63.2837, 63.3265,\n", " 63.6687, 63.9997, 64.1486, 64.3004, 64.0102, 63.7303,\n", " 63.5112, 63.3865, 63.3329, 63.3618, 63.2728, 63.3089,\n", " 63.3656, 63.5672, 63.9438, 64.0873, 64.6559, 64.811 ,\n", " 64.7805, 64.4313, 63.5964, 62.7515, 61.9868, 61.2204,\n", " 61.0303, 61.0699, 61.0267, 61.7467, 62.2311, 61.577 ,\n", " 59.0734]), array([ 137.762 , 138.566 , 138.452 , 137.306 , 136.826 , 135.966 ,\n", " 135.068 , 134.144 , 133.035 , 131.91 , 131.115 , 130.357 ,\n", " 129.946 , 129.503 , 129.264 , 129.018 , 128.696 , 128.658 ,\n", " 128.998 , 129.732 , 130.777 , 131.607 , 131.897 , 131.605 ,\n", " 131.202 , 130.803 , 130.333 , 129.907 , 129.734 , 129.496 ,\n", " 129.344 , 129.058 , 128.769 , 128.459 , 128.292 , 128.099 ,\n", " 128.262 , 128.617 , 129.566 , 129.972 , 130.907 , 131.58 ,\n", " 132.579 , 133.85 , 135.722 , 138.574 , 142.105 , 148.109 ,\n", " 156.505 , 168.42 , 211.861 , 260.446 , 264.143 , 209.728 ,\n", " 153.814 , 137.8 , 131.951 , 133.233 , 140.645 , 154.855 ,\n", " 171.106 , 196.951 , 244.094 , 328.734 , 518.41 , 817.891 ,\n", " 1214.35 , 1403.56 , 999.333 , 460.667 , 218.667 , 110.231 ,\n", " 78.7755, 72.1226, 74.2013, 77.1399, 71.5655, 73.4729,\n", " 76.8415, 78.6076, 78.559 , 79.3638, 76.7473, 78.6735,\n", " 80.1081, 81.3709, 83.5706, 85.4534, 86.3329, 87.0334,\n", " 87.7275, 88.5708, 89.3091, 90.1677, 90.8309, 91.2598,\n", " 91.9185, 92.3791, 92.753 , 92.7479, 92.1172, 91.5693,\n", " 90.6728, 89.7676, 89.1306, 88.9621, 88.8741, 88.7073,\n", " 88.5528, 88.5461, 88.6917, 89.0636, 89.4388, 89.6225,\n", " 89.585 , 89.313 , 88.9124, 88.2934, 87.735 , 87.0187,\n", " 86.4118, 86.1889, 86.0116, 86.1014, 86.1303, 86.1652,\n", " 86.1428, 86.0035, 85.8135, 85.6492, 85.3652, 85.2031,\n", " 84.8378, 84.3398, 83.8361, 83.3552, 82.9667, 82.1142,\n", " 80.3666, 81.2514, 83.2621, 84.3623, 84.8915, 85.3741,\n", " 85.4457, 85.3353, 85.0386, 84.5489, 83.7312, 81.9372,\n", " 79.0152, 80.6827, 82.1668, 81.9391, 80.6946, 81.1608,\n", " 81.5151, 81.4043, 81.1433, 80.4583, 80.378 , 80.2723,\n", " 79.8156, 79.4742, 79.1697, 79.1233, 79.5513, 80.0339,\n", " 80.4203, 80.1688, 79.8506, 79.3343, 79.2346, 79.1247,\n", " 78.9298, 78.4259, 78.0862, 77.5399, 77.4496, 77.7487,\n", " 78.5402, 79.4907, 80.2023, 80.918 , 81.5584, 82.191 ,\n", " 82.4787, 82.2365, 81.6289, 80.8101, 79.9994, 79.3857,\n", " 78.763 , 78.0962, 77.7175, 76.9261, 76.2649, 76.0073,\n", " 75.5567, 75.2139, 74.9729, 75.0669, 75.1979, 75.2595,\n", " 75.2808, 75.1478, 74.8093, 74.2712, 73.8141, 73.3077,\n", " 72.8976, 72.7217, 72.6289, 72.6176, 72.6343, 72.8068,\n", " 73.1641, 74.08 , 74.7756, 75.1805, 75.6581, 75.8124,\n", " 75.4885, 75.0603, 74.8667, 74.6704, 74.7156, 74.7185,\n", " 74.6571, 74.4353, 73.9851, 74.8721, 74.6551, 74.2179,\n", " 73.7322, 73.2738, 72.8588, 72.6305, 72.4855, 72.6006,\n", " 72.7875, 73.2791, 73.8377, 74.5739, 75.3079, 75.9584,\n", " 76.5426, 77.1929, 77.4051, 77.3393, 77.0785, 76.772 ,\n", " 75.8058, 75.4188, 76.0423, 75.7902, 75.5348, 74.8392,\n", " 74.0119, 73.1305, 72.3438, 71.6828, 71.1268, 70.7188,\n", " 70.3968, 70.1954, 70.1159, 70.1351, 70.2935, 70.6139,\n", " 71.0938, 71.2059, 71.4159, 71.3921, 71.1388, 70.8962,\n", " 70.7458, 70.5217, 70.2489, 70.0761, 70.0382, 69.6821,\n", " 69.4325, 69.2319, 68.8755, 68.6188, 68.6617, 68.7087,\n", " 68.8249, 68.8821, 68.955 , 68.6143, 68.3322, 68.3369,\n", " 68.4711, 68.8482, 69.252 , 69.6217, 69.8339, 70.0971,\n", " 70.4765, 70.5812, 70.7605, 71.0018, 71.1961, 71.4904,\n", " 71.7019, 71.6948, 71.743 , 71.7851, 71.7277, 70.9901,\n", " 70.6304, 70.0621, 70.0355, 69.6361, 69.7754, 70.2153,\n", " 70.0959, 69.6573, 69.5542, 69.588 , 69.6629, 69.7564,\n", " 69.7158, 69.9423, 70.3172, 70.7599, 71.116 , 71.2801,\n", " 71.4848, 71.4229, 70.5618, 69.9759, 70.0511, 71.4384,\n", " 72.0342, 71.7797, 71.7253, 71.8862, 72.0287, 72.1902,\n", " 72.263 , 72.194 , 71.9963, 71.8365, 71.4629, 71.0974,\n", " 70.6922, 70.2036, 69.6945, 69.1357, 68.5365, 68.6971,\n", " 69.0368, 69.7283, 70.2925, 70.7039, 70.9616, 71.022 ,\n", " 70.9699, 70.9326, 70.42 , 70.059 , 69.8094, 69.7549,\n", " 70.0447, 70.8108, 71.4893, 71.9074, 72.3896, 72.6963,\n", " 72.9175, 72.8786, 73.3329, 73.4024, 73.5711, 74.2286,\n", " 74.1982, 74.0529, 73.5942, 73.2596, 72.8902, 72.2568,\n", " 71.6019, 71.0652, 70.8097, 70.7952, 70.4654, 70.215 ,\n", " 70.1444, 69.8796, 70.0194, 70.4262, 71.0571, 71.6366,\n", " 72.221 , 72.8624, 73.535 , 74.1728, 74.563 , 75.0303,\n", " 74.8764, 75.1044, 75.7173, 75.9099, 76.1594, 76.294 ,\n", " 76.2066, 75.9937, 75.5949, 74.991 , 74.2516, 73.3842,\n", " 72.5182, 71.6432, 70.035 , 69.7225, 70.9082, 71.6303,\n", " 71.4065, 69.9727, 69.0946, 67.9137, 68.1874, 68.4968,\n", " 67.5433, 67.1392, 67.5451, 67.8808, 68.0671, 68.599 ,\n", " 69.1277, 69.8183, 70.4194, 71.0387, 71.7117, 72.0682,\n", " 72.4203, 72.343 , 72.3342, 72.3262, 72.3054, 72.2203,\n", " 72.3333, 72.4417, 72.5503, 72.5806, 72.4587, 72.4993,\n", " 72.5022, 72.5144, 72.864 , 72.7061, 72.3732, 72.1658,\n", " 72.0983, 72.0008, 71.9071, 71.7484, 71.322 , 70.7635,\n", " 70.0305, 69.2795, 68.6514, 68.0918, 67.6978, 68.2355,\n", " 67.9117, 67.7863, 67.7958, 67.9918, 68.1729, 68.1834,\n", " 68.4923, 68.8739, 69.2539, 69.7966, 70.4708, 71.1818,\n", " 71.8415, 72.39 , 72.8934, 72.731 , 72.5109, 72.2478,\n", " 71.761 , 71.0578, 69.2734, 69.4121, 69.7109, 70.2435,\n", " 70.6006, 70.1099, 70.2526, 70.6609, 71.3528, 72.4183,\n", " 72.605 , 72.6989, 71.7021, 71.4139, 71.2134, 71.3141,\n", " 71.6911, 71.9444, 71.4106, 71.3911, 71.5606, 71.1918,\n", " 70.8331, 70.6017, 70.2818, 69.8547, 69.9419, 70.7859,\n", " 71.0103, 70.7192, 70.2106, 69.6553, 69.1286, 68.7535,\n", " 68.7913, 68.9842, 69.2399, 69.6323, 70.0732, 70.1297,\n", " 70.2251, 70.1083, 70.1196, 70.378 , 70.896 , 71.4623,\n", " 72.3724, 73.068 , 73.6147, 73.876 , 74.0674, 74.0592,\n", " 73.7419, 73.4594, 73.1003, 72.8244, 72.6345, 72.6921,\n", " 72.7808, 73.0454, 73.3832, 73.476 , 73.2205, 72.9943,\n", " 72.7173, 72.6482, 73.199 , 73.1497, 73.1085, 72.9674,\n", " 72.8143, 72.65 , 72.7753, 73.1357, 73.5048, 73.9577,\n", " 74.2828, 74.5434, 74.9238, 75.3486, 75.8762, 76.2699,\n", " 76.3622, 76.4609, 76.3228, 76.1372, 76.0116, 75.8726,\n", " 75.6987, 75.4146, 75.0848, 74.8326, 74.741 , 74.4265,\n", " 74.2322, 74.1499, 74.2164, 74.4617, 74.7731, 75.2073,\n", " 75.7586, 76.2464, 76.6706, 77.235 , 77.8659, 78.4216,\n", " 78.816 , 78.8827, 78.9277, 78.7943, 78.6452, 78.6187,\n", " 78.7893, 78.9109, 79.0348, 79.1513, 79.3204, 79.4787,\n", " 79.6609, 79.678 , 79.5218, 78.997 , 78.5035, 77.9709,\n", " 77.6579, 77.3565, 77.0174, 76.8016, 76.7701, 77.0415,\n", " 77.3062, 77.609 , 77.9068, 78.2798, 78.5757, 78.937 ,\n", " 79.1855, 79.107 , 79.0876, 79.0454, 78.9559, 79.2615,\n", " 79.786 , 80.2967, 80.9752, 81.7152, 82.376 , 82.9616,\n", " 83.4033, 83.7104, 84.0105, 84.1567, 84.2253, 84.4899,\n", " 84.8576, 85.1632, 85.4546, 85.653 , 85.6411, 85.5891,\n", " 85.533 , 85.7716, 85.898 , 86.0099, 85.9749, 85.9667,\n", " 85.8428, 85.8271, 85.9075, 86.0583, 85.8348, 85.4256,\n", " 85.2132, 84.055 , 83.8232, 83.7299, 83.9624, 84.3316,\n", " 84.9631, 85.4972, 85.7115, 85.3176, 84.5766, 84.307 ,\n", " 84.4571, 84.9026, 86.1692, 87.1094, 88.2222, 89.1396,\n", " 89.9778, 90.4864, 90.7954, 91.0305, 91.239 , 91.4199,\n", " 91.7762, 92.1791, 92.1745, 91.6505, 90.9229, 89.9462,\n", " 88.9097, 88.0822, 87.4837, 87.0771, 87.189 , 87.0513,\n", " 86.9095, 86.7188, 86.4473, 86.3958, 86.5363, 87.0195,\n", " 87.5853, 88.11 , 88.5611, 89.0161, 89.9623, 90.6249,\n", " 90.8983, 90.9743, 90.9242, 90.666 , 90.0759, 89.5024,\n", " 88.9307, 88.47 , 88.0624, 87.6973, 87.6073, 87.6488,\n", " 86.9819, 87.6469, 88.6842, 88.2093, 87.8544, 87.4938,\n", " 87.625 , 87.772 , 87.9225, 87.9087, 87.6546, 87.3754,\n", " 86.916 , 86.1691, 85.3171, 84.2906, 83.1402, 82.2622,\n", " 81.3297, 80.5886, 79.9568, 79.5673, 79.254 , 78.9793,\n", " 79.0468, 79.3431, 79.89 , 80.3553, 80.5784, 80.7433,\n", " 80.6537, 80.482 , 80.0882, 79.5844, 78.6672, 77.7168,\n", " 76.8453, 76.2377, 75.7897, 75.4143, 75.2512, 75.1741,\n", " 75.3969, 75.0551, 74.8312, 74.6127, 74.5981, 74.5195,\n", " 74.4986, 74.3442, 74.1277, 73.9379, 73.5788, 73.0808,\n", " 72.6375, 72.3457, 72.4162, 72.3898, 72.4214, 72.4586,\n", " 72.7032, 73.1571, 73.7032, 74.3121, 74.9397, 75.1404,\n", " 74.8563, 74.7559, 74.569 , 74.4961, 74.421 , 74.6109,\n", " 74.7471, 74.7799, 74.6924, 74.5451, 74.5773, 74.6132,\n", " 74.5963, 74.6588, 74.6706, 74.7239, 74.6553, 74.5866,\n", " 74.2768, 74.0143, 73.7329, 73.3822, 72.9054, 72.4949,\n", " 71.9006, 71.404 , 71.0771, 70.7391, 70.5732, 70.4783,\n", " 70.3593, 70.3626, 70.4249, 70.5839, 70.8015, 71.0069,\n", " 71.2155, 71.2946, 71.2454, 70.8542, 70.1292, 69.9075,\n", " 69.9458, 69.5157, 69.0014, 68.622 , 68.31 , 68.2353,\n", " 68.2103, 68.1708, 68.1452, 68.1102, 67.7746, 67.341 ,\n", " 66.6391, 66.038 , 65.3026, 64.7538, 64.126 , 63.7044,\n", " 63.4767, 63.3088, 63.2095, 63.1588, 62.9504, 63.0087,\n", " 63.0818, 63.2997, 63.7325, 64.0905, 64.3582, 64.5685,\n", " 64.6953, 64.7054, 64.5779, 64.3203, 63.8434, 63.2813,\n", " 62.7495, 62.1748, 61.5001, 60.8702, 60.3693, 59.8384,\n", " 60.0214, 60.692 , 61.9972, 64.4375, 67.3794, 70.8237,\n", " 73.6579, 75.3632, 76.2086, 76.1254, 75.5147, 73.9185,\n", " 72.258 , 70.2397, 67.7033, 66.0089, 63.9762, 62.1036,\n", " 60.2046, 58.7382, 57.6201, 57.0968, 57.212 , 57.3925,\n", " 57.474 , 57.4058, 57.2912, 57.1596, 57.0147, 56.9673,\n", " 56.9222, 56.7239, 56.6569, 56.7205, 57.0263, 57.16 ,\n", " 57.2071, 57.1061, 56.8217, 56.4205, 56.1725, 56.0723,\n", " 56.1278, 56.2835, 56.4789, 56.7993, 57.0152, 57.3086,\n", " 57.6616, 58.2077, 58.7869, 59.4114, 59.9979, 60.3606,\n", " 61.0353, 61.6094, 62.1495, 62.6292, 63.1269, 63.5082,\n", " 63.7504, 63.8047, 63.7914, 63.7755, 63.5302, 63.1841,\n", " 62.8535, 62.5125, 62.1042, 61.7924, 61.5288, 61.4604,\n", " 61.4579, 61.4807, 61.7123, 61.8525, 61.9789, 62.009 ,\n", " 61.8941, 61.7432, 61.3743, 60.6861, 60.0425, 59.8008,\n", " 59.5423, 59.292 , 59.1856, 59.2245, 59.6744, 59.6754,\n", " 58.7351]), array([ 140.25 , 140.596 , 139.608 , 137.934 , 136.751 , 136.108 ,\n", " 134.999 , 133.898 , 132.854 , 131.791 , 131.511 , 131.137 ,\n", " 130.923 , 130.826 , 130.646 , 130.706 , 130.988 , 131.404 ,\n", " 132.067 , 132.672 , 133.261 , 133.774 , 133.974 , 133.9 ,\n", " 133.838 , 133.654 , 133.459 , 133.35 , 133.385 , 133.421 ,\n", " 133.098 , 132.652 , 132.289 , 131.893 , 131.691 , 131.448 ,\n", " 131.614 , 131.481 , 131.501 , 131.319 , 131.457 , 131.49 ,\n", " 131.749 , 132.915 , 134.679 , 137.5 , 142.015 , 148.845 ,\n", " 159.63 , 176.132 , 206.308 , 246.753 , 262.922 , 205.616 ,\n", " 153.952 , 139.22 , 136.558 , 137.218 , 141.773 , 158.234 ,\n", " 172.003 , 203.52 , 243.632 , 324.209 , 514.065 , 812.07 ,\n", " 1207.66 , 1408.44 , 1005.78 , 462.444 , 216. , 111.605 ,\n", " 76.2345, 76.2312, 74.1639, 75.8735, 75.8579, 76.9116,\n", " 78.0242, 81.5394, 81.4024, 82.8225, 84.0352, 84.8323,\n", " 85.7583, 86.3161, 86.8884, 87.56 , 88.1759, 88.8754,\n", " 89.5909, 90.4002, 91.2289, 92.0047, 92.6314, 93.3331,\n", " 93.9419, 94.3704, 94.4778, 94.2606, 93.5035, 92.6003,\n", " 91.5972, 90.6359, 89.6323, 89.0034, 88.6423, 88.4807,\n", " 88.4888, 88.6322, 88.7003, 88.9544, 89.057 , 88.9949,\n", " 88.8878, 88.7817, 88.561 , 88.3465, 88.2136, 88.3095,\n", " 88.4456, 88.47 , 88.6015, 88.8563, 88.8344, 88.8588,\n", " 88.7197, 88.6075, 88.4979, 88.2686, 87.5972, 86.7454,\n", " 85.7259, 84.6009, 83.6718, 83.0483, 82.7994, 82.6692,\n", " 82.7601, 83.3091, 84.0337, 84.9004, 85.6742, 86.2994,\n", " 86.7078, 87.4718, 87.1332, 86.3534, 85.217 , 84.135 ,\n", " 83.1498, 82.3834, 81.8422, 81.4033, 81.0597, 80.888 ,\n", " 81.1165, 81.0161, 81.0355, 81.0199, 81.0298, 81.1249,\n", " 81.0751, 80.2267, 79.7682, 79.9501, 80.2985, 80.9326,\n", " 81.0673, 80.8219, 80.1389, 79.6924, 79.4165, 79.2795,\n", " 79.1251, 79.034 , 78.7746, 78.5124, 77.4724, 77.5466,\n", " 78.3046, 79.1651, 80.3586, 81.8223, 83.4537, 85.5471,\n", " 86.1624, 85.6735, 83.9621, 82.8061, 81.5555, 80.4044,\n", " 79.2871, 78.1084, 76.9843, 76.466 , 75.9483, 75.9214,\n", " 75.8467, 75.8203, 75.9262, 76.0193, 75.9624, 75.9139,\n", " 75.9637, 76.0828, 76.3169, 76.5413, 76.7229, 76.4947,\n", " 76.292 , 75.7722, 75.0113, 74.2831, 72.7717, 72.7266,\n", " 76.072 , 76.8982, 76.9999, 77.0774, 77.1988, 77.0962,\n", " 75.4653, 75.7255, 75.8964, 75.8193, 75.8991, 76.3237,\n", " 76.2858, 75.9597, 75.4553, 74.9953, 74.5235, 74.1568,\n", " 73.9536, 73.9539, 73.972 , 73.7537, 73.6002, 73.4636,\n", " 72.9648, 73.079 , 73.6235, 74.2803, 75.1395, 75.7821,\n", " 76.3062, 76.6619, 76.9836, 77.266 , 77.4649, 77.6288,\n", " 77.7203, 77.758 , 77.2311, 77.3789, 77.2543, 76.9593,\n", " 76.404 , 75.7788, 75.127 , 74.5665, 73.9561, 73.2976,\n", " 72.6051, 71.9725, 71.5326, 71.1929, 70.9931, 71.3041,\n", " 71.7032, 72.1583, 72.7235, 72.8155, 72.8525, 72.876 ,\n", " 72.6017, 72.1072, 71.5781, 71.2115, 71.1063, 71.0307,\n", " 71.0761, 71.1493, 70.909 , 70.6097, 70.2436, 69.8416,\n", " 69.3969, 69.1889, 69.1303, 68.4489, 68.1209, 67.655 ,\n", " 67.8652, 68.2413, 68.9126, 69.9261, 70.6376, 71.4503,\n", " 71.9932, 72.4382, 72.9221, 73.2122, 73.3964, 72.8943,\n", " 72.8528, 72.717 , 72.618 , 72.5292, 72.3569, 71.7113,\n", " 71.6965, 71.4911, 71.2648, 70.8179, 70.3283, 69.8289,\n", " 69.3163, 69.1416, 69.1488, 69.2271, 69.3533, 69.435 ,\n", " 69.5672, 69.7071, 69.8954, 70.1133, 70.3553, 70.6241,\n", " 71.0284, 71.4159, 71.5986, 71.9637, 72.5054, 73.1843,\n", " 73.6799, 74.1096, 74.605 , 75.0572, 75.3354, 75.4718,\n", " 75.2396, 74.8796, 74.3703, 73.7227, 72.9192, 72.4142,\n", " 72.006 , 71.5439, 71.1934, 71.3856, 71.049 , 70.6503,\n", " 70.7254, 71.8134, 72.31 , 72.8062, 73.1517, 73.1275,\n", " 72.8851, 72.6143, 72.2483, 71.6439, 71.0304, 70.6266,\n", " 70.4193, 70.4562, 70.662 , 70.7937, 70.9919, 71.1495,\n", " 71.4741, 71.9676, 72.488 , 73.1758, 73.898 , 74.5892,\n", " 75.1191, 75.182 , 75.0574, 74.7424, 74.2726, 73.8192,\n", " 73.2964, 73.1196, 73.1926, 73.2349, 73.1565, 73.2143,\n", " 73.3095, 73.4695, 73.7201, 74.0409, 74.3103, 74.742 ,\n", " 75.1181, 75.2842, 75.6178, 75.8652, 76.0063, 76.2353,\n", " 76.4806, 77.0194, 77.0819, 77.0354, 76.9156, 76.7111,\n", " 76.5361, 76.2066, 75.7538, 75.0465, 74.1797, 73.2447,\n", " 72.4249, 71.6986, 71.2614, 71.0921, 71.0575, 71.0652,\n", " 71.0573, 71.0806, 70.8564, 70.6344, 70.3604, 70.0571,\n", " 69.3782, 68.968 , 68.8019, 68.6593, 68.5718, 69.1492,\n", " 69.8939, 70.9452, 71.9579, 72.9854, 73.8911, 74.4513,\n", " 74.6833, 74.7127, 74.5168, 74.3044, 73.9704, 73.3547,\n", " 73.0422, 72.8807, 72.8124, 72.8319, 72.6795, 72.6036,\n", " 72.5365, 72.2858, 71.9245, 71.4471, 70.9509, 70.4843,\n", " 70.1143, 69.9952, 70.005 , 70.1005, 70.3144, 70.5131,\n", " 70.6581, 70.6711, 70.7635, 70.6515, 70.6096, 70.5479,\n", " 70.5765, 70.5922, 70.6878, 70.8972, 70.9834, 71.015 ,\n", " 71.1621, 71.4544, 71.7618, 72.0133, 72.2328, 72.4973,\n", " 72.7169, 73.2615, 73.0715, 72.7823, 72.5296, 72.2295,\n", " 71.962 , 71.688 , 71.5078, 71.4278, 71.1682, 71.0462,\n", " 70.9858, 71.2582, 71.4463, 71.7082, 71.9046, 72.2588,\n", " 72.7008, 73.001 , 73.0804, 72.8896, 72.9015, 72.9739,\n", " 73.1134, 72.9915, 72.9202, 72.8915, 72.9167, 72.8092,\n", " 72.746 , 72.6235, 72.6229, 72.7075, 72.9873, 73.0118,\n", " 72.6417, 72.2065, 71.8659, 71.5679, 71.2669, 70.6358,\n", " 70.2969, 70.2803, 70.5807, 70.9605, 71.15 , 71.1707,\n", " 71.3663, 71.6986, 72.1876, 72.7013, 73.0997, 73.1586,\n", " 73.3332, 73.4772, 73.6857, 73.83 , 73.9903, 74.1092,\n", " 74.1368, 74.2851, 74.5994, 74.7318, 74.7946, 74.6787,\n", " 74.6722, 74.7576, 74.9792, 75.0957, 75.0404, 74.9689,\n", " 74.8168, 74.6867, 74.7833, 74.7958, 74.8654, 74.5981,\n", " 74.3309, 73.3354, 74.4336, 74.6555, 74.6282, 74.7016,\n", " 75.0247, 75.3873, 75.8673, 76.3396, 76.5516, 76.5729,\n", " 76.4466, 76.3004, 76.0726, 75.8923, 75.7657, 75.5453,\n", " 75.1596, 74.6174, 74.3979, 74.2114, 74.5441, 74.8004,\n", " 75.1831, 75.6081, 76.1263, 76.7929, 76.9615, 77.0353,\n", " 77.0602, 76.9456, 76.9592, 76.9755, 77.1209, 77.2885,\n", " 77.456 , 77.4564, 77.4831, 77.5425, 77.6162, 77.9598,\n", " 78.3118, 78.667 , 79.0002, 79.3617, 79.5885, 79.7982,\n", " 79.9128, 79.7146, 79.4858, 79.2594, 79.0192, 78.7368,\n", " 78.4842, 78.4477, 78.4003, 78.464 , 78.7608, 79.1835,\n", " 79.6195, 80.0844, 80.6294, 81.2411, 81.6713, 81.935 ,\n", " 82.0968, 82.1758, 82.1016, 82.1115, 81.8885, 81.8327,\n", " 81.8128, 81.713 , 81.8308, 82.0535, 82.3204, 82.7814,\n", " 83.1152, 83.2995, 83.6013, 83.7719, 84.0385, 84.1938,\n", " 84.3174, 84.413 , 84.536 , 84.7699, 84.7432, 84.7681,\n", " 84.7424, 84.5505, 84.1825, 84.0317, 84.6073, 84.721 ,\n", " 84.7536, 85.0353, 85.4618, 85.8876, 86.2723, 86.5865,\n", " 86.8335, 87.0724, 87.3367, 87.5415, 87.8037, 87.9293,\n", " 88.1494, 88.3452, 88.3788, 88.1978, 87.9544, 87.7346,\n", " 87.6338, 87.8941, 88.4078, 88.8179, 89.3003, 89.9648,\n", " 90.7106, 91.3997, 91.5752, 91.2837, 91.4584, 91.6941,\n", " 91.9459, 92.3214, 93.2793, 93.6843, 93.3636, 92.5446,\n", " 90.8774, 89.1931, 88.1162, 87.6436, 88.278 , 88.7147,\n", " 88.8938, 88.628 , 88.6197, 88.9089, 89.0449, 89.7649,\n", " 90.6549, 91.2018, 91.5167, 91.9084, 92.0489, 92.0637,\n", " 91.9246, 91.7559, 91.5023, 91.1507, 90.7834, 90.2383,\n", " 89.6618, 88.9541, 88.4661, 88.1189, 87.671 , 87.5674,\n", " 87.5053, 87.6775, 87.8773, 87.9357, 88.1792, 88.3321,\n", " 88.5883, 88.8617, 88.9401, 88.8356, 88.5728, 88.4055,\n", " 88.2049, 87.996 , 87.4908, 86.8822, 86.228 , 85.3592,\n", " 84.4909, 83.6141, 82.7993, 81.9776, 81.4196, 80.747 ,\n", " 80.1665, 79.5919, 79.925 , 80.5012, 80.9196, 81.4411,\n", " 81.8455, 82.1116, 82.1972, 81.8043, 81.167 , 80.6733,\n", " 80.4294, 80.2237, 79.8904, 79.4548, 78.8852, 78.365 ,\n", " 77.7828, 77.0843, 76.5216, 75.7878, 75.0766, 74.39 ,\n", " 73.7624, 73.3593, 73.1187, 72.9006, 72.6776, 72.5598,\n", " 72.6185, 72.6807, 72.7065, 72.2432, 72.0114, 71.8825,\n", " 72.0143, 72.2137, 72.4669, 72.7653, 73.1318, 73.3945,\n", " 73.6039, 73.8789, 73.8993, 73.892 , 73.8419, 73.9605,\n", " 74.074 , 74.3235, 74.4185, 74.504 , 74.7233, 74.8587,\n", " 74.8724, 74.6641, 74.2741, 73.9371, 73.7113, 73.2986,\n", " 73.2723, 73.1448, 73.3161, 73.3736, 73.6033, 73.6137,\n", " 72.6543, 71.5062, 71.2785, 71.7427, 71.7956, 72.0418,\n", " 71.8087, 71.6642, 71.3154, 71.1209, 71.014 , 71.1566,\n", " 71.3129, 71.4327, 71.6004, 71.4411, 71.2697, 71.1678,\n", " 71.5743, 71.1726, 70.0258, 68.6153, 68.0634, 68.5559,\n", " 68.8171, 68.3703, 68.0126, 67.7458, 67.6833, 67.3816,\n", " 67.0089, 66.5344, 65.8448, 65.131 , 63.8374, 63.0249,\n", " 62.6789, 63.0909, 63.2907, 63.7681, 64.2855, 64.695 ,\n", " 65.2269, 65.5978, 66.0091, 66.3523, 66.5861, 66.8605,\n", " 66.9848, 66.899 , 66.6062, 66.0167, 65.1554, 64.0883,\n", " 63.2885, 62.5491, 61.9464, 61.4002, 61.0434, 60.7916,\n", " 60.9085, 61.4703, 62.6547, 64.9782, 67.4436, 70.6214,\n", " 73.5822, 75.9718, 77.4181, 77.8692, 77.1838, 74.863 ,\n", " 72.7919, 69.3673, 67.1495, 65.8253, 64.396 , 62.8218,\n", " 61.3416, 60.0196, 58.9972, 58.2705, 58.1914, 57.8276,\n", " 57.6753, 57.6361, 57.6622, 57.6244, 57.405 , 57.0105,\n", " 56.4643, 55.909 , 55.5583, 55.218 , 55.4068, 54.8627,\n", " 54.449 , 53.99 , 53.6736, 53.32 , 53.5317, 53.9232,\n", " 54.4581, 55.0666, 56.0629, 56.8283, 57.4412, 58.0053,\n", " 58.8487, 59.5006, 60.1929, 60.7387, 61.2021, 61.513 ,\n", " 61.8804, 62.0659, 62.2029, 62.1587, 62.4385, 62.769 ,\n", " 63.2601, 63.5946, 63.5883, 63.6658, 63.7539, 63.7346,\n", " 63.6073, 63.4239, 63.3433, 63.3072, 63.3381, 63.2391,\n", " 63.1606, 63.0753, 63.0367, 62.9664, 63.003 , 62.9237,\n", " 62.8742, 62.7824, 62.6688, 62.3463, 61.9028, 61.4134,\n", " 60.7441, 60.1765, 59.4002, 59.0454, 59.1921, 58.9041,\n", " 57.7458]), array([ 136.938 , 137.286 , 135.773 , 134.867 , 134.478 , 133.773 ,\n", " 132.926 , 132.035 , 131.318 , 130.977 , 130.578 , 130.562 ,\n", " 130.53 , 130.512 , 130.424 , 130.077 , 130.34 , 130.89 ,\n", " 131.396 , 131.897 , 132.19 , 132.591 , 132.76 , 132.839 ,\n", " 132.335 , 130.547 , 129.613 , 128.989 , 128.878 , 128.685 ,\n", " 128.481 , 128.374 , 127.817 , 127.566 , 127.829 , 128.81 ,\n", " 128.808 , 128.615 , 128.508 , 128.776 , 129.541 , 130.149 ,\n", " 130.478 , 131.408 , 133.467 , 136.513 , 141.02 , 147.802 ,\n", " 157.678 , 173.024 , 211.099 , 249.312 , 255.987 , 206.333 ,\n", " 151.561 , 137.063 , 130.511 , 133.389 , 138.096 , 149.415 ,\n", " 165.71 , 196.809 , 232.333 , 317.136 , 504.983 , 797.414 ,\n", " 1217.8 , 1405.33 , 1045.56 , 480.222 , 212.108 , 111.654 ,\n", " 73.4476, 68.3589, 72.4978, 70.4164, 71.3306, 74.8949,\n", " 77.3749, 79.7989, 79.3472, 80.3027, 81.432 , 82.7889,\n", " 83.8534, 84.9987, 85.9356, 86.8126, 87.4835, 87.7402,\n", " 87.6463, 87.5727, 87.54 , 87.4207, 87.6635, 88.5167,\n", " 90.4205, 91.4594, 92.0959, 92.0158, 91.685 , 90.9371,\n", " 89.2185, 88.0688, 87.1229, 86.6892, 86.4206, 86.2352,\n", " 86.3041, 86.6027, 87.0795, 87.3936, 87.2779, 87.1594,\n", " 87.2505, 87.4462, 87.5677, 87.6691, 87.5699, 87.4801,\n", " 87.2695, 87.0676, 86.87 , 86.8419, 86.6843, 86.4164,\n", " 86.1365, 85.8021, 85.4855, 85.2586, 84.9463, 84.4303,\n", " 83.7748, 82.7381, 81.827 , 81.2756, 80.7508, 80.4727,\n", " 80.3687, 80.7902, 81.1361, 81.9841, 82.9497, 83.8501,\n", " 84.1451, 84.2042, 83.7783, 83.3688, 82.8345, 82.2315,\n", " 81.5738, 81.0945, 80.6355, 80.0774, 79.6626, 79.5901,\n", " 79.4164, 79.2917, 79.1475, 79.0433, 79.0239, 79.1096,\n", " 79.0229, 78.7384, 78.7384, 78.9762, 79.3341, 79.5099,\n", " 79.5644, 79.1906, 78.7558, 77.9327, 77.5141, 77.3157,\n", " 77.2998, 77.213 , 76.948 , 76.1976, 75.9983, 75.8737,\n", " 75.9488, 76.8393, 78.4695, 80.0217, 81.8071, 83.8109,\n", " 84.6287, 84.78 , 83.6122, 82.9194, 81.8755, 80.8888,\n", " 80.0312, 79.1409, 78.634 , 77.9705, 77.1508, 76.6165,\n", " 76.0969, 75.8172, 75.9214, 75.8291, 75.4902, 74.5387,\n", " 73.904 , 73.3283, 72.7998, 72.3373, 72.1173, 72.5095,\n", " 72.3839, 72.5026, 72.5212, 72.5324, 72.5963, 72.7544,\n", " 72.9376, 73.1237, 73.308 , 73.4776, 73.5813, 73.2895,\n", " 73.101 , 72.9933, 73.071 , 73.3562, 73.9278, 74.7172,\n", " 75.2533, 75.2467, 75.2044, 75.0978, 75.0262, 74.9662,\n", " 75.0009, 74.9045, 74.6546, 74.3559, 73.8532, 73.1203,\n", " 72.6205, 72.5062, 72.9366, 73.4964, 74.1554, 74.6037,\n", " 74.8591, 75.0854, 75.503 , 75.8563, 76.2043, 76.1109,\n", " 75.8424, 75.6448, 75.299 , 74.8227, 74.4015, 73.9365,\n", " 73.501 , 73.2571, 73.3317, 73.433 , 73.5693, 73.5228,\n", " 73.136 , 72.7037, 72.2649, 71.8282, 71.4712, 71.5642,\n", " 71.8088, 72.4972, 72.5621, 72.4813, 72.2602, 72.0434,\n", " 71.8983, 71.6412, 71.2982, 71.2276, 71.0842, 70.804 ,\n", " 70.5511, 70.2169, 69.812 , 69.5296, 69.1911, 68.771 ,\n", " 68.4877, 68.5556, 68.4734, 68.4437, 68.1459, 67.8445,\n", " 67.9704, 68.3055, 68.7424, 69.1736, 69.5958, 70.3539,\n", " 70.8844, 71.1012, 71.2186, 71.2516, 71.4072, 71.5747,\n", " 71.8857, 72.0595, 72.0268, 71.7929, 71.5314, 70.9433,\n", " 70.3385, 69.8572, 70.207 , 70.7896, 70.2009, 70.0782,\n", " 69.9757, 69.8354, 69.9309, 70.178 , 70.3019, 70.0041,\n", " 69.6302, 69.3396, 69.4669, 69.8596, 70.0355, 70.3088,\n", " 70.7676, 71.1759, 71.2878, 71.5876, 72.0825, 72.5339,\n", " 72.9871, 73.2897, 73.3589, 73.3623, 73.2046, 72.6904,\n", " 72.076 , 71.39 , 70.8286, 70.2226, 69.704 , 69.3525,\n", " 69.0546, 68.8138, 68.3112, 67.9749, 67.7939, 68.0389,\n", " 68.582 , 69.404 , 70.6047, 70.8988, 71.0945, 70.907 ,\n", " 70.8037, 70.5778, 70.321 , 70.1367, 70.0664, 69.8767,\n", " 69.8599, 70.2652, 70.6375, 71.0189, 71.3183, 71.5984,\n", " 71.4666, 71.1635, 71.3384, 71.9433, 72.4696, 73.0476,\n", " 73.5901, 73.6737, 73.5681, 73.1648, 72.5049, 71.9187,\n", " 70.9161, 70.2089, 69.9145, 70.8106, 70.4805, 70.3986,\n", " 70.5592, 70.7504, 70.9731, 71.4984, 72.1605, 72.9565,\n", " 73.741 , 74.5798, 75.3522, 75.8181, 75.9353, 75.7792,\n", " 75.5206, 74.9128, 74.7915, 74.6833, 74.565 , 74.4206,\n", " 74.2944, 74.0982, 73.8691, 73.5697, 73.111 , 72.8536,\n", " 72.6243, 71.859 , 71.6666, 71.5244, 71.646 , 71.4934,\n", " 71.0691, 70.4749, 69.804 , 69.363 , 68.9291, 68.613 ,\n", " 68.2298, 68.1692, 68.3181, 68.3588, 68.2455, 68.474 ,\n", " 68.9134, 69.7344, 70.5497, 71.469 , 72.1655, 72.5244,\n", " 72.6724, 72.5114, 72.6504, 72.627 , 72.7152, 72.4692,\n", " 72.3568, 72.2642, 72.1265, 72.2508, 72.0548, 71.894 ,\n", " 71.7429, 71.9609, 71.8269, 71.6604, 71.4261, 71.1414,\n", " 70.9752, 70.7156, 70.4142, 70.3123, 70.5076, 70.5812,\n", " 70.4923, 70.4474, 70.5352, 70.5314, 70.6377, 70.6857,\n", " 70.446 , 70.134 , 69.9985, 69.9261, 69.7812, 69.6031,\n", " 69.4834, 69.4849, 69.5169, 69.4986, 69.5449, 69.6613,\n", " 69.7927, 69.94 , 70.2734, 70.4204, 70.5876, 70.8292,\n", " 70.9258, 70.8059, 70.3536, 70.118 , 69.9531, 70.1362,\n", " 70.0356, 69.773 , 69.8171, 70.0571, 70.4855, 70.9495,\n", " 71.2195, 71.1945, 70.9204, 70.5635, 70.3509, 70.1666,\n", " 70.0359, 69.9115, 69.6436, 69.7119, 69.8963, 70.0545,\n", " 70.1356, 70.3868, 70.4308, 70.1749, 70.2394, 70.7606,\n", " 71.0746, 70.9744, 70.9533, 70.9245, 70.9356, 70.7969,\n", " 70.6856, 70.6763, 70.817 , 70.9755, 71.1281, 71.2775,\n", " 71.4775, 71.6465, 71.6971, 71.6632, 71.5665, 71.6671,\n", " 72.0538, 72.5655, 73.0792, 73.4718, 73.7849, 74.0411,\n", " 74.294 , 74.3075, 74.1031, 73.6618, 73.211 , 72.885 ,\n", " 72.8298, 72.682 , 72.8732, 72.9944, 73.0137, 72.9593,\n", " 72.8793, 72.939 , 73.0761, 73.0739, 73.1229, 73.1599,\n", " 73.2383, 72.9963, 73.2943, 73.4959, 73.6553, 73.648 ,\n", " 73.889 , 74.5206, 75.5826, 76.4417, 77.0386, 77.3361,\n", " 77.4972, 77.4392, 77.0354, 76.6046, 76.142 , 75.5098,\n", " 74.8648, 74.419 , 74.1655, 74.0104, 74.0105, 74.0522,\n", " 74.2574, 74.7909, 75.6489, 76.5362, 77.1539, 77.6239,\n", " 77.8118, 77.7457, 77.2969, 77.2719, 78.0499, 78.7507,\n", " 78.983 , 79.0945, 78.9966, 78.679 , 78.2782, 78.1049,\n", " 77.9645, 77.8604, 77.4792, 77.1218, 76.8169, 77.292 ,\n", " 77.0932, 76.8894, 76.6867, 76.5552, 76.4401, 76.5228,\n", " 76.6208, 76.8334, 76.9442, 76.8997, 76.9015, 76.9027,\n", " 77.365 , 77.9313, 78.6821, 79.5449, 79.9587, 79.8602,\n", " 79.9426, 80.2911, 81.0229, 81.0068, 80.3999, 80.2386,\n", " 80.4582, 81.1416, 82.2144, 82.869 , 83.1744, 83.3458,\n", " 83.4186, 83.4533, 83.7552, 84.0099, 84.1297, 84.2421,\n", " 84.3244, 84.3928, 84.6271, 84.9962, 85.1495, 85.3866,\n", " 85.3769, 85.1793, 84.9755, 84.714 , 84.4138, 84.226 ,\n", " 84.0478, 84.128 , 84.4801, 84.874 , 85.1305, 85.2694,\n", " 85.4681, 85.8185, 86.1446, 86.2717, 86.6331, 87.0667,\n", " 87.5368, 87.8514, 87.9011, 87.4591, 87.1474, 86.9166,\n", " 86.6772, 86.6457, 86.8549, 87.2163, 87.7936, 88.3811,\n", " 88.9046, 89.6402, 90.4596, 90.8077, 91.2001, 91.4579,\n", " 91.7944, 92.1561, 92.2117, 91.776 , 90.9495, 89.9614,\n", " 88.8696, 87.9106, 87.4363, 87.2068, 87.0734, 87.2159,\n", " 87.3269, 87.4463, 87.5758, 87.9604, 88.4063, 89.2671,\n", " 89.9129, 90.703 , 91.382 , 91.9374, 92.3269, 92.4147,\n", " 92.326 , 92.0807, 91.4969, 90.7685, 89.7894, 89.2114,\n", " 88.8283, 88.4292, 88.1453, 88.0096, 87.8833, 87.8868,\n", " 87.7302, 87.65 , 87.6748, 87.7358, 87.7869, 87.7581,\n", " 87.9233, 88.0077, 88.0344, 87.9125, 87.6674, 87.0691,\n", " 86.2599, 85.6741, 84.9481, 84.2679, 83.5229, 82.8843,\n", " 82.2054, 81.6102, 80.9978, 80.5007, 79.6065, 78.9843,\n", " 78.5878, 78.4458, 78.7338, 78.9868, 79.4816, 79.8994,\n", " 80.3189, 80.5499, 80.7132, 80.5623, 80.302 , 79.9745,\n", " 79.5311, 78.917 , 78.4104, 78.0835, 77.4168, 76.8053,\n", " 76.4126, 76.1945, 76.079 , 75.7743, 75.4203, 75.0142,\n", " 74.629 , 74.1978, 73.7256, 73.2792, 72.9073, 72.6529,\n", " 72.3712, 72.1354, 71.9321, 71.6835, 71.1831, 70.9308,\n", " 70.7658, 71.0263, 71.453 , 71.7377, 72.0562, 72.3096,\n", " 72.5023, 72.7685, 73.0533, 73.3821, 73.6781, 74.0656,\n", " 74.369 , 75.1512, 75.2305, 75.2834, 75.0328, 74.8313,\n", " 74.2132, 73.5731, 72.7748, 71.8146, 71.357 , 71.3305,\n", " 71.3676, 71.7462, 72.249 , 72.2451, 71.9596, 71.7796,\n", " 71.2544, 71.0201, 70.9465, 70.7258, 70.2635, 70.0203,\n", " 69.7951, 69.7967, 69.8749, 70.1634, 70.4961, 70.9281,\n", " 71.1773, 71.4535, 71.5321, 71.4832, 71.411 , 71.4044,\n", " 71.4526, 71.0641, 70.3004, 69.5874, 68.9405, 68.3598,\n", " 67.861 , 67.498 , 67.4157, 68.1322, 68.4978, 68.327 ,\n", " 68.0501, 67.7775, 67.3823, 66.9841, 66.4818, 66.0131,\n", " 65.2052, 64.4049, 63.6744, 63.2475, 62.8062, 62.6206,\n", " 62.7009, 62.9402, 63.3149, 63.5889, 63.7417, 63.8438,\n", " 64.0754, 64.1601, 64.2301, 64.2855, 64.1705, 64.0195,\n", " 63.7089, 63.5005, 63.0923, 62.5307, 62.0773, 61.7256,\n", " 61.9254, 62.6284, 63.9261, 64.9642, 67.1796, 69.7817,\n", " 72.3653, 74.6519, 76.2093, 76.5123, 75.754 , 74.2584,\n", " 71.6718, 68.9893, 65.9994, 63.9249, 62.7542, 61.5448,\n", " 60.239 , 58.8156, 58.0124, 58.1336, 58.0064, 57.7414,\n", " 57.5397, 57.2524, 56.9535, 56.7285, 56.5594, 56.2379,\n", " 55.9681, 55.4526, 55.0522, 54.6983, 54.7713, 54.7436,\n", " 55.0783, 55.0047, 55.056 , 55.1355, 55.1599, 55.268 ,\n", " 55.4438, 55.6719, 55.7725, 55.9588, 56.0196, 55.9827,\n", " 56.1906, 56.6302, 57.6726, 58.7226, 59.3778, 60.1029,\n", " 60.9926, 61.745 , 62.3842, 62.7338, 63.0405, 63.1844,\n", " 63.8905, 64.0511, 63.8116, 63.8553, 63.5119, 62.7324,\n", " 62.3583, 62.1347, 62.172 , 62.1038, 62.1441, 62.2377,\n", " 61.9727, 61.9642, 62.1536, 62.4056, 62.5686, 62.5163,\n", " 62.3713, 62.2471, 61.9268, 61.4877, 61.0663, 60.5676,\n", " 59.8613, 59.3972, 58.5637, 58.1794, 58.0767, 58.691 ,\n", " 57.708 ]), array([ 135.819 , 136.246 , 136.188 , 135.932 , 135.893 , 135.277 ,\n", " 134.409 , 133.406 , 132.585 , 131.764 , 131.079 , 130.43 ,\n", " 129.958 , 129.593 , 129.253 , 128.936 , 128.525 , 127.936 ,\n", " 127.841 , 129.16 , 130.492 , 131.309 , 131.865 , 131.753 ,\n", " 131.193 , 129.533 , 128.362 , 128.112 , 128.337 , 128.327 ,\n", " 128.188 , 128.203 , 128.591 , 129.137 , 129.832 , 130.647 ,\n", " 131.489 , 131.94 , 132.824 , 132.8 , 133.174 , 133.411 ,\n", " 133.641 , 133.65 , 134.558 , 136.868 , 140.604 , 146.981 ,\n", " 158.063 , 171.626 , 208.579 , 252.872 , 271.332 , 204.116 ,\n", " 147.375 , 138.208 , 132.668 , 134.893 , 138.074 , 152.994 ,\n", " 168.61 , 192.517 , 232.585 , 324.742 , 492.671 , 799.441 ,\n", " 1219.59 , 1408.44 , 1017.11 , 457.111 , 202.222 , 102.656 ,\n", " 72.6623, 71.8245, 70.9219, 73.4662, 73.6664, 74.3019,\n", " 76.749 , 78.3976, 80.5139, 81.3843, 82.0712, 82.6702,\n", " 83.5668, 84.3957, 83.4386, 85.1034, 85.2744, 87.091 ,\n", " 86.6975, 86.8671, 87.7123, 88.9396, 89.1891, 89.7239,\n", " 90.4588, 91.1237, 91.7356, 91.9245, 91.9657, 91.7188,\n", " 91.111 , 90.4541, 89.8114, 89.3074, 88.9293, 88.914 ,\n", " 88.5418, 88.5001, 88.1483, 87.8634, 87.6683, 87.6735,\n", " 87.4752, 87.3401, 87.241 , 86.9881, 86.9029, 87.0474,\n", " 87.1434, 87.2038, 87.3535, 87.4412, 87.4308, 87.7118,\n", " 87.5263, 87.2297, 86.8743, 86.4311, 85.8013, 85.0135,\n", " 84.1779, 83.4978, 82.7293, 82.3602, 81.9303, 81.336 ,\n", " 81.3528, 81.7034, 82.2912, 82.8855, 83.4691, 83.8842,\n", " 84.3906, 84.4949, 84.3324, 84.1385, 83.7027, 83.1434,\n", " 82.7148, 82.2842, 81.8153, 81.64 , 81.5274, 81.5448,\n", " 81.7334, 81.4303, 81.0874, 80.7266, 80.7445, 80.6865,\n", " 80.2842, 79.7029, 79.2586, 79.114 , 79.3242, 79.2052,\n", " 79.0038, 78.6231, 78.3069, 77.9191, 77.7049, 77.6921,\n", " 77.7024, 77.9305, 78.1063, 78.1375, 78.113 , 78.1065,\n", " 78.3479, 78.9395, 79.8505, 81.1076, 82.8782, 84.4252,\n", " 85.4515, 85.3328, 84.0657, 82.9213, 80.694 , 79.2243,\n", " 78.1349, 77.7534, 78.4202, 77.0624, 75.8281, 75.5263,\n", " 74.963 , 74.4719, 74.1881, 73.9626, 73.8882, 73.7942,\n", " 73.8565, 73.7913, 73.695 , 73.5717, 73.5527, 73.6168,\n", " 73.5867, 73.6974, 74.1969, 74.6491, 75.0626, 75.5396,\n", " 76.1037, 76.2905, 76.4106, 76.3624, 76.227 , 75.9711,\n", " 75.5088, 74.6818, 74.0934, 73.4732, 73.4682, 73.5446,\n", " 73.5611, 73.3335, 73.2721, 73.522 , 73.6275, 73.4559,\n", " 73.2837, 73.1329, 72.9878, 73.0283, 72.7177, 72.3387,\n", " 72.2484, 72.2942, 72.6108, 73.1078, 73.9251, 74.1739,\n", " 74.2397, 74.3065, 74.397 , 74.4413, 74.526 , 74.4486,\n", " 74.4101, 74.2108, 74.0137, 73.7414, 73.6758, 73.2811,\n", " 73.0398, 73.0471, 72.9622, 72.7562, 72.6113, 72.3872,\n", " 71.8612, 71.4269, 70.7897, 70.3433, 70.1338, 70.3685,\n", " 70.8341, 71.1853, 71.3414, 71.1942, 71.0084, 70.8508,\n", " 70.8217, 70.6844, 70.5087, 70.22 , 69.7939, 69.4546,\n", " 69.412 , 69.3797, 69.7357, 69.8693, 70.0029, 69.967 ,\n", " 69.7899, 69.831 , 69.774 , 69.5988, 69.3705, 69.2092,\n", " 69.1237, 69.2698, 69.5081, 69.8359, 70.3064, 70.8484,\n", " 71.3221, 71.7274, 71.8587, 71.9897, 72.2064, 72.3086,\n", " 72.4706, 72.5203, 72.4719, 72.2394, 71.6071, 70.7139,\n", " 69.6051, 66.8101, 68.6516, 68.5924, 68.2769, 67.917 ,\n", " 67.8131, 67.9308, 68.3773, 69.4131, 69.8555, 69.9933,\n", " 70.007 , 70.0709, 70.2515, 70.5742, 70.7733, 70.6987,\n", " 70.7146, 70.776 , 70.681 , 70.7864, 71.1021, 71.556 ,\n", " 71.7962, 72.1639, 72.5345, 72.9125, 73.1951, 73.3313,\n", " 73.2153, 72.6481, 71.8649, 71.0474, 70.4014, 69.8271,\n", " 69.5506, 69.3823, 69.2719, 69.3385, 69.4411, 69.6358,\n", " 70.2681, 70.8506, 71.4429, 72.1059, 72.4741, 72.6198,\n", " 72.7618, 72.9109, 72.7795, 72.5299, 72.2623, 71.9575,\n", " 71.7516, 71.7987, 71.6771, 71.3786, 71.064 , 70.6307,\n", " 70.8596, 71.2481, 72.0226, 73.2562, 74.1565, 74.8771,\n", " 75.5959, 75.7669, 75.7394, 75.5951, 75.2668, 74.8421,\n", " 74.0392, 73.4338, 73.1914, 72.9881, 72.6854, 72.7912,\n", " 72.596 , 72.4778, 72.3829, 72.166 , 72.1204, 72.0915,\n", " 72.1137, 72.2109, 72.2404, 72.3117, 72.4432, 72.7454,\n", " 73.211 , 73.7493, 74.561 , 75.2924, 75.8795, 76.1581,\n", " 76.6367, 76.6769, 76.4874, 76.1055, 75.2931, 74.3318,\n", " 73.4723, 72.7439, 72.1557, 71.5733, 71.1598, 70.8022,\n", " 70.256 , 69.7999, 69.4275, 69.1846, 69.0763, 69.101 ,\n", " 69.05 , 69.0045, 69.1794, 69.0214, 68.9925, 69.4819,\n", " 70.1915, 71.127 , 71.8127, 72.3311, 72.49 , 72.5578,\n", " 72.5669, 72.4319, 72.1673, 71.9157, 71.8512, 71.8881,\n", " 72.1948, 72.2652, 72.3076, 72.3664, 72.3257, 72.2953,\n", " 72.3799, 72.5879, 72.6884, 72.6434, 72.4627, 72.2811,\n", " 72.0864, 71.9451, 71.7313, 71.4628, 71.207 , 70.8198,\n", " 70.5161, 70.2436, 70.1111, 69.8403, 69.7688, 69.3328,\n", " 68.8422, 68.6059, 68.3813, 68.2737, 68.4397, 68.6369,\n", " 69.0209, 69.6576, 70.2837, 70.8194, 71.2502, 71.6747,\n", " 71.9242, 72.0774, 72.1997, 72.0713, 71.8996, 71.4786,\n", " 71.2361, 71.1626, 71.1785, 71.4951, 71.8109, 72.1173,\n", " 72.465 , 72.7946, 73.0164, 73.118 , 73.2109, 73.4734,\n", " 73.6425, 73.7778, 73.426 , 73.226 , 72.7776, 72.3647,\n", " 72.1707, 71.7269, 71.4254, 71.1475, 71.0742, 70.8931,\n", " 70.6496, 70.7446, 70.7397, 70.3218, 71.7965, 72.9173,\n", " 73.2371, 73.4686, 73.5584, 73.4284, 72.971 , 72.2863,\n", " 71.3291, 70.6674, 70.24 , 70.0481, 70.0512, 70.2417,\n", " 70.5981, 71.2394, 71.8459, 72.4899, 73.1997, 73.8331,\n", " 74.4713, 74.9335, 75.2693, 75.4361, 75.5845, 75.5482,\n", " 75.4613, 75.2594, 74.9069, 74.3225, 73.4462, 72.733 ,\n", " 72.0863, 71.9626, 72.1518, 72.5215, 72.9031, 72.745 ,\n", " 72.3415, 72.5561, 73.2718, 73.4894, 73.1267, 72.878 ,\n", " 72.6609, 72.6446, 73.0169, 73.4101, 73.7349, 74.0734,\n", " 74.3982, 75.1082, 76.5951, 77.3622, 77.938 , 78.3842,\n", " 78.467 , 78.4473, 78.2922, 78.0149, 77.6367, 77.019 ,\n", " 76.2495, 75.5719, 74.7028, 74.2838, 74.0419, 73.679 ,\n", " 73.3507, 73.2642, 73.4153, 73.8619, 74.417 , 75.0561,\n", " 75.661 , 76.2918, 76.9121, 77.5247, 78.3585, 79.3675,\n", " 79.9447, 80.1027, 79.8915, 79.5109, 78.7588, 78.2771,\n", " 77.8675, 77.4094, 77.0747, 77.023 , 76.8979, 76.6386,\n", " 77.0194, 77.2962, 77.6763, 78.3056, 78.6396, 78.8778,\n", " 79.1557, 79.3218, 79.5001, 79.7162, 79.8782, 79.6411,\n", " 79.9317, 80.0616, 80.8108, 81.2045, 81.4464, 81.5234,\n", " 81.412 , 81.1618, 81.0045, 80.6929, 80.4107, 80.2771,\n", " 80.5351, 80.5395, 80.9272, 81.2254, 81.4222, 81.6262,\n", " 81.9266, 82.2016, 82.7658, 83.3954, 83.7879, 84.1495,\n", " 84.5444, 84.8179, 85.1857, 85.37 , 85.3537, 85.263 ,\n", " 85.0359, 84.9506, 84.6228, 84.362 , 84.2642, 83.914 ,\n", " 83.8907, 84.0504, 84.8476, 86.1506, 86.4216, 86.4158,\n", " 86.3712, 86.2161, 86.1833, 86.4283, 86.5824, 86.6212,\n", " 86.7669, 87.0935, 86.6515, 86.3078, 85.7562, 85.4614,\n", " 85.5366, 86.0151, 86.7912, 87.7306, 88.7747, 89.4304,\n", " 89.8981, 90.4012, 90.9422, 91.4366, 91.8687, 92.1661,\n", " 92.3764, 92.5294, 92.4995, 91.9258, 90.9888, 89.856 ,\n", " 89.1174, 88.5585, 88.2477, 88.19 , 88.2328, 88.3326,\n", " 88.5819, 89.0556, 89.5688, 90.1578, 90.7377, 91.406 ,\n", " 92.0314, 92.3982, 92.3517, 92.3006, 92.298 , 92.0642,\n", " 91.4758, 91.1983, 90.9164, 90.6726, 90.6834, 90.6206,\n", " 90.1991, 89.6945, 89.2775, 88.9607, 88.6747, 88.594 ,\n", " 88.4137, 88.451 , 88.341 , 88.3231, 88.4274, 88.7031,\n", " 89.1132, 89.5243, 89.9358, 90.1849, 89.9755, 89.6756,\n", " 89.0803, 88.2579, 87.3732, 86.3662, 85.3705, 84.294 ,\n", " 83.2632, 82.4471, 81.7276, 81.293 , 80.8134, 80.4287,\n", " 80.2126, 80.2942, 80.4207, 80.5541, 80.6414, 80.798 ,\n", " 80.8229, 80.6789, 80.4896, 79.969 , 79.5237, 79.0889,\n", " 78.8506, 78.7119, 78.321 , 77.8149, 77.1849, 76.5832,\n", " 76.0474, 75.7471, 75.5621, 75.1185, 74.7224, 74.3547,\n", " 74.0359, 73.77 , 73.5647, 73.4136, 73.445 , 73.6848,\n", " 73.9256, 74.0986, 74.2944, 74.363 , 74.3872, 74.4787,\n", " 74.3222, 74.3665, 74.3831, 74.4294, 74.5726, 74.5325,\n", " 74.5156, 74.5573, 74.5309, 74.545 , 74.391 , 74.1707,\n", " 74.1728, 74.4284, 74.3991, 74.5875, 74.9641, 75.3548,\n", " 76.0031, 76.2858, 76.1888, 75.5364, 74.625 , 74.3416,\n", " 73.8708, 73.6538, 73.144 , 72.8175, 72.4327, 72.1632,\n", " 71.8984, 72.295 , 72.2722, 72.1027, 71.8239, 71.521 ,\n", " 71.1029, 70.8749, 70.9836, 71.0606, 71.4434, 71.2981,\n", " 71.1696, 71.0642, 70.9305, 70.7047, 70.3087, 70.2851,\n", " 69.924 , 69.4657, 68.8401, 68.1224, 67.6184, 67.1466,\n", " 67.3135, 67.4102, 67.6954, 68.1884, 68.3414, 68.2272,\n", " 67.6444, 66.757 , 65.9257, 65.4683, 64.9604, 64.5662,\n", " 64.1517, 63.9707, 63.6556, 63.167 , 62.972 , 63.0248,\n", " 63.2388, 63.6205, 64.114 , 64.7203, 65.2878, 65.8396,\n", " 66.2044, 66.3464, 66.3584, 66.0604, 65.2962, 64.7137,\n", " 64.3898, 63.9174, 63.5775, 63.1663, 62.7404, 62.6264,\n", " 62.8167, 63.1175, 64.2 , 65.285 , 67.1006, 69.3778,\n", " 72.0563, 74.4015, 75.9409, 76.0711, 75.4071, 73.9144,\n", " 71.026 , 68.7043, 66.1676, 64.7514, 64.3886, 63.5779,\n", " 62.1422, 60.6207, 59.3972, 58.5967, 58.4538, 58.1883,\n", " 57.8866, 57.5518, 57.2229, 57.0025, 56.9414, 56.7726,\n", " 56.452 , 55.9997, 55.7039, 55.7017, 55.847 , 56.0492,\n", " 56.2213, 56.2232, 56.0897, 56.1154, 56.1632, 56.1574,\n", " 56.0637, 55.9697, 56.184 , 56.1879, 56.0257, 56.0088,\n", " 56.0606, 56.3363, 56.8157, 57.3531, 58.4218, 58.5013,\n", " 59.0792, 59.5906, 60.1688, 60.617 , 61.1337, 61.7661,\n", " 62.3947, 62.8885, 63.2471, 63.3439, 63.3331, 63.1379,\n", " 62.8825, 62.7046, 62.7932, 62.9461, 62.9504, 63.1702,\n", " 63.1764, 63.2358, 63.3491, 63.7772, 63.9924, 64.1816,\n", " 63.9499, 63.3077, 62.5592, 61.7427, 61.2347, 60.7337,\n", " 60.5373, 60.8518, 60.929 , 60.7537, 60.5397, 59.6081,\n", " 54.3873]), array([ 143.624 , 144.137 , 143.933 , 142.968 , 141.743 , 140.555 ,\n", " 139.408 , 138.279 , 137.281 , 136.56 , 135.898 , 135.392 ,\n", " 134.966 , 134.664 , 134.588 , 134.459 , 134.68 , 134.726 ,\n", " 135.187 , 135.831 , 136.386 , 136.907 , 137.227 , 137.283 ,\n", " 137.053 , 136.419 , 134.951 , 133.274 , 133.783 , 133.304 ,\n", " 132.729 , 132.192 , 131.889 , 131.759 , 131.994 , 132.941 ,\n", " 133.264 , 133.728 , 134.261 , 134.993 , 135.733 , 136.318 ,\n", " 137.081 , 137.826 , 139.55 , 141.832 , 145.171 , 150.648 ,\n", " 160.258 , 174.257 , 214.827 , 257.796 , 280.203 , 216.575 ,\n", " 154.147 , 142.122 , 138.769 , 141.717 , 146.859 , 155.353 ,\n", " 166.706 , 199.762 , 238.844 , 331.051 , 495.454 , 809.311 ,\n", " 1218.15 , 1463.78 , 1073.33 , 487.556 , 220.889 , 117.039 ,\n", " 74.2142, 75.2429, 75.4974, 76.2907, 75.359 , 77.1787,\n", " 79.136 , 81.7648, 80.8803, 81.8303, 81.3529, 84.1499,\n", " 84.574 , 86.3081, 87.6835, 88.7485, 89.4557, 90.1337,\n", " 90.8435, 91.5672, 92.336 , 93.0957, 93.7454, 94.4243,\n", " 95.1287, 95.5608, 95.6706, 95.5382, 94.903 , 94.3959,\n", " 93.3686, 92.4171, 91.5129, 91.1917, 90.7071, 89.9726,\n", " 89.711 , 89.714 , 89.5358, 90.8184, 91.6551, 92.3285,\n", " 92.6486, 92.842 , 92.796 , 92.6757, 92.0731, 91.007 ,\n", " 90.0334, 89.4669, 89.294 , 89.9164, 90.0416, 90.2697,\n", " 90.337 , 90.2163, 89.7222, 89.1509, 88.3934, 87.6111,\n", " 86.8637, 86.1351, 85.2984, 85.2735, 84.8655, 84.6206,\n", " 84.4453, 84.3577, 84.666 , 85.1004, 85.7924, 86.841 ,\n", " 87.6531, 88.2198, 88.1344, 87.6888, 87.0011, 85.9429,\n", " 85.2884, 84.4465, 83.5604, 82.9412, 82.4861, 82.6895,\n", " 84.3275, 83.7287, 82.9502, 82.1456, 82.2723, 82.5848,\n", " 82.6443, 82.6147, 82.7527, 82.9451, 83.4351, 83.7066,\n", " 83.6468, 83.2077, 82.7263, 82.3011, 81.9892, 81.7245,\n", " 81.439 , 81.2642, 81.1833, 80.5997, 80.73 , 80.5949,\n", " 80.6152, 81.603 , 82.5657, 83.791 , 85.364 , 87.1478,\n", " 87.9464, 87.9052, 85.3706, 84.11 , 83.3867, 82.6803,\n", " 81.8154, 80.7792, 80.895 , 80.3433, 79.8715, 79.6078,\n", " 79.2837, 78.9593, 78.8446, 79.022 , 78.9077, 78.8147,\n", " 78.801 , 78.548 , 78.1612, 77.7877, 77.3986, 77.2212,\n", " 76.1843, 77.3055, 78.4314, 78.6419, 78.3866, 78.4199,\n", " 78.4239, 78.4362, 78.3935, 78.3092, 77.7955, 77.3069,\n", " 77.0158, 76.8415, 76.9064, 77.0526, 77.3751, 77.6123,\n", " 77.7906, 77.9383, 77.6836, 77.469 , 77.077 , 76.4307,\n", " 75.9315, 75.5779, 75.2756, 75.1104, 74.7818, 74.4798,\n", " 74.0504, 74.1289, 74.6721, 75.5504, 76.6271, 77.9481,\n", " 78.5224, 78.8196, 78.7702, 78.4555, 77.8127, 77.4388,\n", " 77.1363, 76.8789, 76.6559, 76.3811, 76.2048, 75.8659,\n", " 75.4696, 74.9324, 75.0964, 75.179 , 75.2593, 75.2357,\n", " 74.5746, 73.7172, 72.9582, 72.4793, 72.3082, 72.389 ,\n", " 72.6287, 72.9596, 73.443 , 73.9271, 73.9135, 73.9153,\n", " 73.5346, 73.7763, 73.4907, 73.3126, 73.1242, 73.0013,\n", " 72.9613, 73.0669, 72.9061, 72.8022, 72.4723, 72.2342,\n", " 71.9545, 71.7118, 71.3894, 70.994 , 70.8338, 70.7498,\n", " 70.6827, 70.8836, 71.2337, 71.6844, 72.2361, 72.9835,\n", " 73.6703, 74.238 , 74.756 , 75.2013, 75.3259, 75.5274,\n", " 75.5658, 75.4512, 75.3334, 75.0078, 74.5952, 74.1107,\n", " 73.6204, 73.359 , 73.1947, 72.6803, 71.7973, 71.1823,\n", " 70.9833, 70.9838, 71.2894, 72.0656, 72.1879, 72.1458,\n", " 72.1449, 72.13 , 72.3103, 72.5885, 72.7217, 72.664 ,\n", " 73.0226, 72.8051, 72.5459, 72.3317, 72.4583, 72.6566,\n", " 72.9213, 73.2497, 73.9065, 74.4297, 74.632 , 74.6153,\n", " 74.4273, 74.1178, 73.4964, 73.0066, 72.5657, 72.5179,\n", " 72.4998, 72.5015, 72.3743, 72.0113, 71.6302, 71.4984,\n", " 71.715 , 72.1023, 73.2846, 73.7109, 74.1453, 74.3848,\n", " 74.2944, 74.1092, 73.6461, 73.1339, 72.4749, 72.0165,\n", " 71.8623, 72.2094, 72.9695, 73.4308, 73.8896, 74.4113,\n", " 74.9203, 75.3586, 75.4752, 75.7182, 75.9693, 76.3459,\n", " 76.9562, 77.045 , 76.9953, 76.7473, 76.2057, 75.5693,\n", " 74.7713, 74.0011, 73.9966, 74.0283, 73.9236, 73.9869,\n", " 74.155 , 74.3493, 74.7427, 75.2708, 75.8687, 76.2514,\n", " 76.423 , 76.5479, 76.64 , 76.7872, 76.905 , 76.9765,\n", " 77.0794, 77.2317, 77.3712, 77.3643, 77.3258, 77.1909,\n", " 77.1069, 76.8093, 76.3921, 75.9342, 75.3911, 74.8053,\n", " 74.2733, 73.811 , 73.5153, 73.3889, 73.463 , 73.4997,\n", " 73.2512, 72.7077, 72.3055, 71.9324, 71.6934, 71.587 ,\n", " 71.4769, 71.5256, 71.2409, 71.4128, 71.4269, 71.8451,\n", " 72.6764, 73.5039, 74.1897, 74.8584, 75.4684, 75.6727,\n", " 75.6912, 75.4299, 75.1789, 74.9642, 74.8309, 74.8621,\n", " 74.9805, 74.9712, 75.2122, 75.3831, 75.2672, 75.2247,\n", " 75.2316, 75.2997, 75.1611, 75.0337, 74.9087, 74.7466,\n", " 74.5483, 74.2207, 73.971 , 73.7287, 73.7196, 73.5153,\n", " 73.1273, 72.6253, 72.1096, 71.5668, 71.5442, 71.4762,\n", " 71.4729, 71.5497, 71.8203, 72.1402, 72.5383, 72.6436,\n", " 72.7068, 72.7395, 73.0634, 73.2705, 73.6193, 73.8449,\n", " 74.0768, 74.4618, 74.8537, 74.9472, 74.8989, 74.353 ,\n", " 74.1953, 74.1213, 74.1738, 74.2999, 74.325 , 74.2725,\n", " 74.4303, 74.7975, 75.0364, 75.3233, 75.4564, 75.5522,\n", " 75.5695, 75.6189, 75.6373, 75.5607, 75.3663, 75.2441,\n", " 75.4962, 75.3497, 75.2005, 74.8738, 74.4945, 74.0498,\n", " 74.0004, 74.0143, 73.9943, 74.2418, 74.1929, 74.0382,\n", " 73.808 , 73.681 , 73.5829, 73.5142, 73.359 , 73.1998,\n", " 73.0322, 72.9792, 73.0156, 73.0298, 73.1343, 73.3084,\n", " 73.6126, 73.9421, 74.2635, 74.5504, 74.82 , 75.0582,\n", " 75.3221, 75.5743, 76.1337, 76.6976, 77.1435, 77.2593,\n", " 77.4474, 77.4966, 77.6869, 77.8827, 77.9061, 77.7734,\n", " 77.6934, 77.8646, 77.8703, 77.6447, 77.3111, 76.8895,\n", " 75.9004, 74.9186, 75.4782, 75.62 , 75.3508, 75.1185,\n", " 74.8961, 74.7647, 74.7361, 75.2072, 75.9687, 76.7636,\n", " 77.5724, 78.4363, 79.0211, 79.3687, 79.4919, 79.5356,\n", " 79.5627, 79.5958, 79.4247, 79.1849, 79.018 , 78.69 ,\n", " 78.1538, 77.3909, 76.6509, 76.8564, 77.1406, 77.2666,\n", " 77.5898, 77.6009, 77.6278, 78.4376, 78.6553, 79.2771,\n", " 79.6902, 79.7278, 79.4884, 78.2698, 80.3626, 81.2021,\n", " 81.3803, 81.3491, 81.1448, 80.9686, 80.8871, 80.8848,\n", " 80.5866, 80.3833, 80.2296, 81.1689, 81.3019, 81.0304,\n", " 80.9153, 80.7116, 80.7861, 81.1014, 81.4206, 81.4482,\n", " 81.4844, 81.4373, 81.2586, 81.0948, 80.9253, 80.7368,\n", " 80.7723, 80.8276, 81.6417, 82.1799, 82.3303, 82.2176,\n", " 82.0753, 81.855 , 81.6185, 81.3618, 80.8802, 79.6099,\n", " 82.2875, 82.6125, 83.6129, 85.1728, 86.3639, 87.2157,\n", " 87.7907, 88.1647, 87.828 , 87.7245, 86.4957, 86.4156,\n", " 86.6272, 87.0477, 87.5731, 88.2397, 88.5524, 88.6046,\n", " 88.3675, 88.184 , 88.1144, 87.8837, 87.3891, 87.2396,\n", " 87.0129, 87.3877, 87.1056, 86.8423, 86.5174, 86.0505,\n", " 85.6861, 85.9131, 86.2329, 86.1767, 86.2926, 86.409 ,\n", " 86.9655, 87.7189, 87.7533, 87.753 , 88.2918, 88.5327,\n", " 88.5548, 89.2758, 90.6451, 91.7785, 92.694 , 93.4241,\n", " 94.2368, 95.219 , 95.5841, 95.9728, 96.0761, 95.8955,\n", " 95.4794, 95.161 , 94.4246, 93.1819, 92.0374, 91.1343,\n", " 90.5456, 90.06 , 89.6324, 89.6017, 90.1637, 90.578 ,\n", " 90.8727, 91.2208, 91.5666, 91.8824, 91.8253, 92.5661,\n", " 93.2219, 93.7383, 93.8239, 94.1209, 94.8624, 94.6193,\n", " 94.1277, 93.0517, 91.835 , 90.8387, 90.0379, 89.477 ,\n", " 89.3596, 89.5527, 90.2024, 91.3317, 91.0969, 90.8191,\n", " 90.2455, 89.5314, 89.3561, 89.7122, 89.9025, 89.3168,\n", " 90.0696, 90.8165, 91.3196, 91.6181, 91.4976, 91.181 ,\n", " 90.6934, 90.2212, 89.6516, 89.0422, 88.5117, 87.8285,\n", " 86.7789, 85.7207, 84.4443, 83.5853, 82.6463, 81.8945,\n", " 81.4332, 81.2186, 81.3195, 81.4588, 81.7218, 82.1488,\n", " 82.5262, 82.8551, 83.3386, 83.4002, 82.7515, 82.3331,\n", " 81.9577, 81.4816, 81.1724, 80.8312, 80.4336, 79.8529,\n", " 79.1907, 78.5604, 77.9701, 77.04 , 76.3528, 75.9712,\n", " 75.7174, 75.4297, 75.2446, 75.1342, 75.0268, 75.014 ,\n", " 75.1404, 75.3902, 75.5678, 75.461 , 75.3605, 75.3417,\n", " 75.4832, 75.7094, 75.9102, 76.1093, 76.4277, 76.5754,\n", " 76.8056, 76.9891, 77.1646, 77.401 , 77.497 , 77.4935,\n", " 77.5216, 77.5593, 77.6049, 77.6739, 77.8359, 77.8733,\n", " 77.9337, 77.8052, 77.401 , 77.0353, 76.7011, 76.4933,\n", " 76.2935, 76.0252, 75.733 , 75.484 , 75.2379, 75.0127,\n", " 74.8119, 74.6328, 74.4253, 74.2834, 73.8012, 73.3787,\n", " 73.0451, 72.8174, 72.6657, 72.531 , 72.3952, 72.2189,\n", " 72.2074, 71.8853, 71.6899, 71.6131, 71.5905, 71.5511,\n", " 71.1434, 70.5053, 70.0594, 69.5629, 69.208 , 69.0481,\n", " 69.1575, 69.536 , 70.2125, 70.6731, 70.6294, 70.2399,\n", " 69.5234, 68.8096, 67.7768, 67.0937, 66.4886, 65.7371,\n", " 65.1043, 64.5104, 64.17 , 64.0039, 64.1445, 64.9088,\n", " 65.5232, 65.9251, 66.213 , 66.4885, 66.3933, 66.1733,\n", " 66.3424, 67.0052, 67.0792, 66.9513, 66.8504, 66.6682,\n", " 65.7012, 65.365 , 64.6144, 63.7916, 61.943 , 61.6793,\n", " 62.2479, 63.693 , 65.5635, 66.9782, 69.2589, 72.0976,\n", " 74.8522, 77.2707, 78.6398, 78.8431, 78.1468, 76.3815,\n", " 74.4503, 70.1868, 67.9296, 66.1192, 64.9508, 63.4518,\n", " 61.7459, 60.4848, 59.8453, 59.6807, 59.5754, 59.1723,\n", " 58.7176, 58.4328, 58.4155, 58.4205, 58.4225, 58.3629,\n", " 58.2215, 57.8867, 57.5887, 57.569 , 57.4856, 57.4836,\n", " 57.398 , 57.3633, 57.2912, 57.2827, 57.1518, 57.0293,\n", " 56.8356, 56.817 , 57.0466, 57.5416, 57.9235, 58.3945,\n", " 59.0016, 59.7838, 60.6134, 61.5285, 61.8831, 62.2687,\n", " 62.7546, 63.2959, 63.8362, 64.29 , 64.7967, 65.1391,\n", " 65.3592, 65.4834, 65.6507, 65.8094, 65.5298, 64.5233,\n", " 64.1989, 64.0067, 64.1048, 64.2712, 64.5429, 64.5871,\n", " 64.3802, 64.5218, 65.2123, 65.0874, 65.4551, 65.3419,\n", " 64.9997, 64.5589, 64.0379, 63.5081, 62.4761, 61.8746,\n", " 61.362 , 61.3586, 61.3848, 61.4904, 61.3463, 60.8368,\n", " 58.7167]), array([ 135.467 , 134.735 , 133.673 , 132.758 , 132.386 , 131.915 ,\n", " 131.234 , 130.303 , 129.993 , 129.877 , 129.726 , 129.496 ,\n", " 129.426 , 129.299 , 129.163 , 129.079 , 129.062 , 128.943 ,\n", " 129.291 , 129.784 , 130.018 , 130.329 , 130.386 , 130.21 ,\n", " 128.964 , 127.997 , 127. , 126.476 , 126.77 , 127.432 ,\n", " 127.783 , 127.512 , 127.317 , 122.139 , 125.786 , 127.555 ,\n", " 127.588 , 127.634 , 127.84 , 127.972 , 128.358 , 128.978 ,\n", " 130.283 , 131.012 , 133.331 , 136.442 , 140.169 , 146.256 ,\n", " 156.016 , 172.756 , 208.195 , 248.263 , 266.165 , 208.299 ,\n", " 152.468 , 135.354 , 133.858 , 137.993 , 143.673 , 156.247 ,\n", " 168.94 , 190.573 , 236.17 , 310.136 , 490.067 , 791.581 ,\n", " 1213.98 , 1458.89 , 1076.67 , 491.556 , 209.938 , 107.973 ,\n", " 69.8435, 69.2271, 71.8359, 74.4466, 74.7309, 74.5653,\n", " 75.7839, 77.3998, 78.7957, 79.1861, 79.5603, 81.2828,\n", " 81.9934, 83.5923, 84.7132, 85.7799, 86.5864, 87.1197,\n", " 87.4263, 87.7989, 88.2345, 88.8144, 89.3716, 90.0079,\n", " 90.8217, 91.8469, 92.0317, 91.6878, 91.1673, 90.2591,\n", " 89.1809, 88.1032, 86.9135, 86.0653, 85.6077, 85.0183,\n", " 84.7938, 85.1118, 85.2091, 85.4122, 85.6403, 85.8093,\n", " 86.1338, 86.2883, 86.1488, 85.8775, 85.6197, 85.252 ,\n", " 85.0133, 84.7171, 84.6057, 84.8017, 85.3297, 85.7322,\n", " 85.8495, 85.8556, 85.743 , 85.541 , 85.089 , 84.6053,\n", " 84.0442, 83.1667, 82.4715, 81.8656, 81.4643, 81.141 ,\n", " 80.4526, 80.6574, 81.0693, 81.6912, 82.6063, 83.4584,\n", " 83.8239, 84.0133, 83.9993, 83.8437, 83.5449, 82.6988,\n", " 81.5867, 80.5987, 79.6819, 78.96 , 79.3324, 79.4797,\n", " 79.3224, 78.9962, 78.4005, 77.7235, 77.3173, 77.2748,\n", " 77.3265, 77.4166, 77.6682, 77.8812, 78.4575, 78.5203,\n", " 78.2682, 77.4924, 76.9928, 76.2566, 75.8153, 75.526 ,\n", " 75.3846, 75.5426, 75.7129, 75.3616, 75.4857, 75.7595,\n", " 76.3198, 77.1408, 78.1552, 79.4268, 80.9707, 82.1744,\n", " 82.844 , 82.6393, 82.0763, 81.2353, 80.4591, 79.746 ,\n", " 78.6191, 77.1604, 75.8345, 74.6345, 73.9743, 73.9359,\n", " 73.7585, 73.8015, 74.0349, 74.7384, 75.0106, 75.0064,\n", " 74.9653, 74.5428, 73.9673, 73.4635, 72.9036, 72.78 ,\n", " 72.6898, 72.9704, 73.174 , 73.2322, 73.3187, 73.4499,\n", " 73.6866, 73.9571, 74.0768, 73.8907, 73.5976, 73.286 ,\n", " 72.9769, 72.8128, 72.9424, 73.2729, 73.6286, 73.916 ,\n", " 74.0647, 74.5067, 74.5945, 74.6128, 74.2484, 73.8076,\n", " 73.3883, 73.1743, 73.0617, 72.8866, 72.641 , 72.5404,\n", " 72.5157, 72.605 , 72.5785, 73.0874, 73.7984, 74.4932,\n", " 74.9571, 75.3638, 75.8593, 76.0516, 76.282 , 76.2678,\n", " 75.8073, 75.6093, 75.5559, 75.2659, 74.9306, 74.5022,\n", " 73.9951, 73.3412, 72.6029, 72.0026, 71.5813, 71.1497,\n", " 70.6835, 70.1969, 69.869 , 69.6523, 69.3633, 69.1665,\n", " 68.9712, 69.0275, 69.0806, 69.0955, 69.2649, 69.3036,\n", " 69.3053, 69.2071, 69.2621, 69.3861, 69.6769, 69.9912,\n", " 70.0417, 69.7754, 69.3799, 69.1054, 68.7507, 68.5176,\n", " 69.2014, 69.0067, 68.6153, 68.046 , 67.4178, 66.6816,\n", " 66.1419, 66.2181, 66.4475, 66.9977, 67.9251, 68.6892,\n", " 69.2705, 69.9144, 70.4417, 70.8931, 71.4416, 71.8501,\n", " 72.2505, 72.2444, 72.2087, 71.9882, 71.7136, 70.7642,\n", " 68.8941, 67.3906, 69.3136, 69.2475, 68.662 , 68.4098,\n", " 68.2168, 68.1886, 68.2599, 68.3171, 68.3362, 68.048 ,\n", " 67.702 , 67.6312, 67.9267, 68.4688, 69.0996, 69.3205,\n", " 69.6201, 69.7773, 69.7796, 69.8427, 70.0201, 70.3725,\n", " 70.5929, 70.6353, 70.8537, 71.0976, 71.085 , 71.1263,\n", " 70.6994, 70.2276, 69.7903, 69.4543, 68.9892, 68.6749,\n", " 68.5496, 68.2543, 68.0437, 67.9573, 67.9388, 68.2502,\n", " 68.948 , 69.2988, 69.7072, 70.1071, 70.4415, 70.6005,\n", " 70.9632, 71.1743, 71.2635, 71.1409, 70.8305, 70.5956,\n", " 70.4363, 70.5051, 70.6296, 70.8013, 71.0047, 71.1156,\n", " 71.1884, 71.266 , 71.3268, 71.4292, 71.7356, 72.0317,\n", " 72.4269, 72.5366, 72.5782, 72.5457, 72.1126, 71.7103,\n", " 70.9221, 70.0578, 70.6557, 71.4558, 71.371 , 70.8561,\n", " 70.526 , 70.472 , 70.6695, 71.0486, 71.379 , 71.7043,\n", " 72.0647, 72.5653, 72.9645, 73.325 , 73.5277, 73.6328,\n", " 73.6897, 73.6893, 73.7758, 73.864 , 73.9797, 73.8276,\n", " 73.5337, 73.0356, 72.485 , 71.8568, 71.2171, 70.6377,\n", " 70.2347, 69.854 , 69.5117, 69.1338, 68.8092, 68.4814,\n", " 68.1589, 67.8077, 67.2786, 66.7393, 66.2934, 65.9835,\n", " 65.2894, 65.0515, 65.3793, 65.9332, 66.6671, 67.5031,\n", " 68.546 , 69.6161, 70.953 , 71.8533, 72.5832, 72.9779,\n", " 73.2253, 73.287 , 73.1769, 72.7287, 72.5467, 72.3826,\n", " 72.3404, 72.3888, 72.3287, 72.2381, 72.0488, 71.9682,\n", " 71.8228, 71.8152, 71.8451, 71.706 , 71.4828, 71.2436,\n", " 71.0928, 71.0476, 71.0029, 70.8561, 70.7382, 70.604 ,\n", " 70.4878, 70.5013, 70.5491, 70.4583, 70.4912, 70.5494,\n", " 70.1201, 69.7495, 69.475 , 69.4346, 69.7991, 70.3166,\n", " 71.0997, 71.5403, 71.9315, 72.2372, 72.3499, 72.4581,\n", " 72.1971, 71.8436, 71.5355, 71.2186, 70.64 , 69.9252,\n", " 69.197 , 68.5588, 68.3194, 68.5803, 68.7624, 68.9539,\n", " 69.4048, 69.9582, 70.5866, 71.1716, 71.7462, 72.2633,\n", " 72.6838, 72.8914, 72.9052, 72.389 , 72.038 , 71.7024,\n", " 71.5981, 71.493 , 71.5829, 71.6328, 71.7956, 71.6917,\n", " 71.3199, 70.8528, 70.6585, 70.7766, 70.9972, 71.2462,\n", " 71.3564, 71.4876, 71.3811, 71.3827, 71.2103, 70.8602,\n", " 67.6546, 69.8744, 70.2957, 70.5848, 70.6939, 71.1004,\n", " 71.3936, 71.5193, 71.3517, 71.6759, 71.9022, 72.3059,\n", " 72.8455, 73.3535, 73.863 , 74.1449, 74.2389, 74.2304,\n", " 74.1443, 73.9037, 73.6927, 73.3159, 72.8562, 72.3041,\n", " 71.85 , 71.3321, 71.0517, 71.653 , 71.7738, 71.8709,\n", " 71.8464, 72.1205, 72.6216, 72.8625, 72.9044, 72.9837,\n", " 73.0059, 72.867 , 72.7015, 72.6198, 72.6532, 72.8325,\n", " 73.1728, 74.4901, 75.0825, 75.3671, 75.5973, 75.6051,\n", " 75.5127, 75.5242, 75.5089, 75.5882, 75.534 , 75.4516,\n", " 75.4345, 75.091 , 74.8332, 74.2449, 73.6705, 73.2854,\n", " 72.9665, 72.6816, 72.7596, 72.9541, 73.3585, 73.8103,\n", " 73.9652, 74.0678, 73.2527, 73.3712, 74.1806, 75.7031,\n", " 77.3057, 77.7514, 77.6179, 77.3946, 77.1832, 77.0769,\n", " 76.8652, 76.6469, 76.5397, 76.9261, 77.2008, 77.6121,\n", " 77.9794, 77.8123, 77.6374, 77.5691, 77.5173, 77.471 ,\n", " 77.2876, 77.2026, 77.212 , 77.223 , 77.3972, 77.5336,\n", " 77.6428, 77.9365, 78.1615, 78.3097, 78.4601, 78.6221,\n", " 78.7717, 79.0262, 79.2239, 79.3717, 79.5323, 79.804 ,\n", " 80.1947, 80.5721, 80.9882, 81.5217, 82.1267, 82.5827,\n", " 83.0859, 83.5743, 84.0288, 84.4803, 84.7993, 85.0753,\n", " 85.1365, 85.2468, 85.2679, 85.5013, 85.4832, 85.3393,\n", " 85.0513, 84.8036, 84.2161, 83.6187, 83.2408, 83.0934,\n", " 83.1273, 84.0328, 84.4979, 84.8449, 85.0701, 85.2404,\n", " 85.3121, 85.4043, 85.7867, 86.1893, 86.5353, 87.0797,\n", " 87.4861, 87.7346, 87.225 , 86.6504, 85.699 , 84.7423,\n", " 83.5518, 84.1521, 84.9973, 86.2469, 87.5187, 89.2258,\n", " 90.3373, 91.5181, 92.1836, 92.7568, 92.9278, 92.9755,\n", " 92.9094, 92.6209, 92.0787, 91.2857, 90.6137, 89.804 ,\n", " 89.0217, 87.9347, 86.2962, 87.3863, 88.8171, 89.1092,\n", " 88.9279, 88.7997, 88.5985, 88.7218, 89.0419, 89.7895,\n", " 90.432 , 90.827 , 90.972 , 90.8673, 91.3537, 91.0644,\n", " 90.7772, 90.2836, 89.6556, 89.0203, 88.3947, 87.6274,\n", " 86.7975, 86.29 , 86.2019, 86.3089, 86.4865, 86.8428,\n", " 87.0495, 87.3544, 87.7858, 88.0842, 88.3787, 88.2378,\n", " 88.0522, 87.7693, 87.5604, 87.5023, 87.0329, 86.3333,\n", " 85.2311, 84.8454, 84.4925, 84.1743, 83.9352, 83.7623,\n", " 83.486 , 82.981 , 82.5134, 82.149 , 81.9088, 81.5245,\n", " 81.1867, 80.9693, 80.8056, 80.7157, 80.6956, 80.7698,\n", " 80.9103, 81.0917, 81.3261, 81.3986, 81.1703, 80.832 ,\n", " 80.512 , 80.228 , 79.8522, 79.2796, 78.709 , 78.0703,\n", " 77.4576, 77.0411, 76.6331, 75.9425, 75.3675, 74.7446,\n", " 73.9404, 73.0595, 72.4423, 71.9008, 71.5002, 71.2042,\n", " 71.1029, 71.1263, 71.293 , 71.2735, 71.0101, 70.8468,\n", " 70.888 , 71.1008, 71.2315, 71.434 , 71.7688, 72.0598,\n", " 72.5127, 73.0494, 73.344 , 73.5573, 73.8696, 73.9752,\n", " 74.2018, 74.4126, 74.5106, 74.3778, 74.2421, 74.0633,\n", " 73.8418, 73.604 , 73.1213, 72.8553, 72.6272, 72.7217,\n", " 72.582 , 72.6568, 72.8125, 72.7542, 72.5874, 72.3474,\n", " 72.2692, 72.3119, 72.3763, 72.4471, 72.4499, 72.2716,\n", " 72.1116, 72.1318, 72.1033, 72.1594, 72.1069, 72.0037,\n", " 72.1085, 71.6617, 70.9465, 70.4338, 70.0448, 69.3728,\n", " 69.0189, 68.7007, 68.1839, 67.7322, 67.3713, 67.1921,\n", " 67.1395, 67.0669, 67.1193, 67.178 , 67.0878, 67.0313,\n", " 66.8289, 66.5573, 66.3476, 66.0743, 65.6936, 65.2767,\n", " 64.8839, 64.5104, 64.184 , 63.9204, 63.7608, 63.7115,\n", " 63.781 , 63.8967, 63.8372, 63.8082, 63.7811, 63.7453,\n", " 63.713 , 63.6552, 63.4659, 63.4823, 63.1283, 62.6599,\n", " 62.0916, 61.5629, 61.1194, 60.636 , 59.9897, 59.688 ,\n", " 60.0056, 60.9697, 62.7829, 64.274 , 66.3862, 68.9978,\n", " 72.1916, 74.6023, 75.7691, 76.0254, 75.4512, 72.7179,\n", " 70.6022, 67.303 , 64.4126, 62.7557, 62.0519, 61.3236,\n", " 60.6619, 59.9493, 59.5293, 59.3223, 59.0616, 58.2721,\n", " 57.8174, 57.4561, 57.0871, 56.7109, 56.2689, 55.8005,\n", " 55.2816, 54.2751, 53.9923, 54.2925, 54.7193, 55.0038,\n", " 54.8672, 54.6051, 54.2688, 54.053 , 53.9767, 54.0561,\n", " 54.4158, 54.9072, 55.5093, 56.0164, 56.5878, 57.1657,\n", " 57.9009, 58.5988, 59.303 , 60.0861, 60.7964, 61.0697,\n", " 61.5247, 61.794 , 61.6639, 61.4947, 61.4588, 61.426 ,\n", " 61.5449, 61.6375, 61.8069, 61.9563, 61.8172, 61.8136,\n", " 61.5 , 61.3602, 61.2555, 60.9482, 60.8308, 60.9734,\n", " 61.2463, 61.5703, 62.0938, 62.6403, 62.6631, 62.5148,\n", " 62.2681, 61.9416, 61.1925, 60.4832, 59.619 , 59.1162,\n", " 58.6716, 58.446 , 58.2762, 58.018 , 57.5515, 56.6442,\n", " 54.7861]), array([ 134.724 , 135.515 , 135.835 , 135.48 , 134.79 , 133.969 ,\n", " 133.125 , 132.217 , 131.422 , 130.662 , 130.419 , 130.268 ,\n", " 130.274 , 130.244 , 130.083 , 130.008 , 129.909 , 129.729 ,\n", " 129.57 , 129.43 , 129.224 , 129.017 , 128.684 , 128.203 ,\n", " 127.537 , 126.791 , 126.307 , 126.13 , 126.443 , 126.611 ,\n", " 126.429 , 126.312 , 126.531 , 126.946 , 127.195 , 127.749 ,\n", " 128.463 , 129.841 , 130.518 , 130.539 , 131.106 , 131.186 ,\n", " 132.06 , 131.888 , 133.582 , 136.642 , 140.873 , 147.868 ,\n", " 156.244 , 170.097 , 199.693 , 246.421 , 257.973 , 214.479 ,\n", " 155.955 , 138.049 , 132.322 , 132.181 , 138.118 , 150.071 ,\n", " 166.655 , 190.527 , 227.782 , 312.105 , 477.204 , 771.431 ,\n", " 1199.42 , 1440.44 , 1066.89 , 484.717 , 210.667 , 105.117 ,\n", " 75.9502, 69.9796, 71.7359, 75.0741, 73.8854, 75.9391,\n", " 76.6572, 78.4838, 79.023 , 79.674 , 80.6553, 81.7181,\n", " 82.8383, 84.0414, 85.0849, 86.1666, 87.0622, 87.7324,\n", " 88.1612, 88.7194, 89.1265, 89.622 , 90.1307, 90.6003,\n", " 91.1009, 91.4569, 91.5601, 91.0963, 90.394 , 89.7855,\n", " 89.1681, 88.5494, 87.9843, 87.3356, 86.6418, 86.3147,\n", " 86.4875, 86.9308, 87.4161, 87.9412, 88.1663, 88.433 ,\n", " 88.4113, 88.2616, 88.0049, 87.6683, 87.0997, 86.8548,\n", " 86.7428, 86.7511, 86.7881, 86.7086, 86.5866, 86.488 ,\n", " 86.461 , 86.9091, 86.79 , 86.3951, 85.6821, 84.8646,\n", " 83.7712, 82.5685, 81.3594, 80.2582, 79.6173, 79.0422,\n", " 78.5995, 79.4661, 80.2189, 81.1154, 82.1668, 83.0697,\n", " 83.5203, 83.2593, 83.0316, 82.8935, 82.5571, 81.7578,\n", " 81.2201, 81.105 , 80.7386, 80.4823, 80.2718, 80.0725,\n", " 79.8548, 79.4516, 79.1009, 78.703 , 78.3678, 78.3213,\n", " 78.3644, 78.3845, 78.4721, 78.7589, 79.4301, 79.6128,\n", " 79.6674, 79.3805, 79.0224, 78.8031, 78.5911, 78.3885,\n", " 78.1899, 78.0416, 77.8637, 77.331 , 77.0336, 77.1079,\n", " 77.56 , 78.4946, 79.7532, 81.1792, 82.8522, 84.0887,\n", " 84.4259, 84.0518, 83.2639, 82.0761, 80.9921, 79.993 ,\n", " 78.9902, 77.3576, 76.5267, 75.7698, 75.3351, 74.9096,\n", " 74.6132, 74.1682, 73.7525, 73.1398, 72.6424, 72.1551,\n", " 72.9955, 72.9461, 72.8266, 72.6889, 72.5129, 72.434 ,\n", " 72.3717, 72.5207, 72.7474, 72.9621, 73.2381, 73.575 ,\n", " 73.8847, 74.4768, 74.6975, 74.6644, 74.2618, 74.1583,\n", " 74.23 , 74.3333, 74.4483, 74.8724, 75.1057, 75.5787,\n", " 75.419 , 75.2325, 74.8726, 74.586 , 74.1093, 73.4927,\n", " 73.0172, 72.8544, 72.7937, 72.5655, 72.4884, 72.3308,\n", " 71.9033, 71.6906, 71.91 , 72.3904, 73.2859, 74.0771,\n", " 74.786 , 75.2758, 75.3654, 75.2271, 74.9103, 74.3666,\n", " 73.8467, 73.3636, 72.9757, 72.9232, 72.9955, 72.5978,\n", " 71.9676, 71.6442, 71.7127, 72.2116, 72.9721, 73.0617,\n", " 72.7283, 72.1872, 71.5541, 71.0479, 70.5744, 70.1467,\n", " 69.8135, 69.5432, 69.4401, 69.3264, 69.4034, 69.7189,\n", " 69.9466, 70.2639, 70.5936, 70.9466, 71.3061, 71.7905,\n", " 72.0321, 72.0323, 71.7827, 71.3898, 70.93 , 70.2335,\n", " 69.4236, 68.944 , 68.2896, 67.3682, 66.4517, 66.1205,\n", " 65.8834, 65.8676, 66.4458, 67.2689, 68.1887, 69.0272,\n", " 69.7983, 70.503 , 71.0621, 71.4733, 71.5921, 71.743 ,\n", " 71.8343, 71.8844, 71.8696, 71.8127, 71.6279, 71.2908,\n", " 71.1084, 70.9895, 71.0254, 70.8933, 70.6854, 70.4981,\n", " 70.0448, 70.1753, 70.0271, 69.8138, 69.3486, 68.754 ,\n", " 68.1655, 67.2876, 67.4487, 68.0234, 68.5299, 68.9555,\n", " 69.2188, 69.6234, 69.5554, 69.898 , 70.1854, 70.5874,\n", " 70.6596, 70.8694, 71.2438, 71.6273, 71.7936, 71.9112,\n", " 71.7579, 71.5444, 71.2445, 70.8278, 70.2002, 69.5921,\n", " 69.1611, 68.9976, 68.882 , 68.599 , 68.2105, 68.23 ,\n", " 68.4568, 68.9779, 70.1649, 70.854 , 71.5457, 72.1933,\n", " 73.1774, 73.3209, 73.3655, 73.1319, 72.5887, 72.106 ,\n", " 71.7505, 71.7807, 71.9354, 72.033 , 72.1221, 72.1029,\n", " 72.0588, 72.0472, 72.1662, 72.4174, 72.6458, 73.1041,\n", " 73.8982, 74.1617, 74.3229, 74.0743, 73.6596, 73.0321,\n", " 72.3622, 71.9157, 71.6222, 71.4804, 71.4376, 71.5713,\n", " 71.6852, 71.8827, 72.0171, 72.1694, 72.3806, 72.6953,\n", " 72.9189, 72.9804, 72.9828, 73.0293, 73.028 , 73.0951,\n", " 73.1287, 73.2293, 73.2815, 73.4157, 73.6714, 73.9199,\n", " 74.1558, 74.201 , 74.0976, 73.6391, 73.1076, 72.5179,\n", " 71.9551, 71.3485, 71.024 , 70.8939, 70.9629, 71.169 ,\n", " 71.201 , 70.8574, 70.5216, 70.3013, 70.1758, 70.0953,\n", " 69.9186, 69.6548, 69.4835, 68.9249, 68.7015, 68.484 ,\n", " 68.6459, 68.9361, 69.4279, 70.0773, 70.4397, 70.8907,\n", " 71.3835, 71.9067, 72.3552, 72.2838, 72.3219, 72.4071,\n", " 72.39 , 72.3283, 72.46 , 72.5756, 72.5989, 72.7252,\n", " 72.8925, 73.1966, 73.314 , 73.3297, 73.2637, 73.2089,\n", " 72.9276, 72.4986, 72.0276, 71.743 , 72.1748, 71.8259,\n", " 71.3438, 70.9137, 70.4128, 69.8504, 69.3457, 69.0155,\n", " 68.6665, 68.1892, 67.8006, 67.7456, 67.6844, 68.0039,\n", " 68.5569, 69.3833, 70.338 , 71.1616, 71.9068, 72.4718,\n", " 72.7334, 73.0303, 73.199 , 73.1962, 73.0502, 72.7818,\n", " 72.2089, 71.5664, 71.1036, 70.6333, 70.4046, 70.206 ,\n", " 70.1879, 70.2198, 70.1905, 70.5565, 70.6083, 70.6764,\n", " 70.6982, 70.778 , 70.7576, 70.7295, 70.7645, 70.7595,\n", " 70.7472, 70.6487, 70.4388, 70.2892, 70.1354, 70.1842,\n", " 70.219 , 70.3261, 70.5342, 70.7889, 71.002 , 71.0888,\n", " 70.9174, 70.5049, 70.1542, 69.7168, 69.2977, 69.0046,\n", " 68.8299, 68.8582, 69.0426, 69.302 , 69.5204, 69.8401,\n", " 70.1932, 70.6332, 71.1194, 71.8831, 72.2986, 72.6056,\n", " 72.8766, 73.1299, 73.2693, 73.493 , 73.6731, 73.7503,\n", " 73.8299, 73.7922, 73.7492, 73.5813, 73.346 , 73.1381,\n", " 72.8574, 72.5896, 72.2939, 72.0244, 71.7265, 71.3742,\n", " 70.9608, 70.6213, 70.3425, 70.2355, 70.1892, 70.0432,\n", " 70.0494, 70.1253, 70.4115, 71.0082, 71.7714, 72.7491,\n", " 73.9803, 74.9781, 75.8344, 76.2845, 76.4733, 76.5514,\n", " 76.5847, 76.5484, 76.423 , 76.2877, 76.0232, 75.4207,\n", " 74.5574, 73.5854, 72.7748, 72.3549, 72.5936, 72.8553,\n", " 73.2453, 73.8001, 74.3616, 74.8615, 75.3223, 75.7125,\n", " 76.1059, 76.3011, 76.533 , 76.8414, 77.1269, 77.7138,\n", " 78.2288, 78.4933, 78.5294, 78.588 , 78.6854, 78.8432,\n", " 79.3913, 79.8971, 80.2909, 80.3968, 80.1601, 79.7919,\n", " 79.3962, 79.1 , 78.9768, 78.9067, 78.7277, 78.6569,\n", " 78.4484, 78.2724, 78.1357, 78.1143, 78.4669, 78.5948,\n", " 78.7382, 78.9238, 79.2204, 79.4134, 79.5266, 79.4639,\n", " 79.3879, 79.2037, 79.3402, 79.4929, 79.7902, 80.087 ,\n", " 80.5197, 80.991 , 81.4668, 81.8731, 82.214 , 82.5447,\n", " 82.6338, 82.6296, 82.755 , 82.8419, 82.8157, 82.8415,\n", " 82.9134, 83.1435, 83.5064, 83.9039, 84.2752, 84.6321,\n", " 84.9664, 85.2032, 85.1989, 85.0789, 84.8801, 84.6614,\n", " 84.5727, 84.8867, 85.1598, 85.3655, 85.4138, 85.395 ,\n", " 85.3606, 85.3383, 85.3634, 85.3679, 85.3163, 85.1279,\n", " 84.8134, 84.6137, 84.3696, 84.1907, 84.0881, 83.9882,\n", " 84.4413, 85.2428, 85.7421, 86.4416, 87.4222, 88.6445,\n", " 89.5485, 90.2021, 90.3948, 90.8727, 90.9516, 91.9543,\n", " 92.752 , 92.9696, 92.4629, 91.5989, 90.5895, 89.5995,\n", " 88.4726, 87.4727, 86.6266, 86.3984, 86.3309, 86.4059,\n", " 86.7644, 87.2076, 87.6444, 88.1103, 88.4834, 88.6825,\n", " 88.9002, 89.1713, 89.3275, 89.4855, 89.9066, 90.0886,\n", " 90.1994, 90.4164, 90.3822, 90.2586, 89.9356, 89.4386,\n", " 88.9234, 88.515 , 88.1554, 87.6816, 87.2986, 86.9027,\n", " 86.4137, 86.3308, 86.2664, 86.135 , 86.1477, 86.2265,\n", " 86.5097, 86.8706, 87.444 , 87.7325, 87.7205, 87.3638,\n", " 86.8529, 86.4275, 85.9211, 85.3948, 84.8252, 84.0626,\n", " 83.2324, 82.5284, 81.9609, 81.1185, 80.3281, 79.6831,\n", " 79.2462, 79.0816, 79.118 , 79.3623, 79.7888, 80.5914,\n", " 81.0833, 81.5759, 81.7928, 81.6888, 81.3534, 80.7081,\n", " 80.2541, 79.927 , 79.4735, 78.7666, 78.0446, 77.2091,\n", " 76.2583, 75.5963, 75.1437, 74.5959, 74.0725, 73.6465,\n", " 73.2 , 72.8361, 72.54 , 72.4034, 72.2416, 72.1679,\n", " 72.205 , 72.1361, 72.004 , 71.8963, 71.7796, 71.7007,\n", " 71.8642, 72.455 , 72.955 , 73.5545, 73.8068, 73.8224,\n", " 73.5583, 73.3011, 72.9319, 72.6101, 72.4277, 72.4326,\n", " 72.7188, 73.0526, 73.5198, 73.6981, 74.127 , 74.2935,\n", " 74.4412, 74.4476, 74.354 , 74.2611, 74.1004, 73.9759,\n", " 73.7925, 73.5951, 73.4618, 73.3049, 73.0026, 72.8661,\n", " 72.5638, 72.2187, 71.9696, 71.636 , 71.2239, 70.793 ,\n", " 70.1656, 69.6448, 69.1484, 68.927 , 69.0731, 69.0314,\n", " 69.0863, 69.1253, 69.1395, 69.1445, 69.0987, 69.0092,\n", " 68.9224, 68.8126, 68.5221, 68.3331, 68.06 , 67.8797,\n", " 67.7112, 67.5476, 67.4361, 67.3736, 67.2406, 66.9874,\n", " 66.6976, 66.4467, 66.0956, 65.6414, 65.1561, 64.7463,\n", " 64.3693, 64.1145, 63.9732, 63.7728, 63.7683, 63.9806,\n", " 64.3769, 64.5388, 64.4877, 64.4066, 64.2168, 64.0434,\n", " 63.8308, 63.6192, 63.3611, 63.0313, 63.153 , 62.7493,\n", " 62.2659, 61.7832, 61.3441, 61.128 , 60.9991, 61.2374,\n", " 61.7797, 62.6039, 63.4845, 64.7077, 66.3204, 68.3163,\n", " 71.0534, 73.017 , 74.2378, 74.4398, 73.8178, 72.0964,\n", " 69.8181, 67.8172, 66.1875, 64.7541, 63.0005, 60.2465,\n", " 59.2121, 58.5298, 57.9002, 57.7997, 58.808 , 58.7041,\n", " 58.7726, 58.2954, 57.9958, 57.7209, 57.2928, 57.0741,\n", " 56.6995, 55.9017, 55.3495, 55.4804, 55.6191, 55.6089,\n", " 55.3957, 55.0151, 54.488 , 54.0392, 53.7633, 53.6121,\n", " 53.7824, 54.277 , 55.265 , 55.8206, 56.1369, 56.468 ,\n", " 56.9161, 57.4963, 58.0836, 58.6615, 59.1669, 59.504 ,\n", " 60.1161, 60.7322, 61.2765, 61.6226, 61.8637, 62.152 ,\n", " 62.5104, 62.8161, 63.1068, 63.1373, 62.871 , 62.463 ,\n", " 62.1081, 61.9854, 61.9133, 61.8923, 61.968 , 62.1037,\n", " 62.1669, 61.8041, 61.9572, 62.1163, 62.8447, 63.2814,\n", " 63.5355, 63.5347, 63.5115, 63.2209, 62.6782, 61.9522,\n", " 61.2545, 60.3854, 59.5193, 58.7235, 58.0109, 56.7679,\n", " 55.6856]), array([ 134.307 , 134.514 , 135.575 , 136.525 , 137.524 , 137.897 ,\n", " 136.353 , 134.664 , 133.204 , 132.019 , 131.153 , 130.481 ,\n", " 130.05 , 129.821 , 129.781 , 129.769 , 130.046 , 130.045 ,\n", " 130.533 , 131.093 , 132.015 , 133.363 , 134.204 , 133.688 ,\n", " 133.258 , 132.456 , 129.382 , 128.257 , 128.826 , 129.105 ,\n", " 129.214 , 129.094 , 128.886 , 129.532 , 130.391 , 130.858 ,\n", " 131.525 , 131.798 , 132.094 , 132.032 , 132.675 , 132.837 ,\n", " 133.717 , 134.246 , 136.168 , 138.535 , 142.385 , 148.17 ,\n", " 159.107 , 176.068 , 212.431 , 256.61 , 278.767 , 211.129 ,\n", " 153.139 , 140.431 , 137.661 , 140.901 , 144.844 , 153.114 ,\n", " 166.261 , 197.231 , 239.848 , 310.225 , 489.424 , 795.635 ,\n", " 1228.4 , 1467.33 , 1072.67 , 487.333 , 205.333 , 110.629 ,\n", " 69.4004, 71.7324, 71.06 , 74.7912, 73.9977, 74.5233,\n", " 77.6824, 79.0612, 79.7211, 80.5856, 81.6694, 82.5706,\n", " 83.4845, 84.498 , 85.5865, 86.4481, 87.0751, 87.7727,\n", " 88.3558, 88.9339, 89.3511, 90.0694, 90.7857, 91.5611,\n", " 92.5206, 93.4885, 93.9539, 93.8758, 93.384 , 92.6827,\n", " 91.6772, 90.5635, 89.5339, 88.8358, 88.2366, 87.8559,\n", " 87.5125, 87.2922, 87.0144, 86.9341, 86.8985, 86.9556,\n", " 87.0735, 87.0219, 86.9679, 86.6938, 86.7273, 86.7991,\n", " 86.816 , 87.1298, 87.5579, 88.652 , 89.3763, 89.9692,\n", " 90.2307, 90.2535, 90.0861, 89.7905, 89.2623, 88.6077,\n", " 87.758 , 86.7531, 85.9196, 85.2283, 84.8489, 84.4755,\n", " 84.2135, 84.2721, 84.5345, 84.9612, 85.6883, 86.4234,\n", " 86.4333, 86.2211, 85.9359, 85.1884, 84.2318, 83.0837,\n", " 82.1538, 81.3756, 80.9048, 80.8418, 80.8983, 81.2803,\n", " 81.689 , 81.881 , 81.8867, 81.6165, 81.3864, 81.3406,\n", " 81.2102, 80.9742, 80.8923, 81.0895, 81.4893, 81.4824,\n", " 81.139 , 80.5224, 80.0911, 80.0338, 79.7467, 79.3362,\n", " 78.9025, 78.5737, 78.2748, 77.9157, 77.5774, 77.26 ,\n", " 77.8376, 78.7254, 79.772 , 81.5166, 83.1237, 84.3368,\n", " 85.0932, 85.0409, 82.6392, 82.1457, 81.4447, 80.6434,\n", " 79.8771, 79.0401, 78.2996, 77.7514, 77.2795, 77.1121,\n", " 76.6858, 76.285 , 75.8972, 75.5448, 75.2514, 75.014 ,\n", " 74.8694, 74.7794, 74.8226, 74.8985, 74.9865, 74.9755,\n", " 74.9604, 75.3366, 75.6027, 75.7833, 75.95 , 75.8783,\n", " 75.8034, 75.5959, 75.3055, 75.1936, 75.0914, 74.0318,\n", " 73.965 , 73.7907, 73.9505, 74.206 , 74.6552, 75.4145,\n", " 75.9231, 76.017 , 76.0756, 76.1932, 76.2487, 76.1486,\n", " 75.9908, 75.7972, 75.6033, 75.4058, 75.1337, 74.7852,\n", " 74.3839, 74.4606, 74.7587, 75.283 , 75.8995, 76.3817,\n", " 76.7164, 76.8535, 76.9197, 76.8181, 76.5423, 76.2172,\n", " 75.7271, 75.2542, 74.7754, 74.5553, 74.4065, 74.1326,\n", " 73.5718, 73.0732, 73.1035, 73.1843, 73.2323, 73.0122,\n", " 72.5064, 71.6135, 70.9191, 70.1227, 69.7463, 70.5297,\n", " 71.0402, 71.6245, 72.1307, 72.3316, 72.4705, 72.6461,\n", " 71.6417, 71.6932, 71.1981, 70.6923, 72.2952, 71.891 ,\n", " 71.6156, 71.4999, 71.3321, 71.0226, 70.7447, 70.3854,\n", " 70.1982, 70.1768, 70.0329, 69.8091, 69.6005, 69.4974,\n", " 69.421 , 69.506 , 69.7174, 69.9215, 70.1068, 70.5079,\n", " 71.0351, 71.5265, 72.0973, 72.6513, 72.8685, 73.0198,\n", " 73.2628, 73.3965, 73.3708, 73.1444, 72.6121, 71.9796,\n", " 71.2859, 70.7355, 70.2814, 69.6053, 68.8971, 68.3468,\n", " 68.0688, 68.2743, 69.1064, 69.6805, 69.9374, 69.7292,\n", " 69.6914, 69.8034, 70.0552, 70.3405, 70.695 , 71.0289,\n", " 71.3958, 71.6678, 71.8452, 71.7642, 71.9231, 72.0637,\n", " 72.1379, 72.1107, 72.2543, 72.5184, 72.5597, 72.4764,\n", " 72.3986, 72.255 , 72.0527, 71.597 , 70.4461, 70.67 ,\n", " 70.9192, 70.4756, 70.0111, 69.8371, 69.7389, 69.9081,\n", " 70.401 , 71.0901, 71.8143, 72.1612, 72.6141, 72.7487,\n", " 72.9594, 73.1702, 73.3321, 73.1896, 72.8698, 72.4478,\n", " 72.2088, 72.0252, 71.7099, 71.6319, 71.7927, 71.8147,\n", " 71.5662, 71.543 , 71.7019, 72.1141, 73.099 , 73.8302,\n", " 74.3224, 74.6476, 74.6855, 74.5266, 74.1759, 73.7255,\n", " 73.0143, 72.2165, 72.0155, 72.0804, 72.4302, 72.533 ,\n", " 72.7025, 72.6422, 72.9697, 73.4895, 74.0409, 74.036 ,\n", " 74.1939, 74.4491, 74.7317, 75.0601, 75.3533, 75.5529,\n", " 75.7025, 75.7504, 75.8752, 75.6743, 75.305 , 74.7784,\n", " 74.5144, 74.2024, 73.8397, 73.3782, 72.9583, 72.3126,\n", " 71.8507, 71.3059, 71.2287, 71.2073, 71.422 , 71.6625,\n", " 71.4523, 71.1182, 70.8606, 70.6635, 70.4184, 70.0873,\n", " 69.5706, 69.1362, 68.9722, 69.2439, 69.6413, 70.3608,\n", " 71.2533, 72.2219, 73.1532, 73.788 , 74.194 , 74.4308,\n", " 74.4461, 74.2194, 73.9368, 73.5923, 73.2963, 73.1505,\n", " 73.1146, 73.0806, 73.0496, 72.9301, 72.6554, 72.4247,\n", " 72.2019, 72.0941, 72.0164, 72.0044, 71.924 , 71.9 ,\n", " 71.8977, 71.7851, 71.5303, 71.32 , 71.2737, 71.3105,\n", " 71.1633, 71.2258, 71.309 , 71.128 , 71.1615, 71.1541,\n", " 70.8855, 70.6634, 70.673 , 70.749 , 70.7814, 70.9499,\n", " 71.2093, 71.46 , 71.7685, 72.0356, 72.5354, 72.9906,\n", " 73.1703, 73.397 , 73.6841, 73.5758, 73.0926, 72.4996,\n", " 72.0407, 71.5927, 71.169 , 71.0064, 71.1343, 71.1222,\n", " 71.406 , 72.1691, 72.7257, 73.3468, 73.7074, 73.9602,\n", " 74.1058, 74.0911, 73.9536, 73.8211, 73.5313, 73.1829,\n", " 72.8466, 72.2773, 72.018 , 71.7956, 72.0057, 72.142 ,\n", " 72.7604, 73.1886, 73.4731, 71.5159, 73.2997, 73.9735,\n", " 73.9096, 73.4538, 73.1067, 72.6533, 72.1962, 71.8163,\n", " 71.4331, 71.2094, 71.1764, 70.9965, 71.1895, 71.4519,\n", " 71.8047, 72.3193, 72.8526, 73.4811, 73.9231, 74.1755,\n", " 74.3354, 74.4062, 74.365 , 74.3912, 74.3478, 74.1498,\n", " 74.0822, 73.9941, 74.1549, 74.1225, 74.0975, 74.139 ,\n", " 73.8724, 73.6298, 73.5254, 73.3264, 73.1615, 73.0414,\n", " 72.9653, 72.9263, 73.0463, 73.214 , 73.4017, 73.677 ,\n", " 73.994 , 74.3874, 74.7589, 75.2013, 75.5699, 75.7904,\n", " 75.8273, 75.9674, 76.0592, 76.0563, 75.9685, 75.6862,\n", " 75.954 , 76.0208, 76.2723, 76.5419, 76.8511, 77.1104,\n", " 77.4219, 77.1107, 77.0587, 76.9489, 77.1322, 77.3212,\n", " 77.5105, 77.4951, 77.4898, 77.4652, 77.5312, 77.6893,\n", " 77.6718, 77.5948, 76.7685, 77.0428, 78.1105, 79.0112,\n", " 79.9184, 80.1685, 80.0399, 79.836 , 79.7012, 79.578 ,\n", " 79.3997, 79.1865, 79.1586, 79.2671, 79.2463, 79.3726,\n", " 79.4709, 79.5614, 79.5321, 79.2901, 79.1548, 78.8335,\n", " 78.5031, 78.2037, 77.8959, 77.7383, 77.843 , 78.1993,\n", " 78.5904, 79.0097, 79.7193, 80.4693, 80.9487, 81.1869,\n", " 81.3521, 81.5016, 81.6992, 81.8031, 81.375 , 81.4933,\n", " 82.0428, 82.5013, 83.2006, 83.7166, 84.1068, 84.2821,\n", " 84.43 , 84.5361, 84.7695, 85.0039, 85.1429, 85.2217,\n", " 85.4048, 85.5384, 85.7716, 86.1373, 86.1981, 86.2322,\n", " 86.0987, 86.0193, 85.9093, 85.8211, 85.7435, 85.7695,\n", " 85.9411, 86.2151, 86.5911, 87.0231, 87.1648, 87.2118,\n", " 87.1921, 87.1654, 87.2432, 87.3225, 87.5886, 87.6461,\n", " 87.7699, 87.7776, 87.5332, 87.0817, 86.5469, 86.2506,\n", " 86.2718, 86.9429, 87.8302, 88.6135, 89.4898, 90.5958,\n", " 91.3209, 91.8515, 92.0288, 91.9312, 92.2775, 92.7608,\n", " 93.2157, 93.7939, 93.6826, 93.2543, 92.4042, 91.4857,\n", " 90.689 , 90.079 , 89.3551, 88.8154, 89.6231, 89.7353,\n", " 89.9212, 90.1527, 90.3089, 90.5822, 90.7968, 90.8854,\n", " 91.217 , 91.5582, 91.6776, 91.9655, 92.2142, 92.2279,\n", " 91.967 , 91.6037, 90.9823, 90.6497, 90.2234, 89.8486,\n", " 89.6593, 89.5044, 89.6051, 89.8716, 90.0996, 90.2976,\n", " 90.0407, 89.8663, 89.5159, 89.166 , 88.6427, 88.162 ,\n", " 88.062 , 88.05 , 88.0036, 87.9341, 87.6763, 87.2978,\n", " 87.0019, 86.8125, 86.4936, 85.9776, 85.486 , 84.8563,\n", " 83.9774, 83.2694, 82.8099, 82.379 , 82.1798, 81.875 ,\n", " 81.7079, 81.7286, 81.8095, 81.9367, 82.2189, 82.4544,\n", " 82.7882, 83.0366, 83.201 , 82.8069, 82.173 , 81.3299,\n", " 80.4387, 79.6808, 78.8246, 77.9436, 77.2677, 76.5431,\n", " 76.1779, 76.0268, 75.9773, 75.6182, 75.1836, 74.4222,\n", " 73.7588, 72.8651, 72.468 , 72.2954, 72.1943, 72.3894,\n", " 72.9715, 73.1256, 73.2375, 73.2727, 73.113 , 72.8221,\n", " 72.6056, 73.023 , 73.5179, 74.3255, 74.9444, 74.9856,\n", " 74.6901, 74.7308, 74.5801, 74.2301, 73.9893, 73.8847,\n", " 73.9351, 73.8629, 73.8586, 74.0329, 74.3361, 74.5753,\n", " 74.779 , 74.8179, 74.7035, 74.5619, 74.351 , 74.6863,\n", " 74.8364, 74.5121, 74.1587, 73.8898, 73.3409, 72.9636,\n", " 72.423 , 71.9869, 71.8641, 71.8106, 71.8252, 71.7984,\n", " 71.8045, 71.8009, 71.7959, 71.895 , 72.0105, 72.1803,\n", " 72.095 , 71.9293, 71.5937, 71.3378, 70.996 , 70.6343,\n", " 70.3611, 69.983 , 69.2773, 68.9038, 68.4433, 68.3031,\n", " 68.3942, 68.4271, 68.3922, 68.3265, 68.2383, 68.0827,\n", " 67.6271, 67.1064, 66.5608, 65.9836, 65.3338, 64.7168,\n", " 64.0344, 63.1531, 62.9342, 62.864 , 62.9841, 63.4995,\n", " 63.9521, 64.4098, 64.8666, 65.2189, 65.486 , 65.5007,\n", " 65.5369, 65.5841, 65.7117, 65.5858, 65.3695, 64.8151,\n", " 64.0876, 63.1646, 62.0877, 61.2289, 60.5983, 60.2226,\n", " 60.121 , 60.3227, 61.0637, 62.7831, 64.7013, 68.1757,\n", " 72.2538, 76.5263, 77.8732, 78.0224, 77.5894, 75.0034,\n", " 72.5998, 69.8775, 67.2228, 65.6106, 64.9191, 63.5594,\n", " 61.8246, 60.8302, 60.2025, 60.3233, 60.183 , 60.0763,\n", " 59.7851, 59.5531, 59.2355, 58.8407, 58.8448, 58.5263,\n", " 57.9815, 57.3882, 56.6887, 56.2188, 56.0498, 55.8841,\n", " 55.6536, 55.3473, 55.1139, 55.0503, 55.2464, 55.3635,\n", " 55.5423, 55.8836, 56.1887, 56.5068, 56.7247, 56.9264,\n", " 57.3109, 57.9654, 58.7208, 59.6744, 60.8215, 61.5061,\n", " 62.1477, 62.747 , 63.2624, 63.2952, 62.8644, 62.9619,\n", " 64.0518, 64.3561, 64.6395, 64.8598, 64.5652, 64.0694,\n", " 63.4502, 63.0174, 62.7579, 62.712 , 62.5608, 62.7137,\n", " 62.8875, 63.0721, 63.0737, 63.2296, 63.5707, 63.4791,\n", " 63.2383, 62.91 , 62.5037, 62.0198, 61.3493, 59.9004,\n", " 58.6695, 58.5441, 57.7897, 57.6902, 57.3974, 57.3521,\n", " 56.1897])]]\n", "11\n" ] } ], "source": [ "# 假定所有的 x 都是一样的，从第一个文件中读入\n", "def read_x():\n", " with open(\"画图/拉曼结果拟合/250910/3/1/1zyyz.txt\", \"r\", encoding=\"utf-8\", errors=\"ignore\") as f:\n", " line = f.readline()\n", " return np.array([float(val) for val in line.strip().split()])\n", "x = read_x()\n", "print(x)\n", "\n", "# y 的下标为：wafer polarization site\n", "y = []\n", "for w in range(0, 6):\n", " y_wafer = []\n", " for polarization in [ \"zyyz\", \"zyxz\" ]:\n", " y_polarization = []\n", " with open(f\"画图/拉曼结果拟合/250910/3/{w+1}/1{polarization}.txt\", \"r\", encoding=\"utf-8\", errors=\"ignore\") as f:\n", " lines = f.readlines()\n", " for site in range(0, 11):\n", " line = lines[site + 1]\n", " y_polarization.append(np.array([float(val) for val in line.strip().split()[1:]]))\n", " y_wafer.append(y_polarization)\n", " y.append(y_wafer)\n", "print(y[0])\n", "print(len(y[1][0]))" ] }, { "cell_type": "code", "execution_count": null, "id": "302ed63e", "metadata": {}, "outputs": [], "source": [ "fitting_init_parameter = [\n", " [300, 196, 1, 2e3, 204, 0.8, 0, 900],\n", " [50, 266, 5, 0, 100],\n", " [1e3, 611, 5, 0, 100],\n", " [1e4, 776, 1, 1e3, 797, 1, 1, 100]\n", "]\n", "fitting_range = [\n", " [180, 220],\n", " [250, 280],\n", " [600, 617],\n", " [700, 850]\n", "]\n", "fitting_bound = [\n", " ([0, 192, 0, 0, 200, 0, -np.inf, -np.inf], [np.inf, 198, np.inf, np.inf, 206, np.inf, np.inf, np.inf]),\n", " ([0, 260, 0, -np.inf, -np.inf], [np.inf, 270, np.inf, np.inf, np.inf]),\n", " ([0, 605, 0, -np.inf, -np.inf], [np.inf, 617, np.inf, np.inf, np.inf]),\n", " (-np.inf, np.inf)\n", "]" ] }, { "cell_type": "code", "execution_count": 84, "id": "31cd9dcf", "metadata": {}, "outputs": [ { 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" for polarization in range(0, 2):\n", " for site in range(0, 11):\n", " fig.add_trace(go.Scatter(x=x, y=y[w][polarization][site], mode='lines', name=f'{w}-{polarization}-{site}', line=dict(color=matplotlib.colors.rgb2hex(plt.cm.viridis(w / 6)))))\n", "fig.update_layout(width=1920, height=1080)\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": 85, "id": "89017e8c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 0 0\n", "[ 5.81059645e+02 6.10968842e+02 1.03764233e+00 -1.98897705e+00\n", " 1.38782196e+03]\n", "0 0 1\n", "[ 5.78347898e+02 6.10963032e+02 1.05148439e+00 -2.19195895e+00\n", " 1.50967899e+03]\n", "0 0 2\n", "[ 5.82964394e+02 6.10966320e+02 1.06054203e+00 -2.14710357e+00\n", " 1.48094421e+03]\n", "0 0 3\n", "[ 5.67885884e+02 6.10987411e+02 1.06143360e+00 -2.37879841e+00\n", " 1.61900298e+03]\n", "0 0 4\n", "[ 5.64632213e+02 6.10963638e+02 1.05944107e+00 -2.27288255e+00\n", " 1.55477906e+03]\n", "0 0 5\n", "[ 5.66637303e+02 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5.73082716e+02 6.11088806e+02 1.09081646e+00 -2.01918338e+00\n", " 1.40534422e+03]\n", "1 0 4\n", "[ 5.69491137e+02 6.11097484e+02 1.10422119e+00 -2.09485777e+00\n", " 1.45100428e+03]\n", "1 0 5\n", "[ 5.64497626e+02 6.11083087e+02 1.11314057e+00 -2.11240589e+00\n", " 1.45883614e+03]\n", "1 0 6\n", "[ 5.65246438e+02 6.11088194e+02 1.10735392e+00 -2.14067826e+00\n", " 1.47658265e+03]\n", "1 0 7\n", "[ 5.62577587e+02 6.11098359e+02 1.13201733e+00 -2.18543956e+00\n", " 1.50168962e+03]\n", "1 0 8\n", "[ 5.62866429e+02 6.11074009e+02 1.10829448e+00 -1.94251009e+00\n", " 1.35575456e+03]\n", "1 0 9\n", "[ 5.60313511e+02 6.11068862e+02 1.11469953e+00 -1.85200907e+00\n", " 1.30031841e+03]\n", "1 0 10\n", "[ 5.61721006e+02 6.11055174e+02 1.13210460e+00 -2.05066371e+00\n", " 1.41947653e+03]\n", "1 1 0\n", "[ 1.96218152e+01 6.10988342e+02 2.17285256e+00 -5.11211317e-01\n", " 3.71381358e+02]\n", "1 1 1\n", "[ 1.80846546e+01 6.10731490e+02 2.00620451e+00 -2.43335189e-01\n", " 2.08569902e+02]\n", "1 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"[ 5.92952795e+02 6.10524225e+02 1.19158658e+00 -1.83077932e+00\n", " 1.25233013e+03]\n", "2 0 2\n", "[ 583.33531682 610.51450071 1.17352236 -1.49735557 1051.04036437]\n", "2 0 3\n", "[ 583.17727806 610.51321532 1.17765029 -1.5980556 1112.97336449]\n", "2 0 4\n", "[ 571.221416 610.52691719 1.21684023 -1.71539637 1181.78361494]\n", "2 0 5\n", "[ 560.42260499 610.50734181 1.23216749 -1.68255577 1161.31229697]\n", "2 0 6\n", "[ 561.44848299 610.45417646 1.21040272 -1.7217376 1185.68678252]\n", "2 0 7\n", "[ 555.19761694 610.42152913 1.25022237 -1.60571809 1112.299139 ]\n", "2 0 8\n", "[ 554.87711635 610.45631701 1.23939718 -1.74634319 1198.01359839]\n", "2 0 9\n", "[ 555.69401632 610.49602996 1.24389321 -1.78572865 1220.83395966]\n", "2 0 10\n", "[ 5.61378063e+02 6.10561417e+02 1.22838838e+00 -2.09735235e+00\n", " 1.40934884e+03]\n", "2 1 0\n", "[ 2.80811309e+01 6.10150720e+02 1.79034387e+00 -2.76145303e-01\n", " 2.12744625e+02]\n", "2 1 1\n", "[ 2.74926717e+01 6.10220850e+02 1.92386582e+00 -2.86581170e-01\n", " 2.19222001e+02]\n", "2 1 2\n", "[ 2.78593049e+01 6.10167452e+02 1.57554613e+00 -3.13391640e-01\n", " 2.35810539e+02]\n", "2 1 3\n", "[ 2.67440513e+01 6.10144948e+02 2.25089030e+00 -1.28062488e-01\n", " 1.20856385e+02]\n", "2 1 4\n", "[ 2.81043700e+01 6.10274713e+02 1.90817996e+00 -2.51576703e-01\n", " 1.96731186e+02]\n", "2 1 5\n", "[ 2.46486055e+01 6.10112591e+02 1.76388277e+00 -2.30267810e-01\n", " 1.85087703e+02]\n", "2 1 6\n", "[ 2.89279266e+01 6.10199443e+02 1.95827395e+00 -3.11146971e-01\n", " 2.31789650e+02]\n", "2 1 7\n", "[ 2.88404188e+01 6.10157945e+02 2.10342486e+00 -4.15850833e-01\n", " 2.95388797e+02]\n", "2 1 8\n", "[ 2.71756823e+01 6.10309837e+02 2.03210359e+00 -3.42606967e-01\n", " 2.51436599e+02]\n", "2 1 9\n", "[ 2.88840397e+01 6.10151061e+02 1.79890171e+00 -1.89493289e-01\n", " 1.58258287e+02]\n", "2 1 10\n", "[ 2.61672132e+01 6.10384149e+02 1.84709515e+00 -2.91627537e-01\n", " 2.20760168e+02]\n", "3 0 0\n", "[ 584.33316678 610.68598795 1.15367657 -1.51488567 1080.36352244]\n", "3 0 1\n", "[ 587.28091745 610.70649801 1.14360271 -1.53265991 1090.15784149]\n", "3 0 2\n", "[ 592.0152104 610.72299059 1.13449951 -1.57660541 1117.92664203]\n", "3 0 3\n", "[ 6.01945279e+02 6.10731654e+02 1.11887656e+00 -1.58661699e+00\n", " 1.12373927e+03]\n", "3 0 4\n", "[ 586.05588412 610.74249778 1.14716468 -1.52489724 1085.08648468]\n", "3 0 5\n", "[ 598.81196792 610.7500959 1.09869384 -1.50818728 1074.69417533]\n", "3 0 6\n", "[ 5.95205331e+02 6.10757937e+02 1.10356573e+00 -1.56561979e+00\n", " 1.11168021e+03]\n", "3 0 7\n", "[ 593.50207323 610.74747344 1.13717326 -1.59704364 1128.46131042]\n", "3 0 8\n", "[ 5.86177921e+02 6.10746269e+02 1.15988216e+00 -1.74058953e+00\n", " 1.21433546e+03]\n", "3 0 9\n", "[ 5.82458325e+02 6.10711176e+02 1.18455059e+00 -1.72859693e+00\n", " 1.20545069e+03]\n", "3 0 10\n", "[ 567.78664456 610.63790621 1.19770586 -1.58770633 1120.96214983]\n", "3 1 0\n", "[ 2.18686083e+01 6.10497184e+02 2.19313043e+00 -1.82421686e-01\n", " 1.62980861e+02]\n", "3 1 1\n", "[ 2.49878339e+01 6.10559380e+02 2.19866150e+00 -4.27787377e-01\n", " 3.10423852e+02]\n", "3 1 2\n", "[ 2.41620404e+01 6.10355860e+02 1.91235750e+00 -2.53871846e-01\n", " 2.05453593e+02]\n", "3 1 3\n", "[ 2.55379639e+01 6.10456643e+02 1.94710117e+00 -3.47049593e-01\n", " 2.61630047e+02]\n", "3 1 4\n", "[ 2.44803633e+01 6.10516314e+02 2.37834669e+00 -3.58688345e-01\n", " 2.68181566e+02]\n", "3 1 5\n", "[ 2.53136581e+01 6.10644241e+02 2.44182003e+00 -3.49112473e-01\n", " 2.61650121e+02]\n", "3 1 6\n", "[ 2.68448462e+01 6.10554701e+02 2.12023033e+00 -2.74594094e-01\n", " 2.17248028e+02]\n", "3 1 7\n", "[ 2.72668571e+01 6.10565017e+02 2.02789225e+00 -2.50298279e-01\n", " 2.02132645e+02]\n", "3 1 8\n", "[ 2.29061392e+01 6.10584604e+02 2.36073959e+00 -2.81668298e-01\n", " 2.22463120e+02]\n", "3 1 9\n", "[ 2.53997543e+01 6.10812562e+02 2.03401989e+00 -4.41833215e-01\n", " 3.19723885e+02]\n", "3 1 10\n", "[ 2.46922684e+01 6.10649413e+02 2.29815074e+00 -2.74332750e-01\n", " 2.17082123e+02]\n", "4 0 0\n", "[ 5.78367979e+02 6.10923722e+02 1.17487390e+00 -2.36844861e+00\n", " 1.59348696e+03]\n", "4 0 1\n", "[ 5.78302521e+02 6.10937609e+02 1.13711624e+00 -2.12287818e+00\n", " 1.44650451e+03]\n", "4 0 2\n", "[ 5.79025037e+02 6.10965107e+02 1.14392618e+00 -2.24317457e+00\n", " 1.51967499e+03]\n", "4 0 3\n", "[ 5.85861920e+02 6.11000910e+02 1.14212706e+00 -2.38438371e+00\n", " 1.60144542e+03]\n", "4 0 4\n", "[ 5.82212757e+02 6.11006038e+02 1.13895521e+00 -2.48967388e+00\n", " 1.66639224e+03]\n", "4 0 5\n", "[ 5.98518597e+02 6.11049073e+02 1.08566092e+00 -2.22133317e+00\n", " 1.50463837e+03]\n", "4 0 6\n", "[ 5.86758321e+02 6.11036951e+02 1.11388034e+00 -2.29187247e+00\n", " 1.54473157e+03]\n", "4 0 7\n", "[ 5.84388701e+02 6.11047675e+02 1.09898481e+00 -2.05559088e+00\n", " 1.40219559e+03]\n", "4 0 8\n", "[ 5.87429907e+02 6.11063934e+02 1.07729323e+00 -2.12980664e+00\n", " 1.44642351e+03]\n", "4 0 9\n", "[ 5.88527651e+02 6.11079458e+02 1.08331616e+00 -2.27562409e+00\n", " 1.53455092e+03]\n", "4 0 10\n", "[ 5.97529622e+02 6.11092602e+02 1.09419147e+00 -2.23408754e+00\n", " 1.50907501e+03]\n", "4 1 0\n", "[ 1.86929197e+01 6.10731364e+02 1.53909591e+00 -4.67619225e-02\n", " 8.23510028e+01]\n", "4 1 1\n", "[ 1.97514572e+01 6.10762784e+02 1.60922062e+00 -1.60922480e-01\n", " 1.51552047e+02]\n", "4 1 2\n", "[ 2.06356416e+01 6.10742441e+02 1.72086092e+00 -1.22328051e-01\n", " 1.27276166e+02]\n", "4 1 3\n", "[ 2.12598639e+01 6.10828743e+02 1.76466914e+00 -1.23050996e-01\n", " 1.27893408e+02]\n", "4 1 4\n", "[ 2.39580430e+01 6.10828502e+02 1.78676714e+00 -2.35196399e-01\n", " 1.94459921e+02]\n", "4 1 5\n", "[ 2.52931296e+01 6.10939573e+02 1.42883733e+00 -2.35851137e-01\n", " 1.96116635e+02]\n", "4 1 6\n", "[ 2.07422091e+01 6.10918957e+02 1.92786561e+00 -9.53333626e-02\n", " 1.09735408e+02]\n", "4 1 7\n", "[ 2.10814451e+01 6.11036378e+02 1.35753125e+00 -1.89734951e-01\n", " 1.68036356e+02]\n", "4 1 8\n", "[ 2.35496883e+01 6.10882429e+02 1.58609576e+00 -2.09034110e-01\n", " 1.78806798e+02]\n", "4 1 9\n", "[ 2.10765788e+01 6.11029203e+02 1.63835443e+00 1.02487240e-01\n", " -1.06033370e+01]\n", "4 1 10\n", "[ 2.05522994e+01 6.10673089e+02 1.70775083e+00 -2.25967912e-01\n", " 1.89576546e+02]\n", "5 0 0\n", "[ 5.81850139e+02 6.11098134e+02 1.06949732e+00 -1.74871961e+00\n", " 1.23514544e+03]\n", "5 0 1\n", "[ 5.74824738e+02 6.11078293e+02 1.07911665e+00 -2.02934774e+00\n", " 1.40480841e+03]\n", "5 0 2\n", "[ 5.90087208e+02 6.11077987e+02 1.05137519e+00 -1.97804460e+00\n", " 1.37537904e+03]\n", "5 0 3\n", "[ 5.97098049e+02 6.11099217e+02 1.05652441e+00 -2.00180863e+00\n", " 1.38876024e+03]\n", "5 0 4\n", "[ 5.92121920e+02 6.11105892e+02 1.04417615e+00 -2.05994420e+00\n", " 1.42730404e+03]\n", "5 0 5\n", "[ 5.88251298e+02 6.11115840e+02 1.04301546e+00 -1.99944659e+00\n", " 1.38875628e+03]\n", "5 0 6\n", "[ 6.01996539e+02 6.11116437e+02 1.04751350e+00 -2.13132467e+00\n", " 1.46799392e+03]\n", "5 0 7\n", "[ 5.96833169e+02 6.11117425e+02 1.03496061e+00 -1.96171675e+00\n", " 1.36625772e+03]\n", "5 0 8\n", "[ 6.02094630e+02 6.11085355e+02 1.03362409e+00 -2.12459488e+00\n", " 1.46488613e+03]\n", "5 0 9\n", "[ 5.96895033e+02 6.11082876e+02 1.04130547e+00 -1.78262656e+00\n", " 1.25887097e+03]\n", "5 0 10\n", "[ 6.05063157e+02 6.11080993e+02 1.06407187e+00 -2.36236242e+00\n", " 1.60715848e+03]\n", "5 1 0\n", "[ 2.14030503e+01 6.11052294e+02 2.29595134e+00 -1.50732118e-01\n", " 1.50145975e+02]\n", "5 1 1\n", "[ 2.19620608e+01 6.10838868e+02 1.54819039e+00 -2.20121376e-01\n", " 1.94324118e+02]\n", "5 1 2\n", "[ 2.13036521e+01 6.11006286e+02 1.76600812e+00 -2.43974253e-01\n", " 2.08509732e+02]\n", "5 1 3\n", "[ 2.00459296e+01 6.10929467e+02 2.44452992e+00 -7.75289028e-02\n", " 1.05118356e+02]\n", "5 1 4\n", "[ 1.86627214e+01 6.10766408e+02 2.27023895e+00 -1.27561714e-01\n", " 1.37094515e+02]\n", "5 1 5\n", "[ 2.28445006e+01 6.10843308e+02 2.06159353e+00 -1.35939820e-01\n", " 1.41608263e+02]\n", "5 1 6\n", "[ 2.08407165e+01 6.10774466e+02 1.58535980e+00 -4.99678624e-02\n", " 9.10133653e+01]\n", "5 1 7\n", "[ 2.01502575e+01 6.10928912e+02 1.72590905e+00 -8.08229543e-02\n", " 1.09401830e+02]\n", "5 1 8\n", "[ 1.92426504e+01 6.11010156e+02 2.01663556e+00 -2.24908792e-01\n", " 1.96183299e+02]\n", "5 1 9\n", "[ 2.04575118e+01 6.11171636e+02 2.29468293e+00 -8.26286459e-02\n", " 1.09232592e+02]\n", "5 1 10\n", "[ 2.19142291e+01 6.10980999e+02 2.00973734e+00 -1.52770496e-01\n", " 1.51929211e+02]\n" ] } ], "source": [ "for w in range(0, 6):\n", " for polarization in range(0, 2):\n", " for site in range(0, 11):\n", " this_y = y[w][polarization][site]\n", " print(w, polarization, site)\n", " result = fitting_peek(x, this_y, fitting_range[2], lorentzian, fitting_init_parameter[2], fitting_bound[2])\n", " fig = go.Figure()\n", " fig.add_trace(go.Scatter(x=x, y=np.log10(this_y), mode='lines', name='data'))\n", " fig.add_trace(go.Scatter(x=x, y=np.log10(lorentzian(x, *result)), mode='lines', name='fit'))\n", " # fig.update_yaxes(range=[1, 4])\n", " # fig.show()\n", " print(result)" ] }, { "cell_type": "code", "execution_count": 86, "id": "994025fd", "metadata": {}, "outputs": [], "source": [ "# wafer polarization site peek\n", "shift = np.empty((6, 2, 11, 4))\n", "height = np.empty((6, 2, 11, 4))\n", "fwhm = np.empty((6, 2, 11, 4))\n", "integration = np.empty((6, 2, 11, 4))\n", "\n", "polarization = [ \"zyyz\", \"zyxz\" ]\n", "\n", "for w in range(0, 6):\n", " for p in range(0, 2):\n", " for s in range(0, 11):\n", " this_shift, this_height, this_fwhm, this_integration = fitting_line(x, y[w][p][s])\n", " shift[w, p, s, :] = abs(np.array(this_shift))\n", " height[w, p, s, :] = abs(np.array(this_height))\n", " fwhm[w, p, s, :] = abs(np.array(this_fwhm))\n", " integration[w, p, s, :] = abs(np.array(this_integration))\n", "\n", "shift_uniformed = np.empty((6, 2, 11, 4))\n", "height_uniformed = np.empty((6, 2, 11, 4))\n", "fwhm_uniformed = np.empty((6, 2, 11, 4))\n", "integration_uniformed = np.empty((6, 2, 11, 4))\n", "\n", "for w in range(0, 6):\n", " for p in range(0, 2):\n", " for s in range(0, 11):\n", " for pe in range(0, 4):\n", " shift_uniformed[w, p, s, pe] = shift[w, p, s, pe] - shift[w, p, s, 3]\n", " height_uniformed[w, p, s, pe] = height[w, p, s, pe] / np.average(height[:, p, :, pe])\n", " fwhm_uniformed[w, p, s, pe] = fwhm[w, p, s, pe] / np.average(fwhm[:, p, :, pe])\n", " integration_uniformed[w, p, s, pe] = integration[w, p, s, pe] / np.average(integration[:, p, :, pe])" ] }, { "cell_type": "code", "execution_count": 87, "id": "08cdfcb3", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.container import ErrorbarContainer\n", "from matplotlib.lines import Line2D\n", "from matplotlib.collections import LineCollection\n", "plt.rcParams['text.usetex'] = True\n", "plt.rcParams['font.family'] = 'Arial'\n", "\n", "x_label = [ \"substrate\", r\"Al\\\\$0.1\\times10^{18}$\", r\"Al\\\\$3.8\\times10^{18}$\", r\"Al\\\\$5.1\\times10^{18}$\", r\"Al\\\\$6.4\\times10^{18}$\", r\"Al\\\\$10\\times10^{18}$\" ]\n", "peek_name = [ r\"Peek at 195 $\\mathrm{cm^{-1}}$\", r\"Peek at 203 $\\mathrm{cm^{-1}}$\", r\"Peek at 264 $\\mathrm{cm^{-1}}$\", r\"Peek at 609 $\\mathrm{cm^{-1}}$\" ]\n", "polarization_name = [ \"zyyz\", \"zyxz\" ]\n", "vars = [ shift_uniformed, height, fwhm, integration ]\n", "title = [ \"Raman shift (cm$^{-1}$)\", \"Height (a.u.)\", \"FWHM (cm$^{-1}$)\", \"Integration (a.u.)\" ]\n", "var_name = [ \"shift\", \"height\", \"fwhm\", \"integration\" ]\n", "\n", "for property in range(0, 4):\n", " fig, axes = plt.subplots(4, 2, figsize=(20, 12)) # 4行2列的子图\n", " for p in range(0, 2):\n", " for pe in range(0, 4):\n", " ax = axes[pe, p]\n", " ax.set_title(f\"{peek_name[pe]} {polarization_name[p]}\", fontsize=22)\n", " var = vars[property]\n", " for w in range(0, 6):\n", " for s in range(0, 11):\n", " ax.scatter(w, var[w, p, s, pe], color='gray', s=20, alpha=0.5)\n", " ax.errorbar(w, np.mean(var[w, p, :, pe]), yerr=np.std(var[w, p, :, pe]), fmt='o', color=\"red\", capsize=5)\n", " # 在最后一个 ax 上标刻度\n", " ax.set_xticks([1, 2, 3, 4, 5], labels=\"\")\n", " ax.tick_params(axis='y', which='major', labelsize=18)\n", " if pe == 5:\n", " ax.set_xticklabels(x_label[1:], fontsize=22)\n", " fig.supylabel(title[property], fontsize=24)\n", " fig.tight_layout()\n", " line = Line2D([],[], ls=\"none\")\n", " barline = LineCollection(np.empty((2,2,2)), color='gray')\n", " err = ErrorbarContainer((line, [line], [barline]), has_xerr=False, has_yerr=True, label='standard error')\n", "\n", " custom_handles = [\n", " Line2D([0], [0], color='gray', marker='o', linestyle='', label='data point'),\n", " err\n", " ]\n", " fig.legend(handles=custom_handles, loc='upper right', fontsize=20)\n", " fig.subplots_adjust(top=0.9)\n", " # fig.savefig(f\"画图/拉曼结果拟合/250910/3/{var_name[property]}.png\", dpi=150)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.10" } }, "nbformat": 4, "nbformat_minor": 5 }