OU plus noise automated EM multitau vary starting point.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m\u001b[1m   Updating\u001b[22m\u001b[39m registry at `~/.julia/registries/General`\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[?25l    "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m\u001b[1m   Updating\u001b[22m\u001b[39m git-repo `https://github.com/JuliaRegistries/General.git`\n"
     ]
    },
    {
     "name": "stdout",
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     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "    \u001b[36m\u001b[1mFetching:\u001b[22m\u001b[39m [===========================>             ]  "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[2K\u001b[?25h[1mFetching:\u001b[22m\u001b[39m [========================================>]  99.9 %>     ]  86.2 %\u001b[36m\u001b[1mFetching:\u001b[22m\u001b[39m [=======================================> ]  96.7 %"
     ]
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     "name": "stderr",
     "output_type": "stream",
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      "\u001b[32m\u001b[1m  Resolving\u001b[22m\u001b[39m package versions...\n",
      "\u001b[32m\u001b[1m  Installed\u001b[22m\u001b[39m XML2_jll ───── v2.9.9+5\n",
      "\u001b[32m\u001b[1m  Installed\u001b[22m\u001b[39m Gettext_jll ── v0.20.1+3\n",
      "\u001b[32m\u001b[1m  Installed\u001b[22m\u001b[39m OpenSSL_jll ── v1.1.1+3\n",
      "\u001b[32m\u001b[1m  Installed\u001b[22m\u001b[39m Zlib_jll ───── v1.2.11+11\n",
      "\u001b[32m\u001b[1m  Installed\u001b[22m\u001b[39m Expat_jll ──── v2.2.7+2\n",
      "\u001b[32m\u001b[1m  Installed\u001b[22m\u001b[39m Libiconv_jll ─ v1.16.0+3\n",
      "\u001b[32m\u001b[1m   Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.4/Project.toml`\n",
      "\u001b[90m [no changes]\u001b[39m\n",
      "\u001b[32m\u001b[1m   Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.4/Manifest.toml`\n",
      " \u001b[90m [2e619515]\u001b[39m\u001b[93m ↑ Expat_jll v2.2.7+1 ⇒ v2.2.7+2\u001b[39m\n",
      " \u001b[90m [78b55507]\u001b[39m\u001b[93m ↑ Gettext_jll v0.20.1+2 ⇒ v0.20.1+3\u001b[39m\n",
      " \u001b[90m [94ce4f54]\u001b[39m\u001b[93m ↑ Libiconv_jll v1.16.0+2 ⇒ v1.16.0+3\u001b[39m\n",
      " \u001b[90m [458c3c95]\u001b[39m\u001b[93m ↑ OpenSSL_jll v1.1.1+2 ⇒ v1.1.1+3\u001b[39m\n",
      " \u001b[90m [02c8fc9c]\u001b[39m\u001b[93m ↑ XML2_jll v2.9.9+4 ⇒ v2.9.9+5\u001b[39m\n",
      " \u001b[90m [83775a58]\u001b[39m\u001b[93m ↑ Zlib_jll v1.2.11+10 ⇒ v1.2.11+11\u001b[39m\n",
      "\u001b[32m\u001b[1m  Resolving\u001b[22m\u001b[39m package versions...\n",
      "\u001b[32m\u001b[1m   Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.4/Project.toml`\n",
      "\u001b[90m [no changes]\u001b[39m\n",
      "\u001b[32m\u001b[1m   Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.4/Manifest.toml`\n",
      "\u001b[90m [no changes]\u001b[39m\n",
      "\u001b[32m\u001b[1m  Resolving\u001b[22m\u001b[39m package versions...\n",
      "\u001b[32m\u001b[1m   Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.4/Project.toml`\n",
      "\u001b[90m [no changes]\u001b[39m\n",
      "\u001b[32m\u001b[1m   Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.4/Manifest.toml`\n",
      "\u001b[90m [no changes]\u001b[39m\n",
      "\u001b[32m\u001b[1m  Resolving\u001b[22m\u001b[39m package versions...\n",
      "\u001b[32m\u001b[1m   Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.4/Project.toml`\n",
      "\u001b[90m [no changes]\u001b[39m\n",
      "\u001b[32m\u001b[1m   Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.4/Manifest.toml`\n",
      "\u001b[90m [no changes]\u001b[39m\n",
      "\u001b[32m\u001b[1m  Resolving\u001b[22m\u001b[39m package versions...\n",
      "\u001b[32m\u001b[1m   Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.4/Project.toml`\n",
      "\u001b[90m [no changes]\u001b[39m\n",
      "\u001b[32m\u001b[1m   Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.4/Manifest.toml`\n",
      "\u001b[90m [no changes]\u001b[39m\n",
      "\u001b[32m\u001b[1m  Resolving\u001b[22m\u001b[39m package versions...\n",
      "\u001b[32m\u001b[1m   Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.4/Project.toml`\n",
      "\u001b[90m [no changes]\u001b[39m\n",
      "\u001b[32m\u001b[1m   Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.4/Manifest.toml`\n",
      "\u001b[90m [no changes]\u001b[39m\n",
      "\u001b[32m\u001b[1m  Resolving\u001b[22m\u001b[39m package versions...\n",
      "\u001b[32m\u001b[1m   Updating\u001b[22m\u001b[39m"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.4.2"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " `~/.julia/environments/v1.4/Project.toml`\n",
      "\u001b[90m [no changes]\u001b[39m\n",
      "\u001b[32m\u001b[1m   Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.4/Manifest.toml`\n",
      "\u001b[90m [no changes]\u001b[39m\n"
     ]
    }
   ],
   "source": [
    "import Pkg\n",
    "Pkg.add(\"DifferentialEquations\")\n",
    "Pkg.add(\"Distributions\")\n",
    "Pkg.add(\"Polynomials\")\n",
    "Pkg.add(\"NPZ\")\n",
    "Pkg.add(\"DataFrames\")\n",
    "Pkg.add(\"StatsPlots\")\n",
    "Pkg.add(\"CSV\")\n",
    "print(VERSION)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Precompiling NPZ [15e1cf62-19b3-5cfa-8e77-841668bca605]\n",
      "└ @ Base loading.jl:1260\n"
     ]
    },
    {
     "data": {
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       " ⋮                            ⋱                           ⋮\n",
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       " 4.0   -0.0966333  -1.94439      -0.391366   -0.539594   -0.505375\n",
       " 4.0   -0.207699    0.585946  …   0.682742   -0.120337   -0.384004\n",
       " 4.0   -0.0414263   0.5743        2.58845     1.21164     0.784088\n",
       " 4.0   -0.192761    0.203791     -0.873768    2.53929    -0.85914\n",
       " 4.0    0.374108    1.7864        0.453001   -0.944999   -0.577324\n",
       " 4.0   -0.933886    0.371547     -2.08212     0.620644   -0.594266\n",
       " 4.0    0.879443    0.745473  …   0.260663    2.32986     0.702101\n",
       " 4.0   -0.961233   -1.16541       0.996468   -1.09454    -1.14596\n",
       " 4.0   -1.22069     0.230831     -0.120343   -0.481952    0.373715\n",
       " 4.0    0.277115   -0.817706     -0.86103     1.76765     0.783745\n",
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      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using NPZ\n",
    "data = npzread(\"OUmt_sN05.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Precompiling Plots [91a5bcdd-55d7-5caf-9e0b-520d859cae80]\n",
      "└ @ Base loading.jl:1260\n"
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       "  212.78,866.21 212.989,1009.54 213.197,933 213.406,1128.69 213.614,892.953 213.823,1063.3 214.031,1092.5 214.24,1138.01 214.449,877.054 214.657,849.811 \n",
       "  214.866,949.284 215.074,808.323 215.283,832.625 215.491,892.77 215.7,871.112 215.909,712.078 216.117,795.27 216.326,831.398 216.534,925.727 216.743,799.09 \n",
       "  216.951,912.968 217.16,798.662 217.369,760.243 217.577,837.824 217.786,849.526 217.994,791.876 218.203,821.45 218.411,732.551 218.62,802.209 218.829,904.376 \n",
       "  219.037,974.286 219.246,858.058 219.454,752.136 219.663,747.029 219.871,787.914 220.08,717.711 220.289,734.188 220.497,781.358 220.706,705.312 220.914,718.938 \n",
       "  221.123,740.107 221.331,900.606 221.54,607.281 221.749,640.455 221.957,610.132 222.166,624.694 222.374,556.96 222.583,815.563 222.792,584.561 223,807.474 \n",
       "  223.209,679.074 223.417,697.013 223.626,849.169 223.834,634.465 224.043,636.619 224.252,767.451 224.46,586.917 224.669,729.03 224.877,735.423 225.086,807.685 \n",
       "  225.294,613.747 225.503,821.065 225.712,729.83 225.92,775.876 226.129,780.755 226.337,702.399 226.546,663.486 226.754,918.001 226.963,637.23 227.172,795.667 \n",
       "  227.38,803.491 227.589,831.83 227.797,815.869 228.006,803.076 228.214,767.639 228.423,571.728 228.632,643.457 228.84,809.684 229.049,749.193 229.257,728.58 \n",
       "  229.466,668.776 229.674,740.555 229.883,812.866 230.092,680.014 230.3,865.347 230.509,557.491 230.717,555.605 230.926,691.775 231.135,573.136 231.343,461.961 \n",
       "  231.552,807.931 231.76,527.375 231.969,619.663 232.177,668.968 232.386,494.161 232.595,660.073 232.803,517.185 233.012,667.832 233.22,682.43 233.429,752.713 \n",
       "  233.637,538.376 233.846,734.603 234.055,659.95 234.263,666.894 234.472,753.211 234.68,727.213 234.889,647.615 235.097,683.722 235.306,680.259 235.515,631.116 \n",
       "  235.723,649.692 235.932,608.988 236.14,706.879 236.349,629.376 236.557,727.867 236.766,677.303 236.975,683.703 237.183,595.916 237.392,621.077 237.6,628.947 \n",
       "  237.809,616.716 238.017,712.514 238.226,707.063 238.435,526.459 238.643,504.087 238.852,715.91 239.06,666.916 239.269,716.919 239.477,677.744 239.686,808.539 \n",
       "  239.895,659.865 240.103,784.452 240.312,757.387 240.52,700.528 240.729,778.439 240.938,621.076 241.146,587.708 241.355,559.553 241.563,729.715 241.772,641.345 \n",
       "  241.98,696.425 242.189,790.187 242.398,483.718 242.606,743.119 242.815,642.499 243.023,637.057 243.232,734.883 243.44,617.256 243.649,587.65 243.858,556.554 \n",
       "  244.066,585.195 244.275,543.25 244.483,558.365 244.692,560.758 244.9,524.225 245.109,524.369 245.318,376.121 245.526,606.799 245.735,626.204 245.943,594.229 \n",
       "  246.152,424.685 246.36,513.365 246.569,544.722 246.778,616.376 246.986,592.523 247.195,645.766 247.403,483.366 247.612,542.605 247.82,561.938 248.029,711.057 \n",
       "  248.238,637.863 248.446,735.486 248.655,743.176 248.863,636.792 249.072,738.45 249.28,671.208 249.489,595.795 249.698,671.513 249.906,702.992 250.115,621.365 \n",
       "  250.323,605.929 250.532,765.331 250.741,614.44 250.949,639.985 251.158,565.67 251.366,626.154 251.575,627.816 251.783,757.881 251.992,754.27 252.201,737.812 \n",
       "  252.409,723.819 252.618,837.658 252.826,756.926 253.035,941.731 253.243,812.085 253.452,766.866 253.661,803.492 253.869,860.106 254.078,943.513 254.286,746.29 \n",
       "  254.495,972.349 254.703,807.422 254.912,803.12 255.121,723.559 255.329,880.246 255.538,817.445 255.746,1071.11 255.955,953.622 256.163,799.831 256.372,901.545 \n",
       "  256.581,921.928 256.789,896.314 256.998,882.754 257.206,886.058 257.415,832.828 257.623,1033.98 257.832,898.131 258.041,848.361 258.249,1004.89 258.458,930.745 \n",
       "  258.666,864.709 258.875,964.586 259.084,1091.37 259.292,1015.78 259.501,992.598 259.709,964.268 259.918,832.826 260.126,805.74 260.335,766.768 260.544,812.348 \n",
       "  260.752,748.29 260.961,851.718 261.169,1020.78 261.378,934.253 261.586,870.666 261.795,855.31 262.004,872.449 262.212,1089.44 262.421,800.247 262.629,1052.73 \n",
       "  262.838,1102.73 263.046,939.31 263.255,970.443 263.464,726.181 263.672,939.729 263.881,997.13 264.089,866.774 264.298,925.068 264.506,1064.41 264.715,934.295 \n",
       "  264.924,986.011 265.132,878.641 265.341,1000.84 265.549,885.58 265.758,908.932 265.966,797.467 266.175,767.738 266.384,901.189 266.592,987.976 266.801,883.785 \n",
       "  267.009,1034.88 267.218,793.516 267.426,851.822 267.635,1060.25 267.844,926.078 268.052,1029.31 268.261,944.35 268.469,825.223 268.678,863.678 268.887,879.538 \n",
       "  269.095,848.66 269.304,980.892 269.512,820.176 269.721,884.261 269.929,937.54 270.138,771.357 270.347,819.861 270.555,1102.69 270.764,969.863 270.972,1161.37 \n",
       "  271.181,898.457 271.389,960.366 271.598,825.886 271.807,1047.53 272.015,1076.54 272.224,955.402 272.432,1004.38 272.641,727.941 272.849,801.9 273.058,911.677 \n",
       "  273.267,874.709 273.475,903.071 273.684,790.869 273.892,747.35 274.101,772.087 274.309,828.428 274.518,762.304 274.727,910.688 274.935,718.148 275.144,750.763 \n",
       "  275.352,772.981 275.561,717.112 275.769,653.665 275.978,592.07 276.187,665.933 276.395,405.031 276.604,703.449 276.812,805.441 277.021,561.365 277.23,541.136 \n",
       "  277.438,703.061 277.647,668.793 277.855,495.693 278.064,573.499 278.272,644.85 278.481,568.751 278.69,726.937 278.898,573.181 279.107,518.586 279.315,532.634 \n",
       "  279.524,588.064 279.732,672.658 279.941,665.497 280.15,625.858 280.358,446.103 280.567,559.022 280.775,553.48 280.984,662.213 281.192,572.889 281.401,775.801 \n",
       "  281.61,617.869 281.818,737.115 282.027,611.986 282.235,531.231 282.444,647.457 282.652,536.557 282.861,442.672 283.07,442.204 283.278,515.537 283.487,561.203 \n",
       "  283.695,494.707 283.904,493.333 284.112,401.437 284.321,541.281 284.53,592.904 284.738,493.716 284.947,436.243 285.155,389.67 285.364,391.083 285.572,471.363 \n",
       "  285.781,348.438 285.99,515.731 286.198,583.648 286.407,484.574 286.615,607.375 286.824,550.65 287.033,321.818 287.241,369.504 287.45,513.342 287.658,481.652 \n",
       "  287.867,376.798 288.075,291.836 288.284,350.602 288.493,448.074 288.701,417.327 288.91,252.025 289.118,405.978 289.327,345.375 289.535,316.978 289.744,425.162 \n",
       "  289.953,382.3 290.161,371.398 290.37,303.003 290.578,488.622 290.787,425.124 290.995,348.073 291.204,404.371 291.413,281.738 291.621,392.107 291.83,436.844 \n",
       "  292.038,383.356 292.247,339.063 292.455,423.225 292.664,507.517 292.873,568.049 293.081,327.081 293.29,584.623 293.498,388.844 293.707,363.132 293.915,392.185 \n",
       "  294.124,448.252 294.333,455.662 294.541,348.894 294.75,342.151 294.958,468.028 295.167,439.153 295.375,348.538 295.584,441.491 295.793,446.172 296.001,463.16 \n",
       "  296.21,542.618 296.418,569.658 296.627,445.301 296.836,447.596 297.044,475.906 297.253,384.288 297.461,373.85 297.67,683.591 297.878,575.254 298.087,534.008 \n",
       "  298.296,494.763 298.504,495.474 298.713,591.039 298.921,503.711 299.13,581.43 299.338,616.493 299.547,494.778 299.756,620.6 299.964,493.189 300.173,494.988 \n",
       "  300.381,621.007 300.59,686.533 300.798,593.553 301.007,536.748 301.216,586.973 301.424,631.248 301.633,572.673 301.841,546.826 302.05,476.162 302.258,556.326 \n",
       "  302.467,475.13 302.676,565.229 302.884,426.068 303.093,484.233 303.301,462.021 303.51,491.484 303.718,309.247 303.927,393.056 304.136,527.815 304.344,438.956 \n",
       "  304.553,459.799 304.761,528.097 304.97,484.032 305.179,651.884 305.387,404.091 305.596,453.404 305.804,348.886 306.013,493.882 306.221,517.328 306.43,650.082 \n",
       "  306.639,705.807 306.847,429.087 307.056,395.892 307.264,436.786 307.473,506.498 307.681,336.165 307.89,319.805 308.099,589.968 308.307,400.648 308.516,313.936 \n",
       "  308.724,426.482 308.933,423.474 309.141,489.822 309.35,324.714 309.559,468.069 309.767,497.875 309.976,380.536 310.184,519.754 310.393,407.516 310.601,473.345 \n",
       "  310.81,443.494 311.019,453.656 311.227,314.61 311.436,450.235 311.644,362.316 311.853,609.911 312.061,550.103 312.27,640.789 312.479,512.924 312.687,488.225 \n",
       "  312.896,491.015 313.104,544.586 313.313,563.606 313.521,528.693 313.73,629.071 313.939,528.692 314.147,383.735 314.356,503.906 314.564,423.519 314.773,621.269 \n",
       "  314.982,754.371 315.19,682.59 315.399,856.467 315.607,742.243 315.816,649.002 316.024,484.769 316.233,801.567 316.442,681.724 316.65,759.348 316.859,655.879 \n",
       "  317.067,621.552 317.276,742.067 317.484,828.091 317.693,663.994 317.902,776.308 318.11,540.849 318.319,573.999 318.527,677.874 318.736,492.458 318.944,535.778 \n",
       "  319.153,570.901 319.362,558.547 319.57,599.868 319.779,523.653 319.987,685.74 320.196,483.419 320.404,409.137 320.613,642.469 320.822,547.817 321.03,542.975 \n",
       "  321.239,336.626 321.447,421.575 321.656,403.05 321.864,647.608 322.073,484.061 322.282,594.971 322.49,596.772 322.699,516.216 322.907,700.792 323.116,549.014 \n",
       "  323.325,595.724 323.533,553.83 323.742,436.629 323.95,677.867 324.159,658.955 324.367,635.899 324.576,506.584 324.785,489.38 324.993,510.049 325.202,452.954 \n",
       "  325.41,455.495 325.619,554.469 325.827,450.891 326.036,343.76 326.245,510.626 326.453,424.165 326.662,558.655 326.87,549.618 327.079,654.369 327.287,596.713 \n",
       "  327.496,427.138 327.705,716.363 327.913,560.231 328.122,522.421 328.33,489.109 328.539,480.086 328.747,384.602 328.956,559.029 329.165,452.555 329.373,318.895 \n",
       "  329.582,320.303 329.79,432.534 329.999,459.12 330.207,346.811 330.416,401.189 330.625,610.9 330.833,527.957 331.042,528.57 331.25,468.831 331.459,514.939 \n",
       "  331.667,280.82 331.876,660.671 332.085,468.415 332.293,510.852 332.502,556.507 332.71,552.789 332.919,448.734 333.128,354.679 333.336,553.573 333.545,544.222 \n",
       "  333.753,518.856 333.962,559.163 334.17,640.402 334.379,518.576 334.588,476.85 334.796,431.114 335.005,545.165 335.213,456.634 335.422,610.12 335.63,505.093 \n",
       "  335.839,448.669 336.048,409.818 336.256,613.648 336.465,400.671 336.673,401.404 336.882,627.249 337.09,586.13 337.299,606.077 337.508,478.296 337.716,716.646 \n",
       "  337.925,579.974 338.133,707.568 338.342,479.748 338.55,701.688 338.759,506.62 338.968,563.128 339.176,424.203 339.385,408.328 339.593,482.708 339.802,579.695 \n",
       "  340.01,518.493 340.219,454.645 340.428,577.591 340.636,653.314 340.845,590.315 341.053,724.278 341.262,750.142 341.47,420.798 341.679,609.579 341.888,634.989 \n",
       "  342.096,809.272 342.305,568.416 342.513,546.694 342.722,554.743 342.931,469.746 343.139,592.752 343.348,434.078 343.556,574.892 343.765,465.938 343.973,642.72 \n",
       "  344.182,543.647 344.391,515.318 344.599,504.824 344.808,482.471 345.016,482.231 345.225,471.47 345.433,409.994 345.642,638.506 345.851,514.659 346.059,529.182 \n",
       "  346.268,643.348 346.476,619.166 346.685,502.839 346.893,472.461 347.102,648.921 347.311,677.717 347.519,578.785 347.728,527.77 347.936,670.403 348.145,718.887 \n",
       "  348.353,559.201 348.562,518.889 348.771,673.98 348.979,660.916 349.188,639.714 349.396,708.143 349.605,614.486 349.813,771.636 350.022,762.933 350.231,693.55 \n",
       "  350.439,705.17 350.648,824.816 350.856,488.386 351.065,762.928 351.274,649.562 351.482,632.913 351.691,713.123 351.899,721.1 352.108,748.987 352.316,596.372 \n",
       "  352.525,663.923 352.734,695.588 352.942,630.928 353.151,639.107 353.359,716.026 353.568,537.768 353.776,561.444 353.985,579.046 354.194,668.559 354.402,516.359 \n",
       "  354.611,499.243 354.819,610.363 355.028,508.608 355.236,537.612 355.445,626.856 355.654,642.535 355.862,563.536 356.071,522.985 356.279,599.723 356.488,700.224 \n",
       "  356.696,554.257 356.905,479.261 357.114,534.621 357.322,540.988 357.531,454.952 357.739,572.022 357.948,550.319 358.156,634.194 358.365,288.792 358.574,370.91 \n",
       "  358.782,433.663 358.991,510.786 359.199,403.274 359.408,475.912 359.616,439.736 359.825,583.909 360.034,481.977 360.242,462.786 360.451,412.252 360.659,508.212 \n",
       "  360.868,446.88 361.077,586.905 361.285,331.313 361.494,514.515 361.702,421.223 361.911,467.729 362.119,439.316 362.328,451.806 362.537,469.547 362.745,480.893 \n",
       "  362.954,470.417 363.162,512.205 363.371,549.276 363.579,712.635 363.788,633.667 363.997,495.598 364.205,455.071 364.414,576.895 364.622,592.271 364.831,482.198 \n",
       "  365.039,552.439 365.248,644.44 365.457,637.858 365.665,608.267 365.874,491.295 366.082,497.45 366.291,617.763 366.499,682.658 366.708,592.584 366.917,643.306 \n",
       "  367.125,681.627 367.334,467.966 367.542,564.477 367.751,623.7 367.959,738.406 368.168,661.667 368.377,628.985 368.585,591.641 368.794,538.374 369.002,637.953 \n",
       "  369.211,682.097 369.419,659.004 369.628,501.797 369.837,612.583 370.045,449.079 370.254,752.34 370.462,465.087 370.671,669.339 370.88,659.851 371.088,595.509 \n",
       "  371.297,531.605 371.505,661.737 371.714,443.22 371.922,386.417 372.131,417.247 372.34,469.598 372.548,611.384 372.757,350.982 372.965,531.595 373.174,621.284 \n",
       "  373.382,470.027 373.591,648.437 373.8,637.093 374.008,642.793 374.217,631.483 374.425,836.841 374.634,718.802 374.842,767.417 375.051,817.986 375.26,768.806 \n",
       "  375.468,832.799 375.677,634.107 375.885,639.977 376.094,697.603 376.302,667.062 376.511,487.227 376.72,687.267 376.928,751.529 377.137,723.145 377.345,628.578 \n",
       "  377.554,601.756 377.762,731.723 377.971,616.901 378.18,744.275 378.388,713.468 378.597,766.502 378.805,705.4 379.014,744.703 379.223,525.973 379.431,636.884 \n",
       "  379.64,761.122 379.848,711.582 380.057,737.112 380.265,584.259 380.474,718.344 380.683,608.886 380.891,539.087 381.1,633.708 381.308,495.402 381.517,629.734 \n",
       "  381.725,617.193 381.934,636.706 382.143,543.189 382.351,646.897 382.56,688.505 382.768,673.205 382.977,549.494 383.185,676.246 383.394,647.934 383.603,748.409 \n",
       "  383.811,613.184 384.02,664.631 384.228,640.412 384.437,640.87 384.645,748.529 384.854,725.685 385.063,568.711 385.271,728.218 385.48,664.77 385.688,675.534 \n",
       "  385.897,863.834 386.105,731.348 386.314,506.267 386.523,540.525 386.731,528.401 386.94,683.65 387.148,633.381 387.357,604.456 387.565,674.625 387.774,685.341 \n",
       "  387.983,657.149 388.191,766.865 388.4,559.44 388.608,591.925 388.817,585.659 389.026,796.47 389.234,749.557 389.443,796.746 389.651,774.127 389.86,751.122 \n",
       "  390.068,816.288 390.277,826.649 390.486,737.276 390.694,870.064 390.903,713.921 391.111,676.759 391.32,885.133 391.528,828.838 391.737,857.723 391.946,934.205 \n",
       "  392.154,991.24 392.363,934.756 392.571,809.583 392.78,798.453 392.988,891.29 393.197,1003.27 393.406,737.508 393.614,829.232 393.823,730.087 394.031,903.6 \n",
       "  394.24,842.71 394.448,766.163 394.657,983.037 394.866,924.148 395.074,852.595 395.283,786.91 395.491,1058.83 395.7,992.569 395.908,967.352 396.117,908.476 \n",
       "  396.326,783.215 396.534,1024.83 396.743,1143.12 396.951,906.127 397.16,832.379 397.369,1003.92 397.577,955.197 397.786,853.566 397.994,935.176 398.203,817.339 \n",
       "  398.411,786.617 398.62,974.455 398.829,759.816 399.037,852.204 399.246,805.983 399.454,737.941 399.663,814.92 399.871,942.241 400.08,989.298 400.289,788.414 \n",
       "  400.497,897.038 400.706,830.564 400.914,821.008 401.123,713.553 401.331,859.086 401.54,757.301 401.749,879.145 401.957,715.312 402.166,779.915 402.374,586.63 \n",
       "  402.583,761.488 402.791,811.081 403,826.688 403.209,739.381 403.417,676.908 403.626,829.499 403.834,772.293 404.043,725.921 404.251,729.284 404.46,738.207 \n",
       "  404.669,631.987 404.877,446.613 405.086,787.496 405.294,707.115 405.503,729.903 405.711,883.521 405.92,623.322 406.129,763.271 406.337,868.105 406.546,725.272 \n",
       "  406.754,676.574 406.963,744.65 407.172,784.12 407.38,838.105 407.589,909.416 407.797,861.816 408.006,822.696 408.214,969.588 408.423,690.489 408.632,870.818 \n",
       "  408.84,917.528 409.049,851.562 409.257,792.596 409.466,754.457 409.674,849.022 409.883,978.81 410.092,1004.98 410.3,796.643 410.509,795.884 410.717,724.471 \n",
       "  410.926,771.481 411.134,736.469 411.343,820.336 411.552,794.324 411.76,721.015 411.969,667.952 412.177,800.158 412.386,837.811 412.594,720.062 412.803,847.481 \n",
       "  413.012,812.58 413.22,724.711 413.429,881.441 413.637,847.846 413.846,761.686 414.054,613.633 414.263,675.913 414.472,592.391 414.68,658.308 414.889,919.837 \n",
       "  415.097,795.595 415.306,835.21 415.514,789.974 415.723,850.789 415.932,903.833 416.14,631.951 416.349,883.84 416.557,649.278 416.766,841.213 416.975,820.224 \n",
       "  417.183,758.604 417.392,780.853 417.6,736.878 417.809,751.06 418.017,718.558 418.226,801.644 418.435,795.157 418.643,779.522 418.852,953.757 419.06,853.543 \n",
       "  419.269,821.355 419.477,950.607 419.686,731.397 419.895,872.651 420.103,826.406 420.312,806.306 420.52,590.527 420.729,793.197 420.937,827.699 421.146,815.888 \n",
       "  421.355,781.954 421.563,772.385 421.772,730.334 421.98,859.218 422.189,881.937 422.397,812.01 422.606,880.954 422.815,764.496 423.023,916.481 423.232,592.146 \n",
       "  423.44,776.665 423.649,1085.44 423.857,822.684 424.066,751.97 424.275,1000.31 424.483,689.465 424.692,933.572 424.9,959.253 425.109,924.093 425.318,926.105 \n",
       "  425.526,848.438 425.735,965.02 425.943,840.634 426.152,707.669 426.36,868.453 426.569,801.118 426.778,796.554 426.986,922.214 427.195,860.161 427.403,872.91 \n",
       "  427.612,830.523 427.82,955.461 428.029,783.191 428.238,848.153 428.446,776.635 428.655,783.048 428.863,667.443 429.072,901.312 429.28,793.278 429.489,828.02 \n",
       "  429.698,736.147 429.906,689.281 430.115,749.63 430.323,639.478 430.532,828.204 430.74,590.68 430.949,824.405 431.158,674.871 431.366,771.883 431.575,669.619 \n",
       "  431.783,764.652 431.992,796.574 432.2,785.178 432.409,801.725 432.618,686.119 432.826,746.167 433.035,669.935 433.243,835.103 433.452,645.58 433.66,713.974 \n",
       "  433.869,830.857 434.078,663.791 434.286,671.393 434.495,621.332 434.703,982.647 434.912,633.897 435.121,789.806 435.329,689.692 435.538,631.796 435.746,812.915 \n",
       "  435.955,876.791 436.163,768.306 436.372,714.779 436.581,769.649 436.789,435.023 436.998,612.681 437.206,770.931 437.415,715.992 437.623,438.277 437.832,637.985 \n",
       "  438.041,879.855 438.249,690.287 438.458,635.356 438.666,809.743 438.875,757.7 439.083,746.413 439.292,796.332 439.501,699.139 439.709,909.612 439.918,939.418 \n",
       "  440.126,950.252 440.335,847.228 440.543,888.313 440.752,1042.82 440.961,1059.81 441.169,1013.7 441.378,1012.62 441.586,949.383 441.795,953.312 442.003,1034.38 \n",
       "  442.212,821.99 442.421,965.622 442.629,933.161 442.838,982.615 443.046,1125.09 443.255,886.948 443.464,811.713 443.672,990.666 443.881,965.894 444.089,831.232 \n",
       "  444.298,867.34 444.506,926.513 444.715,816.643 444.924,742.786 445.132,882.291 445.341,825.046 445.549,748.575 445.758,1031.73 445.966,868.204 446.175,816.246 \n",
       "  446.384,925.795 446.592,758.011 446.801,1052.37 447.009,779.542 447.218,805.916 447.426,1007.39 447.635,790.316 447.844,833.185 448.052,979.581 448.261,893.873 \n",
       "  448.469,950.28 448.678,640.141 448.886,800.22 449.095,919.127 449.304,702.12 449.512,801.728 449.721,946.437 449.929,810.173 450.138,895.509 450.346,719.643 \n",
       "  450.555,882.063 450.764,870.162 450.972,746.672 451.181,776.366 451.389,950.028 451.598,840.304 451.806,649.493 452.015,891.114 452.224,913.887 452.432,1076.38 \n",
       "  452.641,961.927 452.849,756.707 453.058,929.905 453.267,817.082 453.475,824.939 453.684,808.842 453.892,907.649 454.101,1000.78 454.309,841.888 454.518,967.006 \n",
       "  454.727,849.482 454.935,1062.89 455.144,1014.62 455.352,980.315 455.561,1032.54 455.769,929.651 455.978,857.724 456.187,915.911 456.395,898.232 456.604,993.101 \n",
       "  456.812,997.66 457.021,969.419 457.229,931.927 457.438,974.938 457.647,987.464 457.855,833.131 458.064,917.284 458.272,787.267 458.481,909.735 458.689,946.179 \n",
       "  458.898,1025.47 459.107,871.818 459.315,814.178 459.524,824.716 459.732,806.208 459.941,808.76 460.149,777.416 460.358,812.846 460.567,909.758 460.775,911.209 \n",
       "  460.984,956.311 461.192,893.757 461.401,851.305 461.609,922.13 461.818,719.254 462.027,1101.94 462.235,890.972 462.444,745.028 462.652,916.326 462.861,960.489 \n",
       "  463.07,615.198 463.278,762.329 463.487,937.173 463.695,836.828 463.904,832.124 464.112,932.861 464.321,814.831 464.53,1061.95 464.738,789.713 464.947,900.271 \n",
       "  465.155,912.6 465.364,770.023 465.572,864.394 465.781,774.354 465.99,755.598 466.198,902.772 466.407,765.16 466.615,849.418 466.824,1002.04 467.032,846.93 \n",
       "  467.241,922.292 467.45,888.504 467.658,748.006 467.867,1005.63 468.075,869.151 468.284,743.166 468.492,964.375 468.701,923.98 468.91,996.238 469.118,1048.73 \n",
       "  469.327,837.642 469.535,1019.75 469.744,1033.95 469.952,795.852 470.161,922.237 470.37,819.186 470.578,979.45 470.787,792.546 470.995,838.687 471.204,826.501 \n",
       "  471.413,828.144 471.621,732.907 471.83,792.296 472.038,717.79 472.247,976.327 472.455,756.307 472.664,726.496 472.873,808.556 473.081,957.116 473.29,837.68 \n",
       "  473.498,788.544 473.707,819.985 473.915,935.718 474.124,835.833 474.333,805.426 474.541,863.647 474.75,766.688 474.958,871.355 475.167,850.369 475.375,764.388 \n",
       "  475.584,834.62 475.793,956.717 476.001,841.442 476.21,852.363 476.418,959.68 476.627,833.671 476.835,946.399 477.044,878.106 477.253,863.938 477.461,1140.69 \n",
       "  477.67,864.915 477.878,946.745 478.087,970.895 478.295,900.116 478.504,983.587 478.713,1098.81 478.921,952.498 479.13,957.862 479.338,871.958 479.547,1014.15 \n",
       "  479.755,1041.25 479.964,998.479 480.173,1106.94 480.381,1045.79 480.59,1015.12 480.798,931.274 481.007,1017.57 481.216,1008.79 481.424,1058.74 481.633,949.649 \n",
       "  481.841,1183.22 482.05,1045.42 482.258,1022.97 482.467,1044.44 482.676,1119.65 482.884,1149.06 483.093,1072.46 483.301,1292.69 483.51,1024.92 483.718,1237.33 \n",
       "  483.927,1021.9 484.136,1155.44 484.344,1272.68 484.553,1050.41 484.761,1321.97 484.97,1084.01 485.178,1088.29 485.387,1105.76 485.596,1102.71 485.804,1051.54 \n",
       "  486.013,1004.01 486.221,773.918 486.43,1175.07 486.638,1022.83 486.847,995.595 487.056,1063.66 487.264,1155.88 487.473,950.175 487.681,1024.08 487.89,1099.16 \n",
       "  488.098,959.521 488.307,917.953 488.516,943.758 488.724,1074.8 488.933,881.63 489.141,1029.08 489.35,791.546 489.559,1041.41 489.767,907.868 489.976,905.095 \n",
       "  490.184,872.94 490.393,905.858 490.601,934.638 490.81,944.125 491.019,725.503 491.227,934.721 491.436,626.105 491.644,938.938 491.853,678.143 492.061,898.868 \n",
       "  492.27,794.48 492.479,876.034 492.687,932.412 492.896,754.732 493.104,786.647 493.313,732.795 493.521,789.369 493.73,879.234 493.939,863.209 494.147,900.042 \n",
       "  494.356,901.703 494.564,990.411 494.773,940.066 494.981,778.864 495.19,895.963 495.399,962.438 495.607,871.834 495.816,1021.75 496.024,1068.59 496.233,1065.08 \n",
       "  496.441,1057.86 496.65,1008.28 496.859,902.049 497.067,1001.06 497.276,940.457 497.484,847.804 497.693,947.879 497.901,1042.39 498.11,903.448 498.319,911.213 \n",
       "  498.527,985.779 498.736,922.444 498.944,898.722 499.153,847.718 499.362,823.662 499.57,873.626 499.779,872.427 499.987,842.733 500.196,862.994 500.404,859.682 \n",
       "  500.613,731.234 500.822,865.808 501.03,719.508 501.239,901.95 501.447,959.144 501.656,976.742 501.864,909.279 502.073,864.65 502.282,763.214 502.49,801.664 \n",
       "  502.699,823.694 502.907,792.031 503.116,872.328 503.324,809.682 503.533,775.499 503.742,669.13 503.95,692.151 504.159,603.456 504.367,670.329 504.576,840.305 \n",
       "  504.784,687.443 504.993,743.633 505.202,809.302 505.41,640.086 505.619,530.291 505.827,824.336 506.036,673.234 506.244,760.266 506.453,782.166 506.662,531.24 \n",
       "  506.87,558.165 507.079,674.799 507.287,681.013 507.496,481.64 507.704,607.919 507.913,656.346 508.122,577.152 508.33,573.113 508.539,568.762 508.747,501.126 \n",
       "  508.956,622.225 509.165,742.992 509.373,718.058 509.582,726.37 509.79,633.526 509.999,706.388 510.207,758.367 510.416,764.795 510.625,583.696 510.833,648.693 \n",
       "  511.042,598.148 511.25,525.589 511.459,554.465 511.667,537.987 511.876,578.79 512.085,561.024 512.293,672.894 512.502,505.449 512.71,712.026 512.919,640.045 \n",
       "  513.127,624.139 513.336,598.656 513.545,536.374 513.753,553.148 513.962,676.743 514.17,413.132 514.379,609.236 514.587,793.686 514.796,673.293 515.005,602.268 \n",
       "  515.213,644.826 515.422,642.25 515.63,688.862 515.839,702.086 516.047,673.144 516.256,764.52 516.465,768.695 516.673,693.664 516.882,947.129 517.09,788.697 \n",
       "  517.299,607.068 517.508,731.603 517.716,742.646 517.925,847.83 518.133,902.515 518.342,833.789 518.55,721.344 518.759,1069.61 518.968,955.471 519.176,802.064 \n",
       "  519.385,982.742 519.593,826.789 519.802,540.853 520.01,687.892 520.219,838.939 520.428,822.938 520.636,819.235 520.845,655.324 521.053,814.997 521.262,675.526 \n",
       "  521.47,820.041 521.679,760.861 521.888,710.502 522.096,830.367 522.305,687.236 522.513,751.33 522.722,823.606 522.93,923.371 523.139,803.097 523.348,753.94 \n",
       "  523.556,734.762 523.765,949.161 523.973,877.988 524.182,850.832 524.39,881.664 524.599,948.567 524.808,773.765 525.016,730.701 525.225,818.108 525.433,759.106 \n",
       "  525.642,936.253 525.85,670.081 526.059,800.035 526.268,957.675 526.476,878.081 526.685,779.58 526.893,731.163 527.102,863.294 527.311,759.721 527.519,810.853 \n",
       "  527.728,670.739 527.936,876.844 528.145,755.661 528.353,873.984 528.562,966.375 528.771,783.841 528.979,740.893 529.188,726.695 529.396,777.898 529.605,839.709 \n",
       "  529.813,954.128 530.022,823.848 530.231,773.828 530.439,963.42 530.648,1023.02 530.856,916.259 531.065,841.923 531.273,983.77 531.482,859.609 531.691,771.656 \n",
       "  531.899,903.195 532.108,937 532.316,827.244 532.525,767.695 532.733,632.726 532.942,708.592 533.151,783.879 533.359,731.654 533.568,847.588 533.776,859.029 \n",
       "  533.985,834.756 534.193,713.609 534.402,830.125 534.611,607.945 534.819,749.534 535.028,794.395 535.236,779.427 535.445,916.693 535.654,729.325 535.862,880.276 \n",
       "  536.071,784.989 536.279,926.048 536.488,828.275 536.696,646.477 536.905,809.403 537.114,625.542 537.322,796.847 537.531,692.83 537.739,720.819 537.948,703.993 \n",
       "  538.156,912.195 538.365,662.547 538.574,822.144 538.782,594.496 538.991,811.908 539.199,583.44 539.408,729.993 539.616,735.788 539.825,765.338 540.034,670.813 \n",
       "  540.242,877.312 540.451,861.323 540.659,783.727 540.868,803.29 541.076,787.3 541.285,946.58 541.494,879.399 541.702,831.108 541.911,782.213 542.119,845.046 \n",
       "  542.328,852.986 542.536,816.354 542.745,873.941 542.954,820.26 543.162,810.9 543.371,745.865 543.579,822.137 543.788,692.829 543.996,601.834 544.205,714.05 \n",
       "  544.414,675.764 544.622,607.512 544.831,672.794 545.039,587.476 545.248,675.876 545.457,823.172 545.665,669.903 545.874,751.498 546.082,666.648 546.291,582.01 \n",
       "  546.499,673.478 546.708,702.105 546.917,629.376 547.125,509.692 547.334,762.041 547.542,668.128 547.751,669.089 547.959,620.751 548.168,795.404 548.377,873.82 \n",
       "  548.585,630.599 548.794,661.526 549.002,720.744 549.211,614.812 549.419,542.497 549.628,739.713 549.837,597.18 550.045,461.251 550.254,702.214 550.462,678.668 \n",
       "  550.671,656.424 550.879,551.427 551.088,583.398 551.297,478.488 551.505,719.434 551.714,683.122 551.922,496.071 552.131,659.1 552.339,426.19 552.548,694.428 \n",
       "  552.757,635.618 552.965,346.843 553.174,414.678 553.382,621.748 553.591,465.737 553.799,545.671 554.008,547.109 554.217,598.143 554.425,510.737 554.634,546.138 \n",
       "  554.842,672.654 555.051,395.336 555.26,570.007 555.468,294.79 555.677,573.556 555.885,476.813 556.094,573.29 556.302,322.577 556.511,579.748 556.72,544.131 \n",
       "  556.928,570.218 557.137,355.502 557.345,498.51 557.554,801.688 557.762,491.523 557.971,591.289 558.18,605.889 558.388,571.071 558.597,496.532 558.805,609.698 \n",
       "  559.014,557.656 559.222,685.289 559.431,466.563 559.64,598.671 559.848,672.407 560.057,453.498 560.265,613.403 560.474,706.51 560.682,419.982 560.891,679.173 \n",
       "  561.1,538.437 561.308,562.767 561.517,561.528 561.725,491.195 561.934,504.36 562.142,429.136 562.351,385.085 562.56,643.528 562.768,369.29 562.977,470.683 \n",
       "  563.185,431.076 563.394,333.133 563.603,351.363 563.811,326.773 564.02,372.284 564.228,321.728 564.437,414.455 564.645,431.373 564.854,503.69 565.063,537.945 \n",
       "  565.271,473.769 565.48,296.704 565.688,469.861 565.897,691.156 566.105,474.463 566.314,578.46 566.523,489.417 566.731,517.271 566.94,539.156 567.148,321.424 \n",
       "  567.357,346.968 567.565,554.014 567.774,490.936 567.983,504.886 568.191,382.484 568.4,427.58 568.608,402.098 568.817,458.864 569.025,555.511 569.234,443.67 \n",
       "  569.443,436.787 569.651,547.543 569.86,557.719 570.068,651.654 570.277,472.034 570.485,531.329 570.694,578.969 570.903,662.818 571.111,571.247 571.32,546.078 \n",
       "  571.528,572.965 571.737,666.784 571.945,631.624 572.154,762.098 572.363,521.266 572.571,316.646 572.78,429.062 572.988,633.882 573.197,366.042 573.406,547.788 \n",
       "  573.614,507.39 573.823,559.593 574.031,603.493 574.24,570.836 574.448,532.584 574.657,454.93 574.866,642.783 575.074,705.616 575.283,549.172 575.491,567.611 \n",
       "  575.7,553.295 575.908,421.054 576.117,568.114 576.326,660.969 576.534,476.778 576.743,678.672 576.951,628.231 577.16,509.629 577.368,625.026 577.577,466.882 \n",
       "  577.786,722.984 577.994,484.224 578.203,651.108 578.411,708.241 578.62,626.635 578.828,549.894 579.037,562.285 579.246,571.22 579.454,585.823 579.663,486.653 \n",
       "  579.871,518.807 580.08,620.411 580.288,713.312 580.497,560.53 580.706,533.732 580.914,566.811 581.123,573.644 581.331,482.311 581.54,454.198 581.748,711.498 \n",
       "  581.957,519.463 582.166,683.259 582.374,561.077 582.583,886.274 582.791,705.331 583,754.444 583.209,705.069 583.417,739.511 583.626,733.606 583.834,711.252 \n",
       "  584.043,627.158 584.251,648.593 584.46,693.985 584.669,764.712 584.877,772.64 585.086,901.955 585.294,593.944 585.503,586.987 585.711,714.179 585.92,770.707 \n",
       "  586.129,669.312 586.337,662.563 586.546,637.264 586.754,650.484 586.963,668.664 587.171,738.978 587.38,853.272 587.589,573.484 587.797,650.369 588.006,710.157 \n",
       "  588.214,532.196 588.423,683.276 588.631,702.821 588.84,460.864 589.049,434.443 589.257,520.07 589.466,334.851 589.674,580.967 589.883,485.06 590.091,504.806 \n",
       "  590.3,523.324 590.509,581.092 590.717,726.324 590.926,547.847 591.134,783.353 591.343,689.092 591.552,590.405 591.76,635.436 591.969,643.503 592.177,376.142 \n",
       "  592.386,617.524 592.594,755.011 592.803,610.591 593.012,563.24 593.22,577.599 593.429,694.15 593.637,799.483 593.846,681.552 594.054,643.109 594.263,564.399 \n",
       "  594.472,696.682 594.68,579.816 594.889,878.845 595.097,753.385 595.306,613.077 595.514,516.78 595.723,610.141 595.932,586.634 596.14,675.928 596.349,736.752 \n",
       "  596.557,695.658 596.766,621.892 596.974,686.646 597.183,557.604 597.392,659.56 597.6,533.109 597.809,663.742 598.017,601.784 598.226,663.516 598.434,718.007 \n",
       "  598.643,745.196 598.852,665.512 599.06,620.116 599.269,839.431 599.477,874.675 599.686,608.453 599.894,650.055 600.103,723.558 600.312,638.204 600.52,640.087 \n",
       "  600.729,568.653 600.937,592.8 601.146,639.82 601.355,705.519 601.563,710.513 601.772,701.545 601.98,727.083 602.189,730.949 602.397,690.245 602.606,810.641 \n",
       "  602.815,690.039 603.023,685.576 603.232,678.391 603.44,631.578 603.649,918.332 603.857,807.961 604.066,778.151 604.275,801.921 604.483,638.371 604.692,659.141 \n",
       "  604.9,785.607 605.109,789.24 605.317,596.116 605.526,775.538 605.735,641.653 605.943,719.292 606.152,636.202 606.36,810.717 606.569,764.919 606.777,748.865 \n",
       "  606.986,776.819 607.195,839.035 607.403,861.529 607.612,761.775 607.82,826.998 608.029,826.352 608.237,951.683 608.446,710.828 608.655,884.349 608.863,767.046 \n",
       "  609.072,774.057 609.28,845.63 609.489,814.653 609.698,999.299 609.906,855.406 610.115,880.126 610.323,649.582 610.532,794.944 610.74,833.948 610.949,823.488 \n",
       "  611.158,736.122 611.366,810.449 611.575,568.904 611.783,808.517 611.992,651.044 612.2,741.75 612.409,605.098 612.618,632.738 612.826,679.639 613.035,627.756 \n",
       "  613.243,691.349 613.452,701.062 613.66,671.55 613.869,806.182 614.078,716.261 614.286,731.975 614.495,988.051 614.703,615.536 614.912,579.791 615.12,684.547 \n",
       "  615.329,552.567 615.538,703.587 615.746,713.635 615.955,782.324 616.163,698.697 616.372,577.564 616.58,765.375 616.789,565.346 616.998,453.882 617.206,569.115 \n",
       "  617.415,468.338 617.623,671.919 617.832,588.665 618.04,697.232 618.249,543.028 618.458,519.268 618.666,717.416 618.875,569.419 619.083,737.24 619.292,684.296 \n",
       "  619.501,638.895 619.709,555.74 619.918,862.021 620.126,587.771 620.335,508.518 620.543,572.394 620.752,475.618 620.961,453.845 621.169,591.915 621.378,695.76 \n",
       "  621.586,671.145 621.795,563.257 622.003,542.639 622.212,524.643 622.421,512.727 622.629,500.753 622.838,580.411 623.046,753.277 623.255,644.735 623.463,622.544 \n",
       "  623.672,650.825 623.881,619.771 624.089,581.824 624.298,573.442 624.506,709.85 624.715,920.077 624.923,593.5 625.132,846.776 625.341,725.607 625.549,683.082 \n",
       "  625.758,666.601 625.966,794.49 626.175,751.37 626.383,899.558 626.592,909.105 626.801,726.711 627.009,812.905 627.218,732.798 627.426,818.689 627.635,911.454 \n",
       "  627.843,812.125 628.052,827.159 628.261,897.283 628.469,924.865 628.678,799.491 628.886,781.493 629.095,865.901 629.304,732.287 629.512,804.676 629.721,673.945 \n",
       "  629.929,830.223 630.138,732.43 630.346,719.689 630.555,727.58 630.764,736.868 630.972,866.174 631.181,734.052 631.389,694.156 631.598,837.227 631.806,846.906 \n",
       "  632.015,686.306 632.224,782.225 632.432,873.156 632.641,961.513 632.849,715.075 633.058,676.73 633.266,690.812 633.475,747.759 633.684,740.787 633.892,870.352 \n",
       "  634.101,623.527 634.309,634.702 634.518,697.159 634.726,840.019 634.935,802.544 635.144,794.045 635.352,702.684 635.561,789.378 635.769,791.652 635.978,752.98 \n",
       "  636.186,768.277 636.395,896.014 636.604,871.413 636.812,706.864 637.021,727.08 637.229,679.977 637.438,928.362 637.647,965.12 637.855,832.742 638.064,729.101 \n",
       "  638.272,851.933 638.481,665.915 638.689,815.493 638.898,760.914 639.107,701.605 639.315,796.241 639.524,786.365 639.732,517.913 639.941,668.691 640.149,743.775 \n",
       "  640.358,622.852 640.567,844.266 640.775,622.436 640.984,726.953 641.192,671.583 641.401,776 641.609,847.406 641.818,824.397 642.027,732.765 642.235,730.446 \n",
       "  642.444,838.842 642.652,832.639 642.861,947.207 643.069,956.794 643.278,794.288 643.487,891.138 643.695,775.894 643.904,781.647 644.112,916.872 644.321,740.706 \n",
       "  644.529,690.348 644.738,800.034 644.947,838.749 645.155,679.881 645.364,992.768 645.572,789.331 645.781,747.39 645.989,850.626 646.198,851.695 646.407,889.814 \n",
       "  646.615,920.061 646.824,745.561 647.032,686.172 647.241,782.848 647.45,604.426 647.658,622.2 647.867,652.405 648.075,660.876 648.284,591.236 648.492,667.787 \n",
       "  648.701,794.103 648.91,590.843 649.118,624.539 649.327,734.553 649.535,598.311 649.744,685.551 649.952,597.866 650.161,570.903 650.37,603.486 650.578,567.833 \n",
       "  650.787,647.52 650.995,662.633 651.204,679.609 651.412,736.222 651.621,651.939 651.83,568.216 652.038,622.15 652.247,599.219 652.455,579.307 652.664,429.737 \n",
       "  652.872,710.624 653.081,476.741 653.29,717.601 653.498,549.83 653.707,717.942 653.915,488.771 654.124,704.629 654.332,609.715 654.541,865.507 654.75,556.154 \n",
       "  654.958,751.292 655.167,728.546 655.375,651.029 655.584,842.254 655.793,671.885 656.001,791.126 656.21,683.435 656.418,790.481 656.627,536.686 656.835,771.116 \n",
       "  657.044,776.275 657.253,869.3 657.461,878.746 657.67,840.333 657.878,918.269 658.087,755.495 658.295,864.706 658.504,730.084 658.713,602.74 658.921,992.243 \n",
       "  659.13,668.89 659.338,836.094 659.547,776.997 659.755,689.366 659.964,801.529 660.173,645.039 660.381,690.169 660.59,767.254 660.798,820.323 661.007,758.208 \n",
       "  661.215,622.675 661.424,656.721 661.633,674.351 661.841,702.536 662.05,634.174 662.258,779.344 662.467,681.082 662.675,541.885 662.884,775.252 663.093,850.888 \n",
       "  663.301,801.655 663.51,770.307 663.718,605.205 663.927,536.261 664.135,626.743 664.344,720.656 664.553,650.818 664.761,764.152 664.97,591.98 665.178,610.909 \n",
       "  665.387,670.829 665.596,599.254 665.804,761.55 666.013,680.536 666.221,756.304 666.43,671.873 666.638,694.23 666.847,796.811 667.056,763.779 667.264,640.08 \n",
       "  667.473,637.456 667.681,735.994 667.89,719.548 668.098,681.766 668.307,811.457 668.516,706.251 668.724,674.197 668.933,712.748 669.141,628.075 669.35,713.526 \n",
       "  669.558,548.578 669.767,606.753 669.976,708.349 670.184,725.449 670.393,737.66 670.601,596.508 670.81,622.136 671.018,798.74 671.227,805.413 671.436,938.125 \n",
       "  671.644,882.153 671.853,737.538 672.061,899.622 672.27,815.314 672.478,837.345 672.687,755.011 672.896,764.822 673.104,820.592 673.313,808.084 673.521,787.714 \n",
       "  673.73,713.532 673.938,852.661 674.147,823.525 674.356,870.282 674.564,704.912 674.773,767.009 674.981,850.729 675.19,729.156 675.399,814.809 675.607,659.325 \n",
       "  675.816,627.301 676.024,823.158 676.233,848.019 676.441,592.914 676.65,666.268 676.859,758.098 677.067,698.461 677.276,811.196 677.484,750.03 677.693,669.678 \n",
       "  677.901,537.433 678.11,531.453 678.319,755.672 678.527,684.499 678.736,585.259 678.944,571.526 679.153,589.719 679.361,705.503 679.57,558.363 679.779,546.658 \n",
       "  679.987,549.725 680.196,600.87 680.404,797.707 680.613,672.904 680.821,747.159 681.03,581.375 681.239,688.488 681.447,550.841 681.656,616.313 681.864,406.026 \n",
       "  682.073,465.994 682.281,580.618 682.49,600.546 682.699,537.921 682.907,591.682 683.116,620.364 683.324,613.047 683.533,642.309 683.742,625.515 683.95,638.334 \n",
       "  684.159,563.044 684.367,670.86 684.576,686.212 684.784,684.672 684.993,673.157 685.202,580.67 685.41,746.607 685.619,800.654 685.827,703.049 686.036,588.861 \n",
       "  686.244,778.095 686.453,592.648 686.662,709.777 686.87,731.384 687.079,644.099 687.287,610.974 687.496,619.915 687.704,657.51 687.913,405.463 688.122,529.055 \n",
       "  688.33,607.28 688.539,528.941 688.747,548.713 688.956,573.56 689.164,525.835 689.373,617.556 689.582,470.614 689.79,562.08 689.999,614.573 690.207,448.293 \n",
       "  690.416,454.826 690.624,450.287 690.833,478.522 691.042,479.481 691.25,545.442 691.459,497.127 691.667,492.842 691.876,430.261 692.084,591.079 692.293,487.295 \n",
       "  692.502,608.368 692.71,613.043 692.919,502.015 693.127,633.039 693.336,513.753 693.545,602.587 693.753,350.947 693.962,614.197 694.17,342.461 694.379,336.29 \n",
       "  694.587,442.213 694.796,377.272 695.005,490.636 695.213,442.39 695.422,367.792 695.63,396.299 695.839,584.825 696.047,468.798 696.256,451.279 696.465,419.115 \n",
       "  696.673,690.475 696.882,480.438 697.09,498.54 697.299,464.564 697.507,613.818 697.716,715.054 697.925,606.707 698.133,535.69 698.342,561.929 698.55,659.986 \n",
       "  698.759,705.041 698.967,611.951 699.176,568.137 699.385,401.497 699.593,551.712 699.802,573.543 700.01,678.769 700.219,430.124 700.427,455.051 700.636,543.946 \n",
       "  700.845,503.27 701.053,591.14 701.262,452.954 701.47,333.797 701.679,444.881 701.888,406.384 702.096,439.077 702.305,414.348 702.513,310.035 702.722,398.643 \n",
       "  702.93,517.396 703.139,372.666 703.348,516.307 703.556,615.8 703.765,422.068 703.973,700.238 704.182,429.166 704.39,452.529 704.599,463.083 704.808,422.679 \n",
       "  705.016,452.868 705.225,412.067 705.433,514.011 705.642,527.796 705.85,543.913 706.059,463.761 706.268,454.478 706.476,440.545 706.685,458.348 706.893,412.166 \n",
       "  707.102,527.495 707.31,303.412 707.519,378.633 707.728,267.556 707.936,354.863 708.145,382.613 708.353,311.315 708.562,411.052 708.77,433.344 708.979,329.427 \n",
       "  709.188,316.901 709.396,435.345 709.605,317.055 709.813,471.289 710.022,570.746 710.23,418.869 710.439,498.503 710.648,369.03 710.856,540.079 711.065,327.892 \n",
       "  711.273,525.319 711.482,557.668 711.691,476.652 711.899,441.283 712.108,623.385 712.316,444.864 712.525,372.756 712.733,509.991 712.942,565.694 713.151,465.487 \n",
       "  713.359,511.774 713.568,502.053 713.776,456.157 713.985,475.124 714.193,566.396 714.402,524.759 714.611,662.38 714.819,506.997 715.028,539.396 715.236,592.221 \n",
       "  715.445,690.253 715.653,522.224 715.862,654.997 716.071,637.338 716.279,572.792 716.488,757.111 716.696,680.148 716.905,677.131 717.113,682.765 717.322,610.977 \n",
       "  717.531,489.454 717.739,611.621 717.948,627.804 718.156,652.035 718.365,488.909 718.573,628.925 718.782,606.025 718.991,731.304 719.199,744.525 719.408,653.35 \n",
       "  719.616,633.507 719.825,783.755 720.033,760.766 720.242,686.65 720.451,818.715 720.659,865.666 720.868,769.028 721.076,587.713 721.285,737.557 721.494,742.117 \n",
       "  721.702,784.641 721.911,839.452 722.119,810.263 722.328,684.551 722.536,792.539 722.745,790.826 722.954,704.341 723.162,842.187 723.371,883.789 723.579,800.132 \n",
       "  723.788,880.482 723.996,865.426 724.205,973.908 724.414,878.405 724.622,824.402 724.831,799.387 725.039,836.885 725.248,771.595 725.456,887.632 725.665,862.203 \n",
       "  725.874,852.188 726.082,850.323 726.291,862.364 726.499,832.097 726.708,923.29 726.916,826.694 727.125,870.066 727.334,809.123 727.542,855.531 727.751,783.972 \n",
       "  727.959,860.231 728.168,866.027 728.376,814.048 728.585,855.81 728.794,775.923 729.002,874.92 729.211,797.692 729.419,822.168 729.628,910.357 729.837,876.715 \n",
       "  730.045,919.743 730.254,918.994 730.462,818.351 730.671,830.924 730.879,775.214 731.088,823.743 731.297,691.346 731.505,867.818 731.714,598.438 731.922,789.139 \n",
       "  732.131,771.229 732.339,717.653 732.548,834.643 732.757,748.149 732.965,691.705 733.174,714.87 733.382,761.738 733.591,606.772 733.799,796.528 734.008,696.079 \n",
       "  734.217,644.59 734.425,704.236 734.634,915.073 734.842,679.54 735.051,682.695 735.259,930.532 735.468,867.239 735.677,650.846 735.885,680.686 736.094,856.217 \n",
       "  736.302,721.643 736.511,871.364 736.719,629.238 736.928,722.74 737.137,663.319 737.345,721.75 737.554,669.092 737.762,822.377 737.971,950.48 738.179,681.96 \n",
       "  738.388,724.082 738.597,714.239 738.805,788.701 739.014,736.607 739.222,754.624 739.431,769.347 739.64,642.884 739.848,578.711 740.057,803.365 740.265,843.139 \n",
       "  740.474,737.745 740.682,781.892 740.891,674.2 741.1,671.902 741.308,738.003 741.517,652.133 741.725,702.012 741.934,595.016 742.142,711.262 742.351,776.199 \n",
       "  742.56,806.411 742.768,740.576 742.977,678.904 743.185,771.054 743.394,677.838 743.602,734.688 743.811,632.546 744.02,678.863 744.228,638.259 744.437,644.129 \n",
       "  744.645,548.848 744.854,577.951 745.062,707.503 745.271,461.6 745.48,583.632 745.688,668.628 745.897,528.684 746.105,476.496 746.314,500.782 746.522,727.689 \n",
       "  746.731,501.327 746.94,440.383 747.148,397.243 747.357,481.859 747.565,735.66 747.774,629.817 747.983,505.251 748.191,584.8 748.4,432.128 748.608,642.141 \n",
       "  748.817,650.899 749.025,595.49 749.234,635.727 749.443,605.829 749.651,742.051 749.86,637.657 750.068,606.872 750.277,720.719 750.485,758.71 750.694,681.499 \n",
       "  750.903,672.062 751.111,723.887 751.32,694.056 751.528,548.19 751.737,654.958 751.945,694.136 752.154,763.565 752.363,626.158 752.571,659.077 752.78,663.442 \n",
       "  752.988,757.985 753.197,552.585 753.405,640.446 753.614,744.159 753.823,602.316 754.031,773.177 754.24,759.261 754.448,678.473 754.657,770.251 754.865,801.652 \n",
       "  755.074,731.86 755.283,867.294 755.491,730.64 755.7,747.87 755.908,792.813 756.117,784.299 756.325,725.028 756.534,726.047 756.743,783.314 756.951,939.113 \n",
       "  757.16,685.768 757.368,604.729 757.577,717.11 757.786,742.954 757.994,722.226 758.203,779.351 758.411,759.669 758.62,788.869 758.828,675.251 759.037,836.76 \n",
       "  759.246,800.973 759.454,849.087 759.663,799.581 759.871,856.678 760.08,858.94 760.288,844.261 760.497,1090.4 760.706,835.848 760.914,935.057 761.123,900.341 \n",
       "  761.331,689.521 761.54,973.102 761.748,1045.27 761.957,1029.41 762.166,1033.8 762.374,918.472 762.583,1069.43 762.791,1039.36 763,1068.29 763.208,967.342 \n",
       "  763.417,1075.07 763.626,1000.43 763.834,1151.47 764.043,960.317 764.251,938.091 764.46,887.377 764.668,1041.21 764.877,1016.4 765.086,834.263 765.294,920.704 \n",
       "  765.503,907.952 765.711,883.172 765.92,961.783 766.128,814.807 766.337,760.515 766.546,835.427 766.754,747.646 766.963,877.847 767.171,852.764 767.38,717.188 \n",
       "  767.589,749.134 767.797,608.761 768.006,766.708 768.214,694.299 768.423,735.769 768.631,746.959 768.84,555.555 769.049,678.334 769.257,846.544 769.466,949.149 \n",
       "  769.674,970.583 769.883,676.226 770.091,808.373 770.3,845.9 770.509,864.571 770.717,993.717 770.926,809.562 771.134,886.75 771.343,822.336 771.551,676.085 \n",
       "  771.76,649.917 771.969,710.617 772.177,798.243 772.386,675.272 772.594,707.798 772.803,693.725 773.011,875.248 773.22,822.853 773.429,757.592 773.637,690.959 \n",
       "  773.846,985.063 774.054,781.861 774.263,857.888 774.471,879.71 774.68,832.411 774.889,915.197 775.097,820.647 775.306,962.06 775.514,975.062 775.723,763.842 \n",
       "  775.932,839.713 776.14,806.505 776.349,920.151 776.557,783.551 776.766,732.605 776.974,810.69 777.183,932.021 777.392,810.287 777.6,919.497 777.809,916.217 \n",
       "  778.017,759.64 778.226,943.667 778.434,818.7 778.643,827.688 778.852,896.217 779.06,917.849 779.269,938.73 779.477,905.607 779.686,874.105 779.894,940.292 \n",
       "  780.103,839.949 780.312,930.764 780.52,906.486 780.729,910.005 780.937,979.467 781.146,890.011 781.354,876.043 781.563,798.055 781.772,843.991 781.98,761.755 \n",
       "  782.189,778.763 782.397,970.349 782.606,909.454 782.814,782.109 783.023,1072.76 783.232,938.846 783.44,831.866 783.649,1058.21 783.857,705.466 784.066,797.237 \n",
       "  784.274,1032.97 784.483,875.654 784.692,900.467 784.9,909.316 785.109,959.004 785.317,1044.62 785.526,814.868 785.735,951.03 785.943,780.846 786.152,744.125 \n",
       "  786.36,712.124 786.569,837.632 786.777,784.763 786.986,797.876 787.195,707.943 787.403,836.019 787.612,819.112 787.82,794.052 788.029,607.535 788.237,661.53 \n",
       "  788.446,480.124 788.655,724.143 788.863,735.396 789.072,674.292 789.28,689.216 789.489,751.62 789.697,649.268 789.906,849.914 790.115,851.958 790.323,716.142 \n",
       "  790.532,911.502 790.74,742.254 790.949,662.391 791.157,744.038 791.366,674.249 791.575,960.945 791.783,789.326 791.992,763.269 792.2,702.039 792.409,669.541 \n",
       "  792.617,728.889 792.826,657.526 793.035,895.251 793.243,711.753 793.452,726.515 793.66,660.577 793.869,723.775 794.077,767.168 794.286,708.986 794.495,850.226 \n",
       "  794.703,740.893 794.912,784.56 795.12,780.156 795.329,834.449 795.538,800.139 795.746,866.911 795.955,777.493 796.163,689.979 796.372,812.491 796.58,944.651 \n",
       "  796.789,734.305 796.998,752.037 797.206,962.49 797.415,932.095 797.623,846.489 797.832,861.236 798.04,818.604 798.249,887.054 798.458,897.86 798.666,897.99 \n",
       "  798.875,818.882 799.083,773.171 799.292,798.474 799.5,785.614 799.709,683.982 799.918,651.324 800.126,886.167 800.335,803.871 800.543,721.121 800.752,744.645 \n",
       "  800.96,837.91 801.169,892.757 801.378,727.946 801.586,814.681 801.795,730.869 802.003,833.5 802.212,852.863 802.42,901.573 802.629,728.721 802.838,810.463 \n",
       "  803.046,787.892 803.255,973.925 803.463,917.254 803.672,953.199 803.881,751.631 804.089,745.863 804.298,859.614 804.506,885.94 804.715,859.116 804.923,871.144 \n",
       "  805.132,726.904 805.341,885.307 805.549,856.546 805.758,749.745 805.966,811.988 806.175,847.017 806.383,796.708 806.592,906.434 806.801,818.553 807.009,897.158 \n",
       "  807.218,826.799 807.426,898.862 807.635,854.258 807.843,741.464 808.052,894.684 808.261,769.425 808.469,909.133 808.678,976.241 808.886,866.889 809.095,839.081 \n",
       "  809.303,832.801 809.512,1006.68 809.721,868.744 809.929,995.932 810.138,863.342 810.346,960.015 810.555,1031.29 810.763,1149.46 810.972,997.648 811.181,1178.5 \n",
       "  811.389,1178.61 811.598,1077.07 811.806,1008.99 812.015,1059.29 812.223,958.06 812.432,980.857 812.641,1197.32 812.849,1169.8 813.058,998.648 813.266,1156.35 \n",
       "  813.475,1117.78 813.684,1085.76 813.892,1018.05 814.101,890.052 814.309,937.581 814.518,919.541 814.726,1005.62 814.935,881.103 815.144,979.508 815.352,863.354 \n",
       "  815.561,827.775 815.769,815.109 815.978,725.086 816.186,834.132 816.395,734.895 816.604,879.898 816.812,836.139 817.021,861.077 817.229,1014.73 817.438,745.19 \n",
       "  817.646,749.295 817.855,918.639 818.064,815.598 818.272,926.242 818.481,683.044 818.689,716.807 818.898,889.238 819.106,921.432 819.315,626.558 819.524,768.744 \n",
       "  819.732,631.136 819.941,582.478 820.149,785.161 820.358,839.732 820.566,812.739 820.775,740.283 820.984,893.426 821.192,812.764 821.401,717.662 821.609,622.425 \n",
       "  821.818,613.53 822.027,800.153 822.235,623.616 822.444,693.708 822.652,807.397 822.861,707.589 823.069,810.328 823.278,683.513 823.487,863.615 823.695,716.3 \n",
       "  823.904,637.393 824.112,802.499 824.321,751.102 824.529,726.877 824.738,742.605 824.947,685.401 825.155,733.815 825.364,662.129 825.572,744.781 825.781,722.394 \n",
       "  825.989,696.032 826.198,733.502 826.407,770.483 826.615,623.521 826.824,705.469 827.032,584.327 827.241,528.69 827.449,630.228 827.658,600.398 827.867,624.492 \n",
       "  828.075,559.587 828.284,563.09 828.492,574.271 828.701,536.945 828.909,433.671 829.118,662.747 829.327,508.332 829.535,594.303 829.744,576.318 829.952,503.15 \n",
       "  830.161,553.435 830.369,705.809 830.578,456.421 830.787,522.168 830.995,672.329 831.204,548.041 831.412,735.147 831.621,671.193 831.83,706.438 832.038,602.998 \n",
       "  832.247,674.567 832.455,585.643 832.664,869.815 832.872,541.35 833.081,460.174 833.29,586.175 833.498,557.148 833.707,682.176 833.915,645.793 834.124,835.837 \n",
       "  834.332,773.421 834.541,835.725 834.75,746.995 834.958,724.612 835.167,848.949 835.375,675.588 835.584,729.061 835.792,663.731 836.001,625.613 836.21,658.772 \n",
       "  836.418,615.073 836.627,603.169 836.835,579.79 837.044,565.776 837.252,644.535 837.461,554.719 837.67,703.139 837.878,699.845 838.087,777.209 838.295,747.112 \n",
       "  838.504,723.831 838.712,786.039 838.921,677.425 839.13,728.355 839.338,876.395 839.547,655.47 839.755,923.21 839.964,828.366 840.172,680.073 840.381,806.237 \n",
       "  840.59,940.846 840.798,733.779 841.007,826.447 841.215,854.716 841.424,948.47 841.633,798.086 841.841,840.279 842.05,860.674 842.258,729.126 842.467,830.834 \n",
       "  842.675,777.752 842.884,905.029 843.093,982.983 843.301,977.716 843.51,975.534 843.718,921.661 843.927,955.17 844.135,999.666 844.344,762.855 844.553,955.257 \n",
       "  844.761,1040.73 844.97,979.521 845.178,1063.5 845.387,1021.33 845.595,1046 845.804,1124.11 846.013,950.085 846.221,1072.41 846.43,1034.56 846.638,983.357 \n",
       "  846.847,836.995 847.055,1079.21 847.264,1078.6 847.473,1033.74 847.681,1001.33 847.89,993.708 848.098,779.666 848.307,868.243 848.515,948.652 848.724,747.69 \n",
       "  848.933,697.388 849.141,842.727 849.35,970.108 849.558,689.459 849.767,738.348 849.976,829.068 850.184,890.612 850.393,897.244 850.601,814.795 850.81,772.378 \n",
       "  851.018,749.075 851.227,878.097 851.436,889.961 851.644,1056.41 851.853,937.231 852.061,819.019 852.27,790.396 852.478,660.516 852.687,805.36 852.896,805.587 \n",
       "  853.104,735.306 853.313,810.955 853.521,658.581 853.73,631.873 853.938,681.672 854.147,710.329 854.356,710.84 854.564,783.264 854.773,701.798 854.981,867.883 \n",
       "  855.19,919.049 855.398,787.942 855.607,917.887 855.816,767.28 856.024,850.143 856.233,790.1 856.441,926.367 856.65,674.938 856.858,705.709 857.067,711.92 \n",
       "  857.276,906.885 857.484,615.383 857.693,737.803 857.901,783.734 858.11,814.814 858.318,788.864 858.527,807.473 858.736,695.788 858.944,694.971 859.153,756.579 \n",
       "  859.361,903.273 859.57,646.042 859.779,660.327 859.987,850.54 860.196,694.595 860.404,717.703 860.613,975.87 860.821,735.394 861.03,879.646 861.239,961.057 \n",
       "  861.447,893.236 861.656,732.314 861.864,979.835 862.073,725.386 862.281,994.379 862.49,882.421 862.699,954.267 862.907,935.973 863.116,855.775 863.324,977.361 \n",
       "  863.533,1032.23 863.741,847.438 863.95,1045.99 864.159,855.92 864.367,1015.21 864.576,1058.59 864.784,1012.81 864.993,814.643 865.201,1096.12 865.41,1058.7 \n",
       "  865.619,828.283 865.827,924.695 866.036,931.21 866.244,888.955 866.453,947.209 866.661,868.51 866.87,940.185 867.079,826.54 867.287,809.585 867.496,845.894 \n",
       "  867.704,814.695 867.913,813.815 868.122,793.827 868.33,856.597 868.539,766.94 868.747,915.232 868.956,750.84 869.164,823.716 869.373,792.519 869.582,1094.12 \n",
       "  869.79,949.479 869.999,661.847 870.207,863.47 870.416,794.971 870.624,846.715 870.833,932.659 871.042,757.097 871.25,849.724 871.459,732.941 871.667,648.277 \n",
       "  871.876,794.765 872.084,713.78 872.293,681.042 872.502,852.685 872.71,666.557 872.919,665.056 873.127,605.497 873.336,879.172 873.544,740.204 873.753,635.828 \n",
       "  873.962,662.327 874.17,666.354 874.379,505.066 874.587,745.896 874.796,784.206 875.004,631.091 875.213,811.415 875.422,796.217 875.63,632.373 875.839,722.013 \n",
       "  876.047,892.171 876.256,720.597 876.464,771.058 876.673,758.726 876.882,788.44 877.09,834.773 877.299,904.967 877.507,684.66 877.716,844.909 877.925,790.705 \n",
       "  878.133,654.702 878.342,833.204 878.55,876.224 878.759,683.506 878.967,721.927 879.176,812.75 879.385,757.125 879.593,886.136 879.802,963.426 880.01,1070.56 \n",
       "  880.219,828.902 880.427,895.933 880.636,966.776 880.845,990.387 881.053,1040.16 881.262,1085.29 881.47,999.263 881.679,834.515 881.887,871.186 882.096,986.003 \n",
       "  882.305,1006.14 882.513,951.141 882.722,926.696 882.93,1060.64 883.139,1053.78 883.347,975.332 883.556,1091.78 883.765,1007.05 883.973,945.602 884.182,1080.16 \n",
       "  884.39,1147.26 884.599,1039.53 884.807,1127.32 885.016,1077.82 885.225,1149.61 885.433,748.607 885.642,1007.84 885.85,1049.44 886.059,1005.5 886.267,1017.92 \n",
       "  886.476,920.664 886.685,902.652 886.893,905.205 887.102,854.043 887.31,841.383 887.519,1045.2 887.728,840.905 887.936,992.344 888.145,971.397 888.353,991.833 \n",
       "  888.562,953.147 888.77,931.811 888.979,1008.75 889.188,871.161 889.396,892.087 889.605,1115.94 889.813,959.96 890.022,903.564 890.23,900.643 890.439,959.831 \n",
       "  890.648,837.733 890.856,914.374 891.065,967.35 891.273,958.278 891.482,1069.68 891.69,824.354 891.899,938.181 892.108,856.704 892.316,1042.94 892.525,825.744 \n",
       "  892.733,795.35 892.942,965.069 893.15,905.125 893.359,897.961 893.568,727.923 893.776,816.254 893.985,998.699 894.193,838.842 894.402,731.38 894.61,835.454 \n",
       "  894.819,821.488 895.028,709.013 895.236,817.39 895.445,959.031 895.653,785.328 895.862,694.07 896.071,761.885 896.279,909.441 896.488,736.239 896.696,900.805 \n",
       "  896.905,787.696 897.113,994.532 897.322,979.678 897.531,964.43 897.739,1016.54 897.948,860.853 898.156,872.523 898.365,776.392 898.573,885.524 898.782,792.385 \n",
       "  898.991,675.04 899.199,885.691 899.408,936.579 899.616,867.571 899.825,856.613 900.033,830.424 900.242,773.717 900.451,921.386 900.659,812.447 900.868,825.067 \n",
       "  901.076,699.032 901.285,787.363 901.493,742.489 901.702,875.661 901.911,912.59 902.119,911.5 902.328,964.588 902.536,798.589 902.745,796.456 902.953,836.571 \n",
       "  903.162,899.701 903.371,886.184 903.579,680.499 903.788,929.425 903.996,859.054 904.205,820.059 904.413,749.155 904.622,778.486 904.831,587.229 905.039,801.875 \n",
       "  905.248,728.464 905.456,618.333 905.665,836.257 905.874,651.429 906.082,606.908 906.291,624.01 906.499,570.954 906.708,713.396 906.916,617.874 907.125,773.897 \n",
       "  907.334,649.939 907.542,649.436 907.751,729.935 907.959,680.348 908.168,625.053 908.376,713.309 908.585,741.215 908.794,672.848 909.002,587.237 909.211,740.657 \n",
       "  909.419,617.227 909.628,616.715 909.836,720.044 910.045,553.179 910.254,611.022 910.462,759.978 910.671,690.871 910.879,847.963 911.088,838.846 911.296,959.303 \n",
       "  911.505,870.255 911.714,849.859 911.922,594.547 912.131,680.019 912.339,881.359 912.548,776.294 912.756,839.299 912.965,828.581 913.174,861.768 913.382,918.647 \n",
       "  913.591,801.39 913.799,892.427 914.008,899.839 914.217,855.666 914.425,799.467 914.634,977.306 914.842,758.832 915.051,961.191 915.259,946.042 915.468,888.954 \n",
       "  915.677,822.336 915.885,852.666 916.094,914.716 916.302,763.437 916.511,778.346 916.719,776.11 916.928,770.379 917.137,742.087 917.345,891.74 917.554,754.542 \n",
       "  917.762,745.363 917.971,982.328 918.179,888.661 918.388,906.632 918.597,790.408 918.805,882.782 919.014,943.557 919.222,886.175 919.431,1062.61 919.639,756.136 \n",
       "  919.848,954.921 920.057,766.559 920.265,944.323 920.474,1049.23 920.682,926.248 920.891,1049.77 921.099,1072.82 921.308,1012.73 921.517,871.666 921.725,1091.09 \n",
       "  921.934,858.541 922.142,731.454 922.351,882.324 922.559,957.468 922.768,777.654 922.977,831.705 923.185,933.869 923.394,934.641 923.602,844.026 923.811,735.032 \n",
       "  924.02,898.765 924.228,926.63 924.437,862.278 924.645,827.813 924.854,918.486 925.062,868.987 925.271,865.151 925.48,927.872 925.688,1086.73 925.897,896.413 \n",
       "  926.105,1027.38 926.314,715.429 926.522,848.894 926.731,860.254 926.94,939.961 927.148,997.867 927.357,944.304 927.565,899.146 927.774,901.013 927.982,816.256 \n",
       "  928.191,894.536 928.4,844.117 928.608,828.146 928.817,857.588 929.025,761.618 929.234,785.358 929.442,693.021 929.651,841.328 929.86,818.299 930.068,751.878 \n",
       "  930.277,668.457 930.485,797.192 930.694,719.836 930.902,912.415 931.111,849.124 931.32,886.478 931.528,603.342 931.737,573.954 931.945,600.936 932.154,733.476 \n",
       "  932.362,766.725 932.571,775.658 932.78,853.156 932.988,798.654 933.197,717.767 933.405,883.185 933.614,770.982 933.823,824.343 934.031,795.535 934.24,813.623 \n",
       "  934.448,835.42 934.657,736.808 934.865,724.571 935.074,638.135 935.283,680.191 935.491,604.152 935.7,769.21 935.908,893.152 936.117,711.909 936.325,624.551 \n",
       "  936.534,546.162 936.743,788.405 936.951,652.642 937.16,610.678 937.368,543.508 937.577,607.428 937.785,581.925 937.994,709.578 938.203,662.922 938.411,467.375 \n",
       "  938.62,624.639 938.828,594.182 939.037,436.461 939.245,511.505 939.454,539.559 939.663,549.684 939.871,496.542 940.08,570.811 940.288,387.795 940.497,521.027 \n",
       "  940.705,513.576 940.914,670.808 941.123,630.051 941.331,680.244 941.54,694.961 941.748,662.792 941.957,638.955 942.166,726.971 942.374,512.349 942.583,482.605 \n",
       "  942.791,458.181 943,499.724 943.208,546.339 943.417,416.99 943.626,444.99 943.834,580.485 944.043,579.313 944.251,540.893 944.46,382.097 944.668,608.223 \n",
       "  944.877,491.565 945.086,525.887 945.294,491.252 945.503,292.952 945.711,563.016 945.92,609.075 946.128,467.799 946.337,387.625 946.546,482.706 946.754,669.896 \n",
       "  946.963,482.111 947.171,406.291 947.38,533.606 947.588,469.256 947.797,693.563 948.006,567.482 948.214,493.625 948.423,442.413 948.631,618.564 948.84,462.916 \n",
       "  949.048,530.368 949.257,417.673 949.466,563.52 949.674,586.802 949.883,596.001 950.091,642.265 950.3,584.35 950.508,541.663 950.717,348.12 950.926,415.896 \n",
       "  951.134,494.767 951.343,534.32 951.551,519.37 951.76,460.557 951.969,380.564 952.177,585.764 952.386,453.442 952.594,476.303 952.803,445.383 953.011,496.639 \n",
       "  953.22,485.613 953.429,443.043 953.637,448.685 953.846,591.175 954.054,303.402 954.263,543.361 954.471,458.58 954.68,632.198 954.889,477.313 955.097,461.564 \n",
       "  955.306,437.009 955.514,501.38 955.723,497.101 955.931,506.209 956.14,472.074 956.349,400.421 956.557,583.155 956.766,620.542 956.974,690.45 957.183,718.369 \n",
       "  957.391,693.524 957.6,647.447 957.809,431.113 958.017,519.806 958.226,566.899 958.434,553.733 958.643,570.288 958.851,639.411 959.06,540.705 959.269,628.582 \n",
       "  959.477,599.189 959.686,678.701 959.894,665.984 960.103,610.498 960.312,804.958 960.52,663.581 960.729,725.531 960.937,745.842 961.146,747.76 961.354,613.193 \n",
       "  961.563,732.349 961.772,726.011 961.98,781.568 962.189,631.988 962.397,700.044 962.606,785.568 962.814,769.553 963.023,825.505 963.232,613.286 963.44,721.995 \n",
       "  963.649,601.443 963.857,726.033 964.066,755.152 964.274,773.273 964.483,728.711 964.692,862.899 964.9,623.505 965.109,710.75 965.317,740.973 965.526,833.693 \n",
       "  965.734,869.185 965.943,985.424 966.152,818.67 966.36,844.985 966.569,810.015 966.777,969.848 966.986,778.113 967.194,909.224 967.403,903.459 967.612,1068.49 \n",
       "  967.82,929.168 968.029,889.942 968.237,853.635 968.446,1009.68 968.654,942.563 968.863,863.783 969.072,985.45 969.28,923.247 969.489,832.936 969.697,879.16 \n",
       "  969.906,939.076 970.115,1129.68 970.323,808.947 970.532,906.924 970.74,862.817 970.949,888.628 971.157,869.338 971.366,703.652 971.575,913.826 971.783,836.122 \n",
       "  971.992,773.704 972.2,1003.03 972.409,857.934 972.617,739.223 972.826,922.025 973.035,929.206 973.243,969.56 973.452,836.241 973.66,886.554 973.869,928.097 \n",
       "  974.077,1014.53 974.286,1038.17 974.495,924.04 974.703,906.689 974.912,1011.15 975.12,891.338 975.329,863.242 975.537,969.991 975.746,826.438 975.955,807.724 \n",
       "  976.163,1052.18 976.372,926.682 976.58,987.85 976.789,987.319 976.997,997.775 977.206,1076.76 977.415,1025.8 977.623,920.413 977.832,999.724 978.04,1022.99 \n",
       "  978.249,961.452 978.457,969.889 978.666,880.501 978.875,977.365 979.083,805.403 979.292,912.457 979.5,853.494 979.709,816.383 979.918,916.631 980.126,927.378 \n",
       "  980.335,929.799 980.543,823.759 980.752,702.978 980.96,829.194 981.169,755.659 981.378,836.688 981.586,657.038 981.795,823.596 982.003,933.559 982.212,776.481 \n",
       "  982.42,856.586 982.629,958.615 982.838,1018.37 983.046,849.635 983.255,1004.89 983.463,909.435 983.672,926.354 983.88,915.841 984.089,948.246 984.298,884.582 \n",
       "  984.506,984.963 984.715,898.077 984.923,587.64 985.132,948.143 985.34,898.531 985.549,904.107 985.758,856.774 985.966,899.567 986.175,849.126 986.383,965.83 \n",
       "  986.592,1007.83 986.8,994.835 987.009,1034.24 987.218,867.958 987.426,842.686 987.635,826.761 987.843,1042.33 988.052,897.48 988.261,1163.12 988.469,900.9 \n",
       "  988.678,1152.21 988.886,802.666 989.095,832.627 989.303,721.943 989.512,1072.87 989.721,840.507 989.929,929.733 990.138,1014.6 990.346,1063.89 990.555,886.917 \n",
       "  990.763,906.945 990.972,766.786 991.181,887.523 991.389,925.849 991.598,903.139 991.806,867.935 992.015,890.281 992.223,965.066 992.432,835.667 992.641,971.222 \n",
       "  992.849,924.381 993.058,863.979 993.266,932.407 993.475,791.444 993.683,922.937 993.892,967.504 994.101,790.142 994.309,850.704 994.518,1046.98 994.726,869.703 \n",
       "  994.935,994.539 995.143,759.688 995.352,999.223 995.561,935.934 995.769,781.438 995.978,826.816 996.186,873.841 996.395,907.356 996.603,917.78 996.812,946.6 \n",
       "  997.021,867.709 997.229,1025.88 997.438,828.52 997.646,923.725 997.855,827.365 998.064,850.468 998.272,912.294 998.481,991.17 998.689,931.095 998.898,935.515 \n",
       "  999.106,931.343 999.315,936.546 999.524,1028.93 999.732,1024.12 999.941,1011.29 1000.15,1003.14 1000.36,961.825 1000.57,962.456 1000.77,880.867 1000.98,1022.3 \n",
       "  1001.19,1039.22 1001.4,880.627 1001.61,925.307 1001.82,971.638 1002.03,840.002 1002.24,830.687 1002.44,973.921 1002.65,768.034 1002.86,829.639 1003.07,905.714 \n",
       "  1003.28,966.525 1003.49,982.273 1003.7,1113.29 1003.9,1006.88 1004.11,967.664 1004.32,924.33 1004.53,932.788 1004.74,960.733 1004.95,1003.12 1005.16,1072.91 \n",
       "  1005.36,865.574 1005.57,1044.65 1005.78,944.013 1005.99,1082.71 1006.2,909.041 1006.41,1041.73 1006.62,881.307 1006.82,770.52 1007.03,1109.32 1007.24,1002.45 \n",
       "  1007.45,813.602 1007.66,1020.18 1007.87,827.802 1008.08,1127.71 1008.28,576.343 1008.49,849.427 1008.7,912.228 1008.91,731.51 1009.12,903.478 1009.33,918.556 \n",
       "  1009.54,892.589 1009.74,854.746 1009.95,845.454 1010.16,755.282 1010.37,909.531 1010.58,892.908 1010.79,1041.47 1011,1032.04 1011.2,822.469 1011.41,836.367 \n",
       "  1011.62,839.526 1011.83,919.143 1012.04,762.401 1012.25,750.016 1012.46,809.282 1012.66,759.098 1012.87,799.141 1013.08,945.233 1013.29,937.514 1013.5,748.654 \n",
       "  1013.71,753.251 1013.92,901.911 1014.12,801.568 1014.33,732.015 1014.54,766.336 1014.75,836.801 1014.96,878.357 1015.17,734.668 1015.38,754.659 1015.58,779.234 \n",
       "  1015.79,723.612 1016,804.75 1016.21,703.629 1016.42,721.096 1016.63,737.182 1016.84,854.458 1017.04,861.414 1017.25,786.495 1017.46,816.831 1017.67,962.247 \n",
       "  1017.88,811.4 1018.09,889.544 1018.3,706.793 1018.5,872.025 1018.71,749.635 1018.92,884.521 1019.13,854.698 1019.34,745.284 1019.55,842.773 1019.76,755.786 \n",
       "  1019.96,918.326 1020.17,974.327 1020.38,699.705 1020.59,763.534 1020.8,852.434 1021.01,695.685 1021.22,872.13 1021.42,1016.28 1021.63,736.977 1021.84,789.351 \n",
       "  1022.05,915.718 1022.26,780.326 1022.47,890.934 1022.68,1047.3 1022.88,606.225 1023.09,886.702 1023.3,714.081 1023.51,793.181 1023.72,853.322 1023.93,823.515 \n",
       "  1024.14,831.962 1024.34,866.383 1024.55,899.402 1024.76,851.703 1024.97,951.428 1025.18,680.022 1025.39,829.484 1025.6,905.314 1025.8,814.044 1026.01,740.38 \n",
       "  1026.22,841.553 1026.43,782.012 1026.64,750.911 1026.85,913.927 1027.06,862.709 1027.26,792.64 1027.47,849.533 1027.68,887.488 1027.89,823.025 1028.1,830.479 \n",
       "  1028.31,814.319 1028.52,791.047 1028.72,748.324 1028.93,903.074 1029.14,967.506 1029.35,786.712 1029.56,669.122 1029.77,807.734 1029.98,912.355 1030.18,899.882 \n",
       "  1030.39,899.051 1030.6,852.1 1030.81,911.181 1031.02,767.069 1031.23,782.382 1031.44,802.191 1031.64,813.492 1031.85,890.486 1032.06,830.641 1032.27,884.297 \n",
       "  1032.48,809.797 1032.69,760.243 1032.9,944.703 1033.1,832.145 1033.31,795.685 1033.52,771.526 1033.73,730.716 1033.94,845.203 1034.15,735.21 1034.36,827.809 \n",
       "  1034.56,777.563 1034.77,850.856 1034.98,911.32 1035.19,715.623 1035.4,756.599 1035.61,779.483 1035.82,720.186 1036.02,914.638 1036.23,787.511 1036.44,849.389 \n",
       "  1036.65,845.721 1036.86,870.539 1037.07,830.452 1037.28,768.008 1037.48,753.833 1037.69,729.022 1037.9,725.581 1038.11,904.087 1038.32,683.497 1038.53,900.879 \n",
       "  1038.74,853.326 1038.94,769.452 1039.15,773.286 1039.36,712.395 1039.57,734.371 1039.78,601.729 1039.99,766.013 1040.2,697.741 1040.4,853.218 1040.61,791.048 \n",
       "  1040.82,760.995 1041.03,766.987 1041.24,618.078 1041.45,654.378 1041.66,760.53 1041.86,816.529 1042.07,850.884 1042.28,716.072 1042.49,912.331 1042.7,746.282 \n",
       "  1042.91,729.932 1043.12,811.499 1043.32,697.019 1043.53,859.583 1043.74,681.17 1043.95,879.099 1044.16,771.821 1044.37,898.906 1044.58,906.896 1044.78,775.415 \n",
       "  1044.99,786.823 1045.2,790.448 1045.41,882.442 1045.62,696.088 1045.83,720.615 1046.04,570.886 1046.24,781.557 1046.45,811.21 1046.66,586.215 1046.87,807.971 \n",
       "  1047.08,820.514 1047.29,675.952 1047.5,694.673 1047.7,724.316 1047.91,757.059 1048.12,873.49 1048.33,823.539 1048.54,955.732 1048.75,936.26 1048.96,796.027 \n",
       "  1049.16,957.521 1049.37,1172.3 1049.58,795.016 1049.79,881.501 1050,955.222 1050.21,1087.02 1050.42,1149.2 1050.62,1137.75 1050.83,1153.09 1051.04,1234.6 \n",
       "  1051.25,1097.78 1051.46,1034.83 1051.67,1026.62 1051.88,937.326 1052.08,1026.77 1052.29,1053.29 1052.5,1010.56 1052.71,1224.95 1052.92,983.342 1053.13,1077.07 \n",
       "  1053.34,1331.26 1053.54,1095.48 1053.75,1231.74 1053.96,1214.91 1054.17,1078.81 1054.38,1157.57 1054.59,1198.81 1054.8,1098.93 1055,1114.16 1055.21,940.299 \n",
       "  1055.42,1155.52 1055.63,1027.35 1055.84,1090.99 1056.05,1049.83 1056.26,857.666 1056.46,1093.14 1056.67,933.11 1056.88,1045.89 1057.09,1162.75 1057.3,1103.03 \n",
       "  1057.51,1125.57 1057.72,1143.54 1057.92,974.204 1058.13,1051.62 1058.34,1145.52 1058.55,1153.03 1058.76,1226.52 1058.97,1124.29 1059.18,1129.57 1059.38,1036.76 \n",
       "  1059.59,1095.94 1059.8,891.46 1060.01,1009.91 1060.22,1115.06 1060.43,1010.85 1060.64,1085.22 1060.84,870.246 1061.05,985.788 1061.26,1036.41 1061.47,1047.63 \n",
       "  1061.68,967.347 1061.89,1017.73 1062.1,895.719 1062.3,929.78 1062.51,931.827 1062.72,742.182 1062.93,784.981 1063.14,966.607 1063.35,934.638 1063.56,888.327 \n",
       "  1063.76,907.243 1063.97,859.135 1064.18,822.082 1064.39,819.241 1064.6,938.678 1064.81,788.504 1065.02,900.596 1065.22,981.025 1065.43,1009.64 1065.64,1083.33 \n",
       "  1065.85,977.365 1066.06,983.771 1066.27,1091.79 1066.48,868.85 1066.68,884.153 1066.89,1020.23 1067.1,1064.91 1067.31,981.275 1067.52,918.769 1067.73,1057.98 \n",
       "  1067.94,1048.54 1068.14,1056.64 1068.35,1128.03 1068.56,885.517 1068.77,883.106 1068.98,965.282 1069.19,983.32 1069.4,875.997 1069.6,909.501 1069.81,897.945 \n",
       "  1070.02,879.26 1070.23,1019.09 1070.44,1123.77 1070.65,1043.67 1070.86,1002.2 1071.06,1106.73 1071.27,1099.51 1071.48,1046.89 1071.69,1061.19 1071.9,1027.54 \n",
       "  1072.11,808.937 1072.32,861.016 1072.52,887.384 1072.73,840.373 1072.94,815.093 1073.15,937.168 1073.36,927.345 1073.57,849.131 1073.78,833.604 1073.98,700.703 \n",
       "  1074.19,923.123 1074.4,871.14 1074.61,795.136 1074.82,746.986 1075.03,666.345 1075.24,863.253 1075.44,866.011 1075.65,874.517 1075.86,830.843 1076.07,1064.33 \n",
       "  1076.28,851.397 1076.49,695.113 1076.7,786.639 1076.9,837.51 1077.11,1045.22 1077.32,816.202 1077.53,766.672 1077.74,733.473 1077.95,802.165 1078.16,1018.34 \n",
       "  1078.36,829.745 1078.57,960.051 1078.78,889.858 1078.99,813.653 1079.2,944.992 1079.41,963.104 1079.62,1038.59 1079.82,917.473 1080.03,1065.98 1080.24,821.964 \n",
       "  1080.45,962.964 1080.66,961.503 1080.87,913.455 1081.08,1004.34 1081.28,907.788 1081.49,955.769 1081.7,833.613 1081.91,1043.03 1082.12,970.704 1082.33,1030.75 \n",
       "  1082.54,970.147 1082.74,1147.13 1082.95,994.119 1083.16,951.33 1083.37,967.343 1083.58,1021.68 1083.79,1067.07 1084,889.093 1084.2,926.075 1084.41,1103.71 \n",
       "  1084.62,767.808 1084.83,918.332 1085.04,916.134 1085.25,884.111 1085.46,1006.88 1085.66,1126.72 1085.87,1039.92 1086.08,1057.78 1086.29,972.176 1086.5,1130.13 \n",
       "  1086.71,1024.42 1086.92,1026.19 1087.12,1060.86 1087.33,972.392 1087.54,1004.74 1087.75,981.563 1087.96,1021.84 1088.17,943.916 1088.38,1069.88 1088.58,1094.46 \n",
       "  1088.79,1024.08 1089,1049.27 1089.21,938.19 1089.42,867.554 1089.63,978.396 1089.84,951.298 1090.04,894.854 1090.25,941.948 1090.46,931.644 1090.67,692.51 \n",
       "  1090.88,748.302 1091.09,845.583 1091.3,1013.66 1091.5,819.796 1091.71,807.76 1091.92,1019.96 1092.13,923.76 1092.34,940.184 1092.55,869.151 1092.76,864.561 \n",
       "  1092.96,787.111 1093.17,693.068 1093.38,670.913 1093.59,874.286 1093.8,871.109 1094.01,696.19 1094.22,883.233 1094.43,905.841 1094.63,649.706 1094.84,821.476 \n",
       "  1095.05,785.765 1095.26,929.157 1095.47,788.331 1095.68,736.155 1095.89,705.135 1096.09,641.09 1096.3,901.876 1096.51,773.169 1096.72,892.456 1096.93,704.903 \n",
       "  1097.14,887.242 1097.35,629.17 1097.55,763.171 1097.76,662.321 1097.97,820.799 1098.18,839.599 1098.39,865.196 1098.6,876.718 1098.81,696.883 1099.01,800.107 \n",
       "  1099.22,790.28 1099.43,670.56 1099.64,744.722 1099.85,817.868 1100.06,559.506 1100.27,591.811 1100.47,645.228 1100.68,726.025 1100.89,619.898 1101.1,517.455 \n",
       "  1101.31,581.285 1101.52,751.99 1101.73,775.249 1101.93,784.285 1102.14,609.156 1102.35,633.377 1102.56,722.633 1102.77,525.729 1102.98,610.561 1103.19,637.122 \n",
       "  1103.39,749.274 1103.6,698.131 1103.81,661.652 1104.02,798.957 1104.23,741.203 1104.44,767.27 1104.65,631.316 1104.85,552.442 1105.06,735.708 1105.27,601.624 \n",
       "  1105.48,657.991 1105.69,520.098 1105.9,566.707 1106.11,732.366 1106.31,594.389 1106.52,609.179 1106.73,691.968 1106.94,592.525 1107.15,592.641 1107.36,622.944 \n",
       "  1107.57,493.898 1107.77,572.442 1107.98,631.237 1108.19,548.113 1108.4,593.896 1108.61,699.578 1108.82,532.73 1109.03,624.141 1109.23,681.129 1109.44,725.147 \n",
       "  1109.65,605.125 1109.86,564.442 1110.07,511.749 1110.28,573.568 1110.49,429.85 1110.69,693.504 1110.9,667.23 1111.11,541.799 1111.32,456.079 1111.53,748.574 \n",
       "  1111.74,590.048 1111.95,660.679 1112.15,636.786 1112.36,611.655 1112.57,814.228 1112.78,607.26 1112.99,687.507 1113.2,530.605 1113.41,806.778 1113.61,728.223 \n",
       "  1113.82,486.769 1114.03,571.456 1114.24,551.523 1114.45,396.06 1114.66,639.287 1114.87,535.685 1115.07,484.905 1115.28,842.771 1115.49,560.831 1115.7,673.012 \n",
       "  1115.91,659.048 1116.12,629.025 1116.33,826.165 1116.53,599.381 1116.74,515.061 1116.95,685.059 1117.16,695.527 1117.37,812.498 1117.58,633.766 1117.79,894.113 \n",
       "  1117.99,655.413 1118.2,870.3 1118.41,853.605 1118.62,629.013 1118.83,718.457 1119.04,555.108 1119.25,889.578 1119.45,793.265 1119.66,976.195 1119.87,669.76 \n",
       "  1120.08,869.743 1120.29,853.444 1120.5,941.034 1120.71,750.251 1120.91,893.761 1121.12,844.447 1121.33,951.137 1121.54,946.57 1121.75,996.631 1121.96,860.194 \n",
       "  1122.17,951.637 1122.37,833.914 1122.58,893.165 1122.79,934.976 1123,932.289 1123.21,933.859 1123.42,856.985 1123.63,1044.09 1123.83,880.411 1124.04,851.153 \n",
       "  1124.25,933.07 1124.46,883.465 1124.67,702.734 1124.88,975.98 1125.09,966.201 1125.29,693.727 1125.5,753.597 1125.71,645.935 1125.92,737.976 1126.13,700.031 \n",
       "  1126.34,738.136 1126.55,702.485 1126.75,870.25 1126.96,652.667 1127.17,833.214 1127.38,778.055 1127.59,901.845 1127.8,771.042 1128.01,714.108 1128.21,902.213 \n",
       "  1128.42,849.792 1128.63,728.658 1128.84,799.993 1129.05,954.062 1129.26,1017.74 1129.47,989.924 1129.67,937.18 1129.88,846.51 1130.09,840.419 1130.3,863.117 \n",
       "  1130.51,995.435 1130.72,867.131 1130.93,806.51 1131.13,819.156 1131.34,764.499 1131.55,815.718 1131.76,718.138 1131.97,735.011 1132.18,688.353 1132.39,906.006 \n",
       "  1132.59,882.044 1132.8,808.856 1133.01,829.532 1133.22,942.602 1133.43,808.871 1133.64,598.302 1133.85,832.161 1134.05,795.672 1134.26,780.725 1134.47,674.342 \n",
       "  1134.68,662.459 1134.89,576.642 1135.1,719.968 1135.31,649.143 1135.51,701.756 1135.72,805.034 1135.93,742.782 1136.14,727.6 1136.35,563.438 1136.56,734.141 \n",
       "  1136.77,520.045 1136.97,839.086 1137.18,577.655 1137.39,717.703 1137.6,786.157 1137.81,734.897 1138.02,565.043 1138.23,724.711 1138.43,647.526 1138.64,791.168 \n",
       "  1138.85,747.946 1139.06,711.452 1139.27,701.696 1139.48,658.973 1139.69,1066.2 1139.89,885.003 1140.1,862.622 1140.31,1012.05 1140.52,799.234 1140.73,871.517 \n",
       "  1140.94,750.03 1141.15,912.971 1141.35,902.38 1141.56,1091.79 1141.77,1020.04 1141.98,871.485 1142.19,969.728 1142.4,876.731 1142.61,799.505 1142.81,849.88 \n",
       "  1143.02,823.536 1143.23,945.26 1143.44,1049.01 1143.65,942.204 1143.86,1051.68 1144.07,1073.98 1144.27,795.887 1144.48,922.735 1144.69,783.979 1144.9,796.434 \n",
       "  1145.11,707.516 1145.32,918.69 1145.53,921.211 1145.73,716.105 1145.94,753.184 1146.15,688.751 1146.36,943.121 1146.57,679.788 1146.78,960.024 1146.99,828.967 \n",
       "  1147.19,654.351 1147.4,897.4 1147.61,689.537 1147.82,656.833 1148.03,650.927 1148.24,469.216 1148.45,594.144 1148.65,539.849 1148.86,723.937 1149.07,603.118 \n",
       "  1149.28,740.426 1149.49,750.773 1149.7,326.43 1149.91,635.727 1150.11,535.648 1150.32,596.917 1150.53,743.23 1150.74,546.022 1150.95,619.575 1151.16,741.179 \n",
       "  1151.37,493.367 1151.57,536.369 1151.78,656.443 1151.99,585.725 1152.2,571.961 1152.41,758.069 1152.62,554.383 1152.83,734.314 1153.03,556.83 1153.24,726.959 \n",
       "  1153.45,758.906 1153.66,584.251 1153.87,499.432 1154.08,750.127 1154.29,605.134 1154.49,711.715 1154.7,626.76 1154.91,751.633 1155.12,593.461 1155.33,674.994 \n",
       "  1155.54,554.256 1155.75,579.704 1155.95,663.956 1156.16,764.725 1156.37,684.118 1156.58,716.786 1156.79,675.759 1157,682.025 1157.21,675.009 1157.41,597.384 \n",
       "  1157.62,641.739 1157.83,709.801 1158.04,674.72 1158.25,464.994 1158.46,656.794 1158.67,816.632 1158.87,709.424 1159.08,691.844 1159.29,724.071 1159.5,764.59 \n",
       "  1159.71,591.593 1159.92,625.223 1160.13,662.534 1160.33,782.07 1160.54,729.377 1160.75,560.74 1160.96,814.953 1161.17,527.541 1161.38,635.85 1161.59,861.663 \n",
       "  1161.79,656.344 1162,563.981 1162.21,569.564 1162.42,752.008 1162.63,770.175 1162.84,713.36 1163.05,772.14 1163.25,546.278 1163.46,643.648 1163.67,647.622 \n",
       "  1163.88,606.674 1164.09,766.775 1164.3,745.432 1164.51,800.002 1164.71,858.983 1164.92,594.105 1165.13,748.825 1165.34,840.197 1165.55,577.109 1165.76,750.888 \n",
       "  1165.97,814.274 1166.17,824.239 1166.38,806.692 1166.59,812.887 1166.8,728.005 1167.01,891.219 1167.22,891.103 1167.43,757.996 1167.63,702.985 1167.84,764.976 \n",
       "  1168.05,753.341 1168.26,873.564 1168.47,668.036 1168.68,732.046 1168.89,450.844 1169.09,941.043 1169.3,881.836 1169.51,754.663 1169.72,976 1169.93,735.014 \n",
       "  1170.14,709.43 1170.35,787.14 1170.55,812.461 1170.76,968.767 1170.97,858.528 1171.18,841.591 1171.39,925.136 1171.6,891.453 1171.81,950.749 1172.01,943.637 \n",
       "  1172.22,835.811 1172.43,924.555 1172.64,777.913 1172.85,1002.19 1173.06,1107.08 1173.27,1038.53 1173.47,1144.93 1173.68,985.732 1173.89,1110.92 1174.1,1000.54 \n",
       "  1174.31,843.328 1174.52,883.008 1174.73,1190.24 1174.93,914.099 1175.14,1089.65 1175.35,1108.84 1175.56,1053.77 1175.77,875.463 1175.98,1021.58 1176.19,946.605 \n",
       "  1176.39,1040.92 1176.6,876.708 1176.81,922.843 1177.02,1050.62 1177.23,1097.51 1177.44,1078.8 1177.65,1128.23 1177.85,992.419 1178.06,1008.99 1178.27,982.866 \n",
       "  1178.48,979.865 1178.69,1196.09 1178.9,1035.29 1179.11,952.178 1179.31,1074.35 1179.52,1029.09 1179.73,927.919 1179.94,942.836 1180.15,1016.28 1180.36,991.525 \n",
       "  1180.57,860.004 1180.77,1028.22 1180.98,1049.16 1181.19,1341.02 1181.4,994.924 1181.61,1156.88 1181.82,1147 1182.03,856.207 1182.23,911.786 1182.44,934.282 \n",
       "  1182.65,983.322 1182.86,1130.81 1183.07,932.99 1183.28,994.262 1183.49,1102.57 1183.69,1056.35 1183.9,1103.59 1184.11,1153.4 1184.32,1086.41 1184.53,1007.28 \n",
       "  1184.74,1177.98 1184.95,1075.16 1185.15,1104.95 1185.36,1107.88 1185.57,1101.04 1185.78,940.824 1185.99,1063.16 1186.2,1130.65 1186.41,1116.5 1186.62,1132.49 \n",
       "  1186.82,1169.83 1187.03,1105.53 1187.24,982.699 1187.45,1039.03 1187.66,1050.51 1187.87,1186.12 1188.08,1187.44 1188.28,1222.37 1188.49,1144.11 1188.7,1102.54 \n",
       "  1188.91,1280.09 1189.12,1014.44 1189.33,1262.73 1189.54,1145.01 1189.74,1123.72 1189.95,1174.37 1190.16,1203.28 1190.37,1149.18 1190.58,1104.22 1190.79,1194.27 \n",
       "  1191,1040.6 1191.2,1018.56 1191.41,1155.61 1191.62,1101.15 1191.83,1179.36 1192.04,997.58 1192.25,1119.95 1192.46,943.692 1192.66,1097.66 1192.87,1005.99 \n",
       "  1193.08,1090.57 1193.29,999.815 1193.5,967.662 1193.71,1019.17 1193.92,974.96 1194.12,1044.45 1194.33,951.077 1194.54,955.573 1194.75,865.534 1194.96,884.154 \n",
       "  1195.17,911.993 1195.38,907.105 1195.58,1055.87 1195.79,987.533 1196,846.968 1196.21,949.102 1196.42,851.301 1196.63,879.877 1196.84,1010.67 1197.04,902.966 \n",
       "  1197.25,1017.43 1197.46,750.878 1197.67,1003.85 1197.88,858.912 1198.09,740.53 1198.3,887.357 1198.5,769.705 1198.71,890.269 1198.92,1049.04 1199.13,894.365 \n",
       "  1199.34,998.024 1199.55,986.761 1199.76,846.521 1199.96,1044.8 1200.17,871.166 1200.38,1002.14 1200.59,950.723 1200.8,880.42 1201.01,1045.79 1201.22,1024.74 \n",
       "  1201.42,876.706 1201.63,811.658 1201.84,879.605 1202.05,949.145 1202.26,848.59 1202.47,1001.8 1202.68,959.908 1202.88,864.698 1203.09,856.347 1203.3,1120.62 \n",
       "  1203.51,982.72 1203.72,907.03 1203.93,996.354 1204.14,873.141 1204.34,972.787 1204.55,855.452 1204.76,1017.59 1204.97,1108.06 1205.18,1062.43 1205.39,917.409 \n",
       "  1205.6,1052.6 1205.8,984.187 1206.01,924.403 1206.22,1002.41 1206.43,939.076 1206.64,1214.41 1206.85,1081.84 1207.06,1085.76 1207.26,1065.2 1207.47,992.909 \n",
       "  1207.68,1009.29 1207.89,1006.09 1208.1,950.951 1208.31,1027.13 1208.52,996.085 1208.72,904.466 1208.93,1015.86 1209.14,917.882 1209.35,772.611 1209.56,962.35 \n",
       "  1209.77,836.939 1209.98,974.085 1210.18,1110.8 1210.39,941.905 1210.6,930.955 1210.81,910.829 1211.02,1091.77 1211.23,986.118 1211.44,1179.08 1211.64,1125.29 \n",
       "  1211.85,1299.62 1212.06,1284.95 1212.27,1338.51 1212.48,917.934 1212.69,1237.19 1212.9,1158.31 1213.1,1139.36 1213.31,1062.08 1213.52,938.262 1213.73,947.266 \n",
       "  1213.94,1202.3 1214.15,1044.97 1214.36,1016.02 1214.56,1020.63 1214.77,934.8 1214.98,1152.81 1215.19,815.842 1215.4,979.325 1215.61,975.833 1215.82,1133.83 \n",
       "  1216.02,1021.79 1216.23,1135.8 1216.44,1065.6 1216.65,1046.13 1216.86,1029.01 1217.07,1162.48 1217.28,1007.57 1217.48,1238.26 1217.69,1132.19 1217.9,896.433 \n",
       "  1218.11,965.78 1218.32,910.585 1218.53,1018.55 1218.74,1129.11 1218.94,1175.79 1219.15,1061.6 1219.36,1095.57 1219.57,908.705 1219.78,924.594 1219.99,908.746 \n",
       "  1220.2,993.382 1220.4,945.304 1220.61,991.748 1220.82,1024.04 1221.03,991.954 1221.24,1006.05 1221.45,995.972 1221.66,851.035 1221.86,1061.07 1222.07,901.836 \n",
       "  1222.28,975.262 1222.49,855.337 1222.7,888.413 1222.91,991.805 1223.12,1029.29 1223.32,798.226 1223.53,951.715 1223.74,976.072 1223.95,882.375 1224.16,983.267 \n",
       "  1224.37,880.17 1224.58,914.046 1224.78,905.162 1224.99,973.757 1225.2,954.717 1225.41,940.366 1225.62,703.375 1225.83,897.494 1226.04,1003.73 1226.24,837.92 \n",
       "  1226.45,729.186 1226.66,979.246 1226.87,781.205 1227.08,935.579 1227.29,934.426 1227.5,955.544 1227.7,903.719 1227.91,849.177 1228.12,912.287 1228.33,905.586 \n",
       "  1228.54,901.108 1228.75,925.054 1228.96,771.745 1229.16,988.405 1229.37,875.88 1229.58,927.217 1229.79,906.804 1230,877.642 1230.21,935.194 1230.42,1023.97 \n",
       "  1230.62,968.276 1230.83,923.817 1231.04,752.839 1231.25,1046.31 1231.46,877.105 1231.67,867.512 1231.88,827.339 1232.08,983.336 1232.29,1009.68 1232.5,1026.88 \n",
       "  1232.71,970.642 1232.92,888.654 1233.13,998.557 1233.34,1089.55 1233.54,1186.49 1233.75,1025.72 1233.96,1094.1 1234.17,1159.31 1234.38,1019.25 1234.59,1052.19 \n",
       "  1234.8,969.813 1235,945.373 1235.21,1169.91 1235.42,1176.05 1235.63,926.981 1235.84,995.693 1236.05,1096.32 1236.26,999.503 1236.46,1252.78 1236.67,992.896 \n",
       "  1236.88,1156.93 1237.09,1208.34 1237.3,1053.81 1237.51,1061.08 1237.72,1162.19 1237.92,1029.58 1238.13,1044.07 1238.34,1107.95 1238.55,1164.11 1238.76,1041.1 \n",
       "  1238.97,1138.65 1239.18,1110.65 1239.38,1117.52 1239.59,1250.83 1239.8,1036.98 1240.01,1184.34 1240.22,1272.36 1240.43,1230.79 1240.64,1050.44 1240.84,1109.79 \n",
       "  1241.05,1101.22 1241.26,1026.41 1241.47,993.819 1241.68,998.185 1241.89,1189.46 1242.1,1165.1 1242.3,1175.81 1242.51,1097.12 1242.72,1082.23 1242.93,1023.75 \n",
       "  1243.14,1186.3 1243.35,1027.06 1243.56,1163.7 1243.76,1123.73 1243.97,1176.06 1244.18,1186.76 1244.39,1156.77 1244.6,1112.79 1244.81,1135.72 1245.02,1044.88 \n",
       "  1245.22,1166.63 1245.43,1097.58 1245.64,1100.83 1245.85,1117.46 1246.06,1189.5 1246.27,1033.44 1246.48,1059.98 1246.68,1005.32 1246.89,877.409 1247.1,1202.03 \n",
       "  1247.31,1100.5 1247.52,995.075 1247.73,904.625 1247.94,1060.16 1248.14,988.334 1248.35,1137.03 1248.56,1024.51 1248.77,1110.56 1248.98,1082.95 1249.19,895.932 \n",
       "  1249.4,931.103 1249.6,932.265 1249.81,924.246 1250.02,680.676 1250.23,871.755 1250.44,872.28 1250.65,953.765 1250.86,963.898 1251.06,987.883 1251.27,819.307 \n",
       "  1251.48,912.574 1251.69,934.987 1251.9,1033.57 1252.11,966.84 1252.32,864.971 1252.52,875.39 1252.73,872.833 1252.94,817.654 1253.15,882.408 1253.36,866.414 \n",
       "  1253.57,815.837 1253.78,725.351 1253.98,819.985 1254.19,757.183 1254.4,833.331 1254.61,894.5 1254.82,862.447 1255.03,667.335 1255.24,812.097 1255.44,797.78 \n",
       "  1255.65,866.864 1255.86,904.767 1256.07,841.897 1256.28,815.304 1256.49,879.241 1256.7,888.571 1256.9,935.901 1257.11,957.155 1257.32,930.984 1257.53,784.245 \n",
       "  1257.74,900.281 1257.95,750.514 1258.16,984.281 1258.36,929.159 1258.57,980.322 1258.78,865.654 1258.99,816.165 1259.2,911.943 1259.41,925.324 1259.62,1053.62 \n",
       "  1259.82,1034.2 1260.03,836.409 1260.24,943.645 1260.45,1031.69 1260.66,896.97 1260.87,1039.52 1261.08,867.494 1261.28,896.806 1261.49,901.748 1261.7,803.29 \n",
       "  1261.91,717.321 1262.12,867.462 1262.33,843.881 1262.54,956.784 1262.74,935.804 1262.95,789.019 1263.16,937.881 1263.37,743.456 1263.58,655.341 1263.79,816.58 \n",
       "  1264,695.278 1264.2,792.22 1264.41,774.225 1264.62,891.055 1264.83,810.442 1265.04,785.129 1265.25,857.18 1265.46,818.955 1265.66,890.495 1265.87,696.494 \n",
       "  1266.08,911.16 1266.29,821.514 1266.5,977.369 1266.71,773.784 1266.92,733.232 1267.12,875.873 1267.33,856.179 1267.54,747.39 1267.75,971.382 1267.96,679.87 \n",
       "  1268.17,892.827 1268.38,949.669 1268.58,928.517 1268.79,874.766 1269,790.537 1269.21,945.61 1269.42,933.3 1269.63,990.515 1269.84,902.135 1270.04,881.071 \n",
       "  1270.25,941.008 1270.46,794.871 1270.67,936.813 1270.88,1086.69 1271.09,915.193 1271.3,908.888 1271.5,959.171 1271.71,973.99 1271.92,1138.47 1272.13,1019.52 \n",
       "  1272.34,944.843 1272.55,897.545 1272.76,1161.99 1272.96,1129.36 1273.17,1067.31 1273.38,1079.79 1273.59,1106.2 1273.8,1082.18 1274.01,1202.25 1274.22,807.562 \n",
       "  1274.42,979.153 1274.63,990.209 1274.84,1024.45 1275.05,1046.32 1275.26,1054.19 1275.47,1099.28 1275.68,845.576 1275.88,950.547 1276.09,936.837 1276.3,1055.77 \n",
       "  1276.51,993.485 1276.72,1015.53 1276.93,992.165 1277.14,1204.49 1277.34,1082.83 1277.55,1218.14 1277.76,999.16 1277.97,1039.68 1278.18,1079.51 1278.39,1098.83 \n",
       "  1278.6,1191.19 1278.81,1105.92 1279.01,1079.19 1279.22,1066.43 1279.43,1072.61 1279.64,1025.47 1279.85,1071.05 1280.06,1074.13 1280.27,1117.52 1280.47,967.7 \n",
       "  1280.68,1045.94 1280.89,1016.54 1281.1,1219.1 1281.31,1206.5 1281.52,1323.35 1281.73,1282.32 1281.93,1005.46 1282.14,1223.96 1282.35,1263.07 1282.56,1143.24 \n",
       "  1282.77,1124.74 1282.98,1076.5 1283.19,927.744 1283.39,819.973 1283.6,938.082 1283.81,916.074 1284.02,904.648 1284.23,1101.83 1284.44,1011.9 1284.65,874.076 \n",
       "  1284.85,828.837 1285.06,1077.4 1285.27,998.194 1285.48,878.207 1285.69,906.916 1285.9,842.345 1286.11,1124.99 1286.31,815.589 1286.52,912.846 1286.73,822.468 \n",
       "  1286.94,914.396 1287.15,790.007 1287.36,1045.19 1287.57,909.146 1287.77,787.438 1287.98,973.047 1288.19,728.581 1288.4,945.954 1288.61,970.884 1288.82,963.761 \n",
       "  1289.03,863.445 1289.23,932.533 1289.44,697.402 1289.65,806.812 1289.86,993.468 1290.07,865.535 1290.28,855.041 1290.49,873.606 1290.69,708.565 1290.9,726.338 \n",
       "  1291.11,744.588 1291.32,742.481 1291.53,599.538 1291.74,788.5 1291.95,643.862 1292.15,794.624 1292.36,776.744 1292.57,658.923 1292.78,786.189 1292.99,807.55 \n",
       "  1293.2,959.498 1293.41,761.922 1293.61,900.568 1293.82,1007.34 1294.03,976.327 1294.24,917.364 1294.45,814.539 1294.66,829.842 1294.87,802.059 1295.07,825.192 \n",
       "  1295.28,793.203 1295.49,868.596 1295.7,813.167 1295.91,939.902 1296.12,922.93 1296.33,780.685 1296.53,875.059 1296.74,813.37 1296.95,952.279 1297.16,822.251 \n",
       "  1297.37,945.444 1297.58,746.119 1297.79,828.153 1297.99,744.612 1298.2,704.242 1298.41,840.263 1298.62,718.82 1298.83,873.184 1299.04,883.321 1299.25,787.51 \n",
       "  1299.45,817.718 1299.66,766.833 1299.87,757.139 1300.08,652.481 1300.29,777.11 1300.5,761.626 1300.71,725.896 1300.91,770.632 1301.12,706.861 1301.33,587.612 \n",
       "  1301.54,619.907 1301.75,797.051 1301.96,789.19 1302.17,752.143 1302.37,651.878 1302.58,547.067 1302.79,657.794 1303,545.536 1303.21,682.828 1303.42,732.986 \n",
       "  1303.63,702.77 1303.83,656.169 1304.04,512.119 1304.25,605.961 1304.46,831.09 1304.67,740.743 1304.88,733.427 1305.09,687.226 1305.29,783.668 1305.5,587.195 \n",
       "  1305.71,602.678 1305.92,761.754 1306.13,694.54 1306.34,655.659 1306.55,797.841 1306.75,768.064 1306.96,902.86 1307.17,922.934 1307.38,986.794 1307.59,898.349 \n",
       "  1307.8,1018.02 1308.01,936.986 1308.21,1047.62 1308.42,1008.97 1308.63,1021.24 1308.84,1162.7 1309.05,955.446 1309.26,1083.73 1309.47,935.598 1309.67,817.13 \n",
       "  1309.88,978.242 1310.09,1033.88 1310.3,994.558 1310.51,963.244 1310.72,1066.59 1310.93,1018.49 1311.13,968.214 1311.34,979.173 1311.55,978.244 1311.76,1102.51 \n",
       "  1311.97,976.51 1312.18,989.278 1312.39,878.056 1312.59,969.844 1312.8,930.49 1313.01,861.091 1313.22,871.693 1313.43,791.823 1313.64,785.084 1313.85,1043.36 \n",
       "  1314.05,1020.06 1314.26,875.433 1314.47,1099.61 1314.68,1002.23 1314.89,1020.31 1315.1,1039.74 1315.31,973.217 1315.51,1057.18 1315.72,1065.32 1315.93,955.024 \n",
       "  1316.14,918.252 1316.35,1007.88 1316.56,917.097 1316.77,887.31 1316.97,1011.29 1317.18,1100.12 1317.39,1077.73 1317.6,872.905 1317.81,932.142 1318.02,925.57 \n",
       "  1318.23,905.322 1318.43,910.851 1318.64,841.715 1318.85,971.713 1319.06,906.894 1319.27,894.406 1319.48,839.073 1319.69,893.349 1319.89,928.289 1320.1,990.975 \n",
       "  1320.31,849.884 1320.52,977.104 1320.73,1109.4 1320.94,1067.59 1321.15,987.77 1321.35,1223.33 1321.56,842.47 1321.77,1021.05 1321.98,1136.97 1322.19,1185.03 \n",
       "  1322.4,981.414 1322.61,1083.55 1322.81,1063.07 1323.02,1072.67 1323.23,1007.23 1323.44,998.679 1323.65,1145.77 1323.86,969.145 1324.07,1210.37 1324.27,1123.11 \n",
       "  1324.48,956.813 1324.69,1068.07 1324.9,919.077 1325.11,1054.3 1325.32,849.202 1325.53,1006.9 1325.73,857.127 1325.94,1138 1326.15,994.099 1326.36,948.18 \n",
       "  1326.57,895.474 1326.78,850.214 1326.99,819.973 1327.19,867.392 1327.4,829.594 1327.61,988.354 1327.82,912.122 1328.03,926.572 1328.24,903.708 1328.45,929.25 \n",
       "  1328.65,812.381 1328.86,876.267 1329.07,882.03 1329.28,887.921 1329.49,935.016 1329.7,942.461 1329.91,909.431 1330.11,1013.91 1330.32,851.995 1330.53,867.266 \n",
       "  1330.74,933.03 1330.95,964.781 1331.16,777.102 1331.37,802.889 1331.57,873.861 1331.78,902.8 1331.99,863.822 1332.2,1040.1 1332.41,993.553 1332.62,876.284 \n",
       "  1332.83,790.802 1333.03,898.364 1333.24,994.774 1333.45,900.157 1333.66,785.388 1333.87,880.893 1334.08,967.341 1334.29,807.354 1334.49,1009.17 1334.7,784.758 \n",
       "  1334.91,887.507 1335.12,819.927 1335.33,886.727 1335.54,849.376 1335.75,672.439 1335.95,814.257 1336.16,831.1 1336.37,804.761 1336.58,826.759 1336.79,791.874 \n",
       "  1337,867.023 1337.21,983.059 1337.41,937.915 1337.62,822.452 1337.83,656.318 1338.04,884.316 1338.25,1036.55 1338.46,982.46 1338.67,849.055 1338.87,951.771 \n",
       "  1339.08,824.236 1339.29,878.653 1339.5,994.993 1339.71,780.107 1339.92,886.191 1340.13,974.515 1340.33,738.729 1340.54,1106.09 1340.75,892.271 1340.96,982.363 \n",
       "  1341.17,884.568 1341.38,960.528 1341.59,917.931 1341.79,958.845 1342,787.775 1342.21,1196.34 1342.42,983.438 1342.63,1052.05 1342.84,1211.68 1343.05,936.141 \n",
       "  1343.25,1115.31 1343.46,950.234 1343.67,1088.12 1343.88,969.256 1344.09,951.405 1344.3,1199.54 1344.51,1069.74 1344.71,1032.77 1344.92,1010.21 1345.13,1071.33 \n",
       "  1345.34,1016.97 1345.55,940.222 1345.76,1167.45 1345.97,1088.02 1346.17,1088.25 1346.38,1126.47 1346.59,1072.91 1346.8,1189.97 1347.01,1128.54 1347.22,1090.44 \n",
       "  1347.43,1194.74 1347.63,1080.81 1347.84,1099.52 1348.05,1198.79 1348.26,1264.01 1348.47,1365.78 1348.68,1231.54 1348.89,1088.35 1349.09,1241.32 1349.3,1136.02 \n",
       "  1349.51,1220.31 1349.72,1203.43 1349.93,1298.88 1350.14,1184.65 1350.35,1446.71 1350.55,1204.21 1350.76,1298.77 1350.97,1197.74 1351.18,1127.44 1351.39,1083.65 \n",
       "  1351.6,1293.12 1351.81,1140.21 1352.01,1242.76 1352.22,1242.17 1352.43,1128.26 1352.64,1188.35 1352.85,1142.61 1353.06,992.538 1353.27,1109.57 1353.47,1091.9 \n",
       "  1353.68,1283.55 1353.89,1207.27 1354.1,1222.93 1354.31,1200.66 1354.52,1023.6 1354.73,999.443 1354.93,1065.63 1355.14,1177.62 1355.35,976.631 1355.56,894.902 \n",
       "  1355.77,949.565 1355.98,1034.48 1356.19,1058.01 1356.39,1027.66 1356.6,1156.57 1356.81,1123.3 1357.02,1152.75 1357.23,875.728 1357.44,981.195 1357.65,860.373 \n",
       "  1357.85,915.809 1358.06,827.738 1358.27,981.63 1358.48,782.118 1358.69,618.801 1358.9,768.448 1359.11,690.181 1359.31,839.168 1359.52,671.986 1359.73,643.798 \n",
       "  1359.94,937.349 1360.15,864.196 1360.36,898.562 1360.57,973.062 1360.77,727.701 1360.98,755.425 1361.19,802.976 1361.4,973.79 1361.61,1086.25 1361.82,933.149 \n",
       "  1362.03,921.447 1362.23,786.079 1362.44,689.715 1362.65,780.243 1362.86,810.167 1363.07,761.362 1363.28,815.776 1363.49,737.458 1363.69,731.093 1363.9,514.358 \n",
       "  1364.11,761.215 1364.32,754.697 1364.53,736.973 1364.74,651.541 1364.95,766.231 1365.15,675.188 1365.36,716.377 1365.57,714.028 1365.78,713.332 1365.99,748.867 \n",
       "  1366.2,789.678 1366.41,887.873 1366.61,815.884 1366.82,851.343 1367.03,690.931 1367.24,788.9 1367.45,789.995 1367.66,708.959 1367.87,845.352 1368.07,897.202 \n",
       "  1368.28,929.256 1368.49,785.187 1368.7,817.153 1368.91,936.424 1369.12,811.735 1369.33,710.813 1369.53,678.442 1369.74,757.583 1369.95,746.121 1370.16,720.69 \n",
       "  1370.37,714.563 1370.58,601.858 1370.79,629.996 1370.99,597.463 1371.2,485.044 1371.41,739.055 1371.62,678.819 1371.83,612.698 1372.04,779.98 1372.25,774.068 \n",
       "  1372.46,558.976 1372.66,607.987 1372.87,687.158 1373.08,578.151 1373.29,581.165 1373.5,700.142 1373.71,505.542 1373.92,532.646 1374.12,391.253 1374.33,558.746 \n",
       "  1374.54,690.628 1374.75,641.727 1374.96,656.891 1375.17,717.38 1375.38,676.013 1375.58,749.734 1375.79,726.638 1376,736.472 1376.21,571.562 1376.42,654.473 \n",
       "  1376.63,621.049 1376.84,618.136 1377.04,626.467 1377.25,756.663 1377.46,656.431 1377.67,528.898 1377.88,581.858 1378.09,640.521 1378.3,495.457 1378.5,503.26 \n",
       "  1378.71,706.819 1378.92,653.39 1379.13,546.823 1379.34,592.166 1379.55,627.14 1379.76,602.091 1379.96,594.029 1380.17,817.177 1380.38,676.408 1380.59,879.185 \n",
       "  1380.8,764.207 1381.01,649.025 1381.22,689.082 1381.42,746.112 1381.63,634.787 1381.84,515.938 1382.05,641.486 1382.26,799.48 1382.47,760.965 1382.68,648.15 \n",
       "  1382.88,695.377 1383.09,529.304 1383.3,651.045 1383.51,844.182 1383.72,756.663 1383.93,750.885 1384.14,933.137 1384.34,964.93 1384.55,815.845 1384.76,848.038 \n",
       "  1384.97,883.279 1385.18,886.938 1385.39,834.716 1385.6,756.972 1385.8,809.309 1386.01,587.742 1386.22,716.026 1386.43,793.035 1386.64,776.288 1386.85,688.61 \n",
       "  1387.06,722.819 1387.26,600.378 1387.47,578.847 1387.68,718.467 1387.89,644.759 1388.1,696.469 1388.31,698.418 1388.52,709.175 1388.72,691.357 1388.93,646.186 \n",
       "  1389.14,697.516 1389.35,785.223 1389.56,706.676 1389.77,804 1389.98,834.4 1390.18,656.828 1390.39,760 1390.6,775.093 1390.81,796.481 1391.02,887.34 \n",
       "  1391.23,663.678 1391.44,605.45 1391.64,568.584 1391.85,645.231 1392.06,574.281 1392.27,523.277 1392.48,585.356 1392.69,687.724 1392.9,812.527 1393.1,548.036 \n",
       "  1393.31,635.226 1393.52,712.765 1393.73,461.689 1393.94,599.918 1394.15,762.008 1394.36,596.602 1394.56,695.722 1394.77,725.917 1394.98,516.734 1395.19,634.773 \n",
       "  1395.4,683.207 1395.61,746.949 1395.82,631.625 1396.02,575.872 1396.23,613.512 1396.44,689.08 1396.65,484.56 1396.86,686.535 1397.07,483.329 1397.28,641.341 \n",
       "  1397.48,577.628 1397.69,571.338 1397.9,727.715 1398.11,518.841 1398.32,648.902 1398.53,615.044 1398.74,534.747 1398.94,566.45 1399.15,708.209 1399.36,602.468 \n",
       "  1399.57,524.465 1399.78,640.031 1399.99,599.36 1400.2,601.562 1400.4,419.539 1400.61,706.109 1400.82,648.182 1401.03,478.723 1401.24,504.485 1401.45,531.826 \n",
       "  1401.66,368.528 1401.86,424.317 1402.07,525.085 1402.28,431.882 1402.49,529.043 1402.7,414.087 1402.91,391.362 1403.12,463.336 1403.32,475.648 1403.53,463.862 \n",
       "  1403.74,302.954 1403.95,513.15 1404.16,511.542 1404.37,428.385 1404.58,420.958 1404.78,473.298 1404.99,545.245 1405.2,616.616 1405.41,435.662 1405.62,418.354 \n",
       "  1405.83,234.28 1406.04,390.302 1406.24,372.345 1406.45,275.516 1406.66,256.756 1406.87,378.071 1407.08,374.618 1407.29,186.943 1407.5,183.331 1407.7,277.496 \n",
       "  1407.91,392.465 1408.12,113.064 1408.33,231.576 1408.54,250.67 1408.75,290.014 1408.96,368.938 1409.16,300.363 1409.37,317.071 1409.58,283.08 1409.79,237.736 \n",
       "  1410,315.855 1410.21,351.918 1410.42,225.691 1410.62,257.936 1410.83,467.743 1411.04,466.98 1411.25,348.969 1411.46,437.147 1411.67,443.026 1411.88,295.378 \n",
       "  1412.08,426.8 1412.29,364.449 1412.5,391.829 1412.71,413.415 1412.92,299.155 1413.13,390.059 1413.34,409.316 1413.54,482.47 1413.75,469.973 1413.96,348.782 \n",
       "  1414.17,437.49 1414.38,344.024 1414.59,393.559 1414.8,489.184 1415,366.891 1415.21,546.622 1415.42,371.764 1415.63,461.392 1415.84,401.328 1416.05,261.74 \n",
       "  1416.26,284.793 1416.46,415.106 1416.67,462.173 1416.88,474.327 1417.09,296.53 1417.3,415.972 1417.51,449.635 1417.72,282.955 1417.92,411.07 1418.13,557.7 \n",
       "  1418.34,509.451 1418.55,419.896 1418.76,636.918 1418.97,337.604 1419.18,521.625 1419.38,396.494 1419.59,469.846 1419.8,353.332 1420.01,473.266 1420.22,508.988 \n",
       "  1420.43,360.266 1420.64,467.429 1420.84,503.992 1421.05,518.61 1421.26,554.644 1421.47,438.326 1421.68,577.296 1421.89,443.342 1422.1,608.363 1422.3,593.91 \n",
       "  1422.51,551.91 1422.72,493.204 1422.93,591.443 1423.14,668.333 1423.35,703.979 1423.56,724.927 1423.76,549.688 1423.97,586.269 1424.18,473.355 1424.39,668.104 \n",
       "  1424.6,521.144 1424.81,610.816 1425.02,687.11 1425.22,608.996 1425.43,709.643 1425.64,480.961 1425.85,506.909 1426.06,634.78 1426.27,630.367 1426.48,528.724 \n",
       "  1426.68,581.379 1426.89,510.004 1427.1,521.069 1427.31,520.86 1427.52,452.637 1427.73,708.058 1427.94,648.71 1428.14,825.146 1428.35,592.535 1428.56,621.034 \n",
       "  1428.77,467.967 1428.98,603.428 1429.19,634.029 1429.4,748.252 1429.6,597.128 1429.81,504.898 1430.02,557.34 1430.23,596.821 1430.44,567.799 1430.65,487.695 \n",
       "  1430.86,509.26 1431.06,571.492 1431.27,320.203 1431.48,553.754 1431.69,615.73 1431.9,530.519 1432.11,510.544 1432.32,432.317 1432.52,407.306 1432.73,434.017 \n",
       "  1432.94,616.706 1433.15,476.895 1433.36,560.994 1433.57,568.533 1433.78,390.269 1433.98,442.357 1434.19,638.539 1434.4,500.4 1434.61,439.489 1434.82,607.184 \n",
       "  1435.03,446.16 1435.24,543.219 1435.44,632.843 1435.65,726.279 1435.86,589.453 1436.07,536.343 1436.28,561.704 1436.49,697.628 1436.7,779.268 1436.9,682.175 \n",
       "  1437.11,708.909 1437.32,587.805 1437.53,681.172 1437.74,832.61 1437.95,681.707 1438.16,668.718 1438.36,567.888 1438.57,708.701 1438.78,486.098 1438.99,610.472 \n",
       "  1439.2,586.401 1439.41,566.393 1439.62,643.499 1439.82,699.949 1440.03,682.606 1440.24,724.381 1440.45,613.855 1440.66,982.09 1440.87,866.588 1441.08,728.065 \n",
       "  1441.28,717.977 1441.49,855.904 1441.7,841.257 1441.91,946.767 1442.12,756.026 1442.33,865.614 1442.54,668.267 1442.74,732.485 1442.95,758.612 1443.16,777.362 \n",
       "  1443.37,930.879 1443.58,912.422 1443.79,708.434 1444,662.815 1444.2,699.55 1444.41,832.407 1444.62,816.834 1444.83,742.109 1445.04,763.485 1445.25,697.052 \n",
       "  1445.46,746.403 1445.66,836.815 1445.87,790.482 1446.08,774.88 1446.29,637.161 1446.5,765.391 1446.71,638.168 1446.92,723.628 1447.12,714.21 1447.33,671.425 \n",
       "  1447.54,624.521 1447.75,789.568 1447.96,697.459 1448.17,768.128 1448.38,730.127 1448.58,726.659 1448.79,877.711 1449,906.251 1449.21,732.278 1449.42,852.412 \n",
       "  1449.63,745.57 1449.84,758.806 1450.04,881.802 1450.25,905.886 1450.46,879.596 1450.67,814.426 1450.88,934.332 1451.09,880.194 1451.3,810.649 1451.5,834.294 \n",
       "  1451.71,794.636 1451.92,940.121 1452.13,857.28 1452.34,694.392 1452.55,731.92 1452.76,787.705 1452.96,823.36 1453.17,782.394 1453.38,872.67 1453.59,923.576 \n",
       "  1453.8,770.135 1454.01,770.462 1454.22,875.298 1454.42,934.312 1454.63,761.061 1454.84,879.213 1455.05,984.066 1455.26,796.275 1455.47,890.653 1455.68,857.778 \n",
       "  1455.88,839.132 1456.09,794.82 1456.3,1033.09 1456.51,800.529 1456.72,888.266 1456.93,900.655 1457.14,978.014 1457.34,796.657 1457.55,890.429 1457.76,778.426 \n",
       "  1457.97,857.007 1458.18,780.928 1458.39,969.532 1458.6,1129.13 1458.8,939.606 1459.01,917.829 1459.22,888.289 1459.43,903.209 1459.64,747.89 1459.85,1005.9 \n",
       "  1460.06,810.155 1460.26,960.104 1460.47,726.805 1460.68,923.232 1460.89,802.167 1461.1,896.226 1461.31,956.451 1461.52,893.143 1461.72,869.963 1461.93,906.214 \n",
       "  1462.14,767.761 1462.35,896.763 1462.56,902.699 1462.77,891.989 1462.98,882.412 1463.18,968.259 1463.39,1065.25 1463.6,1049.63 1463.81,1018.11 1464.02,1030.18 \n",
       "  1464.23,999.775 1464.44,1024.93 1464.65,1074.02 1464.85,945.1 1465.06,1158.22 1465.27,1069.67 1465.48,861.708 1465.69,1131.74 1465.9,848.286 1466.11,918.227 \n",
       "  1466.31,1019.91 1466.52,932.102 1466.73,999.83 1466.94,900.023 1467.15,825.977 1467.36,979.04 1467.57,924.155 1467.77,736.098 1467.98,1010.28 1468.19,1064.9 \n",
       "  1468.4,874.954 1468.61,1083.57 1468.82,803.948 1469.03,978.755 1469.23,944.887 1469.44,901.845 1469.65,1143.71 1469.86,930.219 1470.07,993.562 1470.28,872.508 \n",
       "  1470.49,1037.37 1470.69,880.691 1470.9,766.204 1471.11,928.941 1471.32,984.127 1471.53,877.444 1471.74,895.959 1471.95,907.599 1472.15,804.966 1472.36,793.524 \n",
       "  1472.57,831.505 1472.78,833.317 1472.99,668.997 1473.2,792.936 1473.41,789.305 1473.61,951.911 1473.82,857.764 1474.03,927.755 1474.24,881.918 1474.45,1010 \n",
       "  1474.66,906.207 1474.87,943.872 1475.07,947.312 1475.28,1007.12 1475.49,783.136 1475.7,763.064 1475.91,986.7 1476.12,832.652 1476.33,822.081 1476.53,997.626 \n",
       "  1476.74,822.47 1476.95,1036.4 1477.16,881.438 1477.37,769.419 1477.58,893.186 1477.79,777.127 1477.99,714.037 1478.2,902.037 1478.41,897.338 1478.62,801.476 \n",
       "  1478.83,799.651 1479.04,898.474 1479.25,735.735 1479.45,824.11 1479.66,614.926 1479.87,718.734 1480.08,777.628 1480.29,834.136 1480.5,847.161 1480.71,725.294 \n",
       "  1480.91,786.465 1481.12,683.015 1481.33,659.409 1481.54,690.464 1481.75,929.206 1481.96,906.375 1482.17,886.286 1482.37,768.549 1482.58,850.625 1482.79,655.061 \n",
       "  1483,814.143 1483.21,707.477 1483.42,701.489 1483.63,817.652 1483.83,841.163 1484.04,813.543 1484.25,756.46 1484.46,695.406 1484.67,932.361 1484.88,667.454 \n",
       "  1485.09,790.863 1485.29,872.393 1485.5,813.629 1485.71,755.946 1485.92,774.527 1486.13,800.599 1486.34,741.686 1486.55,593.015 1486.75,714.737 1486.96,752.336 \n",
       "  1487.17,733.924 1487.38,506.091 1487.59,681.151 1487.8,567.832 1488.01,659.015 1488.21,602.76 1488.42,587.032 1488.63,709.066 1488.84,650.504 1489.05,597.431 \n",
       "  1489.26,703.543 1489.47,726.238 1489.67,755.115 1489.88,819.419 1490.09,732.855 1490.3,638.68 1490.51,716.442 1490.72,692.926 1490.93,747.233 1491.13,667.613 \n",
       "  1491.34,586.299 1491.55,670.259 1491.76,437.161 1491.97,631.684 1492.18,606.77 1492.39,565.182 1492.59,499.211 1492.8,551.374 1493.01,428.44 1493.22,644.46 \n",
       "  1493.43,708.975 1493.64,587.791 1493.85,540.984 1494.05,506.93 1494.26,560.513 1494.47,507.174 1494.68,613.31 1494.89,450.53 1495.1,639.522 1495.31,515.565 \n",
       "  1495.51,388.201 1495.72,306.607 1495.93,366.283 1496.14,524.311 1496.35,375.959 1496.56,519.921 1496.77,480.491 1496.97,499.905 1497.18,483.545 1497.39,340.992 \n",
       "  1497.6,462.398 1497.81,522.272 1498.02,507.876 1498.23,649.919 1498.43,341.666 1498.64,400.492 1498.85,354.059 1499.06,187.482 1499.27,433.18 1499.48,88.0053 \n",
       "  1499.69,392.326 1499.89,327.899 1500.1,240.551 1500.31,194.322 1500.52,470.523 1500.73,468.377 1500.94,209.348 1501.15,126.462 1501.35,327.568 1501.56,331.701 \n",
       "  1501.77,407.022 1501.98,301.841 1502.19,254.5 1502.4,282.27 1502.61,239.154 1502.81,325.63 1503.02,430.906 1503.23,242.262 1503.44,478.729 1503.65,344.525 \n",
       "  1503.86,306.556 1504.07,364.247 1504.27,366.368 1504.48,422.926 1504.69,427.262 1504.9,409.882 1505.11,335.511 1505.32,465.779 1505.53,575.228 1505.73,361.975 \n",
       "  1505.94,332.393 1506.15,396.353 1506.36,465.157 1506.57,379.162 1506.78,354.511 1506.99,320.237 1507.19,313.654 1507.4,406.349 1507.61,378.879 1507.82,239.113 \n",
       "  1508.03,360.234 1508.24,371.909 1508.45,327.952 1508.65,427.156 1508.86,547.582 1509.07,281.741 1509.28,419.051 1509.49,371.051 1509.7,634.376 1509.91,544.387 \n",
       "  1510.11,515.398 1510.32,393.667 1510.53,452.636 1510.74,443.543 1510.95,539.855 1511.16,486.025 1511.37,464.167 1511.57,382.856 1511.78,420.517 1511.99,429.843 \n",
       "  1512.2,346.929 1512.41,395.812 1512.62,326.767 1512.83,413.937 1513.03,502.754 1513.24,452.743 1513.45,563.257 1513.66,425.179 1513.87,408.289 1514.08,515.738 \n",
       "  1514.29,545.531 1514.49,597.061 1514.7,408.123 1514.91,422.442 1515.12,494.574 1515.33,385.539 1515.54,625.873 1515.75,518.71 1515.95,452.319 1516.16,497.932 \n",
       "  1516.37,380.707 1516.58,422.807 1516.79,561.99 1517,476.145 1517.21,293.765 1517.41,340.473 1517.62,505.504 1517.83,347.027 1518.04,472.15 1518.25,414.182 \n",
       "  1518.46,459.822 1518.67,547.059 1518.87,436.927 1519.08,487.082 1519.29,486.872 1519.5,480.465 1519.71,513.704 1519.92,508.404 1520.13,457.999 1520.33,465.576 \n",
       "  1520.54,425.463 1520.75,393.523 1520.96,539.929 1521.17,656.831 1521.38,547.121 1521.59,548.958 1521.79,534.481 1522,555.812 1522.21,433.304 1522.42,387.185 \n",
       "  1522.63,432.75 1522.84,531.553 1523.05,484.595 1523.25,477.812 1523.46,508.285 1523.67,573.726 1523.88,413.36 1524.09,426.503 1524.3,602.564 1524.51,422.491 \n",
       "  1524.71,511.795 1524.92,606.001 1525.13,730.542 1525.34,801.862 1525.55,753.646 1525.76,663.875 1525.97,845.174 1526.17,750.293 1526.38,793.889 1526.59,689.52 \n",
       "  1526.8,809.967 1527.01,866.397 1527.22,621.085 1527.43,752.35 1527.63,690.67 1527.84,611.734 1528.05,764.733 1528.26,756.759 1528.47,730.503 1528.68,646.715 \n",
       "  1528.89,647.743 1529.09,674.137 1529.3,733.484 1529.51,765.193 1529.72,654.271 1529.93,786.27 1530.14,723.181 1530.35,542.805 1530.55,717.817 1530.76,654.059 \n",
       "  1530.97,565.259 1531.18,671.857 1531.39,622.23 1531.6,627.466 1531.81,480.648 1532.01,589.386 1532.22,640.432 1532.43,590.3 1532.64,674.5 1532.85,719.796 \n",
       "  1533.06,417.61 1533.27,368.833 1533.47,481.407 1533.68,633.789 1533.89,457.243 1534.1,426.933 1534.31,412.514 1534.52,402.374 1534.73,254.412 1534.93,592.432 \n",
       "  1535.14,402.577 1535.35,396.298 1535.56,433.241 1535.77,477.303 1535.98,506.021 1536.19,752.509 1536.39,390.531 1536.6,594.744 1536.81,363.764 1537.02,585.356 \n",
       "  1537.23,493.963 1537.44,486.906 1537.65,481.107 1537.85,481.083 1538.06,470.218 1538.27,462.752 1538.48,385.674 1538.69,510.31 1538.9,514.786 1539.11,530.961 \n",
       "  1539.31,384.508 1539.52,302.285 1539.73,404.548 1539.94,411.361 1540.15,291.957 1540.36,444.263 1540.57,588.987 1540.77,412.9 1540.98,563.781 1541.19,576.99 \n",
       "  1541.4,575.117 1541.61,578.938 1541.82,510.233 1542.03,590.217 1542.23,587.413 1542.44,509.498 1542.65,476.025 1542.86,446.298 1543.07,501.79 1543.28,484.965 \n",
       "  1543.49,409.258 1543.69,385.881 1543.9,342.88 1544.11,435.516 1544.32,513.35 1544.53,455.756 1544.74,435.736 1544.95,653.841 1545.15,394.261 1545.36,385.625 \n",
       "  1545.57,473.647 1545.78,368.65 1545.99,455.119 1546.2,335.248 1546.41,347.204 1546.61,517.144 1546.82,463.143 1547.03,520.739 1547.24,632.971 1547.45,591.817 \n",
       "  1547.66,495.42 1547.87,386.948 1548.07,516.284 1548.28,515.597 1548.49,541.007 1548.7,317.513 1548.91,414.134 1549.12,419.929 1549.33,375.275 1549.53,574.649 \n",
       "  1549.74,510.301 1549.95,457.694 1550.16,458.288 1550.37,521.572 1550.58,352.738 1550.79,542.361 1550.99,500.093 1551.2,292.02 1551.41,554.889 1551.62,343.584 \n",
       "  1551.83,419.973 1552.04,537.231 1552.25,475.885 1552.45,440.006 1552.66,374.516 1552.87,449.177 1553.08,582.246 1553.29,409.86 1553.5,330.544 1553.71,544.815 \n",
       "  1553.91,366.227 1554.12,517.73 1554.33,489.667 1554.54,483.123 1554.75,422.648 1554.96,340.697 1555.17,413.497 1555.37,398.702 1555.58,305.465 1555.79,446.433 \n",
       "  1556,488.082 1556.21,549.479 1556.42,521.771 1556.63,505.219 1556.84,517.755 1557.04,491.536 1557.25,492.844 1557.46,345.317 1557.67,473.076 1557.88,392.31 \n",
       "  1558.09,514.38 1558.3,520.881 1558.5,364.246 1558.71,248.85 1558.92,421.526 1559.13,384.822 1559.34,289.445 1559.55,588.854 1559.76,437.25 1559.96,502.163 \n",
       "  1560.17,507.472 1560.38,654.07 1560.59,472.897 1560.8,484.486 1561.01,470.901 1561.22,438.56 1561.42,518.712 1561.63,585.507 1561.84,618.361 1562.05,590.295 \n",
       "  1562.26,561.583 1562.47,804.728 1562.68,607.537 1562.88,784.228 1563.09,673.26 1563.3,518.258 1563.51,578.085 1563.72,647.292 1563.93,720.627 1564.14,699.528 \n",
       "  1564.34,696.307 1564.55,672.333 1564.76,654.155 1564.97,744.702 1565.18,794.564 1565.39,845.424 1565.6,729.922 1565.8,569.564 1566.01,661.295 1566.22,725.54 \n",
       "  1566.43,768.457 1566.64,655.65 1566.85,697.237 1567.06,540.587 1567.26,393.703 1567.47,847.964 1567.68,743.997 1567.89,716.898 1568.1,762.367 1568.31,654.54 \n",
       "  1568.52,659.415 1568.72,556.967 1568.93,753.758 1569.14,501.93 1569.35,631.568 1569.56,719.291 1569.77,493.849 1569.98,710.316 1570.18,648.742 1570.39,662.915 \n",
       "  1570.6,665.884 1570.81,665.558 1571.02,589.68 1571.23,639.819 1571.44,393.445 1571.64,448.172 1571.85,340.697 1572.06,554.571 1572.27,499.765 1572.48,517.66 \n",
       "  1572.69,438.191 1572.9,537.282 1573.1,494.646 1573.31,328.885 1573.52,444.623 1573.73,546.795 1573.94,439.819 1574.15,355.798 1574.36,462.176 1574.56,461.4 \n",
       "  1574.77,602.448 1574.98,456.985 1575.19,383.988 1575.4,436.941 1575.61,571.673 1575.82,388.755 1576.02,461.096 1576.23,396.696 1576.44,454.101 1576.65,397.722 \n",
       "  1576.86,531.839 1577.07,482.871 1577.28,452.278 1577.48,418.171 1577.69,417.967 1577.9,497.783 1578.11,423.683 1578.32,481.545 1578.53,498.624 1578.74,389.966 \n",
       "  1578.94,525.565 1579.15,382.998 1579.36,445.766 1579.57,528.681 1579.78,439.314 1579.99,496.395 1580.2,402.129 1580.4,548.396 1580.61,527.854 1580.82,630.997 \n",
       "  1581.03,590.408 1581.24,460.771 1581.45,671.468 1581.66,498.319 1581.86,654.143 1582.07,528.725 1582.28,541.433 1582.49,581.717 1582.7,452.781 1582.91,567.086 \n",
       "  1583.12,563.583 1583.32,400.477 1583.53,472.725 1583.74,417.426 1583.95,449.959 1584.16,585.529 1584.37,538.9 1584.58,510.082 1584.78,438.393 1584.99,435.687 \n",
       "  1585.2,565.283 1585.41,405.566 1585.62,517.735 1585.83,393.16 1586.04,516.67 1586.24,639.343 1586.45,488.38 1586.66,459.187 1586.87,359.538 1587.08,577.838 \n",
       "  1587.29,512.991 1587.5,567.498 1587.7,437.379 1587.91,550.077 1588.12,496.027 1588.33,455.586 1588.54,623.231 1588.75,510.84 1588.96,421.889 1589.16,654.999 \n",
       "  1589.37,568.139 1589.58,707.774 1589.79,502.695 1590,748.397 1590.21,606.129 1590.42,851.366 1590.62,688.853 1590.83,701.16 1591.04,695.002 1591.25,472.877 \n",
       "  1591.46,574.901 1591.67,489.153 1591.88,592.478 1592.08,629.789 1592.29,544.862 1592.5,564.86 1592.71,538.498 1592.92,569.065 1593.13,447.71 1593.34,557.647 \n",
       "  1593.54,577.635 1593.75,550.944 1593.96,506.508 1594.17,661.923 1594.38,557.73 1594.59,634.831 1594.8,674.839 1595,725.579 1595.21,612.625 1595.42,591.783 \n",
       "  1595.63,661.25 1595.84,473.95 1596.05,620.609 1596.26,628.614 1596.46,669.842 1596.67,700.567 1596.88,533.259 1597.09,653.477 1597.3,610.182 1597.51,621.096 \n",
       "  1597.72,467.385 1597.92,334.505 1598.13,625.541 1598.34,692.584 1598.55,524.574 1598.76,702.576 1598.97,809.5 1599.18,595.397 1599.38,431.414 1599.59,457.005 \n",
       "  1599.8,642.15 1600.01,573.506 1600.22,657.536 1600.43,535.263 1600.64,627.634 1600.84,711.415 1601.05,611.083 1601.26,586.411 1601.47,626.879 1601.68,644.782 \n",
       "  1601.89,611.322 1602.1,719.51 1602.3,741.411 1602.51,761.326 1602.72,812.609 1602.93,724.127 1603.14,822.731 1603.35,890.087 1603.56,864.855 1603.76,837.329 \n",
       "  1603.97,908.151 1604.18,797.054 1604.39,745.033 1604.6,860.51 1604.81,787.795 1605.02,865.118 1605.22,793.919 1605.43,710.199 1605.64,797.084 1605.85,697.595 \n",
       "  1606.06,651.703 1606.27,758.939 1606.48,764.338 1606.68,879.715 1606.89,873.22 1607.1,697.386 1607.31,803.345 1607.52,865.369 1607.73,785.937 1607.94,874.497 \n",
       "  1608.14,550.143 1608.35,820.537 1608.56,906.003 1608.77,931.994 1608.98,891.905 1609.19,724.377 1609.4,949.337 1609.6,883.931 1609.81,938.253 1610.02,912.526 \n",
       "  1610.23,694.025 1610.44,745.529 1610.65,834.768 1610.86,783.568 1611.06,938.462 1611.27,921.971 1611.48,884.805 1611.69,828.805 1611.9,902.599 1612.11,891.196 \n",
       "  1612.32,760.376 1612.52,910.723 1612.73,950.399 1612.94,766.248 1613.15,909.188 1613.36,722.098 1613.57,830.877 1613.78,952.974 1613.98,853.903 1614.19,874.242 \n",
       "  1614.4,803.131 1614.61,669.74 1614.82,665.354 1615.03,782.952 1615.24,673.168 1615.44,838.792 1615.65,825.062 1615.86,720.263 1616.07,641.748 1616.28,755.437 \n",
       "  1616.49,792.579 1616.7,746.022 1616.9,750.629 1617.11,973.338 1617.32,641.05 1617.53,784.38 1617.74,798.479 1617.95,722.646 1618.16,851.686 1618.36,722.558 \n",
       "  1618.57,890.643 1618.78,825.465 1618.99,852.071 1619.2,784.092 1619.41,673.761 1619.62,828.044 1619.82,809.977 1620.03,711.412 1620.24,946.39 1620.45,886.426 \n",
       "  1620.66,854.946 1620.87,749.53 1621.08,704.627 1621.28,841.302 1621.49,726.072 1621.7,784.362 1621.91,688.752 1622.12,577.478 1622.33,615.917 1622.54,685.079 \n",
       "  1622.74,716.68 1622.95,746.074 1623.16,675.108 1623.37,669.481 1623.58,634.521 1623.79,614.908 1624,490.008 1624.2,482.159 1624.41,701.333 1624.62,578.047 \n",
       "  1624.83,619.853 1625.04,428.702 1625.25,641.615 1625.46,380.675 1625.66,674.496 1625.87,556.045 1626.08,770.936 1626.29,749.649 1626.5,649.881 1626.71,450.813 \n",
       "  1626.92,568.966 1627.12,692.082 1627.33,563.349 1627.54,464.141 1627.75,733.498 1627.96,573.763 1628.17,708.724 1628.38,904.024 1628.58,572.571 1628.79,812.542 \n",
       "  1629,600.097 1629.21,646.162 1629.42,759.525 1629.63,652.837 1629.84,535.765 1630.04,647.522 1630.25,623.071 1630.46,543.335 1630.67,562.524 1630.88,586.601 \n",
       "  1631.09,659.657 1631.3,671.894 1631.5,796.799 1631.71,752.933 1631.92,730.142 1632.13,792.152 1632.34,702.389 1632.55,657.581 1632.76,816.906 1632.96,697.792 \n",
       "  1633.17,686.082 1633.38,804.107 1633.59,865.288 1633.8,730.087 1634.01,535.225 1634.22,525.881 1634.42,690.639 1634.63,605.997 1634.84,833.616 1635.05,862.517 \n",
       "  1635.26,699.401 1635.47,705.165 1635.68,788.04 1635.88,541.788 1636.09,760 1636.3,703.533 1636.51,727.044 1636.72,703.954 1636.93,815.018 1637.14,796.549 \n",
       "  1637.34,818.005 1637.55,778.648 1637.76,803.016 1637.97,719.921 1638.18,645.202 1638.39,753.859 1638.6,735.294 1638.8,864.314 1639.01,741.347 1639.22,681.893 \n",
       "  1639.43,678.704 1639.64,642.759 1639.85,452.263 1640.06,628.297 1640.26,678.854 1640.47,674.313 1640.68,592.302 1640.89,581.968 1641.1,552.339 1641.31,520.724 \n",
       "  1641.52,514.878 1641.72,627.012 1641.93,647.46 1642.14,587.144 1642.35,472.561 1642.56,419.415 1642.77,622.046 1642.98,536.919 1643.18,500.665 1643.39,566.564 \n",
       "  1643.6,503.326 1643.81,504.633 1644.02,519.909 1644.23,551.528 1644.44,501.387 1644.64,729.784 1644.85,648.277 1645.06,509.997 1645.27,561.805 1645.48,497.1 \n",
       "  1645.69,494.307 1645.9,658.902 1646.1,458.029 1646.31,516.965 1646.52,640.895 1646.73,538.281 1646.94,596.52 1647.15,574.365 1647.36,600.452 1647.56,587.192 \n",
       "  1647.77,528.857 1647.98,652.716 1648.19,405.746 1648.4,419.048 1648.61,450.582 1648.82,437.203 1649.03,437.217 1649.23,383.473 1649.44,465.976 1649.65,362.187 \n",
       "  1649.86,412.051 1650.07,583.221 1650.28,468.253 1650.49,305.217 1650.69,497.232 1650.9,383.552 1651.11,445.365 1651.32,461.44 1651.53,336.8 1651.74,520.928 \n",
       "  1651.95,471.47 1652.15,486.626 1652.36,515.986 1652.57,737.964 1652.78,455.837 1652.99,549.844 1653.2,598.351 1653.41,591.61 1653.61,465.952 1653.82,518.893 \n",
       "  1654.03,546.426 1654.24,590.129 1654.45,569.664 1654.66,477.885 1654.87,564.441 1655.07,420.341 1655.28,450.391 1655.49,485.819 1655.7,554.376 1655.91,388.695 \n",
       "  1656.12,585.262 1656.33,456.855 1656.53,355.547 1656.74,372.717 1656.95,411.459 1657.16,689.113 1657.37,415.538 1657.58,637.602 1657.79,525.878 1657.99,365.551 \n",
       "  1658.2,532.101 1658.41,268.258 1658.62,452.787 1658.83,454.671 1659.04,426.672 1659.25,502.178 1659.45,609.374 1659.66,592.916 1659.87,617.15 1660.08,500.672 \n",
       "  1660.29,341.442 1660.5,478.496 1660.71,619.477 1660.91,470.979 1661.12,497.12 1661.33,400.197 1661.54,555.599 1661.75,507.673 1661.96,529.973 1662.17,399.342 \n",
       "  1662.37,482.054 1662.58,356.529 1662.79,324.08 1663,587.072 1663.21,476.661 1663.42,673.169 1663.63,487.315 1663.83,662.668 1664.04,561.208 1664.25,564.534 \n",
       "  1664.46,514.335 1664.67,430.967 1664.88,544.934 1665.09,516.536 1665.29,351.543 1665.5,458.175 1665.71,551.165 1665.92,368.054 1666.13,286.248 1666.34,369.314 \n",
       "  1666.55,428.972 1666.75,437.753 1666.96,397.407 1667.17,558.455 1667.38,496.01 1667.59,499.368 1667.8,418.338 1668.01,532.769 1668.21,517.969 1668.42,439.269 \n",
       "  1668.63,503.149 1668.84,675.332 1669.05,579.976 1669.26,670.757 1669.47,557.462 1669.67,675.266 1669.88,573.676 1670.09,605.988 1670.3,819.04 1670.51,646.629 \n",
       "  1670.72,526.5 1670.93,538.855 1671.13,444.864 1671.34,384.351 1671.55,519.266 1671.76,619.28 1671.97,636.896 1672.18,590.17 1672.39,476.809 1672.59,431.284 \n",
       "  1672.8,491.938 1673.01,592.757 1673.22,554.826 1673.43,632.629 1673.64,457.342 1673.85,637.856 1674.05,406.509 1674.26,518.682 1674.47,446.933 1674.68,600.93 \n",
       "  1674.89,536.546 1675.1,590.518 1675.31,815.197 1675.51,654.273 1675.72,667.378 1675.93,584.423 1676.14,419.639 1676.35,612.786 1676.56,402.963 1676.77,539.754 \n",
       "  1676.97,513.515 1677.18,366.384 1677.39,621.656 1677.6,461.374 1677.81,508.995 1678.02,557.095 1678.23,550.01 1678.43,592.909 1678.64,375.939 1678.85,405.435 \n",
       "  1679.06,395.064 1679.27,509.33 1679.48,581.164 1679.69,494.283 1679.89,543.278 1680.1,623.514 1680.31,615.087 1680.52,524.726 1680.73,537.521 1680.94,666.952 \n",
       "  1681.15,458.382 1681.35,555.385 1681.56,385.717 1681.77,423.12 1681.98,518.824 1682.19,558.637 1682.4,511.424 1682.61,508.379 1682.81,438.922 1683.02,628.488 \n",
       "  1683.23,458.26 1683.44,566.054 1683.65,491.827 1683.86,574.21 1684.07,679.187 1684.27,746.229 1684.48,574.509 1684.69,559.075 1684.9,601.717 1685.11,493.796 \n",
       "  1685.32,557.379 1685.53,399.336 1685.73,397.64 1685.94,453.153 1686.15,266.032 1686.36,394.575 1686.57,539.486 1686.78,331.228 1686.99,474.766 1687.19,569.06 \n",
       "  1687.4,637.746 1687.61,524.104 1687.82,648.499 1688.03,638.351 1688.24,522.062 1688.45,524.798 1688.65,441.584 1688.86,572.724 1689.07,532.109 1689.28,512.453 \n",
       "  1689.49,783.18 1689.7,462.243 1689.91,695.864 1690.11,544.282 1690.32,501.922 1690.53,496.789 1690.74,736.182 1690.95,564.24 1691.16,628.005 1691.37,673.493 \n",
       "  1691.57,513.364 1691.78,537.295 1691.99,588.787 1692.2,583.675 1692.41,551.859 1692.62,500.702 1692.83,574.066 1693.03,608.481 1693.24,656.327 1693.45,613.638 \n",
       "  1693.66,574.412 1693.87,536.694 1694.08,616.058 1694.29,656.025 1694.49,406.764 1694.7,497.566 1694.91,427.263 1695.12,712.099 1695.33,588.222 1695.54,610.416 \n",
       "  1695.75,736.545 1695.95,570.14 1696.16,645.401 1696.37,600.501 1696.58,662.153 1696.79,652.287 1697,610.916 1697.21,561.756 1697.41,775.179 1697.62,725.175 \n",
       "  1697.83,639.993 1698.04,638.141 1698.25,784.073 1698.46,577.922 1698.67,577.234 1698.87,683.44 1699.08,687.105 1699.29,559.352 1699.5,812.808 1699.71,864.462 \n",
       "  1699.92,857.06 1700.13,704.836 1700.33,780.088 1700.54,702.513 1700.75,685.887 1700.96,812.031 1701.17,702.535 1701.38,741.849 1701.59,824.478 1701.79,698.023 \n",
       "  1702,786.936 1702.21,680.103 1702.42,724.461 1702.63,718.39 1702.84,745.552 1703.05,855.465 1703.25,631.038 1703.46,706.099 1703.67,707.389 1703.88,681.963 \n",
       "  1704.09,759.949 1704.3,658.572 1704.51,718.081 1704.71,708.085 1704.92,746.121 1705.13,768.719 1705.34,550.342 1705.55,624.125 1705.76,541.991 1705.97,778.659 \n",
       "  1706.17,596.796 1706.38,617.321 1706.59,684.073 1706.8,639.87 1707.01,684.012 1707.22,586.904 1707.43,792.819 1707.63,706.17 1707.84,777.454 1708.05,757.457 \n",
       "  1708.26,595.851 1708.47,709.773 1708.68,494.178 1708.89,641.368 1709.09,667.943 1709.3,676.887 1709.51,633.478 1709.72,598.234 1709.93,561.727 1710.14,780.465 \n",
       "  1710.35,506.568 1710.55,513.51 1710.76,609.221 1710.97,691.656 1711.18,646.346 1711.39,648.147 1711.6,486.272 1711.81,594.881 1712.01,712.531 1712.22,645.23 \n",
       "  1712.43,648.783 1712.64,657.906 1712.85,414.316 1713.06,643.414 1713.27,548.204 1713.47,543.555 1713.68,464.34 1713.89,383.211 1714.1,545.616 1714.31,513.485 \n",
       "  1714.52,481.624 1714.73,355.929 1714.93,383.975 1715.14,343.619 1715.35,424.8 1715.56,377.943 1715.77,394.009 1715.98,474.601 1716.19,450.573 1716.39,490.242 \n",
       "  1716.6,390.699 1716.81,352.954 1717.02,327.697 1717.23,406.258 1717.44,528.606 1717.65,540.299 1717.85,548.493 1718.06,694.913 1718.27,478.521 1718.48,444.251 \n",
       "  1718.69,621.726 1718.9,499.766 1719.11,611.292 1719.31,522.993 1719.52,621.959 1719.73,645.001 1719.94,451.641 1720.15,634.064 1720.36,605.992 1720.57,584.722 \n",
       "  1720.77,474.542 1720.98,452.588 1721.19,534.453 1721.4,660.093 1721.61,699.224 1721.82,593.25 1722.03,675.555 1722.23,682.127 1722.44,590.995 1722.65,505.999 \n",
       "  1722.86,688.849 1723.07,480.466 1723.28,581.516 1723.49,752.316 1723.69,568.014 1723.9,798.06 1724.11,610.708 1724.32,590.632 1724.53,615.91 1724.74,442.121 \n",
       "  1724.95,563.625 1725.15,479.498 1725.36,501.672 1725.57,743.987 1725.78,639.663 1725.99,578.367 1726.2,547.885 1726.41,548.441 1726.61,669.084 1726.82,730.015 \n",
       "  1727.03,574.648 1727.24,553.531 1727.45,543.436 1727.66,673.249 1727.87,612.273 1728.07,761.649 1728.28,450.238 1728.49,497.833 1728.7,567.397 1728.91,617.559 \n",
       "  1729.12,495.025 1729.33,599.544 1729.53,690.386 1729.74,557.206 1729.95,671.882 1730.16,617.113 1730.37,463.385 1730.58,511.428 1730.79,616.987 1730.99,535.902 \n",
       "  1731.2,582.991 1731.41,552.205 1731.62,687.314 1731.83,672.825 1732.04,677.817 1732.25,744.337 1732.45,662.369 1732.66,517.566 1732.87,441.45 1733.08,820.299 \n",
       "  1733.29,738.312 1733.5,604.023 1733.71,779.222 1733.91,666.078 1734.12,674.612 1734.33,797.491 1734.54,706.822 1734.75,776.531 1734.96,670.67 1735.17,641.013 \n",
       "  1735.37,724.925 1735.58,608.039 1735.79,523.97 1736,654.945 1736.21,856.162 1736.42,818.493 1736.63,594.126 1736.83,918.154 1737.04,764.186 1737.25,723.284 \n",
       "  1737.46,808.299 1737.67,648.157 1737.88,867.774 1738.09,813.47 1738.29,940.035 1738.5,714.527 1738.71,677.361 1738.92,676.5 1739.13,913.549 1739.34,754.042 \n",
       "  1739.55,689.337 1739.75,806.973 1739.96,836.984 1740.17,800.815 1740.38,798.768 1740.59,735.998 1740.8,655.805 1741.01,856.728 1741.22,795.638 1741.42,875.185 \n",
       "  1741.63,730.929 1741.84,805.906 1742.05,756.462 1742.26,941.936 1742.47,802.335 1742.68,771.513 1742.88,772.175 1743.09,700.606 1743.3,791.184 1743.51,654.107 \n",
       "  1743.72,617.639 1743.93,758.924 1744.14,781.243 1744.34,703.485 1744.55,680.796 1744.76,880.978 1744.97,740.5 1745.18,888.455 1745.39,777.636 1745.6,641.143 \n",
       "  1745.8,808.201 1746.01,750.47 1746.22,742.343 1746.43,611.323 1746.64,851.619 1746.85,734.91 1747.06,681.131 1747.26,767.065 1747.47,654.397 1747.68,793.982 \n",
       "  1747.89,749.502 1748.1,763.462 1748.31,837.519 1748.52,696.832 1748.72,733.142 1748.93,687.736 1749.14,732.226 1749.35,829.698 1749.56,819.8 1749.77,683.022 \n",
       "  1749.98,717.903 1750.18,882.822 1750.39,778.124 1750.6,867.109 1750.81,689.939 1751.02,871.508 1751.23,780.994 1751.44,664.756 1751.64,729.564 1751.85,733.272 \n",
       "  1752.06,773.822 1752.27,686.84 1752.48,716.842 1752.69,736.154 1752.9,848.306 1753.1,729.01 1753.31,760.657 1753.52,666.497 1753.73,767.451 1753.94,657.563 \n",
       "  1754.15,656.933 1754.36,637.195 1754.56,676.479 1754.77,637.959 1754.98,668.817 1755.19,735.263 1755.4,733.178 1755.61,695.321 1755.82,662.768 1756.02,757.779 \n",
       "  1756.23,512.296 1756.44,691.46 1756.65,646.101 1756.86,682.654 1757.07,541.655 1757.28,590.638 1757.48,877.783 1757.69,579.233 1757.9,626.533 1758.11,468.257 \n",
       "  1758.32,616.364 1758.53,512.244 1758.74,614.823 1758.94,577.973 1759.15,683.332 1759.36,369.016 1759.57,600.595 1759.78,561.045 1759.99,548.949 1760.2,637.608 \n",
       "  1760.4,534.952 1760.61,576.525 1760.82,625.09 1761.03,585.012 1761.24,435.233 1761.45,490.257 1761.66,643.273 1761.86,448.412 1762.07,458.098 1762.28,664.248 \n",
       "  1762.49,733.719 1762.7,498.732 1762.91,555.383 1763.12,399.432 1763.32,529.263 1763.53,454.388 1763.74,565.578 1763.95,566.223 1764.16,531.56 1764.37,540.577 \n",
       "  1764.58,464.11 1764.78,369.902 1764.99,371.708 1765.2,549.653 1765.41,383.953 1765.62,437.618 1765.83,632.387 1766.04,557.842 1766.24,566.495 1766.45,642.461 \n",
       "  1766.66,539.034 1766.87,436.372 1767.08,579.966 1767.29,788.755 1767.5,503.774 1767.7,542.306 1767.91,562.014 1768.12,492.062 1768.33,666.554 1768.54,552.12 \n",
       "  1768.75,519.88 1768.96,663.702 1769.16,559.719 1769.37,680.929 1769.58,784.098 1769.79,638.516 1770,812.494 1770.21,733.458 1770.42,516.421 1770.62,786.244 \n",
       "  1770.83,724.345 1771.04,764.132 1771.25,619.479 1771.46,798.795 1771.67,499.939 1771.88,428.048 1772.08,575.724 1772.29,869.685 1772.5,726.108 1772.71,640.172 \n",
       "  1772.92,731.726 1773.13,725.079 1773.34,778.571 1773.54,623.092 1773.75,747.593 1773.96,800.6 1774.17,775.118 1774.38,817.118 1774.59,892.861 1774.8,859.85 \n",
       "  1775,691.319 1775.21,752.975 1775.42,827.723 1775.63,787.965 1775.84,569.05 1776.05,644.814 1776.26,496.799 1776.46,824.776 1776.67,797.805 1776.88,794.831 \n",
       "  1777.09,649.934 1777.3,633.611 1777.51,645.28 1777.72,865.558 1777.92,672.842 1778.13,752.465 1778.34,752.625 1778.55,827.64 1778.76,948.635 1778.97,753.445 \n",
       "  1779.18,752.293 1779.38,944.738 1779.59,882.093 1779.8,851.012 1780.01,803.025 1780.22,771.002 1780.43,784.494 1780.64,884.26 1780.84,930.139 1781.05,841.427 \n",
       "  1781.26,955.242 1781.47,948.275 1781.68,846.233 1781.89,887.555 1782.1,728.434 1782.3,838.256 1782.51,860.583 1782.72,903.847 1782.93,802.676 1783.14,951.497 \n",
       "  1783.35,741.84 1783.56,862.795 1783.76,780.746 1783.97,798.14 1784.18,818.445 1784.39,754.662 1784.6,803.197 1784.81,1068.14 1785.02,811.614 1785.22,805.355 \n",
       "  1785.43,863.352 1785.64,970.225 1785.85,923.704 1786.06,956.782 1786.27,1040.58 1786.48,957.114 1786.68,764.807 1786.89,815.868 1787.1,697.729 1787.31,838.034 \n",
       "  1787.52,1050.57 1787.73,934.406 1787.94,946.473 1788.14,1010.15 1788.35,921.612 1788.56,1028.04 1788.77,964.097 1788.98,843.042 1789.19,781.923 1789.4,728.963 \n",
       "  1789.6,859.462 1789.81,769.024 1790.02,859.421 1790.23,903.421 1790.44,937.678 1790.65,850.865 1790.86,880.236 1791.06,965.751 1791.27,884.225 1791.48,896.6 \n",
       "  1791.69,1028.11 1791.9,908.362 1792.11,722.791 1792.32,895.09 1792.52,882.819 1792.73,775.693 1792.94,956.325 1793.15,821.992 1793.36,798.226 1793.57,903.517 \n",
       "  1793.78,697.844 1793.98,654.014 1794.19,1004.5 1794.4,859.484 1794.61,862.4 1794.82,861.549 1795.03,847.967 1795.24,769.435 1795.44,941.128 1795.65,754.541 \n",
       "  1795.86,847.38 1796.07,665.147 1796.28,729.626 1796.49,773.036 1796.7,877.84 1796.9,706.746 1797.11,646.705 1797.32,817.387 1797.53,675.145 1797.74,814.55 \n",
       "  1797.95,898.667 1798.16,795.171 1798.36,876.656 1798.57,746.05 1798.78,797.718 1798.99,841.608 1799.2,734.404 1799.41,684.264 1799.62,731.94 1799.82,730.292 \n",
       "  1800.03,669.709 1800.24,781.775 1800.45,865.789 1800.66,880.529 1800.87,836.17 1801.08,811.978 1801.28,778.107 1801.49,738.417 1801.7,820.206 1801.91,767.829 \n",
       "  1802.12,821.853 1802.33,602.953 1802.54,911.296 1802.74,803.804 1802.95,783.883 1803.16,920.686 1803.37,765.672 1803.58,642.693 1803.79,666.091 1804,485.866 \n",
       "  1804.2,630.325 1804.41,723.628 1804.62,735.121 1804.83,582.478 1805.04,749.7 1805.25,851.061 1805.46,587.06 1805.66,714.978 1805.87,667.864 1806.08,607.64 \n",
       "  1806.29,649.05 1806.5,641.281 1806.71,681.678 1806.92,804.622 1807.12,738.977 1807.33,609.567 1807.54,659.957 1807.75,601.955 1807.96,806.046 1808.17,731.322 \n",
       "  1808.38,715.691 1808.58,813.291 1808.79,617.931 1809,745.95 1809.21,757.983 1809.42,793.54 1809.63,662.589 1809.84,814.4 1810.04,888.896 1810.25,636.22 \n",
       "  1810.46,739.752 1810.67,787.138 1810.88,633.389 1811.09,767.243 1811.3,671.897 1811.5,645.524 1811.71,804.986 1811.92,632.033 1812.13,705.479 1812.34,889.528 \n",
       "  1812.55,842.06 1812.76,662.489 1812.96,806.806 1813.17,894.611 1813.38,810.312 1813.59,726.34 1813.8,795.846 1814.01,730.572 1814.22,734.008 1814.42,831.365 \n",
       "  1814.63,727.859 1814.84,925.096 1815.05,852.293 1815.26,731.493 1815.47,760.236 1815.68,725.597 1815.88,712.384 1816.09,772.106 1816.3,780.922 1816.51,740.595 \n",
       "  1816.72,669.512 1816.93,813.213 1817.14,829.053 1817.34,658.245 1817.55,595.223 1817.76,602.54 1817.97,890.195 1818.18,850.439 1818.39,742.99 1818.6,717.856 \n",
       "  1818.8,843.13 1819.01,719.375 1819.22,811.214 1819.43,750.385 1819.64,822.612 1819.85,875.874 1820.06,726.229 1820.26,825.6 1820.47,886.629 1820.68,655.044 \n",
       "  1820.89,712.555 1821.1,618.205 1821.31,789.712 1821.52,763.632 1821.72,779.582 1821.93,735.131 1822.14,533.968 1822.35,581.708 1822.56,524.777 1822.77,563.759 \n",
       "  1822.98,617.914 1823.18,604.675 1823.39,771.928 1823.6,548.369 1823.81,620.538 1824.02,613.371 1824.23,757.255 1824.44,785.067 1824.64,530.268 1824.85,789.159 \n",
       "  1825.06,610.751 1825.27,611.049 1825.48,665.768 1825.69,789.609 1825.9,776.215 1826.1,736.248 1826.31,638.462 1826.52,597.642 1826.73,832.214 1826.94,676.504 \n",
       "  1827.15,811.964 1827.36,627.513 1827.56,864.304 1827.77,734.151 1827.98,725.284 1828.19,919.905 1828.4,860.566 1828.61,888.495 1828.82,803.447 1829.02,853.78 \n",
       "  1829.23,910.089 1829.44,733.605 1829.65,713.775 1829.86,685.754 1830.07,751.45 1830.28,893.358 1830.48,798.063 1830.69,623.705 1830.9,706.996 1831.11,763.581 \n",
       "  1831.32,659.78 1831.53,726.472 1831.74,922.766 1831.94,676.945 1832.15,985.608 1832.36,823.426 1832.57,882.83 1832.78,896.407 1832.99,813.473 1833.2,865.841 \n",
       "  1833.41,843.657 1833.61,770.071 1833.82,824.215 1834.03,906.424 1834.24,911.561 1834.45,860.48 1834.66,929.845 1834.87,841.891 1835.07,646.676 1835.28,867.881 \n",
       "  1835.49,829.124 1835.7,909.047 1835.91,903.109 1836.12,940.626 1836.33,1001.47 1836.53,863.731 1836.74,962.591 1836.95,1020.69 1837.16,652.217 1837.37,806.588 \n",
       "  1837.58,838.214 1837.79,901.98 1837.99,890.29 1838.2,810.6 1838.41,841.007 1838.62,836.995 1838.83,899.937 1839.04,903.162 1839.25,916.05 1839.45,1024.46 \n",
       "  1839.66,1038.75 1839.87,902.203 1840.08,940.908 1840.29,819.41 1840.5,1013.54 1840.71,1008.36 1840.91,938.509 1841.12,939.45 1841.33,941.456 1841.54,847.192 \n",
       "  1841.75,1048.08 1841.96,1038.1 1842.17,949.747 1842.37,1086.11 1842.58,1162.19 1842.79,1204.73 1843,1047.19 1843.21,1129.88 1843.42,1174.09 1843.63,1184.82 \n",
       "  1843.83,1139.29 1844.04,1364.23 1844.25,1118.37 1844.46,1141.46 1844.67,1127.32 1844.88,1002.19 1845.09,979.383 1845.29,1105.93 1845.5,1106.91 1845.71,1007.61 \n",
       "  1845.92,1175.07 1846.13,1236.13 1846.34,1061.46 1846.55,1093.35 1846.75,1262.15 1846.96,1160.33 1847.17,1302.41 1847.38,1328.93 1847.59,1124.59 1847.8,1121.32 \n",
       "  1848.01,1322.31 1848.21,1177.28 1848.42,1245.63 1848.63,1116.38 1848.84,991.536 1849.05,986.707 1849.26,1072.58 1849.47,1036.34 1849.67,1064.35 1849.88,1143.83 \n",
       "  1850.09,1140.81 1850.3,1107.29 1850.51,1179.74 1850.72,965.962 1850.93,1005.53 1851.13,984.129 1851.34,954.139 1851.55,944.404 1851.76,1221.01 1851.97,994.001 \n",
       "  1852.18,1012.77 1852.39,1136.91 1852.59,1007.58 1852.8,1128.02 1853.01,1091.71 1853.22,1125.53 1853.43,1061.2 1853.64,1005.52 1853.85,910.012 1854.05,975.768 \n",
       "  1854.26,1055.64 1854.47,1018.42 1854.68,991.295 1854.89,999.723 1855.1,884.71 1855.31,1032.34 1855.51,1021.39 1855.72,860.348 1855.93,1053.6 1856.14,815.473 \n",
       "  1856.35,952.483 1856.56,1081.37 1856.77,1031.82 1856.97,995.741 1857.18,859.89 1857.39,831.333 1857.6,923.002 1857.81,864.027 1858.02,961.105 1858.23,912.662 \n",
       "  1858.43,748.099 1858.64,1001.79 1858.85,989.664 1859.06,895.934 1859.27,730.964 1859.48,871.282 1859.69,1003.03 1859.89,897.388 1860.1,949.709 1860.31,990.722 \n",
       "  1860.52,942.251 1860.73,884.881 1860.94,972.506 1861.15,848.825 1861.35,831.831 1861.56,988.804 1861.77,851.813 1861.98,811.919 1862.19,923.71 1862.4,803.54 \n",
       "  1862.61,769.691 1862.81,725.568 1863.02,863.018 1863.23,869.07 1863.44,1050.82 1863.65,851.222 1863.86,883.867 1864.07,891.553 1864.27,924.607 1864.48,641.241 \n",
       "  1864.69,765.563 1864.9,888.677 1865.11,910.068 1865.32,989.882 1865.53,938.888 1865.73,746.752 1865.94,781.447 1866.15,1030.97 1866.36,1000.17 1866.57,937.04 \n",
       "  1866.78,795.161 1866.99,1039.27 1867.19,803.658 1867.4,991.297 1867.61,1026.56 1867.82,897.519 1868.03,1036.98 1868.24,966.034 1868.45,981.197 1868.65,1052.49 \n",
       "  1868.86,1048.26 1869.07,938.586 1869.28,1019.23 1869.49,905.433 1869.7,1166.72 1869.91,939.946 1870.11,869.689 1870.32,1038.54 1870.53,1004.09 1870.74,874.447 \n",
       "  1870.95,947.586 1871.16,1053.44 1871.37,1002.17 1871.57,1053.06 1871.78,964.072 1871.99,997.889 1872.2,994.968 1872.41,917.731 1872.62,920.367 1872.83,927.185 \n",
       "  1873.03,922.766 1873.24,1130.6 1873.45,1173.58 1873.66,1181.08 1873.87,972.387 1874.08,1098.96 1874.29,1139.62 1874.49,1060.72 1874.7,1051.72 1874.91,1122.67 \n",
       "  1875.12,1059.95 1875.33,1005.13 1875.54,946.839 1875.75,997.291 1875.95,994.559 1876.16,967.203 1876.37,882.653 1876.58,1077.2 1876.79,965.815 1877,1014.46 \n",
       "  1877.21,963.814 1877.41,1083.23 1877.62,1043.81 1877.83,999.549 1878.04,1053.04 1878.25,1226.36 1878.46,1223.3 1878.67,1144.14 1878.87,1125.01 1879.08,1245.03 \n",
       "  1879.29,1090.49 1879.5,1215.13 1879.71,1079.08 1879.92,1238.73 1880.13,1114.63 1880.33,1114.43 1880.54,1138.23 1880.75,1165.37 1880.96,1190.02 1881.17,1153.4 \n",
       "  1881.38,992.289 1881.59,1147.31 1881.79,1203.11 1882,1185.33 1882.21,1039.07 1882.42,1091.35 1882.63,1031.27 1882.84,1069.05 1883.05,1121.47 1883.25,1040.84 \n",
       "  1883.46,975.186 1883.67,1085.19 1883.88,1166.76 1884.09,998.468 1884.3,884.842 1884.51,1215.71 1884.71,1149.96 1884.92,1008.1 1885.13,965.843 1885.34,1236.87 \n",
       "  1885.55,1191.05 1885.76,1141 1885.97,986.09 1886.17,938.948 1886.38,929.276 1886.59,1205.69 1886.8,1045.32 1887.01,1027.73 1887.22,1071.38 1887.43,1013.43 \n",
       "  1887.63,1245.38 1887.84,1132.77 1888.05,957.341 1888.26,1056.74 1888.47,1111.97 1888.68,1082.4 1888.89,1062.28 1889.09,953.008 1889.3,996.455 1889.51,981.061 \n",
       "  1889.72,956.706 1889.93,806.304 1890.14,935.01 1890.35,890.723 1890.55,866.155 1890.76,979.007 1890.97,1029.21 1891.18,776.24 1891.39,970.597 1891.6,973.782 \n",
       "  1891.81,930.54 1892.01,1052.06 1892.22,1024.7 1892.43,876.716 1892.64,978.961 1892.85,976.535 1893.06,1011.02 1893.27,807.053 1893.47,863.317 1893.68,951.93 \n",
       "  1893.89,1051.55 1894.1,1025.32 1894.31,859.666 1894.52,853.885 1894.73,925.737 1894.93,1003.78 1895.14,622.689 1895.35,744.653 1895.56,786.821 1895.77,781.69 \n",
       "  1895.98,767.555 1896.19,616.503 1896.39,755.492 1896.6,659.646 1896.81,824.077 1897.02,886.028 1897.23,889.192 1897.44,710.973 1897.65,706.808 1897.85,783.732 \n",
       "  1898.06,705.41 1898.27,888.279 1898.48,724.763 1898.69,743.944 1898.9,674.478 1899.11,784.132 1899.31,737.831 1899.52,863.415 1899.73,861.978 1899.94,840.913 \n",
       "  1900.15,716.643 1900.36,901.561 1900.57,668.778 1900.77,840.51 1900.98,847.737 1901.19,668.495 1901.4,804.561 1901.61,874.02 1901.82,809.204 1902.03,1008.57 \n",
       "  1902.23,751.046 1902.44,966.822 1902.65,824.584 1902.86,890.512 1903.07,873.081 1903.28,910.372 1903.49,921.077 1903.69,866.053 1903.9,779.744 1904.11,900.879 \n",
       "  1904.32,998.591 1904.53,936.561 1904.74,860.839 1904.95,1023.97 1905.15,962.521 1905.36,832.375 1905.57,1005.04 1905.78,854.493 1905.99,957.6 1906.2,956.136 \n",
       "  1906.41,860.822 1906.61,885.15 1906.82,955.061 1907.03,761.064 1907.24,787.523 1907.45,803.606 1907.66,787.688 1907.87,788.084 1908.07,913.211 1908.28,617.39 \n",
       "  1908.49,779.298 1908.7,623.249 1908.91,857.575 1909.12,701.903 1909.33,692.889 1909.53,715.741 1909.74,771.128 1909.95,838.857 1910.16,845.619 1910.37,692.453 \n",
       "  1910.58,714.32 1910.79,815.043 1910.99,1004.8 1911.2,880.696 1911.41,741.837 1911.62,859.012 1911.83,879.302 1912.04,934.836 1912.25,944.245 1912.45,775.443 \n",
       "  1912.66,763.927 1912.87,847.976 1913.08,833.472 1913.29,757.702 1913.5,737.27 1913.71,714.67 1913.91,725.141 1914.12,737.533 1914.33,691.361 1914.54,758.021 \n",
       "  1914.75,796.413 1914.96,765.9 1915.17,818.109 1915.37,863.627 1915.58,745.296 1915.79,808.507 1916,839.458 1916.21,912.754 1916.42,908.936 1916.63,767.501 \n",
       "  1916.83,812.934 1917.04,740.481 1917.25,717.156 1917.46,714.102 1917.67,654.841 1917.88,895.422 1918.09,628.328 1918.29,763.684 1918.5,689.757 1918.71,870.973 \n",
       "  1918.92,751.338 1919.13,653.584 1919.34,752.968 1919.55,695.328 1919.75,747.138 1919.96,794.197 1920.17,611.697 1920.38,618.694 1920.59,696.72 1920.8,694.462 \n",
       "  1921.01,572.089 1921.21,662.443 1921.42,708.739 1921.63,531.164 1921.84,891.378 1922.05,788.731 1922.26,740.296 1922.47,760.354 1922.67,756.003 1922.88,776 \n",
       "  1923.09,772.633 1923.3,665.771 1923.51,671.081 1923.72,621.343 1923.93,462.999 1924.13,712.853 1924.34,703.724 1924.55,720.258 1924.76,697.187 1924.97,555.264 \n",
       "  1925.18,576.176 1925.39,631.225 1925.6,585.494 1925.8,701.928 1926.01,749.052 1926.22,607.953 1926.43,605.669 1926.64,486.389 1926.85,476.596 1927.06,513.632 \n",
       "  1927.26,416.723 1927.47,482.468 1927.68,498.535 1927.89,579.624 1928.1,436.949 1928.31,599.243 1928.52,527.634 1928.72,768.934 1928.93,574.246 1929.14,512.786 \n",
       "  1929.35,608.443 1929.56,397.381 1929.77,459.062 1929.98,464.655 1930.18,549.811 1930.39,530.16 1930.6,548.321 1930.81,441.224 1931.02,619.019 1931.23,527.999 \n",
       "  1931.44,686.665 1931.64,593.043 1931.85,558.436 1932.06,573.415 1932.27,610.213 1932.48,549.328 1932.69,657.23 1932.9,569.765 1933.1,551.676 1933.31,641.045 \n",
       "  1933.52,602.008 1933.73,452.505 1933.94,422.763 1934.15,496.624 1934.36,490.58 1934.56,657.456 1934.77,658.99 1934.98,644.876 1935.19,817.693 1935.4,575.617 \n",
       "  1935.61,610.941 1935.82,490.665 1936.02,494.976 1936.23,706.232 1936.44,634.093 1936.65,625.446 1936.86,651.419 1937.07,610.712 1937.28,549.298 1937.48,359.085 \n",
       "  1937.69,555.642 1937.9,578.476 1938.11,570.802 1938.32,489.733 1938.53,477.446 1938.74,612.724 1938.94,591.027 1939.15,584.753 1939.36,613.599 1939.57,629.88 \n",
       "  1939.78,811.349 1939.99,667.532 1940.2,636.603 1940.4,553.17 1940.61,498.519 1940.82,448.11 1941.03,411.034 1941.24,546.998 1941.45,633.868 1941.66,635.472 \n",
       "  1941.86,557.589 1942.07,564.492 1942.28,473.988 1942.49,798.526 1942.7,655.669 1942.91,421.293 1943.12,626.013 1943.32,686.061 1943.53,468.783 1943.74,481.468 \n",
       "  1943.95,763.212 1944.16,552.789 1944.37,551.739 1944.58,745.951 1944.78,638.288 1944.99,573.542 1945.2,605.988 1945.41,669.916 1945.62,548.71 1945.83,697.633 \n",
       "  1946.04,663.012 1946.24,705.798 1946.45,689.589 1946.66,820.861 1946.87,591.083 1947.08,560.153 1947.29,724.705 1947.5,762.998 1947.7,745.754 1947.91,722.239 \n",
       "  1948.12,808.499 1948.33,713.891 1948.54,801.817 1948.75,795.035 1948.96,755.161 1949.16,871.273 1949.37,898.489 1949.58,836.868 1949.79,875.214 1950,1034.32 \n",
       "  1950.21,904.575 1950.42,906.865 1950.62,833.187 1950.83,948.877 1951.04,722.074 1951.25,1010.39 1951.46,957.76 1951.67,964.326 1951.88,1001.36 1952.08,911.486 \n",
       "  1952.29,933.608 1952.5,779.368 1952.71,853.288 1952.92,804.048 1953.13,1115.08 1953.34,990.794 1953.54,1002.41 1953.75,889.491 1953.96,952.928 1954.17,901.105 \n",
       "  1954.38,866.923 1954.59,781.628 1954.8,984.435 1955,822.286 1955.21,901.533 1955.42,798.753 1955.63,877.658 1955.84,811.764 1956.05,869.993 1956.26,777.87 \n",
       "  1956.46,892.957 1956.67,732.391 1956.88,608.078 1957.09,955.725 1957.3,901.304 1957.51,890.05 1957.72,813.566 1957.92,855.505 1958.13,894.36 1958.34,726.922 \n",
       "  1958.55,766.65 1958.76,832.406 1958.97,895.842 1959.18,829.657 1959.38,817.66 1959.59,808.758 1959.8,768.195 1960.01,766.782 1960.22,825.323 1960.43,854.663 \n",
       "  1960.64,639.236 1960.84,790.193 1961.05,784.906 1961.26,865.416 1961.47,949.453 1961.68,879.217 1961.89,805.638 1962.1,889.437 1962.3,860.849 1962.51,959.91 \n",
       "  1962.72,880.429 1962.93,642.449 1963.14,768.13 1963.35,847.37 1963.56,925.473 1963.76,602.322 1963.97,748.582 1964.18,880.74 1964.39,955.274 1964.6,811.603 \n",
       "  1964.81,758.1 1965.02,686.686 1965.22,802.952 1965.43,927.794 1965.64,902.809 1965.85,811.912 1966.06,784.457 1966.27,859.187 1966.48,813.153 1966.68,864.04 \n",
       "  1966.89,821.369 1967.1,754.35 1967.31,774.767 1967.52,744.916 1967.73,831.163 1967.94,689.55 1968.14,877.434 1968.35,895.849 1968.56,901.63 1968.77,909.911 \n",
       "  1968.98,1031.36 1969.19,820.992 1969.4,772.289 1969.6,838.291 1969.81,718.041 1970.02,857.493 1970.23,733.454 1970.44,909.457 1970.65,771.895 1970.86,766.936 \n",
       "  1971.06,663.079 1971.27,633.001 1971.48,661.447 1971.69,693.007 1971.9,764.331 1972.11,768.151 1972.32,716.828 1972.52,730.567 1972.73,722.2 1972.94,885.806 \n",
       "  1973.15,859.575 1973.36,837.676 1973.57,759.166 1973.78,802.481 1973.98,698.13 1974.19,860.276 1974.4,864.505 1974.61,796.966 1974.82,893.665 1975.03,1022.42 \n",
       "  1975.24,921.845 1975.44,746.185 1975.65,779.988 1975.86,924.034 1976.07,1001.6 1976.28,841.465 1976.49,1093.84 1976.7,962.546 1976.9,1033.98 1977.11,865.425 \n",
       "  1977.32,798.193 1977.53,836.827 1977.74,1031.66 1977.95,921.311 1978.16,914.035 1978.36,932.207 1978.57,812.7 1978.78,890.304 1978.99,897.024 1979.2,1037.19 \n",
       "  1979.41,911.749 1979.62,915.09 1979.82,981.612 1980.03,918.791 1980.24,1081.18 1980.45,918.891 1980.66,1137.02 1980.87,963.501 1981.08,1076.17 1981.28,1012.83 \n",
       "  1981.49,1047.14 1981.7,845.37 1981.91,1170.43 1982.12,880.257 1982.33,1141.15 1982.54,934.242 1982.74,825.522 1982.95,962.69 1983.16,1044.37 1983.37,868.719 \n",
       "  1983.58,790.365 1983.79,822.232 1984,874.329 1984.2,836.258 1984.41,764.65 1984.62,795.665 1984.83,945.081 1985.04,818.723 1985.25,825.745 1985.46,852.806 \n",
       "  1985.66,870.165 1985.87,871.87 1986.08,789.055 1986.29,757.817 1986.5,950.14 1986.71,941.483 1986.92,1076.19 1987.12,973.889 1987.33,1106.28 1987.54,1199.77 \n",
       "  1987.75,913.982 1987.96,1073.17 1988.17,967.179 1988.38,990.206 1988.58,865.057 1988.79,1023.87 1989,1067.76 1989.21,915.536 1989.42,1065.56 1989.63,1051.94 \n",
       "  1989.84,968.454 1990.04,979.914 1990.25,955.033 1990.46,1037.34 1990.67,1194.57 1990.88,981.926 1991.09,881.551 1991.3,936.837 1991.5,993.064 1991.71,987.102 \n",
       "  1991.92,1058.59 1992.13,942.781 1992.34,1132.42 1992.55,1068.2 1992.76,985.974 1992.96,1070.53 1993.17,1024.62 1993.38,1065.34 1993.59,1016.04 1993.8,1098.99 \n",
       "  1994.01,761.621 1994.22,1024.64 1994.42,961.136 1994.63,999.929 1994.84,1055.82 1995.05,933.461 1995.26,868.67 1995.47,961.987 1995.68,836.523 1995.88,1017.13 \n",
       "  1996.09,889.664 1996.3,1043.25 1996.51,915.49 1996.72,880.306 1996.93,960.809 1997.14,920.754 1997.34,1002.1 1997.55,999.765 1997.76,982.52 1997.97,1076.58 \n",
       "  1998.18,854.9 1998.39,1050.08 1998.6,886.082 1998.8,962.344 1999.01,824.353 1999.22,1068.05 1999.43,866.332 1999.64,961.572 1999.85,1062.26 2000.06,946.258 \n",
       "  2000.26,895.282 2000.47,1040.34 2000.68,1070.98 2000.89,1006.54 2001.1,1254.16 2001.31,1075.32 2001.52,1238.98 2001.72,975.414 2001.93,1140.96 2002.14,995.436 \n",
       "  2002.35,1140.71 2002.56,1086.56 2002.77,1097.25 2002.98,1053.06 2003.18,1058.77 2003.39,1171.79 2003.6,1097.98 2003.81,1240.8 2004.02,978.227 2004.23,862.508 \n",
       "  2004.44,1137.13 2004.64,1126.43 2004.85,946.016 2005.06,797.636 2005.27,1015.56 2005.48,1081.54 2005.69,889.312 2005.9,922.304 2006.1,863.034 2006.31,852.704 \n",
       "  2006.52,1017.89 2006.73,841.47 2006.94,810.068 2007.15,741.424 2007.36,796.827 2007.56,794.821 2007.77,828.185 2007.98,894.39 2008.19,773.495 2008.4,879.343 \n",
       "  2008.61,890.034 2008.82,894.609 2009.02,789.782 2009.23,776.43 2009.44,886.152 2009.65,764.065 2009.86,720.95 2010.07,849.303 2010.28,709.155 2010.48,785.307 \n",
       "  2010.69,887.681 2010.9,868.593 2011.11,823.36 2011.32,687.822 2011.53,671.851 2011.74,650.272 2011.94,677.444 2012.15,592.17 2012.36,842.08 2012.57,696.253 \n",
       "  2012.78,740.602 2012.99,676.542 2013.2,782.55 2013.4,667.447 2013.61,621.196 2013.82,774.55 2014.03,877.412 2014.24,735.934 2014.45,809.369 2014.66,691.518 \n",
       "  2014.86,834.215 2015.07,684.678 2015.28,831.961 2015.49,789.8 2015.7,909.018 2015.91,642.208 2016.12,786.811 2016.32,717.776 2016.53,733.593 2016.74,945.982 \n",
       "  2016.95,770.628 2017.16,688.781 2017.37,774.627 2017.58,692.758 2017.79,974.842 2017.99,876.697 2018.2,748.053 2018.41,747.642 2018.62,682.478 2018.83,829.391 \n",
       "  2019.04,840.289 2019.25,884.163 2019.45,620.695 2019.66,823.666 2019.87,648.849 2020.08,660.563 2020.29,778.695 2020.5,881.105 2020.71,711.942 2020.91,708.179 \n",
       "  2021.12,602.624 2021.33,756.277 2021.54,967.849 2021.75,741.28 2021.96,710.016 2022.17,753.925 2022.37,779.153 2022.58,950.96 2022.79,811.321 2023,678.27 \n",
       "  2023.21,787.903 2023.42,713.193 2023.63,592.929 2023.83,625.018 2024.04,708.992 2024.25,584.363 2024.46,799.98 2024.67,723.178 2024.88,760.695 2025.09,688.654 \n",
       "  2025.29,781.413 2025.5,714.703 2025.71,869.93 2025.92,702.906 2026.13,720.31 2026.34,812.788 2026.55,781.485 2026.75,586.543 2026.96,568.827 2027.17,748.012 \n",
       "  2027.38,734.502 2027.59,628.755 2027.8,840.281 2028.01,852.214 2028.21,744.653 2028.42,732.209 2028.63,699.693 2028.84,738.174 2029.05,736.29 2029.26,850.332 \n",
       "  2029.47,846.636 2029.67,631.533 2029.88,610.296 2030.09,746.784 2030.3,890.877 2030.51,838.873 2030.72,769.652 2030.93,839.347 2031.13,808.181 2031.34,657.065 \n",
       "  2031.55,644.246 2031.76,854.76 2031.97,802.971 2032.18,747.393 2032.39,775.192 2032.59,804.234 2032.8,830.254 2033.01,762.6 2033.22,655.515 2033.43,689.337 \n",
       "  2033.64,793.863 2033.85,854.377 2034.05,703.327 2034.26,718.203 2034.47,781.732 2034.68,692.468 2034.89,746.867 2035.1,829.291 2035.31,836.128 2035.51,914.958 \n",
       "  2035.72,784.588 2035.93,930.3 2036.14,781.62 2036.35,704.548 2036.56,930.326 2036.77,780.96 2036.97,730.217 2037.18,769.355 2037.39,727.616 2037.6,694.963 \n",
       "  2037.81,725.513 2038.02,617.529 2038.23,638.549 2038.43,666.514 2038.64,741.674 2038.85,684.547 2039.06,865.963 2039.27,826.09 2039.48,677.117 2039.69,776.771 \n",
       "  2039.89,715.673 2040.1,785.403 2040.31,736.294 2040.52,765.535 2040.73,761.749 2040.94,765.988 2041.15,710.349 2041.35,690.414 2041.56,497.585 2041.77,749.209 \n",
       "  2041.98,746.961 2042.19,803.076 2042.4,812.904 2042.61,559.347 2042.81,696.577 2043.02,723.431 2043.23,781.793 2043.44,601.298 2043.65,693.085 2043.86,554.824 \n",
       "  2044.07,762.135 2044.27,658.347 2044.48,569.87 2044.69,468.369 2044.9,584.698 2045.11,426.29 2045.32,491.48 2045.53,486.642 2045.73,664.891 2045.94,597.311 \n",
       "  2046.15,589.098 2046.36,575.489 2046.57,510.226 2046.78,556.666 2046.99,610.06 2047.19,687.735 2047.4,631.682 2047.61,586.883 2047.82,520.33 2048.03,474.504 \n",
       "  2048.24,628.831 2048.45,617.627 2048.65,636.752 2048.86,615.935 2049.07,688.319 2049.28,587.539 2049.49,671.492 2049.7,568.603 2049.91,605.47 2050.11,539.612 \n",
       "  2050.32,453.851 2050.53,557.065 2050.74,613.596 2050.95,679.221 2051.16,601.463 2051.37,671.519 2051.57,679.816 2051.78,460.164 2051.99,588.187 2052.2,522.922 \n",
       "  2052.41,515.611 2052.62,573.124 2052.83,688.326 2053.03,631.106 2053.24,637.506 2053.45,611.263 2053.66,743.428 2053.87,729.579 2054.08,788.625 2054.29,645.191 \n",
       "  2054.49,775.804 2054.7,741.616 2054.91,627.08 2055.12,749.059 2055.33,733.92 2055.54,518.001 2055.75,858.721 2055.95,516.803 2056.16,645.646 2056.37,643.467 \n",
       "  2056.58,634.297 2056.79,601.595 2057,727.798 2057.21,638.797 2057.41,615.624 2057.62,684.221 2057.83,647.124 2058.04,403.397 2058.25,638.482 2058.46,538.411 \n",
       "  2058.67,754.768 2058.87,653.854 2059.08,573.539 2059.29,591.908 2059.5,731.597 2059.71,862.588 2059.92,750.84 2060.13,732.219 2060.33,844.952 2060.54,898.942 \n",
       "  2060.75,984.006 2060.96,785.442 2061.17,907.748 2061.38,757.264 2061.59,775.19 2061.79,907.247 2062,971.18 2062.21,963.666 2062.42,836.783 2062.63,889.964 \n",
       "  2062.84,842.673 2063.05,755.758 2063.25,758.866 2063.46,885.045 2063.67,881.571 2063.88,860.689 2064.09,833.461 2064.3,750.821 2064.51,669.258 2064.71,761.998 \n",
       "  2064.92,753.686 2065.13,739.435 2065.34,733.574 2065.55,727.664 2065.76,741.804 2065.97,903.854 2066.17,769.85 2066.38,852.384 2066.59,888.135 2066.8,828.676 \n",
       "  2067.01,811.479 2067.22,863.251 2067.43,1072.74 2067.63,745.791 2067.84,842.723 2068.05,789.478 2068.26,892.187 2068.47,928.164 2068.68,952.472 2068.89,563.466 \n",
       "  2069.09,761.335 2069.3,785.042 2069.51,834.827 2069.72,808.888 2069.93,840.365 2070.14,743.713 2070.35,900.795 2070.55,826.926 2070.76,752.043 2070.97,905.59 \n",
       "  2071.18,764.033 2071.39,775.47 2071.6,787.409 2071.81,631.216 2072.01,690.862 2072.22,682.426 2072.43,688.95 2072.64,819.487 2072.85,670.791 2073.06,681.874 \n",
       "  2073.27,672.297 2073.47,565.761 2073.68,648.963 2073.89,893.626 2074.1,790.159 2074.31,1003.55 2074.52,740.413 2074.73,796.819 2074.93,658.684 2075.14,832.998 \n",
       "  2075.35,672.52 2075.56,546.979 2075.77,744.147 2075.98,617.608 2076.19,854.947 2076.39,688.795 2076.6,764.351 2076.81,725.395 2077.02,547.214 2077.23,730.846 \n",
       "  2077.44,728.07 2077.65,636.644 2077.85,749.171 2078.06,742.718 2078.27,592.292 2078.48,764.362 2078.69,744.181 2078.9,884.073 2079.11,670.708 2079.31,612.702 \n",
       "  2079.52,671.76 2079.73,517.122 2079.94,522.404 2080.15,654.288 2080.36,675.106 2080.57,647.193 2080.77,816.81 2080.98,677.261 2081.19,677.083 2081.4,548.574 \n",
       "  2081.61,737.644 2081.82,489.327 2082.03,684.11 2082.23,612.919 2082.44,646.752 2082.65,619.85 2082.86,574.499 2083.07,537.643 2083.28,488.574 2083.49,526.453 \n",
       "  2083.69,428.918 2083.9,580.297 2084.11,570.826 2084.32,673.762 2084.53,611.295 2084.74,636.628 2084.95,532.995 2085.15,618.651 2085.36,706.489 2085.57,621.761 \n",
       "  2085.78,513.43 2085.99,614.083 2086.2,797.42 2086.41,734.67 2086.61,691.596 2086.82,630.087 2087.03,856.111 2087.24,808.11 2087.45,740.937 2087.66,544.175 \n",
       "  2087.87,717.354 2088.07,703.428 2088.28,626.271 2088.49,822.291 2088.7,670.973 2088.91,696.242 2089.12,630.892 2089.33,571.809 2089.53,743.852 2089.74,542 \n",
       "  2089.95,732.356 2090.16,479.679 2090.37,490.997 2090.58,377.052 2090.79,626.538 2090.99,594.776 2091.2,629.169 2091.41,719.036 2091.62,546.303 2091.83,415.158 \n",
       "  2092.04,706.411 2092.25,553.274 2092.45,724.478 2092.66,698.384 2092.87,691.037 2093.08,648.009 2093.29,674.044 2093.5,660.732 2093.71,664.602 2093.91,661.349 \n",
       "  2094.12,686.949 2094.33,642.998 2094.54,675.105 2094.75,534.636 2094.96,801.341 2095.17,508.477 2095.37,676.174 2095.58,621.349 2095.79,514.28 2096,680.426 \n",
       "  2096.21,598.686 2096.42,442.432 2096.63,456.805 2096.83,463.677 2097.04,539.722 2097.25,430.325 2097.46,457.09 2097.67,559.801 2097.88,485.564 2098.09,474.702 \n",
       "  2098.29,703.991 2098.5,473.716 2098.71,477.128 2098.92,433.168 2099.13,678.48 2099.34,754.982 2099.55,586.283 2099.75,601.429 2099.96,727.082 2100.17,523.747 \n",
       "  2100.38,705.157 2100.59,699.078 2100.8,673.461 2101.01,591.84 2101.21,586.201 2101.42,609.944 2101.63,661.118 2101.84,668.966 2102.05,759.921 2102.26,705.36 \n",
       "  2102.47,626.288 2102.67,570.836 2102.88,593.096 2103.09,549.853 2103.3,532.019 2103.51,618.212 2103.72,600.395 2103.93,579.756 2104.13,588.905 2104.34,647.769 \n",
       "  2104.55,762.143 2104.76,725.99 2104.97,754.789 2105.18,655.617 2105.39,832.191 2105.59,672.366 2105.8,862.471 2106.01,776.908 2106.22,797.949 2106.43,811.66 \n",
       "  2106.64,687.177 2106.85,863.746 2107.05,821.042 2107.26,825.109 2107.47,650.789 2107.68,843.502 2107.89,835.024 2108.1,772.762 2108.31,877.299 2108.51,782.876 \n",
       "  2108.72,590.642 2108.93,910.734 2109.14,753.01 2109.35,740.91 2109.56,839.988 2109.77,863.131 2109.98,813.333 2110.18,805.262 2110.39,760.046 2110.6,1061.59 \n",
       "  2110.81,982.127 2111.02,900.03 2111.23,892.519 2111.44,956.133 2111.64,928.477 2111.85,918.202 2112.06,904.539 2112.27,1041.52 2112.48,925.506 2112.69,874.129 \n",
       "  2112.9,910.534 2113.1,1047.58 2113.31,1168.09 2113.52,1072.46 2113.73,874.32 2113.94,951.202 2114.15,999.024 2114.36,1067.23 2114.56,994.927 2114.77,1005.86 \n",
       "  2114.98,1070.73 2115.19,1045.58 2115.4,1006.17 2115.61,927.116 2115.82,767.494 2116.02,910.598 2116.23,980.403 2116.44,946.255 2116.65,1057.39 2116.86,905.299 \n",
       "  2117.07,1039.38 2117.28,979.544 2117.48,1075.61 2117.69,938.357 2117.9,937.843 2118.11,917.563 2118.32,827.677 2118.53,986.169 2118.74,947.091 2118.94,972.333 \n",
       "  2119.15,993.756 2119.36,862.078 2119.57,908.581 2119.78,956.679 2119.99,901.365 2120.2,852.729 2120.4,1062.07 2120.61,1028.26 2120.82,931.305 2121.03,963.696 \n",
       "  2121.24,1056.86 2121.45,1035.48 2121.66,1012.95 2121.86,994.031 2122.07,973.889 2122.28,927.086 2122.49,1011.5 2122.7,938.314 2122.91,1133.1 2123.12,882.122 \n",
       "  2123.32,779.022 2123.53,901.105 2123.74,1205.17 2123.95,1029.39 2124.16,927.818 2124.37,802.232 2124.58,879.368 2124.78,818.982 2124.99,802.088 2125.2,956.143 \n",
       "  2125.41,1033.69 2125.62,1064.89 2125.83,838.211 2126.04,950.778 2126.24,869.877 2126.45,802.149 2126.66,961.11 2126.87,1038.56 2127.08,725.982 2127.29,854.791 \n",
       "  2127.5,916.269 2127.7,844.426 2127.91,960.398 2128.12,826.386 2128.33,1074.74 2128.54,999.097 2128.75,974.151 2128.96,1089.06 2129.16,831.005 2129.37,913.658 \n",
       "  2129.58,990.625 2129.79,876.914 2130,912.462 2130.21,1006.32 2130.42,955.587 2130.62,1050.22 2130.83,1113.16 2131.04,912.257 2131.25,903.194 2131.46,933.54 \n",
       "  2131.67,878.137 2131.88,931.682 2132.08,677.237 2132.29,786.695 2132.5,1021.62 2132.71,798.619 2132.92,908.272 2133.13,863.995 2133.34,992.107 2133.54,862.998 \n",
       "  2133.75,823.317 2133.96,864.73 2134.17,876.232 2134.38,966.956 2134.59,906.227 2134.8,980.743 2135,988.954 2135.21,1074.47 2135.42,979.678 2135.63,930.142 \n",
       "  2135.84,810.649 2136.05,1043.52 2136.26,1107.29 2136.46,1093.51 2136.67,1025.13 2136.88,930.185 2137.09,905.121 2137.3,944.533 2137.51,1018.26 2137.72,1036.28 \n",
       "  2137.92,1059.03 2138.13,964.508 2138.34,1086.25 2138.55,1005.13 2138.76,871.737 2138.97,1009.34 2139.18,888.729 2139.38,927.008 2139.59,780.649 2139.8,892.946 \n",
       "  2140.01,903.011 2140.22,823.871 2140.43,948.421 2140.64,838.918 2140.84,786.028 2141.05,965.33 2141.26,903.978 2141.47,849.326 2141.68,933.484 2141.89,787.056 \n",
       "  2142.1,818.256 2142.3,802.732 2142.51,765.551 2142.72,803.101 2142.93,715.848 2143.14,867.606 2143.35,903.194 2143.56,812.65 2143.76,762.113 2143.97,857.092 \n",
       "  2144.18,848.941 2144.39,826.251 2144.6,789.132 2144.81,759.631 2145.02,815.071 2145.22,885.325 2145.43,670.479 2145.64,706.215 2145.85,749.36 2146.06,741.441 \n",
       "  2146.27,915.387 2146.48,818.727 2146.68,807.336 2146.89,715.281 2147.1,866.062 2147.31,706.221 2147.52,946.946 2147.73,827.245 2147.94,720.428 2148.14,821.381 \n",
       "  2148.35,723.083 2148.56,803.554 2148.77,631.224 2148.98,682.988 2149.19,779.887 2149.4,631.178 2149.6,645.367 2149.81,759.171 2150.02,863.513 2150.23,756.236 \n",
       "  2150.44,688.829 2150.65,661.561 2150.86,678.52 2151.06,780.94 2151.27,808.881 2151.48,793.911 2151.69,741.255 2151.9,817.518 2152.11,789.807 2152.32,765.584 \n",
       "  2152.52,909.197 2152.73,801.716 2152.94,791.845 2153.15,773.16 2153.36,689.005 2153.57,700.889 2153.78,729.534 2153.98,634.003 2154.19,704.863 2154.4,753.226 \n",
       "  2154.61,647.654 2154.82,515.834 2155.03,774.583 2155.24,578.64 2155.44,494.479 2155.65,665.341 2155.86,681.607 2156.07,608.289 2156.28,684.811 2156.49,694.971 \n",
       "  2156.7,873.56 2156.9,883.726 2157.11,651.016 2157.32,617.051 2157.53,550.678 2157.74,542.171 2157.95,516.173 2158.16,656.11 2158.36,825.273 2158.57,585.532 \n",
       "  2158.78,534.26 2158.99,521.959 2159.2,541.882 2159.41,570.622 2159.62,652.005 2159.82,476.302 2160.03,529.946 2160.24,654.141 2160.45,664.288 2160.66,724.62 \n",
       "  2160.87,601.268 2161.08,712.678 2161.28,831.926 2161.49,696.753 2161.7,640.337 2161.91,952.249 2162.12,898.734 2162.33,843.444 2162.54,609.994 2162.74,830.444 \n",
       "  2162.95,759.433 2163.16,775.101 2163.37,857.109 2163.58,923.013 2163.79,662.184 2164,848.439 2164.2,679.188 2164.41,752.326 2164.62,686.501 2164.83,788.311 \n",
       "  2165.04,682.523 2165.25,959.541 2165.46,864.318 2165.66,670.426 2165.87,822.48 2166.08,739.995 2166.29,659.401 2166.5,801.954 2166.71,703.068 2166.92,639.612 \n",
       "  2167.12,647.477 2167.33,619.834 2167.54,459.248 2167.75,534.534 2167.96,603.331 2168.17,631.73 2168.38,478.641 2168.58,758.152 2168.79,590.841 2169,633.66 \n",
       "  2169.21,769.66 2169.42,757.872 2169.63,868.745 2169.84,794.383 2170.04,692.528 2170.25,800.633 2170.46,658.543 2170.67,879.858 2170.88,563.201 2171.09,789.905 \n",
       "  2171.3,685.367 2171.5,524.398 2171.71,697.427 2171.92,724.578 2172.13,505.017 2172.34,620.488 2172.55,446.333 2172.76,542.893 2172.96,465.389 2173.17,533.042 \n",
       "  2173.38,515.225 2173.59,671.799 2173.8,502.579 2174.01,561.467 2174.22,483.673 2174.42,818.223 2174.63,551.339 2174.84,501.223 2175.05,753.982 2175.26,545.932 \n",
       "  2175.47,655.39 2175.68,672.263 2175.88,471.778 2176.09,524.583 2176.3,570.946 2176.51,670.245 2176.72,624.884 2176.93,785.086 2177.14,505.797 2177.34,485.045 \n",
       "  2177.55,596.204 2177.76,600.942 2177.97,496.088 2178.18,435.323 2178.39,496.157 2178.6,628.38 2178.8,653.464 2179.01,602.99 2179.22,631.49 2179.43,568.388 \n",
       "  2179.64,673.282 2179.85,585.754 2180.06,697.376 2180.26,467.977 2180.47,596.139 2180.68,534.543 2180.89,570.555 2181.1,452.255 2181.31,492.716 2181.52,531.047 \n",
       "  2181.72,385.608 2181.93,461.478 2182.14,590.801 2182.35,579.254 2182.56,678.5 2182.77,814.59 2182.98,602.005 2183.18,567.333 2183.39,662.22 2183.6,693.057 \n",
       "  2183.81,756.775 2184.02,740.416 2184.23,836.656 2184.44,752.078 2184.64,801.612 2184.85,658.967 2185.06,659.238 2185.27,743.882 2185.48,709.946 2185.69,693.184 \n",
       "  2185.9,737.564 2186.1,554.462 2186.31,679.324 2186.52,557.017 2186.73,771.002 2186.94,629.713 2187.15,558.315 2187.36,563.694 2187.56,595.056 2187.77,694.644 \n",
       "  2187.98,645.786 2188.19,576.573 2188.4,566.507 2188.61,689.557 2188.82,764.21 2189.02,686.284 2189.23,697.446 2189.44,801.391 2189.65,866.755 2189.86,739.323 \n",
       "  2190.07,740.985 2190.28,699.956 2190.48,834.555 2190.69,739.488 2190.9,820.665 2191.11,724.431 2191.32,632.37 2191.53,650.329 2191.74,779.88 2191.94,932.396 \n",
       "  2192.15,922.519 2192.36,606.051 2192.57,777.35 2192.78,779.976 2192.99,979.797 2193.2,813.981 2193.4,887.53 2193.61,744.115 2193.82,903.987 2194.03,903.396 \n",
       "  2194.24,795.045 2194.45,737.933 2194.66,700.141 2194.86,737.226 2195.07,826.559 2195.28,793.101 2195.49,621.882 2195.7,713.841 2195.91,796.128 2196.12,930.561 \n",
       "  2196.32,687.798 2196.53,798.651 2196.74,619.095 2196.95,754.403 2197.16,789.155 2197.37,932.419 2197.58,792.759 2197.78,845.618 2197.99,790.286 2198.2,763.793 \n",
       "  2198.41,802.498 2198.62,728.976 2198.83,765.476 2199.04,719.794 2199.24,764.026 2199.45,639.974 2199.66,727.809 2199.87,610.344 2200.08,767.046 2200.29,855.099 \n",
       "  2200.5,795.752 2200.7,633.912 2200.91,873.539 2201.12,718.028 2201.33,620.543 2201.54,717.036 2201.75,649.133 2201.96,700.395 2202.17,785.673 2202.37,855.515 \n",
       "  2202.58,705.125 2202.79,739.656 2203,809.304 2203.21,613.968 2203.42,616.853 2203.63,681.841 2203.83,586.429 2204.04,660.79 2204.25,730.463 2204.46,644.569 \n",
       "  2204.67,825.241 2204.88,738.561 2205.09,728.056 2205.29,736.677 2205.5,752.815 2205.71,834.503 2205.92,537.306 2206.13,760.582 2206.34,587.266 2206.55,623.776 \n",
       "  2206.75,610.548 2206.96,613.369 2207.17,718.712 2207.38,817.921 2207.59,738.464 2207.8,620.752 2208.01,575.514 2208.21,723.613 2208.42,517.843 2208.63,646.379 \n",
       "  2208.84,636.665 2209.05,509.443 2209.26,699.113 2209.47,648.381 2209.67,769.305 2209.88,684.714 2210.09,678.045 2210.3,591.373 2210.51,570.306 2210.72,643.807 \n",
       "  2210.93,473.115 2211.13,672.615 2211.34,440.916 2211.55,493.573 2211.76,626.97 2211.97,778.971 2212.18,491.074 2212.39,513.613 2212.59,698.304 2212.8,629.985 \n",
       "  2213.01,659.069 2213.22,578.815 2213.43,643.598 2213.64,635.447 2213.85,583.155 2214.05,458.252 2214.26,538.57 2214.47,540.552 2214.68,523.426 2214.89,531.036 \n",
       "  2215.1,550.296 2215.31,561.136 2215.51,664.204 2215.72,479.955 2215.93,430.822 2216.14,424.304 2216.35,384.76 2216.56,511.423 2216.77,554.333 2216.97,779.502 \n",
       "  2217.18,388.011 2217.39,682.842 2217.6,607.051 2217.81,702.061 2218.02,669.333 2218.23,551.659 2218.43,531.937 2218.64,475.077 2218.85,546.341 2219.06,485.419 \n",
       "  2219.27,357.578 2219.48,551.189 2219.69,489.893 2219.89,448.616 2220.1,552.418 2220.31,636.488 2220.52,575.297 2220.73,673.635 2220.94,578.408 2221.15,727.505 \n",
       "  2221.35,817.853 2221.56,617.661 2221.77,629.419 2221.98,785.078 2222.19,668.854 2222.4,603.215 2222.61,707.512 2222.81,581.574 2223.02,580.31 2223.23,673.827 \n",
       "  2223.44,790.274 2223.65,864.079 2223.86,856.219 2224.07,743.67 2224.27,662.327 2224.48,749.881 2224.69,765.623 2224.9,751.53 2225.11,851.512 2225.32,784.701 \n",
       "  2225.53,434.159 2225.73,739.77 2225.94,489.446 2226.15,603.003 2226.36,428.233 2226.57,580.951 2226.78,720.94 2226.99,555.38 2227.19,517.479 2227.4,639.23 \n",
       "  2227.61,602.722 2227.82,553.982 2228.03,590.184 2228.24,490.087 2228.45,451.394 2228.65,670.011 2228.86,325.045 2229.07,422.849 2229.28,594.037 2229.49,522.402 \n",
       "  2229.7,512.346 2229.91,276.208 2230.11,501.376 2230.32,427.117 2230.53,639.38 2230.74,427.585 2230.95,446.619 2231.16,332.55 2231.37,370.893 2231.57,440.196 \n",
       "  2231.78,463.844 2231.99,533.84 2232.2,458.923 2232.41,557.182 2232.62,370.667 2232.83,617.669 2233.03,543.722 2233.24,455.839 2233.45,506.985 2233.66,450.528 \n",
       "  2233.87,624.65 2234.08,563.756 2234.29,484.14 2234.49,530.63 2234.7,464.845 2234.91,693.703 2235.12,587.257 2235.33,421.822 2235.54,537.173 2235.75,564.465 \n",
       "  2235.95,754.455 2236.16,686.309 2236.37,571.627 2236.58,506.914 2236.79,631.106 2237,778.215 2237.21,791.019 2237.41,473.046 2237.62,779.165 2237.83,737.63 \n",
       "  2238.04,730.726 2238.25,708.733 2238.46,768.774 2238.67,596.142 2238.87,1020.79 2239.08,793.269 2239.29,757.398 2239.5,756.114 2239.71,819.279 2239.92,844.639 \n",
       "  2240.13,827.13 2240.33,764.039 2240.54,871.642 2240.75,734.388 2240.96,716.173 2241.17,746.443 2241.38,741.981 2241.59,769.576 2241.79,774.53 2242,810.105 \n",
       "  2242.21,855.309 2242.42,934.767 2242.63,776.034 2242.84,826.158 2243.05,796.16 2243.25,747.792 2243.46,738.657 2243.67,656.665 2243.88,881.091 2244.09,852.99 \n",
       "  2244.3,791.441 2244.51,782.152 2244.71,659.041 2244.92,910.239 2245.13,748.232 2245.34,851.864 2245.55,715.709 2245.76,707.186 2245.97,842.582 2246.17,839.61 \n",
       "  2246.38,829.186 2246.59,546.135 2246.8,649.882 2247.01,637.888 2247.22,747.828 2247.43,704.036 2247.63,719.905 2247.84,799.316 2248.05,719.259 2248.26,800.628 \n",
       "  2248.47,775.441 2248.68,759.45 2248.89,806.999 2249.09,796.933 2249.3,609.309 2249.51,764.099 2249.72,759.676 2249.93,691.28 2250.14,736.589 2250.35,791.816 \n",
       "  2250.55,757.253 2250.76,838.452 2250.97,629.104 2251.18,791.823 2251.39,702.478 2251.6,690.091 2251.81,684.227 2252.01,788.435 2252.22,589.152 2252.43,654.34 \n",
       "  2252.64,844.2 2252.85,1022.44 2253.06,710.366 2253.27,743.635 2253.47,912.558 2253.68,810.771 2253.89,642.2 2254.1,895.546 2254.31,907.265 2254.52,839.835 \n",
       "  2254.73,707.603 2254.93,680.489 2255.14,762.495 2255.35,761.765 2255.56,806.142 2255.77,692.515 2255.98,861.657 2256.19,764.98 2256.39,831.077 2256.6,772.039 \n",
       "  2256.81,806.727 2257.02,750.303 2257.23,893.638 2257.44,755.644 2257.65,885.005 2257.85,866.915 2258.06,896.655 2258.27,802.444 2258.48,721.317 2258.69,814.192 \n",
       "  2258.9,689.427 2259.11,780.162 2259.31,804.032 2259.52,761.547 2259.73,832.986 2259.94,768.191 2260.15,680.411 2260.36,781.603 2260.57,655.629 2260.77,681.483 \n",
       "  2260.98,663.223 2261.19,703.501 2261.4,766.256 2261.61,758.519 2261.82,753.941 2262.03,597.854 2262.23,571.689 2262.44,639.03 2262.65,833.17 2262.86,758.986 \n",
       "  2263.07,850.106 2263.28,708.867 2263.49,847.389 2263.69,694.905 2263.9,880.745 2264.11,745.319 2264.32,662.873 2264.53,681.266 2264.74,719.995 2264.95,646.429 \n",
       "  2265.15,781.841 2265.36,887.453 2265.57,760.359 2265.78,804.265 2265.99,805.29 2266.2,815.976 2266.41,663.238 2266.61,779.953 2266.82,788.654 2267.03,673.875 \n",
       "  2267.24,854.367 2267.45,800.497 2267.66,586.375 2267.87,896.756 2268.07,747.088 2268.28,781.089 2268.49,760.239 2268.7,834.654 2268.91,737.529 2269.12,701.96 \n",
       "  2269.33,741.848 2269.53,833.928 2269.74,808.126 2269.95,718.258 2270.16,642.168 2270.37,643.811 2270.58,651.023 2270.79,731.639 2270.99,689.255 2271.2,681.025 \n",
       "  2271.41,658.424 2271.62,535.593 2271.83,689.747 2272.04,856.147 2272.25,844.67 2272.45,875.708 2272.66,783.503 2272.87,978.406 2273.08,853.963 2273.29,865.047 \n",
       "  2273.5,874.711 2273.71,845.216 2273.91,976.113 2274.12,853.496 2274.33,769.335 2274.54,816.799 2274.75,888.057 2274.96,705.446 2275.17,757.145 2275.37,875.242 \n",
       "  2275.58,945.933 2275.79,818.483 2276,621.1 2276.21,767.838 2276.42,856.014 2276.63,622.415 2276.83,650.464 2277.04,618.827 2277.25,488.649 2277.46,831.15 \n",
       "  2277.67,746.946 2277.88,826.444 2278.09,843.185 2278.29,815.938 2278.5,985.142 2278.71,891.243 2278.92,907.542 2279.13,890.629 2279.34,750.945 2279.55,882.742 \n",
       "  2279.75,950.458 2279.96,866.054 2280.17,879.597 2280.38,734.195 2280.59,787.277 2280.8,1113.75 2281.01,970.574 2281.21,902.164 2281.42,800.187 2281.63,903.039 \n",
       "  2281.84,1060.78 2282.05,1027.36 2282.26,983.948 2282.47,937.911 2282.67,831.575 2282.88,815.127 2283.09,768.85 2283.3,773.898 2283.51,920.106 2283.72,837.422 \n",
       "  2283.93,749.853 2284.13,780.87 2284.34,1066.84 2284.55,938.014 2284.76,963.938 2284.97,893.208 2285.18,823.187 2285.39,910.972 2285.59,765.607 2285.8,928.028 \n",
       "  2286.01,743.381 2286.22,760.571 2286.43,730.873 2286.64,877.904 2286.85,865.052 2287.05,867.1 2287.26,802.44 2287.47,888.035 2287.68,705.201 2287.89,793.57 \n",
       "  2288.1,856.606 2288.31,643.67 2288.51,693.947 2288.72,806.258 2288.93,830.985 2289.14,770.147 2289.35,835.912 2289.56,833.608 2289.77,713.442 2289.97,656.144 \n",
       "  2290.18,864.308 \n",
       "  \"/>\n",
       "<path clip-path=\"url(#clip4300)\" d=\"\n",
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       "  \"/>\n",
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       "  \"/>\n",
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       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2181.93, 208.744)\" x=\"2181.93\" y=\"208.744\">y1</text>\n",
       "</g>\n",
       "</svg>\n"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Plots\n",
    "plot(data[1,:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OUEMresult (generic function with 1 method)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Polynomials\n",
    "# function to calculate A and B from the dataset\n",
    "function OUEM(data1sq,dataNsq,datasq,datacorr,N)\n",
    "    B_coef = Poly([N*datacorr,\n",
    "       -data1sq-(N+1)*datasq-dataNsq,\n",
    "       (2.0-N)*datacorr,     \n",
    "       (N-1)*datasq])\n",
    "    broots = roots(B_coef)\n",
    "#    println(broots)\n",
    "    B=broots[end-1]\n",
    "    Q=(data1sq+dataNsq)/(1-B^2)\n",
    "    Q=Q+datasq*(1+B^2)/(1-B^2)\n",
    "    Q=Q-datacorr*2*B/(1-B^2)\n",
    "    A = Q/N\n",
    "    P2A = -N/A^2/2\n",
    "    Btmp = B^2*(1+2*N)\n",
    "    tmp = (1+Btmp)*(data1sq+dataNsq) + (2*Btmp + N + 1 -B^4*(N-1))*datasq - 2*B*(1+B^2+2*N)*datacorr\n",
    "    P2B = -tmp/((1-B^2)^2*(data1sq+dataNsq + (1+B^2)*datasq - 2*B*datacorr))\n",
    "    PAB = (N-1)*B/A/(1-B^2)\n",
    "    dA = sqrt(-P2B/(P2A*P2B-PAB^2))\n",
    "    dB = sqrt(-P2A/(P2A*P2B-PAB^2))\n",
    "    return A,dA,B,dB\n",
    "end\n",
    "\n",
    "function OUEMresult(data1sq,dataNsq,datasq,datacorr,N,deltat)\n",
    "    A, dA, B ,dB = OUEM(data1sq,dataNsq,datasq,datacorr,N)\n",
    "    tau = -deltat/log(B)\n",
    "    dtau = deltat*dB/B/log(B)^2\n",
    "    return A,dA,tau,dtau\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "px2 (generic function with 1 method)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# function to multiply two Gaussians\n",
    "function mul_gauss(mu1,mu2,sigma1,sigma2)\n",
    "    mu = (mu1*sigma2^2+mu2*sigma1^2)/(sigma1^2+sigma2^2)\n",
    "    sigma = sqrt(sigma1^2*sigma2^2/(sigma1^2+sigma2^2))\n",
    "    return mu,sigma\n",
    "end\n",
    "\n",
    "# function to convolute two Gaussians\n",
    "function con_gauss(mu1,mu2,sigma1,sigma2)\n",
    "    mu = mu1 + mu2\n",
    "    sigma = sqrt(sigma1^2+sigma2^2)\n",
    "    return mu,sigma\n",
    "end\n",
    "\n",
    "# function to calculate helper function alpha (forward)\n",
    "function alpha(y,sigmaN,A,B)\n",
    "    N = length(y)\n",
    "    sig_alpha = zeros(N)\n",
    "    mu_alpha = zeros(N)\n",
    "    mu_alpha[1],sig_alpha[1] = mul_gauss(0,y[1],sqrt(A),sigmaN)\n",
    "    for i=2:N\n",
    "        mu_temp,sig_temp = con_gauss(B*mu_alpha[i-1],0,sqrt(A*(1-B^2)),B*sig_alpha[i-1])\n",
    "        mu_alpha[i],sig_alpha[i] = mul_gauss(mu_temp,y[i],sig_temp,sigmaN)\n",
    "    end\n",
    "    return mu_alpha,sig_alpha\n",
    "end\n",
    "\n",
    "function beta(y,sigmaN,A,B)\n",
    "    N = length(y)\n",
    "    sig_beta = zeros(N-1)\n",
    "    mu_beta  = zeros(N-1)\n",
    "    mu_beta[N-1],sig_beta[N-1] = y[N]/B,sqrt(sigmaN^2+A*(1-B^2))/B\n",
    "    for i=(N-2):-1:1\n",
    "        mu_temp,sig_temp = mul_gauss(mu_beta[i+1],y[i+1],sig_beta[i+1],sigmaN)\n",
    "        mu_beta[i],sig_beta[i] = mu_temp/B,sqrt(sig_temp^2+A*(1-B^2))/B\n",
    "    end\n",
    "    return mu_beta,sig_beta\n",
    "end\n",
    "\n",
    "function px(y,sigmaN,A,B)\n",
    "    N = length(y)\n",
    "    mu_px = zeros(N)\n",
    "    sig_px = zeros(N)\n",
    "    exxpone = zeros(N-1)\n",
    "    rho = zeros(N-1)\n",
    "    mu_x = zeros(N-1)\n",
    "    mu_xpone = zeros(N-1)\n",
    "    mu_alpha,sig_alpha = alpha(y,sigmaN,A,B)\n",
    "    mu_beta,sig_beta = beta(y,sigmaN,A,B)\n",
    "    for i=1:N-1\n",
    "        mu_px[i],sig_px[i] = mul_gauss(mu_alpha[i],mu_beta[i],sig_alpha[i],sig_beta[i])\n",
    "        if i==N-1\n",
    "            mu_tmp,sig_tmp = y[N],sigmaN\n",
    "        else\n",
    "            mu_tmp,sig_tmp = mul_gauss(mu_beta[i+1],y[i+1],sig_beta[i+1],sigmaN)\n",
    "        end\n",
    "        # these are the polynomial coefficients of the distribution\n",
    "        a = 1.0/(2*sig_tmp)+1.0/(2*(A*(1-B^2)))\n",
    "        b = 1.0/(2*sig_alpha[i])+B^2/(2*(A*(1-B^2)))\n",
    "        c = -B/(A*(1-B^2))\n",
    "        d = -mu_tmp/sig_tmp^2\n",
    "        e = -mu_alpha[i]/sig_alpha[i]^2\n",
    "        rho[i] = -c/(2*sqrt(a*b))\n",
    "        exxpone[i] = -c/(4*a*b-c^2)\n",
    "        mu_xpone[i] = (2*b*d+c*e)/(4*a*b-c^2)\n",
    "        mu_x[i] = (2*a*e+d*c)/(4*a*b-c^2)\n",
    "    end\n",
    "    # for last one beta = 1\n",
    "    mu_px[N] = mu_alpha[N]\n",
    "    sig_px[N] = sig_alpha[N]\n",
    "    # it seems that the sign of mu_x and mu_xpone are not accuaratly determined by this method\n",
    "    # we need to correct the signs.  We chose the sign so that mu_x[i] is closest to mu_px[i]\n",
    "    # and mu_xpone[i] is closeset to mu_px[i+1]\n",
    "    nswitch=0\n",
    "    for i=1:N-1\n",
    "        dx1 = abs(mu_x[i]-mu_px[i])\n",
    "        dx2 = abs(-mu_x[i]-mu_px[i])\n",
    "        dxp1 = abs(mu_xpone[i]-mu_px[i+1])\n",
    "        dxp2 = abs(-mu_xpone[i]-mu_px[i+1])\n",
    "        if dx1>dx2\n",
    "            nswitch = nswitch+1\n",
    "            mu_x[i] = -mu_x[i]\n",
    "        end\n",
    "        if dxp1>dxp2\n",
    "            nswitch = nswitch+1\n",
    "            mu_xpone[i] = -mu_xpone[i]\n",
    "        end\n",
    "    end\n",
    "    return mu_px,sig_px,rho,exxpone,mu_x,mu_xpone,nswitch\n",
    "end\n",
    "\n",
    "function px2(y,sigmaN,A,B)\n",
    "    N = length(y)\n",
    "    mu_px = zeros(N)\n",
    "    sig_px = zeros(N)\n",
    "    exxpone = zeros(N-1)\n",
    "    mu_alpha,sig_alpha = alpha(y,sigmaN,A,B)\n",
    "    mu_beta,sig_beta = beta(y,sigmaN,A,B)\n",
    "    for i=1:N-1\n",
    "        mu_px[i],sig_px[i] = mul_gauss(mu_alpha[i],mu_beta[i],sig_alpha[i],sig_beta[i])\n",
    "        if i==N-1\n",
    "            mu_tmp,sig_tmp = y[N],sigmaN\n",
    "        else\n",
    "            mu_tmp,sig_tmp = mul_gauss(mu_beta[i+1],y[i+1],sig_beta[i+1],sigmaN)\n",
    "        end\n",
    "        term1 = A*(1-B^2)\n",
    "        term2 = term1^2 *mu_tmp*mu_alpha[i]\n",
    "        term3 = B^2*mu_tmp*mu_alpha[i]*sig_alpha[i]^2\n",
    "        term4 = B*mu_tmp^2*sig_alpha[i]^2\n",
    "        term5 = mu_tmp*mu_alpha[i]*sig_tmp^2\n",
    "        term6 = B*(mu_alpha[i]^2+sig_alpha[i]^2)*sig_tmp^2\n",
    "        term7 = 2*B*mu_tmp*mu_alpha[i]*sig_alpha[i]^2*sig_tmp^2\n",
    "        term8 = (mu_alpha[i]^2+sig_alpha[i]^2)*sig_tmp^4\n",
    "        term9 = B^2*sig_alpha[i]^4*(mu_tmp^2+sig_tmp^2)\n",
    "        term10 = (B^2*sig_alpha[i]^2+sig_tmp^2+term1)^2\n",
    "        exxpone[i] = (term2 +term1*(term3+term4+term5+term6)+B*(term7+term8+term9))/term10\n",
    "        \n",
    "    end\n",
    "    # for last one beta = 1\n",
    "    mu_px[N] = mu_alpha[N]\n",
    "    sig_px[N] = sig_alpha[N]\n",
    "    return mu_px,sig_px,exxpone\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OUWN (generic function with 2 methods)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function OUWN(data,A_s,B_s,sigN_s,convth,itermax=10000)\n",
    "    N=length(data)\n",
    "    A_p = A_s\n",
    "    B_p = B_s\n",
    "    sigN_p = sigN_s\n",
    "    for i=1:itermax\n",
    "        mu_px,sig_px,exxpone = px2(data,sigN_p,A_p,B_p)\n",
    "        # lets calculate all the values that we need for OU analysis\n",
    "        # data1sq,dataNsq,datasq,datacorr\n",
    "        data1sq = sig_px[1]^2 + mu_px[1]^2\n",
    "        dataNsq = sig_px[end]^2 + mu_px[end]^2\n",
    "        datasq = sum(sig_px[2:end-1].^2 .+ mu_px[2:end-1].^2)\n",
    "        datacorr = sum(exxpone)\n",
    "        global A,dA,B,dB,sigmaN\n",
    "        A,dA,B,dB=OUEM(data1sq,dataNsq,datasq,datacorr,N)\n",
    "        sigmaN = sqrt((sum(sig_px .^2) + sum(mu_px .^2) + sum(data .^2) -2*sum((mu_px .* data)))/length(data))\n",
    "#        println(\"A: \",A,\"  B: \",B,\"  SigmaN: \",sigmaN)\n",
    "        Arel = abs((A-A_p)/A_p)\n",
    "        Brel = abs((B-B_p)/B_p)\n",
    "        srel = abs((sigmaN-sigN_p)/sigN_p)\n",
    "        if (Arel<convth && Brel<convth && srel<convth)\n",
    "            break\n",
    "        end\n",
    "        A_p = A\n",
    "        B_p = B\n",
    "        sigN_p = sigmaN\n",
    "    end\n",
    "    return A,dA,B,dB,sigmaN\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"data-frame\"><thead><tr><th></th><th>dt</th><th>A</th><th>dA</th><th>B</th><th>dB</th><th>sigmaN</th></tr><tr><th></th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th></tr></thead><tbody><p>1,000 rows × 6 columns</p><tr><th>1</th><td>0.01</td><td>1.08395</td><td>0.162718</td><td>0.991236</td><td>0.00131574</td><td>0.501077</td></tr><tr><th>2</th><td>0.01</td><td>1.07103</td><td>0.166373</td><td>0.991893</td><td>0.00125938</td><td>0.500226</td></tr><tr><th>3</th><td>0.01</td><td>0.925434</td><td>0.123371</td><td>0.988973</td><td>0.00147008</td><td>0.5034</td></tr><tr><th>4</th><td>0.01</td><td>1.07896</td><td>0.156738</td><td>0.990742</td><td>0.00134484</td><td>0.501313</td></tr><tr><th>5</th><td>0.01</td><td>1.04147</td><td>0.152402</td><td>0.990857</td><td>0.00133792</td><td>0.50211</td></tr><tr><th>6</th><td>0.01</td><td>0.958719</td><td>0.135423</td><td>0.990199</td><td>0.0013844</td><td>0.502799</td></tr><tr><th>7</th><td>0.01</td><td>1.1308</td><td>0.175434</td><td>0.991774</td><td>0.00127623</td><td>0.499971</td></tr><tr><th>8</th><td>0.01</td><td>0.974283</td><td>0.138045</td><td>0.990259</td><td>0.00138018</td><td>0.508727</td></tr><tr><th>9</th><td>0.01</td><td>1.02628</td><td>0.14265</td><td>0.989874</td><td>0.00140748</td><td>0.505744</td></tr><tr><th>10</th><td>0.01</td><td>0.784783</td><td>0.0965585</td><td>0.987007</td><td>0.00159868</td><td>0.49975</td></tr><tr><th>11</th><td>0.01</td><td>1.05577</td><td>0.158064</td><td>0.990992</td><td>0.00134882</td><td>0.501601</td></tr><tr><th>12</th><td>0.01</td><td>1.03355</td><td>0.147021</td><td>0.990327</td><td>0.00137595</td><td>0.501392</td></tr><tr><th>13</th><td>0.01</td><td>1.02314</td><td>0.145772</td><td>0.990336</td><td>0.00137697</td><td>0.505145</td></tr><tr><th>14</th><td>0.01</td><td>0.896959</td><td>0.116228</td><td>0.988341</td><td>0.00151075</td><td>0.499148</td></tr><tr><th>15</th><td>0.01</td><td>1.0955</td><td>0.16132</td><td>0.990928</td><td>0.00133602</td><td>0.495962</td></tr><tr><th>16</th><td>0.01</td><td>0.99731</td><td>0.143033</td><td>0.990501</td><td>0.00136235</td><td>0.49361</td></tr><tr><th>17</th><td>0.01</td><td>0.940615</td><td>0.123009</td><td>0.988558</td><td>0.00149636</td><td>0.500404</td></tr><tr><th>18</th><td>0.01</td><td>1.08347</td><td>0.15973</td><td>0.990861</td><td>0.00134747</td><td>0.503693</td></tr><tr><th>19</th><td>0.01</td><td>0.995965</td><td>0.141024</td><td>0.990253</td><td>0.0013801</td><td>0.500503</td></tr><tr><th>20</th><td>0.01</td><td>1.15072</td><td>0.161911</td><td>0.989945</td><td>0.00141492</td><td>0.499707</td></tr><tr><th>21</th><td>0.0914286</td><td>1.04283</td><td>0.0494108</td><td>0.914578</td><td>0.00404371</td><td>0.509207</td></tr><tr><th>22</th><td>0.0914286</td><td>1.06262</td><td>0.0499132</td><td>0.913272</td><td>0.0040696</td><td>0.49414</td></tr><tr><th>23</th><td>0.0914286</td><td>0.976826</td><td>0.0457816</td><td>0.912897</td><td>0.0040781</td><td>0.507514</td></tr><tr><th>24</th><td>0.0914286</td><td>1.05588</td><td>0.0510452</td><td>0.917869</td><td>0.0039671</td><td>0.504514</td></tr><tr><th>25</th><td>0.0914286</td><td>1.05328</td><td>0.0492924</td><td>0.912558</td><td>0.0040882</td><td>0.502128</td></tr><tr><th>26</th><td>0.0914286</td><td>0.946721</td><td>0.041217</td><td>0.899587</td><td>0.00436575</td><td>0.490885</td></tr><tr><th>27</th><td>0.0914286</td><td>1.03139</td><td>0.0495509</td><td>0.916911</td><td>0.00398819</td><td>0.507641</td></tr><tr><th>28</th><td>0.0914286</td><td>1.00308</td><td>0.0467403</td><td>0.911919</td><td>0.00409998</td><td>0.494778</td></tr><tr><th>29</th><td>0.0914286</td><td>1.0162</td><td>0.0493477</td><td>0.918572</td><td>0.0039509</td><td>0.500452</td></tr><tr><th>30</th><td>0.0914286</td><td>1.03962</td><td>0.0496189</td><td>0.915795</td><td>0.00401534</td><td>0.49668</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td></tr></tbody></table>"
      ],
      "text/latex": [
       "\\begin{tabular}{r|cccccc}\n",
       "\t& dt & A & dA & B & dB & sigmaN\\\\\n",
       "\t\\hline\n",
       "\t& Float64 & Float64 & Float64 & Float64 & Float64 & Float64\\\\\n",
       "\t\\hline\n",
       "\t1 & 0.01 & 1.08395 & 0.162718 & 0.991236 & 0.00131574 & 0.501077 \\\\\n",
       "\t2 & 0.01 & 1.07103 & 0.166373 & 0.991893 & 0.00125938 & 0.500226 \\\\\n",
       "\t3 & 0.01 & 0.925434 & 0.123371 & 0.988973 & 0.00147008 & 0.5034 \\\\\n",
       "\t4 & 0.01 & 1.07896 & 0.156738 & 0.990742 & 0.00134484 & 0.501313 \\\\\n",
       "\t5 & 0.01 & 1.04147 & 0.152402 & 0.990857 & 0.00133792 & 0.50211 \\\\\n",
       "\t6 & 0.01 & 0.958719 & 0.135423 & 0.990199 & 0.0013844 & 0.502799 \\\\\n",
       "\t7 & 0.01 & 1.1308 & 0.175434 & 0.991774 & 0.00127623 & 0.499971 \\\\\n",
       "\t8 & 0.01 & 0.974283 & 0.138045 & 0.990259 & 0.00138018 & 0.508727 \\\\\n",
       "\t9 & 0.01 & 1.02628 & 0.14265 & 0.989874 & 0.00140748 & 0.505744 \\\\\n",
       "\t10 & 0.01 & 0.784783 & 0.0965585 & 0.987007 & 0.00159868 & 0.49975 \\\\\n",
       "\t11 & 0.01 & 1.05577 & 0.158064 & 0.990992 & 0.00134882 & 0.501601 \\\\\n",
       "\t12 & 0.01 & 1.03355 & 0.147021 & 0.990327 & 0.00137595 & 0.501392 \\\\\n",
       "\t13 & 0.01 & 1.02314 & 0.145772 & 0.990336 & 0.00137697 & 0.505145 \\\\\n",
       "\t14 & 0.01 & 0.896959 & 0.116228 & 0.988341 & 0.00151075 & 0.499148 \\\\\n",
       "\t15 & 0.01 & 1.0955 & 0.16132 & 0.990928 & 0.00133602 & 0.495962 \\\\\n",
       "\t16 & 0.01 & 0.99731 & 0.143033 & 0.990501 & 0.00136235 & 0.49361 \\\\\n",
       "\t17 & 0.01 & 0.940615 & 0.123009 & 0.988558 & 0.00149636 & 0.500404 \\\\\n",
       "\t18 & 0.01 & 1.08347 & 0.15973 & 0.990861 & 0.00134747 & 0.503693 \\\\\n",
       "\t19 & 0.01 & 0.995965 & 0.141024 & 0.990253 & 0.0013801 & 0.500503 \\\\\n",
       "\t20 & 0.01 & 1.15072 & 0.161911 & 0.989945 & 0.00141492 & 0.499707 \\\\\n",
       "\t21 & 0.0914286 & 1.04283 & 0.0494108 & 0.914578 & 0.00404371 & 0.509207 \\\\\n",
       "\t22 & 0.0914286 & 1.06262 & 0.0499132 & 0.913272 & 0.0040696 & 0.49414 \\\\\n",
       "\t23 & 0.0914286 & 0.976826 & 0.0457816 & 0.912897 & 0.0040781 & 0.507514 \\\\\n",
       "\t24 & 0.0914286 & 1.05588 & 0.0510452 & 0.917869 & 0.0039671 & 0.504514 \\\\\n",
       "\t25 & 0.0914286 & 1.05328 & 0.0492924 & 0.912558 & 0.0040882 & 0.502128 \\\\\n",
       "\t26 & 0.0914286 & 0.946721 & 0.041217 & 0.899587 & 0.00436575 & 0.490885 \\\\\n",
       "\t27 & 0.0914286 & 1.03139 & 0.0495509 & 0.916911 & 0.00398819 & 0.507641 \\\\\n",
       "\t28 & 0.0914286 & 1.00308 & 0.0467403 & 0.911919 & 0.00409998 & 0.494778 \\\\\n",
       "\t29 & 0.0914286 & 1.0162 & 0.0493477 & 0.918572 & 0.0039509 & 0.500452 \\\\\n",
       "\t30 & 0.0914286 & 1.03962 & 0.0496189 & 0.915795 & 0.00401534 & 0.49668 \\\\\n",
       "\t$\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "1000×6 DataFrame\n",
       "│ Row  │ dt      │ A         │ dA          │ B         │ dB         │ sigmaN   │\n",
       "│      │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m   │ \u001b[90mFloat64\u001b[39m     │ \u001b[90mFloat64\u001b[39m   │ \u001b[90mFloat64\u001b[39m    │ \u001b[90mFloat64\u001b[39m  │\n",
       "├──────┼─────────┼───────────┼─────────────┼───────────┼────────────┼──────────┤\n",
       "│ 1    │ 0.01    │ 1.08395   │ 0.162718    │ 0.991236  │ 0.00131574 │ 0.501077 │\n",
       "│ 2    │ 0.01    │ 1.07103   │ 0.166373    │ 0.991893  │ 0.00125938 │ 0.500226 │\n",
       "│ 3    │ 0.01    │ 0.925434  │ 0.123371    │ 0.988973  │ 0.00147008 │ 0.5034   │\n",
       "│ 4    │ 0.01    │ 1.07896   │ 0.156738    │ 0.990742  │ 0.00134484 │ 0.501313 │\n",
       "│ 5    │ 0.01    │ 1.04147   │ 0.152402    │ 0.990857  │ 0.00133792 │ 0.50211  │\n",
       "│ 6    │ 0.01    │ 0.958719  │ 0.135423    │ 0.990199  │ 0.0013844  │ 0.502799 │\n",
       "│ 7    │ 0.01    │ 1.1308    │ 0.175434    │ 0.991774  │ 0.00127623 │ 0.499971 │\n",
       "│ 8    │ 0.01    │ 0.974283  │ 0.138045    │ 0.990259  │ 0.00138018 │ 0.508727 │\n",
       "│ 9    │ 0.01    │ 1.02628   │ 0.14265     │ 0.989874  │ 0.00140748 │ 0.505744 │\n",
       "│ 10   │ 0.01    │ 0.784783  │ 0.0965585   │ 0.987007  │ 0.00159868 │ 0.49975  │\n",
       "⋮\n",
       "│ 990  │ 4.0     │ 0.0212643 │ 0.000407934 │ 0.543916  │ 0.00839146 │ 1.10571  │\n",
       "│ 991  │ 4.0     │ 0.0244081 │ 0.000568159 │ 0.678875  │ 0.00734223 │ 1.10517  │\n",
       "│ 992  │ 4.0     │ 0.0155006 │ 0.000261715 │ 0.41882   │ 0.00908096 │ 1.11114  │\n",
       "│ 993  │ 4.0     │ 0.0158162 │ 0.000275602 │ 0.453661  │ 0.00891194 │ 1.11284  │\n",
       "│ 994  │ 4.0     │ 0.0254795 │ 0.000625177 │ 0.708058  │ 0.00706117 │ 1.1031   │\n",
       "│ 995  │ 4.0     │ 0.0293844 │ 0.000709221 │ 0.699229  │ 0.00714862 │ 1.10968  │\n",
       "│ 996  │ 4.0     │ 0.0100214 │ 0.000141773 │ 0.0185147 │ 0.00999878 │ 1.10155  │\n",
       "│ 997  │ 4.0     │ 0.0188969 │ 0.000375821 │ 0.573037  │ 0.00819533 │ 1.12025  │\n",
       "│ 998  │ 4.0     │ 0.0261435 │ 0.000596354 │ 0.666908  │ 0.00745113 │ 1.10091  │\n",
       "│ 999  │ 4.0     │ 0.0183713 │ 0.000325185 │ 0.469874  │ 0.00882753 │ 1.10093  │\n",
       "│ 1000 │ 4.0     │ 0.013796  │ 0.000229869 │ 0.403158  │ 0.00915157 │ 1.11375  │"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using DataFrames\n",
    "# iterate over the dataset and estimate the best parameters\n",
    "paradf = DataFrame(dt=Float64[],A=Float64[],dA=Float64[],B=Float64[],dB=Float64[],sigmaN=Float64[])\n",
    "for i=1:size(data,1)\n",
    "    dt = data[i,1]\n",
    "    ts = data[i,2:end]\n",
    "    Bg = exp(-dt)\n",
    "    result = collect(OUWN(ts,0.01,Bg,1.0,0.0001))\n",
    "    push!(paradf,pushfirst!(result,dt))\n",
    "end\n",
    "paradf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"data-frame\"><thead><tr><th></th><th>dt</th><th>A</th><th>dA</th><th>B</th><th>dB</th><th>sigmaN</th><th>tau</th><th>dtau</th></tr><tr><th></th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th></tr></thead><tbody><p>996 rows × 8 columns</p><tr><th>1</th><td>0.01</td><td>1.08395</td><td>0.162718</td><td>0.991236</td><td>0.00131574</td><td>0.501077</td><td>1.13598</td><td>0.171289</td></tr><tr><th>2</th><td>0.01</td><td>1.07103</td><td>0.166373</td><td>0.991893</td><td>0.00125938</td><td>0.500226</td><td>1.22847</td><td>0.191612</td></tr><tr><th>3</th><td>0.01</td><td>0.925434</td><td>0.123371</td><td>0.988973</td><td>0.00147008</td><td>0.5034</td><td>0.901826</td><td>0.120893</td></tr><tr><th>4</th><td>0.01</td><td>1.07896</td><td>0.156738</td><td>0.990742</td><td>0.00134484</td><td>0.501313</td><td>1.07518</td><td>0.156917</td></tr><tr><th>5</th><td>0.01</td><td>1.04147</td><td>0.152402</td><td>0.990857</td><td>0.00133792</td><td>0.50211</td><td>1.08874</td><td>0.160055</td></tr><tr><th>6</th><td>0.01</td><td>0.958719</td><td>0.135423</td><td>0.990199</td><td>0.0013844</td><td>0.502799</td><td>1.01532</td><td>0.144126</td></tr><tr><th>7</th><td>0.01</td><td>1.1308</td><td>0.175434</td><td>0.991774</td><td>0.00127623</td><td>0.499971</td><td>1.21069</td><td>0.188619</td></tr><tr><th>8</th><td>0.01</td><td>0.974283</td><td>0.138045</td><td>0.990259</td><td>0.00138018</td><td>0.508727</td><td>1.02159</td><td>0.145459</td></tr><tr><th>9</th><td>0.01</td><td>1.02628</td><td>0.14265</td><td>0.989874</td><td>0.00140748</td><td>0.505744</td><td>0.982546</td><td>0.137268</td></tr><tr><th>10</th><td>0.01</td><td>0.784783</td><td>0.0965585</td><td>0.987007</td><td>0.00159868</td><td>0.49975</td><td>0.764621</td><td>0.0946967</td></tr><tr><th>11</th><td>0.01</td><td>1.05577</td><td>0.158064</td><td>0.990992</td><td>0.00134882</td><td>0.501601</td><td>1.10513</td><td>0.16623</td></tr><tr><th>12</th><td>0.01</td><td>1.03355</td><td>0.147021</td><td>0.990327</td><td>0.00137595</td><td>0.501392</td><td>1.02882</td><td>0.147062</td></tr><tr><th>13</th><td>0.01</td><td>1.02314</td><td>0.145772</td><td>0.990336</td><td>0.00137697</td><td>0.505145</td><td>1.02971</td><td>0.147425</td></tr><tr><th>14</th><td>0.01</td><td>0.896959</td><td>0.116228</td><td>0.988341</td><td>0.00151075</td><td>0.499148</td><td>0.852701</td><td>0.111142</td></tr><tr><th>15</th><td>0.01</td><td>1.0955</td><td>0.16132</td><td>0.990928</td><td>0.00133602</td><td>0.495962</td><td>1.09724</td><td>0.16232</td></tr><tr><th>16</th><td>0.01</td><td>0.99731</td><td>0.143033</td><td>0.990501</td><td>0.00136235</td><td>0.49361</td><td>1.04772</td><td>0.150982</td></tr><tr><th>17</th><td>0.01</td><td>0.940615</td><td>0.123009</td><td>0.988558</td><td>0.00149636</td><td>0.500404</td><td>0.868935</td><td>0.11429</td></tr><tr><th>18</th><td>0.01</td><td>1.08347</td><td>0.15973</td><td>0.990861</td><td>0.00134747</td><td>0.503693</td><td>1.08916</td><td>0.161321</td></tr><tr><th>19</th><td>0.01</td><td>0.995965</td><td>0.141024</td><td>0.990253</td><td>0.0013801</td><td>0.500503</td><td>1.02097</td><td>0.145273</td></tr><tr><th>20</th><td>0.01</td><td>1.15072</td><td>0.161911</td><td>0.989945</td><td>0.00141492</td><td>0.499707</td><td>0.989506</td><td>0.139945</td></tr><tr><th>21</th><td>0.0914286</td><td>1.04283</td><td>0.0494108</td><td>0.914578</td><td>0.00404371</td><td>0.509207</td><td>1.02392</td><td>0.0507004</td></tr><tr><th>22</th><td>0.0914286</td><td>1.06262</td><td>0.0499132</td><td>0.913272</td><td>0.0040696</td><td>0.49414</td><td>1.0078</td><td>0.049501</td></tr><tr><th>23</th><td>0.0914286</td><td>0.976826</td><td>0.0457816</td><td>0.912897</td><td>0.0040781</td><td>0.507514</td><td>1.00326</td><td>0.0491789</td></tr><tr><th>24</th><td>0.0914286</td><td>1.05588</td><td>0.0510452</td><td>0.917869</td><td>0.0039671</td><td>0.504514</td><td>1.06683</td><td>0.0538028</td></tr><tr><th>25</th><td>0.0914286</td><td>1.05328</td><td>0.0492924</td><td>0.912558</td><td>0.0040882</td><td>0.502128</td><td>0.999174</td><td>0.0489184</td></tr><tr><th>26</th><td>0.0914286</td><td>0.946721</td><td>0.041217</td><td>0.899587</td><td>0.00436575</td><td>0.490885</td><td>0.864007</td><td>0.0396249</td></tr><tr><th>27</th><td>0.0914286</td><td>1.03139</td><td>0.0495509</td><td>0.916911</td><td>0.00398819</td><td>0.507641</td><td>1.054</td><td>0.0528502</td></tr><tr><th>28</th><td>0.0914286</td><td>1.00308</td><td>0.0467403</td><td>0.911919</td><td>0.00409998</td><td>0.494778</td><td>0.991589</td><td>0.0483512</td></tr><tr><th>29</th><td>0.0914286</td><td>1.0162</td><td>0.0493477</td><td>0.918572</td><td>0.0039509</td><td>0.500452</td><td>1.07645</td><td>0.0545115</td></tr><tr><th>30</th><td>0.0914286</td><td>1.03962</td><td>0.0496189</td><td>0.915795</td><td>0.00401534</td><td>0.49668</td><td>1.0394</td><td>0.0518088</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td></tr></tbody></table>"
      ],
      "text/latex": [
       "\\begin{tabular}{r|cccccccc}\n",
       "\t& dt & A & dA & B & dB & sigmaN & tau & dtau\\\\\n",
       "\t\\hline\n",
       "\t& Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64\\\\\n",
       "\t\\hline\n",
       "\t1 & 0.01 & 1.08395 & 0.162718 & 0.991236 & 0.00131574 & 0.501077 & 1.13598 & 0.171289 \\\\\n",
       "\t2 & 0.01 & 1.07103 & 0.166373 & 0.991893 & 0.00125938 & 0.500226 & 1.22847 & 0.191612 \\\\\n",
       "\t3 & 0.01 & 0.925434 & 0.123371 & 0.988973 & 0.00147008 & 0.5034 & 0.901826 & 0.120893 \\\\\n",
       "\t4 & 0.01 & 1.07896 & 0.156738 & 0.990742 & 0.00134484 & 0.501313 & 1.07518 & 0.156917 \\\\\n",
       "\t5 & 0.01 & 1.04147 & 0.152402 & 0.990857 & 0.00133792 & 0.50211 & 1.08874 & 0.160055 \\\\\n",
       "\t6 & 0.01 & 0.958719 & 0.135423 & 0.990199 & 0.0013844 & 0.502799 & 1.01532 & 0.144126 \\\\\n",
       "\t7 & 0.01 & 1.1308 & 0.175434 & 0.991774 & 0.00127623 & 0.499971 & 1.21069 & 0.188619 \\\\\n",
       "\t8 & 0.01 & 0.974283 & 0.138045 & 0.990259 & 0.00138018 & 0.508727 & 1.02159 & 0.145459 \\\\\n",
       "\t9 & 0.01 & 1.02628 & 0.14265 & 0.989874 & 0.00140748 & 0.505744 & 0.982546 & 0.137268 \\\\\n",
       "\t10 & 0.01 & 0.784783 & 0.0965585 & 0.987007 & 0.00159868 & 0.49975 & 0.764621 & 0.0946967 \\\\\n",
       "\t11 & 0.01 & 1.05577 & 0.158064 & 0.990992 & 0.00134882 & 0.501601 & 1.10513 & 0.16623 \\\\\n",
       "\t12 & 0.01 & 1.03355 & 0.147021 & 0.990327 & 0.00137595 & 0.501392 & 1.02882 & 0.147062 \\\\\n",
       "\t13 & 0.01 & 1.02314 & 0.145772 & 0.990336 & 0.00137697 & 0.505145 & 1.02971 & 0.147425 \\\\\n",
       "\t14 & 0.01 & 0.896959 & 0.116228 & 0.988341 & 0.00151075 & 0.499148 & 0.852701 & 0.111142 \\\\\n",
       "\t15 & 0.01 & 1.0955 & 0.16132 & 0.990928 & 0.00133602 & 0.495962 & 1.09724 & 0.16232 \\\\\n",
       "\t16 & 0.01 & 0.99731 & 0.143033 & 0.990501 & 0.00136235 & 0.49361 & 1.04772 & 0.150982 \\\\\n",
       "\t17 & 0.01 & 0.940615 & 0.123009 & 0.988558 & 0.00149636 & 0.500404 & 0.868935 & 0.11429 \\\\\n",
       "\t18 & 0.01 & 1.08347 & 0.15973 & 0.990861 & 0.00134747 & 0.503693 & 1.08916 & 0.161321 \\\\\n",
       "\t19 & 0.01 & 0.995965 & 0.141024 & 0.990253 & 0.0013801 & 0.500503 & 1.02097 & 0.145273 \\\\\n",
       "\t20 & 0.01 & 1.15072 & 0.161911 & 0.989945 & 0.00141492 & 0.499707 & 0.989506 & 0.139945 \\\\\n",
       "\t21 & 0.0914286 & 1.04283 & 0.0494108 & 0.914578 & 0.00404371 & 0.509207 & 1.02392 & 0.0507004 \\\\\n",
       "\t22 & 0.0914286 & 1.06262 & 0.0499132 & 0.913272 & 0.0040696 & 0.49414 & 1.0078 & 0.049501 \\\\\n",
       "\t23 & 0.0914286 & 0.976826 & 0.0457816 & 0.912897 & 0.0040781 & 0.507514 & 1.00326 & 0.0491789 \\\\\n",
       "\t24 & 0.0914286 & 1.05588 & 0.0510452 & 0.917869 & 0.0039671 & 0.504514 & 1.06683 & 0.0538028 \\\\\n",
       "\t25 & 0.0914286 & 1.05328 & 0.0492924 & 0.912558 & 0.0040882 & 0.502128 & 0.999174 & 0.0489184 \\\\\n",
       "\t26 & 0.0914286 & 0.946721 & 0.041217 & 0.899587 & 0.00436575 & 0.490885 & 0.864007 & 0.0396249 \\\\\n",
       "\t27 & 0.0914286 & 1.03139 & 0.0495509 & 0.916911 & 0.00398819 & 0.507641 & 1.054 & 0.0528502 \\\\\n",
       "\t28 & 0.0914286 & 1.00308 & 0.0467403 & 0.911919 & 0.00409998 & 0.494778 & 0.991589 & 0.0483512 \\\\\n",
       "\t29 & 0.0914286 & 1.0162 & 0.0493477 & 0.918572 & 0.0039509 & 0.500452 & 1.07645 & 0.0545115 \\\\\n",
       "\t30 & 0.0914286 & 1.03962 & 0.0496189 & 0.915795 & 0.00401534 & 0.49668 & 1.0394 & 0.0518088 \\\\\n",
       "\t$\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "996×8 DataFrame. Omitted printing of 2 columns\n",
       "│ Row │ dt      │ A         │ dA          │ B         │ dB         │ sigmaN   │\n",
       "│     │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m   │ \u001b[90mFloat64\u001b[39m     │ \u001b[90mFloat64\u001b[39m   │ \u001b[90mFloat64\u001b[39m    │ \u001b[90mFloat64\u001b[39m  │\n",
       "├─────┼─────────┼───────────┼─────────────┼───────────┼────────────┼──────────┤\n",
       "│ 1   │ 0.01    │ 1.08395   │ 0.162718    │ 0.991236  │ 0.00131574 │ 0.501077 │\n",
       "│ 2   │ 0.01    │ 1.07103   │ 0.166373    │ 0.991893  │ 0.00125938 │ 0.500226 │\n",
       "│ 3   │ 0.01    │ 0.925434  │ 0.123371    │ 0.988973  │ 0.00147008 │ 0.5034   │\n",
       "│ 4   │ 0.01    │ 1.07896   │ 0.156738    │ 0.990742  │ 0.00134484 │ 0.501313 │\n",
       "│ 5   │ 0.01    │ 1.04147   │ 0.152402    │ 0.990857  │ 0.00133792 │ 0.50211  │\n",
       "│ 6   │ 0.01    │ 0.958719  │ 0.135423    │ 0.990199  │ 0.0013844  │ 0.502799 │\n",
       "│ 7   │ 0.01    │ 1.1308    │ 0.175434    │ 0.991774  │ 0.00127623 │ 0.499971 │\n",
       "│ 8   │ 0.01    │ 0.974283  │ 0.138045    │ 0.990259  │ 0.00138018 │ 0.508727 │\n",
       "│ 9   │ 0.01    │ 1.02628   │ 0.14265     │ 0.989874  │ 0.00140748 │ 0.505744 │\n",
       "│ 10  │ 0.01    │ 0.784783  │ 0.0965585   │ 0.987007  │ 0.00159868 │ 0.49975  │\n",
       "⋮\n",
       "│ 986 │ 4.0     │ 0.0212643 │ 0.000407934 │ 0.543916  │ 0.00839146 │ 1.10571  │\n",
       "│ 987 │ 4.0     │ 0.0244081 │ 0.000568159 │ 0.678875  │ 0.00734223 │ 1.10517  │\n",
       "│ 988 │ 4.0     │ 0.0155006 │ 0.000261715 │ 0.41882   │ 0.00908096 │ 1.11114  │\n",
       "│ 989 │ 4.0     │ 0.0158162 │ 0.000275602 │ 0.453661  │ 0.00891194 │ 1.11284  │\n",
       "│ 990 │ 4.0     │ 0.0254795 │ 0.000625177 │ 0.708058  │ 0.00706117 │ 1.1031   │\n",
       "│ 991 │ 4.0     │ 0.0293844 │ 0.000709221 │ 0.699229  │ 0.00714862 │ 1.10968  │\n",
       "│ 992 │ 4.0     │ 0.0100214 │ 0.000141773 │ 0.0185147 │ 0.00999878 │ 1.10155  │\n",
       "│ 993 │ 4.0     │ 0.0188969 │ 0.000375821 │ 0.573037  │ 0.00819533 │ 1.12025  │\n",
       "│ 994 │ 4.0     │ 0.0261435 │ 0.000596354 │ 0.666908  │ 0.00745113 │ 1.10091  │\n",
       "│ 995 │ 4.0     │ 0.0183713 │ 0.000325185 │ 0.469874  │ 0.00882753 │ 1.10093  │\n",
       "│ 996 │ 4.0     │ 0.013796  │ 0.000229869 │ 0.403158  │ 0.00915157 │ 1.11375  │"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "paradf_clean = paradf[paradf[!,:B].>0,:]\n",
    "paradf_clean[!,:tau] = -paradf_clean[!,:dt]./log.(paradf_clean[!,:B])\n",
    "paradf_clean[!,:dtau] = paradf_clean[!,:dt].*paradf_clean[!,:dB]./log.(paradf_clean[!,:B]).^2 ./paradf_clean[!,:B]\n",
    "paradf_clean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"data-frame\"><thead><tr><th></th><th>dt</th><th>A_mean</th><th>dA_mean</th><th>B_mean</th><th>dB_mean</th><th>sigmaN_mean</th><th>tau_mean</th><th>dtau_mean</th></tr><tr><th></th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th></tr></thead><tbody><p>50 rows × 8 columns</p><tr><th>1</th><td>0.01</td><td>1.01744</td><td>0.145341</td><td>0.990193</td><td>0.00138623</td><td>0.501314</td><td>1.02774</td><td>0.147846</td></tr><tr><th>2</th><td>0.0914286</td><td>1.00871</td><td>0.0473654</td><td>0.912848</td><td>0.00407989</td><td>0.500564</td><td>1.0057</td><td>0.0494349</td></tr><tr><th>3</th><td>0.172857</td><td>0.979835</td><td>0.0333541</td><td>0.839782</td><td>0.00542671</td><td>0.502811</td><td>0.991716</td><td>0.0367612</td></tr><tr><th>4</th><td>0.254286</td><td>1.00709</td><td>0.0285127</td><td>0.774569</td><td>0.00632181</td><td>0.496825</td><td>0.997736</td><td>0.0319413</td></tr><tr><th>5</th><td>0.335714</td><td>0.991558</td><td>0.0245511</td><td>0.712453</td><td>0.00701467</td><td>0.499581</td><td>0.992341</td><td>0.0288697</td></tr><tr><th>6</th><td>0.417143</td><td>0.995086</td><td>0.0224383</td><td>0.659449</td><td>0.00751413</td><td>0.498997</td><td>1.00448</td><td>0.0275461</td></tr><tr><th>7</th><td>0.498571</td><td>1.01078</td><td>0.0210742</td><td>0.607997</td><td>0.00793601</td><td>0.492765</td><td>1.00448</td><td>0.0263993</td></tr><tr><th>8</th><td>0.58</td><td>0.996094</td><td>0.0195937</td><td>0.564226</td><td>0.00825163</td><td>0.50527</td><td>1.01691</td><td>0.0260501</td></tr><tr><th>9</th><td>0.661429</td><td>1.00374</td><td>0.0187965</td><td>0.522901</td><td>0.00852171</td><td>0.501411</td><td>1.02156</td><td>0.0257023</td></tr><tr><th>10</th><td>0.742857</td><td>0.990303</td><td>0.0177356</td><td>0.481223</td><td>0.00876248</td><td>0.50805</td><td>1.0182</td><td>0.025391</td></tr><tr><th>11</th><td>0.824286</td><td>1.00118</td><td>0.0172084</td><td>0.438771</td><td>0.00898141</td><td>0.500118</td><td>1.0038</td><td>0.0249952</td></tr><tr><th>12</th><td>0.905714</td><td>0.973597</td><td>0.0163832</td><td>0.41529</td><td>0.00909209</td><td>0.521153</td><td>1.03402</td><td>0.0258156</td></tr><tr><th>13</th><td>0.987143</td><td>0.993601</td><td>0.0162482</td><td>0.380187</td><td>0.00924676</td><td>0.508688</td><td>1.02249</td><td>0.0257449</td></tr><tr><th>14</th><td>1.06857</td><td>0.947843</td><td>0.0152836</td><td>0.361697</td><td>0.00931818</td><td>0.549711</td><td>1.05384</td><td>0.0267518</td></tr><tr><th>15</th><td>1.15</td><td>0.948139</td><td>0.0150391</td><td>0.338471</td><td>0.00940542</td><td>0.544107</td><td>1.06436</td><td>0.0273553</td></tr><tr><th>16</th><td>1.23143</td><td>0.917467</td><td>0.0143515</td><td>0.317453</td><td>0.00947784</td><td>0.567805</td><td>1.07625</td><td>0.0280662</td></tr><tr><th>17</th><td>1.31286</td><td>0.9428</td><td>0.0145011</td><td>0.28995</td><td>0.00956467</td><td>0.553012</td><td>1.06384</td><td>0.0284278</td></tr><tr><th>18</th><td>1.39429</td><td>0.894279</td><td>0.0136742</td><td>0.280502</td><td>0.00959002</td><td>0.592589</td><td>1.10259</td><td>0.0297778</td></tr><tr><th>19</th><td>1.47571</td><td>0.913593</td><td>0.0137306</td><td>0.247733</td><td>0.00968483</td><td>0.565955</td><td>1.05945</td><td>0.0297585</td></tr><tr><th>20</th><td>1.55714</td><td>0.811333</td><td>0.0122742</td><td>0.260391</td><td>0.00964984</td><td>0.657675</td><td>1.1603</td><td>0.0320536</td></tr><tr><th>21</th><td>1.63857</td><td>0.838502</td><td>0.0124778</td><td>0.22654</td><td>0.00973501</td><td>0.627057</td><td>1.10587</td><td>0.0321334</td></tr><tr><th>22</th><td>1.72</td><td>0.839927</td><td>0.0124248</td><td>0.213498</td><td>0.00976254</td><td>0.634247</td><td>1.11744</td><td>0.0332754</td></tr><tr><th>23</th><td>1.80143</td><td>0.772608</td><td>0.0114551</td><td>0.217746</td><td>0.00975653</td><td>0.690669</td><td>1.18371</td><td>0.0349104</td></tr><tr><th>24</th><td>1.88286</td><td>0.694815</td><td>0.0103291</td><td>0.229821</td><td>0.00971368</td><td>0.734033</td><td>1.2918</td><td>0.0376054</td></tr><tr><th>25</th><td>1.96429</td><td>0.700844</td><td>0.0103094</td><td>0.200846</td><td>0.00978921</td><td>0.736023</td><td>1.22733</td><td>0.0375181</td></tr><tr><th>26</th><td>2.04571</td><td>0.677203</td><td>0.00993706</td><td>0.194119</td><td>0.00979938</td><td>0.750491</td><td>1.25341</td><td>0.038985</td></tr><tr><th>27</th><td>2.12714</td><td>0.693968</td><td>0.0101433</td><td>0.185278</td><td>0.0098133</td><td>0.740868</td><td>1.2694</td><td>0.0403809</td></tr><tr><th>28</th><td>2.20857</td><td>0.514878</td><td>0.0076226</td><td>0.224998</td><td>0.00971175</td><td>0.850744</td><td>1.50429</td><td>0.0445037</td></tr><tr><th>29</th><td>2.29</td><td>0.581783</td><td>0.00848086</td><td>0.17931</td><td>0.00981955</td><td>0.813615</td><td>1.34162</td><td>0.0436251</td></tr><tr><th>30</th><td>2.37143</td><td>0.530323</td><td>0.00774596</td><td>0.18794</td><td>0.00980618</td><td>0.845081</td><td>1.42633</td><td>0.0453517</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td></tr></tbody></table>"
      ],
      "text/latex": [
       "\\begin{tabular}{r|cccccccc}\n",
       "\t& dt & A\\_mean & dA\\_mean & B\\_mean & dB\\_mean & sigmaN\\_mean & tau\\_mean & dtau\\_mean\\\\\n",
       "\t\\hline\n",
       "\t& Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64\\\\\n",
       "\t\\hline\n",
       "\t1 & 0.01 & 1.01744 & 0.145341 & 0.990193 & 0.00138623 & 0.501314 & 1.02774 & 0.147846 \\\\\n",
       "\t2 & 0.0914286 & 1.00871 & 0.0473654 & 0.912848 & 0.00407989 & 0.500564 & 1.0057 & 0.0494349 \\\\\n",
       "\t3 & 0.172857 & 0.979835 & 0.0333541 & 0.839782 & 0.00542671 & 0.502811 & 0.991716 & 0.0367612 \\\\\n",
       "\t4 & 0.254286 & 1.00709 & 0.0285127 & 0.774569 & 0.00632181 & 0.496825 & 0.997736 & 0.0319413 \\\\\n",
       "\t5 & 0.335714 & 0.991558 & 0.0245511 & 0.712453 & 0.00701467 & 0.499581 & 0.992341 & 0.0288697 \\\\\n",
       "\t6 & 0.417143 & 0.995086 & 0.0224383 & 0.659449 & 0.00751413 & 0.498997 & 1.00448 & 0.0275461 \\\\\n",
       "\t7 & 0.498571 & 1.01078 & 0.0210742 & 0.607997 & 0.00793601 & 0.492765 & 1.00448 & 0.0263993 \\\\\n",
       "\t8 & 0.58 & 0.996094 & 0.0195937 & 0.564226 & 0.00825163 & 0.50527 & 1.01691 & 0.0260501 \\\\\n",
       "\t9 & 0.661429 & 1.00374 & 0.0187965 & 0.522901 & 0.00852171 & 0.501411 & 1.02156 & 0.0257023 \\\\\n",
       "\t10 & 0.742857 & 0.990303 & 0.0177356 & 0.481223 & 0.00876248 & 0.50805 & 1.0182 & 0.025391 \\\\\n",
       "\t11 & 0.824286 & 1.00118 & 0.0172084 & 0.438771 & 0.00898141 & 0.500118 & 1.0038 & 0.0249952 \\\\\n",
       "\t12 & 0.905714 & 0.973597 & 0.0163832 & 0.41529 & 0.00909209 & 0.521153 & 1.03402 & 0.0258156 \\\\\n",
       "\t13 & 0.987143 & 0.993601 & 0.0162482 & 0.380187 & 0.00924676 & 0.508688 & 1.02249 & 0.0257449 \\\\\n",
       "\t14 & 1.06857 & 0.947843 & 0.0152836 & 0.361697 & 0.00931818 & 0.549711 & 1.05384 & 0.0267518 \\\\\n",
       "\t15 & 1.15 & 0.948139 & 0.0150391 & 0.338471 & 0.00940542 & 0.544107 & 1.06436 & 0.0273553 \\\\\n",
       "\t16 & 1.23143 & 0.917467 & 0.0143515 & 0.317453 & 0.00947784 & 0.567805 & 1.07625 & 0.0280662 \\\\\n",
       "\t17 & 1.31286 & 0.9428 & 0.0145011 & 0.28995 & 0.00956467 & 0.553012 & 1.06384 & 0.0284278 \\\\\n",
       "\t18 & 1.39429 & 0.894279 & 0.0136742 & 0.280502 & 0.00959002 & 0.592589 & 1.10259 & 0.0297778 \\\\\n",
       "\t19 & 1.47571 & 0.913593 & 0.0137306 & 0.247733 & 0.00968483 & 0.565955 & 1.05945 & 0.0297585 \\\\\n",
       "\t20 & 1.55714 & 0.811333 & 0.0122742 & 0.260391 & 0.00964984 & 0.657675 & 1.1603 & 0.0320536 \\\\\n",
       "\t21 & 1.63857 & 0.838502 & 0.0124778 & 0.22654 & 0.00973501 & 0.627057 & 1.10587 & 0.0321334 \\\\\n",
       "\t22 & 1.72 & 0.839927 & 0.0124248 & 0.213498 & 0.00976254 & 0.634247 & 1.11744 & 0.0332754 \\\\\n",
       "\t23 & 1.80143 & 0.772608 & 0.0114551 & 0.217746 & 0.00975653 & 0.690669 & 1.18371 & 0.0349104 \\\\\n",
       "\t24 & 1.88286 & 0.694815 & 0.0103291 & 0.229821 & 0.00971368 & 0.734033 & 1.2918 & 0.0376054 \\\\\n",
       "\t25 & 1.96429 & 0.700844 & 0.0103094 & 0.200846 & 0.00978921 & 0.736023 & 1.22733 & 0.0375181 \\\\\n",
       "\t26 & 2.04571 & 0.677203 & 0.00993706 & 0.194119 & 0.00979938 & 0.750491 & 1.25341 & 0.038985 \\\\\n",
       "\t27 & 2.12714 & 0.693968 & 0.0101433 & 0.185278 & 0.0098133 & 0.740868 & 1.2694 & 0.0403809 \\\\\n",
       "\t28 & 2.20857 & 0.514878 & 0.0076226 & 0.224998 & 0.00971175 & 0.850744 & 1.50429 & 0.0445037 \\\\\n",
       "\t29 & 2.29 & 0.581783 & 0.00848086 & 0.17931 & 0.00981955 & 0.813615 & 1.34162 & 0.0436251 \\\\\n",
       "\t30 & 2.37143 & 0.530323 & 0.00774596 & 0.18794 & 0.00980618 & 0.845081 & 1.42633 & 0.0453517 \\\\\n",
       "\t$\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "50×8 DataFrame. Omitted printing of 3 columns\n",
       "│ Row │ dt        │ A_mean    │ dA_mean     │ B_mean   │ dB_mean    │\n",
       "│     │ \u001b[90mFloat64\u001b[39m   │ \u001b[90mFloat64\u001b[39m   │ \u001b[90mFloat64\u001b[39m     │ \u001b[90mFloat64\u001b[39m  │ \u001b[90mFloat64\u001b[39m    │\n",
       "├─────┼───────────┼───────────┼─────────────┼──────────┼────────────┤\n",
       "│ 1   │ 0.01      │ 1.01744   │ 0.145341    │ 0.990193 │ 0.00138623 │\n",
       "│ 2   │ 0.0914286 │ 1.00871   │ 0.0473654   │ 0.912848 │ 0.00407989 │\n",
       "│ 3   │ 0.172857  │ 0.979835  │ 0.0333541   │ 0.839782 │ 0.00542671 │\n",
       "│ 4   │ 0.254286  │ 1.00709   │ 0.0285127   │ 0.774569 │ 0.00632181 │\n",
       "│ 5   │ 0.335714  │ 0.991558  │ 0.0245511   │ 0.712453 │ 0.00701467 │\n",
       "│ 6   │ 0.417143  │ 0.995086  │ 0.0224383   │ 0.659449 │ 0.00751413 │\n",
       "│ 7   │ 0.498571  │ 1.01078   │ 0.0210742   │ 0.607997 │ 0.00793601 │\n",
       "│ 8   │ 0.58      │ 0.996094  │ 0.0195937   │ 0.564226 │ 0.00825163 │\n",
       "│ 9   │ 0.661429  │ 1.00374   │ 0.0187965   │ 0.522901 │ 0.00852171 │\n",
       "│ 10  │ 0.742857  │ 0.990303  │ 0.0177356   │ 0.481223 │ 0.00876248 │\n",
       "⋮\n",
       "│ 40  │ 3.18571   │ 0.115474  │ 0.00191226  │ 0.487974 │ 0.00835756 │\n",
       "│ 41  │ 3.26714   │ 0.0922956 │ 0.00149989  │ 0.468235 │ 0.00856658 │\n",
       "│ 42  │ 3.34857   │ 0.0590347 │ 0.00115513  │ 0.612385 │ 0.00758401 │\n",
       "│ 43  │ 3.43      │ 0.0539656 │ 0.000959738 │ 0.511451 │ 0.0082908  │\n",
       "│ 44  │ 3.51143   │ 0.043567  │ 0.000808616 │ 0.497391 │ 0.00838327 │\n",
       "│ 45  │ 3.59286   │ 0.0306644 │ 0.000599624 │ 0.559948 │ 0.00816632 │\n",
       "│ 46  │ 3.67429   │ 0.0309617 │ 0.000566548 │ 0.507226 │ 0.00851071 │\n",
       "│ 47  │ 3.75571   │ 0.0361069 │ 0.000632832 │ 0.405327 │ 0.00889816 │\n",
       "│ 48  │ 3.83714   │ 0.0286866 │ 0.00055642  │ 0.527169 │ 0.00832886 │\n",
       "│ 49  │ 3.91857   │ 0.0209883 │ 0.000404302 │ 0.406271 │ 0.00884647 │\n",
       "│ 50  │ 4.0       │ 0.0269965 │ 0.000509586 │ 0.482936 │ 0.00849841 │"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Statistics\n",
    "df_mean = aggregate(paradf_clean, :dt, mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
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     "execution_count": 17,
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   ],
   "source": [
    "using Plots\n",
    "plot(df_mean.dt, df_mean.dtau_mean,label=\"dtau\")\n",
    "plot!(df_mean.dt, df_mean.dA_mean,label=\"dA\")"
   ]
  },
  {
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       "</svg>\n"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Plots\n",
    "plot(df_mean.dt, df_mean.tau_mean,label=\"tau\")\n",
    "plot!(df_mean.dt, df_mean.A_mean,label=\"A\")\n",
    "plot!(df_mean.dt, df_mean.sigmaN_mean,label=\"sigmaN\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"OUEM_sN05_2.csv\""
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using CSV\n",
    "CSV.write(\"OUEM_sN05_2.csv\",df_mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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