Notebooks/TMAsSimpleRandomProj.ipynb

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     "text": [
      "\u001b[32m\u001b[1m  Activating\u001b[22m\u001b[39m project at `~/Projects/HTM/Notebooks`\n"
     ]
    }
   ],
   "source": [
    "] activate ."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "652306f9-41d5-43fc-8f80-da285dabbe6a",
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   "outputs": [
    {
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     "text": [
      "\u001b[32m\u001b[1m    Updating\u001b[22m\u001b[39m registry at `~/.julia/registries/General.toml`\n",
      "\u001b[32m\u001b[1m   Resolving\u001b[22m\u001b[39m package versions...\n",
      "\u001b[32m\u001b[1m    Updating\u001b[22m\u001b[39m `~/Projects/HTM/Notebooks/Project.toml`\n",
      " \u001b[90m [2f01184e] \u001b[39m\u001b[92m+ SparseArrays\u001b[39m\n",
      "\u001b[32m\u001b[1m  No Changes\u001b[22m\u001b[39m to `~/Projects/HTM/Notebooks/Manifest.toml`\n"
     ]
    }
   ],
   "source": [
    "] add SparseArrays"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "128527c2-46bc-45f9-b695-7db6ad2cf53b",
   "metadata": {
    "tags": []
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   "source": [
    "# Simplifying HTM\n",
    "#### Can the reduction of HTM to random projection without threshold and linear classifier solve the taxicab problem?\n",
    "\n",
    "We make an analogy of HTM to random projection by considering each segment a random high dimensional vector. Because HTM thresholds the segment activations and cells enter a predictive state when segments are active beyond the threshold, we can model segment activation as random projection.\n",
    "\n",
    "#### What if we add a fixed non-linear thresholder\n",
    "\n",
    "\n",
    "#### What if we add a neural net to the end?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f721f7cf-0db8-4743-a2c2-1ec08f4d5417",
   "metadata": {},
   "outputs": [],
   "source": [
    "using CSV\n",
    "using Distances: sqeuclidean\n",
    "using Flux\n",
    "using Flux: mse\n",
    "using LinearAlgebra\n",
    "using Plots\n",
    "using SparseArrays\n",
    "using Shrike: random_projections\n",
    "using StatsBase\n",
    "using Zygote\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cac0b664-c596-4219-a2f2-b9176195b784",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TMParams"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mutable struct TMParams\n",
    "    num_cols\n",
    "    cells_per_col\n",
    "    seg_per_cell\n",
    "    syn_per_seg\n",
    "    permenance_incr\n",
    "    permenance_decr\n",
    "    small_perm_decr\n",
    "    theta\n",
    "end\n",
    "\n",
    "TMParams(;\n",
    "    num_cols=2048, \n",
    "    cells_per_col=32, \n",
    "    seg_per_cell=64, \n",
    "    syn_per_seg=32,\n",
    "    permenance_incr=0.36,\n",
    "    permenance_decr=0.05,\n",
    "    small_perm_decr=0.01,\n",
    "    theta=16\n",
    ") = TMParams(\n",
    "    num_cols,\n",
    "    cells_per_col,\n",
    "    seg_per_cell,\n",
    "    syn_per_seg,\n",
    "    permenance_incr,\n",
    "    permenance_decr,\n",
    "    small_perm_decr,\n",
    "    theta\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7242ffba-82de-4643-8628-b2f54ba102c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TMParams(2048, 32, 64, 32, 0.36, 0.05, 0.01, 16)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ps = TMParams()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21979197-1095-4584-9098-01d2e021ab96",
   "metadata": {},
   "source": [
    "A cell enters the predictive state if one of its segments is active.\n",
    "\n",
    "If cell `c` was predictive and then became active, we reenforce the segments that caused it to become active.\n",
    "\n",
    "If the the winning column was not predicted, then we pick the cell in the column that was closest to being active.\n",
    "\n",
    "What does this do? It organizes the network into "
   ]
  },
  {
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   "execution_count": 3,
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       "  400.342,1371.46 400.677,1306.78 401.011,1231.16 401.346,1073.3 401.68,974.728 402.015,904.491 402.349,832.61 402.684,747.751 403.019,775.979 403.353,756.111 \n",
       "  403.688,795.392 404.022,839.605 404.357,856.08 404.691,813.616 405.026,798.051 405.36,798.82 405.695,823.585 406.029,778.777 406.364,775.734 406.699,739.182 \n",
       "  407.033,781.541 407.368,810.783 407.702,891.794 408.037,934.293 408.371,857.689 408.706,776.469 409.04,656.107 409.375,494.086 409.71,521.054 410.044,588.318 \n",
       "  410.379,659.29 410.713,746.072 411.048,640.891 411.382,604.583 411.717,643.795 412.051,699.236 412.386,756.216 412.72,895.886 413.055,991.763 413.39,1111.56 \n",
       "  413.724,1194.6 414.059,1252.46 414.393,1290.83 414.728,1332.32 415.062,1354.74 415.397,1370.76 415.731,1369.53 416.066,1372.51 416.4,1359.11 416.735,1302.65 \n",
       "  417.07,1221.99 417.404,1071.93 417.739,979.205 418.073,875.284 418.408,789.376 418.742,761.498 419.077,777.273 419.411,795.043 419.746,853.912 420.08,833.169 \n",
       "  420.415,860.138 420.75,809.209 421.084,790.146 421.419,785.773 421.753,806.481 422.088,792.104 422.422,810.713 422.757,809.069 423.091,830.966 423.426,877.942 \n",
       "  423.761,947.55 424.095,973.644 424.43,849.749 424.764,692.73 425.099,632.776 425.433,602.03 425.768,588.913 426.102,519.48 426.437,689.582 426.771,820.752 \n",
       "  427.106,730.332 427.441,669.749 427.775,675.87 428.11,792.874 428.444,846.671 428.779,924.009 429.113,1017.09 429.448,1089.98 429.782,1165.05 430.117,1211.15 \n",
       "  430.451,1255.64 430.786,1306.12 431.121,1345.05 431.455,1356.31 431.79,1349.39 432.124,1351.8 432.459,1354.49 432.793,1298.81 433.128,1232.56 433.462,1105.69 \n",
       "  433.797,1031.29 434.131,949.648 434.466,872.555 434.801,797.981 435.135,817.569 435.47,857.165 435.804,896.376 436.139,885.463 436.473,903.512 436.808,872.555 \n",
       "  437.142,843.663 437.477,806.551 437.811,793.259 438.146,785.703 438.481,782.135 438.815,792.104 439.15,823.06 439.484,877.557 439.819,948.214 440.153,978.156 \n",
       "  440.488,864.51 440.822,774.02 441.157,713.402 441.492,666.776 441.826,410.591 442.161,707.351 442.495,665.971 442.83,683.321 443.164,666.706 443.499,774.79 \n",
       "  443.833,860.033 444.168,878.572 444.502,893.962 444.837,899.069 445.172,914.075 445.506,955.91 445.841,1020.97 446.175,1062.73 446.51,1110.34 446.844,1165.47 \n",
       "  447.179,1207.58 447.513,1229.34 447.848,1261.55 448.182,1302.93 448.517,1338.44 448.852,1344.84 449.186,1333.68 449.521,1311.12 449.855,1290.55 450.19,1287.12 \n",
       "  450.524,1278.76 450.859,1257.39 451.193,1202.75 451.528,1185.23 451.862,1157.81 452.197,1119.05 452.532,1073.82 452.866,996.625 453.201,983.263 453.535,978.926 \n",
       "  453.87,914.67 454.204,961.821 454.539,813.022 454.873,820.542 455.208,879.656 455.542,885.183 455.877,945.136 456.212,988.3 456.546,1036.01 456.881,1051.02 \n",
       "  457.215,917.713 457.55,932.054 457.884,934.783 458.219,952.692 458.553,955.21 458.888,976.862 459.223,968.467 459.557,968.992 459.892,914.005 460.226,879.166 \n",
       "  460.561,830.371 460.895,828.587 461.23,844.642 461.564,893.158 461.899,954.301 462.233,1020.97 462.568,1074.45 462.903,1139.34 463.237,1179.25 463.572,1211.22 \n",
       "  463.906,1235.32 464.241,1304.79 464.575,1350.08 464.91,1371.49 465.244,1370.23 465.579,1349.32 465.913,1331.48 466.248,1307.45 466.583,1295.66 466.917,1240.88 \n",
       "  467.252,1198.7 467.586,1144.27 467.921,1099.85 468.255,1057.59 468.59,1053.85 468.924,1001.28 469.259,1017.89 469.593,1003.62 469.928,995.506 470.263,992.497 \n",
       "  470.597,975.952 470.932,979.66 471.266,972.56 471.601,962.626 471.935,998.444 472.27,979.94 472.604,973.329 472.939,943.842 473.274,949.613 473.608,896.796 \n",
       "  473.943,823.445 474.277,869.652 474.612,964.829 474.946,953.041 475.281,924.499 475.615,918.762 475.95,898.09 476.284,848.105 476.619,886.092 476.954,864.58 \n",
       "  477.288,919.812 477.623,948.214 477.957,1000.37 478.292,1031.92 478.626,1069.98 478.961,1139.55 479.295,1157.77 479.63,1183.62 479.964,1208.74 480.299,1291.36 \n",
       "  480.634,1350.89 480.968,1366 481.303,1371.63 481.637,1357.4 481.972,1347.88 482.306,1315.77 482.641,1315.25 482.975,1261.66 483.31,1236.96 483.644,1165.4 \n",
       "  483.979,1131.61 484.314,1072.32 484.648,1053.85 484.983,1007.89 485.317,979.695 485.652,982.039 485.986,959.373 486.321,941.813 486.655,918.203 486.99,898.649 \n",
       "  487.324,946.605 487.659,940.484 487.994,980.22 488.328,949.963 488.663,921.036 488.997,869.477 489.332,868.533 489.666,869.092 490.001,863.916 490.335,903.826 \n",
       "  490.67,952.692 491.005,964.165 491.339,895.047 491.674,893.997 492.008,968.852 492.343,970.776 492.677,997.779 493.012,1062.24 493.346,1155.99 493.681,1208.28 \n",
       "  494.015,1278.31 494.35,1331.48 494.685,1348.16 495.019,1375.41 495.354,1391.43 495.688,1393.77 496.023,1380.48 496.357,1379.68 496.692,1369.36 497.026,1313.43 \n",
       "  497.361,1237.45 497.695,1088.86 498.03,1017.58 498.365,938.49 498.699,883.329 499.034,794.903 499.368,837.087 499.703,885.917 500.037,965.249 500.372,964.095 \n",
       "  500.706,964.34 501.041,932.159 501.375,928.172 501.71,917.853 502.045,922.925 502.379,891.304 502.714,879.516 503.048,868.813 503.383,870.946 503.717,891.444 \n",
       "  504.052,910.192 504.386,930.13 504.721,847.301 505.055,788.991 505.39,710.954 505.725,676.535 506.059,680.452 506.394,739.741 506.728,800.989 507.063,832.994 \n",
       "  507.397,770.103 507.732,792.524 508.066,838.381 508.401,879.376 508.736,936.322 509.07,1044.97 509.405,1134.41 509.739,1175.75 510.074,1202.26 510.408,1282.82 \n",
       "  510.743,1338.72 511.077,1373.21 511.412,1385.1 511.746,1393.77 512.081,1387.06 512.416,1386.67 512.75,1376.35 513.085,1308.91 513.419,1230.77 513.754,1063.08 \n",
       "  514.088,984.942 514.423,883.853 514.757,818.968 515.092,749.78 515.426,775.105 515.761,781.541 516.096,882.035 516.43,866.924 516.765,895.816 517.099,846.007 \n",
       "  517.434,825.614 517.768,828.482 518.103,834.359 518.437,814.875 518.772,795.847 519.106,792.349 519.441,807.215 519.776,821.801 520.11,900.573 520.445,933.838 \n",
       "  520.779,850.869 521.114,729.597 521.448,624.311 521.783,574.817 522.117,567.121 522.452,601.225 522.786,692.625 523.121,755.901 523.456,687.133 523.79,651.035 \n",
       "  524.125,577.65 524.459,690.666 524.794,818.618 525.128,938.91 525.463,1037.83 525.797,1130.31 526.132,1188.69 526.467,1266.07 526.801,1296.18 527.136,1346.03 \n",
       "  527.47,1365.76 527.805,1376.53 528.139,1372.86 528.474,1378.84 528.808,1372.3 529.143,1315.42 529.477,1234.34 529.812,1072.32 530.147,991.273 530.481,858.004 \n",
       "  530.816,811.972 531.15,743.624 531.485,767.654 531.819,797.351 532.154,856.29 532.488,847.651 532.823,880.251 533.157,835.758 533.492,822.711 533.827,825.404 \n",
       "  534.161,825.544 534.496,812.742 534.83,812.777 535.165,810.853 535.499,821.416 535.834,851.043 536.168,928.626 536.503,922.155 536.837,861.187 537.172,775.21 \n",
       "  537.507,680.732 537.841,594.58 538.176,550.157 538.51,538.823 538.845,585.135 539.179,741.175 539.514,638.898 539.848,596.119 540.183,621.513 540.518,632.007 \n",
       "  540.852,693.534 541.187,783.01 541.521,928.276 541.856,1058.61 542.19,1149.97 542.525,1229.27 542.859,1275.89 543.194,1315.07 543.528,1339.1 543.863,1356 \n",
       "  544.198,1362.22 544.532,1370.86 544.867,1364.36 545.201,1303.81 545.536,1228.53 545.87,1067.6 546.205,972.035 546.539,858.634 546.874,792.839 547.208,720.958 \n",
       "  547.543,763.981 547.878,793.993 548.212,865.175 548.547,865.525 548.881,886.442 549.216,836.282 549.55,828.797 549.885,847.476 550.219,862.167 550.554,821.626 \n",
       "  550.888,826.628 551.223,812.497 551.558,846.496 551.892,874.794 552.227,944.017 552.561,983.368 552.896,889.625 553.23,789.516 553.565,694.619 553.899,607.801 \n",
       "  554.234,543.476 554.568,555.158 554.903,620.114 555.238,701.649 555.572,584.016 555.907,569.885 556.241,562.469 556.576,597.063 556.91,649.531 557.245,694.689 \n",
       "  557.579,758.07 557.914,895.501 558.249,1000.96 558.583,1091.94 558.918,1164.07 559.252,1218.91 559.587,1271.42 559.921,1306.71 560.256,1313.11 560.59,1345.78 \n",
       "  560.925,1349.8 561.259,1297.83 561.594,1224.2 561.929,1086.87 562.263,1006.38 562.598,906.485 562.932,845.027 563.267,767.409 563.601,770.383 563.936,806.62 \n",
       "  564.27,881.965 564.605,878.782 564.939,912.501 565.274,849.609 565.609,841.424 565.943,860.453 566.278,860.453 566.612,847.686 566.947,816.834 567.281,816.484 \n",
       "  567.616,833.379 567.95,887.526 568.285,945.661 568.619,961.786 568.954,867.448 569.289,761.533 569.623,666.636 569.958,638.653 570.292,581.078 570.627,620.499 \n",
       "  570.961,700.355 571.296,739.147 571.63,667.86 571.965,660.025 572.299,623.717 572.634,586.394 572.969,548.617 573.303,519.445 573.638,554.494 573.972,589.368 \n",
       "  574.307,646.418 574.641,701.3 574.976,787.102 575.31,894.872 575.645,991.728 575.98,1038.25 576.314,1099.11 576.649,1233.05 576.983,1301.78 577.318,1330.64 \n",
       "  577.652,1339.73 577.987,1300.14 578.321,1272.4 578.656,1219.72 578.99,1210.83 579.325,1128.42 579.66,1073.89 579.994,990.958 580.329,984.872 580.663,918.937 \n",
       "  580.998,916.384 581.332,859.019 581.667,855.591 582.001,815.19 582.336,809.594 582.67,803.158 583.005,827.153 583.34,808.684 583.674,809.524 584.009,784.129 \n",
       "  584.343,824.914 584.678,848.875 585.012,795.532 585.347,719.558 585.681,673.002 586.016,671.218 586.35,661.879 586.685,685.804 587.02,764.611 587.354,777.553 \n",
       "  587.689,738.622 588.023,737.922 588.358,700.18 588.692,611.439 589.027,577.825 589.361,558.656 589.696,557.257 590.031,583.806 590.365,622.213 590.7,709.485 \n",
       "  591.034,778.463 591.369,878.012 591.703,952.762 592.038,1005.61 592.372,1067.98 592.707,1217.69 593.041,1305.17 593.376,1338.16 593.711,1339.49 594.045,1333.54 \n",
       "  594.38,1334.38 594.714,1300.03 595.049,1276.03 595.383,1228.99 595.718,1179.28 596.052,1083.65 596.387,986.376 596.721,893.508 597.056,938.071 597.391,867.728 \n",
       "  597.725,861.922 598.06,808.614 598.394,797.106 598.729,753.733 599.063,682.236 599.398,659.535 599.732,746.737 600.067,812.707 600.401,893.228 600.736,969.202 \n",
       "  601.071,960.597 601.405,757.021 601.74,707.281 602.074,765.101 602.409,816.415 602.743,842.404 603.078,891.899 603.412,914.95 603.747,861.712 604.081,865.909 \n",
       "  604.416,925.268 604.751,964.794 605.085,1009.92 605.42,974.029 605.754,1022.75 606.089,1143.33 606.423,1200.83 606.758,1278.38 607.092,1337.74 607.427,1363.06 \n",
       "  607.762,1388.53 608.096,1397.55 608.431,1386.29 608.765,1370.13 609.1,1359.63 609.434,1290.31 609.769,1228.46 610.103,1066.62 610.438,990.888 610.772,912.011 \n",
       "  611.107,843.768 611.442,801.199 611.776,811.797 612.111,865.769 612.445,923.694 612.78,899.664 613.114,941.114 613.449,913.411 613.783,881.02 614.118,894.417 \n",
       "  614.452,915.579 614.787,882.279 615.122,874.374 615.456,870.457 615.791,880.531 616.125,878.047 616.46,911.767 616.794,923.065 617.129,844.363 617.463,728.268 \n",
       "  617.798,691.016 618.132,516.927 618.467,605.388 618.802,675.87 619.136,635.714 619.471,707.456 619.805,650.93 620.14,642.99 620.474,684.965 620.809,790.985 \n",
       "  621.143,875.913 621.478,1017.61 621.812,1106.53 622.147,1160.26 622.482,1235 622.816,1295.24 623.151,1321.86 623.485,1360.33 623.82,1386.36 624.154,1393.11 \n",
       "  624.489,1387.55 624.823,1388.39 625.158,1373.77 625.493,1306.92 625.827,1213.32 626.162,1049.13 626.496,956.189 626.831,847.126 627.165,791.65 627.5,722.881 \n",
       "  627.834,758.105 628.169,807.53 628.503,845.377 628.838,843.978 629.173,888.855 629.507,821.696 629.842,814.211 630.176,822.676 630.511,843.558 630.845,796.756 \n",
       "  631.18,682.621 631.514,704.797 631.849,854.331 632.183,916.733 632.518,996.1 632.853,1028.21 633.187,922.785 633.522,804.277 633.856,640.507 634.191,538.089 \n",
       "  634.525,509.161 634.86,540.223 635.194,641.206 635.529,704.902 635.863,638.233 636.198,668.49 636.533,711.269 636.867,774.72 637.202,824.04 637.536,937.441 \n",
       "  637.871,1046.15 638.205,1143.78 638.54,1201.88 638.874,1256.13 639.209,1299.96 639.543,1330.95 639.878,1360.44 640.213,1376.39 640.547,1370.02 640.882,1373.52 \n",
       "  641.216,1372.47 641.551,1303.74 641.885,1224.27 642.22,1022.16 642.554,943.037 642.889,825.369 643.224,746.107 643.558,733.515 643.893,755.517 644.227,785.983 \n",
       "  644.562,830.476 644.896,839.605 645.231,881.405 645.565,824.46 645.9,810.293 646.234,841.984 646.569,854.576 646.904,845.517 647.238,831.525 647.573,832.994 \n",
       "  647.907,849.33 648.242,881.125 648.576,942.583 648.911,988.545 649.245,887.072 649.58,783.989 649.914,677.794 650.249,605.668 650.584,542.111 650.918,570.164 \n",
       "  651.253,626.55 651.587,688.917 651.922,609.795 652.256,590.732 652.591,610.53 652.925,636.519 653.26,691.016 653.594,755.062 653.929,867.309 654.264,1013.34 \n",
       "  654.598,1106.6 654.933,1183.76 655.267,1249.35 655.602,1306.15 655.936,1330.85 656.271,1347.01 656.605,1347.32 656.94,1359.77 657.275,1358.44 657.609,1283.17 \n",
       "  657.944,1209.96 658.278,1036.36 658.613,950.208 658.947,854.366 659.282,790.495 659.616,745.618 659.951,781.576 660.285,799.485 660.62,841.634 660.955,849.155 \n",
       "  661.289,879.516 661.624,817.919 661.958,803.228 662.293,813.826 662.627,843.523 662.962,797.876 663.296,790.565 663.631,775.699 663.965,855.451 664.3,902.707 \n",
       "  664.635,975.463 664.969,1040.21 665.304,958.778 665.638,830.231 665.973,718.544 666.307,636.064 666.642,594.964 666.976,582.197 667.311,653.798 667.645,718.999 \n",
       "  667.98,566.981 668.315,539.978 668.649,562.224 668.984,590.207 669.318,624.521 669.653,657.961 669.987,730.122 670.322,874.094 670.656,966.018 670.991,1054.13 \n",
       "  671.325,1146.33 671.66,1207.62 671.995,1247.77 672.329,1295.27 672.664,1301.78 672.998,1326.82 673.333,1333.99 673.667,1287.4 674.002,1213.21 674.336,1065.5 \n",
       "  674.671,979.345 675.006,903.302 675.34,853.282 675.675,768.354 676.009,782.905 676.344,841.704 676.678,881.16 677.013,887.386 677.347,897.88 677.682,853.387 \n",
       "  678.016,848.595 678.351,861.607 678.686,876.403 679.02,861.432 679.355,836.422 679.689,830.511 680.024,861.992 680.358,928.276 680.693,985.886 681.027,1015.06 \n",
       "  681.362,934.083 681.696,802.598 682.031,704.483 682.366,625.746 682.7,580.658 683.035,593.285 683.369,663.278 683.704,681.956 684.038,620.464 684.373,627.355 \n",
       "  684.707,625.011 685.042,548.582 685.376,554.774 685.711,555.193 686.046,546.484 686.38,598.077 686.715,666.915 687.049,749.745 687.384,811.483 687.718,901.763 \n",
       "  688.053,998.444 688.387,1024.89 688.722,1092.92 689.056,1230.11 689.391,1299.89 689.726,1336.55 690.06,1333.26 690.395,1292.2 690.729,1269.74 691.064,1226.16 \n",
       "  691.398,1212.34 691.733,1131.92 692.067,1079.07 692.402,995.785 692.737,998.968 693.071,929.186 693.406,898.719 693.74,820.857 694.075,838.521 694.409,841.179 \n",
       "  694.744,810.328 695.078,816.205 695.413,845.972 695.747,847.091 696.082,844.502 696.417,828.867 696.751,866.224 697.086,862.481 697.42,824.39 697.755,738.517 \n",
       "  698.089,732.116 698.424,704.448 698.758,637.673 699.093,670.483 699.427,753.453 699.762,744.428 700.097,705.462 700.431,675.695 700.766,671.987 701.1,596.608 \n",
       "  701.435,570.129 701.769,555.158 702.104,580.168 702.438,616.476 702.773,652.889 703.107,732.361 703.442,787.242 703.777,888.261 704.111,959.477 704.446,997.954 \n",
       "  704.78,1068.86 705.115,1196.46 705.449,1288.84 705.784,1332.14 706.118,1340.08 706.453,1325.56 706.788,1322.24 707.122,1276.1 707.457,1263.51 707.791,1209.44 \n",
       "  708.126,1164.73 708.46,1076.38 708.795,1046.68 709.129,971.965 709.464,940.519 709.798,885.358 710.133,873.08 710.468,843.348 710.802,849.434 711.137,832.575 \n",
       "  711.471,808.649 711.806,825.859 712.14,844.537 712.475,867.344 712.809,881.37 713.144,866.329 713.478,851.463 713.813,786.718 714.148,790.39 714.482,780.701 \n",
       "  714.817,801.409 715.151,820.962 715.486,882.384 715.82,875.948 716.155,853.107 716.489,841.214 716.824,883.364 717.158,930.27 717.493,970.671 717.828,1038.28 \n",
       "  718.162,1127.34 718.497,1215.87 718.831,1263.16 719.166,1314.62 719.5,1341.55 719.835,1367.61 720.169,1386.22 720.504,1394.58 720.838,1372.61 721.173,1370.97 \n",
       "  721.508,1355.61 721.842,1300.62 722.177,1219.19 722.511,1082.88 722.846,1001.38 723.18,911.976 723.515,849.854 723.849,807.53 724.184,808.334 724.519,858.249 \n",
       "  724.853,924.919 725.188,917.083 725.522,928.871 725.857,906.31 726.191,900.503 726.526,888.785 726.86,899.699 727.195,870.212 727.529,864.475 727.864,854.227 \n",
       "  728.199,877.068 728.533,869.792 728.868,909.108 729.202,915.964 729.537,852.128 729.871,772.481 730.206,658.73 730.54,657.716 730.875,656.982 731.209,695.178 \n",
       "  731.544,742.959 731.879,799.45 732.213,751.634 732.548,736.838 732.882,733.585 733.217,807.355 733.551,896.061 733.886,994.106 734.22,1088.27 734.555,1179.28 \n",
       "  734.889,1242.21 735.224,1290.48 735.559,1328.15 735.893,1355.82 736.228,1376.21 736.562,1385.48 736.897,1381.36 737.231,1386.32 737.566,1370.86 737.9,1302.3 \n",
       "  738.235,1220.52 738.569,1065.25 738.904,982.493 739.239,887.316 739.573,814.106 739.908,757.965 740.242,778.672 740.577,794.273 740.911,852.583 741.246,840.865 \n",
       "  741.58,850.379 741.915,834.918 742.25,807.11 742.584,760.903 742.919,788.956 743.253,785.388 743.588,778.638 743.922,794.868 744.257,829.881 744.591,857.48 \n",
       "  744.926,914.425 745.26,940.134 745.595,835.688 745.93,705.812 746.264,593.04 746.599,564.918 746.933,541.482 747.268,582.967 747.602,641.591 747.937,684.72 \n",
       "  748.271,599.302 748.606,614.063 748.94,642.186 749.275,645.404 749.61,761.988 749.944,853.737 750.279,991.798 750.613,1096 750.948,1179.81 751.282,1253.44 \n",
       "  751.617,1294.64 751.951,1328.01 752.286,1352.18 752.62,1366.84 752.955,1366.91 753.29,1375.09 753.624,1368.48 753.959,1302.62 754.293,1216.12 754.628,1047.1 \n",
       "  754.962,966.298 755.297,859.858 755.631,790.495 755.966,738.727 756.301,755.866 756.635,772.411 756.97,815.015 757.304,813.022 757.639,818.688 757.973,781.611 \n",
       "  758.308,774.37 758.642,773.356 758.977,784.514 759.311,765.101 759.646,755.656 759.981,773.111 760.315,801.514 760.65,839.221 760.984,917.853 761.319,930.83 \n",
       "  761.653,823.41 761.988,718.334 762.322,618.75 762.657,570.584 762.991,531.513 763.326,549.212 763.661,646.068 763.995,561.7 764.33,528.994 764.664,593.46 \n",
       "  764.999,608.151 765.333,609.655 765.668,686.853 766.002,792.594 766.337,915.789 766.671,1038.77 767.006,1155.88 767.341,1213.11 767.675,1272.12 768.01,1315 \n",
       "  768.344,1350.68 768.679,1370.79 769.013,1361.91 769.348,1371.74 769.682,1366 770.017,1303.95 770.351,1208.88 770.686,1041.71 771.021,950.698 771.355,849.574 \n",
       "  771.69,785.948 772.024,741.735 772.359,759.749 772.693,772.376 773.028,842.893 773.362,823.026 773.697,865.665 774.032,825.439 774.366,810.398 774.701,817.359 \n",
       "  775.035,840.9 775.37,819.388 775.704,808.369 776.039,810.643 776.373,838.836 776.708,888.855 777.042,942.373 777.377,983.228 777.712,892.073 778.046,798.296 \n",
       "  778.381,697.102 778.715,622.283 779.05,568.38 779.384,585.485 779.719,659.22 780.053,671.778 780.388,576.356 780.722,554.494 781.057,573.627 781.392,559.146 \n",
       "  781.726,593.25 782.061,649.391 782.395,741.49 782.73,843.523 783.064,954.476 783.399,1069.59 783.733,1147.59 784.068,1206.04 784.402,1254.59 784.737,1286.18 \n",
       "  785.072,1300.42 785.406,1333.89 785.741,1336.44 786.075,1281.49 786.41,1211.01 786.744,1078.61 787.079,1005.12 787.413,905.68 787.748,853.387 788.082,788.571 \n",
       "  788.417,801.654 788.752,839.256 789.086,884.413 789.421,885.742 789.755,891.374 790.09,847.755 790.424,843.033 790.759,853.842 791.093,877.138 791.428,877.837 \n",
       "  791.763,842.194 792.097,840.515 792.432,841.669 792.766,905.295 793.101,936.496 793.435,988.16 793.77,877.627 794.104,777.308 794.439,689.582 794.773,623.752 \n",
       "  795.108,578.105 795.443,605.003 795.777,677.409 796.112,673.806 796.446,617.63 796.781,630.782 797.115,602.765 797.45,559.181 797.784,525.916 798.119,541.937 \n",
       "  798.453,539.488 798.788,608.151 799.123,650.58 799.457,736.243 799.792,806.62 800.126,899.874 800.461,990.539 800.795,1042.45 801.13,1102.54 801.464,1230.56 \n",
       "  801.799,1294.36 802.133,1324.66 802.468,1315.46 802.803,1274.95 803.137,1272.96 803.472,1220.52 803.806,1203.98 804.141,1119.99 804.475,1067.35 804.81,974.134 \n",
       "  805.144,950.558 805.479,892.633 805.813,866.959 806.148,805.466 806.483,844.328 806.817,810.993 807.152,822.606 807.486,846.181 807.821,841.809 808.155,831.805 \n",
       "  808.49,840.375 808.824,827.223 809.159,867.588 809.494,820.647 809.828,794.378 810.163,763.282 810.497,744.149 810.832,683.251 811.166,651.455 811.501,685.419 \n",
       "  811.835,756.006 812.17,750.724 812.504,679.438 812.839,693.884 813.174,668.909 813.508,596.608 813.843,561.804 814.177,555.858 814.512,561.909 814.846,593.775 \n",
       "  815.181,670.588 815.515,734.949 815.85,790.565 816.184,872.59 816.519,953.111 816.854,1014.5 817.188,1066.3 817.523,1211.53 817.857,1288.17 818.192,1325.88 \n",
       "  818.526,1338.79 818.861,1323.61 819.195,1326.16 819.53,1282.47 819.864,1267.88 820.199,1211.67 820.534,1174.25 820.868,1087.01 821.203,1044.13 821.537,962.975 \n",
       "  821.872,936.916 822.206,882.699 822.541,864.93 822.875,851.463 823.21,823.76 823.545,842.019 823.879,805.396 824.214,820.717 824.548,823.48 824.883,850.344 \n",
       "  825.217,856.745 825.552,820.192 825.886,798.925 826.221,765.066 826.555,771.292 826.89,742.085 827.225,775.35 827.559,820.437 827.894,878.257 828.228,865.874 \n",
       "  828.563,820.997 828.897,867.588 829.232,887.316 829.566,914.915 829.901,960.002 830.235,1012.19 830.57,1098.34 830.905,1192.02 831.239,1221.89 831.574,1270.75 \n",
       "  831.908,1330.22 832.243,1364.53 832.577,1376.32 832.912,1384.36 833.246,1380.73 833.581,1376.53 833.915,1357.78 834.25,1302.83 834.585,1233.96 834.919,1133.01 \n",
       "  835.254,1089.46 835.588,1047.9 835.923,988.895 836.257,959.582 836.592,926.388 836.926,937.336 837.261,953.111 837.595,954.511 837.93,966.123 838.265,930.41 \n",
       "  838.599,921.596 838.934,908.234 839.268,946.885 839.603,907.254 839.937,915.369 840.272,888.156 840.606,913.69 840.941,937.161 841.276,976.127 841.61,983.333 \n",
       "  841.945,946.011 842.279,876.368 842.614,823.83 842.948,758.7 843.283,743.519 843.617,750.655 843.952,798.296 844.286,821.102 844.621,815.085 844.956,832.19 \n",
       "  845.29,844.922 845.625,876.823 845.959,914.67 846.294,993.862 846.628,1093.27 846.963,1181.98 847.297,1246.76 847.632,1293.8 847.966,1325.32 848.301,1363.38 \n",
       "  848.636,1380.94 848.97,1391.57 849.305,1387.16 849.639,1387.86 849.974,1379.15 850.308,1300.87 850.643,1226.64 850.977,1060.15 851.312,974.518 851.646,916.664 \n",
       "  851.981,861.082 852.316,811.587 852.65,829.252 852.985,849.12 853.319,895.187 853.654,881.09 853.988,908.723 854.323,863.426 854.657,852.303 854.992,870.352 \n",
       "  855.326,871.891 855.661,856.885 855.996,845.552 856.33,853.037 856.665,852.792 856.999,878.747 857.334,931.599 857.668,965.179 858.003,887.316 858.337,782.345 \n",
       "  858.672,678.948 859.007,632.671 859.341,591.187 859.676,600.701 860.01,663.278 860.345,650.755 860.679,631.902 861.014,625.081 861.348,655.093 861.683,700.11 \n",
       "  862.017,751.774 862.352,855.556 862.687,985.502 863.021,1104.67 863.356,1187.19 863.69,1249.17 864.025,1286.81 864.359,1331.13 864.694,1351.27 865.028,1369.29 \n",
       "  865.363,1362.47 865.697,1367.19 866.032,1368.31 866.367,1303.81 866.701,1217.66 867.036,1042.87 867.37,963.29 867.705,856.185 868.039,816.065 868.374,766.955 \n",
       "  868.708,791.3 869.043,798.715 869.377,868.393 869.712,867.518 870.047,892.143 870.381,846.916 870.716,831.875 871.05,857.689 871.385,869.023 871.719,839.151 \n",
       "  872.054,844.258 872.388,845.062 872.723,864.685 873.058,909.388 873.392,975.603 873.727,1010.79 874.061,913.655 874.396,797.106 874.73,718.754 875.065,655.617 \n",
       "  875.399,597.413 875.734,587.129 876.068,616.616 876.403,621.618 876.738,588.004 877.072,580.133 877.407,585.94 877.741,633.756 878.076,663.383 878.41,775.245 \n",
       "  878.745,917.748 879.079,1027.02 879.414,1130.59 879.748,1210 880.083,1251.34 880.418,1294.26 880.752,1326.79 881.087,1345.19 881.421,1345.15 881.756,1368.31 \n",
       "  882.09,1369.81 882.425,1298.7 882.759,1205.38 883.094,1045.8 883.428,974.518 883.763,868.358 884.098,803.892 884.432,755.761 884.767,788.362 885.101,836.073 \n",
       "  885.436,874.549 885.77,869.372 886.105,893.193 886.439,853.422 886.774,835.093 887.108,838.696 887.443,857.515 887.778,835.128 888.112,825.194 888.447,829.147 \n",
       "  888.781,860.593 889.116,920.406 889.45,974.343 889.785,999.598 890.119,909.073 890.454,824.949 890.789,725.96 891.123,644.879 891.458,594.649 891.792,578.454 \n",
       "  892.127,613.223 892.461,598.777 892.796,556.802 893.13,551.066 893.465,564.218 893.799,595.629 894.134,608.886 894.469,653.169 894.803,755.027 895.138,855.975 \n",
       "  895.472,966.123 895.807,1079.59 896.141,1136.15 896.476,1210.31 896.81,1257.85 897.145,1287.61 897.479,1296.85 897.814,1330.95 898.149,1343.23 898.483,1285.65 \n",
       "  898.818,1207.27 899.152,1070.71 899.487,999.703 899.821,902.147 900.156,852.373 900.49,778.672 900.825,809.489 901.159,825.509 901.494,883.119 901.829,866.049 \n",
       "  902.163,899.454 902.498,868.638 902.832,862.377 903.167,872.52 903.501,876.893 903.836,879.481 904.17,850.554 904.505,863.496 904.839,876.998 905.174,923.414 \n",
       "  905.509,1005.16 905.843,1010.13 906.178,919.392 906.512,820.017 906.847,744.498 907.181,669.329 907.516,618.295 907.85,628.859 908.185,675.205 908.52,645.823 \n",
       "  908.854,639.037 909.189,661.144 909.523,630.293 909.858,587.059 910.192,551.696 910.527,568.206 910.861,576.775 911.196,641.696 911.53,683.6 911.865,742.47 \n",
       "  912.2,797.176 912.534,863.356 912.869,935.342 913.203,1022.61 913.538,1090.26 913.872,1234.69 914.207,1306.08 914.541,1333.12 914.876,1322.87 915.21,1277.4 \n",
       "  915.545,1262.71 915.88,1205.34 916.214,1197.05 916.549,1132.59 916.883,1108.91 917.218,1031.74 917.552,1032.58 917.887,946.325 918.221,940.029 918.556,887.072 \n",
       "  918.89,882.664 919.225,856.5 919.56,831.385 919.894,839.85 920.229,850.169 920.563,841.04 920.898,829.322 921.232,828.727 921.567,842.299 921.901,858.949 \n",
       "  922.236,815.505 922.57,758.665 922.905,720.923 923.24,707.841 923.574,659.395 923.909,655.093 924.243,728.513 924.578,710.499 924.912,715.326 925.247,702.909 \n",
       "  925.581,694.374 925.916,638.933 926.251,586.429 926.585,585.52 926.92,598.497 927.254,638.548 927.589,685.524 927.923,682.201 928.258,753.873 928.592,840.655 \n",
       "  928.927,937.966 929.261,988.44 929.596,1051.47 929.931,1214.68 930.265,1291.18 930.6,1331.76 930.934,1334.87 931.269,1317.41 931.603,1306.15 931.938,1258.62 \n",
       "  932.272,1224.3 932.607,1184.6 932.941,1164.77 933.276,1087.39 933.611,1046.29 933.945,977.561 934.28,941.009 934.614,893.857 934.949,874.759 935.283,841.984 \n",
       "  935.618,852.198 935.952,858.949 936.287,810.713 936.621,833.939 936.956,855.416 937.291,853.527 937.625,882.279 937.96,884.168 938.294,853.702 938.629,813.301 \n",
       "  938.963,777.238 939.298,773.076 939.632,798.331 939.967,858.214 940.302,868.988 940.636,863.566 940.971,872.136 941.305,864.545 941.64,903.512 941.974,946.221 \n",
       "  942.309,1016.35 942.643,1077.99 942.978,1148.75 943.312,1218.22 943.647,1269.95 943.982,1310.94 944.316,1337.77 944.651,1371.11 944.985,1379.4 945.32,1385.48 \n",
       "  945.654,1382.06 945.989,1378.87 946.323,1372.61 946.658,1304.82 946.992,1234.66 947.327,1082.53 947.662,1011.88 947.996,908.094 948.331,855.311 948.665,815.19 \n",
       "  949,822.326 949.334,856.99 949.669,933.733 950.003,913.271 950.338,933.838 950.672,893.822 951.007,895.886 951.342,898.055 951.676,896.831 952.011,877.382 \n",
       "  952.345,877.592 952.68,857.445 953.014,880.67 953.349,871.856 953.683,930.41 954.018,939.295 954.352,866.329 954.687,808.369 955.022,720.468 955.356,672.057 \n",
       "  955.691,670.029 956.025,701.509 956.36,701.824 956.694,715.151 957.029,712.773 957.363,751.214 957.698,761.778 958.033,843.768 958.367,908.513 958.702,1008.31 \n",
       "  959.036,1096.17 959.371,1175.23 959.705,1239.27 960.04,1302.55 960.374,1331.09 960.709,1351.1 961.043,1372.54 961.378,1389.09 961.713,1383.35 962.047,1385.69 \n",
       "  962.382,1380.66 962.716,1314.93 963.051,1228.6 963.385,1073.26 963.72,994.561 964.054,873.395 964.389,812.182 964.723,763.457 965.058,787.557 965.393,820.962 \n",
       "  965.727,865.63 966.062,868.708 966.396,896.971 966.731,853.317 967.065,833.274 967.4,825.579 967.734,848.07 968.069,808.264 968.403,809.664 968.738,813.546 \n",
       "  969.073,851.743 969.407,883.784 969.742,947.83 970.076,988.405 970.411,892.318 970.745,804.802 971.08,712.423 971.414,658.451 971.749,627.564 972.083,662.683 \n",
       "  972.418,675.87 972.753,655.407 973.087,643.025 973.422,618.33 973.756,664.502 974.091,731.206 974.425,789.621 974.76,885.567 975.094,990.748 975.429,1100.09 \n",
       "  975.764,1189.29 976.098,1254.45 976.433,1296.29 976.767,1323.89 977.102,1352.5 977.436,1365.86 977.771,1361.38 978.105,1376.74 978.44,1368.41 978.774,1302.44 \n",
       "  979.109,1216.54 979.444,1048.04 979.778,947.655 980.113,848.875 980.447,791.09 980.782,769.053 981.116,805.081 981.451,813.511 981.785,877.732 982.12,854.611 \n",
       "  982.454,900.573 982.789,842.299 983.124,831.246 983.458,841.984 983.793,857.899 984.127,831.595 984.462,832.68 984.796,846.111 985.131,852.548 985.465,888.331 \n",
       "  985.8,949.369 986.134,991.623 986.469,896.621 986.804,795.217 987.138,709.869 987.473,623.717 987.807,603.114 988.142,613.048 988.476,635.47 988.811,635.505 \n",
       "  989.145,607.522 989.48,595.489 989.815,621.513 990.149,663.523 990.484,709.135 990.818,814.875 991.153,920.371 991.487,1044.9 991.822,1133.53 992.156,1215.52 \n",
       "  992.491,1256.31 992.825,1291.11 993.16,1328.68 993.495,1350.71 993.829,1347.53 994.164,1367.01 994.498,1364.85 994.833,1291.11 995.167,1219.02 995.502,1047.9 \n",
       "  995.836,982.284 996.171,862.971 996.505,820.997 996.84,780.841 997.175,813.896 997.509,820.122 997.844,874.619 998.178,873.045 998.513,877.522 998.847,822.641 \n",
       "  999.182,828.622 999.516,840.305 999.851,865.839 1000.19,830.406 1000.52,821.766 1000.85,827.258 1001.19,848.315 1001.52,904.246 1001.86,977.282 1002.19,992.777 \n",
       "  1002.53,904.771 1002.86,815.96 1003.2,707.386 1003.53,642.046 1003.87,585.765 1004.2,593.81 1004.53,623.612 1004.87,614.587 1005.2,592.726 1005.54,601.295 \n",
       "  1005.87,603.219 1006.21,611.089 1006.54,644.459 1006.88,684.475 1007.21,783.325 1007.55,902.112 1007.88,990.364 1008.21,1088.16 1008.55,1146.93 1008.88,1211.81 \n",
       "  1009.22,1256.45 1009.55,1284.81 1009.89,1300.1 1010.22,1333.47 1010.56,1332 1010.89,1287.19 1011.23,1226.85 1011.56,1083.48 1011.89,1014.11 1012.23,928.521 \n",
       "  1012.56,874.199 1012.9,811.587 1013.23,832.47 1013.57,860.278 1013.9,906.065 1014.24,885.602 1014.57,909.913 1014.91,885.567 1015.24,863.391 1015.57,864.86 \n",
       "  1015.91,881.44 1016.24,859.298 1016.58,852.862 1016.91,839.745 1017.25,860.068 1017.58,914.075 1017.92,971.755 1018.25,997.185 1018.59,888.576 1018.92,775.979 \n",
       "  1019.25,705.532 1019.59,651.42 1019.92,595.279 1020.26,622.982 1020.59,679.998 1020.93,661.634 1021.26,681.537 1021.6,690.281 1021.93,665.796 1022.27,628.474 \n",
       "  1022.6,613.573 1022.93,613.503 1023.27,625.221 1023.6,672.582 1023.94,747.017 1024.27,816.939 1024.61,847.336 1024.94,913.515 1025.28,987.146 1025.61,1051.23 \n",
       "  1025.95,1111.18 1026.28,1251.3 1026.61,1318.71 1026.95,1337.04 1027.28,1331.3 1027.62,1298.25 1027.95,1276.63 1028.29,1244.17 1028.62,1211.71 1028.96,1147.52 \n",
       "  1029.29,1110.87 1029.63,1022.61 1029.96,1010.13 1030.29,936.147 1030.63,927.927 1030.96,888.191 1031.3,886.302 1031.63,875.144 1031.97,849.05 1032.3,848.77 \n",
       "  1032.64,870.072 1032.97,868.988 1033.31,866.504 1033.64,867.379 1033.97,886.617 1034.31,883.888 1034.64,837.926 1034.98,783.115 1035.31,758.63 1035.65,724.071 \n",
       "  1035.98,690.701 1036.32,725.33 1036.65,789.271 1036.99,766.815 1037.32,747.227 1037.65,737.083 1037.99,730.717 1038.32,673.561 1038.66,644.949 1038.99,632.112 \n",
       "  1039.33,630.398 1039.66,706.267 1040,740.371 1040.33,815.295 1040.67,836.352 1041,891.969 1041.33,977.526 1041.67,1046.05 1042,1092.19 1042.34,1243.26 \n",
       "  1042.67,1316.16 1043.01,1337.84 1043.34,1345.43 1043.68,1338.12 1044.01,1330.36 1044.35,1282.89 1044.68,1266.94 1045.01,1226.23 1045.35,1179.11 1045.68,1091.03 \n",
       "  1046.02,1057.66 1046.35,979.066 1046.69,951.362 1047.02,923.764 1047.36,899.314 1047.69,890.395 1048.03,878.432 1048.36,882.419 1048.69,868.813 1049.03,885.917 \n",
       "  1049.36,906.904 1049.7,915.684 1050.03,912.291 1050.37,916.174 1050.7,885.428 1051.04,840.865 1051.37,830.091 1051.71,819.842 1052.04,840.41 1052.37,883.958 \n",
       "  1052.71,892.948 1053.04,880.705 1053.38,900.154 1053.71,908.059 1054.05,942.898 1054.38,964.235 1054.72,1006.84 1055.05,1046.64 1055.39,1123.81 1055.72,1205.24 \n",
       "  1056.05,1262.99 1056.39,1310.66 1056.72,1345.36 1057.06,1362.54 1057.39,1381.08 1057.73,1386.53 1058.06,1375.23 1058.4,1380.31 1058.73,1364.01 1059.07,1309.96 \n",
       "  1059.4,1242.77 1059.73,1104.11 1060.07,1015.3 1060.4,959.897 1060.74,899.454 1061.07,841.739 1061.41,856.045 1061.74,875.738 1062.08,953.461 1062.41,956.679 \n",
       "  1062.75,948.774 1063.08,927.332 1063.41,898.859 1063.75,916.349 1064.08,911.242 1064.42,885.113 1064.75,896.866 1065.09,887.456 1065.42,881.055 1065.76,891.094 \n",
       "  1066.09,936.182 1066.43,962.696 1066.76,894.802 1067.09,824.11 1067.43,734.844 1067.76,715.921 1068.1,706.406 1068.43,734.669 1068.77,738.727 1069.1,767.339 \n",
       "  1069.44,778.358 1069.77,790.775 1070.11,817.289 1070.44,884.378 1070.77,941.009 1071.11,1038.91 1071.44,1120.1 1071.78,1188.1 1072.11,1249.45 1072.45,1296.85 \n",
       "  1072.78,1326.33 1073.12,1351.24 1073.45,1372.44 1073.79,1383.73 1074.12,1379.4 1074.45,1386.57 1074.79,1373.66 1075.12,1309.65 1075.46,1244.59 1075.79,1083.62 \n",
       "  1076.13,1003.52 1076.46,909.423 1076.8,826.244 1077.13,768.669 1077.47,811.972 1077.8,847.231 1078.13,905.645 1078.47,901.868 1078.8,932.509 1079.14,867.344 \n",
       "  1079.47,869.302 1079.81,853.422 1080.14,887.526 1080.48,856.255 1080.81,802.598 1081.15,793.573 1081.48,810.608 1081.82,890.569 1082.15,977.387 1082.48,997.814 \n",
       "  1082.82,937.931 1083.15,805.501 1083.49,707.596 1083.82,640.017 1084.16,582.967 1084.49,547.813 1084.83,726.834 1085.16,739.461 1085.5,677.899 1085.83,665.271 \n",
       "  1086.16,756.706 1086.5,713.052 1086.83,799.975 1087.17,950.558 1087.5,1007.05 1087.84,1064.13 1088.17,1176.28 1088.51,1240.25 1088.84,1293.21 1089.18,1338.89 \n",
       "  1089.51,1361.73 1089.84,1377.82 1090.18,1373.1 1090.51,1387.41 1090.85,1375.09 1091.18,1312.38 1091.52,1231.51 1091.85,1049.97 1092.19,938.455 1092.52,833.519 \n",
       "  1092.86,826.978 1093.19,773.95 1093.52,793.189 1093.86,792.734 1094.19,863.356 1094.53,887.386 1094.86,925.688 1095.2,883.329 1095.53,859.683 1095.87,857.095 \n",
       "  1096.2,867.169 1096.54,846.776 1096.87,854.821 1097.2,848.455 1097.54,869.372 1097.87,886.372 1098.21,944.297 1098.54,967.662 1098.88,875.039 1099.21,742.854 \n",
       "  1099.55,682.656 1099.88,648.517 1100.22,589.403 1100.55,618.96 1100.88,661.144 1101.22,660.829 1101.55,649.741 1101.89,654.743 1102.22,637.219 1102.56,672.652 \n",
       "  1102.89,735.264 1103.23,829.357 1103.56,952.062 1103.9,1061.06 1104.23,1147.28 1104.56,1209.86 1104.9,1261.83 1105.23,1300.48 1105.57,1335.53 1105.9,1351.48 \n",
       "  1106.24,1351.31 1106.57,1368.83 1106.91,1364.78 1107.24,1307.76 1107.58,1241.27 1107.91,1084.32 1108.24,998.304 1108.58,909.458 1108.91,838.486 1109.25,772.271 \n",
       "  1109.58,814.141 1109.92,836.947 1110.25,887.141 1110.59,877.522 1110.92,913.55 1111.26,864.685 1111.59,845.972 1111.92,865.525 1112.26,870.247 1112.59,851.778 \n",
       "  1112.93,841.459 1113.26,834.743 1113.6,852.303 1113.93,896.271 1114.27,957.589 1114.6,982.668 1114.94,892.878 1115.27,822.466 1115.6,715.011 1115.94,668.105 \n",
       "  1116.27,618.715 1116.61,617.98 1116.94,620.394 1117.28,609.83 1117.61,615.252 1117.95,615.007 1118.28,596.818 1118.62,615.952 1118.95,633.546 1119.28,714.836 \n",
       "  1119.62,777.658 1119.95,895.292 1120.29,1003.17 1120.62,1110.2 1120.96,1161.2 1121.29,1214.26 1121.63,1266.17 1121.96,1295.45 1122.3,1296.25 1122.63,1335.53 \n",
       "  1122.96,1348.79 1123.3,1300.38 1123.63,1237.45 1123.97,1085.19 1124.3,1037.93 1124.64,950.313 1124.97,888.506 1125.31,803.158 1125.64,818.583 1125.98,856.57 \n",
       "  1126.31,917.398 1126.64,904.701 1126.98,915.194 1127.31,869.232 1127.65,852.548 1127.98,878.397 1128.32,880.775 1128.65,873.43 1128.99,845.482 1129.32,852.163 \n",
       "  1129.66,882 1129.99,907.604 1130.32,961.611 1130.66,977.282 1130.99,869.442 1131.33,763.142 1131.66,701.509 1132,651.49 1132.33,608.781 1132.67,626.935 \n",
       "  1133,667.195 1133.34,648.272 1133.67,682.586 1134,686.224 1134.34,653.484 1134.67,620.849 1135.01,617.945 1135.34,620.044 1135.68,648.831 1136.01,706.197 \n",
       "  1136.35,751.459 1136.68,814.631 1137.02,851.428 1137.35,939.295 1137.68,1007.47 1138.02,1065.64 1138.35,1114.22 1138.69,1247.42 1139.02,1314.27 1139.36,1330.43 \n",
       "  1139.69,1326.12 1140.03,1286.7 1140.36,1275.86 1140.7,1215.56 1141.03,1183.62 1141.36,1126.22 1141.7,1083.41 1142.03,1008.24 1142.37,1006.45 1142.7,964.654 \n",
       "  1143.04,944.402 1143.37,911.417 1143.71,899.209 1144.04,891.199 1144.38,859.333 1144.71,858.004 1145.04,865.035 1145.38,854.786 1145.71,860.977 1146.05,860.768 \n",
       "  1146.38,884.483 1146.72,900.259 1147.05,839.081 1147.39,786.193 1147.72,740.441 1148.06,710.044 1148.39,681.082 1148.72,711.618 1149.06,758.35 1149.39,761.918 \n",
       "  1149.73,761.708 1150.06,738.832 1150.4,721.063 1150.73,683.425 1151.07,680.977 1151.4,644.914 1151.74,645.718 1152.07,677.444 1152.4,751.214 1152.74,785.703 \n",
       "  1153.07,818.094 1153.41,903.931 1153.74,967.068 1154.08,1032.16 1154.41,1092.43 1154.75,1239.17 1155.08,1308.04 1155.42,1339.59 1155.75,1341.65 1156.08,1321.96 \n",
       "  1156.42,1325.32 1156.75,1278.73 1157.09,1224.93 1157.42,1170.78 1157.76,1149.1 1158.09,1104.15 1158.43,1057.52 1158.76,980.185 1159.1,947.935 1159.43,921.7 \n",
       "  1159.76,906.835 1160.1,883.049 1160.43,865.28 1160.77,886.652 1161.1,845.727 1161.44,846.181 1161.77,873.5 1162.11,884.903 1162.44,891.689 1162.78,890.779 \n",
       "  1163.11,869.162 1163.44,828.377 1163.78,827.888 1164.11,820.157 1164.45,828.762 1164.78,861.957 1165.12,899.559 1165.45,880.74 1165.79,885.987 1166.12,883.434 \n",
       "  1166.46,917.958 1166.79,964.479 1167.12,1018.73 1167.46,1041.71 1167.79,1114.01 1168.13,1194.25 1168.46,1256.03 1168.8,1313.78 1169.13,1328.01 1169.47,1359.28 \n",
       "  1169.8,1376.46 1170.14,1391.18 1170.47,1377.12 1170.8,1377.86 1171.14,1364.92 1171.47,1310.03 1171.81,1245.81 1172.14,1107.23 1172.48,1043.81 1172.81,966.403 \n",
       "  1173.15,913.865 1173.48,828.202 1173.82,858.914 1174.15,888.121 1174.48,941.953 1174.82,946.885 1175.15,967.697 1175.49,929.081 1175.82,934.293 1176.16,921.596 \n",
       "  1176.49,937.476 1176.83,895.501 1177.16,891.759 1177.5,882.944 1177.83,884.938 1178.16,909.598 1178.5,931.704 1178.83,953.461 1179.17,879.201 1179.5,832.505 \n",
       "  1179.84,757.965 1180.17,710.814 1180.51,706.581 1180.84,744.218 1181.18,744.778 1181.51,770.068 1181.84,766.115 1182.18,784.654 1182.51,826.558 1182.85,893.578 \n",
       "  1183.18,959.862 1183.52,1044.86 1183.85,1123.6 1184.19,1195.97 1184.52,1254.24 1184.86,1301.5 1185.19,1326.96 1185.52,1356.35 1185.86,1381.18 1186.19,1388.7 \n",
       "  1186.53,1378.52 1186.86,1391.85 1187.2,1382.48 1187.53,1318.85 1187.87,1252.07 1188.2,1110.1 1188.54,1036.4 1188.87,944.681 1189.2,876.333 1189.54,796.582 \n",
       "  1189.87,831.071 1190.21,837.402 1190.54,900.958 1190.88,901.658 1191.21,927.577 1191.55,893.648 1191.88,872.136 1192.22,854.856 1192.55,894.417 1192.88,841.249 \n",
       "  1193.22,824.32 1193.55,834.778 1193.89,861.747 1194.22,886.302 1194.56,932.544 1194.89,972.909 1195.23,883.609 1195.56,799.905 1195.9,703.678 1196.23,658.066 \n",
       "  1196.56,630.748 1196.9,663.593 1197.23,675.415 1197.57,693.534 1197.9,693.849 1198.24,695.318 1198.57,709.625 1198.91,767.304 1199.24,816.904 1199.58,930.13 \n",
       "  1199.91,1033.81 1200.24,1134.55 1200.58,1198.31 1200.91,1261.59 1201.25,1295.27 1201.58,1330.22 1201.92,1353.55 1202.25,1368.94 1202.59,1363.83 1202.92,1381.92 \n",
       "  1203.26,1379.36 1203.59,1321.72 1203.92,1259.42 1204.26,1107.79 1204.59,1034.3 1204.93,924.639 1205.26,849.959 1205.6,780.736 1205.93,812.742 1206.27,833.974 \n",
       "  1206.6,885.882 1206.94,888.611 1207.27,902.462 1207.6,857.794 1207.94,859.893 1208.27,850.029 1208.61,851.043 1208.94,843.383 1209.28,848.175 1209.61,840.83 \n",
       "  1209.95,873.01 1210.28,910.227 1210.62,960.072 1210.95,979.695 1211.28,914.565 1211.62,800.744 1211.95,690.911 1212.29,626.445 1212.62,614.797 1212.96,644.424 \n",
       "  1213.29,646.628 1213.63,654.288 1213.96,661.424 1214.3,664.852 1214.63,660.584 1214.96,705.777 1215.3,787.662 1215.63,863.356 1215.97,949.823 1216.3,1060.81 \n",
       "  1216.64,1154.45 1216.97,1224.48 1217.31,1270.19 1217.64,1303.49 1217.98,1329.9 1218.31,1348.69 1218.64,1345.54 1218.98,1361.31 1219.31,1352.15 1219.65,1304.68 \n",
       "  1219.98,1246.9 1220.32,1100.86 1220.65,1025.69 1220.99,926.737 1221.32,855.975 1221.66,783.22 1221.99,821.102 1222.32,827.748 1222.66,903.651 1222.99,891.584 \n",
       "  1223.33,909.213 1223.66,879.551 1224,852.093 1224.33,875.004 1224.67,871.471 1225,858.039 1225.34,826.139 1225.67,793.608 1226,856.745 1226.34,902.287 \n",
       "  1226.67,963.43 1227.01,995.89 1227.34,925.793 1227.68,837.752 1228.01,721.237 1228.35,635.435 1228.68,592.061 1229.02,592.166 1229.35,614.552 1229.68,602.415 \n",
       "  1230.02,618.47 1230.35,615.567 1230.69,620.988 1231.02,551.766 1231.36,581.672 1231.69,644.599 1232.03,740.546 1232.36,890.464 1232.7,991.938 1233.03,1099.6 \n",
       "  1233.36,1183.06 1233.7,1241.34 1234.03,1289.12 1234.37,1319.69 1234.7,1328.82 1235.04,1347.85 1235.37,1358.76 1235.71,1318.81 1236.04,1247.39 1236.38,1127.06 \n",
       "  1236.71,1059.06 1237.04,981.444 1237.38,925.758 1237.71,851.113 1238.05,867.518 1238.38,891.829 1238.72,928.276 1239.05,921.106 1239.39,944.367 1239.72,920.231 \n",
       "  1240.06,909.248 1240.39,895.187 1240.72,897.74 1241.06,899.244 1241.39,873.57 1241.73,869.792 1242.06,879.201 1242.4,919.707 1242.73,963.22 1243.07,978.261 \n",
       "  1243.4,913.9 1243.74,838.801 1244.07,779.477 1244.4,723.231 1244.74,667.265 1245.07,699.201 1245.41,711.094 1245.74,752.578 1246.08,748.346 1246.41,752.124 \n",
       "  1246.75,726.799 1247.08,678.458 1247.42,663.138 1247.75,660.095 1248.09,664.502 1248.42,722.112 1248.75,789.026 1249.09,839.64 1249.42,883.294 1249.76,964.2 \n",
       "  1250.09,1014.15 1250.43,1075.22 1250.76,1130.31 1251.1,1261.2 1251.43,1323.75 1251.77,1340.57 1252.1,1330.6 1252.43,1304.23 1252.77,1293.91 1253.1,1245.01 \n",
       "  1253.44,1232.35 1253.77,1165.71 1254.11,1121.08 1254.44,1057.42 1254.78,1049.37 1255.11,967.628 1255.45,962.591 1255.78,915.789 1256.11,919.147 1256.45,900.014 \n",
       "  1256.78,892.563 1257.12,881.195 1257.45,909.668 1257.79,901.028 1258.12,904.386 1258.46,899.349 1258.79,892.773 1259.13,907.534 1259.46,890.395 1259.79,824.215 \n",
       "  1260.13,789.411 1260.46,747.087 1260.8,715.151 1261.13,743.554 1261.47,757.86 1261.8,638.933 1262.14,801.898 1262.47,781.296 1262.81,759.924 1263.14,709.974 \n",
       "  1263.47,674.191 1263.81,667.51 1264.14,666.601 1264.48,709.834 1264.81,759.329 1265.15,802.143 1265.48,840.9 1265.82,905.715 1266.15,974.553 1266.49,1041.05 \n",
       "  1266.82,1104.29 1267.15,1247.77 1267.49,1324.83 1267.82,1356.31 1268.16,1349.49 1268.49,1336.83 1268.83,1326.09 1269.16,1286.67 1269.5,1269.07 1269.83,1227.52 \n",
       "  1270.17,1188.55 1270.5,1102.72 1270.83,1073.23 1271.17,997.709 1271.5,965.984 1271.84,932.334 1272.17,912.431 1272.51,918.517 1272.84,903.232 1273.18,899.734 \n",
       "  1273.51,882.559 1273.85,893.962 1274.18,916.174 1274.51,911.836 1274.85,933.348 1275.18,931.844 1275.52,891.759 1275.85,850.484 1276.19,854.716 1276.52,856.325 \n",
       "  1276.86,860.278 1277.19,896.166 1277.53,882.804 1277.86,893.123 1278.19,917.258 1278.53,930.27 1278.86,952.622 1279.2,971.58 1279.53,1021.32 1279.87,1043.22 \n",
       "  1280.2,1137.9 1280.54,1218.56 1280.87,1288.45 1281.21,1314.69 1281.54,1341.69 1281.87,1365.06 1282.21,1379.33 1282.54,1389.16 1282.88,1380.2 1283.21,1382.02 \n",
       "  1283.55,1373.73 1283.88,1325.49 1284.22,1251.9 1284.55,1132.17 1284.89,1057.8 1285.22,998.479 1285.55,941.638 1285.89,870.876 1286.22,877.068 1286.56,919.987 \n",
       "  1286.89,969.866 1287.23,980.849 1287.56,994.316 1287.9,959.792 1288.23,954.511 1288.57,948.319 1288.9,941.254 1289.23,920.826 1289.57,916.873 1289.9,905.785 \n",
       "  1290.24,920.896 1290.57,930.935 1290.91,942.198 1291.24,951.118 1291.58,886.232 1291.91,821.347 1292.25,769.823 1292.58,749.78 1292.91,733.235 1293.25,778.533 \n",
       "  1293.58,771.397 1293.92,801.758 1294.25,805.011 1294.59,858.284 1294.92,882.279 1295.26,913.201 1295.59,973.154 1295.93,1071.97 1296.26,1123 1296.59,1207.83 \n",
       "  1296.93,1261.27 1297.26,1314.3 1297.6,1336.93 1297.93,1367.29 1298.27,1385.97 1298.6,1390 1298.94,1387.62 1299.27,1395.03 1299.61,1392.65 1299.94,1335.36 \n",
       "  1300.27,1255.54 1300.61,1123.67 1300.94,1063.36 1301.28,972.42 1301.61,898.754 1301.95,819.038 1302.28,859.438 1302.62,874.479 1302.95,922.155 1303.29,897.46 \n",
       "  1303.62,947.235 1303.95,901.168 1304.29,887.491 1304.62,893.717 1304.96,911.697 1305.29,852.687 1305.63,859.718 1305.96,868.428 1306.3,873.675 1306.63,906.869 \n",
       "  1306.97,962.661 1307.3,966.823 1307.63,897.18 1307.97,818.303 1308.3,726.239 1308.64,670.833 1308.97,687.553 1309.31,710.324 1309.64,707.946 1309.98,734.285 \n",
       "  1310.31,725.96 1310.65,731.171 1310.98,772.096 1311.31,821.416 1311.65,860.138 1311.98,938.001 1312.32,1050.07 1312.65,1161.37 1312.99,1215.91 1313.32,1268.76 \n",
       "  1313.66,1304.16 1313.99,1339.24 1314.33,1363.55 1314.66,1378.59 1314.99,1370.86 1315.33,1387.16 1315.66,1385.59 1316,1332.7 1316.33,1259.38 1316.67,1131.47 \n",
       "  1317,1040.7 1317.34,946.186 1317.67,880.705 1318.01,806.096 1318.34,841.879 1318.67,847.825 1319.01,905.575 1319.34,910.157 1319.68,906.205 1320.01,869.337 \n",
       "  1320.35,860.488 1320.68,870.352 1321.02,875.284 1321.35,839.535 1321.69,835.093 1322.02,822.081 1322.35,857.515 1322.69,888.646 1323.02,937.896 1323.36,964.654 \n",
       "  1323.69,888.226 1324.03,783.36 1324.36,716.97 1324.7,651.105 1325.03,612.733 1325.37,644.529 1325.7,637.673 1326.03,662.123 1326.37,672.337 1326.7,678.109 \n",
       "  1327.04,604.339 1327.37,727.359 1327.71,832.015 1328.04,898.51 1328.38,985.572 1328.71,1096.94 1329.05,1160.26 1329.38,1233.57 1329.71,1275.86 1330.05,1323.75 \n",
       "  1330.38,1348.44 1330.72,1366.63 1331.05,1359.46 1331.39,1380.94 1331.72,1378.56 1332.06,1324.45 1332.39,1257.53 1332.73,1130.94 1333.06,1061.55 1333.39,958.568 \n",
       "  1333.73,896.166 1334.06,800.604 1334.4,833.624 1334.73,864.79 1335.07,916.069 1335.4,902.707 1335.74,929.396 1336.07,884.378 1336.41,884.938 1336.74,896.516 \n",
       "  1337.07,893.543 1337.41,863.041 1337.74,871.961 1338.08,845.657 1338.41,872.87 1338.75,910.227 1339.08,967.383 1339.42,986.026 1339.75,901.903 1340.09,810.223 \n",
       "  1340.42,723.861 1340.75,683.565 1341.09,659.815 1341.42,663.942 1341.76,669.994 1342.09,683.46 1342.43,692.485 1342.76,672.057 1343.1,677.654 1343.43,698.431 \n",
       "  1343.77,725.085 1344.1,791.894 1344.43,875.214 1344.77,970.251 1345.1,1052.56 1345.44,1113.14 1345.77,1164.1 1346.11,1230.46 1346.44,1275.09 1346.78,1301.29 \n",
       "  1347.11,1306.61 1347.45,1340.19 1347.78,1355.65 1348.11,1303.98 1348.45,1259.63 1348.78,1144.34 1349.12,1098.73 1349.45,1011.39 1349.79,987.53 1350.12,885.183 \n",
       "  1350.46,903.057 1350.79,926.038 1351.13,956.889 1351.46,946.395 1351.79,943.912 1352.13,895.082 1352.46,887.771 1352.8,902.987 1353.13,875.284 1353.47,874.864 \n",
       "  1353.8,851.008 1354.14,841.005 1354.47,847.476 1354.81,900.328 1355.14,936.636 1355.47,949.718 1355.81,868.988 1356.14,780.911 1356.48,731.976 1356.81,709.17 \n",
       "  1357.15,687.203 1357.48,707.981 1357.82,745.338 1358.15,744.603 1358.49,783.814 1358.82,783.36 1359.15,771.747 1359.49,708.47 1359.82,730.017 1360.16,709.065 \n",
       "  1360.49,740.126 1360.83,785.493 1361.16,849.434 1361.5,940.064 1361.83,973.224 1362.17,1014.11 1362.5,1082.5 1362.83,1125.38 1363.17,1158.44 1363.5,1265.4 \n",
       "  1363.84,1333.33 1364.17,1346.17 1364.51,1336.3 1364.84,1308.5 1365.18,1280.48 1365.51,1252.42 1365.85,1236.16 1366.18,1170.54 1366.51,1129.58 1366.85,1051.72 \n",
       "  1367.18,1045.53 1367.52,990.958 1367.85,977.492 1368.19,927.612 1368.52,921.91 1368.86,907.639 1369.19,898.195 1369.53,882.314 1369.86,895.816 1370.19,876.998 \n",
       "  1370.53,882.035 1370.86,869.407 1371.2,913.97 1371.53,898.475 1371.87,865.735 1372.2,816.17 1372.54,805.991 1372.87,787.977 1373.21,768.808 1373.54,775.105 \n",
       "  1373.87,846.531 1374.21,839.221 1374.54,852.058 1374.88,847.895 1375.21,828.517 1375.55,775.28 1375.88,780.107 1376.22,764.856 1376.55,787.662 1376.89,824.949 \n",
       "  1377.22,875.773 1377.55,940.309 1377.89,969.097 1378.22,1033.14 1378.56,1090.89 1378.89,1123.95 1379.23,1156.34 1379.56,1273.45 1379.9,1333.61 1380.23,1362.08 \n",
       "  1380.57,1368.94 1380.9,1357.5 1381.23,1348.65 1381.57,1312.1 1381.9,1301.95 1382.24,1259 1382.57,1211.01 1382.91,1142.73 1383.24,1104.32 1383.58,1002.64 \n",
       "  1383.91,972.42 1384.25,943.317 1384.58,928.241 1384.91,885.637 1385.25,876.963 1385.58,849.19 1385.92,847.546 1386.25,855.556 1386.59,880.67 1386.92,861.642 \n",
       "  1387.26,854.401 1387.59,880.67 1387.93,883.189 1388.26,866.224 1388.59,879.936 1388.93,844.153 1389.26,862.936 1389.6,880.146 1389.93,869.337 1390.27,881.79 \n",
       "  1390.6,904.281 1390.94,916.244 1391.27,933.034 1391.61,911.137 1391.94,911.207 1392.27,916.419 1392.61,948.109 1392.94,1007.92 1393.28,1080.19 1393.61,1135.95 \n",
       "  1393.95,1159.03 1394.28,1192.51 1394.62,1231.4 1394.95,1261.55 1395.29,1277.05 1395.62,1325.56 1395.95,1356.63 1396.29,1358.97 1396.62,1354.7 1396.96,1329.73 \n",
       "  1397.29,1335.36 1397.63,1292.89 1397.96,1283.21 1398.3,1253.93 1398.63,1217.73 1398.97,1151.62 1399.3,1117.27 1399.63,1056.96 1399.97,1029.5 1400.3,983.718 \n",
       "  1400.64,968.327 1400.97,932.544 1401.31,932.194 1401.64,905.575 1401.98,879.936 1402.31,866.364 1402.65,850.519 1402.98,869.792 1403.31,899.699 1403.65,905.855 \n",
       "  1403.98,866.154 1404.32,837.542 1404.65,844.572 1404.99,837.612 1405.32,838.066 1405.66,860.243 1405.99,877.347 1406.33,868.848 1406.66,932.369 1406.99,915.264 \n",
       "  1407.33,977.911 1407.66,991.518 1408,1073.79 1408.33,1119.89 1408.67,1178.09 1409,1262.5 1409.34,1307.38 1409.67,1333.3 1410.01,1368.9 1410.34,1390.56 \n",
       "  1410.67,1393.81 1411.01,1409.37 1411.34,1398.15 1411.68,1387.93 1412.01,1373.84 1412.35,1297.93 1412.68,1215 1413.02,1053.12 1413.35,942.653 1413.69,836.003 \n",
       "  1414.02,808.02 1414.36,801.339 1414.69,787.102 1415.02,807.88 1415.36,877.033 1415.69,851.568 1416.03,885.288 1416.36,856.745 1416.7,845.307 1417.03,820.647 \n",
       "  1417.37,840.375 1417.7,799.625 1418.04,821.626 1418.37,811.832 1418.7,817.079 1419.04,831.49 1419.37,907.429 1419.71,952.692 1420.04,897.6 1420.38,796.512 \n",
       "  1420.71,711.059 1421.05,653.519 1421.38,658.765 1421.72,679.193 1422.05,700.25 1422.38,740.861 1422.72,763.492 1423.05,764.856 1423.39,835.373 1423.72,893.053 \n",
       "  1424.06,965.669 1424.39,1009.43 1424.73,1093.38 1425.06,1172.08 1425.4,1232.73 1425.73,1310.24 1426.06,1339.31 1426.4,1364.08 1426.73,1376.95 1427.07,1388.81 \n",
       "  1427.4,1384.68 1427.74,1392.86 1428.07,1380.66 1428.41,1312.31 1428.74,1230.49 1429.08,1047.38 1429.41,944.996 1429.74,807.985 1430.08,788.606 1430.41,750.585 \n",
       "  1430.75,785.144 1431.08,793.364 1431.42,826.034 1431.75,820.192 1432.09,854.296 1432.42,807.74 1432.76,809.454 1433.09,828.517 1433.42,833.344 1433.76,795.392 \n",
       "  1434.09,812.637 1434.43,792.314 1434.76,805.571 1435.1,855.416 1435.43,902.637 1435.77,953.006 1436.1,880.88 1436.44,768.074 1436.77,671.498 1437.1,639.037 \n",
       "  1437.44,606.647 1437.77,603.254 1438.11,611.754 1438.44,643.76 1438.78,641.381 1439.11,656.212 1439.45,689.687 1439.78,749.325 1440.12,820.752 1440.45,913.48 \n",
       "  1440.78,1005.05 1441.12,1100.09 1441.45,1164.42 1441.79,1236.33 1442.12,1265.33 1442.46,1314.93 1442.79,1346.06 1443.13,1375.13 1443.46,1361.35 1443.8,1378.28 \n",
       "  1444.13,1374.4 1444.46,1311.75 1444.8,1227.41 1445.13,1039.47 1445.47,914.145 1445.8,747.297 1446.14,739.112 1446.47,774.195 1446.81,772.551 1447.14,793.923 \n",
       "  1447.48,807.81 1447.81,809.943 1448.14,828.377 1448.48,805.501 1448.81,770.627 1449.15,788.781 1449.48,835.968 1449.82,770.907 1450.15,754.992 1450.49,748.661 \n",
       "  1450.82,778.463 1451.16,851.113 1451.49,927.122 1451.82,982.004 1452.16,897.95 1452.49,795.287 1452.83,691.051 1453.16,616.196 1453.5,575.866 1453.83,562.644 \n",
       "  1454.17,548.408 1454.5,583.386 1454.84,590.347 1455.17,595.349 1455.5,589.752 1455.84,633.581 1456.17,702.594 1456.51,702.384 1456.84,796.162 1457.18,918.133 \n",
       "  1457.51,1041.26 1457.85,1132.76 1458.18,1180.75 1458.52,1236.54 1458.85,1279.92 1459.18,1307.03 1459.52,1308.84 1459.85,1347.67 1460.19,1358.76 1460.52,1292.86 \n",
       "  1460.86,1204.29 1461.19,1008.69 1461.53,906.065 1461.86,764.261 1462.2,747.017 1462.53,756.671 1462.86,773.845 1463.2,784.934 1463.53,815.365 1463.87,803.752 \n",
       "  1464.2,829.881 1464.54,783.465 1464.87,794.693 1465.21,814.071 1465.54,828.797 1465.88,827.818 1466.21,783.814 1466.54,757.86 1466.88,787.452 1467.21,868.183 \n",
       "  1467.55,924.674 1467.88,979.205 1468.22,864.685 1468.55,754.887 1468.89,648.727 1469.22,583.701 1469.56,503.215 1469.89,521.579 1470.22,529.274 1470.56,541.482 \n",
       "  1470.89,552.815 1471.23,553.549 1471.56,528.889 1471.9,518.536 1472.23,518.501 1472.57,523.293 1472.9,559.741 1473.24,599.302 1473.57,685.769 1473.9,746.632 \n",
       "  1474.24,791.58 1474.57,874.689 1474.91,968.222 1475.24,1036.99 1475.58,1102.23 1475.91,1238.08 1476.25,1304.12 1476.58,1333.4 1476.92,1327.17 1477.25,1289.92 \n",
       "  1477.58,1269 1477.92,1190.06 1478.25,1166.48 1478.59,1062.98 1478.92,1013.55 1479.26,902.217 1479.59,879.936 1479.93,804.767 1480.26,804.557 1480.6,756.251 \n",
       "  1480.93,749.815 1481.26,720.433 1481.6,715.816 1481.93,691.785 1482.27,701.964 1482.6,695.843 1482.94,658.905 1483.27,734.11 1483.61,822.501 1483.94,861.642 \n",
       "  1484.28,785.388 1484.61,680.452 1484.94,610.705 1485.28,577.615 1485.61,550.821 1485.95,558.202 1486.28,602.904 1486.62,637.463 1486.95,647.572 1487.29,637.883 \n",
       "  1487.62,601.925 1487.96,399.118 1488.29,397.02 1488.62,463.794 1488.96,556.348 1489.29,597.728 1489.63,640.577 1489.96,708.05 1490.3,766.85 1490.63,841.214 \n",
       "  1490.97,927.227 1491.3,987.181 1491.64,1078.3 1491.97,1222.76 1492.3,1310.38 1492.64,1339.98 1492.97,1346.8 1493.31,1313.92 1493.64,1307.45 1493.98,1250.85 \n",
       "  1494.31,1218.53 1494.65,1150.43 1494.98,1108.17 1495.32,998.129 1495.65,948.739 1495.98,822.501 1496.32,814.211 1496.65,747.611 1496.99,730.542 1497.32,683.495 \n",
       "  1497.66,739.496 1497.99,742.155 1498.33,756.041 1498.66,752.928 1499,799.275 1499.33,793.399 1499.66,784.514 1500,799.45 1500.33,800.044 1500.67,741.735 \n",
       "  1501,700.04 1501.34,728.548 1501.67,733.235 1502.01,762.792 1502.34,768.948 1502.68,795.707 1503.01,834.499 1503.34,838.556 1503.68,871.086 1504.01,924.534 \n",
       "  1504.35,997.045 1504.68,1031.08 1505.02,1118.98 1505.35,1195.62 1505.69,1266.42 1506.02,1307.34 1506.36,1325.53 1506.69,1351.59 1507.02,1369.08 1507.36,1378 \n",
       "  1507.69,1371.18 1508.03,1369.22 1508.36,1357.96 1508.7,1285.83 1509.03,1214.12 1509.37,1045.63 1509.7,946.465 1510.04,826.348 1510.37,808.789 1510.7,818.303 \n",
       "  1511.04,812.112 1511.37,830.406 1511.71,869.372 1512.04,872.8 1512.38,899.419 1512.71,851.848 1513.05,846.391 1513.38,832.959 1513.72,880.006 1514.05,816.519 \n",
       "  1514.38,819.528 1514.72,774.37 1515.05,783.535 1515.39,825.859 1515.72,883.259 1516.06,899.524 1516.39,819.353 1516.73,746.387 1517.06,658.206 1517.4,614.587 \n",
       "  1517.73,600.876 1518.06,632.706 1518.4,627.879 1518.73,647.502 1519.07,692.765 1519.4,721.517 1519.74,705.182 1520.07,830.196 1520.41,919.287 1520.74,1011.18 \n",
       "  1521.08,1094.39 1521.41,1176.38 1521.74,1247.42 1522.08,1282.51 1522.41,1316.96 1522.75,1343.65 1523.08,1367.68 1523.42,1376.74 1523.75,1377.82 1524.09,1379.43 \n",
       "  1524.42,1373.94 1524.76,1304.58 1525.09,1226.44 1525.42,1034.93 1525.76,902.917 1526.09,759.749 1526.43,761.393 1526.76,763.457 1527.1,804.662 1527.43,812.847 \n",
       "  1527.77,856.57 1528.1,840.13 1528.44,861.677 1528.77,818.128 1529.1,810.083 1529.44,808.859 1529.77,839.78 1530.11,805.606 1530.44,785.179 1530.78,740.371 \n",
       "  1531.11,777.168 1531.45,871.086 1531.78,969.551 1532.12,980.814 1532.45,867.658 1532.78,758.07 1533.12,668.07 1533.45,620.394 1533.79,617.526 1534.12,587.304 \n",
       "  1534.46,587.479 1534.79,606.297 1535.13,612.978 1535.46,610.25 1535.8,649.531 1536.13,721.727 1536.46,799.94 1536.8,892.983 1537.13,996.8 1537.47,1114.33 \n",
       "  1537.8,1176.63 1538.14,1243.36 1538.47,1273.2 1538.81,1313.32 1539.14,1338.26 1539.48,1359.56 1539.81,1359.74 1540.14,1376.84 1540.48,1365.86 1540.81,1298.91 \n",
       "  1541.15,1219.19 1541.48,1030.73 1541.82,898.929 1542.15,753.103 1542.49,733.725 1542.82,759.609 1543.16,802.458 1543.49,806.83 1543.82,853.212 1544.16,830.196 \n",
       "  1544.49,846.286 1544.83,796.477 1545.16,809.978 1545.5,834.289 1545.83,850.414 1546.17,802.108 1546.5,798.366 1546.84,775.664 1547.17,791.58 1547.5,866.329 \n",
       "  1547.84,935.202 1548.17,973.399 1548.51,862.062 1548.84,752.019 1549.18,661.739 1549.51,605.318 1549.85,559.776 1550.18,553.794 1550.52,545.155 1550.85,579.749 \n",
       "  1551.18,588.178 1551.52,610.845 1551.85,598.252 1552.19,661.459 1552.52,726.694 1552.86,820.332 1553.19,936.881 1553.53,1063.05 1553.86,1148.47 1554.2,1215.28 \n",
       "  1554.53,1261.48 1554.86,1295.76 1555.2,1335.25 1555.53,1362.85 1555.87,1354.18 1556.2,1368.62 1556.54,1363.06 1556.87,1300.14 1557.21,1215.84 1557.54,1011.21 \n",
       "  1557.88,887.176 1558.21,736.838 1558.54,712.563 1558.88,741.63 1559.21,768.284 1559.55,771.397 1559.88,819.283 1560.22,837.926 1560.55,879.376 1560.89,823.55 \n",
       "  1561.22,798.47 1561.56,808.439 1561.89,841.634 1562.22,792.839 1562.56,796.547 1562.89,759.959 1563.23,785.738 1563.56,861.712 1563.9,921.91 1564.23,972.699 \n",
       "  1564.57,861.047 1564.9,749.395 1565.24,653.903 1565.57,605.668 1565.9,557.747 1566.24,540.397 1566.57,533.367 1566.91,573.557 1567.24,600.456 1567.58,585.52 \n",
       "  1567.91,584.925 1568.25,616.021 1568.58,651.42 1568.92,754.327 1569.25,831.42 1569.58,953.426 1569.92,1052.56 1570.25,1130.63 1570.59,1186.03 1570.92,1225.84 \n",
       "  1571.26,1267.08 1571.59,1316.44 1571.93,1308.6 1572.26,1339.35 1572.6,1349.04 1572.93,1300.45 1573.26,1221.5 1573.6,1055.25 1573.93,919.112 1574.27,746.387 \n",
       "  1574.6,740.196 1574.94,753.173 1575.27,780.666 1575.61,798.226 1575.94,856.01 1576.28,834.219 1576.61,863.951 1576.94,820.472 1577.28,817.534 1577.61,855.94 \n",
       "  1577.95,861.362 1578.28,833.834 1578.62,799.45 1578.95,782.52 1579.29,828.587 1579.62,908.968 1579.96,955.035 1580.29,999.528 1580.62,887.386 1580.96,756.811 \n",
       "  1581.29,661.424 1581.63,584.016 1581.96,550.576 1582.3,511.855 1582.63,528.225 1582.97,565.372 1583.3,580.028 1583.64,567.646 1583.97,524.202 1584.31,527.001 \n",
       "  1584.64,501.746 1584.97,505.069 1585.31,542.041 1585.64,593.915 1585.98,644.284 1586.31,714.626 1586.65,764.401 1586.98,841.809 1587.32,931.25 1587.65,1007.08 \n",
       "  1587.99,1089.56 1588.32,1230.46 1588.65,1300.94 1588.99,1326.26 1589.32,1330.99 1589.66,1282.09 1589.99,1267.6 1590.33,1196.11 1590.66,1154.66 1591,1050.67 \n",
       "  1591.33,1024.57 1591.67,892.213 1592,895.361 1592.33,811.378 1592.67,803.402 1593,747.541 1593.34,724.176 1593.67,734.25 1594.01,712.808 1594.34,707.386 \n",
       "  1594.68,744.009 1595.01,626.2 1595.35,544.735 1595.68,618.155 1596.01,779.687 1596.35,846.566 1596.68,790.041 1597.02,668.839 1597.35,583.596 1597.69,550.401 \n",
       "  1598.02,517.801 1598.36,520.425 1598.69,524.342 1599.03,586.569 1599.36,678.808 1599.69,669.574 1600.03,635.889 1600.36,561.804 1600.7,528.47 1601.03,496.044 \n",
       "  1601.37,503.81 1601.7,563.029 1602.04,621.198 1602.37,678.284 1602.71,738.167 1603.04,809.978 1603.37,907.744 1603.71,992.602 1604.04,1053.12 1604.38,1214.61 \n",
       "  1604.71,1309.96 1605.05,1334.62 1605.38,1312.2 1605.72,1295.59 1606.05,1301.08 1606.39,1241.48 1606.72,1189.22 1607.05,1104.08 1607.39,1074.21 1607.72,966.543 \n",
       "  1608.06,917.958 1608.39,806.411 1608.73,801.968 1609.06,752.403 1609.4,745.513 1609.73,697.522 1610.07,737.677 1610.4,757.72 1610.73,767.759 1611.07,757.44 \n",
       "  1611.4,780.247 1611.74,782.135 1612.07,787.627 1612.41,819.877 1612.74,777.238 1613.08,738.132 1613.41,705.497 1613.75,706.057 1614.08,739.251 1614.41,746.177 \n",
       "  1614.75,774.09 1615.08,814.456 1615.42,844.258 1615.75,842.474 1616.09,910.332 1616.42,957.729 1616.76,1011.42 1617.09,1080.71 1617.43,1176.91 1617.76,1240.43 \n",
       "  1618.09,1294.19 1618.43,1324.69 1618.76,1349.87 1619.1,1368.27 1619.43,1390.35 1619.77,1393.11 1620.1,1378.63 1620.44,1375.9 1620.77,1362.26 1621.11,1292.4 \n",
       "  1621.44,1213.81 1621.77,1042.38 1622.11,935.832 1622.44,831.805 1622.78,798.82 1623.11,804.942 1623.45,829.392 1623.78,857.305 1624.12,887.981 1624.45,894.277 \n",
       "  1624.79,917.713 1625.12,873.85 1625.45,872.031 1625.79,875.808 1626.12,905.925 1626.46,863.391 1626.79,852.198 1627.13,812.287 1627.46,824.809 1627.8,865.769 \n",
       "  1628.13,896.341 1628.47,904.036 1628.8,823.41 1629.13,742.994 1629.47,643.934 1629.8,603.254 1630.14,606.402 1630.47,613.188 1630.81,606.367 1631.14,664.537 \n",
       "  1631.48,693.15 1631.81,697.277 1632.15,749.745 1632.48,879.306 1632.81,954.93 1633.15,1024.57 1633.48,1132.06 1633.82,1205.94 1634.15,1261.48 1634.49,1314.09 \n",
       "  1634.82,1341.58 1635.16,1367.89 1635.49,1381.99 1635.83,1393.98 1636.16,1385.94 1636.49,1388.91 1636.83,1377.79 1637.16,1314.58 1637.5,1233.29 1637.83,1047.66 \n",
       "  1638.17,892.108 1638.5,716.026 1638.84,668.594 1639.17,706.441 1639.51,725.75 1639.84,771.292 1640.17,827.538 1640.51,796.652 1640.84,825.929 1641.18,843.033 \n",
       "  1641.51,853.597 1641.85,866.924 1642.18,885.637 1642.52,856.15 1642.85,837.437 1643.19,810.433 1643.52,806.026 1643.85,873.36 1644.19,940.869 1644.52,970.601 \n",
       "  1644.86,861.537 1645.19,760.658 1645.53,657.646 1645.86,607.207 1646.2,597.902 1646.53,576.775 1646.87,590.592 1647.2,614.308 1647.53,600.701 1647.87,629.243 \n",
       "  1648.2,677.094 1648.54,745.478 1648.87,837.717 1649.21,968.782 1649.54,1054.02 1649.88,1164.21 1650.21,1218.74 1650.55,1287.33 1650.88,1316.12 1651.21,1348.93 \n",
       "  1651.55,1366.63 1651.88,1377.33 1652.22,1375.93 1652.55,1382.68 1652.89,1372.72 1653.22,1300.14 1653.56,1222.45 1653.89,1028.81 1654.23,900.154 1654.56,757.825 \n",
       "  1654.89,747.227 1655.23,753.838 1655.56,795.742 1655.9,839.186 1656.23,853.037 1656.57,853.562 1656.9,869.267 1657.24,819.493 1657.57,820.262 1657.91,855.171 \n",
       "  1658.24,861.467 1658.57,839.78 1658.91,814.036 1659.24,808.404 1659.58,824.635 1659.91,883.224 1660.25,953.146 1660.58,989.524 1660.92,891.759 1661.25,765.031 \n",
       "  1661.59,676.115 1661.92,598.322 1662.25,555.648 1662.59,567.611 1662.92,585.66 1663.26,635.854 1663.59,625.291 1663.93,611.684 1664.26,635.645 1664.6,674.016 \n",
       "  1664.93,746.247 1665.27,841.249 1665.6,981.934 1665.93,1082.74 1666.27,1176.03 1666.6,1242.7 1666.94,1275.82 1667.27,1324.76 1667.61,1349.25 1667.94,1369.04 \n",
       "  1668.28,1362.54 1668.61,1372.79 1668.95,1365.76 1669.28,1301.81 1669.61,1204.36 1669.95,1023.98 1670.28,885.148 1670.62,757.056 1670.95,735.614 1671.29,760.274 \n",
       "  1671.62,783.884 1671.96,797.701 1672.29,837.157 1672.63,828.832 1672.96,856.325 1673.29,820.052 1673.63,825.684 1673.96,834.778 1674.3,842.579 1674.63,820.542 \n",
       "  1674.97,806.166 1675.3,805.816 1675.64,825.124 1675.97,914.495 1676.31,982.493 1676.64,1015.58 1676.97,908.304 1677.31,770.662 1677.64,707.841 1677.98,663.627 \n",
       "  1678.31,615.532 1678.65,586.499 1678.98,549.877 1679.32,579.119 1679.65,561.909 1679.99,566.212 1680.32,558.342 1680.65,577.545 1680.99,635.749 1681.32,689.722 \n",
       "  1681.66,776.714 1681.99,908.339 1682.33,1013.55 1682.66,1105.58 1683,1166.34 1683.33,1229.76 1683.67,1267.81 1684,1300.21 1684.33,1300.42 1684.67,1337.39 \n",
       "  1685,1345.08 1685.34,1291.57 1685.67,1201.15 1686.01,1042.2 1686.34,919.567 1686.68,777.028 1687.01,771.327 1687.35,784.794 1687.68,816.904 1688.01,828.062 \n",
       "  1688.35,854.087 1688.68,841.669 1689.02,859.263 1689.35,822.291 1689.69,823.69 1690.02,844.922 1690.36,862.027 1690.69,854.751 1691.03,833.834 1691.36,819.772 \n",
       "  1691.69,837.437 1692.03,899.034 1692.36,962.556 1692.7,1010.51 1693.03,888.156 1693.37,770.208 1693.7,657.331 1694.04,573.487 1694.37,543.406 1694.71,496.079 \n",
       "  1695.04,521.614 1695.37,546.729 1695.71,546.799 1696.04,541.342 1696.38,511.855 1696.71,491.182 1697.05,509.441 1697.38,521.439 1697.72,576.181 1698.05,641.801 \n",
       "  1698.39,696.682 1698.72,737.642 1699.05,783.57 1699.39,870.352 1699.72,943.702 1700.06,1028.88 1700.39,1101.18 1700.73,1233.12 1701.06,1306.43 1701.4,1339.28 \n",
       "  1701.73,1326.89 1702.07,1303.63 1702.4,1271.21 1702.73,1194.11 1703.07,1152.25 1703.4,1045.84 1703.74,1019.15 1704.07,906.939 1704.41,896.691 1704.74,814.771 \n",
       "  1705.08,810.818 1705.41,748.241 1705.75,766.955 1706.08,738.832 1706.41,731.066 1706.75,718.509 1707.08,733.9 1707.42,743.169 1707.75,736.978 1708.09,746.352 \n",
       "  1708.42,823.725 1708.76,875.633 1709.09,824.53 1709.43,713.332 1709.76,645.543 1710.09,584.086 1710.43,556.418 1710.76,560.685 1711.1,595.699 1711.43,613.398 \n",
       "  1711.77,626.235 1712.1,600.736 1712.44,569.5 1712.77,552.99 1713.11,538.474 1713.44,528.365 1713.77,533.297 1714.11,568.835 1714.44,571.983 1714.78,699.481 \n",
       "  1715.11,734.075 1715.45,800.01 1715.78,883.189 1716.12,982.074 1716.45,1046.92 1716.79,1209.61 1717.12,1298.14 1717.45,1337.91 1717.79,1314.93 1718.12,1305.7 \n",
       "  1718.46,1304.02 1718.79,1244.13 1719.13,1220.63 1719.46,1126.78 1719.8,1082.18 1720.13,984.767 1720.47,945.556 1720.8,862.307 1721.13,848.805 1721.47,831.176 \n",
       "  1721.8,833.309 1722.14,817.674 1722.47,854.227 1722.81,899.454 1723.14,919.812 1723.48,935.237 1723.81,956.399 1724.15,978.016 1724.48,999.003 1724.81,1041.78 \n",
       "  1725.15,985.956 1725.48,928.626 1725.82,885.567 1726.15,853.667 1726.49,844.223 1726.82,833.484 1727.16,826.873 1727.49,865.769 1727.83,886.162 1728.16,905.156 \n",
       "  1728.49,923.24 1728.83,954.126 1729.16,1014.46 1729.5,1080.75 1729.83,1142.28 1730.17,1230.46 1730.5,1299.23 1730.84,1331.62 1731.17,1349.7 1731.51,1368.13 \n",
       "  1731.84,1387.34 1732.17,1390.9 1732.51,1377.02 1732.84,1375.48 1733.18,1357.61 1733.51,1290.38 1733.85,1200.66 1734.18,1046.36 1734.52,952.412 1734.85,871.366 \n",
       "  1735.19,844.887 1735.52,873.955 1735.85,878.362 1736.19,910.192 1736.52,941.149 1736.86,946.36 1737.19,953.706 1737.53,918.133 1737.86,915.894 1738.2,922.68 \n",
       "  1738.53,926.982 1738.87,927.297 1739.2,893.927 1739.53,892.423 1739.87,886.022 1740.2,941.848 1740.54,978.296 1740.87,971.125 1741.21,891.094 1741.54,820.297 \n",
       "  1741.88,744.463 1742.21,706.546 1742.55,695.913 1742.88,661.039 1743.21,667.265 1743.55,682.551 1743.88,674.996 1744.22,730.507 1744.55,751.494 1744.89,824.774 \n",
       "  1745.22,918.692 1745.56,977.911 1745.89,1068.12 1746.23,1146.05 1746.56,1211.04 1746.89,1294.68 1747.23,1334.52 1747.56,1362.71 1747.9,1385.94 1748.23,1394.12 \n",
       "  1748.57,1385.06 1748.9,1386.6 1749.24,1375.72 1749.57,1304.02 1749.91,1204.19 1750.24,1023.38 1750.58,915.614 1750.91,824.215 1751.24,819.493 1751.58,837.017 \n",
       "  1751.91,880.845 1752.25,891.409 1752.58,926.388 1752.92,929.396 1753.25,963.85 1753.59,939.225 1753.92,924.499 1754.26,935.762 1754.59,957.169 1754.92,952.727 \n",
       "  1755.26,953.251 1755.59,937.546 1755.93,955.35 1756.26,984.662 1756.6,1044.02 1756.93,1073.26 1757.27,989.279 1757.6,894.067 1757.94,792.769 1758.27,773.111 \n",
       "  1758.6,703.328 1758.94,639.982 1759.27,629.208 1759.61,642.535 1759.94,641.241 1760.28,646.943 1760.61,694.024 1760.95,717.145 1761.28,797.561 1761.62,918.203 \n",
       "  1761.95,1023.7 1762.28,1127.24 1762.62,1212.02 1762.95,1267.19 1763.29,1302.83 1763.62,1336.06 1763.96,1355.51 1764.29,1366.38 1764.63,1372.09 1764.96,1380.73 \n",
       "  1765.3,1368.69 1765.63,1308.46 1765.96,1210.66 1766.3,1035.52 1766.63,911.941 1766.97,810.048 1767.3,814.526 1767.64,835.723 1767.97,861.187 1768.31,884.168 \n",
       "  1768.64,914.005 1768.98,922.4 1769.31,931.075 1769.64,897.74 1769.98,883.154 1770.31,891.864 1770.65,907.954 1770.98,891.304 1771.32,865.63 1771.65,860.698 \n",
       "  1771.99,867.938 1772.32,940.169 1772.66,1010.3 1772.99,1007.75 1773.32,909.003 1773.66,815.96 1773.99,718.929 1774.33,715.956 1774.66,689.407 1775,678.214 \n",
       "  1775.33,709.974 1775.67,719.558 1776,679.263 1776.34,656.772 1776.67,683.076 1777,704.168 1777.34,798.89 1777.67,903.791 1778.01,1020.24 1778.34,1108.84 \n",
       "  1778.68,1203.38 1779.01,1249.31 1779.35,1288.52 1779.68,1317.13 1780.02,1348.55 1780.35,1366 1780.68,1359.95 1781.02,1374.43 1781.35,1370.79 1781.69,1312.76 \n",
       "  1782.02,1239.97 1782.36,1053.19 1782.69,953.251 1783.03,858.354 1783.36,814.84 1783.7,820.822 1784.03,851.673 1784.36,827.048 1784.7,833.239 1785.03,832.12 \n",
       "  1785.37,888.89 1785.7,883.679 1786.04,851.393 1786.37,867.204 1786.71,856.535 1787.04,860.593 1787.38,877.557 1787.71,898.09 1788.04,915.404 1788.38,955 \n",
       "  1788.71,988.755 1789.05,1011 1789.38,895.956 1789.72,787.907 1790.05,714.312 1790.39,666.915 1790.72,645.264 1791.06,629.628 1791.39,654.183 1791.72,696.088 \n",
       "  1792.06,701.579 1792.39,672.722 1792.73,689.757 1793.06,634.105 1793.4,686.748 1793.73,749.5 1794.07,889.695 1794.4,1002.99 1794.74,1092.01 1795.07,1164.8 \n",
       "  1795.4,1211.43 1795.74,1252.35 1796.07,1289.82 1796.41,1315.95 1796.74,1316.26 1797.08,1348.83 1797.41,1356.63 1797.75,1319.09 1798.08,1227.62 1798.42,1077.78 \n",
       "  1798.75,1003.2 1799.08,894.837 1799.42,880.496 1799.75,844.992 1800.09,870.422 1800.42,875.074 1800.76,901.658 1801.09,888.611 1801.43,923.589 1801.76,883.819 \n",
       "  1802.1,874.619 1802.43,894.277 1802.76,906.835 1803.1,873.64 1803.43,869.862 1803.77,849.364 1804.1,872.87 1804.44,925.163 1804.77,964.479 1805.11,991.343 \n",
       "  1805.44,899.139 1805.78,780.421 1806.11,688.253 1806.44,625.431 1806.78,591.396 1807.11,569.815 1807.45,576.251 1807.78,602.73 1808.12,608.326 1808.45,603.394 \n",
       "  1808.79,552.36 1809.12,552.395 1809.46,533.227 1809.79,554.249 1810.12,581.462 1810.46,623.927 1810.79,655.547 1811.13,740.93 1811.46,795.882 1811.8,849.644 \n",
       "  1812.13,950.593 1812.47,1015.41 1812.8,1096.56 1813.14,1237.7 1813.47,1308.57 1813.8,1335.67 1814.14,1329.69 1814.47,1273.66 1814.81,1250.47 1815.14,1173.2 \n",
       "  1815.48,1146.65 1815.81,1046.5 1816.15,1030.55 1816.48,926.842 1816.82,906.695 1817.15,853.107 1817.48,827.363 1817.82,756.181 1818.15,755.027 1818.49,760.973 \n",
       "  1818.82,745.478 1819.16,748.766 1819.49,762.302 1819.83,742.295 1820.16,762.792 1820.5,785.773 1820.83,844.782 1821.16,912.746 1821.5,839.57 1821.83,714.102 \n",
       "  1822.17,644.529 1822.5,619.1 1822.84,587.584 1823.17,570.339 1823.51,633.896 1823.84,647.257 1824.18,670.868 1824.51,645.369 1824.84,580.378 1825.18,518.676 \n",
       "  1825.51,482.263 1825.85,476.072 1826.18,505.594 1826.52,538.788 1826.85,599.966 1827.19,665.481 1827.52,726.694 1827.86,810.188 1828.19,892.143 1828.52,974.169 \n",
       "  1828.86,1042.27 1829.19,1201.95 1829.53,1307.97 1829.86,1330.67 1830.2,1323.5 1830.53,1298.53 1830.87,1286.98 1831.2,1242.42 1831.54,1207.16 1831.87,1139.86 \n",
       "  1832.2,1099.6 1832.54,1011.42 1832.87,971.405 1833.21,873.08 1833.54,852.338 1833.88,786.508 1834.21,773.601 1834.55,749.011 1834.88,758.7 1835.22,774.02 \n",
       "  1835.55,764.366 1835.88,766.185 1836.22,808.125 1836.55,806.83 1836.89,840.725 1837.22,867.344 1837.56,842.509 1837.89,784.934 1838.23,744.183 1838.56,772.516 \n",
       "  1838.9,777.028 1839.23,797.071 1839.56,823.235 1839.9,878.991 1840.23,888.226 1840.57,897.145 1840.9,935.552 1841.24,987.111 1841.57,1037.86 1841.91,1082.39 \n",
       "  1842.24,1167.99 1842.58,1237.07 1842.91,1286 1843.24,1338.37 1843.58,1345.64 1843.91,1372.23 1844.25,1389.72 1844.58,1395.1 1844.92,1379.85 1845.25,1379.68 \n",
       "  1845.59,1354.98 1845.92,1298.25 1846.26,1205.73 1846.59,1062.07 1846.92,964.235 1847.26,869.547 1847.59,850.834 1847.93,876.298 1848.26,918.028 1848.6,946.046 \n",
       "  1848.93,937.021 1849.27,921.036 1849.6,929.606 1849.94,887.701 1850.27,886.407 1850.6,906.835 1850.94,914.32 1851.27,880.74 1851.61,851.603 1851.94,817.744 \n",
       "  1852.28,829.671 1852.61,869.582 1852.95,909.773 1853.28,943.737 1853.62,844.537 1853.95,703.748 1854.28,650.72 1854.62,664.817 1854.95,663.418 1855.29,679.018 \n",
       "  1855.62,702.419 1855.96,739.986 1856.29,760.938 1856.63,777.903 1856.96,830.056 1857.3,849.19 1857.63,979.45 1857.96,1055.46 1858.3,1128.56 1858.63,1221.57 \n",
       "  1858.97,1273.24 1859.3,1320.35 1859.64,1344.73 1859.97,1367.89 1860.31,1389.12 1860.64,1394.61 1860.98,1384.22 1861.31,1388.81 1861.64,1374.99 1861.98,1312.76 \n",
       "  1862.31,1233.01 1862.65,1057.17 1862.98,938.525 1863.32,789.656 1863.65,761.883 1863.99,764.261 1864.32,813.966 1864.66,818.758 1864.99,872.905 1865.32,884.728 \n",
       "  1865.66,898.545 1865.99,847.546 1866.33,854.366 1866.66,872.136 1867,900.958 1867.33,849.819 1867.67,820.437 1868,813.651 1868.34,817.184 1868.67,882.454 \n",
       "  1869,948.249 1869.34,965.389 1869.67,856.745 1870.01,755.552 1870.34,656.772 1870.68,629.908 1871.01,604.968 1871.35,603.079 1871.68,612.664 1872.02,636.974 \n",
       "  1872.35,618.225 1872.68,632.741 1873.02,683.775 1873.35,735.474 1873.69,833.659 1874.02,916.699 1874.36,1013.41 1874.69,1152.77 1875.03,1214.4 1875.36,1275.55 \n",
       "  1875.7,1312.9 1876.03,1346.24 1876.36,1360.89 1876.7,1371.04 1877.03,1375.27 1877.37,1390.84 1877.7,1372.75 1878.04,1302.62 1878.37,1214.51 1878.71,1042.59 \n",
       "  1879.04,902.252 1879.38,748.416 1879.71,725.785 1880.04,724.91 1880.38,772.481 1880.71,787.102 1881.05,854.017 1881.38,859.893 1881.72,872.73 1882.05,780.946 \n",
       "  1882.39,805.431 1882.72,828.342 1883.06,853.177 1883.39,844.328 1883.72,820.612 1884.06,800.359 1884.39,809.419 1884.73,854.262 1885.06,932.649 1885.4,962.696 \n",
       "  1885.73,876.858 1886.07,761.113 1886.4,656.317 1886.74,628.369 1887.07,584.121 1887.4,570.479 1887.74,587.864 1888.07,607.766 1888.41,611.264 1888.74,596.538 \n",
       "  1889.08,650.301 1889.41,663.558 1889.75,746.877 1890.08,853.842 1890.42,986.026 1890.75,1092.68 1891.08,1181.56 1891.42,1248.51 1891.75,1289.19 1892.09,1326.09 \n",
       "  1892.42,1345.71 1892.76,1363.66 1893.09,1363.06 1893.43,1381.74 1893.76,1376.77 1894.1,1307.24 1894.43,1220.35 1894.76,1040.31 1895.1,905.225 1895.43,764.996 \n",
       "  1895.77,753.313 1896.1,743.064 1896.44,776.259 1896.77,799.275 1897.11,846.111 1897.44,836.702 1897.78,865 1898.11,824.6 1898.44,821.032 1898.78,839.5 \n",
       "  1899.11,861.152 1899.45,825.474 1899.78,806.026 1900.12,782.1 1900.45,793.294 1900.79,868.883 1901.12,956.12 1901.46,974.413 1901.79,864.615 1902.12,736.278 \n",
       "  1902.46,666.181 1902.79,647.048 1903.13,584.541 1903.46,564.883 1903.8,574.432 1904.13,571.284 1904.47,566.771 1904.8,564.603 1905.14,590.277 1905.47,616.441 \n",
       "  1905.8,643.165 1906.14,705.672 1906.47,829.706 1906.81,925.443 1907.14,1035.14 1907.48,1114.99 1907.81,1178.83 1908.15,1231.79 1908.48,1273.73 1908.82,1307.66 \n",
       "  1909.15,1312.45 1909.48,1341.97 1909.82,1351.59 1910.15,1305.84 1910.49,1222.66 1910.82,1063.85 1911.16,939.435 1911.49,796.861 1911.83,770.592 1912.16,767.689 \n",
       "  1912.5,784.024 1912.83,801.793 1913.16,861.012 1913.5,866.469 1913.83,861.012 1914.17,832.365 1914.5,814.91 1914.84,852.897 1915.17,859.543 1915.51,844.467 \n",
       "  1915.84,797.491 1916.18,773.775 1916.51,798.575 1916.85,875.599 1917.18,923.135 1917.51,946.605 1917.85,825.964 1918.18,668.07 1918.52,577.65 1918.85,585.835 \n",
       "  1919.19,533.297 1919.52,509.231 1919.86,551.381 1920.19,569.745 1920.53,590.312 1920.86,578.874 1921.19,570.304 1921.53,553.34 1921.86,600.946 1922.2,601.995 \n",
       "  1922.53,643.865 1922.87,679.018 1923.2,743.414 1923.54,807.81 1923.87,860.593 1924.21,915.719 1924.54,969.306 1924.87,1059.8 1925.21,1125.7 1925.54,1252.63 \n",
       "  1925.88,1325.39 1926.21,1346.45 1926.55,1339.63 1926.88,1313.95 1927.22,1294.33 1927.55,1254.87 1927.89,1218.04 1928.22,1123.25 1928.55,1052.77 1928.89,941.254 \n",
       "  1929.22,870.422 1929.56,821.242 1929.89,821.766 1930.23,818.548 1930.56,810.888 1930.9,827.643 1931.23,829.532 1931.57,802.388 1931.9,840.025 1932.23,829.881 \n",
       "  1932.57,828.657 1932.9,835.023 1933.24,863.181 1933.57,856.36 1933.91,784.514 1934.24,698.991 1934.58,664.397 1934.91,625.046 1935.25,554.984 1935.58,532.842 \n",
       "  1935.91,615.917 1936.25,641.486 1936.58,636.904 1936.92,603.289 1937.25,604.024 1937.59,568.38 1937.92,556.593 1938.26,555.333 1938.59,577.125 1938.93,646.243 \n",
       "  1939.26,662.893 1939.59,736.383 1939.93,787.557 1940.26,854.296 1940.6,925.653 1940.93,1005.75 1941.27,1068.79 1941.6,1225.84 1941.94,1308.29 1942.27,1345.43 \n",
       "  1942.61,1344.8 1942.94,1316.99 1943.27,1299.72 1943.61,1250.5 1943.94,1207.27 1944.28,1144.65 1944.61,1086.24 1944.95,1015.97 1945.28,951.852 1945.62,866.434 \n",
       "  1945.95,836.212 1946.29,798.54 1946.62,812.147 1946.95,786.892 1947.29,817.184 1947.62,829.322 1947.96,847.79 1948.29,836.247 1948.63,852.058 1948.96,869.302 \n",
       "  1949.3,917.363 1949.63,928.276 1949.97,895.781 1950.3,818.898 1950.63,767.095 1950.97,770.138 1951.3,752.928 1951.64,767.199 1951.97,823.095 1952.31,840.27 \n",
       "  1952.64,882.839 1952.98,877.872 1953.31,938.63 1953.65,965.739 1953.98,1044.23 1954.31,1108.21 1954.65,1179.7 1954.98,1260.43 1955.32,1307.24 1955.65,1342.32 \n",
       "  1955.99,1361.17 1956.32,1382.72 1956.66,1398.15 1956.99,1398.88 1957.33,1389.68 1957.66,1383.24 1957.99,1361.94 1958.33,1299.3 1958.66,1221.01 1959,1066.16 \n",
       "  1959.33,960.457 1959.67,850.974 1960,818.373 1960.34,839.291 1960.67,834.359 1961.01,865.42 1961.34,923.03 1961.67,899.839 1962.01,920.266 1962.34,891.619 \n",
       "  1962.68,882.314 1963.01,886.477 1963.35,920.266 1963.68,874.584 1964.02,859.998 1964.35,828.202 1964.69,825.964 1965.02,861.747 1965.35,906.974 1965.69,900.993 \n",
       "  1966.02,804.207 1966.36,721.133 1966.69,639.177 1967.03,612.943 1967.36,601.82 1967.7,630.293 1968.03,685.979 1968.37,725.365 1968.7,723.756 1969.03,761.148 \n",
       "  1969.37,795.322 1969.7,860.418 1970.04,916.279 1970.37,1053.33 1970.71,1128.21 1971.04,1228.39 1971.38,1274.64 1971.71,1314.2 1972.05,1343.33 1972.38,1374.36 \n",
       "  1972.71,1390.59 1973.05,1397.55 1973.38,1388.84 1973.72,1391.81 1974.05,1381.08 1974.39,1308.84 1974.72,1224.41 1975.06,1060.95 1975.39,936.147 1975.73,795.707 \n",
       "  1976.06,773.775 1976.39,774.825 1976.73,802.808 1977.06,838.311 1977.4,875.074 1977.73,878.747 1978.07,911.207 1978.4,867.274 1978.74,849.574 1979.07,866.434 \n",
       "  1979.41,885.183 1979.74,864.021 1980.07,845.902 1980.41,815.225 1980.74,805.396 1981.08,893.018 1981.41,950.698 1981.75,974.483 1982.08,863.356 1982.42,744.673 \n",
       "  1982.75,653.903 1983.09,630.048 1983.42,591.361 1983.75,587.304 1984.09,619.869 1984.42,632.147 1984.76,628.194 1985.09,647.083 1985.43,689.197 1985.76,682.411 \n",
       "  1986.1,709.275 1986.43,900.678 1986.77,1022.75 1987.1,1140.07 1987.43,1225.32 1987.77,1272.89 1988.1,1325.81 1988.44,1352.22 1988.77,1371.6 1989.11,1379.01 \n",
       "  1989.44,1378.35 1989.78,1385.1 1990.11,1372.54 1990.45,1306.99 1990.78,1221.92 1991.11,1051.58 1991.45,907.464 1991.78,776.784 1992.12,749.115 1992.45,761.463 \n",
       "  1992.79,820.927 1993.12,829.462 1993.46,857.584 1993.79,857.34 1994.13,875.599 1994.46,820.752 1994.79,824.53 1995.13,845.377 1995.46,866.749 1995.8,839.326 \n",
       "  1996.13,827.223 1996.47,795.078 1996.8,805.501 1997.14,858.109 1997.47,933.943 1997.81,963.99 1998.14,864.65 1998.47,747.227 1998.81,632.776 1999.14,596.818 \n",
       "  1999.48,558.586 1999.81,561.49 2000.15,579.504 2000.48,586.325 2000.82,587.129 2001.15,590.172 2001.49,596.049 2001.82,640.542 2002.15,738.902 2002.49,859.648 \n",
       "  2002.82,983.648 2003.16,1093.83 2003.49,1185.34 2003.83,1248.16 2004.16,1285.2 2004.5,1333.05 2004.83,1357.19 2005.17,1367.36 2005.5,1357.57 2005.83,1369.29 \n",
       "  2006.17,1357.26 2006.5,1295.76 2006.84,1225.32 2007.17,1034.79 2007.51,916.069 2007.84,760.763 2008.18,741.21 2008.51,760.274 2008.85,786.473 2009.18,802.248 \n",
       "  2009.51,832.12 2009.85,828.132 2010.18,850.274 2010.52,819.598 2010.85,812.112 2011.19,823.515 2011.52,850.764 2011.86,795.777 2012.19,782.205 2012.53,769.578 \n",
       "  2012.86,774.825 2013.19,847.301 2013.53,927.297 2013.86,953.741 2014.2,839.046 2014.53,713.717 2014.87,645.474 2015.2,588.738 2015.54,530.568 2015.87,523.992 \n",
       "  2016.21,536.83 2016.54,539.103 2016.87,543.72 2017.21,522.908 2017.54,534.276 2017.88,568.905 2018.21,622.493 2018.55,695.108 2018.88,803.367 2019.22,935.097 \n",
       "  2019.55,974.448 2019.89,1100.44 2020.22,1184.04 2020.55,1232.77 2020.89,1281.25 2021.22,1311.92 2021.56,1309.4 2021.89,1332.11 2022.23,1341.34 2022.56,1279.46 \n",
       "  2022.9,1209.54 2023.23,1048.81 2023.57,927.857 2023.9,769.788 2024.23,730.087 2024.57,743.659 2024.9,771.817 2025.24,784.794 2025.57,830.301 2025.91,837.647 \n",
       "  2026.24,839.081 2026.58,804.767 2026.91,793.713 2027.25,840.235 2027.58,863.986 2027.91,817.499 2028.25,767.164 2028.58,755.272 2028.92,807.25 2029.25,879.761 \n",
       "  2029.59,943.982 2029.92,979.136 2030.26,858.984 2030.59,746.142 2030.93,660.584 2031.26,627.25 2031.59,552.99 2031.93,537.564 2032.26,562.014 2032.6,569.255 \n",
       "  2032.93,569.29 2033.27,556.173 2033.6,556.523 2033.94,535.745 2034.27,518.571 2034.61,529.449 2034.94,575.971 2035.27,629.838 2035.61,670.973 2035.94,767.794 \n",
       "  2036.28,772.027 2036.61,889.485 2036.95,970.846 2037.28,1039.68 2037.62,1094.53 2037.95,1235.49 2038.29,1304.02 2038.62,1337.67 2038.95,1320.53 2039.29,1277.85 \n",
       "  2039.62,1234.38 2039.96,1164.38 2040.29,1100.72 2040.63,975.078 2040.96,935.797 2041.3,815.715 2041.63,783.01 2041.97,721.133 2042.3,731.136 2042.63,695.003 \n",
       "  2042.97,696.438 2043.3,681.152 2043.64,709.135 2043.97,715.396 2044.31,739.042 2044.64,729.667 2044.98,750.69 2045.31,724.036 2045.65,789.901 2045.98,833.204 \n",
       "  2046.31,763.247 2046.65,661.214 2046.98,611.439 2047.32,554.179 2047.65,523.538 2047.99,529.239 2048.32,576.286 2048.66,622.248 2048.99,640.891 2049.33,614.867 \n",
       "  2049.66,574.187 2049.99,540.048 2050.33,510.246 2050.66,511.54 2051,528.645 2051.33,570.969 2051.67,620.219 2052,677.339 2052.34,722.986 2052.67,801.409 \n",
       "  2053.01,879.341 2053.34,962.591 2053.67,1040.03 2054.01,1211.36 2054.34,1308.64 2054.68,1324.97 2055.01,1326.65 2055.35,1293.1 2055.68,1302.34 2056.02,1264.98 \n",
       "  2056.35,1216.01 2056.69,1140.18 2057.02,1074.14 2057.35,971.09 2057.69,919.182 2058.02,832.505 2058.36,814.491 2058.69,774.125 2059.03,769.193 2059.36,768.039 \n",
       "  2059.7,766.535 2060.03,786.368 2060.37,795.182 2060.7,806.166 2061.03,828.517 2061.37,876.683 2061.7,901.588 2062.04,925.618 2062.37,859.858 2062.71,791.859 \n",
       "  2063.04,753.278 2063.38,741.945 2063.71,734.564 2064.05,745.338 2064.38,777.938 2064.71,794.553 2065.05,831.28 2065.38,817.884 2065.72,823.48 2066.05,862.377 \n",
       "  2066.39,932.754 2066.72,974.378 2067.06,1055.63 2067.39,1144.06 2067.73,1223.71 2068.06,1269.84 2068.39,1299.09 2068.73,1326.96 2069.06,1353.86 2069.4,1366.14 \n",
       "  2069.73,1355.16 2070.07,1363.03 2070.4,1364.57 2070.74,1326.58 2071.07,1280.44 2071.41,1189.15 2071.74,1121.71 2072.07,1035.87 2072.41,987.775 2072.74,917.048 \n",
       "  2073.08,923.379 2073.41,902.427 2073.75,940.694 2074.08,938.001 2074.42,941.883 2074.75,910.297 2075.09,910.088 2075.42,903.966 2075.75,910.507 2076.09,877.277 \n",
       "  2076.42,867.274 2076.76,840.375 2077.09,849.784 2077.43,856.115 2077.76,892.108 2078.1,902.637 2078.43,837.507 2078.77,780.351 2079.1,704.098 2079.43,587.934 \n",
       "  2079.77,600.491 2080.1,677.969 2080.44,677.899 2080.77,703.223 2081.11,713.857 2081.44,766.115 2081.78,841.389 2082.11,917.118 2082.45,951.362 2082.78,1083.83 \n",
       "  2083.12,1147.84 2083.45,1228.81 2083.78,1264.95 2084.12,1319.02 2084.45,1352.88 2084.79,1377.26 2085.12,1393.81 2085.46,1400.28 2085.79,1391.53 2086.13,1394.72 \n",
       "  2086.46,1378.35 2086.8,1307.73 2087.13,1226.16 2087.46,1054.2 2087.8,928.801 2088.13,790.076 2088.47,756.881 2088.8,768.319 2089.14,800.359 2089.47,811.273 \n",
       "  2089.81,878.187 2090.14,848.77 2090.48,887.211 2090.81,847.895 2091.14,843.803 2091.48,845.482 2091.81,862.761 2092.15,841.774 2092.48,818.653 2092.82,801.199 \n",
       "  2093.15,804.102 2093.49,855.906 2093.82,933.978 2094.16,956.959 2094.49,889.275 2094.82,770.802 2095.16,668.21 2095.49,644.109 2095.83,632.671 2096.16,628.614 \n",
       "  2096.5,651.595 2096.83,651.14 2097.17,647.187 2097.5,634.595 2097.84,681.187 2098.17,776.189 2098.5,856.885 2098.84,972 2099.17,1059.66 2099.51,1162.6 \n",
       "  2099.84,1232.63 2100.18,1281.28 2100.51,1318.88 2100.85,1346.87 2101.18,1370.72 2101.52,1381.81 2101.85,1383.49 2102.18,1380.1 2102.52,1374.19 2102.85,1299.61 \n",
       "  2103.19,1219.4 2103.52,1042.34 2103.86,904.666 2104.19,766.115 2104.53,742.085 2104.86,740.965 2105.2,774.195 2105.53,813.022 2105.86,853.247 2106.2,812.042 \n",
       "  2106.53,852.408 2106.87,810.503 2107.2,821.382 2107.54,813.196 2107.87,831.945 2108.21,815.89 2108.54,799.205 2108.88,775.28 2109.21,790.18 2109.54,871.226 \n",
       "  2109.88,943.247 2110.21,953.286 2110.55,836.807 2110.88,720.433 2111.22,680.487 2111.55,661.249 2111.89,634.56 2112.22,540.432 2112.56,573.138 2112.89,619.205 \n",
       "  2113.22,544.28 2113.56,625.571 2113.89,668.629 2114.23,588.948 2114.56,755.377 2114.9,893.473 2115.23,994.141 2115.57,1091.84 2115.9,1171.17 2116.24,1265.79 \n",
       "  2116.57,1296.29 2116.9,1338.4 2117.24,1361.52 2117.57,1363.94 2117.91,1361.45 2118.24,1371.6 2118.58,1366.04 2118.91,1292.68 2119.25,1211.22 2119.58,1020.24 \n",
       "  2119.92,884.693 2120.25,704.553 2120.58,712.458 2120.92,704.832 2121.25,746.212 2121.59,744.044 2121.92,771.117 2122.26,801.793 2122.59,856.99 2122.93,821.102 \n",
       "  2123.26,840.62 2123.6,862.971 2123.93,872.38 2124.26,816.1 2124.6,809.069 2124.93,782.1 2125.27,788.676 2125.6,871.961 2125.94,924.499 2126.27,937.476 \n",
       "  2126.61,833.344 2126.94,698.361 2127.28,614.028 2127.61,598.427 2127.94,537.04 2128.28,515.353 2128.61,544.105 2128.95,569.255 2129.28,550.192 2129.62,510.98 \n",
       "  2129.95,543.301 2130.29,579.853 2130.62,606.962 2130.96,627.949 2131.29,785.458 2131.62,912.956 2131.96,1018.87 2132.29,1101.81 2132.63,1181.66 2132.96,1225.84 \n",
       "  2133.3,1278.17 2133.63,1301.95 2133.97,1308.46 2134.3,1336.58 2134.64,1348.41 2134.97,1292.54 2135.3,1230.07 2135.64,1042.17 2135.97,936.496 2136.31,765.625 \n",
       "  2136.64,754.642 2136.98,759.924 2137.31,783.989 2137.65,808.789 2137.98,844.957 2138.32,833.659 2138.65,848.35 2138.98,810.328 2139.32,796.791 2139.65,832.54 \n",
       "  2139.99,842.858 2140.32,817.184 2140.66,775.35 2140.99,766.465 2141.33,785.144 2141.66,873.85 2142,936.566 2142.33,961.191 2142.66,845.097 2143,716.27 \n",
       "  2143.33,650.895 2143.67,592.481 2144,536.13 2144.34,520.704 2144.67,528.26 2145.01,544.945 2145.34,549.317 2145.68,521.439 2146.01,525.462 2146.34,531.828 \n",
       "  2146.68,524.097 2147.01,543.93 2147.35,582.897 2147.68,604.653 2148.02,664.782 2148.35,735.369 2148.69,773.041 2149.02,876.158 2149.36,954.091 2149.69,1026.5 \n",
       "  2150.02,1088.34 2150.36,1234.31 2150.69,1299.86 2151.03,1327.1 2151.36,1322.21 2151.7,1282.44 2152.03,1249.84 2152.37,1157.25 2152.7,1098.83 2153.04,985.012 \n",
       "  2153.37,964.969 2153.7,866.714 2154.04,864.65 2154.37,793.259 2154.71,764.786 2155.04,717.949 2155.38,705.637 2155.71,704.483 2156.05,708.96 2156.38,694.479 \n",
       "  2156.72,709.974 2157.05,702.139 2157.38,703.503 2157.72,728.233 2158.05,801.129 2158.39,855.871 2158.72,793.818 2159.06,661.494 2159.39,604.024 2159.73,536.935 \n",
       "  2160.06,498.913 2160.4,507.238 2160.73,577.825 2161.06,608.431 2161.4,601.54 2161.73,577.86 2162.07,550.856 2162.4,512.449 2162.74,484.187 2163.07,458.128 \n",
       "  2163.41,476.771 2163.74,542.986 2164.08,563.623 2164.41,638.023 2164.74,695.143 2165.08,784.444 2165.41,879.691 2165.75,957.309 2166.08,1035.77 2166.42,1204.64 \n",
       "  2166.75,1289.96 2167.09,1331.16 2167.42,1329.38 2167.76,1299.47 2168.09,1278.69 2168.42,1220.03 2168.76,1204.82 2169.09,1118 2169.43,1049.76 2169.76,962.381 \n",
       "  2170.1,920.966 2170.43,816.275 2170.77,788.956 2171.1,728.688 2171.44,696.682 2171.77,683.321 2172.1,684.545 2172.44,699.935 2172.77,695.563 2173.11,722.007 \n",
       "  2173.44,744.183 2173.78,755.901 2174.11,807.25 2174.45,857.445 2174.78,818.408 2175.12,742.435 2175.45,727.534 2175.78,704.623 2176.12,688.987 2176.45,683.006 \n",
       "  2176.79,770.033 2177.12,802.528 2177.46,827.713 2177.79,830.756 2178.13,879.761 2178.46,936.252 2178.8,1023.56 2179.13,1093.97 2179.46,1169.28 2179.8,1220.28 \n",
       "  2180.13,1293.38 2180.47,1344.59 2180.8,1357.85 2181.14,1377.4 2181.47,1392.37 2181.81,1397.06 2182.14,1383.38 2182.48,1383.98 2182.81,1354.88 2183.14,1290.1 \n",
       "  2183.48,1206.6 2183.81,1049.27 2184.15,950.243 2184.48,835.128 2184.82,814.561 2185.15,827.748 2185.49,828.832 2185.82,852.443 2186.16,887.526 2186.49,886.617 \n",
       "  2186.82,896.306 2187.16,871.191 2187.49,868.358 2187.83,871.471 2188.16,892.808 2188.5,873.255 2188.83,841.04 2189.17,824.635 2189.5,807.285 2189.84,858.389 \n",
       "  2190.17,892.913 2190.5,916.069 2190.84,814.036 2191.17,726.624 2191.51,648.202 2191.84,597.028 2192.18,616.651 2192.51,644.949 2192.85,686.993 2193.18,707.911 \n",
       "  2193.52,704.623 2193.85,720.748 2194.18,752.718 2194.52,867.973 2194.85,977.247 2195.19,1050.35 2195.52,1137.13 2195.86,1216.99 2196.19,1270.09 2196.53,1314.97 \n",
       "  2196.86,1344.84 2197.2,1372.86 2197.53,1386.67 2197.86,1392.37 2198.2,1385.17 2198.53,1390.03 2198.87,1373.45 2199.2,1307.69 2199.54,1233.12 2199.87,1047.55 \n",
       "  2200.21,931.669 2200.54,779.827 2200.88,742.994 2201.21,763.842 2201.54,788.886 2201.88,820.122 2202.21,862.551 2202.55,886.267 2202.88,877.627 2203.22,840.97 \n",
       "  2203.55,821.661 2203.89,829.951 2204.22,875.459 2204.56,867.868 2204.89,825.474 2205.22,815.435 2205.56,794.378 2205.89,844.153 2206.23,911.207 2206.56,937.441 \n",
       "  2206.9,830.476 2207.23,717.6 2207.57,638.898 2207.9,618.96 2208.24,587.269 2208.57,580.238 2208.9,598.497 2209.24,598.357 2209.57,555.543 2209.91,615.007 \n",
       "  2210.24,652.504 2210.58,716.375 2210.91,827.118 2211.25,908.688 2211.58,1035.66 2211.92,1143.4 2212.25,1214.05 2212.58,1280.58 2212.92,1311.82 2213.25,1342.91 \n",
       "  2213.59,1359.04 2213.92,1371.42 2214.26,1366.52 2214.59,1377.72 2214.93,1372.19 2215.26,1281.7 2215.6,1176.42 2215.93,1003.41 2216.26,879.516 2216.6,771.852 \n",
       "  2216.93,727.883 2217.27,738.447 2217.6,759.329 2217.94,794.798 2218.27,846.146 2218.61,834.114 2218.94,883.329 2219.28,820.507 2219.61,830.091 2219.94,850.134 \n",
       "  2220.28,872.66 2220.61,851.568 2220.95,827.468 2221.28,765.416 2221.62,810.503 2221.95,870.911 2222.29,944.821 2222.62,954.371 2222.96,854.122 2223.29,726.659 \n",
       "  2223.62,683.53 2223.96,623.927 2224.29,576.775 2224.63,594.37 2224.96,578.14 2225.3,565.687 2225.63,546.134 2225.97,590.487 2226.3,648.692 2226.64,640.646 \n",
       "  2226.97,698.676 2227.3,832.68 2227.64,987.356 2227.97,1095.09 2228.31,1176.45 2228.64,1251.44 2228.98,1307.97 2229.31,1344.63 2229.65,1363.87 2229.98,1371.14 \n",
       "  2230.32,1364.99 2230.65,1379.33 2230.98,1363.48 2231.32,1293.91 2231.65,1194.64 2231.99,1013.41 2232.32,868.743 2232.66,750.48 2232.99,690.176 2233.33,714.347 \n",
       "  2233.66,741.455 2234,786.053 2234.33,821.836 2234.66,808.719 2235,803.158 2235.33,772.271 2235.67,744.009 2236,780.841 2236.34,814.141 2236.67,822.851 \n",
       "  2237.01,800.254 2237.34,795.777 2237.68,830.931 2238.01,930.83 2238.34,984.417 2238.68,1013.41 2239.01,903.232 2239.35,767.759 2239.68,691.296 2240.02,627.285 \n",
       "  2240.35,585.03 2240.69,570.479 2241.02,547.358 2241.36,563.413 2241.69,552.92 2242.02,564.358 2242.36,583.526 2242.69,588.773 2243.03,623.857 2243.36,673.666 \n",
       "  2243.7,792.699 2244.03,875.668 2244.37,1004.5 2244.7,1126.71 2245.04,1188.52 2245.37,1248.26 2245.7,1277.75 2246.04,1304.86 2246.37,1310.17 2246.71,1341.69 \n",
       "  2247.04,1351.13 2247.38,1300.9 2247.71,1218.88 2248.05,1045.77 2248.38,923.1 2248.72,794.378 2249.05,755.272 2249.39,767.584 2249.72,786.892 2250.05,800.989 \n",
       "  2250.39,840.13 2250.72,825.929 2251.06,850.519 2251.39,812.007 2251.73,811.972 2252.06,832.959 2252.4,840.655 2252.73,824.6 2253.07,772.726 2253.4,779.932 \n",
       "  2253.73,803.228 2254.07,886.512 2254.4,931.844 2254.74,950.383 2255.07,846.986 2255.41,727.988 2255.74,656.387 2256.08,575.971 2256.41,526.931 2256.75,511.365 \n",
       "  2257.08,534.626 2257.41,555.578 2257.75,560.685 2258.08,546.729 2258.42,521.264 2258.75,519.55 2259.09,518.886 2259.42,505.104 2259.76,559.111 2260.09,623.822 \n",
       "  2260.43,680.172 2260.76,748.066 2261.09,788.571 2261.43,879.971 2261.76,964.619 2262.1,1039.16 2262.43,1099.67 2262.77,1238.5 2263.1,1315.81 2263.44,1338.23 \n",
       "  2263.77,1331.51 2264.11,1293.07 2264.44,1249.45 2264.77,1184.74 2265.11,1141.44 2265.44,1032.37 2265.78,989.559 2266.11,872.905 2266.45,886.127 2266.78,806.516 \n",
       "  2267.12,768.948 2267.45,715.571 2267.79,709.065 2268.12,703.433 2268.45,697.837 2268.79,709.485 2269.12,747.192 2269.46,738.832 2269.79,725.26 2270.13,752.508 \n",
       "  2270.46,821.312 2270.8,869.162 2271.13,792.104 2271.47,681.362 2271.8,630.328 2272.13,565.932 2272.47,510.631 2272.8,531.128 2273.14,586.22 2273.47,631.657 \n",
       "  2273.81,647.922 2274.14,611.614 2274.48,577.895 2274.81,545.085 2275.15,500.417 2275.48,490.798 2275.81,519.69 2276.15,541.097 2276.48,603.079 2276.82,675.031 \n",
       "  2277.15,729.597 2277.49,801.793 2277.82,897.46 2278.16,966.473 2278.49,1044.48 2278.83,1207.79 2279.16,1296.39 2279.49,1331.55 2279.83,1327.21 2280.16,1315.46 \n",
       "  2280.5,1300.97 2280.83,1239.52 2281.17,1203.45 2281.5,1135.53 2281.84,1077.78 2282.17,964.969 2282.51,918.447 2282.84,808.439 2283.17,814.526 2283.51,746.737 \n",
       "  2283.84,736.838 2284.18,714.976 2284.51,752.858 2284.85,755.132 2285.18,749.15 2285.52,745.723 2285.85,762.267 2286.19,767.829 2286.52,815.61 2286.85,866.294 \n",
       "  2287.19,830.791 2287.52,775.14 2287.86,756.146 2288.19,744.149 2288.53,764.751 2288.86,782.835 2289.2,825.334 2289.53,854.366 2289.87,899.629 2290.2,885.008 \n",
       "  2290.53,948.109 2290.87,1004.11 2291.2,1056.05 2291.54,1106.53 2291.87,1168.2 2292.21,1229.3 2292.54,1306.05 2292.88,1338.05 2293.21,1359.6 2293.55,1384.99 \n",
       "  2293.88,1396.99 2294.21,1399.72 2294.55,1384.64 2294.88,1375.27 2295.22,1359.84 2295.55,1286.25 2295.89,1211.29 2296.22,1071.51 2296.56,962.556 2296.89,847.091 \n",
       "  2297.23,826.139 2297.56,841.844 2297.89,838.521 2298.23,861.432 2298.56,907.324 2298.9,896.761 2299.23,940.239 2299.57,884.168 2299.9,878.292 2300.24,894.347 \n",
       "  2300.57,917.188 2300.91,889.52 2301.24,868.813 2301.57,838.241 2301.91,811.168 2302.24,843.208 2302.58,890.01 2302.91,915.474 2303.25,822.851 2303.58,738.237 \n",
       "  2303.92,665.306 2304.25,623.542 2304.59,608.431 2304.92,648.552 2305.25,697.662 2305.59,716.096 2305.92,718.264 2306.26,728.933 2306.59,771.397 2306.93,824.11 \n",
       "  2307.26,913.306 2307.6,991.728 2307.93,1077.81 2308.27,1192.26 2308.6,1263.93 2308.93,1311.99 2309.27,1340.99 2309.6,1363.13 2309.94,1383.14 2310.27,1388.28 \n",
       "  2310.61,1386.18 2310.94,1393.11 2311.28,1367.36 2311.61,1299.19 2311.95,1228.15 2312.28,1053.36 2312.61,930.305 2312.95,791.44 2313.28,776.784 2313.62,780.072 \n",
       "  2313.95,826.733 2314.29,841.389 2314.62,873.745 2314.96,862.167 2315.29,898.545 2315.63,850.064 2315.96,838.346 2316.29,862.796 2316.63,896.236 2316.96,849.295 \n",
       "  2317.3,833.659 2317.63,807.04 2317.97,803.158 2318.3,860.068 2318.64,928.626 2318.97,971.195 2319.31,868.953 2319.64,773.321 2319.97,683.041 2320.31,658.206 \n",
       "  2320.64,638.058 2320.98,651.84 2321.31,629.453 2321.65,647.572 2321.98,630.957 2322.32,625.431 2322.65,669.014 2322.99,727.569 2323.32,786.823 2323.65,901.063 \n",
       "  2323.99,1029.47 2324.32,1137.97 2324.66,1219.33 2324.99,1260.29 2325.33,1302.06 2325.66,1343.86 2326,1369.88 2326.33,1372.51 2326.67,1369.88 2327,1380.8 \n",
       "  2327.33,1375.86 2327.67,1308.57 2328,1226.85 2328.34,1064.55 2328.67,931.145 2329.01,779.547 2329.34,779.337 2329.68,770.103 2330.01,797.911 2330.35,822.711 \n",
       "  2330.68,882.559 2331.01,870.492 2331.35,897.145 2331.68,859.193 2332.02,843.593 2332.35,855.451 2332.69,869.162 2333.02,831.91 2333.36,817.954 2333.69,795.847 \n",
       "  2334.03,784.409 2334.36,876.508 2334.69,934.468 2335.03,974.169 2335.36,833.519 2335.7,704.797 2336.03,685.839 2336.37,634.56 2336.7,565.617 2337.04,574.502 \n",
       "  2337.37,592.726 2337.71,594.44 2338.04,588.213 2338.37,591.606 2338.71,611.334 2339.04,646.173 2339.38,735.369 2339.71,807.74 2340.05,968.047 2340.38,1085.47 \n",
       "  2340.72,1166.9 2341.05,1235.39 2341.39,1275.76 2341.72,1329.52 2342.05,1346.38 2342.39,1352.5 2342.72,1354.32 2343.06,1371.77 2343.39,1360.75 2343.73,1274.5 \n",
       "  2344.06,1199.64 2344.4,1031.01 2344.73,913.131 2345.07,776.364 2345.4,766.395 2345.73,771.047 2346.07,782.555 2346.4,795.987 2346.74,833.344 2347.07,830.021 \n",
       "  2347.41,858.949 2347.74,826.523 2348.08,809.699 2348.41,829.042 2348.75,852.233 2349.08,828.587 2349.41,804.172 2349.75,780.491 2350.08,795.147 2350.42,873.57 \n",
       "  2350.75,948.599 2351.09,991.868 2351.42,886.407 2351.76,764.086 2352.09,699.166 2352.43,626.865 2352.76,590.837 2353.09,586.22 2353.43,557.292 2353.76,556.628 \n",
       "  2354.1,556.418 2354.43,555.263 2354.77,589.263 2355.1,582.442 2355.44,593.25 2355.77,681.467 2356.11,761.358 2356.44,868.953 2356.77,984.137 2357.11,1076.13 \n",
       "  2357.44,1140.46 2357.78,1193.97 2358.11,1241.83 2358.45,1286.77 2358.78,1291.67 2359.12,1335.08 2359.45,1342.7 2359.79,1296.25 2360.12,1211.64 2360.45,1050.84 \n",
       "  2360.79,940.974 2361.12,794.693 2361.46,749.15 2361.79,735.824 2362.13,774.37 2362.46,805.256 2362.8,826.348 2363.13,818.094 2363.47,841.949 2363.8,798.715 \n",
       "  2364.13,789.726 2364.47,800.674 2364.8,818.793 2365.14,797.736 2365.47,744.813 2365.81,738.587 2366.14,762.827 2366.48,865.455 2366.81,933.173 2367.15,970.496 \n",
       "  2367.48,868.603 2367.81,758.979 2368.15,709.555 2368.48,626.48 2368.82,566.876 2369.15,567.716 2369.49,568.345 2369.82,515.143 2370.16,514.478 2370.49,505.769 \n",
       "  2370.83,515.807 2371.16,537.984 2371.49,538.334 2371.83,531.653 2372.16,570.094 2372.5,587.164 2372.83,586.849 2373.17,629.173 2373.5,646.348 2373.84,708.82 \n",
       "  2374.17,765.136 2374.51,841.04 2374.84,934.118 2375.17,1088.65 2375.51,1188.06 2375.84,1252.81 2376.18,1258.55 2376.51,1241.76 2376.85,1236.05 2377.18,1141.19 \n",
       "  2377.52,1114.4 2377.85,1008.1 2378.19,963.255 2378.52,809.384 2378.85,792.524 2379.19,666.006 2379.52,644.704 2379.86,614.552 2380.19,574.117 2380.53,528.12 \n",
       "  2380.86,564.533 2381.2,580.938 2381.53,622.213 2381.87,642.99 2382.2,643.13 2382.53,682.936 2382.87,759.574 2383.2,814.316 2383.54,729.597 2383.87,629.768 \n",
       "  2384.21,576.53 2384.54,501.606 2384.88,466.103 2385.21,500.102 2385.55,531.198 2385.88,550.681 2386.21,598.917 2386.55,590.627 2386.88,536.97 2387.22,530.149 \n",
       "  2387.55,554.214 2387.89,545.609 2388.22,581.113 2388.56,651.105 2388.89,88.3675 2389.23,227.758 2389.56,995.645 2389.89,1030.94 2390.23,1109.19 2390.56,1183.17 \n",
       "  2390.9,1236.44 2391.23,1300.9 2391.57,1280.48 2391.9,1276.42 2392.24,1300.55 2392.57,1274.11 2392.91,1279.11 2393.24,1248.54 2393.57,1239.76 2393.91,1152.63 \n",
       "  2394.24,1104.36 2394.58,1022.16 2394.91,970.076 2395.25,881.09 2395.58,860.138 2395.92,802.703 2396.25,795.357 2396.59,762.967 2396.92,790.53 2397.25,776.504 \n",
       "  2397.59,772.446 2397.92,817.079 2398.26,831.91 2398.59,831.595 2398.93,854.716 2399.26,888.366 2399.6,846.531 2399.93,786.333 2400.27,749.675 2400.6,702.174 \n",
       "  2400.93,660.549 2401.27,697.872 2401.6,725.085 2401.94,767.759 2402.27,815.89 2402.61,838.066 2402.94,853.107 2403.28,919.672 2403.61,1006.17 2403.95,1101.81 \n",
       "  2404.28,1152.63 2404.61,1247.98 2404.95,1305.07 2405.28,1346.27 2405.62,1365.41 2405.95,1390.07 2406.29,1398.01 2406.62,1400.56 2406.96,1384.57 2407.29,1379.4 \n",
       "  2407.63,1356.31 2407.96,1291.08 2408.29,1178.06 2408.63,1008.73 2408.96,947.795 2409.3,825.929 2409.63,820.507 2409.97,816.38 2410.3,826.174 2410.64,852.303 \n",
       "  2410.97,899.489 2411.31,886.512 2411.64,922.47 2411.97,872.835 2412.31,874.899 2412.64,864.405 2412.98,886.722 2413.31,861.397 2413.65,852.058 2413.98,818.163 \n",
       "  2414.32,814.84 2414.65,865.7 2414.99,894.907 2415.32,927.577 2415.66,851.078 2415.99,754.922 2416.32,669.574 2416.66,651.49 2416.99,649.531 2417.33,665.831 \n",
       "  2417.66,688.253 2418,714.976 2418.33,722.427 2418.67,763.002 2419,740.93 2419.34,826.139 2419.67,950.348 2420,1015.37 2420.34,1086.31 2420.67,1162.84 \n",
       "  2421.01,1249.38 2421.34,1323.05 2421.68,1350.61 2422.01,1371.07 2422.35,1385.55 2422.68,1393.49 2423.02,1392.23 2423.35,1380.13 2423.68,1375.02 2424.02,1305.07 \n",
       "  2424.35,1208.7 2424.69,1034.09 2425.02,940.169 2425.36,815.715 2425.69,814.246 2426.03,794.203 2426.36,826.139 2426.7,848.735 2427.03,886.442 2427.36,877.977 \n",
       "  2427.7,894.732 2428.03,853.667 2428.37,841.774 2428.7,861.012 2429.04,893.543 2429.37,830.756 2429.71,824.495 2430.04,814.246 2430.38,810.363 2430.71,869.512 \n",
       "  2431.04,952.062 2431.38,988.23 2431.71,904.911 2432.05,816.904 2432.38,725.995 2432.72,681.537 2433.05,668 2433.39,657.576 2433.72,660.06 2434.06,676.15 \n",
       "  2434.39,651.84 2434.72,674.821 2435.06,681.537 2435.39,762.722 2435.73,841.179 2436.06,936.392 2436.4,1038.81 2436.73,1152.77 2437.07,1226.12 2437.4,1277.64 \n",
       "  2437.74,1309.4 2438.07,1347.99 2438.4,1363.34 2438.74,1380.48 2439.07,1375.58 2439.41,1382.3 2439.74,1367.61 2440.08,1305.38 2440.41,1214.33 2440.75,1037.41 \n",
       "  2441.08,906.66 2441.42,765.311 2441.75,762.058 2442.08,749.395 2442.42,774.405 2442.75,783.884 2443.09,868.743 2443.42,860.663 2443.76,870.142 2444.09,817.359 \n",
       "  2444.43,825.474 2444.76,837.402 2445.1,856.99 2445.43,834.988 2445.76,816.729 2446.1,807.39 2446.43,797.876 2446.77,888.785 2447.1,972.629 2447.44,999.423 \n",
       "  2447.77,896.271 2448.11,790.076 2448.44,698.221 2448.78,660.899 2449.11,630.258 2449.44,629.034 2449.78,627.32 2450.11,641.311 2450.45,615.672 2450.78,614.482 \n",
       "  2451.12,631.167 2451.45,661.809 2451.79,731.381 2452.12,851.638 2452.46,975.113 2452.79,1096.1 2453.12,1166.17 2453.46,1233.64 2453.79,1283.03 2454.13,1328.68 \n",
       "  2454.46,1349.07 2454.8,1362.96 2455.13,1350.22 2455.47,1367.61 2455.8,1362.89 2456.14,1284.71 2456.47,1178.86 2456.8,976.617 2457.14,850.624 2457.47,730.437 \n",
       "  2457.81,713.052 2458.14,715.046 2458.48,756.076 2458.81,752.928 2459.15,793.608 2459.48,789.411 2459.82,831.071 2460.15,806.026 2460.48,808.824 2460.82,845.342 \n",
       "  2461.15,851.743 2461.49,835.688 2461.82,826.768 2462.16,827.818 2462.49,842.614 2462.83,917.538 2463.16,981.024 2463.5,1019.61 2463.83,906.135 2464.16,782.59 \n",
       "  2464.5,698.501 2464.83,629.034 2465.17,596.643 2465.5,579.993 2465.84,564.078 2466.17,580.553 2466.51,574.047 2466.84,547.638 2467.18,563.518 2467.51,620.953 \n",
       "  2467.84,659.85 2468.18,714.836 2468.51,819.038 2468.85,957.414 2469.18,1048.57 2469.52,1143.15 2469.85,1203.45 2470.19,1249.24 2470.52,1271.8 2470.86,1307.76 \n",
       "  2471.19,1319.23 2471.52,1345.29 2471.86,1348.09 2472.19,1291.08 2472.53,1196.42 2472.86,1037.1 2473.2,926.038 2473.53,784.339 2473.87,775.105 2474.2,790.215 \n",
       "  2474.54,813.931 2474.87,831.56 2475.2,851.708 2475.54,841.214 2475.87,864.23 2476.21,812.882 2476.54,813.721 2476.88,840.55 2477.21,826.558 2477.55,762.722 \n",
       "  2477.88,761.778 2478.22,792.139 2478.55,823.305 2478.88,898.719 2479.22,966.508 2479.55,995.261 2479.89,902.042 2480.22,780.177 2480.56,697.662 2480.89,603.849 \n",
       "  2481.23,541.377 2481.56,507.168 2481.9,519.83 2482.23,503.11 2482.56,503.285 2482.9,524.552 2483.23,508.672 2483.57,488.384 2483.9,508.252 2484.24,520.005 \n",
       "  2484.57,560.755 2484.91,614.273 2485.24,682.236 2485.58,733.69 2485.91,778.358 2486.24,866.889 2486.58,954.65 2486.91,1043.25 2487.25,1100.41 2487.58,1251.58 \n",
       "  2487.92,1317.31 2488.25,1337.07 2488.59,1329.1 2488.92,1276.07 2489.26,1261.62 2489.59,1172.92 2489.92,1131.64 2490.26,1002.96 2490.59,976.022 2490.93,849.504 \n",
       "  2491.26,854.961 2491.6,769.718 2491.93,759.889 2492.27,688.253 2492.6,677.584 2492.94,658.486 2493.27,666.811 2493.6,653.274 2493.94,690.736 2494.27,663.802 \n",
       "  2494.61,676.535 2494.94,691.436 2495.28,808.16 2495.61,904.631 2495.95,818.408 2496.28,678.284 2496.62,581.567 2496.95,506.748 2497.28,483.592 2497.62,522.348 \n",
       "  2497.95,565.337 2498.29,607.906 2498.62,623.787 2498.96,598.637 2499.29,529.169 2499.63,505.908 2499.96,480.094 2500.3,485.131 2500.63,517.416 2500.96,577.685 \n",
       "  2501.3,627.564 2501.63,673.387 2501.97,718.474 2502.3,814.316 2502.64,896.096 2502.97,976.687 2503.31,1039.79 2503.64,1210.66 2503.98,1297.58 2504.31,1330.6 \n",
       "  2504.64,1333.96 2504.98,1313.99 2505.31,1307.24 2505.65,1255.75 2505.98,1219.82 2506.32,1115.27 2506.65,1059.9 2506.99,938.35 2507.32,906.24 2507.66,802.283 \n",
       "  2507.99,799.03 2508.32,764.366 2508.66,734.599 2508.99,697.802 2509.33,713.752 2509.66,735.404 2510,730.787 2510.33,743.519 2510.67,751.144 2511,756.356 \n",
       "  2511.34,805.746 2511.67,856.08 2512,809.769 2512.34,762.058 2512.67,740.126 2513.01,755.237 2513.34,771.957 2513.68,814.106 2514.01,858.634 2514.35,843.943 \n",
       "  2514.68,884.693 2515.02,904.666 2515.35,925.898 2515.68,975.148 2516.02,1051.72 2516.35,1116.01 2516.69,1184.15 2517.02,1246.79 2517.36,1296.99 2517.69,1336.97 \n",
       "  2518.03,1354.88 2518.36,1380.83 2518.7,1394.61 2519.03,1396.78 2519.36,1382.86 2519.7,1378 2520.03,1360.54 2520.37,1293.7 2520.7,1221.47 2521.04,1048.85 \n",
       "  2521.37,959.373 2521.71,856.395 2522.04,841.809 2522.38,833.169 2522.71,840.13 2523.04,871.296 2523.38,902.987 2523.71,915.684 2524.05,930.585 2524.38,891.339 \n",
       "  2524.72,887.386 2525.05,899.699 2525.39,915.159 2525.72,869.862 2526.06,854.576 2526.39,837.507 2526.72,813.476 2527.06,863.111 2527.39,921.246 2527.73,923.24 \n",
       "  2528.06,849.26 2528.4,768.074 2528.73,675.275 2529.07,662.123 2529.4,651.63 2529.74,683.006 2530.07,697.032 2530.4,730.157 2530.74,718.964 2531.07,738.412 \n",
       "  2531.41,734.18 2531.74,845.902 2532.08,928.137 2532.41,1008.94 2532.75,1091.77 2533.08,1196.77 2533.42,1239.87 2533.75,1297.76 2534.08,1327.03 2534.42,1355.54 \n",
       "  2534.75,1377.86 2535.09,1383.66 2535.42,1383.21 2535.76,1388.07 2536.09,1379.75 2536.43,1324.41 2536.76,1266.45 2537.1,1124.72 2537.43,1030.17 2537.76,883.679 \n",
       "  2538.1,865.63 2538.43,836.003 2538.77,841.879 2539.1,866.679 2539.44,905.156 2539.77,905.54 2540.11,919.287 2540.44,897.355 2540.78,900.958 2541.11,914.32 \n",
       "  2541.44,921.316 2541.78,902.952 2542.11,894.872 2542.45,887.981 2542.78,886.442 2543.12,927.892 2543.45,1004.6 2543.79,1032.23 2544.12,931.145 2544.46,819.283 \n",
       "  2544.79,737.957 2545.12,671.253 2545.46,658.241 2545.79,683.565 2546.13,693.429 2546.46,697.277 2546.8,681.047 2547.13,671.882 2547.47,710.534 2547.8,766.43 \n",
       "  2548.14,860.068 2548.47,984.872 2548.8,1080.64 2549.14,1184.85 2549.47,1229.55 2549.81,1293.35 2550.14,1327.31 2550.48,1345.57 2550.81,1374.95 2551.15,1379.71 \n",
       "  2551.48,1377.12 2551.82,1384.5 2552.15,1370.58 2552.48,1313.32 2552.82,1220.07 2553.15,1046.05 2553.49,911.487 2553.82,767.374 2554.16,766.395 2554.49,773.041 \n",
       "  2554.83,814.281 2555.16,832.015 2555.5,880.461 2555.83,851.008 2556.16,866.189 2556.5,826.139 2556.83,839.466 2557.17,888.331 2557.5,881.335 2557.84,854.646 \n",
       "  2558.17,828.342 2558.51,821.067 2558.84,841.844 2559.18,889.695 2559.51,970.006 2559.84,1007.78 2560.18,898.649 2560.51,801.339 2560.85,714.522 2561.18,650.895 \n",
       "  2561.52,624.871 2561.85,593.74 2562.19,624.172 2562.52,626.41 2562.86,599.127 2563.19,602.66 2563.52,612.489 2563.86,657.331 2564.19,732.396 2564.53,848.56 \n",
       "  2564.86,994.106 2565.2,1097.4 2565.53,1184.85 2565.87,1250.92 2566.2,1282.75 2566.54,1325.35 2566.87,1354.28 2567.2,1371.46 2567.54,1360.93 2567.87,1380.8 \n",
       "  2568.21,1367.75 2568.54,1305.8 2568.88,1212.41 2569.21,1028.04 2569.55,911.627 2569.88,773.95 2570.22,752.858 2570.55,765.346 2570.88,793.748 2571.22,820.962 \n",
       "  2571.55,856.255 2571.89,850.729 2572.22,854.786 2572.56,797.071 2572.89,811.762 2573.23,842.579 2573.56,852.792 2573.9,791.685 2574.23,787.942 2574.56,787.592 \n",
       "  2574.9,815.4 2575.23,886.092 2575.57,988.195 2575.9,1011.46 2576.24,896.376 2576.57,783.57 2576.91,702.314 2577.24,663.837 2577.58,612.279 2577.91,569.465 \n",
       "  2578.24,560.65 2578.58,550.192 2578.91,535.151 2579.25,569.22 2579.58,598.217 2579.92,629.488 2580.25,672.302 2580.59,735.054 2580.92,832.19 2581.26,946.36 \n",
       "  2581.59,1040.17 2581.93,1137.17 2582.26,1207.51 2582.59,1265.23 2582.93,1283.73 2583.26,1323.01 2583.6,1318.15 2583.93,1354.95 2584.27,1351.34 2584.6,1293.73 \n",
       "  2584.94,1211.01 2585.27,1030.31 2585.61,903.162 2585.94,759.329 2586.27,744.743 2586.61,734.145 2586.94,789.621 2587.28,806.551 2587.61,830.091 2587.95,837.752 \n",
       "  2588.28,837.297 2588.62,825.334 2588.95,817.394 2589.29,842.788 2589.62,861.152 2589.95,824.53 2590.29,798.61 2590.62,775.944 2590.96,810.328 2591.29,890.569 \n",
       "  2591.63,946.36 2591.96,988.16 2592.3,873.64 2592.63,739.077 2592.97,649.636 2593.3,569.36 2593.63,508.147 2593.97,519.165 2594.3,550.192 2594.64,554.214 \n",
       "  2594.97,539.453 2595.31,510.246 2595.64,517.102 2595.98,520.809 2596.31,516.402 2596.65,546.239 2596.98,583.771 2597.31,616.336 2597.65,666.041 2597.98,737.817 \n",
       "  2598.32,786.927 2598.65,880.356 2598.99,966.648 2599.32,1022.51 2599.66,1102.37 2599.99,1254.7 2600.33,1318.85 2600.66,1337.81 2600.99,1334.13 2601.33,1286.77 \n",
       "  2601.66,1275.02 2602,1199.64 2602.33,1157 2602.67,1028.74 2603,989.804 2603.34,863.391 2603.67,871.401 2604.01,792.419 2604.34,780.037 2604.67,705.567 \n",
       "  2605.01,700.915 2605.34,676.605 2605.68,691.506 2606.01,692.485 2606.35,695.108 2606.68,689.407 2607.02,687.273 2607.35,727.114 2607.69,817.289 2608.02,924.639 \n",
       "  2608.35,838.836 2608.69,697.977 2609.02,617.91 2609.36,548.967 2609.69,505.699 2610.03,521.404 2610.36,583.246 2610.7,629.978 2611.03,643.585 2611.37,620.988 \n",
       "  2611.7,538.614 2612.03,545.12 2612.37,504.09 2612.7,476.037 2613.04,527.211 2613.37,577.545 2613.71,610.39 2614.04,666.636 2614.38,722.462 2614.71,801.723 \n",
       "  2615.05,879.131 2615.38,955.245 2615.71,1031.71 2616.05,1206.53 2616.38,1297.69 2616.72,1333.71 2617.05,1342.88 2617.39,1316.61 2617.72,1304.96 2618.06,1277.05 \n",
       "  2618.39,1234.55 2618.73,1148.19 2619.06,1077.78 2619.39,988.09 2619.73,929.256 2620.06,808.999 2620.4,786.683 2620.73,746.842 2621.07,695.248 2621.4,700.565 \n",
       "  2621.74,694.094 2622.07,723.231 2622.41,721.133 2622.74,738.797 2623.07,766.255 2623.41,783.989 2623.74,813.057 2624.08,889.415 2624.41,838.521 2624.75,786.788 \n",
       "  2625.08,763.946 2625.42,767.969 2625.75,797.246 2626.09,832.05 2626.42,887.176 2626.75,868.813 2627.09,899.769 2627.42,938.175 2627.76,979.975 2628.09,990.504 \n",
       "  2628.43,1038.95 2628.76,1070.64 2629.1,1168.51 2629.43,1253.51 2629.77,1303.28 2630.1,1339.63 2630.43,1355.86 2630.77,1378 2631.1,1388.77 2631.44,1397.73 \n",
       "  2631.77,1384.61 2632.11,1379.12 2632.44,1355.89 2632.78,1280.3 2633.11,1184.11 2633.45,1043.11 2633.78,949.334 2634.11,858.144 2634.45,804.452 2634.78,801.059 \n",
       "  2635.12,830.091 2635.45,857.445 2635.79,901.868 2636.12,861.502 2636.46,926.108 2636.79,876.123 2637.13,868.463 2637.46,857.619 2637.79,842.614 2638.13,823.2 \n",
       "  2638.46,783.674 2638.8,803.332 2639.13,856.43 2639.47,938.77 2639.8,984.522 2640.14,986.761 2640.47,904.526 2640.81,812.252 2641.14,748.906 2641.47,736.278 \n",
       "  2641.81,722.112 2642.14,709.729 2642.48,739.217 2642.81,776.819 2643.15,753.068 2643.48,786.053 2643.82,814.561 2644.15,896.306 2644.49,935.272 2644.82,1053.26 \n",
       "  2645.15,1115.66 2645.49,1196.07 2645.82,1243.89 2646.16,1309.16 2646.49,1351.34 2646.83,1376.67 2647.16,1386.18 2647.5,1395.38 2647.83,1389.93 2648.17,1391.71 \n",
       "  2648.5,1377.37 2648.83,1308.04 2649.17,1216.85 2649.5,1017.23 2649.84,898.475 2650.17,758.735 2650.51,735.054 2650.84,728.478 2651.18,755.412 2651.51,792.209 \n",
       "  2651.85,833.904 2652.18,844.467 2652.51,880.216 2652.85,834.359 2653.18,826.418 2653.52,839.815 2653.85,861.152 2654.19,829.846 2654.52,792.349 2654.86,787.942 \n",
       "  2655.19,794.833 2655.53,864.335 2655.86,936.077 2656.19,979.275 2656.53,870.876 2656.86,748.661 2657.2,649.076 2657.53,627.564 2657.87,617.561 2658.2,590.872 \n",
       "  2658.54,565.232 2658.87,574.467 2659.21,567.366 2659.54,599.022 2659.87,615.742 2660.21,667.475 2660.54,769.578 2660.88,917.013 2661.21,1036.92 2661.55,1159.98 \n",
       "  2661.88,1227.45 2662.22,1289.92 2662.55,1319.65 2662.89,1342.63 2663.22,1368.69 2663.55,1378.45 2663.89,1373.31 2664.22,1386.78 2664.56,1373.8 2664.89,1296.57 \n",
       "  2665.23,1212.65 2665.56,1008.1 2665.9,877.417 2666.23,739.391 2666.57,695.738 2666.9,709.03 2667.23,759.049 2667.57,802.178 2667.9,816.45 2668.24,831.35 \n",
       "  2668.57,848.105 2668.91,809.174 2669.24,815.505 2669.58,829.112 2669.91,866.539 2670.25,835.898 2670.58,826.139 2670.91,823.27 2671.25,810.048 2671.58,883.888 \n",
       "  2671.92,957.309 2672.25,1000.89 2672.59,902.427 2672.92,788.711 2673.26,706.651 2673.59,663.243 2673.93,623.822 2674.26,605.668 2674.59,602.415 2674.93,608.886 \n",
       "  2675.26,607.277 2675.6,618.82 2675.93,648.831 2676.27,674.051 2676.6,726.134 2676.94,824.844 2677.27,953.426 2677.61,1082.67 2677.94,1176.1 2678.27,1250.4 \n",
       "  2678.61,1284.53 2678.94,1329.06 2679.28,1355.05 2679.61,1369.04 2679.95,1368.8 2680.28,1380.62 2680.62,1372.37 2680.95,1304.86 2681.29,1214.09 2681.62,1023.24 \n",
       "  2681.95,880.565 2682.29,764.086 2682.62,744.568 2682.96,775.629 2683.29,807.46 2683.63,805.921 2683.96,812.812 2684.3,829.322 2684.63,874.584 2684.97,809.874 \n",
       "  2685.3,819.003 2685.63,854.506 2685.97,875.319 2686.3,836.143 2686.64,821.871 2686.97,809.314 2687.31,827.083 2687.64,911.801 2687.98,1005.09 2688.31,1048.78 \n",
       "  2688.65,937.056 2688.98,812.532 2689.31,717.355 2689.65,632.426 2689.98,598.147 2690.32,600.211 2690.65,574.292 2690.99,583.596 2691.32,572.683 2691.66,601.54 \n",
       "  2691.99,594.09 2692.33,632.601 2692.66,694.759 2692.99,707.386 2693.33,765.52 2693.66,889.03 2694,1028.35 2694.33,1109.43 2694.67,1176.91 2695,1237.14 \n",
       "  2695.34,1281.35 2695.67,1310.87 2696.01,1304.12 2696.34,1351.38 2696.67,1356.94 2697.01,1292.16 2697.34,1205.83 2697.68,1033.84 2698.01,926.528 2698.35,758 \n",
       "  2698.68,736.978 2699.02,719.349 2699.35,764.646 2699.69,802.703 2700.02,817.709 2700.35,807.25 2700.69,830.301 2701.02,792.384 2701.36,798.296 2701.69,844.328 \n",
       "  2702.03,853.982 2702.36,821.906 2702.7,802.248 2703.03,791.23 2703.37,820.682 2703.7,901.693 2704.03,963.395 2704.37,1004.98 2704.7,905.121 2705.04,779.932 \n",
       "  2705.37,671.917 2705.71,603.954 2706.04,544.525 2706.38,526.301 2706.71,542.391 2707.05,539.873 2707.38,537.04 2707.71,537.949 2708.05,524.237 2708.38,511.75 \n",
       "  2708.72,495.1 2709.05,512.764 2709.39,542.286 2709.72,609.83 2710.06,660.2 2710.39,734.285 2710.73,791.999 2711.06,879.726 2711.39,963.15 2711.73,1032.23 \n",
       "  2712.06,1104.57 2712.4,1252.98 2712.73,1320.11 2713.07,1335.04 2713.4,1331.72 2713.74,1279.18 2714.07,1271.28 2714.41,1208.49 2714.74,1142.17 2715.07,1035.7 \n",
       "  2715.41,981.444 2715.74,848.595 2716.08,857.48 2716.41,749.395 2716.75,750.934 2717.08,655.582 2717.42,642.046 2717.75,639.387 2718.09,668.559 2718.42,680.872 \n",
       "  2718.75,719.279 2719.09,656.317 2719.42,654.673 2719.76,719.803 2720.09,814.421 2720.43,898.789 2720.76,791.3 2721.1,677.269 2721.43,610.985 2721.77,535.64 \n",
       "  2722.1,501.816 2722.43,541.062 2722.77,620.744 2723.1,635.155 2723.44,665.306 2723.77,652.189 2724.11,558.551 2724.44,514.024 2724.78,475.617 2725.11,463.514 \n",
       "  2725.45,500.172 2725.78,567.716 2726.11,589.298 2726.45,667.545 2726.78,724.421 2727.12,791.335 2727.45,876.613 2727.79,952.622 2728.12,1038.88 2728.46,1212.16 \n",
       "  2728.79,1303.67 2729.13,1337.6 2729.46,1337.74 2729.79,1320.63 2730.13,1316.3 2730.46,1253.86 2730.8,1220 2731.13,1169.7 2731.47,1101.56 2731.8,998.094 \n",
       "  2732.14,953.706 2732.47,854.856 2732.81,836.807 2733.14,777.028 2733.47,740.721 2733.81,752.473 2734.14,758.42 2734.48,773.181 2734.81,761.708 2735.15,765.311 \n",
       "  2735.48,791.755 2735.82,786.543 2736.15,818.758 2736.49,864.93 2736.82,825.124 2737.15,772.691 2737.49,752.718 2737.82,766.5 2738.16,832.435 2738.49,866.959 \n",
       "  2738.83,931.39 2739.16,915.894 2739.5,941.533 2739.83,933.523 2740.17,994.736 2740.5,1036.54 2740.83,1090.33 2741.17,1139.86 2741.5,1175.89 2741.84,1213.88 \n",
       "  2742.17,1264.88 2742.51,1322.42 2742.84,1333.78 2743.18,1367.19 2743.51,1388.39 2743.85,1392.97 2744.18,1383.45 2744.51,1389.19 2744.85,1370.37 2745.18,1305.21 \n",
       "  2745.52,1205.17 2745.85,1044.48 2746.19,961.191 2746.52,856.465 2746.86,816.45 2747.19,831.91 2747.53,849.155 2747.86,872.73 2748.2,923.589 2748.53,904.421 \n",
       "  2748.86,908.479 2749.2,848.63 2749.53,889.555 2749.87,888.681 2750.2,896.131 2750.54,865.944 2750.87,863.566 2751.21,830.651 2751.54,821.766 2751.88,881.545 \n",
       "  2752.21,938.7 2752.54,979.975 2752.88,878.921 2753.21,805.921 2753.55,749.745 2753.88,711.688 2754.22,691.226 2754.55,720.468 2754.89,741.28 2755.22,787.242 \n",
       "  2755.56,782.485 2755.89,791.02 2756.22,801.339 2756.56,863.531 2756.89,964.584 2757.23,1053.85 2757.56,1106.46 2757.9,1194.46 2758.23,1250.36 2758.57,1294.85 \n",
       "  2758.9,1326.65 2759.24,1358.2 2759.57,1373 2759.9,1385.45 2760.24,1372.89 2760.57,1379.5 2760.91,1370.65 2761.24,1306.22 2761.58,1230.77 2761.91,1066.34 \n",
       "  2762.25,943.003 2762.58,823.27 2762.92,798.855 2763.25,788.257 2763.58,815.89 2763.92,827.818 2764.25,868.323 2764.59,859.998 2764.92,892.668 2765.26,838.836 \n",
       "  2765.59,835.303 2765.93,834.499 2766.26,845.622 2766.6,819.108 2766.93,809.629 2767.26,812.112 2767.6,805.641 2767.93,909.248 2768.27,990.853 2768.6,1042.38 \n",
       "  2768.94,953.531 2769.27,863.881 2769.61,792.104 2769.94,744.498 2770.28,732.71 2770.61,726.939 2770.94,752.543 2771.28,760.309 2771.61,761.533 2771.95,786.648 \n",
       "  2772.28,813.896 2772.62,826.418 2772.95,848.665 2773.29,899.699 2773.62,990.713 2773.96,1075.43 2774.29,1158.16 2774.62,1233.96 2774.96,1277.36 2775.29,1315.39 \n",
       "  2775.63,1336.65 2775.96,1345.78 2776.3,1330.08 2776.63,1334.06 2776.97,1332.74 2777.3,1284.99 2777.64,1207.13 2777.97,1080.71 2778.3,964.794 2778.64,866.014 \n",
       "  2778.97,781.156 2779.31,775.35 2779.64,792.489 2779.98,801.584 2780.31,821.696 2780.65,794.868 2780.98,798.47 2781.32,768.109 2781.65,751.914 2781.98,773.775 \n",
       "  2782.32,743.904 2782.65,774.545 2782.99,789.376 2783.32,774.825 2783.66,797.456 2783.99,845.727 2784.33,918.482 2784.66,966.088 2785,864.93 2785.33,755.901 \n",
       "  2785.66,724.351 2786,704.588 2786.33,672.372 2786.67,719.314 2787,795.147 2787.34,828.202 2787.67,819.318 2788.01,810.993 2788.34,858.844 2788.68,861.957 \n",
       "  2789.01,913.306 2789.34,979.59 2789.68,986.446 2790.01,1063.36 2790.35,1098.62 2790.68,1149.17 2791.02,1174.35 2791.35,1207.27 2791.69,1248.93 2792.02,1255.89 \n",
       "  2792.36,1274.36 2792.69,1315.07 2793.02,1335.6 2793.36,1329.48 2793.69,1298.07 2794.03,1267.05 2794.36,1251.13 2794.7,1231.65 2795.03,1211.92 2795.37,1186.14 \n",
       "  2795.7,1166.83 2796.04,1144.17 2796.37,1120.31 2796.7,1061.06 2797.04,1015.16 2797.37,990.713 2797.71,994.841 2798.04,985.746 2798.38,985.886 2798.71,981.514 \n",
       "  2799.05,970.426 2799.38,946.186 2799.72,948.249 2800.05,925.828 2800.38,985.117 2800.72,1000.51 2801.05,995.156 2801.39,993.022 2801.72,1007.15 2802.06,980.814 \n",
       "  2802.39,980.849 2802.73,966.018 2803.06,966.648 2803.4,955.14 2803.73,928.207 2804.06,924.953 2804.4,911.871 2804.73,970.111 2805.07,1018.98 2805.4,1046.29 \n",
       "  2805.74,1121.78 2806.07,1186.91 2806.41,1219.4 2806.74,1262.01 2807.08,1297.16 2807.41,1330.95 2807.74,1356.42 2808.08,1358.86 2808.41,1358.58 2808.75,1383.7 \n",
       "  2809.08,1392.9 2809.42,1381.57 2809.75,1359.04 2810.09,1308.57 2810.42,1286.77 2810.76,1241.16 2811.09,1201.43 2811.42,1149.87 2811.76,1114.4 2812.09,1079.45 \n",
       "  2812.43,1043.18 2812.76,1005.79 2813.1,968.152 2813.43,924.919 2813.77,894.417 2814.1,863.916 2814.44,843.943 2814.77,814.526 2815.1,837.612 2815.44,802.738 \n",
       "  2815.77,799.45 2816.11,793.224 2816.44,840.095 2816.78,879.096 2817.11,796.547 2817.45,741.7 2817.78,737.957 2818.12,716.935 2818.45,664.852 2818.78,723.336 \n",
       "  2819.12,799.66 2819.45,801.094 2819.79,812.847 2820.12,815.26 2820.46,766.64 2820.79,771.362 2821.13,786.648 2821.46,839.431 2821.8,896.656 2822.13,950.103 \n",
       "  2822.46,994.491 2822.8,1039.68 2823.13,1075.82 2823.47,1118.49 2823.8,1160.15 2824.14,1167.64 2824.47,1208.35 2824.81,1304.09 2825.14,1363.34 2825.48,1372.37 \n",
       "  2825.81,1379.57 2826.14,1350.68 2826.48,1341.2 2826.81,1297.55 2827.15,1274.36 2827.48,1200.41 2827.82,1143.08 2828.15,1067.91 2828.49,1020.76 2828.82,924.919 \n",
       "  2829.16,915.474 2829.49,841.529 2829.82,812.357 2830.16,806.026 2830.49,773.111 2830.83,765.8 2831.16,788.292 2831.5,759.889 2831.83,769.578 2832.17,738.867 \n",
       "  2832.5,790.46 2832.84,876.753 2833.17,805.886 2833.5,728.688 2833.84,705.497 2834.17,666.181 2834.51,618.015 2834.84,640.297 2835.18,752.998 2835.51,771.187 \n",
       "  2835.85,775.035 2836.18,785.318 2836.52,735.859 2836.85,701.824 2837.18,719.489 2837.52,718.929 2837.85,754.642 2838.19,810.398 2838.52,837.926 2838.86,913.48 \n",
       "  2839.19,935.937 2839.53,1002.12 2839.86,1063.05 2840.2,1110.87 2840.53,1138.78 2840.86,1266.35 2841.2,1326.09 2841.53,1350.19 2841.87,1350.89 2842.2,1327.31 \n",
       "  2842.54,1330.04 2842.87,1285.65 2843.21,1262.5 2843.54,1199.82 2843.88,1140.32 2844.21,1075.33 2844.54,1031.74 2844.88,926.108 2845.21,935.797 2845.55,867.868 \n",
       "  2845.88,850.099 2846.22,818.059 2846.55,826.628 2846.89,835.373 2847.22,796.722 2847.56,789.376 2847.89,824.25 2848.22,836.632 2848.56,870.457 2848.89,903.057 \n",
       "  2849.23,867.693 2849.56,841.354 2849.9,831.875 2850.23,826.558 2850.57,844.258 2850.9,869.442 2851.24,910.507 2851.57,922.785 2851.9,975.987 2852.24,966.823 \n",
       "  2852.57,979.73 2852.91,1035.52 2853.24,1113 2853.58,1145.67 2853.91,1189.88 2854.25,1267.26 2854.58,1310.8 2854.92,1358.3 2855.25,1367.36 2855.58,1382.75 \n",
       "  2855.92,1401.78 2856.25,1402.1 2856.59,1392.51 2856.92,1384.5 2857.26,1357.68 2857.59,1298.98 2857.93,1206.36 2858.26,1058.99 2858.6,966.018 2858.93,858.354 \n",
       "  2859.26,819.108 2859.6,803.717 2859.93,832.82 2860.27,875.319 2860.6,910.927 2860.94,927.402 2861.27,951.118 2861.61,900.293 2861.94,891.864 2862.28,899.769 \n",
       "  2862.61,912.326 2862.94,886.722 2863.28,870.736 2863.61,848.35 2863.95,825.229 2864.28,869.337 2864.62,928.032 2864.95,953.881 2865.29,851.428 2865.62,766.325 \n",
       "  2865.96,698.641 2866.29,682.306 2866.62,696.438 2866.96,706.127 2867.29,670.973 2867.63,713.367 2867.96,754.082 2868.3,777.413 2868.63,782.415 2868.97,875.599 \n",
       "  2869.3,956.189 2869.64,1036.15 2869.97,1116.46 2870.3,1210.34 2870.64,1283.87 2870.97,1325.74 2871.31,1345.12 2871.64,1380.34 2871.98,1394.61 2872.31,1399.19 \n",
       "  2872.65,1386.78 2872.98,1389.89 2873.32,1379.12 2873.65,1300.73 2873.98,1226.44 2874.32,1043.15 2874.65,917.223 2874.99,774.79 2875.32,728.513 2875.66,723.091 \n",
       "  2875.99,771.397 2876.33,806.935 2876.66,861.012 2877,845.447 2877.33,891.654 2877.66,846.111 2878,840.41 2878.33,789.061 2878.67,797.771 2879,775.839 \n",
       "  2879.34,809.874 2879.67,793.329 2880.01,817.814 2880.34,876.473 2880.68,967.977 2881.01,1010.13 2881.34,895.886 2881.68,790.915 2882.01,717.705 2882.35,678.109 \n",
       "  2882.68,643.025 2883.02,652.05 2883.35,629.803 2883.69,657.156 2884.02,638.618 2884.36,641.381 2884.69,658.661 2885.02,727.569 2885.36,805.886 2885.69,936.077 \n",
       "  2886.03,1020.17 2886.36,1148.96 2886.7,1227.66 2887.03,1287.12 2887.37,1317.9 2887.7,1348.62 2888.04,1365.27 2888.37,1381.18 2888.7,1376.04 2889.04,1385.66 \n",
       "  2889.37,1375.37 2889.71,1310.77 2890.04,1231.05 2890.38,1033.21 2890.71,899.209 2891.05,777.203 2891.38,727.499 2891.72,728.688 2892.05,758.21 2892.38,790.006 \n",
       "  2892.72,814.736 2893.05,866.189 2893.39,884.868 2893.72,826.593 2894.06,788.187 2894.39,796.337 2894.73,819.738 2895.06,800.324 2895.4,794.728 2895.73,823.06 \n",
       "  2896.06,855.696 2896.4,931.145 2896.73,1006.77 2897.07,1046.78 2897.4,915.684 2897.74,831.98 2898.07,735.614 2898.41,704.413 2898.74,700.775 2899.08,690.071 \n",
       "  2899.41,686.539 2899.74,685.874 2900.08,694.794 2900.41,688.462 2900.75,701.09 2901.08,711.653 2901.42,749.535 2901.75,823.655 2902.09,940.134 2902.42,1057.87 \n",
       "  2902.76,1146.75 2903.09,1225.81 2903.42,1278.41 2903.76,1326.51 2904.09,1349.77 2904.43,1366 2904.76,1359.98 2905.1,1372.82 2905.43,1366.04 2905.77,1301.29 \n",
       "  2906.1,1220.14 2906.44,1033.46 2906.77,902.707 2907.1,764.331 2907.44,726.379 2907.77,747.332 2908.11,769.753 2908.44,796.826 2908.78,826.943 2909.11,810.223 \n",
       "  2909.45,853.737 2909.78,801.234 2910.12,814.456 2910.45,837.822 2910.78,857.305 2911.12,835.548 2911.45,806.166 2911.79,786.403 2912.12,792.454 2912.46,879.936 \n",
       "  2912.79,951.223 2913.13,1009.53 2913.46,896.761 2913.8,787.102 2914.13,710.604 2914.47,641.451 2914.8,633.791 2915.13,641.486 2915.47,647.607 2915.8,669.189 \n",
       "  2916.14,649.181 2916.47,632.601 2916.81,648.202 2917.14,675.31 2917.48,667.86 2917.81,715.151 2918.15,784.339 2918.48,891.339 2918.81,1005.89 2919.15,1098.38 \n",
       "  2919.48,1174 2919.82,1228.18 2920.15,1270.19 2920.49,1303.67 2920.82,1309.47 2921.16,1345.75 2921.49,1340.64 2921.83,1289.92 2922.16,1211.43 2922.49,1045.56 \n",
       "  2922.83,917.048 2923.16,752.473 2923.5,723.021 2923.83,737.642 2924.17,755.377 2924.5,800.499 2924.84,832.05 2925.17,822.466 2925.51,841.949 2925.84,800.184 \n",
       "  2926.17,801.339 2926.51,848.07 2926.84,828.797 2927.18,796.477 2927.51,770.907 2927.85,768.704 2928.18,813.581 2928.52,885.917 2928.85,954.476 2929.19,988.58 \n",
       "  2929.52,863.146 2929.85,738.377 2930.19,643.655 2930.52,557.292 2930.86,527.245 2931.19,516.017 2931.53,525.916 2931.86,567.191 2932.2,540.048 2932.53,515.772 \n",
       "  2932.87,515.598 2933.2,569.64 2933.53,587.969 2933.87,614.168 2934.2,657.541 2934.54,683.355 2934.87,707.631 2935.21,794.098 2935.54,829.497 2935.88,907.254 \n",
       "  2936.21,1000.72 2936.55,1090.72 2936.88,1134.27 2937.21,1270.96 2937.55,1334.27 2937.88,1347.32 2938.22,1339.56 2938.55,1296.22 2938.89,1275.37 2939.22,1185.16 \n",
       "  2939.56,1152.11 2939.89,1043.43 2940.23,1009.99 2940.56,885.393 2940.89,867.693 2941.23,770.138 2941.56,657.576 2941.9,542.146 2942.23,565.792 2942.57,606.787 \n",
       "  2942.9,603.709 2943.24,626.06 2943.57,611.719 2943.91,619.904 2944.24,624.241 2944.57,698.256 2944.91,820.122 2945.24,911.312 2945.58,815.435 2945.91,713.262 \n",
       "  2946.25,644.214 2946.58,589.997 2946.92,557.047 2947.25,575.376 2947.59,579.434 2947.92,614.203 2948.25,627.949 2948.59,607.242 2948.92,560.3 2949.26,534.976 \n",
       "  2949.59,505.489 2949.93,492.756 2950.26,525.671 2950.6,563.064 2950.93,609.97 2951.27,681.187 2951.6,733.935 2951.93,810.433 2952.27,907.814 2952.6,970.566 \n",
       "  2952.94,1061.79 2953.27,1230.98 2953.61,1322 2953.94,1346.24 2954.28,1348.3 2954.61,1328.01 2954.95,1318.04 2955.28,1270.51 2955.61,1232.66 2955.95,1135.39 \n",
       "  2956.28,1057.28 2956.62,949.264 2956.95,894.207 2957.29,752.683 2957.62,719.768 2957.96,676.36 2958.29,652.085 2958.63,649.216 2958.96,666.811 2959.29,685.454 \n",
       "  2959.63,681.607 2959.96,683.146 2960.3,716.061 2960.63,731.241 2960.97,790.985 2961.3,855.871 2961.64,816.939 2961.97,748.416 2962.31,710.499 2962.64,711.618 \n",
       "  2962.97,699.166 2963.31,758.77 2963.64,819.143 2963.98,831.176 2964.31,853.107 2964.65,850.764 2964.98,864.091 2965.32,946.605 2965.65,1026.85 2965.99,1078.48 \n",
       "  2966.32,1174.67 2966.65,1235.18 2966.99,1292.86 2967.32,1332.95 2967.66,1349.94 2967.99,1379.92 2968.33,1388.39 2968.66,1396.89 2969,1382.37 2969.33,1380.03 \n",
       "  2969.67,1364.04 2970,1295.52 2970.33,1220.63 2970.67,1040.24 2971,947.2 2971.34,817.989 2971.67,774.195 2972.01,768.179 2972.34,781.821 2972.68,803.437 \n",
       "  2973.01,839.046 2973.35,842.963 2973.68,869.827 2974.01,829.636 2974.35,828.832 2974.68,839.151 2975.02,841.075 2975.35,820.192 2975.69,827.363 2976.02,793.503 \n",
       "  2976.36,794.903 2976.69,867.169 2977.03,927.717 2977.36,954.825 2977.69,866.819 2978.03,767.969 2978.36,693.01 2978.7,657.821 2979.03,641.941 2979.37,642.92 \n",
       "  2979.7,677.374 2980.04,679.333 2980.37,664.992 2980.71,678.389 2981.04,690.631 2981.37,781.296 2981.71,847.511 2982.04,978.646 2982.38,1062.8 2982.71,1155.15 \n",
       "  2983.05,1221.71 2983.38,1276.28 2983.72,1326.51 2984.05,1353.02 2984.39,1370.86 2984.72,1380.45 2985.05,1382.06 2985.39,1384.75 2985.72,1368.76 2986.06,1297.93 \n",
       "  2986.39,1179.39 2986.73,983.053 2987.06,875.284 2987.4,772.062 2987.73,737.817 2988.07,717.285 2988.4,764.856 2988.73,803.472 2989.07,836.352 2989.4,835.653 \n",
       "  2989.74,859.054 2990.07,823.48 2990.41,847.93 2990.74,911.102 2991.08,899.139 2991.41,862.481 2991.75,841.914 2992.08,840.445 2992.41,872.45 2992.75,963.115 \n",
       "  2993.08,1023.56 2993.42,1030.87 2993.75,919.672 2994.09,825.019 2994.42,737.153 2994.76,690.281 2995.09,677.654 2995.43,683.705 2995.76,655.233 2996.09,685.419 \n",
       "  2996.43,647.677 2996.76,651.735 2997.1,668.35 2997.43,720.748 2997.77,784.304 2998.1,872.171 2998.44,960.912 2998.77,1104.81 2999.11,1184.95 2999.44,1257.18 \n",
       "  2999.77,1286.25 3000.11,1330.15 3000.44,1360.33 3000.78,1376.35 3001.11,1370.83 3001.45,1374.67 3001.78,1371.56 3002.12,1307.73 3002.45,1224.34 3002.79,1046.26 \n",
       "  3003.12,897.88 3003.45,783.045 3003.79,712.703 3004.12,719.034 3004.46,758.07 3004.79,801.514 3005.13,836.387 3005.46,833.694 3005.8,847.93 3006.13,802.703 \n",
       "  3006.47,817.534 3006.8,843.663 3007.13,839.291 3007.47,847.336 3007.8,845.272 3008.14,827.363 3008.47,850.029 3008.81,946.43 3009.14,1030.87 3009.48,1068.58 \n",
       "  3009.81,974.868 3010.15,866.119 3010.48,770.068 3010.81,733.13 3011.15,696.822 3011.48,681.537 3011.82,683.985 3012.15,622.632 3012.49,605.843 3012.82,612.559 \n",
       "  3013.16,639.562 3013.49,641.136 3013.83,700.355 3014.16,769.403 3014.49,855.346 3014.83,991.448 3015.16,1098.66 3015.5,1198.14 3015.83,1248.19 3016.17,1308.25 \n",
       "  3016.5,1338.37 3016.84,1358.97 3017.17,1359.6 3017.51,1374.71 3017.84,1369.25 3018.17,1301.57 3018.51,1226.05 3018.84,1027.16 3019.18,907.114 3019.51,779.407 \n",
       "  3019.85,727.674 3020.18,736.593 3020.52,770.068 3020.85,757.545 3021.19,814.98 3021.52,815.715 3021.85,843.068 3022.19,795.043 3022.52,800.254 3022.86,832.015 \n",
       "  3023.19,830.721 3023.53,806.341 3023.86,791.964 3024.2,752.019 3024.53,796.022 3024.87,893.997 3025.2,969.272 3025.53,1031.08 3025.87,934.013 3026.2,800.639 \n",
       "  3026.54,720.853 3026.87,663.802 3027.21,631.167 3027.54,620.219 3027.88,634.036 3028.21,634.595 3028.55,616.686 3028.88,615.392 3029.21,618.995 3029.55,634.805 \n",
       "  3029.88,672.337 3030.22,688.183 3030.55,736.523 3030.89,785.563 3031.22,893.053 3031.56,1011.21 3031.89,1095.3 3032.23,1171.97 3032.56,1237.84 3032.89,1271.35 \n",
       "  3033.23,1296.46 3033.56,1333.61 3033.9,1347.22 3034.23,1295.1 3034.57,1218.08 3034.9,1028.91 3035.24,919.217 3035.57,776.959 3035.91,742.749 3036.24,730.682 \n",
       "  3036.57,764.961 3036.91,805.781 3037.24,829.322 3037.58,810.083 3037.91,821.521 3038.25,797.771 3038.58,821.277 3038.92,870.037 3039.25,835.233 3039.59,824.145 \n",
       "  3039.92,793.329 3040.25,790.355 3040.59,819.772 3040.92,911.417 3041.26,971.895 3041.59,1017.79 3041.93,906.52 3042.26,781.716 3042.6,693.219 3042.93,619.659 \n",
       "  3043.27,570.619 3043.6,565.092 3043.93,588.878 3044.27,578.314 3044.6,572.718 3044.94,552.535 3045.27,524.202 3045.61,523.013 3045.94,543.685 3046.28,559.111 \n",
       "  3046.61,593.95 3046.95,609.97 3047.28,661.004 3047.61,715.571 3047.95,763.107 3048.28,862.936 3048.62,954.93 3048.95,1026.99 3049.29,1088.65 3049.62,1232.03 \n",
       "  3049.96,1312.13 3050.29,1339.63 3050.63,1337.88 3050.96,1279.92 3051.29,1285.02 3051.63,1189.53 3051.96,1149.06 3052.3,1027.06 3052.63,997.115 3052.97,840.095 \n",
       "  3053.3,787.872 3053.64,703.713 3053.97,686.189 3054.31,639.107 3054.64,616.616 3054.97,615.952 3055.31,607.067 3055.64,632.252 3055.98,657.401 3056.31,671.323 \n",
       "  3056.65,707.771 3056.98,791.999 3057.32,909.073 3057.65,999.808 3057.99,933.313 3058.32,831.176 3058.65,733.375 3058.99,681.746 3059.32,635.68 3059.66,609.061 \n",
       "  3059.99,608.746 3060.33,638.653 3060.66,615.567 3061,595.594 3061.33,590.277 3061.67,551.661 3062,533.157 3062.33,536.83 3062.67,547.708 3063,558.901 \n",
       "  3063.34,618.085 3063.67,679.823 3064.01,715.676 3064.34,807.53 3064.68,896.061 3065.01,983.403 3065.35,1047.17 3065.68,1215.35 3066.01,1303.14 3066.35,1329.03 \n",
       "  3066.68,1333.12 3067.02,1322.7 3067.35,1314.65 3067.69,1264.14 3068.02,1220.49 3068.36,1147.1 3068.69,1097.12 3069.03,960.597 3069.36,890.884 3069.69,760.099 \n",
       "  3070.03,752.753 3070.36,702.839 3070.7,682.551 3071.03,673.876 3071.37,697.137 3071.7,718.684 3072.04,730.787 3072.37,739.671 3072.71,749.605 3073.04,800.464 \n",
       "  3073.37,850.589 3073.71,924.534 3074.04,884.273 3074.38,839.361 3074.71,795.252 3075.05,776.189 3075.38,775.664 3075.72,827.888 3076.05,864.58 3076.39,876.298 \n",
       "  3076.72,899.524 3077.05,887.736 3077.39,902.812 3077.72,958.288 3078.06,1037.58 3078.39,1076.34 3078.73,1136.64 3079.06,1223.18 3079.4,1276.49 3079.73,1317.48 \n",
       "  3080.07,1340.99 3080.4,1359.6 3080.74,1386.39 3081.07,1387.27 3081.4,1369.43 3081.74,1368.27 3082.07,1353.55 3082.41,1291.71 3082.74,1213.56 3083.08,1055.98 \n",
       "  3083.41,954.545 3083.75,836.527 3084.08,816.834 3084.42,803.822 3084.75,830.091 3085.08,850.624 3085.42,882 3085.75,907.534 3086.09,919.917 3086.42,877.837 \n",
       "  3086.76,882.839 3087.09,877.487 3087.43,895.047 3087.76,881.825 3088.1,863.916 3088.43,821.731 3088.76,839.535 3089.1,883.084 3089.43,959.303 3089.77,996.695 \n",
       "  3090.1,916.454 3090.44,836.982 3090.77,745.023 3091.11,724.281 3091.44,708.26 3091.78,670.693 3092.11,692.555 3092.44,720.293 3092.78,711.129 3093.11,704.693 \n",
       "  3093.45,724.211 3093.78,798.051 3094.12,851.848 3094.45,977.352 3094.79,1053.4 3095.12,1153.26 3095.46,1216.01 3095.79,1272.92 3096.12,1304.93 3096.46,1326.09 \n",
       "  3096.79,1362.01 3097.13,1381.43 3097.46,1376.07 3097.8,1382.27 3098.13,1373.56 3098.47,1307.1 3098.8,1230.88 3099.14,1050.74 3099.47,942.268 3099.8,799.31 \n",
       "  3100.14,786.298 3100.47,741.63 3100.81,787.942 3101.14,819.353 3101.48,858.564 3101.81,871.366 3102.15,891.024 3102.48,855.171 3102.82,836.178 3103.15,856.815 \n",
       "  3103.48,884.973 3103.82,862.447 3104.15,838.241 3104.49,823.69 3104.82,829.916 3105.16,898.195 3105.49,966.718 3105.83,1022.26 3106.16,913.201 3106.5,833.414 \n",
       "  3106.83,752.334 3107.16,693.01 3107.5,661.983 3107.83,607.382 3108.17,630.887 3108.5,625.431 3108.84,625.221 3109.17,595.944 3109.51,635.12 3109.84,669.224 \n",
       "  3110.18,753.418 3110.51,835.968 3110.84,951.467 3111.18,1075.33 3111.51,1162.32 3111.85,1223.71 3112.18,1264.88 3112.52,1316.19 3112.85,1346.52 3113.19,1361.45 \n",
       "  3113.52,1357.82 3113.86,1368.34 3114.19,1367.29 3114.52,1303.67 3114.86,1228.22 3115.19,1043.81 3115.53,921.526 3115.86,796.302 3116.2,751.424 3116.53,748.626 \n",
       "  3116.87,772.936 3117.2,808.299 3117.54,836.772 3117.87,843.033 3118.2,860.523 3118.54,803.682 3118.87,805.046 3119.21,819.038 3119.54,837.612 3119.88,835.968 \n",
       "  3120.21,822.956 3120.55,812.357 3120.88,829.706 3121.22,897.95 3121.55,983.473 3121.88,1032.27 3122.22,935.342 3122.55,819.842 3122.89,736.593 3123.22,695.458 \n",
       "  3123.56,652.085 3123.89,662.438 3124.23,617.526 3124.56,618.575 3124.9,582.407 3125.23,585.66 3125.56,589.228 3125.9,643.095 3126.23,675.66 3126.57,726.624 \n",
       "  3126.9,819.842 3127.24,940.799 3127.57,1078.02 3127.91,1148.08 3128.24,1222.8 3128.58,1277.96 3128.91,1325.7 3129.24,1336.16 3129.58,1340.01 3129.91,1365.65 \n",
       "  3130.25,1351.73 3130.58,1290.55 3130.92,1213.56 3131.25,1037.48 3131.59,926.702 3131.92,800.604 3132.26,742.924 3132.59,752.089 3132.92,768.529 3133.26,797.841 \n",
       "  3133.59,813.511 3133.93,817.079 3134.26,849.434 3134.6,786.858 3134.93,777.868 3135.27,810.958 3135.6,814.98 3135.94,809.034 3136.27,785.983 3136.6,776.084 \n",
       "  3136.94,790.32 3137.27,885.113 3137.61,964.724 3137.94,1024.29 3138.28,922.435 3138.61,780.771 3138.95,697.872 3139.28,644.109 3139.62,598.357 3139.95,588.248 \n",
       "  3140.28,579.749 3140.62,569.535 3140.95,547.708 3141.29,556.208 3141.62,559.146 3141.96,589.193 3142.29,602.59 3142.63,637.393 3142.96,735.439 3143.3,786.333 \n",
       "  3143.63,868.288 3143.96,989.979 3144.3,1089.18 3144.63,1161.69 3144.97,1223.53 3145.3,1261.69 3145.64,1269.84 3145.97,1320.14 3146.31,1330.64 3146.64,1285.27 \n",
       "  3146.98,1219.93 3147.31,1063.12 3147.64,944.681 3147.98,794.973 3148.31,732.431 3148.65,733.165 3148.98,723.826 3149.32,767.619 3149.65,812.462 3149.99,801.828 \n",
       "  3150.32,803.053 3150.66,752.543 3150.99,770.907 3151.32,826.558 3151.66,831.28 3151.99,802.038 3152.33,774.125 3152.66,751.459 3153,790.46 3153.33,890.604 \n",
       "  3153.67,939.715 3154,1015.72 3154.34,908.444 3154.67,762.267 3155,657.541 3155.34,587.724 3155.67,538.264 3156.01,518.641 3156.34,522.139 3156.68,550.366 \n",
       "  3157.01,540.188 3157.35,535.885 3157.68,518.326 3158.02,524.692 3158.35,556.733 3158.68,534.871 3159.02,550.821 3159.35,608.676 3159.69,655.163 3160.02,718.369 \n",
       "  3160.36,781.191 3160.69,889.345 3161.03,958.953 3161.36,1029.57 3161.7,1080.89 3162.03,1228.15 3162.36,1296.85 3162.7,1319.58 3163.03,1316.72 3163.37,1279.67 \n",
       "  3163.7,1290.38 3164.04,1236.96 3164.37,1194.71 3164.71,1098.13 3165.04,1052.07 3165.38,926.772 3165.71,893.717 3166.04,797.631 3166.38,766.395 3166.71,706.371 \n",
       "  3167.05,670.868 3167.38,663.627 3167.72,663.872 3168.05,680.697 3168.39,682.481 3168.72,693.185 3169.06,698.851 3169.39,718.824 3169.72,827.678 3170.06,922.155 \n",
       "  3170.39,848.35 3170.73,728.058 3171.06,670.238 3171.4,603.464 3171.73,561 3172.07,576.146 3172.4,646.593 3172.74,666.006 3173.07,671.603 3173.4,647.432 \n",
       "  3173.74,628.999 3174.07,598.462 3174.41,578.14 3174.74,554.739 3175.08,566.422 3175.41,604.933 3175.75,655.757 3176.08,723.931 3176.42,768.913 3176.75,852.233 \n",
       "  3177.08,929.291 3177.42,1005.75 3177.75,1066.06 3178.09,1224.65 3178.42,1298.77 3178.76,1330.88 3179.09,1320.42 3179.43,1322 3179.76,1322.24 3180.1,1282.4 \n",
       "  3180.43,1249.73 3180.76,1186.14 3181.1,1136.33 3181.43,1017.05 3181.77,971.615 3182.1,824.809 3182.44,815.295 3182.77,772.236 3183.11,755.517 3183.44,716.655 \n",
       "  3183.78,735.054 3184.11,746.492 3184.44,739.916 3184.78,756.601 3185.11,771.397 3185.45,788.047 3185.78,847.091 3186.12,912.011 3186.45,862.796 3186.79,794.483 \n",
       "  3187.12,770.767 3187.46,778.707 3187.79,791.405 3188.12,830.196 3188.46,885.567 3188.79,874.724 3189.13,900.363 3189.46,889.135 3189.8,915.649 3190.13,981.864 \n",
       "  3190.47,1039.05 3190.8,1095.93 3191.14,1162.53 3191.47,1221.15 3191.8,1279.11 3192.14,1316.68 3192.47,1339.49 3192.81,1365.48 3193.14,1377.54 3193.48,1386.67 \n",
       "  3193.81,1369.85 3194.15,1374.15 3194.48,1370.27 3194.82,1319.41 3195.15,1270.19 3195.48,1139.76 3195.82,1075.36 3196.15,992.427 3196.49,946.43 3196.82,880.88 \n",
       "  3197.16,884.413 3197.49,875.948 3197.83,911.557 3198.16,895.292 3198.5,886.582 3198.83,843.558 3199.16,837.856 3199.5,835.303 3199.83,855.031 3200.17,820.577 \n",
       "  3200.5,817.254 3200.84,806.586 3201.17,814.84 3201.51,900.608 3201.84,969.936 3202.18,1006.17 3202.51,919.602 3202.84,837.052 3203.18,763.247 3203.51,747.332 \n",
       "  3203.85,731.871 3204.18,763.422 3204.52,795.497 3204.85,773.845 3205.19,771.327 3205.52,747.297 3205.86,789.691 3206.19,847.651 3206.52,956.015 3206.86,1026.88 \n",
       "  3207.19,1106.95 3207.53,1164.7 3207.86,1202.58 3208.2,1255.92 3208.53,1305.7 3208.87,1346.17 3209.2,1360.19 3209.54,1367.5 3209.87,1360.96 3210.2,1371.14 \n",
       "  3210.54,1363.27 3210.87,1311.78 3211.21,1256.9 3211.54,1140.91 3211.88,1081.48 3212.21,982.773 3212.55,938.385 3212.88,867.798 3213.22,871.331 3213.55,855.801 \n",
       "  3213.88,873.675 3214.22,876.403 3214.55,888.086 3214.89,834.394 3215.22,810.258 3215.56,807.88 3215.89,816.03 3216.23,776.329 3216.56,803.053 3216.9,785.283 \n",
       "  3217.23,817.079 3217.56,884.868 3217.9,971.825 3218.23,1033.7 3218.57,949.264 3218.9,869.057 3219.24,779.302 3219.57,746.667 3219.91,757.58 3220.24,788.047 \n",
       "  3220.58,809.209 3220.91,845.202 3221.24,851.008 3221.58,814.98 3221.91,878.397 3222.25,915.614 3222.58,956.05 3222.92,1015.65 3223.25,1057.59 3223.59,1139.09 \n",
       "  3223.92,1197.65 3224.26,1238.96 3224.59,1268.65 3224.92,1305.52 3225.26,1340.19 3225.59,1343.96 3225.93,1337.74 3226.26,1361.17 3226.6,1364.53 3226.93,1331.62 \n",
       "  3227.27,1286.53 3227.6,1216.26 3227.94,1202.09 3228.27,1143.96 3228.6,1110.27 3228.94,1038.42 3229.27,990.154 3229.61,886.267 3229.94,821.347 3230.28,849.539 \n",
       "  3230.61,785.004 3230.95,796.966 3231.28,810.293 3231.62,745.862 3231.95,707.596 3232.28,761.218 3232.62,773.216 3232.95,834.359 3233.29,845.587 3233.62,851.253 \n",
       "  3233.96,903.896 3234.29,924.953 3234.63,868.043 3234.96,871.051 3235.3,861.432 3235.63,870.736 3235.96,905.156 3236.3,955 3236.63,1001.17 3236.97,1004.36 \n",
       "  3237.3,1023.84 3237.64,1008.06 3237.97,1019.99 3238.31,1007.68 3238.64,1033.77 3238.98,1059.97 3239.31,1086.38 3239.64,1113.49 3239.98,1162.53 3240.31,1207.27 \n",
       "  3240.65,1241.16 3240.98,1279.53 3241.32,1319.41 3241.65,1340.01 3241.99,1347.29 3242.32,1382.72 3242.66,1396.43 3242.99,1398.01 3243.32,1384.43 3243.66,1364.64 \n",
       "  3243.99,1367.19 3244.33,1353.48 3244.66,1357.08 3245,1337.53 3245.33,1312.69 3245.67,1270.19 3246,1229.55 3246.34,1184.6 3246.67,1159.1 3247.01,1123.67 \n",
       "  3247.34,1104.11 3247.67,1080.15 3248.01,1088.02 3248.34,1067.46 3248.68,1068.51 3249.01,1032.06 3249.35,1038.32 3249.68,1048.29 3250.02,1064.8 3250.35,1096.35 \n",
       "  3250.69,1087.18 3251.02,1082.08 3251.35,1082.15 3251.69,1059.52 3252.02,1065.5 3252.36,1091.8 3252.69,1115.69 3253.03,1094.04 3253.36,1103.9 3253.7,1064.9 \n",
       "  3254.03,1083.2 3254.37,1087.88 3254.7,1170.15 3255.03,1190.62 3255.37,1230.67 3255.7,1273.62 3256.04,1299.47 3256.37,1343.23 3256.71,1360.09 3257.04,1379.19 \n",
       "  3257.38,1393.39 3257.71,1402.48 3258.05,1390.8 3258.38,1405.53 3258.71,1408.39 3259.05,1389.72 3259.38,1362.78 3259.72,1325.46 3260.05,1306.36 3260.39,1265.89 \n",
       "  3260.72,1237.59 3261.06,1199.71 3261.39,1163.05 3261.73,1134.55 3262.06,1100.58 3262.39,1074.87 3262.73,1049.9 3263.06,1001.03 3263.4,984.522 3263.73,965.879 \n",
       "  3264.07,950.173 3264.4,967.523 3264.74,952.027 3265.07,904.561 3265.41,878.502 3265.74,901.203 3266.07,917.923 3266.41,952.552 3266.74,913.865 3267.08,887.561 \n",
       "  3267.41,874.899 3267.75,875.004 3268.08,825.859 3268.42,875.284 3268.75,931.704 3269.09,924.884 3269.42,941.848 3269.75,943.702 3270.09,913.131 3270.42,893.752 \n",
       "  3270.76,939.54 3271.09,980.36 3271.43,990.853 3271.76,1038.28 3272.1,1064.24 3272.43,1109.47 3272.77,1131.75 3273.1,1179.53 3273.43,1197.33 3273.77,1231.75 \n",
       "  3274.1,1252.07 3274.44,1313.99 3274.77,1366.8 3275.11,1378.52 3275.44,1375.79 3275.78,1360.75 3276.11,1355.65 3276.45,1319.06 3276.78,1301.85 3277.11,1245.46 \n",
       "  3277.45,1193.9 3277.78,1128.28 3278.12,1107.37 3278.45,1047.1 3278.79,1008.83 3279.12,958.638 3279.46,930.2 3279.79,922.68 3280.13,863.391 3280.46,875.843 \n",
       "  3280.79,889.59 3281.13,862.516 3281.46,834.708 3281.8,849.155 3282.13,892.808 3282.47,934.783 3282.8,914.81 3283.14,860.173 3283.47,839.955 3283.81,825.194 \n",
       "  3284.14,807.88 3284.47,849.749 3284.81,894.592 3285.14,906.52 3285.48,895.536 3285.81,862.901 3286.15,826.488 3286.48,842.823 3286.82,850.309 3287.15,844.013 \n",
       "  3287.49,881.79 3287.82,915.299 3288.15,953.461 3288.49,1011.35 3288.82,1015.9 3289.16,1070.43 3289.49,1114.89 3289.83,1143.47 3290.16,1175.33 3290.5,1276.56 \n",
       "  3290.83,1338.68 3291.17,1356.7 3291.5,1362.75 3291.83,1351.34 3292.17,1350.68 3292.5,1309.02 3292.84,1279.99 3293.17,1226.75 3293.51,1197.58 3293.84,1116.22 \n",
       "  3294.18,1077.78 3294.51,994.911 3294.85,998.024 3295.18,962.101 3295.51,939.015 3295.85,911.487 3296.18,902.882 3296.52,934.678 3296.85,931.18 3297.19,911.732 \n",
       "  3297.52,908.304 3297.86,877.208 3298.19,883.539 3298.53,924.674 3298.86,900.189 3299.19,878.502 3299.53,880.321 3299.86,877.557 3300.2,884.168 3300.53,906.904 \n",
       "  3300.87,936.461 3301.2,956.679 3301.54,980.395 3301.87,955.35 3302.21,968.502 3302.54,1006.31 3302.87,1066.3 3303.21,1093.52 3303.54,1160.43 3303.88,1222.76 \n",
       "  3304.21,1281.49 3304.55,1307.17 3304.88,1331.9 3305.22,1359.49 3305.55,1372.54 3305.89,1385.8 3306.22,1380.03 3306.55,1388.32 3306.89,1385.17 3307.22,1358.48 \n",
       "  3307.56,1310.8 3307.89,1235.56 3308.23,1216.22 3308.56,1154.59 3308.9,1123.98 3309.23,1033.84 3309.57,1024.43 3309.9,1002.89 3310.23,987.111 3310.57,976.792 \n",
       "  3310.9,960.037 3311.24,922.715 3311.57,911.067 3311.91,881.09 3312.24,892.073 3312.58,877.033 3312.91,850.974 3313.25,833.484 3313.58,840.27 3313.91,830.196 \n",
       "  3314.25,873.989 3314.58,921.77 3314.92,846.636 3315.25,812.322 3315.59,757.615 3315.92,754.502 3316.26,747.122 3316.59,801.549 3316.93,839.675 3317.26,876.053 \n",
       "  3317.59,846.496 3317.93,850.904 3318.26,888.995 3318.6,901.378 3318.93,952.657 3319.27,1013.87 3319.6,1073.19 3319.94,1152.53 3320.27,1205.24 3320.61,1259.91 \n",
       "  3320.94,1293.31 3321.27,1321.89 3321.61,1342.74 3321.94,1353.69 3322.28,1352.43 3322.61,1375.51 3322.95,1386.29 3323.28,1353.83 3323.62,1312.24 3323.95,1231.89 \n",
       "  3324.29,1213.67 3324.62,1146.26 3324.95,1103.14 3325.29,1003.1 3325.62,986.551 3325.96,958.568 3326.29,954.58 3326.63,914.81 3326.96,910.612 3327.3,855.521 \n",
       "  3327.63,835.758 3327.97,810.503 3328.3,782.94 3328.63,792.384 3328.97,799.52 3329.3,805.011 3329.64,798.121 3329.97,823.585 3330.31,885.078 3330.64,932.439 \n",
       "  3330.98,863.986 3331.31,787.802 3331.65,726.624 3331.98,678.668 3332.31,670.693 3332.65,710.709 3332.98,752.543 3333.32,774.755 3333.65,749.57 3333.99,757.965 \n",
       "  3334.32,767.584 3334.66,815.96 3334.99,831.001 3335.33,903.547 3335.66,959.443 3335.99,1034.44 3336.33,1094.85 3336.66,1171.59 3337,1212.2 3337.33,1264.53 \n",
       "  3337.67,1296.11 3338,1322.24 3338.34,1315.32 3338.67,1361.98 3339.01,1380.2 3339.34,1360.61 3339.67,1329.83 3340.01,1258.48 3340.34,1237.87 3340.68,1168.27 \n",
       "  3341.01,1128.91 3341.35,1043.99 3341.68,1042.59 3342.02,1017.96 3342.35,994.421 3342.69,974.973 3343.02,930.27 3343.35,864.93 3343.69,871.261 3344.02,855.171 \n",
       "  3344.36,810.468 3344.69,808.579 3345.03,805.221 3345.36,795.882 3345.7,783.779 3346.03,810.853 3346.37,844.398 3346.7,878.537 3347.03,830.126 3347.37,795.427 \n",
       "  3347.7,759.364 3348.04,726.869 3348.37,685.909 3348.71,607.067 3349.04,566.632 3349.38,522.733 3349.71,486.88 3350.05,503.985 3350.38,570.374 3350.71,648.727 \n",
       "  3351.05,695.983 3351.38,964.409 3351.72,684.545 3352.05,425.912 3352.39,401.812 3352.72,467.852 3353.06,540.747 3353.39,576.461 3353.73,650.825 3354.06,724.281 \n",
       "  3354.39,823.865 3354.73,1017.68 3355.06,1148.15 3355.4,1214.61 3355.73,1258.3 3356.07,1271.21 3356.4,1282.58 3356.74,1286.98 3357.07,1297.69 3357.41,1294.12 \n",
       "  3357.74,1266.87 3358.07,1231.72 3358.41,1189.92 3358.74,1109.4 3359.08,1060.5 3359.41,985.047 3359.75,950.943 3360.08,924.394 3360.42,921.596 3360.75,889.205 \n",
       "  3361.09,897.46 3361.42,882.804 3361.75,868.743 3362.09,884.728 3362.42,898.23 3362.76,946.815 3363.09,916.768 3363.43,893.333 3363.76,889.975 3364.1,880.531 \n",
       "  3364.43,912.851 3364.77,959.093 3365.1,978.786 3365.43,984.487 3365.77,993.302 3366.1,985.117 3366.44,1014.15 3366.77,1021.04 3367.11,1086.1 3367.44,1111.49 \n",
       "  3367.78,1170.57 3368.11,1167.6 3368.45,1238.15 3368.78,1302.55 3369.11,1319.83 3369.45,1350.08 3369.78,1361.7 3370.12,1379.12 3370.45,1371.77 3370.79,1389.05 \n",
       "  3371.12,1391.04 3371.46,1372.47 3371.79,1327.42 3372.13,1272.5 3372.46,1251.1 3372.79,1203.59 3373.13,1178.55 3373.46,1106.67 3373.8,1079.31 3374.13,1045.63 \n",
       "  3374.47,1021.95 3374.8,971.72 3375.14,965.704 3375.47,920.791 3375.81,881.545 3376.14,867.833 3376.47,892.528 3376.81,862.412 3377.14,838.346 3377.48,833.764 \n",
       "  3377.81,832.05 3378.15,820.752 3378.48,874.934 3378.82,916.384 3379.15,849.399 3379.49,776.539 3379.82,755.062 3380.15,727.114 3380.49,689.966 3380.82,762.163 \n",
       "  3381.16,819.248 3381.49,836.282 3381.83,851.988 3382.16,846.671 3382.5,777.063 3382.83,769.648 3383.17,806.795 3383.5,783.045 3383.83,826.838 3384.17,876.648 \n",
       "  3384.5,912.921 3384.84,963.535 3385.17,1009.95 3385.51,1056.86 3385.84,1098.13 3386.18,1150.57 3386.51,1182.99 3386.85,1302.13 3387.18,1347.88 3387.51,1361.73 \n",
       "  3387.85,1361.14 3388.18,1330.15 3388.52,1329.76 3388.85,1293 3389.19,1272.85 3389.52,1188.83 3389.86,1140.07 3390.19,1068.05 3390.53,1043.64 3390.86,966.403 \n",
       "  3391.19,943.947 3391.53,870.876 3391.86,824.809 3392.2,757.266 3392.53,711.373 3392.87,708.575 3393.2,712.003 3393.54,700.565 3393.87,706.371 3394.21,750.305 \n",
       "  3394.54,782.415 3394.87,862.656 3395.21,806.166 3395.54,722.322 3395.88,686.713 3396.21,651.42 3396.55,626.9 3396.88,676.15 3397.22,796.442 3397.55,829.636 \n",
       "  3397.89,783.185 3398.22,798.645 3398.55,750.794 3398.89,757.93 3399.22,767.304 3399.56,725.05 3399.89,773.391 3400.23,865.665 3400.56,880.845 3400.9,956.469 \n",
       "  3401.23,1001.59 3401.57,1091.94 3401.9,1137.06 3402.23,1176 3402.57,1220.77 3402.9,1310.31 3403.24,1353.62 3403.57,1370.27 3403.91,1368.31 3404.24,1352.25 \n",
       "  3404.58,1347.32 3404.91,1310.63 3405.25,1288.14 3405.58,1227.59 3405.91,1189.18 3406.25,1134.69 3406.58,1076.24 3406.92,992.532 3407.25,986.621 3407.59,954.231 \n",
       "  3407.92,924.779 3408.26,898.789 3408.59,888.261 3408.93,903.581 3409.26,901.168 3409.59,886.617 3409.93,924.149 3410.26,890.29 3410.6,904.211 3410.93,914.18 \n",
       "  3411.27,918.273 3411.6,894.907 3411.94,904.596 3412.27,892.143 3412.61,966.473 3412.94,837.297 3413.27,897.005 3413.61,964.934 3413.94,1060.43 3414.28,1022.93 \n",
       "  3414.61,1063.57 3414.95,1109.47 3415.28,1151.55 3415.62,1179.53 3415.95,1226.16 3416.29,1250.92 3416.62,1313.6 3416.96,1341.72 3417.29,1359.63 3417.62,1381.53 \n",
       "  3417.96,1403.15 3418.29,1400.07 3418.63,1393.56 3418.96,1395.17 3419.3,1372.82 3419.63,1318.11 3419.97,1234.48 3420.3,1092.29 3420.64,983.368 3420.97,890.08 \n",
       "  3421.3,838.206 3421.64,828.902 3421.97,875.074 3422.31,946.57 3422.64,1002.26 3422.98,988.65 3423.31,997.08 3423.65,972.909 3423.98,956.469 3424.32,965.774 \n",
       "  3424.65,970.356 3424.98,951.747 3425.32,925.373 3425.65,876.158 3425.99,849.994 3426.32,881.545 3426.66,922.435 3426.99,947.2 3427.33,862.726 3427.66,785.423 \n",
       "  3428,712.248 3428.33,693.185 3428.66,690.106 3429,736.138 3429.33,786.158 3429.67,845.692 3430,857.759 3430.34,905.715 3430.67,961.401 3431.01,1000.51 \n",
       "  3431.34,1051.58 3431.68,1118.7 3432.01,1180.68 3432.34,1249.38 3432.68,1298.81 3433.01,1337.46 3433.35,1359.53 3433.68,1381.15 3434.02,1400.35 3434.35,1403.39 \n",
       "  3434.69,1397.38 3435.02,1399.23 3435.36,1385.34 3435.69,1315.98 3436.02,1240.25 3436.36,1068.79 3436.69,970.566 3437.03,826.978 3437.36,766.185 3437.7,756.286 \n",
       "  3438.03,821.521 3438.37,883.259 3438.7,951.887 3439.04,956.959 3439.37,983.333 3439.7,944.227 3440.04,932.229 3440.37,947.76 3440.71,967.313 3441.04,935.202 \n",
       "  3441.38,928.591 3441.71,868.848 3442.05,862.866 3442.38,891.444 3442.72,949.928 3443.05,948.599 3443.38,888.785 3443.72,803.298 3444.05,704.623 3444.39,672.407 \n",
       "  3444.72,692.695 3445.06,732.291 3445.39,743.729 3445.73,772.446 3446.06,774.545 3446.4,780.002 3446.73,858.844 3447.06,936.322 3447.4,1007.01 3447.73,1071.62 \n",
       "  3448.07,1167.11 3448.4,1221.99 3448.74,1271.31 3449.07,1323.4 3449.41,1352.11 3449.74,1375.27 3450.08,1388.6 3450.41,1398.6 3450.74,1393.07 3451.08,1395.77 \n",
       "  3451.41,1388.11 3451.75,1324.52 3452.08,1239.76 3452.42,1064.87 3452.75,949.229 3453.09,816.729 3453.42,749.115 3453.76,720.923 3454.09,784.794 3454.42,831.001 \n",
       "  3454.76,910.612 3455.09,896.586 3455.43,935.412 3455.76,868.078 3456.1,877.103 3456.43,870.876 3456.77,886.512 3457.1,848.805 3457.44,853.072 3457.77,805.676 \n",
       "  3458.1,793.818 3458.44,856.605 3458.77,882.105 3459.11,916.943 3459.44,834.254 3459.78,694.409 3460.11,619.274 3460.45,586.185 3460.78,560.195 3461.12,589.473 \n",
       "  3461.45,629.313 3461.78,673.701 3462.12,649.951 3462.45,676.989 3462.79,693.254 3463.12,808.474 3463.46,925.583 3463.79,1022.54 3464.13,1115.13 3464.46,1197.89 \n",
       "  3464.8,1260.15 3465.13,1308.08 3465.46,1340.33 3465.8,1363.62 3466.13,1387.16 3466.47,1389.02 3466.8,1390.35 3467.14,1397.87 3467.47,1388.32 3467.81,1313.78 \n",
       "  3468.14,1227.62 3468.48,1034.72 3468.81,904.211 3469.14,753.068 3469.48,693.709 3469.81,685.804 3470.15,744.638 3470.48,778.323 3470.82,855.836 3471.15,850.764 \n",
       "  3471.49,913.935 3471.82,845.237 3472.16,836.003 3472.49,877.592 3472.82,881.475 3473.16,857.48 3473.49,849.469 3473.83,766.815 3474.16,751.424 3474.5,811.098 \n",
       "  3474.83,879.726 3475.17,931.425 3475.5,834.324 3475.84,703.678 3476.17,617.456 3476.5,578.804 3476.84,564.253 3477.17,580.588 3477.51,599.512 3477.84,630.713 \n",
       "  3478.18,634.175 3478.51,631.272 3478.85,642.081 3479.18,691.575 3479.52,783.255 3479.85,905.121 3480.18,999.248 3480.52,1099.32 3480.85,1176.8 3481.19,1248.12 \n",
       "  3481.52,1278.24 3481.86,1319.79 3482.19,1341.93 3482.53,1361.21 3482.86,1364.88 3483.2,1383.31 3483.53,1374.29 3483.86,1316.3 3484.2,1247.7 3484.53,1063.26 \n",
       "  3484.87,975.813 3485.2,934.363 3485.54,930.41 3485.87,908.339 3486.21,895.921 3486.54,890.29 3486.88,923.449 3487.21,920.021 3487.54,948.599 3487.88,905.365 \n",
       "  3488.21,901.098 3488.55,901.588 3488.88,889.87 3489.22,882.209 3489.55,851.603 3489.89,799.8 3490.22,817.989 3490.56,844.957 3490.89,904.771 3491.22,932.334 \n",
       "  3491.56,824.774 3491.89,697.942 3492.23,597.168 3492.56,533.192 3492.9,499.507 3493.23,491.357 3493.57,564.358 3493.9,628.299 3494.24,624.067 3494.57,622.667 \n",
       "  3494.9,588.423 3495.24,569.57 3495.57,574.257 3495.91,580.308 3496.24,611.159 3496.58,678.354 3496.91,762.722 3497.25,832.54 3497.58,884.903 3497.92,970.531 \n",
       "  3498.25,1046.78 3498.58,1103.66 3498.92,1156.3 3499.25,1294.29 3499.59,1340.85 3499.92,1357.82 3500.26,1345.22 3500.59,1310.8 3500.93,1282.51 3501.26,1215.42 \n",
       "  3501.6,1199.71 3501.93,1073.82 3502.26,1004.25 3502.6,888.331 3502.93,886.302 3503.27,801.129 3503.6,764.471 3503.94,672.302 3504.27,664.572 3504.61,624.976 \n",
       "  3504.94,652.364 3505.28,672.687 3505.61,713.122 3505.94,676.919 3506.28,650.755 3506.61,622.003 3506.95,664.432 3507.28,755.447 3507.62,720.013 3507.95,605.353 \n",
       "  3508.29,527.63 3508.62,518.256 3508.96,478.52 3509.29,520.145 3509.62,480.619 3509.96,600.526 3510.29,634.07 3510.63,586.814 3510.96,547.008 3511.3,492.407 \n",
       "  3511.63,469.496 3511.97,465.998 3512.3,527.141 3512.64,592.306 3512.97,649.986 3513.3,736.978 3513.64,788.571 3513.97,869.023 3514.31,948.844 3514.64,1025.9 \n",
       "  3514.98,1117.09 3515.31,1254.49 3515.65,1330.64 3515.98,1350.71 3516.32,1358.58 3516.65,1329.66 3516.98,1326.86 3517.32,1274.25 3517.65,1244.9 3517.99,1151.34 \n",
       "  3518.32,1113.7 3518.66,1002.89 3518.99,973.889 3519.33,847.965 3519.66,839.256 3520,759.329 3520.33,767.06 3520.66,700.075 3521,714.522 3521.33,746.527 \n",
       "  3521.67,777.063 3522,787.487 3522.34,820.892 3522.67,788.851 3523.01,803.298 3523.34,779.302 3523.68,766.29 3524.01,765.8 3524.34,765.381 3524.68,774.335 \n",
       "  3525.01,809.559 3525.35,844.293 3525.68,923.554 3526.02,970.181 3526.35,983.333 3526.69,971.72 3527.02,1006.24 3527.36,1054.2 3527.69,1035.63 3528.02,1142.59 \n",
       "  3528.36,1209.44 3528.69,1271.77 3529.03,1328.05 3529.36,1351.8 3529.7,1368.38 3530.03,1380.24 3530.37,1390.42 3530.7,1400.7 3531.04,1390.73 3531.37,1393.28 \n",
       "  3531.7,1378.87 3532.04,1303.35 3532.37,1232.21 3532.71,1065.25 3533.04,964.829 3533.38,828.412 3533.71,773.216 3534.05,772.761 3534.38,808.894 3534.72,836.912 \n",
       "  3535.05,894.172 3535.38,904.246 3535.72,931.145 3536.05,869.757 3536.39,846.181 3536.72,883.049 3537.06,897.285 3537.39,863.531 3537.73,858.949 3538.06,808.579 \n",
       "  3538.4,781.296 3538.73,890.185 3539.06,927.402 3539.4,945.416 3539.73,875.773 3540.07,786.648 3540.4,712.633 3540.74,684.65 3541.07,704.518 3541.41,748.626 \n",
       "  3541.74,757.37 3542.08,811.203 3542.41,801.793 3542.74,830.791 3543.08,854.366 3543.41,946.815 3543.75,1026.53 3544.08,1102.96 3544.42,1069.8 3544.75,1203.28 \n",
       "  3545.09,1279.57 3545.42,1319.97 3545.76,1347.6 3546.09,1377.72 3546.42,1396.47 3546.76,1398.5 3547.09,1392.93 3547.43,1400.63 3547.76,1388.21 3548.1,1309.58 \n",
       "  3548.43,1235.91 3548.77,1059.55 3549.1,937.231 3549.44,766.36 3549.77,714.557 3550.1,715.851 3550.44,752.543 3550.77,780.142 3551.11,826.733 3551.44,831.84 \n",
       "  3551.78,856.01 3552.11,800.324 3552.45,798.121 3552.78,825.719 3553.12,846.146 3553.45,809.069 3553.78,795.987 3554.12,746.772 3554.45,751.284 3554.79,806.62 \n",
       "  3555.12,875.703 3555.46,939.645 3555.79,865.14 3556.13,751.704 3556.46,654.498 3556.8,607.592 3557.13,595.524 3557.46,613.363 3557.8,618.785 3558.13,629.138 \n",
       "  3558.47,627.844 3558.8,636.659 3559.14,695.913 3559.47,794.973 3559.81,911.697 3560.14,1005.09 3560.48,1089.21 3560.81,1181.66 3561.14,1241.83 3561.48,1291.81 \n",
       "  3561.81,1326.02 3562.15,1352.64 3562.48,1364.11 3562.82,1377.02 3563.15,1378.03 3563.49,1387.44 3563.82,1380.13 3564.16,1300.38 3564.49,1229.2 3564.82,1039.54 \n",
       "  3565.16,919.287 3565.49,759.119 3565.83,726.519 3566.16,715.221 3566.5,744.323 3566.83,792.349 3567.17,858.739 3567.5,849.19 3567.84,888.611 3568.17,825.614 \n",
       "  3568.5,820.787 3568.84,857.025 3569.17,880.076 3569.51,831.455 3569.84,825.649 3570.18,803.927 3570.51,801.723 3570.85,853.667 3571.18,922.365 3571.52,961.226 \n",
       "  3571.85,888.925 3572.18,757.126 3572.52,660.374 3572.85,623.612 3573.19,605.598 3573.52,612.384 3573.86,677.619 3574.19,684.51 3574.53,663.418 3574.86,679.368 \n",
       "  3575.2,671.113 3575.53,772.201 3575.86,880.356 3576.2,972 3576.53,1079.84 3576.87,1175.02 3577.2,1240.71 3577.54,1288.7 3577.87,1323.99 3578.21,1356.17 \n",
       "  3578.54,1370.93 3578.88,1381.01 3579.21,1376.04 3579.54,1385.9 3579.88,1377.12 3580.21,1305.94 3580.55,1228.57 3580.88,1045.14 3581.22,919.742 3581.55,776.084 \n",
       "  3581.89,731.871 3582.22,716.585 3582.56,758.315 3582.89,788.012 3583.23,871.121 3583.56,864.72 3583.89,914.04 3584.23,853.632 3584.56,827.643 3584.9,871.051 \n",
       "  3585.23,894.242 3585.57,843.313 3585.9,830.581 3586.24,805.571 3586.57,803.822 3586.91,857.34 3587.24,921.141 3587.57,972.315 3587.91,888.016 3588.24,772.201 \n",
       "  3588.58,664.292 3588.91,617.7 3589.25,589.123 3589.58,602.205 3589.92,604.618 3590.25,627.215 3590.59,601.855 3590.92,615.532 3591.25,621.443 3591.59,661.039 \n",
       "  3591.92,721.867 3592.26,831.315 3592.59,944.227 3592.93,1046.19 3593.26,1136.89 3593.6,1212.86 3593.93,1245.99 3594.27,1285.55 3594.6,1312.34 3594.93,1346.17 \n",
       "  3595.27,1337.91 3595.6,1356.17 3595.94,1359.46 3596.27,1297.79 3596.61,1229.62 3596.94,1061.79 3597.28,947.2 3597.61,800.219 3597.95,762.093 3598.28,748.836 \n",
       "  3598.61,784.864 3598.95,812.602 3599.28,869.232 3599.62,882.559 3599.95,919.357 3600.29,852.862 3600.62,851.603 3600.96,867.518 3601.29,883.504 3601.63,836.912 \n",
       "  3601.96,797.491 3602.29,774.58 3602.63,789.271 3602.96,852.792 3603.3,904.806 3603.63,942.828 3603.97,865.49 3604.3,703.748 3604.64,619.03 3604.97,547.008 \n",
       "  3605.31,498.843 3605.64,491.182 3605.97,535.046 3606.31,569.43 3606.64,579.084 3606.98,571.808 3607.31,549.142 3607.65,535.011 3607.98,553.829 3608.32,568.45 \n",
       "  3608.65,590.522 3608.99,684.335 3609.32,758.245 3609.65,831.735 3609.99,901.378 3610.32,962.381 3610.66,1034.58 3610.99,1097.68 3611.33,1145.67 3611.66,1273.97 \n",
       "  3612,1333.5 3612.33,1347.78 3612.67,1337.95 3613,1308.88 3613.33,1302.79 3613.67,1238.71 3614,1198.31 3614.34,1051.44 3614.67,1039.68 3615.01,935.797 \n",
       "  3615.34,927.577 3615.68,860.663 3616.01,847.476 3616.35,777.063 3616.68,759.259 3617.01,735.124 3617.35,726.939 3617.68,734.494 3618.02,782.31 3618.35,759.574 \n",
       "  3618.69,733.34 3619.02,722.497 3619.36,748.801 3619.69,786.158 3620.03,744.149 3620.36,650.266 3620.69,629.278 3621.03,563.903 3621.36,512.415 3621.7,567.926 \n",
       "  3622.03,674.611 3622.37,704.972 3622.7,705.917 3623.04,666.776 3623.37,628.544 3623.71,580.973 3624.04,574.187 3624.37,576.181 3624.71,570.164 3625.04,621.198 \n",
       "  3625.38,685.209 3625.71,751.004 3626.05,782.45 3626.38,848.35 3626.72,937.686 3627.05,1002.29 3627.39,1088.06 3627.72,1247.7 3628.05,1316.12 3628.39,1346.83 \n",
       "  3628.72,1352.74 3629.06,1350.5 3629.39,1336.27 3629.73,1293.45 3630.06,1239.41 3630.4,1169.17 3630.73,1112.47 3631.07,989.279 3631.4,931.39 3631.73,799.03 \n",
       "  3632.07,752.508 3632.4,676.08 3632.74,662.228 3633.07,668.245 3633.41,657.856 3633.74,673.387 3634.08,689.372 3634.41,625.256 3634.75,684.685 3635.08,767.304 \n",
       "  3635.41,815.855 3635.75,819.003 3636.08,842.998 3636.42,809.978 3636.75,810.328 3637.09,736.418 3637.42,871.611 3637.76,949.579 3638.09,967.767 3638.43,949.054 \n",
       "  3638.76,973.084 3639.09,952.692 3639.43,916.699 3639.76,959.512 3640.1,1016.04 3640.43,1040.73 3640.77,1076.83 3641.1,1138.29 3641.44,1192.54 3641.77,1241.13 \n",
       "  3642.11,1271.59 3642.44,1312.55 3642.77,1325.98 3643.11,1341.65 3643.44,1344.77 3643.78,1370.51 3644.11,1377.54 3644.45,1362.4 3644.78,1337.74 3645.12,1276.56 \n",
       "  3645.45,1265.96 3645.79,1209.93 3646.12,1159.59 3646.45,1065.88 3646.79,1046.15 3647.12,996.905 3647.46,1009.53 3647.79,957.134 3648.13,966.193 3648.46,897.81 \n",
       "  3648.8,883.888 3649.13,848.7 3649.47,854.471 3649.8,834.289 3650.13,846.706 3650.47,821.836 3650.8,833.309 3651.14,821.242 3651.47,851.533 3651.81,867.553 \n",
       "  3652.14,853.982 3652.48,814.736 3652.81,789.866 3653.15,779.127 3653.48,812.532 3653.81,857.2 3654.15,897.145 3654.48,929.256 3654.82,961.156 3655.15,967.313 \n",
       "  3655.49,987.006 3655.82,1006.94 3656.16,1095.65 3656.49,1172.99 3656.83,1216.64 3657.16,1278.8 3657.49,1321.61 3657.83,1351.94 3658.16,1365.34 3658.5,1389.26 \n",
       "  3658.83,1404.02 3659.17,1407.14 3659.5,1400.24 3659.84,1401.26 3660.17,1379.85 3660.51,1304.72 3660.84,1235.91 3661.17,1050.39 3661.51,954.79 3661.84,806.306 \n",
       "  3662.18,774.965 3662.51,757.475 3662.85,796.197 3663.18,831.036 3663.52,904.736 3663.85,901.798 3664.19,939.715 3664.52,898.684 3664.85,907.919 3665.19,909.633 \n",
       "  3665.52,943.422 3665.86,880.321 3666.19,888.121 3666.53,837.437 3666.86,844.153 3667.2,881.405 3667.53,928.661 3667.87,961.296 3668.2,886.547 3668.53,778.043 \n",
       "  3668.87,675.24 3669.2,645.753 3669.54,676.08 3669.87,701.684 3670.21,711.373 3670.54,736.313 3670.88,715.851 3671.21,718.369 3671.55,758 3671.88,867.029 \n",
       "  3672.21,958.568 3672.55,1066.76 3672.88,1145.07 3673.22,1228.01 3673.55,1270.19 3673.89,1314.2 3674.22,1340.33 3674.56,1365.62 3674.89,1383.17 3675.23,1392.79 \n",
       "  3675.56,1386.36 3675.89,1390.14 3676.23,1382.02 3676.56,1312.34 3676.9,1232.7 3677.23,1056.72 3677.57,925.548 3677.9,790.146 3678.24,747.052 3678.57,719.104 \n",
       "  3678.91,769.543 3679.24,810.328 3679.57,861.082 3679.91,851.743 3680.24,909.773 3680.58,873.395 3680.91,859.333 3681.25,885.602 3681.58,914.985 3681.92,855.451 \n",
       "  3682.25,839.92 3682.59,816.799 3682.92,809.559 3683.25,878.747 3683.59,901.903 3683.92,951.782 3684.26,864.755 3684.59,726.204 3684.93,640.926 3685.26,623.752 \n",
       "  3685.6,616.021 3685.93,648.097 3686.27,671.463 3686.6,690.666 3686.93,668.07 3687.27,690.946 3687.6,721.902 3687.94,773.006 3688.27,900.678 3688.61,1021.49 \n",
       "  3688.94,1103.59 3689.28,1187.61 3689.61,1239.52 3689.95,1294.33 3690.28,1332.04 3690.61,1362.57 3690.95,1375.27 3691.28,1382.68 3691.62,1379.85 3691.95,1388.74 \n",
       "  3692.29,1376 3692.62,1309.86 3692.96,1238.68 3693.29,1052.17 3693.63,939.155 3693.96,769.648 3694.29,738.622 3694.63,730.542 3694.96,782.695 3695.3,818.758 \n",
       "  3695.63,891.619 3695.97,885.078 3696.3,934.852 3696.64,852.862 3696.97,843.593 3697.31,870.037 3697.64,912.886 3697.97,857.445 3698.31,845.482 3698.64,811.238 \n",
       "  3698.98,801.619 3699.31,853.527 3699.65,909.598 3699.98,944.647 3700.32,866.364 3700.65,737.223 3700.99,650.65 3701.32,583.876 3701.65,571.808 3701.99,555.263 \n",
       "  3702.32,604.758 3702.66,630.782 3702.99,595.314 3703.33,577.23 3703.66,608.746 3704,661.109 3704.33,698.501 3704.67,831.7 3705,944.472 3705.33,1046.15 \n",
       "  3705.67,1135.04 3706,1206.15 3706.34,1243.12 3706.67,1286.07 3707.01,1313.99 3707.34,1337.04 3707.68,1339.35 3708.01,1363.73 3708.35,1370.79 3708.68,1304.26 \n",
       "  3709.01,1230 3709.35,1068.61 3709.68,953.041 3710.02,780.002 3710.35,757.79 3710.69,752.473 3711.02,787.137 3711.36,811.657 3711.69,883.469 3712.03,876.998 \n",
       "  3712.36,915.02 3712.69,847.895 3713.03,827.818 3713.36,869.862 3713.7,870.841 3714.03,833.309 3714.37,803.682 3714.7,777.588 3715.04,794.133 3715.37,858.879 \n",
       "  3715.71,910.962 3716.04,930.34 3716.37,841.564 3716.71,722.602 3717.04,634.875 3717.38,582.757 3717.71,520.11 3718.05,548.687 3718.38,589.752 3718.72,627.18 \n",
       "  3719.05,635.33 3719.39,623.297 3719.72,575.656 3720.05,575.026 3720.39,579.469 3720.72,599.057 3721.06,612.139 3721.39,698.256 3721.73,747.402 3722.06,822.081 \n",
       "  3722.4,960.492 3722.73,1044.86 3723.07,1101.07 3723.4,1148.29 3723.73,1192.4 3724.07,1290.76 3724.4,1336.27 3724.74,1355.51 3725.07,1346.62 3725.41,1308.18 \n",
       "  3725.74,1286.35 3726.08,1235.53 3726.41,1195.79 3726.75,1106.67 3727.08,1059.94 3727.41,932.544 3727.75,937.126 3728.08,881.86 3728.42,868.533 3728.75,761.778 \n",
       "  3729.09,765.066 3729.42,746.387 3729.76,748.626 3730.09,775.14 3730.43,805.606 3730.76,794.273 3731.09,786.018 3731.43,783.465 3731.76,789.971 3732.1,791.615 \n",
       "  3732.43,763.317 3732.77,709.729 3733.1,655.023 3733.44,612.594 3733.77,543.86 3734.11,587.234 3734.44,716.375 3734.77,752.648 3735.11,753.278 3735.44,704.308 \n",
       "  3735.78,607.452 3736.11,584.646 3736.45,562.539 3736.78,552.5 3737.12,584.051 3737.45,627.879 3737.79,666.566 3738.12,729.632 3738.45,777.413 3738.79,847.511 \n",
       "  3739.12,925.583 3739.46,1014.25 3739.79,1085.79 3740.13,1256.41 3740.46,1328.89 3740.8,1352.74 3741.13,1361.73 3741.47,1330.36 3741.8,1319.2 3742.13,1284.04 \n",
       "  3742.47,1272.15 3742.8,1190.3 3743.14,1134.2 3743.47,1038.42 3743.81,988.72 3744.14,872.625 3744.48,870.457 3744.81,805.991 3745.15,781.471 3745.48,765.416 \n",
       "  3745.81,770.767 3746.15,763.352 3746.48,768.004 3746.82,790.845 3747.15,824.774 3747.49,817.814 3747.82,834.044 3748.16,832.959 3748.49,834.429 3748.83,792.069 \n",
       "  3749.16,770.802 3749.5,786.892 3749.83,835.303 3750.16,891.689 3750.5,938.071 3750.83,948.809 3751.17,985.432 3751.5,972.07 3751.84,1026.6 3752.17,1087.78 \n",
       "  3752.51,1110.9 3752.84,1172.95 3753.18,1226.37 3753.51,1279.25 3753.84,1316.3 3754.18,1347.25 3754.51,1367.57 3754.85,1389.68 3755.18,1389.93 3755.52,1392.55 \n",
       "  3755.85,1384.01 3756.19,1383.35 3756.52,1362.99 3756.86,1295.41 3757.19,1224.55 3757.52,1054.48 3757.86,971.335 3758.19,839.71 3758.53,805.816 3758.86,797.526 \n",
       "  3759.2,853.387 3759.53,902.357 3759.87,977.247 3760.2,973.049 3760.54,984.592 3760.87,966.438 3761.2,952.657 3761.54,954.755 3761.87,955.665 3762.21,943.597 \n",
       "  3762.54,972.699 3762.88,1059.55 3763.21,1121.57 3763.55,1190.76 3763.88,1240.57 3764.22,1266.35 3764.55,1278.97 3764.88,1274.64 3765.22,1255.82 3765.55,1264.04 \n",
       "  3765.89,1294.01 3766.22,1305.45 3766.56,1323.82 3766.89,1341.06 3767.23,1347.39 3767.56,1368.1 3767.9,1397.06 3768.23,1429.14 3768.56,1449.04 3768.9,1452.82 \n",
       "  3769.23,1455.62 3769.57,1456.63 3769.9,1458.03 3770.24,1458.06 3770.57,1458.52 3770.91,1458.31 3771.24,1459.15 3771.58,1459.04 3771.91,1459.11 3772.24,1458.73 \n",
       "  3772.58,1458.69 3772.91,1458.13 3773.25,1457.01 3773.58,1455.69 3773.92,1451.87 3774.25,1447.82 3774.59,1439.49 3774.92,1422.74 3775.26,1403.85 3775.59,1379.5 \n",
       "  3775.92,1356.42 3776.26,1335.46 3776.59,1323.85 3776.93,1300.8 3777.26,1287.23 3777.6,1279.04 3777.93,1274.99 3778.27,1264.11 3778.6,1257.5 3778.94,1229.65 \n",
       "  3779.27,1214.33 3779.6,1200.59 3779.94,1180.93 3780.27,1153.01 3780.61,1117.48 3780.94,1079.45 3781.28,1015.65 3781.61,1020.76 3781.95,1040.84 3782.28,1081.2 \n",
       "  3782.62,1094.99 3782.95,1105.02 3783.28,1089.84 3783.62,1072.11 3783.95,1090.09 3784.29,1140.39 3784.62,1155.11 3784.96,1218.63 3785.29,1266.98 3785.63,1319.48 \n",
       "  3785.96,1353.13 3786.3,1374.4 3786.63,1389.3 3786.96,1401.33 3787.3,1413.96 3787.63,1414.69 3787.97,1410.21 3788.3,1412.1 3788.64,1393.42 3788.97,1329.52 \n",
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     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "csv = CSV.File(\"../nyc_taxi.csv\")\n",
    "X = csv[\"value\"]\n",
    "plot(X, size=(1000, 400))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "42498120-75d1-48ce-829c-2837ca2b8af5",
   "metadata": {},
   "outputs": [
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    "histogram(X)"
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      "text/plain": [
       "taxi_bin (generic function with 1 method)"
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   "source": [
    "\"\"\"\n",
    "    which_bin(x, bin_width, start, stop)\n",
    "\n",
    "Assumes a set of intervals with width `bin_width` between \n",
    "`start` and `stop`. Returns the index which interval\n",
    "`x` belongs to.\n",
    "\"\"\"\n",
    "function which_bin(x, bin_width, start, stop)\n",
    "    if x > stop \n",
    "        i = floor(Int, (stop - start) / bin_width)\n",
    "    elseif x < start\n",
    "        i = 0\n",
    "    else\n",
    "        i = floor(Int, (x - start) / bin_width)\n",
    "    end\n",
    "    return i + 1\n",
    "end\n",
    "\n",
    "# Make evenly spaced intervals for taxi data\n",
    "num_bins = 101\n",
    "bins = LinRange(minimum(X), maximum(X), num_bins)\n",
    "bin_size = bins[2] - bins[1]\n",
    "\n",
    "# Make a function that assigns data to the appropriate bin index\n",
    "taxi_bin(x) = which_bin(x,  bin_size, bins.start, bins.stop)"
   ]
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       "  324.751,540.556 324.95,554.271 325.15,609.129 325.35,691.416 325.549,581.7 325.749,567.985 325.949,554.271 326.148,595.414 326.348,636.558 326.547,691.416 \n",
       "  326.747,746.274 326.947,883.42 327.146,993.136 327.346,1089.14 327.546,1157.71 327.745,1212.57 327.945,1267.43 328.144,1294.86 328.344,1308.57 328.544,1336 \n",
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       "  330.74,869.705 330.939,869.705 331.139,910.849 331.339,842.276 331.538,828.561 331.738,855.99 331.938,855.99 332.137,842.276 332.337,814.847 332.536,814.847 \n",
       "  332.736,828.561 332.936,883.42 333.135,938.278 333.335,951.992 333.535,855.99 333.734,759.989 333.934,663.987 334.134,636.558 334.333,567.985 334.533,609.129 \n",
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       "  338.725,1336 338.925,1294.86 339.124,1267.43 339.324,1212.57 339.524,1198.85 339.723,1116.57 339.923,1061.71 340.123,979.421 340.322,979.421 340.522,910.849 \n",
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       "  352.7,951.992 352.899,746.274 353.099,705.131 353.298,759.989 353.498,814.847 353.698,842.276 353.897,883.42 354.097,910.849 354.297,855.99 354.496,855.99 \n",
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       "  356.692,1377.14 356.892,1390.86 357.092,1377.14 357.291,1363.43 357.491,1349.71 357.69,1281.14 357.89,1226.28 358.09,1061.71 358.289,979.421 358.489,910.849 \n",
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       "  360.685,910.849 360.885,869.705 361.084,869.705 361.284,869.705 361.484,869.705 361.683,869.705 361.883,910.849 362.082,910.849 362.282,842.276 362.482,718.845 \n",
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       "  364.678,869.705 364.877,1006.85 365.077,1102.85 365.277,1157.71 365.476,1226.28 365.676,1294.86 365.875,1308.57 366.075,1349.71 366.275,1377.14 366.474,1390.86 \n",
       "  366.674,1377.14 366.874,1377.14 367.073,1363.43 367.273,1294.86 367.473,1212.57 367.672,1047.99 367.872,951.992 368.071,842.276 368.271,787.418 368.471,718.845 \n",
       "  368.67,746.274 368.87,801.132 369.07,842.276 369.269,842.276 369.469,883.42 369.669,814.847 369.868,801.132 370.068,814.847 370.267,842.276 370.467,787.418 \n",
       "  370.667,677.701 370.866,691.416 371.066,842.276 371.266,910.849 371.465,993.136 371.665,1020.56 371.865,910.849 372.064,801.132 372.264,636.558 372.463,526.842 \n",
       "  372.663,499.412 372.863,526.842 373.062,636.558 373.262,691.416 373.462,636.558 373.661,663.987 373.861,705.131 374.061,773.703 374.26,814.847 374.46,924.563 \n",
       "  374.659,1034.28 374.859,1130.28 375.059,1198.85 375.258,1253.71 375.458,1294.86 375.658,1322.28 375.857,1349.71 376.057,1363.43 376.257,1363.43 376.456,1363.43 \n",
       "  376.656,1363.43 376.855,1294.86 377.055,1212.57 377.255,1020.56 377.454,938.278 377.654,814.847 377.854,732.56 378.053,732.56 378.253,746.274 378.452,773.703 \n",
       "  378.652,828.561 378.852,828.561 379.051,869.705 379.251,814.847 379.451,801.132 379.65,828.561 379.85,842.276 380.05,842.276 380.249,828.561 380.449,828.561 \n",
       "  380.648,842.276 380.848,869.705 381.048,938.278 381.247,979.421 381.447,883.42 381.647,773.703 381.846,663.987 382.046,595.414 382.246,540.556 382.445,567.985 \n",
       "  382.645,622.843 382.844,677.701 383.044,609.129 383.244,581.7 383.443,609.129 383.643,622.843 383.843,677.701 384.042,746.274 384.242,855.99 384.442,1006.85 \n",
       "  384.641,1102.85 384.841,1171.42 385.04,1240 385.24,1294.86 385.44,1322.28 385.639,1336 385.839,1336 386.039,1349.71 386.238,1349.71 386.438,1281.14 \n",
       "  386.638,1198.85 386.837,1034.28 387.037,938.278 387.236,842.276 387.436,787.418 387.636,732.56 387.835,773.703 388.035,787.418 388.235,828.561 388.434,842.276 \n",
       "  388.634,869.705 388.834,814.847 389.033,801.132 389.233,801.132 389.432,842.276 389.632,787.418 389.832,787.418 390.031,773.703 390.231,842.276 390.431,897.134 \n",
       "  390.63,965.707 390.83,1034.28 391.029,951.992 391.229,828.561 391.429,705.131 391.628,622.843 391.828,581.7 392.028,581.7 392.227,650.272 392.427,718.845 \n",
       "  392.627,554.271 392.826,526.842 393.026,554.271 393.225,581.7 393.425,622.843 393.625,650.272 393.824,718.845 394.024,869.705 394.224,965.707 394.423,1047.99 \n",
       "  394.623,1144 394.823,1198.85 395.022,1240 395.222,1294.86 395.421,1294.86 395.621,1322.28 395.821,1322.28 396.02,1281.14 396.22,1212.57 396.42,1061.71 \n",
       "  396.619,965.707 396.819,897.134 397.019,842.276 397.218,759.989 397.418,773.703 397.617,828.561 397.817,869.705 398.017,883.42 398.216,897.134 398.416,842.276 \n",
       "  398.616,842.276 398.815,855.99 399.015,869.705 399.215,855.99 399.414,828.561 399.614,828.561 399.813,855.99 400.013,924.563 400.213,979.421 400.412,1006.85 \n",
       "  400.612,924.563 400.812,801.132 401.011,691.416 401.211,622.843 401.411,567.985 401.61,581.7 401.81,650.272 402.009,677.701 402.209,609.129 402.409,622.843 \n",
       "  402.608,622.843 402.808,540.556 403.008,554.271 403.207,554.271 403.407,540.556 403.606,595.414 403.806,663.987 404.006,746.274 404.205,801.132 404.405,897.134 \n",
       "  404.605,993.136 404.804,1020.56 405.004,1089.14 405.204,1226.28 405.403,1294.86 405.603,1336 405.802,1322.28 406.002,1281.14 406.202,1267.43 406.401,1226.28 \n",
       "  406.601,1198.85 406.801,1130.28 407,1075.42 407.2,993.136 407.4,993.136 407.599,924.563 407.799,897.134 407.998,814.847 408.198,828.561 408.398,828.561 \n",
       "  408.597,801.132 408.797,814.847 408.997,842.276 409.196,842.276 409.396,842.276 409.596,828.561 409.795,855.99 409.995,855.99 410.194,814.847 410.394,732.56 \n",
       "  410.594,718.845 410.793,691.416 410.993,636.558 411.193,663.987 411.392,746.274 411.592,732.56 411.792,705.131 411.991,663.987 412.191,663.987 412.39,595.414 \n",
       "  412.59,567.985 412.79,554.271 412.989,567.985 413.189,609.129 413.389,650.272 413.588,718.845 413.788,773.703 413.988,883.42 414.187,951.992 414.387,993.136 \n",
       "  414.586,1061.71 414.786,1185.14 414.986,1281.14 415.185,1322.28 415.385,1336 415.585,1322.28 415.784,1322.28 415.984,1267.43 416.183,1253.71 416.383,1198.85 \n",
       "  416.583,1157.71 416.782,1075.42 416.982,1034.28 417.182,965.707 417.381,938.278 417.581,883.42 417.781,869.705 417.98,842.276 418.18,842.276 418.379,828.561 \n",
       "  418.579,801.132 418.779,814.847 418.978,842.276 419.178,855.99 419.378,869.705 419.577,855.99 419.777,842.276 419.977,773.703 420.176,787.418 420.376,773.703 \n",
       "  420.575,801.132 420.775,814.847 420.975,869.705 421.174,869.705 421.374,842.276 421.574,828.561 421.773,869.705 421.973,924.563 422.173,965.707 422.372,1034.28 \n",
       "  422.572,1116.57 422.771,1212.57 422.971,1253.71 423.171,1308.57 423.37,1336 423.57,1363.43 423.77,1377.14 423.969,1390.86 424.169,1363.43 424.369,1363.43 \n",
       "  424.568,1349.71 424.768,1294.86 424.967,1212.57 425.167,1075.42 425.367,993.136 425.566,910.849 425.766,842.276 425.966,801.132 426.165,801.132 426.365,855.99 \n",
       "  426.565,924.563 426.764,910.849 426.964,924.563 427.163,897.134 427.363,897.134 427.563,883.42 427.762,897.134 427.962,869.705 428.162,855.99 428.361,842.276 \n",
       "  428.561,869.705 428.76,869.705 428.96,897.134 429.16,910.849 429.359,842.276 429.559,759.989 429.759,650.272 429.958,650.272 430.158,650.272 430.358,691.416 \n",
       "  430.557,732.56 430.757,787.418 430.956,746.274 431.156,732.56 431.356,732.56 431.555,801.132 431.755,883.42 431.955,993.136 432.154,1075.42 432.354,1171.42 \n",
       "  432.554,1240 432.753,1281.14 432.953,1322.28 433.152,1349.71 433.352,1363.43 433.552,1377.14 433.751,1377.14 433.951,1377.14 434.151,1363.43 434.35,1294.86 \n",
       "  434.55,1212.57 434.75,1061.71 434.949,979.421 435.149,883.42 435.348,801.132 435.548,746.274 435.748,773.703 435.947,787.418 436.147,842.276 436.347,828.561 \n",
       "  436.546,842.276 436.746,828.561 436.946,801.132 437.145,759.989 437.345,787.418 437.544,773.703 437.744,773.703 437.944,787.418 438.143,828.561 438.343,855.99 \n",
       "  438.543,910.849 438.742,938.278 438.942,828.561 439.142,705.131 439.341,581.7 439.541,554.271 439.74,540.556 439.94,581.7 440.14,636.558 440.339,677.701 \n",
       "  440.539,595.414 440.739,609.129 440.938,636.558 441.138,636.558 441.337,759.989 441.537,842.276 441.737,979.421 441.936,1089.14 442.136,1171.42 442.336,1240 \n",
       "  442.535,1281.14 442.735,1322.28 442.935,1349.71 443.134,1363.43 443.334,1363.43 443.533,1363.43 443.733,1363.43 443.933,1294.86 444.132,1212.57 444.332,1034.28 \n",
       "  444.532,965.707 444.731,855.99 444.931,787.418 445.131,732.56 445.33,746.274 445.53,759.989 445.729,814.847 445.929,801.132 446.129,814.847 446.328,773.703 \n",
       "  446.528,773.703 446.728,759.989 446.927,773.703 447.127,759.989 447.327,746.274 447.526,759.989 447.726,801.132 447.925,828.561 448.125,910.849 448.325,924.563 \n",
       "  448.524,814.847 448.724,705.131 448.924,609.129 449.123,567.985 449.323,526.842 449.523,540.556 449.722,636.558 449.922,554.271 450.121,526.842 450.321,581.7 \n",
       "  450.521,595.414 450.72,609.129 450.92,677.701 451.12,787.418 451.319,910.849 451.519,1034.28 451.719,1144 451.918,1212.57 452.118,1267.43 452.317,1308.57 \n",
       "  452.517,1349.71 452.717,1363.43 452.916,1349.71 453.116,1363.43 453.316,1363.43 453.515,1294.86 453.715,1198.85 453.914,1034.28 454.114,938.278 454.314,842.276 \n",
       "  454.513,773.703 454.713,732.56 454.913,746.274 455.112,759.989 455.312,842.276 455.512,814.847 455.711,855.99 455.911,814.847 456.11,801.132 456.31,814.847 \n",
       "  456.51,828.561 456.709,814.847 456.909,801.132 457.109,801.132 457.308,828.561 457.508,883.42 457.708,938.278 457.907,979.421 458.107,883.42 458.306,787.418 \n",
       "  458.506,691.416 458.706,609.129 458.905,567.985 459.105,581.7 459.305,650.272 459.504,663.987 459.704,567.985 459.904,554.271 460.103,567.985 460.303,554.271 \n",
       "  460.502,581.7 460.702,636.558 460.902,732.56 461.101,842.276 461.301,951.992 461.501,1061.71 461.7,1144 461.9,1198.85 462.1,1253.71 462.299,1281.14 \n",
       "  462.499,1294.86 462.698,1322.28 462.898,1336 463.098,1281.14 463.297,1198.85 463.497,1075.42 463.697,993.136 463.896,897.134 464.096,842.276 464.296,787.418 \n",
       "  464.495,801.132 464.695,828.561 464.894,883.42 465.094,883.42 465.294,883.42 465.493,842.276 465.693,842.276 465.893,842.276 466.092,869.705 466.292,869.705 \n",
       "  466.491,828.561 466.691,828.561 466.891,828.561 467.09,897.134 467.29,924.563 467.49,979.421 467.689,869.705 467.889,773.703 468.089,677.701 468.288,622.843 \n",
       "  468.488,567.985 468.687,595.414 468.887,663.987 469.087,663.987 469.286,609.129 469.486,622.843 469.686,595.414 469.885,554.271 470.085,513.127 470.285,540.556 \n",
       "  470.484,526.842 470.684,595.414 470.883,650.272 471.083,732.56 471.283,801.132 471.482,897.134 471.682,979.421 471.882,1034.28 472.081,1089.14 472.281,1226.28 \n",
       "  472.481,1281.14 472.68,1322.28 472.88,1308.57 473.079,1267.43 473.279,1267.43 473.479,1212.57 473.678,1198.85 473.878,1116.57 474.078,1061.71 474.277,965.707 \n",
       "  474.477,938.278 474.677,883.42 474.876,855.99 475.076,801.132 475.275,842.276 475.475,801.132 475.675,814.847 475.874,842.276 476.074,828.561 476.274,828.561 \n",
       "  476.473,828.561 476.673,814.847 476.873,855.99 477.072,814.847 477.272,787.418 477.471,759.989 477.671,732.56 477.871,677.701 478.07,650.272 478.27,677.701 \n",
       "  478.47,746.274 478.669,746.274 478.869,677.701 479.068,691.416 479.268,663.987 479.468,595.414 479.667,554.271 479.867,554.271 480.067,554.271 480.266,581.7 \n",
       "  480.466,663.987 480.666,732.56 480.865,787.418 481.065,869.705 481.264,951.992 481.464,1006.85 481.664,1061.71 481.863,1198.85 482.063,1281.14 482.263,1322.28 \n",
       "  482.462,1336 482.662,1322.28 482.862,1322.28 483.061,1281.14 483.261,1267.43 483.46,1198.85 483.66,1171.42 483.86,1075.42 484.059,1034.28 484.259,951.992 \n",
       "  484.459,924.563 484.658,869.705 484.858,855.99 485.058,842.276 485.257,814.847 485.457,828.561 485.656,801.132 485.856,814.847 486.056,814.847 486.255,842.276 \n",
       "  486.455,855.99 486.655,814.847 486.854,787.418 487.054,759.989 487.254,759.989 487.453,732.56 487.653,773.703 487.852,814.847 488.052,869.705 488.252,855.99 \n",
       "  488.451,814.847 488.651,855.99 488.851,883.42 489.05,910.849 489.25,951.992 489.45,1006.85 489.649,1089.14 489.849,1185.14 490.048,1212.57 490.248,1267.43 \n",
       "  490.448,1322.28 490.647,1363.43 490.847,1363.43 491.047,1377.14 491.246,1377.14 491.446,1363.43 491.645,1349.71 491.845,1294.86 492.045,1226.28 492.244,1130.28 \n",
       "  492.444,1089.14 492.644,1034.28 492.843,979.421 493.043,951.992 493.243,924.563 493.442,924.563 493.642,951.992 493.841,951.992 494.041,965.707 494.241,924.563 \n",
       "  494.44,910.849 494.64,897.134 494.84,938.278 495.039,897.134 495.239,910.849 495.439,883.42 495.638,910.849 495.838,924.563 496.037,965.707 496.237,979.421 \n",
       "  496.437,938.278 496.636,869.705 496.836,814.847 497.036,746.274 497.235,732.56 497.435,746.274 497.635,787.418 497.834,814.847 498.034,814.847 498.233,828.561 \n",
       "  498.433,842.276 498.633,869.705 498.832,910.849 499.032,993.136 499.232,1089.14 499.431,1171.42 499.631,1240 499.831,1281.14 500.03,1322.28 500.23,1363.43 \n",
       "  500.429,1377.14 500.629,1390.86 500.829,1377.14 501.028,1377.14 501.228,1377.14 501.428,1294.86 501.627,1226.28 501.827,1047.99 502.027,965.707 502.226,910.849 \n",
       "  502.426,855.99 502.625,801.132 502.825,828.561 503.025,842.276 503.224,883.42 503.424,869.705 503.624,897.134 503.823,855.99 504.023,842.276 504.222,869.705 \n",
       "  504.422,869.705 504.622,855.99 504.821,842.276 505.021,842.276 505.221,842.276 505.42,869.705 505.62,924.563 505.82,951.992 506.019,883.42 506.219,773.703 \n",
       "  506.418,677.701 506.618,622.843 506.818,581.7 507.017,595.414 507.217,650.272 507.417,650.272 507.616,622.843 507.816,622.843 508.016,650.272 508.215,691.416 \n",
       "  508.415,746.274 508.614,842.276 508.814,979.421 509.014,1102.85 509.213,1185.14 509.413,1240 509.613,1281.14 509.812,1322.28 510.012,1349.71 510.212,1363.43 \n",
       "  510.411,1349.71 510.611,1363.43 510.81,1363.43 511.01,1294.86 511.21,1212.57 511.409,1034.28 511.609,951.992 511.809,855.99 512.008,814.847 512.208,759.989 \n",
       "  512.408,787.418 512.607,787.418 512.807,855.99 513.006,855.99 513.206,883.42 513.406,842.276 513.605,828.561 513.805,855.99 514.005,855.99 514.204,828.561 \n",
       "  514.404,842.276 514.604,842.276 514.803,855.99 515.003,897.134 515.202,965.707 515.402,1006.85 515.602,910.849 515.801,787.418 516.001,705.131 516.201,650.272 \n",
       "  516.4,595.414 516.6,581.7 516.799,609.129 516.999,609.129 517.199,581.7 517.398,567.985 517.598,581.7 517.798,622.843 517.997,650.272 518.197,773.703 \n",
       "  518.397,910.849 518.596,1020.56 518.796,1130.28 518.995,1198.85 519.195,1240 519.395,1281.14 519.594,1322.28 519.794,1336 519.994,1336 520.193,1363.43 \n",
       "  520.393,1363.43 520.593,1294.86 520.792,1198.85 520.992,1034.28 521.191,965.707 521.391,855.99 521.591,801.132 521.79,746.274 521.99,787.418 522.19,828.561 \n",
       "  522.389,869.705 522.589,855.99 522.789,883.42 522.988,842.276 523.188,828.561 523.387,828.561 523.587,855.99 523.787,828.561 523.986,814.847 524.186,828.561 \n",
       "  524.386,855.99 524.585,910.849 524.785,965.707 524.985,993.136 525.184,897.134 525.384,814.847 525.583,718.845 525.783,636.558 525.983,581.7 526.182,567.985 \n",
       "  526.382,609.129 526.582,595.414 526.781,554.271 526.981,540.556 527.181,554.271 527.38,595.414 527.58,595.414 527.779,650.272 527.979,746.274 528.179,842.276 \n",
       "  528.378,965.707 528.578,1075.42 528.778,1130.28 528.977,1198.85 529.177,1253.71 529.376,1281.14 529.576,1294.86 529.776,1322.28 529.975,1336 530.175,1281.14 \n",
       "  530.375,1198.85 530.574,1061.71 530.774,993.136 530.974,897.134 531.173,842.276 531.373,773.703 531.572,801.132 531.772,814.847 531.972,869.705 532.171,855.99 \n",
       "  532.371,897.134 532.571,855.99 532.77,855.99 532.97,869.705 533.17,869.705 533.369,869.705 533.569,842.276 533.768,855.99 533.968,869.705 534.168,910.849 \n",
       "  534.367,993.136 534.567,1006.85 534.767,910.849 534.966,814.847 535.166,732.56 535.366,663.987 535.565,609.129 535.765,622.843 535.964,663.987 536.164,636.558 \n",
       "  536.364,636.558 536.563,650.272 536.763,622.843 536.963,581.7 537.162,540.556 537.362,567.985 537.562,567.985 537.761,636.558 537.961,677.701 538.16,732.56 \n",
       "  538.36,787.418 538.56,855.99 538.759,924.563 538.959,1020.56 539.159,1089.14 539.358,1226.28 539.558,1294.86 539.757,1322.28 539.957,1322.28 540.157,1267.43 \n",
       "  540.356,1253.71 540.556,1198.85 540.756,1185.14 540.955,1130.28 541.155,1102.85 541.355,1020.56 541.554,1020.56 541.754,938.278 541.953,938.278 542.153,883.42 \n",
       "  542.353,869.705 542.552,855.99 542.752,828.561 542.952,828.561 543.151,842.276 543.351,828.561 543.551,828.561 543.75,828.561 543.95,842.276 544.149,855.99 \n",
       "  544.349,814.847 544.549,746.274 544.748,718.845 544.948,705.131 545.148,650.272 545.347,650.272 545.547,718.845 545.747,705.131 545.946,705.131 546.146,691.416 \n",
       "  546.345,691.416 546.545,636.558 546.745,581.7 546.944,581.7 547.144,595.414 547.344,636.558 547.543,677.701 547.743,677.701 547.943,746.274 548.142,828.561 \n",
       "  548.342,924.563 548.541,979.421 548.741,1047.99 548.941,1212.57 549.14,1281.14 549.34,1322.28 549.54,1322.28 549.739,1308.57 549.939,1294.86 550.139,1253.71 \n",
       "  550.338,1212.57 550.538,1171.42 550.737,1157.71 550.937,1075.42 551.137,1034.28 551.336,965.707 551.536,938.278 551.736,883.42 551.935,869.705 552.135,828.561 \n",
       "  552.334,842.276 552.534,855.99 552.734,801.132 552.933,828.561 553.133,842.276 553.333,842.276 553.532,869.705 553.732,883.42 553.932,842.276 554.131,801.132 \n",
       "  554.331,773.703 554.53,759.989 554.73,787.418 554.93,855.99 555.129,855.99 555.329,855.99 555.529,869.705 555.728,855.99 555.928,897.134 556.128,938.278 \n",
       "  556.327,1006.85 556.527,1075.42 556.726,1144 556.926,1212.57 557.126,1267.43 557.325,1308.57 557.525,1336 557.725,1363.43 557.924,1377.14 558.124,1377.14 \n",
       "  558.324,1377.14 558.523,1377.14 558.723,1363.43 558.922,1294.86 559.122,1226.28 559.322,1075.42 559.521,1006.85 559.721,897.134 559.921,842.276 560.12,814.847 \n",
       "  560.32,814.847 560.52,855.99 560.719,924.563 560.919,910.849 561.118,924.563 561.318,883.42 561.518,883.42 561.717,897.134 561.917,883.42 562.117,869.705 \n",
       "  562.316,869.705 562.516,855.99 562.716,869.705 562.915,869.705 563.115,924.563 563.314,938.278 563.514,855.99 563.714,801.132 563.913,718.845 564.113,663.987 \n",
       "  564.313,663.987 564.512,691.416 564.712,691.416 564.911,705.131 565.111,705.131 565.311,746.274 565.51,759.989 565.71,842.276 565.91,897.134 566.109,1006.85 \n",
       "  566.309,1089.14 566.509,1171.42 566.708,1226.28 566.908,1294.86 567.107,1322.28 567.307,1349.71 567.507,1363.43 567.706,1377.14 567.906,1377.14 568.106,1377.14 \n",
       "  568.305,1377.14 568.505,1308.57 568.705,1226.28 568.904,1061.71 569.104,993.136 569.303,869.705 569.503,801.132 569.703,759.989 569.902,787.418 570.102,814.847 \n",
       "  570.302,855.99 570.501,855.99 570.701,883.42 570.901,842.276 571.1,828.561 571.3,814.847 571.499,842.276 571.699,801.132 571.899,801.132 572.098,801.132 \n",
       "  572.298,842.276 572.498,883.42 572.697,938.278 572.897,979.421 573.097,883.42 573.296,801.132 573.496,705.131 573.695,650.272 573.895,622.843 574.095,650.272 \n",
       "  574.294,663.987 574.494,650.272 574.694,636.558 574.893,609.129 575.093,663.987 575.293,718.845 575.492,787.418 575.692,883.42 575.891,979.421 576.091,1089.14 \n",
       "  576.291,1185.14 576.49,1253.71 576.69,1294.86 576.89,1322.28 577.089,1349.71 577.289,1363.43 577.488,1349.71 577.688,1363.43 577.888,1363.43 578.087,1294.86 \n",
       "  578.287,1212.57 578.487,1047.99 578.686,938.278 578.886,842.276 579.086,787.418 579.285,759.989 579.485,801.132 579.684,801.132 579.884,869.705 580.084,842.276 \n",
       "  580.283,897.134 580.483,842.276 580.683,828.561 580.882,828.561 581.082,855.99 581.282,828.561 581.481,828.561 581.681,842.276 581.88,842.276 582.08,883.42 \n",
       "  582.28,938.278 582.479,979.421 582.679,883.42 582.879,787.418 583.078,705.131 583.278,622.843 583.478,595.414 583.677,609.129 583.877,622.843 584.076,622.843 \n",
       "  584.276,595.414 584.476,581.7 584.675,609.129 584.875,650.272 585.075,705.131 585.274,801.132 585.474,910.849 585.674,1034.28 585.873,1130.28 586.073,1212.57 \n",
       "  586.272,1253.71 586.472,1281.14 586.672,1322.28 586.871,1349.71 587.071,1336 587.271,1363.43 587.47,1363.43 587.67,1281.14 587.87,1212.57 588.069,1034.28 \n",
       "  588.269,979.421 588.468,855.99 588.668,814.847 588.868,773.703 589.067,801.132 589.267,814.847 589.467,869.705 589.666,869.705 589.866,869.705 590.065,814.847 \n",
       "  590.265,828.561 590.465,828.561 590.664,855.99 590.864,828.561 591.064,814.847 591.263,814.847 591.463,842.276 591.663,897.134 591.862,965.707 592.062,979.421 \n",
       "  592.261,897.134 592.461,814.847 592.661,705.131 592.86,636.558 593.06,581.7 593.26,581.7 593.459,622.843 593.659,609.129 593.859,581.7 594.058,595.414 \n",
       "  594.258,595.414 594.457,609.129 594.657,636.558 594.857,677.701 595.056,773.703 595.256,897.134 595.456,979.421 595.655,1075.42 595.855,1144 596.055,1198.85 \n",
       "  596.254,1253.71 596.454,1281.14 596.653,1294.86 596.853,1322.28 597.053,1322.28 597.252,1281.14 597.452,1226.28 597.652,1075.42 597.851,1006.85 598.051,924.563 \n",
       "  598.251,869.705 598.45,801.132 598.65,828.561 598.849,855.99 599.049,897.134 599.249,883.42 599.448,897.134 599.648,883.42 599.848,855.99 600.047,855.99 \n",
       "  600.247,869.705 600.447,855.99 600.646,842.276 600.846,828.561 601.045,855.99 601.245,910.849 601.445,965.707 601.644,993.136 601.844,883.42 602.044,773.703 \n",
       "  602.243,705.131 602.443,650.272 602.642,581.7 602.842,622.843 603.042,677.701 603.241,650.272 603.441,677.701 603.641,677.701 603.84,663.987 604.04,622.843 \n",
       "  604.24,609.129 604.439,609.129 604.639,622.843 604.838,663.987 605.038,746.274 605.238,814.847 605.437,842.276 605.637,910.849 605.837,979.421 606.036,1047.99 \n",
       "  606.236,1102.85 606.436,1240 606.635,1308.57 606.835,1336 607.034,1322.28 607.234,1294.86 607.434,1267.43 607.633,1240 607.833,1198.85 608.033,1144 \n",
       "  608.232,1102.85 608.432,1020.56 608.632,1006.85 608.831,924.563 609.031,924.563 609.23,883.42 609.43,883.42 609.63,869.705 609.829,842.276 610.029,842.276 \n",
       "  610.229,869.705 610.428,855.99 610.628,855.99 610.828,855.99 611.027,883.42 611.227,883.42 611.426,828.561 611.626,773.703 611.826,746.274 612.025,718.845 \n",
       "  612.225,677.701 612.425,718.845 612.624,787.418 612.824,759.989 613.024,746.274 613.223,732.56 613.423,718.845 613.622,663.987 613.822,636.558 614.022,622.843 \n",
       "  614.221,622.843 614.421,705.131 614.621,732.56 614.82,814.847 615.02,828.561 615.219,883.42 615.419,965.707 615.619,1034.28 615.818,1089.14 616.018,1240 \n",
       "  616.218,1308.57 616.417,1336 616.617,1336 616.817,1336 617.016,1322.28 617.216,1281.14 617.415,1253.71 617.615,1226.28 617.815,1171.42 618.014,1089.14 \n",
       "  618.214,1047.99 618.414,965.707 618.613,938.278 618.813,910.849 619.013,897.134 619.212,883.42 619.412,869.705 619.611,869.705 619.811,855.99 620.011,883.42 \n",
       "  620.21,897.134 620.41,910.849 620.61,910.849 620.809,910.849 621.009,883.42 621.209,828.561 621.408,828.561 621.608,814.847 621.807,828.561 622.007,883.42 \n",
       "  622.207,883.42 622.406,869.705 622.606,897.134 622.806,897.134 623.005,938.278 623.205,951.992 623.405,1006.85 623.604,1034.28 623.804,1116.57 624.003,1198.85 \n",
       "  624.203,1253.71 624.403,1308.57 624.602,1336 624.802,1349.71 625.002,1377.14 625.201,1377.14 625.401,1363.43 625.601,1377.14 625.8,1363.43 626,1308.57 \n",
       "  626.199,1240 626.399,1102.85 626.599,1006.85 626.798,951.992 626.998,897.134 627.198,828.561 627.397,855.99 627.597,869.705 627.796,951.992 627.996,951.992 \n",
       "  628.196,938.278 628.395,924.563 628.595,897.134 628.795,910.849 628.994,910.849 629.194,883.42 629.394,883.42 629.593,883.42 629.793,869.705 629.992,883.42 \n",
       "  630.192,924.563 630.392,951.992 630.591,883.42 630.791,814.847 630.991,732.56 631.19,705.131 631.39,705.131 631.59,732.56 631.789,732.56 631.989,759.989 \n",
       "  632.188,773.703 632.388,787.418 632.588,814.847 632.787,883.42 632.987,938.278 633.187,1034.28 633.386,1116.57 633.586,1185.14 633.786,1240 633.985,1294.86 \n",
       "  634.185,1322.28 634.384,1349.71 634.584,1363.43 634.784,1377.14 634.983,1377.14 635.183,1377.14 635.383,1363.43 635.582,1308.57 635.782,1240 635.982,1075.42 \n",
       "  636.181,993.136 636.381,897.134 636.58,814.847 636.78,759.989 636.98,801.132 637.179,842.276 637.379,897.134 637.579,897.134 637.778,924.563 637.978,855.99 \n",
       "  638.178,855.99 638.377,842.276 638.577,883.42 638.776,855.99 638.976,801.132 639.176,787.418 639.375,801.132 639.575,883.42 639.775,965.707 639.974,993.136 \n",
       "  640.174,924.563 640.373,801.132 640.573,705.131 640.773,636.558 640.972,581.7 641.172,540.556 641.372,718.845 641.571,732.56 641.771,677.701 641.971,663.987 \n",
       "  642.17,746.274 642.37,705.131 642.569,787.418 642.769,938.278 642.969,1006.85 643.168,1061.71 643.368,1171.42 643.568,1240 643.767,1281.14 643.967,1336 \n",
       "  644.167,1349.71 644.366,1377.14 644.566,1363.43 644.765,1377.14 644.965,1363.43 645.165,1308.57 645.364,1226.28 645.564,1047.99 645.764,938.278 645.963,828.561 \n",
       "  646.163,814.847 646.363,773.703 646.562,787.418 646.762,787.418 646.961,855.99 647.161,883.42 647.361,924.563 647.56,869.705 647.76,855.99 647.96,855.99 \n",
       "  648.159,855.99 648.359,842.276 648.559,842.276 648.758,842.276 648.958,855.99 649.157,883.42 649.357,938.278 649.557,965.707 649.756,869.705 649.956,732.56 \n",
       "  650.156,677.701 650.355,636.558 650.555,581.7 650.755,609.129 650.954,650.272 651.154,650.272 651.353,636.558 651.553,650.272 651.753,636.558 651.952,663.987 \n",
       "  652.152,732.56 652.352,828.561 652.551,951.992 652.751,1047.99 652.95,1144 653.15,1198.85 653.35,1253.71 653.549,1294.86 653.749,1322.28 653.949,1349.71 \n",
       "  654.148,1349.71 654.348,1363.43 654.548,1363.43 654.747,1294.86 654.947,1240 655.146,1075.42 655.346,993.136 655.546,897.134 655.745,828.561 655.945,759.989 \n",
       "  656.145,801.132 656.344,828.561 656.544,883.42 656.744,869.705 656.943,910.849 657.143,855.99 657.342,842.276 657.542,855.99 657.742,869.705 657.941,842.276 \n",
       "  658.141,828.561 658.341,828.561 658.54,842.276 658.74,883.42 658.94,951.992 659.139,979.421 659.339,883.42 659.538,814.847 659.738,705.131 659.938,663.987 \n",
       "  660.137,609.129 660.337,609.129 660.537,609.129 660.736,609.129 660.936,609.129 661.136,609.129 661.335,595.414 661.535,609.129 661.734,622.843 661.934,705.131 \n",
       "  662.134,773.703 662.333,883.42 662.533,993.136 662.733,1102.85 662.932,1157.71 663.132,1212.57 663.332,1253.71 663.531,1294.86 663.731,1294.86 663.93,1322.28 \n",
       "  664.13,1336 664.33,1294.86 664.529,1226.28 664.729,1075.42 664.929,1034.28 665.128,938.278 665.328,883.42 665.527,801.132 665.727,814.847 665.927,855.99 \n",
       "  666.126,910.849 666.326,897.134 666.526,910.849 666.725,855.99 666.925,842.276 667.125,869.705 667.324,869.705 667.524,869.705 667.723,842.276 667.923,842.276 \n",
       "  668.123,869.705 668.322,897.134 668.522,951.992 668.722,965.707 668.921,855.99 669.121,759.989 669.321,691.416 669.52,650.272 669.72,595.414 669.919,622.843 \n",
       "  670.119,663.987 670.319,636.558 670.518,677.701 670.718,677.701 670.918,650.272 671.117,609.129 671.317,609.129 671.517,609.129 671.716,636.558 671.916,705.131 \n",
       "  672.115,746.274 672.315,801.132 672.515,842.276 672.714,938.278 672.914,1006.85 673.114,1061.71 673.313,1102.85 673.513,1240 673.713,1308.57 673.912,1322.28 \n",
       "  674.112,1322.28 674.311,1281.14 674.511,1267.43 674.711,1212.57 674.91,1171.42 675.11,1116.57 675.31,1075.42 675.509,1006.85 675.709,993.136 675.909,951.992 \n",
       "  676.108,938.278 676.308,910.849 676.507,897.134 676.707,883.42 676.907,855.99 677.106,855.99 677.306,855.99 677.506,842.276 677.705,855.99 677.905,855.99 \n",
       "  678.104,883.42 678.304,897.134 678.504,828.561 678.703,773.703 678.903,732.56 679.103,705.131 679.302,677.701 679.502,705.131 679.702,746.274 679.901,759.989 \n",
       "  680.101,759.989 680.3,732.56 680.5,718.845 680.7,677.701 680.899,677.701 681.099,636.558 681.299,636.558 681.498,663.987 681.698,746.274 681.898,773.703 \n",
       "  682.097,814.847 682.297,897.134 682.496,965.707 682.696,1020.56 682.896,1089.14 683.095,1226.28 683.295,1294.86 683.495,1336 683.694,1336 683.894,1308.57 \n",
       "  684.094,1322.28 684.293,1267.43 684.493,1212.57 684.692,1157.71 684.892,1144 685.092,1102.85 685.291,1047.99 685.491,979.421 685.691,938.278 685.89,910.849 \n",
       "  686.09,897.134 686.29,869.705 686.489,855.99 686.689,883.42 686.888,842.276 687.088,842.276 687.288,869.705 687.487,883.42 687.687,883.42 687.887,883.42 \n",
       "  688.086,855.99 688.286,814.847 688.486,814.847 688.685,814.847 688.885,828.561 689.084,855.99 689.284,897.134 689.484,869.705 689.683,883.42 689.883,883.42 \n",
       "  690.083,910.849 690.282,951.992 690.482,1006.85 690.681,1034.28 690.881,1102.85 691.081,1185.14 691.28,1253.71 691.48,1308.57 691.68,1322.28 691.879,1349.71 \n",
       "  692.079,1363.43 692.279,1390.86 692.478,1377.14 692.678,1377.14 692.877,1363.43 693.077,1308.57 693.277,1240 693.476,1102.85 693.676,1034.28 693.876,965.707 \n",
       "  694.075,910.849 694.275,814.847 694.475,855.99 694.674,883.42 694.874,938.278 695.073,938.278 695.273,965.707 695.473,924.563 695.672,924.563 695.872,910.849 \n",
       "  696.072,924.563 696.271,883.42 696.471,883.42 696.671,869.705 696.87,883.42 697.07,897.134 697.269,924.563 697.469,951.992 697.669,869.705 697.868,828.561 \n",
       "  698.068,746.274 698.268,705.131 698.467,705.131 698.667,732.56 698.867,732.56 699.066,759.989 699.266,759.989 699.465,773.703 699.665,814.847 699.865,883.42 \n",
       "  700.064,951.992 700.264,1034.28 700.464,1116.57 700.663,1185.14 700.863,1253.71 701.063,1294.86 701.262,1322.28 701.462,1349.71 701.661,1377.14 701.861,1377.14 \n",
       "  702.061,1377.14 702.26,1390.86 702.46,1377.14 702.66,1308.57 702.859,1240 703.059,1102.85 703.258,1034.28 703.458,938.278 703.658,869.705 703.857,787.418 \n",
       "  704.057,828.561 704.257,828.561 704.456,897.134 704.656,897.134 704.856,924.563 705.055,883.42 705.255,869.705 705.454,842.276 705.654,883.42 705.854,828.561 \n",
       "  706.053,814.847 706.253,828.561 706.453,855.99 706.652,883.42 706.852,924.563 707.052,965.707 707.251,883.42 707.451,787.418 707.65,691.416 707.85,650.272 \n",
       "  708.05,622.843 708.249,650.272 708.449,663.987 708.649,691.416 708.848,691.416 709.048,691.416 709.248,705.131 709.447,759.989 709.647,814.847 709.846,924.563 \n",
       "  710.046,1020.56 710.246,1130.28 710.445,1185.14 710.645,1253.71 710.845,1294.86 711.044,1322.28 711.244,1349.71 711.444,1363.43 711.643,1363.43 711.843,1377.14 \n",
       "  712.042,1377.14 712.242,1308.57 712.442,1253.71 712.641,1102.85 712.841,1034.28 713.041,924.563 713.24,842.276 713.44,773.703 713.64,801.132 713.839,828.561 \n",
       "  714.039,883.42 714.238,883.42 714.438,897.134 714.638,855.99 714.837,855.99 715.037,842.276 715.237,842.276 715.436,842.276 715.636,842.276 715.835,828.561 \n",
       "  716.035,869.705 716.235,897.134 716.434,951.992 716.634,979.421 716.834,910.849 717.033,787.418 717.233,677.701 717.433,622.843 717.632,609.129 717.832,636.558 \n",
       "  718.031,636.558 718.231,650.272 718.431,650.272 718.63,663.987 718.83,650.272 719.03,705.131 719.229,787.418 719.429,855.99 719.629,938.278 719.828,1047.99 \n",
       "  720.028,1144 720.227,1212.57 720.427,1267.43 720.627,1294.86 720.826,1322.28 721.026,1336 721.226,1336 721.425,1349.71 721.625,1349.71 721.825,1294.86 \n",
       "  722.024,1240 722.224,1089.14 722.423,1020.56 722.623,924.563 722.823,842.276 723.022,773.703 723.222,814.847 723.422,814.847 723.621,897.134 723.821,883.42 \n",
       "  724.021,897.134 724.22,869.705 724.42,842.276 724.619,869.705 724.819,869.705 725.019,855.99 725.218,814.847 725.418,787.418 725.618,855.99 725.817,897.134 \n",
       "  726.017,951.992 726.217,993.136 726.416,924.563 726.616,828.561 726.815,718.845 727.015,622.843 727.215,581.7 727.414,581.7 727.614,609.129 727.814,595.414 \n",
       "  728.013,609.129 728.213,609.129 728.412,609.129 728.612,540.556 728.812,567.985 729.011,636.558 729.211,732.56 729.411,883.42 729.61,979.421 729.81,1089.14 \n",
       "  730.01,1171.42 730.209,1240 730.409,1281.14 730.608,1308.57 730.808,1322.28 731.008,1336 731.207,1349.71 731.407,1308.57 731.607,1240 731.806,1116.57 \n",
       "  732.006,1047.99 732.206,979.421 732.405,924.563 732.605,842.276 732.804,855.99 733.004,883.42 733.204,924.563 733.403,910.849 733.603,938.278 733.803,910.849 \n",
       "  734.002,897.134 734.202,883.42 734.402,897.134 734.601,897.134 734.801,869.705 735,869.705 735.2,869.705 735.4,910.849 735.599,951.992 735.799,965.707 \n",
       "  735.999,910.849 736.198,828.561 736.398,773.703 736.598,718.845 736.797,663.987 736.997,691.416 737.196,705.131 737.396,746.274 737.596,746.274 737.795,746.274 \n",
       "  737.995,718.845 738.195,677.701 738.394,650.272 738.594,650.272 738.794,663.987 738.993,718.845 739.193,787.418 739.392,828.561 739.592,869.705 739.792,951.992 \n",
       "  739.991,1006.85 740.191,1061.71 740.391,1130.28 740.59,1253.71 740.79,1322.28 740.989,1336 741.189,1322.28 741.389,1294.86 741.588,1281.14 741.788,1240 \n",
       "  741.988,1226.28 742.187,1157.71 742.387,1116.57 742.587,1047.99 742.786,1047.99 742.986,965.707 743.185,951.992 743.385,910.849 743.585,910.849 743.784,897.134 \n",
       "  743.984,883.42 744.184,869.705 744.383,897.134 744.583,897.134 744.783,897.134 744.982,897.134 745.182,883.42 745.381,897.134 745.581,883.42 745.781,814.847 \n",
       "  745.98,787.418 746.18,746.274 746.38,705.131 746.579,732.56 746.779,746.274 746.979,636.558 747.178,801.132 747.378,773.703 747.577,746.274 747.777,705.131 \n",
       "  747.977,663.987 748.176,663.987 748.376,663.987 748.576,705.131 748.775,746.274 748.975,801.132 749.175,828.561 749.374,897.134 749.574,965.707 749.773,1034.28 \n",
       "  749.973,1102.85 750.173,1240 750.372,1322.28 750.572,1349.71 750.772,1349.71 750.971,1336 751.171,1322.28 751.371,1281.14 751.57,1267.43 751.77,1226.28 \n",
       "  751.969,1185.14 752.169,1089.14 752.369,1061.71 752.568,993.136 752.768,965.707 752.968,924.563 753.167,910.849 753.367,910.849 753.566,897.134 753.766,897.134 \n",
       "  753.966,869.705 754.165,883.42 754.365,910.849 754.565,910.849 754.764,924.563 754.964,924.563 755.164,883.42 755.363,842.276 755.563,842.276 755.762,855.99 \n",
       "  755.962,855.99 756.162,883.42 756.361,869.705 756.561,883.42 756.761,910.849 756.96,924.563 757.16,951.992 757.36,965.707 757.559,1020.56 757.759,1034.28 \n",
       "  757.958,1130.28 758.158,1212.57 758.358,1281.14 758.557,1308.57 758.757,1336 758.957,1363.43 759.156,1377.14 759.356,1377.14 759.556,1377.14 759.755,1377.14 \n",
       "  759.955,1363.43 760.154,1322.28 760.354,1240 760.554,1130.28 760.753,1047.99 760.953,993.136 761.153,938.278 761.352,869.705 761.552,869.705 761.752,910.849 \n",
       "  761.951,965.707 762.151,979.421 762.35,993.136 762.55,951.992 762.75,951.992 762.949,938.278 763.149,938.278 763.349,910.849 763.548,910.849 763.748,897.134 \n",
       "  763.948,910.849 764.147,924.563 764.347,938.278 764.546,938.278 764.746,883.42 764.946,814.847 765.145,759.989 765.345,746.274 765.545,732.56 765.744,773.703 \n",
       "  765.944,759.989 766.143,801.132 766.343,801.132 766.543,855.99 766.742,869.705 766.942,910.849 767.142,965.707 767.341,1061.71 767.541,1116.57 767.741,1198.85 \n",
       "  767.94,1253.71 768.14,1308.57 768.339,1336 768.539,1363.43 768.739,1377.14 768.938,1377.14 769.138,1377.14 769.338,1390.86 769.537,1390.86 769.737,1322.28 \n",
       "  769.937,1253.71 770.136,1116.57 770.336,1061.71 770.535,965.707 770.735,897.134 770.935,814.847 771.134,855.99 771.334,869.705 771.534,910.849 771.733,897.134 \n",
       "  771.933,938.278 772.133,897.134 772.332,883.42 772.532,883.42 772.731,910.849 772.931,842.276 773.131,855.99 773.33,855.99 773.53,869.705 773.73,897.134 \n",
       "  773.929,951.992 774.129,965.707 774.329,897.134 774.528,814.847 774.728,718.845 774.927,663.987 775.127,677.701 775.327,705.131 775.526,705.131 775.726,732.56 \n",
       "  775.926,718.845 776.125,718.845 776.325,759.989 776.525,814.847 776.724,855.99 776.924,924.563 777.123,1047.99 777.323,1157.71 777.523,1212.57 777.722,1267.43 \n",
       "  777.922,1294.86 778.122,1336 778.321,1363.43 778.521,1377.14 778.72,1363.43 778.92,1377.14 779.12,1377.14 779.319,1322.28 779.519,1253.71 779.719,1130.28 \n",
       "  779.918,1034.28 780.118,938.278 780.318,869.705 780.517,801.132 780.717,828.561 780.916,842.276 781.116,897.134 781.316,897.134 781.515,897.134 781.715,855.99 \n",
       "  781.915,855.99 782.114,869.705 782.314,869.705 782.514,828.561 782.713,828.561 782.913,814.847 783.112,855.99 783.312,883.42 783.512,924.563 783.711,951.992 \n",
       "  783.911,883.42 784.111,773.703 784.31,705.131 784.51,650.272 784.71,609.129 784.909,636.558 785.109,636.558 785.308,650.272 785.508,663.987 785.708,677.701 \n",
       "  785.907,595.414 786.107,718.845 786.307,828.561 786.506,897.134 786.706,979.421 786.906,1089.14 787.105,1157.71 787.305,1226.28 787.504,1267.43 787.704,1322.28 \n",
       "  787.904,1336 788.103,1363.43 788.303,1349.71 788.503,1377.14 788.702,1377.14 788.902,1322.28 789.102,1253.71 789.301,1130.28 789.501,1047.99 789.7,951.992 \n",
       "  789.9,883.42 790.1,787.418 790.299,828.561 790.499,855.99 790.699,910.849 790.898,897.134 791.098,924.563 791.297,883.42 791.497,883.42 791.697,883.42 \n",
       "  791.896,883.42 792.096,855.99 792.296,869.705 792.495,842.276 792.695,869.705 792.895,897.134 793.094,965.707 793.294,979.421 793.493,897.134 793.693,801.132 \n",
       "  793.893,718.845 794.092,677.701 794.292,650.272 794.492,650.272 794.691,663.987 794.891,677.701 795.091,691.416 795.29,663.987 795.49,663.987 795.689,691.416 \n",
       "  795.889,718.845 796.089,787.418 796.288,869.705 796.488,965.707 796.688,1047.99 796.887,1102.85 797.087,1157.71 797.287,1226.28 797.486,1267.43 797.686,1294.86 \n",
       "  797.885,1294.86 798.085,1336 798.285,1349.71 798.484,1294.86 798.684,1253.71 798.884,1144 799.083,1089.14 799.283,1006.85 799.483,979.421 799.682,883.42 \n",
       "  799.882,897.134 800.081,924.563 800.281,951.992 800.481,938.278 800.68,938.278 800.88,883.42 801.08,883.42 801.279,897.134 801.479,869.705 801.679,869.705 \n",
       "  801.878,842.276 802.078,828.561 802.277,842.276 802.477,897.134 802.677,924.563 802.876,938.278 803.076,855.99 803.276,773.703 803.475,718.845 803.675,705.131 \n",
       "  803.874,677.701 804.074,705.131 804.274,732.56 804.473,732.56 804.673,773.703 804.873,773.703 805.072,759.989 805.272,705.131 805.472,718.845 805.671,705.131 \n",
       "  805.871,732.56 806.07,773.703 806.27,842.276 806.47,938.278 806.669,965.707 806.869,1006.85 807.069,1075.42 807.268,1116.57 807.468,1157.71 807.668,1253.71 \n",
       "  807.867,1322.28 808.067,1336 808.266,1336 808.466,1308.57 808.666,1267.43 808.865,1240 809.065,1226.28 809.265,1157.71 809.464,1116.57 809.664,1047.99 \n",
       "  809.864,1034.28 810.063,979.421 810.263,965.707 810.462,924.563 810.662,910.849 810.862,897.134 811.061,897.134 811.261,869.705 811.461,883.42 811.66,869.705 \n",
       "  811.86,869.705 812.06,855.99 812.259,910.849 812.459,897.134 812.658,855.99 812.858,814.847 813.058,801.132 813.257,787.418 813.457,759.989 813.657,773.703 \n",
       "  813.856,842.276 814.056,828.561 814.256,842.276 814.455,842.276 814.655,814.847 814.854,773.703 815.054,773.703 815.254,759.989 815.453,787.418 815.653,814.847 \n",
       "  815.853,869.705 816.052,938.278 816.252,965.707 816.451,1020.56 816.651,1089.14 816.851,1116.57 817.05,1144 817.25,1267.43 817.45,1322.28 817.649,1349.71 \n",
       "  817.849,1363.43 818.049,1349.71 818.248,1336 818.448,1308.57 818.647,1294.86 818.847,1253.71 819.047,1198.85 819.246,1130.28 819.446,1102.85 819.646,993.136 \n",
       "  819.845,965.707 820.045,938.278 820.245,924.563 820.444,883.42 820.644,869.705 820.843,842.276 821.043,842.276 821.243,842.276 821.442,869.705 821.642,855.99 \n",
       "  821.842,842.276 822.041,869.705 822.241,869.705 822.441,855.99 822.64,869.705 822.84,842.276 823.039,855.99 823.239,869.705 823.439,855.99 823.638,869.705 \n",
       "  823.838,897.134 824.038,910.849 824.237,924.563 824.437,910.849 824.637,910.849 824.836,910.849 825.036,938.278 825.235,1006.85 825.435,1075.42 825.635,1130.28 \n",
       "  825.834,1157.71 826.034,1185.14 826.234,1226.28 826.433,1253.71 826.633,1267.43 826.832,1322.28 827.032,1349.71 827.232,1349.71 827.431,1349.71 827.631,1322.28 \n",
       "  827.831,1322.28 828.03,1281.14 828.23,1281.14 828.43,1253.71 828.629,1212.57 828.829,1144 829.028,1116.57 829.228,1047.99 829.428,1020.56 829.627,979.421 \n",
       "  829.827,965.707 830.027,924.563 830.226,924.563 830.426,897.134 830.626,869.705 830.825,855.99 831.025,842.276 831.224,869.705 831.424,897.134 831.624,897.134 \n",
       "  831.823,855.99 832.023,828.561 832.223,842.276 832.422,828.561 832.622,828.561 832.822,855.99 833.021,869.705 833.221,855.99 833.42,924.563 833.62,910.849 \n",
       "  833.82,965.707 834.019,979.421 834.219,1061.71 834.419,1116.57 834.618,1171.42 834.818,1253.71 835.018,1294.86 835.217,1322.28 835.417,1363.43 835.616,1377.14 \n",
       "  835.816,1390.86 836.016,1404.57 836.215,1390.86 836.415,1377.14 836.615,1363.43 836.814,1294.86 837.014,1212.57 837.214,1047.99 837.413,938.278 837.613,828.561 \n",
       "  837.812,801.132 838.012,801.132 838.212,773.703 838.411,801.132 838.611,869.705 838.811,842.276 839.01,883.42 839.21,855.99 839.409,842.276 839.609,814.847 \n",
       "  839.809,828.561 840.008,787.418 840.208,814.847 840.408,801.132 840.607,814.847 840.807,828.561 841.007,897.134 841.206,951.992 841.406,897.134 841.605,787.418 \n",
       "  841.805,705.131 842.005,650.272 842.204,650.272 842.404,677.701 842.604,691.416 842.803,732.56 843.003,759.989 843.203,759.989 843.402,828.561 843.602,883.42 \n",
       "  843.801,965.707 844.001,1006.85 844.201,1089.14 844.4,1171.42 844.6,1226.28 844.8,1308.57 844.999,1336 845.199,1363.43 845.399,1377.14 845.598,1377.14 \n",
       "  845.798,1377.14 845.997,1390.86 846.197,1377.14 846.397,1308.57 846.596,1226.28 846.796,1034.28 846.996,938.278 847.195,801.132 847.395,787.418 847.595,746.274 \n",
       "  847.794,773.703 847.994,787.418 848.193,814.847 848.393,814.847 848.593,842.276 848.792,801.132 848.992,801.132 849.192,814.847 849.391,828.561 849.591,787.418 \n",
       "  849.791,801.132 849.99,787.418 850.19,801.132 850.389,842.276 850.589,897.134 850.789,951.992 850.988,869.705 851.188,759.989 851.388,663.987 851.587,636.558 \n",
       "  851.787,595.414 851.986,595.414 852.186,609.129 852.386,636.558 852.585,636.558 852.785,650.272 852.985,677.701 853.184,746.274 853.384,814.847 853.584,910.849 \n",
       "  853.783,993.136 853.983,1089.14 854.182,1157.71 854.382,1226.28 854.582,1253.71 854.781,1308.57 854.981,1336 855.181,1363.43 855.38,1349.71 855.58,1377.14 \n",
       "  855.78,1363.43 855.979,1308.57 856.179,1226.28 856.378,1034.28 856.578,910.849 856.778,746.274 856.977,732.56 857.177,773.703 857.377,759.989 857.576,787.418 \n",
       "  857.776,801.132 857.976,801.132 858.175,814.847 858.375,801.132 858.574,759.989 858.774,787.418 858.974,828.561 859.173,759.989 859.373,746.274 859.573,746.274 \n",
       "  859.772,773.703 859.972,842.276 860.172,924.563 860.371,979.421 860.571,897.134 860.77,787.418 860.97,677.701 861.17,609.129 861.369,567.985 861.569,554.271 \n",
       "  861.769,540.556 861.968,581.7 862.168,581.7 862.368,581.7 862.567,581.7 862.767,622.843 862.966,691.416 863.166,691.416 863.366,787.418 863.565,910.849 \n",
       "  863.765,1034.28 863.965,1130.28 864.164,1171.42 864.364,1226.28 864.563,1267.43 864.763,1294.86 864.963,1308.57 865.162,1336 865.362,1349.71 865.562,1281.14 \n",
       "  865.761,1198.85 865.961,1006.85 866.161,897.134 866.36,759.989 866.56,746.274 866.759,746.274 866.959,773.703 867.159,773.703 867.358,814.847 867.558,801.132 \n",
       "  867.758,828.561 867.957,773.703 868.157,787.418 868.357,801.132 868.556,828.561 868.756,814.847 868.955,773.703 869.155,746.274 869.355,773.703 869.554,855.99 \n",
       "  869.754,924.563 869.954,965.707 870.153,855.99 870.353,746.274 870.553,636.558 870.752,581.7 870.952,499.412 871.151,513.127 871.351,526.842 871.551,540.556 \n",
       "  871.75,540.556 871.95,540.556 872.15,526.842 872.349,513.127 872.549,513.127 872.749,513.127 872.948,554.271 873.148,595.414 873.347,677.701 873.547,746.274 \n",
       "  873.747,787.418 873.946,869.705 874.146,965.707 874.346,1034.28 874.545,1089.14 874.745,1226.28 874.945,1294.86 875.144,1322.28 875.344,1322.28 875.543,1281.14 \n",
       "  875.743,1267.43 875.943,1185.14 876.142,1157.71 876.342,1061.71 876.542,1006.85 876.741,897.134 876.941,869.705 877.14,801.132 877.34,801.132 877.54,746.274 \n",
       "  877.739,746.274 877.939,718.845 878.139,705.131 878.338,691.416 878.538,691.416 878.738,691.416 878.937,650.272 879.137,732.56 879.336,814.847 879.536,855.99 \n",
       "  879.736,773.703 879.935,677.701 880.135,609.129 880.335,567.985 880.534,540.556 880.734,554.271 880.934,595.414 881.133,636.558 881.333,636.558 881.532,636.558 \n",
       "  881.732,595.414 881.932,389.696 882.131,389.696 882.331,458.269 882.531,554.271 882.73,595.414 882.93,636.558 883.13,705.131 883.329,759.989 883.529,828.561 \n",
       "  883.728,924.563 883.928,979.421 884.128,1075.42 884.327,1212.57 884.527,1308.57 884.727,1336 884.926,1336 885.126,1308.57 885.326,1294.86 885.525,1240 \n",
       "  885.725,1212.57 885.924,1144 886.124,1102.85 886.324,993.136 886.523,938.278 886.723,814.847 886.923,801.132 887.122,746.274 887.322,718.845 887.522,677.701 \n",
       "  887.721,732.56 887.921,732.56 888.12,746.274 888.32,746.274 888.52,787.418 888.719,787.418 888.919,773.703 889.119,787.418 889.318,787.418 889.518,732.56 \n",
       "  889.717,691.416 889.917,718.845 890.117,732.56 890.316,759.989 890.516,759.989 890.716,787.418 890.915,828.561 891.115,828.561 891.315,869.705 891.514,910.849 \n",
       "  891.714,993.136 891.913,1020.56 892.113,1116.57 892.313,1185.14 892.512,1253.71 892.712,1294.86 892.912,1322.28 893.111,1349.71 893.311,1363.43 893.511,1377.14 \n",
       "  893.71,1363.43 893.91,1363.43 894.109,1349.71 894.309,1281.14 894.509,1212.57 894.708,1034.28 894.908,938.278 895.108,814.847 895.307,801.132 895.507,814.847 \n",
       "  895.707,801.132 895.906,828.561 896.106,855.99 896.305,869.705 896.505,897.134 896.705,842.276 896.904,842.276 897.104,828.561 897.304,869.705 897.503,814.847 \n",
       "  897.703,814.847 897.903,773.703 898.102,773.703 898.302,814.847 898.501,869.705 898.701,897.134 898.901,814.847 899.1,746.274 899.3,650.272 899.5,609.129 \n",
       "  899.699,595.414 899.899,622.843 900.099,622.843 900.298,636.558 900.498,691.416 900.697,718.845 900.897,691.416 901.097,828.561 901.296,910.849 901.496,1006.85 \n",
       "  901.696,1089.14 901.895,1171.42 902.095,1240 902.294,1281.14 902.494,1308.57 902.694,1336 902.893,1363.43 903.093,1363.43 903.293,1377.14 903.492,1377.14 \n",
       "  903.692,1363.43 903.892,1294.86 904.091,1226.28 904.291,1034.28 904.49,897.134 904.69,746.274 904.89,759.989 905.089,759.989 905.289,801.132 905.489,801.132 \n",
       "  905.688,855.99 905.888,828.561 906.088,855.99 906.287,814.847 906.487,801.132 906.686,801.132 906.886,828.561 907.086,801.132 907.285,773.703 907.485,732.56 \n",
       "  907.685,773.703 907.884,869.705 908.084,965.707 908.284,979.421 908.483,855.99 908.683,746.274 908.882,663.987 909.082,609.129 909.282,609.129 909.481,581.7 \n",
       "  909.681,581.7 909.881,595.414 910.08,609.129 910.28,609.129 910.48,636.558 910.679,718.845 910.879,787.418 911.078,883.42 911.278,993.136 911.478,1102.85 \n",
       "  911.677,1171.42 911.877,1240 912.077,1267.43 912.276,1308.57 912.476,1336 912.676,1349.71 912.875,1349.71 913.075,1363.43 913.274,1363.43 913.474,1294.86 \n",
       "  913.674,1212.57 913.873,1020.56 914.073,897.134 914.273,746.274 914.472,732.56 914.672,746.274 914.871,801.132 915.071,801.132 915.271,842.276 915.47,828.561 \n",
       "  915.67,842.276 915.87,787.418 916.069,801.132 916.269,828.561 916.469,842.276 916.668,801.132 916.868,787.418 917.067,773.703 917.267,787.418 917.467,855.99 \n",
       "  917.666,924.563 917.866,965.707 918.066,855.99 918.265,746.274 918.465,650.272 918.665,595.414 918.864,554.271 919.064,540.556 919.263,540.556 919.463,567.985 \n",
       "  919.663,581.7 919.862,609.129 920.062,595.414 920.262,650.272 920.461,718.845 920.661,814.847 920.861,924.563 921.06,1061.71 921.26,1144 921.459,1212.57 \n",
       "  921.659,1253.71 921.859,1294.86 922.058,1322.28 922.258,1349.71 922.458,1349.71 922.657,1363.43 922.857,1349.71 923.057,1294.86 923.256,1212.57 923.456,1006.85 \n",
       "  923.655,883.42 923.855,732.56 924.055,705.131 924.254,732.56 924.454,759.989 924.654,759.989 924.853,814.847 925.053,828.561 925.253,869.705 925.452,814.847 \n",
       "  925.652,787.418 925.851,801.132 926.051,828.561 926.251,787.418 926.45,787.418 926.65,746.274 926.85,773.703 927.049,855.99 927.249,910.849 927.448,965.707 \n",
       "  927.648,855.99 927.848,746.274 928.047,650.272 928.247,595.414 928.447,554.271 928.646,526.842 928.846,526.842 929.046,567.985 929.245,595.414 929.445,581.7 \n",
       "  929.644,581.7 929.844,609.129 930.044,650.272 930.243,746.274 930.443,828.561 930.643,951.992 930.842,1047.99 931.042,1130.28 931.242,1185.14 931.441,1212.57 \n",
       "  931.641,1253.71 931.84,1308.57 932.04,1308.57 932.24,1336 932.439,1336 932.639,1294.86 932.839,1212.57 933.038,1047.99 933.238,910.849 933.438,746.274 \n",
       "  933.637,732.56 933.837,746.274 934.036,773.703 934.236,787.418 934.436,855.99 934.635,828.561 934.835,855.99 935.035,814.847 935.234,814.847 935.434,842.276 \n",
       "  935.634,855.99 935.833,828.561 936.033,787.418 936.232,773.703 936.432,814.847 936.632,897.134 936.831,951.992 937.031,993.136 937.231,883.42 937.43,746.274 \n",
       "  937.63,650.272 937.83,581.7 938.029,540.556 938.229,499.412 938.428,526.842 938.628,554.271 938.828,567.985 939.027,554.271 939.227,513.127 939.427,513.127 \n",
       "  939.626,499.412 939.826,499.412 940.025,540.556 940.225,581.7 940.425,636.558 940.624,705.131 940.824,759.989 941.024,828.561 941.223,924.563 941.423,1006.85 \n",
       "  941.623,1089.14 941.822,1226.28 942.022,1294.86 942.221,1322.28 942.421,1322.28 942.621,1281.14 942.82,1267.43 943.02,1185.14 943.22,1144 943.419,1047.99 \n",
       "  943.619,1020.56 943.819,883.42 944.018,883.42 944.218,801.132 944.417,801.132 944.617,746.274 944.817,718.845 945.016,732.56 945.216,705.131 945.416,705.131 \n",
       "  945.615,732.56 945.815,622.843 946.015,540.556 946.214,609.129 946.414,773.703 946.613,842.276 946.813,787.418 947.013,663.987 947.212,581.7 947.412,540.556 \n",
       "  947.612,513.127 947.811,513.127 948.011,513.127 948.211,581.7 948.41,677.701 948.61,663.987 948.809,622.843 949.009,554.271 949.209,526.842 949.408,485.698 \n",
       "  949.608,499.412 949.808,554.271 950.007,609.129 950.207,677.701 950.407,732.56 950.606,801.132 950.806,897.134 951.005,979.421 951.205,1047.99 951.405,1212.57 \n",
       "  951.604,1308.57 951.804,1322.28 952.004,1308.57 952.203,1294.86 952.403,1294.86 952.602,1240 952.802,1185.14 953.002,1102.85 953.201,1061.71 953.401,965.707 \n",
       "  953.601,910.849 953.8,801.132 954,801.132 954.2,746.274 954.399,732.56 954.599,691.416 954.798,732.56 954.998,746.274 955.198,759.989 955.397,746.274 \n",
       "  955.597,773.703 955.797,773.703 955.996,787.418 956.196,814.847 956.396,773.703 956.595,732.56 956.795,705.131 956.994,705.131 957.194,732.56 957.394,732.56 \n",
       "  957.593,773.703 957.793,801.132 957.993,842.276 958.192,842.276 958.392,897.134 958.592,951.992 958.791,1006.85 958.991,1075.42 959.19,1171.42 959.39,1240 \n",
       "  959.59,1281.14 959.789,1322.28 959.989,1349.71 960.189,1363.43 960.388,1377.14 960.588,1390.86 960.788,1377.14 960.987,1363.43 961.187,1349.71 961.386,1281.14 \n",
       "  961.586,1212.57 961.786,1034.28 961.985,924.563 962.185,828.561 962.385,787.418 962.584,801.132 962.784,828.561 962.984,855.99 963.183,883.42 963.383,883.42 \n",
       "  963.582,910.849 963.782,869.705 963.982,869.705 964.181,869.705 964.381,897.134 964.581,855.99 964.78,842.276 964.98,801.132 965.179,814.847 965.379,855.99 \n",
       "  965.579,883.42 965.778,897.134 965.978,814.847 966.178,732.56 966.377,636.558 966.577,595.414 966.777,595.414 966.976,609.129 967.176,595.414 967.375,663.987 \n",
       "  967.575,691.416 967.775,691.416 967.974,746.274 968.174,869.705 968.374,951.992 968.573,1020.56 968.773,1130.28 968.973,1198.85 969.172,1253.71 969.372,1308.57 \n",
       "  969.571,1336 969.771,1363.43 969.971,1377.14 970.17,1390.86 970.37,1377.14 970.57,1377.14 970.769,1377.14 970.969,1308.57 971.169,1226.28 971.368,1034.28 \n",
       "  971.568,883.42 971.767,705.131 971.967,663.987 972.167,705.131 972.366,718.845 972.566,759.989 972.766,814.847 972.965,787.418 973.165,814.847 973.365,842.276 \n",
       "  973.564,842.276 973.764,855.99 973.963,883.42 974.163,855.99 974.363,828.561 974.562,801.132 974.762,801.132 974.962,869.705 975.161,938.278 975.361,965.707 \n",
       "  975.561,855.99 975.76,759.989 975.96,650.272 976.159,595.414 976.359,595.414 976.559,567.985 976.758,581.7 976.958,609.129 977.158,595.414 977.357,622.843 \n",
       "  977.557,663.987 977.756,732.56 977.956,828.561 978.156,965.707 978.355,1047.99 978.555,1157.71 978.755,1212.57 978.954,1281.14 979.154,1308.57 979.354,1336 \n",
       "  979.553,1363.43 979.753,1377.14 979.952,1363.43 980.152,1377.14 980.352,1363.43 980.551,1294.86 980.751,1212.57 980.951,1020.56 981.15,897.134 981.35,746.274 \n",
       "  981.55,746.274 981.749,746.274 981.949,787.418 982.148,828.561 982.348,842.276 982.548,842.276 982.747,855.99 982.947,814.847 983.147,814.847 983.346,842.276 \n",
       "  983.546,855.99 983.746,828.561 983.945,801.132 984.145,801.132 984.344,814.847 984.544,869.705 984.744,951.992 984.943,979.421 985.143,883.42 985.343,759.989 \n",
       "  985.542,663.987 985.742,595.414 985.942,554.271 986.141,554.271 986.341,581.7 986.54,622.843 986.74,622.843 986.94,609.129 987.139,622.843 987.339,663.987 \n",
       "  987.539,732.56 987.738,828.561 987.938,979.421 988.138,1075.42 988.337,1171.42 988.537,1240 988.736,1267.43 988.936,1322.28 989.136,1336 989.335,1363.43 \n",
       "  989.535,1349.71 989.735,1363.43 989.934,1363.43 990.134,1294.86 990.333,1198.85 990.533,1020.56 990.733,883.42 990.932,746.274 991.132,732.56 991.332,759.989 \n",
       "  991.531,773.703 991.731,787.418 991.931,828.561 992.13,828.561 992.33,855.99 992.529,814.847 992.729,814.847 992.929,828.561 993.128,842.276 993.328,814.847 \n",
       "  993.528,801.132 993.727,801.132 993.927,814.847 994.127,910.849 994.326,979.421 994.526,1006.85 994.725,897.134 994.925,759.989 995.125,705.131 995.324,650.272 \n",
       "  995.524,609.129 995.724,581.7 995.923,540.556 996.123,567.985 996.323,554.271 996.522,554.271 996.722,554.271 996.921,567.985 997.121,622.843 997.321,677.701 \n",
       "  997.52,773.703 997.72,897.134 997.92,1006.85 998.119,1102.85 998.319,1157.71 998.519,1226.28 998.718,1267.43 998.918,1294.86 999.117,1294.86 999.317,1336 \n",
       "  999.517,1336 999.716,1281.14 999.916,1198.85 1000.12,1034.28 1000.32,910.849 1000.51,773.703 1000.71,759.989 1000.91,773.703 1001.11,814.847 1001.31,814.847 \n",
       "  1001.51,842.276 1001.71,828.561 1001.91,855.99 1002.11,814.847 1002.31,814.847 1002.51,842.276 1002.71,855.99 1002.91,842.276 1003.11,828.561 1003.31,814.847 \n",
       "  1003.51,828.561 1003.71,897.134 1003.91,951.992 1004.11,1006.85 1004.31,883.42 1004.51,759.989 1004.71,650.272 1004.91,567.985 1005.11,540.556 1005.31,485.698 \n",
       "  1005.51,513.127 1005.71,540.556 1005.91,540.556 1006.1,540.556 1006.3,499.412 1006.5,485.698 1006.7,499.412 1006.9,513.127 1007.1,567.985 1007.3,636.558 \n",
       "  1007.5,691.416 1007.7,732.56 1007.9,773.703 1008.1,869.705 1008.3,938.278 1008.5,1020.56 1008.7,1089.14 1008.9,1226.28 1009.1,1294.86 1009.3,1336 \n",
       "  1009.5,1322.28 1009.7,1294.86 1009.9,1267.43 1010.1,1185.14 1010.3,1144 1010.5,1034.28 1010.7,1006.85 1010.9,897.134 1011.1,883.42 1011.3,801.132 \n",
       "  1011.49,801.132 1011.69,746.274 1011.89,759.989 1012.09,732.56 1012.29,718.845 1012.49,705.131 1012.69,732.56 1012.89,732.56 1013.09,732.56 1013.29,746.274 \n",
       "  1013.49,814.847 1013.69,869.705 1013.89,814.847 1014.09,705.131 1014.29,636.558 1014.49,581.7 1014.69,554.271 1014.89,554.271 1015.09,595.414 1015.29,609.129 \n",
       "  1015.49,622.843 1015.69,595.414 1015.89,567.985 1016.09,540.556 1016.29,526.842 1016.49,526.842 1016.69,526.842 1016.88,567.985 1017.08,567.985 1017.28,691.416 \n",
       "  1017.48,732.56 1017.68,787.418 1017.88,869.705 1018.08,979.421 1018.28,1034.28 1018.48,1198.85 1018.68,1294.86 1018.88,1336 1019.08,1308.57 1019.28,1294.86 \n",
       "  1019.48,1294.86 1019.68,1240 1019.88,1212.57 1020.08,1116.57 1020.28,1075.42 1020.48,979.421 1020.68,938.278 1020.88,855.99 1021.08,842.276 1021.28,828.561 \n",
       "  1021.48,828.561 1021.68,814.847 1021.88,842.276 1022.08,897.134 1022.28,910.849 1022.47,924.563 1022.67,951.992 1022.87,965.707 1023.07,993.136 1023.27,1034.28 \n",
       "  1023.47,979.421 1023.67,924.563 1023.87,883.42 1024.07,842.276 1024.27,842.276 1024.47,828.561 1024.67,814.847 1024.87,855.99 1025.07,883.42 1025.27,897.134 \n",
       "  1025.47,910.849 1025.67,951.992 1025.87,1006.85 1026.07,1075.42 1026.27,1130.28 1026.47,1226.28 1026.67,1294.86 1026.87,1322.28 1027.07,1349.71 1027.27,1363.43 \n",
       "  1027.47,1377.14 1027.67,1390.86 1027.86,1377.14 1028.06,1363.43 1028.26,1349.71 1028.46,1281.14 1028.66,1198.85 1028.86,1034.28 1029.06,951.992 1029.26,869.705 \n",
       "  1029.46,842.276 1029.66,869.705 1029.86,869.705 1030.06,897.134 1030.26,938.278 1030.46,938.278 1030.66,951.992 1030.86,910.849 1031.06,910.849 1031.26,910.849 \n",
       "  1031.46,924.563 1031.66,924.563 1031.86,883.42 1032.06,883.42 1032.26,883.42 1032.46,938.278 1032.66,965.707 1032.86,965.707 1033.06,883.42 1033.25,814.847 \n",
       "  1033.45,732.56 1033.65,705.131 1033.85,691.416 1034.05,650.272 1034.25,663.987 1034.45,677.701 1034.65,663.987 1034.85,718.845 1035.05,746.274 1035.25,814.847 \n",
       "  1035.45,910.849 1035.65,965.707 1035.85,1061.71 1036.05,1144 1036.25,1198.85 1036.45,1294.86 1036.65,1322.28 1036.85,1349.71 1037.05,1377.14 1037.25,1390.86 \n",
       "  1037.45,1377.14 1037.65,1377.14 1037.85,1363.43 1038.05,1294.86 1038.25,1198.85 1038.45,1020.56 1038.65,910.849 1038.84,814.847 1039.04,814.847 1039.24,828.561 \n",
       "  1039.44,869.705 1039.64,883.42 1039.84,924.563 1040.04,924.563 1040.24,951.992 1040.44,938.278 1040.64,910.849 1040.84,924.563 1041.04,951.992 1041.24,951.992 \n",
       "  1041.44,951.992 1041.64,924.563 1041.84,951.992 1042.04,979.421 1042.24,1034.28 1042.44,1061.71 1042.64,979.421 1042.84,883.42 1043.04,787.418 1043.24,759.989 \n",
       "  1043.44,691.416 1043.64,636.558 1043.84,622.843 1044.04,636.558 1044.23,636.558 1044.43,636.558 1044.63,691.416 1044.83,705.131 1045.03,787.418 1045.23,910.849 \n",
       "  1045.43,1020.56 1045.63,1116.57 1045.83,1198.85 1046.03,1253.71 1046.23,1294.86 1046.43,1336 1046.63,1349.71 1046.83,1363.43 1047.03,1363.43 1047.23,1377.14 \n",
       "  1047.43,1363.43 1047.63,1308.57 1047.83,1198.85 1048.03,1034.28 1048.23,910.849 1048.43,801.132 1048.63,801.132 1048.83,828.561 1049.03,855.99 1049.23,883.42 \n",
       "  1049.43,910.849 1049.63,910.849 1049.82,924.563 1050.02,897.134 1050.22,869.705 1050.42,883.42 1050.62,897.134 1050.82,883.42 1051.02,855.99 1051.22,855.99 \n",
       "  1051.42,855.99 1051.62,938.278 1051.82,1006.85 1052.02,1006.85 1052.22,897.134 1052.42,814.847 1052.62,718.845 1052.82,705.131 1053.02,677.701 1053.22,677.701 \n",
       "  1053.42,705.131 1053.62,718.845 1053.82,677.701 1054.02,650.272 1054.22,677.701 1054.42,691.416 1054.62,787.418 1054.82,897.134 1055.02,1006.85 1055.21,1102.85 \n",
       "  1055.41,1198.85 1055.61,1240 1055.81,1281.14 1056.01,1308.57 1056.21,1336 1056.41,1363.43 1056.61,1349.71 1056.81,1363.43 1057.01,1363.43 1057.21,1308.57 \n",
       "  1057.41,1240 1057.61,1047.99 1057.81,951.992 1058.01,855.99 1058.21,801.132 1058.41,814.847 1058.61,842.276 1058.81,814.847 1059.01,828.561 1059.21,828.561 \n",
       "  1059.41,883.42 1059.61,883.42 1059.81,842.276 1060.01,855.99 1060.21,855.99 1060.41,855.99 1060.6,869.705 1060.8,897.134 1061,910.849 1061.2,951.992 \n",
       "  1061.4,979.421 1061.6,1006.85 1061.8,883.42 1062,787.418 1062.2,705.131 1062.4,663.987 1062.6,636.558 1062.8,622.843 1063,650.272 1063.2,691.416 \n",
       "  1063.4,691.416 1063.6,663.987 1063.8,677.701 1064,622.843 1064.2,677.701 1064.4,746.274 1064.6,883.42 1064.8,993.136 1065,1089.14 1065.2,1157.71 \n",
       "  1065.4,1198.85 1065.6,1240 1065.8,1281.14 1066,1308.57 1066.19,1308.57 1066.39,1336 1066.59,1349.71 1066.79,1308.57 1066.99,1226.28 1067.19,1075.42 \n",
       "  1067.39,993.136 1067.59,883.42 1067.79,869.705 1067.99,842.276 1068.19,869.705 1068.39,869.705 1068.59,897.134 1068.79,883.42 1068.99,910.849 1069.19,883.42 \n",
       "  1069.39,869.705 1069.59,883.42 1069.79,897.134 1069.99,869.705 1070.19,869.705 1070.39,842.276 1070.59,869.705 1070.79,924.563 1070.99,951.992 1071.19,979.421 \n",
       "  1071.39,897.134 1071.58,773.703 1071.78,677.701 1071.98,622.843 1072.18,581.7 1072.38,567.985 1072.58,567.985 1072.78,595.414 1072.98,595.414 1073.18,595.414 \n",
       "  1073.38,540.556 1073.58,540.556 1073.78,526.842 1073.98,540.556 1074.18,567.985 1074.38,622.843 1074.58,650.272 1074.78,732.56 1074.98,787.418 1075.18,842.276 \n",
       "  1075.38,938.278 1075.58,1006.85 1075.78,1089.14 1075.98,1226.28 1076.18,1308.57 1076.38,1322.28 1076.58,1322.28 1076.78,1267.43 1076.98,1240 1077.17,1171.42 \n",
       "  1077.37,1144 1077.57,1034.28 1077.77,1020.56 1077.97,924.563 1078.17,897.134 1078.37,842.276 1078.57,814.847 1078.77,746.274 1078.97,746.274 1079.17,759.989 \n",
       "  1079.37,732.56 1079.57,746.274 1079.77,759.989 1079.97,732.56 1080.17,759.989 1080.37,773.703 1080.57,842.276 1080.77,910.849 1080.97,828.561 1081.17,705.131 \n",
       "  1081.37,636.558 1081.57,609.129 1081.77,581.7 1081.97,567.985 1082.17,622.843 1082.37,636.558 1082.56,663.987 1082.76,636.558 1082.96,567.985 1083.16,513.127 \n",
       "  1083.36,471.983 1083.56,471.983 1083.76,499.412 1083.96,526.842 1084.16,595.414 1084.36,663.987 1084.56,718.845 1084.76,801.132 1084.96,883.42 1085.16,965.707 \n",
       "  1085.36,1034.28 1085.56,1198.85 1085.76,1294.86 1085.96,1322.28 1086.16,1322.28 1086.36,1294.86 1086.56,1281.14 1086.76,1240 1086.96,1198.85 1087.16,1130.28 \n",
       "  1087.36,1089.14 1087.56,1006.85 1087.76,965.707 1087.95,869.705 1088.15,842.276 1088.35,773.703 1088.55,759.989 1088.75,746.274 1088.95,746.274 1089.15,773.703 \n",
       "  1089.35,759.989 1089.55,759.989 1089.75,801.132 1089.95,801.132 1090.15,828.561 1090.35,855.99 1090.55,842.276 1090.75,773.703 1090.95,732.56 1091.15,759.989 \n",
       "  1091.35,773.703 1091.55,787.418 1091.75,814.847 1091.95,869.705 1092.15,883.42 1092.35,897.134 1092.55,924.563 1092.75,979.421 1092.95,1034.28 1093.15,1075.42 \n",
       "  1093.35,1157.71 1093.54,1226.28 1093.74,1281.14 1093.94,1336 1094.14,1336 1094.34,1363.43 1094.54,1377.14 1094.74,1390.86 1094.94,1377.14 1095.14,1377.14 \n",
       "  1095.34,1349.71 1095.54,1294.86 1095.74,1198.85 1095.94,1061.71 1096.14,951.992 1096.34,855.99 1096.54,842.276 1096.74,869.705 1096.94,910.849 1097.14,938.278 \n",
       "  1097.34,924.563 1097.54,910.849 1097.74,924.563 1097.94,883.42 1098.14,883.42 1098.34,897.134 1098.54,910.849 1098.74,869.705 1098.93,842.276 1099.13,814.847 \n",
       "  1099.33,828.561 1099.53,855.99 1099.73,897.134 1099.93,938.278 1100.13,842.276 1100.33,691.416 1100.53,650.272 1100.73,663.987 1100.93,650.272 1101.13,677.701 \n",
       "  1101.33,691.416 1101.53,732.56 1101.73,759.989 1101.93,773.703 1102.13,828.561 1102.33,842.276 1102.53,979.421 1102.73,1047.99 1102.93,1116.57 1103.13,1212.57 \n",
       "  1103.33,1267.43 1103.53,1308.57 1103.73,1336 1103.93,1363.43 1104.13,1377.14 1104.33,1390.86 1104.52,1377.14 1104.72,1377.14 1104.92,1363.43 1105.12,1308.57 \n",
       "  1105.32,1226.28 1105.52,1047.99 1105.72,938.278 1105.92,787.418 1106.12,759.989 1106.32,759.989 1106.52,801.132 1106.72,814.847 1106.92,869.705 1107.12,883.42 \n",
       "  1107.32,897.134 1107.52,842.276 1107.72,842.276 1107.92,869.705 1108.12,897.134 1108.32,842.276 1108.52,814.847 1108.72,801.132 1108.92,814.847 1109.12,869.705 \n",
       "  1109.32,938.278 1109.52,951.992 1109.72,855.99 1109.91,746.274 1110.11,650.272 1110.31,622.843 1110.51,595.414 1110.71,595.414 1110.91,609.129 1111.11,636.558 \n",
       "  1111.31,609.129 1111.51,622.843 1111.71,677.701 1111.91,732.56 1112.11,828.561 1112.31,910.849 1112.51,1006.85 1112.71,1144 1112.91,1212.57 1113.11,1267.43 \n",
       "  1113.31,1308.57 1113.51,1336 1113.71,1349.71 1113.91,1363.43 1114.11,1363.43 1114.31,1390.86 1114.51,1363.43 1114.71,1294.86 1114.91,1212.57 1115.11,1034.28 \n",
       "  1115.3,897.134 1115.5,746.274 1115.7,718.845 1115.9,718.845 1116.1,759.989 1116.3,773.703 1116.5,842.276 1116.7,855.99 1116.9,869.705 1117.1,773.703 \n",
       "  1117.3,801.132 1117.5,814.847 1117.7,842.276 1117.9,842.276 1118.1,814.847 1118.3,787.418 1118.5,801.132 1118.7,842.276 1118.9,924.563 1119.1,951.992 \n",
       "  1119.3,869.705 1119.5,759.989 1119.7,650.272 1119.9,622.843 1120.1,581.7 1120.3,567.985 1120.5,581.7 1120.7,595.414 1120.89,609.129 1121.09,595.414 \n",
       "  1121.29,636.558 1121.49,650.272 1121.69,746.274 1121.89,842.276 1122.09,979.421 1122.29,1089.14 1122.49,1171.42 1122.69,1240 1122.89,1281.14 1123.09,1322.28 \n",
       "  1123.29,1336 1123.49,1363.43 1123.69,1349.71 1123.89,1377.14 1124.09,1363.43 1124.29,1294.86 1124.49,1212.57 1124.69,1034.28 1124.89,897.134 1125.09,759.989 \n",
       "  1125.29,746.274 1125.49,732.56 1125.69,773.703 1125.89,787.418 1126.09,842.276 1126.28,828.561 1126.48,855.99 1126.68,814.847 1126.88,814.847 1127.08,828.561 \n",
       "  1127.28,855.99 1127.48,814.847 1127.68,801.132 1127.88,773.703 1128.08,787.418 1128.28,855.99 1128.48,951.992 1128.68,965.707 1128.88,855.99 1129.08,732.56 \n",
       "  1129.28,663.987 1129.48,636.558 1129.68,581.7 1129.88,554.271 1130.08,567.985 1130.28,567.985 1130.48,554.271 1130.68,554.271 1130.88,581.7 1131.08,609.129 \n",
       "  1131.28,636.558 1131.48,705.131 1131.68,828.561 1131.87,924.563 1132.07,1034.28 1132.27,1102.85 1132.47,1171.42 1132.67,1226.28 1132.87,1267.43 1133.07,1294.86 \n",
       "  1133.27,1308.57 1133.47,1336 1133.67,1349.71 1133.87,1294.86 1134.07,1212.57 1134.27,1061.71 1134.47,938.278 1134.67,787.418 1134.87,759.989 1135.07,759.989 \n",
       "  1135.27,773.703 1135.47,801.132 1135.67,855.99 1135.87,855.99 1136.07,855.99 1136.27,828.561 1136.47,814.847 1136.67,842.276 1136.87,855.99 1137.07,842.276 \n",
       "  1137.26,787.418 1137.46,773.703 1137.66,787.418 1137.86,869.705 1138.06,910.849 1138.26,938.278 1138.46,814.847 1138.66,663.987 1138.86,567.985 1139.06,581.7 \n",
       "  1139.26,526.842 1139.46,499.412 1139.66,540.556 1139.86,567.985 1140.06,581.7 1140.26,567.985 1140.46,567.985 1140.66,540.556 1140.86,595.414 1141.06,595.414 \n",
       "  1141.26,636.558 1141.46,677.701 1141.66,732.56 1141.86,801.132 1142.06,855.99 1142.26,910.849 1142.46,965.707 1142.65,1047.99 1142.85,1116.57 1143.05,1240 \n",
       "  1143.25,1322.28 1143.45,1336 1143.65,1336 1143.85,1308.57 1144.05,1281.14 1144.25,1253.71 1144.45,1212.57 1144.65,1116.57 1144.85,1047.99 1145.05,938.278 \n",
       "  1145.25,869.705 1145.45,814.847 1145.65,814.847 1145.85,814.847 1146.05,801.132 1146.25,814.847 1146.45,828.561 1146.65,801.132 1146.85,828.561 1147.05,828.561 \n",
       "  1147.25,828.561 1147.45,828.561 1147.65,855.99 1147.85,855.99 1148.05,773.703 1148.24,691.416 1148.44,663.987 1148.64,622.843 1148.84,554.271 1149.04,526.842 \n",
       "  1149.24,609.129 1149.44,636.558 1149.64,636.558 1149.84,595.414 1150.04,595.414 1150.24,567.985 1150.44,554.271 1150.64,554.271 1150.84,567.985 1151.04,636.558 \n",
       "  1151.24,650.272 1151.44,732.56 1151.64,787.418 1151.84,842.276 1152.04,924.563 1152.24,993.136 1152.44,1061.71 1152.64,1212.57 1152.84,1294.86 1153.04,1336 \n",
       "  1153.24,1336 1153.44,1308.57 1153.63,1294.86 1153.83,1240 1154.03,1198.85 1154.23,1144 1154.43,1075.42 1154.63,1006.85 1154.83,938.278 1155.03,855.99 \n",
       "  1155.23,828.561 1155.43,787.418 1155.63,801.132 1155.83,773.703 1156.03,814.847 1156.23,828.561 1156.43,842.276 1156.63,828.561 1156.83,842.276 1157.03,855.99 \n",
       "  1157.23,910.849 1157.43,924.563 1157.63,883.42 1157.83,814.847 1158.03,759.989 1158.23,759.989 1158.43,746.274 1158.63,759.989 1158.83,814.847 1159.02,828.561 \n",
       "  1159.22,869.705 1159.42,869.705 1159.62,938.278 1159.82,965.707 1160.02,1034.28 1160.22,1102.85 1160.42,1171.42 1160.62,1253.71 1160.82,1294.86 1161.02,1336 \n",
       "  1161.22,1349.71 1161.42,1377.14 1161.62,1390.86 1161.82,1390.86 1162.02,1377.14 1162.22,1377.14 1162.42,1349.71 1162.62,1294.86 1162.82,1212.57 1163.02,1061.71 \n",
       "  1163.22,951.992 1163.42,842.276 1163.62,814.847 1163.82,828.561 1164.02,828.561 1164.22,855.99 1164.42,910.849 1164.61,897.134 1164.81,910.849 1165.01,883.42 \n",
       "  1165.21,869.705 1165.41,883.42 1165.61,910.849 1165.81,869.705 1166.01,855.99 1166.21,814.847 1166.41,814.847 1166.61,855.99 1166.81,897.134 1167.01,897.134 \n",
       "  1167.21,801.132 1167.41,718.845 1167.61,636.558 1167.81,609.129 1168.01,595.414 1168.21,622.843 1168.41,677.701 1168.61,718.845 1168.81,718.845 1169.01,759.989 \n",
       "  1169.21,787.418 1169.41,855.99 1169.61,910.849 1169.81,1047.99 1170,1116.57 1170.2,1226.28 1170.4,1267.43 1170.6,1308.57 1170.8,1336 1171,1363.43 \n",
       "  1171.2,1377.14 1171.4,1390.86 1171.6,1377.14 1171.8,1390.86 1172,1377.14 1172.2,1308.57 1172.4,1212.57 1172.6,1047.99 1172.8,924.563 1173,787.418 \n",
       "  1173.2,773.703 1173.4,773.703 1173.6,801.132 1173.8,828.561 1174,869.705 1174.2,869.705 1174.4,910.849 1174.6,855.99 1174.8,842.276 1175,855.99 \n",
       "  1175.2,883.42 1175.4,855.99 1175.59,842.276 1175.79,814.847 1175.99,801.132 1176.19,883.42 1176.39,938.278 1176.59,965.707 1176.79,855.99 1176.99,732.56 \n",
       "  1177.19,650.272 1177.39,622.843 1177.59,581.7 1177.79,581.7 1177.99,609.129 1178.19,622.843 1178.39,622.843 1178.59,636.558 1178.79,677.701 1178.99,677.701 \n",
       "  1179.19,705.131 1179.39,897.134 1179.59,1020.56 1179.79,1130.28 1179.99,1212.57 1180.19,1267.43 1180.39,1322.28 1180.59,1349.71 1180.79,1363.43 1180.98,1377.14 \n",
       "  1181.18,1377.14 1181.38,1377.14 1181.58,1363.43 1181.78,1294.86 1181.98,1212.57 1182.18,1047.99 1182.38,897.134 1182.58,773.703 1182.78,746.274 1182.98,759.989 \n",
       "  1183.18,814.847 1183.38,828.561 1183.58,855.99 1183.78,855.99 1183.98,869.705 1184.18,814.847 1184.38,814.847 1184.58,842.276 1184.78,855.99 1184.98,828.561 \n",
       "  1185.18,814.847 1185.38,787.418 1185.58,801.132 1185.78,855.99 1185.98,924.563 1186.18,951.992 1186.37,855.99 1186.57,746.274 1186.77,622.843 1186.97,595.414 \n",
       "  1187.17,554.271 1187.37,554.271 1187.57,567.985 1187.77,581.7 1187.97,581.7 1188.17,581.7 1188.37,595.414 1188.57,636.558 1188.77,732.56 1188.97,855.99 \n",
       "  1189.17,979.421 1189.37,1089.14 1189.57,1185.14 1189.77,1240 1189.97,1281.14 1190.17,1322.28 1190.37,1349.71 1190.57,1363.43 1190.77,1349.71 1190.97,1363.43 \n",
       "  1191.17,1349.71 1191.37,1294.86 1191.57,1212.57 1191.77,1034.28 1191.96,910.849 1192.16,759.989 1192.36,732.56 1192.56,759.989 1192.76,773.703 1192.96,801.132 \n",
       "  1193.16,828.561 1193.36,814.847 1193.56,842.276 1193.76,814.847 1193.96,801.132 1194.16,814.847 1194.36,842.276 1194.56,787.418 1194.76,773.703 1194.96,759.989 \n",
       "  1195.16,773.703 1195.36,842.276 1195.56,924.563 1195.76,951.992 1195.96,828.561 1196.16,705.131 1196.36,636.558 1196.56,581.7 1196.76,526.842 1196.96,513.127 \n",
       "  1197.16,526.842 1197.35,526.842 1197.55,540.556 1197.75,513.127 1197.95,526.842 1198.15,567.985 1198.35,609.129 1198.55,691.416 1198.75,801.132 1198.95,924.563 \n",
       "  1199.15,965.707 1199.35,1089.14 1199.55,1171.42 1199.75,1226.28 1199.95,1281.14 1200.15,1308.57 1200.35,1308.57 1200.55,1322.28 1200.75,1336 1200.95,1267.43 \n",
       "  1201.15,1198.85 1201.35,1047.99 1201.55,924.563 1201.75,759.989 1201.95,718.845 1202.15,732.56 1202.35,759.989 1202.55,773.703 1202.75,828.561 1202.94,828.561 \n",
       "  1203.14,828.561 1203.34,801.132 1203.54,787.418 1203.74,828.561 1203.94,855.99 1204.14,814.847 1204.34,759.989 1204.54,746.274 1204.74,801.132 1204.94,869.705 \n",
       "  1205.14,938.278 1205.34,965.707 1205.54,855.99 1205.74,732.56 1205.94,650.272 1206.14,622.843 1206.34,540.556 1206.54,526.842 1206.74,554.271 1206.94,567.985 \n",
       "  1207.14,567.985 1207.34,554.271 1207.54,554.271 1207.74,526.842 1207.94,513.127 1208.14,526.842 1208.33,567.985 1208.53,622.843 1208.73,663.987 1208.93,759.989 \n",
       "  1209.13,759.989 1209.33,883.42 1209.53,965.707 1209.73,1034.28 1209.93,1089.14 1210.13,1226.28 1210.33,1294.86 1210.53,1336 1210.73,1308.57 1210.93,1267.43 \n",
       "  1211.13,1226.28 1211.33,1157.71 1211.53,1089.14 1211.73,965.707 1211.93,924.563 1212.13,814.847 1212.33,773.703 1212.53,718.845 1212.73,718.845 1212.93,691.416 \n",
       "  1213.13,691.416 1213.33,677.701 1213.53,705.131 1213.72,705.131 1213.92,732.56 1214.12,718.845 1214.32,746.274 1214.52,718.845 1214.72,787.418 1214.92,828.561 \n",
       "  1215.12,759.989 1215.32,650.272 1215.52,609.129 1215.72,540.556 1215.92,513.127 1216.12,526.842 1216.32,567.985 1216.52,609.129 1216.72,636.558 1216.92,609.129 \n",
       "  1217.12,567.985 1217.32,526.842 1217.52,499.412 1217.72,499.412 1217.92,526.842 1218.12,567.985 1218.32,609.129 1218.52,663.987 1218.72,718.845 1218.92,801.132 \n",
       "  1219.12,869.705 1219.31,951.992 1219.51,1034.28 1219.71,1198.85 1219.91,1308.57 1220.11,1322.28 1220.31,1322.28 1220.51,1281.14 1220.71,1294.86 1220.91,1253.71 \n",
       "  1221.11,1212.57 1221.31,1130.28 1221.51,1061.71 1221.71,965.707 1221.91,910.849 1222.11,828.561 1222.31,801.132 1222.51,773.703 1222.71,759.989 1222.91,759.989 \n",
       "  1223.11,759.989 1223.31,773.703 1223.51,787.418 1223.71,801.132 1223.91,814.847 1224.11,869.705 1224.31,897.134 1224.51,924.563 1224.7,855.99 1224.9,787.418 \n",
       "  1225.1,746.274 1225.3,732.56 1225.5,732.56 1225.7,732.56 1225.9,773.703 1226.1,787.418 1226.3,828.561 1226.5,814.847 1226.7,814.847 1226.9,855.99 \n",
       "  1227.1,924.563 1227.3,965.707 1227.5,1047.99 1227.7,1144 1227.9,1212.57 1228.1,1267.43 1228.3,1294.86 1228.5,1322.28 1228.7,1349.71 1228.9,1363.43 \n",
       "  1229.1,1349.71 1229.3,1349.71 1229.5,1363.43 1229.7,1322.28 1229.9,1267.43 1230.1,1185.14 1230.29,1116.57 1230.49,1034.28 1230.69,979.421 1230.89,910.849 \n",
       "  1231.09,910.849 1231.29,897.134 1231.49,938.278 1231.69,924.563 1231.89,938.278 1232.09,897.134 1232.29,897.134 1232.49,897.134 1232.69,897.134 1232.89,869.705 \n",
       "  1233.09,855.99 1233.29,828.561 1233.49,842.276 1233.69,855.99 1233.89,883.42 1234.09,897.134 1234.29,828.561 1234.49,773.703 1234.69,691.416 1234.89,581.7 \n",
       "  1235.09,595.414 1235.29,677.701 1235.49,677.701 1235.68,691.416 1235.88,705.131 1236.08,759.989 1236.28,828.561 1236.48,910.849 1236.68,938.278 1236.88,1075.42 \n",
       "  1237.08,1144 1237.28,1226.28 1237.48,1253.71 1237.68,1308.57 1237.88,1349.71 1238.08,1377.14 1238.28,1390.86 1238.48,1390.86 1238.68,1390.86 1238.88,1390.86 \n",
       "  1239.08,1377.14 1239.28,1294.86 1239.48,1226.28 1239.68,1047.99 1239.88,924.563 1240.08,787.418 1240.28,746.274 1240.48,759.989 1240.68,787.418 1240.88,801.132 \n",
       "  1241.07,869.705 1241.27,842.276 1241.47,883.42 1241.67,842.276 1241.87,842.276 1242.07,842.276 1242.27,855.99 1242.47,828.561 1242.67,814.847 1242.87,801.132 \n",
       "  1243.07,801.132 1243.27,842.276 1243.47,924.563 1243.67,951.992 1243.87,883.42 1244.07,759.989 1244.27,663.987 1244.47,636.558 1244.67,622.843 1244.87,622.843 \n",
       "  1245.07,650.272 1245.27,650.272 1245.47,636.558 1245.67,622.843 1245.87,677.701 1246.07,773.703 1246.27,855.99 1246.47,965.707 1246.66,1047.99 1246.86,1157.71 \n",
       "  1247.06,1226.28 1247.26,1281.14 1247.46,1308.57 1247.66,1336 1247.86,1363.43 1248.06,1377.14 1248.26,1377.14 1248.46,1377.14 1248.66,1363.43 1248.86,1294.86 \n",
       "  1249.06,1212.57 1249.26,1034.28 1249.46,897.134 1249.66,759.989 1249.86,732.56 1250.06,732.56 1250.26,773.703 1250.46,801.132 1250.66,842.276 1250.86,801.132 \n",
       "  1251.06,842.276 1251.26,801.132 1251.46,814.847 1251.66,801.132 1251.86,828.561 1252.05,814.847 1252.25,787.418 1252.45,773.703 1252.65,787.418 1252.85,869.705 \n",
       "  1253.05,938.278 1253.25,951.992 1253.45,828.561 1253.65,718.845 1253.85,677.701 1254.05,650.272 1254.25,622.843 1254.45,526.842 1254.65,567.985 1254.85,609.129 \n",
       "  1255.05,540.556 1255.25,622.843 1255.45,663.987 1255.65,581.7 1255.85,746.274 1256.05,883.42 1256.25,993.136 1256.45,1089.14 1256.65,1157.71 1256.85,1253.71 \n",
       "  1257.05,1294.86 1257.25,1336 1257.44,1349.71 1257.64,1363.43 1257.84,1349.71 1258.04,1363.43 1258.24,1363.43 1258.44,1281.14 1258.64,1198.85 1258.84,1006.85 \n",
       "  1259.04,883.42 1259.24,691.416 1259.44,705.131 1259.64,691.416 1259.84,732.56 1260.04,732.56 1260.24,759.989 1260.44,801.132 1260.64,855.99 1260.84,814.847 \n",
       "  1261.04,828.561 1261.24,855.99 1261.44,869.705 1261.64,814.847 1261.84,801.132 1262.04,773.703 1262.24,787.418 1262.44,869.705 1262.64,910.849 1262.84,924.563 \n",
       "  1263.03,828.561 1263.23,691.416 1263.43,609.129 1263.63,595.414 1263.83,526.842 1264.03,513.127 1264.23,540.556 1264.43,567.985 1264.63,540.556 1264.83,499.412 \n",
       "  1265.03,540.556 1265.23,567.985 1265.43,595.414 1265.63,622.843 1265.83,773.703 1266.03,910.849 1266.23,1006.85 1266.43,1089.14 1266.63,1171.42 1266.83,1212.57 \n",
       "  1267.03,1267.43 1267.23,1294.86 1267.43,1308.57 1267.63,1336 1267.83,1336 1268.03,1281.14 1268.23,1226.28 1268.42,1034.28 1268.62,924.563 1268.82,759.989 \n",
       "  1269.02,746.274 1269.22,746.274 1269.42,773.703 1269.62,801.132 1269.82,842.276 1270.02,828.561 1270.22,842.276 1270.42,801.132 1270.62,787.418 1270.82,828.561 \n",
       "  1271.02,842.276 1271.22,814.847 1271.42,773.703 1271.62,759.989 1271.82,773.703 1272.02,869.705 1272.22,924.563 1272.42,951.992 1272.62,842.276 1272.82,705.131 \n",
       "  1273.02,650.272 1273.22,581.7 1273.42,526.842 1273.62,513.127 1273.82,526.842 1274.01,540.556 1274.21,540.556 1274.41,513.127 1274.61,513.127 1274.81,526.842 \n",
       "  1275.01,513.127 1275.21,540.556 1275.41,581.7 1275.61,595.414 1275.81,663.987 1276.01,732.56 1276.21,759.989 1276.41,869.705 1276.61,951.992 1276.81,1020.56 \n",
       "  1277.01,1075.42 1277.21,1226.28 1277.41,1294.86 1277.61,1322.28 1277.81,1322.28 1278.01,1281.14 1278.21,1240 1278.41,1144 1278.61,1089.14 1278.81,979.421 \n",
       "  1279.01,951.992 1279.21,855.99 1279.4,855.99 1279.6,787.418 1279.8,759.989 1280,705.131 1280.2,705.131 1280.4,691.416 1280.6,705.131 1280.8,691.416 \n",
       "  1281,705.131 1281.2,691.416 1281.4,691.416 1281.6,718.845 1281.8,787.418 1282,842.276 1282.2,787.418 1282.4,650.272 1282.6,595.414 1282.8,526.842 \n",
       "  1283,485.698 1283.2,499.412 1283.4,567.985 1283.6,595.414 1283.8,595.414 1284,567.985 1284.2,540.556 1284.4,499.412 1284.6,471.983 1284.79,444.554 \n",
       "  1284.99,471.983 1285.19,540.556 1285.39,554.271 1285.59,636.558 1285.79,691.416 1285.99,773.703 1286.19,869.705 1286.39,951.992 1286.59,1034.28 1286.79,1198.85 \n",
       "  1286.99,1281.14 1287.19,1322.28 1287.39,1322.28 1287.59,1294.86 1287.79,1267.43 1287.99,1212.57 1288.19,1198.85 1288.39,1116.57 1288.59,1047.99 1288.79,951.992 \n",
       "  1288.99,910.849 1289.19,814.847 1289.39,787.418 1289.59,718.845 1289.79,691.416 1289.99,677.701 1290.19,677.701 1290.38,691.416 1290.58,691.416 1290.78,718.845 \n",
       "  1290.98,732.56 1291.18,746.274 1291.38,801.132 1291.58,855.99 1291.78,814.847 1291.98,732.56 1292.18,718.845 1292.38,691.416 1292.58,677.701 1292.78,677.701 \n",
       "  1292.98,759.989 1293.18,801.132 1293.38,814.847 1293.58,828.561 1293.78,869.705 1293.98,924.563 1294.18,1020.56 1294.38,1089.14 1294.58,1157.71 1294.78,1212.57 \n",
       "  1294.98,1281.14 1295.18,1336 1295.38,1349.71 1295.58,1377.14 1295.77,1390.86 1295.97,1390.86 1296.17,1377.14 1296.37,1377.14 1296.57,1349.71 1296.77,1281.14 \n",
       "  1296.97,1198.85 1297.17,1047.99 1297.37,938.278 1297.57,828.561 1297.77,801.132 1297.97,814.847 1298.17,828.561 1298.37,842.276 1298.57,883.42 1298.77,883.42 \n",
       "  1298.97,883.42 1299.17,869.705 1299.37,855.99 1299.57,869.705 1299.77,883.42 1299.97,869.705 1300.17,828.561 1300.37,814.847 1300.57,801.132 1300.77,855.99 \n",
       "  1300.97,883.42 1301.17,910.849 1301.36,801.132 1301.56,718.845 1301.76,636.558 1301.96,595.414 1302.16,609.129 1302.36,636.558 1302.56,677.701 1302.76,705.131 \n",
       "  1302.96,691.416 1303.16,718.845 1303.36,746.274 1303.56,855.99 1303.76,965.707 1303.96,1047.99 1304.16,1130.28 1304.36,1212.57 1304.56,1267.43 1304.76,1308.57 \n",
       "  1304.96,1336 1305.16,1363.43 1305.36,1377.14 1305.56,1390.86 1305.76,1377.14 1305.96,1377.14 1306.16,1363.43 1306.36,1294.86 1306.56,1226.28 1306.75,1034.28 \n",
       "  1306.95,924.563 1307.15,773.703 1307.35,732.56 1307.55,759.989 1307.75,787.418 1307.95,814.847 1308.15,855.99 1308.35,883.42 1308.55,869.705 1308.75,828.561 \n",
       "  1308.95,814.847 1309.15,828.561 1309.35,869.705 1309.55,855.99 1309.75,814.847 1309.95,814.847 1310.15,787.418 1310.35,842.276 1310.55,910.849 1310.75,924.563 \n",
       "  1310.95,828.561 1311.15,705.131 1311.35,636.558 1311.55,609.129 1311.75,581.7 1311.95,567.985 1312.14,595.414 1312.34,595.414 1312.54,554.271 1312.74,609.129 \n",
       "  1312.94,650.272 1313.14,705.131 1313.34,814.847 1313.54,897.134 1313.74,1034.28 1313.94,1130.28 1314.14,1212.57 1314.34,1267.43 1314.54,1308.57 1314.74,1336 \n",
       "  1314.94,1349.71 1315.14,1363.43 1315.34,1363.43 1315.54,1377.14 1315.74,1363.43 1315.94,1281.14 1316.14,1171.42 1316.34,993.136 1316.54,869.705 1316.74,759.989 \n",
       "  1316.94,718.845 1317.14,732.56 1317.34,746.274 1317.54,787.418 1317.73,842.276 1317.93,828.561 1318.13,869.705 1318.33,814.847 1318.53,828.561 1318.73,842.276 \n",
       "  1318.93,869.705 1319.13,842.276 1319.33,814.847 1319.53,759.989 1319.73,801.132 1319.93,869.705 1320.13,938.278 1320.33,951.992 1320.53,842.276 1320.73,718.845 \n",
       "  1320.93,677.701 1321.13,622.843 1321.33,567.985 1321.53,581.7 1321.73,567.985 1321.93,554.271 1322.13,540.556 1322.33,581.7 1322.53,636.558 1322.73,636.558 \n",
       "  1322.93,691.416 1323.12,828.561 1323.32,979.421 1323.52,1089.14 1323.72,1171.42 1323.92,1240 1324.12,1294.86 1324.32,1336 1324.52,1363.43 1324.72,1363.43 \n",
       "  1324.92,1363.43 1325.12,1377.14 1325.32,1363.43 1325.52,1281.14 1325.72,1185.14 1325.92,1006.85 1326.12,855.99 1326.32,746.274 1326.52,677.701 1326.72,705.131 \n",
       "  1326.92,732.56 1327.12,773.703 1327.32,814.847 1327.52,801.132 1327.72,801.132 1327.92,759.989 1328.12,732.56 1328.32,773.703 1328.52,801.132 1328.71,814.847 \n",
       "  1328.91,787.418 1329.11,787.418 1329.31,828.561 1329.51,924.563 1329.71,979.421 1329.91,1006.85 1330.11,897.134 1330.31,759.989 1330.51,677.701 1330.71,622.843 \n",
       "  1330.91,581.7 1331.11,567.985 1331.31,540.556 1331.51,554.271 1331.71,540.556 1331.91,554.271 1332.11,581.7 1332.31,581.7 1332.51,622.843 1332.71,663.987 \n",
       "  1332.91,787.418 1333.11,869.705 1333.31,993.136 1333.51,1116.57 1333.71,1185.14 1333.91,1240 1334.1,1267.43 1334.3,1294.86 1334.5,1308.57 1334.7,1336 \n",
       "  1334.9,1349.71 1335.1,1294.86 1335.3,1212.57 1335.5,1034.28 1335.7,910.849 1335.9,787.418 1336.1,746.274 1336.3,759.989 1336.5,773.703 1336.7,787.418 \n",
       "  1336.9,828.561 1337.1,814.847 1337.3,842.276 1337.5,801.132 1337.7,801.132 1337.9,828.561 1338.1,828.561 1338.3,814.847 1338.5,759.989 1338.7,773.703 \n",
       "  1338.9,801.132 1339.1,883.42 1339.3,924.563 1339.49,938.278 1339.69,842.276 1339.89,718.845 1340.09,650.272 1340.29,567.985 1340.49,513.127 1340.69,499.412 \n",
       "  1340.89,526.842 1341.09,554.271 1341.29,554.271 1341.49,540.556 1341.69,513.127 1341.89,513.127 1342.09,513.127 1342.29,499.412 1342.49,554.271 1342.69,622.843 \n",
       "  1342.89,677.701 1343.09,746.274 1343.29,787.418 1343.49,869.705 1343.69,951.992 1343.89,1034.28 1344.09,1089.14 1344.29,1226.28 1344.49,1308.57 1344.69,1336 \n",
       "  1344.89,1322.28 1345.08,1281.14 1345.28,1240 1345.48,1171.42 1345.68,1130.28 1345.88,1020.56 1346.08,979.421 1346.28,869.705 1346.48,883.42 1346.68,801.132 \n",
       "  1346.88,759.989 1347.08,705.131 1347.28,705.131 1347.48,691.416 1347.68,691.416 1347.88,705.131 1348.08,746.274 1348.28,732.56 1348.48,718.845 1348.68,746.274 \n",
       "  1348.88,814.847 1349.08,855.99 1349.28,787.418 1349.48,677.701 1349.68,622.843 1349.88,554.271 1350.08,499.412 1350.28,526.842 1350.47,581.7 1350.67,622.843 \n",
       "  1350.87,636.558 1351.07,609.129 1351.27,567.985 1351.47,540.556 1351.67,499.412 1351.87,485.698 1352.07,513.127 1352.27,540.556 1352.47,595.414 1352.67,663.987 \n",
       "  1352.87,718.845 1353.07,801.132 1353.27,897.134 1353.47,965.707 1353.67,1034.28 1353.87,1198.85 1354.07,1294.86 1354.27,1322.28 1354.47,1322.28 1354.67,1308.57 \n",
       "  1354.87,1294.86 1355.07,1226.28 1355.27,1198.85 1355.47,1130.28 1355.67,1075.42 1355.87,951.992 1356.06,910.849 1356.26,801.132 1356.46,801.132 1356.66,746.274 \n",
       "  1356.86,732.56 1357.06,705.131 1357.26,746.274 1357.46,746.274 1357.66,746.274 1357.86,732.56 1358.06,759.989 1358.26,759.989 1358.46,814.847 1358.66,855.99 \n",
       "  1358.86,828.561 1359.06,773.703 1359.26,746.274 1359.46,732.56 1359.66,759.989 1359.86,773.703 1360.06,814.847 1360.26,842.276 1360.46,897.134 1360.66,883.42 \n",
       "  1360.86,938.278 1361.06,993.136 1361.26,1047.99 1361.45,1102.85 1361.65,1157.71 1361.85,1226.28 1362.05,1294.86 1362.25,1336 1362.45,1349.71 1362.65,1377.14 \n",
       "  1362.85,1390.86 1363.05,1390.86 1363.25,1377.14 1363.45,1363.43 1363.65,1349.71 1363.85,1281.14 1364.05,1198.85 1364.25,1061.71 1364.45,951.992 1364.65,842.276 \n",
       "  1364.85,814.847 1365.05,828.561 1365.25,828.561 1365.45,855.99 1365.65,897.134 1365.85,883.42 1366.05,938.278 1366.25,883.42 1366.45,869.705 1366.65,883.42 \n",
       "  1366.84,910.849 1367.04,883.42 1367.24,855.99 1367.44,828.561 1367.64,801.132 1367.84,842.276 1368.04,883.42 1368.24,910.849 1368.44,814.847 1368.64,732.56 \n",
       "  1368.84,663.987 1369.04,622.843 1369.24,595.414 1369.44,636.558 1369.64,691.416 1369.84,705.131 1370.04,705.131 1370.24,718.845 1370.44,759.989 1370.64,814.847 \n",
       "  1370.84,910.849 1371.04,979.421 1371.24,1075.42 1371.44,1185.14 1371.64,1253.71 1371.84,1308.57 1372.04,1336 1372.24,1349.71 1372.43,1377.14 1372.63,1377.14 \n",
       "  1372.83,1377.14 1373.03,1390.86 1373.23,1363.43 1373.43,1294.86 1373.63,1226.28 1373.83,1047.99 1374.03,924.563 1374.23,787.418 1374.43,773.703 1374.63,773.703 \n",
       "  1374.83,814.847 1375.03,828.561 1375.23,869.705 1375.43,855.99 1375.63,897.134 1375.83,842.276 1376.03,828.561 1376.23,855.99 1376.43,883.42 1376.63,842.276 \n",
       "  1376.83,828.561 1377.03,801.132 1377.23,801.132 1377.43,855.99 1377.63,924.563 1377.82,965.707 1378.02,855.99 1378.22,759.989 1378.42,677.701 1378.62,650.272 \n",
       "  1378.82,636.558 1379.02,650.272 1379.22,622.843 1379.42,636.558 1379.62,622.843 1379.82,622.843 1380.02,663.987 1380.22,718.845 1380.42,773.703 1380.62,897.134 \n",
       "  1380.82,1020.56 1381.02,1130.28 1381.22,1212.57 1381.42,1253.71 1381.62,1294.86 1381.82,1336 1382.02,1363.43 1382.22,1363.43 1382.42,1363.43 1382.62,1377.14 \n",
       "  1382.82,1363.43 1383.02,1308.57 1383.21,1226.28 1383.41,1061.71 1383.61,924.563 1383.81,773.703 1384.01,773.703 1384.21,759.989 1384.41,787.418 1384.61,814.847 \n",
       "  1384.81,869.705 1385.01,869.705 1385.21,897.134 1385.41,855.99 1385.61,842.276 1385.81,842.276 1386.01,855.99 1386.21,828.561 1386.41,814.847 1386.61,787.418 \n",
       "  1386.81,773.703 1387.01,869.705 1387.21,924.563 1387.41,965.707 1387.61,828.561 1387.81,691.416 1388.01,677.701 1388.21,622.843 1388.41,554.271 1388.61,567.985 \n",
       "  1388.8,581.7 1389,581.7 1389.2,581.7 1389.4,581.7 1389.6,609.129 1389.8,636.558 1390,732.56 1390.2,801.132 1390.4,965.707 1390.6,1075.42 \n",
       "  1390.8,1157.71 1391,1226.28 1391.2,1267.43 1391.4,1322.28 1391.6,1336 1391.8,1349.71 1392,1349.71 1392.2,1363.43 1392.4,1349.71 1392.6,1267.43 \n",
       "  1392.8,1198.85 1393,1020.56 1393.2,910.849 1393.4,773.703 1393.6,759.989 1393.8,759.989 1394,773.703 1394.19,787.418 1394.39,828.561 1394.59,828.561 \n",
       "  1394.79,855.99 1394.99,814.847 1395.19,801.132 1395.39,828.561 1395.59,842.276 1395.79,814.847 1395.99,801.132 1396.19,773.703 1396.39,787.418 1396.59,869.705 \n",
       "  1396.79,938.278 1396.99,979.421 1397.19,883.42 1397.39,759.989 1397.59,691.416 1397.79,622.843 1397.99,581.7 1398.19,581.7 1398.39,554.271 1398.59,554.271 \n",
       "  1398.79,554.271 1398.99,554.271 1399.19,581.7 1399.39,581.7 1399.59,581.7 1399.78,677.701 1399.98,759.989 1400.18,855.99 1400.38,979.421 1400.58,1075.42 \n",
       "  1400.78,1130.28 1400.98,1185.14 1401.18,1240 1401.38,1281.14 1401.58,1281.14 1401.78,1322.28 1401.98,1336 1402.18,1294.86 1402.38,1198.85 1402.58,1047.99 \n",
       "  1402.78,938.278 1402.98,787.418 1403.18,746.274 1403.38,732.56 1403.58,773.703 1403.78,801.132 1403.98,814.847 1404.18,814.847 1404.38,828.561 1404.58,787.418 \n",
       "  1404.78,787.418 1404.98,787.418 1405.17,814.847 1405.37,787.418 1405.57,732.56 1405.77,732.56 1405.97,759.989 1406.17,855.99 1406.37,924.563 1406.57,965.707 \n",
       "  1406.77,855.99 1406.97,746.274 1407.17,705.131 1407.37,622.843 1407.57,554.271 1407.77,554.271 1407.97,567.985 1408.17,513.127 1408.37,513.127 1408.57,499.412 \n",
       "  1408.77,513.127 1408.97,526.842 1409.17,526.842 1409.37,526.842 1409.57,567.985 1409.77,581.7 1409.97,581.7 1410.17,622.843 1410.37,636.558 1410.56,705.131 \n",
       "  1410.76,759.989 1410.96,828.561 1411.16,924.563 1411.36,1075.42 1411.56,1185.14 1411.76,1240 1411.96,1253.71 1412.16,1240 1412.36,1226.28 1412.56,1130.28 \n",
       "  1412.76,1102.85 1412.96,1006.85 1413.16,951.992 1413.36,801.132 1413.56,787.418 1413.76,663.987 1413.96,636.558 1414.16,609.129 1414.36,567.985 1414.56,526.842 \n",
       "  1414.76,554.271 1414.96,567.985 1415.16,609.129 1415.36,636.558 1415.56,636.558 1415.76,677.701 1415.96,746.274 1416.15,801.132 1416.35,718.845 1416.55,622.843 \n",
       "  1416.75,567.985 1416.95,499.412 1417.15,458.269 1417.35,499.412 1417.55,526.842 1417.75,540.556 1417.95,595.414 1418.15,581.7 1418.35,526.842 1418.55,526.842 \n",
       "  1418.75,540.556 1418.95,540.556 1419.15,567.985 1419.35,650.272 1419.55,87.9763 1419.75,225.122 1419.95,993.136 1420.15,1020.56 1420.35,1102.85 1420.55,1171.42 \n",
       "  1420.75,1226.28 1420.95,1294.86 1421.15,1267.43 1421.35,1267.43 1421.54,1294.86 1421.74,1267.43 1421.94,1267.43 1422.14,1240 1422.34,1226.28 1422.54,1144 \n",
       "  1422.74,1102.85 1422.94,1020.56 1423.14,965.707 1423.34,869.705 1423.54,855.99 1423.74,801.132 1423.94,787.418 1424.14,759.989 1424.34,787.418 1424.54,773.703 \n",
       "  1424.74,759.989 1424.94,814.847 1425.14,828.561 1425.34,828.561 1425.54,842.276 1425.74,883.42 1425.94,842.276 1426.14,773.703 1426.34,746.274 1426.54,691.416 \n",
       "  1426.74,650.272 1426.94,691.416 1427.13,718.845 1427.33,759.989 1427.53,814.847 1427.73,828.561 1427.93,842.276 1428.13,910.849 1428.33,993.136 1428.53,1089.14 \n",
       "  1428.73,1144 1428.93,1240 1429.13,1294.86 1429.33,1336 1429.53,1363.43 1429.73,1377.14 1429.93,1390.86 1430.13,1390.86 1430.33,1377.14 1430.53,1377.14 \n",
       "  1430.73,1349.71 1430.93,1281.14 1431.13,1171.42 1431.33,1006.85 1431.53,938.278 1431.73,814.847 1431.93,814.847 1432.13,814.847 1432.33,814.847 1432.52,842.276 \n",
       "  1432.72,897.134 1432.92,883.42 1433.12,910.849 1433.32,869.705 1433.52,869.705 1433.72,855.99 1433.92,883.42 1434.12,855.99 1434.32,842.276 1434.52,814.847 \n",
       "  1434.72,801.132 1434.92,855.99 1435.12,883.42 1435.32,924.563 1435.52,842.276 1435.72,746.274 1435.92,663.987 1436.12,650.272 1436.32,636.558 1436.52,663.987 \n",
       "  1436.72,677.701 1436.92,705.131 1437.12,718.845 1437.32,759.989 1437.52,732.56 1437.72,814.847 1437.91,938.278 1438.11,1006.85 1438.31,1075.42 1438.51,1157.71 \n",
       "  1438.71,1240 1438.91,1322.28 1439.11,1349.71 1439.31,1363.43 1439.51,1377.14 1439.71,1390.86 1439.91,1390.86 1440.11,1377.14 1440.31,1363.43 1440.51,1294.86 \n",
       "  1440.71,1198.85 1440.91,1020.56 1441.11,938.278 1441.31,814.847 1441.51,801.132 1441.71,787.418 1441.91,814.847 1442.11,842.276 1442.31,883.42 1442.51,869.705 \n",
       "  1442.71,883.42 1442.91,842.276 1443.11,828.561 1443.31,855.99 1443.5,883.42 1443.7,828.561 1443.9,814.847 1444.1,801.132 1444.3,801.132 1444.5,855.99 \n",
       "  1444.7,951.992 1444.9,979.421 1445.1,897.134 1445.3,814.847 1445.5,718.845 1445.7,677.701 1445.9,663.987 1446.1,650.272 1446.3,650.272 1446.5,663.987 \n",
       "  1446.7,650.272 1446.9,663.987 1447.1,677.701 1447.3,759.989 1447.5,828.561 1447.7,924.563 1447.9,1034.28 1448.1,1144 1448.3,1226.28 1448.5,1267.43 \n",
       "  1448.7,1308.57 1448.89,1336 1449.09,1363.43 1449.29,1377.14 1449.49,1363.43 1449.69,1377.14 1449.89,1363.43 1450.09,1294.86 1450.29,1212.57 1450.49,1034.28 \n",
       "  1450.69,897.134 1450.89,759.989 1451.09,759.989 1451.29,746.274 1451.49,773.703 1451.69,773.703 1451.89,855.99 1452.09,855.99 1452.29,869.705 1452.49,814.847 \n",
       "  1452.69,814.847 1452.89,828.561 1453.09,855.99 1453.29,828.561 1453.49,814.847 1453.69,801.132 1453.89,787.418 1454.09,883.42 1454.29,965.707 1454.48,993.136 \n",
       "  1454.68,883.42 1454.88,787.418 1455.08,691.416 1455.28,650.272 1455.48,622.843 1455.68,622.843 1455.88,622.843 1456.08,636.558 1456.28,609.129 1456.48,609.129 \n",
       "  1456.68,622.843 1456.88,650.272 1457.08,718.845 1457.28,842.276 1457.48,965.707 1457.68,1089.14 1457.88,1157.71 1458.08,1226.28 1458.28,1281.14 1458.48,1322.28 \n",
       "  1458.68,1336 1458.88,1349.71 1459.08,1349.71 1459.28,1363.43 1459.48,1349.71 1459.68,1281.14 1459.87,1171.42 1460.07,965.707 1460.27,842.276 1460.47,718.845 \n",
       "  1460.67,705.131 1460.87,705.131 1461.07,746.274 1461.27,746.274 1461.47,787.418 1461.67,787.418 1461.87,828.561 1462.07,801.132 1462.27,801.132 1462.47,842.276 \n",
       "  1462.67,842.276 1462.87,828.561 1463.07,814.847 1463.27,814.847 1463.47,842.276 1463.67,910.849 1463.87,979.421 1464.07,1006.85 1464.27,897.134 1464.47,773.703 \n",
       "  1464.67,691.416 1464.87,622.843 1465.07,595.414 1465.26,567.985 1465.46,554.271 1465.66,567.985 1465.86,567.985 1466.06,540.556 1466.26,554.271 1466.46,609.129 \n",
       "  1466.66,650.272 1466.86,705.131 1467.06,814.847 1467.26,951.992 1467.46,1047.99 1467.66,1130.28 1467.86,1198.85 1468.06,1240 1468.26,1267.43 1468.46,1294.86 \n",
       "  1468.66,1308.57 1468.86,1336 1469.06,1336 1469.26,1281.14 1469.46,1185.14 1469.66,1034.28 1469.86,924.563 1470.06,773.703 1470.26,773.703 1470.46,787.418 \n",
       "  1470.66,801.132 1470.85,828.561 1471.05,842.276 1471.25,828.561 1471.45,855.99 1471.65,801.132 1471.85,801.132 1472.05,828.561 1472.25,814.847 1472.45,759.989 \n",
       "  1472.65,759.989 1472.85,787.418 1473.05,814.847 1473.25,897.134 1473.45,965.707 1473.65,993.136 1473.85,897.134 1474.05,773.703 1474.25,691.416 1474.45,595.414 \n",
       "  1474.65,540.556 1474.85,499.412 1475.05,513.127 1475.25,499.412 1475.45,499.412 1475.65,513.127 1475.85,499.412 1476.05,485.698 1476.24,499.412 1476.44,513.127 \n",
       "  1476.64,554.271 1476.84,609.129 1477.04,677.701 1477.24,732.56 1477.44,773.703 1477.64,855.99 1477.84,951.992 1478.04,1034.28 1478.24,1089.14 1478.44,1240 \n",
       "  1478.64,1308.57 1478.84,1336 1479.04,1322.28 1479.24,1267.43 1479.44,1253.71 1479.64,1171.42 1479.84,1130.28 1480.04,993.136 1480.24,965.707 1480.44,842.276 \n",
       "  1480.64,842.276 1480.84,759.989 1481.04,746.274 1481.24,677.701 1481.44,663.987 1481.64,650.272 1481.83,663.987 1482.03,650.272 1482.23,677.701 1482.43,650.272 \n",
       "  1482.63,663.987 1482.83,677.701 1483.03,801.132 1483.23,897.134 1483.43,814.847 1483.63,677.701 1483.83,567.985 1484.03,499.412 1484.23,471.983 1484.43,513.127 \n",
       "  1484.63,554.271 1484.83,595.414 1485.03,622.843 1485.23,595.414 1485.43,526.842 1485.63,499.412 1485.83,471.983 1486.03,471.983 1486.23,513.127 1486.43,567.985 \n",
       "  1486.63,622.843 1486.83,663.987 1487.03,705.131 1487.22,801.132 1487.42,883.42 1487.62,965.707 1487.82,1034.28 1488.02,1198.85 1488.22,1294.86 1488.42,1322.28 \n",
       "  1488.62,1322.28 1488.82,1308.57 1489.02,1294.86 1489.22,1253.71 1489.42,1212.57 1489.62,1102.85 1489.82,1047.99 1490.02,938.278 1490.22,897.134 1490.42,801.132 \n",
       "  1490.62,787.418 1490.82,759.989 1491.02,732.56 1491.22,691.416 1491.42,705.131 1491.62,732.56 1491.82,718.845 1492.02,732.56 1492.22,746.274 1492.42,746.274 \n",
       "  1492.61,801.132 1492.81,855.99 1493.01,801.132 1493.21,759.989 1493.41,732.56 1493.61,746.274 1493.81,759.989 1494.01,801.132 1494.21,855.99 1494.41,842.276 \n",
       "  1494.61,883.42 1494.81,897.134 1495.01,924.563 1495.21,965.707 1495.41,1047.99 1495.61,1102.85 1495.81,1171.42 1496.01,1240 1496.21,1294.86 1496.41,1336 \n",
       "  1496.61,1349.71 1496.81,1377.14 1497.01,1390.86 1497.21,1390.86 1497.41,1377.14 1497.61,1377.14 1497.81,1349.71 1498.01,1281.14 1498.2,1212.57 1498.4,1047.99 \n",
       "  1498.6,951.992 1498.8,855.99 1499,828.561 1499.2,828.561 1499.4,828.561 1499.6,869.705 1499.8,897.134 1500,910.849 1500.2,924.563 1500.4,883.42 \n",
       "  1500.6,883.42 1500.8,897.134 1501,910.849 1501.2,869.705 1501.4,842.276 1501.6,828.561 1501.8,801.132 1502,855.99 1502.2,910.849 1502.4,910.849 \n",
       "  1502.6,842.276 1502.8,759.989 1503,663.987 1503.2,650.272 1503.4,650.272 1503.59,677.701 1503.79,691.416 1503.99,718.845 1504.19,718.845 1504.39,732.56 \n",
       "  1504.59,732.56 1504.79,842.276 1504.99,924.563 1505.19,1006.85 1505.39,1089.14 1505.59,1185.14 1505.79,1240 1505.99,1294.86 1506.19,1322.28 1506.39,1349.71 \n",
       "  1506.59,1377.14 1506.79,1377.14 1506.99,1377.14 1507.19,1377.14 1507.39,1377.14 1507.59,1322.28 1507.79,1253.71 1507.99,1116.57 1508.19,1020.56 1508.39,883.42 \n",
       "  1508.59,855.99 1508.79,828.561 1508.98,828.561 1509.18,855.99 1509.38,897.134 1509.58,897.134 1509.78,910.849 1509.98,897.134 1510.18,897.134 1510.38,910.849 \n",
       "  1510.58,910.849 1510.78,897.134 1510.98,883.42 1511.18,883.42 1511.38,883.42 1511.58,924.563 1511.78,993.136 1511.98,1020.56 1512.18,924.563 1512.38,814.847 \n",
       "  1512.58,732.56 1512.78,663.987 1512.98,650.272 1513.18,677.701 1513.38,691.416 1513.58,691.416 1513.78,677.701 1513.98,663.987 1514.18,705.131 1514.38,759.989 \n",
       "  1514.57,855.99 1514.77,979.421 1514.97,1075.42 1515.17,1171.42 1515.37,1226.28 1515.57,1281.14 1515.77,1322.28 1515.97,1336 1516.17,1363.43 1516.37,1377.14 \n",
       "  1516.57,1377.14 1516.77,1377.14 1516.97,1363.43 1517.17,1308.57 1517.37,1212.57 1517.57,1034.28 1517.77,910.849 1517.97,759.989 1518.17,759.989 1518.37,759.989 \n",
       "  1518.57,801.132 1518.77,828.561 1518.97,869.705 1519.17,842.276 1519.37,855.99 1519.57,814.847 1519.77,828.561 1519.96,883.42 1520.16,869.705 1520.36,842.276 \n",
       "  1520.56,814.847 1520.76,814.847 1520.96,828.561 1521.16,883.42 1521.36,965.707 1521.56,1006.85 1521.76,897.134 1521.96,801.132 1522.16,705.131 1522.36,650.272 \n",
       "  1522.56,622.843 1522.76,581.7 1522.96,622.843 1523.16,622.843 1523.36,595.414 1523.56,595.414 1523.76,609.129 1523.96,650.272 1524.16,718.845 1524.36,842.276 \n",
       "  1524.56,993.136 1524.76,1089.14 1524.96,1171.42 1525.16,1240 1525.36,1281.14 1525.55,1322.28 1525.75,1349.71 1525.95,1363.43 1526.15,1349.71 1526.35,1377.14 \n",
       "  1526.55,1363.43 1526.75,1294.86 1526.95,1212.57 1527.15,1020.56 1527.35,910.849 1527.55,773.703 1527.75,746.274 1527.95,759.989 1528.15,787.418 1528.35,814.847 \n",
       "  1528.55,855.99 1528.75,842.276 1528.95,842.276 1529.15,787.418 1529.35,801.132 1529.55,842.276 1529.75,842.276 1529.95,787.418 1530.15,787.418 1530.35,787.418 \n",
       "  1530.55,814.847 1530.75,883.42 1530.94,979.421 1531.14,1006.85 1531.34,883.42 1531.54,773.703 1531.74,691.416 1531.94,650.272 1532.14,609.129 1532.34,567.985 \n",
       "  1532.54,554.271 1532.74,540.556 1532.94,526.842 1533.14,567.985 1533.34,595.414 1533.54,622.843 1533.74,663.987 1533.94,732.56 1534.14,828.561 1534.34,938.278 \n",
       "  1534.54,1034.28 1534.74,1130.28 1534.94,1198.85 1535.14,1253.71 1535.34,1281.14 1535.54,1322.28 1535.74,1308.57 1535.94,1349.71 1536.14,1349.71 1536.33,1281.14 \n",
       "  1536.53,1198.85 1536.73,1020.56 1536.93,897.134 1537.13,746.274 1537.33,732.56 1537.53,732.56 1537.73,787.418 1537.93,801.132 1538.13,828.561 1538.33,828.561 \n",
       "  1538.53,828.561 1538.73,814.847 1538.93,814.847 1539.13,842.276 1539.33,855.99 1539.53,814.847 1539.73,787.418 1539.93,773.703 1540.13,801.132 1540.33,883.42 \n",
       "  1540.53,938.278 1540.73,979.421 1540.93,869.705 1541.13,732.56 1541.33,636.558 1541.53,567.985 1541.73,499.412 1541.92,513.127 1542.12,540.556 1542.32,540.556 \n",
       "  1542.52,526.842 1542.72,499.412 1542.92,513.127 1543.12,513.127 1543.32,513.127 1543.52,540.556 1543.72,581.7 1543.92,609.129 1544.12,663.987 1544.32,732.56 \n",
       "  1544.52,773.703 1544.72,869.705 1544.92,965.707 1545.12,1020.56 1545.32,1089.14 1545.52,1253.71 1545.72,1308.57 1545.92,1336 1546.12,1322.28 1546.32,1281.14 \n",
       "  1546.52,1267.43 1546.72,1198.85 1546.92,1144 1547.12,1020.56 1547.31,979.421 1547.51,855.99 1547.71,869.705 1547.91,787.418 1548.11,773.703 1548.31,705.131 \n",
       "  1548.51,691.416 1548.71,663.987 1548.91,677.701 1549.11,691.416 1549.31,691.416 1549.51,677.701 1549.71,677.701 1549.91,718.845 1550.11,814.847 1550.31,924.563 \n",
       "  1550.51,828.561 1550.71,691.416 1550.91,609.129 1551.11,540.556 1551.31,499.412 1551.51,513.127 1551.71,581.7 1551.91,622.843 1552.11,636.558 1552.31,609.129 \n",
       "  1552.51,526.842 1552.71,540.556 1552.9,499.412 1553.1,471.983 1553.3,526.842 1553.5,567.985 1553.7,609.129 1553.9,663.987 1554.1,718.845 1554.3,801.132 \n",
       "  1554.5,869.705 1554.7,951.992 1554.9,1020.56 1555.1,1198.85 1555.3,1294.86 1555.5,1322.28 1555.7,1336 1555.9,1308.57 1556.1,1294.86 1556.3,1267.43 \n",
       "  1556.5,1226.28 1556.7,1144 1556.9,1075.42 1557.1,979.421 1557.3,924.563 1557.5,801.132 1557.7,773.703 1557.9,746.274 1558.1,691.416 1558.29,691.416 \n",
       "  1558.49,691.416 1558.69,718.845 1558.89,718.845 1559.09,732.56 1559.29,759.989 1559.49,773.703 1559.69,801.132 1559.89,883.42 1560.09,828.561 1560.29,773.703 \n",
       "  1560.49,759.989 1560.69,759.989 1560.89,787.418 1561.09,828.561 1561.29,883.42 1561.49,855.99 1561.69,897.134 1561.89,924.563 1562.09,979.421 1562.29,979.421 \n",
       "  1562.49,1034.28 1562.69,1061.71 1562.89,1157.71 1563.09,1240 1563.29,1294.86 1563.49,1336 1563.68,1349.71 1563.88,1377.14 1564.08,1377.14 1564.28,1390.86 \n",
       "  1564.48,1377.14 1564.68,1377.14 1564.88,1349.71 1565.08,1267.43 1565.28,1171.42 1565.48,1034.28 1565.68,938.278 1565.88,855.99 1566.08,801.132 1566.28,787.418 \n",
       "  1566.48,828.561 1566.68,855.99 1566.88,897.134 1567.08,855.99 1567.28,924.563 1567.48,869.705 1567.68,855.99 1567.88,855.99 1568.08,842.276 1568.28,814.847 \n",
       "  1568.48,773.703 1568.68,801.132 1568.88,855.99 1569.08,938.278 1569.27,979.421 1569.47,979.421 1569.67,897.134 1569.87,801.132 1570.07,746.274 1570.27,732.56 \n",
       "  1570.47,718.845 1570.67,705.131 1570.87,732.56 1571.07,773.703 1571.27,746.274 1571.47,773.703 1571.67,801.132 1571.87,883.42 1572.07,924.563 1572.27,1047.99 \n",
       "  1572.47,1102.85 1572.67,1185.14 1572.87,1240 1573.07,1308.57 1573.27,1349.71 1573.47,1363.43 1573.67,1377.14 1573.87,1390.86 1574.07,1377.14 1574.27,1390.86 \n",
       "  1574.47,1377.14 1574.66,1294.86 1574.86,1212.57 1575.06,1006.85 1575.26,897.134 1575.46,746.274 1575.66,732.56 1575.86,718.845 1576.06,746.274 1576.26,787.418 \n",
       "  1576.46,828.561 1576.66,842.276 1576.86,869.705 1577.06,828.561 1577.26,814.847 1577.46,828.561 1577.66,855.99 1577.86,828.561 1578.06,787.418 1578.26,787.418 \n",
       "  1578.46,787.418 1578.66,855.99 1578.86,924.563 1579.06,965.707 1579.26,869.705 1579.46,746.274 1579.66,636.558 1579.86,622.843 1580.06,609.129 1580.25,581.7 \n",
       "  1580.45,554.271 1580.65,567.985 1580.85,554.271 1581.05,595.414 1581.25,609.129 1581.45,663.987 1581.65,759.989 1581.85,910.849 1582.05,1034.28 1582.25,1157.71 \n",
       "  1582.45,1226.28 1582.65,1281.14 1582.85,1308.57 1583.05,1336 1583.25,1363.43 1583.45,1377.14 1583.65,1363.43 1583.85,1377.14 1584.05,1363.43 1584.25,1294.86 \n",
       "  1584.45,1212.57 1584.65,1006.85 1584.85,869.705 1585.05,732.56 1585.25,691.416 1585.45,705.131 1585.64,746.274 1585.84,801.132 1586.04,814.847 1586.24,828.561 \n",
       "  1586.44,842.276 1586.64,801.132 1586.84,814.847 1587.04,828.561 1587.24,855.99 1587.44,828.561 1587.64,814.847 1587.84,814.847 1588.04,801.132 1588.24,883.42 \n",
       "  1588.44,951.992 1588.64,993.136 1588.84,897.134 1589.04,787.418 1589.24,705.131 1589.44,650.272 1589.64,622.843 1589.84,595.414 1590.04,595.414 1590.24,595.414 \n",
       "  1590.44,595.414 1590.64,609.129 1590.84,636.558 1591.03,663.987 1591.23,718.845 1591.43,814.847 1591.63,951.992 1591.83,1075.42 1592.03,1171.42 1592.23,1240 \n",
       "  1592.43,1281.14 1592.63,1322.28 1592.83,1349.71 1593.03,1363.43 1593.23,1363.43 1593.43,1377.14 1593.63,1363.43 1593.83,1294.86 1594.03,1212.57 1594.23,1020.56 \n",
       "  1594.43,869.705 1594.63,759.989 1594.83,732.56 1595.03,773.703 1595.23,801.132 1595.43,801.132 1595.63,801.132 1595.83,828.561 1596.03,869.705 1596.23,801.132 \n",
       "  1596.43,814.847 1596.62,842.276 1596.82,869.705 1597.02,828.561 1597.22,814.847 1597.42,801.132 1597.62,814.847 1597.82,910.849 1598.02,993.136 1598.22,1047.99 \n",
       "  1598.42,924.563 1598.62,801.132 1598.82,705.131 1599.02,622.843 1599.22,595.414 1599.42,595.414 1599.62,567.985 1599.82,581.7 1600.02,567.985 1600.22,595.414 \n",
       "  1600.42,581.7 1600.62,622.843 1600.82,691.416 1601.02,705.131 1601.22,759.989 1601.42,883.42 1601.62,1020.56 1601.82,1102.85 1602.01,1171.42 1602.21,1226.28 \n",
       "  1602.41,1281.14 1602.61,1308.57 1602.81,1294.86 1603.01,1349.71 1603.21,1349.71 1603.41,1281.14 1603.61,1198.85 1603.81,1020.56 1604.01,924.563 1604.21,746.274 \n",
       "  1604.41,732.56 1604.61,718.845 1604.81,759.989 1605.01,801.132 1605.21,814.847 1605.41,801.132 1605.61,828.561 1605.81,787.418 1606.01,787.418 1606.21,842.276 \n",
       "  1606.41,842.276 1606.61,814.847 1606.81,801.132 1607.01,787.418 1607.21,814.847 1607.4,897.134 1607.6,951.992 1607.8,993.136 1608,897.134 1608.2,773.703 \n",
       "  1608.4,663.987 1608.6,595.414 1608.8,540.556 1609,513.127 1609.2,540.556 1609.4,526.842 1609.6,526.842 1609.8,526.842 1610,513.127 1610.2,499.412 \n",
       "  1610.4,485.698 1610.6,499.412 1610.8,540.556 1611,609.129 1611.2,650.272 1611.4,732.56 1611.6,787.418 1611.8,869.705 1612,951.992 1612.2,1020.56 \n",
       "  1612.4,1102.85 1612.6,1240 1612.8,1308.57 1612.99,1322.28 1613.19,1322.28 1613.39,1267.43 1613.59,1267.43 1613.79,1198.85 1613.99,1130.28 1614.19,1034.28 \n",
       "  1614.39,979.421 1614.59,842.276 1614.79,855.99 1614.99,746.274 1615.19,746.274 1615.39,650.272 1615.59,636.558 1615.79,636.558 1615.99,663.987 1616.19,677.701 \n",
       "  1616.39,718.845 1616.59,650.272 1616.79,650.272 1616.99,718.845 1617.19,801.132 1617.39,897.134 1617.59,787.418 1617.79,663.987 1617.99,609.129 1618.19,526.842 \n",
       "  1618.38,499.412 1618.58,540.556 1618.78,609.129 1618.98,622.843 1619.18,663.987 1619.38,650.272 1619.58,554.271 1619.78,513.127 1619.98,471.983 1620.18,458.269 \n",
       "  1620.38,499.412 1620.58,554.271 1620.78,581.7 1620.98,663.987 1621.18,718.845 1621.38,787.418 1621.58,869.705 1621.78,951.992 1621.98,1034.28 1622.18,1198.85 \n",
       "  1622.38,1294.86 1622.58,1336 1622.78,1336 1622.98,1308.57 1623.18,1308.57 1623.38,1253.71 1623.58,1212.57 1623.78,1157.71 1623.97,1089.14 1624.17,993.136 \n",
       "  1624.37,951.992 1624.57,842.276 1624.77,828.561 1624.97,773.703 1625.17,732.56 1625.37,746.274 1625.57,746.274 1625.77,759.989 1625.97,759.989 1626.17,759.989 \n",
       "  1626.37,787.418 1626.57,773.703 1626.77,814.847 1626.97,855.99 1627.17,814.847 1627.37,759.989 1627.57,746.274 1627.77,759.989 1627.97,828.561 1628.17,855.99 \n",
       "  1628.37,924.563 1628.57,910.849 1628.77,938.278 1628.97,924.563 1629.17,993.136 1629.36,1034.28 1629.56,1089.14 1629.76,1130.28 1629.96,1171.42 1630.16,1212.57 \n",
       "  1630.36,1253.71 1630.56,1322.28 1630.76,1322.28 1630.96,1363.43 1631.16,1377.14 1631.36,1390.86 1631.56,1377.14 1631.76,1377.14 1631.96,1363.43 1632.16,1294.86 \n",
       "  1632.36,1198.85 1632.56,1034.28 1632.76,951.992 1632.96,855.99 1633.16,814.847 1633.36,828.561 1633.56,842.276 1633.76,869.705 1633.96,910.849 1634.16,897.134 \n",
       "  1634.36,897.134 1634.56,842.276 1634.75,883.42 1634.95,883.42 1635.15,883.42 1635.35,855.99 1635.55,855.99 1635.75,828.561 1635.95,814.847 1636.15,869.705 \n",
       "  1636.35,938.278 1636.55,979.421 1636.75,869.705 1636.95,801.132 1637.15,746.274 1637.35,705.131 1637.55,677.701 1637.75,718.845 1637.95,732.56 1638.15,773.703 \n",
       "  1638.35,773.703 1638.55,787.418 1638.75,801.132 1638.95,855.99 1639.15,951.992 1639.35,1047.99 1639.55,1102.85 1639.75,1185.14 1639.95,1240 1640.15,1294.86 \n",
       "  1640.34,1322.28 1640.54,1349.71 1640.74,1363.43 1640.94,1377.14 1641.14,1363.43 1641.34,1377.14 1641.54,1363.43 1641.74,1294.86 1641.94,1226.28 1642.14,1061.71 \n",
       "  1642.34,938.278 1642.54,814.847 1642.74,787.418 1642.94,787.418 1643.14,814.847 1643.34,814.847 1643.54,855.99 1643.74,855.99 1643.94,883.42 1644.14,828.561 \n",
       "  1644.34,828.561 1644.54,828.561 1644.74,842.276 1644.94,814.847 1645.14,801.132 1645.34,801.132 1645.54,801.132 1645.73,897.134 1645.93,979.421 1646.13,1034.28 \n",
       "  1646.33,951.992 1646.53,855.99 1646.73,787.418 1646.93,732.56 1647.13,732.56 1647.33,718.845 1647.53,746.274 1647.73,759.989 1647.93,759.989 1648.13,773.703 \n",
       "  1648.33,801.132 1648.53,814.847 1648.73,842.276 1648.93,897.134 1649.13,979.421 1649.33,1075.42 1649.53,1157.71 1649.73,1226.28 1649.93,1267.43 1650.13,1308.57 \n",
       "  1650.33,1336 1650.53,1336 1650.73,1322.28 1650.93,1322.28 1651.13,1322.28 1651.32,1281.14 1651.52,1198.85 1651.72,1075.42 1651.92,951.992 1652.12,855.99 \n",
       "  1652.32,773.703 1652.52,773.703 1652.72,787.418 1652.92,801.132 1653.12,814.847 1653.32,787.418 1653.52,787.418 1653.72,759.989 1653.92,746.274 1654.12,773.703 \n",
       "  1654.32,732.56 1654.52,773.703 1654.72,787.418 1654.92,773.703 1655.12,787.418 1655.32,842.276 1655.52,910.849 1655.72,965.707 1655.92,855.99 1656.12,746.274 \n",
       "  1656.32,718.845 1656.52,691.416 1656.71,663.987 1656.91,718.845 1657.11,787.418 1657.31,814.847 1657.51,814.847 1657.71,801.132 1657.91,855.99 1658.11,855.99 \n",
       "  1658.31,910.849 1658.51,979.421 1658.71,979.421 1658.91,1061.71 1659.11,1089.14 1659.31,1144 1659.51,1171.42 1659.71,1198.85 1659.91,1240 1660.11,1253.71 \n",
       "  1660.31,1267.43 1660.51,1308.57 1660.71,1322.28 1660.91,1322.28 1661.11,1294.86 1661.31,1253.71 1661.51,1240 1661.71,1226.28 1661.91,1198.85 1662.1,1185.14 \n",
       "  1662.3,1157.71 1662.5,1144 1662.7,1116.57 1662.9,1047.99 1663.1,1006.85 1663.3,979.421 1663.5,993.136 1663.7,979.421 1663.9,979.421 1664.1,979.421 \n",
       "  1664.3,965.707 1664.5,938.278 1664.7,938.278 1664.9,924.563 1665.1,979.421 1665.3,993.136 1665.5,993.136 1665.7,979.421 1665.9,1006.85 1666.1,979.421 \n",
       "  1666.3,979.421 1666.5,965.707 1666.7,965.707 1666.9,951.992 1667.1,924.563 1667.3,924.563 1667.5,910.849 1667.69,965.707 1667.89,1006.85 1668.09,1034.28 \n",
       "  1668.29,1116.57 1668.49,1185.14 1668.69,1212.57 1668.89,1253.71 1669.09,1294.86 1669.29,1322.28 1669.49,1349.71 1669.69,1349.71 1669.89,1349.71 1670.09,1377.14 \n",
       "  1670.29,1390.86 1670.49,1377.14 1670.69,1349.71 1670.89,1308.57 1671.09,1281.14 1671.29,1240 1671.49,1198.85 1671.69,1144 1671.89,1102.85 1672.09,1075.42 \n",
       "  1672.29,1034.28 1672.49,993.136 1672.69,965.707 1672.89,924.563 1673.08,883.42 1673.28,855.99 1673.48,842.276 1673.68,801.132 1673.88,828.561 1674.08,801.132 \n",
       "  1674.28,787.418 1674.48,787.418 1674.68,828.561 1674.88,869.705 1675.08,787.418 1675.28,732.56 1675.48,732.56 1675.68,705.131 1675.88,663.987 1676.08,718.845 \n",
       "  1676.28,787.418 1676.48,787.418 1676.68,801.132 1676.88,814.847 1677.08,759.989 1677.28,759.989 1677.48,773.703 1677.68,828.561 1677.88,883.42 1678.08,938.278 \n",
       "  1678.28,993.136 1678.48,1034.28 1678.67,1075.42 1678.87,1116.57 1679.07,1157.71 1679.27,1157.71 1679.47,1198.85 1679.67,1294.86 1679.87,1363.43 1680.07,1363.43 \n",
       "  1680.27,1377.14 1680.47,1349.71 1680.67,1336 1680.87,1294.86 1681.07,1267.43 1681.27,1198.85 1681.47,1130.28 1681.67,1061.71 1681.87,1020.56 1682.07,924.563 \n",
       "  1682.27,910.849 1682.47,828.561 1682.67,801.132 1682.87,801.132 1683.07,759.989 1683.27,759.989 1683.47,787.418 1683.67,746.274 1683.87,759.989 1684.06,732.56 \n",
       "  1684.26,787.418 1684.46,869.705 1684.66,801.132 1684.86,718.845 1685.06,705.131 1685.26,663.987 1685.46,609.129 1685.66,636.558 1685.86,746.274 1686.06,759.989 \n",
       "  1686.26,773.703 1686.46,773.703 1686.66,732.56 1686.86,691.416 1687.06,718.845 1687.26,718.845 1687.46,746.274 1687.66,801.132 1687.86,828.561 1688.06,910.849 \n",
       "  1688.26,924.563 1688.46,993.136 1688.66,1061.71 1688.86,1102.85 1689.06,1130.28 1689.26,1253.71 1689.45,1322.28 1689.65,1349.71 1689.85,1349.71 1690.05,1322.28 \n",
       "  1690.25,1322.28 1690.45,1281.14 1690.65,1253.71 1690.85,1198.85 1691.05,1130.28 1691.25,1061.71 1691.45,1020.56 1691.65,924.563 1691.85,924.563 1692.05,855.99 \n",
       "  1692.25,842.276 1692.45,814.847 1692.65,814.847 1692.85,828.561 1693.05,787.418 1693.25,787.418 1693.45,814.847 1693.65,828.561 1693.85,869.705 1694.05,897.134 \n",
       "  1694.25,855.99 1694.45,828.561 1694.65,828.561 1694.85,814.847 1695.04,842.276 1695.24,855.99 1695.44,897.134 1695.64,910.849 1695.84,965.707 1696.04,965.707 \n",
       "  1696.24,979.421 1696.44,1034.28 1696.64,1102.85 1696.84,1144 1697.04,1185.14 1697.24,1267.43 1697.44,1308.57 1697.64,1349.71 1697.84,1363.43 1698.04,1377.14 \n",
       "  1698.24,1390.86 1698.44,1390.86 1698.64,1390.86 1698.84,1377.14 1699.04,1349.71 1699.24,1294.86 1699.44,1198.85 1699.64,1047.99 1699.84,965.707 1700.04,855.99 \n",
       "  1700.24,814.847 1700.43,801.132 1700.63,828.561 1700.83,869.705 1701.03,910.849 1701.23,924.563 1701.43,938.278 1701.63,897.134 1701.83,883.42 1702.03,897.134 \n",
       "  1702.23,910.849 1702.43,883.42 1702.63,869.705 1702.83,842.276 1703.03,814.847 1703.23,855.99 1703.43,924.563 1703.63,951.992 1703.83,842.276 1704.03,759.989 \n",
       "  1704.23,691.416 1704.43,677.701 1704.63,691.416 1704.83,705.131 1705.03,663.987 1705.23,705.131 1705.43,746.274 1705.63,773.703 1705.83,773.703 1706.02,869.705 \n",
       "  1706.22,951.992 1706.42,1034.28 1706.62,1116.57 1706.82,1198.85 1707.02,1281.14 1707.22,1322.28 1707.42,1336 1707.62,1377.14 1707.82,1390.86 1708.02,1390.86 \n",
       "  1708.22,1377.14 1708.42,1377.14 1708.62,1377.14 1708.82,1294.86 1709.02,1226.28 1709.22,1034.28 1709.42,910.849 1709.62,773.703 1709.82,718.845 1710.02,718.845 \n",
       "  1710.22,759.989 1710.42,801.132 1710.62,855.99 1710.82,842.276 1711.02,883.42 1711.22,842.276 1711.41,828.561 1711.61,787.418 1711.81,787.418 1712.01,773.703 \n",
       "  1712.21,801.132 1712.41,787.418 1712.61,814.847 1712.81,869.705 1713.01,965.707 1713.21,1006.85 1713.41,883.42 1713.61,787.418 1713.81,705.131 1714.01,677.701 \n",
       "  1714.21,636.558 1714.41,650.272 1714.61,622.843 1714.81,650.272 1715.01,636.558 1715.21,636.558 1715.41,650.272 1715.61,718.845 1715.81,801.132 1716.01,924.563 \n",
       "  1716.21,1006.85 1716.41,1144 1716.61,1226.28 1716.8,1281.14 1717,1308.57 1717.2,1336 1717.4,1363.43 1717.6,1377.14 1717.8,1363.43 1718,1377.14 \n",
       "  1718.2,1363.43 1718.4,1308.57 1718.6,1226.28 1718.8,1020.56 1719,897.134 1719.2,773.703 1719.4,718.845 1719.6,718.845 1719.8,746.274 1720,787.418 \n",
       "  1720.2,801.132 1720.4,855.99 1720.6,883.42 1720.8,814.847 1721,787.418 1721.2,787.418 1721.4,814.847 1721.6,787.418 1721.8,787.418 1722,814.847 \n",
       "  1722.2,842.276 1722.39,924.563 1722.59,993.136 1722.79,1034.28 1722.99,910.849 1723.19,828.561 1723.39,732.56 1723.59,691.416 1723.79,691.416 1723.99,677.701 \n",
       "  1724.19,677.701 1724.39,677.701 1724.59,691.416 1724.79,677.701 1724.99,691.416 1725.19,705.131 1725.39,746.274 1725.59,814.847 1725.79,938.278 1725.99,1047.99 \n",
       "  1726.19,1144 1726.39,1212.57 1726.59,1267.43 1726.79,1322.28 1726.99,1349.71 1727.19,1363.43 1727.39,1349.71 1727.59,1363.43 1727.78,1363.43 1727.98,1294.86 \n",
       "  1728.18,1212.57 1728.38,1020.56 1728.58,897.134 1728.78,759.989 1728.98,718.845 1729.18,746.274 1729.38,759.989 1729.58,787.418 1729.78,814.847 1729.98,801.132 \n",
       "  1730.18,842.276 1730.38,801.132 1730.58,801.132 1730.78,828.561 1730.98,855.99 1731.18,828.561 1731.38,801.132 1731.58,773.703 1731.78,787.418 1731.98,869.705 \n",
       "  1732.18,938.278 1732.38,1006.85 1732.58,883.42 1732.78,773.703 1732.98,705.131 1733.17,636.558 1733.37,622.843 1733.57,636.558 1733.77,636.558 1733.97,663.987 \n",
       "  1734.17,636.558 1734.37,622.843 1734.57,636.558 1734.77,663.987 1734.97,663.987 1735.17,705.131 1735.37,773.703 1735.57,883.42 1735.77,993.136 1735.97,1089.14 \n",
       "  1736.17,1171.42 1736.37,1226.28 1736.57,1267.43 1736.77,1294.86 1736.97,1308.57 1737.17,1336 1737.37,1336 1737.57,1281.14 1737.77,1198.85 1737.97,1034.28 \n",
       "  1738.17,910.849 1738.37,746.274 1738.57,718.845 1738.76,732.56 1738.96,746.274 1739.16,787.418 1739.36,828.561 1739.56,814.847 1739.76,828.561 1739.96,787.418 \n",
       "  1740.16,801.132 1740.36,842.276 1740.56,828.561 1740.76,787.418 1740.96,759.989 1741.16,759.989 1741.36,801.132 1741.56,883.42 1741.76,951.992 1741.96,979.421 \n",
       "  1742.16,855.99 1742.36,732.56 1742.56,636.558 1742.76,554.271 1742.96,526.842 1743.16,513.127 1743.36,513.127 1743.56,554.271 1743.76,526.842 1743.96,513.127 \n",
       "  1744.15,513.127 1744.35,567.985 1744.55,581.7 1744.75,609.129 1744.95,650.272 1745.15,677.701 1745.35,705.131 1745.55,787.418 1745.75,828.561 1745.95,897.134 \n",
       "  1746.15,993.136 1746.35,1089.14 1746.55,1130.28 1746.75,1267.43 1746.95,1322.28 1747.15,1336 1747.35,1336 1747.55,1294.86 1747.75,1267.43 1747.95,1185.14 \n",
       "  1748.15,1144 1748.35,1034.28 1748.55,1006.85 1748.75,883.42 1748.95,855.99 1749.15,759.989 1749.35,650.272 1749.55,540.556 1749.74,554.271 1749.94,595.414 \n",
       "  1750.14,595.414 1750.34,622.843 1750.54,609.129 1750.74,609.129 1750.94,622.843 1751.14,691.416 1751.34,814.847 1751.54,910.849 1751.74,814.847 1751.94,705.131 \n",
       "  1752.14,636.558 1752.34,581.7 1752.54,554.271 1752.74,567.985 1752.94,567.985 1753.14,609.129 1753.34,622.843 1753.54,595.414 1753.74,554.271 1753.94,526.842 \n",
       "  1754.14,499.412 1754.34,485.698 1754.54,513.127 1754.74,554.271 1754.94,609.129 1755.13,677.701 1755.33,732.56 1755.53,801.132 1755.73,897.134 1755.93,965.707 \n",
       "  1756.13,1061.71 1756.33,1226.28 1756.53,1308.57 1756.73,1336 1756.93,1336 1757.13,1322.28 1757.33,1308.57 1757.53,1267.43 1757.73,1226.28 1757.93,1130.28 \n",
       "  1758.13,1047.99 1758.33,938.278 1758.53,883.42 1758.73,746.274 1758.93,718.845 1759.13,663.987 1759.33,650.272 1759.53,636.558 1759.73,663.987 1759.93,677.701 \n",
       "  1760.13,677.701 1760.33,677.701 1760.52,705.131 1760.72,718.845 1760.92,787.418 1761.12,842.276 1761.32,814.847 1761.52,746.274 1761.72,705.131 1761.92,705.131 \n",
       "  1762.12,691.416 1762.32,746.274 1762.52,814.847 1762.72,828.561 1762.92,842.276 1763.12,842.276 1763.32,855.99 1763.52,938.278 1763.72,1020.56 1763.92,1075.42 \n",
       "  1764.12,1171.42 1764.32,1226.28 1764.52,1281.14 1764.72,1322.28 1764.92,1349.71 1765.12,1377.14 1765.32,1377.14 1765.52,1390.86 1765.72,1377.14 1765.92,1377.14 \n",
       "  1766.11,1363.43 1766.31,1294.86 1766.51,1212.57 1766.71,1034.28 1766.91,938.278 1767.11,814.847 1767.31,773.703 1767.51,759.989 1767.71,773.703 1767.91,801.132 \n",
       "  1768.11,828.561 1768.31,842.276 1768.51,869.705 1768.71,828.561 1768.91,828.561 1769.11,828.561 1769.31,828.561 1769.51,814.847 1769.71,814.847 1769.91,787.418 \n",
       "  1770.11,787.418 1770.31,855.99 1770.51,924.563 1770.71,951.992 1770.91,855.99 1771.11,759.989 1771.31,691.416 1771.5,650.272 1771.7,636.558 1771.9,636.558 \n",
       "  1772.1,663.987 1772.3,677.701 1772.5,663.987 1772.7,677.701 1772.9,677.701 1773.1,773.703 1773.3,842.276 1773.5,965.707 1773.7,1061.71 1773.9,1144 \n",
       "  1774.1,1212.57 1774.3,1267.43 1774.5,1322.28 1774.7,1349.71 1774.9,1363.43 1775.1,1377.14 1775.3,1377.14 1775.5,1377.14 1775.7,1363.43 1775.9,1294.86 \n",
       "  1776.1,1171.42 1776.3,979.421 1776.5,869.705 1776.7,759.989 1776.9,732.56 1777.09,705.131 1777.29,759.989 1777.49,801.132 1777.69,828.561 1777.89,828.561 \n",
       "  1778.09,855.99 1778.29,814.847 1778.49,842.276 1778.69,910.849 1778.89,897.134 1779.09,855.99 1779.29,828.561 1779.49,828.561 1779.69,869.705 1779.89,951.992 \n",
       "  1780.09,1020.56 1780.29,1020.56 1780.49,910.849 1780.69,814.847 1780.89,732.56 1781.09,677.701 1781.29,663.987 1781.49,677.701 1781.69,650.272 1781.89,677.701 \n",
       "  1782.09,636.558 1782.29,650.272 1782.48,663.987 1782.68,718.845 1782.88,773.703 1783.08,869.705 1783.28,951.992 1783.48,1102.85 1783.68,1171.42 1783.88,1253.71 \n",
       "  1784.08,1281.14 1784.28,1322.28 1784.48,1349.71 1784.68,1363.43 1784.88,1363.43 1785.08,1363.43 1785.28,1363.43 1785.48,1294.86 1785.68,1212.57 1785.88,1034.28 \n",
       "  1786.08,897.134 1786.28,773.703 1786.48,705.131 1786.68,718.845 1786.88,746.274 1787.08,801.132 1787.28,828.561 1787.48,828.561 1787.68,842.276 1787.87,801.132 \n",
       "  1788.07,814.847 1788.27,842.276 1788.47,828.561 1788.67,842.276 1788.87,842.276 1789.07,814.847 1789.27,842.276 1789.47,938.278 1789.67,1020.56 1789.87,1061.71 \n",
       "  1790.07,965.707 1790.27,855.99 1790.47,759.989 1790.67,732.56 1790.87,691.416 1791.07,677.701 1791.27,677.701 1791.47,609.129 1791.67,595.414 1791.87,609.129 \n",
       "  1792.07,636.558 1792.27,636.558 1792.47,691.416 1792.67,759.989 1792.87,842.276 1793.07,979.421 1793.27,1089.14 1793.46,1185.14 1793.66,1240 1793.86,1294.86 \n",
       "  1794.06,1336 1794.26,1349.71 1794.46,1349.71 1794.66,1363.43 1794.86,1363.43 1795.06,1294.86 1795.26,1212.57 1795.46,1020.56 1795.66,897.134 1795.86,773.703 \n",
       "  1796.06,718.845 1796.26,732.56 1796.46,759.989 1796.66,746.274 1796.86,814.847 1797.06,814.847 1797.26,842.276 1797.46,787.418 1797.66,787.418 1797.86,828.561 \n",
       "  1798.06,828.561 1798.26,801.132 1798.46,787.418 1798.66,746.274 1798.85,787.418 1799.05,883.42 1799.25,965.707 1799.45,1020.56 1799.65,924.563 1799.85,787.418 \n",
       "  1800.05,718.845 1800.25,650.272 1800.45,622.843 1800.65,609.129 1800.85,622.843 1801.05,622.843 1801.25,609.129 1801.45,609.129 1801.65,609.129 1801.85,622.843 \n",
       "  1802.05,663.987 1802.25,677.701 1802.45,732.56 1802.65,773.703 1802.85,883.42 1803.05,1006.85 1803.25,1089.14 1803.45,1171.42 1803.65,1226.28 1803.85,1267.43 \n",
       "  1804.05,1294.86 1804.25,1322.28 1804.44,1336 1804.64,1294.86 1804.84,1212.57 1805.04,1020.56 1805.24,910.849 1805.44,773.703 1805.64,732.56 1805.84,718.845 \n",
       "  1806.04,759.989 1806.24,801.132 1806.44,828.561 1806.64,801.132 1806.84,814.847 1807.04,787.418 1807.24,814.847 1807.44,869.705 1807.64,828.561 1807.84,814.847 \n",
       "  1808.04,787.418 1808.24,787.418 1808.44,814.847 1808.64,910.849 1808.84,965.707 1809.04,1006.85 1809.24,897.134 1809.44,773.703 1809.64,691.416 1809.83,609.129 \n",
       "  1810.03,567.985 1810.23,554.271 1810.43,581.7 1810.63,567.985 1810.83,567.985 1811.03,540.556 1811.23,513.127 1811.43,513.127 1811.63,540.556 1811.83,554.271 \n",
       "  1812.03,581.7 1812.23,609.129 1812.43,650.272 1812.63,705.131 1812.83,759.989 1813.03,855.99 1813.23,951.992 1813.43,1020.56 1813.63,1075.42 1813.83,1226.28 \n",
       "  1814.03,1308.57 1814.23,1336 1814.43,1336 1814.63,1267.43 1814.83,1281.14 1815.03,1185.14 1815.22,1144 1815.42,1020.56 1815.62,993.136 1815.82,828.561 \n",
       "  1816.02,787.418 1816.22,691.416 1816.42,677.701 1816.62,636.558 1816.82,609.129 1817.02,609.129 1817.22,595.414 1817.42,622.843 1817.62,650.272 1817.82,663.987 \n",
       "  1818.02,705.131 1818.22,787.418 1818.42,897.134 1818.62,993.136 1818.82,924.563 1819.02,828.561 1819.22,732.56 1819.42,677.701 1819.62,622.843 1819.82,595.414 \n",
       "  1820.02,595.414 1820.22,636.558 1820.42,609.129 1820.62,595.414 1820.81,581.7 1821.01,540.556 1821.21,526.842 1821.41,526.842 1821.61,540.556 1821.81,554.271 \n",
       "  1822.01,609.129 1822.21,677.701 1822.41,705.131 1822.61,801.132 1822.81,883.42 1823.01,979.421 1823.21,1034.28 1823.41,1212.57 1823.61,1294.86 1823.81,1322.28 \n",
       "  1824.01,1322.28 1824.21,1322.28 1824.41,1308.57 1824.61,1253.71 1824.81,1212.57 1825.01,1144 1825.21,1089.14 1825.41,951.992 1825.61,883.42 1825.81,759.989 \n",
       "  1826.01,746.274 1826.2,691.416 1826.4,677.701 1826.6,663.987 1826.8,691.416 1827,705.131 1827.2,718.845 1827.4,732.56 1827.6,746.274 1827.8,787.418 \n",
       "  1828,842.276 1828.2,910.849 1828.4,883.42 1828.6,828.561 1828.8,787.418 1829,773.703 1829.2,773.703 1829.4,814.847 1829.6,855.99 1829.8,869.705 \n",
       "  1830,897.134 1830.2,883.42 1830.4,897.134 1830.6,951.992 1830.8,1034.28 1831,1075.42 1831.2,1130.28 1831.4,1212.57 1831.59,1267.43 1831.79,1308.57 \n",
       "  1831.99,1336 1832.19,1349.71 1832.39,1377.14 1832.59,1377.14 1832.79,1363.43 1832.99,1363.43 1833.19,1349.71 1833.39,1281.14 1833.59,1212.57 1833.79,1047.99 \n",
       "  1833.99,951.992 1834.19,828.561 1834.39,814.847 1834.59,801.132 1834.79,828.561 1834.99,842.276 1835.19,869.705 1835.39,897.134 1835.59,910.849 1835.79,869.705 \n",
       "  1835.99,869.705 1836.19,869.705 1836.39,883.42 1836.59,869.705 1836.79,855.99 1836.99,814.847 1837.18,828.561 1837.38,869.705 1837.58,951.992 1837.78,993.136 \n",
       "  1837.98,910.849 1838.18,828.561 1838.38,732.56 1838.58,718.845 1838.78,705.131 1838.98,663.987 1839.18,691.416 1839.38,718.845 1839.58,705.131 1839.78,691.416 \n",
       "  1839.98,718.845 1840.18,787.418 1840.38,842.276 1840.58,965.707 1840.78,1047.99 1840.98,1144 1841.18,1212.57 1841.38,1267.43 1841.58,1294.86 1841.78,1322.28 \n",
       "  1841.98,1349.71 1842.18,1377.14 1842.38,1363.43 1842.57,1377.14 1842.77,1363.43 1842.97,1294.86 1843.17,1226.28 1843.37,1047.99 1843.57,938.278 1843.77,787.418 \n",
       "  1843.97,773.703 1844.17,732.56 1844.37,787.418 1844.57,814.847 1844.77,855.99 1844.97,869.705 1845.17,883.42 1845.37,842.276 1845.57,828.561 1845.77,855.99 \n",
       "  1845.97,883.42 1846.17,855.99 1846.37,828.561 1846.57,814.847 1846.77,828.561 1846.97,897.134 1847.17,965.707 1847.37,1020.56 1847.57,910.849 1847.77,828.561 \n",
       "  1847.97,746.274 1848.16,691.416 1848.36,650.272 1848.56,595.414 1848.76,622.843 1848.96,622.843 1849.16,622.843 1849.36,595.414 1849.56,622.843 1849.76,663.987 \n",
       "  1849.96,746.274 1850.16,828.561 1850.36,938.278 1850.56,1061.71 1850.76,1157.71 1850.96,1212.57 1851.16,1253.71 1851.36,1308.57 1851.56,1336 1851.76,1349.71 \n",
       "  1851.96,1349.71 1852.16,1363.43 1852.36,1363.43 1852.56,1294.86 1852.76,1226.28 1852.96,1034.28 1853.16,910.849 1853.36,787.418 1853.55,746.274 1853.75,746.274 \n",
       "  1853.95,759.989 1854.15,801.132 1854.35,828.561 1854.55,842.276 1854.75,855.99 1854.95,801.132 1855.15,801.132 1855.35,814.847 1855.55,828.561 1855.75,828.561 \n",
       "  1855.95,814.847 1856.15,801.132 1856.35,828.561 1856.55,897.134 1856.75,979.421 1856.95,1020.56 1857.15,924.563 1857.35,814.847 1857.55,732.56 1857.75,691.416 \n",
       "  1857.95,650.272 1858.15,650.272 1858.35,609.129 1858.55,609.129 1858.75,581.7 1858.94,581.7 1859.14,581.7 1859.34,636.558 1859.54,663.987 1859.74,718.845 \n",
       "  1859.94,814.847 1860.14,938.278 1860.34,1075.42 1860.54,1144 1860.74,1212.57 1860.94,1267.43 1861.14,1322.28 1861.34,1336 1861.54,1336 1861.74,1363.43 \n",
       "  1861.94,1349.71 1862.14,1281.14 1862.34,1212.57 1862.54,1034.28 1862.74,924.563 1862.94,787.418 1863.14,732.56 1863.34,746.274 1863.54,759.989 1863.74,787.418 \n",
       "  1863.94,801.132 1864.14,814.847 1864.34,842.276 1864.53,773.703 1864.73,773.703 1864.93,801.132 1865.13,814.847 1865.33,801.132 1865.53,773.703 1865.73,773.703 \n",
       "  1865.93,787.418 1866.13,883.42 1866.33,951.992 1866.53,1020.56 1866.73,910.849 1866.93,773.703 1867.13,691.416 1867.33,636.558 1867.53,595.414 1867.73,581.7 \n",
       "  1867.93,567.985 1868.13,567.985 1868.33,540.556 1868.53,554.271 1868.73,554.271 1868.93,581.7 1869.13,595.414 1869.33,636.558 1869.53,732.56 1869.73,773.703 \n",
       "  1869.92,855.99 1870.12,979.421 1870.32,1089.14 1870.52,1157.71 1870.72,1212.57 1870.92,1253.71 1871.12,1267.43 1871.32,1308.57 1871.52,1322.28 1871.72,1281.14 \n",
       "  1871.92,1212.57 1872.12,1061.71 1872.32,938.278 1872.52,787.418 1872.72,718.845 1872.92,732.56 1873.12,718.845 1873.32,759.989 1873.52,801.132 1873.72,801.132 \n",
       "  1873.92,801.132 1874.12,746.274 1874.32,759.989 1874.52,814.847 1874.72,828.561 1874.92,801.132 1875.12,773.703 1875.32,746.274 1875.51,787.418 1875.71,883.42 \n",
       "  1875.91,938.278 1876.11,1006.85 1876.31,897.134 1876.51,759.989 1876.71,650.272 1876.91,581.7 1877.11,526.842 1877.31,513.127 1877.51,513.127 1877.71,540.556 \n",
       "  1877.91,526.842 1878.11,526.842 1878.31,513.127 1878.51,513.127 1878.71,554.271 1878.91,526.842 1879.11,540.556 1879.31,595.414 1879.51,650.272 1879.71,705.131 \n",
       "  1879.91,773.703 1880.11,883.42 1880.31,951.992 1880.51,1020.56 1880.71,1075.42 1880.9,1226.28 1881.1,1294.86 1881.3,1308.57 1881.5,1308.57 1881.7,1267.43 \n",
       "  1881.9,1281.14 1882.1,1226.28 1882.3,1185.14 1882.5,1089.14 1882.7,1047.99 1882.9,924.563 1883.1,883.42 1883.3,787.418 1883.5,759.989 1883.7,705.131 \n",
       "  1883.9,663.987 1884.1,650.272 1884.3,650.272 1884.5,677.701 1884.7,677.701 1884.9,691.416 1885.1,691.416 1885.3,705.131 1885.5,814.847 1885.7,910.849 \n",
       "  1885.9,842.276 1886.1,718.845 1886.29,663.987 1886.49,595.414 1886.69,554.271 1886.89,567.985 1887.09,636.558 1887.29,663.987 1887.49,663.987 1887.69,636.558 \n",
       "  1887.89,622.843 1888.09,595.414 1888.29,567.985 1888.49,554.271 1888.69,554.271 1888.89,595.414 1889.09,650.272 1889.29,718.845 1889.49,759.989 1889.69,842.276 \n",
       "  1889.89,924.563 1890.09,993.136 1890.29,1061.71 1890.49,1212.57 1890.69,1294.86 1890.89,1322.28 1891.09,1308.57 1891.29,1308.57 1891.49,1322.28 1891.69,1281.14 \n",
       "  1891.88,1240 1892.08,1185.14 1892.28,1130.28 1892.48,1006.85 1892.68,965.707 1892.88,814.847 1893.08,814.847 1893.28,759.989 1893.48,746.274 1893.68,705.131 \n",
       "  1893.88,732.56 1894.08,746.274 1894.28,732.56 1894.48,746.274 1894.68,759.989 1894.88,787.418 1895.08,842.276 1895.28,910.849 1895.48,855.99 1895.68,787.418 \n",
       "  1895.88,759.989 1896.08,773.703 1896.28,787.418 1896.48,828.561 1896.68,883.42 1896.88,869.705 1897.08,897.134 1897.27,883.42 1897.47,910.849 1897.67,979.421 \n",
       "  1897.87,1034.28 1898.07,1089.14 1898.27,1157.71 1898.47,1212.57 1898.67,1267.43 1898.87,1308.57 1899.07,1336 1899.27,1363.43 1899.47,1377.14 1899.67,1377.14 \n",
       "  1899.87,1363.43 1900.07,1363.43 1900.27,1363.43 1900.47,1308.57 1900.67,1267.43 1900.87,1130.28 1901.07,1075.42 1901.27,979.421 1901.47,938.278 1901.67,869.705 \n",
       "  1901.87,883.42 1902.07,869.705 1902.27,910.849 1902.47,883.42 1902.67,883.42 1902.86,842.276 1903.06,828.561 1903.26,828.561 1903.46,842.276 1903.66,814.847 \n",
       "  1903.86,814.847 1904.06,801.132 1904.26,801.132 1904.46,897.134 1904.66,965.707 1904.86,993.136 1905.06,910.849 1905.26,828.561 1905.46,759.989 1905.66,746.274 \n",
       "  1905.86,718.845 1906.06,759.989 1906.26,787.418 1906.46,773.703 1906.66,759.989 1906.86,746.274 1907.06,787.418 1907.26,842.276 1907.46,951.992 1907.66,1020.56 \n",
       "  1907.86,1102.85 1908.06,1157.71 1908.25,1198.85 1908.45,1253.71 1908.65,1294.86 1908.85,1336 1909.05,1349.71 1909.25,1363.43 1909.45,1349.71 1909.65,1363.43 \n",
       "  1909.85,1363.43 1910.05,1308.57 1910.25,1253.71 1910.45,1130.28 1910.65,1075.42 1910.85,979.421 1911.05,938.278 1911.25,855.99 1911.45,869.705 1911.65,842.276 \n",
       "  1911.85,869.705 1912.05,869.705 1912.25,883.42 1912.45,828.561 1912.65,801.132 1912.85,801.132 1913.05,814.847 1913.25,773.703 1913.45,801.132 1913.64,773.703 \n",
       "  1913.84,814.847 1914.04,883.42 1914.24,965.707 1914.44,1020.56 1914.64,938.278 1914.84,855.99 1915.04,773.703 1915.24,746.274 1915.44,746.274 1915.64,787.418 \n",
       "  1915.84,801.132 1916.04,842.276 1916.24,842.276 1916.44,814.847 1916.64,869.705 1916.84,910.849 1917.04,951.992 1917.24,1006.85 1917.44,1047.99 1917.64,1130.28 \n",
       "  1917.84,1185.14 1918.04,1226.28 1918.24,1267.43 1918.44,1294.86 1918.64,1336 1918.84,1336 1919.04,1336 1919.23,1349.71 1919.43,1363.43 1919.63,1322.28 \n",
       "  1919.83,1281.14 1920.03,1212.57 1920.23,1198.85 1920.43,1144 1920.63,1102.85 1920.83,1034.28 1921.03,979.421 1921.23,883.42 1921.43,814.847 1921.63,842.276 \n",
       "  1921.83,773.703 1922.03,787.418 1922.23,801.132 1922.43,732.56 1922.63,705.131 1922.83,759.989 1923.03,759.989 1923.23,828.561 1923.43,842.276 1923.63,842.276 \n",
       "  1923.83,897.134 1924.03,924.563 1924.23,855.99 1924.43,869.705 1924.62,855.99 1924.82,869.705 1925.02,897.134 1925.22,951.992 1925.42,993.136 1925.62,993.136 \n",
       "  1925.82,1020.56 1926.02,1006.85 1926.22,1006.85 1926.42,1006.85 1926.62,1020.56 1926.82,1047.99 1927.02,1075.42 1927.22,1102.85 1927.42,1157.71 1927.62,1198.85 \n",
       "  1927.82,1240 1928.02,1267.43 1928.22,1308.57 1928.42,1336 1928.62,1336 1928.82,1377.14 1929.02,1390.86 1929.22,1390.86 1929.42,1377.14 1929.62,1363.43 \n",
       "  1929.82,1363.43 1930.02,1349.71 1930.21,1349.71 1930.41,1336 1930.61,1308.57 1930.81,1267.43 1931.01,1226.28 1931.21,1171.42 1931.41,1157.71 1931.61,1116.57 \n",
       "  1931.81,1102.85 1932.01,1075.42 1932.21,1075.42 1932.41,1061.71 1932.61,1061.71 1932.81,1020.56 1933.01,1034.28 1933.21,1047.99 1933.41,1061.71 1933.61,1089.14 \n",
       "  1933.81,1075.42 1934.01,1075.42 1934.21,1075.42 1934.41,1047.99 1934.61,1061.71 1934.81,1089.14 1935.01,1102.85 1935.21,1089.14 1935.41,1102.85 1935.6,1061.71 \n",
       "  1935.8,1075.42 1936,1075.42 1936.2,1157.71 1936.4,1185.14 1936.6,1226.28 1936.8,1267.43 1937,1294.86 1937.2,1336 1937.4,1349.71 1937.6,1377.14 \n",
       "  1937.8,1390.86 1938,1390.86 1938.2,1390.86 1938.4,1404.57 1938.6,1404.57 1938.8,1377.14 1939,1349.71 1939.2,1322.28 1939.4,1294.86 1939.6,1253.71 \n",
       "  1939.8,1226.28 1940,1198.85 1940.2,1157.71 1940.4,1130.28 1940.6,1089.14 1940.8,1061.71 1940.99,1047.99 1941.19,993.136 1941.39,979.421 1941.59,965.707 \n",
       "  1941.79,938.278 1941.99,965.707 1942.19,951.992 1942.39,897.134 1942.59,869.705 1942.79,897.134 1942.99,910.849 1943.19,951.992 1943.39,910.849 1943.59,883.42 \n",
       "  1943.79,869.705 1943.99,869.705 1944.19,814.847 1944.39,869.705 1944.59,924.563 1944.79,924.563 1944.99,938.278 1945.19,938.278 1945.39,910.849 1945.59,883.42 \n",
       "  1945.79,938.278 1945.99,979.421 1946.19,979.421 1946.39,1034.28 1946.58,1061.71 1946.78,1102.85 1946.98,1130.28 1947.18,1171.42 1947.38,1185.14 1947.58,1226.28 \n",
       "  1947.78,1240 1947.98,1308.57 1948.18,1363.43 1948.38,1377.14 1948.58,1363.43 1948.78,1349.71 1948.98,1349.71 1949.18,1308.57 1949.38,1294.86 1949.58,1240 \n",
       "  1949.78,1185.14 1949.98,1116.57 1950.18,1102.85 1950.38,1034.28 1950.58,1006.85 1950.78,951.992 1950.98,924.563 1951.18,910.849 1951.38,855.99 1951.58,869.705 \n",
       "  1951.78,883.42 1951.97,855.99 1952.17,828.561 1952.37,842.276 1952.57,883.42 1952.77,924.563 1952.97,910.849 1953.17,855.99 1953.37,828.561 1953.57,814.847 \n",
       "  1953.77,801.132 1953.97,842.276 1954.17,883.42 1954.37,897.134 1954.57,883.42 1954.77,855.99 1954.97,814.847 1955.17,842.276 1955.37,842.276 1955.57,842.276 \n",
       "  1955.77,869.705 1955.97,910.849 1956.17,951.992 1956.37,1006.85 1956.57,1006.85 1956.77,1061.71 1956.97,1102.85 1957.17,1130.28 1957.36,1171.42 1957.56,1267.43 \n",
       "  1957.76,1336 1957.96,1349.71 1958.16,1349.71 1958.36,1349.71 1958.56,1349.71 1958.76,1308.57 1958.96,1267.43 1959.16,1226.28 1959.36,1185.14 1959.56,1102.85 \n",
       "  1959.76,1075.42 1959.96,993.136 1960.16,993.136 1960.36,951.992 1960.56,938.278 1960.76,910.849 1960.96,897.134 1961.16,924.563 1961.36,924.563 1961.56,910.849 \n",
       "  1961.76,897.134 1961.96,869.705 1962.16,883.42 1962.36,924.563 1962.56,897.134 1962.76,869.705 1962.95,869.705 1963.15,869.705 1963.35,883.42 1963.55,897.134 \n",
       "  1963.75,924.563 1963.95,951.992 1964.15,979.421 1964.35,951.992 1964.55,965.707 1964.75,993.136 1964.95,1061.71 1965.15,1089.14 1965.35,1157.71 1965.55,1212.57 \n",
       "  1965.75,1281.14 1965.95,1294.86 1966.15,1322.28 1966.35,1349.71 1966.55,1363.43 1966.75,1377.14 1966.95,1377.14 1967.15,1377.14 1967.35,1377.14 1967.55,1349.71 \n",
       "  1967.75,1308.57 1967.95,1226.28 1968.15,1212.57 1968.34,1144 1968.54,1116.57 1968.74,1020.56 1968.94,1020.56 1969.14,993.136 1969.34,979.421 1969.54,965.707 \n",
       "  1969.74,951.992 1969.94,910.849 1970.14,910.849 1970.34,869.705 1970.54,883.42 1970.74,869.705 1970.94,842.276 1971.14,828.561 1971.34,828.561 1971.54,828.561 \n",
       "  1971.74,869.705 1971.94,910.849 1972.14,842.276 1972.34,801.132 1972.54,746.274 1972.74,746.274 1972.94,746.274 1973.14,801.132 1973.34,828.561 1973.54,869.705 \n",
       "  1973.74,842.276 1973.93,842.276 1974.13,883.42 1974.33,897.134 1974.53,951.992 1974.73,1006.85 1974.93,1061.71 1975.13,1144 1975.33,1198.85 1975.53,1253.71 \n",
       "  1975.73,1281.14 1975.93,1308.57 1976.13,1336 1976.33,1349.71 1976.53,1349.71 1976.73,1363.43 1976.93,1377.14 1977.13,1349.71 1977.33,1308.57 1977.53,1226.28 \n",
       "  1977.73,1212.57 1977.93,1144 1978.13,1102.85 1978.33,993.136 1978.53,979.421 1978.73,951.992 1978.93,951.992 1979.13,910.849 1979.32,897.134 1979.52,842.276 \n",
       "  1979.72,828.561 1979.92,801.132 1980.12,773.703 1980.32,787.418 1980.52,787.418 1980.72,801.132 1980.92,787.418 1981.12,814.847 1981.32,883.42 1981.52,924.563 \n",
       "  1981.72,855.99 1981.92,787.418 1982.12,718.845 1982.32,677.701 1982.52,663.987 1982.72,705.131 1982.92,746.274 1983.12,773.703 1983.32,746.274 1983.52,746.274 \n",
       "  1983.72,759.989 1983.92,814.847 1984.12,828.561 1984.32,897.134 1984.52,951.992 1984.71,1034.28 1984.91,1089.14 1985.11,1171.42 1985.31,1198.85 1985.51,1253.71 \n",
       "  1985.71,1294.86 1985.91,1322.28 1986.11,1308.57 1986.31,1349.71 1986.51,1377.14 1986.71,1349.71 1986.91,1322.28 1987.11,1253.71 1987.31,1226.28 1987.51,1157.71 \n",
       "  1987.71,1116.57 1987.91,1034.28 1988.11,1034.28 1988.31,1006.85 1988.51,993.136 1988.71,965.707 1988.91,924.563 1989.11,855.99 1989.31,869.705 1989.51,842.276 \n",
       "  1989.71,801.132 1989.91,801.132 1990.11,801.132 1990.3,787.418 1990.5,773.703 1990.7,801.132 1990.9,842.276 1991.1,869.705 1991.3,828.561 1991.5,787.418 \n",
       "  1991.7,746.274 1991.9,718.845 1992.1,677.701 1992.3,595.414 1992.5,554.271 1992.7,513.127 1992.9,485.698 1993.1,499.412 1993.3,567.985 1993.5,636.558 \n",
       "  1993.7,691.416 1993.9,951.992 1994.1,677.701 1994.3,417.125 1994.5,389.696 1994.7,458.269 1994.9,540.556 1995.1,567.985 1995.3,650.272 1995.5,718.845 \n",
       "  1995.69,814.847 1995.89,1006.85 1996.09,1144 1996.29,1212.57 1996.49,1253.71 1996.69,1267.43 1996.89,1281.14 1997.09,1281.14 1997.29,1294.86 1997.49,1281.14 \n",
       "  1997.69,1253.71 1997.89,1226.28 1998.09,1185.14 1998.29,1102.85 1998.49,1047.99 1998.69,979.421 1998.89,938.278 1999.09,910.849 1999.29,910.849 1999.49,883.42 \n",
       "  1999.69,897.134 1999.89,869.705 2000.09,855.99 2000.29,883.42 2000.49,897.134 2000.69,938.278 2000.89,910.849 2001.09,883.42 2001.28,883.42 2001.48,869.705 \n",
       "  2001.68,910.849 2001.88,951.992 2002.08,965.707 2002.28,979.421 2002.48,993.136 2002.68,979.421 2002.88,1006.85 2003.08,1020.56 2003.28,1075.42 2003.48,1102.85 \n",
       "  2003.68,1157.71 2003.88,1157.71 2004.08,1226.28 2004.28,1294.86 2004.48,1308.57 2004.68,1349.71 2004.88,1349.71 2005.08,1377.14 2005.28,1363.43 2005.48,1377.14 \n",
       "  2005.68,1390.86 2005.88,1363.43 2006.08,1322.28 2006.28,1267.43 2006.48,1240 2006.67,1198.85 2006.87,1171.42 2007.07,1102.85 2007.27,1075.42 2007.47,1034.28 \n",
       "  2007.67,1020.56 2007.87,965.707 2008.07,965.707 2008.27,910.849 2008.47,869.705 2008.67,855.99 2008.87,883.42 2009.07,855.99 2009.27,828.561 2009.47,828.561 \n",
       "  2009.67,828.561 2009.87,814.847 2010.07,869.705 2010.27,910.849 2010.47,842.276 2010.67,773.703 2010.87,746.274 2011.07,718.845 2011.27,677.701 2011.47,759.989 \n",
       "  2011.67,814.847 2011.87,828.561 2012.06,842.276 2012.26,842.276 2012.46,773.703 2012.66,759.989 2012.86,801.132 2013.06,773.703 2013.26,814.847 2013.46,869.705 \n",
       "  2013.66,910.849 2013.86,951.992 2014.06,1006.85 2014.26,1047.99 2014.46,1089.14 2014.66,1144 2014.86,1171.42 2015.06,1294.86 2015.26,1336 2015.46,1349.71 \n",
       "  2015.66,1349.71 2015.86,1322.28 2016.06,1322.28 2016.26,1281.14 2016.46,1267.43 2016.66,1185.14 2016.86,1130.28 2017.06,1061.71 2017.26,1034.28 2017.46,965.707 \n",
       "  2017.65,938.278 2017.85,869.705 2018.05,814.847 2018.25,746.274 2018.45,705.131 2018.65,705.131 2018.85,705.131 2019.05,691.416 2019.25,705.131 2019.45,746.274 \n",
       "  2019.65,773.703 2019.85,855.99 2020.05,801.132 2020.25,718.845 2020.45,677.701 2020.65,650.272 2020.85,622.843 2021.05,663.987 2021.25,787.418 2021.45,828.561 \n",
       "  2021.65,773.703 2021.85,787.418 2022.05,746.274 2022.25,746.274 2022.45,759.989 2022.65,718.845 2022.85,759.989 2023.04,855.99 2023.24,869.705 2023.44,951.992 \n",
       "  2023.64,993.136 2023.84,1089.14 2024.04,1130.28 2024.24,1171.42 2024.44,1212.57 2024.64,1308.57 2024.84,1349.71 2025.04,1363.43 2025.24,1363.43 2025.44,1349.71 \n",
       "  2025.64,1336 2025.84,1308.57 2026.04,1281.14 2026.24,1226.28 2026.44,1185.14 2026.64,1130.28 2026.84,1075.42 2027.04,979.421 2027.24,979.421 2027.44,951.992 \n",
       "  2027.64,924.563 2027.84,897.134 2028.04,883.42 2028.24,897.134 2028.44,897.134 2028.63,883.42 2028.83,910.849 2029.03,883.42 2029.23,897.134 2029.43,910.849 \n",
       "  2029.63,910.849 2029.83,883.42 2030.03,897.134 2030.23,883.42 2030.43,965.707 2030.63,828.561 2030.83,883.42 2031.03,951.992 2031.23,1047.99 2031.43,1020.56 \n",
       "  2031.63,1061.71 2031.83,1102.85 2032.03,1144 2032.23,1171.42 2032.43,1226.28 2032.63,1240 2032.83,1308.57 2033.03,1336 2033.23,1349.71 2033.43,1377.14 \n",
       "  2033.63,1390.86 2033.83,1390.86 2034.02,1390.86 2034.22,1390.86 2034.42,1363.43 2034.62,1308.57 2034.82,1226.28 2035.02,1089.14 2035.22,979.421 2035.42,883.42 \n",
       "  2035.62,828.561 2035.82,828.561 2036.02,869.705 2036.22,938.278 2036.42,993.136 2036.62,979.421 2036.82,993.136 2037.02,965.707 2037.22,951.992 2037.42,965.707 \n",
       "  2037.62,965.707 2037.82,938.278 2038.02,924.563 2038.22,869.705 2038.42,842.276 2038.62,869.705 2038.82,910.849 2039.02,938.278 2039.22,855.99 2039.41,773.703 \n",
       "  2039.61,705.131 2039.81,691.416 2040.01,677.701 2040.21,732.56 2040.41,773.703 2040.61,842.276 2040.81,855.99 2041.01,897.134 2041.21,951.992 2041.41,993.136 \n",
       "  2041.61,1047.99 2041.81,1116.57 2042.01,1171.42 2042.21,1240 2042.41,1294.86 2042.61,1336 2042.81,1349.71 2043.01,1377.14 2043.21,1390.86 2043.41,1390.86 \n",
       "  2043.61,1390.86 2043.81,1390.86 2044.01,1377.14 2044.21,1308.57 2044.41,1240 2044.61,1061.71 2044.81,965.707 2045,814.847 2045.2,759.989 2045.4,746.274 \n",
       "  2045.6,814.847 2045.8,869.705 2046,938.278 2046.2,951.992 2046.4,979.421 2046.6,938.278 2046.8,924.563 2047,938.278 2047.2,965.707 2047.4,924.563 \n",
       "  2047.6,924.563 2047.8,855.99 2048,855.99 2048.2,883.42 2048.4,938.278 2048.6,938.278 2048.8,883.42 2049,801.132 2049.2,691.416 2049.4,663.987 \n",
       "  2049.6,691.416 2049.8,718.845 2050,732.56 2050.2,759.989 2050.39,773.703 2050.59,773.703 2050.79,855.99 2050.99,924.563 2051.19,1006.85 2051.39,1061.71 \n",
       "  2051.59,1157.71 2051.79,1212.57 2051.99,1267.43 2052.19,1322.28 2052.39,1349.71 2052.59,1363.43 2052.79,1377.14 2052.99,1390.86 2053.19,1390.86 2053.39,1390.86 \n",
       "  2053.59,1377.14 2053.79,1322.28 2053.99,1226.28 2054.19,1061.71 2054.39,938.278 2054.59,814.847 2054.79,746.274 2054.99,718.845 2055.19,773.703 2055.39,828.561 \n",
       "  2055.59,897.134 2055.79,883.42 2055.98,924.563 2056.18,855.99 2056.38,869.705 2056.58,869.705 2056.78,883.42 2056.98,842.276 2057.18,842.276 2057.38,801.132 \n",
       "  2057.58,787.418 2057.78,855.99 2057.98,869.705 2058.18,910.849 2058.38,828.561 2058.58,691.416 2058.78,609.129 2058.98,581.7 2059.18,554.271 2059.38,581.7 \n",
       "  2059.58,622.843 2059.78,663.987 2059.98,636.558 2060.18,663.987 2060.38,691.416 2060.58,801.132 2060.78,924.563 2060.98,1020.56 2061.18,1102.85 2061.37,1185.14 \n",
       "  2061.57,1253.71 2061.77,1294.86 2061.97,1336 2062.17,1363.43 2062.37,1377.14 2062.57,1377.14 2062.77,1377.14 2062.97,1390.86 2063.17,1377.14 2063.37,1308.57 \n",
       "  2063.57,1226.28 2063.77,1034.28 2063.97,897.134 2064.17,746.274 2064.37,691.416 2064.57,677.701 2064.77,732.56 2064.97,773.703 2065.17,842.276 2065.37,842.276 \n",
       "  2065.57,910.849 2065.77,842.276 2065.97,828.561 2066.17,869.705 2066.37,869.705 2066.57,855.99 2066.76,842.276 2066.96,759.989 2067.16,746.274 2067.36,801.132 \n",
       "  2067.56,869.705 2067.76,924.563 2067.96,828.561 2068.16,691.416 2068.36,609.129 2068.56,567.985 2068.76,554.271 2068.96,567.985 2069.16,595.414 2069.36,622.843 \n",
       "  2069.56,622.843 2069.76,622.843 2069.96,636.558 2070.16,691.416 2070.36,773.703 2070.56,897.134 2070.76,993.136 2070.96,1089.14 2071.16,1171.42 2071.36,1240 \n",
       "  2071.56,1267.43 2071.76,1308.57 2071.96,1336 2072.16,1349.71 2072.35,1363.43 2072.55,1377.14 2072.75,1363.43 2072.95,1308.57 2073.15,1240 2073.35,1061.71 \n",
       "  2073.55,965.707 2073.75,924.563 2073.95,924.563 2074.15,897.134 2074.35,883.42 2074.55,883.42 2074.75,910.849 2074.95,910.849 2075.15,938.278 2075.35,897.134 \n",
       "  2075.55,897.134 2075.75,897.134 2075.95,883.42 2076.15,869.705 2076.35,842.276 2076.55,787.418 2076.75,814.847 2076.95,842.276 2077.15,897.134 2077.35,924.563 \n",
       "  2077.55,814.847 2077.74,691.416 2077.94,595.414 2078.14,526.842 2078.34,485.698 2078.54,485.698 2078.74,554.271 2078.94,622.843 2079.14,622.843 2079.34,609.129 \n",
       "  2079.54,581.7 2079.74,567.985 2079.94,567.985 2080.14,567.985 2080.34,609.129 2080.54,677.701 2080.74,759.989 2080.94,828.561 2081.14,883.42 2081.34,965.707 \n",
       "  2081.54,1034.28 2081.74,1102.85 2081.94,1144 2082.14,1281.14 2082.34,1336 2082.54,1349.71 2082.74,1336 2082.94,1308.57 2083.13,1281.14 2083.33,1212.57 \n",
       "  2083.53,1198.85 2083.73,1061.71 2083.93,993.136 2084.13,883.42 2084.33,883.42 2084.53,787.418 2084.73,759.989 2084.93,663.987 2085.13,663.987 2085.33,622.843 \n",
       "  2085.53,650.272 2085.73,663.987 2085.93,705.131 2086.13,663.987 2086.33,650.272 2086.53,609.129 2086.73,663.987 2086.93,746.274 2087.13,718.845 2087.33,595.414 \n",
       "  2087.53,526.842 2087.73,513.127 2087.93,471.983 2088.13,513.127 2088.33,471.983 2088.53,595.414 2088.72,622.843 2088.92,581.7 2089.12,540.556 2089.32,485.698 \n",
       "  2089.52,458.269 2089.72,458.269 2089.92,526.842 2090.12,581.7 2090.32,636.558 2090.52,732.56 2090.72,787.418 2090.92,855.99 2091.12,938.278 2091.32,1020.56 \n",
       "  2091.52,1116.57 2091.72,1253.71 2091.92,1322.28 2092.12,1349.71 2092.32,1349.71 2092.52,1322.28 2092.72,1322.28 2092.92,1267.43 2093.12,1240 2093.32,1144 \n",
       "  2093.52,1102.85 2093.72,993.136 2093.92,965.707 2094.11,842.276 2094.31,828.561 2094.51,746.274 2094.71,759.989 2094.91,691.416 2095.11,705.131 2095.31,746.274 \n",
       "  2095.51,773.703 2095.71,787.418 2095.91,814.847 2096.11,787.418 2096.31,801.132 2096.51,773.703 2096.71,759.989 2096.91,759.989 2097.11,759.989 2097.31,773.703 \n",
       "  2097.51,801.132 2097.71,842.276 2097.91,910.849 2098.11,965.707 2098.31,979.421 2098.51,965.707 2098.71,993.136 2098.91,1047.99 2099.11,1034.28 2099.31,1130.28 \n",
       "  2099.51,1198.85 2099.7,1267.43 2099.9,1322.28 2100.1,1349.71 2100.3,1363.43 2100.5,1377.14 2100.7,1377.14 2100.9,1390.86 2101.1,1390.86 2101.3,1390.86 \n",
       "  2101.5,1377.14 2101.7,1294.86 2101.9,1226.28 2102.1,1061.71 2102.3,951.992 2102.5,814.847 2102.7,759.989 2102.9,759.989 2103.1,801.132 2103.3,828.561 \n",
       "  2103.5,883.42 2103.7,897.134 2103.9,924.563 2104.1,869.705 2104.3,842.276 2104.5,869.705 2104.7,897.134 2104.9,855.99 2105.09,855.99 2105.29,801.132 \n",
       "  2105.49,773.703 2105.69,883.42 2105.89,924.563 2106.09,938.278 2106.29,869.705 2106.49,773.703 2106.69,705.131 2106.89,677.701 2107.09,691.416 2107.29,746.274 \n",
       "  2107.49,746.274 2107.69,801.132 2107.89,801.132 2108.09,828.561 2108.29,842.276 2108.49,938.278 2108.69,1020.56 2108.89,1102.85 2109.09,1061.71 2109.29,1198.85 \n",
       "  2109.49,1267.43 2109.69,1308.57 2109.89,1336 2110.09,1377.14 2110.29,1390.86 2110.48,1390.86 2110.68,1390.86 2110.88,1390.86 2111.08,1377.14 2111.28,1308.57 \n",
       "  2111.48,1226.28 2111.68,1047.99 2111.88,924.563 2112.08,759.989 2112.28,705.131 2112.48,705.131 2112.68,746.274 2112.88,773.703 2113.08,814.847 2113.28,828.561 \n",
       "  2113.48,855.99 2113.68,787.418 2113.88,787.418 2114.08,814.847 2114.28,842.276 2114.48,801.132 2114.68,787.418 2114.88,746.274 2115.08,746.274 2115.28,801.132 \n",
       "  2115.48,869.705 2115.68,938.278 2115.88,855.99 2116.07,746.274 2116.27,650.272 2116.47,595.414 2116.67,581.7 2116.87,609.129 2117.07,609.129 2117.27,622.843 \n",
       "  2117.47,622.843 2117.67,622.843 2117.87,691.416 2118.07,787.418 2118.27,910.849 2118.47,993.136 2118.67,1089.14 2118.87,1171.42 2119.07,1240 2119.27,1281.14 \n",
       "  2119.47,1322.28 2119.67,1349.71 2119.87,1363.43 2120.07,1377.14 2120.27,1377.14 2120.47,1377.14 2120.67,1377.14 2120.87,1294.86 2121.07,1226.28 2121.27,1034.28 \n",
       "  2121.46,910.849 2121.66,746.274 2121.86,718.845 2122.06,705.131 2122.26,732.56 2122.46,787.418 2122.66,855.99 2122.86,842.276 2123.06,883.42 2123.26,814.847 \n",
       "  2123.46,814.847 2123.66,855.99 2123.86,869.705 2124.06,828.561 2124.26,814.847 2124.46,801.132 2124.66,801.132 2124.86,842.276 2125.06,910.849 2125.26,951.992 \n",
       "  2125.46,883.42 2125.66,746.274 2125.86,650.272 2126.06,622.843 2126.26,595.414 2126.46,609.129 2126.66,663.987 2126.86,677.701 2127.05,650.272 2127.25,677.701 \n",
       "  2127.45,663.987 2127.65,759.989 2127.85,869.705 2128.05,965.707 2128.25,1075.42 2128.45,1171.42 2128.65,1240 2128.85,1281.14 2129.05,1322.28 2129.25,1349.71 \n",
       "  2129.45,1363.43 2129.65,1377.14 2129.85,1363.43 2130.05,1377.14 2130.25,1377.14 2130.45,1294.86 2130.65,1226.28 2130.85,1034.28 2131.05,910.849 2131.25,773.703 \n",
       "  2131.45,718.845 2131.65,705.131 2131.85,746.274 2132.05,787.418 2132.25,869.705 2132.44,855.99 2132.64,910.849 2132.84,842.276 2133.04,814.847 2133.24,869.705 \n",
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     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Z = map(taxi_bin, X)\n",
    "plot(Z)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "5fe6c75f-70d1-463c-919d-2301743a4023",
   "metadata": {},
   "outputs": [],
   "source": [
    "enc_len = 1024\n",
    "enc_active = 32\n",
    "encodings = Dict(i => sample(1:enc_len, enc_active; replace=false) for i in 1:(num_bins + 1));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "23a126ea-81b2-4490-a91d-79613deb7e88",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_len = 7500\n",
    "train_SDR = zeros(enc_len, train_len)\n",
    "\n",
    "for i in 1:train_len\n",
    "    active = encodings[taxi_bin(X[i])]\n",
    "    train_SDR[active, i] .= 1.0\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d427577-186a-4f73-947f-1ea49c0b266c",
   "metadata": {},
   "source": [
    "# Purely Linear Version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "45cc17f8-a0d5-4c2d-854d-ed6d6afee7a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "kwta (generic function with 1 method)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function kwta(x::Array{T, 1}, k) where T           \n",
    "    partial_sort = sortperm(\n",
    "        x,\n",
    "        rev=true,\n",
    "        alg=PartialQuickSort(k)\n",
    "    )\n",
    "    winners = partial_sort[1:k]\n",
    "    output = zeros(T, size(x))\n",
    "    output[winners] = x[winners]\n",
    "    return output\n",
    "end \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "7d511f1a-e9a5-4220-a27e-898a1315f0ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "mutable struct RandomProjEnsamble{T}\n",
    "    input_len::Int\n",
    "    regularization::T\n",
    "    rp_matrices::Array{Array{T, 2}, 1}\n",
    "    mappings::Array{Array{T, 2}, 1}\n",
    "end\n",
    "\n",
    "function RandomProjEnsamble(\n",
    "        input_len, \n",
    "        ensamble_size, \n",
    "        vectors_per_projection; \n",
    "        regularization=1e-6, T=Float64\n",
    ")\n",
    "    rp_matrices = [random_projections(T, input_len, vectors_per_projection) for i in 1:ensamble_size]\n",
    "    mappings = [zeros(T, input_len, vectors_per_projection) for i in 1:ensamble_size]\n",
    "    return RandomProjEnsamble(input_len, regularization, rp_matrices, mappings)\n",
    "end\n",
    "\n",
    "function train!(rpe::RandomProjEnsamble, X::AbstractArray, Y::AbstractArray)\n",
    "    if first(size(X)) != rpe.input_len\n",
    "        error(\"First dimension of input to RandomProjectionEnsemble must be $(rpe.input_len)\")\n",
    "    end\n",
    "    \n",
    "    for (i, rp) in enumerate(rpe.rp_matrices)\n",
    "        proj = rp * X\n",
    "        # Tikhanov regression\n",
    "        rpe.mappings[i] .= Y * inv(proj' * proj - rpe.regularization * I) * proj'\n",
    "        # Include random projection in the mapping \n",
    "        rpe.mappings[i] *= rp\n",
    "    end\n",
    "    # Delete random projections since they are included in mappings\n",
    "    rpe.rp_matrices = [zeros(1,1)]\n",
    "end\n",
    "\n",
    "function (rpe::RandomProjEnsamble)(X::AbstractArray)\n",
    "    pred = map(m -> m * X, rpe.mappings)\n",
    "    return pred\n",
    "end    \n",
    "\n",
    "function Base.show(io::IO, rpe::RandomProjEnsamble)\n",
    "    print(io, \"RandomProjectionEnsamble(\\n\\tinput_len=$(rpe.input_len)\\n)\")\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa5a89d0-60dd-42c9-bcb7-2dcd519d239e",
   "metadata": {},
   "source": [
    "### Initialize and Train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "c2791242-b407-4fb5-93b3-a9c91c13e5d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "input_len = enc_len\n",
    "ensamble_size = 1\n",
    "projection_size = 1024\n",
    "rpe = RandomProjEnsamble(input_len, ensamble_size, projection_size)\n",
    "\n",
    "train!(rpe, train_SDR[:, 1:(end-1)], train_SDR[:, 2:end]);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55434ef5-e059-442a-bcb7-1ce1211d6844",
   "metadata": {},
   "source": [
    "### Predict via kwinners"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "7fcf0ad4-22d7-466d-b1a3-892a75a6c2bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.23515635418055741"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "agg_pred = sum(pred)\n",
    "\n",
    "pred = rpe(train_SDR[:, 1:(end-1)])\n",
    "active_cols = mapslices(x->kwta(x, enc_active), agg_pred, dims=1)\n",
    "active_cols = Float64.(active_cols .!= 0)\n",
    "\n",
    "# Check average error per column\n",
    "differences = sum(abs.(active_cols .- train_SDR[:, 2:end]), dims=1)\n",
    "accuracy = mean(1 .- differences ./ (2 * enc_active))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "5656e74e-1c48-4d99-93eb-f08319e6045d",
   "metadata": {},
   "outputs": [
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       "  652.711,1224.56 652.711,1183.59 654.493,1183.59 654.493,1138.8 656.274,1138.8 656.274,1204.06 658.056,1204.06 658.056,1233.13 659.838,1233.13 659.838,1216.93 \n",
       "  661.62,1216.93 661.62,1193.72 663.402,1193.72 663.402,1121.67 665.183,1121.67 665.183,1318.5 666.965,1318.5 666.965,1181.42 668.747,1181.42 668.747,1242.11 \n",
       "  670.529,1242.11 670.529,1277.63 672.311,1277.63 672.311,1270.16 674.092,1270.16 674.092,1161.18 675.874,1161.18 675.874,1341.12 677.656,1341.12 677.656,1287.5 \n",
       "  679.438,1287.5 679.438,1304.01 681.22,1304.01 681.22,1066.54 683.002,1066.54 683.002,1299.71 684.783,1299.71 684.783,1310.57 686.565,1310.57 686.565,1235.84 \n",
       "  688.347,1235.84 688.347,1139.21 690.129,1139.21 690.129,1258.67 691.911,1258.67 691.911,1203.86 693.692,1203.86 693.692,1038.51 695.474,1038.51 695.474,1226.55 \n",
       "  697.256,1226.55 697.256,1353.58 699.038,1353.58 699.038,1303.16 700.82,1303.16 700.82,1255.75 702.602,1255.75 702.602,1342.74 704.383,1342.74 704.383,1144.37 \n",
       "  706.165,1144.37 706.165,1108.55 707.947,1108.55 707.947,1273.76 709.729,1273.76 709.729,1331.7 711.511,1331.7 711.511,1272.37 713.292,1272.37 713.292,1285 \n",
       "  715.074,1285 715.074,1330.8 716.856,1330.8 716.856,1264.65 718.638,1264.65 718.638,1313.08 720.42,1313.08 720.42,1327.37 722.201,1327.37 722.201,1377.85 \n",
       "  723.983,1377.85 723.983,1236.05 725.765,1236.05 725.765,1242.06 727.547,1242.06 727.547,1276.29 729.329,1276.29 729.329,1219.59 731.111,1219.59 731.111,1164.26 \n",
       "  732.892,1164.26 732.892,1372.63 734.674,1372.63 734.674,1370.51 736.456,1370.51 736.456,1337.61 738.238,1337.61 738.238,1257.21 740.02,1257.21 740.02,1268.61 \n",
       "  741.801,1268.61 741.801,1256.79 743.583,1256.79 743.583,1333.45 745.365,1333.45 745.365,1351.39 747.147,1351.39 747.147,1205.56 748.929,1205.56 748.929,1349.91 \n",
       "  750.71,1349.91 750.71,1334 752.492,1334 752.492,1309.95 754.274,1309.95 754.274,1299.29 756.056,1299.29 756.056,1362.38 757.838,1362.38 757.838,1335.37 \n",
       "  759.62,1335.37 759.62,1251.68 761.401,1251.68 761.401,1365.33 763.183,1365.33 763.183,1322.63 764.965,1322.63 764.965,1352.32 766.747,1352.32 766.747,1360.48 \n",
       "  768.529,1360.48 768.529,1287.85 770.31,1287.85 770.31,1327.21 772.092,1327.21 772.092,1374.79 773.874,1374.79 773.874,1296.19 775.656,1296.19 775.656,1288.63 \n",
       "  777.438,1288.63 777.438,1301.59 779.22,1301.59 779.22,1311.53 781.001,1311.53 781.001,1348.47 782.783,1348.47 782.783,1349.98 784.565,1349.98 784.565,1250 \n",
       "  786.347,1250 786.347,1352.69 788.129,1352.69 788.129,1328.5 789.91,1328.5 789.91,1320.44 791.692,1320.44 791.692,1320.09 793.474,1320.09 793.474,1324.49 \n",
       "  795.256,1324.49 795.256,1333.49 797.038,1333.49 797.038,1374.2 798.819,1374.2 798.819,1363.14 800.601,1363.14 800.601,1350.37 802.383,1350.37 802.383,1346.37 \n",
       "  804.165,1346.37 804.165,1370.7 805.947,1370.7 805.947,1362.92 807.729,1362.92 807.729,1332.7 809.51,1332.7 809.51,1298.72 811.292,1298.72 811.292,1359.04 \n",
       "  813.074,1359.04 813.074,1376.96 814.856,1376.96 814.856,1320.64 816.638,1320.64 816.638,1348.98 818.419,1348.98 818.419,1370.17 820.201,1370.17 820.201,1364.18 \n",
       "  821.983,1364.18 821.983,1372.96 823.765,1372.96 823.765,1358.53 825.547,1358.53 825.547,1362.7 827.329,1362.7 827.329,1348 829.11,1348 829.11,1350.99 \n",
       "  830.892,1350.99 830.892,1372.27 832.674,1372.27 832.674,1350.53 834.456,1350.53 834.456,1339.62 836.238,1339.62 836.238,1368.64 838.019,1368.64 838.019,1375.52 \n",
       "  839.801,1375.52 839.801,1350.64 841.583,1350.64 841.583,1302.15 843.365,1302.15 843.365,1356.96 845.147,1356.96 845.147,1363.16 846.928,1363.16 846.928,1355.19 \n",
       "  848.71,1355.19 848.71,1379.48 850.492,1379.48 850.492,1319.69 852.274,1319.69 852.274,1359.09 854.056,1359.09 854.056,1338.67 855.838,1338.67 855.838,1378.96 \n",
       "  857.619,1378.96 857.619,1362.94 859.401,1362.94 859.401,1357.28 861.183,1357.28 861.183,1369.64 862.965,1369.64 862.965,1356.17 864.747,1356.17 864.747,1364.77 \n",
       "  866.528,1364.77 866.528,1362.08 868.31,1362.08 868.31,1358.09 870.092,1358.09 870.092,1364.91 871.874,1364.91 871.874,1365.62 873.656,1365.62 873.656,1366.96 \n",
       "  875.438,1366.96 875.438,1370.59 877.219,1370.59 877.219,1368.38 879.001,1368.38 879.001,1367.8 880.783,1367.8 880.783,1339.97 882.565,1339.97 882.565,1368.22 \n",
       "  884.347,1368.22 884.347,1362.28 886.128,1362.28 886.128,1370.28 887.91,1370.28 887.91,1370.26 889.692,1370.26 889.692,1377.89 891.474,1377.89 891.474,1364.53 \n",
       "  893.256,1364.53 893.256,1384.24 895.037,1384.24 895.037,1365.35 896.819,1365.35 896.819,1351.92 898.601,1351.92 898.601,1374.89 900.383,1374.89 900.383,1335.53 \n",
       "  902.165,1335.53 902.165,1352.54 903.947,1352.54 903.947,1373.12 905.728,1373.12 905.728,1372.1 907.51,1372.1 907.51,1379.89 909.292,1379.89 909.292,1342.47 \n",
       "  911.074,1342.47 911.074,1360.99 912.856,1360.99 912.856,1379.35 914.637,1379.35 914.637,1376.26 916.419,1376.26 916.419,1379.6 918.201,1379.6 918.201,1384.24 \n",
       "  919.983,1384.24 919.983,1368.07 921.765,1368.07 921.765,1373.29 923.546,1373.29 923.546,1371.04 925.328,1371.04 925.328,1373.49 927.11,1373.49 927.11,1340.86 \n",
       "  928.892,1340.86 928.892,1368.69 930.674,1368.69 930.674,1380.42 932.456,1380.42 932.456,1378.87 934.237,1378.87 934.237,1384.24 936.019,1384.24 936.019,1364.36 \n",
       "  937.801,1364.36 937.801,1379.49 939.583,1379.49 939.583,1359.35 941.365,1359.35 941.365,1370.9 943.146,1370.9 943.146,1382.14 944.928,1382.14 944.928,1376.3 \n",
       "  946.71,1376.3 946.71,1368.71 948.492,1368.71 948.492,1378.64 950.274,1378.64 950.274,1375.44 952.056,1375.44 952.056,1380.79 953.837,1380.79 953.837,1383.22 \n",
       "  955.619,1383.22 955.619,1364.26 957.401,1364.26 957.401,1384.24 959.183,1384.24 959.183,1361.92 960.965,1361.92 960.965,1384.24 962.746,1384.24 962.746,1379.71 \n",
       "  964.528,1379.71 964.528,1380.37 966.31,1380.37 966.31,1382.58 968.092,1382.58 968.092,1376.76 969.874,1376.76 969.874,1384.24 971.655,1384.24 971.655,1379.16 \n",
       "  973.437,1379.16 973.437,1381.77 975.219,1381.77 975.219,1374.69 977.001,1374.69 977.001,1384.24 978.783,1384.24 978.783,1381.46 980.565,1381.46 980.565,1374.46 \n",
       "  982.346,1374.46 982.346,1312.23 984.128,1312.23 984.128,1378.47 985.91,1378.47 985.91,1322.7 987.692,1322.7 987.692,1373.4 989.474,1373.4 989.474,1380.7 \n",
       "  991.255,1380.7 991.255,1384.24 993.037,1384.24 993.037,1371.7 994.819,1371.7 994.819,1380.33 996.601,1380.33 996.601,1379.86 998.383,1379.86 998.383,1374.06 \n",
       "  1000.16,1374.06 1000.16,1382.03 1001.95,1382.03 1001.95,1382.08 1003.73,1382.08 1003.73,1383.14 1005.51,1383.14 1005.51,1384.24 1007.29,1384.24 1007.29,1366.34 \n",
       "  1009.07,1366.34 1009.07,1382.96 1010.86,1382.96 1010.86,1381.81 1012.64,1381.81 1012.64,1382.1 1014.42,1382.1 1014.42,1377.3 1016.2,1377.3 1016.2,1374.11 \n",
       "  1017.98,1374.11 1017.98,1384.24 1019.76,1384.24 1019.76,1378.84 1021.55,1378.84 1021.55,1384.24 1023.33,1384.24 1023.33,1383.2 1025.11,1383.2 1025.11,1384.24 \n",
       "  1026.89,1384.24 1026.89,1382.56 1028.67,1382.56 1028.67,1380.21 1030.46,1380.21 1030.46,1382.76 1032.24,1382.76 1032.24,1380.41 1034.02,1380.41 1034.02,1381.25 \n",
       "  1035.8,1381.25 1035.8,1380.31 1037.58,1380.31 1037.58,1380.86 1039.36,1380.86 1039.36,1382.87 1041.15,1382.87 1041.15,1384.24 1042.93,1384.24 \n",
       "  1044.71,1384.24 1044.71,1373.25 1046.49,1373.25 1046.49,1384.24 1048.27,1384.24 1048.27,1380.15 1050.06,1380.15 1050.06,1373.87 1051.84,1373.87 1051.84,1382.38 \n",
       "  1053.62,1382.38 1053.62,1384.24 1055.4,1384.24 1057.18,1384.24 1057.18,1382.47 1058.96,1382.47 1058.96,1381.17 1060.75,1381.17 1060.75,1383.4 \n",
       "  1062.53,1383.4 1062.53,1383.47 1064.31,1383.47 1064.31,1384.24 1066.09,1384.24 1066.09,1382.96 1067.87,1382.96 1067.87,1382.1 1069.66,1382.1 1069.66,1379.55 \n",
       "  1071.44,1379.55 1071.44,1384.24 1073.22,1384.24 1075,1384.24 1075,1383.76 1076.78,1383.76 1076.78,1381.65 1078.56,1381.65 1078.56,1384.24 \n",
       "  1080.35,1384.24 1082.13,1384.24 1083.91,1384.24 1083.91,1383.71 1085.69,1383.71 1085.69,1384.24 1087.47,1384.24 1087.47,1383.09 \n",
       "  1089.26,1383.09 1089.26,1382.41 1091.04,1382.41 1091.04,1383.36 1092.82,1383.36 1092.82,1384.24 1094.6,1384.24 1094.6,1383.14 1096.38,1383.14 1096.38,1382.89 \n",
       "  1098.16,1382.89 1098.16,1373.64 1099.95,1373.64 1099.95,1384.24 1101.73,1384.24 1101.73,1332.99 1103.51,1332.99 1103.51,1382.85 1105.29,1382.85 1105.29,1384.24 \n",
       "  1107.07,1384.24 1108.86,1384.24 1108.86,1377.81 1110.64,1377.81 1110.64,1384.24 1112.42,1384.24 1112.42,1383.03 1114.2,1383.03 1114.2,1381.9 \n",
       "  1115.98,1381.9 1115.98,1384.24 1117.76,1384.24 1117.76,1381.87 1119.55,1381.87 1119.55,1382.23 1121.33,1382.23 1121.33,1381.06 1123.11,1381.06 1123.11,1381.5 \n",
       "  1124.89,1381.5 1124.89,1382.98 1126.67,1382.98 1126.67,1344.33 1128.46,1344.33 1128.46,1384.24 1130.24,1384.24 1130.24,1381.04 1132.02,1381.04 1132.02,1383.47 \n",
       "  1133.8,1383.47 1133.8,1362.41 1135.58,1362.41 1135.58,1381.52 1137.36,1381.52 1137.36,1384.24 1139.15,1384.24 1139.15,1380.79 1140.93,1380.79 1140.93,1382.05 \n",
       "  1142.71,1382.05 1142.71,1384.24 1144.49,1384.24 1146.27,1384.24 1146.27,1383.27 1148.06,1383.27 1148.06,1381.63 1149.84,1381.63 1149.84,1384.24 \n",
       "  1151.62,1384.24 1151.62,1383.14 1153.4,1383.14 1153.4,1384.24 1155.18,1384.24 1155.18,1378.76 1156.96,1378.76 1156.96,1382.96 1158.75,1382.96 1158.75,1384.24 \n",
       "  1160.53,1384.24 1162.31,1384.24 1164.09,1384.24 1164.09,1383.42 1165.87,1383.42 1165.87,1384.24 1167.66,1384.24 1167.66,1380.04 \n",
       "  1169.44,1380.04 1169.44,1382.89 1171.22,1382.89 1171.22,1381.63 1173,1381.63 1173,1380.46 1174.78,1380.46 1174.78,1383.89 1176.56,1383.89 1176.56,1384.24 \n",
       "  1178.35,1384.24 1178.35,1382.65 1180.13,1382.65 1180.13,1381.87 1181.91,1381.87 1181.91,1384.24 1183.69,1384.24 1183.69,1379.38 1185.47,1379.38 1185.47,1384.24 \n",
       "  1187.26,1384.24 1187.26,1383.44 1189.04,1383.44 1189.04,1381.06 1190.82,1381.06 1190.82,1384.24 1192.6,1384.24 1194.38,1384.24 1194.38,1383.53 \n",
       "  1196.16,1383.53 1196.16,1384.24 1197.95,1384.24 1199.73,1384.24 1199.73,1380.77 1201.51,1380.77 1201.51,1384.24 1203.29,1384.24 1203.29,1381.67 \n",
       "  1205.07,1381.67 1205.07,1384.24 1206.85,1384.24 1208.64,1384.24 1210.42,1384.24 1212.2,1384.24 \n",
       "  1213.98,1384.24 1215.76,1384.24 1217.55,1384.24 1219.33,1384.24 1221.11,1384.24 \n",
       "  1222.89,1384.24 1224.67,1384.24 1224.67,1383.22 1226.45,1383.22 1226.45,1383.44 1228.24,1383.44 1228.24,1384.24 1230.02,1384.24 1230.02,1383.91 \n",
       "  1231.8,1383.91 1231.8,1384.24 1233.58,1384.24 1235.36,1384.24 1237.15,1384.24 1238.93,1384.24 \n",
       "  1240.71,1384.24 1242.49,1384.24 1242.49,1382.14 1244.27,1382.14 1244.27,1380.35 1246.05,1380.35 1246.05,1384.24 1247.84,1384.24 \n",
       "  1249.62,1384.24 1251.4,1384.24 1253.18,1384.24 1253.18,1383.73 1254.96,1383.73 1254.96,1384.24 1256.75,1384.24 \n",
       "  1258.53,1384.24 1260.31,1384.24 1260.31,1383.8 1262.09,1383.8 1262.09,1384.24 1263.87,1384.24 1263.87,1380.81 1265.65,1380.81 1265.65,1384.24 \n",
       "  1267.44,1384.24 1269.22,1384.24 1271,1384.24 1272.78,1384.24 1272.78,1383.86 1274.56,1383.86 1274.56,1384.24 \n",
       "  1276.35,1384.24 1278.13,1384.24 1279.91,1384.24 1281.69,1384.24 1283.47,1384.24 \n",
       "  1285.25,1384.24 1287.04,1384.24 1288.82,1384.24 1290.6,1384.24 1292.38,1384.24 \n",
       "  1294.16,1384.24 1295.95,1384.24 1297.73,1384.24 1299.51,1384.24 1301.29,1384.24 \n",
       "  1303.07,1384.24 1304.85,1384.24 1306.64,1384.24 1308.42,1384.24 1310.2,1384.24 \n",
       "  1311.98,1384.24 1313.76,1384.24 1313.76,1382.38 1315.55,1382.38 1315.55,1383.91 1317.33,1383.91 1317.33,1384.24 1319.11,1384.24 \n",
       "  1320.89,1384.24 1322.67,1384.24 1324.45,1384.24 1326.24,1384.24 1328.02,1384.24 \n",
       "  1329.8,1384.24 1331.58,1384.24 1333.36,1384.24 1335.15,1384.24 1336.93,1384.24 \n",
       "  1338.71,1384.24 1340.49,1384.24 1340.49,1383.87 1342.27,1383.87 1342.27,1383.44 1344.05,1383.44 1344.05,1384.24 1345.84,1384.24 \n",
       "  1347.62,1384.24 1347.62,1382.91 1349.4,1382.91 1349.4,1384.24 1351.18,1384.24 1352.96,1384.24 1354.75,1384.24 \n",
       "  1356.53,1384.24 1358.31,1384.24 1360.09,1384.24 1361.87,1384.24 1363.65,1384.24 \n",
       "  1365.44,1384.24 1367.22,1384.24 1369,1384.24 1370.78,1384.24 1372.56,1384.24 \n",
       "  1374.35,1384.24 1376.13,1384.24 1377.91,1384.24 1379.69,1384.24 1381.47,1384.24 \n",
       "  1383.25,1384.24 1385.04,1384.24 1386.82,1384.24 1388.6,1384.24 1390.38,1384.24 \n",
       "  1392.16,1384.24 1393.95,1384.24 1395.73,1384.24 1397.51,1384.24 1399.29,1384.24 \n",
       "  1401.07,1384.24 1402.85,1384.24 1404.64,1384.24 1404.64,1383.4 1406.42,1383.4 1406.42,1384.24 1408.2,1384.24 \n",
       "  1409.98,1384.24 1411.76,1384.24 1413.55,1384.24 1413.55,1383.93 1415.33,1383.93 1415.33,1384.24 1417.11,1384.24 \n",
       "  1418.89,1384.24 1420.67,1384.24 1422.45,1384.24 1424.24,1384.24 1426.02,1384.24 \n",
       "  1427.8,1384.24 1429.58,1384.24 1431.36,1384.24 1433.15,1384.24 1434.93,1384.24 \n",
       "  1436.71,1384.24 1438.49,1384.24 1440.27,1384.24 1440.27,1383.44 1442.05,1383.44 1442.05,1384.24 1443.84,1384.24 \n",
       "  1445.62,1384.24 1447.4,1384.24 1449.18,1384.24 1450.96,1384.24 1452.75,1384.24 \n",
       "  1454.53,1384.24 1456.31,1384.24 1458.09,1384.24 1458.09,1383.45 1459.87,1383.45 1459.87,1384.24 1461.65,1384.24 1461.65,1382.94 \n",
       "  1463.44,1382.94 1463.44,1384.24 1465.22,1384.24 1467,1384.24 1468.78,1384.24 1470.56,1384.24 \n",
       "  1472.35,1384.24 1474.13,1384.24 1475.91,1384.24 1477.69,1384.24 1479.47,1384.24 \n",
       "  1481.25,1384.24 1483.04,1384.24 1484.82,1384.24 1486.6,1384.24 1488.38,1384.24 \n",
       "  1490.16,1384.24 1491.95,1384.24 1493.73,1384.24 1495.51,1384.24 1497.29,1384.24 \n",
       "  1499.07,1384.24 1500.85,1384.24 1502.64,1384.24 1504.42,1384.24 1506.2,1384.24 \n",
       "  1507.98,1384.24 1509.76,1384.24 1511.55,1384.24 1513.33,1384.24 1515.11,1384.24 \n",
       "  1516.89,1384.24 1518.67,1384.24 1520.45,1384.24 1522.24,1384.24 1524.02,1384.24 \n",
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      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "true_targets = Bool.(train_SDR[:, 2:end])\n",
    "correct = agg_pred[true_targets]\n",
    "incorrect = agg_pred[ .~ true_targets]\n",
    "histogram(correct, label=\"Supposed to Activate\")\n",
    "histogram!(incorrect[incorrect .> 0.01], label=\"Not Supposed to Activate\")\n",
    "xlabel!(\"Cell Activation\")\n",
    "ylabel!(\"Number of Cells\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cddde2ef-a5da-4b32-91e4-5e10b7c58579",
   "metadata": {},
   "source": [
    "# Add Thresholding (Non-linear)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "a10b8afa-5d59-4346-ada4-d92d431e75ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "get_accuracy_oneshift (generic function with 1 method)"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function get_accuracy()\n",
    "    pred = net(transformed_data)\n",
    "    active_cols = mapslices(x->kwta(x, enc_active), pred, dims=1)\n",
    "    differences = sum(abs.(active_cols .- targets), dims=1)\n",
    "    acc = mean(1 .- differences ./ (2 * enc_active))\n",
    "    return acc\n",
    "end\n",
    "\n",
    "function get_accuracy_oneshift()\n",
    "    pred = net(transformed_data)\n",
    "    active_cols = mapslices(x->kwta(x, enc_active), -1. * abs.(pred .- 1.), dims=1)\n",
    "    differences = sum(abs.(active_cols .- targets), dims=1)\n",
    "    acc = mean(1 .- differences ./ (2 * enc_active))\n",
    "    return acc\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "c07b3b49-7e06-4868-b505-36f271b67d76",
   "metadata": {},
   "outputs": [],
   "source": [
    "net = Chain(\n",
    "    Dense(projection_size * ensamble_size, enc_len, σ)\n",
    ")\n",
    "\n",
    "loss(X, Y) = mse(net(X), Y)\n",
    "\n",
    "transformed_data = rpe(train_SDR[:, 1:(end-1)])\n",
    "transformed_data = vcat(transformed_data...)\n",
    "targets = train_SDR[:, 2:end]\n",
    "\n",
    "opt = ADAM()\n",
    "data = [(transformed_data, targets)];"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "86a15afc-333f-4e77-bfa5-41aaf32782a3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "0.44905320233585144\t0.08426793086713949\n",
      "0.4492409233333926\t0.08407151486453682\n",
      "1196.309560 seconds (21.18 M allocations: 159.655 GiB, 20.29% gc time, 0.03% compilation time)\n"
     ]
    }
   ],
   "source": [
    "@time for i in 1:100\n",
    "    Flux.Optimise.train!(loss, Flux.params(net), data, opt)\n",
    "    println(get_accuracy(), \"\\t\", get_accuracy_oneshift())\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "91fbd23a-d63f-4bcf-86ef-7545666b49ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Chain(\n",
       "  Dense(1024 => 1024, σ),               \u001b[90m# 1_049_600 parameters\u001b[39m\n",
       ") "
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "net"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "89567a28-466f-411d-9e05-451dc9e5528f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.4492409233333926"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_accuracy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "b7272c51-33d8-43ae-ac72-c9137d13ea07",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.5482503969444448"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "9173.701429 / (60 * 60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "id": "5e56dd87-d721-4b4e-830c-7ece5553c279",
   "metadata": {},
   "outputs": [],
   "source": [
    "E = zeros(num_bins, enc_len)\n",
    "for i in 1:num_bins\n",
    "    E[i, encodings[i]] .= 1.0\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "id": "2bda21b7-6c15-44f1-854c-150ac99c80bd",
   "metadata": {},
   "outputs": [],
   "source": [
    "closest_encoding(x) = mapslices(e -> sqeuclidean(x, e), E, dims=2) |> argmin |> Tuple |> first\n",
    "Y_pred = net(transformed_data)\n",
    "bin_pred = mapslices(closest_encoding, Y_pred, dims=1)\n",
    "true_bin = mapslices(closest_encoding, train_SDR[:, 2:end], dims=1)\n",
    "true_bin_sanity_check = map(taxi_bin, X[2:train_len]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "id": "3d280faf-bfcf-4764-9278-a91091c2fafd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1×7499 Matrix{Int64}:\n",
       " 42  17  9  9  9  7  6  6  6  6  6  9  …  44  17  14  12  9  7  6  7  6  6"
      ]
     },
     "execution_count": 165,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bin_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "id": "472cb2ba-0f12-465f-9728-06d4d33ba34f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1×7499 Matrix{Int64}:\n",
       " 21  16  12  10  8  7  6  6  6  7  12  …  23  18  14  10  8  7  8  7  7  12"
      ]
     },
     "execution_count": 166,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "true_bin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "id": "54605221-31f9-4ef0-9e28-4221626ccb5b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1×7499 Matrix{Int64}:\n",
       " 21  16  12  10  8  7  6  6  6  7  12  …  23  18  14  10  8  7  8  7  7  12"
      ]
     },
     "execution_count": 167,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reshape(true_bin_sanity_check, 1, :)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "id": "0f763afe-6473-471a-aee3-bd1c0761f64e",
   "metadata": {},
   "outputs": [
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       "  1458.39,1011.99 1462.57,917.706 1466.75,823.418 1470.93,729.131 1475.11,615.986 1479.29,672.559 1483.47,747.988 1487.65,842.276 1491.83,842.276 1496.01,842.276 \n",
       "  1500.19,804.561 1504.37,804.561 1508.55,785.703 1512.73,785.703 1516.91,747.988 1521.09,729.131 1525.27,710.274 1529.45,729.131 1533.63,747.988 1537.81,766.846 \n",
       "  1541.99,804.561 1546.17,691.416 1550.35,615.986 1554.53,502.841 1558.71,446.269 1562.88,465.126 1567.06,540.556 1571.24,615.986 1575.42,672.559 1579.6,578.271 \n",
       "  1583.78,615.986 1587.96,672.559 1592.14,729.131 1596.32,804.561 1600.5,955.421 1604.68,1087.42 1608.86,1144 1613.04,1181.71 1617.22,1294.86 1621.4,1370.29 \n",
       "  1625.58,1408 1629.76,1426.86 1633.94,1445.72 1638.12,1426.86 1642.3,1426.86 1646.48,1408 1650.66,1332.57 1654.84,1219.43 1659.02,993.136 1663.2,879.991 \n",
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       "  1750.98,521.699 1755.16,389.696 1759.34,314.266 1763.52,295.409 1767.7,351.981 1771.88,483.984 1776.06,559.414 1780.24,465.126 1784.42,427.411 1788.6,314.266 \n",
       "  1792.78,465.126 1796.96,653.701 1801.14,823.418 1805.32,955.421 1809.5,1087.42 1813.68,1162.85 1817.86,1257.14 1822.04,1313.71 1826.22,1370.29 1830.4,1408 \n",
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       "  1876.38,540.556 1880.56,578.271 1884.74,615.986 1888.92,710.274 1893.1,691.416 1897.27,729.131 1901.45,672.559 1905.63,653.701 1909.81,653.701 1913.99,653.701 \n",
       "  1918.17,634.844 1922.35,634.844 1926.53,634.844 1930.71,653.701 1934.89,691.416 1939.07,804.561 1943.25,785.703 1947.43,710.274 1951.61,597.129 1955.79,465.126 \n",
       "  1959.97,333.124 1964.15,276.551 1968.33,257.694 1972.51,333.124 1976.69,540.556 1980.87,408.554 1985.05,351.981 1989.23,370.839 1993.41,389.696 1997.59,483.984 \n",
       "  2001.77,597.129 2005.95,804.561 2010.13,974.278 2014.31,1106.28 2018.49,1219.43 2022.67,1276 2026.85,1332.57 2031.03,1370.29 2035.21,1389.14 2039.39,1389.14 \n",
       "  2043.57,1408 2047.75,1408 2051.93,1313.71 2056.11,1219.43 2060.29,993.136 2064.47,861.133 2068.65,710.274 2072.83,615.986 2077.01,521.699 2081.19,578.271 \n",
       "  2085.37,615.986 2089.55,710.274 2093.73,710.274 2097.91,747.988 2102.09,672.559 2106.27,672.559 2110.45,691.416 2114.63,710.274 2118.81,653.701 2122.99,653.701 \n",
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       "  2168.97,295.409 2173.15,370.839 2177.33,483.984 2181.51,333.124 2185.69,314.266 2189.87,295.409 2194.05,351.981 2198.23,408.554 2202.41,483.984 2206.59,559.414 \n",
       "  2210.77,747.988 2214.95,898.848 2219.13,1030.85 2223.31,1125.14 2227.49,1200.57 2231.66,1276 2235.84,1313.71 2240.02,1332.57 2244.2,1370.29 2248.38,1389.14 \n",
       "  2252.56,1313.71 2256.74,1200.57 2260.92,1011.99 2265.1,898.848 2269.28,766.846 2273.46,691.416 2277.64,578.271 2281.82,578.271 2286,634.844 2290.18,729.131 \n",
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       "  246.224,1426.86 250.404,1370.29 254.584,1313.71 258.764,710.274 262.944,710.274 267.124,710.274 271.304,710.274 275.484,634.844 279.663,634.844 283.843,634.844 \n",
       "  288.023,710.274 292.203,710.274 296.383,710.274 300.563,710.274 304.743,710.274 308.923,710.274 313.102,710.274 317.282,634.844 321.462,634.844 325.642,634.844 \n",
       "  329.822,634.844 334.002,710.274 338.182,710.274 342.362,710.274 346.541,710.274 350.721,634.844 354.901,465.126 359.081,219.979 363.261,276.551 367.441,333.124 \n",
       "  371.621,465.126 375.801,634.844 379.98,465.126 384.16,333.124 388.34,465.126 392.52,465.126 396.7,634.844 400.88,710.274 405.06,710.274 409.24,1219.43 \n",
       "  413.419,1219.43 417.599,1370.29 421.779,1351.43 425.959,1370.29 430.139,1408 434.319,1426.86 438.499,1426.86 442.679,1426.86 446.858,1408 451.038,1370.29 \n",
       "  455.218,1276 459.398,710.274 463.578,710.274 467.758,710.274 471.938,710.274 476.118,634.844 480.297,634.844 484.477,710.274 488.657,710.274 492.837,710.274 \n",
       "  497.017,710.274 501.197,710.274 505.377,710.274 509.557,634.844 513.736,710.274 517.916,710.274 522.096,710.274 526.276,710.274 530.456,710.274 534.636,710.274 \n",
       "  538.816,710.274 542.996,710.274 547.175,710.274 551.355,465.126 555.535,333.124 559.715,333.124 563.895,333.124 568.075,276.551 572.255,465.126 576.435,710.274 \n",
       "  580.614,634.844 584.794,465.126 588.974,465.126 593.154,710.274 597.334,710.274 601.514,710.274 605.694,710.274 609.874,1219.43 614.053,1219.43 618.233,1313.71 \n",
       "  622.413,1313.71 626.593,1370.29 630.773,1408 634.953,1408 639.133,1408 643.313,1408 647.492,1408 651.672,1370.29 655.852,1313.71 660.032,1219.43 \n",
       "  664.212,710.274 668.392,710.274 672.572,710.274 676.752,710.274 680.931,710.274 685.111,710.274 689.291,710.274 693.471,710.274 697.651,710.274 701.831,710.274 \n",
       "  706.011,710.274 710.191,710.274 714.37,710.274 718.55,634.844 722.73,634.844 726.91,710.274 731.09,710.274 735.27,710.274 739.45,710.274 743.63,710.274 \n",
       "  747.809,710.274 751.989,634.844 756.169,540.556 760.349,465.126 764.529,729.131 768.709,540.556 772.889,465.126 777.069,465.126 781.248,465.126 785.428,634.844 \n",
       "  789.608,710.274 793.788,710.274 797.968,710.274 802.148,710.274 806.328,710.274 810.508,710.274 814.687,710.274 818.867,710.274 823.047,1219.43 827.227,1219.43 \n",
       "  831.407,1313.71 835.587,1313.71 839.767,1313.71 843.947,1370.29 848.126,1408 852.306,1408 856.486,1370.29 860.666,1370.29 864.846,1351.43 869.026,1351.43 \n",
       "  873.206,1313.71 877.386,1313.71 881.565,1313.71 885.745,1219.43 889.925,1219.43 894.105,1219.43 898.285,710.274 902.465,710.274 906.645,710.274 910.825,710.274 \n",
       "  915.004,710.274 919.184,710.274 923.364,710.274 927.544,710.274 931.724,710.274 935.904,710.274 940.084,710.274 944.264,710.274 948.443,747.988 952.623,710.274 \n",
       "  956.803,710.274 960.983,710.274 965.163,710.274 969.343,710.274 973.523,710.274 977.703,710.274 981.882,710.274 986.062,710.274 990.242,710.274 994.422,710.274 \n",
       "  998.602,710.274 1002.78,710.274 1006.96,710.274 1011.14,710.274 1015.32,710.274 1019.5,710.274 1023.68,710.274 1027.86,1219.43 1032.04,1219.43 1036.22,1313.71 \n",
       "  1040.4,1313.71 1044.58,1370.29 1048.76,1408 1052.94,1426.86 1057.12,1426.86 1061.3,1408 1065.48,1370.29 1069.66,1370.29 1073.84,1370.29 1078.02,1370.29 \n",
       "  1082.2,1219.43 1086.38,1219.43 1090.56,1219.43 1094.74,710.274 1098.92,710.274 1103.1,710.274 1107.28,710.274 1111.46,710.274 1115.64,710.274 1119.82,710.274 \n",
       "  1124,710.274 1128.18,710.274 1132.36,710.274 1136.54,710.274 1140.72,710.274 1144.9,710.274 1149.08,710.274 1153.26,710.274 1157.44,710.274 1161.62,710.274 \n",
       "  1165.8,710.274 1169.98,710.274 1174.16,710.274 1178.34,710.274 1182.52,710.274 1186.7,710.274 1190.88,710.274 1195.06,710.274 1199.24,710.274 1203.42,710.274 \n",
       "  1207.6,710.274 1211.78,710.274 1215.96,710.274 1220.14,710.274 1224.32,710.274 1228.49,1219.43 1232.67,1219.43 1236.85,1219.43 1241.03,1313.71 1245.21,1351.43 \n",
       "  1249.39,1408 1253.57,1426.86 1257.75,1426.86 1261.93,1408 1266.11,1408 1270.29,1370.29 1274.47,1370.29 1278.65,1313.71 1282.83,1313.71 1287.01,1219.43 \n",
       "  1291.19,1219.43 1295.37,710.274 1299.55,710.274 1303.73,710.274 1307.91,710.274 1312.09,710.274 1316.27,710.274 1320.45,710.274 1324.63,710.274 1328.81,710.274 \n",
       "  1332.99,710.274 1337.17,710.274 1341.35,710.274 1345.53,710.274 1349.71,710.274 1353.89,710.274 1358.07,710.274 1362.25,710.274 1366.43,710.274 1370.61,710.274 \n",
       "  1374.79,710.274 1378.97,710.274 1383.15,710.274 1387.33,710.274 1391.51,710.274 1395.69,710.274 1399.87,710.274 1404.05,710.274 1408.23,1219.43 1412.41,1313.71 \n",
       "  1416.59,1313.71 1420.77,1370.29 1424.95,1408 1429.13,1426.86 1433.31,1426.86 1437.49,1426.86 1441.67,1426.86 1445.85,1426.86 1450.03,1426.86 1454.21,1370.29 \n",
       "  1458.39,1313.71 1462.57,747.988 1466.75,710.274 1470.93,710.274 1475.11,710.274 1479.29,710.274 1483.47,710.274 1487.65,710.274 1491.83,710.274 1496.01,710.274 \n",
       "  1500.19,710.274 1504.37,710.274 1508.55,710.274 1512.73,710.274 1516.91,710.274 1521.09,710.274 1525.27,710.274 1529.45,710.274 1533.63,710.274 1537.81,710.274 \n",
       "  1541.99,710.274 1546.17,710.274 1550.35,710.274 1554.53,710.274 1558.71,540.556 1562.88,465.126 1567.06,465.126 1571.24,634.844 1575.42,710.274 1579.6,710.274 \n",
       "  1583.78,634.844 1587.96,710.274 1592.14,710.274 1596.32,710.274 1600.5,710.274 1604.68,747.988 1608.86,1219.43 1613.04,1219.43 1617.22,1313.71 1621.4,1351.43 \n",
       "  1625.58,1408 1629.76,1426.86 1633.94,1426.86 1638.12,1426.86 1642.3,1426.86 1646.48,1426.86 1650.66,1426.86 1654.84,1370.29 1659.02,1313.71 1663.2,710.274 \n",
       "  1667.38,710.274 1671.56,710.274 1675.74,710.274 1679.92,634.844 1684.1,634.844 1688.28,634.844 1692.46,710.274 1696.64,710.274 1700.82,710.274 1705,710.274 \n",
       "  1709.18,710.274 1713.36,710.274 1717.54,710.274 1721.72,710.274 1725.9,710.274 1730.08,710.274 1734.26,710.274 1738.44,710.274 1742.62,710.274 1746.8,710.274 \n",
       "  1750.98,710.274 1755.16,634.844 1759.34,333.124 1763.52,333.124 1767.7,333.124 1771.88,333.124 1776.06,465.126 1780.24,634.844 1784.42,465.126 1788.6,465.126 \n",
       "  1792.78,333.124 1796.96,465.126 1801.14,710.274 1805.32,710.274 1809.5,747.988 1813.68,1219.43 1817.86,1219.43 1822.04,1313.71 1826.22,1370.29 1830.4,1408 \n",
       "  1834.58,1426.86 1838.76,1426.86 1842.94,1426.86 1847.12,1426.86 1851.3,1426.86 1855.48,1370.29 1859.66,1313.71 1863.84,710.274 1868.02,710.274 1872.2,710.274 \n",
       "  1876.38,710.274 1880.56,634.844 1884.74,634.844 1888.92,710.274 1893.1,710.274 1897.27,710.274 1901.45,710.274 1905.63,710.274 1909.81,710.274 1913.99,710.274 \n",
       "  1918.17,710.274 1922.35,710.274 1926.53,710.274 1930.71,710.274 1934.89,710.274 1939.07,710.274 1943.25,710.274 1947.43,710.274 1951.61,710.274 1955.79,634.844 \n",
       "  1959.97,465.126 1964.15,333.124 1968.33,333.124 1972.51,276.551 1976.69,333.124 1980.87,634.844 1985.05,465.126 1989.23,333.124 1993.41,333.124 1997.59,333.124 \n",
       "  2001.77,465.126 2005.95,634.844 2010.13,710.274 2014.31,710.274 2018.49,1219.43 2022.67,1313.71 2026.85,1313.71 2031.03,1370.29 2035.21,1408 2039.39,1408 \n",
       "  2043.57,1408 2047.75,1426.86 2051.93,1426.86 2056.11,1370.29 2060.29,1313.71 2064.47,710.274 2068.65,710.274 2072.83,710.274 2077.01,710.274 2081.19,634.844 \n",
       "  2085.37,634.844 2089.55,710.274 2093.73,710.274 2097.91,710.274 2102.09,710.274 2106.27,710.274 2110.45,710.274 2114.63,710.274 2118.81,710.274 2122.99,710.274 \n",
       "  2127.17,710.274 2131.35,710.274 2135.53,710.274 2139.71,710.274 2143.89,710.274 2148.07,710.274 2152.25,710.274 2156.43,710.274 2160.61,465.126 2164.79,333.124 \n",
       "  2168.97,333.124 2173.15,333.124 2177.33,333.124 2181.51,465.126 2185.69,333.124 2189.87,333.124 2194.05,333.124 2198.23,333.124 2202.41,465.126 2206.59,465.126 \n",
       "  2210.77,634.844 2214.95,710.274 2219.13,710.274 2223.31,1219.43 2227.49,1219.43 2231.66,1276 2235.84,1313.71 2240.02,1370.29 2244.2,1370.29 2248.38,1408 \n",
       "  2252.56,1408 2256.74,1370.29 2260.92,1276 2265.1,747.988 2269.28,710.274 2273.46,710.274 2277.64,710.274 2281.82,634.844 2286,634.844 2290.18,710.274 \n",
       "  \n",
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      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(reshape(true_bin, :)[1:500])\n",
    "plot!(reshape(bin_pred, :)[1:500])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2d0a5c9-84b3-4688-95d0-4953620dfb80",
   "metadata": {},
   "source": [
    "Hyper parameter explorer for julia.\n",
    "\n",
    "Inputs: `X`, `Y`, one of `[\"Dense\", \"LSTM\", \"CNN\"]` and `--gpu 1`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9b3c3c70-02d9-482e-98c1-126f63e77710",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "82e66313-8be1-4f79-bddc-050e0e697c85",
   "metadata": {},
   "source": [
    "## Neural net to approximate derivative"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1cae1788-cf63-4807-bc75-15f0d5d25577",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Julia 1.7.3",
   "language": "julia",
   "name": "julia-1.7"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "1.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}