nn.ipynb

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   "source": [
    "using LinearAlgebra\n",
    "using Random\n",
    "using Plots\n",
    "using Printf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sample_data (generic function with 1 method)"
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     "execution_count": 2,
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   ],
   "source": [
    "function sample_data(r, points, shift)\n",
    "    rad = rand(points) * 2 * pi\n",
    "    random1, random2 = rand(points), rand(points)\n",
    "    x_shift = @. (random1 * 2 - 1) * shift\n",
    "    y_shift = @. (random2 * 2 - 1) * shift\n",
    "    x = @. (cos(rad) + x_shift) * r\n",
    "    y = @. (sin(rad) + y_shift) * r\n",
    "    return x, y\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
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   "source": [
    "x1, y1 = sample_data(1, 100, 0.05)\n",
    "x2, y2 = sample_data(1.2, 100, 0.05)\n",
    "scatter(x1, y1)\n",
    "scatter!(x2, y2)"
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    {
     "data": {
      "text/plain": [
       "d_active (generic function with 1 method)"
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     "execution_count": 4,
     "metadata": {},
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   ],
   "source": [
    "sigmoid(z) = @. 1 / (1 + exp(-z))\n",
    "d_sigmoid(z) = @. (1 - sigmoid(z)) * sigmoid(z)\n",
    "relu(z) = @. z * (z > 0)\n",
    "d_relu(z) = @. 1 * (z > 0)\n",
    "active(z, activation) = activation == \"relu\" ? relu(z) : sigmoid(z)\n",
    "d_active(z, activation) = activation == \"relu\" ? d_relu(z) : d_sigmoid(z)"
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  {
   "cell_type": "code",
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       "train_data! (generic function with 1 method)"
      ]
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    "function forward_propagation(X, W, B, activations)\n",
    "    A, Z, a = [], [], X\n",
    "    for l in 1:length(activations)\n",
    "        z = W[l] * a .+ B[l]\n",
    "        a = active(z, activations[l])\n",
    "        Z = [Z..., z]\n",
    "        A = [A..., a]\n",
    "    end\n",
    "    return Z, A\n",
    "end\n",
    "\n",
    "cost(Y_hat, Y) = sum(@. -Y * log(Y_hat) - (1 - Y) * log(1 - Y_hat))/length(Y)\n",
    "\n",
    "function backward_propagation(X, Y, W, B, Z, A, activations)\n",
    "    n, m = size(X)\n",
    "    L = length(activations)\n",
    "    a = A[L]\n",
    "    da = @. (a - Y) / (1-a) / a / m\n",
    "    dA, dW, dB = [da,], [], []\n",
    "    for l in L:-1:1\n",
    "        w, z, a = W[l], Z[l], A[l]\n",
    "        a_pre = l==1 ? X : A[l - 1]\n",
    "        da = dA[1]\n",
    "        dz = da .* d_active(z, activations[l])\n",
    "        da_pre = w' * dz\n",
    "        dw = dz * a_pre'\n",
    "        db = sum(dz, dims=2)\n",
    "        dA = l==1 ? dA : [da_pre, dA...]\n",
    "        dW = [dw, dW...]\n",
    "        dB = [db, dB...]\n",
    "    end\n",
    "    return dA, dW, dB\n",
    "end\n",
    "\n",
    "function gradient_descent!(W, B, dW, dB, layers, learning_rate=0.01)\n",
    "    for l in 1:layers\n",
    "        W[l] = @. W[l] - learning_rate * dW[l]\n",
    "        B[l] = @. B[l] - learning_rate * dB[l]\n",
    "    end\n",
    "end\n",
    "\n",
    "function train_data!(X, Y, W, B, activations; iterations=3000, learning_rate=0.01, threshold=0.5)\n",
    "    costs = []\n",
    "    L = length(activations)\n",
    "    for i in 1:iterations\n",
    "        Z, A = forward_propagation(X, W, B, activations)\n",
    "        dA, dW, dB = backward_propagation(X, Y, W, B, Z, A, activations)\n",
    "        gradient_descent!(W, B, dW, dB, L, learning_rate)\n",
    "        c = cost(A[L], Y)\n",
    "        costs = [costs..., c]\n",
    "        Y_pre = @. (A[L] >= threshold) * 1 \n",
    "        accuracy = sum(Y_pre .== Y)/length(Y)\n",
    "        print(\"cost=$(@sprintf(\"%.6f\", c)), accuracy=$accuracy \" * (i==iterations ? \"\" : \"\\r\"))\n",
    "    end\n",
    "    predict = (x1, x2) -> let W = copy(W), B = copy(B), activations = copy(activations)\n",
    "        Z, A = forward_propagation([x1, x2], W, B, activations)\n",
    "        (A[length(activations)][1] >= threshold) * 1\n",
    "    end\n",
    "    return costs, predict\n",
    "end"
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     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "X = [[x1'; y1'] [x2'; y2']]\n",
    "Y = [zeros(1, 100) ones(1, 100)]\n",
    "random_order = randperm(200)\n",
    "X = X[:, random_order]\n",
    "Y = Y[:, random_order]\n",
    "negative_index = [Y...].==0\n",
    "positive_index = [Y...].==1\n",
    "scatter(X[:, negative_index][1, :], X[:, negative_index][2, :])\n",
    "scatter!(X[:, positive_index][1, :], X[:, positive_index][2, :])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       " -0.45484060305737894"
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     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "W1 = randn(8, 2)\n",
    "b1 = randn(8, 1)\n",
    "W2 = randn(8, 8)\n",
    "b2 = randn(8, 1)\n",
    "W3 = randn(1, 8)\n",
    "b3 = randn(1, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cost=0.005556, accuracy=1.0   1.705284 seconds (18.86 M allocations: 1.568 GiB, 13.56% gc time)\n"
     ]
    }
   ],
   "source": [
    "W = [W1, W2, W3]\n",
    "B = [b1, b2, b3]\n",
    "activations = [\"relu\", \"relu\", \"sigmoid\"]\n",
    "@time costs, predit = train_data!(X, Y, W, B, activations, iterations = 6000, learning_rate=0.05)\n",
    "nothing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
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       "  349.162,689.143 349.498,689.469 349.833,689.79 350.168,690.113 350.504,690.437 350.839,690.766 351.175,691.094 351.51,691.425 351.846,691.752 352.181,692.078 \n",
       "  352.517,692.407 352.852,692.732 353.187,693.056 353.523,693.379 353.858,693.7 354.194,694.017 354.529,694.34 354.865,694.671 355.2,695.01 355.536,695.348 \n",
       "  355.871,695.684 356.207,696.022 356.542,696.358 356.877,696.691 357.213,697.028 357.548,697.362 357.884,697.695 358.219,698.043 358.555,698.388 358.89,698.731 \n",
       "  359.226,699.076 359.561,699.417 359.896,699.76 360.232,700.099 360.567,700.435 360.903,700.749 361.238,701.059 361.574,701.375 361.909,701.687 362.245,701.999 \n",
       "  362.58,702.311 362.916,702.622 363.251,702.933 363.586,703.245 363.922,703.565 364.257,703.88 364.593,704.197 364.928,704.512 365.264,704.83 365.599,705.145 \n",
       "  365.935,705.459 366.27,705.776 366.605,706.087 366.941,706.398 367.276,706.69 367.612,706.986 367.947,707.281 368.283,707.573 368.618,707.866 368.954,708.153 \n",
       "  369.289,708.455 369.625,708.756 369.96,709.055 370.295,709.352 370.631,709.649 370.966,709.949 371.302,710.252 371.637,710.551 371.973,710.854 372.308,711.156 \n",
       "  372.644,711.459 372.979,711.763 373.314,712.071 373.65,712.377 373.985,712.68 374.321,712.983 374.656,713.285 374.992,713.568 375.327,713.856 375.663,714.141 \n",
       "  375.998,714.42 376.334,714.712 376.669,714.999 377.004,715.284 377.34,715.572 377.675,715.858 378.011,716.142 378.346,716.426 378.682,716.703 379.017,716.972 \n",
       "  379.353,717.241 379.688,717.507 380.023,717.776 380.359,718.048 380.694,718.31 381.03,718.579 381.365,718.844 381.701,719.114 382.036,719.383 382.372,719.647 \n",
       "  382.707,719.921 383.042,720.181 383.378,720.437 383.713,720.716 384.049,720.987 384.384,721.247 384.72,721.519 385.055,721.784 385.391,722.053 385.726,722.313 \n",
       "  386.062,722.582 386.397,722.832 386.732,723.091 387.068,723.369 387.403,723.629 387.739,723.88 388.074,724.156 388.41,724.421 388.745,724.681 389.081,724.949 \n",
       "  389.416,725.208 389.751,725.472 390.087,725.735 390.422,725.993 390.758,726.261 391.093,726.521 391.429,726.787 391.764,727.047 392.1,727.314 392.435,727.575 \n",
       "  392.771,727.837 393.106,728.1 393.441,728.36 393.777,728.623 394.112,728.873 394.448,729.14 394.783,729.399 395.119,729.658 395.454,729.923 395.79,730.175 \n",
       "  396.125,730.436 396.46,730.701 396.796,730.959 397.131,731.223 397.467,731.476 397.802,731.743 398.138,732.003 398.473,732.262 398.809,732.527 399.144,732.786 \n",
       "  399.48,733.041 399.815,733.297 400.15,733.571 400.486,733.83 400.821,734.092 401.157,734.339 401.492,734.608 401.828,734.884 402.163,735.162 402.499,735.444 \n",
       "  402.834,735.717 403.169,736.015 403.505,736.297 403.84,736.563 404.176,736.865 404.511,737.142 404.847,737.424 405.182,737.726 405.518,738.004 405.853,738.287 \n",
       "  406.189,738.588 406.524,738.869 406.859,739.147 407.195,739.451 407.53,739.736 407.866,740.03 408.201,740.305 408.537,740.618 408.872,740.907 409.208,741.199 \n",
       "  409.543,741.512 409.878,741.811 410.214,742.112 410.549,742.416 410.885,742.712 411.22,743.012 411.556,743.315 411.891,743.613 412.227,743.907 412.562,744.205 \n",
       "  412.898,744.515 413.233,744.813 413.568,745.108 413.904,745.414 414.239,745.714 414.575,746.005 414.91,746.31 415.246,746.612 415.581,746.905 415.917,747.194 \n",
       "  416.252,747.478 416.587,747.787 416.923,748.109 417.258,748.428 417.594,748.74 417.929,749.066 418.265,749.425 418.6,749.784 418.936,750.145 419.271,750.504 \n",
       "  419.606,750.861 419.942,751.215 420.277,751.566 420.613,751.921 420.948,752.264 421.284,752.605 421.619,752.945 421.955,753.275 422.29,753.605 422.626,753.932 \n",
       "  422.961,754.257 423.296,754.584 423.632,754.908 423.967,755.234 424.303,755.555 424.638,755.881 424.974,756.205 425.309,756.527 425.645,756.858 425.98,757.226 \n",
       "  426.315,757.594 426.651,757.958 426.986,758.327 427.322,758.69 427.657,759.056 427.993,759.418 428.328,759.781 428.664,760.141 428.999,760.503 429.335,760.866 \n",
       "  429.67,761.226 430.005,761.583 430.341,761.94 430.676,762.297 431.012,762.651 431.347,763.013 431.683,763.429 432.018,763.864 432.354,764.299 432.689,764.722 \n",
       "  433.024,765.146 433.36,765.562 433.695,765.988 434.031,766.401 434.366,766.811 434.702,767.226 435.037,767.639 435.373,768.051 435.708,768.461 436.044,768.866 \n",
       "  436.379,769.282 436.714,769.687 437.05,770.096 437.385,770.5 437.721,770.909 438.056,771.312 438.392,771.716 438.727,772.118 439.063,772.526 439.398,772.928 \n",
       "  439.733,773.33 440.069,773.732 440.404,774.135 440.74,774.539 441.075,774.937 441.411,775.336 441.746,775.744 442.082,776.144 442.417,776.53 442.753,776.923 \n",
       "  443.088,777.298 443.423,777.678 443.759,778.044 444.094,778.427 444.43,778.791 444.765,779.171 445.101,779.541 445.436,779.903 445.772,780.285 446.107,780.644 \n",
       "  446.442,781.028 446.778,781.39 447.113,781.769 447.449,782.143 447.784,782.548 448.12,782.942 448.455,783.344 448.791,783.776 449.126,784.231 449.462,784.677 \n",
       "  449.797,785.109 450.132,785.542 450.468,785.983 450.803,786.444 451.139,786.913 451.474,787.439 451.81,787.959 452.145,788.502 452.481,789.036 452.816,789.557 \n",
       "  453.151,790.11 453.487,790.636 453.822,791.146 454.158,791.66 454.493,792.19 454.829,792.713 455.164,793.231 455.5,793.746 455.835,794.259 456.17,794.762 \n",
       "  456.506,795.248 456.841,795.75 457.177,796.296 457.512,796.835 457.848,797.358 458.183,797.867 458.519,798.374 458.854,798.858 459.19,799.315 459.525,799.765 \n",
       "  459.86,800.211 460.196,800.657 460.531,801.101 460.867,801.545 461.202,801.986 461.538,802.428 461.873,802.868 462.209,803.305 462.544,803.729 462.879,804.154 \n",
       "  463.215,804.576 463.55,804.997 463.886,805.419 464.221,805.84 464.557,806.259 464.892,806.678 465.228,807.098 465.563,807.515 465.899,807.934 466.234,808.344 \n",
       "  466.569,808.752 466.905,809.157 467.24,809.563 467.576,809.974 467.911,810.402 468.247,810.832 468.582,811.256 468.918,811.68 469.253,812.106 469.588,812.528 \n",
       "  469.924,812.952 470.259,813.362 470.595,813.776 470.93,814.188 471.266,814.6 471.601,815.014 471.937,815.425 472.272,815.837 472.608,816.247 472.943,816.657 \n",
       "  473.278,817.071 473.614,817.48 473.949,817.889 474.285,818.3 474.62,818.711 474.956,819.119 475.291,819.529 475.627,819.937 475.962,820.326 476.297,820.716 \n",
       "  476.633,821.128 476.968,821.505 477.304,821.899 477.639,822.296 477.975,822.687 478.31,823.075 478.646,823.464 478.981,823.858 479.317,824.247 479.652,824.637 \n",
       "  479.987,825.034 480.323,825.467 480.658,825.892 480.994,826.313 481.329,826.73 481.665,827.146 482,827.56 482.336,827.968 482.671,828.375 483.006,828.789 \n",
       "  483.342,829.193 483.677,829.597 484.013,829.998 484.348,830.394 484.684,830.798 485.019,831.193 485.355,831.588 485.69,831.988 486.026,832.388 486.361,832.784 \n",
       "  486.696,833.171 487.032,833.572 487.367,833.971 487.703,834.365 488.038,834.766 488.374,835.173 488.709,835.564 489.045,835.968 489.38,836.375 489.715,836.786 \n",
       "  490.051,837.205 490.386,837.616 490.722,838.023 491.057,838.436 491.393,838.85 491.728,839.258 492.064,839.673 492.399,840.08 492.734,840.497 493.07,840.909 \n",
       "  493.405,841.321 493.741,841.73 494.076,842.139 494.412,842.554 494.747,842.971 495.083,843.381 495.418,843.791 495.754,844.214 496.089,844.62 496.424,845.036 \n",
       "  496.76,845.451 497.095,845.859 497.431,846.277 497.766,846.692 498.102,847.106 498.437,847.509 498.773,847.931 499.108,848.345 499.443,848.752 499.779,849.173 \n",
       "  500.114,849.582 500.45,850.001 500.785,850.407 501.121,850.829 501.456,851.244 501.792,851.659 502.127,852.071 502.463,852.491 502.798,852.901 503.133,853.325 \n",
       "  503.469,853.739 503.804,854.162 504.14,854.57 504.475,855.018 504.811,855.46 505.146,855.898 505.482,856.402 505.817,856.914 506.152,857.536 506.488,858.193 \n",
       "  506.823,858.83 507.159,859.485 507.494,860.247 507.83,861.035 508.165,861.917 508.501,862.703 508.836,863.501 509.172,864.347 509.507,865.173 509.842,866.023 \n",
       "  510.178,866.95 510.513,867.864 510.849,868.66 511.184,869.452 511.52,870.324 511.855,871.329 512.191,872.597 512.526,874.111 512.861,875.475 513.197,876.727 \n",
       "  513.532,878.005 513.868,879.198 514.203,880.506 514.539,881.599 514.874,882.675 515.21,883.723 515.545,884.67 515.881,885.601 516.216,886.482 516.551,887.364 \n",
       "  516.887,888.244 517.222,889.034 517.558,889.786 517.893,890.631 518.229,891.407 518.564,892.176 518.9,892.911 519.235,893.592 519.57,894.396 519.906,895.13 \n",
       "  520.241,895.856 520.577,896.6 520.912,897.303 521.248,898.049 521.583,898.75 521.919,899.491 522.254,900.185 522.59,900.68 522.925,901.271 523.26,902.214 \n",
       "  523.596,902.788 523.931,903.332 524.267,904.312 524.602,905.013 524.938,905.71 525.273,906.471 525.609,907.196 525.944,907.904 526.279,908.62 526.615,909.352 \n",
       "  526.95,910.066 527.286,910.762 527.621,911.433 527.957,912.056 528.292,912.777 528.628,913.493 528.963,914.119 529.298,914.82 529.634,915.533 529.969,916.146 \n",
       "  530.305,916.941 530.64,917.565 530.976,918.21 531.311,918.979 531.647,919.586 531.982,920.285 532.318,921.029 532.653,921.714 532.988,922.385 533.324,923.036 \n",
       "  533.659,923.766 533.995,924.454 534.33,925.141 534.666,925.81 535.001,926.474 535.337,927.163 535.672,927.838 536.007,928.518 536.343,929.2 536.678,929.883 \n",
       "  537.014,930.559 537.349,931.223 537.685,931.881 538.02,932.55 538.356,933.207 538.691,933.865 539.027,934.521 539.362,935.172 539.697,935.823 540.033,936.468 \n",
       "  540.368,937.135 540.704,937.796 541.039,938.45 541.375,939.107 541.71,939.768 542.046,940.428 542.381,941.087 542.716,941.744 543.052,942.401 543.387,943.057 \n",
       "  543.723,943.714 544.058,944.367 544.394,945.023 544.729,945.669 545.065,946.318 545.4,946.976 545.736,947.626 546.071,948.273 546.406,948.926 546.742,949.578 \n",
       "  547.077,950.219 547.413,950.836 547.748,951.506 548.084,952.147 548.419,952.811 548.755,953.45 549.09,953.934 549.425,954.063 549.761,955.32 550.096,955.986 \n",
       "  550.432,956.479 550.767,956.782 551.103,957.848 551.438,958.49 551.774,958.944 552.109,959.015 552.445,960.369 552.78,960.607 553.115,961.534 553.451,962.01 \n",
       "  553.786,962.74 554.122,963.3 554.457,963.965 554.793,964.328 555.128,965.293 555.464,965.851 555.799,966.233 556.134,965.86 556.47,967.649 556.805,968.401 \n",
       "  557.141,968.881 557.476,969.43 557.812,970.116 558.147,970.657 558.483,971.363 558.818,971.863 559.154,972.623 559.489,973.215 559.824,973.703 560.16,974.471 \n",
       "  560.495,975.113 560.831,975.715 561.166,976.356 561.502,976.898 561.837,977.615 562.173,978.058 562.508,977.825 562.843,979.397 563.179,980.039 563.514,980.675 \n",
       "  563.85,981.347 564.185,981.954 564.521,982.473 564.856,982.373 565.192,983.726 565.527,984.402 565.862,985.066 566.198,985.712 566.533,986.223 566.869,986.98 \n",
       "  567.204,987.685 567.54,988.198 567.875,989.113 568.211,989.694 568.546,990.414 568.882,990.594 569.217,991.684 569.552,992.508 569.888,993.227 570.223,994.027 \n",
       "  570.559,994.749 570.894,995.558 571.23,996.988 571.565,997.521 571.901,999.118 572.236,999.791 572.571,1000.88 572.907,1001.58 573.242,1002.87 573.578,1003.44 \n",
       "  573.913,1004.7 574.249,1005.26 574.584,1006.5 574.92,1007.09 575.255,1008.17 575.591,1008.86 575.926,1009.84 576.261,1010.6 576.597,1011.47 576.932,1012.32 \n",
       "  577.268,1013.09 577.603,1014.03 577.939,1014.7 578.274,1015.73 578.61,1016.67 578.945,1017.12 579.28,1018.06 579.616,1018.88 579.951,1019.56 580.287,1020.55 \n",
       "  580.622,1021.41 580.958,1021.96 581.293,1022.76 581.629,1023.66 581.964,1024.57 582.3,1025.09 582.635,1025.88 582.97,1026.79 583.306,1027.68 583.641,1028.23 \n",
       "  583.977,1029.32 584.312,1029.74 584.648,1030.56 584.983,1031.45 585.319,1032.32 585.654,1032.88 585.989,1033.93 586.325,1034.52 586.66,1035.44 586.996,1035.91 \n",
       "  587.331,1037.08 587.667,1037.83 588.002,1038.58 588.338,1039.15 588.673,1039.94 589.009,1040.48 589.344,1041.57 589.679,1042.14 590.015,1042.91 590.35,1043.44 \n",
       "  590.686,1044.51 591.021,1045.03 591.357,1045.91 591.692,1046.36 592.028,1047.45 592.363,1047.93 592.698,1048.83 593.034,1049.26 593.369,1050.33 593.705,1050.82 \n",
       "  594.04,1051.69 594.376,1052.15 594.711,1053.17 595.047,1053.7 595.382,1054.52 595.717,1055.01 596.053,1055.99 596.388,1056.57 596.724,1057.31 597.059,1057.9 \n",
       "  597.395,1058.77 597.73,1059.27 598.066,1060.18 598.401,1060.84 598.737,1061.48 599.072,1062.14 599.407,1062.92 599.743,1063.52 600.078,1064.32 600.414,1065.08 \n",
       "  600.749,1065.84 601.085,1066.54 601.42,1067.21 601.756,1067.88 602.091,1068.47 602.426,1069.07 602.762,1069.79 603.097,1070.46 603.433,1071.17 603.768,1071.84 \n",
       "  604.104,1072.54 604.439,1073.23 604.775,1073.92 605.11,1074.57 605.446,1075.3 605.781,1075.93 606.116,1076.67 606.452,1077.27 606.787,1078.04 607.123,1078.82 \n",
       "  607.458,1079.51 607.794,1080.19 608.129,1080.86 608.465,1081.53 608.8,1082.19 609.135,1082.82 609.471,1083.52 609.806,1084.19 610.142,1084.85 610.477,1085.51 \n",
       "  610.813,1086.16 611.148,1086.79 611.484,1087.46 611.819,1088.09 612.155,1088.71 612.49,1089.42 612.825,1090.08 613.161,1090.74 613.496,1091.39 613.832,1092.05 \n",
       "  614.167,1092.7 614.503,1093.35 614.838,1093.99 615.174,1094.57 615.509,1095.28 615.844,1095.87 616.18,1096.56 616.515,1097.21 616.851,1097.86 617.186,1098.5 \n",
       "  617.522,1099.14 617.857,1099.77 618.193,1100.41 618.528,1101.04 618.864,1101.67 619.199,1102.31 619.534,1102.94 619.87,1103.57 620.205,1104.19 620.541,1104.82 \n",
       "  620.876,1105.45 621.212,1106.07 621.547,1106.69 621.883,1107.25 622.218,1107.85 622.553,1108.53 622.889,1109.16 623.224,1109.78 623.56,1110.37 623.895,1110.93 \n",
       "  624.231,1111.6 624.566,1112.22 624.902,1112.81 625.237,1113.43 625.573,1114.03 625.908,1114.62 626.243,1115.24 626.579,1115.88 626.914,1116.51 627.25,1117.16 \n",
       "  627.585,1117.78 627.921,1118.39 628.256,1119 628.592,1119.6 628.927,1120.19 629.262,1120.78 629.598,1121.4 629.933,1122 630.269,1122.59 630.604,1123.18 \n",
       "  630.94,1123.74 631.275,1124.37 631.611,1124.97 631.946,1125.55 632.281,1126.13 632.617,1126.69 632.952,1127.31 633.288,1127.9 633.623,1128.49 633.959,1129.05 \n",
       "  634.294,1129.61 634.63,1130.22 634.965,1130.82 635.301,1131.39 635.636,1131.94 635.971,1132.53 636.307,1133.1 636.642,1133.68 636.978,1134.22 637.313,1134.82 \n",
       "  637.649,1135.39 637.984,1135.95 638.32,1136.66 638.655,1137.38 638.99,1137.95 639.326,1138.75 639.661,1139.43 639.997,1140.07 640.332,1140.72 640.668,1141.65 \n",
       "  641.003,1142.49 641.339,1143.49 641.674,1144.33 642.01,1145.11 642.345,1145.89 642.68,1146.66 643.016,1147.43 643.351,1148.19 643.687,1148.94 644.022,1149.69 \n",
       "  644.358,1150.43 644.693,1151.17 645.029,1151.9 645.364,1152.63 645.699,1153.35 646.035,1154.13 646.37,1154.92 646.706,1155.7 647.041,1156.46 647.377,1157.22 \n",
       "  647.712,1157.99 648.048,1158.79 648.383,1159.64 648.719,1160.48 649.054,1161.37 649.389,1162.25 649.725,1163.09 650.06,1163.91 650.396,1164.73 650.731,1165.54 \n",
       "  651.067,1166.34 651.402,1167.14 651.738,1167.97 652.073,1168.78 652.408,1169.59 652.744,1170.39 653.079,1171.18 653.415,1171.91 653.75,1172.72 654.086,1173.46 \n",
       "  654.421,1174.21 654.757,1174.95 655.092,1175.69 655.428,1176.4 655.763,1177.14 656.098,1177.84 656.434,1178.54 656.769,1179.23 657.105,1179.92 657.44,1180.61 \n",
       "  657.776,1181.29 658.111,1181.96 658.447,1182.63 658.782,1183.3 659.117,1183.97 659.453,1184.63 659.788,1185.29 660.124,1185.95 660.459,1186.61 660.795,1187.26 \n",
       "  661.13,1187.91 661.466,1188.54 661.801,1189.17 662.137,1189.85 662.472,1190.5 662.807,1191.15 663.143,1191.78 663.478,1192.44 663.814,1193.07 664.149,1193.68 \n",
       "  664.485,1194.32 664.82,1194.94 665.156,1195.54 665.491,1196.17 665.826,1196.78 666.162,1197.37 666.497,1197.99 666.833,1198.56 667.168,1199.18 667.504,1199.75 \n",
       "  667.839,1200.36 668.175,1200.93 668.51,1201.52 668.845,1202.09 669.181,1202.68 669.516,1203.25 669.852,1203.82 670.187,1204.4 670.523,1204.96 670.858,1205.54 \n",
       "  671.194,1206.08 671.529,1206.66 671.865,1207.22 672.2,1207.77 672.535,1208.31 672.871,1208.88 673.206,1209.43 673.542,1209.98 673.877,1210.52 674.213,1211.04 \n",
       "  674.548,1211.59 674.884,1212.12 675.219,1212.65 675.554,1213.17 675.89,1213.7 676.225,1214.22 676.561,1214.74 676.896,1215.27 677.232,1215.79 677.567,1216.31 \n",
       "  677.903,1216.83 678.238,1217.35 678.574,1217.87 678.909,1218.38 679.244,1218.9 679.58,1219.49 679.915,1220.06 680.251,1220.63 680.586,1221.2 680.922,1221.77 \n",
       "  681.257,1222.33 681.593,1222.89 681.928,1223.45 682.263,1224.01 682.599,1224.57 682.934,1225.12 683.27,1225.66 683.605,1226.21 683.941,1226.75 684.276,1227.29 \n",
       "  684.612,1227.83 684.947,1228.37 685.283,1228.9 685.618,1229.44 685.953,1229.97 686.289,1230.5 686.624,1231.03 686.96,1231.55 687.295,1232.07 687.631,1232.6 \n",
       "  687.966,1233.12 688.302,1233.64 688.637,1234.15 688.972,1234.67 689.308,1235.18 689.643,1235.69 689.979,1236.2 690.314,1236.71 690.65,1237.22 690.985,1237.73 \n",
       "  691.321,1238.23 691.656,1238.73 691.992,1239.23 692.327,1239.73 692.662,1240.23 692.998,1240.73 693.333,1241.22 693.669,1241.72 694.004,1242.21 694.34,1242.7 \n",
       "  694.675,1243.18 695.011,1243.66 695.346,1244.13 695.681,1244.61 696.017,1245.08 696.352,1245.55 696.688,1246.02 697.023,1246.49 697.359,1246.96 697.694,1247.43 \n",
       "  698.03,1247.89 698.365,1248.35 698.701,1248.81 699.036,1249.27 699.371,1249.73 699.707,1250.18 700.042,1250.63 700.378,1251.09 700.713,1251.54 701.049,1251.99 \n",
       "  701.384,1252.43 701.72,1252.88 702.055,1253.33 702.39,1253.77 702.726,1254.21 703.061,1254.65 703.397,1255.09 703.732,1255.53 704.068,1255.97 704.403,1256.4 \n",
       "  704.739,1256.84 705.074,1257.27 705.409,1257.7 705.745,1258.13 706.08,1258.56 706.416,1258.98 706.751,1259.41 707.087,1259.83 707.422,1260.26 707.758,1260.68 \n",
       "  708.093,1261.1 708.429,1261.52 708.764,1261.94 709.099,1262.35 709.435,1262.77 709.77,1263.18 710.106,1263.58 710.441,1263.99 710.777,1264.4 711.112,1264.8 \n",
       "  711.448,1265.21 711.783,1265.61 712.118,1266.01 712.454,1266.41 712.789,1266.81 713.125,1267.21 713.46,1267.61 713.796,1268 714.131,1268.39 714.467,1268.79 \n",
       "  714.802,1269.18 715.138,1269.57 715.473,1269.96 715.808,1270.35 716.144,1270.74 716.479,1271.12 716.815,1271.51 717.15,1271.89 717.486,1272.28 717.821,1272.66 \n",
       "  718.157,1273.04 718.492,1273.42 718.827,1273.8 719.163,1274.18 719.498,1274.55 719.834,1274.93 720.169,1275.3 720.505,1275.68 720.84,1276.05 721.176,1276.42 \n",
       "  721.511,1276.79 721.847,1277.16 722.182,1277.53 722.517,1277.9 722.853,1278.26 723.188,1278.63 723.524,1278.99 723.859,1279.35 724.195,1279.71 724.53,1280.07 \n",
       "  724.866,1280.44 725.201,1280.79 725.536,1281.15 725.872,1281.5 726.207,1281.86 726.543,1282.21 726.878,1282.57 727.214,1282.92 727.549,1283.27 727.885,1283.62 \n",
       "  728.22,1283.97 728.556,1284.32 728.891,1284.66 729.226,1285.01 729.562,1285.36 729.897,1285.7 730.233,1286.06 730.568,1286.46 730.904,1286.85 731.239,1287.24 \n",
       "  731.575,1287.63 731.91,1288.02 732.245,1288.4 732.581,1288.78 732.916,1289.17 733.252,1289.54 733.587,1289.92 733.923,1290.3 734.258,1290.67 734.594,1291.04 \n",
       "  734.929,1291.41 735.265,1291.78 735.6,1292.14 735.935,1292.51 736.271,1292.87 736.606,1293.23 736.942,1293.6 737.277,1293.96 737.613,1294.31 737.948,1294.67 \n",
       "  738.284,1295.02 738.619,1295.38 738.954,1295.73 739.29,1296.08 739.625,1296.43 739.961,1296.83 740.296,1297.23 740.632,1297.62 740.967,1298.02 741.303,1298.41 \n",
       "  741.638,1298.8 741.973,1299.21 742.309,1299.7 742.644,1300.19 742.98,1300.67 743.315,1301.15 743.651,1301.62 743.986,1302.09 744.322,1302.55 744.657,1303.01 \n",
       "  744.993,1303.47 745.328,1303.92 745.663,1304.36 745.999,1304.81 746.334,1305.25 746.67,1305.69 747.005,1306.12 747.341,1306.56 747.676,1306.98 748.012,1307.41 \n",
       "  748.347,1307.83 748.682,1308.24 749.018,1308.66 749.353,1309.07 749.689,1309.47 750.024,1309.88 750.36,1310.28 750.695,1310.68 751.031,1311.08 751.366,1311.47 \n",
       "  751.702,1311.86 752.037,1312.25 752.372,1312.64 752.708,1313.03 753.043,1313.41 753.379,1313.79 753.714,1314.16 754.05,1314.54 754.385,1314.91 754.721,1315.28 \n",
       "  755.056,1315.65 755.391,1316.01 755.727,1316.37 756.062,1316.72 756.398,1317.07 756.733,1317.42 757.069,1317.77 757.404,1318.12 757.74,1318.46 758.075,1318.8 \n",
       "  758.411,1319.14 758.746,1319.48 759.081,1319.82 759.417,1320.18 759.752,1320.52 760.088,1320.84 760.423,1321.17 760.759,1321.49 761.094,1321.81 761.43,1322.13 \n",
       "  761.765,1322.44 762.1,1322.76 762.436,1323.07 762.771,1323.38 763.107,1323.69 763.442,1324 763.778,1324.31 764.113,1324.61 764.449,1324.92 764.784,1325.22 \n",
       "  765.12,1325.53 765.455,1325.83 765.79,1326.13 766.126,1326.42 766.461,1326.72 766.797,1327.02 767.132,1327.31 767.468,1327.61 767.803,1327.89 768.139,1328.18 \n",
       "  768.474,1328.46 768.809,1328.74 769.145,1329.02 769.48,1329.3 769.816,1329.58 770.151,1329.86 770.487,1330.14 770.822,1330.42 771.158,1330.69 771.493,1330.96 \n",
       "  771.829,1331.24 772.164,1331.51 772.499,1331.78 772.835,1332.05 773.17,1332.32 773.506,1332.59 773.841,1332.86 774.177,1333.12 774.512,1333.39 774.848,1333.65 \n",
       "  775.183,1333.92 775.518,1334.18 775.854,1334.44 776.189,1334.7 776.525,1334.96 776.86,1335.22 777.196,1335.48 777.531,1335.74 777.867,1336 778.202,1336.25 \n",
       "  778.537,1336.51 778.873,1336.76 779.208,1337.01 779.544,1337.27 779.879,1337.52 780.215,1337.77 780.55,1338.02 780.886,1338.27 781.221,1338.52 781.557,1338.76 \n",
       "  781.892,1339.01 782.227,1339.26 782.563,1339.5 782.898,1339.75 783.234,1339.99 783.569,1340.23 783.905,1340.48 784.24,1340.72 784.576,1340.96 784.911,1341.2 \n",
       "  785.246,1341.43 785.582,1341.67 785.917,1341.91 786.253,1342.14 786.588,1342.38 786.924,1342.61 787.259,1342.85 787.595,1343.08 787.93,1343.31 788.266,1343.54 \n",
       "  788.601,1343.77 788.936,1344 789.272,1344.23 789.607,1344.46 789.943,1344.69 790.278,1344.91 790.614,1345.14 790.949,1345.36 791.285,1345.59 791.62,1345.81 \n",
       "  791.955,1346.04 792.291,1346.26 792.626,1346.48 792.962,1346.7 793.297,1346.92 793.633,1347.14 793.968,1347.36 794.304,1347.58 794.639,1347.8 794.975,1348.01 \n",
       "  795.31,1348.23 795.645,1348.44 795.981,1348.66 796.316,1348.87 796.652,1349.09 796.987,1349.3 797.323,1349.51 797.658,1349.72 797.994,1349.94 798.329,1350.15 \n",
       "  798.664,1350.36 799,1350.57 799.335,1350.77 799.671,1350.98 800.006,1351.19 800.342,1351.4 800.677,1351.6 801.013,1351.81 801.348,1352.02 801.684,1352.22 \n",
       "  802.019,1352.42 802.354,1352.63 802.69,1352.83 803.025,1353.03 803.361,1353.23 803.696,1353.43 804.032,1353.63 804.367,1353.83 804.703,1354.03 805.038,1354.23 \n",
       "  805.373,1354.43 805.709,1354.62 806.044,1354.82 806.38,1355.02 806.715,1355.22 807.051,1355.41 807.386,1355.6 807.722,1355.8 808.057,1355.99 808.393,1356.19 \n",
       "  808.728,1356.38 809.063,1356.57 809.399,1356.76 809.734,1356.95 810.07,1357.14 810.405,1357.33 810.741,1357.52 811.076,1357.71 811.412,1357.89 811.747,1358.08 \n",
       "  812.082,1358.27 812.418,1358.45 812.753,1358.64 813.089,1358.82 813.424,1359.01 813.76,1359.19 814.095,1359.37 814.431,1359.55 814.766,1359.74 815.101,1359.92 \n",
       "  815.437,1360.1 815.772,1360.28 816.108,1360.46 816.443,1360.64 816.779,1360.82 817.114,1361 817.45,1361.18 817.785,1361.35 818.121,1361.53 818.456,1361.71 \n",
       "  818.791,1361.88 819.127,1362.06 819.462,1362.24 819.798,1362.41 820.133,1362.58 820.469,1362.76 820.804,1362.93 821.14,1363.1 821.475,1363.28 821.81,1363.45 \n",
       "  822.146,1363.62 822.481,1363.79 822.817,1363.96 823.152,1364.13 823.488,1364.3 823.823,1364.47 824.159,1364.64 824.494,1364.81 824.83,1364.98 825.165,1365.14 \n",
       "  825.5,1365.31 825.836,1365.48 826.171,1365.65 826.507,1365.81 826.842,1365.98 827.178,1366.14 827.513,1366.3 827.849,1366.47 828.184,1366.63 828.519,1366.8 \n",
       "  828.855,1366.96 829.19,1367.12 829.526,1367.28 829.861,1367.45 830.197,1367.61 830.532,1367.77 830.868,1367.93 831.203,1368.09 831.539,1368.25 831.874,1368.41 \n",
       "  832.209,1368.57 832.545,1368.72 832.88,1368.88 833.216,1369.04 833.551,1369.2 833.887,1369.35 834.222,1369.51 834.558,1369.67 834.893,1369.82 835.228,1369.98 \n",
       "  835.564,1370.13 835.899,1370.29 836.235,1370.44 836.57,1370.59 836.906,1370.75 837.241,1370.9 837.577,1371.05 837.912,1371.21 838.248,1371.36 838.583,1371.51 \n",
       "  838.918,1371.66 839.254,1371.81 839.589,1371.96 839.925,1372.11 840.26,1372.26 840.596,1372.41 840.931,1372.56 841.267,1372.71 841.602,1372.85 841.937,1373 \n",
       "  842.273,1373.15 842.608,1373.3 842.944,1373.44 843.279,1373.59 843.615,1373.73 843.95,1373.88 844.286,1374.03 844.621,1374.17 844.957,1374.32 845.292,1374.46 \n",
       "  845.627,1374.6 845.963,1374.75 846.298,1374.89 846.634,1375.03 846.969,1375.18 847.305,1375.32 847.64,1375.46 847.976,1375.6 848.311,1375.74 848.646,1375.88 \n",
       "  848.982,1376.02 849.317,1376.16 849.653,1376.3 849.988,1376.44 850.324,1376.58 850.659,1376.72 850.995,1376.86 851.33,1377 851.665,1377.13 852.001,1377.27 \n",
       "  852.336,1377.41 852.672,1377.55 853.007,1377.68 853.343,1377.82 853.678,1377.95 854.014,1378.09 854.349,1378.22 854.685,1378.36 855.02,1378.49 855.355,1378.63 \n",
       "  855.691,1378.76 856.026,1378.89 856.362,1379.02 856.697,1379.16 857.033,1379.29 857.368,1379.42 857.704,1379.58 858.039,1379.74 858.374,1379.9 858.71,1380.05 \n",
       "  859.045,1380.2 859.381,1380.35 859.716,1380.5 860.052,1380.65 860.387,1380.8 860.723,1380.95 861.058,1381.09 861.394,1381.24 861.729,1381.38 862.064,1381.53 \n",
       "  862.4,1381.67 862.735,1381.81 863.071,1381.95 863.406,1382.1 863.742,1382.24 864.077,1382.38 864.413,1382.51 864.748,1382.65 865.083,1382.79 865.419,1382.93 \n",
       "  865.754,1383.07 866.09,1383.2 866.425,1383.34 866.761,1383.47 867.096,1383.61 867.432,1383.74 867.767,1383.88 868.103,1384.01 868.438,1384.14 868.773,1384.27 \n",
       "  869.109,1384.41 869.444,1384.54 869.78,1384.67 870.115,1384.8 870.451,1384.93 870.786,1385.06 871.122,1385.19 871.457,1385.32 871.792,1385.45 872.128,1385.57 \n",
       "  872.463,1385.7 872.799,1385.83 873.134,1385.96 873.47,1386.08 873.805,1386.21 874.141,1386.33 874.476,1386.46 874.812,1386.58 875.147,1386.71 875.482,1386.83 \n",
       "  875.818,1386.96 876.153,1387.08 876.489,1387.2 876.824,1387.33 877.16,1387.45 877.495,1387.57 877.831,1387.69 878.166,1387.81 878.501,1387.93 878.837,1388.06 \n",
       "  879.172,1388.18 879.508,1388.3 879.843,1388.41 880.179,1388.53 880.514,1388.65 880.85,1388.77 881.185,1388.89 881.521,1389.01 881.856,1389.13 882.191,1389.24 \n",
       "  882.527,1389.36 882.862,1389.48 883.198,1389.59 883.533,1389.71 883.869,1389.83 884.204,1389.94 884.54,1390.06 884.875,1390.17 885.21,1390.29 885.546,1390.4 \n",
       "  885.881,1390.51 886.217,1390.63 886.552,1390.74 886.888,1390.85 887.223,1390.96 887.559,1391.08 887.894,1391.19 888.229,1391.3 888.565,1391.41 888.9,1391.52 \n",
       "  889.236,1391.63 889.571,1391.74 889.907,1391.85 890.242,1391.96 890.578,1392.07 890.913,1392.18 891.249,1392.29 891.584,1392.4 891.919,1392.51 892.255,1392.62 \n",
       "  892.59,1392.73 892.926,1392.83 893.261,1392.94 893.597,1393.05 893.932,1393.16 894.268,1393.26 894.603,1393.37 894.938,1393.48 895.274,1393.58 895.609,1393.69 \n",
       "  895.945,1393.79 896.28,1393.9 896.616,1394 896.951,1394.11 897.287,1394.21 897.622,1394.31 897.958,1394.42 898.293,1394.52 898.628,1394.63 898.964,1394.73 \n",
       "  899.299,1394.83 899.635,1394.93 899.97,1395.04 900.306,1395.14 900.641,1395.24 900.977,1395.34 901.312,1395.44 901.647,1395.54 901.983,1395.65 902.318,1395.75 \n",
       "  902.654,1395.85 902.989,1395.95 903.325,1396.05 903.66,1396.15 903.996,1396.25 904.331,1396.34 904.667,1396.44 905.002,1396.54 905.337,1396.64 905.673,1396.74 \n",
       "  906.008,1396.84 906.344,1396.94 906.679,1397.03 907.015,1397.13 907.35,1397.23 907.686,1397.32 908.021,1397.42 908.356,1397.52 908.692,1397.61 909.027,1397.71 \n",
       "  909.363,1397.81 909.698,1397.9 910.034,1398 910.369,1398.09 910.705,1398.19 911.04,1398.28 911.376,1398.38 911.711,1398.47 912.046,1398.56 912.382,1398.66 \n",
       "  912.717,1398.75 913.053,1398.85 913.388,1398.94 913.724,1399.03 914.059,1399.12 914.395,1399.22 914.73,1399.31 915.065,1399.43 915.401,1399.54 915.736,1399.66 \n",
       "  916.072,1399.77 916.407,1399.88 916.743,1399.99 917.078,1400.1 917.414,1400.21 917.749,1400.33 918.085,1400.43 918.42,1400.54 918.755,1400.65 919.091,1400.76 \n",
       "  919.426,1400.87 919.762,1400.98 920.097,1401.08 920.433,1401.19 920.768,1401.29 921.104,1401.4 921.439,1401.5 921.774,1401.61 922.11,1401.71 922.445,1401.82 \n",
       "  922.781,1401.92 923.116,1402.02 923.452,1402.12 923.787,1402.23 924.123,1402.33 924.458,1402.43 924.793,1402.53 925.129,1402.63 925.464,1402.73 925.8,1402.83 \n",
       "  926.135,1402.93 926.471,1403.03 926.806,1403.12 927.142,1403.22 927.477,1403.32 927.813,1403.42 928.148,1403.52 928.483,1403.61 928.819,1403.71 929.154,1403.8 \n",
       "  929.49,1403.9 929.825,1404 930.161,1404.09 930.496,1404.19 930.832,1404.28 931.167,1404.37 931.502,1404.47 931.838,1404.56 932.173,1404.65 932.509,1404.75 \n",
       "  932.844,1404.84 933.18,1404.93 933.515,1405.02 933.851,1405.11 934.186,1405.2 934.522,1405.29 934.857,1405.39 935.192,1405.48 935.528,1405.57 935.863,1405.65 \n",
       "  936.199,1405.74 936.534,1405.83 936.87,1405.92 937.205,1406.01 937.541,1406.1 937.876,1406.19 938.211,1406.27 938.547,1406.36 938.882,1406.45 939.218,1406.53 \n",
       "  939.553,1406.62 939.889,1406.7 940.224,1406.79 940.56,1406.87 940.895,1406.96 941.231,1407.04 941.566,1407.13 941.901,1407.21 942.237,1407.3 942.572,1407.38 \n",
       "  942.908,1407.46 943.243,1407.55 943.579,1407.63 943.914,1407.71 944.25,1407.8 944.585,1407.88 944.92,1407.96 945.256,1408.04 945.591,1408.12 945.927,1408.21 \n",
       "  946.262,1408.29 946.598,1408.37 946.933,1408.45 947.269,1408.53 947.604,1408.61 947.94,1408.69 948.275,1408.77 948.61,1408.85 948.946,1408.93 949.281,1409.01 \n",
       "  949.617,1409.09 949.952,1409.17 950.288,1409.24 950.623,1409.32 950.959,1409.4 951.294,1409.48 951.629,1409.56 951.965,1409.63 952.3,1409.71 952.636,1409.79 \n",
       "  952.971,1409.86 953.307,1409.94 953.642,1410.02 953.978,1410.09 954.313,1410.17 954.649,1410.25 954.984,1410.32 955.319,1410.4 955.655,1410.47 955.99,1410.55 \n",
       "  956.326,1410.62 956.661,1410.7 956.997,1410.77 957.332,1410.85 957.668,1410.92 958.003,1410.99 958.338,1411.07 958.674,1411.14 959.009,1411.21 959.345,1411.29 \n",
       "  959.68,1411.36 960.016,1411.43 960.351,1411.5 960.687,1411.58 961.022,1411.65 961.357,1411.72 961.693,1411.79 962.028,1411.87 962.364,1411.94 962.699,1412.01 \n",
       "  963.035,1412.08 963.37,1412.15 963.706,1412.22 964.041,1412.29 964.377,1412.36 964.712,1412.43 965.047,1412.5 965.383,1412.57 965.718,1412.64 966.054,1412.71 \n",
       "  966.389,1412.78 966.725,1412.85 967.06,1412.92 967.396,1412.99 967.731,1413.06 968.066,1413.12 968.402,1413.19 968.737,1413.26 969.073,1413.33 969.408,1413.4 \n",
       "  969.744,1413.46 970.079,1413.53 970.415,1413.6 970.75,1413.67 971.086,1413.74 971.421,1413.81 971.756,1413.88 972.092,1413.94 972.427,1414.01 972.763,1414.08 \n",
       "  973.098,1414.15 973.434,1414.22 973.769,1414.28 974.105,1414.35 974.44,1414.42 974.775,1414.49 975.111,1414.56 975.446,1414.63 975.782,1414.7 976.117,1414.77 \n",
       "  976.453,1414.84 976.788,1414.91 977.124,1414.97 977.459,1415.04 977.795,1415.11 978.13,1415.18 978.465,1415.25 978.801,1415.31 979.136,1415.38 979.472,1415.45 \n",
       "  979.807,1415.51 980.143,1415.58 980.478,1415.65 980.814,1415.71 981.149,1415.78 981.484,1415.84 981.82,1415.91 982.155,1415.97 982.491,1416.04 982.826,1416.1 \n",
       "  983.162,1416.17 983.497,1416.23 983.833,1416.3 984.168,1416.36 984.504,1416.43 984.839,1416.49 985.174,1416.56 985.51,1416.62 985.845,1416.68 986.181,1416.75 \n",
       "  986.516,1416.81 986.852,1416.87 987.187,1416.94 987.523,1417 987.858,1417.06 988.193,1417.13 988.529,1417.19 988.864,1417.25 989.2,1417.31 989.535,1417.37 \n",
       "  989.871,1417.44 990.206,1417.5 990.542,1417.56 990.877,1417.62 991.213,1417.68 991.548,1417.74 991.883,1417.8 992.219,1417.86 992.554,1417.92 992.89,1417.98 \n",
       "  993.225,1418.04 993.561,1418.1 993.896,1418.16 994.232,1418.22 994.567,1418.28 994.902,1418.34 995.238,1418.4 995.573,1418.46 995.909,1418.52 996.244,1418.58 \n",
       "  996.58,1418.63 996.915,1418.69 997.251,1418.75 997.586,1418.81 997.921,1418.87 998.257,1418.93 998.592,1418.98 998.928,1419.04 999.263,1419.1 999.599,1419.16 \n",
       "  999.934,1419.21 1000.27,1419.27 1000.61,1419.33 1000.94,1419.38 1001.28,1419.44 1001.61,1419.5 1001.95,1419.55 1002.28,1419.61 1002.62,1419.66 1002.95,1419.72 \n",
       "  1003.29,1419.77 1003.62,1419.83 1003.96,1419.89 1004.3,1419.94 1004.63,1420 1004.97,1420.05 1005.3,1420.11 1005.64,1420.16 1005.97,1420.22 1006.31,1420.27 \n",
       "  1006.64,1420.33 1006.98,1420.38 1007.31,1420.43 1007.65,1420.49 1007.98,1420.54 1008.32,1420.6 1008.66,1420.65 1008.99,1420.7 1009.33,1420.76 1009.66,1420.81 \n",
       "  1010,1420.87 1010.33,1420.92 1010.67,1420.97 1011,1421.03 1011.34,1421.08 1011.67,1421.13 1012.01,1421.18 1012.35,1421.24 1012.68,1421.29 1013.02,1421.34 \n",
       "  1013.35,1421.4 1013.69,1421.45 1014.02,1421.5 1014.36,1421.55 1014.69,1421.6 1015.03,1421.66 1015.36,1421.71 1015.7,1421.76 1016.04,1421.81 1016.37,1421.86 \n",
       "  1016.71,1421.91 1017.04,1421.97 1017.38,1422.02 1017.71,1422.07 1018.05,1422.12 1018.38,1422.17 1018.72,1422.22 1019.05,1422.27 1019.39,1422.32 1019.73,1422.37 \n",
       "  1020.06,1422.42 1020.4,1422.47 1020.73,1422.52 1021.07,1422.57 1021.4,1422.63 1021.74,1422.68 1022.07,1422.72 1022.41,1422.77 1022.74,1422.82 1023.08,1422.87 \n",
       "  1023.42,1422.92 1023.75,1422.97 1024.09,1423.02 1024.42,1423.07 1024.76,1423.12 1025.09,1423.17 1025.43,1423.22 1025.76,1423.27 1026.1,1423.32 1026.43,1423.37 \n",
       "  1026.77,1423.41 1027.11,1423.46 1027.44,1423.51 1027.78,1423.56 1028.11,1423.61 1028.45,1423.66 1028.78,1423.7 1029.12,1423.75 1029.45,1423.8 1029.79,1423.85 \n",
       "  1030.12,1423.9 1030.46,1423.94 1030.8,1423.99 1031.13,1424.04 1031.47,1424.09 1031.8,1424.13 1032.14,1424.18 1032.47,1424.23 1032.81,1424.28 1033.14,1424.32 \n",
       "  1033.48,1424.37 1033.81,1424.42 1034.15,1424.46 1034.49,1424.51 1034.82,1424.56 1035.16,1424.6 1035.49,1424.65 1035.83,1424.69 1036.16,1424.74 1036.5,1424.79 \n",
       "  1036.83,1424.83 1037.17,1424.88 1037.5,1424.92 1037.84,1424.97 1038.18,1425.02 1038.51,1425.06 1038.85,1425.11 1039.18,1425.15 1039.52,1425.2 1039.85,1425.24 \n",
       "  1040.19,1425.29 1040.52,1425.33 1040.86,1425.38 1041.19,1425.42 1041.53,1425.47 1041.87,1425.51 1042.2,1425.56 1042.54,1425.6 1042.87,1425.65 1043.21,1425.69 \n",
       "  1043.54,1425.73 1043.88,1425.78 1044.21,1425.82 1044.55,1425.87 1044.88,1425.91 1045.22,1425.96 1045.56,1426 1045.89,1426.04 1046.23,1426.09 1046.56,1426.13 \n",
       "  1046.9,1426.17 1047.23,1426.22 1047.57,1426.26 1047.9,1426.3 1048.24,1426.35 1048.57,1426.39 1048.91,1426.43 1049.25,1426.48 1049.58,1426.52 1049.92,1426.56 \n",
       "  1050.25,1426.6 1050.59,1426.65 1050.92,1426.69 1051.26,1426.73 1051.59,1426.77 1051.93,1426.82 1052.26,1426.86 1052.6,1426.9 1052.94,1426.94 1053.27,1426.99 \n",
       "  1053.61,1427.03 1053.94,1427.07 1054.28,1427.11 1054.61,1427.15 1054.95,1427.19 1055.28,1427.24 1055.62,1427.28 1055.95,1427.32 1056.29,1427.36 1056.63,1427.4 \n",
       "  1056.96,1427.44 1057.3,1427.49 1057.63,1427.53 1057.97,1427.57 1058.3,1427.61 1058.64,1427.65 1058.97,1427.69 1059.31,1427.73 1059.64,1427.77 1059.98,1427.81 \n",
       "  1060.32,1427.85 1060.65,1427.89 1060.99,1427.93 1061.32,1427.97 1061.66,1428.01 1061.99,1428.05 1062.33,1428.09 1062.66,1428.13 1063,1428.17 1063.33,1428.21 \n",
       "  1063.67,1428.26 1064.01,1428.3 1064.34,1428.33 1064.68,1428.37 1065.01,1428.41 1065.35,1428.45 1065.68,1428.49 1066.02,1428.53 1066.35,1428.57 1066.69,1428.61 \n",
       "  1067.02,1428.65 1067.36,1428.69 1067.69,1428.73 1068.03,1428.77 1068.37,1428.81 1068.7,1428.85 1069.04,1428.88 1069.37,1428.92 1069.71,1428.96 1070.04,1429 \n",
       "  1070.38,1429.04 1070.71,1429.08 1071.05,1429.12 1071.38,1429.15 1071.72,1429.19 1072.06,1429.23 1072.39,1429.27 1072.73,1429.31 1073.06,1429.35 1073.4,1429.38 \n",
       "  1073.73,1429.42 1074.07,1429.46 1074.4,1429.5 1074.74,1429.53 1075.07,1429.57 1075.41,1429.61 1075.75,1429.65 1076.08,1429.69 1076.42,1429.72 1076.75,1429.76 \n",
       "  1077.09,1429.8 1077.42,1429.83 1077.76,1429.87 1078.09,1429.91 1078.43,1429.94 1078.76,1429.98 1079.1,1430.02 1079.44,1430.06 1079.77,1430.09 1080.11,1430.13 \n",
       "  1080.44,1430.17 1080.78,1430.2 1081.11,1430.24 1081.45,1430.28 1081.78,1430.31 1082.12,1430.35 1082.45,1430.39 1082.79,1430.42 1083.13,1430.46 1083.46,1430.49 \n",
       "  1083.8,1430.53 1084.13,1430.57 1084.47,1430.6 1084.8,1430.64 1085.14,1430.67 1085.47,1430.71 1085.81,1430.74 1086.14,1430.78 1086.48,1430.82 1086.82,1430.85 \n",
       "  1087.15,1430.89 1087.49,1430.92 1087.82,1430.96 1088.16,1431 1088.49,1431.03 1088.83,1431.06 1089.16,1431.1 1089.5,1431.14 1089.83,1431.17 1090.17,1431.21 \n",
       "  1090.51,1431.24 1090.84,1431.28 1091.18,1431.31 1091.51,1431.34 1091.85,1431.38 1092.18,1431.41 1092.52,1431.45 1092.85,1431.48 1093.19,1431.52 1093.52,1431.55 \n",
       "  1093.86,1431.59 1094.2,1431.62 1094.53,1431.66 1094.87,1431.69 1095.2,1431.72 1095.54,1431.76 1095.87,1431.79 1096.21,1431.83 1096.54,1431.86 1096.88,1431.89 \n",
       "  1097.21,1431.93 1097.55,1431.96 1097.89,1432 1098.22,1432.03 1098.56,1432.06 1098.89,1432.1 1099.23,1432.13 1099.56,1432.16 1099.9,1432.2 1100.23,1432.23 \n",
       "  1100.57,1432.26 1100.9,1432.3 1101.24,1432.33 1101.58,1432.36 1101.91,1432.4 1102.25,1432.43 1102.58,1432.46 1102.92,1432.5 1103.25,1432.53 1103.59,1432.56 \n",
       "  1103.92,1432.59 1104.26,1432.63 1104.59,1432.66 1104.93,1432.69 1105.27,1432.72 1105.6,1432.76 1105.94,1432.79 1106.27,1432.82 1106.61,1432.86 1106.94,1432.89 \n",
       "  1107.28,1432.92 1107.61,1432.95 1107.95,1432.98 1108.28,1433.02 1108.62,1433.05 1108.96,1433.08 1109.29,1433.11 1109.63,1433.15 1109.96,1433.18 1110.3,1433.21 \n",
       "  1110.63,1433.24 1110.97,1433.27 1111.3,1433.3 1111.64,1433.34 1111.97,1433.37 1112.31,1433.4 1112.65,1433.43 1112.98,1433.46 1113.32,1433.49 1113.65,1433.52 \n",
       "  1113.99,1433.56 1114.32,1433.59 1114.66,1433.62 1114.99,1433.65 1115.33,1433.68 1115.66,1433.71 1116,1433.74 1116.34,1433.77 1116.67,1433.81 1117.01,1433.84 \n",
       "  1117.34,1433.87 1117.68,1433.9 1118.01,1433.93 1118.35,1433.96 1118.68,1433.99 1119.02,1434.02 1119.35,1434.05 1119.69,1434.08 1120.03,1434.11 1120.36,1434.14 \n",
       "  1120.7,1434.17 1121.03,1434.2 1121.37,1434.23 1121.7,1434.26 1122.04,1434.29 1122.37,1434.32 1122.71,1434.35 1123.04,1434.38 1123.38,1434.41 1123.72,1434.44 \n",
       "  1124.05,1434.47 1124.39,1434.5 1124.72,1434.53 1125.06,1434.56 1125.39,1434.59 1125.73,1434.62 1126.06,1434.65 1126.4,1434.68 1126.73,1434.71 1127.07,1434.74 \n",
       "  1127.41,1434.77 1127.74,1434.8 1128.08,1434.83 1128.41,1434.86 1128.75,1434.89 1129.08,1434.92 1129.42,1434.95 1129.75,1434.98 1130.09,1435.01 1130.42,1435.03 \n",
       "  1130.76,1435.06 1131.09,1435.09 1131.43,1435.12 1131.77,1435.15 1132.1,1435.18 1132.44,1435.21 1132.77,1435.24 1133.11,1435.27 1133.44,1435.3 1133.78,1435.32 \n",
       "  1134.11,1435.35 1134.45,1435.38 1134.78,1435.41 1135.12,1435.44 1135.46,1435.47 1135.79,1435.5 1136.13,1435.52 1136.46,1435.55 1136.8,1435.58 1137.13,1435.61 \n",
       "  1137.47,1435.64 1137.8,1435.66 1138.14,1435.69 1138.47,1435.72 1138.81,1435.75 1139.15,1435.78 1139.48,1435.8 1139.82,1435.83 1140.15,1435.86 1140.49,1435.89 \n",
       "  1140.82,1435.92 1141.16,1435.95 1141.49,1435.97 1141.83,1436 1142.16,1436.03 1142.5,1436.06 1142.84,1436.08 1143.17,1436.11 1143.51,1436.14 1143.84,1436.17 \n",
       "  1144.18,1436.19 1144.51,1436.22 1144.85,1436.25 1145.18,1436.27 1145.52,1436.3 1145.85,1436.33 1146.19,1436.36 1146.53,1436.38 1146.86,1436.41 1147.2,1436.44 \n",
       "  1147.53,1436.47 1147.87,1436.49 1148.2,1436.52 1148.54,1436.55 1148.87,1436.57 1149.21,1436.6 1149.54,1436.63 1149.88,1436.65 1150.22,1436.68 1150.55,1436.71 \n",
       "  1150.89,1436.73 1151.22,1436.76 1151.56,1436.79 1151.89,1436.81 1152.23,1436.84 1152.56,1436.87 1152.9,1436.89 1153.23,1436.92 1153.57,1436.95 1153.91,1436.97 \n",
       "  1154.24,1437 1154.58,1437.02 1154.91,1437.05 1155.25,1437.08 1155.58,1437.1 1155.92,1437.13 1156.25,1437.15 1156.59,1437.18 1156.92,1437.21 1157.26,1437.23 \n",
       "  1157.6,1437.26 1157.93,1437.29 1158.27,1437.31 1158.6,1437.34 1158.94,1437.36 1159.27,1437.39 1159.61,1437.41 1159.94,1437.44 1160.28,1437.47 1160.61,1437.49 \n",
       "  1160.95,1437.52 1161.29,1437.54 1161.62,1437.57 1161.96,1437.59 1162.29,1437.62 1162.63,1437.64 1162.96,1437.67 1163.3,1437.69 1163.63,1437.72 1163.97,1437.75 \n",
       "  1164.3,1437.77 1164.64,1437.8 1164.98,1437.82 1165.31,1437.85 1165.65,1437.87 1165.98,1437.9 1166.32,1437.92 1166.65,1437.95 1166.99,1437.97 1167.32,1438 \n",
       "  1167.66,1438.02 1167.99,1438.05 1168.33,1438.07 1168.67,1438.1 1169,1438.12 1169.34,1438.15 1169.67,1438.17 1170.01,1438.19 1170.34,1438.22 1170.68,1438.24 \n",
       "  1171.01,1438.27 1171.35,1438.29 1171.68,1438.32 1172.02,1438.34 1172.36,1438.37 1172.69,1438.39 1173.03,1438.42 1173.36,1438.44 1173.7,1438.46 1174.03,1438.49 \n",
       "  1174.37,1438.51 1174.7,1438.54 1175.04,1438.56 1175.37,1438.58 1175.71,1438.61 1176.05,1438.63 1176.38,1438.66 1176.72,1438.68 1177.05,1438.7 1177.39,1438.73 \n",
       "  1177.72,1438.75 1178.06,1438.78 1178.39,1438.8 1178.73,1438.82 1179.06,1438.85 1179.4,1438.87 1179.74,1438.9 1180.07,1438.92 1180.41,1438.94 1180.74,1438.97 \n",
       "  1181.08,1438.99 1181.41,1439.01 1181.75,1439.04 1182.08,1439.06 1182.42,1439.08 1182.75,1439.11 1183.09,1439.13 1183.43,1439.15 1183.76,1439.18 1184.1,1439.2 \n",
       "  1184.43,1439.22 1184.77,1439.25 1185.1,1439.27 1185.44,1439.29 1185.77,1439.32 1186.11,1439.34 1186.44,1439.36 1186.78,1439.39 1187.12,1439.41 1187.45,1439.43 \n",
       "  1187.79,1439.45 1188.12,1439.48 1188.46,1439.5 1188.79,1439.52 1189.13,1439.55 1189.46,1439.57 1189.8,1439.59 1190.13,1439.61 1190.47,1439.64 1190.8,1439.66 \n",
       "  1191.14,1439.68 1191.48,1439.7 1191.81,1439.73 1192.15,1439.75 1192.48,1439.77 1192.82,1439.79 1193.15,1439.82 1193.49,1439.84 1193.82,1439.86 1194.16,1439.88 \n",
       "  1194.49,1439.91 1194.83,1439.93 1195.17,1439.95 1195.5,1439.97 1195.84,1440 1196.17,1440.02 1196.51,1440.04 1196.84,1440.06 1197.18,1440.08 1197.51,1440.11 \n",
       "  1197.85,1440.13 1198.18,1440.15 1198.52,1440.17 1198.86,1440.2 1199.19,1440.22 1199.53,1440.24 1199.86,1440.26 1200.2,1440.28 1200.53,1440.3 1200.87,1440.33 \n",
       "  1201.2,1440.35 1201.54,1440.37 1201.87,1440.39 1202.21,1440.42 1202.55,1440.44 1202.88,1440.46 1203.22,1440.48 1203.55,1440.5 1203.89,1440.52 1204.22,1440.54 \n",
       "  1204.56,1440.57 1204.89,1440.59 1205.23,1440.61 1205.56,1440.63 1205.9,1440.65 1206.24,1440.67 1206.57,1440.69 1206.91,1440.72 1207.24,1440.74 1207.58,1440.76 \n",
       "  1207.91,1440.78 1208.25,1440.8 1208.58,1440.82 1208.92,1440.84 1209.25,1440.87 1209.59,1440.89 1209.93,1440.91 1210.26,1440.93 1210.6,1440.95 1210.93,1440.97 \n",
       "  1211.27,1440.99 1211.6,1441.01 1211.94,1441.03 1212.27,1441.05 1212.61,1441.08 1212.94,1441.1 1213.28,1441.12 1213.62,1441.14 1213.95,1441.16 1214.29,1441.18 \n",
       "  1214.62,1441.2 1214.96,1441.22 1215.29,1441.24 1215.63,1441.26 1215.96,1441.28 1216.3,1441.3 1216.63,1441.32 1216.97,1441.34 1217.31,1441.36 1217.64,1441.38 \n",
       "  1217.98,1441.41 1218.31,1441.43 1218.65,1441.45 1218.98,1441.47 1219.32,1441.49 1219.65,1441.51 1219.99,1441.53 1220.32,1441.55 1220.66,1441.57 1221,1441.59 \n",
       "  1221.33,1441.61 1221.67,1441.63 1222,1441.65 1222.34,1441.67 1222.67,1441.69 1223.01,1441.71 1223.34,1441.73 1223.68,1441.75 1224.01,1441.77 1224.35,1441.79 \n",
       "  1224.69,1441.81 1225.02,1441.83 1225.36,1441.85 1225.69,1441.87 1226.03,1441.89 1226.36,1441.91 1226.7,1441.93 1227.03,1441.95 1227.37,1441.97 1227.7,1441.99 \n",
       "  1228.04,1442.01 1228.38,1442.03 1228.71,1442.05 1229.05,1442.07 1229.38,1442.09 1229.72,1442.11 1230.05,1442.13 1230.39,1442.15 1230.72,1442.17 1231.06,1442.19 \n",
       "  1231.39,1442.21 1231.73,1442.23 1232.07,1442.25 1232.4,1442.27 1232.74,1442.29 1233.07,1442.31 1233.41,1442.33 1233.74,1442.35 1234.08,1442.37 1234.41,1442.39 \n",
       "  1234.75,1442.41 1235.08,1442.43 1235.42,1442.44 1235.76,1442.46 1236.09,1442.48 1236.43,1442.5 1236.76,1442.52 1237.1,1442.54 1237.43,1442.56 1237.77,1442.58 \n",
       "  1238.1,1442.6 1238.44,1442.62 1238.77,1442.64 1239.11,1442.66 1239.45,1442.68 1239.78,1442.7 1240.12,1442.72 1240.45,1442.73 1240.79,1442.75 1241.12,1442.77 \n",
       "  1241.46,1442.79 1241.79,1442.81 1242.13,1442.83 1242.46,1442.85 1242.8,1442.87 1243.14,1442.89 1243.47,1442.9 1243.81,1442.92 1244.14,1442.94 1244.48,1442.96 \n",
       "  1244.81,1442.98 1245.15,1443 1245.48,1443.02 1245.82,1443.04 1246.15,1443.06 1246.49,1443.07 1246.83,1443.09 1247.16,1443.11 1247.5,1443.13 1247.83,1443.15 \n",
       "  1248.17,1443.17 1248.5,1443.19 1248.84,1443.2 1249.17,1443.22 1249.51,1443.24 1249.84,1443.26 1250.18,1443.28 1250.51,1443.3 1250.85,1443.32 1251.19,1443.33 \n",
       "  1251.52,1443.35 1251.86,1443.37 1252.19,1443.39 1252.53,1443.41 1252.86,1443.43 1253.2,1443.44 1253.53,1443.46 1253.87,1443.48 1254.2,1443.5 1254.54,1443.51 \n",
       "  1254.88,1443.53 1255.21,1443.55 1255.55,1443.57 1255.88,1443.59 1256.22,1443.6 1256.55,1443.62 1256.89,1443.64 1257.22,1443.66 1257.56,1443.67 1257.89,1443.69 \n",
       "  1258.23,1443.71 1258.57,1443.73 1258.9,1443.75 1259.24,1443.76 1259.57,1443.78 1259.91,1443.8 1260.24,1443.82 1260.58,1443.83 1260.91,1443.85 1261.25,1443.87 \n",
       "  1261.58,1443.88 1261.92,1443.9 1262.26,1443.92 1262.59,1443.94 1262.93,1443.95 1263.26,1443.97 1263.6,1443.99 1263.93,1444.01 1264.27,1444.02 1264.6,1444.04 \n",
       "  1264.94,1444.06 1265.27,1444.08 1265.61,1444.09 1265.95,1444.11 1266.28,1444.13 1266.62,1444.14 1266.95,1444.16 1267.29,1444.18 1267.62,1444.19 1267.96,1444.21 \n",
       "  1268.29,1444.23 1268.63,1444.25 1268.96,1444.26 1269.3,1444.28 1269.64,1444.3 1269.97,1444.31 1270.31,1444.33 1270.64,1444.35 1270.98,1444.36 1271.31,1444.38 \n",
       "  1271.65,1444.4 1271.98,1444.41 1272.32,1444.43 1272.65,1444.45 1272.99,1444.46 1273.33,1444.48 1273.66,1444.5 1274,1444.51 1274.33,1444.53 1274.67,1444.55 \n",
       "  1275,1444.56 1275.34,1444.58 1275.67,1444.6 1276.01,1444.61 1276.34,1444.63 1276.68,1444.65 1277.02,1444.66 1277.35,1444.68 1277.69,1444.7 1278.02,1444.71 \n",
       "  1278.36,1444.73 1278.69,1444.75 1279.03,1444.76 1279.36,1444.78 1279.7,1444.8 1280.03,1444.81 1280.37,1444.83 1280.71,1444.84 1281.04,1444.86 1281.38,1444.88 \n",
       "  1281.71,1444.89 1282.05,1444.91 1282.38,1444.92 1282.72,1444.94 1283.05,1444.96 1283.39,1444.97 1283.72,1444.99 1284.06,1445 1284.4,1445.02 1284.73,1445.04 \n",
       "  1285.07,1445.05 1285.4,1445.07 1285.74,1445.09 1286.07,1445.1 1286.41,1445.12 1286.74,1445.14 1287.08,1445.15 1287.41,1445.17 1287.75,1445.18 1288.09,1445.2 \n",
       "  1288.42,1445.21 1288.76,1445.23 1289.09,1445.25 1289.43,1445.26 1289.76,1445.28 1290.1,1445.3 1290.43,1445.31 1290.77,1445.33 1291.1,1445.34 1291.44,1445.36 \n",
       "  1291.78,1445.38 1292.11,1445.39 1292.45,1445.41 1292.78,1445.42 1293.12,1445.44 1293.45,1445.45 1293.79,1445.47 1294.12,1445.49 1294.46,1445.5 1294.79,1445.52 \n",
       "  1295.13,1445.53 1295.47,1445.55 1295.8,1445.56 1296.14,1445.58 1296.47,1445.6 1296.81,1445.61 1297.14,1445.63 1297.48,1445.64 1297.81,1445.66 1298.15,1445.67 \n",
       "  1298.48,1445.69 1298.82,1445.71 1299.16,1445.72 1299.49,1445.74 1299.83,1445.75 1300.16,1445.77 1300.5,1445.78 1300.83,1445.8 1301.17,1445.81 1301.5,1445.83 \n",
       "  1301.84,1445.84 1302.17,1445.86 1302.51,1445.87 1302.85,1445.89 1303.18,1445.91 1303.52,1445.92 1303.85,1445.94 1304.19,1445.95 1304.52,1445.97 1304.86,1445.98 \n",
       "  1305.19,1446 1305.53,1446.01 1305.86,1446.03 1306.2,1446.04 1306.54,1446.06 1306.87,1446.07 1307.21,1446.09 1307.54,1446.1 1307.88,1446.12 1308.21,1446.13 \n",
       "  1308.55,1446.15 1308.88,1446.16 1309.22,1446.18 1309.55,1446.19 1309.89,1446.21 1310.23,1446.22 1310.56,1446.24 1310.9,1446.25 1311.23,1446.27 1311.57,1446.28 \n",
       "  1311.9,1446.3 1312.24,1446.31 1312.57,1446.33 1312.91,1446.34 1313.24,1446.36 1313.58,1446.37 1313.91,1446.39 1314.25,1446.4 1314.59,1446.42 1314.92,1446.43 \n",
       "  1315.26,1446.44 1315.59,1446.46 1315.93,1446.47 1316.26,1446.49 1316.6,1446.5 1316.93,1446.52 1317.27,1446.53 1317.6,1446.55 1317.94,1446.56 1318.28,1446.58 \n",
       "  1318.61,1446.59 1318.95,1446.61 1319.28,1446.62 1319.62,1446.63 1319.95,1446.65 1320.29,1446.66 1320.62,1446.68 1320.96,1446.69 1321.29,1446.71 1321.63,1446.72 \n",
       "  1321.97,1446.74 1322.3,1446.75 1322.64,1446.76 1322.97,1446.78 1323.31,1446.79 1323.64,1446.81 1323.98,1446.82 1324.31,1446.84 1324.65,1446.85 1324.98,1446.86 \n",
       "  1325.32,1446.88 1325.66,1446.89 1325.99,1446.91 1326.33,1446.92 1326.66,1446.93 1327,1446.95 1327.33,1446.96 1327.67,1446.98 1328,1446.99 1328.34,1447 \n",
       "  1328.67,1447.02 1329.01,1447.03 1329.35,1447.05 1329.68,1447.06 1330.02,1447.08 1330.35,1447.09 1330.69,1447.1 1331.02,1447.12 1331.36,1447.13 1331.69,1447.15 \n",
       "  1332.03,1447.16 1332.36,1447.17 1332.7,1447.19 1333.04,1447.2 1333.37,1447.21 1333.71,1447.23 1334.04,1447.24 1334.38,1447.26 1334.71,1447.27 1335.05,1447.28 \n",
       "  1335.38,1447.3 1335.72,1447.31 1336.05,1447.32 1336.39,1447.34 1336.73,1447.35 1337.06,1447.37 1337.4,1447.38 1337.73,1447.39 1338.07,1447.41 1338.4,1447.42 \n",
       "  1338.74,1447.43 1339.07,1447.45 1339.41,1447.46 1339.74,1447.47 1340.08,1447.49 1340.42,1447.5 1340.75,1447.52 1341.09,1447.53 1341.42,1447.54 1341.76,1447.55 \n",
       "  1342.09,1447.57 1342.43,1447.58 1342.76,1447.6 1343.1,1447.61 1343.43,1447.62 1343.77,1447.64 1344.11,1447.65 1344.44,1447.66 1344.78,1447.68 1345.11,1447.69 \n",
       "  1345.45,1447.7 1345.78,1447.72 1346.12,1447.73 1346.45,1447.74 1346.79,1447.75 1347.12,1447.77 1347.46,1447.78 1347.8,1447.79 1348.13,1447.81 1348.47,1447.82 \n",
       "  1348.8,1447.83 1349.14,1447.85 1349.47,1447.86 1349.81,1447.87 1350.14,1447.89 1350.48,1447.9 1350.81,1447.91 1351.15,1447.93 1351.49,1447.94 1351.82,1447.95 \n",
       "  1352.16,1447.97 1352.49,1447.98 1352.83,1447.99 1353.16,1448 1353.5,1448.02 1353.83,1448.03 1354.17,1448.04 1354.5,1448.06 1354.84,1448.07 1355.18,1448.08 \n",
       "  1355.51,1448.09 1355.85,1448.11 1356.18,1448.12 1356.52,1448.13 1356.85,1448.15 1357.19,1448.16 1357.52,1448.17 1357.86,1448.18 1358.19,1448.2 1358.53,1448.21 \n",
       "  1358.87,1448.22 1359.2,1448.24 1359.54,1448.25 1359.87,1448.26 1360.21,1448.27 1360.54,1448.29 1360.88,1448.3 1361.21,1448.31 1361.55,1448.32 1361.88,1448.34 \n",
       "  1362.22,1448.35 1362.56,1448.36 1362.89,1448.37 1363.23,1448.39 1363.56,1448.4 1363.9,1448.41 1364.23,1448.42 1364.57,1448.44 1364.9,1448.45 1365.24,1448.46 \n",
       "  1365.57,1448.48 1365.91,1448.49 1366.25,1448.5 1366.58,1448.51 1366.92,1448.52 1367.25,1448.54 1367.59,1448.55 1367.92,1448.56 1368.26,1448.57 1368.59,1448.59 \n",
       "  1368.93,1448.6 1369.26,1448.61 1369.6,1448.62 1369.94,1448.64 1370.27,1448.65 1370.61,1448.66 1370.94,1448.67 1371.28,1448.69 1371.61,1448.7 1371.95,1448.71 \n",
       "  1372.28,1448.72 1372.62,1448.73 1372.95,1448.75 1373.29,1448.76 1373.62,1448.77 1373.96,1448.78 1374.3,1448.79 1374.63,1448.81 1374.97,1448.82 1375.3,1448.83 \n",
       "  1375.64,1448.84 1375.97,1448.86 1376.31,1448.87 1376.64,1448.88 1376.98,1448.89 1377.31,1448.9 1377.65,1448.92 1377.99,1448.93 1378.32,1448.94 1378.66,1448.95 \n",
       "  1378.99,1448.96 1379.33,1448.98 1379.66,1448.99 1380,1449 1380.33,1449.01 1380.67,1449.02 1381,1449.04 1381.34,1449.05 1381.68,1449.06 1382.01,1449.07 \n",
       "  1382.35,1449.08 1382.68,1449.09 1383.02,1449.11 1383.35,1449.12 1383.69,1449.13 1384.02,1449.14 1384.36,1449.15 1384.69,1449.16 1385.03,1449.18 1385.37,1449.19 \n",
       "  1385.7,1449.2 1386.04,1449.21 1386.37,1449.22 1386.71,1449.24 1387.04,1449.25 1387.38,1449.26 1387.71,1449.27 1388.05,1449.28 1388.38,1449.29 1388.72,1449.31 \n",
       "  1389.06,1449.32 1389.39,1449.33 1389.73,1449.34 1390.06,1449.35 1390.4,1449.36 1390.73,1449.38 1391.07,1449.39 1391.4,1449.4 1391.74,1449.41 1392.07,1449.42 \n",
       "  1392.41,1449.43 1392.75,1449.44 1393.08,1449.46 1393.42,1449.47 1393.75,1449.48 1394.09,1449.49 1394.42,1449.5 1394.76,1449.51 1395.09,1449.52 1395.43,1449.53 \n",
       "  1395.76,1449.55 1396.1,1449.56 1396.44,1449.57 1396.77,1449.58 1397.11,1449.59 1397.44,1449.6 1397.78,1449.61 1398.11,1449.63 1398.45,1449.64 1398.78,1449.65 \n",
       "  1399.12,1449.66 1399.45,1449.67 1399.79,1449.68 1400.13,1449.69 1400.46,1449.7 1400.8,1449.71 1401.13,1449.73 1401.47,1449.74 1401.8,1449.75 1402.14,1449.76 \n",
       "  1402.47,1449.77 1402.81,1449.78 1403.14,1449.79 1403.48,1449.8 1403.82,1449.81 1404.15,1449.83 1404.49,1449.84 1404.82,1449.85 1405.16,1449.86 1405.49,1449.87 \n",
       "  1405.83,1449.88 1406.16,1449.89 1406.5,1449.9 1406.83,1449.91 1407.17,1449.93 1407.51,1449.94 1407.84,1449.95 1408.18,1449.96 1408.51,1449.97 1408.85,1449.98 \n",
       "  1409.18,1449.99 1409.52,1450 1409.85,1450.01 1410.19,1450.02 1410.52,1450.03 1410.86,1450.04 1411.2,1450.06 1411.53,1450.07 1411.87,1450.08 1412.2,1450.09 \n",
       "  1412.54,1450.1 1412.87,1450.11 1413.21,1450.12 1413.54,1450.13 1413.88,1450.14 1414.21,1450.15 1414.55,1450.16 1414.89,1450.17 1415.22,1450.19 1415.56,1450.2 \n",
       "  1415.89,1450.21 1416.23,1450.22 1416.56,1450.23 1416.9,1450.24 1417.23,1450.25 1417.57,1450.26 1417.9,1450.27 1418.24,1450.28 1418.58,1450.29 1418.91,1450.3 \n",
       "  1419.25,1450.31 1419.58,1450.32 1419.92,1450.33 1420.25,1450.35 1420.59,1450.36 1420.92,1450.37 1421.26,1450.38 1421.59,1450.39 1421.93,1450.4 1422.27,1450.41 \n",
       "  1422.6,1450.42 1422.94,1450.43 1423.27,1450.44 1423.61,1450.45 1423.94,1450.46 1424.28,1450.47 1424.61,1450.48 1424.95,1450.49 1425.28,1450.5 1425.62,1450.51 \n",
       "  1425.96,1450.52 1426.29,1450.53 1426.63,1450.54 1426.96,1450.55 1427.3,1450.56 1427.63,1450.57 1427.97,1450.58 1428.3,1450.6 1428.64,1450.6 1428.97,1450.62 \n",
       "  1429.31,1450.63 1429.65,1450.64 1429.98,1450.65 1430.32,1450.66 1430.65,1450.67 1430.99,1450.68 1431.32,1450.69 1431.66,1450.7 1431.99,1450.71 1432.33,1450.72 \n",
       "  1432.66,1450.73 1433,1450.74 1433.33,1450.75 1433.67,1450.76 1434.01,1450.77 1434.34,1450.78 1434.68,1450.79 1435.01,1450.8 1435.35,1450.81 1435.68,1450.82 \n",
       "  1436.02,1450.83 1436.35,1450.84 1436.69,1450.85 1437.02,1450.86 1437.36,1450.87 1437.7,1450.88 1438.03,1450.89 1438.37,1450.9 1438.7,1450.91 1439.04,1450.92 \n",
       "  1439.37,1450.93 1439.71,1450.94 1440.04,1450.95 1440.38,1450.96 1440.71,1450.97 1441.05,1450.98 1441.39,1450.99 1441.72,1451 1442.06,1451.01 1442.39,1451.02 \n",
       "  1442.73,1451.03 1443.06,1451.04 1443.4,1451.05 1443.73,1451.06 1444.07,1451.07 1444.4,1451.08 1444.74,1451.09 1445.08,1451.1 1445.41,1451.11 1445.75,1451.12 \n",
       "  1446.08,1451.13 1446.42,1451.14 1446.75,1451.15 1447.09,1451.16 1447.42,1451.17 1447.76,1451.18 1448.09,1451.19 1448.43,1451.2 1448.77,1451.2 1449.1,1451.22 \n",
       "  1449.44,1451.23 1449.77,1451.23 1450.11,1451.24 1450.44,1451.25 1450.78,1451.26 1451.11,1451.27 1451.45,1451.28 1451.78,1451.29 1452.12,1451.3 1452.46,1451.31 \n",
       "  1452.79,1451.32 1453.13,1451.33 1453.46,1451.34 1453.8,1451.35 1454.13,1451.36 1454.47,1451.37 1454.8,1451.38 1455.14,1451.39 1455.47,1451.4 1455.81,1451.41 \n",
       "  1456.15,1451.42 1456.48,1451.43 1456.82,1451.44 1457.15,1451.45 1457.49,1451.45 1457.82,1451.47 1458.16,1451.47 1458.49,1451.48 1458.83,1451.49 1459.16,1451.5 \n",
       "  1459.5,1451.51 1459.84,1451.52 1460.17,1451.53 1460.51,1451.54 1460.84,1451.55 1461.18,1451.56 1461.51,1451.57 1461.85,1451.58 1462.18,1451.59 1462.52,1451.6 \n",
       "  1462.85,1451.61 1463.19,1451.62 1463.53,1451.62 1463.86,1451.63 1464.2,1451.64 1464.53,1451.65 1464.87,1451.66 1465.2,1451.67 1465.54,1451.68 1465.87,1451.69 \n",
       "  1466.21,1451.7 1466.54,1451.71 1466.88,1451.72 1467.22,1451.73 1467.55,1451.74 1467.89,1451.75 1468.22,1451.75 1468.56,1451.76 1468.89,1451.77 1469.23,1451.78 \n",
       "  1469.56,1451.79 1469.9,1451.8 1470.23,1451.81 1470.57,1451.82 1470.91,1451.83 1471.24,1451.84 1471.58,1451.85 1471.91,1451.85 1472.25,1451.86 1472.58,1451.87 \n",
       "  1472.92,1451.88 1473.25,1451.89 1473.59,1451.9 1473.92,1451.91 1474.26,1451.92 1474.6,1451.93 1474.93,1451.94 1475.27,1451.95 1475.6,1451.96 1475.94,1451.96 \n",
       "  1476.27,1451.97 1476.61,1451.98 1476.94,1451.99 1477.28,1452 1477.61,1452.01 1477.95,1452.02 1478.29,1452.03 1478.62,1452.04 1478.96,1452.05 1479.29,1452.05 \n",
       "  1479.63,1452.06 1479.96,1452.07 1480.3,1452.08 1480.63,1452.09 1480.97,1452.1 1481.3,1452.11 1481.64,1452.12 1481.98,1452.13 1482.31,1452.13 1482.65,1452.14 \n",
       "  1482.98,1452.15 1483.32,1452.16 1483.65,1452.17 1483.99,1452.18 1484.32,1452.19 1484.66,1452.2 1484.99,1452.21 1485.33,1452.21 1485.67,1452.22 1486,1452.23 \n",
       "  1486.34,1452.24 1486.67,1452.25 1487.01,1452.26 1487.34,1452.27 1487.68,1452.28 1488.01,1452.28 1488.35,1452.29 1488.68,1452.3 1489.02,1452.31 1489.36,1452.32 \n",
       "  1489.69,1452.33 1490.03,1452.34 1490.36,1452.35 1490.7,1452.35 1491.03,1452.36 1491.37,1452.37 1491.7,1452.38 1492.04,1452.39 1492.37,1452.4 1492.71,1452.41 \n",
       "  1493.05,1452.41 1493.38,1452.42 1493.72,1452.43 1494.05,1452.44 1494.39,1452.45 1494.72,1452.46 1495.06,1452.47 1495.39,1452.47 1495.73,1452.48 1496.06,1452.49 \n",
       "  1496.4,1452.5 1496.73,1452.51 1497.07,1452.52 1497.41,1452.53 1497.74,1452.54 1498.08,1452.54 1498.41,1452.55 1498.75,1452.56 1499.08,1452.57 1499.42,1452.58 \n",
       "  1499.75,1452.59 1500.09,1452.59 1500.42,1452.6 1500.76,1452.61 1501.1,1452.62 1501.43,1452.63 1501.77,1452.64 1502.1,1452.64 1502.44,1452.65 1502.77,1452.66 \n",
       "  1503.11,1452.67 1503.44,1452.68 1503.78,1452.69 1504.11,1452.7 1504.45,1452.7 1504.79,1452.71 1505.12,1452.72 1505.46,1452.73 1505.79,1452.74 1506.13,1452.75 \n",
       "  1506.46,1452.75 1506.8,1452.76 1507.13,1452.77 1507.47,1452.78 1507.8,1452.79 1508.14,1452.8 1508.48,1452.8 1508.81,1452.81 1509.15,1452.82 1509.48,1452.83 \n",
       "  1509.82,1452.84 1510.15,1452.85 1510.49,1452.85 1510.82,1452.86 1511.16,1452.87 1511.49,1452.88 1511.83,1452.89 1512.17,1452.89 1512.5,1452.9 1512.84,1452.91 \n",
       "  1513.17,1452.92 1513.51,1452.93 1513.84,1452.94 1514.18,1452.94 1514.51,1452.95 1514.85,1452.96 1515.18,1452.97 1515.52,1452.98 1515.86,1452.99 1516.19,1452.99 \n",
       "  1516.53,1453 1516.86,1453.01 1517.2,1453.02 1517.53,1453.03 1517.87,1453.03 1518.2,1453.04 1518.54,1453.05 1518.87,1453.06 1519.21,1453.07 1519.55,1453.07 \n",
       "  1519.88,1453.08 1520.22,1453.09 1520.55,1453.1 1520.89,1453.11 1521.22,1453.11 1521.56,1453.12 1521.89,1453.13 1522.23,1453.14 1522.56,1453.15 1522.9,1453.15 \n",
       "  1523.24,1453.16 1523.57,1453.17 1523.91,1453.18 1524.24,1453.19 1524.58,1453.19 1524.91,1453.2 1525.25,1453.21 1525.58,1453.22 1525.92,1453.23 1526.25,1453.23 \n",
       "  1526.59,1453.24 1526.93,1453.25 1527.26,1453.26 1527.6,1453.27 1527.93,1453.27 1528.27,1453.28 1528.6,1453.29 1528.94,1453.3 1529.27,1453.3 1529.61,1453.31 \n",
       "  1529.94,1453.32 1530.28,1453.33 1530.62,1453.34 1530.95,1453.34 1531.29,1453.35 1531.62,1453.36 1531.96,1453.37 1532.29,1453.38 1532.63,1453.38 1532.96,1453.39 \n",
       "  1533.3,1453.4 1533.63,1453.41 1533.97,1453.41 1534.31,1453.42 1534.64,1453.43 1534.98,1453.44 1535.31,1453.45 1535.65,1453.45 1535.98,1453.46 1536.32,1453.47 \n",
       "  1536.65,1453.48 1536.99,1453.48 1537.32,1453.49 1537.66,1453.5 1538,1453.51 1538.33,1453.51 1538.67,1453.52 1539,1453.53 1539.34,1453.54 1539.67,1453.55 \n",
       "  1540.01,1453.55 1540.34,1453.56 1540.68,1453.57 1541.01,1453.58 1541.35,1453.58 1541.69,1453.59 1542.02,1453.6 1542.36,1453.61 1542.69,1453.61 1543.03,1453.62 \n",
       "  1543.36,1453.63 1543.7,1453.64 1544.03,1453.64 1544.37,1453.65 1544.7,1453.66 1545.04,1453.67 1545.38,1453.68 1545.71,1453.68 1546.05,1453.69 1546.38,1453.7 \n",
       "  1546.72,1453.7 1547.05,1453.71 1547.39,1453.72 1547.72,1453.73 1548.06,1453.74 1548.39,1453.74 1548.73,1453.75 1549.07,1453.76 1549.4,1453.77 1549.74,1453.77 \n",
       "  1550.07,1453.78 1550.41,1453.79 1550.74,1453.79 1551.08,1453.8 1551.41,1453.81 1551.75,1453.82 1552.08,1453.82 1552.42,1453.83 1552.76,1453.84 1553.09,1453.85 \n",
       "  1553.43,1453.85 1553.76,1453.86 1554.1,1453.87 1554.43,1453.88 1554.77,1453.88 1555.1,1453.89 1555.44,1453.9 1555.77,1453.91 1556.11,1453.91 1556.44,1453.92 \n",
       "  1556.78,1453.93 1557.12,1453.94 1557.45,1453.94 1557.79,1453.95 1558.12,1453.96 1558.46,1453.96 1558.79,1453.97 1559.13,1453.98 1559.46,1453.99 1559.8,1453.99 \n",
       "  1560.13,1454 1560.47,1454.01 1560.81,1454.02 1561.14,1454.02 1561.48,1454.03 1561.81,1454.04 1562.15,1454.05 1562.48,1454.05 1562.82,1454.06 1563.15,1454.07 \n",
       "  1563.49,1454.07 1563.82,1454.08 1564.16,1454.09 1564.5,1454.1 1564.83,1454.1 1565.17,1454.11 1565.5,1454.12 1565.84,1454.12 1566.17,1454.13 1566.51,1454.14 \n",
       "  1566.84,1454.15 1567.18,1454.15 1567.51,1454.16 1567.85,1454.17 1568.19,1454.17 1568.52,1454.18 1568.86,1454.19 1569.19,1454.2 1569.53,1454.2 1569.86,1454.21 \n",
       "  1570.2,1454.22 1570.53,1454.22 1570.87,1454.23 1571.2,1454.24 1571.54,1454.25 1571.88,1454.25 1572.21,1454.26 1572.55,1454.27 1572.88,1454.27 1573.22,1454.28 \n",
       "  1573.55,1454.29 1573.89,1454.3 1574.22,1454.3 1574.56,1454.31 1574.89,1454.32 1575.23,1454.32 1575.57,1454.33 1575.9,1454.34 1576.24,1454.34 1576.57,1454.35 \n",
       "  1576.91,1454.36 1577.24,1454.37 1577.58,1454.37 1577.91,1454.38 1578.25,1454.39 1578.58,1454.39 1578.92,1454.4 1579.26,1454.41 1579.59,1454.41 1579.93,1454.42 \n",
       "  1580.26,1454.43 1580.6,1454.44 1580.93,1454.44 1581.27,1454.45 1581.6,1454.46 1581.94,1454.46 1582.27,1454.47 1582.61,1454.48 1582.95,1454.48 1583.28,1454.49 \n",
       "  1583.62,1454.5 1583.95,1454.5 1584.29,1454.51 1584.62,1454.52 1584.96,1454.52 1585.29,1454.53 1585.63,1454.54 1585.96,1454.55 1586.3,1454.55 1586.64,1454.56 \n",
       "  1586.97,1454.57 1587.31,1454.57 1587.64,1454.58 1587.98,1454.59 1588.31,1454.59 1588.65,1454.6 1588.98,1454.61 1589.32,1454.61 1589.65,1454.62 1589.99,1454.63 \n",
       "  1590.33,1454.63 1590.66,1454.64 1591,1454.65 1591.33,1454.65 1591.67,1454.66 1592,1454.67 1592.34,1454.67 1592.67,1454.68 1593.01,1454.69 1593.34,1454.69 \n",
       "  1593.68,1454.7 1594.02,1454.71 1594.35,1454.71 1594.69,1454.72 1595.02,1454.73 1595.36,1454.74 1595.69,1454.74 1596.03,1454.75 1596.36,1454.76 1596.7,1454.76 \n",
       "  1597.03,1454.77 1597.37,1454.77 1597.71,1454.78 1598.04,1454.79 1598.38,1454.79 1598.71,1454.8 1599.05,1454.81 1599.38,1454.82 1599.72,1454.82 1600.05,1454.83 \n",
       "  1600.39,1454.84 1600.72,1454.84 1601.06,1454.85 1601.4,1454.85 1601.73,1454.86 1602.07,1454.87 1602.4,1454.87 1602.74,1454.88 1603.07,1454.89 1603.41,1454.89 \n",
       "  1603.74,1454.9 1604.08,1454.91 1604.41,1454.91 1604.75,1454.92 1605.09,1454.93 1605.42,1454.93 1605.76,1454.94 1606.09,1454.95 1606.43,1454.95 1606.76,1454.96 \n",
       "  1607.1,1454.97 1607.43,1454.97 1607.77,1454.98 1608.1,1454.99 1608.44,1454.99 1608.78,1455 1609.11,1455.01 1609.45,1455.01 1609.78,1455.02 1610.12,1455.02 \n",
       "  1610.45,1455.03 1610.79,1455.04 1611.12,1455.04 1611.46,1455.05 1611.79,1455.06 1612.13,1455.06 1612.47,1455.07 1612.8,1455.08 1613.14,1455.08 1613.47,1455.09 \n",
       "  1613.81,1455.1 1614.14,1455.1 1614.48,1455.11 1614.81,1455.11 1615.15,1455.12 1615.48,1455.13 1615.82,1455.13 1616.15,1455.14 1616.49,1455.15 1616.83,1455.15 \n",
       "  1617.16,1455.16 1617.5,1455.17 1617.83,1455.17 1618.17,1455.18 1618.5,1455.18 1618.84,1455.19 1619.17,1455.2 1619.51,1455.2 1619.84,1455.21 1620.18,1455.22 \n",
       "  1620.52,1455.22 1620.85,1455.23 1621.19,1455.24 1621.52,1455.24 1621.86,1455.25 1622.19,1455.25 1622.53,1455.26 1622.86,1455.27 1623.2,1455.27 1623.53,1455.28 \n",
       "  1623.87,1455.29 1624.21,1455.29 1624.54,1455.3 1624.88,1455.3 1625.21,1455.31 1625.55,1455.32 1625.88,1455.32 1626.22,1455.33 1626.55,1455.34 1626.89,1455.34 \n",
       "  1627.22,1455.35 1627.56,1455.36 1627.9,1455.36 1628.23,1455.37 1628.57,1455.37 1628.9,1455.38 1629.24,1455.39 1629.57,1455.39 1629.91,1455.4 1630.24,1455.4 \n",
       "  1630.58,1455.41 1630.91,1455.42 1631.25,1455.42 1631.59,1455.43 1631.92,1455.43 1632.26,1455.44 1632.59,1455.45 1632.93,1455.45 1633.26,1455.46 1633.6,1455.47 \n",
       "  1633.93,1455.47 1634.27,1455.48 1634.6,1455.48 1634.94,1455.49 1635.28,1455.5 1635.61,1455.5 1635.95,1455.51 1636.28,1455.51 1636.62,1455.52 1636.95,1455.53 \n",
       "  1637.29,1455.53 1637.62,1455.54 1637.96,1455.54 1638.29,1455.55 1638.63,1455.56 1638.97,1455.56 1639.3,1455.57 1639.64,1455.58 1639.97,1455.58 1640.31,1455.59 \n",
       "  1640.64,1455.59 1640.98,1455.6 1641.31,1455.61 1641.65,1455.61 1641.98,1455.62 1642.32,1455.62 1642.66,1455.63 1642.99,1455.64 1643.33,1455.64 1643.66,1455.65 \n",
       "  1644,1455.65 1644.33,1455.66 1644.67,1455.67 1645,1455.67 1645.34,1455.68 1645.67,1455.68 1646.01,1455.69 1646.35,1455.7 1646.68,1455.7 1647.02,1455.71 \n",
       "  1647.35,1455.71 1647.69,1455.72 1648.02,1455.73 1648.36,1455.73 1648.69,1455.74 1649.03,1455.74 1649.36,1455.75 1649.7,1455.76 1650.04,1455.76 1650.37,1455.77 \n",
       "  1650.71,1455.77 1651.04,1455.78 1651.38,1455.78 1651.71,1455.79 1652.05,1455.8 1652.38,1455.8 1652.72,1455.81 1653.05,1455.81 1653.39,1455.82 1653.73,1455.83 \n",
       "  1654.06,1455.83 1654.4,1455.84 1654.73,1455.84 1655.07,1455.85 1655.4,1455.85 1655.74,1455.86 1656.07,1455.87 1656.41,1455.87 1656.74,1455.88 1657.08,1455.88 \n",
       "  1657.42,1455.89 1657.75,1455.9 1658.09,1455.9 1658.42,1455.91 1658.76,1455.91 1659.09,1455.92 1659.43,1455.92 1659.76,1455.93 1660.1,1455.94 1660.43,1455.94 \n",
       "  1660.77,1455.95 1661.11,1455.95 1661.44,1455.96 1661.78,1455.97 1662.11,1455.97 1662.45,1455.98 1662.78,1455.98 1663.12,1455.99 1663.45,1455.99 1663.79,1456 \n",
       "  1664.12,1456.01 1664.46,1456.01 1664.8,1456.02 1665.13,1456.02 1665.47,1456.03 1665.8,1456.03 1666.14,1456.04 1666.47,1456.05 1666.81,1456.05 1667.14,1456.06 \n",
       "  1667.48,1456.06 1667.81,1456.07 1668.15,1456.07 1668.49,1456.08 1668.82,1456.09 1669.16,1456.09 1669.49,1456.1 1669.83,1456.1 1670.16,1456.11 1670.5,1456.11 \n",
       "  1670.83,1456.12 1671.17,1456.13 1671.5,1456.13 1671.84,1456.14 1672.18,1456.14 1672.51,1456.15 1672.85,1456.16 1673.18,1456.16 1673.52,1456.17 1673.85,1456.18 \n",
       "  1674.19,1456.18 1674.52,1456.19 1674.86,1456.2 1675.19,1456.2 1675.53,1456.21 1675.87,1456.21 1676.2,1456.22 1676.54,1456.23 1676.87,1456.23 1677.21,1456.24 \n",
       "  1677.54,1456.25 1677.88,1456.25 1678.21,1456.26 1678.55,1456.26 1678.88,1456.27 1679.22,1456.28 1679.55,1456.28 1679.89,1456.29 1680.23,1456.3 1680.56,1456.3 \n",
       "  1680.9,1456.31 1681.23,1456.31 1681.57,1456.32 1681.9,1456.33 1682.24,1456.33 1682.57,1456.34 1682.91,1456.34 1683.24,1456.35 1683.58,1456.36 1683.92,1456.36 \n",
       "  1684.25,1456.37 1684.59,1456.37 1684.92,1456.38 1685.26,1456.39 1685.59,1456.39 1685.93,1456.4 1686.26,1456.4 1686.6,1456.41 1686.93,1456.42 1687.27,1456.42 \n",
       "  1687.61,1456.43 1687.94,1456.43 1688.28,1456.44 1688.61,1456.45 1688.95,1456.45 1689.28,1456.46 1689.62,1456.46 1689.95,1456.47 1690.29,1456.48 1690.62,1456.48 \n",
       "  1690.96,1456.49 1691.3,1456.49 1691.63,1456.5 1691.97,1456.5 1692.3,1456.51 1692.64,1456.52 1692.97,1456.52 1693.31,1456.53 1693.64,1456.53 1693.98,1456.54 \n",
       "  1694.31,1456.55 1694.65,1456.55 1694.99,1456.56 1695.32,1456.56 1695.66,1456.57 1695.99,1456.58 1696.33,1456.58 1696.66,1456.59 1697,1456.59 1697.33,1456.6 \n",
       "  1697.67,1456.6 1698,1456.61 1698.34,1456.62 1698.68,1456.62 1699.01,1456.63 1699.35,1456.63 1699.68,1456.64 1700.02,1456.64 1700.35,1456.65 1700.69,1456.66 \n",
       "  1701.02,1456.66 1701.36,1456.67 1701.69,1456.67 1702.03,1456.68 1702.37,1456.68 1702.7,1456.69 1703.04,1456.7 1703.37,1456.7 1703.71,1456.71 1704.04,1456.71 \n",
       "  1704.38,1456.72 1704.71,1456.72 1705.05,1456.73 1705.38,1456.74 1705.72,1456.74 1706.06,1456.75 1706.39,1456.75 1706.73,1456.76 1707.06,1456.76 1707.4,1456.77 \n",
       "  1707.73,1456.77 1708.07,1456.78 1708.4,1456.79 1708.74,1456.79 1709.07,1456.8 1709.41,1456.8 1709.75,1456.81 1710.08,1456.81 1710.42,1456.82 1710.75,1456.82 \n",
       "  1711.09,1456.83 1711.42,1456.84 1711.76,1456.84 1712.09,1456.85 1712.43,1456.85 1712.76,1456.86 1713.1,1456.86 1713.44,1456.87 1713.77,1456.88 1714.11,1456.88 \n",
       "  1714.44,1456.89 1714.78,1456.89 1715.11,1456.9 1715.45,1456.9 1715.78,1456.91 1716.12,1456.91 1716.45,1456.92 1716.79,1456.92 1717.13,1456.93 1717.46,1456.94 \n",
       "  1717.8,1456.94 1718.13,1456.95 1718.47,1456.95 1718.8,1456.96 1719.14,1456.96 1719.47,1456.97 1719.81,1456.97 1720.14,1456.98 1720.48,1456.98 1720.82,1456.99 \n",
       "  1721.15,1457 1721.49,1457 1721.82,1457.01 1722.16,1457.01 1722.49,1457.02 1722.83,1457.02 1723.16,1457.03 1723.5,1457.03 1723.83,1457.04 1724.17,1457.04 \n",
       "  1724.51,1457.05 1724.84,1457.05 1725.18,1457.06 1725.51,1457.07 1725.85,1457.07 1726.18,1457.08 1726.52,1457.08 1726.85,1457.09 1727.19,1457.09 1727.52,1457.1 \n",
       "  1727.86,1457.1 1728.2,1457.11 1728.53,1457.11 1728.87,1457.12 1729.2,1457.12 1729.54,1457.13 1729.87,1457.13 1730.21,1457.14 1730.54,1457.14 1730.88,1457.15 \n",
       "  1731.21,1457.16 1731.55,1457.16 1731.89,1457.17 1732.22,1457.17 1732.56,1457.18 1732.89,1457.18 1733.23,1457.19 1733.56,1457.19 1733.9,1457.2 1734.23,1457.2 \n",
       "  1734.57,1457.21 1734.9,1457.21 1735.24,1457.22 1735.58,1457.22 1735.91,1457.23 1736.25,1457.23 1736.58,1457.24 1736.92,1457.24 1737.25,1457.25 1737.59,1457.25 \n",
       "  1737.92,1457.26 1738.26,1457.26 1738.59,1457.27 1738.93,1457.27 1739.26,1457.28 1739.6,1457.28 1739.94,1457.29 1740.27,1457.29 1740.61,1457.3 1740.94,1457.31 \n",
       "  1741.28,1457.31 1741.61,1457.32 1741.95,1457.32 1742.28,1457.33 1742.62,1457.33 1742.95,1457.34 1743.29,1457.34 1743.63,1457.35 1743.96,1457.35 1744.3,1457.36 \n",
       "  1744.63,1457.36 1744.97,1457.37 1745.3,1457.37 1745.64,1457.38 1745.97,1457.38 1746.31,1457.39 1746.64,1457.39 1746.98,1457.4 1747.32,1457.4 1747.65,1457.41 \n",
       "  1747.99,1457.41 1748.32,1457.42 1748.66,1457.42 1748.99,1457.43 1749.33,1457.43 1749.66,1457.44 1750,1457.44 1750.33,1457.45 1750.67,1457.45 1751.01,1457.46 \n",
       "  1751.34,1457.46 1751.68,1457.47 1752.01,1457.47 1752.35,1457.48 1752.68,1457.48 1753.02,1457.49 1753.35,1457.49 1753.69,1457.5 1754.02,1457.5 1754.36,1457.51 \n",
       "  1754.7,1457.51 1755.03,1457.52 1755.37,1457.52 1755.7,1457.53 1756.04,1457.53 1756.37,1457.54 1756.71,1457.54 1757.04,1457.55 1757.38,1457.55 1757.71,1457.56 \n",
       "  1758.05,1457.56 1758.39,1457.57 1758.72,1457.57 1759.06,1457.58 1759.39,1457.58 1759.73,1457.59 1760.06,1457.59 1760.4,1457.6 1760.73,1457.6 1761.07,1457.61 \n",
       "  1761.4,1457.61 1761.74,1457.62 1762.08,1457.62 1762.41,1457.62 1762.75,1457.63 1763.08,1457.63 1763.42,1457.64 1763.75,1457.64 1764.09,1457.65 1764.42,1457.65 \n",
       "  1764.76,1457.66 1765.09,1457.66 1765.43,1457.67 1765.77,1457.67 1766.1,1457.68 1766.44,1457.68 1766.77,1457.69 1767.11,1457.69 1767.44,1457.7 1767.78,1457.7 \n",
       "  1768.11,1457.71 1768.45,1457.71 1768.78,1457.72 1769.12,1457.72 1769.46,1457.73 1769.79,1457.73 1770.13,1457.74 1770.46,1457.74 1770.8,1457.75 1771.13,1457.75 \n",
       "  1771.47,1457.76 1771.8,1457.76 1772.14,1457.76 1772.47,1457.77 1772.81,1457.77 1773.15,1457.78 1773.48,1457.78 1773.82,1457.79 1774.15,1457.79 1774.49,1457.8 \n",
       "  1774.82,1457.8 1775.16,1457.81 1775.49,1457.81 1775.83,1457.82 1776.16,1457.82 1776.5,1457.83 1776.84,1457.83 1777.17,1457.84 1777.51,1457.84 1777.84,1457.85 \n",
       "  1778.18,1457.85 1778.51,1457.85 1778.85,1457.86 1779.18,1457.86 1779.52,1457.87 1779.85,1457.87 1780.19,1457.88 1780.53,1457.88 1780.86,1457.89 1781.2,1457.89 \n",
       "  1781.53,1457.9 1781.87,1457.9 1782.2,1457.91 1782.54,1457.91 1782.87,1457.92 1783.21,1457.92 1783.54,1457.92 1783.88,1457.93 1784.22,1457.93 1784.55,1457.94 \n",
       "  1784.89,1457.94 1785.22,1457.95 1785.56,1457.95 1785.89,1457.96 1786.23,1457.96 1786.56,1457.97 1786.9,1457.97 1787.23,1457.98 1787.57,1457.98 1787.91,1457.99 \n",
       "  1788.24,1457.99 1788.58,1457.99 1788.91,1458 1789.25,1458 1789.58,1458.01 1789.92,1458.01 1790.25,1458.02 1790.59,1458.02 1790.92,1458.03 1791.26,1458.03 \n",
       "  1791.6,1458.04 1791.93,1458.04 1792.27,1458.04 1792.6,1458.05 1792.94,1458.05 1793.27,1458.06 1793.61,1458.06 1793.94,1458.07 1794.28,1458.07 1794.61,1458.08 \n",
       "  1794.95,1458.08 1795.29,1458.08 1795.62,1458.09 1795.96,1458.09 1796.29,1458.1 1796.63,1458.1 1796.96,1458.11 1797.3,1458.11 1797.63,1458.12 1797.97,1458.12 \n",
       "  1798.3,1458.13 1798.64,1458.13 1798.97,1458.13 1799.31,1458.14 1799.65,1458.14 1799.98,1458.15 1800.32,1458.15 1800.65,1458.16 1800.99,1458.16 1801.32,1458.17 \n",
       "  1801.66,1458.17 1801.99,1458.17 1802.33,1458.18 1802.66,1458.18 1803,1458.19 1803.34,1458.19 1803.67,1458.2 1804.01,1458.2 1804.34,1458.21 1804.68,1458.21 \n",
       "  1805.01,1458.21 1805.35,1458.22 1805.68,1458.22 1806.02,1458.23 1806.35,1458.23 1806.69,1458.24 1807.03,1458.24 1807.36,1458.25 1807.7,1458.25 1808.03,1458.25 \n",
       "  1808.37,1458.26 1808.7,1458.26 1809.04,1458.27 1809.37,1458.27 1809.71,1458.28 1810.04,1458.28 1810.38,1458.28 1810.72,1458.29 1811.05,1458.29 1811.39,1458.3 \n",
       "  1811.72,1458.3 1812.06,1458.31 1812.39,1458.31 1812.73,1458.32 1813.06,1458.32 1813.4,1458.32 1813.73,1458.33 1814.07,1458.33 1814.41,1458.34 1814.74,1458.34 \n",
       "  1815.08,1458.35 1815.41,1458.35 1815.75,1458.35 1816.08,1458.36 1816.42,1458.36 1816.75,1458.37 1817.09,1458.37 1817.42,1458.38 1817.76,1458.38 1818.1,1458.38 \n",
       "  1818.43,1458.39 1818.77,1458.39 1819.1,1458.4 1819.44,1458.4 1819.77,1458.41 1820.11,1458.41 1820.44,1458.41 1820.78,1458.42 1821.11,1458.42 1821.45,1458.43 \n",
       "  1821.79,1458.43 1822.12,1458.44 1822.46,1458.44 1822.79,1458.44 1823.13,1458.45 1823.46,1458.45 1823.8,1458.46 1824.13,1458.46 1824.47,1458.47 1824.8,1458.47 \n",
       "  1825.14,1458.47 1825.48,1458.48 1825.81,1458.48 1826.15,1458.49 1826.48,1458.49 1826.82,1458.5 1827.15,1458.5 1827.49,1458.5 1827.82,1458.51 1828.16,1458.51 \n",
       "  1828.49,1458.52 1828.83,1458.52 1829.17,1458.52 1829.5,1458.53 1829.84,1458.53 1830.17,1458.54 1830.51,1458.54 1830.84,1458.55 1831.18,1458.55 1831.51,1458.55 \n",
       "  1831.85,1458.56 1832.18,1458.56 1832.52,1458.57 1832.86,1458.57 1833.19,1458.58 1833.53,1458.58 1833.86,1458.58 1834.2,1458.59 1834.53,1458.59 1834.87,1458.6 \n",
       "  1835.2,1458.6 1835.54,1458.6 1835.87,1458.61 1836.21,1458.61 1836.55,1458.62 1836.88,1458.62 1837.22,1458.62 1837.55,1458.63 1837.89,1458.63 1838.22,1458.64 \n",
       "  1838.56,1458.64 1838.89,1458.65 1839.23,1458.65 1839.56,1458.65 1839.9,1458.66 1840.24,1458.66 1840.57,1458.67 1840.91,1458.67 1841.24,1458.67 1841.58,1458.68 \n",
       "  1841.91,1458.68 1842.25,1458.69 1842.58,1458.69 1842.92,1458.69 1843.25,1458.7 1843.59,1458.7 1843.93,1458.71 1844.26,1458.71 1844.6,1458.71 1844.93,1458.72 \n",
       "  1845.27,1458.72 1845.6,1458.73 1845.94,1458.73 1846.27,1458.74 1846.61,1458.74 1846.94,1458.74 1847.28,1458.75 1847.62,1458.75 1847.95,1458.76 1848.29,1458.76 \n",
       "  1848.62,1458.76 1848.96,1458.77 1849.29,1458.77 1849.63,1458.78 1849.96,1458.78 1850.3,1458.78 1850.63,1458.79 1850.97,1458.79 1851.31,1458.8 1851.64,1458.8 \n",
       "  1851.98,1458.8 1852.31,1458.81 1852.65,1458.81 1852.98,1458.82 1853.32,1458.82 1853.65,1458.82 1853.99,1458.83 1854.32,1458.83 1854.66,1458.84 1855,1458.84 \n",
       "  1855.33,1458.84 1855.67,1458.85 1856,1458.85 1856.34,1458.86 1856.67,1458.86 1857.01,1458.86 1857.34,1458.87 1857.68,1458.87 1858.01,1458.88 1858.35,1458.88 \n",
       "  1858.68,1458.88 1859.02,1458.89 1859.36,1458.89 1859.69,1458.9 1860.03,1458.9 1860.36,1458.9 1860.7,1458.91 1861.03,1458.91 1861.37,1458.92 1861.7,1458.92 \n",
       "  1862.04,1458.92 1862.37,1458.93 1862.71,1458.93 1863.05,1458.93 1863.38,1458.94 1863.72,1458.94 1864.05,1458.95 1864.39,1458.95 1864.72,1458.95 1865.06,1458.96 \n",
       "  1865.39,1458.96 1865.73,1458.97 1866.06,1458.97 1866.4,1458.97 1866.74,1458.98 1867.07,1458.98 1867.41,1458.99 1867.74,1458.99 1868.08,1458.99 1868.41,1459 \n",
       "  1868.75,1459 1869.08,1459 1869.42,1459.01 1869.75,1459.01 1870.09,1459.02 1870.43,1459.02 1870.76,1459.02 1871.1,1459.03 1871.43,1459.03 1871.77,1459.04 \n",
       "  1872.1,1459.04 1872.44,1459.04 1872.77,1459.05 1873.11,1459.05 1873.44,1459.05 1873.78,1459.06 1874.12,1459.06 1874.45,1459.07 1874.79,1459.07 1875.12,1459.07 \n",
       "  1875.46,1459.08 1875.79,1459.08 1876.13,1459.09 1876.46,1459.09 1876.8,1459.09 1877.13,1459.1 1877.47,1459.1 1877.81,1459.1 1878.14,1459.11 1878.48,1459.11 \n",
       "  1878.81,1459.12 1879.15,1459.12 1879.48,1459.12 1879.82,1459.13 1880.15,1459.13 1880.49,1459.14 1880.82,1459.14 1881.16,1459.14 1881.5,1459.15 1881.83,1459.15 \n",
       "  1882.17,1459.15 1882.5,1459.16 1882.84,1459.16 1883.17,1459.17 1883.51,1459.17 1883.84,1459.17 1884.18,1459.18 1884.51,1459.18 1884.85,1459.18 1885.19,1459.19 \n",
       "  1885.52,1459.19 1885.86,1459.2 1886.19,1459.2 1886.53,1459.2 1886.86,1459.21 1887.2,1459.21 1887.53,1459.21 1887.87,1459.22 1888.2,1459.22 1888.54,1459.22 \n",
       "  1888.88,1459.23 1889.21,1459.23 1889.55,1459.24 1889.88,1459.24 1890.22,1459.24 1890.55,1459.25 1890.89,1459.25 1891.22,1459.25 1891.56,1459.26 1891.89,1459.26 \n",
       "  1892.23,1459.27 1892.57,1459.27 1892.9,1459.27 1893.24,1459.28 1893.57,1459.28 1893.91,1459.28 1894.24,1459.29 1894.58,1459.29 1894.91,1459.3 1895.25,1459.3 \n",
       "  1895.58,1459.3 1895.92,1459.31 1896.26,1459.31 1896.59,1459.31 1896.93,1459.32 1897.26,1459.32 1897.6,1459.32 1897.93,1459.33 1898.27,1459.33 1898.6,1459.34 \n",
       "  1898.94,1459.34 1899.27,1459.34 1899.61,1459.35 1899.95,1459.35 1900.28,1459.35 1900.62,1459.36 1900.95,1459.36 1901.29,1459.36 1901.62,1459.37 1901.96,1459.37 \n",
       "  1902.29,1459.38 1902.63,1459.38 1902.96,1459.38 1903.3,1459.39 1903.64,1459.39 1903.97,1459.39 1904.31,1459.4 1904.64,1459.4 1904.98,1459.4 1905.31,1459.41 \n",
       "  1905.65,1459.41 1905.98,1459.42 1906.32,1459.42 1906.65,1459.42 1906.99,1459.43 1907.33,1459.43 1907.66,1459.43 1908,1459.44 1908.33,1459.44 1908.67,1459.44 \n",
       "  1909,1459.45 1909.34,1459.45 1909.67,1459.45 1910.01,1459.46 1910.34,1459.46 1910.68,1459.47 1911.02,1459.47 1911.35,1459.47 1911.69,1459.48 1912.02,1459.48 \n",
       "  1912.36,1459.48 1912.69,1459.49 1913.03,1459.49 1913.36,1459.49 1913.7,1459.5 1914.03,1459.5 1914.37,1459.5 1914.71,1459.51 1915.04,1459.51 1915.38,1459.52 \n",
       "  1915.71,1459.52 1916.05,1459.52 1916.38,1459.53 1916.72,1459.53 1917.05,1459.53 1917.39,1459.54 1917.72,1459.54 1918.06,1459.54 1918.4,1459.55 1918.73,1459.55 \n",
       "  1919.07,1459.55 1919.4,1459.56 1919.74,1459.56 1920.07,1459.56 1920.41,1459.57 1920.74,1459.57 1921.08,1459.58 1921.41,1459.58 1921.75,1459.58 1922.08,1459.59 \n",
       "  1922.42,1459.59 1922.76,1459.59 1923.09,1459.6 1923.43,1459.6 1923.76,1459.6 1924.1,1459.61 1924.43,1459.61 1924.77,1459.61 1925.1,1459.62 1925.44,1459.62 \n",
       "  1925.77,1459.62 1926.11,1459.63 1926.45,1459.63 1926.78,1459.63 1927.12,1459.64 1927.45,1459.64 1927.79,1459.64 1928.12,1459.65 1928.46,1459.65 1928.79,1459.66 \n",
       "  1929.13,1459.66 1929.46,1459.66 1929.8,1459.67 1930.14,1459.67 1930.47,1459.67 1930.81,1459.68 1931.14,1459.68 1931.48,1459.68 1931.81,1459.69 1932.15,1459.69 \n",
       "  1932.48,1459.69 1932.82,1459.7 1933.15,1459.7 1933.49,1459.7 1933.83,1459.71 1934.16,1459.71 1934.5,1459.71 1934.83,1459.72 1935.17,1459.72 1935.5,1459.72 \n",
       "  1935.84,1459.73 1936.17,1459.73 1936.51,1459.73 1936.84,1459.74 1937.18,1459.74 1937.52,1459.74 1937.85,1459.75 1938.19,1459.75 1938.52,1459.75 1938.86,1459.76 \n",
       "  1939.19,1459.76 1939.53,1459.76 1939.86,1459.77 1940.2,1459.77 1940.53,1459.77 1940.87,1459.78 1941.21,1459.78 1941.54,1459.78 1941.88,1459.79 1942.21,1459.79 \n",
       "  1942.55,1459.79 1942.88,1459.8 1943.22,1459.8 1943.55,1459.81 1943.89,1459.81 1944.22,1459.81 1944.56,1459.82 1944.9,1459.82 1945.23,1459.82 1945.57,1459.83 \n",
       "  1945.9,1459.83 1946.24,1459.83 1946.57,1459.83 1946.91,1459.84 1947.24,1459.84 1947.58,1459.85 1947.91,1459.85 1948.25,1459.85 1948.59,1459.86 1948.92,1459.86 \n",
       "  1949.26,1459.86 1949.59,1459.86 1949.93,1459.87 1950.26,1459.87 1950.6,1459.88 1950.93,1459.88 1951.27,1459.88 1951.6,1459.88 1951.94,1459.89 1952.28,1459.89 \n",
       "  1952.61,1459.89 1952.95,1459.9 1953.28,1459.9 1953.62,1459.9 1953.95,1459.91 1954.29,1459.91 1954.62,1459.91 1954.96,1459.92 1955.29,1459.92 1955.63,1459.92 \n",
       "  1955.97,1459.93 1956.3,1459.93 1956.64,1459.93 1956.97,1459.94 1957.31,1459.94 1957.64,1459.94 1957.98,1459.95 1958.31,1459.95 1958.65,1459.95 1958.98,1459.96 \n",
       "  1959.32,1459.96 1959.66,1459.96 1959.99,1459.97 1960.33,1459.97 1960.66,1459.97 1961,1459.98 1961.33,1459.98 1961.67,1459.98 1962,1459.99 1962.34,1459.99 \n",
       "  1962.67,1459.99 1963.01,1460 1963.35,1460 1963.68,1460 1964.02,1460.01 1964.35,1460.01 1964.69,1460.01 1965.02,1460.02 1965.36,1460.02 1965.69,1460.02 \n",
       "  1966.03,1460.03 1966.36,1460.03 1966.7,1460.03 1967.04,1460.04 1967.37,1460.04 1967.71,1460.04 1968.04,1460.04 1968.38,1460.05 1968.71,1460.05 1969.05,1460.05 \n",
       "  1969.38,1460.06 1969.72,1460.06 1970.05,1460.06 1970.39,1460.07 1970.73,1460.07 1971.06,1460.07 1971.4,1460.08 1971.73,1460.08 1972.07,1460.08 1972.4,1460.09 \n",
       "  1972.74,1460.09 1973.07,1460.09 1973.41,1460.1 1973.74,1460.1 1974.08,1460.1 1974.42,1460.1 1974.75,1460.11 1975.09,1460.11 1975.42,1460.11 1975.76,1460.12 \n",
       "  1976.09,1460.12 1976.43,1460.12 1976.76,1460.13 1977.1,1460.13 1977.43,1460.13 1977.77,1460.14 1978.11,1460.14 1978.44,1460.14 1978.78,1460.15 1979.11,1460.15 \n",
       "  1979.45,1460.15 1979.78,1460.16 1980.12,1460.16 1980.45,1460.16 1980.79,1460.17 1981.12,1460.17 1981.46,1460.17 1981.79,1460.17 1982.13,1460.18 1982.47,1460.18 \n",
       "  1982.8,1460.18 1983.14,1460.19 1983.47,1460.19 1983.81,1460.19 1984.14,1460.2 1984.48,1460.2 1984.81,1460.2 1985.15,1460.21 1985.48,1460.21 1985.82,1460.21 \n",
       "  1986.16,1460.22 1986.49,1460.22 1986.83,1460.22 1987.16,1460.22 1987.5,1460.23 1987.83,1460.23 1988.17,1460.23 1988.5,1460.24 1988.84,1460.24 1989.17,1460.24 \n",
       "  1989.51,1460.25 1989.85,1460.25 1990.18,1460.25 1990.52,1460.26 1990.85,1460.26 1991.19,1460.26 1991.52,1460.26 1991.86,1460.27 1992.19,1460.27 1992.53,1460.27 \n",
       "  1992.86,1460.28 1993.2,1460.28 1993.54,1460.28 1993.87,1460.29 1994.21,1460.29 1994.54,1460.29 1994.88,1460.3 1995.21,1460.3 1995.55,1460.3 1995.88,1460.3 \n",
       "  1996.22,1460.31 1996.55,1460.31 1996.89,1460.31 1997.23,1460.32 1997.56,1460.32 1997.9,1460.32 1998.23,1460.33 1998.57,1460.33 1998.9,1460.33 1999.24,1460.33 \n",
       "  1999.57,1460.34 1999.91,1460.34 2000.24,1460.34 2000.58,1460.35 2000.92,1460.35 2001.25,1460.35 2001.59,1460.36 2001.92,1460.36 2002.26,1460.36 2002.59,1460.37 \n",
       "  2002.93,1460.37 2003.26,1460.37 2003.6,1460.37 2003.93,1460.38 2004.27,1460.38 2004.61,1460.38 2004.94,1460.39 2005.28,1460.39 2005.61,1460.39 2005.95,1460.4 \n",
       "  2006.28,1460.4 2006.62,1460.4 2006.95,1460.4 2007.29,1460.41 2007.62,1460.41 2007.96,1460.41 2008.3,1460.42 2008.63,1460.42 2008.97,1460.42 2009.3,1460.42 \n",
       "  2009.64,1460.43 2009.97,1460.43 2010.31,1460.43 2010.64,1460.44 2010.98,1460.44 2011.31,1460.44 2011.65,1460.45 2011.99,1460.45 2012.32,1460.45 2012.66,1460.45 \n",
       "  2012.99,1460.46 2013.33,1460.46 2013.66,1460.46 2014,1460.47 2014.33,1460.47 2014.67,1460.47 2015,1460.48 2015.34,1460.48 2015.68,1460.48 2016.01,1460.48 \n",
       "  2016.35,1460.49 2016.68,1460.49 2017.02,1460.49 2017.35,1460.5 2017.69,1460.5 2018.02,1460.5 2018.36,1460.5 2018.69,1460.51 2019.03,1460.51 2019.37,1460.51 \n",
       "  2019.7,1460.52 2020.04,1460.52 2020.37,1460.52 2020.71,1460.53 2021.04,1460.53 2021.38,1460.53 2021.71,1460.53 2022.05,1460.54 2022.38,1460.54 2022.72,1460.54 \n",
       "  2023.06,1460.55 2023.39,1460.55 2023.73,1460.55 2024.06,1460.55 2024.4,1460.56 2024.73,1460.56 2025.07,1460.56 2025.4,1460.57 2025.74,1460.57 2026.07,1460.57 \n",
       "  2026.41,1460.58 2026.75,1460.58 2027.08,1460.58 2027.42,1460.58 2027.75,1460.59 2028.09,1460.59 2028.42,1460.59 2028.76,1460.6 2029.09,1460.6 2029.43,1460.6 \n",
       "  2029.76,1460.6 2030.1,1460.61 2030.44,1460.61 2030.77,1460.61 2031.11,1460.62 2031.44,1460.62 2031.78,1460.62 2032.11,1460.62 2032.45,1460.63 2032.78,1460.63 \n",
       "  2033.12,1460.63 2033.45,1460.64 2033.79,1460.64 2034.13,1460.64 2034.46,1460.64 2034.8,1460.65 2035.13,1460.65 2035.47,1460.65 2035.8,1460.66 2036.14,1460.66 \n",
       "  2036.47,1460.66 2036.81,1460.66 2037.14,1460.67 2037.48,1460.67 2037.82,1460.67 2038.15,1460.68 2038.49,1460.68 2038.82,1460.68 2039.16,1460.68 2039.49,1460.69 \n",
       "  2039.83,1460.69 2040.16,1460.69 2040.5,1460.7 2040.83,1460.7 2041.17,1460.7 2041.5,1460.7 2041.84,1460.71 2042.18,1460.71 2042.51,1460.71 2042.85,1460.72 \n",
       "  2043.18,1460.72 2043.52,1460.72 2043.85,1460.72 2044.19,1460.73 2044.52,1460.73 2044.86,1460.73 2045.19,1460.73 2045.53,1460.74 2045.87,1460.74 2046.2,1460.74 \n",
       "  2046.54,1460.75 2046.87,1460.75 2047.21,1460.75 2047.54,1460.75 2047.88,1460.76 2048.21,1460.76 2048.55,1460.76 2048.88,1460.77 2049.22,1460.77 2049.56,1460.77 \n",
       "  2049.89,1460.77 2050.23,1460.78 2050.56,1460.78 2050.9,1460.78 2051.23,1460.79 2051.57,1460.79 2051.9,1460.79 2052.24,1460.79 2052.57,1460.8 2052.91,1460.8 \n",
       "  2053.25,1460.8 2053.58,1460.8 2053.92,1460.81 2054.25,1460.81 2054.59,1460.81 2054.92,1460.82 2055.26,1460.82 2055.59,1460.82 2055.93,1460.82 2056.26,1460.83 \n",
       "  2056.6,1460.83 2056.94,1460.83 2057.27,1460.83 2057.61,1460.84 2057.94,1460.84 2058.28,1460.84 2058.61,1460.85 2058.95,1460.85 2059.28,1460.85 2059.62,1460.85 \n",
       "  2059.95,1460.86 2060.29,1460.86 2060.63,1460.86 2060.96,1460.86 2061.3,1460.87 2061.63,1460.87 2061.97,1460.87 2062.3,1460.88 2062.64,1460.88 2062.97,1460.88 \n",
       "  2063.31,1460.88 2063.64,1460.89 2063.98,1460.89 2064.32,1460.89 2064.65,1460.89 2064.99,1460.9 2065.32,1460.9 2065.66,1460.9 2065.99,1460.91 2066.33,1460.91 \n",
       "  2066.66,1460.91 2067,1460.91 2067.33,1460.92 2067.67,1460.92 2068.01,1460.92 2068.34,1460.92 2068.68,1460.93 2069.01,1460.93 2069.35,1460.93 2069.68,1460.94 \n",
       "  2070.02,1460.94 2070.35,1460.94 2070.69,1460.94 2071.02,1460.95 2071.36,1460.95 2071.7,1460.95 2072.03,1460.95 2072.37,1460.96 2072.7,1460.96 2073.04,1460.96 \n",
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       "  2083.44,1461.04 2083.77,1461.05 2084.11,1461.05 2084.44,1461.05 2084.78,1461.06 2085.11,1461.06 2085.45,1461.06 2085.78,1461.06 2086.12,1461.07 2086.46,1461.07 \n",
       "  2086.79,1461.07 2087.13,1461.07 2087.46,1461.08 2087.8,1461.08 2088.13,1461.08 2088.47,1461.08 2088.8,1461.09 2089.14,1461.09 2089.47,1461.09 2089.81,1461.09 \n",
       "  2090.15,1461.1 2090.48,1461.1 2090.82,1461.1 2091.15,1461.11 2091.49,1461.11 2091.82,1461.11 2092.16,1461.11 2092.49,1461.12 2092.83,1461.12 2093.16,1461.12 \n",
       "  2093.5,1461.12 2093.84,1461.13 2094.17,1461.13 2094.51,1461.13 2094.84,1461.13 2095.18,1461.14 2095.51,1461.14 2095.85,1461.14 2096.18,1461.14 2096.52,1461.15 \n",
       "  2096.85,1461.15 2097.19,1461.15 2097.53,1461.15 2097.86,1461.16 2098.2,1461.16 2098.53,1461.16 2098.87,1461.16 2099.2,1461.17 2099.54,1461.17 2099.87,1461.17 \n",
       "  2100.21,1461.18 2100.54,1461.18 2100.88,1461.18 2101.22,1461.18 2101.55,1461.19 2101.89,1461.19 2102.22,1461.19 2102.56,1461.19 2102.89,1461.2 2103.23,1461.2 \n",
       "  2103.56,1461.2 2103.9,1461.2 2104.23,1461.21 2104.57,1461.21 2104.9,1461.21 2105.24,1461.21 2105.58,1461.22 2105.91,1461.22 2106.25,1461.22 2106.58,1461.22 \n",
       "  2106.92,1461.23 2107.25,1461.23 2107.59,1461.23 2107.92,1461.23 2108.26,1461.24 2108.59,1461.24 2108.93,1461.24 2109.27,1461.24 2109.6,1461.25 2109.94,1461.25 \n",
       "  2110.27,1461.25 2110.61,1461.25 2110.94,1461.26 2111.28,1461.26 2111.61,1461.26 2111.95,1461.26 2112.28,1461.27 2112.62,1461.27 2112.96,1461.27 2113.29,1461.27 \n",
       "  2113.63,1461.28 2113.96,1461.28 2114.3,1461.28 2114.63,1461.28 2114.97,1461.29 2115.3,1461.29 2115.64,1461.29 2115.97,1461.29 2116.31,1461.3 2116.65,1461.3 \n",
       "  2116.98,1461.3 2117.32,1461.3 2117.65,1461.31 2117.99,1461.31 2118.32,1461.31 2118.66,1461.31 2118.99,1461.32 2119.33,1461.32 2119.66,1461.32 2120,1461.32 \n",
       "  2120.34,1461.33 2120.67,1461.33 2121.01,1461.33 2121.34,1461.33 2121.68,1461.34 2122.01,1461.34 2122.35,1461.34 2122.68,1461.34 2123.02,1461.35 2123.35,1461.35 \n",
       "  2123.69,1461.35 2124.03,1461.35 2124.36,1461.36 2124.7,1461.36 2125.03,1461.36 2125.37,1461.36 2125.7,1461.37 2126.04,1461.37 2126.37,1461.37 2126.71,1461.37 \n",
       "  2127.04,1461.38 2127.38,1461.38 2127.72,1461.38 2128.05,1461.38 2128.39,1461.39 2128.72,1461.39 2129.06,1461.39 2129.39,1461.39 2129.73,1461.4 2130.06,1461.4 \n",
       "  2130.4,1461.4 2130.73,1461.4 2131.07,1461.4 2131.41,1461.41 2131.74,1461.41 2132.08,1461.41 2132.41,1461.41 2132.75,1461.42 2133.08,1461.42 2133.42,1461.42 \n",
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       "  2140.46,1461.47 2140.8,1461.48 2141.13,1461.48 2141.47,1461.48 2141.8,1461.48 2142.14,1461.48 2142.48,1461.49 2142.81,1461.49 2143.15,1461.49 2143.48,1461.49 \n",
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       "  2147.17,1461.52 2147.51,1461.52 2147.84,1461.53 2148.18,1461.53 2148.51,1461.53 2148.85,1461.53 2149.18,1461.53 2149.52,1461.54 2149.86,1461.54 2150.19,1461.54 \n",
       "  2150.53,1461.54 2150.86,1461.55 2151.2,1461.55 2151.53,1461.55 2151.87,1461.55 2152.2,1461.56 2152.54,1461.56 2152.87,1461.56 2153.21,1461.56 2153.55,1461.57 \n",
       "  2153.88,1461.57 2154.22,1461.57 2154.55,1461.57 2154.89,1461.58 2155.22,1461.58 2155.56,1461.58 2155.89,1461.58 2156.23,1461.58 2156.56,1461.59 2156.9,1461.59 \n",
       "  2157.24,1461.59 2157.57,1461.59 2157.91,1461.6 2158.24,1461.6 2158.58,1461.6 2158.91,1461.6 2159.25,1461.61 2159.58,1461.61 2159.92,1461.61 2160.25,1461.61 \n",
       "  2160.59,1461.61 2160.93,1461.62 2161.26,1461.62 2161.6,1461.62 2161.93,1461.62 2162.27,1461.63 2162.6,1461.63 2162.94,1461.63 2163.27,1461.63 2163.61,1461.64 \n",
       "  2163.94,1461.64 2164.28,1461.64 2164.61,1461.64 2164.95,1461.64 2165.29,1461.65 2165.62,1461.65 2165.96,1461.65 2166.29,1461.65 2166.63,1461.66 2166.96,1461.66 \n",
       "  2167.3,1461.66 2167.63,1461.66 2167.97,1461.67 2168.3,1461.67 2168.64,1461.67 2168.98,1461.67 2169.31,1461.67 2169.65,1461.68 2169.98,1461.68 2170.32,1461.68 \n",
       "  2170.65,1461.68 2170.99,1461.69 2171.32,1461.69 2171.66,1461.69 2171.99,1461.69 2172.33,1461.7 2172.67,1461.7 2173,1461.7 2173.34,1461.7 2173.67,1461.7 \n",
       "  2174.01,1461.71 2174.34,1461.71 2174.68,1461.71 2175.01,1461.71 2175.35,1461.72 2175.68,1461.72 2176.02,1461.72 2176.36,1461.72 2176.69,1461.72 2177.03,1461.73 \n",
       "  2177.36,1461.73 2177.7,1461.73 2178.03,1461.73 2178.37,1461.74 2178.7,1461.74 2179.04,1461.74 2179.37,1461.74 2179.71,1461.75 2180.05,1461.75 2180.38,1461.75 \n",
       "  2180.72,1461.75 2181.05,1461.75 2181.39,1461.76 2181.72,1461.76 2182.06,1461.76 2182.39,1461.76 2182.73,1461.77 2183.06,1461.77 2183.4,1461.77 2183.74,1461.77 \n",
       "  2184.07,1461.77 2184.41,1461.78 2184.74,1461.78 2185.08,1461.78 2185.41,1461.78 2185.75,1461.79 2186.08,1461.79 2186.42,1461.79 2186.75,1461.79 2187.09,1461.79 \n",
       "  2187.43,1461.8 2187.76,1461.8 2188.1,1461.8 2188.43,1461.8 2188.77,1461.81 2189.1,1461.81 2189.44,1461.81 2189.77,1461.81 2190.11,1461.81 2190.44,1461.82 \n",
       "  2190.78,1461.82 2191.12,1461.82 2191.45,1461.82 2191.79,1461.83 2192.12,1461.83 2192.46,1461.83 2192.79,1461.83 2193.13,1461.83 2193.46,1461.84 2193.8,1461.84 \n",
       "  2194.13,1461.84 2194.47,1461.84 2194.81,1461.85 2195.14,1461.85 2195.48,1461.85 2195.81,1461.85 2196.15,1461.85 2196.48,1461.86 2196.82,1461.86 2197.15,1461.86 \n",
       "  2197.49,1461.86 2197.82,1461.87 2198.16,1461.87 2198.5,1461.87 2198.83,1461.87 2199.17,1461.87 2199.5,1461.88 2199.84,1461.88 2200.17,1461.88 2200.51,1461.88 \n",
       "  2200.84,1461.89 2201.18,1461.89 2201.51,1461.89 2201.85,1461.89 2202.19,1461.89 2202.52,1461.9 2202.86,1461.9 2203.19,1461.9 2203.53,1461.9 2203.86,1461.91 \n",
       "  2204.2,1461.91 2204.53,1461.91 2204.87,1461.91 2205.2,1461.91 2205.54,1461.92 2205.88,1461.92 2206.21,1461.92 2206.55,1461.92 2206.88,1461.92 2207.22,1461.93 \n",
       "  2207.55,1461.93 2207.89,1461.93 2208.22,1461.93 2208.56,1461.94 2208.89,1461.94 2209.23,1461.94 2209.57,1461.94 2209.9,1461.94 2210.24,1461.95 2210.57,1461.95 \n",
       "  2210.91,1461.95 2211.24,1461.95 2211.58,1461.95 2211.91,1461.96 2212.25,1461.96 2212.58,1461.96 2212.92,1461.96 2213.26,1461.97 2213.59,1461.97 2213.93,1461.97 \n",
       "  2214.26,1461.97 2214.6,1461.97 2214.93,1461.98 2215.27,1461.98 2215.6,1461.98 2215.94,1461.98 2216.27,1461.99 2216.61,1461.99 2216.95,1461.99 2217.28,1461.99 \n",
       "  2217.62,1461.99 2217.95,1462 2218.29,1462 2218.62,1462 2218.96,1462 2219.29,1462 2219.63,1462.01 2219.96,1462.01 2220.3,1462.01 2220.64,1462.01 \n",
       "  2220.97,1462.02 2221.31,1462.02 2221.64,1462.02 2221.98,1462.02 2222.31,1462.02 2222.65,1462.03 2222.98,1462.03 2223.32,1462.03 2223.65,1462.03 2223.99,1462.03 \n",
       "  2224.32,1462.04 2224.66,1462.04 2225,1462.04 2225.33,1462.04 2225.67,1462.04 2226,1462.05 2226.34,1462.05 2226.67,1462.05 2227.01,1462.05 2227.34,1462.05 \n",
       "  2227.68,1462.06 2228.01,1462.06 2228.35,1462.06 2228.69,1462.06 2229.02,1462.07 2229.36,1462.07 2229.69,1462.07 2230.03,1462.07 2230.36,1462.07 2230.7,1462.08 \n",
       "  2231.03,1462.08 2231.37,1462.08 2231.7,1462.08 2232.04,1462.08 2232.38,1462.09 2232.71,1462.09 2233.05,1462.09 2233.38,1462.09 2233.72,1462.1 2234.05,1462.1 \n",
       "  2234.39,1462.1 2234.72,1462.1 2235.06,1462.1 2235.39,1462.11 2235.73,1462.11 2236.07,1462.11 2236.4,1462.11 2236.74,1462.11 2237.07,1462.12 2237.41,1462.12 \n",
       "  2237.74,1462.12 2238.08,1462.12 2238.41,1462.12 2238.75,1462.13 2239.08,1462.13 2239.42,1462.13 2239.76,1462.13 2240.09,1462.13 2240.43,1462.14 2240.76,1462.14 \n",
       "  2241.1,1462.14 2241.43,1462.14 2241.77,1462.14 2242.1,1462.15 2242.44,1462.15 2242.77,1462.15 2243.11,1462.15 2243.45,1462.16 2243.78,1462.16 2244.12,1462.16 \n",
       "  2244.45,1462.16 2244.79,1462.16 2245.12,1462.17 2245.46,1462.17 2245.79,1462.17 2246.13,1462.17 2246.46,1462.17 2246.8,1462.18 2247.14,1462.18 2247.47,1462.18 \n",
       "  2247.81,1462.18 2248.14,1462.18 2248.48,1462.19 2248.81,1462.19 2249.15,1462.19 2249.48,1462.19 2249.82,1462.19 2250.15,1462.2 2250.49,1462.2 2250.83,1462.2 \n",
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     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(1:length(costs), costs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
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     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = -1.5:0.002:1.5\n",
    "Z = predit.(x, x')\n",
    "contour(x, x, Z, fill=true, fillcolor=:Blues)\n",
    "scatter!(x1, y1, label=\"negative\")\n",
    "scatter!(x2, y2, label=\"positive\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cost=0.645801, accuracy=0.585   3.544891 seconds (18.86 M allocations: 1.568 GiB, 10.58% gc time)\n"
     ]
    }
   ],
   "source": [
    "W = [W1, W2, W3]\n",
    "B = [b1, b2, b3]\n",
    "activations = [\"sigmoid\", \"sigmoid\", \"sigmoid\"]\n",
    "@time costs, bad_predit = train_data!(X, Y, W, B, activations, iterations=6000, learning_rate=0.05)\n",
    "nothing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
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       "  371.972,1355.21 372.312,1355.29 372.651,1355.37 372.991,1355.46 373.331,1355.54 373.67,1355.62 374.01,1355.71 374.35,1355.79 374.689,1355.87 375.029,1355.95 \n",
       "  375.368,1356.04 375.708,1356.12 376.048,1356.2 376.387,1356.28 376.727,1356.36 377.067,1356.44 377.406,1356.52 377.746,1356.6 378.086,1356.68 378.425,1356.76 \n",
       "  378.765,1356.84 379.105,1356.91 379.444,1356.99 379.784,1357.07 380.124,1357.15 380.463,1357.22 380.803,1357.3 381.143,1357.38 381.482,1357.45 381.822,1357.53 \n",
       "  382.162,1357.61 382.501,1357.68 382.841,1357.76 383.181,1357.83 383.52,1357.91 383.86,1357.98 384.2,1358.05 384.539,1358.13 384.879,1358.2 385.219,1358.27 \n",
       "  385.558,1358.35 385.898,1358.42 386.238,1358.49 386.577,1358.57 386.917,1358.64 387.257,1358.71 387.596,1358.78 387.936,1358.85 388.275,1358.92 388.615,1358.99 \n",
       "  388.955,1359.06 389.294,1359.13 389.634,1359.2 389.974,1359.27 390.313,1359.34 390.653,1359.41 390.993,1359.48 391.332,1359.55 391.672,1359.62 392.012,1359.69 \n",
       "  392.351,1359.75 392.691,1359.82 393.031,1359.89 393.37,1359.96 393.71,1360.02 394.05,1360.09 394.389,1360.16 394.729,1360.22 395.069,1360.29 395.408,1360.35 \n",
       "  395.748,1360.42 396.088,1360.49 396.427,1360.55 396.767,1360.62 397.107,1360.68 397.446,1360.75 397.786,1360.81 398.126,1360.87 398.465,1360.94 398.805,1361 \n",
       "  399.145,1361.06 399.484,1361.13 399.824,1361.19 400.164,1361.25 400.503,1361.32 400.843,1361.38 401.183,1361.44 401.522,1361.5 401.862,1361.56 402.201,1361.63 \n",
       "  402.541,1361.69 402.881,1361.75 403.22,1361.81 403.56,1361.87 403.9,1361.93 404.239,1361.99 404.579,1362.05 404.919,1362.11 405.258,1362.17 405.598,1362.23 \n",
       "  405.938,1362.29 406.277,1362.35 406.617,1362.41 406.957,1362.47 407.296,1362.52 407.636,1362.58 407.976,1362.64 408.315,1362.7 408.655,1362.76 408.995,1362.81 \n",
       "  409.334,1362.87 409.674,1362.93 410.014,1362.99 410.353,1363.04 410.693,1363.1 411.033,1363.16 411.372,1363.21 411.712,1363.27 412.052,1363.32 412.391,1363.38 \n",
       "  412.731,1363.44 413.071,1363.49 413.41,1363.55 413.75,1363.6 414.09,1363.66 414.429,1363.71 414.769,1363.77 415.108,1363.82 415.448,1363.87 415.788,1363.93 \n",
       "  416.127,1363.98 416.467,1364.04 416.807,1364.09 417.146,1364.14 417.486,1364.2 417.826,1364.25 418.165,1364.3 418.505,1364.35 418.845,1364.41 419.184,1364.46 \n",
       "  419.524,1364.51 419.864,1364.56 420.203,1364.62 420.543,1364.67 420.883,1364.72 421.222,1364.77 421.562,1364.82 421.902,1364.87 422.241,1364.92 422.581,1364.98 \n",
       "  422.921,1365.03 423.26,1365.08 423.6,1365.13 423.94,1365.18 424.279,1365.23 424.619,1365.28 424.959,1365.33 425.298,1365.38 425.638,1365.43 425.978,1365.48 \n",
       "  426.317,1365.52 426.657,1365.57 426.997,1365.62 427.336,1365.67 427.676,1365.72 428.015,1365.77 428.355,1365.82 428.695,1365.86 429.034,1365.91 429.374,1365.96 \n",
       "  429.714,1366.01 430.053,1366.06 430.393,1366.1 430.733,1366.15 431.072,1366.2 431.412,1366.25 431.752,1366.29 432.091,1366.34 432.431,1366.39 432.771,1366.43 \n",
       "  433.11,1366.48 433.45,1366.52 433.79,1366.57 434.129,1366.62 434.469,1366.66 434.809,1366.71 435.148,1366.75 435.488,1366.8 435.828,1366.85 436.167,1366.89 \n",
       "  436.507,1366.94 436.847,1366.98 437.186,1367.03 437.526,1367.07 437.866,1367.11 438.205,1367.16 438.545,1367.2 438.885,1367.25 439.224,1367.29 439.564,1367.34 \n",
       "  439.904,1367.38 440.243,1367.42 440.583,1367.47 440.923,1367.51 441.262,1367.55 441.602,1367.6 441.941,1367.64 442.281,1367.68 442.621,1367.73 442.96,1367.77 \n",
       "  443.3,1367.81 443.64,1367.85 443.979,1367.9 444.319,1367.94 444.659,1367.98 444.998,1368.02 445.338,1368.07 445.678,1368.11 446.017,1368.15 446.357,1368.19 \n",
       "  446.697,1368.23 447.036,1368.27 447.376,1368.32 447.716,1368.36 448.055,1368.4 448.395,1368.44 448.735,1368.48 449.074,1368.52 449.414,1368.56 449.754,1368.6 \n",
       "  450.093,1368.64 450.433,1368.68 450.773,1368.72 451.112,1368.76 451.452,1368.8 451.792,1368.84 452.131,1368.88 452.471,1368.92 452.811,1368.96 453.15,1369 \n",
       "  453.49,1369.04 453.83,1369.08 454.169,1369.12 454.509,1369.16 454.848,1369.2 455.188,1369.24 455.528,1369.28 455.867,1369.31 456.207,1369.35 456.547,1369.39 \n",
       "  456.886,1369.43 457.226,1369.47 457.566,1369.51 457.905,1369.54 458.245,1369.58 458.585,1369.62 458.924,1369.66 459.264,1369.7 459.604,1369.73 459.943,1369.77 \n",
       "  460.283,1369.81 460.623,1369.85 460.962,1369.88 461.302,1369.92 461.642,1369.96 461.981,1370 462.321,1370.03 462.661,1370.07 463,1370.11 463.34,1370.14 \n",
       "  463.68,1370.18 464.019,1370.22 464.359,1370.25 464.699,1370.29 465.038,1370.32 465.378,1370.36 465.718,1370.4 466.057,1370.43 466.397,1370.47 466.737,1370.5 \n",
       "  467.076,1370.54 467.416,1370.58 467.756,1370.61 468.095,1370.65 468.435,1370.68 468.774,1370.72 469.114,1370.75 469.454,1370.79 469.793,1370.82 470.133,1370.86 \n",
       "  470.473,1370.89 470.812,1370.93 471.152,1370.96 471.492,1371 471.831,1371.03 472.171,1371.07 472.511,1371.1 472.85,1371.13 473.19,1371.17 473.53,1371.2 \n",
       "  473.869,1371.24 474.209,1371.27 474.549,1371.31 474.888,1371.34 475.228,1371.37 475.568,1371.41 475.907,1371.44 476.247,1371.47 476.587,1371.51 476.926,1371.54 \n",
       "  477.266,1371.57 477.606,1371.61 477.945,1371.64 478.285,1371.67 478.625,1371.71 478.964,1371.74 479.304,1371.77 479.644,1371.8 479.983,1371.84 480.323,1371.87 \n",
       "  480.663,1371.9 481.002,1371.94 481.342,1371.97 481.681,1372 482.021,1372.03 482.361,1372.06 482.7,1372.1 483.04,1372.13 483.38,1372.16 483.719,1372.19 \n",
       "  484.059,1372.22 484.399,1372.26 484.738,1372.29 485.078,1372.32 485.418,1372.35 485.757,1372.38 486.097,1372.41 486.437,1372.45 486.776,1372.48 487.116,1372.51 \n",
       "  487.456,1372.54 487.795,1372.57 488.135,1372.6 488.475,1372.63 488.814,1372.66 489.154,1372.69 489.494,1372.73 489.833,1372.76 490.173,1372.79 490.513,1372.82 \n",
       "  490.852,1372.85 491.192,1372.88 491.532,1372.91 491.871,1372.94 492.211,1372.97 492.551,1373 492.89,1373.03 493.23,1373.06 493.57,1373.09 493.909,1373.12 \n",
       "  494.249,1373.15 494.588,1373.18 494.928,1373.21 495.268,1373.24 495.607,1373.27 495.947,1373.3 496.287,1373.33 496.626,1373.36 496.966,1373.39 497.306,1373.42 \n",
       "  497.645,1373.45 497.985,1373.48 498.325,1373.5 498.664,1373.53 499.004,1373.56 499.344,1373.59 499.683,1373.62 500.023,1373.65 500.363,1373.68 500.702,1373.71 \n",
       "  501.042,1373.74 501.382,1373.76 501.721,1373.79 502.061,1373.82 502.401,1373.85 502.74,1373.88 503.08,1373.91 503.42,1373.94 503.759,1373.96 504.099,1373.99 \n",
       "  504.439,1374.02 504.778,1374.05 505.118,1374.08 505.458,1374.1 505.797,1374.13 506.137,1374.16 506.477,1374.19 506.816,1374.22 507.156,1374.24 507.496,1374.27 \n",
       "  507.835,1374.3 508.175,1374.33 508.514,1374.35 508.854,1374.38 509.194,1374.41 509.533,1374.44 509.873,1374.46 510.213,1374.49 510.552,1374.52 510.892,1374.55 \n",
       "  511.232,1374.57 511.571,1374.6 511.911,1374.63 512.251,1374.65 512.59,1374.68 512.93,1374.71 513.27,1374.74 513.609,1374.76 513.949,1374.79 514.289,1374.82 \n",
       "  514.628,1374.84 514.968,1374.87 515.308,1374.9 515.647,1374.92 515.987,1374.95 516.327,1374.97 516.666,1375 517.006,1375.03 517.346,1375.05 517.685,1375.08 \n",
       "  518.025,1375.11 518.365,1375.13 518.704,1375.16 519.044,1375.18 519.384,1375.21 519.723,1375.24 520.063,1375.26 520.403,1375.29 520.742,1375.31 521.082,1375.34 \n",
       "  521.421,1375.37 521.761,1375.39 522.101,1375.42 522.44,1375.44 522.78,1375.47 523.12,1375.49 523.459,1375.52 523.799,1375.54 524.139,1375.57 524.478,1375.59 \n",
       "  524.818,1375.62 525.158,1375.65 525.497,1375.67 525.837,1375.7 526.177,1375.72 526.516,1375.75 526.856,1375.77 527.196,1375.8 527.535,1375.82 527.875,1375.85 \n",
       "  528.215,1375.87 528.554,1375.9 528.894,1375.92 529.234,1375.95 529.573,1375.97 529.913,1375.99 530.253,1376.02 530.592,1376.04 530.932,1376.07 531.272,1376.09 \n",
       "  531.611,1376.12 531.951,1376.14 532.291,1376.17 532.63,1376.19 532.97,1376.21 533.31,1376.24 533.649,1376.26 533.989,1376.29 534.328,1376.31 534.668,1376.34 \n",
       "  535.008,1376.36 535.347,1376.38 535.687,1376.41 536.027,1376.43 536.366,1376.46 536.706,1376.48 537.046,1376.5 537.385,1376.53 537.725,1376.55 538.065,1376.57 \n",
       "  538.404,1376.6 538.744,1376.62 539.084,1376.65 539.423,1376.67 539.763,1376.69 540.103,1376.72 540.442,1376.74 540.782,1376.76 541.122,1376.79 541.461,1376.81 \n",
       "  541.801,1376.83 542.141,1376.86 542.48,1376.88 542.82,1376.9 543.16,1376.93 543.499,1376.95 543.839,1376.97 544.179,1377 544.518,1377.02 544.858,1377.04 \n",
       "  545.198,1377.06 545.537,1377.09 545.877,1377.11 546.217,1377.13 546.556,1377.16 546.896,1377.18 547.236,1377.2 547.575,1377.22 547.915,1377.25 548.254,1377.27 \n",
       "  548.594,1377.29 548.934,1377.32 549.273,1377.34 549.613,1377.36 549.953,1377.38 550.292,1377.41 550.632,1377.43 550.972,1377.45 551.311,1377.47 551.651,1377.5 \n",
       "  551.991,1377.52 552.33,1377.54 552.67,1377.56 553.01,1377.58 553.349,1377.61 553.689,1377.63 554.029,1377.65 554.368,1377.67 554.708,1377.69 555.048,1377.72 \n",
       "  555.387,1377.74 555.727,1377.76 556.067,1377.78 556.406,1377.8 556.746,1377.83 557.086,1377.85 557.425,1377.87 557.765,1377.89 558.105,1377.91 558.444,1377.94 \n",
       "  558.784,1377.96 559.124,1377.98 559.463,1378 559.803,1378.02 560.143,1378.04 560.482,1378.07 560.822,1378.09 561.161,1378.11 561.501,1378.13 561.841,1378.15 \n",
       "  562.18,1378.17 562.52,1378.19 562.86,1378.22 563.199,1378.24 563.539,1378.26 563.879,1378.28 564.218,1378.3 564.558,1378.32 564.898,1378.34 565.237,1378.36 \n",
       "  565.577,1378.39 565.917,1378.41 566.256,1378.43 566.596,1378.45 566.936,1378.47 567.275,1378.49 567.615,1378.51 567.955,1378.53 568.294,1378.55 568.634,1378.57 \n",
       "  568.974,1378.6 569.313,1378.62 569.653,1378.64 569.993,1378.66 570.332,1378.68 570.672,1378.7 571.012,1378.72 571.351,1378.74 571.691,1378.76 572.031,1378.78 \n",
       "  572.37,1378.8 572.71,1378.82 573.05,1378.84 573.389,1378.86 573.729,1378.89 574.069,1378.91 574.408,1378.93 574.748,1378.95 575.087,1378.97 575.427,1378.99 \n",
       "  575.767,1379.01 576.106,1379.03 576.446,1379.05 576.786,1379.07 577.125,1379.09 577.465,1379.11 577.805,1379.13 578.144,1379.15 578.484,1379.17 578.824,1379.19 \n",
       "  579.163,1379.21 579.503,1379.23 579.843,1379.25 580.182,1379.27 580.522,1379.29 580.862,1379.31 581.201,1379.33 581.541,1379.35 581.881,1379.37 582.22,1379.39 \n",
       "  582.56,1379.41 582.9,1379.43 583.239,1379.45 583.579,1379.47 583.919,1379.49 584.258,1379.51 584.598,1379.53 584.938,1379.55 585.277,1379.57 585.617,1379.59 \n",
       "  585.957,1379.61 586.296,1379.63 586.636,1379.65 586.976,1379.67 587.315,1379.69 587.655,1379.71 587.994,1379.73 588.334,1379.75 588.674,1379.77 589.013,1379.78 \n",
       "  589.353,1379.8 589.693,1379.82 590.032,1379.84 590.372,1379.86 590.712,1379.88 591.051,1379.9 591.391,1379.92 591.731,1379.94 592.07,1379.96 592.41,1379.98 \n",
       "  592.75,1380 593.089,1380.02 593.429,1380.04 593.769,1380.06 594.108,1380.07 594.448,1380.09 594.788,1380.11 595.127,1380.13 595.467,1380.15 595.807,1380.17 \n",
       "  596.146,1380.19 596.486,1380.21 596.826,1380.23 597.165,1380.25 597.505,1380.27 597.845,1380.28 598.184,1380.3 598.524,1380.32 598.864,1380.34 599.203,1380.36 \n",
       "  599.543,1380.38 599.883,1380.4 600.222,1380.42 600.562,1380.44 600.901,1380.45 601.241,1380.47 601.581,1380.49 601.92,1380.51 602.26,1380.53 602.6,1380.55 \n",
       "  602.939,1380.57 603.279,1380.59 603.619,1380.6 603.958,1380.62 604.298,1380.64 604.638,1380.66 604.977,1380.68 605.317,1380.7 605.657,1380.72 605.996,1380.73 \n",
       "  606.336,1380.75 606.676,1380.77 607.015,1380.79 607.355,1380.81 607.695,1380.83 608.034,1380.84 608.374,1380.86 608.714,1380.88 609.053,1380.9 609.393,1380.92 \n",
       "  609.733,1380.94 610.072,1380.95 610.412,1380.97 610.752,1380.99 611.091,1381.01 611.431,1381.03 611.771,1381.05 612.11,1381.06 612.45,1381.08 612.79,1381.1 \n",
       "  613.129,1381.12 613.469,1381.14 613.809,1381.16 614.148,1381.17 614.488,1381.19 614.827,1381.21 615.167,1381.23 615.507,1381.25 615.846,1381.26 616.186,1381.28 \n",
       "  616.526,1381.3 616.865,1381.32 617.205,1381.34 617.545,1381.35 617.884,1381.37 618.224,1381.39 618.564,1381.41 618.903,1381.43 619.243,1381.44 619.583,1381.46 \n",
       "  619.922,1381.48 620.262,1381.5 620.602,1381.51 620.941,1381.53 621.281,1381.55 621.621,1381.57 621.96,1381.59 622.3,1381.6 622.64,1381.62 622.979,1381.64 \n",
       "  623.319,1381.66 623.659,1381.67 623.998,1381.69 624.338,1381.71 624.678,1381.73 625.017,1381.75 625.357,1381.76 625.697,1381.78 626.036,1381.8 626.376,1381.82 \n",
       "  626.716,1381.83 627.055,1381.85 627.395,1381.87 627.734,1381.89 628.074,1381.9 628.414,1381.92 628.753,1381.94 629.093,1381.96 629.433,1381.97 629.772,1381.99 \n",
       "  630.112,1382.01 630.452,1382.03 630.791,1382.04 631.131,1382.06 631.471,1382.08 631.81,1382.1 632.15,1382.11 632.49,1382.13 632.829,1382.15 633.169,1382.16 \n",
       "  633.509,1382.18 633.848,1382.2 634.188,1382.22 634.528,1382.23 634.867,1382.25 635.207,1382.27 635.547,1382.29 635.886,1382.3 636.226,1382.32 636.566,1382.34 \n",
       "  636.905,1382.35 637.245,1382.37 637.585,1382.39 637.924,1382.41 638.264,1382.42 638.604,1382.44 638.943,1382.46 639.283,1382.47 639.623,1382.49 639.962,1382.51 \n",
       "  640.302,1382.53 640.642,1382.54 640.981,1382.56 641.321,1382.58 641.66,1382.59 642,1382.61 642.34,1382.63 642.679,1382.64 643.019,1382.66 643.359,1382.68 \n",
       "  643.698,1382.7 644.038,1382.71 644.378,1382.73 644.717,1382.75 645.057,1382.76 645.397,1382.78 645.736,1382.8 646.076,1382.81 646.416,1382.83 646.755,1382.85 \n",
       "  647.095,1382.86 647.435,1382.88 647.774,1382.9 648.114,1382.91 648.454,1382.93 648.793,1382.95 649.133,1382.96 649.473,1382.98 649.812,1383 650.152,1383.02 \n",
       "  650.492,1383.03 650.831,1383.05 651.171,1383.07 651.511,1383.08 651.85,1383.1 652.19,1383.12 652.53,1383.13 652.869,1383.15 653.209,1383.17 653.549,1383.18 \n",
       "  653.888,1383.2 654.228,1383.22 654.567,1383.23 654.907,1383.25 655.247,1383.26 655.586,1383.28 655.926,1383.3 656.266,1383.31 656.605,1383.33 656.945,1383.35 \n",
       "  657.285,1383.36 657.624,1383.38 657.964,1383.4 658.304,1383.41 658.643,1383.43 658.983,1383.45 659.323,1383.46 659.662,1383.48 660.002,1383.5 660.342,1383.51 \n",
       "  660.681,1383.53 661.021,1383.55 661.361,1383.56 661.7,1383.58 662.04,1383.59 662.38,1383.61 662.719,1383.63 663.059,1383.64 663.399,1383.66 663.738,1383.68 \n",
       "  664.078,1383.69 664.418,1383.71 664.757,1383.73 665.097,1383.74 665.437,1383.76 665.776,1383.77 666.116,1383.79 666.456,1383.81 666.795,1383.82 667.135,1383.84 \n",
       "  667.474,1383.86 667.814,1383.87 668.154,1383.89 668.493,1383.9 668.833,1383.92 669.173,1383.94 669.512,1383.95 669.852,1383.97 670.192,1383.99 670.531,1384 \n",
       "  670.871,1384.02 671.211,1384.03 671.55,1384.05 671.89,1384.07 672.23,1384.08 672.569,1384.1 672.909,1384.11 673.249,1384.13 673.588,1384.15 673.928,1384.16 \n",
       "  674.268,1384.18 674.607,1384.19 674.947,1384.21 675.287,1384.23 675.626,1384.24 675.966,1384.26 676.306,1384.27 676.645,1384.29 676.985,1384.31 677.325,1384.32 \n",
       "  677.664,1384.34 678.004,1384.35 678.344,1384.37 678.683,1384.39 679.023,1384.4 679.363,1384.42 679.702,1384.43 680.042,1384.45 680.382,1384.47 680.721,1384.48 \n",
       "  681.061,1384.5 681.4,1384.51 681.74,1384.53 682.08,1384.55 682.419,1384.56 682.759,1384.58 683.099,1384.59 683.438,1384.61 683.778,1384.63 684.118,1384.64 \n",
       "  684.457,1384.66 684.797,1384.67 685.137,1384.69 685.476,1384.7 685.816,1384.72 686.156,1384.74 686.495,1384.75 686.835,1384.77 687.175,1384.78 687.514,1384.8 \n",
       "  687.854,1384.82 688.194,1384.83 688.533,1384.85 688.873,1384.86 689.213,1384.88 689.552,1384.89 689.892,1384.91 690.232,1384.93 690.571,1384.94 690.911,1384.96 \n",
       "  691.251,1384.97 691.59,1384.99 691.93,1385 692.27,1385.02 692.609,1385.04 692.949,1385.05 693.289,1385.07 693.628,1385.08 693.968,1385.1 694.307,1385.11 \n",
       "  694.647,1385.13 694.987,1385.15 695.326,1385.16 695.666,1385.18 696.006,1385.19 696.345,1385.21 696.685,1385.22 697.025,1385.24 697.364,1385.25 697.704,1385.27 \n",
       "  698.044,1385.29 698.383,1385.3 698.723,1385.32 699.063,1385.33 699.402,1385.35 699.742,1385.36 700.082,1385.38 700.421,1385.39 700.761,1385.41 701.101,1385.43 \n",
       "  701.44,1385.44 701.78,1385.46 702.12,1385.47 702.459,1385.49 702.799,1385.5 703.139,1385.52 703.478,1385.53 703.818,1385.55 704.158,1385.57 704.497,1385.58 \n",
       "  704.837,1385.6 705.177,1385.61 705.516,1385.63 705.856,1385.64 706.196,1385.66 706.535,1385.67 706.875,1385.69 707.214,1385.7 707.554,1385.72 707.894,1385.74 \n",
       "  708.233,1385.75 708.573,1385.77 708.913,1385.78 709.252,1385.8 709.592,1385.81 709.932,1385.83 710.271,1385.84 710.611,1385.86 710.951,1385.87 711.29,1385.89 \n",
       "  711.63,1385.9 711.97,1385.92 712.309,1385.94 712.649,1385.95 712.989,1385.97 713.328,1385.98 713.668,1386 714.008,1386.01 714.347,1386.03 714.687,1386.04 \n",
       "  715.027,1386.06 715.366,1386.07 715.706,1386.09 716.046,1386.1 716.385,1386.12 716.725,1386.13 717.065,1386.15 717.404,1386.17 717.744,1386.18 718.084,1386.2 \n",
       "  718.423,1386.21 718.763,1386.23 719.103,1386.24 719.442,1386.26 719.782,1386.27 720.122,1386.29 720.461,1386.3 720.801,1386.32 721.14,1386.33 721.48,1386.35 \n",
       "  721.82,1386.36 722.159,1386.38 722.499,1386.39 722.839,1386.41 723.178,1386.42 723.518,1386.44 723.858,1386.46 724.197,1386.47 724.537,1386.49 724.877,1386.5 \n",
       "  725.216,1386.52 725.556,1386.53 725.896,1386.55 726.235,1386.56 726.575,1386.58 726.915,1386.59 727.254,1386.61 727.594,1386.62 727.934,1386.64 728.273,1386.65 \n",
       "  728.613,1386.67 728.953,1386.68 729.292,1386.7 729.632,1386.71 729.972,1386.73 730.311,1386.74 730.651,1386.76 730.991,1386.77 731.33,1386.79 731.67,1386.8 \n",
       "  732.01,1386.82 732.349,1386.83 732.689,1386.85 733.029,1386.86 733.368,1386.88 733.708,1386.89 734.047,1386.91 734.387,1386.93 734.727,1386.94 735.066,1386.96 \n",
       "  735.406,1386.97 735.746,1386.99 736.085,1387 736.425,1387.02 736.765,1387.03 737.104,1387.05 737.444,1387.06 737.784,1387.08 738.123,1387.09 738.463,1387.11 \n",
       "  738.803,1387.12 739.142,1387.14 739.482,1387.15 739.822,1387.17 740.161,1387.18 740.501,1387.2 740.841,1387.21 741.18,1387.23 741.52,1387.24 741.86,1387.26 \n",
       "  742.199,1387.27 742.539,1387.29 742.879,1387.3 743.218,1387.32 743.558,1387.33 743.898,1387.35 744.237,1387.36 744.577,1387.38 744.917,1387.39 745.256,1387.41 \n",
       "  745.596,1387.42 745.936,1387.44 746.275,1387.45 746.615,1387.47 746.955,1387.48 747.294,1387.5 747.634,1387.51 747.973,1387.53 748.313,1387.54 748.653,1387.56 \n",
       "  748.992,1387.57 749.332,1387.59 749.672,1387.6 750.011,1387.62 750.351,1387.63 750.691,1387.65 751.03,1387.66 751.37,1387.68 751.71,1387.69 752.049,1387.71 \n",
       "  752.389,1387.72 752.729,1387.74 753.068,1387.75 753.408,1387.77 753.748,1387.78 754.087,1387.8 754.427,1387.81 754.767,1387.83 755.106,1387.84 755.446,1387.86 \n",
       "  755.786,1387.87 756.125,1387.88 756.465,1387.9 756.805,1387.91 757.144,1387.93 757.484,1387.94 757.824,1387.96 758.163,1387.97 758.503,1387.99 758.843,1388 \n",
       "  759.182,1388.02 759.522,1388.03 759.862,1388.05 760.201,1388.06 760.541,1388.08 760.88,1388.09 761.22,1388.11 761.56,1388.12 761.899,1388.14 762.239,1388.15 \n",
       "  762.579,1388.17 762.918,1388.18 763.258,1388.2 763.598,1388.21 763.937,1388.23 764.277,1388.24 764.617,1388.26 764.956,1388.27 765.296,1388.29 765.636,1388.3 \n",
       "  765.975,1388.32 766.315,1388.33 766.655,1388.35 766.994,1388.36 767.334,1388.38 767.674,1388.39 768.013,1388.41 768.353,1388.42 768.693,1388.44 769.032,1388.45 \n",
       "  769.372,1388.46 769.712,1388.48 770.051,1388.49 770.391,1388.51 770.731,1388.52 771.07,1388.54 771.41,1388.55 771.75,1388.57 772.089,1388.58 772.429,1388.6 \n",
       "  772.769,1388.61 773.108,1388.63 773.448,1388.64 773.787,1388.66 774.127,1388.67 774.467,1388.69 774.806,1388.7 775.146,1388.72 775.486,1388.73 775.825,1388.75 \n",
       "  776.165,1388.76 776.505,1388.78 776.844,1388.79 777.184,1388.81 777.524,1388.82 777.863,1388.84 778.203,1388.85 778.543,1388.86 778.882,1388.88 779.222,1388.89 \n",
       "  779.562,1388.91 779.901,1388.92 780.241,1388.94 780.581,1388.95 780.92,1388.97 781.26,1388.98 781.6,1389 781.939,1389.01 782.279,1389.03 782.619,1389.04 \n",
       "  782.958,1389.06 783.298,1389.07 783.638,1389.09 783.977,1389.1 784.317,1389.12 784.657,1389.13 784.996,1389.15 785.336,1389.16 785.676,1389.17 786.015,1389.19 \n",
       "  786.355,1389.2 786.695,1389.22 787.034,1389.23 787.374,1389.25 787.713,1389.26 788.053,1389.28 788.393,1389.29 788.732,1389.31 789.072,1389.32 789.412,1389.34 \n",
       "  789.751,1389.35 790.091,1389.37 790.431,1389.38 790.77,1389.4 791.11,1389.41 791.45,1389.43 791.789,1389.44 792.129,1389.46 792.469,1389.47 792.808,1389.48 \n",
       "  793.148,1389.5 793.488,1389.51 793.827,1389.53 794.167,1389.54 794.507,1389.56 794.846,1389.57 795.186,1389.59 795.526,1389.6 795.865,1389.62 796.205,1389.63 \n",
       "  796.545,1389.65 796.884,1389.66 797.224,1389.68 797.564,1389.69 797.903,1389.71 798.243,1389.72 798.583,1389.74 798.922,1389.75 799.262,1389.76 799.602,1389.78 \n",
       "  799.941,1389.79 800.281,1389.81 800.62,1389.82 800.96,1389.84 801.3,1389.85 801.639,1389.87 801.979,1389.88 802.319,1389.9 802.658,1389.91 802.998,1389.93 \n",
       "  803.338,1389.94 803.677,1389.96 804.017,1389.97 804.357,1389.99 804.696,1390 805.036,1390.01 805.376,1390.03 805.715,1390.04 806.055,1390.06 806.395,1390.07 \n",
       "  806.734,1390.09 807.074,1390.1 807.414,1390.12 807.753,1390.13 808.093,1390.15 808.433,1390.16 808.772,1390.18 809.112,1390.19 809.452,1390.21 809.791,1390.22 \n",
       "  810.131,1390.24 810.471,1390.25 810.81,1390.26 811.15,1390.28 811.49,1390.29 811.829,1390.31 812.169,1390.32 812.509,1390.34 812.848,1390.35 813.188,1390.37 \n",
       "  813.527,1390.38 813.867,1390.4 814.207,1390.41 814.546,1390.43 814.886,1390.44 815.226,1390.46 815.565,1390.47 815.905,1390.49 816.245,1390.5 816.584,1390.51 \n",
       "  816.924,1390.53 817.264,1390.54 817.603,1390.56 817.943,1390.57 818.283,1390.59 818.622,1390.6 818.962,1390.62 819.302,1390.63 819.641,1390.65 819.981,1390.66 \n",
       "  820.321,1390.68 820.66,1390.69 821,1390.71 821.34,1390.72 821.679,1390.74 822.019,1390.75 822.359,1390.76 822.698,1390.78 823.038,1390.79 823.378,1390.81 \n",
       "  823.717,1390.82 824.057,1390.84 824.397,1390.85 824.736,1390.87 825.076,1390.88 825.416,1390.9 825.755,1390.91 826.095,1390.93 826.435,1390.94 826.774,1390.96 \n",
       "  827.114,1390.97 827.453,1390.99 827.793,1391 828.133,1391.01 828.472,1391.03 828.812,1391.04 829.152,1391.06 829.491,1391.07 829.831,1391.09 830.171,1391.1 \n",
       "  830.51,1391.12 830.85,1391.13 831.19,1391.15 831.529,1391.16 831.869,1391.18 832.209,1391.19 832.548,1391.21 832.888,1391.22 833.228,1391.24 833.567,1391.25 \n",
       "  833.907,1391.26 834.247,1391.28 834.586,1391.29 834.926,1391.31 835.266,1391.32 835.605,1391.34 835.945,1391.35 836.285,1391.37 836.624,1391.38 836.964,1391.4 \n",
       "  837.304,1391.41 837.643,1391.43 837.983,1391.44 838.323,1391.46 838.662,1391.47 839.002,1391.49 839.342,1391.5 839.681,1391.51 840.021,1391.53 840.36,1391.54 \n",
       "  840.7,1391.56 841.04,1391.57 841.379,1391.59 841.719,1391.6 842.059,1391.62 842.398,1391.63 842.738,1391.65 843.078,1391.66 843.417,1391.68 843.757,1391.69 \n",
       "  844.097,1391.71 844.436,1391.72 844.776,1391.74 845.116,1391.75 845.455,1391.77 845.795,1391.78 846.135,1391.79 846.474,1391.81 846.814,1391.82 847.154,1391.84 \n",
       "  847.493,1391.85 847.833,1391.87 848.173,1391.88 848.512,1391.9 848.852,1391.91 849.192,1391.93 849.531,1391.94 849.871,1391.96 850.211,1391.97 850.55,1391.99 \n",
       "  850.89,1392 851.23,1392.02 851.569,1392.03 851.909,1392.04 852.249,1392.06 852.588,1392.07 852.928,1392.09 853.268,1392.1 853.607,1392.12 853.947,1392.13 \n",
       "  854.286,1392.15 854.626,1392.16 854.966,1392.18 855.305,1392.19 855.645,1392.21 855.985,1392.22 856.324,1392.24 856.664,1392.25 857.004,1392.27 857.343,1392.28 \n",
       "  857.683,1392.3 858.023,1392.31 858.362,1392.32 858.702,1392.34 859.042,1392.35 859.381,1392.37 859.721,1392.38 860.061,1392.4 860.4,1392.41 860.74,1392.43 \n",
       "  861.08,1392.44 861.419,1392.46 861.759,1392.47 862.099,1392.49 862.438,1392.5 862.778,1392.52 863.118,1392.53 863.457,1392.55 863.797,1392.56 864.137,1392.58 \n",
       "  864.476,1392.59 864.816,1392.61 865.156,1392.62 865.495,1392.63 865.835,1392.65 866.175,1392.66 866.514,1392.68 866.854,1392.69 867.193,1392.71 867.533,1392.72 \n",
       "  867.873,1392.74 868.212,1392.75 868.552,1392.77 868.892,1392.78 869.231,1392.8 869.571,1392.81 869.911,1392.83 870.25,1392.84 870.59,1392.86 870.93,1392.87 \n",
       "  871.269,1392.89 871.609,1392.9 871.949,1392.92 872.288,1392.93 872.628,1392.95 872.968,1392.96 873.307,1392.97 873.647,1392.99 873.987,1393 874.326,1393.02 \n",
       "  874.666,1393.03 875.006,1393.05 875.345,1393.06 875.685,1393.08 876.025,1393.09 876.364,1393.11 876.704,1393.12 877.044,1393.14 877.383,1393.15 877.723,1393.17 \n",
       "  878.063,1393.18 878.402,1393.2 878.742,1393.21 879.082,1393.23 879.421,1393.24 879.761,1393.26 880.1,1393.27 880.44,1393.29 880.78,1393.3 881.119,1393.32 \n",
       "  881.459,1393.33 881.799,1393.34 882.138,1393.36 882.478,1393.37 882.818,1393.39 883.157,1393.4 883.497,1393.42 883.837,1393.43 884.176,1393.45 884.516,1393.46 \n",
       "  884.856,1393.48 885.195,1393.49 885.535,1393.51 885.875,1393.52 886.214,1393.54 886.554,1393.55 886.894,1393.57 887.233,1393.58 887.573,1393.6 887.913,1393.61 \n",
       "  888.252,1393.63 888.592,1393.64 888.932,1393.66 889.271,1393.67 889.611,1393.69 889.951,1393.7 890.29,1393.72 890.63,1393.73 890.97,1393.75 891.309,1393.76 \n",
       "  891.649,1393.77 891.989,1393.79 892.328,1393.8 892.668,1393.82 893.008,1393.83 893.347,1393.85 893.687,1393.86 894.026,1393.88 894.366,1393.89 894.706,1393.91 \n",
       "  895.045,1393.92 895.385,1393.94 895.725,1393.95 896.064,1393.97 896.404,1393.98 896.744,1394 897.083,1394.01 897.423,1394.03 897.763,1394.04 898.102,1394.06 \n",
       "  898.442,1394.07 898.782,1394.09 899.121,1394.1 899.461,1394.12 899.801,1394.13 900.14,1394.15 900.48,1394.16 900.82,1394.18 901.159,1394.19 901.499,1394.21 \n",
       "  901.839,1394.22 902.178,1394.24 902.518,1394.25 902.858,1394.27 903.197,1394.28 903.537,1394.3 903.877,1394.31 904.216,1394.33 904.556,1394.34 904.896,1394.36 \n",
       "  905.235,1394.37 905.575,1394.38 905.915,1394.4 906.254,1394.41 906.594,1394.43 906.933,1394.44 907.273,1394.46 907.613,1394.47 907.952,1394.49 908.292,1394.5 \n",
       "  908.632,1394.52 908.971,1394.53 909.311,1394.55 909.651,1394.56 909.99,1394.58 910.33,1394.59 910.67,1394.61 911.009,1394.62 911.349,1394.64 911.689,1394.65 \n",
       "  912.028,1394.67 912.368,1394.68 912.708,1394.7 913.047,1394.71 913.387,1394.73 913.727,1394.74 914.066,1394.76 914.406,1394.77 914.746,1394.79 915.085,1394.8 \n",
       "  915.425,1394.82 915.765,1394.83 916.104,1394.85 916.444,1394.86 916.784,1394.88 917.123,1394.89 917.463,1394.91 917.803,1394.92 918.142,1394.94 918.482,1394.95 \n",
       "  918.822,1394.97 919.161,1394.98 919.501,1395 919.841,1395.01 920.18,1395.03 920.52,1395.04 920.859,1395.06 921.199,1395.07 921.539,1395.09 921.878,1395.1 \n",
       "  922.218,1395.12 922.558,1395.13 922.897,1395.15 923.237,1395.16 923.577,1395.18 923.916,1395.19 924.256,1395.21 924.596,1395.22 924.935,1395.24 925.275,1395.25 \n",
       "  925.615,1395.27 925.954,1395.28 926.294,1395.3 926.634,1395.31 926.973,1395.33 927.313,1395.34 927.653,1395.36 927.992,1395.37 928.332,1395.39 928.672,1395.4 \n",
       "  929.011,1395.42 929.351,1395.43 929.691,1395.45 930.03,1395.46 930.37,1395.48 930.71,1395.49 931.049,1395.51 931.389,1395.52 931.729,1395.54 932.068,1395.55 \n",
       "  932.408,1395.57 932.748,1395.58 933.087,1395.6 933.427,1395.61 933.766,1395.63 934.106,1395.64 934.446,1395.66 934.785,1395.67 935.125,1395.69 935.465,1395.7 \n",
       "  935.804,1395.72 936.144,1395.73 936.484,1395.75 936.823,1395.76 937.163,1395.78 937.503,1395.79 937.842,1395.81 938.182,1395.82 938.522,1395.84 938.861,1395.85 \n",
       "  939.201,1395.87 939.541,1395.88 939.88,1395.9 940.22,1395.91 940.56,1395.93 940.899,1395.94 941.239,1395.96 941.579,1395.97 941.918,1395.99 942.258,1396 \n",
       "  942.598,1396.02 942.937,1396.04 943.277,1396.05 943.617,1396.07 943.956,1396.08 944.296,1396.1 944.636,1396.11 944.975,1396.13 945.315,1396.14 945.655,1396.16 \n",
       "  945.994,1396.17 946.334,1396.19 946.673,1396.2 947.013,1396.22 947.353,1396.23 947.692,1396.25 948.032,1396.26 948.372,1396.28 948.711,1396.29 949.051,1396.31 \n",
       "  949.391,1396.32 949.73,1396.34 950.07,1396.35 950.41,1396.37 950.749,1396.38 951.089,1396.4 951.429,1396.41 951.768,1396.43 952.108,1396.44 952.448,1396.46 \n",
       "  952.787,1396.47 953.127,1396.49 953.467,1396.5 953.806,1396.52 954.146,1396.53 954.486,1396.55 954.825,1396.56 955.165,1396.58 955.505,1396.6 955.844,1396.61 \n",
       "  956.184,1396.63 956.524,1396.64 956.863,1396.66 957.203,1396.67 957.543,1396.69 957.882,1396.7 958.222,1396.72 958.562,1396.73 958.901,1396.75 959.241,1396.76 \n",
       "  959.581,1396.78 959.92,1396.79 960.26,1396.81 960.599,1396.82 960.939,1396.84 961.279,1396.85 961.618,1396.87 961.958,1396.88 962.298,1396.9 962.637,1396.91 \n",
       "  962.977,1396.93 963.317,1396.94 963.656,1396.96 963.996,1396.98 964.336,1396.99 964.675,1397.01 965.015,1397.02 965.355,1397.04 965.694,1397.05 966.034,1397.07 \n",
       "  966.374,1397.08 966.713,1397.1 967.053,1397.11 967.393,1397.13 967.732,1397.14 968.072,1397.16 968.412,1397.17 968.751,1397.19 969.091,1397.2 969.431,1397.22 \n",
       "  969.77,1397.23 970.11,1397.25 970.45,1397.26 970.789,1397.28 971.129,1397.3 971.469,1397.31 971.808,1397.33 972.148,1397.34 972.488,1397.36 972.827,1397.37 \n",
       "  973.167,1397.39 973.506,1397.4 973.846,1397.42 974.186,1397.43 974.525,1397.45 974.865,1397.46 975.205,1397.48 975.544,1397.49 975.884,1397.51 976.224,1397.52 \n",
       "  976.563,1397.54 976.903,1397.56 977.243,1397.57 977.582,1397.59 977.922,1397.6 978.262,1397.62 978.601,1397.63 978.941,1397.65 979.281,1397.66 979.62,1397.68 \n",
       "  979.96,1397.69 980.3,1397.71 980.639,1397.72 980.979,1397.74 981.319,1397.75 981.658,1397.77 981.998,1397.79 982.338,1397.8 982.677,1397.82 983.017,1397.83 \n",
       "  983.357,1397.85 983.696,1397.86 984.036,1397.88 984.376,1397.89 984.715,1397.91 985.055,1397.92 985.395,1397.94 985.734,1397.95 986.074,1397.97 986.413,1397.98 \n",
       "  986.753,1398 987.093,1398.02 987.432,1398.03 987.772,1398.05 988.112,1398.06 988.451,1398.08 988.791,1398.09 989.131,1398.11 989.47,1398.12 989.81,1398.14 \n",
       "  990.15,1398.15 990.489,1398.17 990.829,1398.18 991.169,1398.2 991.508,1398.22 991.848,1398.23 992.188,1398.25 992.527,1398.26 992.867,1398.28 993.207,1398.29 \n",
       "  993.546,1398.31 993.886,1398.32 994.226,1398.34 994.565,1398.35 994.905,1398.37 995.245,1398.38 995.584,1398.4 995.924,1398.42 996.264,1398.43 996.603,1398.45 \n",
       "  996.943,1398.46 997.283,1398.48 997.622,1398.49 997.962,1398.51 998.302,1398.52 998.641,1398.54 998.981,1398.55 999.321,1398.57 999.66,1398.59 1000,1398.6 \n",
       "  1000.34,1398.62 1000.68,1398.63 1001.02,1398.65 1001.36,1398.66 1001.7,1398.68 1002.04,1398.69 1002.38,1398.71 1002.72,1398.72 1003.06,1398.74 1003.4,1398.76 \n",
       "  1003.74,1398.77 1004.08,1398.79 1004.42,1398.8 1004.76,1398.82 1005.09,1398.83 1005.43,1398.85 1005.77,1398.86 1006.11,1398.88 1006.45,1398.9 1006.79,1398.91 \n",
       "  1007.13,1398.93 1007.47,1398.94 1007.81,1398.96 1008.15,1398.97 1008.49,1398.99 1008.83,1399 1009.17,1399.02 1009.51,1399.03 1009.85,1399.05 1010.19,1399.07 \n",
       "  1010.53,1399.08 1010.87,1399.1 1011.21,1399.11 1011.55,1399.13 1011.89,1399.14 1012.23,1399.16 1012.57,1399.17 1012.91,1399.19 1013.25,1399.21 1013.59,1399.22 \n",
       "  1013.93,1399.24 1014.27,1399.25 1014.61,1399.27 1014.94,1399.28 1015.28,1399.3 1015.62,1399.31 1015.96,1399.33 1016.3,1399.35 1016.64,1399.36 1016.98,1399.38 \n",
       "  1017.32,1399.39 1017.66,1399.41 1018,1399.42 1018.34,1399.44 1018.68,1399.45 1019.02,1399.47 1019.36,1399.49 1019.7,1399.5 1020.04,1399.52 1020.38,1399.53 \n",
       "  1020.72,1399.55 1021.06,1399.56 1021.4,1399.58 1021.74,1399.6 1022.08,1399.61 1022.42,1399.63 1022.76,1399.64 1023.1,1399.66 1023.44,1399.67 1023.78,1399.69 \n",
       "  1024.12,1399.7 1024.46,1399.72 1024.79,1399.74 1025.13,1399.75 1025.47,1399.77 1025.81,1399.78 1026.15,1399.8 1026.49,1399.81 1026.83,1399.83 1027.17,1399.85 \n",
       "  1027.51,1399.86 1027.85,1399.88 1028.19,1399.89 1028.53,1399.91 1028.87,1399.92 1029.21,1399.94 1029.55,1399.95 1029.89,1399.97 1030.23,1399.99 1030.57,1400 \n",
       "  1030.91,1400.02 1031.25,1400.03 1031.59,1400.05 1031.93,1400.06 1032.27,1400.08 1032.61,1400.1 1032.95,1400.11 1033.29,1400.13 1033.63,1400.14 1033.97,1400.16 \n",
       "  1034.31,1400.17 1034.64,1400.19 1034.98,1400.21 1035.32,1400.22 1035.66,1400.24 1036,1400.25 1036.34,1400.27 1036.68,1400.28 1037.02,1400.3 1037.36,1400.32 \n",
       "  1037.7,1400.33 1038.04,1400.35 1038.38,1400.36 1038.72,1400.38 1039.06,1400.39 1039.4,1400.41 1039.74,1400.43 1040.08,1400.44 1040.42,1400.46 1040.76,1400.47 \n",
       "  1041.1,1400.49 1041.44,1400.5 1041.78,1400.52 1042.12,1400.54 1042.46,1400.55 1042.8,1400.57 1043.14,1400.58 1043.48,1400.6 1043.82,1400.61 1044.16,1400.63 \n",
       "  1044.5,1400.65 1044.83,1400.66 1045.17,1400.68 1045.51,1400.69 1045.85,1400.71 1046.19,1400.73 1046.53,1400.74 1046.87,1400.76 1047.21,1400.77 1047.55,1400.79 \n",
       "  1047.89,1400.8 1048.23,1400.82 1048.57,1400.84 1048.91,1400.85 1049.25,1400.87 1049.59,1400.88 1049.93,1400.9 1050.27,1400.91 1050.61,1400.93 1050.95,1400.95 \n",
       "  1051.29,1400.96 1051.63,1400.98 1051.97,1400.99 1052.31,1401.01 1052.65,1401.03 1052.99,1401.04 1053.33,1401.06 1053.67,1401.07 1054.01,1401.09 1054.35,1401.1 \n",
       "  1054.68,1401.12 1055.02,1401.14 1055.36,1401.15 1055.7,1401.17 1056.04,1401.18 1056.38,1401.2 1056.72,1401.22 1057.06,1401.23 1057.4,1401.25 1057.74,1401.26 \n",
       "  1058.08,1401.28 1058.42,1401.29 1058.76,1401.31 1059.1,1401.33 1059.44,1401.34 1059.78,1401.36 1060.12,1401.37 1060.46,1401.39 1060.8,1401.41 1061.14,1401.42 \n",
       "  1061.48,1401.44 1061.82,1401.45 1062.16,1401.47 1062.5,1401.49 1062.84,1401.5 1063.18,1401.52 1063.52,1401.53 1063.86,1401.55 1064.2,1401.56 1064.53,1401.58 \n",
       "  1064.87,1401.6 1065.21,1401.61 1065.55,1401.63 1065.89,1401.64 1066.23,1401.66 1066.57,1401.68 1066.91,1401.69 1067.25,1401.71 1067.59,1401.72 1067.93,1401.74 \n",
       "  1068.27,1401.76 1068.61,1401.77 1068.95,1401.79 1069.29,1401.8 1069.63,1401.82 1069.97,1401.84 1070.31,1401.85 1070.65,1401.87 1070.99,1401.88 1071.33,1401.9 \n",
       "  1071.67,1401.92 1072.01,1401.93 1072.35,1401.95 1072.69,1401.96 1073.03,1401.98 1073.37,1402 1073.71,1402.01 1074.05,1402.03 1074.38,1402.04 1074.72,1402.06 \n",
       "  1075.06,1402.08 1075.4,1402.09 1075.74,1402.11 1076.08,1402.12 1076.42,1402.14 1076.76,1402.16 1077.1,1402.17 1077.44,1402.19 1077.78,1402.2 1078.12,1402.22 \n",
       "  1078.46,1402.24 1078.8,1402.25 1079.14,1402.27 1079.48,1402.28 1079.82,1402.3 1080.16,1402.32 1080.5,1402.33 1080.84,1402.35 1081.18,1402.36 1081.52,1402.38 \n",
       "  1081.86,1402.4 1082.2,1402.41 1082.54,1402.43 1082.88,1402.44 1083.22,1402.46 1083.56,1402.48 1083.9,1402.49 1084.24,1402.51 1084.57,1402.52 1084.91,1402.54 \n",
       "  1085.25,1402.56 1085.59,1402.57 1085.93,1402.59 1086.27,1402.6 1086.61,1402.62 1086.95,1402.64 1087.29,1402.65 1087.63,1402.67 1087.97,1402.68 1088.31,1402.7 \n",
       "  1088.65,1402.72 1088.99,1402.73 1089.33,1402.75 1089.67,1402.77 1090.01,1402.78 1090.35,1402.8 1090.69,1402.81 1091.03,1402.83 1091.37,1402.85 1091.71,1402.86 \n",
       "  1092.05,1402.88 1092.39,1402.89 1092.73,1402.91 1093.07,1402.93 1093.41,1402.94 1093.75,1402.96 1094.09,1402.97 1094.42,1402.99 1094.76,1403.01 1095.1,1403.02 \n",
       "  1095.44,1403.04 1095.78,1403.06 1096.12,1403.07 1096.46,1403.09 1096.8,1403.1 1097.14,1403.12 1097.48,1403.14 1097.82,1403.15 1098.16,1403.17 1098.5,1403.18 \n",
       "  1098.84,1403.2 1099.18,1403.22 1099.52,1403.23 1099.86,1403.25 1100.2,1403.27 1100.54,1403.28 1100.88,1403.3 1101.22,1403.31 1101.56,1403.33 1101.9,1403.35 \n",
       "  1102.24,1403.36 1102.58,1403.38 1102.92,1403.39 1103.26,1403.41 1103.6,1403.43 1103.94,1403.44 1104.27,1403.46 1104.61,1403.48 1104.95,1403.49 1105.29,1403.51 \n",
       "  1105.63,1403.52 1105.97,1403.54 1106.31,1403.56 1106.65,1403.57 1106.99,1403.59 1107.33,1403.61 1107.67,1403.62 1108.01,1403.64 1108.35,1403.65 1108.69,1403.67 \n",
       "  1109.03,1403.69 1109.37,1403.7 1109.71,1403.72 1110.05,1403.74 1110.39,1403.75 1110.73,1403.77 1111.07,1403.78 1111.41,1403.8 1111.75,1403.82 1112.09,1403.83 \n",
       "  1112.43,1403.85 1112.77,1403.87 1113.11,1403.88 1113.45,1403.9 1113.79,1403.91 1114.12,1403.93 1114.46,1403.95 1114.8,1403.96 1115.14,1403.98 1115.48,1404 \n",
       "  1115.82,1404.01 1116.16,1404.03 1116.5,1404.04 1116.84,1404.06 1117.18,1404.08 1117.52,1404.09 1117.86,1404.11 1118.2,1404.13 1118.54,1404.14 1118.88,1404.16 \n",
       "  1119.22,1404.17 1119.56,1404.19 1119.9,1404.21 1120.24,1404.22 1120.58,1404.24 1120.92,1404.26 1121.26,1404.27 1121.6,1404.29 1121.94,1404.31 1122.28,1404.32 \n",
       "  1122.62,1404.34 1122.96,1404.35 1123.3,1404.37 1123.64,1404.39 1123.98,1404.4 1124.31,1404.42 1124.65,1404.44 1124.99,1404.45 1125.33,1404.47 1125.67,1404.49 \n",
       "  1126.01,1404.5 1126.35,1404.52 1126.69,1404.53 1127.03,1404.55 1127.37,1404.57 1127.71,1404.58 1128.05,1404.6 1128.39,1404.62 1128.73,1404.63 1129.07,1404.65 \n",
       "  1129.41,1404.67 1129.75,1404.68 1130.09,1404.7 1130.43,1404.71 1130.77,1404.73 1131.11,1404.75 1131.45,1404.76 1131.79,1404.78 1132.13,1404.8 1132.47,1404.81 \n",
       "  1132.81,1404.83 1133.15,1404.85 1133.49,1404.86 1133.83,1404.88 1134.16,1404.9 1134.5,1404.91 1134.84,1404.93 1135.18,1404.94 1135.52,1404.96 1135.86,1404.98 \n",
       "  1136.2,1404.99 1136.54,1405.01 1136.88,1405.03 1137.22,1405.04 1137.56,1405.06 1137.9,1405.08 1138.24,1405.09 1138.58,1405.11 1138.92,1405.13 1139.26,1405.14 \n",
       "  1139.6,1405.16 1139.94,1405.17 1140.28,1405.19 1140.62,1405.21 1140.96,1405.22 1141.3,1405.24 1141.64,1405.26 1141.98,1405.27 1142.32,1405.29 1142.66,1405.31 \n",
       "  1143,1405.32 1143.34,1405.34 1143.68,1405.36 1144.01,1405.37 1144.35,1405.39 1144.69,1405.41 1145.03,1405.42 1145.37,1405.44 1145.71,1405.45 1146.05,1405.47 \n",
       "  1146.39,1405.49 1146.73,1405.5 1147.07,1405.52 1147.41,1405.54 1147.75,1405.55 1148.09,1405.57 1148.43,1405.59 1148.77,1405.6 1149.11,1405.62 1149.45,1405.64 \n",
       "  1149.79,1405.65 1150.13,1405.67 1150.47,1405.69 1150.81,1405.7 1151.15,1405.72 1151.49,1405.74 1151.83,1405.75 1152.17,1405.77 1152.51,1405.79 1152.85,1405.8 \n",
       "  1153.19,1405.82 1153.53,1405.84 1153.86,1405.85 1154.2,1405.87 1154.54,1405.88 1154.88,1405.9 1155.22,1405.92 1155.56,1405.93 1155.9,1405.95 1156.24,1405.97 \n",
       "  1156.58,1405.98 1156.92,1406 1157.26,1406.02 1157.6,1406.03 1157.94,1406.05 1158.28,1406.07 1158.62,1406.08 1158.96,1406.1 1159.3,1406.12 1159.64,1406.13 \n",
       "  1159.98,1406.15 1160.32,1406.17 1160.66,1406.18 1161,1406.2 1161.34,1406.22 1161.68,1406.23 1162.02,1406.25 1162.36,1406.27 1162.7,1406.28 1163.04,1406.3 \n",
       "  1163.38,1406.32 1163.72,1406.33 1164.05,1406.35 1164.39,1406.37 1164.73,1406.38 1165.07,1406.4 1165.41,1406.42 1165.75,1406.43 1166.09,1406.45 1166.43,1406.47 \n",
       "  1166.77,1406.48 1167.11,1406.5 1167.45,1406.52 1167.79,1406.53 1168.13,1406.55 1168.47,1406.57 1168.81,1406.58 1169.15,1406.6 1169.49,1406.62 1169.83,1406.63 \n",
       "  1170.17,1406.65 1170.51,1406.67 1170.85,1406.68 1171.19,1406.7 1171.53,1406.72 1171.87,1406.73 1172.21,1406.75 1172.55,1406.77 1172.89,1406.78 1173.23,1406.8 \n",
       "  1173.57,1406.82 1173.9,1406.83 1174.24,1406.85 1174.58,1406.87 1174.92,1406.88 1175.26,1406.9 1175.6,1406.92 1175.94,1406.93 1176.28,1406.95 1176.62,1406.97 \n",
       "  1176.96,1406.98 1177.3,1407 1177.64,1407.02 1177.98,1407.03 1178.32,1407.05 1178.66,1407.07 1179,1407.08 1179.34,1407.1 1179.68,1407.12 1180.02,1407.13 \n",
       "  1180.36,1407.15 1180.7,1407.17 1181.04,1407.18 1181.38,1407.2 1181.72,1407.22 1182.06,1407.23 1182.4,1407.25 1182.74,1407.27 1183.08,1407.29 1183.42,1407.3 \n",
       "  1183.75,1407.32 1184.09,1407.34 1184.43,1407.35 1184.77,1407.37 1185.11,1407.39 1185.45,1407.4 1185.79,1407.42 1186.13,1407.44 1186.47,1407.45 1186.81,1407.47 \n",
       "  1187.15,1407.49 1187.49,1407.5 1187.83,1407.52 1188.17,1407.54 1188.51,1407.55 1188.85,1407.57 1189.19,1407.59 1189.53,1407.6 1189.87,1407.62 1190.21,1407.64 \n",
       "  1190.55,1407.65 1190.89,1407.67 1191.23,1407.69 1191.57,1407.71 1191.91,1407.72 1192.25,1407.74 1192.59,1407.76 1192.93,1407.77 1193.27,1407.79 1193.6,1407.81 \n",
       "  1193.94,1407.82 1194.28,1407.84 1194.62,1407.86 1194.96,1407.87 1195.3,1407.89 1195.64,1407.91 1195.98,1407.92 1196.32,1407.94 1196.66,1407.96 1197,1407.97 \n",
       "  1197.34,1407.99 1197.68,1408.01 1198.02,1408.03 1198.36,1408.04 1198.7,1408.06 1199.04,1408.08 1199.38,1408.09 1199.72,1408.11 1200.06,1408.13 1200.4,1408.14 \n",
       "  1200.74,1408.16 1201.08,1408.18 1201.42,1408.19 1201.76,1408.21 1202.1,1408.23 1202.44,1408.24 1202.78,1408.26 1203.12,1408.28 1203.46,1408.3 1203.79,1408.31 \n",
       "  1204.13,1408.33 1204.47,1408.35 1204.81,1408.36 1205.15,1408.38 1205.49,1408.4 1205.83,1408.41 1206.17,1408.43 1206.51,1408.45 1206.85,1408.46 1207.19,1408.48 \n",
       "  1207.53,1408.5 1207.87,1408.52 1208.21,1408.53 1208.55,1408.55 1208.89,1408.57 1209.23,1408.58 1209.57,1408.6 1209.91,1408.62 1210.25,1408.63 1210.59,1408.65 \n",
       "  1210.93,1408.67 1211.27,1408.69 1211.61,1408.7 1211.95,1408.72 1212.29,1408.74 1212.63,1408.75 1212.97,1408.77 1213.31,1408.79 1213.64,1408.8 1213.98,1408.82 \n",
       "  1214.32,1408.84 1214.66,1408.85 1215,1408.87 1215.34,1408.89 1215.68,1408.91 1216.02,1408.92 1216.36,1408.94 1216.7,1408.96 1217.04,1408.97 1217.38,1408.99 \n",
       "  1217.72,1409.01 1218.06,1409.02 1218.4,1409.04 1218.74,1409.06 1219.08,1409.08 1219.42,1409.09 1219.76,1409.11 1220.1,1409.13 1220.44,1409.14 1220.78,1409.16 \n",
       "  1221.12,1409.18 1221.46,1409.2 1221.8,1409.21 1222.14,1409.23 1222.48,1409.25 1222.82,1409.26 1223.16,1409.28 1223.49,1409.3 1223.83,1409.31 1224.17,1409.33 \n",
       "  1224.51,1409.35 1224.85,1409.37 1225.19,1409.38 1225.53,1409.4 1225.87,1409.42 1226.21,1409.43 1226.55,1409.45 1226.89,1409.47 1227.23,1409.48 1227.57,1409.5 \n",
       "  1227.91,1409.52 1228.25,1409.54 1228.59,1409.55 1228.93,1409.57 1229.27,1409.59 1229.61,1409.6 1229.95,1409.62 1230.29,1409.64 1230.63,1409.66 1230.97,1409.67 \n",
       "  1231.31,1409.69 1231.65,1409.71 1231.99,1409.72 1232.33,1409.74 1232.67,1409.76 1233.01,1409.78 1233.34,1409.79 1233.68,1409.81 1234.02,1409.83 1234.36,1409.84 \n",
       "  1234.7,1409.86 1235.04,1409.88 1235.38,1409.9 1235.72,1409.91 1236.06,1409.93 1236.4,1409.95 1236.74,1409.96 1237.08,1409.98 1237.42,1410 1237.76,1410.02 \n",
       "  1238.1,1410.03 1238.44,1410.05 1238.78,1410.07 1239.12,1410.08 1239.46,1410.1 1239.8,1410.12 1240.14,1410.14 1240.48,1410.15 1240.82,1410.17 1241.16,1410.19 \n",
       "  1241.5,1410.2 1241.84,1410.22 1242.18,1410.24 1242.52,1410.26 1242.86,1410.27 1243.2,1410.29 1243.53,1410.31 1243.87,1410.32 1244.21,1410.34 1244.55,1410.36 \n",
       "  1244.89,1410.38 1245.23,1410.39 1245.57,1410.41 1245.91,1410.43 1246.25,1410.44 1246.59,1410.46 1246.93,1410.48 1247.27,1410.5 1247.61,1410.51 1247.95,1410.53 \n",
       "  1248.29,1410.55 1248.63,1410.56 1248.97,1410.58 1249.31,1410.6 1249.65,1410.62 1249.99,1410.63 1250.33,1410.65 1250.67,1410.67 1251.01,1410.69 1251.35,1410.7 \n",
       "  1251.69,1410.72 1252.03,1410.74 1252.37,1410.75 1252.71,1410.77 1253.05,1410.79 1253.38,1410.81 1253.72,1410.82 1254.06,1410.84 1254.4,1410.86 1254.74,1410.87 \n",
       "  1255.08,1410.89 1255.42,1410.91 1255.76,1410.93 1256.1,1410.94 1256.44,1410.96 1256.78,1410.98 1257.12,1411 1257.46,1411.01 1257.8,1411.03 1258.14,1411.05 \n",
       "  1258.48,1411.06 1258.82,1411.08 1259.16,1411.1 1259.5,1411.12 1259.84,1411.13 1260.18,1411.15 1260.52,1411.17 1260.86,1411.19 1261.2,1411.2 1261.54,1411.22 \n",
       "  1261.88,1411.24 1262.22,1411.25 1262.56,1411.27 1262.9,1411.29 1263.23,1411.31 1263.57,1411.32 1263.91,1411.34 1264.25,1411.36 1264.59,1411.38 1264.93,1411.39 \n",
       "  1265.27,1411.41 1265.61,1411.43 1265.95,1411.44 1266.29,1411.46 1266.63,1411.48 1266.97,1411.5 1267.31,1411.51 1267.65,1411.53 1267.99,1411.55 1268.33,1411.57 \n",
       "  1268.67,1411.58 1269.01,1411.6 1269.35,1411.62 1269.69,1411.64 1270.03,1411.65 1270.37,1411.67 1270.71,1411.69 1271.05,1411.7 1271.39,1411.72 1271.73,1411.74 \n",
       "  1272.07,1411.76 1272.41,1411.77 1272.75,1411.79 1273.08,1411.81 1273.42,1411.83 1273.76,1411.84 1274.1,1411.86 1274.44,1411.88 1274.78,1411.9 1275.12,1411.91 \n",
       "  1275.46,1411.93 1275.8,1411.95 1276.14,1411.97 1276.48,1411.98 1276.82,1412 1277.16,1412.02 1277.5,1412.03 1277.84,1412.05 1278.18,1412.07 1278.52,1412.09 \n",
       "  1278.86,1412.1 1279.2,1412.12 1279.54,1412.14 1279.88,1412.16 1280.22,1412.17 1280.56,1412.19 1280.9,1412.21 1281.24,1412.23 1281.58,1412.24 1281.92,1412.26 \n",
       "  1282.26,1412.28 1282.6,1412.3 1282.94,1412.31 1283.27,1412.33 1283.61,1412.35 1283.95,1412.37 1284.29,1412.38 1284.63,1412.4 1284.97,1412.42 1285.31,1412.44 \n",
       "  1285.65,1412.45 1285.99,1412.47 1286.33,1412.49 1286.67,1412.5 1287.01,1412.52 1287.35,1412.54 1287.69,1412.56 1288.03,1412.57 1288.37,1412.59 1288.71,1412.61 \n",
       "  1289.05,1412.63 1289.39,1412.64 1289.73,1412.66 1290.07,1412.68 1290.41,1412.7 1290.75,1412.71 1291.09,1412.73 1291.43,1412.75 1291.77,1412.77 1292.11,1412.78 \n",
       "  1292.45,1412.8 1292.79,1412.82 1293.12,1412.84 1293.46,1412.85 1293.8,1412.87 1294.14,1412.89 1294.48,1412.91 1294.82,1412.92 1295.16,1412.94 1295.5,1412.96 \n",
       "  1295.84,1412.98 1296.18,1412.99 1296.52,1413.01 1296.86,1413.03 1297.2,1413.05 1297.54,1413.06 1297.88,1413.08 1298.22,1413.1 1298.56,1413.12 1298.9,1413.13 \n",
       "  1299.24,1413.15 1299.58,1413.17 1299.92,1413.19 1300.26,1413.2 1300.6,1413.22 1300.94,1413.24 1301.28,1413.26 1301.62,1413.27 1301.96,1413.29 1302.3,1413.31 \n",
       "  1302.64,1413.33 1302.97,1413.34 1303.31,1413.36 1303.65,1413.38 1303.99,1413.4 1304.33,1413.41 1304.67,1413.43 1305.01,1413.45 1305.35,1413.47 1305.69,1413.48 \n",
       "  1306.03,1413.5 1306.37,1413.52 1306.71,1413.54 1307.05,1413.55 1307.39,1413.57 1307.73,1413.59 1308.07,1413.61 1308.41,1413.62 1308.75,1413.64 1309.09,1413.66 \n",
       "  1309.43,1413.68 1309.77,1413.69 1310.11,1413.71 1310.45,1413.73 1310.79,1413.75 1311.13,1413.77 1311.47,1413.78 1311.81,1413.8 1312.15,1413.82 1312.49,1413.84 \n",
       "  1312.82,1413.85 1313.16,1413.87 1313.5,1413.89 1313.84,1413.91 1314.18,1413.92 1314.52,1413.94 1314.86,1413.96 1315.2,1413.98 1315.54,1413.99 1315.88,1414.01 \n",
       "  1316.22,1414.03 1316.56,1414.05 1316.9,1414.06 1317.24,1414.08 1317.58,1414.1 1317.92,1414.12 1318.26,1414.13 1318.6,1414.15 1318.94,1414.17 1319.28,1414.19 \n",
       "  1319.62,1414.21 1319.96,1414.22 1320.3,1414.24 1320.64,1414.26 1320.98,1414.28 1321.32,1414.29 1321.66,1414.31 1322,1414.33 1322.34,1414.35 1322.68,1414.36 \n",
       "  1323.01,1414.38 1323.35,1414.4 1323.69,1414.42 1324.03,1414.43 1324.37,1414.45 1324.71,1414.47 1325.05,1414.49 1325.39,1414.5 1325.73,1414.52 1326.07,1414.54 \n",
       "  1326.41,1414.56 1326.75,1414.58 1327.09,1414.59 1327.43,1414.61 1327.77,1414.63 1328.11,1414.65 1328.45,1414.66 1328.79,1414.68 1329.13,1414.7 1329.47,1414.72 \n",
       "  1329.81,1414.73 1330.15,1414.75 1330.49,1414.77 1330.83,1414.79 1331.17,1414.81 1331.51,1414.82 1331.85,1414.84 1332.19,1414.86 1332.53,1414.88 1332.86,1414.89 \n",
       "  1333.2,1414.91 1333.54,1414.93 1333.88,1414.95 1334.22,1414.96 1334.56,1414.98 1334.9,1415 1335.24,1415.02 1335.58,1415.03 1335.92,1415.05 1336.26,1415.07 \n",
       "  1336.6,1415.09 1336.94,1415.11 1337.28,1415.12 1337.62,1415.14 1337.96,1415.16 1338.3,1415.18 1338.64,1415.19 1338.98,1415.21 1339.32,1415.23 1339.66,1415.25 \n",
       "  1340,1415.27 1340.34,1415.28 1340.68,1415.3 1341.02,1415.32 1341.36,1415.34 1341.7,1415.35 1342.04,1415.37 1342.38,1415.39 1342.71,1415.41 1343.05,1415.42 \n",
       "  1343.39,1415.44 1343.73,1415.46 1344.07,1415.48 1344.41,1415.5 1344.75,1415.51 1345.09,1415.53 1345.43,1415.55 1345.77,1415.57 1346.11,1415.58 1346.45,1415.6 \n",
       "  1346.79,1415.62 1347.13,1415.64 1347.47,1415.66 1347.81,1415.67 1348.15,1415.69 1348.49,1415.71 1348.83,1415.73 1349.17,1415.74 1349.51,1415.76 1349.85,1415.78 \n",
       "  1350.19,1415.8 1350.53,1415.82 1350.87,1415.83 1351.21,1415.85 1351.55,1415.87 1351.89,1415.89 1352.23,1415.9 1352.56,1415.92 1352.9,1415.94 1353.24,1415.96 \n",
       "  1353.58,1415.98 1353.92,1415.99 1354.26,1416.01 1354.6,1416.03 1354.94,1416.05 1355.28,1416.06 1355.62,1416.08 1355.96,1416.1 1356.3,1416.12 1356.64,1416.14 \n",
       "  1356.98,1416.15 1357.32,1416.17 1357.66,1416.19 1358,1416.21 1358.34,1416.22 1358.68,1416.24 1359.02,1416.26 1359.36,1416.28 1359.7,1416.3 1360.04,1416.31 \n",
       "  1360.38,1416.33 1360.72,1416.35 1361.06,1416.37 1361.4,1416.38 1361.74,1416.4 1362.08,1416.42 1362.42,1416.44 1362.75,1416.46 1363.09,1416.47 1363.43,1416.49 \n",
       "  1363.77,1416.51 1364.11,1416.53 1364.45,1416.55 1364.79,1416.56 1365.13,1416.58 1365.47,1416.6 1365.81,1416.62 1366.15,1416.63 1366.49,1416.65 1366.83,1416.67 \n",
       "  1367.17,1416.69 1367.51,1416.71 1367.85,1416.72 1368.19,1416.74 1368.53,1416.76 1368.87,1416.78 1369.21,1416.8 1369.55,1416.81 1369.89,1416.83 1370.23,1416.85 \n",
       "  1370.57,1416.87 1370.91,1416.88 1371.25,1416.9 1371.59,1416.92 1371.93,1416.94 1372.27,1416.96 1372.6,1416.97 1372.94,1416.99 1373.28,1417.01 1373.62,1417.03 \n",
       "  1373.96,1417.05 1374.3,1417.06 1374.64,1417.08 1374.98,1417.1 1375.32,1417.12 1375.66,1417.13 1376,1417.15 1376.34,1417.17 1376.68,1417.19 1377.02,1417.21 \n",
       "  1377.36,1417.22 1377.7,1417.24 1378.04,1417.26 1378.38,1417.28 1378.72,1417.3 1379.06,1417.31 1379.4,1417.33 1379.74,1417.35 1380.08,1417.37 1380.42,1417.39 \n",
       "  1380.76,1417.4 1381.1,1417.42 1381.44,1417.44 1381.78,1417.46 1382.12,1417.47 1382.45,1417.49 1382.79,1417.51 1383.13,1417.53 1383.47,1417.55 1383.81,1417.56 \n",
       "  1384.15,1417.58 1384.49,1417.6 1384.83,1417.62 1385.17,1417.64 1385.51,1417.65 1385.85,1417.67 1386.19,1417.69 1386.53,1417.71 1386.87,1417.73 1387.21,1417.74 \n",
       "  1387.55,1417.76 1387.89,1417.78 1388.23,1417.8 1388.57,1417.82 1388.91,1417.83 1389.25,1417.85 1389.59,1417.87 1389.93,1417.89 1390.27,1417.9 1390.61,1417.92 \n",
       "  1390.95,1417.94 1391.29,1417.96 1391.63,1417.98 1391.97,1417.99 1392.3,1418.01 1392.64,1418.03 1392.98,1418.05 1393.32,1418.07 1393.66,1418.08 1394,1418.1 \n",
       "  1394.34,1418.12 1394.68,1418.14 1395.02,1418.16 1395.36,1418.17 1395.7,1418.19 1396.04,1418.21 1396.38,1418.23 1396.72,1418.25 1397.06,1418.26 1397.4,1418.28 \n",
       "  1397.74,1418.3 1398.08,1418.32 1398.42,1418.34 1398.76,1418.35 1399.1,1418.37 1399.44,1418.39 1399.78,1418.41 1400.12,1418.43 1400.46,1418.44 1400.8,1418.46 \n",
       "  1401.14,1418.48 1401.48,1418.5 1401.82,1418.52 1402.16,1418.53 1402.49,1418.55 1402.83,1418.57 1403.17,1418.59 1403.51,1418.61 1403.85,1418.62 1404.19,1418.64 \n",
       "  1404.53,1418.66 1404.87,1418.68 1405.21,1418.7 1405.55,1418.71 1405.89,1418.73 1406.23,1418.75 1406.57,1418.77 1406.91,1418.79 1407.25,1418.8 1407.59,1418.82 \n",
       "  1407.93,1418.84 1408.27,1418.86 1408.61,1418.88 1408.95,1418.89 1409.29,1418.91 1409.63,1418.93 1409.97,1418.95 1410.31,1418.97 1410.65,1418.98 1410.99,1419 \n",
       "  1411.33,1419.02 1411.67,1419.04 1412.01,1419.06 1412.34,1419.07 1412.68,1419.09 1413.02,1419.11 1413.36,1419.13 1413.7,1419.15 1414.04,1419.16 1414.38,1419.18 \n",
       "  1414.72,1419.2 1415.06,1419.22 1415.4,1419.24 1415.74,1419.25 1416.08,1419.27 1416.42,1419.29 1416.76,1419.31 1417.1,1419.33 1417.44,1419.34 1417.78,1419.36 \n",
       "  1418.12,1419.38 1418.46,1419.4 1418.8,1419.42 1419.14,1419.43 1419.48,1419.45 1419.82,1419.47 1420.16,1419.49 1420.5,1419.51 1420.84,1419.52 1421.18,1419.54 \n",
       "  1421.52,1419.56 1421.86,1419.58 1422.19,1419.6 1422.53,1419.62 1422.87,1419.63 1423.21,1419.65 1423.55,1419.67 1423.89,1419.69 1424.23,1419.71 1424.57,1419.72 \n",
       "  1424.91,1419.74 1425.25,1419.76 1425.59,1419.78 1425.93,1419.8 1426.27,1419.81 1426.61,1419.83 1426.95,1419.85 1427.29,1419.87 1427.63,1419.89 1427.97,1419.9 \n",
       "  1428.31,1419.92 1428.65,1419.94 1428.99,1419.96 1429.33,1419.98 1429.67,1419.99 1430.01,1420.01 1430.35,1420.03 1430.69,1420.05 1431.03,1420.07 1431.37,1420.09 \n",
       "  1431.71,1420.1 1432.04,1420.12 1432.38,1420.14 1432.72,1420.16 1433.06,1420.18 1433.4,1420.19 1433.74,1420.21 1434.08,1420.23 1434.42,1420.25 1434.76,1420.27 \n",
       "  1435.1,1420.28 1435.44,1420.3 1435.78,1420.32 1436.12,1420.34 1436.46,1420.36 1436.8,1420.37 1437.14,1420.39 1437.48,1420.41 1437.82,1420.43 1438.16,1420.45 \n",
       "  1438.5,1420.47 1438.84,1420.48 1439.18,1420.5 1439.52,1420.52 1439.86,1420.54 1440.2,1420.56 1440.54,1420.57 1440.88,1420.59 1441.22,1420.61 1441.56,1420.63 \n",
       "  1441.9,1420.65 1442.23,1420.66 1442.57,1420.68 1442.91,1420.7 1443.25,1420.72 1443.59,1420.74 1443.93,1420.76 1444.27,1420.77 1444.61,1420.79 1444.95,1420.81 \n",
       "  1445.29,1420.83 1445.63,1420.85 1445.97,1420.86 1446.31,1420.88 1446.65,1420.9 1446.99,1420.92 1447.33,1420.94 1447.67,1420.95 1448.01,1420.97 1448.35,1420.99 \n",
       "  1448.69,1421.01 1449.03,1421.03 1449.37,1421.05 1449.71,1421.06 1450.05,1421.08 1450.39,1421.1 1450.73,1421.12 1451.07,1421.14 1451.41,1421.15 1451.75,1421.17 \n",
       "  1452.08,1421.19 1452.42,1421.21 1452.76,1421.23 1453.1,1421.24 1453.44,1421.26 1453.78,1421.28 1454.12,1421.3 1454.46,1421.32 1454.8,1421.34 1455.14,1421.35 \n",
       "  1455.48,1421.37 1455.82,1421.39 1456.16,1421.41 1456.5,1421.43 1456.84,1421.44 1457.18,1421.46 1457.52,1421.48 1457.86,1421.5 1458.2,1421.52 1458.54,1421.54 \n",
       "  1458.88,1421.55 1459.22,1421.57 1459.56,1421.59 1459.9,1421.61 1460.24,1421.63 1460.58,1421.64 1460.92,1421.66 1461.26,1421.68 1461.6,1421.7 1461.93,1421.72 \n",
       "  1462.27,1421.74 1462.61,1421.75 1462.95,1421.77 1463.29,1421.79 1463.63,1421.81 1463.97,1421.83 1464.31,1421.84 1464.65,1421.86 1464.99,1421.88 1465.33,1421.9 \n",
       "  1465.67,1421.92 1466.01,1421.94 1466.35,1421.95 1466.69,1421.97 1467.03,1421.99 1467.37,1422.01 1467.71,1422.03 1468.05,1422.04 1468.39,1422.06 1468.73,1422.08 \n",
       "  1469.07,1422.1 1469.41,1422.12 1469.75,1422.14 1470.09,1422.15 1470.43,1422.17 1470.77,1422.19 1471.11,1422.21 1471.45,1422.23 1471.78,1422.24 1472.12,1422.26 \n",
       "  1472.46,1422.28 1472.8,1422.3 1473.14,1422.32 1473.48,1422.34 1473.82,1422.35 1474.16,1422.37 1474.5,1422.39 1474.84,1422.41 1475.18,1422.43 1475.52,1422.44 \n",
       "  1475.86,1422.46 1476.2,1422.48 1476.54,1422.5 1476.88,1422.52 1477.22,1422.54 1477.56,1422.55 1477.9,1422.57 1478.24,1422.59 1478.58,1422.61 1478.92,1422.63 \n",
       "  1479.26,1422.65 1479.6,1422.66 1479.94,1422.68 1480.28,1422.7 1480.62,1422.72 1480.96,1422.74 1481.3,1422.75 1481.64,1422.77 1481.97,1422.79 1482.31,1422.81 \n",
       "  1482.65,1422.83 1482.99,1422.85 1483.33,1422.86 1483.67,1422.88 1484.01,1422.9 1484.35,1422.92 1484.69,1422.94 1485.03,1422.95 1485.37,1422.97 1485.71,1422.99 \n",
       "  1486.05,1423.01 1486.39,1423.03 1486.73,1423.05 1487.07,1423.06 1487.41,1423.08 1487.75,1423.1 1488.09,1423.12 1488.43,1423.14 1488.77,1423.16 1489.11,1423.17 \n",
       "  1489.45,1423.19 1489.79,1423.21 1490.13,1423.23 1490.47,1423.25 1490.81,1423.26 1491.15,1423.28 1491.49,1423.3 1491.82,1423.32 1492.16,1423.34 1492.5,1423.36 \n",
       "  1492.84,1423.37 1493.18,1423.39 1493.52,1423.41 1493.86,1423.43 1494.2,1423.45 1494.54,1423.47 1494.88,1423.48 1495.22,1423.5 1495.56,1423.52 1495.9,1423.54 \n",
       "  1496.24,1423.56 1496.58,1423.58 1496.92,1423.59 1497.26,1423.61 1497.6,1423.63 1497.94,1423.65 1498.28,1423.67 1498.62,1423.68 1498.96,1423.7 1499.3,1423.72 \n",
       "  1499.64,1423.74 1499.98,1423.76 1500.32,1423.78 1500.66,1423.79 1501,1423.81 1501.34,1423.83 1501.67,1423.85 1502.01,1423.87 1502.35,1423.89 1502.69,1423.9 \n",
       "  1503.03,1423.92 1503.37,1423.94 1503.71,1423.96 1504.05,1423.98 1504.39,1423.99 1504.73,1424.01 1505.07,1424.03 1505.41,1424.05 1505.75,1424.07 1506.09,1424.09 \n",
       "  1506.43,1424.1 1506.77,1424.12 1507.11,1424.14 1507.45,1424.16 1507.79,1424.18 1508.13,1424.2 1508.47,1424.21 1508.81,1424.23 1509.15,1424.25 1509.49,1424.27 \n",
       "  1509.83,1424.29 1510.17,1424.31 1510.51,1424.32 1510.85,1424.34 1511.19,1424.36 1511.52,1424.38 1511.86,1424.4 1512.2,1424.42 1512.54,1424.43 1512.88,1424.45 \n",
       "  1513.22,1424.47 1513.56,1424.49 1513.9,1424.51 1514.24,1424.52 1514.58,1424.54 1514.92,1424.56 1515.26,1424.58 1515.6,1424.6 1515.94,1424.62 1516.28,1424.63 \n",
       "  1516.62,1424.65 1516.96,1424.67 1517.3,1424.69 1517.64,1424.71 1517.98,1424.73 1518.32,1424.74 1518.66,1424.76 1519,1424.78 1519.34,1424.8 1519.68,1424.82 \n",
       "  1520.02,1424.84 1520.36,1424.85 1520.7,1424.87 1521.04,1424.89 1521.38,1424.91 1521.71,1424.93 1522.05,1424.95 1522.39,1424.96 1522.73,1424.98 1523.07,1425 \n",
       "  1523.41,1425.02 1523.75,1425.04 1524.09,1425.05 1524.43,1425.07 1524.77,1425.09 1525.11,1425.11 1525.45,1425.13 1525.79,1425.15 1526.13,1425.16 1526.47,1425.18 \n",
       "  1526.81,1425.2 1527.15,1425.22 1527.49,1425.24 1527.83,1425.26 1528.17,1425.27 1528.51,1425.29 1528.85,1425.31 1529.19,1425.33 1529.53,1425.35 1529.87,1425.37 \n",
       "  1530.21,1425.38 1530.55,1425.4 1530.89,1425.42 1531.23,1425.44 1531.56,1425.46 1531.9,1425.48 1532.24,1425.49 1532.58,1425.51 1532.92,1425.53 1533.26,1425.55 \n",
       "  1533.6,1425.57 1533.94,1425.59 1534.28,1425.6 1534.62,1425.62 1534.96,1425.64 1535.3,1425.66 1535.64,1425.68 1535.98,1425.7 1536.32,1425.71 1536.66,1425.73 \n",
       "  1537,1425.75 1537.34,1425.77 1537.68,1425.79 1538.02,1425.8 1538.36,1425.82 1538.7,1425.84 1539.04,1425.86 1539.38,1425.88 1539.72,1425.9 1540.06,1425.91 \n",
       "  1540.4,1425.93 1540.74,1425.95 1541.08,1425.97 1541.41,1425.99 1541.75,1426.01 1542.09,1426.02 1542.43,1426.04 1542.77,1426.06 1543.11,1426.08 1543.45,1426.1 \n",
       "  1543.79,1426.12 1544.13,1426.13 1544.47,1426.15 1544.81,1426.17 1545.15,1426.19 1545.49,1426.21 1545.83,1426.23 1546.17,1426.24 1546.51,1426.26 1546.85,1426.28 \n",
       "  1547.19,1426.3 1547.53,1426.32 1547.87,1426.34 1548.21,1426.35 1548.55,1426.37 1548.89,1426.39 1549.23,1426.41 1549.57,1426.43 1549.91,1426.45 1550.25,1426.46 \n",
       "  1550.59,1426.48 1550.93,1426.5 1551.27,1426.52 1551.6,1426.54 1551.94,1426.56 1552.28,1426.57 1552.62,1426.59 1552.96,1426.61 1553.3,1426.63 1553.64,1426.65 \n",
       "  1553.98,1426.67 1554.32,1426.68 1554.66,1426.7 1555,1426.72 1555.34,1426.74 1555.68,1426.76 1556.02,1426.78 1556.36,1426.79 1556.7,1426.81 1557.04,1426.83 \n",
       "  1557.38,1426.85 1557.72,1426.87 1558.06,1426.89 1558.4,1426.9 1558.74,1426.92 1559.08,1426.94 1559.42,1426.96 1559.76,1426.98 1560.1,1427 1560.44,1427.01 \n",
       "  1560.78,1427.03 1561.12,1427.05 1561.45,1427.07 1561.79,1427.09 1562.13,1427.1 1562.47,1427.12 1562.81,1427.14 1563.15,1427.16 1563.49,1427.18 1563.83,1427.2 \n",
       "  1564.17,1427.21 1564.51,1427.23 1564.85,1427.25 1565.19,1427.27 1565.53,1427.29 1565.87,1427.31 1566.21,1427.32 1566.55,1427.34 1566.89,1427.36 1567.23,1427.38 \n",
       "  1567.57,1427.4 1567.91,1427.42 1568.25,1427.43 1568.59,1427.45 1568.93,1427.47 1569.27,1427.49 1569.61,1427.51 1569.95,1427.53 1570.29,1427.54 1570.63,1427.56 \n",
       "  1570.97,1427.58 1571.3,1427.6 1571.64,1427.62 1571.98,1427.64 1572.32,1427.65 1572.66,1427.67 1573,1427.69 1573.34,1427.71 1573.68,1427.73 1574.02,1427.75 \n",
       "  1574.36,1427.76 1574.7,1427.78 1575.04,1427.8 1575.38,1427.82 1575.72,1427.84 1576.06,1427.86 1576.4,1427.87 1576.74,1427.89 1577.08,1427.91 1577.42,1427.93 \n",
       "  1577.76,1427.95 1578.1,1427.97 1578.44,1427.98 1578.78,1428 1579.12,1428.02 1579.46,1428.04 1579.8,1428.06 1580.14,1428.08 1580.48,1428.09 1580.82,1428.11 \n",
       "  1581.15,1428.13 1581.49,1428.15 1581.83,1428.17 1582.17,1428.19 1582.51,1428.2 1582.85,1428.22 1583.19,1428.24 1583.53,1428.26 1583.87,1428.28 1584.21,1428.3 \n",
       "  1584.55,1428.31 1584.89,1428.33 1585.23,1428.35 1585.57,1428.37 1585.91,1428.39 1586.25,1428.41 1586.59,1428.42 1586.93,1428.44 1587.27,1428.46 1587.61,1428.48 \n",
       "  1587.95,1428.5 1588.29,1428.52 1588.63,1428.53 1588.97,1428.55 1589.31,1428.57 1589.65,1428.59 1589.99,1428.61 1590.33,1428.63 1590.67,1428.64 1591.01,1428.66 \n",
       "  1591.34,1428.68 1591.68,1428.7 1592.02,1428.72 1592.36,1428.74 1592.7,1428.75 1593.04,1428.77 1593.38,1428.79 1593.72,1428.81 1594.06,1428.83 1594.4,1428.85 \n",
       "  1594.74,1428.86 1595.08,1428.88 1595.42,1428.9 1595.76,1428.92 1596.1,1428.94 1596.44,1428.95 1596.78,1428.97 1597.12,1428.99 1597.46,1429.01 1597.8,1429.03 \n",
       "  1598.14,1429.05 1598.48,1429.06 1598.82,1429.08 1599.16,1429.1 1599.5,1429.12 1599.84,1429.14 1600.18,1429.16 1600.52,1429.17 1600.86,1429.19 1601.19,1429.21 \n",
       "  1601.53,1429.23 1601.87,1429.25 1602.21,1429.27 1602.55,1429.28 1602.89,1429.3 1603.23,1429.32 1603.57,1429.34 1603.91,1429.36 1604.25,1429.38 1604.59,1429.39 \n",
       "  1604.93,1429.41 1605.27,1429.43 1605.61,1429.45 1605.95,1429.47 1606.29,1429.49 1606.63,1429.5 1606.97,1429.52 1607.31,1429.54 1607.65,1429.56 1607.99,1429.58 \n",
       "  1608.33,1429.6 1608.67,1429.61 1609.01,1429.63 1609.35,1429.65 1609.69,1429.67 1610.03,1429.69 1610.37,1429.71 1610.71,1429.72 1611.04,1429.74 1611.38,1429.76 \n",
       "  1611.72,1429.78 1612.06,1429.8 1612.4,1429.82 1612.74,1429.83 1613.08,1429.85 1613.42,1429.87 1613.76,1429.89 1614.1,1429.91 1614.44,1429.93 1614.78,1429.94 \n",
       "  1615.12,1429.96 1615.46,1429.98 1615.8,1430 1616.14,1430.02 1616.48,1430.04 1616.82,1430.05 1617.16,1430.07 1617.5,1430.09 1617.84,1430.11 1618.18,1430.13 \n",
       "  1618.52,1430.14 1618.86,1430.16 1619.2,1430.18 1619.54,1430.2 1619.88,1430.22 1620.22,1430.24 1620.56,1430.25 1620.89,1430.27 1621.23,1430.29 1621.57,1430.31 \n",
       "  1621.91,1430.33 1622.25,1430.35 1622.59,1430.36 1622.93,1430.38 1623.27,1430.4 1623.61,1430.42 1623.95,1430.44 1624.29,1430.46 1624.63,1430.47 1624.97,1430.49 \n",
       "  1625.31,1430.51 1625.65,1430.53 1625.99,1430.55 1626.33,1430.57 1626.67,1430.58 1627.01,1430.6 1627.35,1430.62 1627.69,1430.64 1628.03,1430.66 1628.37,1430.68 \n",
       "  1628.71,1430.69 1629.05,1430.71 1629.39,1430.73 1629.73,1430.75 1630.07,1430.77 1630.41,1430.79 1630.75,1430.8 1631.08,1430.82 1631.42,1430.84 1631.76,1430.86 \n",
       "  1632.1,1430.88 1632.44,1430.89 1632.78,1430.91 1633.12,1430.93 1633.46,1430.95 1633.8,1430.97 1634.14,1430.99 1634.48,1431 1634.82,1431.02 1635.16,1431.04 \n",
       "  1635.5,1431.06 1635.84,1431.08 1636.18,1431.1 1636.52,1431.11 1636.86,1431.13 1637.2,1431.15 1637.54,1431.17 1637.88,1431.19 1638.22,1431.21 1638.56,1431.22 \n",
       "  1638.9,1431.24 1639.24,1431.26 1639.58,1431.28 1639.92,1431.3 1640.26,1431.32 1640.6,1431.33 1640.93,1431.35 1641.27,1431.37 1641.61,1431.39 1641.95,1431.41 \n",
       "  1642.29,1431.43 1642.63,1431.44 1642.97,1431.46 1643.31,1431.48 1643.65,1431.5 1643.99,1431.52 1644.33,1431.53 1644.67,1431.55 1645.01,1431.57 1645.35,1431.59 \n",
       "  1645.69,1431.61 1646.03,1431.63 1646.37,1431.64 1646.71,1431.66 1647.05,1431.68 1647.39,1431.7 1647.73,1431.72 1648.07,1431.74 1648.41,1431.75 1648.75,1431.77 \n",
       "  1649.09,1431.79 1649.43,1431.81 1649.77,1431.83 1650.11,1431.85 1650.45,1431.86 1650.78,1431.88 1651.12,1431.9 1651.46,1431.92 1651.8,1431.94 1652.14,1431.95 \n",
       "  1652.48,1431.97 1652.82,1431.99 1653.16,1432.01 1653.5,1432.03 1653.84,1432.05 1654.18,1432.06 1654.52,1432.08 1654.86,1432.1 1655.2,1432.12 1655.54,1432.14 \n",
       "  1655.88,1432.16 1656.22,1432.17 1656.56,1432.19 1656.9,1432.21 1657.24,1432.23 1657.58,1432.25 1657.92,1432.27 1658.26,1432.28 1658.6,1432.3 1658.94,1432.32 \n",
       "  1659.28,1432.34 1659.62,1432.36 1659.96,1432.37 1660.3,1432.39 1660.63,1432.41 1660.97,1432.43 1661.31,1432.45 1661.65,1432.47 1661.99,1432.48 1662.33,1432.5 \n",
       "  1662.67,1432.52 1663.01,1432.54 1663.35,1432.56 1663.69,1432.58 1664.03,1432.59 1664.37,1432.61 1664.71,1432.63 1665.05,1432.65 1665.39,1432.67 1665.73,1432.68 \n",
       "  1666.07,1432.7 1666.41,1432.72 1666.75,1432.74 1667.09,1432.76 1667.43,1432.78 1667.77,1432.79 1668.11,1432.81 1668.45,1432.83 1668.79,1432.85 1669.13,1432.87 \n",
       "  1669.47,1432.89 1669.81,1432.9 1670.15,1432.92 1670.49,1432.94 1670.82,1432.96 1671.16,1432.98 1671.5,1432.99 1671.84,1433.01 1672.18,1433.03 1672.52,1433.05 \n",
       "  1672.86,1433.07 1673.2,1433.09 1673.54,1433.1 1673.88,1433.12 1674.22,1433.14 1674.56,1433.16 1674.9,1433.18 1675.24,1433.2 1675.58,1433.21 1675.92,1433.23 \n",
       "  1676.26,1433.25 1676.6,1433.27 1676.94,1433.29 1677.28,1433.3 1677.62,1433.32 1677.96,1433.34 1678.3,1433.36 1678.64,1433.38 1678.98,1433.4 1679.32,1433.41 \n",
       "  1679.66,1433.43 1680,1433.45 1680.34,1433.47 1680.67,1433.49 1681.01,1433.5 1681.35,1433.52 1681.69,1433.54 1682.03,1433.56 1682.37,1433.58 1682.71,1433.6 \n",
       "  1683.05,1433.61 1683.39,1433.63 1683.73,1433.65 1684.07,1433.67 1684.41,1433.69 1684.75,1433.7 1685.09,1433.72 1685.43,1433.74 1685.77,1433.76 1686.11,1433.78 \n",
       "  1686.45,1433.8 1686.79,1433.81 1687.13,1433.83 1687.47,1433.85 1687.81,1433.87 1688.15,1433.89 1688.49,1433.91 1688.83,1433.92 1689.17,1433.94 1689.51,1433.96 \n",
       "  1689.85,1433.98 1690.19,1434 1690.52,1434.01 1690.86,1434.03 1691.2,1434.05 1691.54,1434.07 1691.88,1434.09 1692.22,1434.11 1692.56,1434.12 1692.9,1434.14 \n",
       "  1693.24,1434.16 1693.58,1434.18 1693.92,1434.2 1694.26,1434.21 1694.6,1434.23 1694.94,1434.25 1695.28,1434.27 1695.62,1434.29 1695.96,1434.31 1696.3,1434.32 \n",
       "  1696.64,1434.34 1696.98,1434.36 1697.32,1434.38 1697.66,1434.4 1698,1434.41 1698.34,1434.43 1698.68,1434.45 1699.02,1434.47 1699.36,1434.49 1699.7,1434.5 \n",
       "  1700.04,1434.52 1700.37,1434.54 1700.71,1434.56 1701.05,1434.58 1701.39,1434.6 1701.73,1434.61 1702.07,1434.63 1702.41,1434.65 1702.75,1434.67 1703.09,1434.69 \n",
       "  1703.43,1434.7 1703.77,1434.72 1704.11,1434.74 1704.45,1434.76 1704.79,1434.78 1705.13,1434.8 1705.47,1434.81 1705.81,1434.83 1706.15,1434.85 1706.49,1434.87 \n",
       "  1706.83,1434.89 1707.17,1434.9 1707.51,1434.92 1707.85,1434.94 1708.19,1434.96 1708.53,1434.98 1708.87,1434.99 1709.21,1435.01 1709.55,1435.03 1709.89,1435.05 \n",
       "  1710.23,1435.07 1710.56,1435.09 1710.9,1435.1 1711.24,1435.12 1711.58,1435.14 1711.92,1435.16 1712.26,1435.18 1712.6,1435.19 1712.94,1435.21 1713.28,1435.23 \n",
       "  1713.62,1435.25 1713.96,1435.27 1714.3,1435.29 1714.64,1435.3 1714.98,1435.32 1715.32,1435.34 1715.66,1435.36 1716,1435.38 1716.34,1435.39 1716.68,1435.41 \n",
       "  1717.02,1435.43 1717.36,1435.45 1717.7,1435.47 1718.04,1435.48 1718.38,1435.5 1718.72,1435.52 1719.06,1435.54 1719.4,1435.56 1719.74,1435.57 1720.08,1435.59 \n",
       "  1720.41,1435.61 1720.75,1435.63 1721.09,1435.65 1721.43,1435.67 1721.77,1435.68 1722.11,1435.7 1722.45,1435.72 1722.79,1435.74 1723.13,1435.76 1723.47,1435.77 \n",
       "  1723.81,1435.79 1724.15,1435.81 1724.49,1435.83 1724.83,1435.85 1725.17,1435.86 1725.51,1435.88 1725.85,1435.9 1726.19,1435.92 1726.53,1435.94 1726.87,1435.96 \n",
       "  1727.21,1435.97 1727.55,1435.99 1727.89,1436.01 1728.23,1436.03 1728.57,1436.05 1728.91,1436.06 1729.25,1436.08 1729.59,1436.1 1729.93,1436.12 1730.26,1436.14 \n",
       "  1730.6,1436.15 1730.94,1436.17 1731.28,1436.19 1731.62,1436.21 1731.96,1436.23 1732.3,1436.24 1732.64,1436.26 1732.98,1436.28 1733.32,1436.3 1733.66,1436.32 \n",
       "  1734,1436.33 1734.34,1436.35 1734.68,1436.37 1735.02,1436.39 1735.36,1436.41 1735.7,1436.42 1736.04,1436.44 1736.38,1436.46 1736.72,1436.48 1737.06,1436.5 \n",
       "  1737.4,1436.52 1737.74,1436.53 1738.08,1436.55 1738.42,1436.57 1738.76,1436.59 1739.1,1436.61 1739.44,1436.62 1739.78,1436.64 1740.11,1436.66 1740.45,1436.68 \n",
       "  1740.79,1436.7 1741.13,1436.71 1741.47,1436.73 1741.81,1436.75 1742.15,1436.77 1742.49,1436.79 1742.83,1436.8 1743.17,1436.82 1743.51,1436.84 1743.85,1436.86 \n",
       "  1744.19,1436.88 1744.53,1436.89 1744.87,1436.91 1745.21,1436.93 1745.55,1436.95 1745.89,1436.97 1746.23,1436.98 1746.57,1437 1746.91,1437.02 1747.25,1437.04 \n",
       "  1747.59,1437.06 1747.93,1437.07 1748.27,1437.09 1748.61,1437.11 1748.95,1437.13 1749.29,1437.15 1749.63,1437.16 1749.97,1437.18 1750.3,1437.2 1750.64,1437.22 \n",
       "  1750.98,1437.24 1751.32,1437.25 1751.66,1437.27 1752,1437.29 1752.34,1437.31 1752.68,1437.33 1753.02,1437.34 1753.36,1437.36 1753.7,1437.38 1754.04,1437.4 \n",
       "  1754.38,1437.42 1754.72,1437.43 1755.06,1437.45 1755.4,1437.47 1755.74,1437.49 1756.08,1437.51 1756.42,1437.52 1756.76,1437.54 1757.1,1437.56 1757.44,1437.58 \n",
       "  1757.78,1437.6 1758.12,1437.61 1758.46,1437.63 1758.8,1437.65 1759.14,1437.67 1759.48,1437.69 1759.82,1437.7 1760.15,1437.72 1760.49,1437.74 1760.83,1437.76 \n",
       "  1761.17,1437.78 1761.51,1437.79 1761.85,1437.81 1762.19,1437.83 1762.53,1437.85 1762.87,1437.87 1763.21,1437.88 1763.55,1437.9 1763.89,1437.92 1764.23,1437.94 \n",
       "  1764.57,1437.96 1764.91,1437.97 1765.25,1437.99 1765.59,1438.01 1765.93,1438.03 1766.27,1438.05 1766.61,1438.06 1766.95,1438.08 1767.29,1438.1 1767.63,1438.12 \n",
       "  1767.97,1438.14 1768.31,1438.15 1768.65,1438.17 1768.99,1438.19 1769.33,1438.21 1769.67,1438.23 1770,1438.24 1770.34,1438.26 1770.68,1438.28 1771.02,1438.3 \n",
       "  1771.36,1438.32 1771.7,1438.33 1772.04,1438.35 1772.38,1438.37 1772.72,1438.39 1773.06,1438.4 1773.4,1438.42 1773.74,1438.44 1774.08,1438.46 1774.42,1438.48 \n",
       "  1774.76,1438.49 1775.1,1438.51 1775.44,1438.53 1775.78,1438.55 1776.12,1438.57 1776.46,1438.58 1776.8,1438.6 1777.14,1438.62 1777.48,1438.64 1777.82,1438.66 \n",
       "  1778.16,1438.67 1778.5,1438.69 1778.84,1438.71 1779.18,1438.73 1779.52,1438.75 1779.85,1438.76 1780.19,1438.78 1780.53,1438.8 1780.87,1438.82 1781.21,1438.84 \n",
       "  1781.55,1438.85 1781.89,1438.87 1782.23,1438.89 1782.57,1438.91 1782.91,1438.92 1783.25,1438.94 1783.59,1438.96 1783.93,1438.98 1784.27,1439 1784.61,1439.01 \n",
       "  1784.95,1439.03 1785.29,1439.05 1785.63,1439.07 1785.97,1439.09 1786.31,1439.1 1786.65,1439.12 1786.99,1439.14 1787.33,1439.16 1787.67,1439.17 1788.01,1439.19 \n",
       "  1788.35,1439.21 1788.69,1439.23 1789.03,1439.25 1789.37,1439.26 1789.71,1439.28 1790.04,1439.3 1790.38,1439.32 1790.72,1439.34 1791.06,1439.35 1791.4,1439.37 \n",
       "  1791.74,1439.39 1792.08,1439.41 1792.42,1439.43 1792.76,1439.44 1793.1,1439.46 1793.44,1439.48 1793.78,1439.5 1794.12,1439.51 1794.46,1439.53 1794.8,1439.55 \n",
       "  1795.14,1439.57 1795.48,1439.59 1795.82,1439.6 1796.16,1439.62 1796.5,1439.64 1796.84,1439.66 1797.18,1439.68 1797.52,1439.69 1797.86,1439.71 1798.2,1439.73 \n",
       "  1798.54,1439.75 1798.88,1439.76 1799.22,1439.78 1799.56,1439.8 1799.89,1439.82 1800.23,1439.84 1800.57,1439.85 1800.91,1439.87 1801.25,1439.89 1801.59,1439.91 \n",
       "  1801.93,1439.92 1802.27,1439.94 1802.61,1439.96 1802.95,1439.98 1803.29,1440 1803.63,1440.01 1803.97,1440.03 1804.31,1440.05 1804.65,1440.07 1804.99,1440.08 \n",
       "  1805.33,1440.1 1805.67,1440.12 1806.01,1440.14 1806.35,1440.16 1806.69,1440.17 1807.03,1440.19 1807.37,1440.21 1807.71,1440.23 1808.05,1440.25 1808.39,1440.26 \n",
       "  1808.73,1440.28 1809.07,1440.3 1809.41,1440.32 1809.74,1440.33 1810.08,1440.35 1810.42,1440.37 1810.76,1440.39 1811.1,1440.41 1811.44,1440.42 1811.78,1440.44 \n",
       "  1812.12,1440.46 1812.46,1440.48 1812.8,1440.49 1813.14,1440.51 1813.48,1440.53 1813.82,1440.55 1814.16,1440.57 1814.5,1440.58 1814.84,1440.6 1815.18,1440.62 \n",
       "  1815.52,1440.64 1815.86,1440.65 1816.2,1440.67 1816.54,1440.69 1816.88,1440.71 1817.22,1440.73 1817.56,1440.74 1817.9,1440.76 1818.24,1440.78 1818.58,1440.8 \n",
       "  1818.92,1440.81 1819.26,1440.83 1819.59,1440.85 1819.93,1440.87 1820.27,1440.88 1820.61,1440.9 1820.95,1440.92 1821.29,1440.94 1821.63,1440.96 1821.97,1440.97 \n",
       "  1822.31,1440.99 1822.65,1441.01 1822.99,1441.03 1823.33,1441.04 1823.67,1441.06 1824.01,1441.08 1824.35,1441.1 1824.69,1441.12 1825.03,1441.13 1825.37,1441.15 \n",
       "  1825.71,1441.17 1826.05,1441.19 1826.39,1441.2 1826.73,1441.22 1827.07,1441.24 1827.41,1441.26 1827.75,1441.27 1828.09,1441.29 1828.43,1441.31 1828.77,1441.33 \n",
       "  1829.11,1441.35 1829.45,1441.36 1829.78,1441.38 1830.12,1441.4 1830.46,1441.42 1830.8,1441.43 1831.14,1441.45 1831.48,1441.47 1831.82,1441.49 1832.16,1441.5 \n",
       "  1832.5,1441.52 1832.84,1441.54 1833.18,1441.56 1833.52,1441.58 1833.86,1441.59 1834.2,1441.61 1834.54,1441.63 1834.88,1441.65 1835.22,1441.66 1835.56,1441.68 \n",
       "  1835.9,1441.7 1836.24,1441.72 1836.58,1441.73 1836.92,1441.75 1837.26,1441.77 1837.6,1441.79 1837.94,1441.81 1838.28,1441.82 1838.62,1441.84 1838.96,1441.86 \n",
       "  1839.3,1441.88 1839.63,1441.89 1839.97,1441.91 1840.31,1441.93 1840.65,1441.95 1840.99,1441.96 1841.33,1441.98 1841.67,1442 1842.01,1442.02 1842.35,1442.03 \n",
       "  1842.69,1442.05 1843.03,1442.07 1843.37,1442.09 1843.71,1442.11 1844.05,1442.12 1844.39,1442.14 1844.73,1442.16 1845.07,1442.18 1845.41,1442.19 1845.75,1442.21 \n",
       "  1846.09,1442.23 1846.43,1442.25 1846.77,1442.26 1847.11,1442.28 1847.45,1442.3 1847.79,1442.32 1848.13,1442.33 1848.47,1442.35 1848.81,1442.37 1849.15,1442.39 \n",
       "  1849.48,1442.4 1849.82,1442.42 1850.16,1442.44 1850.5,1442.46 1850.84,1442.48 1851.18,1442.49 1851.52,1442.51 1851.86,1442.53 1852.2,1442.55 1852.54,1442.56 \n",
       "  1852.88,1442.58 1853.22,1442.6 1853.56,1442.62 1853.9,1442.63 1854.24,1442.65 1854.58,1442.67 1854.92,1442.69 1855.26,1442.7 1855.6,1442.72 1855.94,1442.74 \n",
       "  1856.28,1442.76 1856.62,1442.77 1856.96,1442.79 1857.3,1442.81 1857.64,1442.83 1857.98,1442.84 1858.32,1442.86 1858.66,1442.88 1859,1442.9 1859.33,1442.91 \n",
       "  1859.67,1442.93 1860.01,1442.95 1860.35,1442.97 1860.69,1442.98 1861.03,1443 1861.37,1443.02 1861.71,1443.04 1862.05,1443.06 1862.39,1443.07 1862.73,1443.09 \n",
       "  1863.07,1443.11 1863.41,1443.13 1863.75,1443.14 1864.09,1443.16 1864.43,1443.18 1864.77,1443.2 1865.11,1443.21 1865.45,1443.23 1865.79,1443.25 1866.13,1443.27 \n",
       "  1866.47,1443.28 1866.81,1443.3 1867.15,1443.32 1867.49,1443.34 1867.83,1443.35 1868.17,1443.37 1868.51,1443.39 1868.85,1443.41 1869.19,1443.42 1869.52,1443.44 \n",
       "  1869.86,1443.46 1870.2,1443.48 1870.54,1443.49 1870.88,1443.51 1871.22,1443.53 1871.56,1443.55 1871.9,1443.56 1872.24,1443.58 1872.58,1443.6 1872.92,1443.62 \n",
       "  1873.26,1443.63 1873.6,1443.65 1873.94,1443.67 1874.28,1443.69 1874.62,1443.7 1874.96,1443.72 1875.3,1443.74 1875.64,1443.76 1875.98,1443.77 1876.32,1443.79 \n",
       "  1876.66,1443.81 1877,1443.83 1877.34,1443.84 1877.68,1443.86 1878.02,1443.88 1878.36,1443.9 1878.7,1443.91 1879.04,1443.93 1879.37,1443.95 1879.71,1443.97 \n",
       "  1880.05,1443.98 1880.39,1444 1880.73,1444.02 1881.07,1444.04 1881.41,1444.05 1881.75,1444.07 1882.09,1444.09 1882.43,1444.1 1882.77,1444.12 1883.11,1444.14 \n",
       "  1883.45,1444.16 1883.79,1444.17 1884.13,1444.19 1884.47,1444.21 1884.81,1444.23 1885.15,1444.24 1885.49,1444.26 1885.83,1444.28 1886.17,1444.3 1886.51,1444.31 \n",
       "  1886.85,1444.33 1887.19,1444.35 1887.53,1444.37 1887.87,1444.38 1888.21,1444.4 1888.55,1444.42 1888.89,1444.44 1889.22,1444.45 1889.56,1444.47 1889.9,1444.49 \n",
       "  1890.24,1444.51 1890.58,1444.52 1890.92,1444.54 1891.26,1444.56 1891.6,1444.58 1891.94,1444.59 1892.28,1444.61 1892.62,1444.63 1892.96,1444.64 1893.3,1444.66 \n",
       "  1893.64,1444.68 1893.98,1444.7 1894.32,1444.71 1894.66,1444.73 1895,1444.75 1895.34,1444.77 1895.68,1444.78 1896.02,1444.8 1896.36,1444.82 1896.7,1444.84 \n",
       "  1897.04,1444.85 1897.38,1444.87 1897.72,1444.89 1898.06,1444.91 1898.4,1444.92 1898.74,1444.94 1899.07,1444.96 1899.41,1444.97 1899.75,1444.99 1900.09,1445.01 \n",
       "  1900.43,1445.03 1900.77,1445.04 1901.11,1445.06 1901.45,1445.08 1901.79,1445.1 1902.13,1445.11 1902.47,1445.13 1902.81,1445.15 1903.15,1445.17 1903.49,1445.18 \n",
       "  1903.83,1445.2 1904.17,1445.22 1904.51,1445.23 1904.85,1445.25 1905.19,1445.27 1905.53,1445.29 1905.87,1445.3 1906.21,1445.32 1906.55,1445.34 1906.89,1445.36 \n",
       "  1907.23,1445.37 1907.57,1445.39 1907.91,1445.41 1908.25,1445.43 1908.59,1445.44 1908.93,1445.46 1909.26,1445.48 1909.6,1445.49 1909.94,1445.51 1910.28,1445.53 \n",
       "  1910.62,1445.55 1910.96,1445.56 1911.3,1445.58 1911.64,1445.6 1911.98,1445.62 1912.32,1445.63 1912.66,1445.65 1913,1445.67 1913.34,1445.68 1913.68,1445.7 \n",
       "  1914.02,1445.72 1914.36,1445.74 1914.7,1445.75 1915.04,1445.77 1915.38,1445.79 1915.72,1445.81 1916.06,1445.82 1916.4,1445.84 1916.74,1445.86 1917.08,1445.87 \n",
       "  1917.42,1445.89 1917.76,1445.91 1918.1,1445.93 1918.44,1445.94 1918.78,1445.96 1919.11,1445.98 1919.45,1446 1919.79,1446.01 1920.13,1446.03 1920.47,1446.05 \n",
       "  1920.81,1446.06 1921.15,1446.08 1921.49,1446.1 1921.83,1446.12 1922.17,1446.13 1922.51,1446.15 1922.85,1446.17 1923.19,1446.19 1923.53,1446.2 1923.87,1446.22 \n",
       "  1924.21,1446.24 1924.55,1446.25 1924.89,1446.27 1925.23,1446.29 1925.57,1446.31 1925.91,1446.32 1926.25,1446.34 1926.59,1446.36 1926.93,1446.37 1927.27,1446.39 \n",
       "  1927.61,1446.41 1927.95,1446.43 1928.29,1446.44 1928.63,1446.46 1928.96,1446.48 1929.3,1446.49 1929.64,1446.51 1929.98,1446.53 1930.32,1446.55 1930.66,1446.56 \n",
       "  1931,1446.58 1931.34,1446.6 1931.68,1446.62 1932.02,1446.63 1932.36,1446.65 1932.7,1446.67 1933.04,1446.68 1933.38,1446.7 1933.72,1446.72 1934.06,1446.74 \n",
       "  1934.4,1446.75 1934.74,1446.77 1935.08,1446.79 1935.42,1446.8 1935.76,1446.82 1936.1,1446.84 1936.44,1446.86 1936.78,1446.87 1937.12,1446.89 1937.46,1446.91 \n",
       "  1937.8,1446.92 1938.14,1446.94 1938.48,1446.96 1938.81,1446.98 1939.15,1446.99 1939.49,1447.01 1939.83,1447.03 1940.17,1447.04 1940.51,1447.06 1940.85,1447.08 \n",
       "  1941.19,1447.1 1941.53,1447.11 1941.87,1447.13 1942.21,1447.15 1942.55,1447.16 1942.89,1447.18 1943.23,1447.2 1943.57,1447.22 1943.91,1447.23 1944.25,1447.25 \n",
       "  1944.59,1447.27 1944.93,1447.28 1945.27,1447.3 1945.61,1447.32 1945.95,1447.33 1946.29,1447.35 1946.63,1447.37 1946.97,1447.39 1947.31,1447.4 1947.65,1447.42 \n",
       "  1947.99,1447.44 1948.33,1447.45 1948.67,1447.47 1949,1447.49 1949.34,1447.51 1949.68,1447.52 1950.02,1447.54 1950.36,1447.56 1950.7,1447.57 1951.04,1447.59 \n",
       "  1951.38,1447.61 1951.72,1447.63 1952.06,1447.64 1952.4,1447.66 1952.74,1447.68 1953.08,1447.69 1953.42,1447.71 1953.76,1447.73 1954.1,1447.74 1954.44,1447.76 \n",
       "  1954.78,1447.78 1955.12,1447.8 1955.46,1447.81 1955.8,1447.83 1956.14,1447.85 1956.48,1447.86 1956.82,1447.88 1957.16,1447.9 1957.5,1447.91 1957.84,1447.93 \n",
       "  1958.18,1447.95 1958.52,1447.97 1958.85,1447.98 1959.19,1448 1959.53,1448.02 1959.87,1448.03 1960.21,1448.05 1960.55,1448.07 1960.89,1448.09 1961.23,1448.1 \n",
       "  1961.57,1448.12 1961.91,1448.14 1962.25,1448.15 1962.59,1448.17 1962.93,1448.19 1963.27,1448.2 1963.61,1448.22 1963.95,1448.24 1964.29,1448.26 1964.63,1448.27 \n",
       "  1964.97,1448.29 1965.31,1448.31 1965.65,1448.32 1965.99,1448.34 1966.33,1448.36 1966.67,1448.37 1967.01,1448.39 1967.35,1448.41 1967.69,1448.42 1968.03,1448.44 \n",
       "  1968.37,1448.46 1968.7,1448.48 1969.04,1448.49 1969.38,1448.51 1969.72,1448.53 1970.06,1448.54 1970.4,1448.56 1970.74,1448.58 1971.08,1448.59 1971.42,1448.61 \n",
       "  1971.76,1448.63 1972.1,1448.65 1972.44,1448.66 1972.78,1448.68 1973.12,1448.7 1973.46,1448.71 1973.8,1448.73 1974.14,1448.75 1974.48,1448.76 1974.82,1448.78 \n",
       "  1975.16,1448.8 1975.5,1448.81 1975.84,1448.83 1976.18,1448.85 1976.52,1448.87 1976.86,1448.88 1977.2,1448.9 1977.54,1448.92 1977.88,1448.93 1978.22,1448.95 \n",
       "  1978.55,1448.97 1978.89,1448.98 1979.23,1449 1979.57,1449.02 1979.91,1449.03 1980.25,1449.05 1980.59,1449.07 1980.93,1449.09 1981.27,1449.1 1981.61,1449.12 \n",
       "  1981.95,1449.14 1982.29,1449.15 1982.63,1449.17 1982.97,1449.19 1983.31,1449.2 1983.65,1449.22 1983.99,1449.24 1984.33,1449.25 1984.67,1449.27 1985.01,1449.29 \n",
       "  1985.35,1449.3 1985.69,1449.32 1986.03,1449.34 1986.37,1449.36 1986.71,1449.37 1987.05,1449.39 1987.39,1449.41 1987.73,1449.42 1988.07,1449.44 1988.41,1449.46 \n",
       "  1988.74,1449.47 1989.08,1449.49 1989.42,1449.51 1989.76,1449.52 1990.1,1449.54 1990.44,1449.56 1990.78,1449.57 1991.12,1449.59 1991.46,1449.61 1991.8,1449.62 \n",
       "  1992.14,1449.64 1992.48,1449.66 1992.82,1449.68 1993.16,1449.69 1993.5,1449.71 1993.84,1449.73 1994.18,1449.74 1994.52,1449.76 1994.86,1449.78 1995.2,1449.79 \n",
       "  1995.54,1449.81 1995.88,1449.83 1996.22,1449.84 1996.56,1449.86 1996.9,1449.88 1997.24,1449.89 1997.58,1449.91 1997.92,1449.93 1998.26,1449.94 1998.59,1449.96 \n",
       "  1998.93,1449.98 1999.27,1449.99 1999.61,1450.01 1999.95,1450.03 2000.29,1450.04 2000.63,1450.06 2000.97,1450.08 2001.31,1450.09 2001.65,1450.11 2001.99,1450.13 \n",
       "  2002.33,1450.15 2002.67,1450.16 2003.01,1450.18 2003.35,1450.2 2003.69,1450.21 2004.03,1450.23 2004.37,1450.25 2004.71,1450.26 2005.05,1450.28 2005.39,1450.3 \n",
       "  2005.73,1450.31 2006.07,1450.33 2006.41,1450.35 2006.75,1450.36 2007.09,1450.38 2007.43,1450.4 2007.77,1450.41 2008.11,1450.43 2008.44,1450.45 2008.78,1450.46 \n",
       "  2009.12,1450.48 2009.46,1450.5 2009.8,1450.51 2010.14,1450.53 2010.48,1450.55 2010.82,1450.56 2011.16,1450.58 2011.5,1450.6 2011.84,1450.61 2012.18,1450.63 \n",
       "  2012.52,1450.65 2012.86,1450.66 2013.2,1450.68 2013.54,1450.7 2013.88,1450.71 2014.22,1450.73 2014.56,1450.75 2014.9,1450.76 2015.24,1450.78 2015.58,1450.8 \n",
       "  2015.92,1450.81 2016.26,1450.83 2016.6,1450.85 2016.94,1450.86 2017.28,1450.88 2017.62,1450.9 2017.96,1450.91 2018.29,1450.93 2018.63,1450.95 2018.97,1450.96 \n",
       "  2019.31,1450.98 2019.65,1451 2019.99,1451.01 2020.33,1451.03 2020.67,1451.05 2021.01,1451.06 2021.35,1451.08 2021.69,1451.1 2022.03,1451.11 2022.37,1451.13 \n",
       "  2022.71,1451.15 2023.05,1451.16 2023.39,1451.18 2023.73,1451.2 2024.07,1451.21 2024.41,1451.23 2024.75,1451.25 2025.09,1451.26 2025.43,1451.28 2025.77,1451.3 \n",
       "  2026.11,1451.31 2026.45,1451.33 2026.79,1451.35 2027.13,1451.36 2027.47,1451.38 2027.81,1451.4 2028.15,1451.41 2028.48,1451.43 2028.82,1451.45 2029.16,1451.46 \n",
       "  2029.5,1451.48 2029.84,1451.5 2030.18,1451.51 2030.52,1451.53 2030.86,1451.55 2031.2,1451.56 2031.54,1451.58 2031.88,1451.6 2032.22,1451.61 2032.56,1451.63 \n",
       "  2032.9,1451.65 2033.24,1451.66 2033.58,1451.68 2033.92,1451.7 2034.26,1451.71 2034.6,1451.73 2034.94,1451.74 2035.28,1451.76 2035.62,1451.78 2035.96,1451.79 \n",
       "  2036.3,1451.81 2036.64,1451.83 2036.98,1451.84 2037.32,1451.86 2037.66,1451.88 2038,1451.89 2038.33,1451.91 2038.67,1451.93 2039.01,1451.94 2039.35,1451.96 \n",
       "  2039.69,1451.98 2040.03,1451.99 2040.37,1452.01 2040.71,1452.03 2041.05,1452.04 2041.39,1452.06 2041.73,1452.08 2042.07,1452.09 2042.41,1452.11 2042.75,1452.13 \n",
       "  2043.09,1452.14 2043.43,1452.16 2043.77,1452.17 2044.11,1452.19 2044.45,1452.21 2044.79,1452.22 2045.13,1452.24 2045.47,1452.26 2045.81,1452.27 2046.15,1452.29 \n",
       "  2046.49,1452.31 2046.83,1452.32 2047.17,1452.34 2047.51,1452.36 2047.85,1452.37 2048.18,1452.39 2048.52,1452.41 2048.86,1452.42 2049.2,1452.44 2049.54,1452.46 \n",
       "  2049.88,1452.47 2050.22,1452.49 2050.56,1452.5 2050.9,1452.52 2051.24,1452.54 2051.58,1452.55 2051.92,1452.57 2052.26,1452.59 2052.6,1452.6 2052.94,1452.62 \n",
       "  2053.28,1452.64 2053.62,1452.65 2053.96,1452.67 2054.3,1452.69 2054.64,1452.7 2054.98,1452.72 2055.32,1452.73 2055.66,1452.75 2056,1452.77 2056.34,1452.78 \n",
       "  2056.68,1452.8 2057.02,1452.82 2057.36,1452.83 2057.7,1452.85 2058.03,1452.87 2058.37,1452.88 2058.71,1452.9 2059.05,1452.92 2059.39,1452.93 2059.73,1452.95 \n",
       "  2060.07,1452.96 2060.41,1452.98 2060.75,1453 2061.09,1453.01 2061.43,1453.03 2061.77,1453.05 2062.11,1453.06 2062.45,1453.08 2062.79,1453.1 2063.13,1453.11 \n",
       "  2063.47,1453.13 2063.81,1453.15 2064.15,1453.16 2064.49,1453.18 2064.83,1453.19 2065.17,1453.21 2065.51,1453.23 2065.85,1453.24 2066.19,1453.26 2066.53,1453.28 \n",
       "  2066.87,1453.29 2067.21,1453.31 2067.55,1453.33 2067.89,1453.34 2068.22,1453.36 2068.56,1453.37 2068.9,1453.39 2069.24,1453.41 2069.58,1453.42 2069.92,1453.44 \n",
       "  2070.26,1453.46 2070.6,1453.47 2070.94,1453.49 2071.28,1453.5 2071.62,1453.52 2071.96,1453.54 2072.3,1453.55 2072.64,1453.57 2072.98,1453.59 2073.32,1453.6 \n",
       "  2073.66,1453.62 2074,1453.64 2074.34,1453.65 2074.68,1453.67 2075.02,1453.68 2075.36,1453.7 2075.7,1453.72 2076.04,1453.73 2076.38,1453.75 2076.72,1453.77 \n",
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       "  2178.95,1458.58 2179.29,1458.59 2179.63,1458.61 2179.97,1458.62 2180.31,1458.64 2180.65,1458.65 2180.99,1458.67 2181.33,1458.69 2181.67,1458.7 2182.01,1458.72 \n",
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       "  2219.71,1460.44 2220.05,1460.46 2220.39,1460.47 2220.73,1460.49 2221.07,1460.5 2221.41,1460.52 2221.75,1460.53 2222.09,1460.55 2222.43,1460.56 2222.77,1460.58 \n",
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     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "plot(1:length(costs), costs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
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     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = -1.5:0.002:1.5\n",
    "Z = bad_predit.(x, x')\n",
    "contour(x, x, Z, fill=true, fillcolor=:Blues)\n",
    "scatter!(x1, y1, label=\"negative\")\n",
    "scatter!(x2, y2, label=\"positive\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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