Notebooks/TMThreshModel.ipynb

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     "text": [
      "\u001b[32m\u001b[1m  Activating\u001b[22m\u001b[39m project at `~/Projects/HTM/Notebooks`\n"
     ]
    }
   ],
   "source": [
    "] activate ."
   ]
  },
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   "id": "84510928-c3c6-4828-916e-e3f0d5e52946",
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   "source": [
    "using BenchmarkTools\n",
    "using CSV\n",
    "using Plots\n",
    "using Random\n",
    "using SparseArrays\n",
    "using StatsBase\n",
    "using Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "09104e40-c2d6-4041-9888-d064354c8493",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "vectorize_encoding (generic function with 1 method)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "struct TMThreshold{T}\n",
    "    segments::Array{SparseMatrixCSC{T, Int64}, 1}\n",
    "    θ::Array{T, 2}\n",
    "    cells_per_col::Int\n",
    "    small_decr::T\n",
    "    small_incr::T\n",
    "    very_small_incr::T\n",
    "end\n",
    "\n",
    "function TMThreshold(\n",
    "    num_cells, \n",
    "    cells_per_col, \n",
    "    segments_per_cell, \n",
    "    synapses_per_segment; \n",
    "    initial_threshold=4., \n",
    "    small_decr=0.1, \n",
    "    small_incr=0.1, \n",
    "    very_small_incr=0.01\n",
    ")\n",
    "    p = synapses_per_segment / num_cells\n",
    "    segments = [sprand(num_cells, num_cells, p) for i in 1:segments_per_cell]\n",
    "    θ = initial_threshold .* ones(num_cells, segments_per_cell)\n",
    "    return TMThreshold(segments, θ, cells_per_col, small_decr, small_incr, very_small_incr)\n",
    "end\n",
    "\n",
    "project(tmt::TMThreshold, x::SparseVector) = map(A -> A * x, tmt.segments)\n",
    "\n",
    "function update!(\n",
    "    tmt::TMThreshold{T},\n",
    "    segment_activations::Array{AbstractArray{T}, 1},\n",
    "    target_enc_idxs::Array{Int, 1}\n",
    ") where T\n",
    "    m = length(segment_activations)\n",
    "    \n",
    "    target = vectorize_encoding(target_enc_idxs, Int(m / tmt.cells_per_col), tmt.cells_per_col)\n",
    "    false_neg_counts = Dict{Int, Int}()\n",
    "    \n",
    "    # Iterate over columns of masked_activation\n",
    "    for (j, seg) in enumerate(segment_activations)\n",
    "            \n",
    "        act = SparseVector(seg .> tmt.θ[:, j])\n",
    "        \n",
    "        # True positives: Make more likely to activate\n",
    "        for i in findnz(act .& target)[1]\n",
    "            tmt.θ[i, j] -= tmt.small_decr\n",
    "        end\n",
    "        \n",
    "        # Misclassifications\n",
    "        error = act - target\n",
    "        # Find non-zero entries\n",
    "        for (i, v) in findnz(error)\n",
    "            if v == -1\n",
    "                # False negatives: count and apply update later\n",
    "                fn_count = get!(false_neg_counts, i, 0)\n",
    "                false_neg_counts[i] = fn_count + 1\n",
    "            elseif v == 1\n",
    "                # False positive: Make less likely to activate\n",
    "                tmt.θ[i, j] += tmt.small_incr\n",
    "            end\n",
    "        end\n",
    "    end\n",
    "    \n",
    "    # Check if no cells in an active column entered a predictive state\n",
    "    for i in target_enc_idxs\n",
    "        expand_idxs = expand_enc_idx(i, tmt.cells_per_col)\n",
    "        tot_false_neg = sum(map(idx -> false_neg_counts[idx], expand_idxs))\n",
    "        # Check if all segments on cells corresponding to an active input \n",
    "        # were a false negative.\n",
    "        if tot_false_neg == (tmt.cells_per_col * segments_per_cell)\n",
    "            # Find the segment corresponding to the unpredicted column\n",
    "            # That was the closest to activating \n",
    "            cidx = argmax(segment_activation[expand_idxs, :])\n",
    "            # Compute index relative to entire array\n",
    "            ci, j = Tuple(cidx)\n",
    "            i = expand_idxs[ci]\n",
    "            # Decrease threshold for the segment that was the closest to firing.\n",
    "            tmt.θ[i, j] -= tmt.small_decr\n",
    "        end\n",
    "    end\n",
    "        \n",
    "    # Increase all thresholds by a very small amount\n",
    "    tmt.θ .+= tmt.very_small_incr\n",
    "end\n",
    "    \n",
    "function expand_enc_idx(enc_idx::Int, cells_per_col)\n",
    "    idxs = (1 + (enc_idx - 1) * cells_per_col):(enc_idx * cells_per_col)\n",
    "    return idxs\n",
    "end\n",
    "\n",
    "function vectorize_encoding(enc_idxs, num_cols, cells_per_col)\n",
    "        active_cell_ranges = map(i -> expand_enc_idx(i, cells_per_col), enc_idxs)\n",
    "        active_cell_idxs = reduce((x, y) -> append!(collect.((x, y))...), active_cell_ranges)\n",
    "end\n",
    "    "
   ]
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  {
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   "execution_count": 9,
   "id": "0c3f19bf-ac15-4cc5-9c8b-f8459d47ac81",
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     "text": [
      "Sparse threshold and AND operation\n",
      "  477.102 μs (21 allocations: 1.58 MiB)\n",
      "Convert to Dense threshold, convert to sparse for AND\n",
      "  122.822 μs (15 allocations: 573.06 KiB)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "32768-element SparseVector{Real, Int64} with 0 stored entries"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Parameters\n",
    "\n",
    "# Cells and cols\n",
    "num_cols = 1024\n",
    "col_size = 32\n",
    "num_cells = num_cols * col_size\n",
    "\n",
    "# Segments and synapses\n",
    "segments_per_cell = 64\n",
    "synapses_per_segment = 50\n",
    "segment_sparsity = synapses_per_segment / num_cells;\n",
    "\n",
    "tmt = TMThreshold(\n",
    "    num_cells, \n",
    "    col_size, \n",
    "    segments_per_cell, \n",
    "    synapses_per_segment\n",
    ");\n",
    "\n",
    "enc_size = 32\n",
    "x = sprand(num_cells, enc_size * col_size / num_cells)\n",
    "\n",
    "activations = project(tmt, x)\n",
    "a = activations[1]\n",
    "\n",
    "function sparse_and_op(tmt::TMThreshold, a, x)\n",
    "    on = a .> tmt.θ[:, 1]\n",
    "    true_pos = on .&& x\n",
    "    return true_pos\n",
    "end\n",
    "\n",
    "function and_op(tmt::TMThreshold, a::SparseVector, x)\n",
    "    on = Array(a) .> tmt.θ[:, 1]\n",
    "    true_pos = SparseVector(on) .&& x\n",
    "    return on, true_pos\n",
    "end\n",
    "\n",
    "println(\"Sparse threshold and AND operation\")\n",
    "@btime sparse_and_op(tmt, a, x)\n",
    "println(\"Convert to Dense threshold, convert to sparse for AND\")\n",
    "@btime and_op(tmt, a, x)\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00b1316a-51e8-43d5-8519-594dfbca04cb",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Tests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c2b58916-4d82-4b28-80aa-2960df306ccf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "length(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a374c065-aed7-45f7-a782-821a544bd34f",
   "metadata": {},
   "outputs": [
    {
     "ename": "LoadError",
     "evalue": "MethodError: no method matching update!(::TMThreshold{Float64}, ::Vector{Vector{Float64}}, ::Vector{Int64})\n\u001b[0mClosest candidates are:\n\u001b[0m  update!(::TMThreshold{T}, \u001b[91m::Array{AbstractArray{T}, 1}\u001b[39m, ::Vector{Int64}) where T at In[3]:28",
     "output_type": "error",
     "traceback": [
      "MethodError: no method matching update!(::TMThreshold{Float64}, ::Vector{Vector{Float64}}, ::Vector{Int64})\n\u001b[0mClosest candidates are:\n\u001b[0m  update!(::TMThreshold{T}, \u001b[91m::Array{AbstractArray{T}, 1}\u001b[39m, ::Vector{Int64}) where T at In[3]:28",
      "",
      "Stacktrace:",
      " [1] top-level scope",
      "   @ In[4]:61",
      " [2] eval",
      "   @ ./boot.jl:373 [inlined]",
      " [3] include_string(mapexpr::typeof(REPL.softscope), mod::Module, code::String, filename::String)",
      "   @ Base ./loading.jl:1196"
     ]
    }
   ],
   "source": [
    "# Parameters\n",
    "\n",
    "# Cells and cols\n",
    "num_cols = 64\n",
    "cells_per_col = 8\n",
    "num_cells = num_cols * cells_per_col\n",
    "\n",
    "# Segments and synapses\n",
    "segments_per_cell = 8\n",
    "synapses_per_segment = 5\n",
    "segment_sparsity = synapses_per_segment / num_cells;\n",
    "\n",
    "# Initialize\n",
    "tmt = TMThreshold(\n",
    "    num_cells, \n",
    "    cells_per_col, \n",
    "    segments_per_cell, \n",
    "    synapses_per_segment\n",
    ")\n",
    "\n",
    "# Test array sizes\n",
    "@test all(first.(size.(tmt.segments)) .== num_cells)\n",
    "@test all(last.(size.(tmt.segments)) .== num_cells)\n",
    "@test all(size(tmt.θ) .== (num_cells, segments_per_cell))\n",
    "\n",
    "# Test sparsity\n",
    "synapse_counts = mean(map(x -> length(first(findnz(x))), tmt.segments))\n",
    "@test  abs(synapse_counts/num_cells^2  - segment_sparsity) < 0.001\n",
    "\n",
    "# Test SDR expander function\n",
    "@test expand_enc_idx(1, 2) == 1:2\n",
    "@test expand_enc_idx(3, 7) == 15:21\n",
    "\n",
    "test_sm_incr = 5.\n",
    "test_sm_decr = 10.\n",
    "test_very_sm_incr = 1.\n",
    "\n",
    "# Test the update\n",
    "tmt = TMThreshold(\n",
    "    num_cells, \n",
    "    cells_per_col, \n",
    "    segments_per_cell, \n",
    "    synapses_per_segment;\n",
    "    initial_threshold = 0.0,\n",
    "    small_incr = test_sm_incr,\n",
    "    small_decr = test_sm_decr,\n",
    "    very_small_incr = test_very_sm_incr\n",
    ")\n",
    "\n",
    "# Set all segments below the threshold\n",
    "segment_activation = [rand(num_cells) .- 2 for i in 1:segments_per_cell]\n",
    "# Set one segment above thresh (A true positive)\n",
    "segment_activation[1][1] = 1 \n",
    "# Make a maximum false negative\n",
    "segment_activation[1][cells_per_col + 1] = -1.\n",
    "# Make a false positive\n",
    "segment_activation[1][end] = 1\n",
    "\n",
    "target_enc_col_idxs = [1, 2]\n",
    "\n",
    "update!(tmt, segment_activation, target_enc_col_idxs)\n",
    "\n",
    "# Test one true positive update\n",
    "@test tmt.θ[1, 1] == -9\n",
    "@test sum(tmt.θ[expand_enc_idx(1, cells_per_col), :]) == cells_per_col * segments_per_cell - 10\n",
    "\n",
    "# Check that only one cell was increased in the false negative zone\n",
    "@test sum(tmt.θ[expand_enc_idx(2, cells_per_col), :]) == cells_per_col * segments_per_cell - 10\n",
    "@test tmt.θ[cells_per_col + 1, 1] == -9\n",
    "\n",
    "\n",
    "@test sum(tmt.θ[expand_enc_idx(num_cols, cells_per_col), :]) == cells_per_col * segments_per_cell + 5\n",
    "@test tmt.θ[end, 1] == 6"
   ]
  },
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       "  514.088,984.942 514.423,883.853 514.757,818.968 515.092,749.78 515.426,775.105 515.761,781.541 516.096,882.035 516.43,866.924 516.765,895.816 517.099,846.007 \n",
       "  517.434,825.614 517.768,828.482 518.103,834.359 518.437,814.875 518.772,795.847 519.106,792.349 519.441,807.215 519.776,821.801 520.11,900.573 520.445,933.838 \n",
       "  520.779,850.869 521.114,729.597 521.448,624.311 521.783,574.817 522.117,567.121 522.452,601.225 522.786,692.625 523.121,755.901 523.456,687.133 523.79,651.035 \n",
       "  524.125,577.65 524.459,690.666 524.794,818.618 525.128,938.91 525.463,1037.83 525.797,1130.31 526.132,1188.69 526.467,1266.07 526.801,1296.18 527.136,1346.03 \n",
       "  527.47,1365.76 527.805,1376.53 528.139,1372.86 528.474,1378.84 528.808,1372.3 529.143,1315.42 529.477,1234.34 529.812,1072.32 530.147,991.273 530.481,858.004 \n",
       "  530.816,811.972 531.15,743.624 531.485,767.654 531.819,797.351 532.154,856.29 532.488,847.651 532.823,880.251 533.157,835.758 533.492,822.711 533.827,825.404 \n",
       "  534.161,825.544 534.496,812.742 534.83,812.777 535.165,810.853 535.499,821.416 535.834,851.043 536.168,928.626 536.503,922.155 536.837,861.187 537.172,775.21 \n",
       "  537.507,680.732 537.841,594.58 538.176,550.157 538.51,538.823 538.845,585.135 539.179,741.175 539.514,638.898 539.848,596.119 540.183,621.513 540.518,632.007 \n",
       "  540.852,693.534 541.187,783.01 541.521,928.276 541.856,1058.61 542.19,1149.97 542.525,1229.27 542.859,1275.89 543.194,1315.07 543.528,1339.1 543.863,1356 \n",
       "  544.198,1362.22 544.532,1370.86 544.867,1364.36 545.201,1303.81 545.536,1228.53 545.87,1067.6 546.205,972.035 546.539,858.634 546.874,792.839 547.208,720.958 \n",
       "  547.543,763.981 547.878,793.993 548.212,865.175 548.547,865.525 548.881,886.442 549.216,836.282 549.55,828.797 549.885,847.476 550.219,862.167 550.554,821.626 \n",
       "  550.888,826.628 551.223,812.497 551.558,846.496 551.892,874.794 552.227,944.017 552.561,983.368 552.896,889.625 553.23,789.516 553.565,694.619 553.899,607.801 \n",
       "  554.234,543.476 554.568,555.158 554.903,620.114 555.238,701.649 555.572,584.016 555.907,569.885 556.241,562.469 556.576,597.063 556.91,649.531 557.245,694.689 \n",
       "  557.579,758.07 557.914,895.501 558.249,1000.96 558.583,1091.94 558.918,1164.07 559.252,1218.91 559.587,1271.42 559.921,1306.71 560.256,1313.11 560.59,1345.78 \n",
       "  560.925,1349.8 561.259,1297.83 561.594,1224.2 561.929,1086.87 562.263,1006.38 562.598,906.485 562.932,845.027 563.267,767.409 563.601,770.383 563.936,806.62 \n",
       "  564.27,881.965 564.605,878.782 564.939,912.501 565.274,849.609 565.609,841.424 565.943,860.453 566.278,860.453 566.612,847.686 566.947,816.834 567.281,816.484 \n",
       "  567.616,833.379 567.95,887.526 568.285,945.661 568.619,961.786 568.954,867.448 569.289,761.533 569.623,666.636 569.958,638.653 570.292,581.078 570.627,620.499 \n",
       "  570.961,700.355 571.296,739.147 571.63,667.86 571.965,660.025 572.299,623.717 572.634,586.394 572.969,548.617 573.303,519.445 573.638,554.494 573.972,589.368 \n",
       "  574.307,646.418 574.641,701.3 574.976,787.102 575.31,894.872 575.645,991.728 575.98,1038.25 576.314,1099.11 576.649,1233.05 576.983,1301.78 577.318,1330.64 \n",
       "  577.652,1339.73 577.987,1300.14 578.321,1272.4 578.656,1219.72 578.99,1210.83 579.325,1128.42 579.66,1073.89 579.994,990.958 580.329,984.872 580.663,918.937 \n",
       "  580.998,916.384 581.332,859.019 581.667,855.591 582.001,815.19 582.336,809.594 582.67,803.158 583.005,827.153 583.34,808.684 583.674,809.524 584.009,784.129 \n",
       "  584.343,824.914 584.678,848.875 585.012,795.532 585.347,719.558 585.681,673.002 586.016,671.218 586.35,661.879 586.685,685.804 587.02,764.611 587.354,777.553 \n",
       "  587.689,738.622 588.023,737.922 588.358,700.18 588.692,611.439 589.027,577.825 589.361,558.656 589.696,557.257 590.031,583.806 590.365,622.213 590.7,709.485 \n",
       "  591.034,778.463 591.369,878.012 591.703,952.762 592.038,1005.61 592.372,1067.98 592.707,1217.69 593.041,1305.17 593.376,1338.16 593.711,1339.49 594.045,1333.54 \n",
       "  594.38,1334.38 594.714,1300.03 595.049,1276.03 595.383,1228.99 595.718,1179.28 596.052,1083.65 596.387,986.376 596.721,893.508 597.056,938.071 597.391,867.728 \n",
       "  597.725,861.922 598.06,808.614 598.394,797.106 598.729,753.733 599.063,682.236 599.398,659.535 599.732,746.737 600.067,812.707 600.401,893.228 600.736,969.202 \n",
       "  601.071,960.597 601.405,757.021 601.74,707.281 602.074,765.101 602.409,816.415 602.743,842.404 603.078,891.899 603.412,914.95 603.747,861.712 604.081,865.909 \n",
       "  604.416,925.268 604.751,964.794 605.085,1009.92 605.42,974.029 605.754,1022.75 606.089,1143.33 606.423,1200.83 606.758,1278.38 607.092,1337.74 607.427,1363.06 \n",
       "  607.762,1388.53 608.096,1397.55 608.431,1386.29 608.765,1370.13 609.1,1359.63 609.434,1290.31 609.769,1228.46 610.103,1066.62 610.438,990.888 610.772,912.011 \n",
       "  611.107,843.768 611.442,801.199 611.776,811.797 612.111,865.769 612.445,923.694 612.78,899.664 613.114,941.114 613.449,913.411 613.783,881.02 614.118,894.417 \n",
       "  614.452,915.579 614.787,882.279 615.122,874.374 615.456,870.457 615.791,880.531 616.125,878.047 616.46,911.767 616.794,923.065 617.129,844.363 617.463,728.268 \n",
       "  617.798,691.016 618.132,516.927 618.467,605.388 618.802,675.87 619.136,635.714 619.471,707.456 619.805,650.93 620.14,642.99 620.474,684.965 620.809,790.985 \n",
       "  621.143,875.913 621.478,1017.61 621.812,1106.53 622.147,1160.26 622.482,1235 622.816,1295.24 623.151,1321.86 623.485,1360.33 623.82,1386.36 624.154,1393.11 \n",
       "  624.489,1387.55 624.823,1388.39 625.158,1373.77 625.493,1306.92 625.827,1213.32 626.162,1049.13 626.496,956.189 626.831,847.126 627.165,791.65 627.5,722.881 \n",
       "  627.834,758.105 628.169,807.53 628.503,845.377 628.838,843.978 629.173,888.855 629.507,821.696 629.842,814.211 630.176,822.676 630.511,843.558 630.845,796.756 \n",
       "  631.18,682.621 631.514,704.797 631.849,854.331 632.183,916.733 632.518,996.1 632.853,1028.21 633.187,922.785 633.522,804.277 633.856,640.507 634.191,538.089 \n",
       "  634.525,509.161 634.86,540.223 635.194,641.206 635.529,704.902 635.863,638.233 636.198,668.49 636.533,711.269 636.867,774.72 637.202,824.04 637.536,937.441 \n",
       "  637.871,1046.15 638.205,1143.78 638.54,1201.88 638.874,1256.13 639.209,1299.96 639.543,1330.95 639.878,1360.44 640.213,1376.39 640.547,1370.02 640.882,1373.52 \n",
       "  641.216,1372.47 641.551,1303.74 641.885,1224.27 642.22,1022.16 642.554,943.037 642.889,825.369 643.224,746.107 643.558,733.515 643.893,755.517 644.227,785.983 \n",
       "  644.562,830.476 644.896,839.605 645.231,881.405 645.565,824.46 645.9,810.293 646.234,841.984 646.569,854.576 646.904,845.517 647.238,831.525 647.573,832.994 \n",
       "  647.907,849.33 648.242,881.125 648.576,942.583 648.911,988.545 649.245,887.072 649.58,783.989 649.914,677.794 650.249,605.668 650.584,542.111 650.918,570.164 \n",
       "  651.253,626.55 651.587,688.917 651.922,609.795 652.256,590.732 652.591,610.53 652.925,636.519 653.26,691.016 653.594,755.062 653.929,867.309 654.264,1013.34 \n",
       "  654.598,1106.6 654.933,1183.76 655.267,1249.35 655.602,1306.15 655.936,1330.85 656.271,1347.01 656.605,1347.32 656.94,1359.77 657.275,1358.44 657.609,1283.17 \n",
       "  657.944,1209.96 658.278,1036.36 658.613,950.208 658.947,854.366 659.282,790.495 659.616,745.618 659.951,781.576 660.285,799.485 660.62,841.634 660.955,849.155 \n",
       "  661.289,879.516 661.624,817.919 661.958,803.228 662.293,813.826 662.627,843.523 662.962,797.876 663.296,790.565 663.631,775.699 663.965,855.451 664.3,902.707 \n",
       "  664.635,975.463 664.969,1040.21 665.304,958.778 665.638,830.231 665.973,718.544 666.307,636.064 666.642,594.964 666.976,582.197 667.311,653.798 667.645,718.999 \n",
       "  667.98,566.981 668.315,539.978 668.649,562.224 668.984,590.207 669.318,624.521 669.653,657.961 669.987,730.122 670.322,874.094 670.656,966.018 670.991,1054.13 \n",
       "  671.325,1146.33 671.66,1207.62 671.995,1247.77 672.329,1295.27 672.664,1301.78 672.998,1326.82 673.333,1333.99 673.667,1287.4 674.002,1213.21 674.336,1065.5 \n",
       "  674.671,979.345 675.006,903.302 675.34,853.282 675.675,768.354 676.009,782.905 676.344,841.704 676.678,881.16 677.013,887.386 677.347,897.88 677.682,853.387 \n",
       "  678.016,848.595 678.351,861.607 678.686,876.403 679.02,861.432 679.355,836.422 679.689,830.511 680.024,861.992 680.358,928.276 680.693,985.886 681.027,1015.06 \n",
       "  681.362,934.083 681.696,802.598 682.031,704.483 682.366,625.746 682.7,580.658 683.035,593.285 683.369,663.278 683.704,681.956 684.038,620.464 684.373,627.355 \n",
       "  684.707,625.011 685.042,548.582 685.376,554.774 685.711,555.193 686.046,546.484 686.38,598.077 686.715,666.915 687.049,749.745 687.384,811.483 687.718,901.763 \n",
       "  688.053,998.444 688.387,1024.89 688.722,1092.92 689.056,1230.11 689.391,1299.89 689.726,1336.55 690.06,1333.26 690.395,1292.2 690.729,1269.74 691.064,1226.16 \n",
       "  691.398,1212.34 691.733,1131.92 692.067,1079.07 692.402,995.785 692.737,998.968 693.071,929.186 693.406,898.719 693.74,820.857 694.075,838.521 694.409,841.179 \n",
       "  694.744,810.328 695.078,816.205 695.413,845.972 695.747,847.091 696.082,844.502 696.417,828.867 696.751,866.224 697.086,862.481 697.42,824.39 697.755,738.517 \n",
       "  698.089,732.116 698.424,704.448 698.758,637.673 699.093,670.483 699.427,753.453 699.762,744.428 700.097,705.462 700.431,675.695 700.766,671.987 701.1,596.608 \n",
       "  701.435,570.129 701.769,555.158 702.104,580.168 702.438,616.476 702.773,652.889 703.107,732.361 703.442,787.242 703.777,888.261 704.111,959.477 704.446,997.954 \n",
       "  704.78,1068.86 705.115,1196.46 705.449,1288.84 705.784,1332.14 706.118,1340.08 706.453,1325.56 706.788,1322.24 707.122,1276.1 707.457,1263.51 707.791,1209.44 \n",
       "  708.126,1164.73 708.46,1076.38 708.795,1046.68 709.129,971.965 709.464,940.519 709.798,885.358 710.133,873.08 710.468,843.348 710.802,849.434 711.137,832.575 \n",
       "  711.471,808.649 711.806,825.859 712.14,844.537 712.475,867.344 712.809,881.37 713.144,866.329 713.478,851.463 713.813,786.718 714.148,790.39 714.482,780.701 \n",
       "  714.817,801.409 715.151,820.962 715.486,882.384 715.82,875.948 716.155,853.107 716.489,841.214 716.824,883.364 717.158,930.27 717.493,970.671 717.828,1038.28 \n",
       "  718.162,1127.34 718.497,1215.87 718.831,1263.16 719.166,1314.62 719.5,1341.55 719.835,1367.61 720.169,1386.22 720.504,1394.58 720.838,1372.61 721.173,1370.97 \n",
       "  721.508,1355.61 721.842,1300.62 722.177,1219.19 722.511,1082.88 722.846,1001.38 723.18,911.976 723.515,849.854 723.849,807.53 724.184,808.334 724.519,858.249 \n",
       "  724.853,924.919 725.188,917.083 725.522,928.871 725.857,906.31 726.191,900.503 726.526,888.785 726.86,899.699 727.195,870.212 727.529,864.475 727.864,854.227 \n",
       "  728.199,877.068 728.533,869.792 728.868,909.108 729.202,915.964 729.537,852.128 729.871,772.481 730.206,658.73 730.54,657.716 730.875,656.982 731.209,695.178 \n",
       "  731.544,742.959 731.879,799.45 732.213,751.634 732.548,736.838 732.882,733.585 733.217,807.355 733.551,896.061 733.886,994.106 734.22,1088.27 734.555,1179.28 \n",
       "  734.889,1242.21 735.224,1290.48 735.559,1328.15 735.893,1355.82 736.228,1376.21 736.562,1385.48 736.897,1381.36 737.231,1386.32 737.566,1370.86 737.9,1302.3 \n",
       "  738.235,1220.52 738.569,1065.25 738.904,982.493 739.239,887.316 739.573,814.106 739.908,757.965 740.242,778.672 740.577,794.273 740.911,852.583 741.246,840.865 \n",
       "  741.58,850.379 741.915,834.918 742.25,807.11 742.584,760.903 742.919,788.956 743.253,785.388 743.588,778.638 743.922,794.868 744.257,829.881 744.591,857.48 \n",
       "  744.926,914.425 745.26,940.134 745.595,835.688 745.93,705.812 746.264,593.04 746.599,564.918 746.933,541.482 747.268,582.967 747.602,641.591 747.937,684.72 \n",
       "  748.271,599.302 748.606,614.063 748.94,642.186 749.275,645.404 749.61,761.988 749.944,853.737 750.279,991.798 750.613,1096 750.948,1179.81 751.282,1253.44 \n",
       "  751.617,1294.64 751.951,1328.01 752.286,1352.18 752.62,1366.84 752.955,1366.91 753.29,1375.09 753.624,1368.48 753.959,1302.62 754.293,1216.12 754.628,1047.1 \n",
       "  754.962,966.298 755.297,859.858 755.631,790.495 755.966,738.727 756.301,755.866 756.635,772.411 756.97,815.015 757.304,813.022 757.639,818.688 757.973,781.611 \n",
       "  758.308,774.37 758.642,773.356 758.977,784.514 759.311,765.101 759.646,755.656 759.981,773.111 760.315,801.514 760.65,839.221 760.984,917.853 761.319,930.83 \n",
       "  761.653,823.41 761.988,718.334 762.322,618.75 762.657,570.584 762.991,531.513 763.326,549.212 763.661,646.068 763.995,561.7 764.33,528.994 764.664,593.46 \n",
       "  764.999,608.151 765.333,609.655 765.668,686.853 766.002,792.594 766.337,915.789 766.671,1038.77 767.006,1155.88 767.341,1213.11 767.675,1272.12 768.01,1315 \n",
       "  768.344,1350.68 768.679,1370.79 769.013,1361.91 769.348,1371.74 769.682,1366 770.017,1303.95 770.351,1208.88 770.686,1041.71 771.021,950.698 771.355,849.574 \n",
       "  771.69,785.948 772.024,741.735 772.359,759.749 772.693,772.376 773.028,842.893 773.362,823.026 773.697,865.665 774.032,825.439 774.366,810.398 774.701,817.359 \n",
       "  775.035,840.9 775.37,819.388 775.704,808.369 776.039,810.643 776.373,838.836 776.708,888.855 777.042,942.373 777.377,983.228 777.712,892.073 778.046,798.296 \n",
       "  778.381,697.102 778.715,622.283 779.05,568.38 779.384,585.485 779.719,659.22 780.053,671.778 780.388,576.356 780.722,554.494 781.057,573.627 781.392,559.146 \n",
       "  781.726,593.25 782.061,649.391 782.395,741.49 782.73,843.523 783.064,954.476 783.399,1069.59 783.733,1147.59 784.068,1206.04 784.402,1254.59 784.737,1286.18 \n",
       "  785.072,1300.42 785.406,1333.89 785.741,1336.44 786.075,1281.49 786.41,1211.01 786.744,1078.61 787.079,1005.12 787.413,905.68 787.748,853.387 788.082,788.571 \n",
       "  788.417,801.654 788.752,839.256 789.086,884.413 789.421,885.742 789.755,891.374 790.09,847.755 790.424,843.033 790.759,853.842 791.093,877.138 791.428,877.837 \n",
       "  791.763,842.194 792.097,840.515 792.432,841.669 792.766,905.295 793.101,936.496 793.435,988.16 793.77,877.627 794.104,777.308 794.439,689.582 794.773,623.752 \n",
       "  795.108,578.105 795.443,605.003 795.777,677.409 796.112,673.806 796.446,617.63 796.781,630.782 797.115,602.765 797.45,559.181 797.784,525.916 798.119,541.937 \n",
       "  798.453,539.488 798.788,608.151 799.123,650.58 799.457,736.243 799.792,806.62 800.126,899.874 800.461,990.539 800.795,1042.45 801.13,1102.54 801.464,1230.56 \n",
       "  801.799,1294.36 802.133,1324.66 802.468,1315.46 802.803,1274.95 803.137,1272.96 803.472,1220.52 803.806,1203.98 804.141,1119.99 804.475,1067.35 804.81,974.134 \n",
       "  805.144,950.558 805.479,892.633 805.813,866.959 806.148,805.466 806.483,844.328 806.817,810.993 807.152,822.606 807.486,846.181 807.821,841.809 808.155,831.805 \n",
       "  808.49,840.375 808.824,827.223 809.159,867.588 809.494,820.647 809.828,794.378 810.163,763.282 810.497,744.149 810.832,683.251 811.166,651.455 811.501,685.419 \n",
       "  811.835,756.006 812.17,750.724 812.504,679.438 812.839,693.884 813.174,668.909 813.508,596.608 813.843,561.804 814.177,555.858 814.512,561.909 814.846,593.775 \n",
       "  815.181,670.588 815.515,734.949 815.85,790.565 816.184,872.59 816.519,953.111 816.854,1014.5 817.188,1066.3 817.523,1211.53 817.857,1288.17 818.192,1325.88 \n",
       "  818.526,1338.79 818.861,1323.61 819.195,1326.16 819.53,1282.47 819.864,1267.88 820.199,1211.67 820.534,1174.25 820.868,1087.01 821.203,1044.13 821.537,962.975 \n",
       "  821.872,936.916 822.206,882.699 822.541,864.93 822.875,851.463 823.21,823.76 823.545,842.019 823.879,805.396 824.214,820.717 824.548,823.48 824.883,850.344 \n",
       "  825.217,856.745 825.552,820.192 825.886,798.925 826.221,765.066 826.555,771.292 826.89,742.085 827.225,775.35 827.559,820.437 827.894,878.257 828.228,865.874 \n",
       "  828.563,820.997 828.897,867.588 829.232,887.316 829.566,914.915 829.901,960.002 830.235,1012.19 830.57,1098.34 830.905,1192.02 831.239,1221.89 831.574,1270.75 \n",
       "  831.908,1330.22 832.243,1364.53 832.577,1376.32 832.912,1384.36 833.246,1380.73 833.581,1376.53 833.915,1357.78 834.25,1302.83 834.585,1233.96 834.919,1133.01 \n",
       "  835.254,1089.46 835.588,1047.9 835.923,988.895 836.257,959.582 836.592,926.388 836.926,937.336 837.261,953.111 837.595,954.511 837.93,966.123 838.265,930.41 \n",
       "  838.599,921.596 838.934,908.234 839.268,946.885 839.603,907.254 839.937,915.369 840.272,888.156 840.606,913.69 840.941,937.161 841.276,976.127 841.61,983.333 \n",
       "  841.945,946.011 842.279,876.368 842.614,823.83 842.948,758.7 843.283,743.519 843.617,750.655 843.952,798.296 844.286,821.102 844.621,815.085 844.956,832.19 \n",
       "  845.29,844.922 845.625,876.823 845.959,914.67 846.294,993.862 846.628,1093.27 846.963,1181.98 847.297,1246.76 847.632,1293.8 847.966,1325.32 848.301,1363.38 \n",
       "  848.636,1380.94 848.97,1391.57 849.305,1387.16 849.639,1387.86 849.974,1379.15 850.308,1300.87 850.643,1226.64 850.977,1060.15 851.312,974.518 851.646,916.664 \n",
       "  851.981,861.082 852.316,811.587 852.65,829.252 852.985,849.12 853.319,895.187 853.654,881.09 853.988,908.723 854.323,863.426 854.657,852.303 854.992,870.352 \n",
       "  855.326,871.891 855.661,856.885 855.996,845.552 856.33,853.037 856.665,852.792 856.999,878.747 857.334,931.599 857.668,965.179 858.003,887.316 858.337,782.345 \n",
       "  858.672,678.948 859.007,632.671 859.341,591.187 859.676,600.701 860.01,663.278 860.345,650.755 860.679,631.902 861.014,625.081 861.348,655.093 861.683,700.11 \n",
       "  862.017,751.774 862.352,855.556 862.687,985.502 863.021,1104.67 863.356,1187.19 863.69,1249.17 864.025,1286.81 864.359,1331.13 864.694,1351.27 865.028,1369.29 \n",
       "  865.363,1362.47 865.697,1367.19 866.032,1368.31 866.367,1303.81 866.701,1217.66 867.036,1042.87 867.37,963.29 867.705,856.185 868.039,816.065 868.374,766.955 \n",
       "  868.708,791.3 869.043,798.715 869.377,868.393 869.712,867.518 870.047,892.143 870.381,846.916 870.716,831.875 871.05,857.689 871.385,869.023 871.719,839.151 \n",
       "  872.054,844.258 872.388,845.062 872.723,864.685 873.058,909.388 873.392,975.603 873.727,1010.79 874.061,913.655 874.396,797.106 874.73,718.754 875.065,655.617 \n",
       "  875.399,597.413 875.734,587.129 876.068,616.616 876.403,621.618 876.738,588.004 877.072,580.133 877.407,585.94 877.741,633.756 878.076,663.383 878.41,775.245 \n",
       "  878.745,917.748 879.079,1027.02 879.414,1130.59 879.748,1210 880.083,1251.34 880.418,1294.26 880.752,1326.79 881.087,1345.19 881.421,1345.15 881.756,1368.31 \n",
       "  882.09,1369.81 882.425,1298.7 882.759,1205.38 883.094,1045.8 883.428,974.518 883.763,868.358 884.098,803.892 884.432,755.761 884.767,788.362 885.101,836.073 \n",
       "  885.436,874.549 885.77,869.372 886.105,893.193 886.439,853.422 886.774,835.093 887.108,838.696 887.443,857.515 887.778,835.128 888.112,825.194 888.447,829.147 \n",
       "  888.781,860.593 889.116,920.406 889.45,974.343 889.785,999.598 890.119,909.073 890.454,824.949 890.789,725.96 891.123,644.879 891.458,594.649 891.792,578.454 \n",
       "  892.127,613.223 892.461,598.777 892.796,556.802 893.13,551.066 893.465,564.218 893.799,595.629 894.134,608.886 894.469,653.169 894.803,755.027 895.138,855.975 \n",
       "  895.472,966.123 895.807,1079.59 896.141,1136.15 896.476,1210.31 896.81,1257.85 897.145,1287.61 897.479,1296.85 897.814,1330.95 898.149,1343.23 898.483,1285.65 \n",
       "  898.818,1207.27 899.152,1070.71 899.487,999.703 899.821,902.147 900.156,852.373 900.49,778.672 900.825,809.489 901.159,825.509 901.494,883.119 901.829,866.049 \n",
       "  902.163,899.454 902.498,868.638 902.832,862.377 903.167,872.52 903.501,876.893 903.836,879.481 904.17,850.554 904.505,863.496 904.839,876.998 905.174,923.414 \n",
       "  905.509,1005.16 905.843,1010.13 906.178,919.392 906.512,820.017 906.847,744.498 907.181,669.329 907.516,618.295 907.85,628.859 908.185,675.205 908.52,645.823 \n",
       "  908.854,639.037 909.189,661.144 909.523,630.293 909.858,587.059 910.192,551.696 910.527,568.206 910.861,576.775 911.196,641.696 911.53,683.6 911.865,742.47 \n",
       "  912.2,797.176 912.534,863.356 912.869,935.342 913.203,1022.61 913.538,1090.26 913.872,1234.69 914.207,1306.08 914.541,1333.12 914.876,1322.87 915.21,1277.4 \n",
       "  915.545,1262.71 915.88,1205.34 916.214,1197.05 916.549,1132.59 916.883,1108.91 917.218,1031.74 917.552,1032.58 917.887,946.325 918.221,940.029 918.556,887.072 \n",
       "  918.89,882.664 919.225,856.5 919.56,831.385 919.894,839.85 920.229,850.169 920.563,841.04 920.898,829.322 921.232,828.727 921.567,842.299 921.901,858.949 \n",
       "  922.236,815.505 922.57,758.665 922.905,720.923 923.24,707.841 923.574,659.395 923.909,655.093 924.243,728.513 924.578,710.499 924.912,715.326 925.247,702.909 \n",
       "  925.581,694.374 925.916,638.933 926.251,586.429 926.585,585.52 926.92,598.497 927.254,638.548 927.589,685.524 927.923,682.201 928.258,753.873 928.592,840.655 \n",
       "  928.927,937.966 929.261,988.44 929.596,1051.47 929.931,1214.68 930.265,1291.18 930.6,1331.76 930.934,1334.87 931.269,1317.41 931.603,1306.15 931.938,1258.62 \n",
       "  932.272,1224.3 932.607,1184.6 932.941,1164.77 933.276,1087.39 933.611,1046.29 933.945,977.561 934.28,941.009 934.614,893.857 934.949,874.759 935.283,841.984 \n",
       "  935.618,852.198 935.952,858.949 936.287,810.713 936.621,833.939 936.956,855.416 937.291,853.527 937.625,882.279 937.96,884.168 938.294,853.702 938.629,813.301 \n",
       "  938.963,777.238 939.298,773.076 939.632,798.331 939.967,858.214 940.302,868.988 940.636,863.566 940.971,872.136 941.305,864.545 941.64,903.512 941.974,946.221 \n",
       "  942.309,1016.35 942.643,1077.99 942.978,1148.75 943.312,1218.22 943.647,1269.95 943.982,1310.94 944.316,1337.77 944.651,1371.11 944.985,1379.4 945.32,1385.48 \n",
       "  945.654,1382.06 945.989,1378.87 946.323,1372.61 946.658,1304.82 946.992,1234.66 947.327,1082.53 947.662,1011.88 947.996,908.094 948.331,855.311 948.665,815.19 \n",
       "  949,822.326 949.334,856.99 949.669,933.733 950.003,913.271 950.338,933.838 950.672,893.822 951.007,895.886 951.342,898.055 951.676,896.831 952.011,877.382 \n",
       "  952.345,877.592 952.68,857.445 953.014,880.67 953.349,871.856 953.683,930.41 954.018,939.295 954.352,866.329 954.687,808.369 955.022,720.468 955.356,672.057 \n",
       "  955.691,670.029 956.025,701.509 956.36,701.824 956.694,715.151 957.029,712.773 957.363,751.214 957.698,761.778 958.033,843.768 958.367,908.513 958.702,1008.31 \n",
       "  959.036,1096.17 959.371,1175.23 959.705,1239.27 960.04,1302.55 960.374,1331.09 960.709,1351.1 961.043,1372.54 961.378,1389.09 961.713,1383.35 962.047,1385.69 \n",
       "  962.382,1380.66 962.716,1314.93 963.051,1228.6 963.385,1073.26 963.72,994.561 964.054,873.395 964.389,812.182 964.723,763.457 965.058,787.557 965.393,820.962 \n",
       "  965.727,865.63 966.062,868.708 966.396,896.971 966.731,853.317 967.065,833.274 967.4,825.579 967.734,848.07 968.069,808.264 968.403,809.664 968.738,813.546 \n",
       "  969.073,851.743 969.407,883.784 969.742,947.83 970.076,988.405 970.411,892.318 970.745,804.802 971.08,712.423 971.414,658.451 971.749,627.564 972.083,662.683 \n",
       "  972.418,675.87 972.753,655.407 973.087,643.025 973.422,618.33 973.756,664.502 974.091,731.206 974.425,789.621 974.76,885.567 975.094,990.748 975.429,1100.09 \n",
       "  975.764,1189.29 976.098,1254.45 976.433,1296.29 976.767,1323.89 977.102,1352.5 977.436,1365.86 977.771,1361.38 978.105,1376.74 978.44,1368.41 978.774,1302.44 \n",
       "  979.109,1216.54 979.444,1048.04 979.778,947.655 980.113,848.875 980.447,791.09 980.782,769.053 981.116,805.081 981.451,813.511 981.785,877.732 982.12,854.611 \n",
       "  982.454,900.573 982.789,842.299 983.124,831.246 983.458,841.984 983.793,857.899 984.127,831.595 984.462,832.68 984.796,846.111 985.131,852.548 985.465,888.331 \n",
       "  985.8,949.369 986.134,991.623 986.469,896.621 986.804,795.217 987.138,709.869 987.473,623.717 987.807,603.114 988.142,613.048 988.476,635.47 988.811,635.505 \n",
       "  989.145,607.522 989.48,595.489 989.815,621.513 990.149,663.523 990.484,709.135 990.818,814.875 991.153,920.371 991.487,1044.9 991.822,1133.53 992.156,1215.52 \n",
       "  992.491,1256.31 992.825,1291.11 993.16,1328.68 993.495,1350.71 993.829,1347.53 994.164,1367.01 994.498,1364.85 994.833,1291.11 995.167,1219.02 995.502,1047.9 \n",
       "  995.836,982.284 996.171,862.971 996.505,820.997 996.84,780.841 997.175,813.896 997.509,820.122 997.844,874.619 998.178,873.045 998.513,877.522 998.847,822.641 \n",
       "  999.182,828.622 999.516,840.305 999.851,865.839 1000.19,830.406 1000.52,821.766 1000.85,827.258 1001.19,848.315 1001.52,904.246 1001.86,977.282 1002.19,992.777 \n",
       "  1002.53,904.771 1002.86,815.96 1003.2,707.386 1003.53,642.046 1003.87,585.765 1004.2,593.81 1004.53,623.612 1004.87,614.587 1005.2,592.726 1005.54,601.295 \n",
       "  1005.87,603.219 1006.21,611.089 1006.54,644.459 1006.88,684.475 1007.21,783.325 1007.55,902.112 1007.88,990.364 1008.21,1088.16 1008.55,1146.93 1008.88,1211.81 \n",
       "  1009.22,1256.45 1009.55,1284.81 1009.89,1300.1 1010.22,1333.47 1010.56,1332 1010.89,1287.19 1011.23,1226.85 1011.56,1083.48 1011.89,1014.11 1012.23,928.521 \n",
       "  1012.56,874.199 1012.9,811.587 1013.23,832.47 1013.57,860.278 1013.9,906.065 1014.24,885.602 1014.57,909.913 1014.91,885.567 1015.24,863.391 1015.57,864.86 \n",
       "  1015.91,881.44 1016.24,859.298 1016.58,852.862 1016.91,839.745 1017.25,860.068 1017.58,914.075 1017.92,971.755 1018.25,997.185 1018.59,888.576 1018.92,775.979 \n",
       "  1019.25,705.532 1019.59,651.42 1019.92,595.279 1020.26,622.982 1020.59,679.998 1020.93,661.634 1021.26,681.537 1021.6,690.281 1021.93,665.796 1022.27,628.474 \n",
       "  1022.6,613.573 1022.93,613.503 1023.27,625.221 1023.6,672.582 1023.94,747.017 1024.27,816.939 1024.61,847.336 1024.94,913.515 1025.28,987.146 1025.61,1051.23 \n",
       "  1025.95,1111.18 1026.28,1251.3 1026.61,1318.71 1026.95,1337.04 1027.28,1331.3 1027.62,1298.25 1027.95,1276.63 1028.29,1244.17 1028.62,1211.71 1028.96,1147.52 \n",
       "  1029.29,1110.87 1029.63,1022.61 1029.96,1010.13 1030.29,936.147 1030.63,927.927 1030.96,888.191 1031.3,886.302 1031.63,875.144 1031.97,849.05 1032.3,848.77 \n",
       "  1032.64,870.072 1032.97,868.988 1033.31,866.504 1033.64,867.379 1033.97,886.617 1034.31,883.888 1034.64,837.926 1034.98,783.115 1035.31,758.63 1035.65,724.071 \n",
       "  1035.98,690.701 1036.32,725.33 1036.65,789.271 1036.99,766.815 1037.32,747.227 1037.65,737.083 1037.99,730.717 1038.32,673.561 1038.66,644.949 1038.99,632.112 \n",
       "  1039.33,630.398 1039.66,706.267 1040,740.371 1040.33,815.295 1040.67,836.352 1041,891.969 1041.33,977.526 1041.67,1046.05 1042,1092.19 1042.34,1243.26 \n",
       "  1042.67,1316.16 1043.01,1337.84 1043.34,1345.43 1043.68,1338.12 1044.01,1330.36 1044.35,1282.89 1044.68,1266.94 1045.01,1226.23 1045.35,1179.11 1045.68,1091.03 \n",
       "  1046.02,1057.66 1046.35,979.066 1046.69,951.362 1047.02,923.764 1047.36,899.314 1047.69,890.395 1048.03,878.432 1048.36,882.419 1048.69,868.813 1049.03,885.917 \n",
       "  1049.36,906.904 1049.7,915.684 1050.03,912.291 1050.37,916.174 1050.7,885.428 1051.04,840.865 1051.37,830.091 1051.71,819.842 1052.04,840.41 1052.37,883.958 \n",
       "  1052.71,892.948 1053.04,880.705 1053.38,900.154 1053.71,908.059 1054.05,942.898 1054.38,964.235 1054.72,1006.84 1055.05,1046.64 1055.39,1123.81 1055.72,1205.24 \n",
       "  1056.05,1262.99 1056.39,1310.66 1056.72,1345.36 1057.06,1362.54 1057.39,1381.08 1057.73,1386.53 1058.06,1375.23 1058.4,1380.31 1058.73,1364.01 1059.07,1309.96 \n",
       "  1059.4,1242.77 1059.73,1104.11 1060.07,1015.3 1060.4,959.897 1060.74,899.454 1061.07,841.739 1061.41,856.045 1061.74,875.738 1062.08,953.461 1062.41,956.679 \n",
       "  1062.75,948.774 1063.08,927.332 1063.41,898.859 1063.75,916.349 1064.08,911.242 1064.42,885.113 1064.75,896.866 1065.09,887.456 1065.42,881.055 1065.76,891.094 \n",
       "  1066.09,936.182 1066.43,962.696 1066.76,894.802 1067.09,824.11 1067.43,734.844 1067.76,715.921 1068.1,706.406 1068.43,734.669 1068.77,738.727 1069.1,767.339 \n",
       "  1069.44,778.358 1069.77,790.775 1070.11,817.289 1070.44,884.378 1070.77,941.009 1071.11,1038.91 1071.44,1120.1 1071.78,1188.1 1072.11,1249.45 1072.45,1296.85 \n",
       "  1072.78,1326.33 1073.12,1351.24 1073.45,1372.44 1073.79,1383.73 1074.12,1379.4 1074.45,1386.57 1074.79,1373.66 1075.12,1309.65 1075.46,1244.59 1075.79,1083.62 \n",
       "  1076.13,1003.52 1076.46,909.423 1076.8,826.244 1077.13,768.669 1077.47,811.972 1077.8,847.231 1078.13,905.645 1078.47,901.868 1078.8,932.509 1079.14,867.344 \n",
       "  1079.47,869.302 1079.81,853.422 1080.14,887.526 1080.48,856.255 1080.81,802.598 1081.15,793.573 1081.48,810.608 1081.82,890.569 1082.15,977.387 1082.48,997.814 \n",
       "  1082.82,937.931 1083.15,805.501 1083.49,707.596 1083.82,640.017 1084.16,582.967 1084.49,547.813 1084.83,726.834 1085.16,739.461 1085.5,677.899 1085.83,665.271 \n",
       "  1086.16,756.706 1086.5,713.052 1086.83,799.975 1087.17,950.558 1087.5,1007.05 1087.84,1064.13 1088.17,1176.28 1088.51,1240.25 1088.84,1293.21 1089.18,1338.89 \n",
       "  1089.51,1361.73 1089.84,1377.82 1090.18,1373.1 1090.51,1387.41 1090.85,1375.09 1091.18,1312.38 1091.52,1231.51 1091.85,1049.97 1092.19,938.455 1092.52,833.519 \n",
       "  1092.86,826.978 1093.19,773.95 1093.52,793.189 1093.86,792.734 1094.19,863.356 1094.53,887.386 1094.86,925.688 1095.2,883.329 1095.53,859.683 1095.87,857.095 \n",
       "  1096.2,867.169 1096.54,846.776 1096.87,854.821 1097.2,848.455 1097.54,869.372 1097.87,886.372 1098.21,944.297 1098.54,967.662 1098.88,875.039 1099.21,742.854 \n",
       "  1099.55,682.656 1099.88,648.517 1100.22,589.403 1100.55,618.96 1100.88,661.144 1101.22,660.829 1101.55,649.741 1101.89,654.743 1102.22,637.219 1102.56,672.652 \n",
       "  1102.89,735.264 1103.23,829.357 1103.56,952.062 1103.9,1061.06 1104.23,1147.28 1104.56,1209.86 1104.9,1261.83 1105.23,1300.48 1105.57,1335.53 1105.9,1351.48 \n",
       "  1106.24,1351.31 1106.57,1368.83 1106.91,1364.78 1107.24,1307.76 1107.58,1241.27 1107.91,1084.32 1108.24,998.304 1108.58,909.458 1108.91,838.486 1109.25,772.271 \n",
       "  1109.58,814.141 1109.92,836.947 1110.25,887.141 1110.59,877.522 1110.92,913.55 1111.26,864.685 1111.59,845.972 1111.92,865.525 1112.26,870.247 1112.59,851.778 \n",
       "  1112.93,841.459 1113.26,834.743 1113.6,852.303 1113.93,896.271 1114.27,957.589 1114.6,982.668 1114.94,892.878 1115.27,822.466 1115.6,715.011 1115.94,668.105 \n",
       "  1116.27,618.715 1116.61,617.98 1116.94,620.394 1117.28,609.83 1117.61,615.252 1117.95,615.007 1118.28,596.818 1118.62,615.952 1118.95,633.546 1119.28,714.836 \n",
       "  1119.62,777.658 1119.95,895.292 1120.29,1003.17 1120.62,1110.2 1120.96,1161.2 1121.29,1214.26 1121.63,1266.17 1121.96,1295.45 1122.3,1296.25 1122.63,1335.53 \n",
       "  1122.96,1348.79 1123.3,1300.38 1123.63,1237.45 1123.97,1085.19 1124.3,1037.93 1124.64,950.313 1124.97,888.506 1125.31,803.158 1125.64,818.583 1125.98,856.57 \n",
       "  1126.31,917.398 1126.64,904.701 1126.98,915.194 1127.31,869.232 1127.65,852.548 1127.98,878.397 1128.32,880.775 1128.65,873.43 1128.99,845.482 1129.32,852.163 \n",
       "  1129.66,882 1129.99,907.604 1130.32,961.611 1130.66,977.282 1130.99,869.442 1131.33,763.142 1131.66,701.509 1132,651.49 1132.33,608.781 1132.67,626.935 \n",
       "  1133,667.195 1133.34,648.272 1133.67,682.586 1134,686.224 1134.34,653.484 1134.67,620.849 1135.01,617.945 1135.34,620.044 1135.68,648.831 1136.01,706.197 \n",
       "  1136.35,751.459 1136.68,814.631 1137.02,851.428 1137.35,939.295 1137.68,1007.47 1138.02,1065.64 1138.35,1114.22 1138.69,1247.42 1139.02,1314.27 1139.36,1330.43 \n",
       "  1139.69,1326.12 1140.03,1286.7 1140.36,1275.86 1140.7,1215.56 1141.03,1183.62 1141.36,1126.22 1141.7,1083.41 1142.03,1008.24 1142.37,1006.45 1142.7,964.654 \n",
       "  1143.04,944.402 1143.37,911.417 1143.71,899.209 1144.04,891.199 1144.38,859.333 1144.71,858.004 1145.04,865.035 1145.38,854.786 1145.71,860.977 1146.05,860.768 \n",
       "  1146.38,884.483 1146.72,900.259 1147.05,839.081 1147.39,786.193 1147.72,740.441 1148.06,710.044 1148.39,681.082 1148.72,711.618 1149.06,758.35 1149.39,761.918 \n",
       "  1149.73,761.708 1150.06,738.832 1150.4,721.063 1150.73,683.425 1151.07,680.977 1151.4,644.914 1151.74,645.718 1152.07,677.444 1152.4,751.214 1152.74,785.703 \n",
       "  1153.07,818.094 1153.41,903.931 1153.74,967.068 1154.08,1032.16 1154.41,1092.43 1154.75,1239.17 1155.08,1308.04 1155.42,1339.59 1155.75,1341.65 1156.08,1321.96 \n",
       "  1156.42,1325.32 1156.75,1278.73 1157.09,1224.93 1157.42,1170.78 1157.76,1149.1 1158.09,1104.15 1158.43,1057.52 1158.76,980.185 1159.1,947.935 1159.43,921.7 \n",
       "  1159.76,906.835 1160.1,883.049 1160.43,865.28 1160.77,886.652 1161.1,845.727 1161.44,846.181 1161.77,873.5 1162.11,884.903 1162.44,891.689 1162.78,890.779 \n",
       "  1163.11,869.162 1163.44,828.377 1163.78,827.888 1164.11,820.157 1164.45,828.762 1164.78,861.957 1165.12,899.559 1165.45,880.74 1165.79,885.987 1166.12,883.434 \n",
       "  1166.46,917.958 1166.79,964.479 1167.12,1018.73 1167.46,1041.71 1167.79,1114.01 1168.13,1194.25 1168.46,1256.03 1168.8,1313.78 1169.13,1328.01 1169.47,1359.28 \n",
       "  1169.8,1376.46 1170.14,1391.18 1170.47,1377.12 1170.8,1377.86 1171.14,1364.92 1171.47,1310.03 1171.81,1245.81 1172.14,1107.23 1172.48,1043.81 1172.81,966.403 \n",
       "  1173.15,913.865 1173.48,828.202 1173.82,858.914 1174.15,888.121 1174.48,941.953 1174.82,946.885 1175.15,967.697 1175.49,929.081 1175.82,934.293 1176.16,921.596 \n",
       "  1176.49,937.476 1176.83,895.501 1177.16,891.759 1177.5,882.944 1177.83,884.938 1178.16,909.598 1178.5,931.704 1178.83,953.461 1179.17,879.201 1179.5,832.505 \n",
       "  1179.84,757.965 1180.17,710.814 1180.51,706.581 1180.84,744.218 1181.18,744.778 1181.51,770.068 1181.84,766.115 1182.18,784.654 1182.51,826.558 1182.85,893.578 \n",
       "  1183.18,959.862 1183.52,1044.86 1183.85,1123.6 1184.19,1195.97 1184.52,1254.24 1184.86,1301.5 1185.19,1326.96 1185.52,1356.35 1185.86,1381.18 1186.19,1388.7 \n",
       "  1186.53,1378.52 1186.86,1391.85 1187.2,1382.48 1187.53,1318.85 1187.87,1252.07 1188.2,1110.1 1188.54,1036.4 1188.87,944.681 1189.2,876.333 1189.54,796.582 \n",
       "  1189.87,831.071 1190.21,837.402 1190.54,900.958 1190.88,901.658 1191.21,927.577 1191.55,893.648 1191.88,872.136 1192.22,854.856 1192.55,894.417 1192.88,841.249 \n",
       "  1193.22,824.32 1193.55,834.778 1193.89,861.747 1194.22,886.302 1194.56,932.544 1194.89,972.909 1195.23,883.609 1195.56,799.905 1195.9,703.678 1196.23,658.066 \n",
       "  1196.56,630.748 1196.9,663.593 1197.23,675.415 1197.57,693.534 1197.9,693.849 1198.24,695.318 1198.57,709.625 1198.91,767.304 1199.24,816.904 1199.58,930.13 \n",
       "  1199.91,1033.81 1200.24,1134.55 1200.58,1198.31 1200.91,1261.59 1201.25,1295.27 1201.58,1330.22 1201.92,1353.55 1202.25,1368.94 1202.59,1363.83 1202.92,1381.92 \n",
       "  1203.26,1379.36 1203.59,1321.72 1203.92,1259.42 1204.26,1107.79 1204.59,1034.3 1204.93,924.639 1205.26,849.959 1205.6,780.736 1205.93,812.742 1206.27,833.974 \n",
       "  1206.6,885.882 1206.94,888.611 1207.27,902.462 1207.6,857.794 1207.94,859.893 1208.27,850.029 1208.61,851.043 1208.94,843.383 1209.28,848.175 1209.61,840.83 \n",
       "  1209.95,873.01 1210.28,910.227 1210.62,960.072 1210.95,979.695 1211.28,914.565 1211.62,800.744 1211.95,690.911 1212.29,626.445 1212.62,614.797 1212.96,644.424 \n",
       "  1213.29,646.628 1213.63,654.288 1213.96,661.424 1214.3,664.852 1214.63,660.584 1214.96,705.777 1215.3,787.662 1215.63,863.356 1215.97,949.823 1216.3,1060.81 \n",
       "  1216.64,1154.45 1216.97,1224.48 1217.31,1270.19 1217.64,1303.49 1217.98,1329.9 1218.31,1348.69 1218.64,1345.54 1218.98,1361.31 1219.31,1352.15 1219.65,1304.68 \n",
       "  1219.98,1246.9 1220.32,1100.86 1220.65,1025.69 1220.99,926.737 1221.32,855.975 1221.66,783.22 1221.99,821.102 1222.32,827.748 1222.66,903.651 1222.99,891.584 \n",
       "  1223.33,909.213 1223.66,879.551 1224,852.093 1224.33,875.004 1224.67,871.471 1225,858.039 1225.34,826.139 1225.67,793.608 1226,856.745 1226.34,902.287 \n",
       "  1226.67,963.43 1227.01,995.89 1227.34,925.793 1227.68,837.752 1228.01,721.237 1228.35,635.435 1228.68,592.061 1229.02,592.166 1229.35,614.552 1229.68,602.415 \n",
       "  1230.02,618.47 1230.35,615.567 1230.69,620.988 1231.02,551.766 1231.36,581.672 1231.69,644.599 1232.03,740.546 1232.36,890.464 1232.7,991.938 1233.03,1099.6 \n",
       "  1233.36,1183.06 1233.7,1241.34 1234.03,1289.12 1234.37,1319.69 1234.7,1328.82 1235.04,1347.85 1235.37,1358.76 1235.71,1318.81 1236.04,1247.39 1236.38,1127.06 \n",
       "  1236.71,1059.06 1237.04,981.444 1237.38,925.758 1237.71,851.113 1238.05,867.518 1238.38,891.829 1238.72,928.276 1239.05,921.106 1239.39,944.367 1239.72,920.231 \n",
       "  1240.06,909.248 1240.39,895.187 1240.72,897.74 1241.06,899.244 1241.39,873.57 1241.73,869.792 1242.06,879.201 1242.4,919.707 1242.73,963.22 1243.07,978.261 \n",
       "  1243.4,913.9 1243.74,838.801 1244.07,779.477 1244.4,723.231 1244.74,667.265 1245.07,699.201 1245.41,711.094 1245.74,752.578 1246.08,748.346 1246.41,752.124 \n",
       "  1246.75,726.799 1247.08,678.458 1247.42,663.138 1247.75,660.095 1248.09,664.502 1248.42,722.112 1248.75,789.026 1249.09,839.64 1249.42,883.294 1249.76,964.2 \n",
       "  1250.09,1014.15 1250.43,1075.22 1250.76,1130.31 1251.1,1261.2 1251.43,1323.75 1251.77,1340.57 1252.1,1330.6 1252.43,1304.23 1252.77,1293.91 1253.1,1245.01 \n",
       "  1253.44,1232.35 1253.77,1165.71 1254.11,1121.08 1254.44,1057.42 1254.78,1049.37 1255.11,967.628 1255.45,962.591 1255.78,915.789 1256.11,919.147 1256.45,900.014 \n",
       "  1256.78,892.563 1257.12,881.195 1257.45,909.668 1257.79,901.028 1258.12,904.386 1258.46,899.349 1258.79,892.773 1259.13,907.534 1259.46,890.395 1259.79,824.215 \n",
       "  1260.13,789.411 1260.46,747.087 1260.8,715.151 1261.13,743.554 1261.47,757.86 1261.8,638.933 1262.14,801.898 1262.47,781.296 1262.81,759.924 1263.14,709.974 \n",
       "  1263.47,674.191 1263.81,667.51 1264.14,666.601 1264.48,709.834 1264.81,759.329 1265.15,802.143 1265.48,840.9 1265.82,905.715 1266.15,974.553 1266.49,1041.05 \n",
       "  1266.82,1104.29 1267.15,1247.77 1267.49,1324.83 1267.82,1356.31 1268.16,1349.49 1268.49,1336.83 1268.83,1326.09 1269.16,1286.67 1269.5,1269.07 1269.83,1227.52 \n",
       "  1270.17,1188.55 1270.5,1102.72 1270.83,1073.23 1271.17,997.709 1271.5,965.984 1271.84,932.334 1272.17,912.431 1272.51,918.517 1272.84,903.232 1273.18,899.734 \n",
       "  1273.51,882.559 1273.85,893.962 1274.18,916.174 1274.51,911.836 1274.85,933.348 1275.18,931.844 1275.52,891.759 1275.85,850.484 1276.19,854.716 1276.52,856.325 \n",
       "  1276.86,860.278 1277.19,896.166 1277.53,882.804 1277.86,893.123 1278.19,917.258 1278.53,930.27 1278.86,952.622 1279.2,971.58 1279.53,1021.32 1279.87,1043.22 \n",
       "  1280.2,1137.9 1280.54,1218.56 1280.87,1288.45 1281.21,1314.69 1281.54,1341.69 1281.87,1365.06 1282.21,1379.33 1282.54,1389.16 1282.88,1380.2 1283.21,1382.02 \n",
       "  1283.55,1373.73 1283.88,1325.49 1284.22,1251.9 1284.55,1132.17 1284.89,1057.8 1285.22,998.479 1285.55,941.638 1285.89,870.876 1286.22,877.068 1286.56,919.987 \n",
       "  1286.89,969.866 1287.23,980.849 1287.56,994.316 1287.9,959.792 1288.23,954.511 1288.57,948.319 1288.9,941.254 1289.23,920.826 1289.57,916.873 1289.9,905.785 \n",
       "  1290.24,920.896 1290.57,930.935 1290.91,942.198 1291.24,951.118 1291.58,886.232 1291.91,821.347 1292.25,769.823 1292.58,749.78 1292.91,733.235 1293.25,778.533 \n",
       "  1293.58,771.397 1293.92,801.758 1294.25,805.011 1294.59,858.284 1294.92,882.279 1295.26,913.201 1295.59,973.154 1295.93,1071.97 1296.26,1123 1296.59,1207.83 \n",
       "  1296.93,1261.27 1297.26,1314.3 1297.6,1336.93 1297.93,1367.29 1298.27,1385.97 1298.6,1390 1298.94,1387.62 1299.27,1395.03 1299.61,1392.65 1299.94,1335.36 \n",
       "  1300.27,1255.54 1300.61,1123.67 1300.94,1063.36 1301.28,972.42 1301.61,898.754 1301.95,819.038 1302.28,859.438 1302.62,874.479 1302.95,922.155 1303.29,897.46 \n",
       "  1303.62,947.235 1303.95,901.168 1304.29,887.491 1304.62,893.717 1304.96,911.697 1305.29,852.687 1305.63,859.718 1305.96,868.428 1306.3,873.675 1306.63,906.869 \n",
       "  1306.97,962.661 1307.3,966.823 1307.63,897.18 1307.97,818.303 1308.3,726.239 1308.64,670.833 1308.97,687.553 1309.31,710.324 1309.64,707.946 1309.98,734.285 \n",
       "  1310.31,725.96 1310.65,731.171 1310.98,772.096 1311.31,821.416 1311.65,860.138 1311.98,938.001 1312.32,1050.07 1312.65,1161.37 1312.99,1215.91 1313.32,1268.76 \n",
       "  1313.66,1304.16 1313.99,1339.24 1314.33,1363.55 1314.66,1378.59 1314.99,1370.86 1315.33,1387.16 1315.66,1385.59 1316,1332.7 1316.33,1259.38 1316.67,1131.47 \n",
       "  1317,1040.7 1317.34,946.186 1317.67,880.705 1318.01,806.096 1318.34,841.879 1318.67,847.825 1319.01,905.575 1319.34,910.157 1319.68,906.205 1320.01,869.337 \n",
       "  1320.35,860.488 1320.68,870.352 1321.02,875.284 1321.35,839.535 1321.69,835.093 1322.02,822.081 1322.35,857.515 1322.69,888.646 1323.02,937.896 1323.36,964.654 \n",
       "  1323.69,888.226 1324.03,783.36 1324.36,716.97 1324.7,651.105 1325.03,612.733 1325.37,644.529 1325.7,637.673 1326.03,662.123 1326.37,672.337 1326.7,678.109 \n",
       "  1327.04,604.339 1327.37,727.359 1327.71,832.015 1328.04,898.51 1328.38,985.572 1328.71,1096.94 1329.05,1160.26 1329.38,1233.57 1329.71,1275.86 1330.05,1323.75 \n",
       "  1330.38,1348.44 1330.72,1366.63 1331.05,1359.46 1331.39,1380.94 1331.72,1378.56 1332.06,1324.45 1332.39,1257.53 1332.73,1130.94 1333.06,1061.55 1333.39,958.568 \n",
       "  1333.73,896.166 1334.06,800.604 1334.4,833.624 1334.73,864.79 1335.07,916.069 1335.4,902.707 1335.74,929.396 1336.07,884.378 1336.41,884.938 1336.74,896.516 \n",
       "  1337.07,893.543 1337.41,863.041 1337.74,871.961 1338.08,845.657 1338.41,872.87 1338.75,910.227 1339.08,967.383 1339.42,986.026 1339.75,901.903 1340.09,810.223 \n",
       "  1340.42,723.861 1340.75,683.565 1341.09,659.815 1341.42,663.942 1341.76,669.994 1342.09,683.46 1342.43,692.485 1342.76,672.057 1343.1,677.654 1343.43,698.431 \n",
       "  1343.77,725.085 1344.1,791.894 1344.43,875.214 1344.77,970.251 1345.1,1052.56 1345.44,1113.14 1345.77,1164.1 1346.11,1230.46 1346.44,1275.09 1346.78,1301.29 \n",
       "  1347.11,1306.61 1347.45,1340.19 1347.78,1355.65 1348.11,1303.98 1348.45,1259.63 1348.78,1144.34 1349.12,1098.73 1349.45,1011.39 1349.79,987.53 1350.12,885.183 \n",
       "  1350.46,903.057 1350.79,926.038 1351.13,956.889 1351.46,946.395 1351.79,943.912 1352.13,895.082 1352.46,887.771 1352.8,902.987 1353.13,875.284 1353.47,874.864 \n",
       "  1353.8,851.008 1354.14,841.005 1354.47,847.476 1354.81,900.328 1355.14,936.636 1355.47,949.718 1355.81,868.988 1356.14,780.911 1356.48,731.976 1356.81,709.17 \n",
       "  1357.15,687.203 1357.48,707.981 1357.82,745.338 1358.15,744.603 1358.49,783.814 1358.82,783.36 1359.15,771.747 1359.49,708.47 1359.82,730.017 1360.16,709.065 \n",
       "  1360.49,740.126 1360.83,785.493 1361.16,849.434 1361.5,940.064 1361.83,973.224 1362.17,1014.11 1362.5,1082.5 1362.83,1125.38 1363.17,1158.44 1363.5,1265.4 \n",
       "  1363.84,1333.33 1364.17,1346.17 1364.51,1336.3 1364.84,1308.5 1365.18,1280.48 1365.51,1252.42 1365.85,1236.16 1366.18,1170.54 1366.51,1129.58 1366.85,1051.72 \n",
       "  1367.18,1045.53 1367.52,990.958 1367.85,977.492 1368.19,927.612 1368.52,921.91 1368.86,907.639 1369.19,898.195 1369.53,882.314 1369.86,895.816 1370.19,876.998 \n",
       "  1370.53,882.035 1370.86,869.407 1371.2,913.97 1371.53,898.475 1371.87,865.735 1372.2,816.17 1372.54,805.991 1372.87,787.977 1373.21,768.808 1373.54,775.105 \n",
       "  1373.87,846.531 1374.21,839.221 1374.54,852.058 1374.88,847.895 1375.21,828.517 1375.55,775.28 1375.88,780.107 1376.22,764.856 1376.55,787.662 1376.89,824.949 \n",
       "  1377.22,875.773 1377.55,940.309 1377.89,969.097 1378.22,1033.14 1378.56,1090.89 1378.89,1123.95 1379.23,1156.34 1379.56,1273.45 1379.9,1333.61 1380.23,1362.08 \n",
       "  1380.57,1368.94 1380.9,1357.5 1381.23,1348.65 1381.57,1312.1 1381.9,1301.95 1382.24,1259 1382.57,1211.01 1382.91,1142.73 1383.24,1104.32 1383.58,1002.64 \n",
       "  1383.91,972.42 1384.25,943.317 1384.58,928.241 1384.91,885.637 1385.25,876.963 1385.58,849.19 1385.92,847.546 1386.25,855.556 1386.59,880.67 1386.92,861.642 \n",
       "  1387.26,854.401 1387.59,880.67 1387.93,883.189 1388.26,866.224 1388.59,879.936 1388.93,844.153 1389.26,862.936 1389.6,880.146 1389.93,869.337 1390.27,881.79 \n",
       "  1390.6,904.281 1390.94,916.244 1391.27,933.034 1391.61,911.137 1391.94,911.207 1392.27,916.419 1392.61,948.109 1392.94,1007.92 1393.28,1080.19 1393.61,1135.95 \n",
       "  1393.95,1159.03 1394.28,1192.51 1394.62,1231.4 1394.95,1261.55 1395.29,1277.05 1395.62,1325.56 1395.95,1356.63 1396.29,1358.97 1396.62,1354.7 1396.96,1329.73 \n",
       "  1397.29,1335.36 1397.63,1292.89 1397.96,1283.21 1398.3,1253.93 1398.63,1217.73 1398.97,1151.62 1399.3,1117.27 1399.63,1056.96 1399.97,1029.5 1400.3,983.718 \n",
       "  1400.64,968.327 1400.97,932.544 1401.31,932.194 1401.64,905.575 1401.98,879.936 1402.31,866.364 1402.65,850.519 1402.98,869.792 1403.31,899.699 1403.65,905.855 \n",
       "  1403.98,866.154 1404.32,837.542 1404.65,844.572 1404.99,837.612 1405.32,838.066 1405.66,860.243 1405.99,877.347 1406.33,868.848 1406.66,932.369 1406.99,915.264 \n",
       "  1407.33,977.911 1407.66,991.518 1408,1073.79 1408.33,1119.89 1408.67,1178.09 1409,1262.5 1409.34,1307.38 1409.67,1333.3 1410.01,1368.9 1410.34,1390.56 \n",
       "  1410.67,1393.81 1411.01,1409.37 1411.34,1398.15 1411.68,1387.93 1412.01,1373.84 1412.35,1297.93 1412.68,1215 1413.02,1053.12 1413.35,942.653 1413.69,836.003 \n",
       "  1414.02,808.02 1414.36,801.339 1414.69,787.102 1415.02,807.88 1415.36,877.033 1415.69,851.568 1416.03,885.288 1416.36,856.745 1416.7,845.307 1417.03,820.647 \n",
       "  1417.37,840.375 1417.7,799.625 1418.04,821.626 1418.37,811.832 1418.7,817.079 1419.04,831.49 1419.37,907.429 1419.71,952.692 1420.04,897.6 1420.38,796.512 \n",
       "  1420.71,711.059 1421.05,653.519 1421.38,658.765 1421.72,679.193 1422.05,700.25 1422.38,740.861 1422.72,763.492 1423.05,764.856 1423.39,835.373 1423.72,893.053 \n",
       "  1424.06,965.669 1424.39,1009.43 1424.73,1093.38 1425.06,1172.08 1425.4,1232.73 1425.73,1310.24 1426.06,1339.31 1426.4,1364.08 1426.73,1376.95 1427.07,1388.81 \n",
       "  1427.4,1384.68 1427.74,1392.86 1428.07,1380.66 1428.41,1312.31 1428.74,1230.49 1429.08,1047.38 1429.41,944.996 1429.74,807.985 1430.08,788.606 1430.41,750.585 \n",
       "  1430.75,785.144 1431.08,793.364 1431.42,826.034 1431.75,820.192 1432.09,854.296 1432.42,807.74 1432.76,809.454 1433.09,828.517 1433.42,833.344 1433.76,795.392 \n",
       "  1434.09,812.637 1434.43,792.314 1434.76,805.571 1435.1,855.416 1435.43,902.637 1435.77,953.006 1436.1,880.88 1436.44,768.074 1436.77,671.498 1437.1,639.037 \n",
       "  1437.44,606.647 1437.77,603.254 1438.11,611.754 1438.44,643.76 1438.78,641.381 1439.11,656.212 1439.45,689.687 1439.78,749.325 1440.12,820.752 1440.45,913.48 \n",
       "  1440.78,1005.05 1441.12,1100.09 1441.45,1164.42 1441.79,1236.33 1442.12,1265.33 1442.46,1314.93 1442.79,1346.06 1443.13,1375.13 1443.46,1361.35 1443.8,1378.28 \n",
       "  1444.13,1374.4 1444.46,1311.75 1444.8,1227.41 1445.13,1039.47 1445.47,914.145 1445.8,747.297 1446.14,739.112 1446.47,774.195 1446.81,772.551 1447.14,793.923 \n",
       "  1447.48,807.81 1447.81,809.943 1448.14,828.377 1448.48,805.501 1448.81,770.627 1449.15,788.781 1449.48,835.968 1449.82,770.907 1450.15,754.992 1450.49,748.661 \n",
       "  1450.82,778.463 1451.16,851.113 1451.49,927.122 1451.82,982.004 1452.16,897.95 1452.49,795.287 1452.83,691.051 1453.16,616.196 1453.5,575.866 1453.83,562.644 \n",
       "  1454.17,548.408 1454.5,583.386 1454.84,590.347 1455.17,595.349 1455.5,589.752 1455.84,633.581 1456.17,702.594 1456.51,702.384 1456.84,796.162 1457.18,918.133 \n",
       "  1457.51,1041.26 1457.85,1132.76 1458.18,1180.75 1458.52,1236.54 1458.85,1279.92 1459.18,1307.03 1459.52,1308.84 1459.85,1347.67 1460.19,1358.76 1460.52,1292.86 \n",
       "  1460.86,1204.29 1461.19,1008.69 1461.53,906.065 1461.86,764.261 1462.2,747.017 1462.53,756.671 1462.86,773.845 1463.2,784.934 1463.53,815.365 1463.87,803.752 \n",
       "  1464.2,829.881 1464.54,783.465 1464.87,794.693 1465.21,814.071 1465.54,828.797 1465.88,827.818 1466.21,783.814 1466.54,757.86 1466.88,787.452 1467.21,868.183 \n",
       "  1467.55,924.674 1467.88,979.205 1468.22,864.685 1468.55,754.887 1468.89,648.727 1469.22,583.701 1469.56,503.215 1469.89,521.579 1470.22,529.274 1470.56,541.482 \n",
       "  1470.89,552.815 1471.23,553.549 1471.56,528.889 1471.9,518.536 1472.23,518.501 1472.57,523.293 1472.9,559.741 1473.24,599.302 1473.57,685.769 1473.9,746.632 \n",
       "  1474.24,791.58 1474.57,874.689 1474.91,968.222 1475.24,1036.99 1475.58,1102.23 1475.91,1238.08 1476.25,1304.12 1476.58,1333.4 1476.92,1327.17 1477.25,1289.92 \n",
       "  1477.58,1269 1477.92,1190.06 1478.25,1166.48 1478.59,1062.98 1478.92,1013.55 1479.26,902.217 1479.59,879.936 1479.93,804.767 1480.26,804.557 1480.6,756.251 \n",
       "  1480.93,749.815 1481.26,720.433 1481.6,715.816 1481.93,691.785 1482.27,701.964 1482.6,695.843 1482.94,658.905 1483.27,734.11 1483.61,822.501 1483.94,861.642 \n",
       "  1484.28,785.388 1484.61,680.452 1484.94,610.705 1485.28,577.615 1485.61,550.821 1485.95,558.202 1486.28,602.904 1486.62,637.463 1486.95,647.572 1487.29,637.883 \n",
       "  1487.62,601.925 1487.96,399.118 1488.29,397.02 1488.62,463.794 1488.96,556.348 1489.29,597.728 1489.63,640.577 1489.96,708.05 1490.3,766.85 1490.63,841.214 \n",
       "  1490.97,927.227 1491.3,987.181 1491.64,1078.3 1491.97,1222.76 1492.3,1310.38 1492.64,1339.98 1492.97,1346.8 1493.31,1313.92 1493.64,1307.45 1493.98,1250.85 \n",
       "  1494.31,1218.53 1494.65,1150.43 1494.98,1108.17 1495.32,998.129 1495.65,948.739 1495.98,822.501 1496.32,814.211 1496.65,747.611 1496.99,730.542 1497.32,683.495 \n",
       "  1497.66,739.496 1497.99,742.155 1498.33,756.041 1498.66,752.928 1499,799.275 1499.33,793.399 1499.66,784.514 1500,799.45 1500.33,800.044 1500.67,741.735 \n",
       "  1501,700.04 1501.34,728.548 1501.67,733.235 1502.01,762.792 1502.34,768.948 1502.68,795.707 1503.01,834.499 1503.34,838.556 1503.68,871.086 1504.01,924.534 \n",
       "  1504.35,997.045 1504.68,1031.08 1505.02,1118.98 1505.35,1195.62 1505.69,1266.42 1506.02,1307.34 1506.36,1325.53 1506.69,1351.59 1507.02,1369.08 1507.36,1378 \n",
       "  1507.69,1371.18 1508.03,1369.22 1508.36,1357.96 1508.7,1285.83 1509.03,1214.12 1509.37,1045.63 1509.7,946.465 1510.04,826.348 1510.37,808.789 1510.7,818.303 \n",
       "  1511.04,812.112 1511.37,830.406 1511.71,869.372 1512.04,872.8 1512.38,899.419 1512.71,851.848 1513.05,846.391 1513.38,832.959 1513.72,880.006 1514.05,816.519 \n",
       "  1514.38,819.528 1514.72,774.37 1515.05,783.535 1515.39,825.859 1515.72,883.259 1516.06,899.524 1516.39,819.353 1516.73,746.387 1517.06,658.206 1517.4,614.587 \n",
       "  1517.73,600.876 1518.06,632.706 1518.4,627.879 1518.73,647.502 1519.07,692.765 1519.4,721.517 1519.74,705.182 1520.07,830.196 1520.41,919.287 1520.74,1011.18 \n",
       "  1521.08,1094.39 1521.41,1176.38 1521.74,1247.42 1522.08,1282.51 1522.41,1316.96 1522.75,1343.65 1523.08,1367.68 1523.42,1376.74 1523.75,1377.82 1524.09,1379.43 \n",
       "  1524.42,1373.94 1524.76,1304.58 1525.09,1226.44 1525.42,1034.93 1525.76,902.917 1526.09,759.749 1526.43,761.393 1526.76,763.457 1527.1,804.662 1527.43,812.847 \n",
       "  1527.77,856.57 1528.1,840.13 1528.44,861.677 1528.77,818.128 1529.1,810.083 1529.44,808.859 1529.77,839.78 1530.11,805.606 1530.44,785.179 1530.78,740.371 \n",
       "  1531.11,777.168 1531.45,871.086 1531.78,969.551 1532.12,980.814 1532.45,867.658 1532.78,758.07 1533.12,668.07 1533.45,620.394 1533.79,617.526 1534.12,587.304 \n",
       "  1534.46,587.479 1534.79,606.297 1535.13,612.978 1535.46,610.25 1535.8,649.531 1536.13,721.727 1536.46,799.94 1536.8,892.983 1537.13,996.8 1537.47,1114.33 \n",
       "  1537.8,1176.63 1538.14,1243.36 1538.47,1273.2 1538.81,1313.32 1539.14,1338.26 1539.48,1359.56 1539.81,1359.74 1540.14,1376.84 1540.48,1365.86 1540.81,1298.91 \n",
       "  1541.15,1219.19 1541.48,1030.73 1541.82,898.929 1542.15,753.103 1542.49,733.725 1542.82,759.609 1543.16,802.458 1543.49,806.83 1543.82,853.212 1544.16,830.196 \n",
       "  1544.49,846.286 1544.83,796.477 1545.16,809.978 1545.5,834.289 1545.83,850.414 1546.17,802.108 1546.5,798.366 1546.84,775.664 1547.17,791.58 1547.5,866.329 \n",
       "  1547.84,935.202 1548.17,973.399 1548.51,862.062 1548.84,752.019 1549.18,661.739 1549.51,605.318 1549.85,559.776 1550.18,553.794 1550.52,545.155 1550.85,579.749 \n",
       "  1551.18,588.178 1551.52,610.845 1551.85,598.252 1552.19,661.459 1552.52,726.694 1552.86,820.332 1553.19,936.881 1553.53,1063.05 1553.86,1148.47 1554.2,1215.28 \n",
       "  1554.53,1261.48 1554.86,1295.76 1555.2,1335.25 1555.53,1362.85 1555.87,1354.18 1556.2,1368.62 1556.54,1363.06 1556.87,1300.14 1557.21,1215.84 1557.54,1011.21 \n",
       "  1557.88,887.176 1558.21,736.838 1558.54,712.563 1558.88,741.63 1559.21,768.284 1559.55,771.397 1559.88,819.283 1560.22,837.926 1560.55,879.376 1560.89,823.55 \n",
       "  1561.22,798.47 1561.56,808.439 1561.89,841.634 1562.22,792.839 1562.56,796.547 1562.89,759.959 1563.23,785.738 1563.56,861.712 1563.9,921.91 1564.23,972.699 \n",
       "  1564.57,861.047 1564.9,749.395 1565.24,653.903 1565.57,605.668 1565.9,557.747 1566.24,540.397 1566.57,533.367 1566.91,573.557 1567.24,600.456 1567.58,585.52 \n",
       "  1567.91,584.925 1568.25,616.021 1568.58,651.42 1568.92,754.327 1569.25,831.42 1569.58,953.426 1569.92,1052.56 1570.25,1130.63 1570.59,1186.03 1570.92,1225.84 \n",
       "  1571.26,1267.08 1571.59,1316.44 1571.93,1308.6 1572.26,1339.35 1572.6,1349.04 1572.93,1300.45 1573.26,1221.5 1573.6,1055.25 1573.93,919.112 1574.27,746.387 \n",
       "  1574.6,740.196 1574.94,753.173 1575.27,780.666 1575.61,798.226 1575.94,856.01 1576.28,834.219 1576.61,863.951 1576.94,820.472 1577.28,817.534 1577.61,855.94 \n",
       "  1577.95,861.362 1578.28,833.834 1578.62,799.45 1578.95,782.52 1579.29,828.587 1579.62,908.968 1579.96,955.035 1580.29,999.528 1580.62,887.386 1580.96,756.811 \n",
       "  1581.29,661.424 1581.63,584.016 1581.96,550.576 1582.3,511.855 1582.63,528.225 1582.97,565.372 1583.3,580.028 1583.64,567.646 1583.97,524.202 1584.31,527.001 \n",
       "  1584.64,501.746 1584.97,505.069 1585.31,542.041 1585.64,593.915 1585.98,644.284 1586.31,714.626 1586.65,764.401 1586.98,841.809 1587.32,931.25 1587.65,1007.08 \n",
       "  1587.99,1089.56 1588.32,1230.46 1588.65,1300.94 1588.99,1326.26 1589.32,1330.99 1589.66,1282.09 1589.99,1267.6 1590.33,1196.11 1590.66,1154.66 1591,1050.67 \n",
       "  1591.33,1024.57 1591.67,892.213 1592,895.361 1592.33,811.378 1592.67,803.402 1593,747.541 1593.34,724.176 1593.67,734.25 1594.01,712.808 1594.34,707.386 \n",
       "  1594.68,744.009 1595.01,626.2 1595.35,544.735 1595.68,618.155 1596.01,779.687 1596.35,846.566 1596.68,790.041 1597.02,668.839 1597.35,583.596 1597.69,550.401 \n",
       "  1598.02,517.801 1598.36,520.425 1598.69,524.342 1599.03,586.569 1599.36,678.808 1599.69,669.574 1600.03,635.889 1600.36,561.804 1600.7,528.47 1601.03,496.044 \n",
       "  1601.37,503.81 1601.7,563.029 1602.04,621.198 1602.37,678.284 1602.71,738.167 1603.04,809.978 1603.37,907.744 1603.71,992.602 1604.04,1053.12 1604.38,1214.61 \n",
       "  1604.71,1309.96 1605.05,1334.62 1605.38,1312.2 1605.72,1295.59 1606.05,1301.08 1606.39,1241.48 1606.72,1189.22 1607.05,1104.08 1607.39,1074.21 1607.72,966.543 \n",
       "  1608.06,917.958 1608.39,806.411 1608.73,801.968 1609.06,752.403 1609.4,745.513 1609.73,697.522 1610.07,737.677 1610.4,757.72 1610.73,767.759 1611.07,757.44 \n",
       "  1611.4,780.247 1611.74,782.135 1612.07,787.627 1612.41,819.877 1612.74,777.238 1613.08,738.132 1613.41,705.497 1613.75,706.057 1614.08,739.251 1614.41,746.177 \n",
       "  1614.75,774.09 1615.08,814.456 1615.42,844.258 1615.75,842.474 1616.09,910.332 1616.42,957.729 1616.76,1011.42 1617.09,1080.71 1617.43,1176.91 1617.76,1240.43 \n",
       "  1618.09,1294.19 1618.43,1324.69 1618.76,1349.87 1619.1,1368.27 1619.43,1390.35 1619.77,1393.11 1620.1,1378.63 1620.44,1375.9 1620.77,1362.26 1621.11,1292.4 \n",
       "  1621.44,1213.81 1621.77,1042.38 1622.11,935.832 1622.44,831.805 1622.78,798.82 1623.11,804.942 1623.45,829.392 1623.78,857.305 1624.12,887.981 1624.45,894.277 \n",
       "  1624.79,917.713 1625.12,873.85 1625.45,872.031 1625.79,875.808 1626.12,905.925 1626.46,863.391 1626.79,852.198 1627.13,812.287 1627.46,824.809 1627.8,865.769 \n",
       "  1628.13,896.341 1628.47,904.036 1628.8,823.41 1629.13,742.994 1629.47,643.934 1629.8,603.254 1630.14,606.402 1630.47,613.188 1630.81,606.367 1631.14,664.537 \n",
       "  1631.48,693.15 1631.81,697.277 1632.15,749.745 1632.48,879.306 1632.81,954.93 1633.15,1024.57 1633.48,1132.06 1633.82,1205.94 1634.15,1261.48 1634.49,1314.09 \n",
       "  1634.82,1341.58 1635.16,1367.89 1635.49,1381.99 1635.83,1393.98 1636.16,1385.94 1636.49,1388.91 1636.83,1377.79 1637.16,1314.58 1637.5,1233.29 1637.83,1047.66 \n",
       "  1638.17,892.108 1638.5,716.026 1638.84,668.594 1639.17,706.441 1639.51,725.75 1639.84,771.292 1640.17,827.538 1640.51,796.652 1640.84,825.929 1641.18,843.033 \n",
       "  1641.51,853.597 1641.85,866.924 1642.18,885.637 1642.52,856.15 1642.85,837.437 1643.19,810.433 1643.52,806.026 1643.85,873.36 1644.19,940.869 1644.52,970.601 \n",
       "  1644.86,861.537 1645.19,760.658 1645.53,657.646 1645.86,607.207 1646.2,597.902 1646.53,576.775 1646.87,590.592 1647.2,614.308 1647.53,600.701 1647.87,629.243 \n",
       "  1648.2,677.094 1648.54,745.478 1648.87,837.717 1649.21,968.782 1649.54,1054.02 1649.88,1164.21 1650.21,1218.74 1650.55,1287.33 1650.88,1316.12 1651.21,1348.93 \n",
       "  1651.55,1366.63 1651.88,1377.33 1652.22,1375.93 1652.55,1382.68 1652.89,1372.72 1653.22,1300.14 1653.56,1222.45 1653.89,1028.81 1654.23,900.154 1654.56,757.825 \n",
       "  1654.89,747.227 1655.23,753.838 1655.56,795.742 1655.9,839.186 1656.23,853.037 1656.57,853.562 1656.9,869.267 1657.24,819.493 1657.57,820.262 1657.91,855.171 \n",
       "  1658.24,861.467 1658.57,839.78 1658.91,814.036 1659.24,808.404 1659.58,824.635 1659.91,883.224 1660.25,953.146 1660.58,989.524 1660.92,891.759 1661.25,765.031 \n",
       "  1661.59,676.115 1661.92,598.322 1662.25,555.648 1662.59,567.611 1662.92,585.66 1663.26,635.854 1663.59,625.291 1663.93,611.684 1664.26,635.645 1664.6,674.016 \n",
       "  1664.93,746.247 1665.27,841.249 1665.6,981.934 1665.93,1082.74 1666.27,1176.03 1666.6,1242.7 1666.94,1275.82 1667.27,1324.76 1667.61,1349.25 1667.94,1369.04 \n",
       "  1668.28,1362.54 1668.61,1372.79 1668.95,1365.76 1669.28,1301.81 1669.61,1204.36 1669.95,1023.98 1670.28,885.148 1670.62,757.056 1670.95,735.614 1671.29,760.274 \n",
       "  1671.62,783.884 1671.96,797.701 1672.29,837.157 1672.63,828.832 1672.96,856.325 1673.29,820.052 1673.63,825.684 1673.96,834.778 1674.3,842.579 1674.63,820.542 \n",
       "  1674.97,806.166 1675.3,805.816 1675.64,825.124 1675.97,914.495 1676.31,982.493 1676.64,1015.58 1676.97,908.304 1677.31,770.662 1677.64,707.841 1677.98,663.627 \n",
       "  1678.31,615.532 1678.65,586.499 1678.98,549.877 1679.32,579.119 1679.65,561.909 1679.99,566.212 1680.32,558.342 1680.65,577.545 1680.99,635.749 1681.32,689.722 \n",
       "  1681.66,776.714 1681.99,908.339 1682.33,1013.55 1682.66,1105.58 1683,1166.34 1683.33,1229.76 1683.67,1267.81 1684,1300.21 1684.33,1300.42 1684.67,1337.39 \n",
       "  1685,1345.08 1685.34,1291.57 1685.67,1201.15 1686.01,1042.2 1686.34,919.567 1686.68,777.028 1687.01,771.327 1687.35,784.794 1687.68,816.904 1688.01,828.062 \n",
       "  1688.35,854.087 1688.68,841.669 1689.02,859.263 1689.35,822.291 1689.69,823.69 1690.02,844.922 1690.36,862.027 1690.69,854.751 1691.03,833.834 1691.36,819.772 \n",
       "  1691.69,837.437 1692.03,899.034 1692.36,962.556 1692.7,1010.51 1693.03,888.156 1693.37,770.208 1693.7,657.331 1694.04,573.487 1694.37,543.406 1694.71,496.079 \n",
       "  1695.04,521.614 1695.37,546.729 1695.71,546.799 1696.04,541.342 1696.38,511.855 1696.71,491.182 1697.05,509.441 1697.38,521.439 1697.72,576.181 1698.05,641.801 \n",
       "  1698.39,696.682 1698.72,737.642 1699.05,783.57 1699.39,870.352 1699.72,943.702 1700.06,1028.88 1700.39,1101.18 1700.73,1233.12 1701.06,1306.43 1701.4,1339.28 \n",
       "  1701.73,1326.89 1702.07,1303.63 1702.4,1271.21 1702.73,1194.11 1703.07,1152.25 1703.4,1045.84 1703.74,1019.15 1704.07,906.939 1704.41,896.691 1704.74,814.771 \n",
       "  1705.08,810.818 1705.41,748.241 1705.75,766.955 1706.08,738.832 1706.41,731.066 1706.75,718.509 1707.08,733.9 1707.42,743.169 1707.75,736.978 1708.09,746.352 \n",
       "  1708.42,823.725 1708.76,875.633 1709.09,824.53 1709.43,713.332 1709.76,645.543 1710.09,584.086 1710.43,556.418 1710.76,560.685 1711.1,595.699 1711.43,613.398 \n",
       "  1711.77,626.235 1712.1,600.736 1712.44,569.5 1712.77,552.99 1713.11,538.474 1713.44,528.365 1713.77,533.297 1714.11,568.835 1714.44,571.983 1714.78,699.481 \n",
       "  1715.11,734.075 1715.45,800.01 1715.78,883.189 1716.12,982.074 1716.45,1046.92 1716.79,1209.61 1717.12,1298.14 1717.45,1337.91 1717.79,1314.93 1718.12,1305.7 \n",
       "  1718.46,1304.02 1718.79,1244.13 1719.13,1220.63 1719.46,1126.78 1719.8,1082.18 1720.13,984.767 1720.47,945.556 1720.8,862.307 1721.13,848.805 1721.47,831.176 \n",
       "  1721.8,833.309 1722.14,817.674 1722.47,854.227 1722.81,899.454 1723.14,919.812 1723.48,935.237 1723.81,956.399 1724.15,978.016 1724.48,999.003 1724.81,1041.78 \n",
       "  1725.15,985.956 1725.48,928.626 1725.82,885.567 1726.15,853.667 1726.49,844.223 1726.82,833.484 1727.16,826.873 1727.49,865.769 1727.83,886.162 1728.16,905.156 \n",
       "  1728.49,923.24 1728.83,954.126 1729.16,1014.46 1729.5,1080.75 1729.83,1142.28 1730.17,1230.46 1730.5,1299.23 1730.84,1331.62 1731.17,1349.7 1731.51,1368.13 \n",
       "  1731.84,1387.34 1732.17,1390.9 1732.51,1377.02 1732.84,1375.48 1733.18,1357.61 1733.51,1290.38 1733.85,1200.66 1734.18,1046.36 1734.52,952.412 1734.85,871.366 \n",
       "  1735.19,844.887 1735.52,873.955 1735.85,878.362 1736.19,910.192 1736.52,941.149 1736.86,946.36 1737.19,953.706 1737.53,918.133 1737.86,915.894 1738.2,922.68 \n",
       "  1738.53,926.982 1738.87,927.297 1739.2,893.927 1739.53,892.423 1739.87,886.022 1740.2,941.848 1740.54,978.296 1740.87,971.125 1741.21,891.094 1741.54,820.297 \n",
       "  1741.88,744.463 1742.21,706.546 1742.55,695.913 1742.88,661.039 1743.21,667.265 1743.55,682.551 1743.88,674.996 1744.22,730.507 1744.55,751.494 1744.89,824.774 \n",
       "  1745.22,918.692 1745.56,977.911 1745.89,1068.12 1746.23,1146.05 1746.56,1211.04 1746.89,1294.68 1747.23,1334.52 1747.56,1362.71 1747.9,1385.94 1748.23,1394.12 \n",
       "  1748.57,1385.06 1748.9,1386.6 1749.24,1375.72 1749.57,1304.02 1749.91,1204.19 1750.24,1023.38 1750.58,915.614 1750.91,824.215 1751.24,819.493 1751.58,837.017 \n",
       "  1751.91,880.845 1752.25,891.409 1752.58,926.388 1752.92,929.396 1753.25,963.85 1753.59,939.225 1753.92,924.499 1754.26,935.762 1754.59,957.169 1754.92,952.727 \n",
       "  1755.26,953.251 1755.59,937.546 1755.93,955.35 1756.26,984.662 1756.6,1044.02 1756.93,1073.26 1757.27,989.279 1757.6,894.067 1757.94,792.769 1758.27,773.111 \n",
       "  1758.6,703.328 1758.94,639.982 1759.27,629.208 1759.61,642.535 1759.94,641.241 1760.28,646.943 1760.61,694.024 1760.95,717.145 1761.28,797.561 1761.62,918.203 \n",
       "  1761.95,1023.7 1762.28,1127.24 1762.62,1212.02 1762.95,1267.19 1763.29,1302.83 1763.62,1336.06 1763.96,1355.51 1764.29,1366.38 1764.63,1372.09 1764.96,1380.73 \n",
       "  1765.3,1368.69 1765.63,1308.46 1765.96,1210.66 1766.3,1035.52 1766.63,911.941 1766.97,810.048 1767.3,814.526 1767.64,835.723 1767.97,861.187 1768.31,884.168 \n",
       "  1768.64,914.005 1768.98,922.4 1769.31,931.075 1769.64,897.74 1769.98,883.154 1770.31,891.864 1770.65,907.954 1770.98,891.304 1771.32,865.63 1771.65,860.698 \n",
       "  1771.99,867.938 1772.32,940.169 1772.66,1010.3 1772.99,1007.75 1773.32,909.003 1773.66,815.96 1773.99,718.929 1774.33,715.956 1774.66,689.407 1775,678.214 \n",
       "  1775.33,709.974 1775.67,719.558 1776,679.263 1776.34,656.772 1776.67,683.076 1777,704.168 1777.34,798.89 1777.67,903.791 1778.01,1020.24 1778.34,1108.84 \n",
       "  1778.68,1203.38 1779.01,1249.31 1779.35,1288.52 1779.68,1317.13 1780.02,1348.55 1780.35,1366 1780.68,1359.95 1781.02,1374.43 1781.35,1370.79 1781.69,1312.76 \n",
       "  1782.02,1239.97 1782.36,1053.19 1782.69,953.251 1783.03,858.354 1783.36,814.84 1783.7,820.822 1784.03,851.673 1784.36,827.048 1784.7,833.239 1785.03,832.12 \n",
       "  1785.37,888.89 1785.7,883.679 1786.04,851.393 1786.37,867.204 1786.71,856.535 1787.04,860.593 1787.38,877.557 1787.71,898.09 1788.04,915.404 1788.38,955 \n",
       "  1788.71,988.755 1789.05,1011 1789.38,895.956 1789.72,787.907 1790.05,714.312 1790.39,666.915 1790.72,645.264 1791.06,629.628 1791.39,654.183 1791.72,696.088 \n",
       "  1792.06,701.579 1792.39,672.722 1792.73,689.757 1793.06,634.105 1793.4,686.748 1793.73,749.5 1794.07,889.695 1794.4,1002.99 1794.74,1092.01 1795.07,1164.8 \n",
       "  1795.4,1211.43 1795.74,1252.35 1796.07,1289.82 1796.41,1315.95 1796.74,1316.26 1797.08,1348.83 1797.41,1356.63 1797.75,1319.09 1798.08,1227.62 1798.42,1077.78 \n",
       "  1798.75,1003.2 1799.08,894.837 1799.42,880.496 1799.75,844.992 1800.09,870.422 1800.42,875.074 1800.76,901.658 1801.09,888.611 1801.43,923.589 1801.76,883.819 \n",
       "  1802.1,874.619 1802.43,894.277 1802.76,906.835 1803.1,873.64 1803.43,869.862 1803.77,849.364 1804.1,872.87 1804.44,925.163 1804.77,964.479 1805.11,991.343 \n",
       "  1805.44,899.139 1805.78,780.421 1806.11,688.253 1806.44,625.431 1806.78,591.396 1807.11,569.815 1807.45,576.251 1807.78,602.73 1808.12,608.326 1808.45,603.394 \n",
       "  1808.79,552.36 1809.12,552.395 1809.46,533.227 1809.79,554.249 1810.12,581.462 1810.46,623.927 1810.79,655.547 1811.13,740.93 1811.46,795.882 1811.8,849.644 \n",
       "  1812.13,950.593 1812.47,1015.41 1812.8,1096.56 1813.14,1237.7 1813.47,1308.57 1813.8,1335.67 1814.14,1329.69 1814.47,1273.66 1814.81,1250.47 1815.14,1173.2 \n",
       "  1815.48,1146.65 1815.81,1046.5 1816.15,1030.55 1816.48,926.842 1816.82,906.695 1817.15,853.107 1817.48,827.363 1817.82,756.181 1818.15,755.027 1818.49,760.973 \n",
       "  1818.82,745.478 1819.16,748.766 1819.49,762.302 1819.83,742.295 1820.16,762.792 1820.5,785.773 1820.83,844.782 1821.16,912.746 1821.5,839.57 1821.83,714.102 \n",
       "  1822.17,644.529 1822.5,619.1 1822.84,587.584 1823.17,570.339 1823.51,633.896 1823.84,647.257 1824.18,670.868 1824.51,645.369 1824.84,580.378 1825.18,518.676 \n",
       "  1825.51,482.263 1825.85,476.072 1826.18,505.594 1826.52,538.788 1826.85,599.966 1827.19,665.481 1827.52,726.694 1827.86,810.188 1828.19,892.143 1828.52,974.169 \n",
       "  1828.86,1042.27 1829.19,1201.95 1829.53,1307.97 1829.86,1330.67 1830.2,1323.5 1830.53,1298.53 1830.87,1286.98 1831.2,1242.42 1831.54,1207.16 1831.87,1139.86 \n",
       "  1832.2,1099.6 1832.54,1011.42 1832.87,971.405 1833.21,873.08 1833.54,852.338 1833.88,786.508 1834.21,773.601 1834.55,749.011 1834.88,758.7 1835.22,774.02 \n",
       "  1835.55,764.366 1835.88,766.185 1836.22,808.125 1836.55,806.83 1836.89,840.725 1837.22,867.344 1837.56,842.509 1837.89,784.934 1838.23,744.183 1838.56,772.516 \n",
       "  1838.9,777.028 1839.23,797.071 1839.56,823.235 1839.9,878.991 1840.23,888.226 1840.57,897.145 1840.9,935.552 1841.24,987.111 1841.57,1037.86 1841.91,1082.39 \n",
       "  1842.24,1167.99 1842.58,1237.07 1842.91,1286 1843.24,1338.37 1843.58,1345.64 1843.91,1372.23 1844.25,1389.72 1844.58,1395.1 1844.92,1379.85 1845.25,1379.68 \n",
       "  1845.59,1354.98 1845.92,1298.25 1846.26,1205.73 1846.59,1062.07 1846.92,964.235 1847.26,869.547 1847.59,850.834 1847.93,876.298 1848.26,918.028 1848.6,946.046 \n",
       "  1848.93,937.021 1849.27,921.036 1849.6,929.606 1849.94,887.701 1850.27,886.407 1850.6,906.835 1850.94,914.32 1851.27,880.74 1851.61,851.603 1851.94,817.744 \n",
       "  1852.28,829.671 1852.61,869.582 1852.95,909.773 1853.28,943.737 1853.62,844.537 1853.95,703.748 1854.28,650.72 1854.62,664.817 1854.95,663.418 1855.29,679.018 \n",
       "  1855.62,702.419 1855.96,739.986 1856.29,760.938 1856.63,777.903 1856.96,830.056 1857.3,849.19 1857.63,979.45 1857.96,1055.46 1858.3,1128.56 1858.63,1221.57 \n",
       "  1858.97,1273.24 1859.3,1320.35 1859.64,1344.73 1859.97,1367.89 1860.31,1389.12 1860.64,1394.61 1860.98,1384.22 1861.31,1388.81 1861.64,1374.99 1861.98,1312.76 \n",
       "  1862.31,1233.01 1862.65,1057.17 1862.98,938.525 1863.32,789.656 1863.65,761.883 1863.99,764.261 1864.32,813.966 1864.66,818.758 1864.99,872.905 1865.32,884.728 \n",
       "  1865.66,898.545 1865.99,847.546 1866.33,854.366 1866.66,872.136 1867,900.958 1867.33,849.819 1867.67,820.437 1868,813.651 1868.34,817.184 1868.67,882.454 \n",
       "  1869,948.249 1869.34,965.389 1869.67,856.745 1870.01,755.552 1870.34,656.772 1870.68,629.908 1871.01,604.968 1871.35,603.079 1871.68,612.664 1872.02,636.974 \n",
       "  1872.35,618.225 1872.68,632.741 1873.02,683.775 1873.35,735.474 1873.69,833.659 1874.02,916.699 1874.36,1013.41 1874.69,1152.77 1875.03,1214.4 1875.36,1275.55 \n",
       "  1875.7,1312.9 1876.03,1346.24 1876.36,1360.89 1876.7,1371.04 1877.03,1375.27 1877.37,1390.84 1877.7,1372.75 1878.04,1302.62 1878.37,1214.51 1878.71,1042.59 \n",
       "  1879.04,902.252 1879.38,748.416 1879.71,725.785 1880.04,724.91 1880.38,772.481 1880.71,787.102 1881.05,854.017 1881.38,859.893 1881.72,872.73 1882.05,780.946 \n",
       "  1882.39,805.431 1882.72,828.342 1883.06,853.177 1883.39,844.328 1883.72,820.612 1884.06,800.359 1884.39,809.419 1884.73,854.262 1885.06,932.649 1885.4,962.696 \n",
       "  1885.73,876.858 1886.07,761.113 1886.4,656.317 1886.74,628.369 1887.07,584.121 1887.4,570.479 1887.74,587.864 1888.07,607.766 1888.41,611.264 1888.74,596.538 \n",
       "  1889.08,650.301 1889.41,663.558 1889.75,746.877 1890.08,853.842 1890.42,986.026 1890.75,1092.68 1891.08,1181.56 1891.42,1248.51 1891.75,1289.19 1892.09,1326.09 \n",
       "  1892.42,1345.71 1892.76,1363.66 1893.09,1363.06 1893.43,1381.74 1893.76,1376.77 1894.1,1307.24 1894.43,1220.35 1894.76,1040.31 1895.1,905.225 1895.43,764.996 \n",
       "  1895.77,753.313 1896.1,743.064 1896.44,776.259 1896.77,799.275 1897.11,846.111 1897.44,836.702 1897.78,865 1898.11,824.6 1898.44,821.032 1898.78,839.5 \n",
       "  1899.11,861.152 1899.45,825.474 1899.78,806.026 1900.12,782.1 1900.45,793.294 1900.79,868.883 1901.12,956.12 1901.46,974.413 1901.79,864.615 1902.12,736.278 \n",
       "  1902.46,666.181 1902.79,647.048 1903.13,584.541 1903.46,564.883 1903.8,574.432 1904.13,571.284 1904.47,566.771 1904.8,564.603 1905.14,590.277 1905.47,616.441 \n",
       "  1905.8,643.165 1906.14,705.672 1906.47,829.706 1906.81,925.443 1907.14,1035.14 1907.48,1114.99 1907.81,1178.83 1908.15,1231.79 1908.48,1273.73 1908.82,1307.66 \n",
       "  1909.15,1312.45 1909.48,1341.97 1909.82,1351.59 1910.15,1305.84 1910.49,1222.66 1910.82,1063.85 1911.16,939.435 1911.49,796.861 1911.83,770.592 1912.16,767.689 \n",
       "  1912.5,784.024 1912.83,801.793 1913.16,861.012 1913.5,866.469 1913.83,861.012 1914.17,832.365 1914.5,814.91 1914.84,852.897 1915.17,859.543 1915.51,844.467 \n",
       "  1915.84,797.491 1916.18,773.775 1916.51,798.575 1916.85,875.599 1917.18,923.135 1917.51,946.605 1917.85,825.964 1918.18,668.07 1918.52,577.65 1918.85,585.835 \n",
       "  1919.19,533.297 1919.52,509.231 1919.86,551.381 1920.19,569.745 1920.53,590.312 1920.86,578.874 1921.19,570.304 1921.53,553.34 1921.86,600.946 1922.2,601.995 \n",
       "  1922.53,643.865 1922.87,679.018 1923.2,743.414 1923.54,807.81 1923.87,860.593 1924.21,915.719 1924.54,969.306 1924.87,1059.8 1925.21,1125.7 1925.54,1252.63 \n",
       "  1925.88,1325.39 1926.21,1346.45 1926.55,1339.63 1926.88,1313.95 1927.22,1294.33 1927.55,1254.87 1927.89,1218.04 1928.22,1123.25 1928.55,1052.77 1928.89,941.254 \n",
       "  1929.22,870.422 1929.56,821.242 1929.89,821.766 1930.23,818.548 1930.56,810.888 1930.9,827.643 1931.23,829.532 1931.57,802.388 1931.9,840.025 1932.23,829.881 \n",
       "  1932.57,828.657 1932.9,835.023 1933.24,863.181 1933.57,856.36 1933.91,784.514 1934.24,698.991 1934.58,664.397 1934.91,625.046 1935.25,554.984 1935.58,532.842 \n",
       "  1935.91,615.917 1936.25,641.486 1936.58,636.904 1936.92,603.289 1937.25,604.024 1937.59,568.38 1937.92,556.593 1938.26,555.333 1938.59,577.125 1938.93,646.243 \n",
       "  1939.26,662.893 1939.59,736.383 1939.93,787.557 1940.26,854.296 1940.6,925.653 1940.93,1005.75 1941.27,1068.79 1941.6,1225.84 1941.94,1308.29 1942.27,1345.43 \n",
       "  1942.61,1344.8 1942.94,1316.99 1943.27,1299.72 1943.61,1250.5 1943.94,1207.27 1944.28,1144.65 1944.61,1086.24 1944.95,1015.97 1945.28,951.852 1945.62,866.434 \n",
       "  1945.95,836.212 1946.29,798.54 1946.62,812.147 1946.95,786.892 1947.29,817.184 1947.62,829.322 1947.96,847.79 1948.29,836.247 1948.63,852.058 1948.96,869.302 \n",
       "  1949.3,917.363 1949.63,928.276 1949.97,895.781 1950.3,818.898 1950.63,767.095 1950.97,770.138 1951.3,752.928 1951.64,767.199 1951.97,823.095 1952.31,840.27 \n",
       "  1952.64,882.839 1952.98,877.872 1953.31,938.63 1953.65,965.739 1953.98,1044.23 1954.31,1108.21 1954.65,1179.7 1954.98,1260.43 1955.32,1307.24 1955.65,1342.32 \n",
       "  1955.99,1361.17 1956.32,1382.72 1956.66,1398.15 1956.99,1398.88 1957.33,1389.68 1957.66,1383.24 1957.99,1361.94 1958.33,1299.3 1958.66,1221.01 1959,1066.16 \n",
       "  1959.33,960.457 1959.67,850.974 1960,818.373 1960.34,839.291 1960.67,834.359 1961.01,865.42 1961.34,923.03 1961.67,899.839 1962.01,920.266 1962.34,891.619 \n",
       "  1962.68,882.314 1963.01,886.477 1963.35,920.266 1963.68,874.584 1964.02,859.998 1964.35,828.202 1964.69,825.964 1965.02,861.747 1965.35,906.974 1965.69,900.993 \n",
       "  1966.02,804.207 1966.36,721.133 1966.69,639.177 1967.03,612.943 1967.36,601.82 1967.7,630.293 1968.03,685.979 1968.37,725.365 1968.7,723.756 1969.03,761.148 \n",
       "  1969.37,795.322 1969.7,860.418 1970.04,916.279 1970.37,1053.33 1970.71,1128.21 1971.04,1228.39 1971.38,1274.64 1971.71,1314.2 1972.05,1343.33 1972.38,1374.36 \n",
       "  1972.71,1390.59 1973.05,1397.55 1973.38,1388.84 1973.72,1391.81 1974.05,1381.08 1974.39,1308.84 1974.72,1224.41 1975.06,1060.95 1975.39,936.147 1975.73,795.707 \n",
       "  1976.06,773.775 1976.39,774.825 1976.73,802.808 1977.06,838.311 1977.4,875.074 1977.73,878.747 1978.07,911.207 1978.4,867.274 1978.74,849.574 1979.07,866.434 \n",
       "  1979.41,885.183 1979.74,864.021 1980.07,845.902 1980.41,815.225 1980.74,805.396 1981.08,893.018 1981.41,950.698 1981.75,974.483 1982.08,863.356 1982.42,744.673 \n",
       "  1982.75,653.903 1983.09,630.048 1983.42,591.361 1983.75,587.304 1984.09,619.869 1984.42,632.147 1984.76,628.194 1985.09,647.083 1985.43,689.197 1985.76,682.411 \n",
       "  1986.1,709.275 1986.43,900.678 1986.77,1022.75 1987.1,1140.07 1987.43,1225.32 1987.77,1272.89 1988.1,1325.81 1988.44,1352.22 1988.77,1371.6 1989.11,1379.01 \n",
       "  1989.44,1378.35 1989.78,1385.1 1990.11,1372.54 1990.45,1306.99 1990.78,1221.92 1991.11,1051.58 1991.45,907.464 1991.78,776.784 1992.12,749.115 1992.45,761.463 \n",
       "  1992.79,820.927 1993.12,829.462 1993.46,857.584 1993.79,857.34 1994.13,875.599 1994.46,820.752 1994.79,824.53 1995.13,845.377 1995.46,866.749 1995.8,839.326 \n",
       "  1996.13,827.223 1996.47,795.078 1996.8,805.501 1997.14,858.109 1997.47,933.943 1997.81,963.99 1998.14,864.65 1998.47,747.227 1998.81,632.776 1999.14,596.818 \n",
       "  1999.48,558.586 1999.81,561.49 2000.15,579.504 2000.48,586.325 2000.82,587.129 2001.15,590.172 2001.49,596.049 2001.82,640.542 2002.15,738.902 2002.49,859.648 \n",
       "  2002.82,983.648 2003.16,1093.83 2003.49,1185.34 2003.83,1248.16 2004.16,1285.2 2004.5,1333.05 2004.83,1357.19 2005.17,1367.36 2005.5,1357.57 2005.83,1369.29 \n",
       "  2006.17,1357.26 2006.5,1295.76 2006.84,1225.32 2007.17,1034.79 2007.51,916.069 2007.84,760.763 2008.18,741.21 2008.51,760.274 2008.85,786.473 2009.18,802.248 \n",
       "  2009.51,832.12 2009.85,828.132 2010.18,850.274 2010.52,819.598 2010.85,812.112 2011.19,823.515 2011.52,850.764 2011.86,795.777 2012.19,782.205 2012.53,769.578 \n",
       "  2012.86,774.825 2013.19,847.301 2013.53,927.297 2013.86,953.741 2014.2,839.046 2014.53,713.717 2014.87,645.474 2015.2,588.738 2015.54,530.568 2015.87,523.992 \n",
       "  2016.21,536.83 2016.54,539.103 2016.87,543.72 2017.21,522.908 2017.54,534.276 2017.88,568.905 2018.21,622.493 2018.55,695.108 2018.88,803.367 2019.22,935.097 \n",
       "  2019.55,974.448 2019.89,1100.44 2020.22,1184.04 2020.55,1232.77 2020.89,1281.25 2021.22,1311.92 2021.56,1309.4 2021.89,1332.11 2022.23,1341.34 2022.56,1279.46 \n",
       "  2022.9,1209.54 2023.23,1048.81 2023.57,927.857 2023.9,769.788 2024.23,730.087 2024.57,743.659 2024.9,771.817 2025.24,784.794 2025.57,830.301 2025.91,837.647 \n",
       "  2026.24,839.081 2026.58,804.767 2026.91,793.713 2027.25,840.235 2027.58,863.986 2027.91,817.499 2028.25,767.164 2028.58,755.272 2028.92,807.25 2029.25,879.761 \n",
       "  2029.59,943.982 2029.92,979.136 2030.26,858.984 2030.59,746.142 2030.93,660.584 2031.26,627.25 2031.59,552.99 2031.93,537.564 2032.26,562.014 2032.6,569.255 \n",
       "  2032.93,569.29 2033.27,556.173 2033.6,556.523 2033.94,535.745 2034.27,518.571 2034.61,529.449 2034.94,575.971 2035.27,629.838 2035.61,670.973 2035.94,767.794 \n",
       "  2036.28,772.027 2036.61,889.485 2036.95,970.846 2037.28,1039.68 2037.62,1094.53 2037.95,1235.49 2038.29,1304.02 2038.62,1337.67 2038.95,1320.53 2039.29,1277.85 \n",
       "  2039.62,1234.38 2039.96,1164.38 2040.29,1100.72 2040.63,975.078 2040.96,935.797 2041.3,815.715 2041.63,783.01 2041.97,721.133 2042.3,731.136 2042.63,695.003 \n",
       "  2042.97,696.438 2043.3,681.152 2043.64,709.135 2043.97,715.396 2044.31,739.042 2044.64,729.667 2044.98,750.69 2045.31,724.036 2045.65,789.901 2045.98,833.204 \n",
       "  2046.31,763.247 2046.65,661.214 2046.98,611.439 2047.32,554.179 2047.65,523.538 2047.99,529.239 2048.32,576.286 2048.66,622.248 2048.99,640.891 2049.33,614.867 \n",
       "  2049.66,574.187 2049.99,540.048 2050.33,510.246 2050.66,511.54 2051,528.645 2051.33,570.969 2051.67,620.219 2052,677.339 2052.34,722.986 2052.67,801.409 \n",
       "  2053.01,879.341 2053.34,962.591 2053.67,1040.03 2054.01,1211.36 2054.34,1308.64 2054.68,1324.97 2055.01,1326.65 2055.35,1293.1 2055.68,1302.34 2056.02,1264.98 \n",
       "  2056.35,1216.01 2056.69,1140.18 2057.02,1074.14 2057.35,971.09 2057.69,919.182 2058.02,832.505 2058.36,814.491 2058.69,774.125 2059.03,769.193 2059.36,768.039 \n",
       "  2059.7,766.535 2060.03,786.368 2060.37,795.182 2060.7,806.166 2061.03,828.517 2061.37,876.683 2061.7,901.588 2062.04,925.618 2062.37,859.858 2062.71,791.859 \n",
       "  2063.04,753.278 2063.38,741.945 2063.71,734.564 2064.05,745.338 2064.38,777.938 2064.71,794.553 2065.05,831.28 2065.38,817.884 2065.72,823.48 2066.05,862.377 \n",
       "  2066.39,932.754 2066.72,974.378 2067.06,1055.63 2067.39,1144.06 2067.73,1223.71 2068.06,1269.84 2068.39,1299.09 2068.73,1326.96 2069.06,1353.86 2069.4,1366.14 \n",
       "  2069.73,1355.16 2070.07,1363.03 2070.4,1364.57 2070.74,1326.58 2071.07,1280.44 2071.41,1189.15 2071.74,1121.71 2072.07,1035.87 2072.41,987.775 2072.74,917.048 \n",
       "  2073.08,923.379 2073.41,902.427 2073.75,940.694 2074.08,938.001 2074.42,941.883 2074.75,910.297 2075.09,910.088 2075.42,903.966 2075.75,910.507 2076.09,877.277 \n",
       "  2076.42,867.274 2076.76,840.375 2077.09,849.784 2077.43,856.115 2077.76,892.108 2078.1,902.637 2078.43,837.507 2078.77,780.351 2079.1,704.098 2079.43,587.934 \n",
       "  2079.77,600.491 2080.1,677.969 2080.44,677.899 2080.77,703.223 2081.11,713.857 2081.44,766.115 2081.78,841.389 2082.11,917.118 2082.45,951.362 2082.78,1083.83 \n",
       "  2083.12,1147.84 2083.45,1228.81 2083.78,1264.95 2084.12,1319.02 2084.45,1352.88 2084.79,1377.26 2085.12,1393.81 2085.46,1400.28 2085.79,1391.53 2086.13,1394.72 \n",
       "  2086.46,1378.35 2086.8,1307.73 2087.13,1226.16 2087.46,1054.2 2087.8,928.801 2088.13,790.076 2088.47,756.881 2088.8,768.319 2089.14,800.359 2089.47,811.273 \n",
       "  2089.81,878.187 2090.14,848.77 2090.48,887.211 2090.81,847.895 2091.14,843.803 2091.48,845.482 2091.81,862.761 2092.15,841.774 2092.48,818.653 2092.82,801.199 \n",
       "  2093.15,804.102 2093.49,855.906 2093.82,933.978 2094.16,956.959 2094.49,889.275 2094.82,770.802 2095.16,668.21 2095.49,644.109 2095.83,632.671 2096.16,628.614 \n",
       "  2096.5,651.595 2096.83,651.14 2097.17,647.187 2097.5,634.595 2097.84,681.187 2098.17,776.189 2098.5,856.885 2098.84,972 2099.17,1059.66 2099.51,1162.6 \n",
       "  2099.84,1232.63 2100.18,1281.28 2100.51,1318.88 2100.85,1346.87 2101.18,1370.72 2101.52,1381.81 2101.85,1383.49 2102.18,1380.1 2102.52,1374.19 2102.85,1299.61 \n",
       "  2103.19,1219.4 2103.52,1042.34 2103.86,904.666 2104.19,766.115 2104.53,742.085 2104.86,740.965 2105.2,774.195 2105.53,813.022 2105.86,853.247 2106.2,812.042 \n",
       "  2106.53,852.408 2106.87,810.503 2107.2,821.382 2107.54,813.196 2107.87,831.945 2108.21,815.89 2108.54,799.205 2108.88,775.28 2109.21,790.18 2109.54,871.226 \n",
       "  2109.88,943.247 2110.21,953.286 2110.55,836.807 2110.88,720.433 2111.22,680.487 2111.55,661.249 2111.89,634.56 2112.22,540.432 2112.56,573.138 2112.89,619.205 \n",
       "  2113.22,544.28 2113.56,625.571 2113.89,668.629 2114.23,588.948 2114.56,755.377 2114.9,893.473 2115.23,994.141 2115.57,1091.84 2115.9,1171.17 2116.24,1265.79 \n",
       "  2116.57,1296.29 2116.9,1338.4 2117.24,1361.52 2117.57,1363.94 2117.91,1361.45 2118.24,1371.6 2118.58,1366.04 2118.91,1292.68 2119.25,1211.22 2119.58,1020.24 \n",
       "  2119.92,884.693 2120.25,704.553 2120.58,712.458 2120.92,704.832 2121.25,746.212 2121.59,744.044 2121.92,771.117 2122.26,801.793 2122.59,856.99 2122.93,821.102 \n",
       "  2123.26,840.62 2123.6,862.971 2123.93,872.38 2124.26,816.1 2124.6,809.069 2124.93,782.1 2125.27,788.676 2125.6,871.961 2125.94,924.499 2126.27,937.476 \n",
       "  2126.61,833.344 2126.94,698.361 2127.28,614.028 2127.61,598.427 2127.94,537.04 2128.28,515.353 2128.61,544.105 2128.95,569.255 2129.28,550.192 2129.62,510.98 \n",
       "  2129.95,543.301 2130.29,579.853 2130.62,606.962 2130.96,627.949 2131.29,785.458 2131.62,912.956 2131.96,1018.87 2132.29,1101.81 2132.63,1181.66 2132.96,1225.84 \n",
       "  2133.3,1278.17 2133.63,1301.95 2133.97,1308.46 2134.3,1336.58 2134.64,1348.41 2134.97,1292.54 2135.3,1230.07 2135.64,1042.17 2135.97,936.496 2136.31,765.625 \n",
       "  2136.64,754.642 2136.98,759.924 2137.31,783.989 2137.65,808.789 2137.98,844.957 2138.32,833.659 2138.65,848.35 2138.98,810.328 2139.32,796.791 2139.65,832.54 \n",
       "  2139.99,842.858 2140.32,817.184 2140.66,775.35 2140.99,766.465 2141.33,785.144 2141.66,873.85 2142,936.566 2142.33,961.191 2142.66,845.097 2143,716.27 \n",
       "  2143.33,650.895 2143.67,592.481 2144,536.13 2144.34,520.704 2144.67,528.26 2145.01,544.945 2145.34,549.317 2145.68,521.439 2146.01,525.462 2146.34,531.828 \n",
       "  2146.68,524.097 2147.01,543.93 2147.35,582.897 2147.68,604.653 2148.02,664.782 2148.35,735.369 2148.69,773.041 2149.02,876.158 2149.36,954.091 2149.69,1026.5 \n",
       "  2150.02,1088.34 2150.36,1234.31 2150.69,1299.86 2151.03,1327.1 2151.36,1322.21 2151.7,1282.44 2152.03,1249.84 2152.37,1157.25 2152.7,1098.83 2153.04,985.012 \n",
       "  2153.37,964.969 2153.7,866.714 2154.04,864.65 2154.37,793.259 2154.71,764.786 2155.04,717.949 2155.38,705.637 2155.71,704.483 2156.05,708.96 2156.38,694.479 \n",
       "  2156.72,709.974 2157.05,702.139 2157.38,703.503 2157.72,728.233 2158.05,801.129 2158.39,855.871 2158.72,793.818 2159.06,661.494 2159.39,604.024 2159.73,536.935 \n",
       "  2160.06,498.913 2160.4,507.238 2160.73,577.825 2161.06,608.431 2161.4,601.54 2161.73,577.86 2162.07,550.856 2162.4,512.449 2162.74,484.187 2163.07,458.128 \n",
       "  2163.41,476.771 2163.74,542.986 2164.08,563.623 2164.41,638.023 2164.74,695.143 2165.08,784.444 2165.41,879.691 2165.75,957.309 2166.08,1035.77 2166.42,1204.64 \n",
       "  2166.75,1289.96 2167.09,1331.16 2167.42,1329.38 2167.76,1299.47 2168.09,1278.69 2168.42,1220.03 2168.76,1204.82 2169.09,1118 2169.43,1049.76 2169.76,962.381 \n",
       "  2170.1,920.966 2170.43,816.275 2170.77,788.956 2171.1,728.688 2171.44,696.682 2171.77,683.321 2172.1,684.545 2172.44,699.935 2172.77,695.563 2173.11,722.007 \n",
       "  2173.44,744.183 2173.78,755.901 2174.11,807.25 2174.45,857.445 2174.78,818.408 2175.12,742.435 2175.45,727.534 2175.78,704.623 2176.12,688.987 2176.45,683.006 \n",
       "  2176.79,770.033 2177.12,802.528 2177.46,827.713 2177.79,830.756 2178.13,879.761 2178.46,936.252 2178.8,1023.56 2179.13,1093.97 2179.46,1169.28 2179.8,1220.28 \n",
       "  2180.13,1293.38 2180.47,1344.59 2180.8,1357.85 2181.14,1377.4 2181.47,1392.37 2181.81,1397.06 2182.14,1383.38 2182.48,1383.98 2182.81,1354.88 2183.14,1290.1 \n",
       "  2183.48,1206.6 2183.81,1049.27 2184.15,950.243 2184.48,835.128 2184.82,814.561 2185.15,827.748 2185.49,828.832 2185.82,852.443 2186.16,887.526 2186.49,886.617 \n",
       "  2186.82,896.306 2187.16,871.191 2187.49,868.358 2187.83,871.471 2188.16,892.808 2188.5,873.255 2188.83,841.04 2189.17,824.635 2189.5,807.285 2189.84,858.389 \n",
       "  2190.17,892.913 2190.5,916.069 2190.84,814.036 2191.17,726.624 2191.51,648.202 2191.84,597.028 2192.18,616.651 2192.51,644.949 2192.85,686.993 2193.18,707.911 \n",
       "  2193.52,704.623 2193.85,720.748 2194.18,752.718 2194.52,867.973 2194.85,977.247 2195.19,1050.35 2195.52,1137.13 2195.86,1216.99 2196.19,1270.09 2196.53,1314.97 \n",
       "  2196.86,1344.84 2197.2,1372.86 2197.53,1386.67 2197.86,1392.37 2198.2,1385.17 2198.53,1390.03 2198.87,1373.45 2199.2,1307.69 2199.54,1233.12 2199.87,1047.55 \n",
       "  2200.21,931.669 2200.54,779.827 2200.88,742.994 2201.21,763.842 2201.54,788.886 2201.88,820.122 2202.21,862.551 2202.55,886.267 2202.88,877.627 2203.22,840.97 \n",
       "  2203.55,821.661 2203.89,829.951 2204.22,875.459 2204.56,867.868 2204.89,825.474 2205.22,815.435 2205.56,794.378 2205.89,844.153 2206.23,911.207 2206.56,937.441 \n",
       "  2206.9,830.476 2207.23,717.6 2207.57,638.898 2207.9,618.96 2208.24,587.269 2208.57,580.238 2208.9,598.497 2209.24,598.357 2209.57,555.543 2209.91,615.007 \n",
       "  2210.24,652.504 2210.58,716.375 2210.91,827.118 2211.25,908.688 2211.58,1035.66 2211.92,1143.4 2212.25,1214.05 2212.58,1280.58 2212.92,1311.82 2213.25,1342.91 \n",
       "  2213.59,1359.04 2213.92,1371.42 2214.26,1366.52 2214.59,1377.72 2214.93,1372.19 2215.26,1281.7 2215.6,1176.42 2215.93,1003.41 2216.26,879.516 2216.6,771.852 \n",
       "  2216.93,727.883 2217.27,738.447 2217.6,759.329 2217.94,794.798 2218.27,846.146 2218.61,834.114 2218.94,883.329 2219.28,820.507 2219.61,830.091 2219.94,850.134 \n",
       "  2220.28,872.66 2220.61,851.568 2220.95,827.468 2221.28,765.416 2221.62,810.503 2221.95,870.911 2222.29,944.821 2222.62,954.371 2222.96,854.122 2223.29,726.659 \n",
       "  2223.62,683.53 2223.96,623.927 2224.29,576.775 2224.63,594.37 2224.96,578.14 2225.3,565.687 2225.63,546.134 2225.97,590.487 2226.3,648.692 2226.64,640.646 \n",
       "  2226.97,698.676 2227.3,832.68 2227.64,987.356 2227.97,1095.09 2228.31,1176.45 2228.64,1251.44 2228.98,1307.97 2229.31,1344.63 2229.65,1363.87 2229.98,1371.14 \n",
       "  2230.32,1364.99 2230.65,1379.33 2230.98,1363.48 2231.32,1293.91 2231.65,1194.64 2231.99,1013.41 2232.32,868.743 2232.66,750.48 2232.99,690.176 2233.33,714.347 \n",
       "  2233.66,741.455 2234,786.053 2234.33,821.836 2234.66,808.719 2235,803.158 2235.33,772.271 2235.67,744.009 2236,780.841 2236.34,814.141 2236.67,822.851 \n",
       "  2237.01,800.254 2237.34,795.777 2237.68,830.931 2238.01,930.83 2238.34,984.417 2238.68,1013.41 2239.01,903.232 2239.35,767.759 2239.68,691.296 2240.02,627.285 \n",
       "  2240.35,585.03 2240.69,570.479 2241.02,547.358 2241.36,563.413 2241.69,552.92 2242.02,564.358 2242.36,583.526 2242.69,588.773 2243.03,623.857 2243.36,673.666 \n",
       "  2243.7,792.699 2244.03,875.668 2244.37,1004.5 2244.7,1126.71 2245.04,1188.52 2245.37,1248.26 2245.7,1277.75 2246.04,1304.86 2246.37,1310.17 2246.71,1341.69 \n",
       "  2247.04,1351.13 2247.38,1300.9 2247.71,1218.88 2248.05,1045.77 2248.38,923.1 2248.72,794.378 2249.05,755.272 2249.39,767.584 2249.72,786.892 2250.05,800.989 \n",
       "  2250.39,840.13 2250.72,825.929 2251.06,850.519 2251.39,812.007 2251.73,811.972 2252.06,832.959 2252.4,840.655 2252.73,824.6 2253.07,772.726 2253.4,779.932 \n",
       "  2253.73,803.228 2254.07,886.512 2254.4,931.844 2254.74,950.383 2255.07,846.986 2255.41,727.988 2255.74,656.387 2256.08,575.971 2256.41,526.931 2256.75,511.365 \n",
       "  2257.08,534.626 2257.41,555.578 2257.75,560.685 2258.08,546.729 2258.42,521.264 2258.75,519.55 2259.09,518.886 2259.42,505.104 2259.76,559.111 2260.09,623.822 \n",
       "  2260.43,680.172 2260.76,748.066 2261.09,788.571 2261.43,879.971 2261.76,964.619 2262.1,1039.16 2262.43,1099.67 2262.77,1238.5 2263.1,1315.81 2263.44,1338.23 \n",
       "  2263.77,1331.51 2264.11,1293.07 2264.44,1249.45 2264.77,1184.74 2265.11,1141.44 2265.44,1032.37 2265.78,989.559 2266.11,872.905 2266.45,886.127 2266.78,806.516 \n",
       "  2267.12,768.948 2267.45,715.571 2267.79,709.065 2268.12,703.433 2268.45,697.837 2268.79,709.485 2269.12,747.192 2269.46,738.832 2269.79,725.26 2270.13,752.508 \n",
       "  2270.46,821.312 2270.8,869.162 2271.13,792.104 2271.47,681.362 2271.8,630.328 2272.13,565.932 2272.47,510.631 2272.8,531.128 2273.14,586.22 2273.47,631.657 \n",
       "  2273.81,647.922 2274.14,611.614 2274.48,577.895 2274.81,545.085 2275.15,500.417 2275.48,490.798 2275.81,519.69 2276.15,541.097 2276.48,603.079 2276.82,675.031 \n",
       "  2277.15,729.597 2277.49,801.793 2277.82,897.46 2278.16,966.473 2278.49,1044.48 2278.83,1207.79 2279.16,1296.39 2279.49,1331.55 2279.83,1327.21 2280.16,1315.46 \n",
       "  2280.5,1300.97 2280.83,1239.52 2281.17,1203.45 2281.5,1135.53 2281.84,1077.78 2282.17,964.969 2282.51,918.447 2282.84,808.439 2283.17,814.526 2283.51,746.737 \n",
       "  2283.84,736.838 2284.18,714.976 2284.51,752.858 2284.85,755.132 2285.18,749.15 2285.52,745.723 2285.85,762.267 2286.19,767.829 2286.52,815.61 2286.85,866.294 \n",
       "  2287.19,830.791 2287.52,775.14 2287.86,756.146 2288.19,744.149 2288.53,764.751 2288.86,782.835 2289.2,825.334 2289.53,854.366 2289.87,899.629 2290.2,885.008 \n",
       "  2290.53,948.109 2290.87,1004.11 2291.2,1056.05 2291.54,1106.53 2291.87,1168.2 2292.21,1229.3 2292.54,1306.05 2292.88,1338.05 2293.21,1359.6 2293.55,1384.99 \n",
       "  2293.88,1396.99 2294.21,1399.72 2294.55,1384.64 2294.88,1375.27 2295.22,1359.84 2295.55,1286.25 2295.89,1211.29 2296.22,1071.51 2296.56,962.556 2296.89,847.091 \n",
       "  2297.23,826.139 2297.56,841.844 2297.89,838.521 2298.23,861.432 2298.56,907.324 2298.9,896.761 2299.23,940.239 2299.57,884.168 2299.9,878.292 2300.24,894.347 \n",
       "  2300.57,917.188 2300.91,889.52 2301.24,868.813 2301.57,838.241 2301.91,811.168 2302.24,843.208 2302.58,890.01 2302.91,915.474 2303.25,822.851 2303.58,738.237 \n",
       "  2303.92,665.306 2304.25,623.542 2304.59,608.431 2304.92,648.552 2305.25,697.662 2305.59,716.096 2305.92,718.264 2306.26,728.933 2306.59,771.397 2306.93,824.11 \n",
       "  2307.26,913.306 2307.6,991.728 2307.93,1077.81 2308.27,1192.26 2308.6,1263.93 2308.93,1311.99 2309.27,1340.99 2309.6,1363.13 2309.94,1383.14 2310.27,1388.28 \n",
       "  2310.61,1386.18 2310.94,1393.11 2311.28,1367.36 2311.61,1299.19 2311.95,1228.15 2312.28,1053.36 2312.61,930.305 2312.95,791.44 2313.28,776.784 2313.62,780.072 \n",
       "  2313.95,826.733 2314.29,841.389 2314.62,873.745 2314.96,862.167 2315.29,898.545 2315.63,850.064 2315.96,838.346 2316.29,862.796 2316.63,896.236 2316.96,849.295 \n",
       "  2317.3,833.659 2317.63,807.04 2317.97,803.158 2318.3,860.068 2318.64,928.626 2318.97,971.195 2319.31,868.953 2319.64,773.321 2319.97,683.041 2320.31,658.206 \n",
       "  2320.64,638.058 2320.98,651.84 2321.31,629.453 2321.65,647.572 2321.98,630.957 2322.32,625.431 2322.65,669.014 2322.99,727.569 2323.32,786.823 2323.65,901.063 \n",
       "  2323.99,1029.47 2324.32,1137.97 2324.66,1219.33 2324.99,1260.29 2325.33,1302.06 2325.66,1343.86 2326,1369.88 2326.33,1372.51 2326.67,1369.88 2327,1380.8 \n",
       "  2327.33,1375.86 2327.67,1308.57 2328,1226.85 2328.34,1064.55 2328.67,931.145 2329.01,779.547 2329.34,779.337 2329.68,770.103 2330.01,797.911 2330.35,822.711 \n",
       "  2330.68,882.559 2331.01,870.492 2331.35,897.145 2331.68,859.193 2332.02,843.593 2332.35,855.451 2332.69,869.162 2333.02,831.91 2333.36,817.954 2333.69,795.847 \n",
       "  2334.03,784.409 2334.36,876.508 2334.69,934.468 2335.03,974.169 2335.36,833.519 2335.7,704.797 2336.03,685.839 2336.37,634.56 2336.7,565.617 2337.04,574.502 \n",
       "  2337.37,592.726 2337.71,594.44 2338.04,588.213 2338.37,591.606 2338.71,611.334 2339.04,646.173 2339.38,735.369 2339.71,807.74 2340.05,968.047 2340.38,1085.47 \n",
       "  2340.72,1166.9 2341.05,1235.39 2341.39,1275.76 2341.72,1329.52 2342.05,1346.38 2342.39,1352.5 2342.72,1354.32 2343.06,1371.77 2343.39,1360.75 2343.73,1274.5 \n",
       "  2344.06,1199.64 2344.4,1031.01 2344.73,913.131 2345.07,776.364 2345.4,766.395 2345.73,771.047 2346.07,782.555 2346.4,795.987 2346.74,833.344 2347.07,830.021 \n",
       "  2347.41,858.949 2347.74,826.523 2348.08,809.699 2348.41,829.042 2348.75,852.233 2349.08,828.587 2349.41,804.172 2349.75,780.491 2350.08,795.147 2350.42,873.57 \n",
       "  2350.75,948.599 2351.09,991.868 2351.42,886.407 2351.76,764.086 2352.09,699.166 2352.43,626.865 2352.76,590.837 2353.09,586.22 2353.43,557.292 2353.76,556.628 \n",
       "  2354.1,556.418 2354.43,555.263 2354.77,589.263 2355.1,582.442 2355.44,593.25 2355.77,681.467 2356.11,761.358 2356.44,868.953 2356.77,984.137 2357.11,1076.13 \n",
       "  2357.44,1140.46 2357.78,1193.97 2358.11,1241.83 2358.45,1286.77 2358.78,1291.67 2359.12,1335.08 2359.45,1342.7 2359.79,1296.25 2360.12,1211.64 2360.45,1050.84 \n",
       "  2360.79,940.974 2361.12,794.693 2361.46,749.15 2361.79,735.824 2362.13,774.37 2362.46,805.256 2362.8,826.348 2363.13,818.094 2363.47,841.949 2363.8,798.715 \n",
       "  2364.13,789.726 2364.47,800.674 2364.8,818.793 2365.14,797.736 2365.47,744.813 2365.81,738.587 2366.14,762.827 2366.48,865.455 2366.81,933.173 2367.15,970.496 \n",
       "  2367.48,868.603 2367.81,758.979 2368.15,709.555 2368.48,626.48 2368.82,566.876 2369.15,567.716 2369.49,568.345 2369.82,515.143 2370.16,514.478 2370.49,505.769 \n",
       "  2370.83,515.807 2371.16,537.984 2371.49,538.334 2371.83,531.653 2372.16,570.094 2372.5,587.164 2372.83,586.849 2373.17,629.173 2373.5,646.348 2373.84,708.82 \n",
       "  2374.17,765.136 2374.51,841.04 2374.84,934.118 2375.17,1088.65 2375.51,1188.06 2375.84,1252.81 2376.18,1258.55 2376.51,1241.76 2376.85,1236.05 2377.18,1141.19 \n",
       "  2377.52,1114.4 2377.85,1008.1 2378.19,963.255 2378.52,809.384 2378.85,792.524 2379.19,666.006 2379.52,644.704 2379.86,614.552 2380.19,574.117 2380.53,528.12 \n",
       "  2380.86,564.533 2381.2,580.938 2381.53,622.213 2381.87,642.99 2382.2,643.13 2382.53,682.936 2382.87,759.574 2383.2,814.316 2383.54,729.597 2383.87,629.768 \n",
       "  2384.21,576.53 2384.54,501.606 2384.88,466.103 2385.21,500.102 2385.55,531.198 2385.88,550.681 2386.21,598.917 2386.55,590.627 2386.88,536.97 2387.22,530.149 \n",
       "  2387.55,554.214 2387.89,545.609 2388.22,581.113 2388.56,651.105 2388.89,88.3675 2389.23,227.758 2389.56,995.645 2389.89,1030.94 2390.23,1109.19 2390.56,1183.17 \n",
       "  2390.9,1236.44 2391.23,1300.9 2391.57,1280.48 2391.9,1276.42 2392.24,1300.55 2392.57,1274.11 2392.91,1279.11 2393.24,1248.54 2393.57,1239.76 2393.91,1152.63 \n",
       "  2394.24,1104.36 2394.58,1022.16 2394.91,970.076 2395.25,881.09 2395.58,860.138 2395.92,802.703 2396.25,795.357 2396.59,762.967 2396.92,790.53 2397.25,776.504 \n",
       "  2397.59,772.446 2397.92,817.079 2398.26,831.91 2398.59,831.595 2398.93,854.716 2399.26,888.366 2399.6,846.531 2399.93,786.333 2400.27,749.675 2400.6,702.174 \n",
       "  2400.93,660.549 2401.27,697.872 2401.6,725.085 2401.94,767.759 2402.27,815.89 2402.61,838.066 2402.94,853.107 2403.28,919.672 2403.61,1006.17 2403.95,1101.81 \n",
       "  2404.28,1152.63 2404.61,1247.98 2404.95,1305.07 2405.28,1346.27 2405.62,1365.41 2405.95,1390.07 2406.29,1398.01 2406.62,1400.56 2406.96,1384.57 2407.29,1379.4 \n",
       "  2407.63,1356.31 2407.96,1291.08 2408.29,1178.06 2408.63,1008.73 2408.96,947.795 2409.3,825.929 2409.63,820.507 2409.97,816.38 2410.3,826.174 2410.64,852.303 \n",
       "  2410.97,899.489 2411.31,886.512 2411.64,922.47 2411.97,872.835 2412.31,874.899 2412.64,864.405 2412.98,886.722 2413.31,861.397 2413.65,852.058 2413.98,818.163 \n",
       "  2414.32,814.84 2414.65,865.7 2414.99,894.907 2415.32,927.577 2415.66,851.078 2415.99,754.922 2416.32,669.574 2416.66,651.49 2416.99,649.531 2417.33,665.831 \n",
       "  2417.66,688.253 2418,714.976 2418.33,722.427 2418.67,763.002 2419,740.93 2419.34,826.139 2419.67,950.348 2420,1015.37 2420.34,1086.31 2420.67,1162.84 \n",
       "  2421.01,1249.38 2421.34,1323.05 2421.68,1350.61 2422.01,1371.07 2422.35,1385.55 2422.68,1393.49 2423.02,1392.23 2423.35,1380.13 2423.68,1375.02 2424.02,1305.07 \n",
       "  2424.35,1208.7 2424.69,1034.09 2425.02,940.169 2425.36,815.715 2425.69,814.246 2426.03,794.203 2426.36,826.139 2426.7,848.735 2427.03,886.442 2427.36,877.977 \n",
       "  2427.7,894.732 2428.03,853.667 2428.37,841.774 2428.7,861.012 2429.04,893.543 2429.37,830.756 2429.71,824.495 2430.04,814.246 2430.38,810.363 2430.71,869.512 \n",
       "  2431.04,952.062 2431.38,988.23 2431.71,904.911 2432.05,816.904 2432.38,725.995 2432.72,681.537 2433.05,668 2433.39,657.576 2433.72,660.06 2434.06,676.15 \n",
       "  2434.39,651.84 2434.72,674.821 2435.06,681.537 2435.39,762.722 2435.73,841.179 2436.06,936.392 2436.4,1038.81 2436.73,1152.77 2437.07,1226.12 2437.4,1277.64 \n",
       "  2437.74,1309.4 2438.07,1347.99 2438.4,1363.34 2438.74,1380.48 2439.07,1375.58 2439.41,1382.3 2439.74,1367.61 2440.08,1305.38 2440.41,1214.33 2440.75,1037.41 \n",
       "  2441.08,906.66 2441.42,765.311 2441.75,762.058 2442.08,749.395 2442.42,774.405 2442.75,783.884 2443.09,868.743 2443.42,860.663 2443.76,870.142 2444.09,817.359 \n",
       "  2444.43,825.474 2444.76,837.402 2445.1,856.99 2445.43,834.988 2445.76,816.729 2446.1,807.39 2446.43,797.876 2446.77,888.785 2447.1,972.629 2447.44,999.423 \n",
       "  2447.77,896.271 2448.11,790.076 2448.44,698.221 2448.78,660.899 2449.11,630.258 2449.44,629.034 2449.78,627.32 2450.11,641.311 2450.45,615.672 2450.78,614.482 \n",
       "  2451.12,631.167 2451.45,661.809 2451.79,731.381 2452.12,851.638 2452.46,975.113 2452.79,1096.1 2453.12,1166.17 2453.46,1233.64 2453.79,1283.03 2454.13,1328.68 \n",
       "  2454.46,1349.07 2454.8,1362.96 2455.13,1350.22 2455.47,1367.61 2455.8,1362.89 2456.14,1284.71 2456.47,1178.86 2456.8,976.617 2457.14,850.624 2457.47,730.437 \n",
       "  2457.81,713.052 2458.14,715.046 2458.48,756.076 2458.81,752.928 2459.15,793.608 2459.48,789.411 2459.82,831.071 2460.15,806.026 2460.48,808.824 2460.82,845.342 \n",
       "  2461.15,851.743 2461.49,835.688 2461.82,826.768 2462.16,827.818 2462.49,842.614 2462.83,917.538 2463.16,981.024 2463.5,1019.61 2463.83,906.135 2464.16,782.59 \n",
       "  2464.5,698.501 2464.83,629.034 2465.17,596.643 2465.5,579.993 2465.84,564.078 2466.17,580.553 2466.51,574.047 2466.84,547.638 2467.18,563.518 2467.51,620.953 \n",
       "  2467.84,659.85 2468.18,714.836 2468.51,819.038 2468.85,957.414 2469.18,1048.57 2469.52,1143.15 2469.85,1203.45 2470.19,1249.24 2470.52,1271.8 2470.86,1307.76 \n",
       "  2471.19,1319.23 2471.52,1345.29 2471.86,1348.09 2472.19,1291.08 2472.53,1196.42 2472.86,1037.1 2473.2,926.038 2473.53,784.339 2473.87,775.105 2474.2,790.215 \n",
       "  2474.54,813.931 2474.87,831.56 2475.2,851.708 2475.54,841.214 2475.87,864.23 2476.21,812.882 2476.54,813.721 2476.88,840.55 2477.21,826.558 2477.55,762.722 \n",
       "  2477.88,761.778 2478.22,792.139 2478.55,823.305 2478.88,898.719 2479.22,966.508 2479.55,995.261 2479.89,902.042 2480.22,780.177 2480.56,697.662 2480.89,603.849 \n",
       "  2481.23,541.377 2481.56,507.168 2481.9,519.83 2482.23,503.11 2482.56,503.285 2482.9,524.552 2483.23,508.672 2483.57,488.384 2483.9,508.252 2484.24,520.005 \n",
       "  2484.57,560.755 2484.91,614.273 2485.24,682.236 2485.58,733.69 2485.91,778.358 2486.24,866.889 2486.58,954.65 2486.91,1043.25 2487.25,1100.41 2487.58,1251.58 \n",
       "  2487.92,1317.31 2488.25,1337.07 2488.59,1329.1 2488.92,1276.07 2489.26,1261.62 2489.59,1172.92 2489.92,1131.64 2490.26,1002.96 2490.59,976.022 2490.93,849.504 \n",
       "  2491.26,854.961 2491.6,769.718 2491.93,759.889 2492.27,688.253 2492.6,677.584 2492.94,658.486 2493.27,666.811 2493.6,653.274 2493.94,690.736 2494.27,663.802 \n",
       "  2494.61,676.535 2494.94,691.436 2495.28,808.16 2495.61,904.631 2495.95,818.408 2496.28,678.284 2496.62,581.567 2496.95,506.748 2497.28,483.592 2497.62,522.348 \n",
       "  2497.95,565.337 2498.29,607.906 2498.62,623.787 2498.96,598.637 2499.29,529.169 2499.63,505.908 2499.96,480.094 2500.3,485.131 2500.63,517.416 2500.96,577.685 \n",
       "  2501.3,627.564 2501.63,673.387 2501.97,718.474 2502.3,814.316 2502.64,896.096 2502.97,976.687 2503.31,1039.79 2503.64,1210.66 2503.98,1297.58 2504.31,1330.6 \n",
       "  2504.64,1333.96 2504.98,1313.99 2505.31,1307.24 2505.65,1255.75 2505.98,1219.82 2506.32,1115.27 2506.65,1059.9 2506.99,938.35 2507.32,906.24 2507.66,802.283 \n",
       "  2507.99,799.03 2508.32,764.366 2508.66,734.599 2508.99,697.802 2509.33,713.752 2509.66,735.404 2510,730.787 2510.33,743.519 2510.67,751.144 2511,756.356 \n",
       "  2511.34,805.746 2511.67,856.08 2512,809.769 2512.34,762.058 2512.67,740.126 2513.01,755.237 2513.34,771.957 2513.68,814.106 2514.01,858.634 2514.35,843.943 \n",
       "  2514.68,884.693 2515.02,904.666 2515.35,925.898 2515.68,975.148 2516.02,1051.72 2516.35,1116.01 2516.69,1184.15 2517.02,1246.79 2517.36,1296.99 2517.69,1336.97 \n",
       "  2518.03,1354.88 2518.36,1380.83 2518.7,1394.61 2519.03,1396.78 2519.36,1382.86 2519.7,1378 2520.03,1360.54 2520.37,1293.7 2520.7,1221.47 2521.04,1048.85 \n",
       "  2521.37,959.373 2521.71,856.395 2522.04,841.809 2522.38,833.169 2522.71,840.13 2523.04,871.296 2523.38,902.987 2523.71,915.684 2524.05,930.585 2524.38,891.339 \n",
       "  2524.72,887.386 2525.05,899.699 2525.39,915.159 2525.72,869.862 2526.06,854.576 2526.39,837.507 2526.72,813.476 2527.06,863.111 2527.39,921.246 2527.73,923.24 \n",
       "  2528.06,849.26 2528.4,768.074 2528.73,675.275 2529.07,662.123 2529.4,651.63 2529.74,683.006 2530.07,697.032 2530.4,730.157 2530.74,718.964 2531.07,738.412 \n",
       "  2531.41,734.18 2531.74,845.902 2532.08,928.137 2532.41,1008.94 2532.75,1091.77 2533.08,1196.77 2533.42,1239.87 2533.75,1297.76 2534.08,1327.03 2534.42,1355.54 \n",
       "  2534.75,1377.86 2535.09,1383.66 2535.42,1383.21 2535.76,1388.07 2536.09,1379.75 2536.43,1324.41 2536.76,1266.45 2537.1,1124.72 2537.43,1030.17 2537.76,883.679 \n",
       "  2538.1,865.63 2538.43,836.003 2538.77,841.879 2539.1,866.679 2539.44,905.156 2539.77,905.54 2540.11,919.287 2540.44,897.355 2540.78,900.958 2541.11,914.32 \n",
       "  2541.44,921.316 2541.78,902.952 2542.11,894.872 2542.45,887.981 2542.78,886.442 2543.12,927.892 2543.45,1004.6 2543.79,1032.23 2544.12,931.145 2544.46,819.283 \n",
       "  2544.79,737.957 2545.12,671.253 2545.46,658.241 2545.79,683.565 2546.13,693.429 2546.46,697.277 2546.8,681.047 2547.13,671.882 2547.47,710.534 2547.8,766.43 \n",
       "  2548.14,860.068 2548.47,984.872 2548.8,1080.64 2549.14,1184.85 2549.47,1229.55 2549.81,1293.35 2550.14,1327.31 2550.48,1345.57 2550.81,1374.95 2551.15,1379.71 \n",
       "  2551.48,1377.12 2551.82,1384.5 2552.15,1370.58 2552.48,1313.32 2552.82,1220.07 2553.15,1046.05 2553.49,911.487 2553.82,767.374 2554.16,766.395 2554.49,773.041 \n",
       "  2554.83,814.281 2555.16,832.015 2555.5,880.461 2555.83,851.008 2556.16,866.189 2556.5,826.139 2556.83,839.466 2557.17,888.331 2557.5,881.335 2557.84,854.646 \n",
       "  2558.17,828.342 2558.51,821.067 2558.84,841.844 2559.18,889.695 2559.51,970.006 2559.84,1007.78 2560.18,898.649 2560.51,801.339 2560.85,714.522 2561.18,650.895 \n",
       "  2561.52,624.871 2561.85,593.74 2562.19,624.172 2562.52,626.41 2562.86,599.127 2563.19,602.66 2563.52,612.489 2563.86,657.331 2564.19,732.396 2564.53,848.56 \n",
       "  2564.86,994.106 2565.2,1097.4 2565.53,1184.85 2565.87,1250.92 2566.2,1282.75 2566.54,1325.35 2566.87,1354.28 2567.2,1371.46 2567.54,1360.93 2567.87,1380.8 \n",
       "  2568.21,1367.75 2568.54,1305.8 2568.88,1212.41 2569.21,1028.04 2569.55,911.627 2569.88,773.95 2570.22,752.858 2570.55,765.346 2570.88,793.748 2571.22,820.962 \n",
       "  2571.55,856.255 2571.89,850.729 2572.22,854.786 2572.56,797.071 2572.89,811.762 2573.23,842.579 2573.56,852.792 2573.9,791.685 2574.23,787.942 2574.56,787.592 \n",
       "  2574.9,815.4 2575.23,886.092 2575.57,988.195 2575.9,1011.46 2576.24,896.376 2576.57,783.57 2576.91,702.314 2577.24,663.837 2577.58,612.279 2577.91,569.465 \n",
       "  2578.24,560.65 2578.58,550.192 2578.91,535.151 2579.25,569.22 2579.58,598.217 2579.92,629.488 2580.25,672.302 2580.59,735.054 2580.92,832.19 2581.26,946.36 \n",
       "  2581.59,1040.17 2581.93,1137.17 2582.26,1207.51 2582.59,1265.23 2582.93,1283.73 2583.26,1323.01 2583.6,1318.15 2583.93,1354.95 2584.27,1351.34 2584.6,1293.73 \n",
       "  2584.94,1211.01 2585.27,1030.31 2585.61,903.162 2585.94,759.329 2586.27,744.743 2586.61,734.145 2586.94,789.621 2587.28,806.551 2587.61,830.091 2587.95,837.752 \n",
       "  2588.28,837.297 2588.62,825.334 2588.95,817.394 2589.29,842.788 2589.62,861.152 2589.95,824.53 2590.29,798.61 2590.62,775.944 2590.96,810.328 2591.29,890.569 \n",
       "  2591.63,946.36 2591.96,988.16 2592.3,873.64 2592.63,739.077 2592.97,649.636 2593.3,569.36 2593.63,508.147 2593.97,519.165 2594.3,550.192 2594.64,554.214 \n",
       "  2594.97,539.453 2595.31,510.246 2595.64,517.102 2595.98,520.809 2596.31,516.402 2596.65,546.239 2596.98,583.771 2597.31,616.336 2597.65,666.041 2597.98,737.817 \n",
       "  2598.32,786.927 2598.65,880.356 2598.99,966.648 2599.32,1022.51 2599.66,1102.37 2599.99,1254.7 2600.33,1318.85 2600.66,1337.81 2600.99,1334.13 2601.33,1286.77 \n",
       "  2601.66,1275.02 2602,1199.64 2602.33,1157 2602.67,1028.74 2603,989.804 2603.34,863.391 2603.67,871.401 2604.01,792.419 2604.34,780.037 2604.67,705.567 \n",
       "  2605.01,700.915 2605.34,676.605 2605.68,691.506 2606.01,692.485 2606.35,695.108 2606.68,689.407 2607.02,687.273 2607.35,727.114 2607.69,817.289 2608.02,924.639 \n",
       "  2608.35,838.836 2608.69,697.977 2609.02,617.91 2609.36,548.967 2609.69,505.699 2610.03,521.404 2610.36,583.246 2610.7,629.978 2611.03,643.585 2611.37,620.988 \n",
       "  2611.7,538.614 2612.03,545.12 2612.37,504.09 2612.7,476.037 2613.04,527.211 2613.37,577.545 2613.71,610.39 2614.04,666.636 2614.38,722.462 2614.71,801.723 \n",
       "  2615.05,879.131 2615.38,955.245 2615.71,1031.71 2616.05,1206.53 2616.38,1297.69 2616.72,1333.71 2617.05,1342.88 2617.39,1316.61 2617.72,1304.96 2618.06,1277.05 \n",
       "  2618.39,1234.55 2618.73,1148.19 2619.06,1077.78 2619.39,988.09 2619.73,929.256 2620.06,808.999 2620.4,786.683 2620.73,746.842 2621.07,695.248 2621.4,700.565 \n",
       "  2621.74,694.094 2622.07,723.231 2622.41,721.133 2622.74,738.797 2623.07,766.255 2623.41,783.989 2623.74,813.057 2624.08,889.415 2624.41,838.521 2624.75,786.788 \n",
       "  2625.08,763.946 2625.42,767.969 2625.75,797.246 2626.09,832.05 2626.42,887.176 2626.75,868.813 2627.09,899.769 2627.42,938.175 2627.76,979.975 2628.09,990.504 \n",
       "  2628.43,1038.95 2628.76,1070.64 2629.1,1168.51 2629.43,1253.51 2629.77,1303.28 2630.1,1339.63 2630.43,1355.86 2630.77,1378 2631.1,1388.77 2631.44,1397.73 \n",
       "  2631.77,1384.61 2632.11,1379.12 2632.44,1355.89 2632.78,1280.3 2633.11,1184.11 2633.45,1043.11 2633.78,949.334 2634.11,858.144 2634.45,804.452 2634.78,801.059 \n",
       "  2635.12,830.091 2635.45,857.445 2635.79,901.868 2636.12,861.502 2636.46,926.108 2636.79,876.123 2637.13,868.463 2637.46,857.619 2637.79,842.614 2638.13,823.2 \n",
       "  2638.46,783.674 2638.8,803.332 2639.13,856.43 2639.47,938.77 2639.8,984.522 2640.14,986.761 2640.47,904.526 2640.81,812.252 2641.14,748.906 2641.47,736.278 \n",
       "  2641.81,722.112 2642.14,709.729 2642.48,739.217 2642.81,776.819 2643.15,753.068 2643.48,786.053 2643.82,814.561 2644.15,896.306 2644.49,935.272 2644.82,1053.26 \n",
       "  2645.15,1115.66 2645.49,1196.07 2645.82,1243.89 2646.16,1309.16 2646.49,1351.34 2646.83,1376.67 2647.16,1386.18 2647.5,1395.38 2647.83,1389.93 2648.17,1391.71 \n",
       "  2648.5,1377.37 2648.83,1308.04 2649.17,1216.85 2649.5,1017.23 2649.84,898.475 2650.17,758.735 2650.51,735.054 2650.84,728.478 2651.18,755.412 2651.51,792.209 \n",
       "  2651.85,833.904 2652.18,844.467 2652.51,880.216 2652.85,834.359 2653.18,826.418 2653.52,839.815 2653.85,861.152 2654.19,829.846 2654.52,792.349 2654.86,787.942 \n",
       "  2655.19,794.833 2655.53,864.335 2655.86,936.077 2656.19,979.275 2656.53,870.876 2656.86,748.661 2657.2,649.076 2657.53,627.564 2657.87,617.561 2658.2,590.872 \n",
       "  2658.54,565.232 2658.87,574.467 2659.21,567.366 2659.54,599.022 2659.87,615.742 2660.21,667.475 2660.54,769.578 2660.88,917.013 2661.21,1036.92 2661.55,1159.98 \n",
       "  2661.88,1227.45 2662.22,1289.92 2662.55,1319.65 2662.89,1342.63 2663.22,1368.69 2663.55,1378.45 2663.89,1373.31 2664.22,1386.78 2664.56,1373.8 2664.89,1296.57 \n",
       "  2665.23,1212.65 2665.56,1008.1 2665.9,877.417 2666.23,739.391 2666.57,695.738 2666.9,709.03 2667.23,759.049 2667.57,802.178 2667.9,816.45 2668.24,831.35 \n",
       "  2668.57,848.105 2668.91,809.174 2669.24,815.505 2669.58,829.112 2669.91,866.539 2670.25,835.898 2670.58,826.139 2670.91,823.27 2671.25,810.048 2671.58,883.888 \n",
       "  2671.92,957.309 2672.25,1000.89 2672.59,902.427 2672.92,788.711 2673.26,706.651 2673.59,663.243 2673.93,623.822 2674.26,605.668 2674.59,602.415 2674.93,608.886 \n",
       "  2675.26,607.277 2675.6,618.82 2675.93,648.831 2676.27,674.051 2676.6,726.134 2676.94,824.844 2677.27,953.426 2677.61,1082.67 2677.94,1176.1 2678.27,1250.4 \n",
       "  2678.61,1284.53 2678.94,1329.06 2679.28,1355.05 2679.61,1369.04 2679.95,1368.8 2680.28,1380.62 2680.62,1372.37 2680.95,1304.86 2681.29,1214.09 2681.62,1023.24 \n",
       "  2681.95,880.565 2682.29,764.086 2682.62,744.568 2682.96,775.629 2683.29,807.46 2683.63,805.921 2683.96,812.812 2684.3,829.322 2684.63,874.584 2684.97,809.874 \n",
       "  2685.3,819.003 2685.63,854.506 2685.97,875.319 2686.3,836.143 2686.64,821.871 2686.97,809.314 2687.31,827.083 2687.64,911.801 2687.98,1005.09 2688.31,1048.78 \n",
       "  2688.65,937.056 2688.98,812.532 2689.31,717.355 2689.65,632.426 2689.98,598.147 2690.32,600.211 2690.65,574.292 2690.99,583.596 2691.32,572.683 2691.66,601.54 \n",
       "  2691.99,594.09 2692.33,632.601 2692.66,694.759 2692.99,707.386 2693.33,765.52 2693.66,889.03 2694,1028.35 2694.33,1109.43 2694.67,1176.91 2695,1237.14 \n",
       "  2695.34,1281.35 2695.67,1310.87 2696.01,1304.12 2696.34,1351.38 2696.67,1356.94 2697.01,1292.16 2697.34,1205.83 2697.68,1033.84 2698.01,926.528 2698.35,758 \n",
       "  2698.68,736.978 2699.02,719.349 2699.35,764.646 2699.69,802.703 2700.02,817.709 2700.35,807.25 2700.69,830.301 2701.02,792.384 2701.36,798.296 2701.69,844.328 \n",
       "  2702.03,853.982 2702.36,821.906 2702.7,802.248 2703.03,791.23 2703.37,820.682 2703.7,901.693 2704.03,963.395 2704.37,1004.98 2704.7,905.121 2705.04,779.932 \n",
       "  2705.37,671.917 2705.71,603.954 2706.04,544.525 2706.38,526.301 2706.71,542.391 2707.05,539.873 2707.38,537.04 2707.71,537.949 2708.05,524.237 2708.38,511.75 \n",
       "  2708.72,495.1 2709.05,512.764 2709.39,542.286 2709.72,609.83 2710.06,660.2 2710.39,734.285 2710.73,791.999 2711.06,879.726 2711.39,963.15 2711.73,1032.23 \n",
       "  2712.06,1104.57 2712.4,1252.98 2712.73,1320.11 2713.07,1335.04 2713.4,1331.72 2713.74,1279.18 2714.07,1271.28 2714.41,1208.49 2714.74,1142.17 2715.07,1035.7 \n",
       "  2715.41,981.444 2715.74,848.595 2716.08,857.48 2716.41,749.395 2716.75,750.934 2717.08,655.582 2717.42,642.046 2717.75,639.387 2718.09,668.559 2718.42,680.872 \n",
       "  2718.75,719.279 2719.09,656.317 2719.42,654.673 2719.76,719.803 2720.09,814.421 2720.43,898.789 2720.76,791.3 2721.1,677.269 2721.43,610.985 2721.77,535.64 \n",
       "  2722.1,501.816 2722.43,541.062 2722.77,620.744 2723.1,635.155 2723.44,665.306 2723.77,652.189 2724.11,558.551 2724.44,514.024 2724.78,475.617 2725.11,463.514 \n",
       "  2725.45,500.172 2725.78,567.716 2726.11,589.298 2726.45,667.545 2726.78,724.421 2727.12,791.335 2727.45,876.613 2727.79,952.622 2728.12,1038.88 2728.46,1212.16 \n",
       "  2728.79,1303.67 2729.13,1337.6 2729.46,1337.74 2729.79,1320.63 2730.13,1316.3 2730.46,1253.86 2730.8,1220 2731.13,1169.7 2731.47,1101.56 2731.8,998.094 \n",
       "  2732.14,953.706 2732.47,854.856 2732.81,836.807 2733.14,777.028 2733.47,740.721 2733.81,752.473 2734.14,758.42 2734.48,773.181 2734.81,761.708 2735.15,765.311 \n",
       "  2735.48,791.755 2735.82,786.543 2736.15,818.758 2736.49,864.93 2736.82,825.124 2737.15,772.691 2737.49,752.718 2737.82,766.5 2738.16,832.435 2738.49,866.959 \n",
       "  2738.83,931.39 2739.16,915.894 2739.5,941.533 2739.83,933.523 2740.17,994.736 2740.5,1036.54 2740.83,1090.33 2741.17,1139.86 2741.5,1175.89 2741.84,1213.88 \n",
       "  2742.17,1264.88 2742.51,1322.42 2742.84,1333.78 2743.18,1367.19 2743.51,1388.39 2743.85,1392.97 2744.18,1383.45 2744.51,1389.19 2744.85,1370.37 2745.18,1305.21 \n",
       "  2745.52,1205.17 2745.85,1044.48 2746.19,961.191 2746.52,856.465 2746.86,816.45 2747.19,831.91 2747.53,849.155 2747.86,872.73 2748.2,923.589 2748.53,904.421 \n",
       "  2748.86,908.479 2749.2,848.63 2749.53,889.555 2749.87,888.681 2750.2,896.131 2750.54,865.944 2750.87,863.566 2751.21,830.651 2751.54,821.766 2751.88,881.545 \n",
       "  2752.21,938.7 2752.54,979.975 2752.88,878.921 2753.21,805.921 2753.55,749.745 2753.88,711.688 2754.22,691.226 2754.55,720.468 2754.89,741.28 2755.22,787.242 \n",
       "  2755.56,782.485 2755.89,791.02 2756.22,801.339 2756.56,863.531 2756.89,964.584 2757.23,1053.85 2757.56,1106.46 2757.9,1194.46 2758.23,1250.36 2758.57,1294.85 \n",
       "  2758.9,1326.65 2759.24,1358.2 2759.57,1373 2759.9,1385.45 2760.24,1372.89 2760.57,1379.5 2760.91,1370.65 2761.24,1306.22 2761.58,1230.77 2761.91,1066.34 \n",
       "  2762.25,943.003 2762.58,823.27 2762.92,798.855 2763.25,788.257 2763.58,815.89 2763.92,827.818 2764.25,868.323 2764.59,859.998 2764.92,892.668 2765.26,838.836 \n",
       "  2765.59,835.303 2765.93,834.499 2766.26,845.622 2766.6,819.108 2766.93,809.629 2767.26,812.112 2767.6,805.641 2767.93,909.248 2768.27,990.853 2768.6,1042.38 \n",
       "  2768.94,953.531 2769.27,863.881 2769.61,792.104 2769.94,744.498 2770.28,732.71 2770.61,726.939 2770.94,752.543 2771.28,760.309 2771.61,761.533 2771.95,786.648 \n",
       "  2772.28,813.896 2772.62,826.418 2772.95,848.665 2773.29,899.699 2773.62,990.713 2773.96,1075.43 2774.29,1158.16 2774.62,1233.96 2774.96,1277.36 2775.29,1315.39 \n",
       "  2775.63,1336.65 2775.96,1345.78 2776.3,1330.08 2776.63,1334.06 2776.97,1332.74 2777.3,1284.99 2777.64,1207.13 2777.97,1080.71 2778.3,964.794 2778.64,866.014 \n",
       "  2778.97,781.156 2779.31,775.35 2779.64,792.489 2779.98,801.584 2780.31,821.696 2780.65,794.868 2780.98,798.47 2781.32,768.109 2781.65,751.914 2781.98,773.775 \n",
       "  2782.32,743.904 2782.65,774.545 2782.99,789.376 2783.32,774.825 2783.66,797.456 2783.99,845.727 2784.33,918.482 2784.66,966.088 2785,864.93 2785.33,755.901 \n",
       "  2785.66,724.351 2786,704.588 2786.33,672.372 2786.67,719.314 2787,795.147 2787.34,828.202 2787.67,819.318 2788.01,810.993 2788.34,858.844 2788.68,861.957 \n",
       "  2789.01,913.306 2789.34,979.59 2789.68,986.446 2790.01,1063.36 2790.35,1098.62 2790.68,1149.17 2791.02,1174.35 2791.35,1207.27 2791.69,1248.93 2792.02,1255.89 \n",
       "  2792.36,1274.36 2792.69,1315.07 2793.02,1335.6 2793.36,1329.48 2793.69,1298.07 2794.03,1267.05 2794.36,1251.13 2794.7,1231.65 2795.03,1211.92 2795.37,1186.14 \n",
       "  2795.7,1166.83 2796.04,1144.17 2796.37,1120.31 2796.7,1061.06 2797.04,1015.16 2797.37,990.713 2797.71,994.841 2798.04,985.746 2798.38,985.886 2798.71,981.514 \n",
       "  2799.05,970.426 2799.38,946.186 2799.72,948.249 2800.05,925.828 2800.38,985.117 2800.72,1000.51 2801.05,995.156 2801.39,993.022 2801.72,1007.15 2802.06,980.814 \n",
       "  2802.39,980.849 2802.73,966.018 2803.06,966.648 2803.4,955.14 2803.73,928.207 2804.06,924.953 2804.4,911.871 2804.73,970.111 2805.07,1018.98 2805.4,1046.29 \n",
       "  2805.74,1121.78 2806.07,1186.91 2806.41,1219.4 2806.74,1262.01 2807.08,1297.16 2807.41,1330.95 2807.74,1356.42 2808.08,1358.86 2808.41,1358.58 2808.75,1383.7 \n",
       "  2809.08,1392.9 2809.42,1381.57 2809.75,1359.04 2810.09,1308.57 2810.42,1286.77 2810.76,1241.16 2811.09,1201.43 2811.42,1149.87 2811.76,1114.4 2812.09,1079.45 \n",
       "  2812.43,1043.18 2812.76,1005.79 2813.1,968.152 2813.43,924.919 2813.77,894.417 2814.1,863.916 2814.44,843.943 2814.77,814.526 2815.1,837.612 2815.44,802.738 \n",
       "  2815.77,799.45 2816.11,793.224 2816.44,840.095 2816.78,879.096 2817.11,796.547 2817.45,741.7 2817.78,737.957 2818.12,716.935 2818.45,664.852 2818.78,723.336 \n",
       "  2819.12,799.66 2819.45,801.094 2819.79,812.847 2820.12,815.26 2820.46,766.64 2820.79,771.362 2821.13,786.648 2821.46,839.431 2821.8,896.656 2822.13,950.103 \n",
       "  2822.46,994.491 2822.8,1039.68 2823.13,1075.82 2823.47,1118.49 2823.8,1160.15 2824.14,1167.64 2824.47,1208.35 2824.81,1304.09 2825.14,1363.34 2825.48,1372.37 \n",
       "  2825.81,1379.57 2826.14,1350.68 2826.48,1341.2 2826.81,1297.55 2827.15,1274.36 2827.48,1200.41 2827.82,1143.08 2828.15,1067.91 2828.49,1020.76 2828.82,924.919 \n",
       "  2829.16,915.474 2829.49,841.529 2829.82,812.357 2830.16,806.026 2830.49,773.111 2830.83,765.8 2831.16,788.292 2831.5,759.889 2831.83,769.578 2832.17,738.867 \n",
       "  2832.5,790.46 2832.84,876.753 2833.17,805.886 2833.5,728.688 2833.84,705.497 2834.17,666.181 2834.51,618.015 2834.84,640.297 2835.18,752.998 2835.51,771.187 \n",
       "  2835.85,775.035 2836.18,785.318 2836.52,735.859 2836.85,701.824 2837.18,719.489 2837.52,718.929 2837.85,754.642 2838.19,810.398 2838.52,837.926 2838.86,913.48 \n",
       "  2839.19,935.937 2839.53,1002.12 2839.86,1063.05 2840.2,1110.87 2840.53,1138.78 2840.86,1266.35 2841.2,1326.09 2841.53,1350.19 2841.87,1350.89 2842.2,1327.31 \n",
       "  2842.54,1330.04 2842.87,1285.65 2843.21,1262.5 2843.54,1199.82 2843.88,1140.32 2844.21,1075.33 2844.54,1031.74 2844.88,926.108 2845.21,935.797 2845.55,867.868 \n",
       "  2845.88,850.099 2846.22,818.059 2846.55,826.628 2846.89,835.373 2847.22,796.722 2847.56,789.376 2847.89,824.25 2848.22,836.632 2848.56,870.457 2848.89,903.057 \n",
       "  2849.23,867.693 2849.56,841.354 2849.9,831.875 2850.23,826.558 2850.57,844.258 2850.9,869.442 2851.24,910.507 2851.57,922.785 2851.9,975.987 2852.24,966.823 \n",
       "  2852.57,979.73 2852.91,1035.52 2853.24,1113 2853.58,1145.67 2853.91,1189.88 2854.25,1267.26 2854.58,1310.8 2854.92,1358.3 2855.25,1367.36 2855.58,1382.75 \n",
       "  2855.92,1401.78 2856.25,1402.1 2856.59,1392.51 2856.92,1384.5 2857.26,1357.68 2857.59,1298.98 2857.93,1206.36 2858.26,1058.99 2858.6,966.018 2858.93,858.354 \n",
       "  2859.26,819.108 2859.6,803.717 2859.93,832.82 2860.27,875.319 2860.6,910.927 2860.94,927.402 2861.27,951.118 2861.61,900.293 2861.94,891.864 2862.28,899.769 \n",
       "  2862.61,912.326 2862.94,886.722 2863.28,870.736 2863.61,848.35 2863.95,825.229 2864.28,869.337 2864.62,928.032 2864.95,953.881 2865.29,851.428 2865.62,766.325 \n",
       "  2865.96,698.641 2866.29,682.306 2866.62,696.438 2866.96,706.127 2867.29,670.973 2867.63,713.367 2867.96,754.082 2868.3,777.413 2868.63,782.415 2868.97,875.599 \n",
       "  2869.3,956.189 2869.64,1036.15 2869.97,1116.46 2870.3,1210.34 2870.64,1283.87 2870.97,1325.74 2871.31,1345.12 2871.64,1380.34 2871.98,1394.61 2872.31,1399.19 \n",
       "  2872.65,1386.78 2872.98,1389.89 2873.32,1379.12 2873.65,1300.73 2873.98,1226.44 2874.32,1043.15 2874.65,917.223 2874.99,774.79 2875.32,728.513 2875.66,723.091 \n",
       "  2875.99,771.397 2876.33,806.935 2876.66,861.012 2877,845.447 2877.33,891.654 2877.66,846.111 2878,840.41 2878.33,789.061 2878.67,797.771 2879,775.839 \n",
       "  2879.34,809.874 2879.67,793.329 2880.01,817.814 2880.34,876.473 2880.68,967.977 2881.01,1010.13 2881.34,895.886 2881.68,790.915 2882.01,717.705 2882.35,678.109 \n",
       "  2882.68,643.025 2883.02,652.05 2883.35,629.803 2883.69,657.156 2884.02,638.618 2884.36,641.381 2884.69,658.661 2885.02,727.569 2885.36,805.886 2885.69,936.077 \n",
       "  2886.03,1020.17 2886.36,1148.96 2886.7,1227.66 2887.03,1287.12 2887.37,1317.9 2887.7,1348.62 2888.04,1365.27 2888.37,1381.18 2888.7,1376.04 2889.04,1385.66 \n",
       "  2889.37,1375.37 2889.71,1310.77 2890.04,1231.05 2890.38,1033.21 2890.71,899.209 2891.05,777.203 2891.38,727.499 2891.72,728.688 2892.05,758.21 2892.38,790.006 \n",
       "  2892.72,814.736 2893.05,866.189 2893.39,884.868 2893.72,826.593 2894.06,788.187 2894.39,796.337 2894.73,819.738 2895.06,800.324 2895.4,794.728 2895.73,823.06 \n",
       "  2896.06,855.696 2896.4,931.145 2896.73,1006.77 2897.07,1046.78 2897.4,915.684 2897.74,831.98 2898.07,735.614 2898.41,704.413 2898.74,700.775 2899.08,690.071 \n",
       "  2899.41,686.539 2899.74,685.874 2900.08,694.794 2900.41,688.462 2900.75,701.09 2901.08,711.653 2901.42,749.535 2901.75,823.655 2902.09,940.134 2902.42,1057.87 \n",
       "  2902.76,1146.75 2903.09,1225.81 2903.42,1278.41 2903.76,1326.51 2904.09,1349.77 2904.43,1366 2904.76,1359.98 2905.1,1372.82 2905.43,1366.04 2905.77,1301.29 \n",
       "  2906.1,1220.14 2906.44,1033.46 2906.77,902.707 2907.1,764.331 2907.44,726.379 2907.77,747.332 2908.11,769.753 2908.44,796.826 2908.78,826.943 2909.11,810.223 \n",
       "  2909.45,853.737 2909.78,801.234 2910.12,814.456 2910.45,837.822 2910.78,857.305 2911.12,835.548 2911.45,806.166 2911.79,786.403 2912.12,792.454 2912.46,879.936 \n",
       "  2912.79,951.223 2913.13,1009.53 2913.46,896.761 2913.8,787.102 2914.13,710.604 2914.47,641.451 2914.8,633.791 2915.13,641.486 2915.47,647.607 2915.8,669.189 \n",
       "  2916.14,649.181 2916.47,632.601 2916.81,648.202 2917.14,675.31 2917.48,667.86 2917.81,715.151 2918.15,784.339 2918.48,891.339 2918.81,1005.89 2919.15,1098.38 \n",
       "  2919.48,1174 2919.82,1228.18 2920.15,1270.19 2920.49,1303.67 2920.82,1309.47 2921.16,1345.75 2921.49,1340.64 2921.83,1289.92 2922.16,1211.43 2922.49,1045.56 \n",
       "  2922.83,917.048 2923.16,752.473 2923.5,723.021 2923.83,737.642 2924.17,755.377 2924.5,800.499 2924.84,832.05 2925.17,822.466 2925.51,841.949 2925.84,800.184 \n",
       "  2926.17,801.339 2926.51,848.07 2926.84,828.797 2927.18,796.477 2927.51,770.907 2927.85,768.704 2928.18,813.581 2928.52,885.917 2928.85,954.476 2929.19,988.58 \n",
       "  2929.52,863.146 2929.85,738.377 2930.19,643.655 2930.52,557.292 2930.86,527.245 2931.19,516.017 2931.53,525.916 2931.86,567.191 2932.2,540.048 2932.53,515.772 \n",
       "  2932.87,515.598 2933.2,569.64 2933.53,587.969 2933.87,614.168 2934.2,657.541 2934.54,683.355 2934.87,707.631 2935.21,794.098 2935.54,829.497 2935.88,907.254 \n",
       "  2936.21,1000.72 2936.55,1090.72 2936.88,1134.27 2937.21,1270.96 2937.55,1334.27 2937.88,1347.32 2938.22,1339.56 2938.55,1296.22 2938.89,1275.37 2939.22,1185.16 \n",
       "  2939.56,1152.11 2939.89,1043.43 2940.23,1009.99 2940.56,885.393 2940.89,867.693 2941.23,770.138 2941.56,657.576 2941.9,542.146 2942.23,565.792 2942.57,606.787 \n",
       "  2942.9,603.709 2943.24,626.06 2943.57,611.719 2943.91,619.904 2944.24,624.241 2944.57,698.256 2944.91,820.122 2945.24,911.312 2945.58,815.435 2945.91,713.262 \n",
       "  2946.25,644.214 2946.58,589.997 2946.92,557.047 2947.25,575.376 2947.59,579.434 2947.92,614.203 2948.25,627.949 2948.59,607.242 2948.92,560.3 2949.26,534.976 \n",
       "  2949.59,505.489 2949.93,492.756 2950.26,525.671 2950.6,563.064 2950.93,609.97 2951.27,681.187 2951.6,733.935 2951.93,810.433 2952.27,907.814 2952.6,970.566 \n",
       "  2952.94,1061.79 2953.27,1230.98 2953.61,1322 2953.94,1346.24 2954.28,1348.3 2954.61,1328.01 2954.95,1318.04 2955.28,1270.51 2955.61,1232.66 2955.95,1135.39 \n",
       "  2956.28,1057.28 2956.62,949.264 2956.95,894.207 2957.29,752.683 2957.62,719.768 2957.96,676.36 2958.29,652.085 2958.63,649.216 2958.96,666.811 2959.29,685.454 \n",
       "  2959.63,681.607 2959.96,683.146 2960.3,716.061 2960.63,731.241 2960.97,790.985 2961.3,855.871 2961.64,816.939 2961.97,748.416 2962.31,710.499 2962.64,711.618 \n",
       "  2962.97,699.166 2963.31,758.77 2963.64,819.143 2963.98,831.176 2964.31,853.107 2964.65,850.764 2964.98,864.091 2965.32,946.605 2965.65,1026.85 2965.99,1078.48 \n",
       "  2966.32,1174.67 2966.65,1235.18 2966.99,1292.86 2967.32,1332.95 2967.66,1349.94 2967.99,1379.92 2968.33,1388.39 2968.66,1396.89 2969,1382.37 2969.33,1380.03 \n",
       "  2969.67,1364.04 2970,1295.52 2970.33,1220.63 2970.67,1040.24 2971,947.2 2971.34,817.989 2971.67,774.195 2972.01,768.179 2972.34,781.821 2972.68,803.437 \n",
       "  2973.01,839.046 2973.35,842.963 2973.68,869.827 2974.01,829.636 2974.35,828.832 2974.68,839.151 2975.02,841.075 2975.35,820.192 2975.69,827.363 2976.02,793.503 \n",
       "  2976.36,794.903 2976.69,867.169 2977.03,927.717 2977.36,954.825 2977.69,866.819 2978.03,767.969 2978.36,693.01 2978.7,657.821 2979.03,641.941 2979.37,642.92 \n",
       "  2979.7,677.374 2980.04,679.333 2980.37,664.992 2980.71,678.389 2981.04,690.631 2981.37,781.296 2981.71,847.511 2982.04,978.646 2982.38,1062.8 2982.71,1155.15 \n",
       "  2983.05,1221.71 2983.38,1276.28 2983.72,1326.51 2984.05,1353.02 2984.39,1370.86 2984.72,1380.45 2985.05,1382.06 2985.39,1384.75 2985.72,1368.76 2986.06,1297.93 \n",
       "  2986.39,1179.39 2986.73,983.053 2987.06,875.284 2987.4,772.062 2987.73,737.817 2988.07,717.285 2988.4,764.856 2988.73,803.472 2989.07,836.352 2989.4,835.653 \n",
       "  2989.74,859.054 2990.07,823.48 2990.41,847.93 2990.74,911.102 2991.08,899.139 2991.41,862.481 2991.75,841.914 2992.08,840.445 2992.41,872.45 2992.75,963.115 \n",
       "  2993.08,1023.56 2993.42,1030.87 2993.75,919.672 2994.09,825.019 2994.42,737.153 2994.76,690.281 2995.09,677.654 2995.43,683.705 2995.76,655.233 2996.09,685.419 \n",
       "  2996.43,647.677 2996.76,651.735 2997.1,668.35 2997.43,720.748 2997.77,784.304 2998.1,872.171 2998.44,960.912 2998.77,1104.81 2999.11,1184.95 2999.44,1257.18 \n",
       "  2999.77,1286.25 3000.11,1330.15 3000.44,1360.33 3000.78,1376.35 3001.11,1370.83 3001.45,1374.67 3001.78,1371.56 3002.12,1307.73 3002.45,1224.34 3002.79,1046.26 \n",
       "  3003.12,897.88 3003.45,783.045 3003.79,712.703 3004.12,719.034 3004.46,758.07 3004.79,801.514 3005.13,836.387 3005.46,833.694 3005.8,847.93 3006.13,802.703 \n",
       "  3006.47,817.534 3006.8,843.663 3007.13,839.291 3007.47,847.336 3007.8,845.272 3008.14,827.363 3008.47,850.029 3008.81,946.43 3009.14,1030.87 3009.48,1068.58 \n",
       "  3009.81,974.868 3010.15,866.119 3010.48,770.068 3010.81,733.13 3011.15,696.822 3011.48,681.537 3011.82,683.985 3012.15,622.632 3012.49,605.843 3012.82,612.559 \n",
       "  3013.16,639.562 3013.49,641.136 3013.83,700.355 3014.16,769.403 3014.49,855.346 3014.83,991.448 3015.16,1098.66 3015.5,1198.14 3015.83,1248.19 3016.17,1308.25 \n",
       "  3016.5,1338.37 3016.84,1358.97 3017.17,1359.6 3017.51,1374.71 3017.84,1369.25 3018.17,1301.57 3018.51,1226.05 3018.84,1027.16 3019.18,907.114 3019.51,779.407 \n",
       "  3019.85,727.674 3020.18,736.593 3020.52,770.068 3020.85,757.545 3021.19,814.98 3021.52,815.715 3021.85,843.068 3022.19,795.043 3022.52,800.254 3022.86,832.015 \n",
       "  3023.19,830.721 3023.53,806.341 3023.86,791.964 3024.2,752.019 3024.53,796.022 3024.87,893.997 3025.2,969.272 3025.53,1031.08 3025.87,934.013 3026.2,800.639 \n",
       "  3026.54,720.853 3026.87,663.802 3027.21,631.167 3027.54,620.219 3027.88,634.036 3028.21,634.595 3028.55,616.686 3028.88,615.392 3029.21,618.995 3029.55,634.805 \n",
       "  3029.88,672.337 3030.22,688.183 3030.55,736.523 3030.89,785.563 3031.22,893.053 3031.56,1011.21 3031.89,1095.3 3032.23,1171.97 3032.56,1237.84 3032.89,1271.35 \n",
       "  3033.23,1296.46 3033.56,1333.61 3033.9,1347.22 3034.23,1295.1 3034.57,1218.08 3034.9,1028.91 3035.24,919.217 3035.57,776.959 3035.91,742.749 3036.24,730.682 \n",
       "  3036.57,764.961 3036.91,805.781 3037.24,829.322 3037.58,810.083 3037.91,821.521 3038.25,797.771 3038.58,821.277 3038.92,870.037 3039.25,835.233 3039.59,824.145 \n",
       "  3039.92,793.329 3040.25,790.355 3040.59,819.772 3040.92,911.417 3041.26,971.895 3041.59,1017.79 3041.93,906.52 3042.26,781.716 3042.6,693.219 3042.93,619.659 \n",
       "  3043.27,570.619 3043.6,565.092 3043.93,588.878 3044.27,578.314 3044.6,572.718 3044.94,552.535 3045.27,524.202 3045.61,523.013 3045.94,543.685 3046.28,559.111 \n",
       "  3046.61,593.95 3046.95,609.97 3047.28,661.004 3047.61,715.571 3047.95,763.107 3048.28,862.936 3048.62,954.93 3048.95,1026.99 3049.29,1088.65 3049.62,1232.03 \n",
       "  3049.96,1312.13 3050.29,1339.63 3050.63,1337.88 3050.96,1279.92 3051.29,1285.02 3051.63,1189.53 3051.96,1149.06 3052.3,1027.06 3052.63,997.115 3052.97,840.095 \n",
       "  3053.3,787.872 3053.64,703.713 3053.97,686.189 3054.31,639.107 3054.64,616.616 3054.97,615.952 3055.31,607.067 3055.64,632.252 3055.98,657.401 3056.31,671.323 \n",
       "  3056.65,707.771 3056.98,791.999 3057.32,909.073 3057.65,999.808 3057.99,933.313 3058.32,831.176 3058.65,733.375 3058.99,681.746 3059.32,635.68 3059.66,609.061 \n",
       "  3059.99,608.746 3060.33,638.653 3060.66,615.567 3061,595.594 3061.33,590.277 3061.67,551.661 3062,533.157 3062.33,536.83 3062.67,547.708 3063,558.901 \n",
       "  3063.34,618.085 3063.67,679.823 3064.01,715.676 3064.34,807.53 3064.68,896.061 3065.01,983.403 3065.35,1047.17 3065.68,1215.35 3066.01,1303.14 3066.35,1329.03 \n",
       "  3066.68,1333.12 3067.02,1322.7 3067.35,1314.65 3067.69,1264.14 3068.02,1220.49 3068.36,1147.1 3068.69,1097.12 3069.03,960.597 3069.36,890.884 3069.69,760.099 \n",
       "  3070.03,752.753 3070.36,702.839 3070.7,682.551 3071.03,673.876 3071.37,697.137 3071.7,718.684 3072.04,730.787 3072.37,739.671 3072.71,749.605 3073.04,800.464 \n",
       "  3073.37,850.589 3073.71,924.534 3074.04,884.273 3074.38,839.361 3074.71,795.252 3075.05,776.189 3075.38,775.664 3075.72,827.888 3076.05,864.58 3076.39,876.298 \n",
       "  3076.72,899.524 3077.05,887.736 3077.39,902.812 3077.72,958.288 3078.06,1037.58 3078.39,1076.34 3078.73,1136.64 3079.06,1223.18 3079.4,1276.49 3079.73,1317.48 \n",
       "  3080.07,1340.99 3080.4,1359.6 3080.74,1386.39 3081.07,1387.27 3081.4,1369.43 3081.74,1368.27 3082.07,1353.55 3082.41,1291.71 3082.74,1213.56 3083.08,1055.98 \n",
       "  3083.41,954.545 3083.75,836.527 3084.08,816.834 3084.42,803.822 3084.75,830.091 3085.08,850.624 3085.42,882 3085.75,907.534 3086.09,919.917 3086.42,877.837 \n",
       "  3086.76,882.839 3087.09,877.487 3087.43,895.047 3087.76,881.825 3088.1,863.916 3088.43,821.731 3088.76,839.535 3089.1,883.084 3089.43,959.303 3089.77,996.695 \n",
       "  3090.1,916.454 3090.44,836.982 3090.77,745.023 3091.11,724.281 3091.44,708.26 3091.78,670.693 3092.11,692.555 3092.44,720.293 3092.78,711.129 3093.11,704.693 \n",
       "  3093.45,724.211 3093.78,798.051 3094.12,851.848 3094.45,977.352 3094.79,1053.4 3095.12,1153.26 3095.46,1216.01 3095.79,1272.92 3096.12,1304.93 3096.46,1326.09 \n",
       "  3096.79,1362.01 3097.13,1381.43 3097.46,1376.07 3097.8,1382.27 3098.13,1373.56 3098.47,1307.1 3098.8,1230.88 3099.14,1050.74 3099.47,942.268 3099.8,799.31 \n",
       "  3100.14,786.298 3100.47,741.63 3100.81,787.942 3101.14,819.353 3101.48,858.564 3101.81,871.366 3102.15,891.024 3102.48,855.171 3102.82,836.178 3103.15,856.815 \n",
       "  3103.48,884.973 3103.82,862.447 3104.15,838.241 3104.49,823.69 3104.82,829.916 3105.16,898.195 3105.49,966.718 3105.83,1022.26 3106.16,913.201 3106.5,833.414 \n",
       "  3106.83,752.334 3107.16,693.01 3107.5,661.983 3107.83,607.382 3108.17,630.887 3108.5,625.431 3108.84,625.221 3109.17,595.944 3109.51,635.12 3109.84,669.224 \n",
       "  3110.18,753.418 3110.51,835.968 3110.84,951.467 3111.18,1075.33 3111.51,1162.32 3111.85,1223.71 3112.18,1264.88 3112.52,1316.19 3112.85,1346.52 3113.19,1361.45 \n",
       "  3113.52,1357.82 3113.86,1368.34 3114.19,1367.29 3114.52,1303.67 3114.86,1228.22 3115.19,1043.81 3115.53,921.526 3115.86,796.302 3116.2,751.424 3116.53,748.626 \n",
       "  3116.87,772.936 3117.2,808.299 3117.54,836.772 3117.87,843.033 3118.2,860.523 3118.54,803.682 3118.87,805.046 3119.21,819.038 3119.54,837.612 3119.88,835.968 \n",
       "  3120.21,822.956 3120.55,812.357 3120.88,829.706 3121.22,897.95 3121.55,983.473 3121.88,1032.27 3122.22,935.342 3122.55,819.842 3122.89,736.593 3123.22,695.458 \n",
       "  3123.56,652.085 3123.89,662.438 3124.23,617.526 3124.56,618.575 3124.9,582.407 3125.23,585.66 3125.56,589.228 3125.9,643.095 3126.23,675.66 3126.57,726.624 \n",
       "  3126.9,819.842 3127.24,940.799 3127.57,1078.02 3127.91,1148.08 3128.24,1222.8 3128.58,1277.96 3128.91,1325.7 3129.24,1336.16 3129.58,1340.01 3129.91,1365.65 \n",
       "  3130.25,1351.73 3130.58,1290.55 3130.92,1213.56 3131.25,1037.48 3131.59,926.702 3131.92,800.604 3132.26,742.924 3132.59,752.089 3132.92,768.529 3133.26,797.841 \n",
       "  3133.59,813.511 3133.93,817.079 3134.26,849.434 3134.6,786.858 3134.93,777.868 3135.27,810.958 3135.6,814.98 3135.94,809.034 3136.27,785.983 3136.6,776.084 \n",
       "  3136.94,790.32 3137.27,885.113 3137.61,964.724 3137.94,1024.29 3138.28,922.435 3138.61,780.771 3138.95,697.872 3139.28,644.109 3139.62,598.357 3139.95,588.248 \n",
       "  3140.28,579.749 3140.62,569.535 3140.95,547.708 3141.29,556.208 3141.62,559.146 3141.96,589.193 3142.29,602.59 3142.63,637.393 3142.96,735.439 3143.3,786.333 \n",
       "  3143.63,868.288 3143.96,989.979 3144.3,1089.18 3144.63,1161.69 3144.97,1223.53 3145.3,1261.69 3145.64,1269.84 3145.97,1320.14 3146.31,1330.64 3146.64,1285.27 \n",
       "  3146.98,1219.93 3147.31,1063.12 3147.64,944.681 3147.98,794.973 3148.31,732.431 3148.65,733.165 3148.98,723.826 3149.32,767.619 3149.65,812.462 3149.99,801.828 \n",
       "  3150.32,803.053 3150.66,752.543 3150.99,770.907 3151.32,826.558 3151.66,831.28 3151.99,802.038 3152.33,774.125 3152.66,751.459 3153,790.46 3153.33,890.604 \n",
       "  3153.67,939.715 3154,1015.72 3154.34,908.444 3154.67,762.267 3155,657.541 3155.34,587.724 3155.67,538.264 3156.01,518.641 3156.34,522.139 3156.68,550.366 \n",
       "  3157.01,540.188 3157.35,535.885 3157.68,518.326 3158.02,524.692 3158.35,556.733 3158.68,534.871 3159.02,550.821 3159.35,608.676 3159.69,655.163 3160.02,718.369 \n",
       "  3160.36,781.191 3160.69,889.345 3161.03,958.953 3161.36,1029.57 3161.7,1080.89 3162.03,1228.15 3162.36,1296.85 3162.7,1319.58 3163.03,1316.72 3163.37,1279.67 \n",
       "  3163.7,1290.38 3164.04,1236.96 3164.37,1194.71 3164.71,1098.13 3165.04,1052.07 3165.38,926.772 3165.71,893.717 3166.04,797.631 3166.38,766.395 3166.71,706.371 \n",
       "  3167.05,670.868 3167.38,663.627 3167.72,663.872 3168.05,680.697 3168.39,682.481 3168.72,693.185 3169.06,698.851 3169.39,718.824 3169.72,827.678 3170.06,922.155 \n",
       "  3170.39,848.35 3170.73,728.058 3171.06,670.238 3171.4,603.464 3171.73,561 3172.07,576.146 3172.4,646.593 3172.74,666.006 3173.07,671.603 3173.4,647.432 \n",
       "  3173.74,628.999 3174.07,598.462 3174.41,578.14 3174.74,554.739 3175.08,566.422 3175.41,604.933 3175.75,655.757 3176.08,723.931 3176.42,768.913 3176.75,852.233 \n",
       "  3177.08,929.291 3177.42,1005.75 3177.75,1066.06 3178.09,1224.65 3178.42,1298.77 3178.76,1330.88 3179.09,1320.42 3179.43,1322 3179.76,1322.24 3180.1,1282.4 \n",
       "  3180.43,1249.73 3180.76,1186.14 3181.1,1136.33 3181.43,1017.05 3181.77,971.615 3182.1,824.809 3182.44,815.295 3182.77,772.236 3183.11,755.517 3183.44,716.655 \n",
       "  3183.78,735.054 3184.11,746.492 3184.44,739.916 3184.78,756.601 3185.11,771.397 3185.45,788.047 3185.78,847.091 3186.12,912.011 3186.45,862.796 3186.79,794.483 \n",
       "  3187.12,770.767 3187.46,778.707 3187.79,791.405 3188.12,830.196 3188.46,885.567 3188.79,874.724 3189.13,900.363 3189.46,889.135 3189.8,915.649 3190.13,981.864 \n",
       "  3190.47,1039.05 3190.8,1095.93 3191.14,1162.53 3191.47,1221.15 3191.8,1279.11 3192.14,1316.68 3192.47,1339.49 3192.81,1365.48 3193.14,1377.54 3193.48,1386.67 \n",
       "  3193.81,1369.85 3194.15,1374.15 3194.48,1370.27 3194.82,1319.41 3195.15,1270.19 3195.48,1139.76 3195.82,1075.36 3196.15,992.427 3196.49,946.43 3196.82,880.88 \n",
       "  3197.16,884.413 3197.49,875.948 3197.83,911.557 3198.16,895.292 3198.5,886.582 3198.83,843.558 3199.16,837.856 3199.5,835.303 3199.83,855.031 3200.17,820.577 \n",
       "  3200.5,817.254 3200.84,806.586 3201.17,814.84 3201.51,900.608 3201.84,969.936 3202.18,1006.17 3202.51,919.602 3202.84,837.052 3203.18,763.247 3203.51,747.332 \n",
       "  3203.85,731.871 3204.18,763.422 3204.52,795.497 3204.85,773.845 3205.19,771.327 3205.52,747.297 3205.86,789.691 3206.19,847.651 3206.52,956.015 3206.86,1026.88 \n",
       "  3207.19,1106.95 3207.53,1164.7 3207.86,1202.58 3208.2,1255.92 3208.53,1305.7 3208.87,1346.17 3209.2,1360.19 3209.54,1367.5 3209.87,1360.96 3210.2,1371.14 \n",
       "  3210.54,1363.27 3210.87,1311.78 3211.21,1256.9 3211.54,1140.91 3211.88,1081.48 3212.21,982.773 3212.55,938.385 3212.88,867.798 3213.22,871.331 3213.55,855.801 \n",
       "  3213.88,873.675 3214.22,876.403 3214.55,888.086 3214.89,834.394 3215.22,810.258 3215.56,807.88 3215.89,816.03 3216.23,776.329 3216.56,803.053 3216.9,785.283 \n",
       "  3217.23,817.079 3217.56,884.868 3217.9,971.825 3218.23,1033.7 3218.57,949.264 3218.9,869.057 3219.24,779.302 3219.57,746.667 3219.91,757.58 3220.24,788.047 \n",
       "  3220.58,809.209 3220.91,845.202 3221.24,851.008 3221.58,814.98 3221.91,878.397 3222.25,915.614 3222.58,956.05 3222.92,1015.65 3223.25,1057.59 3223.59,1139.09 \n",
       "  3223.92,1197.65 3224.26,1238.96 3224.59,1268.65 3224.92,1305.52 3225.26,1340.19 3225.59,1343.96 3225.93,1337.74 3226.26,1361.17 3226.6,1364.53 3226.93,1331.62 \n",
       "  3227.27,1286.53 3227.6,1216.26 3227.94,1202.09 3228.27,1143.96 3228.6,1110.27 3228.94,1038.42 3229.27,990.154 3229.61,886.267 3229.94,821.347 3230.28,849.539 \n",
       "  3230.61,785.004 3230.95,796.966 3231.28,810.293 3231.62,745.862 3231.95,707.596 3232.28,761.218 3232.62,773.216 3232.95,834.359 3233.29,845.587 3233.62,851.253 \n",
       "  3233.96,903.896 3234.29,924.953 3234.63,868.043 3234.96,871.051 3235.3,861.432 3235.63,870.736 3235.96,905.156 3236.3,955 3236.63,1001.17 3236.97,1004.36 \n",
       "  3237.3,1023.84 3237.64,1008.06 3237.97,1019.99 3238.31,1007.68 3238.64,1033.77 3238.98,1059.97 3239.31,1086.38 3239.64,1113.49 3239.98,1162.53 3240.31,1207.27 \n",
       "  3240.65,1241.16 3240.98,1279.53 3241.32,1319.41 3241.65,1340.01 3241.99,1347.29 3242.32,1382.72 3242.66,1396.43 3242.99,1398.01 3243.32,1384.43 3243.66,1364.64 \n",
       "  3243.99,1367.19 3244.33,1353.48 3244.66,1357.08 3245,1337.53 3245.33,1312.69 3245.67,1270.19 3246,1229.55 3246.34,1184.6 3246.67,1159.1 3247.01,1123.67 \n",
       "  3247.34,1104.11 3247.67,1080.15 3248.01,1088.02 3248.34,1067.46 3248.68,1068.51 3249.01,1032.06 3249.35,1038.32 3249.68,1048.29 3250.02,1064.8 3250.35,1096.35 \n",
       "  3250.69,1087.18 3251.02,1082.08 3251.35,1082.15 3251.69,1059.52 3252.02,1065.5 3252.36,1091.8 3252.69,1115.69 3253.03,1094.04 3253.36,1103.9 3253.7,1064.9 \n",
       "  3254.03,1083.2 3254.37,1087.88 3254.7,1170.15 3255.03,1190.62 3255.37,1230.67 3255.7,1273.62 3256.04,1299.47 3256.37,1343.23 3256.71,1360.09 3257.04,1379.19 \n",
       "  3257.38,1393.39 3257.71,1402.48 3258.05,1390.8 3258.38,1405.53 3258.71,1408.39 3259.05,1389.72 3259.38,1362.78 3259.72,1325.46 3260.05,1306.36 3260.39,1265.89 \n",
       "  3260.72,1237.59 3261.06,1199.71 3261.39,1163.05 3261.73,1134.55 3262.06,1100.58 3262.39,1074.87 3262.73,1049.9 3263.06,1001.03 3263.4,984.522 3263.73,965.879 \n",
       "  3264.07,950.173 3264.4,967.523 3264.74,952.027 3265.07,904.561 3265.41,878.502 3265.74,901.203 3266.07,917.923 3266.41,952.552 3266.74,913.865 3267.08,887.561 \n",
       "  3267.41,874.899 3267.75,875.004 3268.08,825.859 3268.42,875.284 3268.75,931.704 3269.09,924.884 3269.42,941.848 3269.75,943.702 3270.09,913.131 3270.42,893.752 \n",
       "  3270.76,939.54 3271.09,980.36 3271.43,990.853 3271.76,1038.28 3272.1,1064.24 3272.43,1109.47 3272.77,1131.75 3273.1,1179.53 3273.43,1197.33 3273.77,1231.75 \n",
       "  3274.1,1252.07 3274.44,1313.99 3274.77,1366.8 3275.11,1378.52 3275.44,1375.79 3275.78,1360.75 3276.11,1355.65 3276.45,1319.06 3276.78,1301.85 3277.11,1245.46 \n",
       "  3277.45,1193.9 3277.78,1128.28 3278.12,1107.37 3278.45,1047.1 3278.79,1008.83 3279.12,958.638 3279.46,930.2 3279.79,922.68 3280.13,863.391 3280.46,875.843 \n",
       "  3280.79,889.59 3281.13,862.516 3281.46,834.708 3281.8,849.155 3282.13,892.808 3282.47,934.783 3282.8,914.81 3283.14,860.173 3283.47,839.955 3283.81,825.194 \n",
       "  3284.14,807.88 3284.47,849.749 3284.81,894.592 3285.14,906.52 3285.48,895.536 3285.81,862.901 3286.15,826.488 3286.48,842.823 3286.82,850.309 3287.15,844.013 \n",
       "  3287.49,881.79 3287.82,915.299 3288.15,953.461 3288.49,1011.35 3288.82,1015.9 3289.16,1070.43 3289.49,1114.89 3289.83,1143.47 3290.16,1175.33 3290.5,1276.56 \n",
       "  3290.83,1338.68 3291.17,1356.7 3291.5,1362.75 3291.83,1351.34 3292.17,1350.68 3292.5,1309.02 3292.84,1279.99 3293.17,1226.75 3293.51,1197.58 3293.84,1116.22 \n",
       "  3294.18,1077.78 3294.51,994.911 3294.85,998.024 3295.18,962.101 3295.51,939.015 3295.85,911.487 3296.18,902.882 3296.52,934.678 3296.85,931.18 3297.19,911.732 \n",
       "  3297.52,908.304 3297.86,877.208 3298.19,883.539 3298.53,924.674 3298.86,900.189 3299.19,878.502 3299.53,880.321 3299.86,877.557 3300.2,884.168 3300.53,906.904 \n",
       "  3300.87,936.461 3301.2,956.679 3301.54,980.395 3301.87,955.35 3302.21,968.502 3302.54,1006.31 3302.87,1066.3 3303.21,1093.52 3303.54,1160.43 3303.88,1222.76 \n",
       "  3304.21,1281.49 3304.55,1307.17 3304.88,1331.9 3305.22,1359.49 3305.55,1372.54 3305.89,1385.8 3306.22,1380.03 3306.55,1388.32 3306.89,1385.17 3307.22,1358.48 \n",
       "  3307.56,1310.8 3307.89,1235.56 3308.23,1216.22 3308.56,1154.59 3308.9,1123.98 3309.23,1033.84 3309.57,1024.43 3309.9,1002.89 3310.23,987.111 3310.57,976.792 \n",
       "  3310.9,960.037 3311.24,922.715 3311.57,911.067 3311.91,881.09 3312.24,892.073 3312.58,877.033 3312.91,850.974 3313.25,833.484 3313.58,840.27 3313.91,830.196 \n",
       "  3314.25,873.989 3314.58,921.77 3314.92,846.636 3315.25,812.322 3315.59,757.615 3315.92,754.502 3316.26,747.122 3316.59,801.549 3316.93,839.675 3317.26,876.053 \n",
       "  3317.59,846.496 3317.93,850.904 3318.26,888.995 3318.6,901.378 3318.93,952.657 3319.27,1013.87 3319.6,1073.19 3319.94,1152.53 3320.27,1205.24 3320.61,1259.91 \n",
       "  3320.94,1293.31 3321.27,1321.89 3321.61,1342.74 3321.94,1353.69 3322.28,1352.43 3322.61,1375.51 3322.95,1386.29 3323.28,1353.83 3323.62,1312.24 3323.95,1231.89 \n",
       "  3324.29,1213.67 3324.62,1146.26 3324.95,1103.14 3325.29,1003.1 3325.62,986.551 3325.96,958.568 3326.29,954.58 3326.63,914.81 3326.96,910.612 3327.3,855.521 \n",
       "  3327.63,835.758 3327.97,810.503 3328.3,782.94 3328.63,792.384 3328.97,799.52 3329.3,805.011 3329.64,798.121 3329.97,823.585 3330.31,885.078 3330.64,932.439 \n",
       "  3330.98,863.986 3331.31,787.802 3331.65,726.624 3331.98,678.668 3332.31,670.693 3332.65,710.709 3332.98,752.543 3333.32,774.755 3333.65,749.57 3333.99,757.965 \n",
       "  3334.32,767.584 3334.66,815.96 3334.99,831.001 3335.33,903.547 3335.66,959.443 3335.99,1034.44 3336.33,1094.85 3336.66,1171.59 3337,1212.2 3337.33,1264.53 \n",
       "  3337.67,1296.11 3338,1322.24 3338.34,1315.32 3338.67,1361.98 3339.01,1380.2 3339.34,1360.61 3339.67,1329.83 3340.01,1258.48 3340.34,1237.87 3340.68,1168.27 \n",
       "  3341.01,1128.91 3341.35,1043.99 3341.68,1042.59 3342.02,1017.96 3342.35,994.421 3342.69,974.973 3343.02,930.27 3343.35,864.93 3343.69,871.261 3344.02,855.171 \n",
       "  3344.36,810.468 3344.69,808.579 3345.03,805.221 3345.36,795.882 3345.7,783.779 3346.03,810.853 3346.37,844.398 3346.7,878.537 3347.03,830.126 3347.37,795.427 \n",
       "  3347.7,759.364 3348.04,726.869 3348.37,685.909 3348.71,607.067 3349.04,566.632 3349.38,522.733 3349.71,486.88 3350.05,503.985 3350.38,570.374 3350.71,648.727 \n",
       "  3351.05,695.983 3351.38,964.409 3351.72,684.545 3352.05,425.912 3352.39,401.812 3352.72,467.852 3353.06,540.747 3353.39,576.461 3353.73,650.825 3354.06,724.281 \n",
       "  3354.39,823.865 3354.73,1017.68 3355.06,1148.15 3355.4,1214.61 3355.73,1258.3 3356.07,1271.21 3356.4,1282.58 3356.74,1286.98 3357.07,1297.69 3357.41,1294.12 \n",
       "  3357.74,1266.87 3358.07,1231.72 3358.41,1189.92 3358.74,1109.4 3359.08,1060.5 3359.41,985.047 3359.75,950.943 3360.08,924.394 3360.42,921.596 3360.75,889.205 \n",
       "  3361.09,897.46 3361.42,882.804 3361.75,868.743 3362.09,884.728 3362.42,898.23 3362.76,946.815 3363.09,916.768 3363.43,893.333 3363.76,889.975 3364.1,880.531 \n",
       "  3364.43,912.851 3364.77,959.093 3365.1,978.786 3365.43,984.487 3365.77,993.302 3366.1,985.117 3366.44,1014.15 3366.77,1021.04 3367.11,1086.1 3367.44,1111.49 \n",
       "  3367.78,1170.57 3368.11,1167.6 3368.45,1238.15 3368.78,1302.55 3369.11,1319.83 3369.45,1350.08 3369.78,1361.7 3370.12,1379.12 3370.45,1371.77 3370.79,1389.05 \n",
       "  3371.12,1391.04 3371.46,1372.47 3371.79,1327.42 3372.13,1272.5 3372.46,1251.1 3372.79,1203.59 3373.13,1178.55 3373.46,1106.67 3373.8,1079.31 3374.13,1045.63 \n",
       "  3374.47,1021.95 3374.8,971.72 3375.14,965.704 3375.47,920.791 3375.81,881.545 3376.14,867.833 3376.47,892.528 3376.81,862.412 3377.14,838.346 3377.48,833.764 \n",
       "  3377.81,832.05 3378.15,820.752 3378.48,874.934 3378.82,916.384 3379.15,849.399 3379.49,776.539 3379.82,755.062 3380.15,727.114 3380.49,689.966 3380.82,762.163 \n",
       "  3381.16,819.248 3381.49,836.282 3381.83,851.988 3382.16,846.671 3382.5,777.063 3382.83,769.648 3383.17,806.795 3383.5,783.045 3383.83,826.838 3384.17,876.648 \n",
       "  3384.5,912.921 3384.84,963.535 3385.17,1009.95 3385.51,1056.86 3385.84,1098.13 3386.18,1150.57 3386.51,1182.99 3386.85,1302.13 3387.18,1347.88 3387.51,1361.73 \n",
       "  3387.85,1361.14 3388.18,1330.15 3388.52,1329.76 3388.85,1293 3389.19,1272.85 3389.52,1188.83 3389.86,1140.07 3390.19,1068.05 3390.53,1043.64 3390.86,966.403 \n",
       "  3391.19,943.947 3391.53,870.876 3391.86,824.809 3392.2,757.266 3392.53,711.373 3392.87,708.575 3393.2,712.003 3393.54,700.565 3393.87,706.371 3394.21,750.305 \n",
       "  3394.54,782.415 3394.87,862.656 3395.21,806.166 3395.54,722.322 3395.88,686.713 3396.21,651.42 3396.55,626.9 3396.88,676.15 3397.22,796.442 3397.55,829.636 \n",
       "  3397.89,783.185 3398.22,798.645 3398.55,750.794 3398.89,757.93 3399.22,767.304 3399.56,725.05 3399.89,773.391 3400.23,865.665 3400.56,880.845 3400.9,956.469 \n",
       "  3401.23,1001.59 3401.57,1091.94 3401.9,1137.06 3402.23,1176 3402.57,1220.77 3402.9,1310.31 3403.24,1353.62 3403.57,1370.27 3403.91,1368.31 3404.24,1352.25 \n",
       "  3404.58,1347.32 3404.91,1310.63 3405.25,1288.14 3405.58,1227.59 3405.91,1189.18 3406.25,1134.69 3406.58,1076.24 3406.92,992.532 3407.25,986.621 3407.59,954.231 \n",
       "  3407.92,924.779 3408.26,898.789 3408.59,888.261 3408.93,903.581 3409.26,901.168 3409.59,886.617 3409.93,924.149 3410.26,890.29 3410.6,904.211 3410.93,914.18 \n",
       "  3411.27,918.273 3411.6,894.907 3411.94,904.596 3412.27,892.143 3412.61,966.473 3412.94,837.297 3413.27,897.005 3413.61,964.934 3413.94,1060.43 3414.28,1022.93 \n",
       "  3414.61,1063.57 3414.95,1109.47 3415.28,1151.55 3415.62,1179.53 3415.95,1226.16 3416.29,1250.92 3416.62,1313.6 3416.96,1341.72 3417.29,1359.63 3417.62,1381.53 \n",
       "  3417.96,1403.15 3418.29,1400.07 3418.63,1393.56 3418.96,1395.17 3419.3,1372.82 3419.63,1318.11 3419.97,1234.48 3420.3,1092.29 3420.64,983.368 3420.97,890.08 \n",
       "  3421.3,838.206 3421.64,828.902 3421.97,875.074 3422.31,946.57 3422.64,1002.26 3422.98,988.65 3423.31,997.08 3423.65,972.909 3423.98,956.469 3424.32,965.774 \n",
       "  3424.65,970.356 3424.98,951.747 3425.32,925.373 3425.65,876.158 3425.99,849.994 3426.32,881.545 3426.66,922.435 3426.99,947.2 3427.33,862.726 3427.66,785.423 \n",
       "  3428,712.248 3428.33,693.185 3428.66,690.106 3429,736.138 3429.33,786.158 3429.67,845.692 3430,857.759 3430.34,905.715 3430.67,961.401 3431.01,1000.51 \n",
       "  3431.34,1051.58 3431.68,1118.7 3432.01,1180.68 3432.34,1249.38 3432.68,1298.81 3433.01,1337.46 3433.35,1359.53 3433.68,1381.15 3434.02,1400.35 3434.35,1403.39 \n",
       "  3434.69,1397.38 3435.02,1399.23 3435.36,1385.34 3435.69,1315.98 3436.02,1240.25 3436.36,1068.79 3436.69,970.566 3437.03,826.978 3437.36,766.185 3437.7,756.286 \n",
       "  3438.03,821.521 3438.37,883.259 3438.7,951.887 3439.04,956.959 3439.37,983.333 3439.7,944.227 3440.04,932.229 3440.37,947.76 3440.71,967.313 3441.04,935.202 \n",
       "  3441.38,928.591 3441.71,868.848 3442.05,862.866 3442.38,891.444 3442.72,949.928 3443.05,948.599 3443.38,888.785 3443.72,803.298 3444.05,704.623 3444.39,672.407 \n",
       "  3444.72,692.695 3445.06,732.291 3445.39,743.729 3445.73,772.446 3446.06,774.545 3446.4,780.002 3446.73,858.844 3447.06,936.322 3447.4,1007.01 3447.73,1071.62 \n",
       "  3448.07,1167.11 3448.4,1221.99 3448.74,1271.31 3449.07,1323.4 3449.41,1352.11 3449.74,1375.27 3450.08,1388.6 3450.41,1398.6 3450.74,1393.07 3451.08,1395.77 \n",
       "  3451.41,1388.11 3451.75,1324.52 3452.08,1239.76 3452.42,1064.87 3452.75,949.229 3453.09,816.729 3453.42,749.115 3453.76,720.923 3454.09,784.794 3454.42,831.001 \n",
       "  3454.76,910.612 3455.09,896.586 3455.43,935.412 3455.76,868.078 3456.1,877.103 3456.43,870.876 3456.77,886.512 3457.1,848.805 3457.44,853.072 3457.77,805.676 \n",
       "  3458.1,793.818 3458.44,856.605 3458.77,882.105 3459.11,916.943 3459.44,834.254 3459.78,694.409 3460.11,619.274 3460.45,586.185 3460.78,560.195 3461.12,589.473 \n",
       "  3461.45,629.313 3461.78,673.701 3462.12,649.951 3462.45,676.989 3462.79,693.254 3463.12,808.474 3463.46,925.583 3463.79,1022.54 3464.13,1115.13 3464.46,1197.89 \n",
       "  3464.8,1260.15 3465.13,1308.08 3465.46,1340.33 3465.8,1363.62 3466.13,1387.16 3466.47,1389.02 3466.8,1390.35 3467.14,1397.87 3467.47,1388.32 3467.81,1313.78 \n",
       "  3468.14,1227.62 3468.48,1034.72 3468.81,904.211 3469.14,753.068 3469.48,693.709 3469.81,685.804 3470.15,744.638 3470.48,778.323 3470.82,855.836 3471.15,850.764 \n",
       "  3471.49,913.935 3471.82,845.237 3472.16,836.003 3472.49,877.592 3472.82,881.475 3473.16,857.48 3473.49,849.469 3473.83,766.815 3474.16,751.424 3474.5,811.098 \n",
       "  3474.83,879.726 3475.17,931.425 3475.5,834.324 3475.84,703.678 3476.17,617.456 3476.5,578.804 3476.84,564.253 3477.17,580.588 3477.51,599.512 3477.84,630.713 \n",
       "  3478.18,634.175 3478.51,631.272 3478.85,642.081 3479.18,691.575 3479.52,783.255 3479.85,905.121 3480.18,999.248 3480.52,1099.32 3480.85,1176.8 3481.19,1248.12 \n",
       "  3481.52,1278.24 3481.86,1319.79 3482.19,1341.93 3482.53,1361.21 3482.86,1364.88 3483.2,1383.31 3483.53,1374.29 3483.86,1316.3 3484.2,1247.7 3484.53,1063.26 \n",
       "  3484.87,975.813 3485.2,934.363 3485.54,930.41 3485.87,908.339 3486.21,895.921 3486.54,890.29 3486.88,923.449 3487.21,920.021 3487.54,948.599 3487.88,905.365 \n",
       "  3488.21,901.098 3488.55,901.588 3488.88,889.87 3489.22,882.209 3489.55,851.603 3489.89,799.8 3490.22,817.989 3490.56,844.957 3490.89,904.771 3491.22,932.334 \n",
       "  3491.56,824.774 3491.89,697.942 3492.23,597.168 3492.56,533.192 3492.9,499.507 3493.23,491.357 3493.57,564.358 3493.9,628.299 3494.24,624.067 3494.57,622.667 \n",
       "  3494.9,588.423 3495.24,569.57 3495.57,574.257 3495.91,580.308 3496.24,611.159 3496.58,678.354 3496.91,762.722 3497.25,832.54 3497.58,884.903 3497.92,970.531 \n",
       "  3498.25,1046.78 3498.58,1103.66 3498.92,1156.3 3499.25,1294.29 3499.59,1340.85 3499.92,1357.82 3500.26,1345.22 3500.59,1310.8 3500.93,1282.51 3501.26,1215.42 \n",
       "  3501.6,1199.71 3501.93,1073.82 3502.26,1004.25 3502.6,888.331 3502.93,886.302 3503.27,801.129 3503.6,764.471 3503.94,672.302 3504.27,664.572 3504.61,624.976 \n",
       "  3504.94,652.364 3505.28,672.687 3505.61,713.122 3505.94,676.919 3506.28,650.755 3506.61,622.003 3506.95,664.432 3507.28,755.447 3507.62,720.013 3507.95,605.353 \n",
       "  3508.29,527.63 3508.62,518.256 3508.96,478.52 3509.29,520.145 3509.62,480.619 3509.96,600.526 3510.29,634.07 3510.63,586.814 3510.96,547.008 3511.3,492.407 \n",
       "  3511.63,469.496 3511.97,465.998 3512.3,527.141 3512.64,592.306 3512.97,649.986 3513.3,736.978 3513.64,788.571 3513.97,869.023 3514.31,948.844 3514.64,1025.9 \n",
       "  3514.98,1117.09 3515.31,1254.49 3515.65,1330.64 3515.98,1350.71 3516.32,1358.58 3516.65,1329.66 3516.98,1326.86 3517.32,1274.25 3517.65,1244.9 3517.99,1151.34 \n",
       "  3518.32,1113.7 3518.66,1002.89 3518.99,973.889 3519.33,847.965 3519.66,839.256 3520,759.329 3520.33,767.06 3520.66,700.075 3521,714.522 3521.33,746.527 \n",
       "  3521.67,777.063 3522,787.487 3522.34,820.892 3522.67,788.851 3523.01,803.298 3523.34,779.302 3523.68,766.29 3524.01,765.8 3524.34,765.381 3524.68,774.335 \n",
       "  3525.01,809.559 3525.35,844.293 3525.68,923.554 3526.02,970.181 3526.35,983.333 3526.69,971.72 3527.02,1006.24 3527.36,1054.2 3527.69,1035.63 3528.02,1142.59 \n",
       "  3528.36,1209.44 3528.69,1271.77 3529.03,1328.05 3529.36,1351.8 3529.7,1368.38 3530.03,1380.24 3530.37,1390.42 3530.7,1400.7 3531.04,1390.73 3531.37,1393.28 \n",
       "  3531.7,1378.87 3532.04,1303.35 3532.37,1232.21 3532.71,1065.25 3533.04,964.829 3533.38,828.412 3533.71,773.216 3534.05,772.761 3534.38,808.894 3534.72,836.912 \n",
       "  3535.05,894.172 3535.38,904.246 3535.72,931.145 3536.05,869.757 3536.39,846.181 3536.72,883.049 3537.06,897.285 3537.39,863.531 3537.73,858.949 3538.06,808.579 \n",
       "  3538.4,781.296 3538.73,890.185 3539.06,927.402 3539.4,945.416 3539.73,875.773 3540.07,786.648 3540.4,712.633 3540.74,684.65 3541.07,704.518 3541.41,748.626 \n",
       "  3541.74,757.37 3542.08,811.203 3542.41,801.793 3542.74,830.791 3543.08,854.366 3543.41,946.815 3543.75,1026.53 3544.08,1102.96 3544.42,1069.8 3544.75,1203.28 \n",
       "  3545.09,1279.57 3545.42,1319.97 3545.76,1347.6 3546.09,1377.72 3546.42,1396.47 3546.76,1398.5 3547.09,1392.93 3547.43,1400.63 3547.76,1388.21 3548.1,1309.58 \n",
       "  3548.43,1235.91 3548.77,1059.55 3549.1,937.231 3549.44,766.36 3549.77,714.557 3550.1,715.851 3550.44,752.543 3550.77,780.142 3551.11,826.733 3551.44,831.84 \n",
       "  3551.78,856.01 3552.11,800.324 3552.45,798.121 3552.78,825.719 3553.12,846.146 3553.45,809.069 3553.78,795.987 3554.12,746.772 3554.45,751.284 3554.79,806.62 \n",
       "  3555.12,875.703 3555.46,939.645 3555.79,865.14 3556.13,751.704 3556.46,654.498 3556.8,607.592 3557.13,595.524 3557.46,613.363 3557.8,618.785 3558.13,629.138 \n",
       "  3558.47,627.844 3558.8,636.659 3559.14,695.913 3559.47,794.973 3559.81,911.697 3560.14,1005.09 3560.48,1089.21 3560.81,1181.66 3561.14,1241.83 3561.48,1291.81 \n",
       "  3561.81,1326.02 3562.15,1352.64 3562.48,1364.11 3562.82,1377.02 3563.15,1378.03 3563.49,1387.44 3563.82,1380.13 3564.16,1300.38 3564.49,1229.2 3564.82,1039.54 \n",
       "  3565.16,919.287 3565.49,759.119 3565.83,726.519 3566.16,715.221 3566.5,744.323 3566.83,792.349 3567.17,858.739 3567.5,849.19 3567.84,888.611 3568.17,825.614 \n",
       "  3568.5,820.787 3568.84,857.025 3569.17,880.076 3569.51,831.455 3569.84,825.649 3570.18,803.927 3570.51,801.723 3570.85,853.667 3571.18,922.365 3571.52,961.226 \n",
       "  3571.85,888.925 3572.18,757.126 3572.52,660.374 3572.85,623.612 3573.19,605.598 3573.52,612.384 3573.86,677.619 3574.19,684.51 3574.53,663.418 3574.86,679.368 \n",
       "  3575.2,671.113 3575.53,772.201 3575.86,880.356 3576.2,972 3576.53,1079.84 3576.87,1175.02 3577.2,1240.71 3577.54,1288.7 3577.87,1323.99 3578.21,1356.17 \n",
       "  3578.54,1370.93 3578.88,1381.01 3579.21,1376.04 3579.54,1385.9 3579.88,1377.12 3580.21,1305.94 3580.55,1228.57 3580.88,1045.14 3581.22,919.742 3581.55,776.084 \n",
       "  3581.89,731.871 3582.22,716.585 3582.56,758.315 3582.89,788.012 3583.23,871.121 3583.56,864.72 3583.89,914.04 3584.23,853.632 3584.56,827.643 3584.9,871.051 \n",
       "  3585.23,894.242 3585.57,843.313 3585.9,830.581 3586.24,805.571 3586.57,803.822 3586.91,857.34 3587.24,921.141 3587.57,972.315 3587.91,888.016 3588.24,772.201 \n",
       "  3588.58,664.292 3588.91,617.7 3589.25,589.123 3589.58,602.205 3589.92,604.618 3590.25,627.215 3590.59,601.855 3590.92,615.532 3591.25,621.443 3591.59,661.039 \n",
       "  3591.92,721.867 3592.26,831.315 3592.59,944.227 3592.93,1046.19 3593.26,1136.89 3593.6,1212.86 3593.93,1245.99 3594.27,1285.55 3594.6,1312.34 3594.93,1346.17 \n",
       "  3595.27,1337.91 3595.6,1356.17 3595.94,1359.46 3596.27,1297.79 3596.61,1229.62 3596.94,1061.79 3597.28,947.2 3597.61,800.219 3597.95,762.093 3598.28,748.836 \n",
       "  3598.61,784.864 3598.95,812.602 3599.28,869.232 3599.62,882.559 3599.95,919.357 3600.29,852.862 3600.62,851.603 3600.96,867.518 3601.29,883.504 3601.63,836.912 \n",
       "  3601.96,797.491 3602.29,774.58 3602.63,789.271 3602.96,852.792 3603.3,904.806 3603.63,942.828 3603.97,865.49 3604.3,703.748 3604.64,619.03 3604.97,547.008 \n",
       "  3605.31,498.843 3605.64,491.182 3605.97,535.046 3606.31,569.43 3606.64,579.084 3606.98,571.808 3607.31,549.142 3607.65,535.011 3607.98,553.829 3608.32,568.45 \n",
       "  3608.65,590.522 3608.99,684.335 3609.32,758.245 3609.65,831.735 3609.99,901.378 3610.32,962.381 3610.66,1034.58 3610.99,1097.68 3611.33,1145.67 3611.66,1273.97 \n",
       "  3612,1333.5 3612.33,1347.78 3612.67,1337.95 3613,1308.88 3613.33,1302.79 3613.67,1238.71 3614,1198.31 3614.34,1051.44 3614.67,1039.68 3615.01,935.797 \n",
       "  3615.34,927.577 3615.68,860.663 3616.01,847.476 3616.35,777.063 3616.68,759.259 3617.01,735.124 3617.35,726.939 3617.68,734.494 3618.02,782.31 3618.35,759.574 \n",
       "  3618.69,733.34 3619.02,722.497 3619.36,748.801 3619.69,786.158 3620.03,744.149 3620.36,650.266 3620.69,629.278 3621.03,563.903 3621.36,512.415 3621.7,567.926 \n",
       "  3622.03,674.611 3622.37,704.972 3622.7,705.917 3623.04,666.776 3623.37,628.544 3623.71,580.973 3624.04,574.187 3624.37,576.181 3624.71,570.164 3625.04,621.198 \n",
       "  3625.38,685.209 3625.71,751.004 3626.05,782.45 3626.38,848.35 3626.72,937.686 3627.05,1002.29 3627.39,1088.06 3627.72,1247.7 3628.05,1316.12 3628.39,1346.83 \n",
       "  3628.72,1352.74 3629.06,1350.5 3629.39,1336.27 3629.73,1293.45 3630.06,1239.41 3630.4,1169.17 3630.73,1112.47 3631.07,989.279 3631.4,931.39 3631.73,799.03 \n",
       "  3632.07,752.508 3632.4,676.08 3632.74,662.228 3633.07,668.245 3633.41,657.856 3633.74,673.387 3634.08,689.372 3634.41,625.256 3634.75,684.685 3635.08,767.304 \n",
       "  3635.41,815.855 3635.75,819.003 3636.08,842.998 3636.42,809.978 3636.75,810.328 3637.09,736.418 3637.42,871.611 3637.76,949.579 3638.09,967.767 3638.43,949.054 \n",
       "  3638.76,973.084 3639.09,952.692 3639.43,916.699 3639.76,959.512 3640.1,1016.04 3640.43,1040.73 3640.77,1076.83 3641.1,1138.29 3641.44,1192.54 3641.77,1241.13 \n",
       "  3642.11,1271.59 3642.44,1312.55 3642.77,1325.98 3643.11,1341.65 3643.44,1344.77 3643.78,1370.51 3644.11,1377.54 3644.45,1362.4 3644.78,1337.74 3645.12,1276.56 \n",
       "  3645.45,1265.96 3645.79,1209.93 3646.12,1159.59 3646.45,1065.88 3646.79,1046.15 3647.12,996.905 3647.46,1009.53 3647.79,957.134 3648.13,966.193 3648.46,897.81 \n",
       "  3648.8,883.888 3649.13,848.7 3649.47,854.471 3649.8,834.289 3650.13,846.706 3650.47,821.836 3650.8,833.309 3651.14,821.242 3651.47,851.533 3651.81,867.553 \n",
       "  3652.14,853.982 3652.48,814.736 3652.81,789.866 3653.15,779.127 3653.48,812.532 3653.81,857.2 3654.15,897.145 3654.48,929.256 3654.82,961.156 3655.15,967.313 \n",
       "  3655.49,987.006 3655.82,1006.94 3656.16,1095.65 3656.49,1172.99 3656.83,1216.64 3657.16,1278.8 3657.49,1321.61 3657.83,1351.94 3658.16,1365.34 3658.5,1389.26 \n",
       "  3658.83,1404.02 3659.17,1407.14 3659.5,1400.24 3659.84,1401.26 3660.17,1379.85 3660.51,1304.72 3660.84,1235.91 3661.17,1050.39 3661.51,954.79 3661.84,806.306 \n",
       "  3662.18,774.965 3662.51,757.475 3662.85,796.197 3663.18,831.036 3663.52,904.736 3663.85,901.798 3664.19,939.715 3664.52,898.684 3664.85,907.919 3665.19,909.633 \n",
       "  3665.52,943.422 3665.86,880.321 3666.19,888.121 3666.53,837.437 3666.86,844.153 3667.2,881.405 3667.53,928.661 3667.87,961.296 3668.2,886.547 3668.53,778.043 \n",
       "  3668.87,675.24 3669.2,645.753 3669.54,676.08 3669.87,701.684 3670.21,711.373 3670.54,736.313 3670.88,715.851 3671.21,718.369 3671.55,758 3671.88,867.029 \n",
       "  3672.21,958.568 3672.55,1066.76 3672.88,1145.07 3673.22,1228.01 3673.55,1270.19 3673.89,1314.2 3674.22,1340.33 3674.56,1365.62 3674.89,1383.17 3675.23,1392.79 \n",
       "  3675.56,1386.36 3675.89,1390.14 3676.23,1382.02 3676.56,1312.34 3676.9,1232.7 3677.23,1056.72 3677.57,925.548 3677.9,790.146 3678.24,747.052 3678.57,719.104 \n",
       "  3678.91,769.543 3679.24,810.328 3679.57,861.082 3679.91,851.743 3680.24,909.773 3680.58,873.395 3680.91,859.333 3681.25,885.602 3681.58,914.985 3681.92,855.451 \n",
       "  3682.25,839.92 3682.59,816.799 3682.92,809.559 3683.25,878.747 3683.59,901.903 3683.92,951.782 3684.26,864.755 3684.59,726.204 3684.93,640.926 3685.26,623.752 \n",
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      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "csv = CSV.File(\"../nyc_taxi.csv\")\n",
    "X = csv[\"value\"]\n",
    "plot(X, size=(1000, 400))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84b11e72-c4bc-436b-83fd-93c034101080",
   "metadata": {},
   "source": [
    "### Bin the taxicab data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "783ff605-a68f-4f20-9414-7f386ff2b681",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "taxi_bin (generic function with 1 method)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\"\n",
    "    which_bin(x, bin_width, start, stop)\n",
    "\n",
    "Assumes a set of intervals with width `bin_width` between \n",
    "`start` and `stop`. Returns the index which interval\n",
    "`x` belongs to.\n",
    "\"\"\"\n",
    "function which_bin(x, bin_width, start, stop)\n",
    "    if x > stop \n",
    "        i = floor(Int, (stop - start) / bin_width)\n",
    "    elseif x < start\n",
    "        i = 0\n",
    "    else\n",
    "        i = floor(Int, (x - start) / bin_width)\n",
    "    end\n",
    "    return i + 1\n",
    "end\n",
    "\n",
    "# Make evenly spaced intervals for taxi data\n",
    "num_bins = 101\n",
    "bins = LinRange(minimum(X), maximum(X), num_bins)\n",
    "bin_size = bins[2] - bins[1]\n",
    "\n",
    "# Make a function that assigns data to the appropriate bin index\n",
    "taxi_bin(x) = which_bin(x,  bin_size, bins.start, bins.stop)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "04686fbc-53c7-499d-ad42-13099ecbb33a",
   "metadata": {},
   "outputs": [
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       "  497.906,764.268 498.167,791.861 498.428,860.846 498.688,860.846 498.949,888.439 499.21,833.252 499.471,833.252 499.732,847.049 499.993,860.846 500.253,819.455 \n",
       "  500.514,819.455 500.775,805.658 501.036,847.049 501.297,874.643 501.558,943.627 501.818,985.018 502.079,888.439 502.34,791.861 502.601,695.283 502.862,598.705 \n",
       "  503.123,543.518 503.383,557.314 503.644,612.502 503.905,695.283 504.166,584.908 504.427,571.111 504.688,557.314 504.948,598.705 505.209,640.096 505.47,695.283 \n",
       "  505.731,750.471 505.992,888.439 506.252,998.814 506.513,1095.39 506.774,1164.38 507.035,1219.56 507.296,1274.75 507.557,1302.35 507.817,1316.14 508.078,1343.74 \n",
       "  508.339,1357.53 508.6,1302.35 508.861,1219.56 509.122,1081.6 509.382,998.814 509.643,902.236 509.904,847.049 510.165,764.268 510.426,764.268 510.687,805.658 \n",
       "  510.947,874.643 511.208,874.643 511.469,916.033 511.73,847.049 511.991,833.252 512.252,860.846 512.512,860.846 512.773,847.049 513.034,819.455 513.295,819.455 \n",
       "  513.556,833.252 513.816,888.439 514.077,943.627 514.338,957.424 514.599,860.846 514.86,764.268 515.121,667.689 515.381,640.096 515.642,571.111 515.903,612.502 \n",
       "  516.164,695.283 516.425,736.674 516.686,667.689 516.946,653.893 517.207,626.299 517.468,584.908 517.729,543.518 517.99,515.924 518.251,557.314 518.511,584.908 \n",
       "  518.772,640.096 519.033,695.283 519.294,778.064 519.555,888.439 519.816,985.018 520.076,1040.2 520.337,1095.39 520.598,1233.36 520.859,1302.35 521.12,1329.94 \n",
       "  521.38,1343.74 521.641,1302.35 521.902,1274.75 522.163,1219.56 522.424,1205.77 522.685,1122.99 522.945,1067.8 523.206,985.018 523.467,985.018 523.728,916.033 \n",
       "  523.989,916.033 524.25,860.846 524.51,847.049 524.771,819.455 525.032,805.658 525.293,805.658 525.554,819.455 525.815,805.658 526.075,805.658 526.336,778.064 \n",
       "  526.597,819.455 526.858,847.049 527.119,791.861 527.38,722.877 527.64,667.689 527.901,667.689 528.162,653.893 528.423,681.486 528.684,764.268 528.944,778.064 \n",
       "  529.205,736.674 529.466,736.674 529.727,695.283 529.988,612.502 530.249,571.111 530.509,557.314 530.77,557.314 531.031,584.908 531.292,612.502 531.553,709.08 \n",
       "  531.814,778.064 532.074,874.643 532.335,957.424 532.596,998.814 532.857,1067.8 533.118,1219.56 533.379,1302.35 533.639,1343.74 533.9,1343.74 534.161,1329.94 \n",
       "  534.422,1329.94 534.683,1302.35 534.944,1274.75 535.204,1233.36 535.465,1178.17 535.726,1081.6 535.987,985.018 536.248,888.439 536.508,929.83 536.769,860.846 \n",
       "  537.03,860.846 537.291,805.658 537.552,791.861 537.813,750.471 538.073,681.486 538.334,653.893 538.595,750.471 538.856,805.658 539.117,888.439 539.378,971.221 \n",
       "  539.638,957.424 539.899,750.471 540.16,709.08 540.421,764.268 540.682,819.455 540.943,847.049 541.203,888.439 541.464,916.033 541.725,860.846 541.986,860.846 \n",
       "  542.247,929.83 542.507,957.424 542.768,1012.61 543.029,971.221 543.29,1026.41 543.551,1136.78 543.812,1205.77 544.072,1274.75 544.333,1343.74 544.594,1357.53 \n",
       "  544.855,1385.13 545.116,1398.92 545.377,1385.13 545.637,1371.33 545.898,1357.53 546.159,1288.55 546.42,1233.36 546.681,1067.8 546.942,985.018 547.202,916.033 \n",
       "  547.463,847.049 547.724,805.658 547.985,805.658 548.246,860.846 548.507,916.033 548.767,902.236 549.028,943.627 549.289,916.033 549.55,874.643 549.811,888.439 \n",
       "  550.071,916.033 550.332,874.643 550.593,874.643 550.854,874.643 551.115,874.643 551.376,874.643 551.636,916.033 551.897,916.033 552.158,847.049 552.419,722.877 \n",
       "  552.68,681.486 552.941,515.924 553.201,598.705 553.462,667.689 553.723,626.299 553.984,709.08 554.245,653.893 554.506,640.096 554.766,681.486 555.027,791.861 \n",
       "  555.288,874.643 555.549,1012.61 555.81,1109.19 556.071,1164.38 556.331,1233.36 556.592,1302.35 556.853,1316.14 557.114,1357.53 557.375,1385.13 557.635,1398.92 \n",
       "  557.896,1385.13 558.157,1385.13 558.418,1371.33 558.679,1302.35 558.94,1219.56 559.2,1054 559.461,957.424 559.722,847.049 559.983,791.861 560.244,722.877 \n",
       "  560.505,750.471 560.765,805.658 561.026,847.049 561.287,847.049 561.548,888.439 561.809,819.455 562.07,805.658 562.33,819.455 562.591,847.049 562.852,791.861 \n",
       "  563.113,681.486 563.374,695.283 563.635,847.049 563.895,916.033 564.156,998.814 564.417,1026.41 564.678,916.033 564.939,805.658 565.199,640.096 565.46,529.721 \n",
       "  565.721,502.127 565.982,529.721 566.243,640.096 566.504,695.283 566.764,640.096 567.025,667.689 567.286,709.08 567.547,778.064 567.808,819.455 568.069,929.83 \n",
       "  568.329,1040.2 568.59,1136.78 568.851,1205.77 569.112,1260.95 569.373,1302.35 569.634,1329.94 569.894,1357.53 570.155,1371.33 570.416,1371.33 570.677,1371.33 \n",
       "  570.938,1371.33 571.199,1302.35 571.459,1219.56 571.72,1026.41 571.981,943.627 572.242,819.455 572.503,736.674 572.763,736.674 573.024,750.471 573.285,778.064 \n",
       "  573.546,833.252 573.807,833.252 574.068,874.643 574.328,819.455 574.589,805.658 574.85,833.252 575.111,847.049 575.372,847.049 575.633,833.252 575.893,833.252 \n",
       "  576.154,847.049 576.415,874.643 576.676,943.627 576.937,985.018 577.198,888.439 577.458,778.064 577.719,667.689 577.98,598.705 578.241,543.518 578.502,571.111 \n",
       "  578.763,626.299 579.023,681.486 579.284,612.502 579.545,584.908 579.806,612.502 580.067,626.299 580.327,681.486 580.588,750.471 580.849,860.846 581.11,1012.61 \n",
       "  581.371,1109.19 581.632,1178.17 581.892,1247.16 582.153,1302.35 582.414,1329.94 582.675,1343.74 582.936,1343.74 583.197,1357.53 583.457,1357.53 583.718,1288.55 \n",
       "  583.979,1205.77 584.24,1040.2 584.501,943.627 584.762,847.049 585.022,791.861 585.283,736.674 585.544,778.064 585.805,791.861 586.066,833.252 586.326,847.049 \n",
       "  586.587,874.643 586.848,819.455 587.109,805.658 587.37,805.658 587.631,847.049 587.891,791.861 588.152,791.861 588.413,778.064 588.674,847.049 588.935,902.236 \n",
       "  589.196,971.221 589.456,1040.2 589.717,957.424 589.978,833.252 590.239,709.08 590.5,626.299 590.761,584.908 591.021,584.908 591.282,653.893 591.543,722.877 \n",
       "  591.804,557.314 592.065,529.721 592.326,557.314 592.586,584.908 592.847,626.299 593.108,653.893 593.369,722.877 593.63,874.643 593.89,971.221 594.151,1054 \n",
       "  594.412,1150.58 594.673,1205.77 594.934,1247.16 595.195,1302.35 595.455,1302.35 595.716,1329.94 595.977,1329.94 596.238,1288.55 596.499,1219.56 596.76,1067.8 \n",
       "  597.02,971.221 597.281,902.236 597.542,847.049 597.803,764.268 598.064,778.064 598.325,833.252 598.585,874.643 598.846,888.439 599.107,902.236 599.368,847.049 \n",
       "  599.629,847.049 599.89,860.846 600.15,874.643 600.411,860.846 600.672,833.252 600.933,833.252 601.194,860.846 601.454,929.83 601.715,985.018 601.976,1012.61 \n",
       "  602.237,929.83 602.498,805.658 602.759,695.283 603.019,626.299 603.28,571.111 603.541,584.908 603.802,653.893 604.063,681.486 604.324,612.502 604.584,626.299 \n",
       "  604.845,626.299 605.106,543.518 605.367,557.314 605.628,557.314 605.889,543.518 606.149,598.705 606.41,667.689 606.671,750.471 606.932,805.658 607.193,902.236 \n",
       "  607.454,998.814 607.714,1026.41 607.975,1095.39 608.236,1233.36 608.497,1302.35 608.758,1343.74 609.018,1329.94 609.279,1288.55 609.54,1274.75 609.801,1233.36 \n",
       "  610.062,1205.77 610.323,1136.78 610.583,1081.6 610.844,998.814 611.105,998.814 611.366,929.83 611.627,902.236 611.888,819.455 612.148,833.252 612.409,833.252 \n",
       "  612.67,805.658 612.931,819.455 613.192,847.049 613.453,847.049 613.713,847.049 613.974,833.252 614.235,860.846 614.496,860.846 614.757,819.455 615.018,736.674 \n",
       "  615.278,722.877 615.539,695.283 615.8,640.096 616.061,667.689 616.322,750.471 616.582,736.674 616.843,709.08 617.104,667.689 617.365,667.689 617.626,598.705 \n",
       "  617.887,571.111 618.147,557.314 618.408,571.111 618.669,612.502 618.93,653.893 619.191,722.877 619.452,778.064 619.712,888.439 619.973,957.424 620.234,998.814 \n",
       "  620.495,1067.8 620.756,1191.97 621.017,1288.55 621.277,1329.94 621.538,1343.74 621.799,1329.94 622.06,1329.94 622.321,1274.75 622.582,1260.95 622.842,1205.77 \n",
       "  623.103,1164.38 623.364,1081.6 623.625,1040.2 623.886,971.221 624.146,943.627 624.407,888.439 624.668,874.643 624.929,847.049 625.19,847.049 625.451,833.252 \n",
       "  625.711,805.658 625.972,819.455 626.233,847.049 626.494,860.846 626.755,874.643 627.016,860.846 627.276,847.049 627.537,778.064 627.798,791.861 628.059,778.064 \n",
       "  628.32,805.658 628.581,819.455 628.841,874.643 629.102,874.643 629.363,847.049 629.624,833.252 629.885,874.643 630.146,929.83 630.406,971.221 630.667,1040.2 \n",
       "  630.928,1122.99 631.189,1219.56 631.45,1260.95 631.71,1316.14 631.971,1343.74 632.232,1371.33 632.493,1385.13 632.754,1398.92 633.015,1371.33 633.275,1371.33 \n",
       "  633.536,1357.53 633.797,1302.35 634.058,1219.56 634.319,1081.6 634.58,998.814 634.84,916.033 635.101,847.049 635.362,805.658 635.623,805.658 635.884,860.846 \n",
       "  636.145,929.83 636.405,916.033 636.666,929.83 636.927,902.236 637.188,902.236 637.449,888.439 637.709,902.236 637.97,874.643 638.231,860.846 638.492,847.049 \n",
       "  638.753,874.643 639.014,874.643 639.274,902.236 639.535,916.033 639.796,847.049 640.057,764.268 640.318,653.893 640.579,653.893 640.839,653.893 641.1,695.283 \n",
       "  641.361,736.674 641.622,791.861 641.883,750.471 642.144,736.674 642.404,736.674 642.665,805.658 642.926,888.439 643.187,998.814 643.448,1081.6 643.709,1178.17 \n",
       "  643.969,1247.16 644.23,1288.55 644.491,1329.94 644.752,1357.53 645.013,1371.33 645.273,1385.13 645.534,1385.13 645.795,1385.13 646.056,1371.33 646.317,1302.35 \n",
       "  646.578,1219.56 646.838,1067.8 647.099,985.018 647.36,888.439 647.621,805.658 647.882,750.471 648.143,778.064 648.403,791.861 648.664,847.049 648.925,833.252 \n",
       "  649.186,847.049 649.447,833.252 649.708,805.658 649.968,764.268 650.229,791.861 650.49,778.064 650.751,778.064 651.012,791.861 651.273,833.252 651.533,860.846 \n",
       "  651.794,916.033 652.055,943.627 652.316,833.252 652.577,709.08 652.837,584.908 653.098,557.314 653.359,543.518 653.62,584.908 653.881,640.096 654.142,681.486 \n",
       "  654.402,598.705 654.663,612.502 654.924,640.096 655.185,640.096 655.446,764.268 655.707,847.049 655.967,985.018 656.228,1095.39 656.489,1178.17 656.75,1247.16 \n",
       "  657.011,1288.55 657.272,1329.94 657.532,1357.53 657.793,1371.33 658.054,1371.33 658.315,1371.33 658.576,1371.33 658.837,1302.35 659.097,1219.56 659.358,1040.2 \n",
       "  659.619,971.221 659.88,860.846 660.141,791.861 660.401,736.674 660.662,750.471 660.923,764.268 661.184,819.455 661.445,805.658 661.706,819.455 661.966,778.064 \n",
       "  662.227,778.064 662.488,764.268 662.749,778.064 663.01,764.268 663.271,750.471 663.531,764.268 663.792,805.658 664.053,833.252 664.314,916.033 664.575,929.83 \n",
       "  664.836,819.455 665.096,709.08 665.357,612.502 665.618,571.111 665.879,529.721 666.14,543.518 666.401,640.096 666.661,557.314 666.922,529.721 667.183,584.908 \n",
       "  667.444,598.705 667.705,612.502 667.965,681.486 668.226,791.861 668.487,916.033 668.748,1040.2 669.009,1150.58 669.27,1219.56 669.53,1274.75 669.791,1316.14 \n",
       "  670.052,1357.53 670.313,1371.33 670.574,1357.53 670.835,1371.33 671.095,1371.33 671.356,1302.35 671.617,1205.77 671.878,1040.2 672.139,943.627 672.4,847.049 \n",
       "  672.66,778.064 672.921,736.674 673.182,750.471 673.443,764.268 673.704,847.049 673.965,819.455 674.225,860.846 674.486,819.455 674.747,805.658 675.008,819.455 \n",
       "  675.269,833.252 675.529,819.455 675.79,805.658 676.051,805.658 676.312,833.252 676.573,888.439 676.834,943.627 677.094,985.018 677.355,888.439 677.616,791.861 \n",
       "  677.877,695.283 678.138,612.502 678.399,571.111 678.659,584.908 678.92,653.893 679.181,667.689 679.442,571.111 679.703,557.314 679.964,571.111 680.224,557.314 \n",
       "  680.485,584.908 680.746,640.096 681.007,736.674 681.268,847.049 681.528,957.424 681.789,1067.8 682.05,1150.58 682.311,1205.77 682.572,1260.95 682.833,1288.55 \n",
       "  683.093,1302.35 683.354,1329.94 683.615,1343.74 683.876,1288.55 684.137,1205.77 684.398,1081.6 684.658,998.814 684.919,902.236 685.18,847.049 685.441,791.861 \n",
       "  685.702,805.658 685.963,833.252 686.223,888.439 686.484,888.439 686.745,888.439 687.006,847.049 687.267,847.049 687.528,847.049 687.788,874.643 688.049,874.643 \n",
       "  688.31,833.252 688.571,833.252 688.832,833.252 689.092,902.236 689.353,929.83 689.614,985.018 689.875,874.643 690.136,778.064 690.397,681.486 690.657,626.299 \n",
       "  690.918,571.111 691.179,598.705 691.44,667.689 691.701,667.689 691.962,612.502 692.222,626.299 692.483,598.705 692.744,557.314 693.005,515.924 693.266,543.518 \n",
       "  693.527,529.721 693.787,598.705 694.048,653.893 694.309,736.674 694.57,805.658 694.831,902.236 695.092,985.018 695.352,1040.2 695.613,1095.39 695.874,1233.36 \n",
       "  696.135,1288.55 696.396,1329.94 696.656,1316.14 696.917,1274.75 697.178,1274.75 697.439,1219.56 697.7,1205.77 697.961,1122.99 698.221,1067.8 698.482,971.221 \n",
       "  698.743,943.627 699.004,888.439 699.265,860.846 699.526,805.658 699.786,847.049 700.047,805.658 700.308,819.455 700.569,847.049 700.83,833.252 701.091,833.252 \n",
       "  701.351,833.252 701.612,819.455 701.873,860.846 702.134,819.455 702.395,791.861 702.656,764.268 702.916,736.674 703.177,681.486 703.438,653.893 703.699,681.486 \n",
       "  703.96,750.471 704.22,750.471 704.481,681.486 704.742,695.283 705.003,667.689 705.264,598.705 705.525,557.314 705.785,557.314 706.046,557.314 706.307,584.908 \n",
       "  706.568,667.689 706.829,736.674 707.09,791.861 707.35,874.643 707.611,957.424 707.872,1012.61 708.133,1067.8 708.394,1205.77 708.655,1288.55 708.915,1329.94 \n",
       "  709.176,1343.74 709.437,1329.94 709.698,1329.94 709.959,1288.55 710.22,1274.75 710.48,1205.77 710.741,1178.17 711.002,1081.6 711.263,1040.2 711.524,957.424 \n",
       "  711.784,929.83 712.045,874.643 712.306,860.846 712.567,847.049 712.828,819.455 713.089,833.252 713.349,805.658 713.61,819.455 713.871,819.455 714.132,847.049 \n",
       "  714.393,860.846 714.654,819.455 714.914,791.861 715.175,764.268 715.436,764.268 715.697,736.674 715.958,778.064 716.219,819.455 716.479,874.643 716.74,860.846 \n",
       "  717.001,819.455 717.262,860.846 717.523,888.439 717.784,916.033 718.044,957.424 718.305,1012.61 718.566,1095.39 718.827,1191.97 719.088,1219.56 719.348,1274.75 \n",
       "  719.609,1329.94 719.87,1371.33 720.131,1371.33 720.392,1385.13 720.653,1385.13 720.913,1371.33 721.174,1357.53 721.435,1302.35 721.696,1233.36 721.957,1136.78 \n",
       "  722.218,1095.39 722.478,1040.2 722.739,985.018 723,957.424 723.261,929.83 723.522,929.83 723.783,957.424 724.043,957.424 724.304,971.221 724.565,929.83 \n",
       "  724.826,916.033 725.087,902.236 725.347,943.627 725.608,902.236 725.869,916.033 726.13,888.439 726.391,916.033 726.652,929.83 726.912,971.221 727.173,985.018 \n",
       "  727.434,943.627 727.695,874.643 727.956,819.455 728.217,750.471 728.477,736.674 728.738,750.471 728.999,791.861 729.26,819.455 729.521,819.455 729.782,833.252 \n",
       "  730.042,847.049 730.303,874.643 730.564,916.033 730.825,998.814 731.086,1095.39 731.347,1178.17 731.607,1247.16 731.868,1288.55 732.129,1329.94 732.39,1371.33 \n",
       "  732.651,1385.13 732.911,1398.92 733.172,1385.13 733.433,1385.13 733.694,1385.13 733.955,1302.35 734.216,1233.36 734.476,1054 734.737,971.221 734.998,916.033 \n",
       "  735.259,860.846 735.52,805.658 735.781,833.252 736.041,847.049 736.302,888.439 736.563,874.643 736.824,902.236 737.085,860.846 737.346,847.049 737.606,874.643 \n",
       "  737.867,874.643 738.128,860.846 738.389,847.049 738.65,847.049 738.911,847.049 739.171,874.643 739.432,929.83 739.693,957.424 739.954,888.439 740.215,778.064 \n",
       "  740.475,681.486 740.736,626.299 740.997,584.908 741.258,598.705 741.519,653.893 741.78,653.893 742.04,626.299 742.301,626.299 742.562,653.893 742.823,695.283 \n",
       "  743.084,750.471 743.345,847.049 743.605,985.018 743.866,1109.19 744.127,1191.97 744.388,1247.16 744.649,1288.55 744.91,1329.94 745.17,1357.53 745.431,1371.33 \n",
       "  745.692,1357.53 745.953,1371.33 746.214,1371.33 746.475,1302.35 746.735,1219.56 746.996,1040.2 747.257,957.424 747.518,860.846 747.779,819.455 748.039,764.268 \n",
       "  748.3,791.861 748.561,791.861 748.822,860.846 749.083,860.846 749.344,888.439 749.604,847.049 749.865,833.252 750.126,860.846 750.387,860.846 750.648,833.252 \n",
       "  750.909,847.049 751.169,847.049 751.43,860.846 751.691,902.236 751.952,971.221 752.213,1012.61 752.474,916.033 752.734,791.861 752.995,709.08 753.256,653.893 \n",
       "  753.517,598.705 753.778,584.908 754.039,612.502 754.299,612.502 754.56,584.908 754.821,571.111 755.082,584.908 755.343,626.299 755.603,653.893 755.864,778.064 \n",
       "  756.125,916.033 756.386,1026.41 756.647,1136.78 756.908,1205.77 757.168,1247.16 757.429,1288.55 757.69,1329.94 757.951,1343.74 758.212,1343.74 758.473,1371.33 \n",
       "  758.733,1371.33 758.994,1302.35 759.255,1205.77 759.516,1040.2 759.777,971.221 760.038,860.846 760.298,805.658 760.559,750.471 760.82,791.861 761.081,833.252 \n",
       "  761.342,874.643 761.603,860.846 761.863,888.439 762.124,847.049 762.385,833.252 762.646,833.252 762.907,860.846 763.167,833.252 763.428,819.455 763.689,833.252 \n",
       "  763.95,860.846 764.211,916.033 764.472,971.221 764.732,998.814 764.993,902.236 765.254,819.455 765.515,722.877 765.776,640.096 766.037,584.908 766.297,571.111 \n",
       "  766.558,612.502 766.819,598.705 767.08,557.314 767.341,543.518 767.602,557.314 767.862,598.705 768.123,598.705 768.384,653.893 768.645,750.471 768.906,847.049 \n",
       "  769.167,971.221 769.427,1081.6 769.688,1136.78 769.949,1205.77 770.21,1260.95 770.471,1288.55 770.731,1302.35 770.992,1329.94 771.253,1343.74 771.514,1288.55 \n",
       "  771.775,1205.77 772.036,1067.8 772.296,998.814 772.557,902.236 772.818,847.049 773.079,778.064 773.34,805.658 773.601,819.455 773.861,874.643 774.122,860.846 \n",
       "  774.383,902.236 774.644,860.846 774.905,860.846 775.166,874.643 775.426,874.643 775.687,874.643 775.948,847.049 776.209,860.846 776.47,874.643 776.73,916.033 \n",
       "  776.991,998.814 777.252,1012.61 777.513,916.033 777.774,819.455 778.035,736.674 778.295,667.689 778.556,612.502 778.817,626.299 779.078,667.689 779.339,640.096 \n",
       "  779.6,640.096 779.86,653.893 780.121,626.299 780.382,584.908 780.643,543.518 780.904,571.111 781.165,571.111 781.425,640.096 781.686,681.486 781.947,736.674 \n",
       "  782.208,791.861 782.469,860.846 782.73,929.83 782.99,1026.41 783.251,1095.39 783.512,1233.36 783.773,1302.35 784.034,1329.94 784.294,1329.94 784.555,1274.75 \n",
       "  784.816,1260.95 785.077,1205.77 785.338,1191.97 785.599,1136.78 785.859,1109.19 786.12,1026.41 786.381,1026.41 786.642,943.627 786.903,943.627 787.164,888.439 \n",
       "  787.424,874.643 787.685,860.846 787.946,833.252 788.207,833.252 788.468,847.049 788.729,833.252 788.989,833.252 789.25,833.252 789.511,847.049 789.772,860.846 \n",
       "  790.033,819.455 790.294,750.471 790.554,722.877 790.815,709.08 791.076,653.893 791.337,653.893 791.598,722.877 791.858,709.08 792.119,709.08 792.38,695.283 \n",
       "  792.641,695.283 792.902,640.096 793.163,584.908 793.423,584.908 793.684,598.705 793.945,640.096 794.206,681.486 794.467,681.486 794.728,750.471 794.988,833.252 \n",
       "  795.249,929.83 795.51,985.018 795.771,1054 796.032,1219.56 796.293,1288.55 796.553,1329.94 796.814,1329.94 797.075,1316.14 797.336,1302.35 797.597,1260.95 \n",
       "  797.858,1219.56 798.118,1178.17 798.379,1164.38 798.64,1081.6 798.901,1040.2 799.162,971.221 799.422,943.627 799.683,888.439 799.944,874.643 800.205,833.252 \n",
       "  800.466,847.049 800.727,860.846 800.987,805.658 801.248,833.252 801.509,847.049 801.77,847.049 802.031,874.643 802.292,888.439 802.552,847.049 802.813,805.658 \n",
       "  803.074,778.064 803.335,764.268 803.596,791.861 803.857,860.846 804.117,860.846 804.378,860.846 804.639,874.643 804.9,860.846 805.161,902.236 805.422,943.627 \n",
       "  805.682,1012.61 805.943,1081.6 806.204,1150.58 806.465,1219.56 806.726,1274.75 806.986,1316.14 807.247,1343.74 807.508,1371.33 807.769,1385.13 808.03,1385.13 \n",
       "  808.291,1385.13 808.551,1385.13 808.812,1371.33 809.073,1302.35 809.334,1233.36 809.595,1081.6 809.856,1012.61 810.116,902.236 810.377,847.049 810.638,819.455 \n",
       "  810.899,819.455 811.16,860.846 811.421,929.83 811.681,916.033 811.942,929.83 812.203,888.439 812.464,888.439 812.725,902.236 812.986,888.439 813.246,874.643 \n",
       "  813.507,874.643 813.768,860.846 814.029,874.643 814.29,874.643 814.55,929.83 814.811,943.627 815.072,860.846 815.333,805.658 815.594,722.877 815.855,667.689 \n",
       "  816.115,667.689 816.376,695.283 816.637,695.283 816.898,709.08 817.159,709.08 817.42,750.471 817.68,764.268 817.941,847.049 818.202,902.236 818.463,1012.61 \n",
       "  818.724,1095.39 818.985,1178.17 819.245,1233.36 819.506,1302.35 819.767,1329.94 820.028,1357.53 820.289,1371.33 820.549,1385.13 820.81,1385.13 821.071,1385.13 \n",
       "  821.332,1385.13 821.593,1316.14 821.854,1233.36 822.114,1067.8 822.375,998.814 822.636,874.643 822.897,805.658 823.158,764.268 823.419,791.861 823.679,819.455 \n",
       "  823.94,860.846 824.201,860.846 824.462,888.439 824.723,847.049 824.984,833.252 825.244,819.455 825.505,847.049 825.766,805.658 826.027,805.658 826.288,805.658 \n",
       "  826.549,847.049 826.809,888.439 827.07,943.627 827.331,985.018 827.592,888.439 827.853,805.658 828.113,709.08 828.374,653.893 828.635,626.299 828.896,653.893 \n",
       "  829.157,667.689 829.418,653.893 829.678,640.096 829.939,612.502 830.2,667.689 830.461,722.877 830.722,791.861 830.983,888.439 831.243,985.018 831.504,1095.39 \n",
       "  831.765,1191.97 832.026,1260.95 832.287,1302.35 832.548,1329.94 832.808,1357.53 833.069,1371.33 833.33,1357.53 833.591,1371.33 833.852,1371.33 834.113,1302.35 \n",
       "  834.373,1219.56 834.634,1054 834.895,943.627 835.156,847.049 835.417,791.861 835.677,764.268 835.938,805.658 836.199,805.658 836.46,874.643 836.721,847.049 \n",
       "  836.982,902.236 837.242,847.049 837.503,833.252 837.764,833.252 838.025,860.846 838.286,833.252 838.547,833.252 838.807,847.049 839.068,847.049 839.329,888.439 \n",
       "  839.59,943.627 839.851,985.018 840.112,888.439 840.372,791.861 840.633,709.08 840.894,626.299 841.155,598.705 841.416,612.502 841.677,626.299 841.937,626.299 \n",
       "  842.198,598.705 842.459,584.908 842.72,612.502 842.981,653.893 843.241,709.08 843.502,805.658 843.763,916.033 844.024,1040.2 844.285,1136.78 844.546,1219.56 \n",
       "  844.806,1260.95 845.067,1288.55 845.328,1329.94 845.589,1357.53 845.85,1343.74 846.111,1371.33 846.371,1371.33 846.632,1288.55 846.893,1219.56 847.154,1040.2 \n",
       "  847.415,985.018 847.676,860.846 847.936,819.455 848.197,778.064 848.458,805.658 848.719,819.455 848.98,874.643 849.241,874.643 849.501,874.643 849.762,819.455 \n",
       "  850.023,833.252 850.284,833.252 850.545,860.846 850.805,833.252 851.066,819.455 851.327,819.455 851.588,847.049 851.849,902.236 852.11,971.221 852.37,985.018 \n",
       "  852.631,902.236 852.892,819.455 853.153,709.08 853.414,640.096 853.675,584.908 853.935,584.908 854.196,626.299 854.457,612.502 854.718,584.908 854.979,598.705 \n",
       "  855.24,598.705 855.5,612.502 855.761,640.096 856.022,681.486 856.283,778.064 856.544,902.236 856.805,985.018 857.065,1081.6 857.326,1150.58 857.587,1205.77 \n",
       "  857.848,1260.95 858.109,1288.55 858.369,1302.35 858.63,1329.94 858.891,1329.94 859.152,1288.55 859.413,1233.36 859.674,1081.6 859.934,1012.61 860.195,929.83 \n",
       "  860.456,874.643 860.717,805.658 860.978,833.252 861.239,860.846 861.499,902.236 861.76,888.439 862.021,902.236 862.282,888.439 862.543,860.846 862.804,860.846 \n",
       "  863.064,874.643 863.325,860.846 863.586,847.049 863.847,833.252 864.108,860.846 864.369,916.033 864.629,971.221 864.89,998.814 865.151,888.439 865.412,778.064 \n",
       "  865.673,709.08 865.933,653.893 866.194,584.908 866.455,626.299 866.716,681.486 866.977,653.893 867.238,681.486 867.498,681.486 867.759,667.689 868.02,626.299 \n",
       "  868.281,612.502 868.542,612.502 868.803,626.299 869.063,667.689 869.324,750.471 869.585,819.455 869.846,847.049 870.107,916.033 870.368,985.018 870.628,1054 \n",
       "  870.889,1109.19 871.15,1247.16 871.411,1316.14 871.672,1343.74 871.932,1329.94 872.193,1302.35 872.454,1274.75 872.715,1247.16 872.976,1205.77 873.237,1150.58 \n",
       "  873.497,1109.19 873.758,1026.41 874.019,1012.61 874.28,929.83 874.541,929.83 874.802,888.439 875.062,888.439 875.323,874.643 875.584,847.049 875.845,847.049 \n",
       "  876.106,874.643 876.367,860.846 876.627,860.846 876.888,860.846 877.149,888.439 877.41,888.439 877.671,833.252 877.932,778.064 878.192,750.471 878.453,722.877 \n",
       "  878.714,681.486 878.975,722.877 879.236,791.861 879.496,764.268 879.757,750.471 880.018,736.674 880.279,722.877 880.54,667.689 880.801,640.096 881.061,626.299 \n",
       "  881.322,626.299 881.583,709.08 881.844,736.674 882.105,819.455 882.366,833.252 882.626,888.439 882.887,971.221 883.148,1040.2 883.409,1095.39 883.67,1247.16 \n",
       "  883.931,1316.14 884.191,1343.74 884.452,1343.74 884.713,1343.74 884.974,1329.94 885.235,1288.55 885.496,1260.95 885.756,1233.36 886.017,1178.17 886.278,1095.39 \n",
       "  886.539,1054 886.8,971.221 887.06,943.627 887.321,916.033 887.582,902.236 887.843,888.439 888.104,874.643 888.365,874.643 888.625,860.846 888.886,888.439 \n",
       "  889.147,902.236 889.408,916.033 889.669,916.033 889.93,916.033 890.19,888.439 890.451,833.252 890.712,833.252 890.973,819.455 891.234,833.252 891.495,888.439 \n",
       "  891.755,888.439 892.016,874.643 892.277,902.236 892.538,902.236 892.799,943.627 893.06,957.424 893.32,1012.61 893.581,1040.2 893.842,1122.99 894.103,1205.77 \n",
       "  894.364,1260.95 894.624,1316.14 894.885,1343.74 895.146,1357.53 895.407,1385.13 895.668,1385.13 895.929,1371.33 896.189,1385.13 896.45,1371.33 896.711,1316.14 \n",
       "  896.972,1247.16 897.233,1109.19 897.494,1012.61 897.754,957.424 898.015,902.236 898.276,833.252 898.537,860.846 898.798,874.643 899.059,957.424 899.319,957.424 \n",
       "  899.58,943.627 899.841,929.83 900.102,902.236 900.363,916.033 900.624,916.033 900.884,888.439 901.145,888.439 901.406,888.439 901.667,874.643 901.928,888.439 \n",
       "  902.188,929.83 902.449,957.424 902.71,888.439 902.971,819.455 903.232,736.674 903.493,709.08 903.753,709.08 904.014,736.674 904.275,736.674 904.536,764.268 \n",
       "  904.797,778.064 905.058,791.861 905.318,819.455 905.579,888.439 905.84,943.627 906.101,1040.2 906.362,1122.99 906.623,1191.97 906.883,1247.16 907.144,1302.35 \n",
       "  907.405,1329.94 907.666,1357.53 907.927,1371.33 908.188,1385.13 908.448,1385.13 908.709,1385.13 908.97,1371.33 909.231,1316.14 909.492,1247.16 909.752,1081.6 \n",
       "  910.013,998.814 910.274,902.236 910.535,819.455 910.796,764.268 911.057,805.658 911.317,847.049 911.578,902.236 911.839,902.236 912.1,929.83 912.361,860.846 \n",
       "  912.622,860.846 912.882,847.049 913.143,888.439 913.404,860.846 913.665,805.658 913.926,791.861 914.187,805.658 914.447,888.439 914.708,971.221 914.969,998.814 \n",
       "  915.23,929.83 915.491,805.658 915.751,709.08 916.012,640.096 916.273,584.908 916.534,543.518 916.795,722.877 917.056,736.674 917.316,681.486 917.577,667.689 \n",
       "  917.838,750.471 918.099,709.08 918.36,791.861 918.621,943.627 918.881,1012.61 919.142,1067.8 919.403,1178.17 919.664,1247.16 919.925,1288.55 920.186,1343.74 \n",
       "  920.446,1357.53 920.707,1385.13 920.968,1371.33 921.229,1385.13 921.49,1371.33 921.751,1316.14 922.011,1233.36 922.272,1054 922.533,943.627 922.794,833.252 \n",
       "  923.055,819.455 923.315,778.064 923.576,791.861 923.837,791.861 924.098,860.846 924.359,888.439 924.62,929.83 924.88,874.643 925.141,860.846 925.402,860.846 \n",
       "  925.663,860.846 925.924,847.049 926.185,847.049 926.445,847.049 926.706,860.846 926.967,888.439 927.228,943.627 927.489,971.221 927.75,874.643 928.01,736.674 \n",
       "  928.271,681.486 928.532,640.096 928.793,584.908 929.054,612.502 929.315,653.893 929.575,653.893 929.836,640.096 930.097,653.893 930.358,640.096 930.619,667.689 \n",
       "  930.879,736.674 931.14,833.252 931.401,957.424 931.662,1054 931.923,1150.58 932.184,1205.77 932.444,1260.95 932.705,1302.35 932.966,1329.94 933.227,1357.53 \n",
       "  933.488,1357.53 933.749,1371.33 934.009,1371.33 934.27,1302.35 934.531,1247.16 934.792,1081.6 935.053,998.814 935.314,902.236 935.574,833.252 935.835,764.268 \n",
       "  936.096,805.658 936.357,833.252 936.618,888.439 936.879,874.643 937.139,916.033 937.4,860.846 937.661,847.049 937.922,860.846 938.183,874.643 938.443,847.049 \n",
       "  938.704,833.252 938.965,833.252 939.226,847.049 939.487,888.439 939.748,957.424 940.008,985.018 940.269,888.439 940.53,819.455 940.791,709.08 941.052,667.689 \n",
       "  941.313,612.502 941.573,612.502 941.834,612.502 942.095,612.502 942.356,612.502 942.617,612.502 942.878,598.705 943.138,612.502 943.399,626.299 943.66,709.08 \n",
       "  943.921,778.064 944.182,888.439 944.443,998.814 944.703,1109.19 944.964,1164.38 945.225,1219.56 945.486,1260.95 945.747,1302.35 946.007,1302.35 946.268,1329.94 \n",
       "  946.529,1343.74 946.79,1302.35 947.051,1233.36 947.312,1081.6 947.572,1040.2 947.833,943.627 948.094,888.439 948.355,805.658 948.616,819.455 948.877,860.846 \n",
       "  949.137,916.033 949.398,902.236 949.659,916.033 949.92,860.846 950.181,847.049 950.442,874.643 950.702,874.643 950.963,874.643 951.224,847.049 951.485,847.049 \n",
       "  951.746,874.643 952.007,902.236 952.267,957.424 952.528,971.221 952.789,860.846 953.05,764.268 953.311,695.283 953.571,653.893 953.832,598.705 954.093,626.299 \n",
       "  954.354,667.689 954.615,640.096 954.876,681.486 955.136,681.486 955.397,653.893 955.658,612.502 955.919,612.502 956.18,612.502 956.441,640.096 956.701,709.08 \n",
       "  956.962,750.471 957.223,805.658 957.484,847.049 957.745,943.627 958.006,1012.61 958.266,1067.8 958.527,1109.19 958.788,1247.16 959.049,1316.14 959.31,1329.94 \n",
       "  959.57,1329.94 959.831,1288.55 960.092,1274.75 960.353,1219.56 960.614,1178.17 960.875,1122.99 961.135,1081.6 961.396,1012.61 961.657,998.814 961.918,957.424 \n",
       "  962.179,943.627 962.44,916.033 962.7,902.236 962.961,888.439 963.222,860.846 963.483,860.846 963.744,860.846 964.005,847.049 964.265,860.846 964.526,860.846 \n",
       "  964.787,888.439 965.048,902.236 965.309,833.252 965.57,778.064 965.83,736.674 966.091,709.08 966.352,681.486 966.613,709.08 966.874,750.471 967.134,764.268 \n",
       "  967.395,764.268 967.656,736.674 967.917,722.877 968.178,681.486 968.439,681.486 968.699,640.096 968.96,640.096 969.221,667.689 969.482,750.471 969.743,778.064 \n",
       "  970.004,819.455 970.264,902.236 970.525,971.221 970.786,1026.41 971.047,1095.39 971.308,1233.36 971.569,1302.35 971.829,1343.74 972.09,1343.74 972.351,1316.14 \n",
       "  972.612,1329.94 972.873,1274.75 973.134,1219.56 973.394,1164.38 973.655,1150.58 973.916,1109.19 974.177,1054 974.438,985.018 974.698,943.627 974.959,916.033 \n",
       "  975.22,902.236 975.481,874.643 975.742,860.846 976.003,888.439 976.263,847.049 976.524,847.049 976.785,874.643 977.046,888.439 977.307,888.439 977.568,888.439 \n",
       "  977.828,860.846 978.089,819.455 978.35,819.455 978.611,819.455 978.872,833.252 979.133,860.846 979.393,902.236 979.654,874.643 979.915,888.439 980.176,888.439 \n",
       "  980.437,916.033 980.698,957.424 980.958,1012.61 981.219,1040.2 981.48,1109.19 981.741,1191.97 982.002,1260.95 982.262,1316.14 982.523,1329.94 982.784,1357.53 \n",
       "  983.045,1371.33 983.306,1398.92 983.567,1385.13 983.827,1385.13 984.088,1371.33 984.349,1316.14 984.61,1247.16 984.871,1109.19 985.132,1040.2 985.392,971.221 \n",
       "  985.653,916.033 985.914,819.455 986.175,860.846 986.436,888.439 986.697,943.627 986.957,943.627 987.218,971.221 987.479,929.83 987.74,929.83 988.001,916.033 \n",
       "  988.262,929.83 988.522,888.439 988.783,888.439 989.044,874.643 989.305,888.439 989.566,902.236 989.826,929.83 990.087,957.424 990.348,874.643 990.609,833.252 \n",
       "  990.87,750.471 991.131,709.08 991.391,709.08 991.652,736.674 991.913,736.674 992.174,764.268 992.435,764.268 992.696,778.064 992.956,819.455 993.217,888.439 \n",
       "  993.478,957.424 993.739,1040.2 994,1122.99 994.261,1191.97 994.521,1260.95 994.782,1302.35 995.043,1329.94 995.304,1357.53 995.565,1385.13 995.826,1385.13 \n",
       "  996.086,1385.13 996.347,1398.92 996.608,1385.13 996.869,1316.14 997.13,1247.16 997.39,1109.19 997.651,1040.2 997.912,943.627 998.173,874.643 998.434,791.861 \n",
       "  998.695,833.252 998.955,833.252 999.216,902.236 999.477,902.236 999.738,929.83 999.999,888.439 1000.26,874.643 1000.52,847.049 1000.78,888.439 1001.04,833.252 \n",
       "  1001.3,819.455 1001.56,833.252 1001.82,860.846 1002.09,888.439 1002.35,929.83 1002.61,971.221 1002.87,888.439 1003.13,791.861 1003.39,695.283 1003.65,653.893 \n",
       "  1003.91,626.299 1004.17,653.893 1004.43,667.689 1004.69,695.283 1004.95,695.283 1005.22,695.283 1005.48,709.08 1005.74,764.268 1006,819.455 1006.26,929.83 \n",
       "  1006.52,1026.41 1006.78,1136.78 1007.04,1191.97 1007.3,1260.95 1007.56,1302.35 1007.82,1329.94 1008.08,1357.53 1008.35,1371.33 1008.61,1371.33 1008.87,1385.13 \n",
       "  1009.13,1385.13 1009.39,1316.14 1009.65,1260.95 1009.91,1109.19 1010.17,1040.2 1010.43,929.83 1010.69,847.049 1010.95,778.064 1011.21,805.658 1011.48,833.252 \n",
       "  1011.74,888.439 1012,888.439 1012.26,902.236 1012.52,860.846 1012.78,860.846 1013.04,847.049 1013.3,847.049 1013.56,847.049 1013.82,847.049 1014.08,833.252 \n",
       "  1014.34,874.643 1014.61,902.236 1014.87,957.424 1015.13,985.018 1015.39,916.033 1015.65,791.861 1015.91,681.486 1016.17,626.299 1016.43,612.502 1016.69,640.096 \n",
       "  1016.95,640.096 1017.21,653.893 1017.47,653.893 1017.74,667.689 1018,653.893 1018.26,709.08 1018.52,791.861 1018.78,860.846 1019.04,943.627 1019.3,1054 \n",
       "  1019.56,1150.58 1019.82,1219.56 1020.08,1274.75 1020.34,1302.35 1020.6,1329.94 1020.86,1343.74 1021.13,1343.74 1021.39,1357.53 1021.65,1357.53 1021.91,1302.35 \n",
       "  1022.17,1247.16 1022.43,1095.39 1022.69,1026.41 1022.95,929.83 1023.21,847.049 1023.47,778.064 1023.73,819.455 1023.99,819.455 1024.26,902.236 1024.52,888.439 \n",
       "  1024.78,902.236 1025.04,874.643 1025.3,847.049 1025.56,874.643 1025.82,874.643 1026.08,860.846 1026.34,819.455 1026.6,791.861 1026.86,860.846 1027.12,902.236 \n",
       "  1027.39,957.424 1027.65,998.814 1027.91,929.83 1028.17,833.252 1028.43,722.877 1028.69,626.299 1028.95,584.908 1029.21,584.908 1029.47,612.502 1029.73,598.705 \n",
       "  1029.99,612.502 1030.25,612.502 1030.52,612.502 1030.78,543.518 1031.04,571.111 1031.3,640.096 1031.56,736.674 1031.82,888.439 1032.08,985.018 1032.34,1095.39 \n",
       "  1032.6,1178.17 1032.86,1247.16 1033.12,1288.55 1033.38,1316.14 1033.65,1329.94 1033.91,1343.74 1034.17,1357.53 1034.43,1316.14 1034.69,1247.16 1034.95,1122.99 \n",
       "  1035.21,1054 1035.47,985.018 1035.73,929.83 1035.99,847.049 1036.25,860.846 1036.51,888.439 1036.78,929.83 1037.04,916.033 1037.3,943.627 1037.56,916.033 \n",
       "  1037.82,902.236 1038.08,888.439 1038.34,902.236 1038.6,902.236 1038.86,874.643 1039.12,874.643 1039.38,874.643 1039.64,916.033 1039.91,957.424 1040.17,971.221 \n",
       "  1040.43,916.033 1040.69,833.252 1040.95,778.064 1041.21,722.877 1041.47,667.689 1041.73,695.283 1041.99,709.08 1042.25,750.471 1042.51,750.471 1042.77,750.471 \n",
       "  1043.04,722.877 1043.3,681.486 1043.56,653.893 1043.82,653.893 1044.08,667.689 1044.34,722.877 1044.6,791.861 1044.86,833.252 1045.12,874.643 1045.38,957.424 \n",
       "  1045.64,1012.61 1045.9,1067.8 1046.17,1136.78 1046.43,1260.95 1046.69,1329.94 1046.95,1343.74 1047.21,1329.94 1047.47,1302.35 1047.73,1288.55 1047.99,1247.16 \n",
       "  1048.25,1233.36 1048.51,1164.38 1048.77,1122.99 1049.03,1054 1049.3,1054 1049.56,971.221 1049.82,957.424 1050.08,916.033 1050.34,916.033 1050.6,902.236 \n",
       "  1050.86,888.439 1051.12,874.643 1051.38,902.236 1051.64,902.236 1051.9,902.236 1052.16,902.236 1052.43,888.439 1052.69,902.236 1052.95,888.439 1053.21,819.455 \n",
       "  1053.47,791.861 1053.73,750.471 1053.99,709.08 1054.25,736.674 1054.51,750.471 1054.77,640.096 1055.03,805.658 1055.29,778.064 1055.55,750.471 1055.82,709.08 \n",
       "  1056.08,667.689 1056.34,667.689 1056.6,667.689 1056.86,709.08 1057.12,750.471 1057.38,805.658 1057.64,833.252 1057.9,902.236 1058.16,971.221 1058.42,1040.2 \n",
       "  1058.68,1109.19 1058.95,1247.16 1059.21,1329.94 1059.47,1357.53 1059.73,1357.53 1059.99,1343.74 1060.25,1329.94 1060.51,1288.55 1060.77,1274.75 1061.03,1233.36 \n",
       "  1061.29,1191.97 1061.55,1095.39 1061.81,1067.8 1062.08,998.814 1062.34,971.221 1062.6,929.83 1062.86,916.033 1063.12,916.033 1063.38,902.236 1063.64,902.236 \n",
       "  1063.9,874.643 1064.16,888.439 1064.42,916.033 1064.68,916.033 1064.94,929.83 1065.21,929.83 1065.47,888.439 1065.73,847.049 1065.99,847.049 1066.25,860.846 \n",
       "  1066.51,860.846 1066.77,888.439 1067.03,874.643 1067.29,888.439 1067.55,916.033 1067.81,929.83 1068.07,957.424 1068.34,971.221 1068.6,1026.41 1068.86,1040.2 \n",
       "  1069.12,1136.78 1069.38,1219.56 1069.64,1288.55 1069.9,1316.14 1070.16,1343.74 1070.42,1371.33 1070.68,1385.13 1070.94,1385.13 1071.2,1385.13 1071.47,1385.13 \n",
       "  1071.73,1371.33 1071.99,1329.94 1072.25,1247.16 1072.51,1136.78 1072.77,1054 1073.03,998.814 1073.29,943.627 1073.55,874.643 1073.81,874.643 1074.07,916.033 \n",
       "  1074.33,971.221 1074.6,985.018 1074.86,998.814 1075.12,957.424 1075.38,957.424 1075.64,943.627 1075.9,943.627 1076.16,916.033 1076.42,916.033 1076.68,902.236 \n",
       "  1076.94,916.033 1077.2,929.83 1077.46,943.627 1077.73,943.627 1077.99,888.439 1078.25,819.455 1078.51,764.268 1078.77,750.471 1079.03,736.674 1079.29,778.064 \n",
       "  1079.55,764.268 1079.81,805.658 1080.07,805.658 1080.33,860.846 1080.59,874.643 1080.86,916.033 1081.12,971.221 1081.38,1067.8 1081.64,1122.99 1081.9,1205.77 \n",
       "  1082.16,1260.95 1082.42,1316.14 1082.68,1343.74 1082.94,1371.33 1083.2,1385.13 1083.46,1385.13 1083.72,1385.13 1083.99,1398.92 1084.25,1398.92 1084.51,1329.94 \n",
       "  1084.77,1260.95 1085.03,1122.99 1085.29,1067.8 1085.55,971.221 1085.81,902.236 1086.07,819.455 1086.33,860.846 1086.59,874.643 1086.85,916.033 1087.12,902.236 \n",
       "  1087.38,943.627 1087.64,902.236 1087.9,888.439 1088.16,888.439 1088.42,916.033 1088.68,847.049 1088.94,860.846 1089.2,860.846 1089.46,874.643 1089.72,902.236 \n",
       "  1089.98,957.424 1090.25,971.221 1090.51,902.236 1090.77,819.455 1091.03,722.877 1091.29,667.689 1091.55,681.486 1091.81,709.08 1092.07,709.08 1092.33,736.674 \n",
       "  1092.59,722.877 1092.85,722.877 1093.11,764.268 1093.37,819.455 1093.64,860.846 1093.9,929.83 1094.16,1054 1094.42,1164.38 1094.68,1219.56 1094.94,1274.75 \n",
       "  1095.2,1302.35 1095.46,1343.74 1095.72,1371.33 1095.98,1385.13 1096.24,1371.33 1096.5,1385.13 1096.77,1385.13 1097.03,1329.94 1097.29,1260.95 1097.55,1136.78 \n",
       "  1097.81,1040.2 1098.07,943.627 1098.33,874.643 1098.59,805.658 1098.85,833.252 1099.11,847.049 1099.37,902.236 1099.63,902.236 1099.9,902.236 1100.16,860.846 \n",
       "  1100.42,860.846 1100.68,874.643 1100.94,874.643 1101.2,833.252 1101.46,833.252 1101.72,819.455 1101.98,860.846 1102.24,888.439 1102.5,929.83 1102.76,957.424 \n",
       "  1103.03,888.439 1103.29,778.064 1103.55,709.08 1103.81,653.893 1104.07,612.502 1104.33,640.096 1104.59,640.096 1104.85,653.893 1105.11,667.689 1105.37,681.486 \n",
       "  1105.63,598.705 1105.89,722.877 1106.16,833.252 1106.42,902.236 1106.68,985.018 1106.94,1095.39 1107.2,1164.38 1107.46,1233.36 1107.72,1274.75 1107.98,1329.94 \n",
       "  1108.24,1343.74 1108.5,1371.33 1108.76,1357.53 1109.02,1385.13 1109.29,1385.13 1109.55,1329.94 1109.81,1260.95 1110.07,1136.78 1110.33,1054 1110.59,957.424 \n",
       "  1110.85,888.439 1111.11,791.861 1111.37,833.252 1111.63,860.846 1111.89,916.033 1112.15,902.236 1112.42,929.83 1112.68,888.439 1112.94,888.439 1113.2,888.439 \n",
       "  1113.46,888.439 1113.72,860.846 1113.98,874.643 1114.24,847.049 1114.5,874.643 1114.76,902.236 1115.02,971.221 1115.28,985.018 1115.55,902.236 1115.81,805.658 \n",
       "  1116.07,722.877 1116.33,681.486 1116.59,653.893 1116.85,653.893 1117.11,667.689 1117.37,681.486 1117.63,695.283 1117.89,667.689 1118.15,667.689 1118.41,695.283 \n",
       "  1118.68,722.877 1118.94,791.861 1119.2,874.643 1119.46,971.221 1119.72,1054 1119.98,1109.19 1120.24,1164.38 1120.5,1233.36 1120.76,1274.75 1121.02,1302.35 \n",
       "  1121.28,1302.35 1121.54,1343.74 1121.81,1357.53 1122.07,1302.35 1122.33,1260.95 1122.59,1150.58 1122.85,1095.39 1123.11,1012.61 1123.37,985.018 1123.63,888.439 \n",
       "  1123.89,902.236 1124.15,929.83 1124.41,957.424 1124.67,943.627 1124.94,943.627 1125.2,888.439 1125.46,888.439 1125.72,902.236 1125.98,874.643 1126.24,874.643 \n",
       "  1126.5,847.049 1126.76,833.252 1127.02,847.049 1127.28,902.236 1127.54,929.83 1127.8,943.627 1128.06,860.846 1128.33,778.064 1128.59,722.877 1128.85,709.08 \n",
       "  1129.11,681.486 1129.37,709.08 1129.63,736.674 1129.89,736.674 1130.15,778.064 1130.41,778.064 1130.67,764.268 1130.93,709.08 1131.19,722.877 1131.46,709.08 \n",
       "  1131.72,736.674 1131.98,778.064 1132.24,847.049 1132.5,943.627 1132.76,971.221 1133.02,1012.61 1133.28,1081.6 1133.54,1122.99 1133.8,1164.38 1134.06,1260.95 \n",
       "  1134.32,1329.94 1134.59,1343.74 1134.85,1343.74 1135.11,1316.14 1135.37,1274.75 1135.63,1247.16 1135.89,1233.36 1136.15,1164.38 1136.41,1122.99 1136.67,1054 \n",
       "  1136.93,1040.2 1137.19,985.018 1137.45,971.221 1137.72,929.83 1137.98,916.033 1138.24,902.236 1138.5,902.236 1138.76,874.643 1139.02,888.439 1139.28,874.643 \n",
       "  1139.54,874.643 1139.8,860.846 1140.06,916.033 1140.32,902.236 1140.58,860.846 1140.85,819.455 1141.11,805.658 1141.37,791.861 1141.63,764.268 1141.89,778.064 \n",
       "  1142.15,847.049 1142.41,833.252 1142.67,847.049 1142.93,847.049 1143.19,819.455 1143.45,778.064 1143.71,778.064 1143.98,764.268 1144.24,791.861 1144.5,819.455 \n",
       "  1144.76,874.643 1145.02,943.627 1145.28,971.221 1145.54,1026.41 1145.8,1095.39 1146.06,1122.99 1146.32,1150.58 1146.58,1274.75 1146.84,1329.94 1147.11,1357.53 \n",
       "  1147.37,1371.33 1147.63,1357.53 1147.89,1343.74 1148.15,1316.14 1148.41,1302.35 1148.67,1260.95 1148.93,1205.77 1149.19,1136.78 1149.45,1109.19 1149.71,998.814 \n",
       "  1149.97,971.221 1150.24,943.627 1150.5,929.83 1150.76,888.439 1151.02,874.643 1151.28,847.049 1151.54,847.049 1151.8,847.049 1152.06,874.643 1152.32,860.846 \n",
       "  1152.58,847.049 1152.84,874.643 1153.1,874.643 1153.37,860.846 1153.63,874.643 1153.89,847.049 1154.15,860.846 1154.41,874.643 1154.67,860.846 1154.93,874.643 \n",
       "  1155.19,902.236 1155.45,916.033 1155.71,929.83 1155.97,916.033 1156.23,916.033 1156.5,916.033 1156.76,943.627 1157.02,1012.61 1157.28,1081.6 1157.54,1136.78 \n",
       "  1157.8,1164.38 1158.06,1191.97 1158.32,1233.36 1158.58,1260.95 1158.84,1274.75 1159.1,1329.94 1159.36,1357.53 1159.63,1357.53 1159.89,1357.53 1160.15,1329.94 \n",
       "  1160.41,1329.94 1160.67,1288.55 1160.93,1288.55 1161.19,1260.95 1161.45,1219.56 1161.71,1150.58 1161.97,1122.99 1162.23,1054 1162.49,1026.41 1162.76,985.018 \n",
       "  1163.02,971.221 1163.28,929.83 1163.54,929.83 1163.8,902.236 1164.06,874.643 1164.32,860.846 1164.58,847.049 1164.84,874.643 1165.1,902.236 1165.36,902.236 \n",
       "  1165.62,860.846 1165.88,833.252 1166.15,847.049 1166.41,833.252 1166.67,833.252 1166.93,860.846 1167.19,874.643 1167.45,860.846 1167.71,929.83 1167.97,916.033 \n",
       "  1168.23,971.221 1168.49,985.018 1168.75,1067.8 1169.01,1122.99 1169.28,1178.17 1169.54,1260.95 1169.8,1302.35 1170.06,1329.94 1170.32,1371.33 1170.58,1385.13 \n",
       "  1170.84,1398.92 1171.1,1412.72 1171.36,1398.92 1171.62,1385.13 1171.88,1371.33 1172.14,1302.35 1172.41,1219.56 1172.67,1054 1172.93,943.627 1173.19,833.252 \n",
       "  1173.45,805.658 1173.71,805.658 1173.97,778.064 1174.23,805.658 1174.49,874.643 1174.75,847.049 1175.01,888.439 1175.27,860.846 1175.54,847.049 1175.8,819.455 \n",
       "  1176.06,833.252 1176.32,791.861 1176.58,819.455 1176.84,805.658 1177.1,819.455 1177.36,833.252 1177.62,902.236 1177.88,957.424 1178.14,902.236 1178.4,791.861 \n",
       "  1178.67,709.08 1178.93,653.893 1179.19,653.893 1179.45,681.486 1179.71,695.283 1179.97,736.674 1180.23,764.268 1180.49,764.268 1180.75,833.252 1181.01,888.439 \n",
       "  1181.27,971.221 1181.53,1012.61 1181.8,1095.39 1182.06,1178.17 1182.32,1233.36 1182.58,1316.14 1182.84,1343.74 1183.1,1371.33 1183.36,1385.13 1183.62,1385.13 \n",
       "  1183.88,1385.13 1184.14,1398.92 1184.4,1385.13 1184.66,1316.14 1184.93,1233.36 1185.19,1040.2 1185.45,943.627 1185.71,805.658 1185.97,791.861 1186.23,750.471 \n",
       "  1186.49,778.064 1186.75,791.861 1187.01,819.455 1187.27,819.455 1187.53,847.049 1187.79,805.658 1188.06,805.658 1188.32,819.455 1188.58,833.252 1188.84,791.861 \n",
       "  1189.1,805.658 1189.36,791.861 1189.62,805.658 1189.88,847.049 1190.14,902.236 1190.4,957.424 1190.66,874.643 1190.92,764.268 1191.19,667.689 1191.45,640.096 \n",
       "  1191.71,598.705 1191.97,598.705 1192.23,612.502 1192.49,640.096 1192.75,640.096 1193.01,653.893 1193.27,681.486 1193.53,750.471 1193.79,819.455 1194.05,916.033 \n",
       "  1194.32,998.814 1194.58,1095.39 1194.84,1164.38 1195.1,1233.36 1195.36,1260.95 1195.62,1316.14 1195.88,1343.74 1196.14,1371.33 1196.4,1357.53 1196.66,1385.13 \n",
       "  1196.92,1371.33 1197.18,1316.14 1197.45,1233.36 1197.71,1040.2 1197.97,916.033 1198.23,750.471 1198.49,736.674 1198.75,778.064 1199.01,764.268 1199.27,791.861 \n",
       "  1199.53,805.658 1199.79,805.658 1200.05,819.455 1200.31,805.658 1200.58,764.268 1200.84,791.861 1201.1,833.252 1201.36,764.268 1201.62,750.471 1201.88,750.471 \n",
       "  1202.14,778.064 1202.4,847.049 1202.66,929.83 1202.92,985.018 1203.18,902.236 1203.44,791.861 1203.7,681.486 1203.97,612.502 1204.23,571.111 1204.49,557.314 \n",
       "  1204.75,543.518 1205.01,584.908 1205.27,584.908 1205.53,584.908 1205.79,584.908 1206.05,626.299 1206.31,695.283 1206.57,695.283 1206.83,791.861 1207.1,916.033 \n",
       "  1207.36,1040.2 1207.62,1136.78 1207.88,1178.17 1208.14,1233.36 1208.4,1274.75 1208.66,1302.35 1208.92,1316.14 1209.18,1343.74 1209.44,1357.53 1209.7,1288.55 \n",
       "  1209.96,1205.77 1210.23,1012.61 1210.49,902.236 1210.75,764.268 1211.01,750.471 1211.27,750.471 1211.53,778.064 1211.79,778.064 1212.05,819.455 1212.31,805.658 \n",
       "  1212.57,833.252 1212.83,778.064 1213.09,791.861 1213.36,805.658 1213.62,833.252 1213.88,819.455 1214.14,778.064 1214.4,750.471 1214.66,778.064 1214.92,860.846 \n",
       "  1215.18,929.83 1215.44,971.221 1215.7,860.846 1215.96,750.471 1216.22,640.096 1216.49,584.908 1216.75,502.127 1217.01,515.924 1217.27,529.721 1217.53,543.518 \n",
       "  1217.79,543.518 1218.05,543.518 1218.31,529.721 1218.57,515.924 1218.83,515.924 1219.09,515.924 1219.35,557.314 1219.62,598.705 1219.88,681.486 1220.14,750.471 \n",
       "  1220.4,791.861 1220.66,874.643 1220.92,971.221 1221.18,1040.2 1221.44,1095.39 1221.7,1233.36 1221.96,1302.35 1222.22,1329.94 1222.48,1329.94 1222.75,1288.55 \n",
       "  1223.01,1274.75 1223.27,1191.97 1223.53,1164.38 1223.79,1067.8 1224.05,1012.61 1224.31,902.236 1224.57,874.643 1224.83,805.658 1225.09,805.658 1225.35,750.471 \n",
       "  1225.61,750.471 1225.88,722.877 1226.14,709.08 1226.4,695.283 1226.66,695.283 1226.92,695.283 1227.18,653.893 1227.44,736.674 1227.7,819.455 1227.96,860.846 \n",
       "  1228.22,778.064 1228.48,681.486 1228.74,612.502 1229.01,571.111 1229.27,543.518 1229.53,557.314 1229.79,598.705 1230.05,640.096 1230.31,640.096 1230.57,640.096 \n",
       "  1230.83,598.705 1231.09,391.752 1231.35,391.752 1231.61,460.736 1231.87,557.314 1232.14,598.705 1232.4,640.096 1232.66,709.08 1232.92,764.268 1233.18,833.252 \n",
       "  1233.44,929.83 1233.7,985.018 1233.96,1081.6 1234.22,1219.56 1234.48,1316.14 1234.74,1343.74 1235,1343.74 1235.27,1316.14 1235.53,1302.35 1235.79,1247.16 \n",
       "  1236.05,1219.56 1236.31,1150.58 1236.57,1109.19 1236.83,998.814 1237.09,943.627 1237.35,819.455 1237.61,805.658 1237.87,750.471 1238.13,722.877 1238.39,681.486 \n",
       "  1238.66,736.674 1238.92,736.674 1239.18,750.471 1239.44,750.471 1239.7,791.861 1239.96,791.861 1240.22,778.064 1240.48,791.861 1240.74,791.861 1241,736.674 \n",
       "  1241.26,695.283 1241.52,722.877 1241.79,736.674 1242.05,764.268 1242.31,764.268 1242.57,791.861 1242.83,833.252 1243.09,833.252 1243.35,874.643 1243.61,916.033 \n",
       "  1243.87,998.814 1244.13,1026.41 1244.39,1122.99 1244.65,1191.97 1244.92,1260.95 1245.18,1302.35 1245.44,1329.94 1245.7,1357.53 1245.96,1371.33 1246.22,1385.13 \n",
       "  1246.48,1371.33 1246.74,1371.33 1247,1357.53 1247.26,1288.55 1247.52,1219.56 1247.78,1040.2 1248.05,943.627 1248.31,819.455 1248.57,805.658 1248.83,819.455 \n",
       "  1249.09,805.658 1249.35,833.252 1249.61,860.846 1249.87,874.643 1250.13,902.236 1250.39,847.049 1250.65,847.049 1250.91,833.252 1251.18,874.643 1251.44,819.455 \n",
       "  1251.7,819.455 1251.96,778.064 1252.22,778.064 1252.48,819.455 1252.74,874.643 1253,902.236 1253.26,819.455 1253.52,750.471 1253.78,653.893 1254.04,612.502 \n",
       "  1254.31,598.705 1254.57,626.299 1254.83,626.299 1255.09,640.096 1255.35,695.283 1255.61,722.877 1255.87,695.283 1256.13,833.252 1256.39,916.033 1256.65,1012.61 \n",
       "  1256.91,1095.39 1257.17,1178.17 1257.44,1247.16 1257.7,1288.55 1257.96,1316.14 1258.22,1343.74 1258.48,1371.33 1258.74,1371.33 1259,1385.13 1259.26,1385.13 \n",
       "  1259.52,1371.33 1259.78,1302.35 1260.04,1233.36 1260.3,1040.2 1260.57,902.236 1260.83,750.471 1261.09,764.268 1261.35,764.268 1261.61,805.658 1261.87,805.658 \n",
       "  1262.13,860.846 1262.39,833.252 1262.65,860.846 1262.91,819.455 1263.17,805.658 1263.43,805.658 1263.7,833.252 1263.96,805.658 1264.22,778.064 1264.48,736.674 \n",
       "  1264.74,778.064 1265,874.643 1265.26,971.221 1265.52,985.018 1265.78,860.846 1266.04,750.471 1266.3,667.689 1266.56,612.502 1266.83,612.502 1267.09,584.908 \n",
       "  1267.35,584.908 1267.61,598.705 1267.87,612.502 1268.13,612.502 1268.39,640.096 1268.65,722.877 1268.91,791.861 1269.17,888.439 1269.43,998.814 1269.69,1109.19 \n",
       "  1269.96,1178.17 1270.22,1247.16 1270.48,1274.75 1270.74,1316.14 1271,1343.74 1271.26,1357.53 1271.52,1357.53 1271.78,1371.33 1272.04,1371.33 1272.3,1302.35 \n",
       "  1272.56,1219.56 1272.82,1026.41 1273.09,902.236 1273.35,750.471 1273.61,736.674 1273.87,750.471 1274.13,805.658 1274.39,805.658 1274.65,847.049 1274.91,833.252 \n",
       "  1275.17,847.049 1275.43,791.861 1275.69,805.658 1275.95,833.252 1276.21,847.049 1276.48,805.658 1276.74,791.861 1277,778.064 1277.26,791.861 1277.52,860.846 \n",
       "  1277.78,929.83 1278.04,971.221 1278.3,860.846 1278.56,750.471 1278.82,653.893 1279.08,598.705 1279.34,557.314 1279.61,543.518 1279.87,543.518 1280.13,571.111 \n",
       "  1280.39,584.908 1280.65,612.502 1280.91,598.705 1281.17,653.893 1281.43,722.877 1281.69,819.455 1281.95,929.83 1282.21,1067.8 1282.47,1150.58 1282.74,1219.56 \n",
       "  1283,1260.95 1283.26,1302.35 1283.52,1329.94 1283.78,1357.53 1284.04,1357.53 1284.3,1371.33 1284.56,1357.53 1284.82,1302.35 1285.08,1219.56 1285.34,1012.61 \n",
       "  1285.6,888.439 1285.87,736.674 1286.13,709.08 1286.39,736.674 1286.65,764.268 1286.91,764.268 1287.17,819.455 1287.43,833.252 1287.69,874.643 1287.95,819.455 \n",
       "  1288.21,791.861 1288.47,805.658 1288.73,833.252 1289,791.861 1289.26,791.861 1289.52,750.471 1289.78,778.064 1290.04,860.846 1290.3,916.033 1290.56,971.221 \n",
       "  1290.82,860.846 1291.08,750.471 1291.34,653.893 1291.6,598.705 1291.86,557.314 1292.13,529.721 1292.39,529.721 1292.65,571.111 1292.91,598.705 1293.17,584.908 \n",
       "  1293.43,584.908 1293.69,612.502 1293.95,653.893 1294.21,750.471 1294.47,833.252 1294.73,957.424 1294.99,1054 1295.26,1136.78 1295.52,1191.97 1295.78,1219.56 \n",
       "  1296.04,1260.95 1296.3,1316.14 1296.56,1316.14 1296.82,1343.74 1297.08,1343.74 1297.34,1302.35 1297.6,1219.56 1297.86,1054 1298.12,916.033 1298.39,750.471 \n",
       "  1298.65,736.674 1298.91,750.471 1299.17,778.064 1299.43,791.861 1299.69,860.846 1299.95,833.252 1300.21,860.846 1300.47,819.455 1300.73,819.455 1300.99,847.049 \n",
       "  1301.25,860.846 1301.52,833.252 1301.78,791.861 1302.04,778.064 1302.3,819.455 1302.56,902.236 1302.82,957.424 1303.08,998.814 1303.34,888.439 1303.6,750.471 \n",
       "  1303.86,653.893 1304.12,584.908 1304.38,543.518 1304.65,502.127 1304.91,529.721 1305.17,557.314 1305.43,571.111 1305.69,557.314 1305.95,515.924 1306.21,515.924 \n",
       "  1306.47,502.127 1306.73,502.127 1306.99,543.518 1307.25,584.908 1307.51,640.096 1307.78,709.08 1308.04,764.268 1308.3,833.252 1308.56,929.83 1308.82,1012.61 \n",
       "  1309.08,1095.39 1309.34,1233.36 1309.6,1302.35 1309.86,1329.94 1310.12,1329.94 1310.38,1288.55 1310.64,1274.75 1310.91,1191.97 1311.17,1150.58 1311.43,1054 \n",
       "  1311.69,1026.41 1311.95,888.439 1312.21,888.439 1312.47,805.658 1312.73,805.658 1312.99,750.471 1313.25,722.877 1313.51,736.674 1313.77,709.08 1314.03,709.08 \n",
       "  1314.3,736.674 1314.56,626.299 1314.82,543.518 1315.08,612.502 1315.34,778.064 1315.6,847.049 1315.86,791.861 1316.12,667.689 1316.38,584.908 1316.64,543.518 \n",
       "  1316.9,515.924 1317.16,515.924 1317.43,515.924 1317.69,584.908 1317.95,681.486 1318.21,667.689 1318.47,626.299 1318.73,557.314 1318.99,529.721 1319.25,488.33 \n",
       "  1319.51,502.127 1319.77,557.314 1320.03,612.502 1320.29,681.486 1320.56,736.674 1320.82,805.658 1321.08,902.236 1321.34,985.018 1321.6,1054 1321.86,1219.56 \n",
       "  1322.12,1316.14 1322.38,1329.94 1322.64,1316.14 1322.9,1302.35 1323.16,1302.35 1323.42,1247.16 1323.69,1191.97 1323.95,1109.19 1324.21,1067.8 1324.47,971.221 \n",
       "  1324.73,916.033 1324.99,805.658 1325.25,805.658 1325.51,750.471 1325.77,736.674 1326.03,695.283 1326.29,736.674 1326.55,750.471 1326.82,764.268 1327.08,750.471 \n",
       "  1327.34,778.064 1327.6,778.064 1327.86,791.861 1328.12,819.455 1328.38,778.064 1328.64,736.674 1328.9,709.08 1329.16,709.08 1329.42,736.674 1329.68,736.674 \n",
       "  1329.95,778.064 1330.21,805.658 1330.47,847.049 1330.73,847.049 1330.99,902.236 1331.25,957.424 1331.51,1012.61 1331.77,1081.6 1332.03,1178.17 1332.29,1247.16 \n",
       "  1332.55,1288.55 1332.81,1329.94 1333.08,1357.53 1333.34,1371.33 1333.6,1385.13 1333.86,1398.92 1334.12,1385.13 1334.38,1371.33 1334.64,1357.53 1334.9,1288.55 \n",
       "  1335.16,1219.56 1335.42,1040.2 1335.68,929.83 1335.94,833.252 1336.21,791.861 1336.47,805.658 1336.73,833.252 1336.99,860.846 1337.25,888.439 1337.51,888.439 \n",
       "  1337.77,916.033 1338.03,874.643 1338.29,874.643 1338.55,874.643 1338.81,902.236 1339.07,860.846 1339.34,847.049 1339.6,805.658 1339.86,819.455 1340.12,860.846 \n",
       "  1340.38,888.439 1340.64,902.236 1340.9,819.455 1341.16,736.674 1341.42,640.096 1341.68,598.705 1341.94,598.705 1342.2,612.502 1342.47,598.705 1342.73,667.689 \n",
       "  1342.99,695.283 1343.25,695.283 1343.51,750.471 1343.77,874.643 1344.03,957.424 1344.29,1026.41 1344.55,1136.78 1344.81,1205.77 1345.07,1260.95 1345.33,1316.14 \n",
       "  1345.6,1343.74 1345.86,1371.33 1346.12,1385.13 1346.38,1398.92 1346.64,1385.13 1346.9,1385.13 1347.16,1385.13 1347.42,1316.14 1347.68,1233.36 1347.94,1040.2 \n",
       "  1348.2,888.439 1348.46,709.08 1348.72,667.689 1348.99,709.08 1349.25,722.877 1349.51,764.268 1349.77,819.455 1350.03,791.861 1350.29,819.455 1350.55,847.049 \n",
       "  1350.81,847.049 1351.07,860.846 1351.33,888.439 1351.59,860.846 1351.85,833.252 1352.12,805.658 1352.38,805.658 1352.64,874.643 1352.9,943.627 1353.16,971.221 \n",
       "  1353.42,860.846 1353.68,764.268 1353.94,653.893 1354.2,598.705 1354.46,598.705 1354.72,571.111 1354.98,584.908 1355.25,612.502 1355.51,598.705 1355.77,626.299 \n",
       "  1356.03,667.689 1356.29,736.674 1356.55,833.252 1356.81,971.221 1357.07,1054 1357.33,1164.38 1357.59,1219.56 1357.85,1288.55 1358.11,1316.14 1358.38,1343.74 \n",
       "  1358.64,1371.33 1358.9,1385.13 1359.16,1371.33 1359.42,1385.13 1359.68,1371.33 1359.94,1302.35 1360.2,1219.56 1360.46,1026.41 1360.72,902.236 1360.98,750.471 \n",
       "  1361.24,750.471 1361.51,750.471 1361.77,791.861 1362.03,833.252 1362.29,847.049 1362.55,847.049 1362.81,860.846 1363.07,819.455 1363.33,819.455 1363.59,847.049 \n",
       "  1363.85,860.846 1364.11,833.252 1364.37,805.658 1364.64,805.658 1364.9,819.455 1365.16,874.643 1365.42,957.424 1365.68,985.018 1365.94,888.439 1366.2,764.268 \n",
       "  1366.46,667.689 1366.72,598.705 1366.98,557.314 1367.24,557.314 1367.5,584.908 1367.77,626.299 1368.03,626.299 1368.29,612.502 1368.55,626.299 1368.81,667.689 \n",
       "  1369.07,736.674 1369.33,833.252 1369.59,985.018 1369.85,1081.6 1370.11,1178.17 1370.37,1247.16 1370.63,1274.75 1370.9,1329.94 1371.16,1343.74 1371.42,1371.33 \n",
       "  1371.68,1357.53 1371.94,1371.33 1372.2,1371.33 1372.46,1302.35 1372.72,1205.77 1372.98,1026.41 1373.24,888.439 1373.5,750.471 1373.76,736.674 1374.03,764.268 \n",
       "  1374.29,778.064 1374.55,791.861 1374.81,833.252 1375.07,833.252 1375.33,860.846 1375.59,819.455 1375.85,819.455 1376.11,833.252 1376.37,847.049 1376.63,819.455 \n",
       "  1376.89,805.658 1377.16,805.658 1377.42,819.455 1377.68,916.033 1377.94,985.018 1378.2,1012.61 1378.46,902.236 1378.72,764.268 1378.98,709.08 1379.24,653.893 \n",
       "  1379.5,612.502 1379.76,584.908 1380.02,543.518 1380.29,571.111 1380.55,557.314 1380.81,557.314 1381.07,557.314 1381.33,571.111 1381.59,626.299 1381.85,681.486 \n",
       "  1382.11,778.064 1382.37,902.236 1382.63,1012.61 1382.89,1109.19 1383.15,1164.38 1383.42,1233.36 1383.68,1274.75 1383.94,1302.35 1384.2,1302.35 1384.46,1343.74 \n",
       "  1384.72,1343.74 1384.98,1288.55 1385.24,1205.77 1385.5,1040.2 1385.76,916.033 1386.02,778.064 1386.28,764.268 1386.54,778.064 1386.81,819.455 1387.07,819.455 \n",
       "  1387.33,847.049 1387.59,833.252 1387.85,860.846 1388.11,819.455 1388.37,819.455 1388.63,847.049 1388.89,860.846 1389.15,847.049 1389.41,833.252 1389.67,819.455 \n",
       "  1389.94,833.252 1390.2,902.236 1390.46,957.424 1390.72,1012.61 1390.98,888.439 1391.24,764.268 1391.5,653.893 1391.76,571.111 1392.02,543.518 1392.28,488.33 \n",
       "  1392.54,515.924 1392.8,543.518 1393.07,543.518 1393.33,543.518 1393.59,502.127 1393.85,488.33 1394.11,502.127 1394.37,515.924 1394.63,571.111 1394.89,640.096 \n",
       "  1395.15,695.283 1395.41,736.674 1395.67,778.064 1395.93,874.643 1396.2,943.627 1396.46,1026.41 1396.72,1095.39 1396.98,1233.36 1397.24,1302.35 1397.5,1343.74 \n",
       "  1397.76,1329.94 1398.02,1302.35 1398.28,1274.75 1398.54,1191.97 1398.8,1150.58 1399.06,1040.2 1399.33,1012.61 1399.59,902.236 1399.85,888.439 1400.11,805.658 \n",
       "  1400.37,805.658 1400.63,750.471 1400.89,764.268 1401.15,736.674 1401.41,722.877 1401.67,709.08 1401.93,736.674 1402.19,736.674 1402.46,736.674 1402.72,750.471 \n",
       "  1402.98,819.455 1403.24,874.643 1403.5,819.455 1403.76,709.08 1404.02,640.096 1404.28,584.908 1404.54,557.314 1404.8,557.314 1405.06,598.705 1405.32,612.502 \n",
       "  1405.59,626.299 1405.85,598.705 1406.11,571.111 1406.37,543.518 1406.63,529.721 1406.89,529.721 1407.15,529.721 1407.41,571.111 1407.67,571.111 1407.93,695.283 \n",
       "  1408.19,736.674 1408.45,791.861 1408.72,874.643 1408.98,985.018 1409.24,1040.2 1409.5,1205.77 1409.76,1302.35 1410.02,1343.74 1410.28,1316.14 1410.54,1302.35 \n",
       "  1410.8,1302.35 1411.06,1247.16 1411.32,1219.56 1411.58,1122.99 1411.85,1081.6 1412.11,985.018 1412.37,943.627 1412.63,860.846 1412.89,847.049 1413.15,833.252 \n",
       "  1413.41,833.252 1413.67,819.455 1413.93,847.049 1414.19,902.236 1414.45,916.033 1414.71,929.83 1414.98,957.424 1415.24,971.221 1415.5,998.814 1415.76,1040.2 \n",
       "  1416.02,985.018 1416.28,929.83 1416.54,888.439 1416.8,847.049 1417.06,847.049 1417.32,833.252 1417.58,819.455 1417.84,860.846 1418.11,888.439 1418.37,902.236 \n",
       "  1418.63,916.033 1418.89,957.424 1419.15,1012.61 1419.41,1081.6 1419.67,1136.78 1419.93,1233.36 1420.19,1302.35 1420.45,1329.94 1420.71,1357.53 1420.97,1371.33 \n",
       "  1421.23,1385.13 1421.5,1398.92 1421.76,1385.13 1422.02,1371.33 1422.28,1357.53 1422.54,1288.55 1422.8,1205.77 1423.06,1040.2 1423.32,957.424 1423.58,874.643 \n",
       "  1423.84,847.049 1424.1,874.643 1424.36,874.643 1424.63,902.236 1424.89,943.627 1425.15,943.627 1425.41,957.424 1425.67,916.033 1425.93,916.033 1426.19,916.033 \n",
       "  1426.45,929.83 1426.71,929.83 1426.97,888.439 1427.23,888.439 1427.49,888.439 1427.76,943.627 1428.02,971.221 1428.28,971.221 1428.54,888.439 1428.8,819.455 \n",
       "  1429.06,736.674 1429.32,709.08 1429.58,695.283 1429.84,653.893 1430.1,667.689 1430.36,681.486 1430.62,667.689 1430.89,722.877 1431.15,750.471 1431.41,819.455 \n",
       "  1431.67,916.033 1431.93,971.221 1432.19,1067.8 1432.45,1150.58 1432.71,1205.77 1432.97,1302.35 1433.23,1329.94 1433.49,1357.53 1433.75,1385.13 1434.02,1398.92 \n",
       "  1434.28,1385.13 1434.54,1385.13 1434.8,1371.33 1435.06,1302.35 1435.32,1205.77 1435.58,1026.41 1435.84,916.033 1436.1,819.455 1436.36,819.455 1436.62,833.252 \n",
       "  1436.88,874.643 1437.15,888.439 1437.41,929.83 1437.67,929.83 1437.93,957.424 1438.19,943.627 1438.45,916.033 1438.71,929.83 1438.97,957.424 1439.23,957.424 \n",
       "  1439.49,957.424 1439.75,929.83 1440.01,957.424 1440.28,985.018 1440.54,1040.2 1440.8,1067.8 1441.06,985.018 1441.32,888.439 1441.58,791.861 1441.84,764.268 \n",
       "  1442.1,695.283 1442.36,640.096 1442.62,626.299 1442.88,640.096 1443.14,640.096 1443.41,640.096 1443.67,695.283 1443.93,709.08 1444.19,791.861 1444.45,916.033 \n",
       "  1444.71,1026.41 1444.97,1122.99 1445.23,1205.77 1445.49,1260.95 1445.75,1302.35 1446.01,1343.74 1446.27,1357.53 1446.54,1371.33 1446.8,1371.33 1447.06,1385.13 \n",
       "  1447.32,1371.33 1447.58,1316.14 1447.84,1205.77 1448.1,1040.2 1448.36,916.033 1448.62,805.658 1448.88,805.658 1449.14,833.252 1449.4,860.846 1449.67,888.439 \n",
       "  1449.93,916.033 1450.19,916.033 1450.45,929.83 1450.71,902.236 1450.97,874.643 1451.23,888.439 1451.49,902.236 1451.75,888.439 1452.01,860.846 1452.27,860.846 \n",
       "  1452.53,860.846 1452.8,943.627 1453.06,1012.61 1453.32,1012.61 1453.58,902.236 1453.84,819.455 1454.1,722.877 1454.36,709.08 1454.62,681.486 1454.88,681.486 \n",
       "  1455.14,709.08 1455.4,722.877 1455.66,681.486 1455.93,653.893 1456.19,681.486 1456.45,695.283 1456.71,791.861 1456.97,902.236 1457.23,1012.61 1457.49,1109.19 \n",
       "  1457.75,1205.77 1458.01,1247.16 1458.27,1288.55 1458.53,1316.14 1458.79,1343.74 1459.05,1371.33 1459.32,1357.53 1459.58,1371.33 1459.84,1371.33 1460.1,1316.14 \n",
       "  1460.36,1247.16 1460.62,1054 1460.88,957.424 1461.14,860.846 1461.4,805.658 1461.66,819.455 1461.92,847.049 1462.18,819.455 1462.45,833.252 1462.71,833.252 \n",
       "  1462.97,888.439 1463.23,888.439 1463.49,847.049 1463.75,860.846 1464.01,860.846 1464.27,860.846 1464.53,874.643 1464.79,902.236 1465.05,916.033 1465.31,957.424 \n",
       "  1465.58,985.018 1465.84,1012.61 1466.1,888.439 1466.36,791.861 1466.62,709.08 1466.88,667.689 1467.14,640.096 1467.4,626.299 1467.66,653.893 1467.92,695.283 \n",
       "  1468.18,695.283 1468.44,667.689 1468.71,681.486 1468.97,626.299 1469.23,681.486 1469.49,750.471 1469.75,888.439 1470.01,998.814 1470.27,1095.39 1470.53,1164.38 \n",
       "  1470.79,1205.77 1471.05,1247.16 1471.31,1288.55 1471.57,1316.14 1471.84,1316.14 1472.1,1343.74 1472.36,1357.53 1472.62,1316.14 1472.88,1233.36 1473.14,1081.6 \n",
       "  1473.4,998.814 1473.66,888.439 1473.92,874.643 1474.18,847.049 1474.44,874.643 1474.7,874.643 1474.97,902.236 1475.23,888.439 1475.49,916.033 1475.75,888.439 \n",
       "  1476.01,874.643 1476.27,888.439 1476.53,902.236 1476.79,874.643 1477.05,874.643 1477.31,847.049 1477.57,874.643 1477.83,929.83 1478.1,957.424 1478.36,985.018 \n",
       "  1478.62,902.236 1478.88,778.064 1479.14,681.486 1479.4,626.299 1479.66,584.908 1479.92,571.111 1480.18,571.111 1480.44,598.705 1480.7,598.705 1480.96,598.705 \n",
       "  1481.23,543.518 1481.49,543.518 1481.75,529.721 1482.01,543.518 1482.27,571.111 1482.53,626.299 1482.79,653.893 1483.05,736.674 1483.31,791.861 1483.57,847.049 \n",
       "  1483.83,943.627 1484.09,1012.61 1484.36,1095.39 1484.62,1233.36 1484.88,1316.14 1485.14,1329.94 1485.4,1329.94 1485.66,1274.75 1485.92,1247.16 1486.18,1178.17 \n",
       "  1486.44,1150.58 1486.7,1040.2 1486.96,1026.41 1487.22,929.83 1487.49,902.236 1487.75,847.049 1488.01,819.455 1488.27,750.471 1488.53,750.471 1488.79,764.268 \n",
       "  1489.05,736.674 1489.31,750.471 1489.57,764.268 1489.83,736.674 1490.09,764.268 1490.35,778.064 1490.62,847.049 1490.88,916.033 1491.14,833.252 1491.4,709.08 \n",
       "  1491.66,640.096 1491.92,612.502 1492.18,584.908 1492.44,571.111 1492.7,626.299 1492.96,640.096 1493.22,667.689 1493.48,640.096 1493.75,571.111 1494.01,515.924 \n",
       "  1494.27,474.533 1494.53,474.533 1494.79,502.127 1495.05,529.721 1495.31,598.705 1495.57,667.689 1495.83,722.877 1496.09,805.658 1496.35,888.439 1496.61,971.221 \n",
       "  1496.87,1040.2 1497.14,1205.77 1497.4,1302.35 1497.66,1329.94 1497.92,1329.94 1498.18,1302.35 1498.44,1288.55 1498.7,1247.16 1498.96,1205.77 1499.22,1136.78 \n",
       "  1499.48,1095.39 1499.74,1012.61 1500,971.221 1500.27,874.643 1500.53,847.049 1500.79,778.064 1501.05,764.268 1501.31,750.471 1501.57,750.471 1501.83,778.064 \n",
       "  1502.09,764.268 1502.35,764.268 1502.61,805.658 1502.87,805.658 1503.13,833.252 1503.4,860.846 1503.66,847.049 1503.92,778.064 1504.18,736.674 1504.44,764.268 \n",
       "  1504.7,778.064 1504.96,791.861 1505.22,819.455 1505.48,874.643 1505.74,888.439 1506,902.236 1506.26,929.83 1506.53,985.018 1506.79,1040.2 1507.05,1081.6 \n",
       "  1507.31,1164.38 1507.57,1233.36 1507.83,1288.55 1508.09,1343.74 1508.35,1343.74 1508.61,1371.33 1508.87,1385.13 1509.13,1398.92 1509.39,1385.13 1509.66,1385.13 \n",
       "  1509.92,1357.53 1510.18,1302.35 1510.44,1205.77 1510.7,1067.8 1510.96,957.424 1511.22,860.846 1511.48,847.049 1511.74,874.643 1512,916.033 1512.26,943.627 \n",
       "  1512.52,929.83 1512.79,916.033 1513.05,929.83 1513.31,888.439 1513.57,888.439 1513.83,902.236 1514.09,916.033 1514.35,874.643 1514.61,847.049 1514.87,819.455 \n",
       "  1515.13,833.252 1515.39,860.846 1515.65,902.236 1515.92,943.627 1516.18,847.049 1516.44,695.283 1516.7,653.893 1516.96,667.689 1517.22,653.893 1517.48,681.486 \n",
       "  1517.74,695.283 1518,736.674 1518.26,764.268 1518.52,778.064 1518.78,833.252 1519.05,847.049 1519.31,985.018 1519.57,1054 1519.83,1122.99 1520.09,1219.56 \n",
       "  1520.35,1274.75 1520.61,1316.14 1520.87,1343.74 1521.13,1371.33 1521.39,1385.13 1521.65,1398.92 1521.91,1385.13 1522.18,1385.13 1522.44,1371.33 1522.7,1316.14 \n",
       "  1522.96,1233.36 1523.22,1054 1523.48,943.627 1523.74,791.861 1524,764.268 1524.26,764.268 1524.52,805.658 1524.78,819.455 1525.04,874.643 1525.31,888.439 \n",
       "  1525.57,902.236 1525.83,847.049 1526.09,847.049 1526.35,874.643 1526.61,902.236 1526.87,847.049 1527.13,819.455 1527.39,805.658 1527.65,819.455 1527.91,874.643 \n",
       "  1528.17,943.627 1528.44,957.424 1528.7,860.846 1528.96,750.471 1529.22,653.893 1529.48,626.299 1529.74,598.705 1530,598.705 1530.26,612.502 1530.52,640.096 \n",
       "  1530.78,612.502 1531.04,626.299 1531.3,681.486 1531.56,736.674 1531.83,833.252 1532.09,916.033 1532.35,1012.61 1532.61,1150.58 1532.87,1219.56 1533.13,1274.75 \n",
       "  1533.39,1316.14 1533.65,1343.74 1533.91,1357.53 1534.17,1371.33 1534.43,1371.33 1534.69,1398.92 1534.96,1371.33 1535.22,1302.35 1535.48,1219.56 1535.74,1040.2 \n",
       "  1536,902.236 1536.26,750.471 1536.52,722.877 1536.78,722.877 1537.04,764.268 1537.3,778.064 1537.56,847.049 1537.82,860.846 1538.09,874.643 1538.35,778.064 \n",
       "  1538.61,805.658 1538.87,819.455 1539.13,847.049 1539.39,847.049 1539.65,819.455 1539.91,791.861 1540.17,805.658 1540.43,847.049 1540.69,929.83 1540.95,957.424 \n",
       "  1541.22,874.643 1541.48,764.268 1541.74,653.893 1542,626.299 1542.26,584.908 1542.52,571.111 1542.78,584.908 1543.04,598.705 1543.3,612.502 1543.56,598.705 \n",
       "  1543.82,640.096 1544.08,653.893 1544.35,750.471 1544.61,847.049 1544.87,985.018 1545.13,1095.39 1545.39,1178.17 1545.65,1247.16 1545.91,1288.55 1546.17,1329.94 \n",
       "  1546.43,1343.74 1546.69,1371.33 1546.95,1357.53 1547.21,1385.13 1547.48,1371.33 1547.74,1302.35 1548,1219.56 1548.26,1040.2 1548.52,902.236 1548.78,764.268 \n",
       "  1549.04,750.471 1549.3,736.674 1549.56,778.064 1549.82,791.861 1550.08,847.049 1550.34,833.252 1550.61,860.846 1550.87,819.455 1551.13,819.455 1551.39,833.252 \n",
       "  1551.65,860.846 1551.91,819.455 1552.17,805.658 1552.43,778.064 1552.69,791.861 1552.95,860.846 1553.21,957.424 1553.47,971.221 1553.74,860.846 1554,736.674 \n",
       "  1554.26,667.689 1554.52,640.096 1554.78,584.908 1555.04,557.314 1555.3,571.111 1555.56,571.111 1555.82,557.314 1556.08,557.314 1556.34,584.908 1556.6,612.502 \n",
       "  1556.87,640.096 1557.13,709.08 1557.39,833.252 1557.65,929.83 1557.91,1040.2 1558.17,1109.19 1558.43,1178.17 1558.69,1233.36 1558.95,1274.75 1559.21,1302.35 \n",
       "  1559.47,1316.14 1559.73,1343.74 1560,1357.53 1560.26,1302.35 1560.52,1219.56 1560.78,1067.8 1561.04,943.627 1561.3,791.861 1561.56,764.268 1561.82,764.268 \n",
       "  1562.08,778.064 1562.34,805.658 1562.6,860.846 1562.86,860.846 1563.13,860.846 1563.39,833.252 1563.65,819.455 1563.91,847.049 1564.17,860.846 1564.43,847.049 \n",
       "  1564.69,791.861 1564.95,778.064 1565.21,791.861 1565.47,874.643 1565.73,916.033 1565.99,943.627 1566.26,819.455 1566.52,667.689 1566.78,571.111 1567.04,584.908 \n",
       "  1567.3,529.721 1567.56,502.127 1567.82,543.518 1568.08,571.111 1568.34,584.908 1568.6,571.111 1568.86,571.111 1569.12,543.518 1569.38,598.705 1569.65,598.705 \n",
       "  1569.91,640.096 1570.17,681.486 1570.43,736.674 1570.69,805.658 1570.95,860.846 1571.21,916.033 1571.47,971.221 1571.73,1054 1571.99,1122.99 1572.25,1247.16 \n",
       "  1572.51,1329.94 1572.78,1343.74 1573.04,1343.74 1573.3,1316.14 1573.56,1288.55 1573.82,1260.95 1574.08,1219.56 1574.34,1122.99 1574.6,1054 1574.86,943.627 \n",
       "  1575.12,874.643 1575.38,819.455 1575.64,819.455 1575.91,819.455 1576.17,805.658 1576.43,819.455 1576.69,833.252 1576.95,805.658 1577.21,833.252 1577.47,833.252 \n",
       "  1577.73,833.252 1577.99,833.252 1578.25,860.846 1578.51,860.846 1578.77,778.064 1579.04,695.283 1579.3,667.689 1579.56,626.299 1579.82,557.314 1580.08,529.721 \n",
       "  1580.34,612.502 1580.6,640.096 1580.86,640.096 1581.12,598.705 1581.38,598.705 1581.64,571.111 1581.9,557.314 1582.17,557.314 1582.43,571.111 1582.69,640.096 \n",
       "  1582.95,653.893 1583.21,736.674 1583.47,791.861 1583.73,847.049 1583.99,929.83 1584.25,998.814 1584.51,1067.8 1584.77,1219.56 1585.03,1302.35 1585.3,1343.74 \n",
       "  1585.56,1343.74 1585.82,1316.14 1586.08,1302.35 1586.34,1247.16 1586.6,1205.77 1586.86,1150.58 1587.12,1081.6 1587.38,1012.61 1587.64,943.627 1587.9,860.846 \n",
       "  1588.16,833.252 1588.43,791.861 1588.69,805.658 1588.95,778.064 1589.21,819.455 1589.47,833.252 1589.73,847.049 1589.99,833.252 1590.25,847.049 1590.51,860.846 \n",
       "  1590.77,916.033 1591.03,929.83 1591.29,888.439 1591.56,819.455 1591.82,764.268 1592.08,764.268 1592.34,750.471 1592.6,764.268 1592.86,819.455 1593.12,833.252 \n",
       "  1593.38,874.643 1593.64,874.643 1593.9,943.627 1594.16,971.221 1594.42,1040.2 1594.69,1109.19 1594.95,1178.17 1595.21,1260.95 1595.47,1302.35 1595.73,1343.74 \n",
       "  1595.99,1357.53 1596.25,1385.13 1596.51,1398.92 1596.77,1398.92 1597.03,1385.13 1597.29,1385.13 1597.55,1357.53 1597.82,1302.35 1598.08,1219.56 1598.34,1067.8 \n",
       "  1598.6,957.424 1598.86,847.049 1599.12,819.455 1599.38,833.252 1599.64,833.252 1599.9,860.846 1600.16,916.033 1600.42,902.236 1600.68,916.033 1600.95,888.439 \n",
       "  1601.21,874.643 1601.47,888.439 1601.73,916.033 1601.99,874.643 1602.25,860.846 1602.51,819.455 1602.77,819.455 1603.03,860.846 1603.29,902.236 1603.55,902.236 \n",
       "  1603.81,805.658 1604.07,722.877 1604.34,640.096 1604.6,612.502 1604.86,598.705 1605.12,626.299 1605.38,681.486 1605.64,722.877 1605.9,722.877 1606.16,764.268 \n",
       "  1606.42,791.861 1606.68,860.846 1606.94,916.033 1607.2,1054 1607.47,1122.99 1607.73,1233.36 1607.99,1274.75 1608.25,1316.14 1608.51,1343.74 1608.77,1371.33 \n",
       "  1609.03,1385.13 1609.29,1398.92 1609.55,1385.13 1609.81,1398.92 1610.07,1385.13 1610.33,1316.14 1610.6,1219.56 1610.86,1054 1611.12,929.83 1611.38,791.861 \n",
       "  1611.64,778.064 1611.9,778.064 1612.16,805.658 1612.42,833.252 1612.68,874.643 1612.94,874.643 1613.2,916.033 1613.46,860.846 1613.73,847.049 1613.99,860.846 \n",
       "  1614.25,888.439 1614.51,860.846 1614.77,847.049 1615.03,819.455 1615.29,805.658 1615.55,888.439 1615.81,943.627 1616.07,971.221 1616.33,860.846 1616.59,736.674 \n",
       "  1616.86,653.893 1617.12,626.299 1617.38,584.908 1617.64,584.908 1617.9,612.502 1618.16,626.299 1618.42,626.299 1618.68,640.096 1618.94,681.486 1619.2,681.486 \n",
       "  1619.46,709.08 1619.72,902.236 1619.99,1026.41 1620.25,1136.78 1620.51,1219.56 1620.77,1274.75 1621.03,1329.94 1621.29,1357.53 1621.55,1371.33 1621.81,1385.13 \n",
       "  1622.07,1385.13 1622.33,1385.13 1622.59,1371.33 1622.85,1302.35 1623.12,1219.56 1623.38,1054 1623.64,902.236 1623.9,778.064 1624.16,750.471 1624.42,764.268 \n",
       "  1624.68,819.455 1624.94,833.252 1625.2,860.846 1625.46,860.846 1625.72,874.643 1625.98,819.455 1626.25,819.455 1626.51,847.049 1626.77,860.846 1627.03,833.252 \n",
       "  1627.29,819.455 1627.55,791.861 1627.81,805.658 1628.07,860.846 1628.33,929.83 1628.59,957.424 1628.85,860.846 1629.11,750.471 1629.38,626.299 1629.64,598.705 \n",
       "  1629.9,557.314 1630.16,557.314 1630.42,571.111 1630.68,584.908 1630.94,584.908 1631.2,584.908 1631.46,598.705 1631.72,640.096 1631.98,736.674 1632.24,860.846 \n",
       "  1632.51,985.018 1632.77,1095.39 1633.03,1191.97 1633.29,1247.16 1633.55,1288.55 1633.81,1329.94 1634.07,1357.53 1634.33,1371.33 1634.59,1357.53 1634.85,1371.33 \n",
       "  1635.11,1357.53 1635.37,1302.35 1635.64,1219.56 1635.9,1040.2 1636.16,916.033 1636.42,764.268 1636.68,736.674 1636.94,764.268 1637.2,778.064 1637.46,805.658 \n",
       "  1637.72,833.252 1637.98,819.455 1638.24,847.049 1638.5,819.455 1638.77,805.658 1639.03,819.455 1639.29,847.049 1639.55,791.861 1639.81,778.064 1640.07,764.268 \n",
       "  1640.33,778.064 1640.59,847.049 1640.85,929.83 1641.11,957.424 1641.37,833.252 1641.63,709.08 1641.89,640.096 1642.16,584.908 1642.42,529.721 1642.68,515.924 \n",
       "  1642.94,529.721 1643.2,529.721 1643.46,543.518 1643.72,515.924 1643.98,529.721 1644.24,571.111 1644.5,612.502 1644.76,695.283 1645.02,805.658 1645.29,929.83 \n",
       "  1645.55,971.221 1645.81,1095.39 1646.07,1178.17 1646.33,1233.36 1646.59,1288.55 1646.85,1316.14 1647.11,1316.14 1647.37,1329.94 1647.63,1343.74 1647.89,1274.75 \n",
       "  1648.15,1205.77 1648.42,1054 1648.68,929.83 1648.94,764.268 1649.2,722.877 1649.46,736.674 1649.72,764.268 1649.98,778.064 1650.24,833.252 1650.5,833.252 \n",
       "  1650.76,833.252 1651.02,805.658 1651.28,791.861 1651.55,833.252 1651.81,860.846 1652.07,819.455 1652.33,764.268 1652.59,750.471 1652.85,805.658 1653.11,874.643 \n",
       "  1653.37,943.627 1653.63,971.221 1653.89,860.846 1654.15,736.674 1654.41,653.893 1654.68,626.299 1654.94,543.518 1655.2,529.721 1655.46,557.314 1655.72,571.111 \n",
       "  1655.98,571.111 1656.24,557.314 1656.5,557.314 1656.76,529.721 1657.02,515.924 1657.28,529.721 1657.54,571.111 1657.81,626.299 1658.07,667.689 1658.33,764.268 \n",
       "  1658.59,764.268 1658.85,888.439 1659.11,971.221 1659.37,1040.2 1659.63,1095.39 1659.89,1233.36 1660.15,1302.35 1660.41,1343.74 1660.67,1316.14 1660.94,1274.75 \n",
       "  1661.2,1233.36 1661.46,1164.38 1661.72,1095.39 1661.98,971.221 1662.24,929.83 1662.5,819.455 1662.76,778.064 1663.02,722.877 1663.28,722.877 1663.54,695.283 \n",
       "  1663.8,695.283 1664.07,681.486 1664.33,709.08 1664.59,709.08 1664.85,736.674 1665.11,722.877 1665.37,750.471 1665.63,722.877 1665.89,791.861 1666.15,833.252 \n",
       "  1666.41,764.268 1666.67,653.893 1666.93,612.502 1667.2,543.518 1667.46,515.924 1667.72,529.721 1667.98,571.111 1668.24,612.502 1668.5,640.096 1668.76,612.502 \n",
       "  1669.02,571.111 1669.28,529.721 1669.54,502.127 1669.8,502.127 1670.06,529.721 1670.33,571.111 1670.59,612.502 1670.85,667.689 1671.11,722.877 1671.37,805.658 \n",
       "  1671.63,874.643 1671.89,957.424 1672.15,1040.2 1672.41,1205.77 1672.67,1316.14 1672.93,1329.94 1673.19,1329.94 1673.46,1288.55 1673.72,1302.35 1673.98,1260.95 \n",
       "  1674.24,1219.56 1674.5,1136.78 1674.76,1067.8 1675.02,971.221 1675.28,916.033 1675.54,833.252 1675.8,805.658 1676.06,778.064 1676.32,764.268 1676.59,764.268 \n",
       "  1676.85,764.268 1677.11,778.064 1677.37,791.861 1677.63,805.658 1677.89,819.455 1678.15,874.643 1678.41,902.236 1678.67,929.83 1678.93,860.846 1679.19,791.861 \n",
       "  1679.45,750.471 1679.71,736.674 1679.98,736.674 1680.24,736.674 1680.5,778.064 1680.76,791.861 1681.02,833.252 1681.28,819.455 1681.54,819.455 1681.8,860.846 \n",
       "  1682.06,929.83 1682.32,971.221 1682.58,1054 1682.84,1150.58 1683.11,1219.56 1683.37,1274.75 1683.63,1302.35 1683.89,1329.94 1684.15,1357.53 1684.41,1371.33 \n",
       "  1684.67,1357.53 1684.93,1357.53 1685.19,1371.33 1685.45,1329.94 1685.71,1274.75 1685.97,1191.97 1686.24,1122.99 1686.5,1040.2 1686.76,985.018 1687.02,916.033 \n",
       "  1687.28,916.033 1687.54,902.236 1687.8,943.627 1688.06,929.83 1688.32,943.627 1688.58,902.236 1688.84,902.236 1689.1,902.236 1689.37,902.236 1689.63,874.643 \n",
       "  1689.89,860.846 1690.15,833.252 1690.41,847.049 1690.67,860.846 1690.93,888.439 1691.19,902.236 1691.45,833.252 1691.71,778.064 1691.97,695.283 1692.23,584.908 \n",
       "  1692.5,598.705 1692.76,681.486 1693.02,681.486 1693.28,695.283 1693.54,709.08 1693.8,764.268 1694.06,833.252 1694.32,916.033 1694.58,943.627 1694.84,1081.6 \n",
       "  1695.1,1150.58 1695.36,1233.36 1695.63,1260.95 1695.89,1316.14 1696.15,1357.53 1696.41,1385.13 1696.67,1398.92 1696.93,1398.92 1697.19,1398.92 1697.45,1398.92 \n",
       "  1697.71,1385.13 1697.97,1302.35 1698.23,1233.36 1698.49,1054 1698.76,929.83 1699.02,791.861 1699.28,750.471 1699.54,764.268 1699.8,791.861 1700.06,805.658 \n",
       "  1700.32,874.643 1700.58,847.049 1700.84,888.439 1701.1,847.049 1701.36,847.049 1701.62,847.049 1701.89,860.846 1702.15,833.252 1702.41,819.455 1702.67,805.658 \n",
       "  1702.93,805.658 1703.19,847.049 1703.45,929.83 1703.71,957.424 1703.97,888.439 1704.23,764.268 1704.49,667.689 1704.75,640.096 1705.02,626.299 1705.28,626.299 \n",
       "  1705.54,653.893 1705.8,653.893 1706.06,640.096 1706.32,626.299 1706.58,681.486 1706.84,778.064 1707.1,860.846 1707.36,971.221 1707.62,1054 1707.88,1164.38 \n",
       "  1708.15,1233.36 1708.41,1288.55 1708.67,1316.14 1708.93,1343.74 1709.19,1371.33 1709.45,1385.13 1709.71,1385.13 1709.97,1385.13 1710.23,1371.33 1710.49,1302.35 \n",
       "  1710.75,1219.56 1711.01,1040.2 1711.28,902.236 1711.54,764.268 1711.8,736.674 1712.06,736.674 1712.32,778.064 1712.58,805.658 1712.84,847.049 1713.1,805.658 \n",
       "  1713.36,847.049 1713.62,805.658 1713.88,819.455 1714.14,805.658 1714.4,833.252 1714.67,819.455 1714.93,791.861 1715.19,778.064 1715.45,791.861 1715.71,874.643 \n",
       "  1715.97,943.627 1716.23,957.424 1716.49,833.252 1716.75,722.877 1717.01,681.486 1717.27,653.893 1717.53,626.299 1717.8,529.721 1718.06,571.111 1718.32,612.502 \n",
       "  1718.58,543.518 1718.84,626.299 1719.1,667.689 1719.36,584.908 1719.62,750.471 1719.88,888.439 1720.14,998.814 1720.4,1095.39 1720.66,1164.38 1720.93,1260.95 \n",
       "  1721.19,1302.35 1721.45,1343.74 1721.71,1357.53 1721.97,1371.33 1722.23,1357.53 1722.49,1371.33 1722.75,1371.33 1723.01,1288.55 1723.27,1205.77 1723.53,1012.61 \n",
       "  1723.79,888.439 1724.06,695.283 1724.32,709.08 1724.58,695.283 1724.84,736.674 1725.1,736.674 1725.36,764.268 1725.62,805.658 1725.88,860.846 1726.14,819.455 \n",
       "  1726.4,833.252 1726.66,860.846 1726.92,874.643 1727.19,819.455 1727.45,805.658 1727.71,778.064 1727.97,791.861 1728.23,874.643 1728.49,916.033 1728.75,929.83 \n",
       "  1729.01,833.252 1729.27,695.283 1729.53,612.502 1729.79,598.705 1730.05,529.721 1730.32,515.924 1730.58,543.518 1730.84,571.111 1731.1,543.518 1731.36,502.127 \n",
       "  1731.62,543.518 1731.88,571.111 1732.14,598.705 1732.4,626.299 1732.66,778.064 1732.92,916.033 1733.18,1012.61 1733.45,1095.39 1733.71,1178.17 1733.97,1219.56 \n",
       "  1734.23,1274.75 1734.49,1302.35 1734.75,1316.14 1735.01,1343.74 1735.27,1343.74 1735.53,1288.55 1735.79,1233.36 1736.05,1040.2 1736.31,929.83 1736.58,764.268 \n",
       "  1736.84,750.471 1737.1,750.471 1737.36,778.064 1737.62,805.658 1737.88,847.049 1738.14,833.252 1738.4,847.049 1738.66,805.658 1738.92,791.861 1739.18,833.252 \n",
       "  1739.44,847.049 1739.71,819.455 1739.97,778.064 1740.23,764.268 1740.49,778.064 1740.75,874.643 1741.01,929.83 1741.27,957.424 1741.53,847.049 1741.79,709.08 \n",
       "  1742.05,653.893 1742.31,584.908 1742.57,529.721 1742.84,515.924 1743.1,529.721 1743.36,543.518 1743.62,543.518 1743.88,515.924 1744.14,515.924 1744.4,529.721 \n",
       "  1744.66,515.924 1744.92,543.518 1745.18,584.908 1745.44,598.705 1745.7,667.689 1745.97,736.674 1746.23,764.268 1746.49,874.643 1746.75,957.424 1747.01,1026.41 \n",
       "  1747.27,1081.6 1747.53,1233.36 1747.79,1302.35 1748.05,1329.94 1748.31,1329.94 1748.57,1288.55 1748.83,1247.16 1749.1,1150.58 1749.36,1095.39 1749.62,985.018 \n",
       "  1749.88,957.424 1750.14,860.846 1750.4,860.846 1750.66,791.861 1750.92,764.268 1751.18,709.08 1751.44,709.08 1751.7,695.283 1751.96,709.08 1752.22,695.283 \n",
       "  1752.49,709.08 1752.75,695.283 1753.01,695.283 1753.27,722.877 1753.53,791.861 1753.79,847.049 1754.05,791.861 1754.31,653.893 1754.57,598.705 1754.83,529.721 \n",
       "  1755.09,488.33 1755.35,502.127 1755.62,571.111 1755.88,598.705 1756.14,598.705 1756.4,571.111 1756.66,543.518 1756.92,502.127 1757.18,474.533 1757.44,446.939 \n",
       "  1757.7,474.533 1757.96,543.518 1758.22,557.314 1758.48,640.096 1758.75,695.283 1759.01,778.064 1759.27,874.643 1759.53,957.424 1759.79,1040.2 1760.05,1205.77 \n",
       "  1760.31,1288.55 1760.57,1329.94 1760.83,1329.94 1761.09,1302.35 1761.35,1274.75 1761.61,1219.56 1761.88,1205.77 1762.14,1122.99 1762.4,1054 1762.66,957.424 \n",
       "  1762.92,916.033 1763.18,819.455 1763.44,791.861 1763.7,722.877 1763.96,695.283 1764.22,681.486 1764.48,681.486 1764.74,695.283 1765.01,695.283 1765.27,722.877 \n",
       "  1765.53,736.674 1765.79,750.471 1766.05,805.658 1766.31,860.846 1766.57,819.455 1766.83,736.674 1767.09,722.877 1767.35,695.283 1767.61,681.486 1767.87,681.486 \n",
       "  1768.14,764.268 1768.4,805.658 1768.66,819.455 1768.92,833.252 1769.18,874.643 1769.44,929.83 1769.7,1026.41 1769.96,1095.39 1770.22,1164.38 1770.48,1219.56 \n",
       "  1770.74,1288.55 1771,1343.74 1771.27,1357.53 1771.53,1385.13 1771.79,1398.92 1772.05,1398.92 1772.31,1385.13 1772.57,1385.13 1772.83,1357.53 1773.09,1288.55 \n",
       "  1773.35,1205.77 1773.61,1054 1773.87,943.627 1774.13,833.252 1774.4,805.658 1774.66,819.455 1774.92,833.252 1775.18,847.049 1775.44,888.439 1775.7,888.439 \n",
       "  1775.96,888.439 1776.22,874.643 1776.48,860.846 1776.74,874.643 1777,888.439 1777.26,874.643 1777.53,833.252 1777.79,819.455 1778.05,805.658 1778.31,860.846 \n",
       "  1778.57,888.439 1778.83,916.033 1779.09,805.658 1779.35,722.877 1779.61,640.096 1779.87,598.705 1780.13,612.502 1780.39,640.096 1780.66,681.486 1780.92,709.08 \n",
       "  1781.18,695.283 1781.44,722.877 1781.7,750.471 1781.96,860.846 1782.22,971.221 1782.48,1054 1782.74,1136.78 1783,1219.56 1783.26,1274.75 1783.52,1316.14 \n",
       "  1783.79,1343.74 1784.05,1371.33 1784.31,1385.13 1784.57,1398.92 1784.83,1385.13 1785.09,1385.13 1785.35,1371.33 1785.61,1302.35 1785.87,1233.36 1786.13,1040.2 \n",
       "  1786.39,929.83 1786.65,778.064 1786.91,736.674 1787.18,764.268 1787.44,791.861 1787.7,819.455 1787.96,860.846 1788.22,888.439 1788.48,874.643 1788.74,833.252 \n",
       "  1789,819.455 1789.26,833.252 1789.52,874.643 1789.78,860.846 1790.04,819.455 1790.31,819.455 1790.57,791.861 1790.83,847.049 1791.09,916.033 1791.35,929.83 \n",
       "  1791.61,833.252 1791.87,709.08 1792.13,640.096 1792.39,612.502 1792.65,584.908 1792.91,571.111 1793.17,598.705 1793.44,598.705 1793.7,557.314 1793.96,612.502 \n",
       "  1794.22,653.893 1794.48,709.08 1794.74,819.455 1795,902.236 1795.26,1040.2 1795.52,1136.78 1795.78,1219.56 1796.04,1274.75 1796.3,1316.14 1796.57,1343.74 \n",
       "  1796.83,1357.53 1797.09,1371.33 1797.35,1371.33 1797.61,1385.13 1797.87,1371.33 1798.13,1288.55 1798.39,1178.17 1798.65,998.814 1798.91,874.643 1799.17,764.268 \n",
       "  1799.43,722.877 1799.7,736.674 1799.96,750.471 1800.22,791.861 1800.48,847.049 1800.74,833.252 1801,874.643 1801.26,819.455 1801.52,833.252 1801.78,847.049 \n",
       "  1802.04,874.643 1802.3,847.049 1802.56,819.455 1802.83,764.268 1803.09,805.658 1803.35,874.643 1803.61,943.627 1803.87,957.424 1804.13,847.049 1804.39,722.877 \n",
       "  1804.65,681.486 1804.91,626.299 1805.17,571.111 1805.43,584.908 1805.69,571.111 1805.96,557.314 1806.22,543.518 1806.48,584.908 1806.74,640.096 1807,640.096 \n",
       "  1807.26,695.283 1807.52,833.252 1807.78,985.018 1808.04,1095.39 1808.3,1178.17 1808.56,1247.16 1808.82,1302.35 1809.09,1343.74 1809.35,1371.33 1809.61,1371.33 \n",
       "  1809.87,1371.33 1810.13,1385.13 1810.39,1371.33 1810.65,1288.55 1810.91,1191.97 1811.17,1012.61 1811.43,860.846 1811.69,750.471 1811.95,681.486 1812.22,709.08 \n",
       "  1812.48,736.674 1812.74,778.064 1813,819.455 1813.26,805.658 1813.52,805.658 1813.78,764.268 1814.04,736.674 1814.3,778.064 1814.56,805.658 1814.82,819.455 \n",
       "  1815.08,791.861 1815.35,791.861 1815.61,833.252 1815.87,929.83 1816.13,985.018 1816.39,1012.61 1816.65,902.236 1816.91,764.268 1817.17,681.486 1817.43,626.299 \n",
       "  1817.69,584.908 1817.95,571.111 1818.21,543.518 1818.48,557.314 1818.74,543.518 1819,557.314 1819.26,584.908 1819.52,584.908 1819.78,626.299 1820.04,667.689 \n",
       "  1820.3,791.861 1820.56,874.643 1820.82,998.814 1821.08,1122.99 1821.34,1191.97 1821.61,1247.16 1821.87,1274.75 1822.13,1302.35 1822.39,1316.14 1822.65,1343.74 \n",
       "  1822.91,1357.53 1823.17,1302.35 1823.43,1219.56 1823.69,1040.2 1823.95,916.033 1824.21,791.861 1824.47,750.471 1824.73,764.268 1825,778.064 1825.26,791.861 \n",
       "  1825.52,833.252 1825.78,819.455 1826.04,847.049 1826.3,805.658 1826.56,805.658 1826.82,833.252 1827.08,833.252 1827.34,819.455 1827.6,764.268 1827.86,778.064 \n",
       "  1828.13,805.658 1828.39,888.439 1828.65,929.83 1828.91,943.627 1829.17,847.049 1829.43,722.877 1829.69,653.893 1829.95,571.111 1830.21,515.924 1830.47,502.127 \n",
       "  1830.73,529.721 1830.99,557.314 1831.26,557.314 1831.52,543.518 1831.78,515.924 1832.04,515.924 1832.3,515.924 1832.56,502.127 1832.82,557.314 1833.08,626.299 \n",
       "  1833.34,681.486 1833.6,750.471 1833.86,791.861 1834.12,874.643 1834.39,957.424 1834.65,1040.2 1834.91,1095.39 1835.17,1233.36 1835.43,1316.14 1835.69,1343.74 \n",
       "  1835.95,1329.94 1836.21,1288.55 1836.47,1247.16 1836.73,1178.17 1836.99,1136.78 1837.25,1026.41 1837.52,985.018 1837.78,874.643 1838.04,888.439 1838.3,805.658 \n",
       "  1838.56,764.268 1838.82,709.08 1839.08,709.08 1839.34,695.283 1839.6,695.283 1839.86,709.08 1840.12,750.471 1840.38,736.674 1840.65,722.877 1840.91,750.471 \n",
       "  1841.17,819.455 1841.43,860.846 1841.69,791.861 1841.95,681.486 1842.21,626.299 1842.47,557.314 1842.73,502.127 1842.99,529.721 1843.25,584.908 1843.51,626.299 \n",
       "  1843.78,640.096 1844.04,612.502 1844.3,571.111 1844.56,543.518 1844.82,502.127 1845.08,488.33 1845.34,515.924 1845.6,543.518 1845.86,598.705 1846.12,667.689 \n",
       "  1846.38,722.877 1846.64,805.658 1846.91,902.236 1847.17,971.221 1847.43,1040.2 1847.69,1205.77 1847.95,1302.35 1848.21,1329.94 1848.47,1329.94 1848.73,1316.14 \n",
       "  1848.99,1302.35 1849.25,1233.36 1849.51,1205.77 1849.77,1136.78 1850.04,1081.6 1850.3,957.424 1850.56,916.033 1850.82,805.658 1851.08,805.658 1851.34,750.471 \n",
       "  1851.6,736.674 1851.86,709.08 1852.12,750.471 1852.38,750.471 1852.64,750.471 1852.9,736.674 1853.17,764.268 1853.43,764.268 1853.69,819.455 1853.95,860.846 \n",
       "  1854.21,833.252 1854.47,778.064 1854.73,750.471 1854.99,736.674 1855.25,764.268 1855.51,778.064 1855.77,819.455 1856.03,847.049 1856.3,902.236 1856.56,888.439 \n",
       "  1856.82,943.627 1857.08,998.814 1857.34,1054 1857.6,1109.19 1857.86,1164.38 1858.12,1233.36 1858.38,1302.35 1858.64,1343.74 1858.9,1357.53 1859.16,1385.13 \n",
       "  1859.43,1398.92 1859.69,1398.92 1859.95,1385.13 1860.21,1371.33 1860.47,1357.53 1860.73,1288.55 1860.99,1205.77 1861.25,1067.8 1861.51,957.424 1861.77,847.049 \n",
       "  1862.03,819.455 1862.29,833.252 1862.55,833.252 1862.82,860.846 1863.08,902.236 1863.34,888.439 1863.6,943.627 1863.86,888.439 1864.12,874.643 1864.38,888.439 \n",
       "  1864.64,916.033 1864.9,888.439 1865.16,860.846 1865.42,833.252 1865.68,805.658 1865.95,847.049 1866.21,888.439 1866.47,916.033 1866.73,819.455 1866.99,736.674 \n",
       "  1867.25,667.689 1867.51,626.299 1867.77,598.705 1868.03,640.096 1868.29,695.283 1868.55,709.08 1868.81,709.08 1869.08,722.877 1869.34,764.268 1869.6,819.455 \n",
       "  1869.86,916.033 1870.12,985.018 1870.38,1081.6 1870.64,1191.97 1870.9,1260.95 1871.16,1316.14 1871.42,1343.74 1871.68,1357.53 1871.94,1385.13 1872.21,1385.13 \n",
       "  1872.47,1385.13 1872.73,1398.92 1872.99,1371.33 1873.25,1302.35 1873.51,1233.36 1873.77,1054 1874.03,929.83 1874.29,791.861 1874.55,778.064 1874.81,778.064 \n",
       "  1875.07,819.455 1875.34,833.252 1875.6,874.643 1875.86,860.846 1876.12,902.236 1876.38,847.049 1876.64,833.252 1876.9,860.846 1877.16,888.439 1877.42,847.049 \n",
       "  1877.68,833.252 1877.94,805.658 1878.2,805.658 1878.47,860.846 1878.73,929.83 1878.99,971.221 1879.25,860.846 1879.51,764.268 1879.77,681.486 1880.03,653.893 \n",
       "  1880.29,640.096 1880.55,653.893 1880.81,626.299 1881.07,640.096 1881.33,626.299 1881.6,626.299 1881.86,667.689 1882.12,722.877 1882.38,778.064 1882.64,902.236 \n",
       "  1882.9,1026.41 1883.16,1136.78 1883.42,1219.56 1883.68,1260.95 1883.94,1302.35 1884.2,1343.74 1884.46,1371.33 1884.73,1371.33 1884.99,1371.33 1885.25,1385.13 \n",
       "  1885.51,1371.33 1885.77,1316.14 1886.03,1233.36 1886.29,1067.8 1886.55,929.83 1886.81,778.064 1887.07,778.064 1887.33,764.268 1887.59,791.861 1887.86,819.455 \n",
       "  1888.12,874.643 1888.38,874.643 1888.64,902.236 1888.9,860.846 1889.16,847.049 1889.42,847.049 1889.68,860.846 1889.94,833.252 1890.2,819.455 1890.46,791.861 \n",
       "  1890.72,778.064 1890.99,874.643 1891.25,929.83 1891.51,971.221 1891.77,833.252 1892.03,695.283 1892.29,681.486 1892.55,626.299 1892.81,557.314 1893.07,571.111 \n",
       "  1893.33,584.908 1893.59,584.908 1893.85,584.908 1894.12,584.908 1894.38,612.502 1894.64,640.096 1894.9,736.674 1895.16,805.658 1895.42,971.221 1895.68,1081.6 \n",
       "  1895.94,1164.38 1896.2,1233.36 1896.46,1274.75 1896.72,1329.94 1896.98,1343.74 1897.24,1357.53 1897.51,1357.53 1897.77,1371.33 1898.03,1357.53 1898.29,1274.75 \n",
       "  1898.55,1205.77 1898.81,1026.41 1899.07,916.033 1899.33,778.064 1899.59,764.268 1899.85,764.268 1900.11,778.064 1900.37,791.861 1900.64,833.252 1900.9,833.252 \n",
       "  1901.16,860.846 1901.42,819.455 1901.68,805.658 1901.94,833.252 1902.2,847.049 1902.46,819.455 1902.72,805.658 1902.98,778.064 1903.24,791.861 1903.5,874.643 \n",
       "  1903.77,943.627 1904.03,985.018 1904.29,888.439 1904.55,764.268 1904.81,695.283 1905.07,626.299 1905.33,584.908 1905.59,584.908 1905.85,557.314 1906.11,557.314 \n",
       "  1906.37,557.314 1906.63,557.314 1906.9,584.908 1907.16,584.908 1907.42,584.908 1907.68,681.486 1907.94,764.268 1908.2,860.846 1908.46,985.018 1908.72,1081.6 \n",
       "  1908.98,1136.78 1909.24,1191.97 1909.5,1247.16 1909.76,1288.55 1910.03,1288.55 1910.29,1329.94 1910.55,1343.74 1910.81,1302.35 1911.07,1205.77 1911.33,1054 \n",
       "  1911.59,943.627 1911.85,791.861 1912.11,750.471 1912.37,736.674 1912.63,778.064 1912.89,805.658 1913.16,819.455 1913.42,819.455 1913.68,833.252 1913.94,791.861 \n",
       "  1914.2,791.861 1914.46,791.861 1914.72,819.455 1914.98,791.861 1915.24,736.674 1915.5,736.674 1915.76,764.268 1916.02,860.846 1916.29,929.83 1916.55,971.221 \n",
       "  1916.81,860.846 1917.07,750.471 1917.33,709.08 1917.59,626.299 1917.85,557.314 1918.11,557.314 1918.37,571.111 1918.63,515.924 1918.89,515.924 1919.15,502.127 \n",
       "  1919.42,515.924 1919.68,529.721 1919.94,529.721 1920.2,529.721 1920.46,571.111 1920.72,584.908 1920.98,584.908 1921.24,626.299 1921.5,640.096 1921.76,709.08 \n",
       "  1922.02,764.268 1922.28,833.252 1922.55,929.83 1922.81,1081.6 1923.07,1191.97 1923.33,1247.16 1923.59,1260.95 1923.85,1247.16 1924.11,1233.36 1924.37,1136.78 \n",
       "  1924.63,1109.19 1924.89,1012.61 1925.15,957.424 1925.41,805.658 1925.68,791.861 1925.94,667.689 1926.2,640.096 1926.46,612.502 1926.72,571.111 1926.98,529.721 \n",
       "  1927.24,557.314 1927.5,571.111 1927.76,612.502 1928.02,640.096 1928.28,640.096 1928.54,681.486 1928.81,750.471 1929.07,805.658 1929.33,722.877 1929.59,626.299 \n",
       "  1929.85,571.111 1930.11,502.127 1930.37,460.736 1930.63,502.127 1930.89,529.721 1931.15,543.518 1931.41,598.705 1931.67,584.908 1931.94,529.721 1932.2,529.721 \n",
       "  1932.46,543.518 1932.72,543.518 1932.98,571.111 1933.24,653.893 1933.5,88.2208 1933.76,226.19 1934.02,998.814 1934.28,1026.41 1934.54,1109.19 1934.8,1178.17 \n",
       "  1935.06,1233.36 1935.33,1302.35 1935.59,1274.75 1935.85,1274.75 1936.11,1302.35 1936.37,1274.75 1936.63,1274.75 1936.89,1247.16 1937.15,1233.36 1937.41,1150.58 \n",
       "  1937.67,1109.19 1937.93,1026.41 1938.19,971.221 1938.46,874.643 1938.72,860.846 1938.98,805.658 1939.24,791.861 1939.5,764.268 1939.76,791.861 1940.02,778.064 \n",
       "  1940.28,764.268 1940.54,819.455 1940.8,833.252 1941.06,833.252 1941.32,847.049 1941.59,888.439 1941.85,847.049 1942.11,778.064 1942.37,750.471 1942.63,695.283 \n",
       "  1942.89,653.893 1943.15,695.283 1943.41,722.877 1943.67,764.268 1943.93,819.455 1944.19,833.252 1944.45,847.049 1944.72,916.033 1944.98,998.814 1945.24,1095.39 \n",
       "  1945.5,1150.58 1945.76,1247.16 1946.02,1302.35 1946.28,1343.74 1946.54,1371.33 1946.8,1385.13 1947.06,1398.92 1947.32,1398.92 1947.58,1385.13 1947.85,1385.13 \n",
       "  1948.11,1357.53 1948.37,1288.55 1948.63,1178.17 1948.89,1012.61 1949.15,943.627 1949.41,819.455 1949.67,819.455 1949.93,819.455 1950.19,819.455 1950.45,847.049 \n",
       "  1950.71,902.236 1950.98,888.439 1951.24,916.033 1951.5,874.643 1951.76,874.643 1952.02,860.846 1952.28,888.439 1952.54,860.846 1952.8,847.049 1953.06,819.455 \n",
       "  1953.32,805.658 1953.58,860.846 1953.84,888.439 1954.11,929.83 1954.37,847.049 1954.63,750.471 1954.89,667.689 1955.15,653.893 1955.41,640.096 1955.67,667.689 \n",
       "  1955.93,681.486 1956.19,709.08 1956.45,722.877 1956.71,764.268 1956.97,736.674 1957.24,819.455 1957.5,943.627 1957.76,1012.61 1958.02,1081.6 1958.28,1164.38 \n",
       "  1958.54,1247.16 1958.8,1329.94 1959.06,1357.53 1959.32,1371.33 1959.58,1385.13 1959.84,1398.92 1960.1,1398.92 1960.37,1385.13 1960.63,1371.33 1960.89,1302.35 \n",
       "  1961.15,1205.77 1961.41,1026.41 1961.67,943.627 1961.93,819.455 1962.19,805.658 1962.45,791.861 1962.71,819.455 1962.97,847.049 1963.23,888.439 1963.5,874.643 \n",
       "  1963.76,888.439 1964.02,847.049 1964.28,833.252 1964.54,860.846 1964.8,888.439 1965.06,833.252 1965.32,819.455 1965.58,805.658 1965.84,805.658 1966.1,860.846 \n",
       "  1966.36,957.424 1966.63,985.018 1966.89,902.236 1967.15,819.455 1967.41,722.877 1967.67,681.486 1967.93,667.689 1968.19,653.893 1968.45,653.893 1968.71,667.689 \n",
       "  1968.97,653.893 1969.23,667.689 1969.49,681.486 1969.75,764.268 1970.02,833.252 1970.28,929.83 1970.54,1040.2 1970.8,1150.58 1971.06,1233.36 1971.32,1274.75 \n",
       "  1971.58,1316.14 1971.84,1343.74 1972.1,1371.33 1972.36,1385.13 1972.62,1371.33 1972.88,1385.13 1973.15,1371.33 1973.41,1302.35 1973.67,1219.56 1973.93,1040.2 \n",
       "  1974.19,902.236 1974.45,764.268 1974.71,764.268 1974.97,750.471 1975.23,778.064 1975.49,778.064 1975.75,860.846 1976.01,860.846 1976.28,874.643 1976.54,819.455 \n",
       "  1976.8,819.455 1977.06,833.252 1977.32,860.846 1977.58,833.252 1977.84,819.455 1978.1,805.658 1978.36,791.861 1978.62,888.439 1978.88,971.221 1979.14,998.814 \n",
       "  1979.41,888.439 1979.67,791.861 1979.93,695.283 1980.19,653.893 1980.45,626.299 1980.71,626.299 1980.97,626.299 1981.23,640.096 1981.49,612.502 1981.75,612.502 \n",
       "  1982.01,626.299 1982.27,653.893 1982.54,722.877 1982.8,847.049 1983.06,971.221 1983.32,1095.39 1983.58,1164.38 1983.84,1233.36 1984.1,1288.55 1984.36,1329.94 \n",
       "  1984.62,1343.74 1984.88,1357.53 1985.14,1357.53 1985.4,1371.33 1985.67,1357.53 1985.93,1288.55 1986.19,1178.17 1986.45,971.221 1986.71,847.049 1986.97,722.877 \n",
       "  1987.23,709.08 1987.49,709.08 1987.75,750.471 1988.01,750.471 1988.27,791.861 1988.53,791.861 1988.8,833.252 1989.06,805.658 1989.32,805.658 1989.58,847.049 \n",
       "  1989.84,847.049 1990.1,833.252 1990.36,819.455 1990.62,819.455 1990.88,847.049 1991.14,916.033 1991.4,985.018 1991.66,1012.61 1991.93,902.236 1992.19,778.064 \n",
       "  1992.45,695.283 1992.71,626.299 1992.97,598.705 1993.23,571.111 1993.49,557.314 1993.75,571.111 1994.01,571.111 1994.27,543.518 1994.53,557.314 1994.79,612.502 \n",
       "  1995.06,653.893 1995.32,709.08 1995.58,819.455 1995.84,957.424 1996.1,1054 1996.36,1136.78 1996.62,1205.77 1996.88,1247.16 1997.14,1274.75 1997.4,1302.35 \n",
       "  1997.66,1316.14 1997.92,1343.74 1998.19,1343.74 1998.45,1288.55 1998.71,1191.97 1998.97,1040.2 1999.23,929.83 1999.49,778.064 1999.75,778.064 2000.01,791.861 \n",
       "  2000.27,805.658 2000.53,833.252 2000.79,847.049 2001.05,833.252 2001.32,860.846 2001.58,805.658 2001.84,805.658 2002.1,833.252 2002.36,819.455 2002.62,764.268 \n",
       "  2002.88,764.268 2003.14,791.861 2003.4,819.455 2003.66,902.236 2003.92,971.221 2004.18,998.814 2004.45,902.236 2004.71,778.064 2004.97,695.283 2005.23,598.705 \n",
       "  2005.49,543.518 2005.75,502.127 2006.01,515.924 2006.27,502.127 2006.53,502.127 2006.79,515.924 2007.05,502.127 2007.31,488.33 2007.57,502.127 2007.84,515.924 \n",
       "  2008.1,557.314 2008.36,612.502 2008.62,681.486 2008.88,736.674 2009.14,778.064 2009.4,860.846 2009.66,957.424 2009.92,1040.2 2010.18,1095.39 2010.44,1247.16 \n",
       "  2010.7,1316.14 2010.97,1343.74 2011.23,1329.94 2011.49,1274.75 2011.75,1260.95 2012.01,1178.17 2012.27,1136.78 2012.53,998.814 2012.79,971.221 2013.05,847.049 \n",
       "  2013.31,847.049 2013.57,764.268 2013.83,750.471 2014.1,681.486 2014.36,667.689 2014.62,653.893 2014.88,667.689 2015.14,653.893 2015.4,681.486 2015.66,653.893 \n",
       "  2015.92,667.689 2016.18,681.486 2016.44,805.658 2016.7,902.236 2016.96,819.455 2017.23,681.486 2017.49,571.111 2017.75,502.127 2018.01,474.533 2018.27,515.924 \n",
       "  2018.53,557.314 2018.79,598.705 2019.05,626.299 2019.31,598.705 2019.57,529.721 2019.83,502.127 2020.09,474.533 2020.36,474.533 2020.62,515.924 2020.88,571.111 \n",
       "  2021.14,626.299 2021.4,667.689 2021.66,709.08 2021.92,805.658 2022.18,888.439 2022.44,971.221 2022.7,1040.2 2022.96,1205.77 2023.22,1302.35 2023.49,1329.94 \n",
       "  2023.75,1329.94 2024.01,1316.14 2024.27,1302.35 2024.53,1260.95 2024.79,1219.56 2025.05,1109.19 2025.31,1054 2025.57,943.627 2025.83,902.236 2026.09,805.658 \n",
       "  2026.35,791.861 2026.62,764.268 2026.88,736.674 2027.14,695.283 2027.4,709.08 2027.66,736.674 2027.92,722.877 2028.18,736.674 2028.44,750.471 2028.7,750.471 \n",
       "  2028.96,805.658 2029.22,860.846 2029.48,805.658 2029.75,764.268 2030.01,736.674 2030.27,750.471 2030.53,764.268 2030.79,805.658 2031.05,860.846 2031.31,847.049 \n",
       "  2031.57,888.439 2031.83,902.236 2032.09,929.83 2032.35,971.221 2032.61,1054 2032.88,1109.19 2033.14,1178.17 2033.4,1247.16 2033.66,1302.35 2033.92,1343.74 \n",
       "  2034.18,1357.53 2034.44,1385.13 2034.7,1398.92 2034.96,1398.92 2035.22,1385.13 2035.48,1385.13 2035.74,1357.53 2036.01,1288.55 2036.27,1219.56 2036.53,1054 \n",
       "  2036.79,957.424 2037.05,860.846 2037.31,833.252 2037.57,833.252 2037.83,833.252 2038.09,874.643 2038.35,902.236 2038.61,916.033 2038.87,929.83 2039.14,888.439 \n",
       "  2039.4,888.439 2039.66,902.236 2039.92,916.033 2040.18,874.643 2040.44,847.049 2040.7,833.252 2040.96,805.658 2041.22,860.846 2041.48,916.033 2041.74,916.033 \n",
       "  2042,847.049 2042.27,764.268 2042.53,667.689 2042.79,653.893 2043.05,653.893 2043.31,681.486 2043.57,695.283 2043.83,722.877 2044.09,722.877 2044.35,736.674 \n",
       "  2044.61,736.674 2044.87,847.049 2045.13,929.83 2045.39,1012.61 2045.66,1095.39 2045.92,1191.97 2046.18,1247.16 2046.44,1302.35 2046.7,1329.94 2046.96,1357.53 \n",
       "  2047.22,1385.13 2047.48,1385.13 2047.74,1385.13 2048,1385.13 2048.26,1385.13 2048.52,1329.94 2048.79,1260.95 2049.05,1122.99 2049.31,1026.41 2049.57,888.439 \n",
       "  2049.83,860.846 2050.09,833.252 2050.35,833.252 2050.61,860.846 2050.87,902.236 2051.13,902.236 2051.39,916.033 2051.65,902.236 2051.92,902.236 2052.18,916.033 \n",
       "  2052.44,916.033 2052.7,902.236 2052.96,888.439 2053.22,888.439 2053.48,888.439 2053.74,929.83 2054,998.814 2054.26,1026.41 2054.52,929.83 2054.78,819.455 \n",
       "  2055.05,736.674 2055.31,667.689 2055.57,653.893 2055.83,681.486 2056.09,695.283 2056.35,695.283 2056.61,681.486 2056.87,667.689 2057.13,709.08 2057.39,764.268 \n",
       "  2057.65,860.846 2057.91,985.018 2058.18,1081.6 2058.44,1178.17 2058.7,1233.36 2058.96,1288.55 2059.22,1329.94 2059.48,1343.74 2059.74,1371.33 2060,1385.13 \n",
       "  2060.26,1385.13 2060.52,1385.13 2060.78,1371.33 2061.04,1316.14 2061.31,1219.56 2061.57,1040.2 2061.83,916.033 2062.09,764.268 2062.35,764.268 2062.61,764.268 \n",
       "  2062.87,805.658 2063.13,833.252 2063.39,874.643 2063.65,847.049 2063.91,860.846 2064.17,819.455 2064.44,833.252 2064.7,888.439 2064.96,874.643 2065.22,847.049 \n",
       "  2065.48,819.455 2065.74,819.455 2066,833.252 2066.26,888.439 2066.52,971.221 2066.78,1012.61 2067.04,902.236 2067.3,805.658 2067.57,709.08 2067.83,653.893 \n",
       "  2068.09,626.299 2068.35,584.908 2068.61,626.299 2068.87,626.299 2069.13,598.705 2069.39,598.705 2069.65,612.502 2069.91,653.893 2070.17,722.877 2070.43,847.049 \n",
       "  2070.7,998.814 2070.96,1095.39 2071.22,1178.17 2071.48,1247.16 2071.74,1288.55 2072,1329.94 2072.26,1357.53 2072.52,1371.33 2072.78,1357.53 2073.04,1385.13 \n",
       "  2073.3,1371.33 2073.56,1302.35 2073.83,1219.56 2074.09,1026.41 2074.35,916.033 2074.61,778.064 2074.87,750.471 2075.13,764.268 2075.39,791.861 2075.65,819.455 \n",
       "  2075.91,860.846 2076.17,847.049 2076.43,847.049 2076.69,791.861 2076.96,805.658 2077.22,847.049 2077.48,847.049 2077.74,791.861 2078,791.861 2078.26,791.861 \n",
       "  2078.52,819.455 2078.78,888.439 2079.04,985.018 2079.3,1012.61 2079.56,888.439 2079.82,778.064 2080.08,695.283 2080.35,653.893 2080.61,612.502 2080.87,571.111 \n",
       "  2081.13,557.314 2081.39,543.518 2081.65,529.721 2081.91,571.111 2082.17,598.705 2082.43,626.299 2082.69,667.689 2082.95,736.674 2083.21,833.252 2083.48,943.627 \n",
       "  2083.74,1040.2 2084,1136.78 2084.26,1205.77 2084.52,1260.95 2084.78,1288.55 2085.04,1329.94 2085.3,1316.14 2085.56,1357.53 2085.82,1357.53 2086.08,1288.55 \n",
       "  2086.34,1205.77 2086.61,1026.41 2086.87,902.236 2087.13,750.471 2087.39,736.674 2087.65,736.674 2087.91,791.861 2088.17,805.658 2088.43,833.252 2088.69,833.252 \n",
       "  2088.95,833.252 2089.21,819.455 2089.47,819.455 2089.74,847.049 2090,860.846 2090.26,819.455 2090.52,791.861 2090.78,778.064 2091.04,805.658 2091.3,888.439 \n",
       "  2091.56,943.627 2091.82,985.018 2092.08,874.643 2092.34,736.674 2092.6,640.096 2092.87,571.111 2093.13,502.127 2093.39,515.924 2093.65,543.518 2093.91,543.518 \n",
       "  2094.17,529.721 2094.43,502.127 2094.69,515.924 2094.95,515.924 2095.21,515.924 2095.47,543.518 2095.73,584.908 2096,612.502 2096.26,667.689 2096.52,736.674 \n",
       "  2096.78,778.064 2097.04,874.643 2097.3,971.221 2097.56,1026.41 2097.82,1095.39 2098.08,1260.95 2098.34,1316.14 2098.6,1343.74 2098.86,1329.94 2099.13,1288.55 \n",
       "  2099.39,1274.75 2099.65,1205.77 2099.91,1150.58 2100.17,1026.41 2100.43,985.018 2100.69,860.846 2100.95,874.643 2101.21,791.861 2101.47,778.064 2101.73,709.08 \n",
       "  2101.99,695.283 2102.26,667.689 2102.52,681.486 2102.78,695.283 2103.04,695.283 2103.3,681.486 2103.56,681.486 2103.82,722.877 2104.08,819.455 2104.34,929.83 \n",
       "  2104.6,833.252 2104.86,695.283 2105.12,612.502 2105.39,543.518 2105.65,502.127 2105.91,515.924 2106.17,584.908 2106.43,626.299 2106.69,640.096 2106.95,612.502 \n",
       "  2107.21,529.721 2107.47,543.518 2107.73,502.127 2107.99,474.533 2108.25,529.721 2108.52,571.111 2108.78,612.502 2109.04,667.689 2109.3,722.877 2109.56,805.658 \n",
       "  2109.82,874.643 2110.08,957.424 2110.34,1026.41 2110.6,1205.77 2110.86,1302.35 2111.12,1329.94 2111.38,1343.74 2111.65,1316.14 2111.91,1302.35 2112.17,1274.75 \n",
       "  2112.43,1233.36 2112.69,1150.58 2112.95,1081.6 2113.21,985.018 2113.47,929.83 2113.73,805.658 2113.99,778.064 2114.25,750.471 2114.51,695.283 2114.78,695.283 \n",
       "  2115.04,695.283 2115.3,722.877 2115.56,722.877 2115.82,736.674 2116.08,764.268 2116.34,778.064 2116.6,805.658 2116.86,888.439 2117.12,833.252 2117.38,778.064 \n",
       "  2117.64,764.268 2117.9,764.268 2118.17,791.861 2118.43,833.252 2118.69,888.439 2118.95,860.846 2119.21,902.236 2119.47,929.83 2119.73,985.018 2119.99,985.018 \n",
       "  2120.25,1040.2 2120.51,1067.8 2120.77,1164.38 2121.03,1247.16 2121.3,1302.35 2121.56,1343.74 2121.82,1357.53 2122.08,1385.13 2122.34,1385.13 2122.6,1398.92 \n",
       "  2122.86,1385.13 2123.12,1385.13 2123.38,1357.53 2123.64,1274.75 2123.9,1178.17 2124.16,1040.2 2124.43,943.627 2124.69,860.846 2124.95,805.658 2125.21,791.861 \n",
       "  2125.47,833.252 2125.73,860.846 2125.99,902.236 2126.25,860.846 2126.51,929.83 2126.77,874.643 2127.03,860.846 2127.29,860.846 2127.56,847.049 2127.82,819.455 \n",
       "  2128.08,778.064 2128.34,805.658 2128.6,860.846 2128.86,943.627 2129.12,985.018 2129.38,985.018 2129.64,902.236 2129.9,805.658 2130.16,750.471 2130.42,736.674 \n",
       "  2130.69,722.877 2130.95,709.08 2131.21,736.674 2131.47,778.064 2131.73,750.471 2131.99,778.064 2132.25,805.658 2132.51,888.439 2132.77,929.83 2133.03,1054 \n",
       "  2133.29,1109.19 2133.55,1191.97 2133.82,1247.16 2134.08,1316.14 2134.34,1357.53 2134.6,1371.33 2134.86,1385.13 2135.12,1398.92 2135.38,1385.13 2135.64,1398.92 \n",
       "  2135.9,1385.13 2136.16,1302.35 2136.42,1219.56 2136.68,1012.61 2136.95,902.236 2137.21,750.471 2137.47,736.674 2137.73,722.877 2137.99,750.471 2138.25,791.861 \n",
       "  2138.51,833.252 2138.77,847.049 2139.03,874.643 2139.29,833.252 2139.55,819.455 2139.81,833.252 2140.08,860.846 2140.34,833.252 2140.6,791.861 2140.86,791.861 \n",
       "  2141.12,791.861 2141.38,860.846 2141.64,929.83 2141.9,971.221 2142.16,874.643 2142.42,750.471 2142.68,640.096 2142.94,626.299 2143.21,612.502 2143.47,584.908 \n",
       "  2143.73,557.314 2143.99,571.111 2144.25,557.314 2144.51,598.705 2144.77,612.502 2145.03,667.689 2145.29,764.268 2145.55,916.033 2145.81,1040.2 2146.07,1164.38 \n",
       "  2146.34,1233.36 2146.6,1288.55 2146.86,1316.14 2147.12,1343.74 2147.38,1371.33 2147.64,1385.13 2147.9,1371.33 2148.16,1385.13 2148.42,1371.33 2148.68,1302.35 \n",
       "  2148.94,1219.56 2149.2,1012.61 2149.47,874.643 2149.73,736.674 2149.99,695.283 2150.25,709.08 2150.51,750.471 2150.77,805.658 2151.03,819.455 2151.29,833.252 \n",
       "  2151.55,847.049 2151.81,805.658 2152.07,819.455 2152.33,833.252 2152.6,860.846 2152.86,833.252 2153.12,819.455 2153.38,819.455 2153.64,805.658 2153.9,888.439 \n",
       "  2154.16,957.424 2154.42,998.814 2154.68,902.236 2154.94,791.861 2155.2,709.08 2155.46,653.893 2155.72,626.299 2155.99,598.705 2156.25,598.705 2156.51,598.705 \n",
       "  2156.77,598.705 2157.03,612.502 2157.29,640.096 2157.55,667.689 2157.81,722.877 2158.07,819.455 2158.33,957.424 2158.59,1081.6 2158.85,1178.17 2159.12,1247.16 \n",
       "  2159.38,1288.55 2159.64,1329.94 2159.9,1357.53 2160.16,1371.33 2160.42,1371.33 2160.68,1385.13 2160.94,1371.33 2161.2,1302.35 2161.46,1219.56 2161.72,1026.41 \n",
       "  2161.98,874.643 2162.25,764.268 2162.51,736.674 2162.77,778.064 2163.03,805.658 2163.29,805.658 2163.55,805.658 2163.81,833.252 2164.07,874.643 2164.33,805.658 \n",
       "  2164.59,819.455 2164.85,847.049 2165.11,874.643 2165.38,833.252 2165.64,819.455 2165.9,805.658 2166.16,819.455 2166.42,916.033 2166.68,998.814 2166.94,1054 \n",
       "  2167.2,929.83 2167.46,805.658 2167.72,709.08 2167.98,626.299 2168.24,598.705 2168.51,598.705 2168.77,571.111 2169.03,584.908 2169.29,571.111 2169.55,598.705 \n",
       "  2169.81,584.908 2170.07,626.299 2170.33,695.283 2170.59,709.08 2170.85,764.268 2171.11,888.439 2171.37,1026.41 2171.64,1109.19 2171.9,1178.17 2172.16,1233.36 \n",
       "  2172.42,1288.55 2172.68,1316.14 2172.94,1302.35 2173.2,1357.53 2173.46,1357.53 2173.72,1288.55 2173.98,1205.77 2174.24,1026.41 2174.5,929.83 2174.77,750.471 \n",
       "  2175.03,736.674 2175.29,722.877 2175.55,764.268 2175.81,805.658 2176.07,819.455 2176.33,805.658 2176.59,833.252 2176.85,791.861 2177.11,791.861 2177.37,847.049 \n",
       "  2177.63,847.049 2177.9,819.455 2178.16,805.658 2178.42,791.861 2178.68,819.455 2178.94,902.236 2179.2,957.424 2179.46,998.814 2179.72,902.236 2179.98,778.064 \n",
       "  2180.24,667.689 2180.5,598.705 2180.76,543.518 2181.03,515.924 2181.29,543.518 2181.55,529.721 2181.81,529.721 2182.07,529.721 2182.33,515.924 2182.59,502.127 \n",
       "  2182.85,488.33 2183.11,502.127 2183.37,543.518 2183.63,612.502 2183.89,653.893 2184.16,736.674 2184.42,791.861 2184.68,874.643 2184.94,957.424 2185.2,1026.41 \n",
       "  2185.46,1109.19 2185.72,1247.16 2185.98,1316.14 2186.24,1329.94 2186.5,1329.94 2186.76,1274.75 2187.02,1274.75 2187.29,1205.77 2187.55,1136.78 2187.81,1040.2 \n",
       "  2188.07,985.018 2188.33,847.049 2188.59,860.846 2188.85,750.471 2189.11,750.471 2189.37,653.893 2189.63,640.096 2189.89,640.096 2190.15,667.689 2190.41,681.486 \n",
       "  2190.68,722.877 2190.94,653.893 2191.2,653.893 2191.46,722.877 2191.72,805.658 2191.98,902.236 2192.24,791.861 2192.5,667.689 2192.76,612.502 2193.02,529.721 \n",
       "  2193.28,502.127 2193.54,543.518 2193.81,612.502 2194.07,626.299 2194.33,667.689 2194.59,653.893 2194.85,557.314 2195.11,515.924 2195.37,474.533 2195.63,460.736 \n",
       "  2195.89,502.127 2196.15,557.314 2196.41,584.908 2196.67,667.689 2196.94,722.877 2197.2,791.861 2197.46,874.643 2197.72,957.424 2197.98,1040.2 2198.24,1205.77 \n",
       "  2198.5,1302.35 2198.76,1343.74 2199.02,1343.74 2199.28,1316.14 2199.54,1316.14 2199.8,1260.95 2200.07,1219.56 2200.33,1164.38 2200.59,1095.39 2200.85,998.814 \n",
       "  2201.11,957.424 2201.37,847.049 2201.63,833.252 2201.89,778.064 2202.15,736.674 2202.41,750.471 2202.67,750.471 2202.93,764.268 2203.2,764.268 2203.46,764.268 \n",
       "  2203.72,791.861 2203.98,778.064 2204.24,819.455 2204.5,860.846 2204.76,819.455 2205.02,764.268 2205.28,750.471 2205.54,764.268 2205.8,833.252 2206.06,860.846 \n",
       "  2206.33,929.83 2206.59,916.033 2206.85,943.627 2207.11,929.83 2207.37,998.814 2207.63,1040.2 2207.89,1095.39 2208.15,1136.78 2208.41,1178.17 2208.67,1219.56 \n",
       "  2208.93,1260.95 2209.19,1329.94 2209.46,1329.94 2209.72,1371.33 2209.98,1385.13 2210.24,1398.92 2210.5,1385.13 2210.76,1385.13 2211.02,1371.33 2211.28,1302.35 \n",
       "  2211.54,1205.77 2211.8,1040.2 2212.06,957.424 2212.32,860.846 2212.59,819.455 2212.85,833.252 2213.11,847.049 2213.37,874.643 2213.63,916.033 2213.89,902.236 \n",
       "  2214.15,902.236 2214.41,847.049 2214.67,888.439 2214.93,888.439 2215.19,888.439 2215.45,860.846 2215.72,860.846 2215.98,833.252 2216.24,819.455 2216.5,874.643 \n",
       "  2216.76,943.627 2217.02,985.018 2217.28,874.643 2217.54,805.658 2217.8,750.471 2218.06,709.08 2218.32,681.486 2218.58,722.877 2218.85,736.674 2219.11,778.064 \n",
       "  2219.37,778.064 2219.63,791.861 2219.89,805.658 2220.15,860.846 2220.41,957.424 2220.67,1054 2220.93,1109.19 2221.19,1191.97 2221.45,1247.16 2221.71,1302.35 \n",
       "  2221.98,1329.94 2222.24,1357.53 2222.5,1371.33 2222.76,1385.13 2223.02,1371.33 2223.28,1385.13 2223.54,1371.33 2223.8,1302.35 2224.06,1233.36 2224.32,1067.8 \n",
       "  2224.58,943.627 2224.84,819.455 2225.11,791.861 2225.37,791.861 2225.63,819.455 2225.89,819.455 2226.15,860.846 2226.41,860.846 2226.67,888.439 2226.93,833.252 \n",
       "  2227.19,833.252 2227.45,833.252 2227.71,847.049 2227.97,819.455 2228.23,805.658 2228.5,805.658 2228.76,805.658 2229.02,902.236 2229.28,985.018 2229.54,1040.2 \n",
       "  2229.8,957.424 2230.06,860.846 2230.32,791.861 2230.58,736.674 2230.84,736.674 2231.1,722.877 2231.36,750.471 2231.63,764.268 2231.89,764.268 2232.15,778.064 \n",
       "  2232.41,805.658 2232.67,819.455 2232.93,847.049 2233.19,902.236 2233.45,985.018 2233.71,1081.6 2233.97,1164.38 2234.23,1233.36 2234.49,1274.75 2234.76,1316.14 \n",
       "  2235.02,1343.74 2235.28,1343.74 2235.54,1329.94 2235.8,1329.94 2236.06,1329.94 2236.32,1288.55 2236.58,1205.77 2236.84,1081.6 2237.1,957.424 2237.36,860.846 \n",
       "  2237.62,778.064 2237.89,778.064 2238.15,791.861 2238.41,805.658 2238.67,819.455 2238.93,791.861 2239.19,791.861 2239.45,764.268 2239.71,750.471 2239.97,778.064 \n",
       "  2240.23,736.674 2240.49,778.064 2240.75,791.861 2241.02,778.064 2241.28,791.861 2241.54,847.049 2241.8,916.033 2242.06,971.221 2242.32,860.846 2242.58,750.471 \n",
       "  2242.84,722.877 2243.1,695.283 2243.36,667.689 2243.62,722.877 2243.88,791.861 2244.15,819.455 2244.41,819.455 2244.67,805.658 2244.93,860.846 2245.19,860.846 \n",
       "  2245.45,916.033 2245.71,985.018 2245.97,985.018 2246.23,1067.8 2246.49,1095.39 2246.75,1150.58 2247.01,1178.17 2247.28,1205.77 2247.54,1247.16 2247.8,1260.95 \n",
       "  2248.06,1274.75 2248.32,1316.14 2248.58,1329.94 2248.84,1329.94 2249.1,1302.35 2249.36,1260.95 2249.62,1247.16 2249.88,1233.36 2250.14,1205.77 2250.41,1191.97 \n",
       "  2250.67,1164.38 2250.93,1150.58 2251.19,1122.99 2251.45,1054 2251.71,1012.61 2251.97,985.018 2252.23,998.814 2252.49,985.018 2252.75,985.018 2253.01,985.018 \n",
       "  2253.27,971.221 2253.54,943.627 2253.8,943.627 2254.06,929.83 2254.32,985.018 2254.58,998.814 2254.84,998.814 2255.1,985.018 2255.36,1012.61 2255.62,985.018 \n",
       "  2255.88,985.018 2256.14,971.221 2256.4,971.221 2256.67,957.424 2256.93,929.83 2257.19,929.83 2257.45,916.033 2257.71,971.221 2257.97,1012.61 2258.23,1040.2 \n",
       "  2258.49,1122.99 2258.75,1191.97 2259.01,1219.56 2259.27,1260.95 2259.53,1302.35 2259.8,1329.94 2260.06,1357.53 2260.32,1357.53 2260.58,1357.53 2260.84,1385.13 \n",
       "  2261.1,1398.92 2261.36,1385.13 2261.62,1357.53 2261.88,1316.14 2262.14,1288.55 2262.4,1247.16 2262.66,1205.77 2262.92,1150.58 2263.19,1109.19 2263.45,1081.6 \n",
       "  2263.71,1040.2 2263.97,998.814 2264.23,971.221 2264.49,929.83 2264.75,888.439 2265.01,860.846 2265.27,847.049 2265.53,805.658 2265.79,833.252 2266.05,805.658 \n",
       "  2266.32,791.861 2266.58,791.861 2266.84,833.252 2267.1,874.643 2267.36,791.861 2267.62,736.674 2267.88,736.674 2268.14,709.08 2268.4,667.689 2268.66,722.877 \n",
       "  2268.92,791.861 2269.18,791.861 2269.45,805.658 2269.71,819.455 2269.97,764.268 2270.23,764.268 2270.49,778.064 2270.75,833.252 2271.01,888.439 2271.27,943.627 \n",
       "  2271.53,998.814 2271.79,1040.2 2272.05,1081.6 2272.31,1122.99 2272.58,1164.38 2272.84,1164.38 2273.1,1205.77 2273.36,1302.35 2273.62,1371.33 2273.88,1371.33 \n",
       "  2274.14,1385.13 2274.4,1357.53 2274.66,1343.74 2274.92,1302.35 2275.18,1274.75 2275.44,1205.77 2275.71,1136.78 2275.97,1067.8 2276.23,1026.41 2276.49,929.83 \n",
       "  2276.75,916.033 2277.01,833.252 2277.27,805.658 2277.53,805.658 2277.79,764.268 2278.05,764.268 2278.31,791.861 2278.57,750.471 2278.84,764.268 2279.1,736.674 \n",
       "  2279.36,791.861 2279.62,874.643 2279.88,805.658 2280.14,722.877 2280.4,709.08 2280.66,667.689 2280.92,612.502 2281.18,640.096 2281.44,750.471 2281.7,764.268 \n",
       "  2281.97,778.064 2282.23,778.064 2282.49,736.674 2282.75,695.283 2283.01,722.877 2283.27,722.877 2283.53,750.471 2283.79,805.658 2284.05,833.252 2284.31,916.033 \n",
       "  2284.57,929.83 2284.83,998.814 2285.1,1067.8 2285.36,1109.19 2285.62,1136.78 2285.88,1260.95 2286.14,1329.94 2286.4,1357.53 2286.66,1357.53 2286.92,1329.94 \n",
       "  2287.18,1329.94 2287.44,1288.55 2287.7,1260.95 2287.96,1205.77 2288.23,1136.78 2288.49,1067.8 2288.75,1026.41 2289.01,929.83 2289.27,929.83 2289.53,860.846 \n",
       "  2289.79,847.049 2290.05,819.455 2290.31,819.455 2290.57,833.252 2290.83,791.861 2291.09,791.861 2291.36,819.455 2291.62,833.252 2291.88,874.643 2292.14,902.236 \n",
       "  2292.4,860.846 2292.66,833.252 2292.92,833.252 2293.18,819.455 2293.44,847.049 2293.7,860.846 2293.96,902.236 2294.22,916.033 2294.49,971.221 2294.75,971.221 \n",
       "  2295.01,985.018 2295.27,1040.2 2295.53,1109.19 2295.79,1150.58 2296.05,1191.97 2296.31,1274.75 2296.57,1316.14 2296.83,1357.53 2297.09,1371.33 2297.35,1385.13 \n",
       "  2297.62,1398.92 2297.88,1398.92 2298.14,1398.92 2298.4,1385.13 2298.66,1357.53 2298.92,1302.35 2299.18,1205.77 2299.44,1054 2299.7,971.221 2299.96,860.846 \n",
       "  2300.22,819.455 2300.48,805.658 2300.74,833.252 2301.01,874.643 2301.27,916.033 2301.53,929.83 2301.79,943.627 2302.05,902.236 2302.31,888.439 2302.57,902.236 \n",
       "  2302.83,916.033 2303.09,888.439 2303.35,874.643 2303.61,847.049 2303.87,819.455 2304.14,860.846 2304.4,929.83 2304.66,957.424 2304.92,847.049 2305.18,764.268 \n",
       "  2305.44,695.283 2305.7,681.486 2305.96,695.283 2306.22,709.08 2306.48,667.689 2306.74,709.08 2307,750.471 2307.27,778.064 2307.53,778.064 2307.79,874.643 \n",
       "  2308.05,957.424 2308.31,1040.2 2308.57,1122.99 2308.83,1205.77 2309.09,1288.55 2309.35,1329.94 2309.61,1343.74 2309.87,1385.13 2310.13,1398.92 2310.4,1398.92 \n",
       "  2310.66,1385.13 2310.92,1385.13 2311.18,1385.13 2311.44,1302.35 2311.7,1233.36 2311.96,1040.2 2312.22,916.033 2312.48,778.064 2312.74,722.877 2313,722.877 \n",
       "  2313.26,764.268 2313.53,805.658 2313.79,860.846 2314.05,847.049 2314.31,888.439 2314.57,847.049 2314.83,833.252 2315.09,791.861 2315.35,791.861 2315.61,778.064 \n",
       "  2315.87,805.658 2316.13,791.861 2316.39,819.455 2316.66,874.643 2316.92,971.221 2317.18,1012.61 2317.44,888.439 2317.7,791.861 2317.96,709.08 2318.22,681.486 \n",
       "  2318.48,640.096 2318.74,653.893 2319,626.299 2319.26,653.893 2319.52,640.096 2319.79,640.096 2320.05,653.893 2320.31,722.877 2320.57,805.658 2320.83,929.83 \n",
       "  2321.09,1012.61 2321.35,1150.58 2321.61,1233.36 2321.87,1288.55 2322.13,1316.14 2322.39,1343.74 2322.65,1371.33 2322.92,1385.13 2323.18,1371.33 2323.44,1385.13 \n",
       "  2323.7,1371.33 2323.96,1316.14 2324.22,1233.36 2324.48,1026.41 2324.74,902.236 2325,778.064 2325.26,722.877 2325.52,722.877 2325.78,750.471 2326.05,791.861 \n",
       "  2326.31,805.658 2326.57,860.846 2326.83,888.439 2327.09,819.455 2327.35,791.861 2327.61,791.861 2327.87,819.455 2328.13,791.861 2328.39,791.861 2328.65,819.455 \n",
       "  2328.91,847.049 2329.18,929.83 2329.44,998.814 2329.7,1040.2 2329.96,916.033 2330.22,833.252 2330.48,736.674 2330.74,695.283 2331,695.283 2331.26,681.486 \n",
       "  2331.52,681.486 2331.78,681.486 2332.04,695.283 2332.31,681.486 2332.57,695.283 2332.83,709.08 2333.09,750.471 2333.35,819.455 2333.61,943.627 2333.87,1054 \n",
       "  2334.13,1150.58 2334.39,1219.56 2334.65,1274.75 2334.91,1329.94 2335.17,1357.53 2335.44,1371.33 2335.7,1357.53 2335.96,1371.33 2336.22,1371.33 2336.48,1302.35 \n",
       "  2336.74,1219.56 2337,1026.41 2337.26,902.236 2337.52,764.268 2337.78,722.877 2338.04,750.471 2338.3,764.268 2338.56,791.861 2338.83,819.455 2339.09,805.658 \n",
       "  2339.35,847.049 2339.61,805.658 2339.87,805.658 2340.13,833.252 2340.39,860.846 2340.65,833.252 2340.91,805.658 2341.17,778.064 2341.43,791.861 2341.69,874.643 \n",
       "  2341.96,943.627 2342.22,1012.61 2342.48,888.439 2342.74,778.064 2343,709.08 2343.26,640.096 2343.52,626.299 2343.78,640.096 2344.04,640.096 2344.3,667.689 \n",
       "  2344.56,640.096 2344.82,626.299 2345.09,640.096 2345.35,667.689 2345.61,667.689 2345.87,709.08 2346.13,778.064 2346.39,888.439 2346.65,998.814 2346.91,1095.39 \n",
       "  2347.17,1178.17 2347.43,1233.36 2347.69,1274.75 2347.95,1302.35 2348.22,1316.14 2348.48,1343.74 2348.74,1343.74 2349,1288.55 2349.26,1205.77 2349.52,1040.2 \n",
       "  2349.78,916.033 2350.04,750.471 2350.3,722.877 2350.56,736.674 2350.82,750.471 2351.08,791.861 2351.35,833.252 2351.61,819.455 2351.87,833.252 2352.13,791.861 \n",
       "  2352.39,805.658 2352.65,847.049 2352.91,833.252 2353.17,791.861 2353.43,764.268 2353.69,764.268 2353.95,805.658 2354.21,888.439 2354.48,957.424 2354.74,985.018 \n",
       "  2355,860.846 2355.26,736.674 2355.52,640.096 2355.78,557.314 2356.04,529.721 2356.3,515.924 2356.56,515.924 2356.82,557.314 2357.08,529.721 2357.34,515.924 \n",
       "  2357.61,515.924 2357.87,571.111 2358.13,584.908 2358.39,612.502 2358.65,653.893 2358.91,681.486 2359.17,709.08 2359.43,791.861 2359.69,833.252 2359.95,902.236 \n",
       "  2360.21,998.814 2360.47,1095.39 2360.74,1136.78 2361,1274.75 2361.26,1329.94 2361.52,1343.74 2361.78,1343.74 2362.04,1302.35 2362.3,1274.75 2362.56,1191.97 \n",
       "  2362.82,1150.58 2363.08,1040.2 2363.34,1012.61 2363.6,888.439 2363.87,860.846 2364.13,764.268 2364.39,653.893 2364.65,543.518 2364.91,557.314 2365.17,598.705 \n",
       "  2365.43,598.705 2365.69,626.299 2365.95,612.502 2366.21,612.502 2366.47,626.299 2366.73,695.283 2367,819.455 2367.26,916.033 2367.52,819.455 2367.78,709.08 \n",
       "  2368.04,640.096 2368.3,584.908 2368.56,557.314 2368.82,571.111 2369.08,571.111 2369.34,612.502 2369.6,626.299 2369.86,598.705 2370.13,557.314 2370.39,529.721 \n",
       "  2370.65,502.127 2370.91,488.33 2371.17,515.924 2371.43,557.314 2371.69,612.502 2371.95,681.486 2372.21,736.674 2372.47,805.658 2372.73,902.236 2372.99,971.221 \n",
       "  2373.25,1067.8 2373.52,1233.36 2373.78,1316.14 2374.04,1343.74 2374.3,1343.74 2374.56,1329.94 2374.82,1316.14 2375.08,1274.75 2375.34,1233.36 2375.6,1136.78 \n",
       "  2375.86,1054 2376.12,943.627 2376.38,888.439 2376.65,750.471 2376.91,722.877 2377.17,667.689 2377.43,653.893 2377.69,640.096 2377.95,667.689 2378.21,681.486 \n",
       "  2378.47,681.486 2378.73,681.486 2378.99,709.08 2379.25,722.877 2379.51,791.861 2379.78,847.049 2380.04,819.455 2380.3,750.471 2380.56,709.08 2380.82,709.08 \n",
       "  2381.08,695.283 2381.34,750.471 2381.6,819.455 2381.86,833.252 2382.12,847.049 2382.38,847.049 2382.64,860.846 2382.91,943.627 2383.17,1026.41 2383.43,1081.6 \n",
       "  2383.69,1178.17 2383.95,1233.36 2384.21,1288.55 2384.47,1329.94 2384.73,1357.53 2384.99,1385.13 2385.25,1385.13 2385.51,1398.92 2385.77,1385.13 2386.04,1385.13 \n",
       "  2386.3,1371.33 2386.56,1302.35 2386.82,1219.56 2387.08,1040.2 2387.34,943.627 2387.6,819.455 2387.86,778.064 2388.12,764.268 2388.38,778.064 2388.64,805.658 \n",
       "  2388.9,833.252 2389.17,847.049 2389.43,874.643 2389.69,833.252 2389.95,833.252 2390.21,833.252 2390.47,833.252 2390.73,819.455 2390.99,819.455 2391.25,791.861 \n",
       "  2391.51,791.861 2391.77,860.846 2392.03,929.83 2392.3,957.424 2392.56,860.846 2392.82,764.268 2393.08,695.283 2393.34,653.893 2393.6,640.096 2393.86,640.096 \n",
       "  2394.12,667.689 2394.38,681.486 2394.64,667.689 2394.9,681.486 2395.16,681.486 2395.43,778.064 2395.69,847.049 2395.95,971.221 2396.21,1067.8 2396.47,1150.58 \n",
       "  2396.73,1219.56 2396.99,1274.75 2397.25,1329.94 2397.51,1357.53 2397.77,1371.33 2398.03,1385.13 2398.29,1385.13 2398.56,1385.13 2398.82,1371.33 2399.08,1302.35 \n",
       "  2399.34,1178.17 2399.6,985.018 2399.86,874.643 2400.12,764.268 2400.38,736.674 2400.64,709.08 2400.9,764.268 2401.16,805.658 2401.42,833.252 2401.69,833.252 \n",
       "  2401.95,860.846 2402.21,819.455 2402.47,847.049 2402.73,916.033 2402.99,902.236 2403.25,860.846 2403.51,833.252 2403.77,833.252 2404.03,874.643 2404.29,957.424 \n",
       "  2404.55,1026.41 2404.82,1026.41 2405.08,916.033 2405.34,819.455 2405.6,736.674 2405.86,681.486 2406.12,667.689 2406.38,681.486 2406.64,653.893 2406.9,681.486 \n",
       "  2407.16,640.096 2407.42,653.893 2407.68,667.689 2407.95,722.877 2408.21,778.064 2408.47,874.643 2408.73,957.424 2408.99,1109.19 2409.25,1178.17 2409.51,1260.95 \n",
       "  2409.77,1288.55 2410.03,1329.94 2410.29,1357.53 2410.55,1371.33 2410.81,1371.33 2411.07,1371.33 2411.34,1371.33 2411.6,1302.35 2411.86,1219.56 2412.12,1040.2 \n",
       "  2412.38,902.236 2412.64,778.064 2412.9,709.08 2413.16,722.877 2413.42,750.471 2413.68,805.658 2413.94,833.252 2414.2,833.252 2414.47,847.049 2414.73,805.658 \n",
       "  2414.99,819.455 2415.25,847.049 2415.51,833.252 2415.77,847.049 2416.03,847.049 2416.29,819.455 2416.55,847.049 2416.81,943.627 2417.07,1026.41 2417.33,1067.8 \n",
       "  2417.6,971.221 2417.86,860.846 2418.12,764.268 2418.38,736.674 2418.64,695.283 2418.9,681.486 2419.16,681.486 2419.42,612.502 2419.68,598.705 2419.94,612.502 \n",
       "  2420.2,640.096 2420.46,640.096 2420.73,695.283 2420.99,764.268 2421.25,847.049 2421.51,985.018 2421.77,1095.39 2422.03,1191.97 2422.29,1247.16 2422.55,1302.35 \n",
       "  2422.81,1343.74 2423.07,1357.53 2423.33,1357.53 2423.59,1371.33 2423.86,1371.33 2424.12,1302.35 2424.38,1219.56 2424.64,1026.41 2424.9,902.236 2425.16,778.064 \n",
       "  2425.42,722.877 2425.68,736.674 2425.94,764.268 2426.2,750.471 2426.46,819.455 2426.72,819.455 2426.99,847.049 2427.25,791.861 2427.51,791.861 2427.77,833.252 \n",
       "  2428.03,833.252 2428.29,805.658 2428.55,791.861 2428.81,750.471 2429.07,791.861 2429.33,888.439 2429.59,971.221 2429.85,1026.41 2430.12,929.83 2430.38,791.861 \n",
       "  2430.64,722.877 2430.9,653.893 2431.16,626.299 2431.42,612.502 2431.68,626.299 2431.94,626.299 2432.2,612.502 2432.46,612.502 2432.72,612.502 2432.98,626.299 \n",
       "  2433.25,667.689 2433.51,681.486 2433.77,736.674 2434.03,778.064 2434.29,888.439 2434.55,1012.61 2434.81,1095.39 2435.07,1178.17 2435.33,1233.36 2435.59,1274.75 \n",
       "  2435.85,1302.35 2436.11,1329.94 2436.38,1343.74 2436.64,1302.35 2436.9,1219.56 2437.16,1026.41 2437.42,916.033 2437.68,778.064 2437.94,736.674 2438.2,722.877 \n",
       "  2438.46,764.268 2438.72,805.658 2438.98,833.252 2439.24,805.658 2439.51,819.455 2439.77,791.861 2440.03,819.455 2440.29,874.643 2440.55,833.252 2440.81,819.455 \n",
       "  2441.07,791.861 2441.33,791.861 2441.59,819.455 2441.85,916.033 2442.11,971.221 2442.37,1012.61 2442.64,902.236 2442.9,778.064 2443.16,695.283 2443.42,612.502 \n",
       "  2443.68,571.111 2443.94,557.314 2444.2,584.908 2444.46,571.111 2444.72,571.111 2444.98,543.518 2445.24,515.924 2445.5,515.924 2445.76,543.518 2446.03,557.314 \n",
       "  2446.29,584.908 2446.55,612.502 2446.81,653.893 2447.07,709.08 2447.33,764.268 2447.59,860.846 2447.85,957.424 2448.11,1026.41 2448.37,1081.6 2448.63,1233.36 \n",
       "  2448.89,1316.14 2449.16,1343.74 2449.42,1343.74 2449.68,1274.75 2449.94,1288.55 2450.2,1191.97 2450.46,1150.58 2450.72,1026.41 2450.98,998.814 2451.24,833.252 \n",
       "  2451.5,791.861 2451.76,695.283 2452.02,681.486 2452.29,640.096 2452.55,612.502 2452.81,612.502 2453.07,598.705 2453.33,626.299 2453.59,653.893 2453.85,667.689 \n",
       "  2454.11,709.08 2454.37,791.861 2454.63,902.236 2454.89,998.814 2455.15,929.83 2455.42,833.252 2455.68,736.674 2455.94,681.486 2456.2,626.299 2456.46,598.705 \n",
       "  2456.72,598.705 2456.98,640.096 2457.24,612.502 2457.5,598.705 2457.76,584.908 2458.02,543.518 2458.28,529.721 2458.55,529.721 2458.81,543.518 2459.07,557.314 \n",
       "  2459.33,612.502 2459.59,681.486 2459.85,709.08 2460.11,805.658 2460.37,888.439 2460.63,985.018 2460.89,1040.2 2461.15,1219.56 2461.41,1302.35 2461.68,1329.94 \n",
       "  2461.94,1329.94 2462.2,1329.94 2462.46,1316.14 2462.72,1260.95 2462.98,1219.56 2463.24,1150.58 2463.5,1095.39 2463.76,957.424 2464.02,888.439 2464.28,764.268 \n",
       "  2464.54,750.471 2464.81,695.283 2465.07,681.486 2465.33,667.689 2465.59,695.283 2465.85,709.08 2466.11,722.877 2466.37,736.674 2466.63,750.471 2466.89,791.861 \n",
       "  2467.15,847.049 2467.41,916.033 2467.67,888.439 2467.94,833.252 2468.2,791.861 2468.46,778.064 2468.72,778.064 2468.98,819.455 2469.24,860.846 2469.5,874.643 \n",
       "  2469.76,902.236 2470.02,888.439 2470.28,902.236 2470.54,957.424 2470.8,1040.2 2471.07,1081.6 2471.33,1136.78 2471.59,1219.56 2471.85,1274.75 2472.11,1316.14 \n",
       "  2472.37,1343.74 2472.63,1357.53 2472.89,1385.13 2473.15,1385.13 2473.41,1371.33 2473.67,1371.33 2473.93,1357.53 2474.2,1288.55 2474.46,1219.56 2474.72,1054 \n",
       "  2474.98,957.424 2475.24,833.252 2475.5,819.455 2475.76,805.658 2476.02,833.252 2476.28,847.049 2476.54,874.643 2476.8,902.236 2477.06,916.033 2477.33,874.643 \n",
       "  2477.59,874.643 2477.85,874.643 2478.11,888.439 2478.37,874.643 2478.63,860.846 2478.89,819.455 2479.15,833.252 2479.41,874.643 2479.67,957.424 2479.93,998.814 \n",
       "  2480.19,916.033 2480.46,833.252 2480.72,736.674 2480.98,722.877 2481.24,709.08 2481.5,667.689 2481.76,695.283 2482.02,722.877 2482.28,709.08 2482.54,695.283 \n",
       "  2482.8,722.877 2483.06,791.861 2483.32,847.049 2483.58,971.221 2483.85,1054 2484.11,1150.58 2484.37,1219.56 2484.63,1274.75 2484.89,1302.35 2485.15,1329.94 \n",
       "  2485.41,1357.53 2485.67,1385.13 2485.93,1371.33 2486.19,1385.13 2486.45,1371.33 2486.71,1302.35 2486.98,1233.36 2487.24,1054 2487.5,943.627 2487.76,791.861 \n",
       "  2488.02,778.064 2488.28,736.674 2488.54,791.861 2488.8,819.455 2489.06,860.846 2489.32,874.643 2489.58,888.439 2489.84,847.049 2490.11,833.252 2490.37,860.846 \n",
       "  2490.63,888.439 2490.89,860.846 2491.15,833.252 2491.41,819.455 2491.67,833.252 2491.93,902.236 2492.19,971.221 2492.45,1026.41 2492.71,916.033 2492.97,833.252 \n",
       "  2493.24,750.471 2493.5,695.283 2493.76,653.893 2494.02,598.705 2494.28,626.299 2494.54,626.299 2494.8,626.299 2495.06,598.705 2495.32,626.299 2495.58,667.689 \n",
       "  2495.84,750.471 2496.1,833.252 2496.37,943.627 2496.63,1067.8 2496.89,1164.38 2497.15,1219.56 2497.41,1260.95 2497.67,1316.14 2497.93,1343.74 2498.19,1357.53 \n",
       "  2498.45,1357.53 2498.71,1371.33 2498.97,1371.33 2499.23,1302.35 2499.5,1233.36 2499.76,1040.2 2500.02,916.033 2500.28,791.861 2500.54,750.471 2500.8,750.471 \n",
       "  2501.06,764.268 2501.32,805.658 2501.58,833.252 2501.84,847.049 2502.1,860.846 2502.36,805.658 2502.63,805.658 2502.89,819.455 2503.15,833.252 2503.41,833.252 \n",
       "  2503.67,819.455 2503.93,805.658 2504.19,833.252 2504.45,902.236 2504.71,985.018 2504.97,1026.41 2505.23,929.83 2505.49,819.455 2505.76,736.674 2506.02,695.283 \n",
       "  2506.28,653.893 2506.54,653.893 2506.8,612.502 2507.06,612.502 2507.32,584.908 2507.58,584.908 2507.84,584.908 2508.1,640.096 2508.36,667.689 2508.62,722.877 \n",
       "  2508.89,819.455 2509.15,943.627 2509.41,1081.6 2509.67,1150.58 2509.93,1219.56 2510.19,1274.75 2510.45,1329.94 2510.71,1343.74 2510.97,1343.74 2511.23,1371.33 \n",
       "  2511.49,1357.53 2511.75,1288.55 2512.02,1219.56 2512.28,1040.2 2512.54,929.83 2512.8,791.861 2513.06,736.674 2513.32,750.471 2513.58,764.268 2513.84,791.861 \n",
       "  2514.1,805.658 2514.36,819.455 2514.62,847.049 2514.88,778.064 2515.15,778.064 2515.41,805.658 2515.67,819.455 2515.93,805.658 2516.19,778.064 2516.45,778.064 \n",
       "  2516.71,791.861 2516.97,888.439 2517.23,957.424 2517.49,1026.41 2517.75,916.033 2518.01,778.064 2518.28,695.283 2518.54,640.096 2518.8,598.705 2519.06,584.908 \n",
       "  2519.32,571.111 2519.58,571.111 2519.84,543.518 2520.1,557.314 2520.36,557.314 2520.62,584.908 2520.88,598.705 2521.14,640.096 2521.4,736.674 2521.67,778.064 \n",
       "  2521.93,860.846 2522.19,985.018 2522.45,1095.39 2522.71,1164.38 2522.97,1219.56 2523.23,1260.95 2523.49,1274.75 2523.75,1316.14 2524.01,1329.94 2524.27,1288.55 \n",
       "  2524.53,1219.56 2524.8,1067.8 2525.06,943.627 2525.32,791.861 2525.58,722.877 2525.84,736.674 2526.1,722.877 2526.36,764.268 2526.62,805.658 2526.88,805.658 \n",
       "  2527.14,805.658 2527.4,750.471 2527.66,764.268 2527.93,819.455 2528.19,833.252 2528.45,805.658 2528.71,778.064 2528.97,750.471 2529.23,791.861 2529.49,888.439 \n",
       "  2529.75,943.627 2530.01,1012.61 2530.27,902.236 2530.53,764.268 2530.79,653.893 2531.06,584.908 2531.32,529.721 2531.58,515.924 2531.84,515.924 2532.1,543.518 \n",
       "  2532.36,529.721 2532.62,529.721 2532.88,515.924 2533.14,515.924 2533.4,557.314 2533.66,529.721 2533.92,543.518 2534.19,598.705 2534.45,653.893 2534.71,709.08 \n",
       "  2534.97,778.064 2535.23,888.439 2535.49,957.424 2535.75,1026.41 2536.01,1081.6 2536.27,1233.36 2536.53,1302.35 2536.79,1316.14 2537.05,1316.14 2537.32,1274.75 \n",
       "  2537.58,1288.55 2537.84,1233.36 2538.1,1191.97 2538.36,1095.39 2538.62,1054 2538.88,929.83 2539.14,888.439 2539.4,791.861 2539.66,764.268 2539.92,709.08 \n",
       "  2540.18,667.689 2540.45,653.893 2540.71,653.893 2540.97,681.486 2541.23,681.486 2541.49,695.283 2541.75,695.283 2542.01,709.08 2542.27,819.455 2542.53,916.033 \n",
       "  2542.79,847.049 2543.05,722.877 2543.31,667.689 2543.58,598.705 2543.84,557.314 2544.1,571.111 2544.36,640.096 2544.62,667.689 2544.88,667.689 2545.14,640.096 \n",
       "  2545.4,626.299 2545.66,598.705 2545.92,571.111 2546.18,557.314 2546.44,557.314 2546.71,598.705 2546.97,653.893 2547.23,722.877 2547.49,764.268 2547.75,847.049 \n",
       "  2548.01,929.83 2548.27,998.814 2548.53,1067.8 2548.79,1219.56 2549.05,1302.35 2549.31,1329.94 2549.57,1316.14 2549.84,1316.14 2550.1,1329.94 2550.36,1288.55 \n",
       "  2550.62,1247.16 2550.88,1191.97 2551.14,1136.78 2551.4,1012.61 2551.66,971.221 2551.92,819.455 2552.18,819.455 2552.44,764.268 2552.7,750.471 2552.97,709.08 \n",
       "  2553.23,736.674 2553.49,750.471 2553.75,736.674 2554.01,750.471 2554.27,764.268 2554.53,791.861 2554.79,847.049 2555.05,916.033 2555.31,860.846 2555.57,791.861 \n",
       "  2555.83,764.268 2556.09,778.064 2556.36,791.861 2556.62,833.252 2556.88,888.439 2557.14,874.643 2557.4,902.236 2557.66,888.439 2557.92,916.033 2558.18,985.018 \n",
       "  2558.44,1040.2 2558.7,1095.39 2558.96,1164.38 2559.22,1219.56 2559.49,1274.75 2559.75,1316.14 2560.01,1343.74 2560.27,1371.33 2560.53,1385.13 2560.79,1385.13 \n",
       "  2561.05,1371.33 2561.31,1371.33 2561.57,1371.33 2561.83,1316.14 2562.09,1274.75 2562.35,1136.78 2562.62,1081.6 2562.88,985.018 2563.14,943.627 2563.4,874.643 \n",
       "  2563.66,888.439 2563.92,874.643 2564.18,916.033 2564.44,888.439 2564.7,888.439 2564.96,847.049 2565.22,833.252 2565.48,833.252 2565.75,847.049 2566.01,819.455 \n",
       "  2566.27,819.455 2566.53,805.658 2566.79,805.658 2567.05,902.236 2567.31,971.221 2567.57,998.814 2567.83,916.033 2568.09,833.252 2568.35,764.268 2568.61,750.471 \n",
       "  2568.88,722.877 2569.14,764.268 2569.4,791.861 2569.66,778.064 2569.92,764.268 2570.18,750.471 2570.44,791.861 2570.7,847.049 2570.96,957.424 2571.22,1026.41 \n",
       "  2571.48,1109.19 2571.74,1164.38 2572.01,1205.77 2572.27,1260.95 2572.53,1302.35 2572.79,1343.74 2573.05,1357.53 2573.31,1371.33 2573.57,1357.53 2573.83,1371.33 \n",
       "  2574.09,1371.33 2574.35,1316.14 2574.61,1260.95 2574.87,1136.78 2575.14,1081.6 2575.4,985.018 2575.66,943.627 2575.92,860.846 2576.18,874.643 2576.44,847.049 \n",
       "  2576.7,874.643 2576.96,874.643 2577.22,888.439 2577.48,833.252 2577.74,805.658 2578,805.658 2578.27,819.455 2578.53,778.064 2578.79,805.658 2579.05,778.064 \n",
       "  2579.31,819.455 2579.57,888.439 2579.83,971.221 2580.09,1026.41 2580.35,943.627 2580.61,860.846 2580.87,778.064 2581.13,750.471 2581.4,750.471 2581.66,791.861 \n",
       "  2581.92,805.658 2582.18,847.049 2582.44,847.049 2582.7,819.455 2582.96,874.643 2583.22,916.033 2583.48,957.424 2583.74,1012.61 2584,1054 2584.26,1136.78 \n",
       "  2584.53,1191.97 2584.79,1233.36 2585.05,1274.75 2585.31,1302.35 2585.57,1343.74 2585.83,1343.74 2586.09,1343.74 2586.35,1357.53 2586.61,1371.33 2586.87,1329.94 \n",
       "  2587.13,1288.55 2587.39,1219.56 2587.66,1205.77 2587.92,1150.58 2588.18,1109.19 2588.44,1040.2 2588.7,985.018 2588.96,888.439 2589.22,819.455 2589.48,847.049 \n",
       "  2589.74,778.064 2590,791.861 2590.26,805.658 2590.52,736.674 2590.79,709.08 2591.05,764.268 2591.31,764.268 2591.57,833.252 2591.83,847.049 2592.09,847.049 \n",
       "  2592.35,902.236 2592.61,929.83 2592.87,860.846 2593.13,874.643 2593.39,860.846 2593.65,874.643 2593.91,902.236 2594.18,957.424 2594.44,998.814 2594.7,998.814 \n",
       "  2594.96,1026.41 2595.22,1012.61 2595.48,1012.61 2595.74,1012.61 2596,1026.41 2596.26,1054 2596.52,1081.6 2596.78,1109.19 2597.04,1164.38 2597.31,1205.77 \n",
       "  2597.57,1247.16 2597.83,1274.75 2598.09,1316.14 2598.35,1343.74 2598.61,1343.74 2598.87,1385.13 2599.13,1398.92 2599.39,1398.92 2599.65,1385.13 2599.91,1371.33 \n",
       "  2600.17,1371.33 2600.44,1357.53 2600.7,1357.53 2600.96,1343.74 2601.22,1316.14 2601.48,1274.75 2601.74,1233.36 2602,1178.17 2602.26,1164.38 2602.52,1122.99 \n",
       "  2602.78,1109.19 2603.04,1081.6 2603.3,1081.6 2603.57,1067.8 2603.83,1067.8 2604.09,1026.41 2604.35,1040.2 2604.61,1054 2604.87,1067.8 2605.13,1095.39 \n",
       "  2605.39,1081.6 2605.65,1081.6 2605.91,1081.6 2606.17,1054 2606.43,1067.8 2606.7,1095.39 2606.96,1109.19 2607.22,1095.39 2607.48,1109.19 2607.74,1067.8 \n",
       "  2608,1081.6 2608.26,1081.6 2608.52,1164.38 2608.78,1191.97 2609.04,1233.36 2609.3,1274.75 2609.56,1302.35 2609.83,1343.74 2610.09,1357.53 2610.35,1385.13 \n",
       "  2610.61,1398.92 2610.87,1398.92 2611.13,1398.92 2611.39,1412.72 2611.65,1412.72 2611.91,1385.13 2612.17,1357.53 2612.43,1329.94 2612.69,1302.35 2612.96,1260.95 \n",
       "  2613.22,1233.36 2613.48,1205.77 2613.74,1164.38 2614,1136.78 2614.26,1095.39 2614.52,1067.8 2614.78,1054 2615.04,998.814 2615.3,985.018 2615.56,971.221 \n",
       "  2615.82,943.627 2616.09,971.221 2616.35,957.424 2616.61,902.236 2616.87,874.643 2617.13,902.236 2617.39,916.033 2617.65,957.424 2617.91,916.033 2618.17,888.439 \n",
       "  2618.43,874.643 2618.69,874.643 2618.95,819.455 2619.22,874.643 2619.48,929.83 2619.74,929.83 2620,943.627 2620.26,943.627 2620.52,916.033 2620.78,888.439 \n",
       "  2621.04,943.627 2621.3,985.018 2621.56,985.018 2621.82,1040.2 2622.08,1067.8 2622.35,1109.19 2622.61,1136.78 2622.87,1178.17 2623.13,1191.97 2623.39,1233.36 \n",
       "  2623.65,1247.16 2623.91,1316.14 2624.17,1371.33 2624.43,1385.13 2624.69,1371.33 2624.95,1357.53 2625.21,1357.53 2625.48,1316.14 2625.74,1302.35 2626,1247.16 \n",
       "  2626.26,1191.97 2626.52,1122.99 2626.78,1109.19 2627.04,1040.2 2627.3,1012.61 2627.56,957.424 2627.82,929.83 2628.08,916.033 2628.34,860.846 2628.6,874.643 \n",
       "  2628.87,888.439 2629.13,860.846 2629.39,833.252 2629.65,847.049 2629.91,888.439 2630.17,929.83 2630.43,916.033 2630.69,860.846 2630.95,833.252 2631.21,819.455 \n",
       "  2631.47,805.658 2631.73,847.049 2632,888.439 2632.26,902.236 2632.52,888.439 2632.78,860.846 2633.04,819.455 2633.3,847.049 2633.56,847.049 2633.82,847.049 \n",
       "  2634.08,874.643 2634.34,916.033 2634.6,957.424 2634.86,1012.61 2635.13,1012.61 2635.39,1067.8 2635.65,1109.19 2635.91,1136.78 2636.17,1178.17 2636.43,1274.75 \n",
       "  2636.69,1343.74 2636.95,1357.53 2637.21,1357.53 2637.47,1357.53 2637.73,1357.53 2637.99,1316.14 2638.26,1274.75 2638.52,1233.36 2638.78,1191.97 2639.04,1109.19 \n",
       "  2639.3,1081.6 2639.56,998.814 2639.82,998.814 2640.08,957.424 2640.34,943.627 2640.6,916.033 2640.86,902.236 2641.12,929.83 2641.39,929.83 2641.65,916.033 \n",
       "  2641.91,902.236 2642.17,874.643 2642.43,888.439 2642.69,929.83 2642.95,902.236 2643.21,874.643 2643.47,874.643 2643.73,874.643 2643.99,888.439 2644.25,902.236 \n",
       "  2644.52,929.83 2644.78,957.424 2645.04,985.018 2645.3,957.424 2645.56,971.221 2645.82,998.814 2646.08,1067.8 2646.34,1095.39 2646.6,1164.38 2646.86,1219.56 \n",
       "  2647.12,1288.55 2647.38,1302.35 2647.65,1329.94 2647.91,1357.53 2648.17,1371.33 2648.43,1385.13 2648.69,1385.13 2648.95,1385.13 2649.21,1385.13 2649.47,1357.53 \n",
       "  2649.73,1316.14 2649.99,1233.36 2650.25,1219.56 2650.51,1150.58 2650.78,1122.99 2651.04,1026.41 2651.3,1026.41 2651.56,998.814 2651.82,985.018 2652.08,971.221 \n",
       "  2652.34,957.424 2652.6,916.033 2652.86,916.033 2653.12,874.643 2653.38,888.439 2653.64,874.643 2653.91,847.049 2654.17,833.252 2654.43,833.252 2654.69,833.252 \n",
       "  2654.95,874.643 2655.21,916.033 2655.47,847.049 2655.73,805.658 2655.99,750.471 2656.25,750.471 2656.51,750.471 2656.77,805.658 2657.04,833.252 2657.3,874.643 \n",
       "  2657.56,847.049 2657.82,847.049 2658.08,888.439 2658.34,902.236 2658.6,957.424 2658.86,1012.61 2659.12,1067.8 2659.38,1150.58 2659.64,1205.77 2659.9,1260.95 \n",
       "  2660.17,1288.55 2660.43,1316.14 2660.69,1343.74 2660.95,1357.53 2661.21,1357.53 2661.47,1371.33 2661.73,1385.13 2661.99,1357.53 2662.25,1316.14 2662.51,1233.36 \n",
       "  2662.77,1219.56 2663.03,1150.58 2663.3,1109.19 2663.56,998.814 2663.82,985.018 2664.08,957.424 2664.34,957.424 2664.6,916.033 2664.86,902.236 2665.12,847.049 \n",
       "  2665.38,833.252 2665.64,805.658 2665.9,778.064 2666.16,791.861 2666.42,791.861 2666.69,805.658 2666.95,791.861 2667.21,819.455 2667.47,888.439 2667.73,929.83 \n",
       "  2667.99,860.846 2668.25,791.861 2668.51,722.877 2668.77,681.486 2669.03,667.689 2669.29,709.08 2669.55,750.471 2669.82,778.064 2670.08,750.471 2670.34,750.471 \n",
       "  2670.6,764.268 2670.86,819.455 2671.12,833.252 2671.38,902.236 2671.64,957.424 2671.9,1040.2 2672.16,1095.39 2672.42,1178.17 2672.68,1205.77 2672.95,1260.95 \n",
       "  2673.21,1302.35 2673.47,1329.94 2673.73,1316.14 2673.99,1357.53 2674.25,1385.13 2674.51,1357.53 2674.77,1329.94 2675.03,1260.95 2675.29,1233.36 2675.55,1164.38 \n",
       "  2675.81,1122.99 2676.08,1040.2 2676.34,1040.2 2676.6,1012.61 2676.86,998.814 2677.12,971.221 2677.38,929.83 2677.64,860.846 2677.9,874.643 2678.16,847.049 \n",
       "  2678.42,805.658 2678.68,805.658 2678.94,805.658 2679.21,791.861 2679.47,778.064 2679.73,805.658 2679.99,847.049 2680.25,874.643 2680.51,833.252 2680.77,791.861 \n",
       "  2681.03,750.471 2681.29,722.877 2681.55,681.486 2681.81,598.705 2682.07,557.314 2682.34,515.924 2682.6,488.33 2682.86,502.127 2683.12,571.111 2683.38,640.096 \n",
       "  2683.64,695.283 2683.9,957.424 2684.16,681.486 2684.42,419.346 2684.68,391.752 2684.94,460.736 2685.2,543.518 2685.47,571.111 2685.73,653.893 2685.99,722.877 \n",
       "  2686.25,819.455 2686.51,1012.61 2686.77,1150.58 2687.03,1219.56 2687.29,1260.95 2687.55,1274.75 2687.81,1288.55 2688.07,1288.55 2688.33,1302.35 2688.6,1288.55 \n",
       "  2688.86,1260.95 2689.12,1233.36 2689.38,1191.97 2689.64,1109.19 2689.9,1054 2690.16,985.018 2690.42,943.627 2690.68,916.033 2690.94,916.033 2691.2,888.439 \n",
       "  2691.46,902.236 2691.73,874.643 2691.99,860.846 2692.25,888.439 2692.51,902.236 2692.77,943.627 2693.03,916.033 2693.29,888.439 2693.55,888.439 2693.81,874.643 \n",
       "  2694.07,916.033 2694.33,957.424 2694.59,971.221 2694.86,985.018 2695.12,998.814 2695.38,985.018 2695.64,1012.61 2695.9,1026.41 2696.16,1081.6 2696.42,1109.19 \n",
       "  2696.68,1164.38 2696.94,1164.38 2697.2,1233.36 2697.46,1302.35 2697.72,1316.14 2697.99,1357.53 2698.25,1357.53 2698.51,1385.13 2698.77,1371.33 2699.03,1385.13 \n",
       "  2699.29,1398.92 2699.55,1371.33 2699.81,1329.94 2700.07,1274.75 2700.33,1247.16 2700.59,1205.77 2700.85,1178.17 2701.12,1109.19 2701.38,1081.6 2701.64,1040.2 \n",
       "  2701.9,1026.41 2702.16,971.221 2702.42,971.221 2702.68,916.033 2702.94,874.643 2703.2,860.846 2703.46,888.439 2703.72,860.846 2703.98,833.252 2704.24,833.252 \n",
       "  2704.51,833.252 2704.77,819.455 2705.03,874.643 2705.29,916.033 2705.55,847.049 2705.81,778.064 2706.07,750.471 2706.33,722.877 2706.59,681.486 2706.85,764.268 \n",
       "  2707.11,819.455 2707.37,833.252 2707.64,847.049 2707.9,847.049 2708.16,778.064 2708.42,764.268 2708.68,805.658 2708.94,778.064 2709.2,819.455 2709.46,874.643 \n",
       "  2709.72,916.033 2709.98,957.424 2710.24,1012.61 2710.5,1054 2710.77,1095.39 2711.03,1150.58 2711.29,1178.17 2711.55,1302.35 2711.81,1343.74 2712.07,1357.53 \n",
       "  2712.33,1357.53 2712.59,1329.94 2712.85,1329.94 2713.11,1288.55 2713.37,1274.75 2713.63,1191.97 2713.9,1136.78 2714.16,1067.8 2714.42,1040.2 2714.68,971.221 \n",
       "  2714.94,943.627 2715.2,874.643 2715.46,819.455 2715.72,750.471 2715.98,709.08 2716.24,709.08 2716.5,709.08 2716.76,695.283 2717.03,709.08 2717.29,750.471 \n",
       "  2717.55,778.064 2717.81,860.846 2718.07,805.658 2718.33,722.877 2718.59,681.486 2718.85,653.893 2719.11,626.299 2719.37,667.689 2719.63,791.861 2719.89,833.252 \n",
       "  2720.16,778.064 2720.42,791.861 2720.68,750.471 2720.94,750.471 2721.2,764.268 2721.46,722.877 2721.72,764.268 2721.98,860.846 2722.24,874.643 2722.5,957.424 \n",
       "  2722.76,998.814 2723.02,1095.39 2723.29,1136.78 2723.55,1178.17 2723.81,1219.56 2724.07,1316.14 2724.33,1357.53 2724.59,1371.33 2724.85,1371.33 2725.11,1357.53 \n",
       "  2725.37,1343.74 2725.63,1316.14 2725.89,1288.55 2726.15,1233.36 2726.42,1191.97 2726.68,1136.78 2726.94,1081.6 2727.2,985.018 2727.46,985.018 2727.72,957.424 \n",
       "  2727.98,929.83 2728.24,902.236 2728.5,888.439 2728.76,902.236 2729.02,902.236 2729.28,888.439 2729.55,916.033 2729.81,888.439 2730.07,902.236 2730.33,916.033 \n",
       "  2730.59,916.033 2730.85,888.439 2731.11,902.236 2731.37,888.439 2731.63,971.221 2731.89,833.252 2732.15,888.439 2732.41,957.424 2732.68,1054 2732.94,1026.41 \n",
       "  2733.2,1067.8 2733.46,1109.19 2733.72,1150.58 2733.98,1178.17 2734.24,1233.36 2734.5,1247.16 2734.76,1316.14 2735.02,1343.74 2735.28,1357.53 2735.54,1385.13 \n",
       "  2735.81,1398.92 2736.07,1398.92 2736.33,1398.92 2736.59,1398.92 2736.85,1371.33 2737.11,1316.14 2737.37,1233.36 2737.63,1095.39 2737.89,985.018 2738.15,888.439 \n",
       "  2738.41,833.252 2738.67,833.252 2738.93,874.643 2739.2,943.627 2739.46,998.814 2739.72,985.018 2739.98,998.814 2740.24,971.221 2740.5,957.424 2740.76,971.221 \n",
       "  2741.02,971.221 2741.28,943.627 2741.54,929.83 2741.8,874.643 2742.06,847.049 2742.33,874.643 2742.59,916.033 2742.85,943.627 2743.11,860.846 2743.37,778.064 \n",
       "  2743.63,709.08 2743.89,695.283 2744.15,681.486 2744.41,736.674 2744.67,778.064 2744.93,847.049 2745.19,860.846 2745.46,902.236 2745.72,957.424 2745.98,998.814 \n",
       "  2746.24,1054 2746.5,1122.99 2746.76,1178.17 2747.02,1247.16 2747.28,1302.35 2747.54,1343.74 2747.8,1357.53 2748.06,1385.13 2748.32,1398.92 2748.59,1398.92 \n",
       "  2748.85,1398.92 2749.11,1398.92 2749.37,1385.13 2749.63,1316.14 2749.89,1247.16 2750.15,1067.8 2750.41,971.221 2750.67,819.455 2750.93,764.268 2751.19,750.471 \n",
       "  2751.45,819.455 2751.72,874.643 2751.98,943.627 2752.24,957.424 2752.5,985.018 2752.76,943.627 2753.02,929.83 2753.28,943.627 2753.54,971.221 2753.8,929.83 \n",
       "  2754.06,929.83 2754.32,860.846 2754.58,860.846 2754.85,888.439 2755.11,943.627 2755.37,943.627 2755.63,888.439 2755.89,805.658 2756.15,695.283 2756.41,667.689 \n",
       "  2756.67,695.283 2756.93,722.877 2757.19,736.674 2757.45,764.268 2757.71,778.064 2757.98,778.064 2758.24,860.846 2758.5,929.83 2758.76,1012.61 2759.02,1067.8 \n",
       "  2759.28,1164.38 2759.54,1219.56 2759.8,1274.75 2760.06,1329.94 2760.32,1357.53 2760.58,1371.33 2760.84,1385.13 2761.11,1398.92 2761.37,1398.92 2761.63,1398.92 \n",
       "  2761.89,1385.13 2762.15,1329.94 2762.41,1233.36 2762.67,1067.8 2762.93,943.627 2763.19,819.455 2763.45,750.471 2763.71,722.877 2763.97,778.064 2764.24,833.252 \n",
       "  2764.5,902.236 2764.76,888.439 2765.02,929.83 2765.28,860.846 2765.54,874.643 2765.8,874.643 2766.06,888.439 2766.32,847.049 2766.58,847.049 2766.84,805.658 \n",
       "  2767.1,791.861 2767.37,860.846 2767.63,874.643 2767.89,916.033 2768.15,833.252 2768.41,695.283 2768.67,612.502 2768.93,584.908 2769.19,557.314 2769.45,584.908 \n",
       "  2769.71,626.299 2769.97,667.689 2770.23,640.096 2770.5,667.689 2770.76,695.283 2771.02,805.658 2771.28,929.83 2771.54,1026.41 2771.8,1109.19 2772.06,1191.97 \n",
       "  2772.32,1260.95 2772.58,1302.35 2772.84,1343.74 2773.1,1371.33 2773.36,1385.13 2773.63,1385.13 2773.89,1385.13 2774.15,1398.92 2774.41,1385.13 2774.67,1316.14 \n",
       "  2774.93,1233.36 2775.19,1040.2 2775.45,902.236 2775.71,750.471 2775.97,695.283 2776.23,681.486 2776.49,736.674 2776.75,778.064 2777.02,847.049 2777.28,847.049 \n",
       "  2777.54,916.033 2777.8,847.049 2778.06,833.252 2778.32,874.643 2778.58,874.643 2778.84,860.846 2779.1,847.049 2779.36,764.268 2779.62,750.471 2779.88,805.658 \n",
       "  2780.15,874.643 2780.41,929.83 2780.67,833.252 2780.93,695.283 2781.19,612.502 2781.45,571.111 2781.71,557.314 2781.97,571.111 2782.23,598.705 2782.49,626.299 \n",
       "  2782.75,626.299 2783.01,626.299 2783.28,640.096 2783.54,695.283 2783.8,778.064 2784.06,902.236 2784.32,998.814 2784.58,1095.39 2784.84,1178.17 2785.1,1247.16 \n",
       "  2785.36,1274.75 2785.62,1316.14 2785.88,1343.74 2786.14,1357.53 2786.41,1371.33 2786.67,1385.13 2786.93,1371.33 2787.19,1316.14 2787.45,1247.16 2787.71,1067.8 \n",
       "  2787.97,971.221 2788.23,929.83 2788.49,929.83 2788.75,902.236 2789.01,888.439 2789.27,888.439 2789.54,916.033 2789.8,916.033 2790.06,943.627 2790.32,902.236 \n",
       "  2790.58,902.236 2790.84,902.236 2791.1,888.439 2791.36,874.643 2791.62,847.049 2791.88,791.861 2792.14,819.455 2792.4,847.049 2792.67,902.236 2792.93,929.83 \n",
       "  2793.19,819.455 2793.45,695.283 2793.71,598.705 2793.97,529.721 2794.23,488.33 2794.49,488.33 2794.75,557.314 2795.01,626.299 2795.27,626.299 2795.53,612.502 \n",
       "  2795.8,584.908 2796.06,571.111 2796.32,571.111 2796.58,571.111 2796.84,612.502 2797.1,681.486 2797.36,764.268 2797.62,833.252 2797.88,888.439 2798.14,971.221 \n",
       "  2798.4,1040.2 2798.66,1109.19 2798.93,1150.58 2799.19,1288.55 2799.45,1343.74 2799.71,1357.53 2799.97,1343.74 2800.23,1316.14 2800.49,1288.55 2800.75,1219.56 \n",
       "  2801.01,1205.77 2801.27,1067.8 2801.53,998.814 2801.79,888.439 2802.06,888.439 2802.32,791.861 2802.58,764.268 2802.84,667.689 2803.1,667.689 2803.36,626.299 \n",
       "  2803.62,653.893 2803.88,667.689 2804.14,709.08 2804.4,667.689 2804.66,653.893 2804.92,612.502 2805.19,667.689 2805.45,750.471 2805.71,722.877 2805.97,598.705 \n",
       "  2806.23,529.721 2806.49,515.924 2806.75,474.533 2807.01,515.924 2807.27,474.533 2807.53,598.705 2807.79,626.299 2808.05,584.908 2808.32,543.518 2808.58,488.33 \n",
       "  2808.84,460.736 2809.1,460.736 2809.36,529.721 2809.62,584.908 2809.88,640.096 2810.14,736.674 2810.4,791.861 2810.66,860.846 2810.92,943.627 2811.18,1026.41 \n",
       "  2811.45,1122.99 2811.71,1260.95 2811.97,1329.94 2812.23,1357.53 2812.49,1357.53 2812.75,1329.94 2813.01,1329.94 2813.27,1274.75 2813.53,1247.16 2813.79,1150.58 \n",
       "  2814.05,1109.19 2814.31,998.814 2814.57,971.221 2814.84,847.049 2815.1,833.252 2815.36,750.471 2815.62,764.268 2815.88,695.283 2816.14,709.08 2816.4,750.471 \n",
       "  2816.66,778.064 2816.92,791.861 2817.18,819.455 2817.44,791.861 2817.7,805.658 2817.97,778.064 2818.23,764.268 2818.49,764.268 2818.75,764.268 2819.01,778.064 \n",
       "  2819.27,805.658 2819.53,847.049 2819.79,916.033 2820.05,971.221 2820.31,985.018 2820.57,971.221 2820.83,998.814 2821.1,1054 2821.36,1040.2 2821.62,1136.78 \n",
       "  2821.88,1205.77 2822.14,1274.75 2822.4,1329.94 2822.66,1357.53 2822.92,1371.33 2823.18,1385.13 2823.44,1385.13 2823.7,1398.92 2823.96,1398.92 2824.23,1398.92 \n",
       "  2824.49,1385.13 2824.75,1302.35 2825.01,1233.36 2825.27,1067.8 2825.53,957.424 2825.79,819.455 2826.05,764.268 2826.31,764.268 2826.57,805.658 2826.83,833.252 \n",
       "  2827.09,888.439 2827.36,902.236 2827.62,929.83 2827.88,874.643 2828.14,847.049 2828.4,874.643 2828.66,902.236 2828.92,860.846 2829.18,860.846 2829.44,805.658 \n",
       "  2829.7,778.064 2829.96,888.439 2830.22,929.83 2830.49,943.627 2830.75,874.643 2831.01,778.064 2831.27,709.08 2831.53,681.486 2831.79,695.283 2832.05,750.471 \n",
       "  2832.31,750.471 2832.57,805.658 2832.83,805.658 2833.09,833.252 2833.35,847.049 2833.62,943.627 2833.88,1026.41 2834.14,1109.19 2834.4,1067.8 2834.66,1205.77 \n",
       "  2834.92,1274.75 2835.18,1316.14 2835.44,1343.74 2835.7,1385.13 2835.96,1398.92 2836.22,1398.92 2836.48,1398.92 2836.75,1398.92 2837.01,1385.13 2837.27,1316.14 \n",
       "  2837.53,1233.36 2837.79,1054 2838.05,929.83 2838.31,764.268 2838.57,709.08 2838.83,709.08 2839.09,750.471 2839.35,778.064 2839.61,819.455 2839.88,833.252 \n",
       "  2840.14,860.846 2840.4,791.861 2840.66,791.861 2840.92,819.455 2841.18,847.049 2841.44,805.658 2841.7,791.861 2841.96,750.471 2842.22,750.471 2842.48,805.658 \n",
       "  2842.74,874.643 2843.01,943.627 2843.27,860.846 2843.53,750.471 2843.79,653.893 2844.05,598.705 2844.31,584.908 2844.57,612.502 2844.83,612.502 2845.09,626.299 \n",
       "  2845.35,626.299 2845.61,626.299 2845.87,695.283 2846.14,791.861 2846.4,916.033 2846.66,998.814 2846.92,1095.39 2847.18,1178.17 2847.44,1247.16 2847.7,1288.55 \n",
       "  2847.96,1329.94 2848.22,1357.53 2848.48,1371.33 2848.74,1385.13 2849,1385.13 2849.26,1385.13 2849.53,1385.13 2849.79,1302.35 2850.05,1233.36 2850.31,1040.2 \n",
       "  2850.57,916.033 2850.83,750.471 2851.09,722.877 2851.35,709.08 2851.61,736.674 2851.87,791.861 2852.13,860.846 2852.39,847.049 2852.66,888.439 2852.92,819.455 \n",
       "  2853.18,819.455 2853.44,860.846 2853.7,874.643 2853.96,833.252 2854.22,819.455 2854.48,805.658 2854.74,805.658 2855,847.049 2855.26,916.033 2855.52,957.424 \n",
       "  2855.79,888.439 2856.05,750.471 2856.31,653.893 2856.57,626.299 2856.83,598.705 2857.09,612.502 2857.35,667.689 2857.61,681.486 2857.87,653.893 2858.13,681.486 \n",
       "  2858.39,667.689 2858.65,764.268 2858.92,874.643 2859.18,971.221 2859.44,1081.6 2859.7,1178.17 2859.96,1247.16 2860.22,1288.55 2860.48,1329.94 2860.74,1357.53 \n",
       "  2861,1371.33 2861.26,1385.13 2861.52,1371.33 2861.78,1385.13 2862.05,1385.13 2862.31,1302.35 2862.57,1233.36 2862.83,1040.2 2863.09,916.033 2863.35,778.064 \n",
       "  2863.61,722.877 2863.87,709.08 2864.13,750.471 2864.39,791.861 2864.65,874.643 2864.91,860.846 2865.18,916.033 2865.44,847.049 2865.7,819.455 2865.96,874.643 \n",
       "  2866.22,888.439 2866.48,847.049 2866.74,833.252 2867,805.658 2867.26,805.658 2867.52,860.846 2867.78,916.033 2868.04,971.221 2868.31,888.439 2868.57,764.268 \n",
       "  2868.83,667.689 2869.09,612.502 2869.35,584.908 2869.61,598.705 2869.87,598.705 2870.13,626.299 2870.39,598.705 2870.65,612.502 2870.91,612.502 2871.17,653.893 \n",
       "  2871.44,722.877 2871.7,833.252 2871.96,943.627 2872.22,1040.2 2872.48,1136.78 2872.74,1219.56 2873,1247.16 2873.26,1288.55 2873.52,1316.14 2873.78,1343.74 \n",
       "  2874.04,1343.74 2874.3,1357.53 2874.57,1357.53 2874.83,1302.35 2875.09,1233.36 2875.35,1067.8 2875.61,943.627 2875.87,791.861 2876.13,764.268 2876.39,750.471 \n",
       "  2876.65,778.064 2876.91,805.658 2877.17,860.846 2877.43,874.643 2877.7,916.033 2877.96,847.049 2878.22,847.049 2878.48,860.846 2878.74,888.439 2879,833.252 \n",
       "  2879.26,791.861 2879.52,778.064 2879.78,791.861 2880.04,847.049 2880.3,902.236 2880.56,943.627 2880.83,860.846 2881.09,695.283 2881.35,612.502 2881.61,543.518 \n",
       "  2881.87,488.33 2882.13,488.33 2882.39,529.721 2882.65,571.111 2882.91,571.111 2883.17,571.111 2883.43,543.518 2883.69,529.721 2883.96,543.518 2884.22,571.111 \n",
       "  2884.48,584.908 2884.74,681.486 2885,750.471 2885.26,833.252 2885.52,902.236 2885.78,957.424 2886.04,1040.2 2886.3,1095.39 2886.56,1150.58 2886.82,1274.75 \n",
       "  2887.08,1329.94 2887.35,1343.74 2887.61,1343.74 2887.87,1316.14 2888.13,1302.35 2888.39,1233.36 2888.65,1191.97 2888.91,1054 2889.17,1040.2 2889.43,929.83 \n",
       "  2889.69,929.83 2889.95,860.846 2890.21,847.049 2890.48,778.064 2890.74,750.471 2891,736.674 2891.26,722.877 2891.52,736.674 2891.78,778.064 2892.04,750.471 \n",
       "  2892.3,736.674 2892.56,722.877 2892.82,750.471 2893.08,778.064 2893.34,736.674 2893.61,640.096 2893.87,626.299 2894.13,557.314 2894.39,502.127 2894.65,557.314 \n",
       "  2894.91,667.689 2895.17,695.283 2895.43,709.08 2895.69,667.689 2895.95,626.299 2896.21,571.111 2896.47,571.111 2896.74,571.111 2897,571.111 2897.26,612.502 \n",
       "  2897.52,681.486 2897.78,750.471 2898.04,778.064 2898.3,847.049 2898.56,929.83 2898.82,998.814 2899.08,1081.6 2899.34,1247.16 2899.6,1316.14 2899.87,1343.74 \n",
       "  2900.13,1357.53 2900.39,1357.53 2900.65,1343.74 2900.91,1288.55 2901.17,1233.36 2901.43,1164.38 2901.69,1109.19 2901.95,985.018 2902.21,929.83 2902.47,791.861 \n",
       "  2902.73,750.471 2903,667.689 2903.26,653.893 2903.52,667.689 2903.78,653.893 2904.04,667.689 2904.3,681.486 2904.56,626.299 2904.82,681.486 2905.08,764.268 \n",
       "  2905.34,819.455 2905.6,819.455 2905.86,847.049 2906.13,805.658 2906.39,805.658 2906.65,736.674 2906.91,874.643 2907.17,943.627 2907.43,971.221 2907.69,943.627 \n",
       "  2907.95,971.221 2908.21,957.424 2908.47,916.033 2908.73,957.424 2908.99,1012.61 2909.26,1040.2 2909.52,1081.6 2909.78,1136.78 2910.04,1191.97 2910.3,1247.16 \n",
       "  2910.56,1274.75 2910.82,1316.14 2911.08,1329.94 2911.34,1343.74 2911.6,1343.74 2911.86,1371.33 2912.12,1385.13 2912.39,1357.53 2912.65,1343.74 2912.91,1274.75 \n",
       "  2913.17,1260.95 2913.43,1205.77 2913.69,1164.38 2913.95,1067.8 2914.21,1040.2 2914.47,998.814 2914.73,1012.61 2914.99,957.424 2915.25,971.221 2915.52,902.236 \n",
       "  2915.78,888.439 2916.04,847.049 2916.3,847.049 2916.56,833.252 2916.82,847.049 2917.08,819.455 2917.34,833.252 2917.6,819.455 2917.86,847.049 2918.12,860.846 \n",
       "  2918.38,847.049 2918.65,805.658 2918.91,791.861 2919.17,778.064 2919.43,805.658 2919.69,860.846 2919.95,902.236 2920.21,929.83 2920.47,957.424 2920.73,971.221 \n",
       "  2920.99,985.018 2921.25,1012.61 2921.51,1095.39 2921.77,1178.17 2922.04,1219.56 2922.3,1274.75 2922.56,1316.14 2922.82,1357.53 2923.08,1371.33 2923.34,1385.13 \n",
       "  2923.6,1398.92 2923.86,1412.72 2924.12,1398.92 2924.38,1398.92 2924.64,1385.13 2924.9,1302.35 2925.17,1233.36 2925.43,1054 2925.69,957.424 2925.95,805.658 \n",
       "  2926.21,778.064 2926.47,750.471 2926.73,791.861 2926.99,833.252 2927.25,902.236 2927.51,902.236 2927.77,943.627 2928.03,902.236 2928.3,902.236 2928.56,902.236 \n",
       "  2928.82,943.627 2929.08,874.643 2929.34,888.439 2929.6,833.252 2929.86,847.049 2930.12,874.643 2930.38,929.83 2930.64,957.424 2930.9,888.439 2931.16,778.064 \n",
       "  2931.43,667.689 2931.69,640.096 2931.95,667.689 2932.21,695.283 2932.47,709.08 2932.73,736.674 2932.99,709.08 2933.25,709.08 2933.51,750.471 2933.77,860.846 \n",
       "  2934.03,957.424 2934.29,1067.8 2934.56,1150.58 2934.82,1233.36 2935.08,1274.75 2935.34,1316.14 2935.6,1343.74 2935.86,1371.33 2936.12,1385.13 2936.38,1398.92 \n",
       "  2936.64,1385.13 2936.9,1385.13 2937.16,1385.13 2937.42,1316.14 2937.69,1233.36 2937.95,1054 2938.21,929.83 2938.47,791.861 2938.73,750.471 2938.99,722.877 \n",
       "  2939.25,764.268 2939.51,805.658 2939.77,860.846 2940.03,847.049 2940.29,902.236 2940.55,874.643 2940.82,860.846 2941.08,888.439 2941.34,916.033 2941.6,847.049 \n",
       "  2941.86,833.252 2942.12,819.455 2942.38,805.658 2942.64,874.643 2942.9,902.236 2943.16,943.627 2943.42,860.846 2943.68,722.877 2943.95,640.096 2944.21,626.299 \n",
       "  2944.47,612.502 2944.73,640.096 2944.99,667.689 2945.25,681.486 2945.51,667.689 2945.77,681.486 2946.03,722.877 2946.29,764.268 2946.55,902.236 2946.81,1026.41 \n",
       "  2947.08,1109.19 2947.34,1191.97 2947.6,1233.36 2947.86,1288.55 2948.12,1329.94 2948.38,1357.53 2948.64,1371.33 2948.9,1385.13 2949.16,1385.13 2949.42,1385.13 \n",
       "  2949.68,1371.33 2949.94,1316.14 2950.21,1233.36 2950.47,1054 2950.73,943.627 2950.99,764.268 2951.25,736.674 2951.51,722.877 2951.77,778.064 2952.03,819.455 \n",
       "  2952.29,888.439 2952.55,888.439 2952.81,929.83 2953.07,847.049 2953.34,847.049 2953.6,874.643 2953.86,916.033 2954.12,860.846 2954.38,847.049 2954.64,805.658 \n",
       "  2954.9,805.658 2955.16,847.049 2955.42,902.236 2955.68,943.627 2955.94,860.846 2956.2,736.674 2956.47,653.893 2956.73,584.908 2956.99,571.111 2957.25,557.314 \n",
       "  2957.51,598.705 2957.77,626.299 2958.03,584.908 2958.29,571.111 2958.55,598.705 2958.81,653.893 2959.07,695.283 2959.33,833.252 2959.59,943.627 2959.86,1040.2 \n",
       "  2960.12,1136.78 2960.38,1205.77 2960.64,1247.16 2960.9,1288.55 2961.16,1316.14 2961.42,1343.74 2961.68,1343.74 2961.94,1371.33 2962.2,1371.33 2962.46,1302.35 \n",
       "  2962.72,1233.36 2962.99,1067.8 2963.25,957.424 2963.51,778.064 2963.77,750.471 2964.03,750.471 2964.29,778.064 2964.55,805.658 2964.81,888.439 2965.07,874.643 \n",
       "  2965.33,916.033 2965.59,847.049 2965.85,819.455 2966.12,874.643 2966.38,874.643 2966.64,833.252 2966.9,805.658 2967.16,778.064 2967.42,791.861 2967.68,860.846 \n",
       "  2967.94,916.033 2968.2,929.83 2968.46,833.252 2968.72,722.877 2968.98,626.299 2969.25,584.908 2969.51,515.924 2969.77,543.518 2970.03,584.908 2970.29,626.299 \n",
       "  2970.55,626.299 2970.81,626.299 2971.07,571.111 2971.33,571.111 2971.59,571.111 2971.85,598.705 2972.11,612.502 2972.38,695.283 2972.64,750.471 2972.9,819.455 \n",
       "  2973.16,957.424 2973.42,1040.2 2973.68,1095.39 2973.94,1150.58 2974.2,1191.97 2974.46,1288.55 2974.72,1343.74 2974.98,1357.53 2975.24,1343.74 2975.51,1302.35 \n",
       "  2975.77,1288.55 2976.03,1233.36 2976.29,1191.97 2976.55,1109.19 2976.81,1054 2977.07,929.83 2977.33,929.83 2977.59,874.643 2977.85,860.846 2978.11,764.268 \n",
       "  2978.37,764.268 2978.64,750.471 2978.9,750.471 2979.16,778.064 2979.42,805.658 2979.68,791.861 2979.94,778.064 2980.2,778.064 2980.46,791.861 2980.72,791.861 \n",
       "  2980.98,764.268 2981.24,709.08 2981.5,653.893 2981.77,612.502 2982.03,543.518 2982.29,584.908 2982.55,709.08 2982.81,750.471 2983.07,750.471 2983.33,695.283 \n",
       "  2983.59,598.705 2983.85,584.908 2984.11,557.314 2984.37,543.518 2984.63,584.908 2984.9,626.299 2985.16,667.689 2985.42,722.877 2985.68,778.064 2985.94,847.049 \n",
       "  2986.2,929.83 2986.46,1012.61 2986.72,1081.6 2986.98,1260.95 2987.24,1329.94 2987.5,1357.53 2987.76,1357.53 2988.03,1329.94 2988.29,1316.14 2988.55,1288.55 \n",
       "  2988.81,1274.75 2989.07,1191.97 2989.33,1136.78 2989.59,1040.2 2989.85,985.018 2990.11,874.643 2990.37,874.643 2990.63,805.658 2990.89,778.064 2991.16,764.268 \n",
       "  2991.42,764.268 2991.68,764.268 2991.94,764.268 2992.2,791.861 2992.46,819.455 2992.72,819.455 2992.98,833.252 2993.24,833.252 2993.5,833.252 2993.76,791.861 \n",
       "  2994.02,764.268 2994.29,778.064 2994.55,833.252 2994.81,888.439 2995.07,929.83 2995.33,943.627 2995.59,985.018 2995.85,971.221 2996.11,1026.41 2996.37,1081.6 \n",
       "  2996.63,1109.19 2996.89,1178.17 2997.15,1233.36 2997.41,1274.75 2997.68,1316.14 2997.94,1343.74 2998.2,1371.33 2998.46,1385.13 2998.72,1385.13 2998.98,1398.92 \n",
       "  2999.24,1385.13 2999.5,1385.13 2999.76,1357.53 3000.02,1302.35 3000.28,1219.56 3000.54,1054 3000.81,971.221 3001.07,833.252 3001.33,805.658 3001.59,791.861 \n",
       "  3001.85,847.049 3002.11,902.236 3002.37,971.221 3002.63,971.221 3002.89,985.018 3003.15,971.221 3003.41,957.424 3003.67,957.424 3003.94,957.424 3004.2,943.627 \n",
       "  3004.46,971.221 3004.72,1054 3004.98,1122.99 3005.24,1191.97 3005.5,1247.16 3005.76,1260.95 3006.02,1274.75 3006.28,1274.75 3006.54,1260.95 3006.8,1260.95 \n",
       "  3007.07,1288.55 3007.33,1302.35 3007.59,1329.94 3007.85,1343.74 3008.11,1343.74 3008.37,1371.33 3008.63,1398.92 3008.89,1426.52 3009.15,1454.11 3009.41,1454.11 \n",
       "  3009.67,1454.11 3009.93,1454.11 3010.2,1454.11 3010.46,1454.11 3010.72,1454.11 3010.98,1454.11 3011.24,1454.11 3011.5,1454.11 3011.76,1454.11 3012.02,1454.11 \n",
       "  3012.28,1454.11 3012.54,1454.11 3012.8,1454.11 3013.06,1454.11 3013.33,1454.11 3013.59,1454.11 3013.85,1440.31 3014.11,1426.52 3014.37,1398.92 3014.63,1385.13 \n",
       "  3014.89,1357.53 3015.15,1329.94 3015.41,1329.94 3015.67,1302.35 3015.93,1288.55 3016.19,1274.75 3016.46,1274.75 3016.72,1260.95 3016.98,1260.95 3017.24,1233.36 \n",
       "  3017.5,1219.56 3017.76,1205.77 3018.02,1178.17 3018.28,1150.58 3018.54,1122.99 3018.8,1081.6 3019.06,1012.61 3019.32,1026.41 3019.59,1040.2 3019.85,1081.6 \n",
       "  3020.11,1095.39 3020.37,1109.19 3020.63,1095.39 3020.89,1067.8 3021.15,1095.39 3021.41,1136.78 3021.67,1150.58 3021.93,1219.56 3022.19,1260.95 3022.45,1316.14 \n",
       "  3022.72,1357.53 3022.98,1371.33 3023.24,1385.13 3023.5,1398.92 3023.76,1412.72 3024.02,1412.72 3024.28,1412.72 3024.54,1412.72 3024.8,1398.92 3025.06,1329.94 \n",
       "  3025.32,1247.16 3025.58,1067.8 3025.85,971.221 3026.11,847.049 3026.37,805.658 3026.63,819.455 3026.89,847.049 3027.15,902.236 3027.41,971.221 3027.67,957.424 \n",
       "  3027.93,985.018 3028.19,957.424 3028.45,971.221 3028.71,971.221 3028.98,985.018 3029.24,971.221 3029.5,943.627 3029.76,916.033 3030.02,888.439 3030.28,929.83 \n",
       "  3030.54,971.221 3030.8,971.221 3031.06,902.236 3031.32,819.455 3031.58,709.08 3031.84,681.486 3032.1,653.893 3032.37,681.486 3032.63,722.877 3032.89,750.471 \n",
       "  3033.15,736.674 3033.41,750.471 3033.67,750.471 3033.93,791.861 3034.19,916.033 3034.45,1026.41 3034.71,1109.19 3034.97,1191.97 3035.23,1260.95 3035.5,1302.35 \n",
       "  3035.76,1329.94 3036.02,1357.53 3036.28,1371.33 3036.54,1385.13 3036.8,1385.13 3037.06,1385.13 3037.32,1385.13 3037.58,1316.14 3037.84,1233.36 3038.1,1040.2 \n",
       "  3038.36,929.83 3038.63,805.658 3038.89,764.268 3039.15,778.064 3039.41,805.658 3039.67,847.049 3039.93,888.439 3040.19,902.236 3040.45,943.627 3040.71,888.439 \n",
       "  3040.97,874.643 3041.23,902.236 3041.49,902.236 3041.76,888.439 3042.02,860.846 3042.28,847.049 3042.54,819.455 3042.8,874.643 3043.06,943.627 3043.32,971.221 \n",
       "  3043.58,902.236 3043.84,778.064 3044.1,695.283 3044.36,653.893 3044.62,640.096 3044.89,640.096 3045.15,640.096 3045.41,653.893 3045.67,640.096 3045.93,640.096 \n",
       "  3046.19,667.689 3046.45,709.08 3046.71,736.674 3046.97,833.252 3047.23,957.424 3047.49,1067.8 3047.75,1150.58 3048.02,1219.56 3048.28,1247.16 3048.54,1302.35 \n",
       "  3048.8,1329.94 3049.06,1357.53 3049.32,1343.74 3049.58,1371.33 3049.84,1371.33 3050.1,1302.35 3050.36,1233.36 3050.62,1040.2 3050.88,902.236 3051.15,778.064 \n",
       "  3051.41,722.877 3051.67,722.877 3051.93,764.268 3052.19,805.658 3052.45,860.846 3052.71,874.643 3052.97,874.643 3053.23,847.049 3053.49,847.049 3053.75,888.439 \n",
       "  3054.01,874.643 3054.28,819.455 3054.54,819.455 3054.8,805.658 3055.06,819.455 3055.32,860.846 3055.58,916.033 3055.84,943.627 3056.1,847.049 3056.36,722.877 \n",
       "  3056.62,626.299 3056.88,557.314 3057.14,502.127 3057.41,474.533 3057.67,502.127 3057.93,529.721 3058.19,543.518 3058.45,529.721 3058.71,515.924 3058.97,515.924 \n",
       "  3059.23,515.924 3059.49,543.518 3059.75,557.314 3060.01,640.096 3060.27,709.08 3060.54,791.861 3060.8,860.846 3061.06,943.627 3061.32,1012.61 3061.58,1067.8 \n",
       "  3061.84,1136.78 3062.1,1274.75 3062.36,1329.94 3062.62,1343.74 3062.88,1329.94 3063.14,1302.35 3063.4,1288.55 3063.67,1219.56 3063.93,1164.38 3064.19,1040.2 \n",
       "  3064.45,985.018 3064.71,819.455 3064.97,833.252 3065.23,750.471 3065.49,750.471 3065.75,653.893 3066.01,653.893 3066.27,640.096 3066.53,653.893 3066.8,640.096 \n",
       "  3067.06,695.283 3067.32,695.283 3067.58,695.283 3067.84,653.893 3068.1,722.877 3068.36,764.268 3068.62,736.674 3068.88,626.299 3069.14,543.518 3069.4,502.127 \n",
       "  3069.66,446.939 3069.92,488.33 3070.19,584.908 3070.45,640.096 3070.71,626.299 3070.97,598.705 3071.23,557.314 3071.49,502.127 3071.75,529.721 3072.01,529.721 \n",
       "  \n",
       "  \"/>\n",
       "<path clip-path=\"url(#clip910)\" d=\"\n",
       "M2688.23 199.186 L3057.66 199.186 L3057.66 95.5056 L2688.23 95.5056  Z\n",
       "  \" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<polyline clip-path=\"url(#clip910)\" style=\"stroke:#000000; stroke-linecap:butt; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
       "  2688.23,199.186 3057.66,199.186 3057.66,95.5056 2688.23,95.5056 2688.23,199.186 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip910)\" style=\"stroke:#008000; stroke-linecap:butt; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
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       "  \"/>\n",
       "<path clip-path=\"url(#clip910)\" d=\"M2955.67 167.033 Q2953.86 171.663 2952.15 173.075 Q2950.44 174.487 2947.57 174.487 L2944.17 174.487 L2944.17 170.922 L2946.67 170.922 Q2948.42 170.922 2949.4 170.088 Q2950.37 169.255 2951.55 166.153 L2952.31 164.209 L2941.83 138.7 L2946.34 138.7 L2954.44 158.977 L2962.54 138.7 L2967.06 138.7 L2955.67 167.033 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip910)\" d=\"M2974.35 160.69 L2981.99 160.69 L2981.99 134.325 L2973.68 135.991 L2973.68 131.732 L2981.94 130.066 L2986.62 130.066 L2986.62 160.69 L2994.26 160.69 L2994.26 164.626 L2974.35 164.626 L2974.35 160.69 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /></svg>\n"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Z = map(taxi_bin, X)\n",
    "plot(Z, c=:green, size=(800, 400))\n",
    "ylabel!(\"\\n\\nWhich bin!\") "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78d7ab85-bca5-455b-8e8b-706dcd89c9ea",
   "metadata": {},
   "source": [
    "### Make an encoding for each bin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "82a74990-8ee0-4707-bf6d-09641ca62a9b",
   "metadata": {},
   "outputs": [],
   "source": [
    "ENC_LEN = 1024\n",
    "ENC_ACTIVE = 32\n",
    "encodings = Dict(i => sample(1:ENC_LEN, ENC_ACTIVE; replace=false) for i in 1:(num_bins + 1));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7ea79189-e58c-4efa-a0a4-eb3616971c12",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "input_enc (generic function with 1 method)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Finds the correct bin id\n",
    "# Retrieves corresponding encoding (length equal to num_cols)\n",
    "function small_input(x, num_cols) \n",
    "    idxs = encodings[taxi_bin(x)]\n",
    "    enc = zeros(num_cols)\n",
    "    enc[idxs] .= 1.\n",
    "    return enc\n",
    "end\n",
    "\n",
    "# Repeats the encoding for each cell in the column\n",
    "# Flattens the result\n",
    "input_enc(x, num_cols, cells_per_col) = reshape(repeat(small_input(x, num_cols), 1, cells_per_col)', :)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8504cdb6-abac-4745-827e-ba5f7f767211",
   "metadata": {},
   "source": [
    "### Make an HTM like architecture"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9d048309-59a4-4c11-bd3b-794b77bfd770",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Parameters\n",
    "\n",
    "# Cells and cols\n",
    "num_cols = 1024\n",
    "col_size = 32\n",
    "num_cells = num_cols * col_size\n",
    "\n",
    "# Segments and synapses\n",
    "segments_per_cell = 64\n",
    "synapses_per_segment = 50\n",
    "segment_sparsity = synapses_per_segment / num_cells;\n",
    "\n",
    "tmt = TMThreshold(\n",
    "    num_cells, \n",
    "    col_size, \n",
    "    segments_per_cell, \n",
    "    synapses_per_segment\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fbfadf4c-8911-4960-8dc5-287fe78f355f",
   "metadata": {},
   "source": [
    "### Benchmark"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6a15655b-9ff9-481d-a0e1-eedb1f853d75",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = SparseVector(input_enc(X[1], num_cols, col_size))\n",
    "target_enc_idx = encodings[taxi_bin(X[2])]\n",
    "A = project(tmt, x);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "88d6051c-54a3-46a8-adf8-ebcff4c96c1e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  61.464 ms (642 allocations: 17.17 MiB)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "32768×64 Matrix{Float64}:\n",
       " 7.44  7.44  7.44  7.44  7.44  7.44  …  7.44  7.44  7.44  7.44  7.44  7.44\n",
       " 7.44  7.44  7.44  7.44  7.44  7.44     7.44  7.44  7.44  7.44  7.44  7.44\n",
       " 7.44  7.44  7.44  7.44  7.44  7.44     7.44  7.44  7.44  7.44  7.44  7.44\n",
       " 7.44  7.44  7.44  7.44  7.44  7.44     7.44  7.44  7.44  7.44  7.44  7.44\n",
       " 7.44  7.44  7.44  7.44  7.44  7.44     7.44  7.44  7.44  7.44  7.44  7.44\n",
       " 7.44  7.44  7.44  7.44  7.44  7.44  …  7.44  7.44  7.44  7.44  7.44  7.44\n",
       " 7.44  7.44  7.44  7.44  7.44  7.44     7.44  7.44  7.44  7.44  7.44  7.44\n",
       " 7.44  7.44  7.44  7.44  7.44  7.44     7.44  7.44  7.44  7.44  7.44  7.44\n",
       " 7.44  7.44  7.44  7.44  7.44  7.44     7.44  7.44  7.44  7.44  7.44  7.44\n",
       " 7.44  7.44  7.44  7.44  7.44  7.44     7.44  7.44  7.44  7.44  7.44  7.44\n",
       " 7.44  7.44  7.44  7.44  7.44  7.44  …  7.44  7.44  7.44  7.44  7.44  7.44\n",
       " 7.44  7.44  7.44  7.44  7.44  7.44     7.44  7.44  7.44  7.44  7.44  7.44\n",
       " 7.44  7.44  7.44  7.44  7.44  7.44     7.44  7.44  7.44  7.44  7.44  7.44\n",
       " ⋮                             ⋮     ⋱              ⋮                 \n",
       " 7.44  7.44  7.44  7.44  7.44  7.44     7.44  7.44  7.44  7.44  7.44  7.44\n",
       " 7.44  7.44  7.44  7.44  7.44  7.44     7.44  7.44  7.44  7.44  7.44  7.44\n",
       " 7.44  7.44  7.44  7.44  7.44  7.44     7.44  7.44  7.44  7.44  7.44  7.44\n",
       " 7.44  7.44  7.44  7.44  7.44  7.44     7.44  7.44  7.44  7.44  7.44  7.44\n",
       " 7.44  7.44  7.44  7.44  7.44  7.44  …  7.44  7.44  7.44  7.44  7.44  7.44\n",
       " 7.44  7.44  7.44  7.44  7.44  7.44     7.44  7.44  7.44  7.44  7.44  7.44\n",
       " 7.44  7.44  7.44  7.44  7.44  7.44     7.44  7.44  7.44  7.44  7.44  7.44\n",
       " 7.44  7.44  7.44  7.44  7.44  7.44     7.44  7.44  7.44  7.44  7.44  7.44\n",
       " 7.44  7.44  7.44  7.44  7.44  7.44     7.44  7.44  7.44  7.44  7.44  7.44\n",
       " 7.44  7.44  7.44  7.44  7.44  7.44  …  7.44  7.44  7.44  7.44  7.44  7.44\n",
       " 7.44  7.44  7.44  7.44  7.44  7.44     7.44  7.44  7.44  7.44  7.44  7.44\n",
       " 7.44  7.44  7.44  7.44  7.44  7.44     7.44  7.44  7.44  7.44  7.44  7.44"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "@btime update!(tmt, A, target_enc_idx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a3598982-734a-4c62-81e5-abee3f52c306",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "\\begin{verbatim}\n",
       "update_true_pos!(\n",
       "    θj,\n",
       "    aj::SparseVector,\n",
       "    x::SparseVector,\n",
       "    tmt::TMThreshold,\n",
       "    active_cols,\n",
       "    unpredicted::Set\n",
       ")\n",
       "\\end{verbatim}\n",
       "Lowers the activation threshold for cells that predicted the input correctly.\n",
       "\n",
       "\\section{Arguments}\n",
       "\\begin{itemize}\n",
       "\\item \\texttt{θj} The jth column of the threshold matrix stored in \\texttt{tmt.θ}\n",
       "\n",
       "\n",
       "\\item \\texttt{aj::SparseVector} The binary vector representing which segments were above threshold   in a particular column\n",
       "\n",
       "\\end{itemize}\n"
      ],
      "text/markdown": [
       "```\n",
       "update_true_pos!(\n",
       "    θj,\n",
       "    aj::SparseVector,\n",
       "    x::SparseVector,\n",
       "    tmt::TMThreshold,\n",
       "    active_cols,\n",
       "    unpredicted::Set\n",
       ")\n",
       "```\n",
       "\n",
       "Lowers the activation threshold for cells that predicted the input correctly.\n",
       "\n",
       "# Arguments\n",
       "\n",
       "  * `θj` The jth column of the threshold matrix stored in `tmt.θ`\n",
       "  * `aj::SparseVector` The binary vector representing which segments were above threshold   in a particular column\n"
      ],
      "text/plain": [
       "\u001b[36m  update_true_pos!(\u001b[39m\n",
       "\u001b[36m      θj,\u001b[39m\n",
       "\u001b[36m      aj::SparseVector,\u001b[39m\n",
       "\u001b[36m      x::SparseVector,\u001b[39m\n",
       "\u001b[36m      tmt::TMThreshold,\u001b[39m\n",
       "\u001b[36m      active_cols,\u001b[39m\n",
       "\u001b[36m      unpredicted::Set\u001b[39m\n",
       "\u001b[36m  )\u001b[39m\n",
       "\n",
       "  Lowers the activation threshold for cells that predicted the input\n",
       "  correctly.\n",
       "\n",
       "\u001b[1m  Arguments\u001b[22m\n",
       "\u001b[1m  ≡≡≡≡≡≡≡≡≡≡≡\u001b[22m\n",
       "\n",
       "    •  \u001b[36mθj\u001b[39m The jth column of the threshold matrix stored in \u001b[36mtmt.θ\u001b[39m\n",
       "\n",
       "    •  \u001b[36maj::SparseVector\u001b[39m The binary vector representing which segments\n",
       "       were above threshold in a particular column"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Markdown\n",
    "md"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "cd87b5ae-d1ce-4944-9729-e6801e363feb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "update_true_positive!"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\"\n",
    "    update_true_pos!(\n",
    "        θj,\n",
    "        aj::SparseVector,\n",
    "        x::SparseVector,\n",
    "        tmt::TMThreshold,\n",
    "        active_cols,\n",
    "        unpredicted::Set\n",
    "    )\n",
    "\n",
    "Lowers the activation threshold for cells that predicted the input correctly.\n",
    "\n",
    "# Arguments\n",
    "- `θj` The jth column of the threshold matrix stored in `tmt.θ`.\n",
    "- `aj::SparseVector` The binary vector representing which segments were above \n",
    "    the threshold in a given column.\n",
    "- `x::SparseVector` The external input. All cells active in neuron \"columns\"\n",
    "    corresponding to the encoding.\n",
    "- `tmt::TMThreshold` The temporal memory threshold struct containing parameters.\n",
    "- `active_cols` An array of integers containing active column indexes\n",
    "- `unpredicted::Set` Tracks which active columns that have not been predicted by the\n",
    "    at this point of the update loop\n",
    "\"\"\"\n",
    "function update_true_positive!(\n",
    "    θj,\n",
    "    aj::SparseVector,\n",
    "    x::SparseVector,\n",
    "    tmt::TMThreshold,\n",
    "    active_cols,\n",
    "    unpredicted::Set\n",
    ")\n",
    "    for i in findnz(aj .&& x)[0]\n",
    "        θj[i] -= tmt.small_decr\n",
    "        # Find cell column index\n",
    "        col_idx = (i // tmt.cells_per_col) + 1\n",
    "        # Check if this column has been predicted\n",
    "        # Remove it if it has not\n",
    "        col_idx in unpredicted && delete!(unpredicted, col_idx)\n",
    "    end\n",
    "end   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "f5f29700-8998-45a4-80a0-28b05b49e075",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "update_false_pos!"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\"\n",
    "    update_false_pos!(\n",
    "        θj,\n",
    "        aj::SparseVector,\n",
    "        x::SparseVector,\n",
    "        tmt::TMThreshold,\n",
    "\n",
    "    )\n",
    "\n",
    "Increases the activation threshold for cells in a predictive state\n",
    "without a corresponding active column.\n",
    "\n",
    "# Arguments\n",
    "- `θj` The jth column of the threshold matrix stored in `tmt.θ`.\n",
    "- `aj::SparseVector` The binary vector representing which segments were above \n",
    "    the threshold in a given column.\n",
    "- `x::SparseVector` The external input. All cells active in neuron \"columns\"\n",
    "    corresponding to the encoding.\n",
    "- `tmt::TMThreshold` The temporal memory threshold struct containing parameters.\n",
    "\"\"\"\n",
    "function update_false_pos!(\n",
    "    θj, \n",
    "    aj::SparseVector,\n",
    "    x::SparseVector,\n",
    "    tmt::TMThreshold,\n",
    ")\n",
    "    error = aj - x\n",
    "    for (i, v) in zip(findnz(error)...)\n",
    "        v == 1 && (θj[i] += tmt.small_incr)\n",
    "    end\n",
    "end\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a51050f3-2474-48db-8a11-47ccdd0166f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "    find_max_segments(tmt::TMThreshold, segment_activations, unpredicted::Set)\n",
    "\n",
    "# Arguments\n",
    "\n",
    "- `tmt::TMThreshold` The temporal memory threshold struct containing parameters.\n",
    "- `segment_activations` An array of arrays containing segment activations. Output of\n",
    "    [`project(tmt, x)`](@ref)\n",
    "- `unpredicted::Set` Tracks which active columns that have not been predicted by the\n",
    "    at this point of the update loop\n",
    "\"\"\"\n",
    "function find_max_segments(tmt::TMThreshold, segment_activations, unpredicted::Set)\n",
    "    # Translate encoding columns to cell indexes\n",
    "    unpredicted_col_cells = column_idx_to_cell_idxs.(tmt::TMThreshold, unpredicted)\n",
    "    # Prep for finding the biggest cell activation in the column\n",
    "    n = length(unpredicted_col_cells)\n",
    "    argmaxes = [(0, 0) for 1:n]\n",
    "    maxes = [-Inf for 1:n]\n",
    "    # Find the biggest segment activation in each unpredicted column\n",
    "    for (j, a) in enumerate(segment_activations)\n",
    "        for (k, range) in enumerate(unpredicted_col_cells)\n",
    "            i = argmax(a[range])\n",
    "            if a[i] > maxes[k]\n",
    "                argmaxes[k] = (i, j)\n",
    "            end\n",
    "        end\n",
    "    end\n",
    "    \n",
    "    return argmaxes\n",
    "end\n",
    "\n",
    "\n",
    "\"\"\"\n",
    "    decrease_threshold!(tmt::TMThreshold, idxs::Tuple{Int, Int})\n",
    "\n",
    "\n",
    "Decreases threshold at the given index.\n",
    "\n",
    "# Arguments\n",
    "- `tmt::TMThreshold` The temporal memory threshold struct containing parameters.\n",
    "\n",
    "\"\"\"\n",
    "function update_false_negative!(tmt::TMThreshold, idx::Tuple{Int, Int})\n",
    "    tmt.θ[idx...] -= tmt.small_decr\n",
    "end\n",
    "    \n",
    "\"\"\"\n",
    "    column_idx_to_cell_idxs(tmt::TMThreshold, i::Int) -> UnitRange\n",
    "\n",
    "Each \"column\" contains `tmt.cells_per_col` cells. These are stored\n",
    "contiguously inside `tmt`. So each column index maps to the range\n",
    "of cells that belong to that column.\n",
    "\n",
    "# Examples\n",
    "\n",
    "# If there are 3 columns, 10 cells per column\n",
    "\n",
    "    column_idx_to_cell_idxs(tmt, 2) -> 11:20\n",
    "\n",
    "    column_idx_to_cell_idxs(tmt, 3) -> 21:30\n",
    "\"\"\"\n",
    "function column_idx_to_cell_idxs(tmt::TMThreshold, i::Int)\n",
    "        idxs = (1 + (i - 1) * tmt.cells_per_col):(i * tmt.cells_per_col)\n",
    "    return idxs\n",
    "end\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "adb4ff8d-9979-4daa-86ed-d57c68495db6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3-element Vector{Vector{Float64}}:\n",
       " [2.5951035307500065, 2.6701676851452234, 2.8013257106668426]\n",
       " [3.750839391719597, 3.745253586498772, 3.3833059682988047]\n",
       " [4.78609260918393, 4.425981138821918, 4.6367556618870704]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A = rand(3,3)\n",
    "map((i, y) -> A[:, i] .+ y, 1:3, 2:4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "02719017-693f-4c62-9f43-78db8e7158be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3-element Vector{Vector{Float64}}:\n",
       " [2.5951035307500065, 2.6701676851452234, 2.8013257106668426]\n",
       " [3.750839391719597, 3.745253586498772, 3.3833059682988047]\n",
       " [4.78609260918393, 4.425981138821918, 4.6367556618870704]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map(1:3, 2:4) do i, y\n",
    "    A[:, i] .+ y\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "98649514-2253-468e-b02f-6ae7c838b84f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = 0\n",
    "true && (a += 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "8b2942cc-67eb-4a60-b8ef-f9ee1cb90fa6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Set{Int64} with 4 elements:\n",
       "  6\n",
       "  2\n",
       "  3\n",
       "  1"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function update!(tmt::TMThreshold, synapse_activations, active_col_indxs)\n",
    "    \n",
    "    # Make active column array\n",
    "    x = active_cols_to_sparray(active_col_indxs)\n",
    "    # Make unpredicted set for false negative updates\n",
    "    unpredicted = Set(active_col_indxs)\n",
    "    \n",
    "    # Iterate over synapse activations\n",
    "    # Update true positives and false positives\n",
    "    map(synapse_activations, 1:tmt.segments_per_cell) do aj, j\n",
    "        θj = @view tmt.θ[:, j]\n",
    "        a = SparseVector(a .> θj)\n",
    "        update_true_positive!(θj, x, tmt, active_col_idxs, unpredicted)\n",
    "        update_false_pos!(θj, aj, x, tmt)\n",
    "    end\n",
    "    \n",
    "    # False negative update\n",
    "    decrease_threshold!.(tmt, find_max_segments(tmt, segment_activations, unpredicted))\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e8157ee1-d49e-40b7-a505-ef4eec97236a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Set{Int64} with 2 elements:\n",
       "  2\n",
       "  3"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "delete!(s, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e900ef62-94fa-4505-9146-f04ee7181a59",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8-element Vector{Int64}:\n",
       " 7\n",
       " 5\n",
       " 4\n",
       " 3\n",
       " 8\n",
       " 1\n",
       " 6\n",
       " 2"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "randperm(8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e54e4fed-d097-4380-9a3d-1414bdf5d7c6",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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