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nanoconc/validation.ipynb
Cian Hughes cf286c675b First commit (yeah, its a mess)
2024-02-02 09:38:42 +00:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"include(\"src/nanoconc.jl\")\n",
"using .nanoconc\n",
"using XLSX\n",
"using DataFrames\n",
"using Plots"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"function get_until_missing(sheet::XLSX.Worksheet)::Matrix{Any}\n",
" x = 1\n",
" while !ismissing(sheet[x, 1])\n",
" x += 1\n",
" end\n",
" y = 1\n",
" while !ismissing(sheet[1, y])\n",
" y += 1\n",
" end\n",
" x -= 1\n",
" y -= 1\n",
" out_matrix = Matrix{Any}(undef, x, y)\n",
" for i in 1:x\n",
" for j in 1:y\n",
" out_matrix[i, j] = sheet[i, j]\n",
" end\n",
" end\n",
" return out_matrix\n",
"end\n",
"\n",
"uv_data = XLSX.openxlsx(\"val_data/uv-vis/uv-vis.xlsx\", enable_cache=false) do f\n",
" let uv_matrix = let uv_sheet = f[1][:]\n",
" uv_sheet[.!any.(ismissing, eachrow(uv_sheet)), :]\n",
" end\n",
" DataFrame(Matrix{Float64}(uv_matrix[2:end, :]), uv_matrix[1, :])\n",
" end\n",
"end\n",
"\n",
"size_data = Dict{String,DataFrame}()\n",
"d = \"val_data/size\"\n",
"for f in readdir(d)\n",
" filepath = joinpath(d, f)\n",
" sample_name = replace(f, \"_RES_\" => \"\", \".xlsx\" => \"\")\n",
" size_data[sample_name] = XLSX.openxlsx(filepath, enable_cache=false) do f\n",
" let size_matrix = get_until_missing(f[1])\n",
" let df = DataFrame(Matrix{Float64}(size_matrix[2:end, :]), [split(x, \" \")[1] for x in size_matrix[1, :]])\n",
" df[df[!, \"Intensity\"].!=0, :]\n",
" end\n",
" end\n",
" end\n",
"end\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(137.07406889988462, 0.26239882249654195, 1.390822860797353e8, [187.9 1.07 1.212; 191.6 1.1 1.232; … ; 1610.0 0.15 11.85; 1937.0 0.24 14.08])"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"refmed = 1.333 # refractive index of the medium\n",
"wavel1, wavel2 = 250.0, 700.0 # wavelengths to calculate between\n",
"numval = 0x00001000 # number of values to calculate in spectrum\n",
"materialdata = nanoconc.loadmaterial(\"Silver\", disp=false)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"using Interpolations\n",
"using QuadGK"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Dict{String, UInt128} with 17 entries:\n",
" \"AG12\" => 0x00000000000000000006d4137b65cc00\n",
" \"AG17\" => 0x0000000000000000000036257d9b0040\n",
" \"AG2\" => 0x000000000000000000000b191b649620\n",
" \"AG4\" => 0x00000000000000000d601afe5a858000\n",
" \"AG5\" => 0x00000000000000000000c18aa59a4b00\n",
" \"AG7\" => 0x00000000000000000000207f88a31ab0\n",
" \"AG8\" => 0x00000000000000008db134e7b4bd0000\n",
" \"AG9\" => 0x00000000000000000008f5c38a376800\n",
" \"AG11\" => 0x0000000000000000c9a4ee044a6d0000\n",
" \"AG14\" => 0x00000000000000036bf3062ea8ed0000\n",
" \"AG13\" => 0x000000000000000000035ab60ac8a000\n",
" \"AG15\" => 0x0000000000000000001ce235ca1de800\n",
" \"AG16\" => 0x000000000000000000010d95e2055880\n",
" \"AG1\" => 0x000000000000000000000239927da820\n",
" \"AG6\" => 0x0000000000000000002f64a8c94dc000\n",
" \"AG10\" => 0x0000000000000000000004b9d522e5b4\n",
" \"AG3\" => 0x000000000000000000379e982447f800"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ppml_data = Dict{String,UInt128}(\n",
" \"AG1\" => 2446294100000,\n",
" \"AG2\" => 12202461664800,\n",
" \"AG3\" => 15655500000000000,\n",
" \"AG4\" => 963800000000000000,\n",
" \"AG5\" => 212801228000000,\n",
" \"AG6\" => 13340000000000000,\n",
" \"AG7\" => 35732125326000,\n",
" \"AG8\" => 0x8db134e7b4bd0000,\n",
" \"AG9\" => 2522020000000000,\n",
" \"AG10\" => 5196191294900,\n",
" \"AG11\" => 0xc9a4ee044a6d0000,\n",
" \"AG12\" => 1922030000000000,\n",
" \"AG13\" => 944162841600000,\n",
" \"AG14\" => 0x00000000000000036bf3062ea8ed0000,\n",
" \"AG15\" => 8130020000000000,\n",
" \"AG16\" => 296412370000000,\n",
" \"AG17\" => 59534649000000,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Main.miemfp"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"include(\"src/miemfp.jl\")"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"struct q_to_sigma\n",
" weighted_geometric_cross_section::Vector{Float64}\n",
" total_weights::Float64\n",
"\n",
" function q_to_sigma(x::Matrix{Float64})::q_to_sigma\n",
" radii = x[:, 1] .* 1e-9\n",
" weights = x[:, 2]\n",
" new(weights .* (π .* (radii .^ 2)), sum(weights))\n",
" end\n",
"end\n",
"\n",
"function (p::q_to_sigma)(q::Matrix{Float64})\n",
" # Calculate the extinction cross-section\n",
" test = sum([x .* q[:, 2] for x in p.weighted_geometric_cross_section]) ./ p.total_weights\n",
" q[:, 2] = test\n",
"end\n",
"\n",
"function (p::q_to_sigma)(q::Vector{Matrix{Float64}})\n",
" for x in q\n",
" p(x)\n",
" end\n",
"end\n",
"\n",
"function sigmapredict(refmed::Float64, wavel1::Float64, wavel2::Float64,\n",
" numval::UInt32, particledata::Array{Float64,2},\n",
" materialdata::Tuple{Float64,Float64,Float64,Array{Float64,2}}\n",
")::Array{Float64,2}\n",
" # normalise relative amounts of particles to a total of 1\n",
" particledata[:, 2] = particledata[:, 2] ./ sum(particledata[:, 2])\n",
" # convert particle diameters in particledata to radii\n",
" particledata[:, 1] = particledata[:, 1] ./ 2\n",
" # define a wrapper function for later vectorised calculations\n",
" spec(x) = miemfp.qbare(wavel1, wavel2, numval, 0x00000002, refmed, x, materialdata...)\n",
" # note: the UInt32 above for \"scangles\" must be at least 2 for accurate Qext. Higher \"scangles\"\n",
" ##\tdoes not increase Qext precision but will be important if modding to also account for Qsca\n",
" # perform vectorised spectrum prediction on particledata array\n",
" spectra = spec.(particledata[:, 1])::Vector{Matrix{Float64}}\n",
" q_to_sigma(particledata)(spectra)\n",
" # for each spectrum, multiply all values by their relative amounts from the particledata array\n",
" @inbounds @simd for i in eachindex(spectra)\n",
" spectra[i][:, 2] = particledata[i, 2] .* spectra[i][:, 2]\n",
" end\n",
" # prep an array for final predicted spectrum\n",
" data::Array{Float64,2} = Array{Float64,2}(undef, numval, 2)\n",
" data[:, 1] = spectra[1][:, 1]\n",
" data[:, 2] = zeros(numval)\n",
" # for each weighted spectrum, add it to the total spectrum in the \"data\" array\n",
" @inbounds @simd for x in spectra\n",
" data[:, 2] = data[:, 2] .+ x[:, 2]\n",
" end\n",
" return data\n",
"end\n",
"\n",
"pred_uv_data = Dict{String,Matrix}()\n",
"for (k, v) in size_data\n",
" pred_uv_data[k] = sigmapredict(refmed, wavel1, wavel2, numval, Matrix{Float64}(v), materialdata)\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"BY AREA: AG4: 99891546128110(0.010364343860563395%)\n",
"BY INTENSITY: AG4: 354902794327222 (0.03682328225017867%)\n",
"BY AREA: AG14: 167496787156826(0.0002653675088196005%)\n",
"BY INTENSITY: AG14: 715736683242009 (0.0011339516645468687%)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"BY AREA: AG13: 19900844840290(2.107776748189494%)\n",
"BY INTENSITY: AG13: 26380741605331 (2.79408810037743%)\n",
"BY AREA: AG16: 48126629765135(16.236376965352356%)\n",
"BY INTENSITY: AG16: 140653922687161 (47.45210960229527%)\n",
"BY AREA: AG10: 13841201270503(266.37204992987796%)\n",
"BY INTENSITY: AG10: 18299970127394 (352.18045466022784%)\n",
"BY AREA: AG12: 21738950932114(1.13104118729229%)\n",
"BY INTENSITY: AG12: 48373903507571 (2.516813135464639%)\n",
"BY AREA: AG17: 30602424501936(51.40271256480575%)\n",
"BY INTENSITY: AG17: 71888493699625 (120.75068033007972%)\n",
"BY AREA: AG2: 12321663398706(100.97686628469285%)\n",
"BY INTENSITY: AG2: 16211047801255 (132.85063495031025%)\n",
"BY AREA: AG11: 212854622964578(0.001464932023156077%)\n",
"BY INTENSITY: AG11: 903027163331146 (0.0062149150951902685%)\n",
"BY AREA: AG5: 21058317281309(9.89576868480712%)\n",
"BY INTENSITY: AG5: 31971097293818 (15.023925187977769%)\n",
"BY AREA: AG7: 12621607262196(35.32285624502738%)\n",
"BY INTENSITY: AG7: 19770659427437 (55.330208452647355%)\n",
"BY AREA: AG8: 158205761013457(0.001549517737644045%)\n",
"BY INTENSITY: AG8: 623770884665734 (0.006109411211221685%)\n",
"BY AREA: AG9: 58591842160292(2.3232108452863973%)\n",
"BY INTENSITY: AG9: 263474137616097 (10.446948779791477%)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"BY AREA: AG15: 32735084595125(0.402644576460144%)\n",
"BY INTENSITY: AG15: 68395561601672 (0.8412717508895672%)\n",
"BY AREA: AG1: 8341980646355(341.00481403094585%)\n",
"BY INTENSITY: AG1: 8659178836637 (353.971292194058%)\n",
"BY AREA: AG6: 68954423535853(0.5168997266555697%)\n",
"BY INTENSITY: AG6: 189277317427368 (1.4188704454825187%)\n",
"BY AREA: AG3: 18955584839239(0.12107939599015681%)\n",
"BY INTENSITY: AG3: 25950908683000 (0.16576224766376033%)\n"
]
}
],
"source": [
"counts = Dict{String,UInt128}()\n",
"for (k, v) in pred_uv_data\n",
" measured_area, _ = quadgk(LinearInterpolation(uv_data[!, \"Wavelength\"], uv_data[!, k]), wavel1, wavel2)\n",
" pred_interp = LinearInterpolation(pred_uv_data[k][:, 1], pred_uv_data[k][:, 2])\n",
" pred_area, _ = quadgk(pred_interp, wavel1, wavel2)\n",
" actual = ppml_data[k]\n",
" predicted = UInt128(round(measured_area / pred_area))\n",
" counts[k] = predicted\n",
" println(\"BY AREA: \", k, \": \", predicted, \"(\", (predicted / actual) * 100.0, \"%)\")\n",
" pred_intensity = pred_interp(uv_data[!, \"Wavelength\"])\n",
" rel_intensity = uv_data[!, k] ./ pred_intensity\n",
" predicted = UInt128(round(sum(rel_intensity) / length(rel_intensity)))\n",
" println(\"BY INTENSITY: \", k, \": \", predicted, \" (\", (predicted / actual) * 100.0, \"%)\")\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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" 301.083,267.545 301.66,268.25 302.238,269.661 302.816,270.367 303.393,270.367 303.971,271.778 304.549,272.484 305.126,273.895 305.704,274.601 306.282,276.012 \n",
" 306.86,276.012 307.437,277.423 308.015,277.423 308.593,279.54 309.17,278.834 309.748,280.245 310.326,280.951 310.903,280.951 311.481,281.657 312.059,283.068 \n",
" 312.636,283.068 313.214,284.479 313.792,285.185 314.369,285.185 314.947,285.89 315.525,285.89 316.102,286.596 316.68,288.007 317.258,288.713 317.835,288.713 \n",
" 318.413,289.418 318.991,288.713 319.568,290.829 320.146,289.418 320.724,290.829 321.301,290.829 321.879,291.535 322.457,292.946 323.035,293.652 323.612,292.946 \n",
" 324.19,293.652 324.768,294.357 325.345,294.357 325.923,292.946 326.501,295.063 327.078,295.769 327.656,296.474 328.234,296.474 328.811,296.474 329.389,296.474 \n",
" 329.967,297.18 330.544,297.18 331.122,297.18 331.7,297.886 332.277,297.886 332.855,299.297 333.433,298.591 334.01,298.591 334.588,300.002 335.166,298.591 \n",
" 335.743,300.002 336.321,300.002 336.899,300.708 337.476,300.708 338.054,300.708 338.632,302.119 339.21,301.414 339.787,301.414 340.365,302.119 340.943,302.119 \n",
" 341.52,301.414 342.098,302.119 342.676,302.825 343.253,302.119 343.831,303.53 344.409,302.825 344.986,303.53 345.564,304.236 346.142,303.53 346.719,302.825 \n",
" 347.297,303.53 347.875,303.53 348.452,305.647 349.03,304.942 349.608,304.942 350.185,304.942 350.763,305.647 351.341,306.353 351.918,304.942 352.496,306.353 \n",
" 353.074,305.647 353.651,306.353 354.229,307.764 354.807,306.353 355.385,307.058 355.962,307.058 356.54,307.764 357.118,307.058 357.695,307.058 358.273,307.764 \n",
" 358.851,307.058 359.428,307.764 360.006,308.47 360.584,307.764 361.161,307.058 361.739,307.764 362.317,308.47 362.894,308.47 363.472,308.47 364.05,308.47 \n",
" 364.627,308.47 365.205,308.47 365.783,308.47 366.36,308.47 366.938,308.47 367.516,309.175 368.093,309.175 368.671,308.47 369.249,308.47 369.826,308.47 \n",
" 370.404,309.881 370.982,309.881 371.56,309.881 372.137,309.881 372.715,309.881 373.293,310.586 373.87,308.47 374.448,309.881 375.026,311.292 375.603,310.586 \n",
" 376.181,310.586 376.759,309.881 377.336,309.881 377.914,309.881 378.492,310.586 379.069,310.586 379.647,310.586 380.225,310.586 380.802,310.586 381.38,310.586 \n",
" 381.958,310.586 382.535,310.586 383.113,310.586 383.691,310.586 384.268,310.586 384.846,310.586 385.424,311.292 386.001,311.292 386.579,311.292 387.157,311.292 \n",
" 387.735,311.292 388.312,311.998 388.89,311.998 389.468,312.703 390.045,311.998 390.623,311.998 391.201,311.292 391.778,311.998 392.356,311.998 392.934,311.998 \n",
" 393.511,312.703 394.089,312.703 394.667,312.703 395.244,312.703 395.822,312.703 396.4,313.409 396.977,312.703 397.555,312.703 398.133,312.703 398.71,313.409 \n",
" 399.288,312.703 399.866,312.703 400.443,313.409 401.021,313.409 401.599,313.409 402.176,313.409 402.754,314.114 403.332,314.114 403.91,314.114 404.487,313.409 \n",
" 405.065,314.114 405.643,314.82 406.22,314.82 406.798,314.114 407.376,314.82 407.953,314.82 408.531,314.82 409.109,314.82 409.686,315.526 410.264,314.82 \n",
" 410.842,314.82 411.419,315.526 411.997,315.526 412.575,315.526 413.152,315.526 413.73,315.526 414.308,315.526 414.885,316.231 415.463,316.231 416.041,316.231 \n",
" 416.618,316.231 417.196,316.231 417.774,316.231 418.351,316.231 418.929,316.231 419.507,316.937 420.085,316.937 420.662,316.937 421.24,316.937 421.818,316.937 \n",
" 422.395,316.937 422.973,316.937 423.551,316.937 424.128,317.642 424.706,317.642 425.284,317.642 425.861,317.642 426.439,317.642 427.017,317.642 427.594,317.642 \n",
" 428.172,318.348 428.75,318.348 429.327,317.642 429.905,317.642 430.483,318.348 431.06,318.348 431.638,318.348 432.216,318.348 432.793,318.348 433.371,318.348 \n",
" 433.949,319.054 434.526,318.348 435.104,318.348 435.682,319.054 436.26,319.054 436.837,319.054 437.415,319.054 437.993,319.054 438.57,319.054 439.148,319.759 \n",
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" 451.279,321.17 451.857,321.17 452.435,321.17 453.012,321.17 453.59,321.17 454.168,321.876 454.745,321.17 455.323,321.876 455.901,321.876 456.478,321.876 \n",
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" 163.138,322.001 163.265,321.813 163.392,321.624 163.519,321.434 163.646,321.243 163.773,321.05 163.9,320.856 164.027,320.661 164.154,320.465 164.281,320.267 \n",
" 164.408,320.068 164.535,319.868 164.662,319.666 164.789,319.464 164.916,319.26 165.043,319.054 165.17,318.847 165.297,318.639 165.423,318.43 165.55,318.219 \n",
" 165.677,318.006 165.804,317.792 165.931,317.577 166.058,317.36 166.185,317.142 166.312,316.922 166.439,316.701 166.566,316.478 166.693,316.254 166.82,316.028 \n",
" 166.947,315.801 167.074,315.572 167.201,315.341 167.328,315.109 167.455,314.874 167.582,314.639 167.709,314.401 167.836,314.162 167.963,313.921 168.09,313.679 \n",
" 168.217,313.434 168.344,313.188 168.471,312.94 168.598,312.69 168.724,312.438 168.851,312.184 168.978,311.928 169.105,311.67 169.232,311.411 169.359,311.149 \n",
" 169.486,310.885 169.613,310.619 169.74,310.351 169.867,310.081 169.994,309.809 170.121,309.534 170.248,309.258 170.375,308.979 170.502,308.697 170.629,308.414 \n",
" 170.756,308.128 170.883,307.839 171.01,307.549 171.137,307.255 171.264,306.96 171.391,306.661 171.518,306.36 171.645,306.057 171.772,305.751 171.899,305.442 \n",
" 172.026,305.13 172.152,304.816 172.279,304.498 172.406,304.178 172.533,303.855 172.66,303.529 172.787,303.199 172.914,302.867 173.041,302.532 173.168,302.263 \n",
" 173.295,302.012 173.422,301.759 173.549,301.504 173.676,301.247 173.803,300.989 173.93,300.728 174.057,300.466 174.184,300.201 174.311,299.935 174.438,299.667 \n",
" 174.565,299.396 174.692,299.124 174.819,298.849 174.946,298.572 175.073,298.293 175.2,298.012 175.327,297.729 175.453,297.443 175.58,297.155 175.707,296.865 \n",
" 175.834,296.573 175.961,296.278 176.088,295.98 176.215,295.68 176.342,295.378 176.469,295.073 176.596,294.766 176.723,294.456 176.85,294.143 176.977,293.827 \n",
" 177.104,293.509 177.231,293.188 177.358,292.865 177.485,292.538 177.612,292.209 177.739,291.876 177.866,291.541 177.993,291.202 178.12,290.861 178.247,290.516 \n",
" 178.374,290.168 178.501,289.817 178.628,289.462 178.755,289.105 178.881,288.744 179.008,288.379 179.135,288.011 179.262,287.639 179.389,287.264 179.516,286.885 \n",
" 179.643,286.503 179.77,286.117 179.897,285.727 180.024,285.333 180.151,284.935 180.278,284.533 180.405,284.127 180.532,283.717 180.659,283.303 180.786,282.885 \n",
" 180.913,282.462 181.04,282.035 181.167,281.604 181.294,281.168 181.421,280.728 181.548,280.283 181.675,279.834 181.802,279.379 181.929,278.921 182.056,278.457 \n",
" 182.182,277.988 182.309,277.515 182.436,277.037 182.563,276.553 182.69,276.065 182.817,275.571 182.944,275.072 183.071,274.568 183.198,274.059 183.325,273.544 \n",
" 183.452,273.024 183.579,272.499 183.706,271.968 183.833,271.431 183.96,270.889 184.087,270.341 184.214,269.787 184.341,269.228 184.468,268.663 184.595,268.091 \n",
" 184.722,267.514 184.849,266.931 184.976,266.342 185.103,265.746 185.23,265.144 185.357,264.536 185.484,263.921 185.61,263.3 185.737,262.672 185.864,262.037 \n",
" 185.991,261.395 186.118,260.746 186.245,260.09 186.372,259.427 186.499,258.757 186.626,258.078 186.753,257.392 186.88,256.698 187.007,255.996 187.134,255.286 \n",
" 187.261,254.567 187.388,253.84 187.515,253.103 187.642,252.357 187.769,251.602 187.896,250.838 188.023,250.063 188.15,249.279 188.277,248.484 188.404,247.678 \n",
" 188.531,246.862 188.658,246.035 188.785,245.196 188.911,244.356 189.038,243.596 189.165,242.826 189.292,242.047 189.419,241.259 189.546,240.461 189.673,239.653 \n",
" 189.8,238.836 189.927,238.009 190.054,237.172 190.181,236.325 190.308,235.468 190.435,234.6 190.562,233.723 190.689,232.835 190.816,231.937 190.943,231.028 \n",
" 191.07,230.11 191.197,229.181 191.324,228.242 191.451,227.293 191.578,226.334 191.705,225.365 191.832,224.387 191.959,223.398 192.086,222.401 192.213,221.394 \n",
" 192.339,220.379 192.466,219.355 192.593,218.322 192.72,217.281 192.847,216.233 192.974,215.177 193.101,214.114 193.228,213.045 193.355,211.969 193.482,210.887 \n",
" 193.609,209.8 193.736,208.708 193.863,207.611 193.99,206.511 194.117,205.407 194.244,204.3 194.371,203.191 194.498,202.08 194.625,200.967 194.752,199.854 \n",
" 194.879,198.74 195.006,197.627 195.133,196.515 195.26,195.404 195.387,194.295 195.514,193.189 195.641,192.086 195.767,190.986 195.894,189.891 196.021,188.801 \n",
" 196.148,187.716 196.275,186.636 196.402,185.563 196.529,184.497 196.656,183.438 196.783,182.387 196.91,181.344 197.037,180.31 197.164,179.285 197.291,178.269 \n",
" 197.418,177.262 197.545,176.266 197.672,175.281 197.799,174.306 197.926,173.342 198.053,172.389 198.18,171.448 198.307,170.519 198.434,169.602 198.561,168.697 \n",
" 198.688,167.804 198.815,166.924 198.942,166.056 199.068,165.201 199.195,164.359 199.322,163.53 199.449,162.713 199.576,161.91 199.703,161.12 199.83,160.342 \n",
" 199.957,159.578 200.084,158.826 200.211,158.088 200.338,157.362 200.465,156.649 200.592,155.949 200.719,155.261 200.846,154.586 200.973,153.923 201.1,153.273 \n",
" 201.227,152.635 201.354,152.009 201.481,151.394 201.608,150.792 201.735,150.202 201.862,149.623 201.989,149.055 202.116,148.499 202.243,147.954 202.37,147.42 \n",
" 202.496,146.897 202.623,146.385 202.75,145.883 202.877,145.392 203.004,144.911 203.131,144.441 203.258,143.981 203.385,143.531 203.512,143.091 203.639,142.661 \n",
" 203.766,142.241 203.893,141.83 204.02,141.429 204.147,141.038 204.274,140.657 204.401,140.285 204.528,139.923 204.655,139.613 204.782,139.393 204.909,139.179 \n",
" 205.036,138.972 205.163,138.771 205.29,138.578 205.417,138.391 205.544,138.211 205.671,138.037 205.797,137.87 205.924,137.71 206.051,137.556 206.178,137.409 \n",
" 206.305,137.269 206.432,137.135 206.559,137.008 206.686,136.887 206.813,136.773 206.94,136.666 207.067,136.564 207.194,136.469 207.321,136.381 207.448,136.299 \n",
" 207.575,136.223 207.702,136.153 207.829,136.09 207.956,136.032 208.083,135.981 208.21,135.935 208.337,135.895 208.464,135.861 208.591,135.833 208.718,135.81 \n",
" 208.845,135.792 208.972,135.78 209.099,135.773 209.225,135.771 209.352,135.774 209.479,135.782 209.606,135.794 209.733,135.81 209.86,135.831 209.987,135.855 \n",
" 210.114,135.884 210.241,135.916 210.368,135.951 210.495,135.99 210.622,136.032 210.749,136.076 210.876,136.123 211.003,136.173 211.13,136.224 211.257,136.278 \n",
" 211.384,136.332 211.511,136.389 211.638,136.446 211.765,136.504 211.892,136.563 212.019,136.622 212.146,136.682 212.273,136.741 212.4,136.8 212.526,136.858 \n",
" 212.653,136.916 212.78,136.972 212.907,137.027 213.034,137.08 213.161,137.132 213.288,137.181 213.415,137.228 213.542,137.273 213.669,137.314 213.796,137.353 \n",
" 213.923,137.389 214.05,137.421 214.177,137.449 214.304,137.474 214.431,137.494 214.558,137.511 214.685,137.522 214.812,137.53 214.939,137.532 215.066,137.53 \n",
" 215.193,137.522 215.32,137.509 215.447,137.49 215.574,137.466 215.701,137.437 215.828,137.401 215.954,137.359 216.081,137.311 216.208,137.257 216.335,137.196 \n",
" 216.462,137.129 216.589,137.055 216.716,136.975 216.843,136.888 216.97,136.794 217.097,136.693 217.224,136.584 217.351,136.469 217.478,136.347 217.605,136.217 \n",
" 217.732,136.08 217.859,135.936 217.986,135.784 218.113,135.625 218.24,135.458 218.367,135.284 218.494,135.103 218.621,134.913 218.748,134.717 218.875,134.512 \n",
" 219.002,134.3 219.129,134.081 219.255,133.854 219.382,133.619 219.509,133.377 219.636,133.127 219.763,132.87 219.89,132.605 220.017,132.332 220.144,132.052 \n",
" 220.271,131.765 220.398,131.47 220.525,131.167 220.652,130.858 220.779,130.54 220.906,130.216 221.033,129.884 221.16,129.545 221.287,129.199 221.414,128.846 \n",
" 221.541,128.485 221.668,128.118 221.795,127.743 221.922,127.362 222.049,126.974 222.176,126.579 222.303,126.177 222.43,125.768 222.557,125.353 222.683,124.931 \n",
" 222.81,124.503 222.937,124.069 223.064,123.629 223.191,123.183 223.318,122.732 223.445,122.274 223.572,121.811 223.699,121.341 223.826,120.866 223.953,120.385 \n",
" 224.08,119.898 224.207,119.406 224.334,118.908 224.461,118.405 224.588,117.897 224.715,117.383 224.842,116.864 224.969,116.34 225.096,115.811 225.223,115.277 \n",
" 225.35,114.739 225.477,114.196 225.604,113.648 225.731,113.095 225.858,112.539 225.984,111.978 226.111,111.413 226.238,110.843 226.365,110.27 226.492,109.693 \n",
" 226.619,109.112 226.746,108.528 226.873,107.939 227,107.348 227.127,106.753 227.254,106.155 227.381,105.553 227.508,104.949 227.635,104.341 227.762,103.731 \n",
" 227.889,103.118 228.016,102.503 228.143,101.885 228.27,101.265 228.397,100.642 228.524,100.017 228.651,99.3904 228.778,98.7616 228.905,98.131 229.032,97.4987 \n",
" 229.159,96.8647 229.286,96.2293 229.412,95.5925 229.539,94.9545 229.666,94.3153 229.793,93.675 229.92,93.0338 230.047,92.3918 230.174,91.7491 230.301,91.1058 \n",
" 230.428,90.462 230.555,89.8178 230.682,89.1734 230.809,88.5288 230.936,87.8842 231.063,87.2397 231.19,86.5953 231.317,85.9512 231.444,85.3076 231.571,84.6644 \n",
" 231.698,84.0218 231.825,83.38 231.952,82.739 232.079,82.0989 232.206,81.4599 232.333,80.822 232.46,80.1854 232.587,79.5501 232.714,78.9163 232.84,78.284 \n",
" 232.967,77.6534 233.094,77.0245 233.221,76.3975 233.348,75.7725 233.475,75.1495 233.602,74.5286 233.729,73.91 233.856,73.2937 233.983,72.6799 234.11,72.0686 \n",
" 234.237,71.4599 234.364,70.8539 234.491,70.2507 234.618,69.6504 234.745,69.0531 234.872,68.4588 234.999,67.8677 235.126,67.2797 235.253,66.6951 235.38,66.1139 \n",
" 235.507,65.5361 235.634,64.9619 235.761,64.3913 235.888,63.8244 236.015,63.2613 236.141,62.702 236.268,62.1467 236.395,61.5953 236.522,61.048 236.649,60.5048 \n",
" 236.776,59.9658 236.903,59.431 237.03,58.9006 237.157,58.3746 237.284,57.853 237.411,57.3359 237.538,56.8234 237.665,56.3155 237.792,55.8123 237.919,55.3138 \n",
" 238.046,54.8201 238.173,54.3313 238.3,53.8473 238.427,53.3683 238.554,52.8942 238.681,52.4252 238.808,51.9613 238.935,51.5025 239.062,51.0488 239.189,50.6004 \n",
" 239.316,50.1572 239.443,49.7193 239.569,49.2867 239.696,48.8594 239.823,48.4376 239.95,48.0211 240.077,47.6102 240.204,47.2047 240.331,46.8047 240.458,46.4103 \n",
" 240.585,46.0215 240.712,45.6382 240.839,45.2606 240.966,44.8886 241.093,44.5223 241.22,44.1617 241.347,43.8068 241.474,43.4571 241.601,43.1115 241.728,42.7699 \n",
" 241.855,42.4324 241.982,42.099 242.109,41.7697 242.236,41.4446 242.363,41.1236 242.49,40.8067 242.617,40.4941 242.744,40.1856 242.87,39.8814 242.997,39.5813 \n",
" 243.124,39.2856 243.251,38.994 243.378,38.7067 243.505,38.4237 243.632,38.145 243.759,37.8706 243.886,37.6005 244.013,37.3347 244.14,37.0732 244.267,36.816 \n",
" 244.394,36.5632 244.521,36.3147 244.648,36.0706 244.775,35.8308 244.902,35.5954 245.029,35.3644 245.156,35.1377 245.283,34.9154 245.41,34.6975 245.537,34.484 \n",
" 245.664,34.2748 245.791,34.0701 245.918,33.8697 246.045,33.6737 246.172,33.4821 246.298,33.2949 246.425,33.1121 246.552,32.9337 246.679,32.7596 246.806,32.5899 \n",
" 246.933,32.4247 247.06,32.2638 247.187,32.1072 247.314,31.9551 247.441,31.8073 247.568,31.6638 247.695,31.5248 247.822,31.3901 247.949,31.2597 248.076,31.1337 \n",
" 248.203,31.012 248.33,30.8946 248.457,30.7816 248.584,30.6729 248.711,30.5685 248.838,30.4684 248.965,30.3726 249.092,30.281 249.219,30.1938 249.346,30.1108 \n",
" 249.473,30.032 249.599,29.9575 249.726,29.8873 249.853,29.8212 249.98,29.7594 250.107,29.7018 250.234,29.6483 250.361,29.5991 250.488,29.554 250.615,29.513 \n",
" 250.742,29.4762 250.869,29.4436 250.996,29.415 251.123,29.3906 251.25,29.3702 251.377,29.3539 251.504,29.3417 251.631,29.3335 251.758,29.3293 251.885,29.3292 \n",
" 252.012,29.3331 252.139,29.3409 252.266,29.3528 252.393,29.3685 252.52,29.3883 252.647,29.4119 252.774,29.4394 252.901,29.4709 253.027,29.5062 253.154,29.5454 \n",
" 253.281,29.5884 253.408,29.6352 253.535,29.6859 253.662,29.7403 253.789,29.7986 253.916,29.8605 254.043,29.9262 254.17,29.9956 254.297,30.0688 254.424,30.1456 \n",
" 254.551,30.2261 254.678,30.3102 254.805,30.3979 254.932,30.4893 255.059,30.5842 255.186,30.6827 255.313,30.7848 255.44,30.8904 255.567,30.9995 255.694,31.1122 \n",
" 255.821,31.2282 255.948,31.3478 256.075,31.4708 256.202,31.5972 256.328,31.727 256.455,31.8602 256.582,31.9967 256.709,32.1366 256.836,32.2798 256.963,32.4262 \n",
" 257.09,32.576 257.217,32.729 257.344,32.8853 257.471,33.0448 257.598,33.2075 257.725,33.3733 257.852,33.5423 257.979,33.7145 258.106,33.8898 258.233,34.0681 \n",
" 258.36,34.2496 258.487,34.434 258.614,34.6216 258.741,34.8121 258.868,35.0056 258.995,35.2022 259.122,35.4016 259.249,35.604 259.376,35.8093 259.503,36.0175 \n",
" 259.63,36.2286 259.756,36.4425 259.883,36.6592 260.01,36.8788 260.137,37.1011 260.264,37.3262 260.391,37.5541 260.518,37.7846 260.645,38.0179 260.772,38.2539 \n",
" 260.899,38.4925 261.026,38.7338 261.153,38.9777 261.28,39.2203 261.407,39.4603 261.534,39.7023 261.661,39.9462 261.788,40.1921 261.915,40.4398 262.042,40.6894 \n",
" 262.169,40.9409 262.296,41.1943 262.423,41.4495 262.55,41.7065 262.677,41.9653 262.804,42.226 262.931,42.4884 263.057,42.7526 263.184,43.0186 263.311,43.2863 \n",
" 263.438,43.5558 263.565,43.8269 263.692,44.0998 263.819,44.3743 263.946,44.6506 264.073,44.9284 264.2,45.208 264.327,45.4891 264.454,45.7719 264.581,46.0563 \n",
" 264.708,46.3423 264.835,46.6298 264.962,46.919 265.089,47.2096 265.216,47.5018 265.343,47.7956 265.47,48.0908 265.597,48.3875 265.724,48.6857 265.851,48.9854 \n",
" 265.978,49.2866 266.105,49.5891 266.232,49.8932 266.359,50.1986 266.485,50.5054 266.612,50.8136 266.739,51.1232 266.866,51.4342 266.993,51.7465 267.12,52.0602 \n",
" 267.247,52.3751 267.374,52.6914 267.501,53.009 267.628,53.3279 267.755,53.6481 267.882,53.9695 268.009,54.2921 268.136,54.616 268.263,54.9412 268.39,55.2675 \n",
" 268.517,55.5951 268.644,55.9238 268.771,56.2537 268.898,56.5848 269.025,56.917 269.152,57.2504 269.279,57.5848 269.406,57.9205 269.533,58.2572 269.66,58.595 \n",
" 269.787,58.9339 269.913,59.2738 270.04,59.6148 270.167,59.9569 270.294,60.3 270.421,60.6441 270.548,60.9892 270.675,61.3353 270.802,61.6824 270.929,62.0305 \n",
" 271.056,62.3796 271.183,62.7296 271.31,63.0806 271.437,63.4325 271.564,63.7853 271.691,64.139 271.818,64.4936 271.945,64.8491 272.072,65.2055 272.199,65.5628 \n",
" 272.326,65.9209 272.453,66.2799 272.58,66.6397 272.707,67.0003 272.834,67.3618 272.961,67.724 273.088,68.0871 273.214,68.4509 273.341,68.8155 273.468,69.1809 \n",
" 273.595,69.547 273.722,69.9139 273.849,70.2815 273.976,70.6498 274.103,71.0188 274.23,71.3886 274.357,71.759 274.484,72.1302 274.611,72.502 274.738,72.8744 \n",
" 274.865,73.2475 274.992,73.6213 275.119,73.9957 275.246,74.3708 275.373,74.7464 275.5,75.1227 275.627,75.4996 275.754,75.877 275.881,76.2551 276.008,76.6337 \n",
" 276.135,77.0128 276.262,77.3926 276.389,77.7728 276.516,78.1537 276.642,78.535 276.769,78.9169 276.896,79.2992 277.023,79.6821 277.15,80.0655 277.277,80.4493 \n",
" 277.404,80.8337 277.531,81.2185 277.658,81.6037 277.785,81.9894 277.912,82.3756 278.039,82.7622 278.166,83.1492 278.293,83.5367 278.42,83.9245 278.547,84.3127 \n",
" 278.674,84.7014 278.801,85.0904 278.928,85.4798 279.055,85.8696 279.182,86.2598 279.309,86.6503 279.436,87.0411 279.563,87.4323 279.69,87.8238 279.817,88.2157 \n",
" 279.943,88.6078 280.07,89.0003 280.197,89.3931 280.324,89.7862 280.451,90.1795 280.578,90.5732 280.705,90.9671 280.832,91.3613 280.959,91.7557 281.086,92.1504 \n",
" 281.213,92.5454 281.34,92.9406 281.467,93.336 281.594,93.7316 281.721,94.1275 281.848,94.5235 281.975,94.9198 282.102,95.3163 282.229,95.7129 282.356,96.1098 \n",
" 282.483,96.5068 282.61,96.904 282.737,97.3014 282.864,97.6989 282.991,98.0966 283.118,98.4944 283.245,98.8924 283.371,99.2904 283.498,99.6887 283.625,100.087 \n",
" 283.752,100.485 283.879,100.884 284.006,101.283 284.133,101.681 284.26,102.08 284.387,102.479 284.514,102.878 284.641,103.277 284.768,103.677 284.895,104.106 \n",
" 285.022,104.541 285.149,104.977 285.276,105.413 285.403,105.848 285.53,106.284 285.657,106.719 285.784,107.154 285.911,107.589 286.038,108.023 286.165,108.458 \n",
" 286.292,108.892 286.419,109.326 286.546,109.76 286.672,110.194 286.799,110.628 286.926,111.061 287.053,111.495 287.18,111.928 287.307,112.36 287.434,112.793 \n",
" 287.561,113.225 287.688,113.657 287.815,114.089 287.942,114.521 288.069,114.952 288.196,115.383 288.323,115.814 288.45,116.245 288.577,116.675 288.704,117.105 \n",
" 288.831,117.535 288.958,117.965 289.085,118.394 289.212,118.823 289.339,119.252 289.466,119.68 289.593,120.108 289.72,120.536 289.847,120.964 289.974,121.391 \n",
" 290.1,121.818 290.227,122.245 290.354,122.671 290.481,123.097 290.608,123.522 290.735,123.948 290.862,124.373 290.989,124.797 291.116,125.221 291.243,125.645 \n",
" 291.37,126.069 291.497,126.492 291.624,126.915 291.751,127.338 291.878,127.76 292.005,128.182 292.132,128.603 292.259,129.024 292.386,129.445 292.513,129.865 \n",
" 292.64,130.285 292.767,130.704 292.894,131.123 293.021,131.542 293.148,131.96 293.275,132.378 293.401,132.796 293.528,133.213 293.655,133.63 293.782,134.046 \n",
" 293.909,134.462 294.036,134.877 294.163,135.293 294.29,135.707 294.417,136.121 294.544,136.535 294.671,136.949 294.798,137.362 294.925,137.774 295.052,138.186 \n",
" 295.179,138.598 295.306,139.009 295.433,139.42 295.56,139.83 295.687,140.24 295.814,140.649 295.941,141.058 296.068,141.466 296.195,141.874 296.322,142.282 \n",
" 296.449,142.689 296.576,143.096 296.703,143.502 296.829,143.908 296.956,144.313 297.083,144.718 297.21,145.122 297.337,145.526 297.464,145.929 297.591,146.332 \n",
" 297.718,146.734 297.845,147.136 297.972,147.537 298.099,147.938 298.226,148.339 298.353,148.738 298.48,149.138 298.607,149.537 298.734,149.935 298.861,150.333 \n",
" 298.988,150.73 299.115,151.127 299.242,151.524 299.369,151.919 299.496,152.315 299.623,152.71 299.75,153.104 299.877,153.498 300.004,153.891 300.13,154.284 \n",
" 300.257,154.676 300.384,155.068 300.511,155.459 300.638,155.85 300.765,156.24 300.892,156.63 301.019,157.019 301.146,157.408 301.273,157.796 301.4,158.183 \n",
" 301.527,158.57 301.654,158.957 301.781,159.343 301.908,159.728 302.035,160.113 302.162,160.497 302.289,160.881 302.416,161.264 302.543,161.647 302.67,162.029 \n",
" 302.797,162.411 302.924,162.792 303.051,163.172 303.178,163.552 303.305,163.932 303.432,164.311 303.558,164.689 303.685,165.067 303.812,165.444 303.939,165.821 \n",
" 304.066,166.197 304.193,166.573 304.32,166.948 304.447,167.322 304.574,167.696 304.701,168.069 304.828,168.442 304.955,168.814 305.082,169.186 305.209,169.557 \n",
" 305.336,169.928 305.463,170.298 305.59,170.667 305.717,171.036 305.844,171.404 305.971,171.772 306.098,172.139 306.225,172.506 306.352,172.872 306.479,173.238 \n",
" 306.606,173.602 306.733,173.967 306.86,174.331 306.986,174.694 307.113,175.056 307.24,175.419 307.367,175.78 307.494,176.141 307.621,176.501 307.748,176.861 \n",
" 307.875,177.22 308.002,177.579 308.129,177.937 308.256,178.295 308.383,178.652 308.51,179 308.637,179.323 308.764,179.647 308.891,179.97 309.018,180.293 \n",
" 309.145,180.615 309.272,180.937 309.399,181.258 309.526,181.579 309.653,181.9 309.78,182.22 309.907,182.54 310.034,182.86 310.161,183.179 310.287,183.497 \n",
" 310.414,183.816 310.541,184.133 310.668,184.451 310.795,184.768 310.922,185.084 311.049,185.401 311.176,185.716 311.303,186.032 311.43,186.347 311.557,186.661 \n",
" 311.684,186.975 311.811,187.289 311.938,187.602 312.065,187.915 312.192,188.228 312.319,188.54 312.446,188.851 312.573,189.162 312.7,189.473 312.827,189.784 \n",
" 312.954,190.094 313.081,190.403 313.208,190.712 313.335,191.021 313.462,191.329 313.589,191.637 313.715,191.944 313.842,192.251 313.969,192.558 314.096,192.864 \n",
" 314.223,193.17 314.35,193.475 314.477,193.78 314.604,194.084 314.731,194.388 314.858,194.692 314.985,194.995 315.112,195.298 315.239,195.6 315.366,195.902 \n",
" 315.493,196.203 315.62,196.504 315.747,196.805 315.874,197.105 316.001,197.405 316.128,197.704 316.255,198.003 316.382,198.302 316.509,198.6 316.636,198.897 \n",
" 316.763,199.194 316.89,199.491 317.016,199.788 317.143,200.083 317.27,200.379 317.397,200.674 317.524,200.968 317.651,201.263 317.778,201.556 317.905,201.85 \n",
" 318.032,202.142 318.159,202.435 318.286,202.727 318.413,203.018 318.54,203.31 318.667,203.6 318.794,203.891 318.921,204.18 319.048,204.47 319.175,204.759 \n",
" 319.302,205.047 319.429,205.335 319.556,205.623 319.683,205.91 319.81,206.197 319.937,206.483 320.064,206.769 320.191,207.055 320.318,207.34 320.444,207.625 \n",
" 320.571,207.909 320.698,208.193 320.825,208.476 320.952,208.759 321.079,209.041 321.206,209.323 321.333,209.605 321.46,209.886 321.587,210.167 321.714,210.447 \n",
" 321.841,210.727 321.968,211.006 322.095,211.285 322.222,211.564 322.349,211.842 322.476,212.12 322.603,212.397 322.73,212.674 322.857,212.95 322.984,213.226 \n",
" 323.111,213.502 323.238,213.777 323.365,214.051 323.492,214.326 323.619,214.599 323.745,214.873 323.872,215.146 323.999,215.418 324.126,215.69 324.253,215.962 \n",
" 324.38,216.233 324.507,216.504 324.634,216.774 324.761,217.044 324.888,217.313 325.015,217.582 325.142,217.851 325.269,218.119 325.396,218.387 325.523,218.654 \n",
" 325.65,218.921 325.777,219.188 325.904,219.454 326.031,219.719 326.158,219.984 326.285,220.249 326.412,220.513 326.539,220.777 326.666,221.041 326.793,221.304 \n",
" 326.92,221.566 327.047,221.828 327.173,222.09 327.3,222.351 327.427,222.612 327.554,222.873 327.681,223.133 327.808,223.392 327.935,223.652 328.062,223.91 \n",
" 328.189,224.169 328.316,224.426 328.443,224.684 328.57,224.941 328.697,225.197 328.824,225.454 328.951,225.709 329.078,225.965 329.205,226.22 329.332,226.474 \n",
" 329.459,226.728 329.586,226.982 329.713,227.235 329.84,227.488 329.967,227.74 330.094,227.992 330.221,228.243 330.348,228.495 330.474,228.745 330.601,228.995 \n",
" 330.728,229.245 330.855,229.495 330.982,229.744 331.109,229.992 331.236,230.24 331.363,230.488 331.49,230.735 331.617,230.982 331.744,231.229 331.871,231.475 \n",
" 331.998,231.72 332.125,231.966 332.252,232.21 332.379,232.455 332.506,232.699 332.633,232.942 332.76,233.185 332.887,233.428 333.014,233.67 333.141,233.912 \n",
" 333.268,234.154 333.395,234.395 333.522,234.635 333.649,234.875 333.776,235.115 333.902,235.355 334.029,235.594 334.156,235.832 334.283,236.07 334.41,236.308 \n",
" 334.537,236.545 334.664,236.782 334.791,237.019 334.918,237.255 335.045,237.491 335.172,237.726 335.299,237.961 335.426,238.195 335.553,238.429 335.68,238.663 \n",
" 335.807,238.896 335.934,239.129 336.061,239.361 336.188,239.593 336.315,239.825 336.442,240.056 336.569,240.287 336.696,240.517 336.823,240.748 336.95,240.979 \n",
" 337.077,241.21 337.203,241.44 337.33,241.67 337.457,241.9 337.584,242.129 337.711,242.358 337.838,242.586 337.965,242.814 338.092,243.041 338.219,243.268 \n",
" 338.346,243.495 338.473,243.721 338.6,243.947 338.727,244.173 338.854,244.398 338.981,244.622 339.108,244.847 339.235,245.071 339.362,245.294 339.489,245.517 \n",
" 339.616,245.74 339.743,245.962 339.87,246.184 339.997,246.405 340.124,246.626 340.251,246.847 340.378,247.067 340.505,247.287 340.631,247.507 340.758,247.726 \n",
" 340.885,247.944 341.012,248.163 341.139,248.381 341.266,248.598 341.393,248.815 341.52,249.032 341.647,249.248 341.774,249.464 341.901,249.68 342.028,249.895 \n",
" 342.155,250.109 342.282,250.324 342.409,250.538 342.536,250.751 342.663,250.965 342.79,251.177 342.917,251.39 343.044,251.602 343.171,251.813 343.298,252.025 \n",
" 343.425,252.235 343.552,252.446 343.679,252.656 343.806,252.866 343.933,253.075 344.059,253.284 344.186,253.492 344.313,253.701 344.44,253.908 344.567,254.116 \n",
" 344.694,254.323 344.821,254.529 344.948,254.736 345.075,254.942 345.202,255.147 345.329,255.352 345.456,255.557 345.583,255.761 345.71,255.965 345.837,256.169 \n",
" 345.964,256.372 346.091,256.575 346.218,256.777 346.345,256.979 346.472,257.181 346.599,257.383 346.726,257.584 346.853,257.784 346.98,257.984 347.107,258.184 \n",
" 347.234,258.384 347.36,258.583 347.487,258.782 347.614,258.98 347.741,259.178 347.868,259.376 347.995,259.573 348.122,259.77 348.249,259.966 348.376,260.163 \n",
" 348.503,260.358 348.63,260.554 348.757,260.749 348.884,260.944 349.011,261.138 349.138,261.332 349.265,261.526 349.392,261.719 349.519,261.912 349.646,262.104 \n",
" 349.773,262.297 349.9,262.488 350.027,262.68 350.154,262.871 350.281,263.062 350.408,263.252 350.535,263.442 350.662,263.632 350.788,263.821 350.915,264.01 \n",
" 351.042,264.199 351.169,264.387 351.296,264.575 351.423,264.763 351.55,264.95 351.677,265.137 351.804,265.323 351.931,265.509 352.058,265.695 352.185,265.881 \n",
" 352.312,266.066 352.439,266.25 352.566,266.435 352.693,266.619 352.82,266.803 352.947,266.986 353.074,267.169 353.201,267.352 353.328,267.534 353.455,267.716 \n",
" 353.582,267.898 353.709,268.079 353.836,268.26 353.963,268.44 354.089,268.621 354.216,268.801 354.343,268.98 354.47,269.16 354.597,269.338 354.724,269.517 \n",
" 354.851,269.695 354.978,269.873 355.105,270.051 355.232,270.228 355.359,270.405 355.486,270.581 355.613,270.758 355.74,270.933 355.867,271.109 355.994,271.284 \n",
" 356.121,271.459 356.248,271.634 356.375,271.808 356.502,271.982 356.629,272.155 356.756,272.329 356.883,272.501 357.01,272.674 357.137,272.846 357.264,273.018 \n",
" 357.391,273.19 357.517,273.361 357.644,273.532 357.771,273.703 357.898,273.873 358.025,274.043 358.152,274.212 358.279,274.382 358.406,274.551 358.533,274.719 \n",
" 358.66,274.888 358.787,275.056 358.914,275.223 359.041,275.391 359.168,275.558 359.295,275.725 359.422,275.891 359.549,276.057 359.676,276.223 359.803,276.388 \n",
" 359.93,276.554 360.057,276.718 360.184,276.883 360.311,277.047 360.438,277.211 360.565,277.375 360.692,277.538 360.818,277.701 360.945,277.863 361.072,278.026 \n",
" 361.199,278.188 361.326,278.35 361.453,278.511 361.58,278.672 361.707,278.833 361.834,278.993 361.961,279.153 362.088,279.313 362.215,279.473 362.342,279.632 \n",
" 362.469,279.791 362.596,279.95 362.723,280.108 362.85,280.266 362.977,280.424 363.104,280.581 363.231,280.738 363.358,280.895 363.485,281.052 363.612,281.208 \n",
" 363.739,281.364 363.866,281.519 363.993,281.675 364.12,281.83 364.246,281.984 364.373,282.139 364.5,282.293 364.627,282.447 364.754,282.6 364.881,282.754 \n",
" 365.008,282.907 365.135,283.059 365.262,283.212 365.389,283.364 365.516,283.515 365.643,283.667 365.77,283.818 365.897,283.969 366.024,284.119 366.151,284.269 \n",
" 366.278,284.419 366.405,284.568 366.532,284.717 366.659,284.866 366.786,285.015 366.913,285.163 367.04,285.311 367.167,285.459 367.294,285.606 367.421,285.753 \n",
" 367.547,285.9 367.674,286.047 367.801,286.193 367.928,286.339 368.055,286.485 368.182,286.63 368.309,286.775 368.436,286.92 368.563,287.064 368.69,287.209 \n",
" 368.817,287.353 368.944,287.496 369.071,287.64 369.198,287.783 369.325,287.925 369.452,288.068 369.579,288.21 369.706,288.352 369.833,288.494 369.96,288.635 \n",
" 370.087,288.776 370.214,288.917 370.341,289.058 370.468,289.198 370.595,289.338 370.722,289.478 370.849,289.617 370.975,289.756 371.102,289.895 371.229,290.034 \n",
" 371.356,290.172 371.483,290.31 371.61,290.448 371.737,290.585 371.864,290.722 371.991,290.859 372.118,290.996 372.245,291.132 372.372,291.269 372.499,291.404 \n",
" 372.626,291.54 372.753,291.675 372.88,291.81 373.007,291.945 373.134,292.08 373.261,292.214 373.388,292.348 373.515,292.482 373.642,292.615 373.769,292.748 \n",
" 373.896,292.881 374.023,293.014 374.15,293.146 374.276,293.279 374.403,293.41 374.53,293.542 374.657,293.673 374.784,293.804 374.911,293.935 375.038,294.066 \n",
" 375.165,294.196 375.292,294.326 375.419,294.456 375.546,294.586 375.673,294.715 375.8,294.844 375.927,294.973 376.054,295.101 376.181,295.229 376.308,295.357 \n",
" 376.435,295.485 376.562,295.613 376.689,295.74 376.816,295.867 376.943,295.994 377.07,296.12 377.197,296.246 377.324,296.372 377.451,296.498 377.578,296.624 \n",
" 377.704,296.749 377.831,296.874 377.958,296.999 378.085,297.123 378.212,297.247 378.339,297.371 378.466,297.495 378.593,297.619 378.72,297.742 378.847,297.865 \n",
" 378.974,297.988 379.101,298.11 379.228,298.233 379.355,298.355 379.482,298.477 379.609,298.598 379.736,298.72 379.863,298.841 379.99,298.961 380.117,299.082 \n",
" 380.244,299.202 380.371,299.323 380.498,299.443 380.625,299.562 380.752,299.682 380.879,299.801 381.006,299.92 381.132,300.039 381.259,300.157 381.386,300.275 \n",
" 381.513,300.393 381.64,300.511 381.767,300.629 381.894,300.746 382.021,300.863 382.148,300.98 382.275,301.097 382.402,301.213 382.529,301.329 382.656,301.445 \n",
" 382.783,301.561 382.91,301.676 383.037,301.792 383.164,301.907 383.291,302.021 383.418,302.136 383.545,302.25 383.672,302.365 383.799,302.478 383.926,302.592 \n",
" 384.053,302.706 384.18,302.819 384.307,302.932 384.433,303.045 384.56,303.157 384.687,303.269 384.814,303.382 384.941,303.494 385.068,303.605 385.195,303.717 \n",
" 385.322,303.828 385.449,303.939 385.576,304.05 385.703,304.16 385.83,304.271 385.957,304.381 386.084,304.491 386.211,304.601 386.338,304.71 386.465,304.819 \n",
" 386.592,304.928 386.719,305.037 386.846,305.146 386.973,305.254 387.1,305.363 387.227,305.471 387.354,305.578 387.481,305.686 387.608,305.793 387.735,305.9 \n",
" 387.861,306.007 387.988,306.114 388.115,306.221 388.242,306.327 388.369,306.433 388.496,306.539 388.623,306.645 388.75,306.75 388.877,306.856 389.004,306.961 \n",
" 389.131,307.065 389.258,307.17 389.385,307.275 389.512,307.379 389.639,307.483 389.766,307.587 389.893,307.69 390.02,307.794 390.147,307.897 390.274,308 \n",
" 390.401,308.103 390.528,308.206 390.655,308.308 390.782,308.41 390.909,308.512 391.036,308.614 391.162,308.716 391.289,308.817 391.416,308.919 391.543,309.02 \n",
" 391.67,309.12 391.797,309.221 391.924,309.322 392.051,309.422 392.178,309.522 392.305,309.622 392.432,309.721 392.559,309.821 392.686,309.92 392.813,310.019 \n",
" 392.94,310.118 393.067,310.217 393.194,310.315 393.321,310.414 393.448,310.512 393.575,310.61 393.702,310.707 393.829,310.805 393.956,310.902 394.083,311 \n",
" 394.21,311.097 394.337,311.193 394.464,311.29 394.59,311.386 394.717,311.483 394.844,311.579 394.971,311.675 395.098,311.77 395.225,311.866 395.352,311.961 \n",
" 395.479,312.056 395.606,312.151 395.733,312.246 395.86,312.34 395.987,312.435 396.114,312.529 396.241,312.623 396.368,312.717 396.495,312.81 396.622,312.904 \n",
" 396.749,312.997 396.876,313.09 397.003,313.183 397.13,313.276 397.257,313.369 397.384,313.461 397.511,313.553 397.638,313.645 397.765,313.734 397.891,313.823 \n",
" 398.018,313.911 398.145,313.999 398.272,314.086 398.399,314.174 398.526,314.262 398.653,314.349 398.78,314.436 398.907,314.523 399.034,314.61 399.161,314.697 \n",
" 399.288,314.783 399.415,314.87 399.542,314.956 399.669,315.042 399.796,315.128 399.923,315.214 400.05,315.299 400.177,315.385 400.304,315.47 400.431,315.556 \n",
" 400.558,315.641 400.685,315.726 400.812,315.81 400.939,315.895 401.066,315.98 401.193,316.064 401.319,316.148 401.446,316.232 401.573,316.316 401.7,316.4 \n",
" 401.827,316.484 401.954,316.567 402.081,316.651 402.208,316.734 402.335,316.817 402.462,316.9 402.589,316.982 402.716,317.065 402.843,317.148 402.97,317.23 \n",
" 403.097,317.312 403.224,317.394 403.351,317.476 403.478,317.558 403.605,317.64 403.732,317.721 403.859,317.802 403.986,317.884 404.113,317.965 404.24,318.046 \n",
" 404.367,318.127 404.494,318.207 404.62,318.288 404.747,318.368 404.874,318.448 405.001,318.528 405.128,318.608 405.255,318.688 405.382,318.768 405.509,318.848 \n",
" 405.636,318.927 405.763,319.006 405.89,319.085 406.017,319.164 406.144,319.243 406.271,319.322 406.398,319.401 406.525,319.479 406.652,319.557 406.779,319.636 \n",
" 406.906,319.714 407.033,319.792 407.16,319.87 407.287,319.947 407.414,320.025 407.541,320.102 407.668,320.179 407.795,320.257 407.922,320.334 408.048,320.41 \n",
" 408.175,320.487 408.302,320.564 408.429,320.64 408.556,320.717 408.683,320.793 408.81,320.869 408.937,320.945 409.064,321.021 409.191,321.096 409.318,321.172 \n",
" 409.445,321.247 409.572,321.323 409.699,321.398 409.826,321.473 409.953,321.548 410.08,321.622 410.207,321.697 410.334,321.772 410.461,321.846 410.588,321.92 \n",
" 410.715,321.994 410.842,322.068 410.969,322.142 411.096,322.216 411.223,322.29 411.349,322.363 411.476,322.437 411.603,322.51 411.73,322.583 411.857,322.656 \n",
" 411.984,322.729 412.111,322.802 412.238,322.874 412.365,322.947 412.492,323.019 412.619,323.091 412.746,323.164 412.873,323.236 413,323.307 413.127,323.379 \n",
" 413.254,323.451 413.381,323.522 413.508,323.594 413.635,323.665 413.762,323.736 413.889,323.807 414.016,323.878 414.143,323.949 414.27,324.02 414.397,324.09 \n",
" 414.524,324.161 414.651,324.231 414.777,324.301 414.904,324.371 415.031,324.441 415.158,324.511 415.285,324.58 415.412,324.65 415.539,324.72 415.666,324.789 \n",
" 415.793,324.858 415.92,324.927 416.047,324.996 416.174,325.065 416.301,325.134 416.428,325.202 416.555,325.271 416.682,325.339 416.809,325.408 416.936,325.476 \n",
" 417.063,325.544 417.19,325.612 417.317,325.68 417.444,325.747 417.571,325.815 417.698,325.882 417.825,325.95 417.952,326.017 418.079,326.084 418.205,326.151 \n",
" 418.332,326.218 418.459,326.285 418.586,326.351 418.713,326.418 418.84,326.484 418.967,326.551 419.094,326.617 419.221,326.683 419.348,326.749 419.475,326.815 \n",
" 419.602,326.88 419.729,326.946 419.856,327.012 419.983,327.077 420.11,327.142 420.237,327.208 420.364,327.273 420.491,327.338 420.618,327.402 420.745,327.467 \n",
" 420.872,327.532 420.999,327.596 421.126,327.661 421.253,327.725 421.38,327.789 421.506,327.853 421.633,327.917 421.76,327.981 421.887,328.045 422.014,328.109 \n",
" 422.141,328.172 422.268,328.236 422.395,328.299 422.522,328.362 422.649,328.425 422.776,328.488 422.903,328.551 423.03,328.614 423.157,328.677 423.284,328.739 \n",
" 423.411,328.802 423.538,328.864 423.665,328.926 423.792,328.988 423.919,329.05 424.046,329.112 424.173,329.174 424.3,329.236 424.427,329.298 424.554,329.359 \n",
" 424.681,329.42 424.808,329.482 424.934,329.543 425.061,329.604 425.188,329.665 425.315,329.726 425.442,329.787 425.569,329.847 425.696,329.908 425.823,329.968 \n",
" 425.95,330.029 426.077,330.089 426.204,330.149 426.331,330.209 426.458,330.269 426.585,330.329 426.712,330.389 426.839,330.449 426.966,330.508 427.093,330.568 \n",
" 427.22,330.627 427.347,330.686 427.474,330.745 427.601,330.804 427.728,330.863 427.855,330.922 427.982,330.981 428.109,331.04 428.235,331.098 428.362,331.157 \n",
" 428.489,331.215 428.616,331.273 428.743,331.331 428.87,331.389 428.997,331.447 429.124,331.505 429.251,331.563 429.378,331.621 429.505,331.678 429.632,331.736 \n",
" 429.759,331.793 429.886,331.85 430.013,331.908 430.14,331.965 430.267,332.022 430.394,332.079 430.521,332.135 430.648,332.192 430.775,332.249 430.902,332.305 \n",
" 431.029,332.362 431.156,332.418 431.283,332.474 431.41,332.53 431.537,332.586 431.663,332.642 431.79,332.698 431.917,332.754 432.044,332.809 432.171,332.865 \n",
" 432.298,332.92 432.425,332.976 432.552,333.031 432.679,333.086 432.806,333.141 432.933,333.196 433.06,333.251 433.187,333.306 433.314,333.361 433.441,333.415 \n",
" 433.568,333.47 433.695,333.524 433.822,333.579 433.949,333.633 434.076,333.687 434.203,333.741 434.33,333.795 434.457,333.849 434.584,333.903 434.711,333.957 \n",
" 434.838,334.01 434.964,334.064 435.091,334.117 435.218,334.171 435.345,334.224 435.472,334.277 435.599,334.33 435.726,334.383 435.853,334.436 435.98,334.489 \n",
" 436.107,334.541 436.234,334.594 436.361,334.647 436.488,334.698 436.615,334.749 436.742,334.8 436.869,334.85 436.996,334.901 437.123,334.952 437.25,335.002 \n",
" 437.377,335.052 437.504,335.103 437.631,335.153 437.758,335.203 437.885,335.253 438.012,335.303 438.139,335.353 438.266,335.403 438.392,335.453 438.519,335.502 \n",
" 438.646,335.552 438.773,335.601 438.9,335.651 439.027,335.7 439.154,335.749 439.281,335.798 439.408,335.847 439.535,335.896 439.662,335.945 439.789,335.994 \n",
" 439.916,336.043 440.043,336.091 440.17,336.14 440.297,336.188 440.424,336.237 440.551,336.285 440.678,336.333 440.805,336.381 440.932,336.429 441.059,336.477 \n",
" 441.186,336.525 441.313,336.573 441.44,336.621 441.567,336.668 441.693,336.716 441.82,336.763 441.947,336.811 442.074,336.858 442.201,336.905 442.328,336.953 \n",
" 442.455,337 442.582,337.047 442.709,337.094 442.836,337.14 442.963,337.187 443.09,337.234 443.217,337.28 443.344,337.327 443.471,337.373 443.598,337.42 \n",
" 443.725,337.466 443.852,337.512 443.979,337.558 444.106,337.605 444.233,337.651 444.36,337.696 444.487,337.742 444.614,337.788 444.741,337.834 444.868,337.879 \n",
" 444.995,337.925 445.121,337.97 445.248,338.016 445.375,338.061 445.502,338.106 445.629,338.151 445.756,338.196 445.883,338.241 446.01,338.286 446.137,338.331 \n",
" 446.264,338.376 446.391,338.42 446.518,338.465 446.645,338.51 446.772,338.554 446.899,338.598 447.026,338.643 447.153,338.687 447.28,338.731 447.407,338.775 \n",
" 447.534,338.819 447.661,338.863 447.788,338.907 447.915,338.951 448.042,338.995 448.169,339.038 448.296,339.082 448.422,339.125 448.549,339.169 448.676,339.212 \n",
" 448.803,339.255 448.93,339.299 449.057,339.342 449.184,339.385 449.311,339.428 449.438,339.471 449.565,339.514 449.692,339.556 449.819,339.599 449.946,339.642 \n",
" 450.073,339.684 450.2,339.727 450.327,339.769 450.454,339.812 450.581,339.854 450.708,339.896 450.835,339.938 450.962,339.98 451.089,340.022 451.216,340.064 \n",
" 451.343,340.106 451.47,340.148 451.597,340.19 451.724,340.231 451.85,340.273 451.977,340.314 452.104,340.356 452.231,340.397 452.358,340.438 452.485,340.48 \n",
" 452.612,340.521 452.739,340.562 452.866,340.603 452.993,340.644 453.12,340.685 453.247,340.726 453.374,340.766 453.501,340.807 453.628,340.848 453.755,340.888 \n",
" 453.882,340.929 454.009,340.969 454.136,341.01 454.263,341.05 454.39,341.09 454.517,341.13 454.644,341.17 454.771,341.211 454.898,341.25 455.025,341.29 \n",
" 455.152,341.33 455.278,341.37 455.405,341.41 455.532,341.449 455.659,341.489 455.786,341.528 455.913,341.568 456.04,341.607 456.167,341.647 456.294,341.686 \n",
" 456.421,341.725 456.548,341.764 456.675,341.803 456.802,341.842 456.929,341.881 457.056,341.92 457.183,341.959 457.31,341.997 457.437,342.036 457.564,342.075 \n",
" 457.691,342.113 457.818,342.152 457.945,342.19 458.072,342.229 458.199,342.267 458.326,342.305 458.453,342.343 458.579,342.381 458.706,342.419 458.833,342.457 \n",
" 458.96,342.495 459.087,342.533 459.214,342.571 459.341,342.609 459.468,342.646 459.595,342.684 459.722,342.721 459.849,342.759 459.976,342.796 460.103,342.834 \n",
" 460.23,342.871 460.357,342.908 460.484,342.945 460.611,342.983 460.738,343.02 460.865,343.057 460.992,343.094 461.119,343.131 461.246,343.167 461.373,343.204 \n",
" 461.5,343.241 461.627,343.277 461.754,343.314 461.881,343.351 462.007,343.387 462.134,343.423 462.261,343.46 462.388,343.496 462.515,343.532 462.642,343.568 \n",
" 462.769,343.605 462.896,343.641 463.023,343.677 463.15,343.713 463.277,343.748 463.404,343.784 463.531,343.82 463.658,343.856 463.785,343.891 463.912,343.927 \n",
" 464.039,343.962 464.166,343.998 464.293,344.033 464.42,344.069 464.547,344.104 464.674,344.139 464.801,344.174 464.928,344.21 465.055,344.245 465.182,344.28 \n",
" 465.308,344.315 465.435,344.35 465.562,344.384 465.689,344.419 465.816,344.454 465.943,344.489 466.07,344.523 466.197,344.558 466.324,344.592 466.451,344.627 \n",
" 466.578,344.661 466.705,344.695 466.832,344.73 466.959,344.764 467.086,344.798 467.213,344.832 467.34,344.866 467.467,344.9 467.594,344.934 467.721,344.968 \n",
" 467.848,345.002 467.975,345.036 468.102,345.07 468.229,345.103 468.356,345.137 468.483,345.171 468.61,345.204 468.736,345.238 468.863,345.271 468.99,345.304 \n",
" 469.117,345.338 469.244,345.371 469.371,345.404 469.498,345.437 469.625,345.47 469.752,345.504 469.879,345.537 470.006,345.569 470.133,345.602 470.26,345.635 \n",
" 470.387,345.668 470.514,345.701 470.641,345.733 470.768,345.766 470.895,345.799 471.022,345.831 471.149,345.864 471.276,345.896 471.403,345.928 471.53,345.961 \n",
" 471.657,345.993 471.784,346.025 471.911,346.057 472.037,346.09 472.164,346.122 472.291,346.154 472.418,346.186 472.545,346.218 472.672,346.249 472.799,346.281 \n",
" 472.926,346.313 473.053,346.345 473.18,346.376 473.307,346.408 473.434,346.44 473.561,346.471 473.688,346.502 473.815,346.534 473.942,346.565 474.069,346.597 \n",
" 474.196,346.628 474.323,346.659 474.45,346.69 474.577,346.721 474.704,346.752 474.831,346.783 474.958,346.814 475.085,346.845 475.212,346.876 475.339,346.907 \n",
" 475.465,346.938 475.592,346.969 475.719,346.999 475.846,347.03 475.973,347.06 476.1,347.091 476.227,347.121 476.354,347.152 476.481,347.182 476.608,347.213 \n",
" 476.735,347.244 476.862,347.275 476.989,347.305 477.116,347.336 477.243,347.367 477.37,347.397 477.497,347.428 477.624,347.458 477.751,347.488 477.878,347.519 \n",
" 478.005,347.549 478.132,347.579 478.259,347.61 478.386,347.64 478.513,347.67 478.64,347.7 478.766,347.73 478.893,347.76 479.02,347.79 479.147,347.82 \n",
" 479.274,347.85 479.401,347.88 479.528,347.909 479.655,347.939 479.782,347.969 479.909,347.998 480.036,348.028 480.163,348.058 480.29,348.087 480.417,348.116 \n",
" 480.544,348.146 480.671,348.175 480.798,348.205 480.925,348.234 481.052,348.263 481.179,348.292 481.306,348.321 481.433,348.351 481.56,348.38 481.687,348.409 \n",
" 481.814,348.438 481.941,348.467 482.068,348.495 482.194,348.524 482.321,348.553 482.448,348.582 482.575,348.611 482.702,348.639 482.829,348.668 482.956,348.696 \n",
" 483.083,348.725 483.21,348.753 483.337,348.782 483.464,348.81 483.591,348.839 483.718,348.867 483.845,348.895 483.972,348.924 484.099,348.952 484.226,348.98 \n",
" 484.353,349.008 484.48,349.036 484.607,349.064 484.734,349.092 484.861,349.12 484.988,349.148 485.115,349.176 485.242,349.204 485.369,349.231 485.495,349.259 \n",
" 485.622,349.287 485.749,349.314 485.876,349.342 486.003,349.37 486.13,349.397 486.257,349.425 486.384,349.452 486.511,349.48 486.638,349.507 486.765,349.534 \n",
" 486.892,349.562 487.019,349.589 487.146,349.616 487.273,349.643 487.4,349.67 487.527,349.697 487.654,349.724 487.781,349.751 487.908,349.778 488.035,349.805 \n",
" 488.162,349.832 488.289,349.859 488.416,349.886 488.543,349.913 488.67,349.939 488.797,349.966 488.923,349.993 489.05,350.019 489.177,350.046 489.304,350.072 \n",
" 489.431,350.099 489.558,350.125 489.685,350.152 489.812,350.178 489.939,350.204 490.066,350.231 490.193,350.257 490.32,350.283 490.447,350.309 490.574,350.335 \n",
" 490.701,350.362 490.828,350.388 490.955,350.414 491.082,350.44 491.209,350.466 491.336,350.492 491.463,350.517 491.59,350.543 491.717,350.569 491.844,350.595 \n",
" 491.971,350.62 492.098,350.646 492.225,350.672 492.351,350.697 492.478,350.723 492.605,350.748 492.732,350.774 492.859,350.799 492.986,350.825 493.113,350.85 \n",
" 493.24,350.876 493.367,350.901 493.494,350.926 493.621,350.951 493.748,350.977 493.875,351.002 494.002,351.027 494.129,351.052 494.256,351.077 494.383,351.102 \n",
" 494.51,351.127 494.637,351.152 494.764,351.177 494.891,351.202 495.018,351.226 495.145,351.251 495.272,351.276 495.399,351.301 495.526,351.325 495.652,351.35 \n",
" 495.779,351.375 495.906,351.399 496.033,351.424 496.16,351.448 496.287,351.473 496.414,351.497 496.541,351.521 496.668,351.546 496.795,351.57 496.922,351.594 \n",
" 497.049,351.619 497.176,351.643 497.303,351.667 497.43,351.691 497.557,351.715 497.684,351.739 497.811,351.763 497.938,351.787 498.065,351.811 498.192,351.835 \n",
" 498.319,351.859 498.446,351.883 498.573,351.907 498.7,351.931 498.827,351.954 498.954,351.978 499.08,352.002 499.207,352.025 499.334,352.049 499.461,352.073 \n",
" 499.588,352.096 499.715,352.12 499.842,352.143 499.969,352.167 500.096,352.19 500.223,352.213 500.35,352.237 500.477,352.26 500.604,352.283 500.731,352.307 \n",
" 500.858,352.33 500.985,352.353 501.112,352.376 501.239,352.399 501.366,352.422 501.493,352.445 501.62,352.468 501.747,352.491 501.874,352.514 502.001,352.537 \n",
" 502.128,352.56 502.255,352.583 502.381,352.606 502.508,352.629 502.635,352.651 502.762,352.674 502.889,352.697 503.016,352.719 503.143,352.742 503.27,352.765 \n",
" 503.397,352.787 503.524,352.81 503.651,352.832 503.778,352.855 503.905,352.877 504.032,352.899 504.159,352.922 504.286,352.944 504.413,352.966 504.54,352.989 \n",
" 504.667,353.011 504.794,353.033 504.921,353.055 505.048,353.077 505.175,353.099 505.302,353.121 505.429,353.143 505.556,353.165 505.683,353.187 505.809,353.209 \n",
" 505.936,353.231 506.063,353.253 506.19,353.275 506.317,353.297 506.444,353.319 506.571,353.34 506.698,353.362 506.825,353.384 506.952,353.405 507.079,353.427 \n",
" 507.206,353.449 507.333,353.47 507.46,353.492 507.587,353.513 507.714,353.535 507.841,353.556 507.968,353.578 508.095,353.599 508.222,353.62 508.349,353.642 \n",
" 508.476,353.663 508.603,353.684 508.73,353.705 508.857,353.727 508.984,353.748 509.11,353.769 509.237,353.79 509.364,353.811 509.491,353.832 509.618,353.853 \n",
" 509.745,353.874 509.872,353.895 509.999,353.916 510.126,353.937 510.253,353.958 510.38,353.979 510.507,353.999 510.634,354.02 510.761,354.041 510.888,354.062 \n",
" 511.015,354.082 511.142,354.103 511.269,354.124 511.396,354.144 511.523,354.165 511.65,354.185 511.777,354.206 511.904,354.226 512.031,354.247 512.158,354.267 \n",
" 512.285,354.288 512.412,354.308 512.538,354.328 512.665,354.349 512.792,354.369 512.919,354.389 513.046,354.409 513.173,354.43 513.3,354.45 513.427,354.47 \n",
" 513.554,354.49 513.681,354.51 513.808,354.53 513.935,354.55 514.062,354.57 514.189,354.59 514.316,354.61 514.443,354.63 514.57,354.65 514.697,354.67 \n",
" 514.824,354.69 514.951,354.709 515.078,354.729 515.205,354.749 515.332,354.769 515.459,354.788 515.586,354.808 515.713,354.828 515.839,354.847 515.966,354.867 \n",
" 516.093,354.886 516.22,354.906 516.347,354.925 516.474,354.945 516.601,354.964 516.728,354.984 516.855,355.003 516.982,355.023 517.109,355.042 517.236,355.061 \n",
" 517.363,355.08 517.49,355.1 517.617,355.119 517.744,355.138 517.871,355.157 517.998,355.176 518.125,355.196 518.252,355.215 518.379,355.234 518.506,355.253 \n",
" 518.633,355.272 518.76,355.291 518.887,355.31 519.014,355.329 519.141,355.348 519.267,355.366 519.394,355.385 519.521,355.404 519.648,355.423 519.775,355.442 \n",
" 519.902,355.46 520.029,355.479 520.156,355.498 520.283,355.517 520.41,355.535 520.537,355.554 520.664,355.572 520.791,355.591 520.918,355.609 521.045,355.628 \n",
" 521.172,355.646 521.299,355.665 521.426,355.683 521.553,355.702 521.68,355.72 521.807,355.739 521.934,355.757 522.061,355.775 522.188,355.793 522.315,355.812 \n",
" 522.442,355.83 522.568,355.848 522.695,355.866 522.822,355.884 522.949,355.903 523.076,355.921 523.203,355.939 523.33,355.957 523.457,355.975 523.584,355.993 \n",
" 523.711,356.011 523.838,356.029 523.965,356.047 524.092,356.065 524.219,356.083 524.346,356.1 524.473,356.118 524.6,356.136 524.727,356.154 524.854,356.172 \n",
" 524.981,356.189 525.108,356.207 525.235,356.225 525.362,356.242 525.489,356.26 525.616,356.278 525.743,356.295 525.87,356.313 525.996,356.33 526.123,356.348 \n",
" 526.25,356.366 526.377,356.383 526.504,356.401 526.631,356.418 526.758,356.436 526.885,356.453 527.012,356.47 527.139,356.488 527.266,356.505 527.393,356.523 \n",
" 527.52,356.54 527.647,356.557 527.774,356.575 527.901,356.592 528.028,356.609 528.155,356.626 528.282,356.643 528.409,356.661 528.536,356.678 528.663,356.695 \n",
" 528.79,356.712 528.917,356.729 529.044,356.746 529.171,356.763 529.298,356.78 529.424,356.797 529.551,356.814 529.678,356.831 529.805,356.848 529.932,356.865 \n",
" 530.059,356.881 530.186,356.898 530.313,356.915 530.44,356.932 530.567,356.949 530.694,356.965 530.821,356.982 530.948,356.999 531.075,357.015 531.202,357.032 \n",
" 531.329,357.049 531.456,357.065 531.583,357.082 531.71,357.098 531.837,357.115 531.964,357.131 532.091,357.148 532.218,357.164 532.345,357.181 532.472,357.197 \n",
" 532.599,357.214 532.725,357.23 532.852,357.246 532.979,357.263 533.106,357.279 533.233,357.295 533.36,357.312 533.487,357.328 533.614,357.344 533.741,357.36 \n",
" 533.868,357.376 533.995,357.393 534.122,357.409 534.249,357.425 534.376,357.441 534.503,357.457 534.63,357.473 534.757,357.489 534.884,357.505 535.011,357.521 \n",
" 535.138,357.537 535.265,357.553 535.392,357.569 535.519,357.585 535.646,357.601 535.773,357.616 535.9,357.632 536.027,357.648 536.153,357.664 536.28,357.68 \n",
" 536.407,357.695 536.534,357.711 536.661,357.727 536.788,357.742 536.915,357.758 537.042,357.774 537.169,357.789 537.296,357.805 537.423,357.82 537.55,357.836 \n",
" 537.677,357.852 537.804,357.867 537.931,357.883 538.058,357.898 538.185,357.913 538.312,357.929 538.439,357.944 538.566,357.96 538.693,357.975 538.82,357.99 \n",
" 538.947,358.006 539.074,358.021 539.201,358.036 539.328,358.051 539.454,358.067 539.581,358.082 539.708,358.097 539.835,358.112 539.962,358.127 540.089,358.143 \n",
" 540.216,358.158 540.343,358.173 540.47,358.188 540.597,358.203 540.724,358.218 540.851,358.233 540.978,358.248 541.105,358.263 541.232,358.278 541.359,358.293 \n",
" 541.486,358.308 541.613,358.323 541.74,358.337 541.867,358.352 541.994,358.367 542.121,358.382 542.248,358.397 542.375,358.412 542.502,358.426 542.629,358.441 \n",
" 542.756,358.456 542.882,358.47 543.009,358.485 543.136,358.5 543.263,358.514 543.39,358.529 543.517,358.544 543.644,358.558 543.771,358.573 543.898,358.587 \n",
" 544.025,358.602 544.152,358.616 544.279,358.631 544.406,358.645 544.533,358.66 544.66,358.674 544.787,358.688 544.914,358.703 545.041,358.717 545.168,358.732 \n",
" 545.295,358.746 545.422,358.76 545.549,358.774 545.676,358.789 545.803,358.803 545.93,358.817 546.057,358.831 546.183,358.846 546.31,358.86 546.437,358.874 \n",
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" 87.3416,276.717 87.9193,271.073 88.497,273.895 89.0747,275.306 89.6523,278.834 90.23,280.245 90.8077,279.54 91.3854,280.951 91.9631,285.89 92.5407,285.185 \n",
" 93.1184,283.773 93.6961,287.301 94.2738,280.951 94.8515,285.185 95.4291,282.362 96.0068,290.829 96.5845,283.773 97.1622,285.185 97.7398,288.007 98.3175,290.124 \n",
" 98.8952,290.829 99.4729,291.535 100.051,292.241 100.628,292.946 101.206,291.535 101.784,297.18 102.361,293.652 102.939,299.297 103.517,294.357 104.094,302.119 \n",
" 104.672,302.825 105.25,302.119 105.827,297.18 106.405,297.18 106.983,304.942 107.56,300.708 108.138,305.647 108.716,305.647 109.293,308.47 109.871,305.647 \n",
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" 162.44,266.133 163.018,264.016 163.595,262.605 164.173,259.783 164.751,256.96 165.328,255.549 165.906,252.727 166.484,249.904 167.061,246.376 167.639,244.965 \n",
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" 173.993,219.563 174.571,217.447 175.149,213.919 175.726,211.096 176.304,209.685 176.882,206.863 177.459,206.157 178.037,202.629 178.615,199.101 179.193,199.101 \n",
" 179.77,195.573 180.348,193.456 180.926,192.75 181.503,190.634 182.081,188.517 182.659,185.694 183.236,184.989 183.814,181.461 184.392,178.638 184.969,177.933 \n",
" 185.547,174.405 186.125,172.288 186.702,170.171 187.28,168.76 187.858,165.232 188.435,163.821 189.013,160.998 189.591,158.881 190.168,156.765 190.746,154.648 \n",
" 191.324,152.531 191.901,150.414 192.479,148.297 193.057,144.769 193.634,142.652 194.212,141.241 194.79,138.419 195.368,136.302 195.945,134.185 196.523,131.363 \n",
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" 202.877,105.255 203.455,103.139 204.033,101.022 204.61,98.1994 205.188,95.377 205.766,92.5545 206.343,90.4377 206.921,89.0265 207.499,85.4985 208.076,84.0873 \n",
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" 214.431,59.3911 215.009,57.2743 215.586,55.1575 216.164,52.3351 216.742,50.2183 217.319,48.807 217.897,46.6902 218.475,45.279 219.052,43.1622 219.63,41.751 \n",
" 220.208,40.3398 220.785,38.223 221.363,36.1062 221.941,35.4006 222.518,33.2837 223.096,32.5781 223.674,31.1669 224.251,29.7557 224.829,28.3445 225.407,26.9333 \n",
" 225.984,26.9333 226.562,26.9333 227.14,25.5221 227.718,24.8165 228.295,23.4053 228.873,24.1109 229.451,23.4053 230.028,23.4053 230.606,22.6997 231.184,22.6997 \n",
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" 260.645,132.068 261.223,134.891 261.801,139.83 262.378,142.652 262.956,144.769 263.534,147.592 264.111,150.414 264.689,154.648 265.267,156.765 265.844,158.881 \n",
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" 289.529,244.26 290.107,244.965 290.685,246.376 291.262,248.493 291.84,250.61 292.418,250.61 292.995,252.727 293.573,252.727 294.151,254.844 294.728,256.255 \n",
" 295.306,257.666 295.884,257.666 296.461,259.077 297.039,259.783 297.617,261.194 298.194,262.605 298.772,262.605 299.35,264.016 299.927,264.722 300.505,266.133 \n",
" 301.083,267.545 301.66,268.25 302.238,269.661 302.816,270.367 303.393,270.367 303.971,271.778 304.549,272.484 305.126,273.895 305.704,274.601 306.282,276.012 \n",
" 306.86,276.012 307.437,277.423 308.015,277.423 308.593,279.54 309.17,278.834 309.748,280.245 310.326,280.951 310.903,280.951 311.481,281.657 312.059,283.068 \n",
" 312.636,283.068 313.214,284.479 313.792,285.185 314.369,285.185 314.947,285.89 315.525,285.89 316.102,286.596 316.68,288.007 317.258,288.713 317.835,288.713 \n",
" 318.413,289.418 318.991,288.713 319.568,290.829 320.146,289.418 320.724,290.829 321.301,290.829 321.879,291.535 322.457,292.946 323.035,293.652 323.612,292.946 \n",
" 324.19,293.652 324.768,294.357 325.345,294.357 325.923,292.946 326.501,295.063 327.078,295.769 327.656,296.474 328.234,296.474 328.811,296.474 329.389,296.474 \n",
" 329.967,297.18 330.544,297.18 331.122,297.18 331.7,297.886 332.277,297.886 332.855,299.297 333.433,298.591 334.01,298.591 334.588,300.002 335.166,298.591 \n",
" 335.743,300.002 336.321,300.002 336.899,300.708 337.476,300.708 338.054,300.708 338.632,302.119 339.21,301.414 339.787,301.414 340.365,302.119 340.943,302.119 \n",
" 341.52,301.414 342.098,302.119 342.676,302.825 343.253,302.119 343.831,303.53 344.409,302.825 344.986,303.53 345.564,304.236 346.142,303.53 346.719,302.825 \n",
" 347.297,303.53 347.875,303.53 348.452,305.647 349.03,304.942 349.608,304.942 350.185,304.942 350.763,305.647 351.341,306.353 351.918,304.942 352.496,306.353 \n",
" 353.074,305.647 353.651,306.353 354.229,307.764 354.807,306.353 355.385,307.058 355.962,307.058 356.54,307.764 357.118,307.058 357.695,307.058 358.273,307.764 \n",
" 358.851,307.058 359.428,307.764 360.006,308.47 360.584,307.764 361.161,307.058 361.739,307.764 362.317,308.47 362.894,308.47 363.472,308.47 364.05,308.47 \n",
" 364.627,308.47 365.205,308.47 365.783,308.47 366.36,308.47 366.938,308.47 367.516,309.175 368.093,309.175 368.671,308.47 369.249,308.47 369.826,308.47 \n",
" 370.404,309.881 370.982,309.881 371.56,309.881 372.137,309.881 372.715,309.881 373.293,310.586 373.87,308.47 374.448,309.881 375.026,311.292 375.603,310.586 \n",
" 376.181,310.586 376.759,309.881 377.336,309.881 377.914,309.881 378.492,310.586 379.069,310.586 379.647,310.586 380.225,310.586 380.802,310.586 381.38,310.586 \n",
" 381.958,310.586 382.535,310.586 383.113,310.586 383.691,310.586 384.268,310.586 384.846,310.586 385.424,311.292 386.001,311.292 386.579,311.292 387.157,311.292 \n",
" 387.735,311.292 388.312,311.998 388.89,311.998 389.468,312.703 390.045,311.998 390.623,311.998 391.201,311.292 391.778,311.998 392.356,311.998 392.934,311.998 \n",
" 393.511,312.703 394.089,312.703 394.667,312.703 395.244,312.703 395.822,312.703 396.4,313.409 396.977,312.703 397.555,312.703 398.133,312.703 398.71,313.409 \n",
" 399.288,312.703 399.866,312.703 400.443,313.409 401.021,313.409 401.599,313.409 402.176,313.409 402.754,314.114 403.332,314.114 403.91,314.114 404.487,313.409 \n",
" 405.065,314.114 405.643,314.82 406.22,314.82 406.798,314.114 407.376,314.82 407.953,314.82 408.531,314.82 409.109,314.82 409.686,315.526 410.264,314.82 \n",
" 410.842,314.82 411.419,315.526 411.997,315.526 412.575,315.526 413.152,315.526 413.73,315.526 414.308,315.526 414.885,316.231 415.463,316.231 416.041,316.231 \n",
" 416.618,316.231 417.196,316.231 417.774,316.231 418.351,316.231 418.929,316.231 419.507,316.937 420.085,316.937 420.662,316.937 421.24,316.937 421.818,316.937 \n",
" 422.395,316.937 422.973,316.937 423.551,316.937 424.128,317.642 424.706,317.642 425.284,317.642 425.861,317.642 426.439,317.642 427.017,317.642 427.594,317.642 \n",
" 428.172,318.348 428.75,318.348 429.327,317.642 429.905,317.642 430.483,318.348 431.06,318.348 431.638,318.348 432.216,318.348 432.793,318.348 433.371,318.348 \n",
" 433.949,319.054 434.526,318.348 435.104,318.348 435.682,319.054 436.26,319.054 436.837,319.054 437.415,319.054 437.993,319.054 438.57,319.054 439.148,319.759 \n",
" 439.726,319.759 440.303,319.054 440.881,319.759 441.459,319.759 442.036,319.759 442.614,319.759 443.192,319.759 443.769,319.759 444.347,319.759 444.925,320.465 \n",
" 445.502,320.465 446.08,320.465 446.658,320.465 447.235,320.465 447.813,320.465 448.391,320.465 448.968,320.465 449.546,321.17 450.124,321.17 450.701,320.465 \n",
" 451.279,321.17 451.857,321.17 452.435,321.17 453.012,321.17 453.59,321.17 454.168,321.876 454.745,321.17 455.323,321.876 455.901,321.876 456.478,321.876 \n",
" 457.056,321.876 457.634,322.582 458.211,322.582 458.789,321.876 459.367,321.876 459.944,322.582 460.522,322.582 461.1,322.582 461.677,322.582 462.255,322.582 \n",
" 462.833,322.582 463.41,322.582 463.988,322.582 464.566,323.287 465.143,323.287 465.721,323.287 466.299,323.287 466.876,323.287 467.454,323.287 468.032,323.287 \n",
" 468.61,323.287 469.187,323.993 469.765,323.287 470.343,323.287 470.92,323.993 471.498,323.993 472.076,323.993 472.653,324.698 473.231,323.993 473.809,323.993 \n",
" 474.386,323.993 474.964,323.993 475.542,324.698 476.119,324.698 476.697,324.698 477.275,324.698 477.852,324.698 478.43,324.698 479.008,324.698 479.585,324.698 \n",
" 480.163,324.698 480.741,326.11 481.318,325.404 481.896,324.698 482.474,325.404 483.051,325.404 483.629,326.11 484.207,326.11 484.785,325.404 485.362,326.815 \n",
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" 503.27,328.932 503.848,328.227 504.426,329.638 505.003,328.932 505.581,328.932 506.159,328.932 506.736,328.932 507.314,329.638 507.892,329.638 508.469,330.343 \n",
" 509.047,330.343 509.625,330.343 510.202,328.932 510.78,330.343 511.358,330.343 511.935,330.343 512.513,328.932 513.091,330.343 513.668,329.638 514.246,329.638 \n",
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" 537.931,333.871 538.509,333.871 539.086,334.577 539.664,333.871 540.242,333.871 540.819,333.871 541.397,335.988 541.975,334.577 542.552,334.577 543.13,334.577 \n",
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" 170.756,308.128 170.883,307.839 171.01,307.549 171.137,307.255 171.264,306.96 171.391,306.661 171.518,306.36 171.645,306.057 171.772,305.751 171.899,305.442 \n",
" 172.026,305.13 172.152,304.816 172.279,304.498 172.406,304.178 172.533,303.855 172.66,303.529 172.787,303.199 172.914,302.867 173.041,302.532 173.168,302.263 \n",
" 173.295,302.012 173.422,301.759 173.549,301.504 173.676,301.247 173.803,300.989 173.93,300.728 174.057,300.466 174.184,300.201 174.311,299.935 174.438,299.667 \n",
" 174.565,299.396 174.692,299.124 174.819,298.849 174.946,298.572 175.073,298.293 175.2,298.012 175.327,297.729 175.453,297.443 175.58,297.155 175.707,296.865 \n",
" 175.834,296.573 175.961,296.278 176.088,295.98 176.215,295.68 176.342,295.378 176.469,295.073 176.596,294.766 176.723,294.456 176.85,294.143 176.977,293.827 \n",
" 177.104,293.509 177.231,293.188 177.358,292.865 177.485,292.538 177.612,292.209 177.739,291.876 177.866,291.541 177.993,291.202 178.12,290.861 178.247,290.516 \n",
" 178.374,290.168 178.501,289.817 178.628,289.462 178.755,289.105 178.881,288.744 179.008,288.379 179.135,288.011 179.262,287.639 179.389,287.264 179.516,286.885 \n",
" 179.643,286.503 179.77,286.117 179.897,285.727 180.024,285.333 180.151,284.935 180.278,284.533 180.405,284.127 180.532,283.717 180.659,283.303 180.786,282.885 \n",
" 180.913,282.462 181.04,282.035 181.167,281.604 181.294,281.168 181.421,280.728 181.548,280.283 181.675,279.834 181.802,279.379 181.929,278.921 182.056,278.457 \n",
" 182.182,277.988 182.309,277.515 182.436,277.037 182.563,276.553 182.69,276.065 182.817,275.571 182.944,275.072 183.071,274.568 183.198,274.059 183.325,273.544 \n",
" 183.452,273.024 183.579,272.499 183.706,271.968 183.833,271.431 183.96,270.889 184.087,270.341 184.214,269.787 184.341,269.228 184.468,268.663 184.595,268.091 \n",
" 184.722,267.514 184.849,266.931 184.976,266.342 185.103,265.746 185.23,265.144 185.357,264.536 185.484,263.921 185.61,263.3 185.737,262.672 185.864,262.037 \n",
" 185.991,261.395 186.118,260.746 186.245,260.09 186.372,259.427 186.499,258.757 186.626,258.078 186.753,257.392 186.88,256.698 187.007,255.996 187.134,255.286 \n",
" 187.261,254.567 187.388,253.84 187.515,253.103 187.642,252.357 187.769,251.602 187.896,250.838 188.023,250.063 188.15,249.279 188.277,248.484 188.404,247.678 \n",
" 188.531,246.862 188.658,246.035 188.785,245.196 188.911,244.356 189.038,243.596 189.165,242.826 189.292,242.047 189.419,241.259 189.546,240.461 189.673,239.653 \n",
" 189.8,238.836 189.927,238.009 190.054,237.172 190.181,236.325 190.308,235.468 190.435,234.6 190.562,233.723 190.689,232.835 190.816,231.937 190.943,231.028 \n",
" 191.07,230.11 191.197,229.181 191.324,228.242 191.451,227.293 191.578,226.334 191.705,225.365 191.832,224.387 191.959,223.398 192.086,222.401 192.213,221.394 \n",
" 192.339,220.379 192.466,219.355 192.593,218.322 192.72,217.281 192.847,216.233 192.974,215.177 193.101,214.114 193.228,213.045 193.355,211.969 193.482,210.887 \n",
" 193.609,209.8 193.736,208.708 193.863,207.611 193.99,206.511 194.117,205.407 194.244,204.3 194.371,203.191 194.498,202.08 194.625,200.967 194.752,199.854 \n",
" 194.879,198.74 195.006,197.627 195.133,196.515 195.26,195.404 195.387,194.295 195.514,193.189 195.641,192.086 195.767,190.986 195.894,189.891 196.021,188.801 \n",
" 196.148,187.716 196.275,186.636 196.402,185.563 196.529,184.497 196.656,183.438 196.783,182.387 196.91,181.344 197.037,180.31 197.164,179.285 197.291,178.269 \n",
" 197.418,177.262 197.545,176.266 197.672,175.281 197.799,174.306 197.926,173.342 198.053,172.389 198.18,171.448 198.307,170.519 198.434,169.602 198.561,168.697 \n",
" 198.688,167.804 198.815,166.924 198.942,166.056 199.068,165.201 199.195,164.359 199.322,163.53 199.449,162.713 199.576,161.91 199.703,161.12 199.83,160.342 \n",
" 199.957,159.578 200.084,158.826 200.211,158.088 200.338,157.362 200.465,156.649 200.592,155.949 200.719,155.261 200.846,154.586 200.973,153.923 201.1,153.273 \n",
" 201.227,152.635 201.354,152.009 201.481,151.394 201.608,150.792 201.735,150.202 201.862,149.623 201.989,149.055 202.116,148.499 202.243,147.954 202.37,147.42 \n",
" 202.496,146.897 202.623,146.385 202.75,145.883 202.877,145.392 203.004,144.911 203.131,144.441 203.258,143.981 203.385,143.531 203.512,143.091 203.639,142.661 \n",
" 203.766,142.241 203.893,141.83 204.02,141.429 204.147,141.038 204.274,140.657 204.401,140.285 204.528,139.923 204.655,139.613 204.782,139.393 204.909,139.179 \n",
" 205.036,138.972 205.163,138.771 205.29,138.578 205.417,138.391 205.544,138.211 205.671,138.037 205.797,137.87 205.924,137.71 206.051,137.556 206.178,137.409 \n",
" 206.305,137.269 206.432,137.135 206.559,137.008 206.686,136.887 206.813,136.773 206.94,136.666 207.067,136.564 207.194,136.469 207.321,136.381 207.448,136.299 \n",
" 207.575,136.223 207.702,136.153 207.829,136.09 207.956,136.032 208.083,135.981 208.21,135.935 208.337,135.895 208.464,135.861 208.591,135.833 208.718,135.81 \n",
" 208.845,135.792 208.972,135.78 209.099,135.773 209.225,135.771 209.352,135.774 209.479,135.782 209.606,135.794 209.733,135.81 209.86,135.831 209.987,135.855 \n",
" 210.114,135.884 210.241,135.916 210.368,135.951 210.495,135.99 210.622,136.032 210.749,136.076 210.876,136.123 211.003,136.173 211.13,136.224 211.257,136.278 \n",
" 211.384,136.332 211.511,136.389 211.638,136.446 211.765,136.504 211.892,136.563 212.019,136.622 212.146,136.682 212.273,136.741 212.4,136.8 212.526,136.858 \n",
" 212.653,136.916 212.78,136.972 212.907,137.027 213.034,137.08 213.161,137.132 213.288,137.181 213.415,137.228 213.542,137.273 213.669,137.314 213.796,137.353 \n",
" 213.923,137.389 214.05,137.421 214.177,137.449 214.304,137.474 214.431,137.494 214.558,137.511 214.685,137.522 214.812,137.53 214.939,137.532 215.066,137.53 \n",
" 215.193,137.522 215.32,137.509 215.447,137.49 215.574,137.466 215.701,137.437 215.828,137.401 215.954,137.359 216.081,137.311 216.208,137.257 216.335,137.196 \n",
" 216.462,137.129 216.589,137.055 216.716,136.975 216.843,136.888 216.97,136.794 217.097,136.693 217.224,136.584 217.351,136.469 217.478,136.347 217.605,136.217 \n",
" 217.732,136.08 217.859,135.936 217.986,135.784 218.113,135.625 218.24,135.458 218.367,135.284 218.494,135.103 218.621,134.913 218.748,134.717 218.875,134.512 \n",
" 219.002,134.3 219.129,134.081 219.255,133.854 219.382,133.619 219.509,133.377 219.636,133.127 219.763,132.87 219.89,132.605 220.017,132.332 220.144,132.052 \n",
" 220.271,131.765 220.398,131.47 220.525,131.167 220.652,130.858 220.779,130.54 220.906,130.216 221.033,129.884 221.16,129.545 221.287,129.199 221.414,128.846 \n",
" 221.541,128.485 221.668,128.118 221.795,127.743 221.922,127.362 222.049,126.974 222.176,126.579 222.303,126.177 222.43,125.768 222.557,125.353 222.683,124.931 \n",
" 222.81,124.503 222.937,124.069 223.064,123.629 223.191,123.183 223.318,122.732 223.445,122.274 223.572,121.811 223.699,121.341 223.826,120.866 223.953,120.385 \n",
" 224.08,119.898 224.207,119.406 224.334,118.908 224.461,118.405 224.588,117.897 224.715,117.383 224.842,116.864 224.969,116.34 225.096,115.811 225.223,115.277 \n",
" 225.35,114.739 225.477,114.196 225.604,113.648 225.731,113.095 225.858,112.539 225.984,111.978 226.111,111.413 226.238,110.843 226.365,110.27 226.492,109.693 \n",
" 226.619,109.112 226.746,108.528 226.873,107.939 227,107.348 227.127,106.753 227.254,106.155 227.381,105.553 227.508,104.949 227.635,104.341 227.762,103.731 \n",
" 227.889,103.118 228.016,102.503 228.143,101.885 228.27,101.265 228.397,100.642 228.524,100.017 228.651,99.3904 228.778,98.7616 228.905,98.131 229.032,97.4987 \n",
" 229.159,96.8647 229.286,96.2293 229.412,95.5925 229.539,94.9545 229.666,94.3153 229.793,93.675 229.92,93.0338 230.047,92.3918 230.174,91.7491 230.301,91.1058 \n",
" 230.428,90.462 230.555,89.8178 230.682,89.1734 230.809,88.5288 230.936,87.8842 231.063,87.2397 231.19,86.5953 231.317,85.9512 231.444,85.3076 231.571,84.6644 \n",
" 231.698,84.0218 231.825,83.38 231.952,82.739 232.079,82.0989 232.206,81.4599 232.333,80.822 232.46,80.1854 232.587,79.5501 232.714,78.9163 232.84,78.284 \n",
" 232.967,77.6534 233.094,77.0245 233.221,76.3975 233.348,75.7725 233.475,75.1495 233.602,74.5286 233.729,73.91 233.856,73.2937 233.983,72.6799 234.11,72.0686 \n",
" 234.237,71.4599 234.364,70.8539 234.491,70.2507 234.618,69.6504 234.745,69.0531 234.872,68.4588 234.999,67.8677 235.126,67.2797 235.253,66.6951 235.38,66.1139 \n",
" 235.507,65.5361 235.634,64.9619 235.761,64.3913 235.888,63.8244 236.015,63.2613 236.141,62.702 236.268,62.1467 236.395,61.5953 236.522,61.048 236.649,60.5048 \n",
" 236.776,59.9658 236.903,59.431 237.03,58.9006 237.157,58.3746 237.284,57.853 237.411,57.3359 237.538,56.8234 237.665,56.3155 237.792,55.8123 237.919,55.3138 \n",
" 238.046,54.8201 238.173,54.3313 238.3,53.8473 238.427,53.3683 238.554,52.8942 238.681,52.4252 238.808,51.9613 238.935,51.5025 239.062,51.0488 239.189,50.6004 \n",
" 239.316,50.1572 239.443,49.7193 239.569,49.2867 239.696,48.8594 239.823,48.4376 239.95,48.0211 240.077,47.6102 240.204,47.2047 240.331,46.8047 240.458,46.4103 \n",
" 240.585,46.0215 240.712,45.6382 240.839,45.2606 240.966,44.8886 241.093,44.5223 241.22,44.1617 241.347,43.8068 241.474,43.4571 241.601,43.1115 241.728,42.7699 \n",
" 241.855,42.4324 241.982,42.099 242.109,41.7697 242.236,41.4446 242.363,41.1236 242.49,40.8067 242.617,40.4941 242.744,40.1856 242.87,39.8814 242.997,39.5813 \n",
" 243.124,39.2856 243.251,38.994 243.378,38.7067 243.505,38.4237 243.632,38.145 243.759,37.8706 243.886,37.6005 244.013,37.3347 244.14,37.0732 244.267,36.816 \n",
" 244.394,36.5632 244.521,36.3147 244.648,36.0706 244.775,35.8308 244.902,35.5954 245.029,35.3644 245.156,35.1377 245.283,34.9154 245.41,34.6975 245.537,34.484 \n",
" 245.664,34.2748 245.791,34.0701 245.918,33.8697 246.045,33.6737 246.172,33.4821 246.298,33.2949 246.425,33.1121 246.552,32.9337 246.679,32.7596 246.806,32.5899 \n",
" 246.933,32.4247 247.06,32.2638 247.187,32.1072 247.314,31.9551 247.441,31.8073 247.568,31.6638 247.695,31.5248 247.822,31.3901 247.949,31.2597 248.076,31.1337 \n",
" 248.203,31.012 248.33,30.8946 248.457,30.7816 248.584,30.6729 248.711,30.5685 248.838,30.4684 248.965,30.3726 249.092,30.281 249.219,30.1938 249.346,30.1108 \n",
" 249.473,30.032 249.599,29.9575 249.726,29.8873 249.853,29.8212 249.98,29.7594 250.107,29.7018 250.234,29.6483 250.361,29.5991 250.488,29.554 250.615,29.513 \n",
" 250.742,29.4762 250.869,29.4436 250.996,29.415 251.123,29.3906 251.25,29.3702 251.377,29.3539 251.504,29.3417 251.631,29.3335 251.758,29.3293 251.885,29.3292 \n",
" 252.012,29.3331 252.139,29.3409 252.266,29.3528 252.393,29.3685 252.52,29.3883 252.647,29.4119 252.774,29.4394 252.901,29.4709 253.027,29.5062 253.154,29.5454 \n",
" 253.281,29.5884 253.408,29.6352 253.535,29.6859 253.662,29.7403 253.789,29.7986 253.916,29.8605 254.043,29.9262 254.17,29.9956 254.297,30.0688 254.424,30.1456 \n",
" 254.551,30.2261 254.678,30.3102 254.805,30.3979 254.932,30.4893 255.059,30.5842 255.186,30.6827 255.313,30.7848 255.44,30.8904 255.567,30.9995 255.694,31.1122 \n",
" 255.821,31.2282 255.948,31.3478 256.075,31.4708 256.202,31.5972 256.328,31.727 256.455,31.8602 256.582,31.9967 256.709,32.1366 256.836,32.2798 256.963,32.4262 \n",
" 257.09,32.576 257.217,32.729 257.344,32.8853 257.471,33.0448 257.598,33.2075 257.725,33.3733 257.852,33.5423 257.979,33.7145 258.106,33.8898 258.233,34.0681 \n",
" 258.36,34.2496 258.487,34.434 258.614,34.6216 258.741,34.8121 258.868,35.0056 258.995,35.2022 259.122,35.4016 259.249,35.604 259.376,35.8093 259.503,36.0175 \n",
" 259.63,36.2286 259.756,36.4425 259.883,36.6592 260.01,36.8788 260.137,37.1011 260.264,37.3262 260.391,37.5541 260.518,37.7846 260.645,38.0179 260.772,38.2539 \n",
" 260.899,38.4925 261.026,38.7338 261.153,38.9777 261.28,39.2203 261.407,39.4603 261.534,39.7023 261.661,39.9462 261.788,40.1921 261.915,40.4398 262.042,40.6894 \n",
" 262.169,40.9409 262.296,41.1943 262.423,41.4495 262.55,41.7065 262.677,41.9653 262.804,42.226 262.931,42.4884 263.057,42.7526 263.184,43.0186 263.311,43.2863 \n",
" 263.438,43.5558 263.565,43.8269 263.692,44.0998 263.819,44.3743 263.946,44.6506 264.073,44.9284 264.2,45.208 264.327,45.4891 264.454,45.7719 264.581,46.0563 \n",
" 264.708,46.3423 264.835,46.6298 264.962,46.919 265.089,47.2096 265.216,47.5018 265.343,47.7956 265.47,48.0908 265.597,48.3875 265.724,48.6857 265.851,48.9854 \n",
" 265.978,49.2866 266.105,49.5891 266.232,49.8932 266.359,50.1986 266.485,50.5054 266.612,50.8136 266.739,51.1232 266.866,51.4342 266.993,51.7465 267.12,52.0602 \n",
" 267.247,52.3751 267.374,52.6914 267.501,53.009 267.628,53.3279 267.755,53.6481 267.882,53.9695 268.009,54.2921 268.136,54.616 268.263,54.9412 268.39,55.2675 \n",
" 268.517,55.5951 268.644,55.9238 268.771,56.2537 268.898,56.5848 269.025,56.917 269.152,57.2504 269.279,57.5848 269.406,57.9205 269.533,58.2572 269.66,58.595 \n",
" 269.787,58.9339 269.913,59.2738 270.04,59.6148 270.167,59.9569 270.294,60.3 270.421,60.6441 270.548,60.9892 270.675,61.3353 270.802,61.6824 270.929,62.0305 \n",
" 271.056,62.3796 271.183,62.7296 271.31,63.0806 271.437,63.4325 271.564,63.7853 271.691,64.139 271.818,64.4936 271.945,64.8491 272.072,65.2055 272.199,65.5628 \n",
" 272.326,65.9209 272.453,66.2799 272.58,66.6397 272.707,67.0003 272.834,67.3618 272.961,67.724 273.088,68.0871 273.214,68.4509 273.341,68.8155 273.468,69.1809 \n",
" 273.595,69.547 273.722,69.9139 273.849,70.2815 273.976,70.6498 274.103,71.0188 274.23,71.3886 274.357,71.759 274.484,72.1302 274.611,72.502 274.738,72.8744 \n",
" 274.865,73.2475 274.992,73.6213 275.119,73.9957 275.246,74.3708 275.373,74.7464 275.5,75.1227 275.627,75.4996 275.754,75.877 275.881,76.2551 276.008,76.6337 \n",
" 276.135,77.0128 276.262,77.3926 276.389,77.7728 276.516,78.1537 276.642,78.535 276.769,78.9169 276.896,79.2992 277.023,79.6821 277.15,80.0655 277.277,80.4493 \n",
" 277.404,80.8337 277.531,81.2185 277.658,81.6037 277.785,81.9894 277.912,82.3756 278.039,82.7622 278.166,83.1492 278.293,83.5367 278.42,83.9245 278.547,84.3127 \n",
" 278.674,84.7014 278.801,85.0904 278.928,85.4798 279.055,85.8696 279.182,86.2598 279.309,86.6503 279.436,87.0411 279.563,87.4323 279.69,87.8238 279.817,88.2157 \n",
" 279.943,88.6078 280.07,89.0003 280.197,89.3931 280.324,89.7862 280.451,90.1795 280.578,90.5732 280.705,90.9671 280.832,91.3613 280.959,91.7557 281.086,92.1504 \n",
" 281.213,92.5454 281.34,92.9406 281.467,93.336 281.594,93.7316 281.721,94.1275 281.848,94.5235 281.975,94.9198 282.102,95.3163 282.229,95.7129 282.356,96.1098 \n",
" 282.483,96.5068 282.61,96.904 282.737,97.3014 282.864,97.6989 282.991,98.0966 283.118,98.4944 283.245,98.8924 283.371,99.2904 283.498,99.6887 283.625,100.087 \n",
" 283.752,100.485 283.879,100.884 284.006,101.283 284.133,101.681 284.26,102.08 284.387,102.479 284.514,102.878 284.641,103.277 284.768,103.677 284.895,104.106 \n",
" 285.022,104.541 285.149,104.977 285.276,105.413 285.403,105.848 285.53,106.284 285.657,106.719 285.784,107.154 285.911,107.589 286.038,108.023 286.165,108.458 \n",
" 286.292,108.892 286.419,109.326 286.546,109.76 286.672,110.194 286.799,110.628 286.926,111.061 287.053,111.495 287.18,111.928 287.307,112.36 287.434,112.793 \n",
" 287.561,113.225 287.688,113.657 287.815,114.089 287.942,114.521 288.069,114.952 288.196,115.383 288.323,115.814 288.45,116.245 288.577,116.675 288.704,117.105 \n",
" 288.831,117.535 288.958,117.965 289.085,118.394 289.212,118.823 289.339,119.252 289.466,119.68 289.593,120.108 289.72,120.536 289.847,120.964 289.974,121.391 \n",
" 290.1,121.818 290.227,122.245 290.354,122.671 290.481,123.097 290.608,123.522 290.735,123.948 290.862,124.373 290.989,124.797 291.116,125.221 291.243,125.645 \n",
" 291.37,126.069 291.497,126.492 291.624,126.915 291.751,127.338 291.878,127.76 292.005,128.182 292.132,128.603 292.259,129.024 292.386,129.445 292.513,129.865 \n",
" 292.64,130.285 292.767,130.704 292.894,131.123 293.021,131.542 293.148,131.96 293.275,132.378 293.401,132.796 293.528,133.213 293.655,133.63 293.782,134.046 \n",
" 293.909,134.462 294.036,134.877 294.163,135.293 294.29,135.707 294.417,136.121 294.544,136.535 294.671,136.949 294.798,137.362 294.925,137.774 295.052,138.186 \n",
" 295.179,138.598 295.306,139.009 295.433,139.42 295.56,139.83 295.687,140.24 295.814,140.649 295.941,141.058 296.068,141.466 296.195,141.874 296.322,142.282 \n",
" 296.449,142.689 296.576,143.096 296.703,143.502 296.829,143.908 296.956,144.313 297.083,144.718 297.21,145.122 297.337,145.526 297.464,145.929 297.591,146.332 \n",
" 297.718,146.734 297.845,147.136 297.972,147.537 298.099,147.938 298.226,148.339 298.353,148.738 298.48,149.138 298.607,149.537 298.734,149.935 298.861,150.333 \n",
" 298.988,150.73 299.115,151.127 299.242,151.524 299.369,151.919 299.496,152.315 299.623,152.71 299.75,153.104 299.877,153.498 300.004,153.891 300.13,154.284 \n",
" 300.257,154.676 300.384,155.068 300.511,155.459 300.638,155.85 300.765,156.24 300.892,156.63 301.019,157.019 301.146,157.408 301.273,157.796 301.4,158.183 \n",
" 301.527,158.57 301.654,158.957 301.781,159.343 301.908,159.728 302.035,160.113 302.162,160.497 302.289,160.881 302.416,161.264 302.543,161.647 302.67,162.029 \n",
" 302.797,162.411 302.924,162.792 303.051,163.172 303.178,163.552 303.305,163.932 303.432,164.311 303.558,164.689 303.685,165.067 303.812,165.444 303.939,165.821 \n",
" 304.066,166.197 304.193,166.573 304.32,166.948 304.447,167.322 304.574,167.696 304.701,168.069 304.828,168.442 304.955,168.814 305.082,169.186 305.209,169.557 \n",
" 305.336,169.928 305.463,170.298 305.59,170.667 305.717,171.036 305.844,171.404 305.971,171.772 306.098,172.139 306.225,172.506 306.352,172.872 306.479,173.238 \n",
" 306.606,173.602 306.733,173.967 306.86,174.331 306.986,174.694 307.113,175.056 307.24,175.419 307.367,175.78 307.494,176.141 307.621,176.501 307.748,176.861 \n",
" 307.875,177.22 308.002,177.579 308.129,177.937 308.256,178.295 308.383,178.652 308.51,179 308.637,179.323 308.764,179.647 308.891,179.97 309.018,180.293 \n",
" 309.145,180.615 309.272,180.937 309.399,181.258 309.526,181.579 309.653,181.9 309.78,182.22 309.907,182.54 310.034,182.86 310.161,183.179 310.287,183.497 \n",
" 310.414,183.816 310.541,184.133 310.668,184.451 310.795,184.768 310.922,185.084 311.049,185.401 311.176,185.716 311.303,186.032 311.43,186.347 311.557,186.661 \n",
" 311.684,186.975 311.811,187.289 311.938,187.602 312.065,187.915 312.192,188.228 312.319,188.54 312.446,188.851 312.573,189.162 312.7,189.473 312.827,189.784 \n",
" 312.954,190.094 313.081,190.403 313.208,190.712 313.335,191.021 313.462,191.329 313.589,191.637 313.715,191.944 313.842,192.251 313.969,192.558 314.096,192.864 \n",
" 314.223,193.17 314.35,193.475 314.477,193.78 314.604,194.084 314.731,194.388 314.858,194.692 314.985,194.995 315.112,195.298 315.239,195.6 315.366,195.902 \n",
" 315.493,196.203 315.62,196.504 315.747,196.805 315.874,197.105 316.001,197.405 316.128,197.704 316.255,198.003 316.382,198.302 316.509,198.6 316.636,198.897 \n",
" 316.763,199.194 316.89,199.491 317.016,199.788 317.143,200.083 317.27,200.379 317.397,200.674 317.524,200.968 317.651,201.263 317.778,201.556 317.905,201.85 \n",
" 318.032,202.142 318.159,202.435 318.286,202.727 318.413,203.018 318.54,203.31 318.667,203.6 318.794,203.891 318.921,204.18 319.048,204.47 319.175,204.759 \n",
" 319.302,205.047 319.429,205.335 319.556,205.623 319.683,205.91 319.81,206.197 319.937,206.483 320.064,206.769 320.191,207.055 320.318,207.34 320.444,207.625 \n",
" 320.571,207.909 320.698,208.193 320.825,208.476 320.952,208.759 321.079,209.041 321.206,209.323 321.333,209.605 321.46,209.886 321.587,210.167 321.714,210.447 \n",
" 321.841,210.727 321.968,211.006 322.095,211.285 322.222,211.564 322.349,211.842 322.476,212.12 322.603,212.397 322.73,212.674 322.857,212.95 322.984,213.226 \n",
" 323.111,213.502 323.238,213.777 323.365,214.051 323.492,214.326 323.619,214.599 323.745,214.873 323.872,215.146 323.999,215.418 324.126,215.69 324.253,215.962 \n",
" 324.38,216.233 324.507,216.504 324.634,216.774 324.761,217.044 324.888,217.313 325.015,217.582 325.142,217.851 325.269,218.119 325.396,218.387 325.523,218.654 \n",
" 325.65,218.921 325.777,219.188 325.904,219.454 326.031,219.719 326.158,219.984 326.285,220.249 326.412,220.513 326.539,220.777 326.666,221.041 326.793,221.304 \n",
" 326.92,221.566 327.047,221.828 327.173,222.09 327.3,222.351 327.427,222.612 327.554,222.873 327.681,223.133 327.808,223.392 327.935,223.652 328.062,223.91 \n",
" 328.189,224.169 328.316,224.426 328.443,224.684 328.57,224.941 328.697,225.197 328.824,225.454 328.951,225.709 329.078,225.965 329.205,226.22 329.332,226.474 \n",
" 329.459,226.728 329.586,226.982 329.713,227.235 329.84,227.488 329.967,227.74 330.094,227.992 330.221,228.243 330.348,228.495 330.474,228.745 330.601,228.995 \n",
" 330.728,229.245 330.855,229.495 330.982,229.744 331.109,229.992 331.236,230.24 331.363,230.488 331.49,230.735 331.617,230.982 331.744,231.229 331.871,231.475 \n",
" 331.998,231.72 332.125,231.966 332.252,232.21 332.379,232.455 332.506,232.699 332.633,232.942 332.76,233.185 332.887,233.428 333.014,233.67 333.141,233.912 \n",
" 333.268,234.154 333.395,234.395 333.522,234.635 333.649,234.875 333.776,235.115 333.902,235.355 334.029,235.594 334.156,235.832 334.283,236.07 334.41,236.308 \n",
" 334.537,236.545 334.664,236.782 334.791,237.019 334.918,237.255 335.045,237.491 335.172,237.726 335.299,237.961 335.426,238.195 335.553,238.429 335.68,238.663 \n",
" 335.807,238.896 335.934,239.129 336.061,239.361 336.188,239.593 336.315,239.825 336.442,240.056 336.569,240.287 336.696,240.517 336.823,240.748 336.95,240.979 \n",
" 337.077,241.21 337.203,241.44 337.33,241.67 337.457,241.9 337.584,242.129 337.711,242.358 337.838,242.586 337.965,242.814 338.092,243.041 338.219,243.268 \n",
" 338.346,243.495 338.473,243.721 338.6,243.947 338.727,244.173 338.854,244.398 338.981,244.622 339.108,244.847 339.235,245.071 339.362,245.294 339.489,245.517 \n",
" 339.616,245.74 339.743,245.962 339.87,246.184 339.997,246.405 340.124,246.626 340.251,246.847 340.378,247.067 340.505,247.287 340.631,247.507 340.758,247.726 \n",
" 340.885,247.944 341.012,248.163 341.139,248.381 341.266,248.598 341.393,248.815 341.52,249.032 341.647,249.248 341.774,249.464 341.901,249.68 342.028,249.895 \n",
" 342.155,250.109 342.282,250.324 342.409,250.538 342.536,250.751 342.663,250.965 342.79,251.177 342.917,251.39 343.044,251.602 343.171,251.813 343.298,252.025 \n",
" 343.425,252.235 343.552,252.446 343.679,252.656 343.806,252.866 343.933,253.075 344.059,253.284 344.186,253.492 344.313,253.701 344.44,253.908 344.567,254.116 \n",
" 344.694,254.323 344.821,254.529 344.948,254.736 345.075,254.942 345.202,255.147 345.329,255.352 345.456,255.557 345.583,255.761 345.71,255.965 345.837,256.169 \n",
" 345.964,256.372 346.091,256.575 346.218,256.777 346.345,256.979 346.472,257.181 346.599,257.383 346.726,257.584 346.853,257.784 346.98,257.984 347.107,258.184 \n",
" 347.234,258.384 347.36,258.583 347.487,258.782 347.614,258.98 347.741,259.178 347.868,259.376 347.995,259.573 348.122,259.77 348.249,259.966 348.376,260.163 \n",
" 348.503,260.358 348.63,260.554 348.757,260.749 348.884,260.944 349.011,261.138 349.138,261.332 349.265,261.526 349.392,261.719 349.519,261.912 349.646,262.104 \n",
" 349.773,262.297 349.9,262.488 350.027,262.68 350.154,262.871 350.281,263.062 350.408,263.252 350.535,263.442 350.662,263.632 350.788,263.821 350.915,264.01 \n",
" 351.042,264.199 351.169,264.387 351.296,264.575 351.423,264.763 351.55,264.95 351.677,265.137 351.804,265.323 351.931,265.509 352.058,265.695 352.185,265.881 \n",
" 352.312,266.066 352.439,266.25 352.566,266.435 352.693,266.619 352.82,266.803 352.947,266.986 353.074,267.169 353.201,267.352 353.328,267.534 353.455,267.716 \n",
" 353.582,267.898 353.709,268.079 353.836,268.26 353.963,268.44 354.089,268.621 354.216,268.801 354.343,268.98 354.47,269.16 354.597,269.338 354.724,269.517 \n",
" 354.851,269.695 354.978,269.873 355.105,270.051 355.232,270.228 355.359,270.405 355.486,270.581 355.613,270.758 355.74,270.933 355.867,271.109 355.994,271.284 \n",
" 356.121,271.459 356.248,271.634 356.375,271.808 356.502,271.982 356.629,272.155 356.756,272.329 356.883,272.501 357.01,272.674 357.137,272.846 357.264,273.018 \n",
" 357.391,273.19 357.517,273.361 357.644,273.532 357.771,273.703 357.898,273.873 358.025,274.043 358.152,274.212 358.279,274.382 358.406,274.551 358.533,274.719 \n",
" 358.66,274.888 358.787,275.056 358.914,275.223 359.041,275.391 359.168,275.558 359.295,275.725 359.422,275.891 359.549,276.057 359.676,276.223 359.803,276.388 \n",
" 359.93,276.554 360.057,276.718 360.184,276.883 360.311,277.047 360.438,277.211 360.565,277.375 360.692,277.538 360.818,277.701 360.945,277.863 361.072,278.026 \n",
" 361.199,278.188 361.326,278.35 361.453,278.511 361.58,278.672 361.707,278.833 361.834,278.993 361.961,279.153 362.088,279.313 362.215,279.473 362.342,279.632 \n",
" 362.469,279.791 362.596,279.95 362.723,280.108 362.85,280.266 362.977,280.424 363.104,280.581 363.231,280.738 363.358,280.895 363.485,281.052 363.612,281.208 \n",
" 363.739,281.364 363.866,281.519 363.993,281.675 364.12,281.83 364.246,281.984 364.373,282.139 364.5,282.293 364.627,282.447 364.754,282.6 364.881,282.754 \n",
" 365.008,282.907 365.135,283.059 365.262,283.212 365.389,283.364 365.516,283.515 365.643,283.667 365.77,283.818 365.897,283.969 366.024,284.119 366.151,284.269 \n",
" 366.278,284.419 366.405,284.568 366.532,284.717 366.659,284.866 366.786,285.015 366.913,285.163 367.04,285.311 367.167,285.459 367.294,285.606 367.421,285.753 \n",
" 367.547,285.9 367.674,286.047 367.801,286.193 367.928,286.339 368.055,286.485 368.182,286.63 368.309,286.775 368.436,286.92 368.563,287.064 368.69,287.209 \n",
" 368.817,287.353 368.944,287.496 369.071,287.64 369.198,287.783 369.325,287.925 369.452,288.068 369.579,288.21 369.706,288.352 369.833,288.494 369.96,288.635 \n",
" 370.087,288.776 370.214,288.917 370.341,289.058 370.468,289.198 370.595,289.338 370.722,289.478 370.849,289.617 370.975,289.756 371.102,289.895 371.229,290.034 \n",
" 371.356,290.172 371.483,290.31 371.61,290.448 371.737,290.585 371.864,290.722 371.991,290.859 372.118,290.996 372.245,291.132 372.372,291.269 372.499,291.404 \n",
" 372.626,291.54 372.753,291.675 372.88,291.81 373.007,291.945 373.134,292.08 373.261,292.214 373.388,292.348 373.515,292.482 373.642,292.615 373.769,292.748 \n",
" 373.896,292.881 374.023,293.014 374.15,293.146 374.276,293.279 374.403,293.41 374.53,293.542 374.657,293.673 374.784,293.804 374.911,293.935 375.038,294.066 \n",
" 375.165,294.196 375.292,294.326 375.419,294.456 375.546,294.586 375.673,294.715 375.8,294.844 375.927,294.973 376.054,295.101 376.181,295.229 376.308,295.357 \n",
" 376.435,295.485 376.562,295.613 376.689,295.74 376.816,295.867 376.943,295.994 377.07,296.12 377.197,296.246 377.324,296.372 377.451,296.498 377.578,296.624 \n",
" 377.704,296.749 377.831,296.874 377.958,296.999 378.085,297.123 378.212,297.247 378.339,297.371 378.466,297.495 378.593,297.619 378.72,297.742 378.847,297.865 \n",
" 378.974,297.988 379.101,298.11 379.228,298.233 379.355,298.355 379.482,298.477 379.609,298.598 379.736,298.72 379.863,298.841 379.99,298.961 380.117,299.082 \n",
" 380.244,299.202 380.371,299.323 380.498,299.443 380.625,299.562 380.752,299.682 380.879,299.801 381.006,299.92 381.132,300.039 381.259,300.157 381.386,300.275 \n",
" 381.513,300.393 381.64,300.511 381.767,300.629 381.894,300.746 382.021,300.863 382.148,300.98 382.275,301.097 382.402,301.213 382.529,301.329 382.656,301.445 \n",
" 382.783,301.561 382.91,301.676 383.037,301.792 383.164,301.907 383.291,302.021 383.418,302.136 383.545,302.25 383.672,302.365 383.799,302.478 383.926,302.592 \n",
" 384.053,302.706 384.18,302.819 384.307,302.932 384.433,303.045 384.56,303.157 384.687,303.269 384.814,303.382 384.941,303.494 385.068,303.605 385.195,303.717 \n",
" 385.322,303.828 385.449,303.939 385.576,304.05 385.703,304.16 385.83,304.271 385.957,304.381 386.084,304.491 386.211,304.601 386.338,304.71 386.465,304.819 \n",
" 386.592,304.928 386.719,305.037 386.846,305.146 386.973,305.254 387.1,305.363 387.227,305.471 387.354,305.578 387.481,305.686 387.608,305.793 387.735,305.9 \n",
" 387.861,306.007 387.988,306.114 388.115,306.221 388.242,306.327 388.369,306.433 388.496,306.539 388.623,306.645 388.75,306.75 388.877,306.856 389.004,306.961 \n",
" 389.131,307.065 389.258,307.17 389.385,307.275 389.512,307.379 389.639,307.483 389.766,307.587 389.893,307.69 390.02,307.794 390.147,307.897 390.274,308 \n",
" 390.401,308.103 390.528,308.206 390.655,308.308 390.782,308.41 390.909,308.512 391.036,308.614 391.162,308.716 391.289,308.817 391.416,308.919 391.543,309.02 \n",
" 391.67,309.12 391.797,309.221 391.924,309.322 392.051,309.422 392.178,309.522 392.305,309.622 392.432,309.721 392.559,309.821 392.686,309.92 392.813,310.019 \n",
" 392.94,310.118 393.067,310.217 393.194,310.315 393.321,310.414 393.448,310.512 393.575,310.61 393.702,310.707 393.829,310.805 393.956,310.902 394.083,311 \n",
" 394.21,311.097 394.337,311.193 394.464,311.29 394.59,311.386 394.717,311.483 394.844,311.579 394.971,311.675 395.098,311.77 395.225,311.866 395.352,311.961 \n",
" 395.479,312.056 395.606,312.151 395.733,312.246 395.86,312.34 395.987,312.435 396.114,312.529 396.241,312.623 396.368,312.717 396.495,312.81 396.622,312.904 \n",
" 396.749,312.997 396.876,313.09 397.003,313.183 397.13,313.276 397.257,313.369 397.384,313.461 397.511,313.553 397.638,313.645 397.765,313.734 397.891,313.823 \n",
" 398.018,313.911 398.145,313.999 398.272,314.086 398.399,314.174 398.526,314.262 398.653,314.349 398.78,314.436 398.907,314.523 399.034,314.61 399.161,314.697 \n",
" 399.288,314.783 399.415,314.87 399.542,314.956 399.669,315.042 399.796,315.128 399.923,315.214 400.05,315.299 400.177,315.385 400.304,315.47 400.431,315.556 \n",
" 400.558,315.641 400.685,315.726 400.812,315.81 400.939,315.895 401.066,315.98 401.193,316.064 401.319,316.148 401.446,316.232 401.573,316.316 401.7,316.4 \n",
" 401.827,316.484 401.954,316.567 402.081,316.651 402.208,316.734 402.335,316.817 402.462,316.9 402.589,316.982 402.716,317.065 402.843,317.148 402.97,317.23 \n",
" 403.097,317.312 403.224,317.394 403.351,317.476 403.478,317.558 403.605,317.64 403.732,317.721 403.859,317.802 403.986,317.884 404.113,317.965 404.24,318.046 \n",
" 404.367,318.127 404.494,318.207 404.62,318.288 404.747,318.368 404.874,318.448 405.001,318.528 405.128,318.608 405.255,318.688 405.382,318.768 405.509,318.848 \n",
" 405.636,318.927 405.763,319.006 405.89,319.085 406.017,319.164 406.144,319.243 406.271,319.322 406.398,319.401 406.525,319.479 406.652,319.557 406.779,319.636 \n",
" 406.906,319.714 407.033,319.792 407.16,319.87 407.287,319.947 407.414,320.025 407.541,320.102 407.668,320.179 407.795,320.257 407.922,320.334 408.048,320.41 \n",
" 408.175,320.487 408.302,320.564 408.429,320.64 408.556,320.717 408.683,320.793 408.81,320.869 408.937,320.945 409.064,321.021 409.191,321.096 409.318,321.172 \n",
" 409.445,321.247 409.572,321.323 409.699,321.398 409.826,321.473 409.953,321.548 410.08,321.622 410.207,321.697 410.334,321.772 410.461,321.846 410.588,321.92 \n",
" 410.715,321.994 410.842,322.068 410.969,322.142 411.096,322.216 411.223,322.29 411.349,322.363 411.476,322.437 411.603,322.51 411.73,322.583 411.857,322.656 \n",
" 411.984,322.729 412.111,322.802 412.238,322.874 412.365,322.947 412.492,323.019 412.619,323.091 412.746,323.164 412.873,323.236 413,323.307 413.127,323.379 \n",
" 413.254,323.451 413.381,323.522 413.508,323.594 413.635,323.665 413.762,323.736 413.889,323.807 414.016,323.878 414.143,323.949 414.27,324.02 414.397,324.09 \n",
" 414.524,324.161 414.651,324.231 414.777,324.301 414.904,324.371 415.031,324.441 415.158,324.511 415.285,324.58 415.412,324.65 415.539,324.72 415.666,324.789 \n",
" 415.793,324.858 415.92,324.927 416.047,324.996 416.174,325.065 416.301,325.134 416.428,325.202 416.555,325.271 416.682,325.339 416.809,325.408 416.936,325.476 \n",
" 417.063,325.544 417.19,325.612 417.317,325.68 417.444,325.747 417.571,325.815 417.698,325.882 417.825,325.95 417.952,326.017 418.079,326.084 418.205,326.151 \n",
" 418.332,326.218 418.459,326.285 418.586,326.351 418.713,326.418 418.84,326.484 418.967,326.551 419.094,326.617 419.221,326.683 419.348,326.749 419.475,326.815 \n",
" 419.602,326.88 419.729,326.946 419.856,327.012 419.983,327.077 420.11,327.142 420.237,327.208 420.364,327.273 420.491,327.338 420.618,327.402 420.745,327.467 \n",
" 420.872,327.532 420.999,327.596 421.126,327.661 421.253,327.725 421.38,327.789 421.506,327.853 421.633,327.917 421.76,327.981 421.887,328.045 422.014,328.109 \n",
" 422.141,328.172 422.268,328.236 422.395,328.299 422.522,328.362 422.649,328.425 422.776,328.488 422.903,328.551 423.03,328.614 423.157,328.677 423.284,328.739 \n",
" 423.411,328.802 423.538,328.864 423.665,328.926 423.792,328.988 423.919,329.05 424.046,329.112 424.173,329.174 424.3,329.236 424.427,329.298 424.554,329.359 \n",
" 424.681,329.42 424.808,329.482 424.934,329.543 425.061,329.604 425.188,329.665 425.315,329.726 425.442,329.787 425.569,329.847 425.696,329.908 425.823,329.968 \n",
" 425.95,330.029 426.077,330.089 426.204,330.149 426.331,330.209 426.458,330.269 426.585,330.329 426.712,330.389 426.839,330.449 426.966,330.508 427.093,330.568 \n",
" 427.22,330.627 427.347,330.686 427.474,330.745 427.601,330.804 427.728,330.863 427.855,330.922 427.982,330.981 428.109,331.04 428.235,331.098 428.362,331.157 \n",
" 428.489,331.215 428.616,331.273 428.743,331.331 428.87,331.389 428.997,331.447 429.124,331.505 429.251,331.563 429.378,331.621 429.505,331.678 429.632,331.736 \n",
" 429.759,331.793 429.886,331.85 430.013,331.908 430.14,331.965 430.267,332.022 430.394,332.079 430.521,332.135 430.648,332.192 430.775,332.249 430.902,332.305 \n",
" 431.029,332.362 431.156,332.418 431.283,332.474 431.41,332.53 431.537,332.586 431.663,332.642 431.79,332.698 431.917,332.754 432.044,332.809 432.171,332.865 \n",
" 432.298,332.92 432.425,332.976 432.552,333.031 432.679,333.086 432.806,333.141 432.933,333.196 433.06,333.251 433.187,333.306 433.314,333.361 433.441,333.415 \n",
" 433.568,333.47 433.695,333.524 433.822,333.579 433.949,333.633 434.076,333.687 434.203,333.741 434.33,333.795 434.457,333.849 434.584,333.903 434.711,333.957 \n",
" 434.838,334.01 434.964,334.064 435.091,334.117 435.218,334.171 435.345,334.224 435.472,334.277 435.599,334.33 435.726,334.383 435.853,334.436 435.98,334.489 \n",
" 436.107,334.541 436.234,334.594 436.361,334.647 436.488,334.698 436.615,334.749 436.742,334.8 436.869,334.85 436.996,334.901 437.123,334.952 437.25,335.002 \n",
" 437.377,335.052 437.504,335.103 437.631,335.153 437.758,335.203 437.885,335.253 438.012,335.303 438.139,335.353 438.266,335.403 438.392,335.453 438.519,335.502 \n",
" 438.646,335.552 438.773,335.601 438.9,335.651 439.027,335.7 439.154,335.749 439.281,335.798 439.408,335.847 439.535,335.896 439.662,335.945 439.789,335.994 \n",
" 439.916,336.043 440.043,336.091 440.17,336.14 440.297,336.188 440.424,336.237 440.551,336.285 440.678,336.333 440.805,336.381 440.932,336.429 441.059,336.477 \n",
" 441.186,336.525 441.313,336.573 441.44,336.621 441.567,336.668 441.693,336.716 441.82,336.763 441.947,336.811 442.074,336.858 442.201,336.905 442.328,336.953 \n",
" 442.455,337 442.582,337.047 442.709,337.094 442.836,337.14 442.963,337.187 443.09,337.234 443.217,337.28 443.344,337.327 443.471,337.373 443.598,337.42 \n",
" 443.725,337.466 443.852,337.512 443.979,337.558 444.106,337.605 444.233,337.651 444.36,337.696 444.487,337.742 444.614,337.788 444.741,337.834 444.868,337.879 \n",
" 444.995,337.925 445.121,337.97 445.248,338.016 445.375,338.061 445.502,338.106 445.629,338.151 445.756,338.196 445.883,338.241 446.01,338.286 446.137,338.331 \n",
" 446.264,338.376 446.391,338.42 446.518,338.465 446.645,338.51 446.772,338.554 446.899,338.598 447.026,338.643 447.153,338.687 447.28,338.731 447.407,338.775 \n",
" 447.534,338.819 447.661,338.863 447.788,338.907 447.915,338.951 448.042,338.995 448.169,339.038 448.296,339.082 448.422,339.125 448.549,339.169 448.676,339.212 \n",
" 448.803,339.255 448.93,339.299 449.057,339.342 449.184,339.385 449.311,339.428 449.438,339.471 449.565,339.514 449.692,339.556 449.819,339.599 449.946,339.642 \n",
" 450.073,339.684 450.2,339.727 450.327,339.769 450.454,339.812 450.581,339.854 450.708,339.896 450.835,339.938 450.962,339.98 451.089,340.022 451.216,340.064 \n",
" 451.343,340.106 451.47,340.148 451.597,340.19 451.724,340.231 451.85,340.273 451.977,340.314 452.104,340.356 452.231,340.397 452.358,340.438 452.485,340.48 \n",
" 452.612,340.521 452.739,340.562 452.866,340.603 452.993,340.644 453.12,340.685 453.247,340.726 453.374,340.766 453.501,340.807 453.628,340.848 453.755,340.888 \n",
" 453.882,340.929 454.009,340.969 454.136,341.01 454.263,341.05 454.39,341.09 454.517,341.13 454.644,341.17 454.771,341.211 454.898,341.25 455.025,341.29 \n",
" 455.152,341.33 455.278,341.37 455.405,341.41 455.532,341.449 455.659,341.489 455.786,341.528 455.913,341.568 456.04,341.607 456.167,341.647 456.294,341.686 \n",
" 456.421,341.725 456.548,341.764 456.675,341.803 456.802,341.842 456.929,341.881 457.056,341.92 457.183,341.959 457.31,341.997 457.437,342.036 457.564,342.075 \n",
" 457.691,342.113 457.818,342.152 457.945,342.19 458.072,342.229 458.199,342.267 458.326,342.305 458.453,342.343 458.579,342.381 458.706,342.419 458.833,342.457 \n",
" 458.96,342.495 459.087,342.533 459.214,342.571 459.341,342.609 459.468,342.646 459.595,342.684 459.722,342.721 459.849,342.759 459.976,342.796 460.103,342.834 \n",
" 460.23,342.871 460.357,342.908 460.484,342.945 460.611,342.983 460.738,343.02 460.865,343.057 460.992,343.094 461.119,343.131 461.246,343.167 461.373,343.204 \n",
" 461.5,343.241 461.627,343.277 461.754,343.314 461.881,343.351 462.007,343.387 462.134,343.423 462.261,343.46 462.388,343.496 462.515,343.532 462.642,343.568 \n",
" 462.769,343.605 462.896,343.641 463.023,343.677 463.15,343.713 463.277,343.748 463.404,343.784 463.531,343.82 463.658,343.856 463.785,343.891 463.912,343.927 \n",
" 464.039,343.962 464.166,343.998 464.293,344.033 464.42,344.069 464.547,344.104 464.674,344.139 464.801,344.174 464.928,344.21 465.055,344.245 465.182,344.28 \n",
" 465.308,344.315 465.435,344.35 465.562,344.384 465.689,344.419 465.816,344.454 465.943,344.489 466.07,344.523 466.197,344.558 466.324,344.592 466.451,344.627 \n",
" 466.578,344.661 466.705,344.695 466.832,344.73 466.959,344.764 467.086,344.798 467.213,344.832 467.34,344.866 467.467,344.9 467.594,344.934 467.721,344.968 \n",
" 467.848,345.002 467.975,345.036 468.102,345.07 468.229,345.103 468.356,345.137 468.483,345.171 468.61,345.204 468.736,345.238 468.863,345.271 468.99,345.304 \n",
" 469.117,345.338 469.244,345.371 469.371,345.404 469.498,345.437 469.625,345.47 469.752,345.504 469.879,345.537 470.006,345.569 470.133,345.602 470.26,345.635 \n",
" 470.387,345.668 470.514,345.701 470.641,345.733 470.768,345.766 470.895,345.799 471.022,345.831 471.149,345.864 471.276,345.896 471.403,345.928 471.53,345.961 \n",
" 471.657,345.993 471.784,346.025 471.911,346.057 472.037,346.09 472.164,346.122 472.291,346.154 472.418,346.186 472.545,346.218 472.672,346.249 472.799,346.281 \n",
" 472.926,346.313 473.053,346.345 473.18,346.376 473.307,346.408 473.434,346.44 473.561,346.471 473.688,346.502 473.815,346.534 473.942,346.565 474.069,346.597 \n",
" 474.196,346.628 474.323,346.659 474.45,346.69 474.577,346.721 474.704,346.752 474.831,346.783 474.958,346.814 475.085,346.845 475.212,346.876 475.339,346.907 \n",
" 475.465,346.938 475.592,346.969 475.719,346.999 475.846,347.03 475.973,347.06 476.1,347.091 476.227,347.121 476.354,347.152 476.481,347.182 476.608,347.213 \n",
" 476.735,347.244 476.862,347.275 476.989,347.305 477.116,347.336 477.243,347.367 477.37,347.397 477.497,347.428 477.624,347.458 477.751,347.488 477.878,347.519 \n",
" 478.005,347.549 478.132,347.579 478.259,347.61 478.386,347.64 478.513,347.67 478.64,347.7 478.766,347.73 478.893,347.76 479.02,347.79 479.147,347.82 \n",
" 479.274,347.85 479.401,347.88 479.528,347.909 479.655,347.939 479.782,347.969 479.909,347.998 480.036,348.028 480.163,348.058 480.29,348.087 480.417,348.116 \n",
" 480.544,348.146 480.671,348.175 480.798,348.205 480.925,348.234 481.052,348.263 481.179,348.292 481.306,348.321 481.433,348.351 481.56,348.38 481.687,348.409 \n",
" 481.814,348.438 481.941,348.467 482.068,348.495 482.194,348.524 482.321,348.553 482.448,348.582 482.575,348.611 482.702,348.639 482.829,348.668 482.956,348.696 \n",
" 483.083,348.725 483.21,348.753 483.337,348.782 483.464,348.81 483.591,348.839 483.718,348.867 483.845,348.895 483.972,348.924 484.099,348.952 484.226,348.98 \n",
" 484.353,349.008 484.48,349.036 484.607,349.064 484.734,349.092 484.861,349.12 484.988,349.148 485.115,349.176 485.242,349.204 485.369,349.231 485.495,349.259 \n",
" 485.622,349.287 485.749,349.314 485.876,349.342 486.003,349.37 486.13,349.397 486.257,349.425 486.384,349.452 486.511,349.48 486.638,349.507 486.765,349.534 \n",
" 486.892,349.562 487.019,349.589 487.146,349.616 487.273,349.643 487.4,349.67 487.527,349.697 487.654,349.724 487.781,349.751 487.908,349.778 488.035,349.805 \n",
" 488.162,349.832 488.289,349.859 488.416,349.886 488.543,349.913 488.67,349.939 488.797,349.966 488.923,349.993 489.05,350.019 489.177,350.046 489.304,350.072 \n",
" 489.431,350.099 489.558,350.125 489.685,350.152 489.812,350.178 489.939,350.204 490.066,350.231 490.193,350.257 490.32,350.283 490.447,350.309 490.574,350.335 \n",
" 490.701,350.362 490.828,350.388 490.955,350.414 491.082,350.44 491.209,350.466 491.336,350.492 491.463,350.517 491.59,350.543 491.717,350.569 491.844,350.595 \n",
" 491.971,350.62 492.098,350.646 492.225,350.672 492.351,350.697 492.478,350.723 492.605,350.748 492.732,350.774 492.859,350.799 492.986,350.825 493.113,350.85 \n",
" 493.24,350.876 493.367,350.901 493.494,350.926 493.621,350.951 493.748,350.977 493.875,351.002 494.002,351.027 494.129,351.052 494.256,351.077 494.383,351.102 \n",
" 494.51,351.127 494.637,351.152 494.764,351.177 494.891,351.202 495.018,351.226 495.145,351.251 495.272,351.276 495.399,351.301 495.526,351.325 495.652,351.35 \n",
" 495.779,351.375 495.906,351.399 496.033,351.424 496.16,351.448 496.287,351.473 496.414,351.497 496.541,351.521 496.668,351.546 496.795,351.57 496.922,351.594 \n",
" 497.049,351.619 497.176,351.643 497.303,351.667 497.43,351.691 497.557,351.715 497.684,351.739 497.811,351.763 497.938,351.787 498.065,351.811 498.192,351.835 \n",
" 498.319,351.859 498.446,351.883 498.573,351.907 498.7,351.931 498.827,351.954 498.954,351.978 499.08,352.002 499.207,352.025 499.334,352.049 499.461,352.073 \n",
" 499.588,352.096 499.715,352.12 499.842,352.143 499.969,352.167 500.096,352.19 500.223,352.213 500.35,352.237 500.477,352.26 500.604,352.283 500.731,352.307 \n",
" 500.858,352.33 500.985,352.353 501.112,352.376 501.239,352.399 501.366,352.422 501.493,352.445 501.62,352.468 501.747,352.491 501.874,352.514 502.001,352.537 \n",
" 502.128,352.56 502.255,352.583 502.381,352.606 502.508,352.629 502.635,352.651 502.762,352.674 502.889,352.697 503.016,352.719 503.143,352.742 503.27,352.765 \n",
" 503.397,352.787 503.524,352.81 503.651,352.832 503.778,352.855 503.905,352.877 504.032,352.899 504.159,352.922 504.286,352.944 504.413,352.966 504.54,352.989 \n",
" 504.667,353.011 504.794,353.033 504.921,353.055 505.048,353.077 505.175,353.099 505.302,353.121 505.429,353.143 505.556,353.165 505.683,353.187 505.809,353.209 \n",
" 505.936,353.231 506.063,353.253 506.19,353.275 506.317,353.297 506.444,353.319 506.571,353.34 506.698,353.362 506.825,353.384 506.952,353.405 507.079,353.427 \n",
" 507.206,353.449 507.333,353.47 507.46,353.492 507.587,353.513 507.714,353.535 507.841,353.556 507.968,353.578 508.095,353.599 508.222,353.62 508.349,353.642 \n",
" 508.476,353.663 508.603,353.684 508.73,353.705 508.857,353.727 508.984,353.748 509.11,353.769 509.237,353.79 509.364,353.811 509.491,353.832 509.618,353.853 \n",
" 509.745,353.874 509.872,353.895 509.999,353.916 510.126,353.937 510.253,353.958 510.38,353.979 510.507,353.999 510.634,354.02 510.761,354.041 510.888,354.062 \n",
" 511.015,354.082 511.142,354.103 511.269,354.124 511.396,354.144 511.523,354.165 511.65,354.185 511.777,354.206 511.904,354.226 512.031,354.247 512.158,354.267 \n",
" 512.285,354.288 512.412,354.308 512.538,354.328 512.665,354.349 512.792,354.369 512.919,354.389 513.046,354.409 513.173,354.43 513.3,354.45 513.427,354.47 \n",
" 513.554,354.49 513.681,354.51 513.808,354.53 513.935,354.55 514.062,354.57 514.189,354.59 514.316,354.61 514.443,354.63 514.57,354.65 514.697,354.67 \n",
" 514.824,354.69 514.951,354.709 515.078,354.729 515.205,354.749 515.332,354.769 515.459,354.788 515.586,354.808 515.713,354.828 515.839,354.847 515.966,354.867 \n",
" 516.093,354.886 516.22,354.906 516.347,354.925 516.474,354.945 516.601,354.964 516.728,354.984 516.855,355.003 516.982,355.023 517.109,355.042 517.236,355.061 \n",
" 517.363,355.08 517.49,355.1 517.617,355.119 517.744,355.138 517.871,355.157 517.998,355.176 518.125,355.196 518.252,355.215 518.379,355.234 518.506,355.253 \n",
" 518.633,355.272 518.76,355.291 518.887,355.31 519.014,355.329 519.141,355.348 519.267,355.366 519.394,355.385 519.521,355.404 519.648,355.423 519.775,355.442 \n",
" 519.902,355.46 520.029,355.479 520.156,355.498 520.283,355.517 520.41,355.535 520.537,355.554 520.664,355.572 520.791,355.591 520.918,355.609 521.045,355.628 \n",
" 521.172,355.646 521.299,355.665 521.426,355.683 521.553,355.702 521.68,355.72 521.807,355.739 521.934,355.757 522.061,355.775 522.188,355.793 522.315,355.812 \n",
" 522.442,355.83 522.568,355.848 522.695,355.866 522.822,355.884 522.949,355.903 523.076,355.921 523.203,355.939 523.33,355.957 523.457,355.975 523.584,355.993 \n",
" 523.711,356.011 523.838,356.029 523.965,356.047 524.092,356.065 524.219,356.083 524.346,356.1 524.473,356.118 524.6,356.136 524.727,356.154 524.854,356.172 \n",
" 524.981,356.189 525.108,356.207 525.235,356.225 525.362,356.242 525.489,356.26 525.616,356.278 525.743,356.295 525.87,356.313 525.996,356.33 526.123,356.348 \n",
" 526.25,356.366 526.377,356.383 526.504,356.401 526.631,356.418 526.758,356.436 526.885,356.453 527.012,356.47 527.139,356.488 527.266,356.505 527.393,356.523 \n",
" 527.52,356.54 527.647,356.557 527.774,356.575 527.901,356.592 528.028,356.609 528.155,356.626 528.282,356.643 528.409,356.661 528.536,356.678 528.663,356.695 \n",
" 528.79,356.712 528.917,356.729 529.044,356.746 529.171,356.763 529.298,356.78 529.424,356.797 529.551,356.814 529.678,356.831 529.805,356.848 529.932,356.865 \n",
" 530.059,356.881 530.186,356.898 530.313,356.915 530.44,356.932 530.567,356.949 530.694,356.965 530.821,356.982 530.948,356.999 531.075,357.015 531.202,357.032 \n",
" 531.329,357.049 531.456,357.065 531.583,357.082 531.71,357.098 531.837,357.115 531.964,357.131 532.091,357.148 532.218,357.164 532.345,357.181 532.472,357.197 \n",
" 532.599,357.214 532.725,357.23 532.852,357.246 532.979,357.263 533.106,357.279 533.233,357.295 533.36,357.312 533.487,357.328 533.614,357.344 533.741,357.36 \n",
" 533.868,357.376 533.995,357.393 534.122,357.409 534.249,357.425 534.376,357.441 534.503,357.457 534.63,357.473 534.757,357.489 534.884,357.505 535.011,357.521 \n",
" 535.138,357.537 535.265,357.553 535.392,357.569 535.519,357.585 535.646,357.601 535.773,357.616 535.9,357.632 536.027,357.648 536.153,357.664 536.28,357.68 \n",
" 536.407,357.695 536.534,357.711 536.661,357.727 536.788,357.742 536.915,357.758 537.042,357.774 537.169,357.789 537.296,357.805 537.423,357.82 537.55,357.836 \n",
" 537.677,357.852 537.804,357.867 537.931,357.883 538.058,357.898 538.185,357.913 538.312,357.929 538.439,357.944 538.566,357.96 538.693,357.975 538.82,357.99 \n",
" 538.947,358.006 539.074,358.021 539.201,358.036 539.328,358.051 539.454,358.067 539.581,358.082 539.708,358.097 539.835,358.112 539.962,358.127 540.089,358.143 \n",
" 540.216,358.158 540.343,358.173 540.47,358.188 540.597,358.203 540.724,358.218 540.851,358.233 540.978,358.248 541.105,358.263 541.232,358.278 541.359,358.293 \n",
" 541.486,358.308 541.613,358.323 541.74,358.337 541.867,358.352 541.994,358.367 542.121,358.382 542.248,358.397 542.375,358.412 542.502,358.426 542.629,358.441 \n",
" 542.756,358.456 542.882,358.47 543.009,358.485 543.136,358.5 543.263,358.514 543.39,358.529 543.517,358.544 543.644,358.558 543.771,358.573 543.898,358.587 \n",
" 544.025,358.602 544.152,358.616 544.279,358.631 544.406,358.645 544.533,358.66 544.66,358.674 544.787,358.688 544.914,358.703 545.041,358.717 545.168,358.732 \n",
" 545.295,358.746 545.422,358.76 545.549,358.774 545.676,358.789 545.803,358.803 545.93,358.817 546.057,358.831 546.183,358.846 546.31,358.86 546.437,358.874 \n",
" 546.564,358.888 546.691,358.902 546.818,358.916 546.945,358.93 547.072,358.944 547.199,358.958 547.326,358.972 547.453,358.986 547.58,359 547.707,359.014 \n",
" 547.834,359.028 547.961,359.042 548.088,359.056 548.215,359.07 548.342,359.084 548.469,359.098 548.596,359.112 548.723,359.125 548.85,359.139 548.977,359.153 \n",
" 549.104,359.167 549.231,359.181 549.358,359.194 549.485,359.208 549.611,359.222 549.738,359.235 549.865,359.249 549.992,359.263 550.119,359.276 550.246,359.29 \n",
" 550.373,359.304 550.5,359.317 550.627,359.331 550.754,359.344 550.881,359.358 551.008,359.371 551.135,359.385 551.262,359.398 551.389,359.412 551.516,359.425 \n",
" 551.643,359.438 551.77,359.452 551.897,359.465 552.024,359.478 552.151,359.492 552.278,359.505 552.405,359.518 552.532,359.532 552.659,359.545 552.786,359.558 \n",
" 552.912,359.571 553.039,359.585 553.166,359.598 553.293,359.611 553.42,359.624 553.547,359.637 553.674,359.651 553.801,359.664 553.928,359.677 554.055,359.69 \n",
" 554.182,359.703 554.309,359.716 554.436,359.729 554.563,359.742 554.69,359.755 554.817,359.768 554.944,359.781 555.071,359.794 555.198,359.807 555.325,359.82 \n",
" 555.452,359.833 555.579,359.845 555.706,359.858 555.833,359.871 555.96,359.884 556.087,359.897 556.214,359.91 556.34,359.922 556.467,359.935 556.594,359.948 \n",
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sample = \"AG3\"\n",
"plot(uv_data[!, \"Wavelength\"], uv_data[!, sample], label=\"Measured\")\n",
"plot!(pred_uv_data[sample][:, 1], counts[sample] * pred_uv_data[sample][:, 2], label=\"Predicted\")"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Material:\t\tSilver\n",
"- Valence:\t\t1.0\n",
"- Atomic Mass:\t\t107.8682amu\n",
"- Density:\t\t10.49g/cm^3\n",
"- Resistivity:\t\t1.59e-8g/cm^3\n",
"Derived values:\n",
"- Plasma frequency:\t137.07406889988462e14Hz\n",
"- Collision frequency:\t0.26239882249654195e14Hz\n",
"- Fermi Velocity:\t1.390822860797353e8cm/s\n",
"Wavelength Range:\t187.9nm-1937.0nm\n",
"Number of datapoints:\t49\n",
"Description:\n",
"\"Refractive index data from Johnson & Christy (1972)\"\n"
]
}
],
"source": [
"dispinfo(\"Silver\")"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Loading material:\n",
"\n",
"Material:\t\tGold\n",
"- Valence:\t\t1.0\n",
"- Atomic Mass:\t\t196.966569amu\n",
"- Density:\t\t19.3g/cm^3\n",
"- Resistivity:\t\t2.214e-8g/cm^3\n",
"Derived values:\n",
"- Plasma frequency:\t217.6191453622e14Hz\n",
"- Collision frequency:\t0.3681502558757682e14Hz\n",
"- Fermi Velocity:\t1.3943315831262603e8cm/s\n",
"Wavelength Range:\t187.9nm-1937.0nm\n",
"Number of datapoints:\t49\n",
"Description:\n",
"\"Refind data from Johnson & Christy, 1972\"\n",
"\n"
]
},
{
"data": {
"text/plain": [
"49×3 Matrix{Float64}:\n",
" 187.9 1.28 1.188\n",
" 191.6 1.32 1.203\n",
" 195.3 1.34 1.226\n",
" 199.3 1.33 1.251\n",
" 203.3 1.33 1.277\n",
" 207.3 1.3 1.304\n",
" 211.9 1.3 1.35\n",
" 216.4 1.3 1.387\n",
" 221.4 1.3 1.427\n",
" 226.2 1.31 1.46\n",
" ⋮ \n",
" 756.0 0.14 4.542\n",
" 821.1 0.16 5.083\n",
" 892.0 0.17 5.663\n",
" 984.0 0.22 6.35\n",
" 1088.0 0.27 7.15\n",
" 1216.0 0.35 8.145\n",
" 1393.0 0.43 9.519\n",
" 1610.0 0.56 11.21\n",
" 1937.0 0.92 13.78"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"loadmaterial(\"Gold\")[4]"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"49×3 Matrix{Float64}:\n",
" 187.9 1.07 1.212\n",
" 191.6 1.1 1.232\n",
" 195.3 1.12 1.255\n",
" 199.3 1.14 1.277\n",
" 203.3 1.15 1.296\n",
" 207.3 1.18 1.312\n",
" 211.9 1.2 1.325\n",
" 216.4 1.22 1.336\n",
" 221.4 1.25 1.342\n",
" 226.2 1.26 1.344\n",
" ⋮ \n",
" 756.0 0.03 5.242\n",
" 821.1 0.04 5.727\n",
" 892.0 0.04 6.312\n",
" 984.0 0.04 6.992\n",
" 1088.0 0.04 7.795\n",
" 1216.0 0.09 8.828\n",
" 1393.0 0.13 10.1\n",
" 1610.0 0.15 11.85\n",
" 1937.0 0.24 14.08"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"materialdata[4]"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot(materialdata[4][:,1], materialdata[4][:,2])\n",
"plot!(materialdata[4][:,1], materialdata[4][:,3])"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 1.9.1",
"language": "julia",
"name": "julia-1.9"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "1.9.1"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}
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