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maxentile/Fitting to energies and forces in Gen.ipynb

Created August 20, 2020 20:18
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Fitting to energies and forces in Gen.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Fitting to energies and forces\n",
"\n",
"Fit U to a collection of (x, U(x)) observations as well as (x, -∇ₓU(x)) observations"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Imports"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"using Gen # PPL with programmable inference, https://www.gen.dev/\n",
"import Zygote # automatic differentiation, https://github.com/FluxML/Zygote.jl\n",
"using Plots # plotting library, http://docs.juliaplots.org/latest/\n",
"import Random; Random.seed!(1234); # set random seed"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Define energy model\n",
"\n",
"We assume nature picks a harmonic model with spring constant $k$ log-normally distributed, and reference value $x_0$ normally distributed."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DynamicDSLFunction{Any}(Dict{Symbol,Any}(), Dict{Symbol,Any}(), Type[], false, Union{Nothing, Some{Any}}[], ##potential_energy_model#260, Bool[], false)"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"@gen function potential_energy_model()\n",
" k = exp(@trace(normal(0, 1), :log_k))\n",
" x₀ = @trace(normal(0, 1), :x₀)\n",
" U(x) = k/2 * (x - x₀)^2\n",
" return U\n",
"end"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plot samples from prior over potential energy functions"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
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" 1851.62,600.374 1856.54,611.709 1861.45,622.812 1866.37,633.68 1871.28,644.315 1876.2,654.717 1881.11,664.885 1886.02,674.819 1890.94,684.519 1895.85,693.986 \n",
" 1900.77,703.219 1905.68,712.219 1910.6,720.985 1915.51,729.518 1920.43,737.816 1925.34,745.882 1930.26,753.713 1935.17,761.311 1940.08,768.675 1945,775.806 \n",
" 1949.91,782.703 1954.83,789.367 1959.74,795.797 1964.66,801.993 1969.57,807.955 1974.49,813.684 1979.4,819.18 1984.31,824.442 1989.23,829.47 1994.14,834.264 \n",
" 1999.06,838.825 2003.97,843.152 2008.89,847.246 2013.8,851.106 2018.72,854.732 2023.63,858.125 2028.55,861.284 2033.46,864.21 2038.37,866.902 2043.29,869.36 \n",
" 2048.2,871.585 2053.12,873.576 2058.03,875.333 2062.95,876.857 2067.86,878.147 2072.78,879.204 2077.69,880.027 2082.6,880.616 2087.52,880.972 2092.43,881.094 \n",
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" 1949.91,1287.73 1954.83,1294.2 1959.74,1300.5 1964.66,1306.63 1969.57,1312.6 1974.49,1318.39 1979.4,1324.01 1984.31,1329.47 1989.23,1334.75 1994.14,1339.87 \n",
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" 2195.64,1403.51 2200.55,1401.5 2205.47,1399.32 2210.38,1396.97 2215.3,1394.45 2220.21,1391.76 2225.13,1388.91 2230.04,1385.88 2234.95,1382.68 2239.87,1379.31 \n",
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]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plots = []\n",
"n_plots = 9\n",
"x_grid = Vector(range(-2, 2, length=100));\n",
"\n",
"for i in 1:n_plots\n",
" U = potential_energy_model() # sample an energy function\n",
" y = U.(x_grid) # apply to the grid of x values\n",
" \n",
" # plot function\n",
" p = plot(x_grid, y, label=\"y$i\")\n",
" xlabel!(p, \"x\")\n",
" ylabel!(p, \"U(x)\")\n",
" \n",
" push!(plots, p)\n",
"end\n",
"plot(plots...)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Define energy and force observation models\n",
"\n",
"Assume observed energies and forces are normally distributed about their true values\n",
"\n",
"```\n",
"σ_energy ~ invgamma\n",
"σ_force ~ invgamma\n",
"\n",
"energyᵢ ~ N(U(xᵢ), σ_energy)\n",
"forceᵢ ~ N(-∇ₓU(xᵢ), σ_force)\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DynamicDSLFunction{Any}(Dict{Symbol,Any}(), Dict{Symbol,Any}(), Type[Any, Any], false, Union{Nothing, Some{Any}}[nothing, nothing], ##gaussian_force_observations#272, Bool[0, 0], false)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"@gen function gaussian_function_observations(f, xs)\n",
" \"\"\"generate observations yᵢ ~ N(f(xᵢ), σ)\"\"\"\n",
" \n",
" # sample an observation noise-level σ from inverse gamma distribution\n",
" precision = @trace(gamma(10,10), :precision)\n",
" σ = 1 / sqrt(abs(precision))\n",
" \n",
" # evaluate the function on each x in xs, and add N(0,σ) noise\n",
" fs = zeros(length(xs))\n",
" for (i, x) in enumerate(xs)\n",
" fs[i] = f(x)\n",
" @trace(normal(fs[i], σ), i)\n",
" end\n",
" return fs\n",
"end\n",
"\n",
"@gen function gaussian_energy_observations(U, xs)\n",
" \"\"\"noisy observations of U\"\"\"\n",
" return @trace(gaussian_function_observations(U, xs))\n",
"end\n",
"\n",
"force_from_U(U) = (F(x) = - Zygote.gradient(U, x)[1])\n",
"\n",
"@gen function gaussian_force_observations(U, xs)\n",
" \"\"\" noisy observations of f = -∇ₓU \"\"\"\n",
" # transform program for computing potential energy into a program for computing force\n",
" F = force_from_U(U) \n",
" return @trace(gaussian_function_observations(F, xs))\n",
"end"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Overall model\n",
"* Sample a potential energy function from prior over potential energy functions\n",
"* Observe energies\n",
"* Observe forces"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DynamicDSLFunction{Any}(Dict{Symbol,Any}(), Dict{Symbol,Any}(), Type[Any], false, Union{Nothing, Some{Any}}[nothing], ##combined_model#273, Bool[0], false)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"@gen function combined_model(xs)\n",
" # sample a potential energy function from the prior\n",
" U = @trace(potential_energy_model(), :force_field)\n",
" \n",
" # observe energies\n",
" Us = @trace(gaussian_energy_observations(U, xs), :energy_observations)\n",
" \n",
" # observe forces\n",
" Fs = @trace(gaussian_force_observations(U, xs), :force_observations)\n",
" return U\n",
"end"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Sample from the prior of the combined model"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"│\n",
"├── :force_field\n",
"│ │\n",
"│ ├── :log_k : -1.1067299135255761\n",
"│ │\n",
"│ └── :x₀ : -3.2113596499239088\n",
"│\n",
"├── :energy_observations\n",
"│ │\n",
"│ ├── 4 : 0.41148607222429323\n",
"│ │\n",
"│ ├── :precision : 92.73241397250285\n",
"│ │\n",
"│ ├── 2 : 0.45003265355066474\n",
"│ │\n",
"│ ├── 3 : 3.707626785698995\n",
"│ │\n",
"│ ├── 5 : 3.1843322187397303\n",
"│ │\n",
"│ └── 1 : 1.8622272926791559\n",
"│\n",
"└── :force_observations\n",
" │\n",
" ├── 4 : -0.5122827026738511\n",
" │\n",
" ├── :precision : 104.54993618272721\n",
" │\n",
" ├── 2 : -0.550822266805052\n",
" │\n",
" ├── 3 : -1.5279925746245193\n",
" │\n",
" ├── 5 : -1.4775420404276378\n",
" │\n",
" └── 1 : -1.0892077015875907\n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"prior trace score: -5.139052688271113"
]
}
],
"source": [
"xs = randn(5)\n",
"prior_trace = Gen.simulate(combined_model, (xs,))\n",
"display(Gen.get_choices(prior_trace))\n",
"print(\"prior trace score: \", get_score(prior_trace))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So that's an example execution trace that pins the random choices involved between nature picking a force_field model and us measuring energies and forces."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Create observation choicemap\n",
"\n",
"In inference, we wish to compute the conditional distribution over `:force_field` parameters implied by a set of observations."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"│\n",
"├── :energy_observations\n",
"│ │\n",
"│ ├── 7 : 0.12177378434015286\n",
"│ │\n",
"│ ├── 4 : 0.05458319771491156\n",
"│ │\n",
"│ ├── 9 : 0.09172864784929578\n",
"│ │\n",
"│ ├── 10 : 0.003337728637403557\n",
"│ │\n",
"│ ├── 2 : 0.18128347828440533\n",
"│ │\n",
"│ ├── 3 : 0.03915550368165296\n",
"│ │\n",
"│ ├── 5 : 0.0002454909580198738\n",
"│ │\n",
"│ ├── 8 : 0.03357722272334527\n",
"│ │\n",
"│ ├── 6 : 0.009499386968299663\n",
"│ │\n",
"│ └── 1 : 0.008895824546227582\n",
"│\n",
"└── :force_observations\n",
" │\n",
" ├── 7 : 0.29786549302572357\n",
" │\n",
" ├── 4 : 0.1994218681225883\n",
" │\n",
" ├── 9 : -0.2585209770928759\n",
" │\n",
" ├── 10 : -0.04931383813250732\n",
" │\n",
" ├── 2 : 0.36343136523934344\n",
" │\n",
" ├── 3 : -0.1689039088406904\n",
" │\n",
" ├── 5 : 0.01337399151068901\n",
" │\n",
" ├── 8 : -0.1564104186807415\n",
" │\n",
" ├── 6 : -0.08319382313923517\n",
" │\n",
" └── 1 : 0.08050751046638446\n"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function make_observations(xs, true_U)\n",
" # initialize empty choicemap\n",
" observations = Gen.choicemap()\n",
" \n",
" # transform potential energy function into force function\n",
" true_F = force_from_U(true_U)\n",
" \n",
" # fix the values of each observation\n",
" for (i, x) in enumerate(xs)\n",
" observations[:energy_observations => i] = true_U(x)\n",
" observations[:force_observations => i] = true_F(x)\n",
" end\n",
" \n",
" # return choice_map with observations filled in\n",
" return observations\n",
"end\n",
"\n",
"# let's pretend we can make perfect measurements with nature's true potential energy function\n",
"xs = randn(10)\n",
"true_U = potential_energy_model()\n",
"observations = make_observations(xs, true_U)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Note that we have only specified some of the random choices involved in the program\n",
"\n",
"The remaining choices include:\n",
"* `:energy_observations => :precision`\n",
"* `:force_observations => :precision`\n",
"* `:force_field => :log_k`\n",
"* `:force_field => :x₀`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Do inference on those remaining choices"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DynamicSelection(Dict{Any,Selection}(:force_field => DynamicSelection(Dict{Any,Selection}(:log_k => AllSelection(),:x₀ => AllSelection())),:energy_observations => DynamicSelection(Dict{Any,Selection}(:precision => AllSelection())),:force_observations => DynamicSelection(Dict{Any,Selection}(:precision => AllSelection()))))"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"variables = [\n",
" :energy_observations => :precision,\n",
" :force_observations => :precision,\n",
" :force_field => :log_k,\n",
" :force_field => :x₀\n",
"]\n",
"variable_selection = select(variables...)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"do_inference (generic function with 1 method)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function do_inference(initial_trace, n_steps)\n",
" traces = [initial_trace]\n",
" acceptances = []\n",
" for i in 1:n_steps\n",
" (trace, accepted) = Gen.mala(last(traces), variable_selection, 0.01)\n",
" push!(traces, trace)\n",
" push!(acceptances, accepted)\n",
" end\n",
" return traces, acceptances\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"(initial_trace, weight) = Gen.generate(combined_model, (xs,), observations);"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.4522"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(traces, acceptances) = do_inference(initial_trace, 10000);\n",
"sum(acceptances) / length(acceptances)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"│\n",
"├── :force_field\n",
"│ │\n",
"│ ├── :log_k : -1.2267247260093483\n",
"│ │\n",
"│ └── :x₀ : -0.5417157197543718\n",
"│\n",
"├── :energy_observations\n",
"│ │\n",
"│ ├── 2 : 0.18128347828440533\n",
"│ │\n",
"│ ├── 7 : 0.12177378434015286\n",
"│ │\n",
"│ ├── 9 : 0.09172864784929578\n",
"│ │\n",
"│ ├── 10 : 0.003337728637403557\n",
"│ │\n",
"│ ├── :precision : 75.01903159201106\n",
"│ │\n",
"│ ├── 8 : 0.03357722272334527\n",
"│ │\n",
"│ ├── 6 : 0.009499386968299663\n",
"│ │\n",
"│ ├── 4 : 0.05458319771491156\n",
"│ │\n",
"│ ├── 3 : 0.03915550368165296\n",
"│ │\n",
"│ ├── 5 : 0.0002454909580198738\n",
"│ │\n",
"│ └── 1 : 0.008895824546227582\n",
"│\n",
"└── :force_observations\n",
" │\n",
" ├── 2 : 0.36343136523934344\n",
" │\n",
" ├── 7 : 0.29786549302572357\n",
" │\n",
" ├── 9 : -0.2585209770928759\n",
" │\n",
" ├── 10 : -0.04931383813250732\n",
" │\n",
" ├── :precision : 85.18678660960988\n",
" │\n",
" ├── 8 : -0.1564104186807415\n",
" │\n",
" ├── 6 : -0.08319382313923517\n",
" │\n",
" ├── 4 : 0.1994218681225883\n",
" │\n",
" ├── 3 : -0.1689039088406904\n",
" │\n",
" ├── 5 : 0.01337399151068901\n",
" │\n",
" └── 1 : 0.08050751046638446\n"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_choices(first(traces))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"│\n",
"├── :force_field\n",
"│ │\n",
"│ ├── :log_k : -1.1304280916854617\n",
"│ │\n",
"│ └── :x₀ : -0.3966189279909761\n",
"│\n",
"├── :energy_observations\n",
"│ │\n",
"│ ├── 2 : 0.18128347828440533\n",
"│ │\n",
"│ ├── 7 : 0.12177378434015286\n",
"│ │\n",
"│ ├── 9 : 0.09172864784929578\n",
"│ │\n",
"│ ├── 10 : 0.003337728637403557\n",
"│ │\n",
"│ ├── :precision : 79.7071873042592\n",
"│ │\n",
"│ ├── 8 : 0.03357722272334527\n",
"│ │\n",
"│ ├── 6 : 0.009499386968299663\n",
"│ │\n",
"│ ├── 4 : 0.05458319771491156\n",
"│ │\n",
"│ ├── 3 : 0.03915550368165296\n",
"│ │\n",
"│ ├── 5 : 0.0002454909580198738\n",
"│ │\n",
"│ └── 1 : 0.008895824546227582\n",
"│\n",
"└── :force_observations\n",
" │\n",
" ├── 2 : 0.36343136523934344\n",
" │\n",
" ├── 7 : 0.29786549302572357\n",
" │\n",
" ├── 9 : -0.2585209770928759\n",
" │\n",
" ├── 10 : -0.04931383813250732\n",
" │\n",
" ├── :precision : 106.79176024022742\n",
" │\n",
" ├── 8 : -0.1564104186807415\n",
" │\n",
" ├── 6 : -0.08319382313923517\n",
" │\n",
" ├── 4 : 0.1994218681225883\n",
" │\n",
" ├── 3 : -0.1689039088406904\n",
" │\n",
" ├── 5 : 0.01337399151068901\n",
" │\n",
" └── 1 : 0.08050751046638446\n"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_choices(last(traces))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"scores = collect(map(Gen.get_score, traces));"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
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" 340.611,414.866 340.815,344.713 341.018,666.585 341.221,542.89 341.424,542.89 341.628,400.507 341.831,687.535 342.034,687.535 342.237,517.319 342.441,683.41 \n",
" 342.644,683.41 342.847,458.147 343.05,458.147 343.254,334.234 343.457,334.234 343.66,334.234 343.863,334.234 344.067,334.234 344.27,334.234 344.473,314.182 \n",
" 344.676,339.24 344.88,339.24 345.083,314.672 345.286,314.672 345.489,314.672 345.693,314.672 345.896,503.115 346.099,503.115 346.302,503.115 346.506,503.115 \n",
" 346.709,503.115 346.912,460.149 347.115,460.149 347.319,460.149 347.522,364.431 347.725,364.431 347.928,364.431 348.132,364.431 348.335,345.833 348.538,318.821 \n",
" 348.741,318.821 348.945,309.981 349.148,309.981 349.351,309.981 349.554,309.981 349.758,309.981 349.961,309.981 350.164,309.981 350.367,446.57 350.571,446.57 \n",
" 350.774,816.684 350.977,816.684 351.18,1368.65 351.384,1368.65 351.587,947.565 351.79,947.565 351.993,346.94 352.197,346.94 352.4,382.89 352.603,346.597 \n",
" 352.806,371.553 353.01,371.553 353.213,371.553 353.416,294.496 353.619,299.629 353.822,324.76 354.026,324.76 354.229,439.098 354.432,407.429 354.635,557.522 \n",
" 354.839,369.567 355.042,369.567 355.245,369.567 355.448,369.567 355.652,369.567 355.855,369.567 356.058,369.567 356.261,369.567 356.465,369.567 356.668,341.464 \n",
" 356.871,719.67 357.074,719.67 357.278,533.87 357.481,533.87 357.684,478.394 357.887,478.394 358.091,478.394 358.294,478.394 358.497,478.394 358.7,478.394 \n",
" 358.904,478.394 359.107,478.394 359.31,478.394 359.513,478.394 359.717,439.848 359.92,338.028 360.123,338.028 360.326,338.028 360.53,305.927 360.733,305.927 \n",
" 360.936,305.927 361.139,305.927 361.343,312.408 361.546,524.816 361.749,524.816 361.952,328.828 362.156,328.828 362.359,342.14 362.562,342.14 362.765,529.515 \n",
" 362.969,529.515 363.172,529.515 363.375,529.515 363.578,529.515 363.782,314.315 363.985,314.315 364.188,295.218 364.391,295.218 364.595,295.218 364.798,295.218 \n",
" 365.001,295.218 365.204,295.218 365.408,295.218 365.611,351.044 365.814,296.047 366.017,403.669 366.221,403.669 366.424,403.669 366.627,403.669 366.83,378.498 \n",
" 367.034,378.498 367.237,378.498 367.44,378.498 367.643,378.498 367.847,331.179 368.05,349.201 368.253,349.201 368.456,341.613 368.66,341.613 368.863,341.613 \n",
" 369.066,341.613 369.269,341.613 369.473,341.613 369.676,341.613 369.879,302.718 370.082,302.718 370.285,302.718 370.489,302.718 370.692,394.667 370.895,342.14 \n",
" 371.098,370.974 371.302,370.974 371.505,308.243 371.708,308.243 371.911,390.531 372.115,420.53 372.318,420.53 372.521,420.53 372.724,420.53 372.928,359.522 \n",
" 373.131,404.642 373.334,404.642 373.537,439.017 373.741,439.017 373.944,439.017 374.147,439.017 374.35,588.957 374.554,588.957 374.757,588.957 374.96,588.957 \n",
" 375.163,362.243 375.367,300.069 375.57,300.069 375.773,300.069 375.976,300.069 376.18,300.069 376.383,300.069 376.586,342.768 376.789,342.768 376.993,342.768 \n",
" 377.196,342.768 377.399,306.505 377.602,306.505 377.806,306.505 378.009,306.505 378.212,306.505 378.415,306.505 378.619,306.505 378.822,312.913 379.025,312.913 \n",
" 379.228,312.913 379.432,312.913 379.635,312.913 379.838,300.867 380.041,300.867 380.245,300.867 380.448,300.867 380.651,300.867 380.854,300.867 381.058,300.867 \n",
" 381.261,308.436 381.464,308.436 381.667,322.725 381.871,322.725 382.074,322.725 382.277,317.713 382.48,321.32 382.684,424.782 382.887,357.798 383.09,357.798 \n",
" 383.293,1067.14 383.497,389.891 383.7,389.891 383.903,389.891 384.106,304.117 384.31,304.117 384.513,318.559 384.716,569.723 384.919,327.196 385.123,412.489 \n",
" 385.326,397.894 385.529,807.865 385.732,807.865 385.936,807.865 386.139,807.865 386.342,410.347 386.545,857.445 386.748,1007.13 386.952,1097 387.155,1001.01 \n",
" 387.358,1001.01 387.561,1001.01 387.765,770.782 387.968,531.898 388.171,531.898 388.374,530.866 388.578,529.938 388.781,410.278 388.984,410.278 389.187,410.278 \n",
" 389.391,402.513 389.594,402.513 389.797,402.513 390,423.788 390.204,335.829 390.407,335.829 390.61,357.581 390.813,324.718 391.017,324.718 391.22,324.718 \n",
" 391.423,324.718 391.626,717.114 391.83,390.653 392.033,390.653 392.236,390.653 392.439,343.84 392.643,475.611 392.846,297.496 393.049,297.496 393.252,274.568 \n",
" 393.456,339.95 393.659,339.95 393.862,339.95 394.065,339.95 394.269,505.551 394.472,288.962 394.675,275.438 394.878,275.438 395.082,275.438 395.285,275.438 \n",
" 395.488,436.054 395.691,572.455 395.895,572.455 396.098,572.455 396.301,572.455 396.504,572.455 396.708,300.933 396.911,300.933 397.114,267.047 397.317,337.625 \n",
" 397.521,296.757 397.724,296.757 397.927,296.757 398.13,296.757 398.334,296.757 398.537,296.757 398.74,296.757 398.943,296.757 399.147,296.757 399.35,296.757 \n",
" 399.553,296.757 399.756,296.757 399.96,296.757 400.163,296.757 400.366,296.757 400.569,296.757 400.773,283.361 400.976,410.273 401.179,410.273 401.382,460.197 \n",
" 401.586,398.805 401.789,297.456 401.992,297.456 402.195,297.456 402.399,297.456 402.602,297.456 402.805,418.126 403.008,482.082 403.211,482.082 403.415,482.082 \n",
" 403.618,482.082 403.821,482.082 404.024,482.082 404.228,482.082 404.431,471.348 404.634,471.348 404.837,377.505 405.041,377.505 405.244,377.505 405.447,377.505 \n",
" 405.65,509.205 405.854,509.205 406.057,305.773 406.26,279.555 406.463,279.555 406.667,279.555 406.87,279.555 407.073,279.555 407.276,279.555 407.48,279.555 \n",
" 407.683,279.555 407.886,280.738 408.089,280.738 408.293,280.738 408.496,311.382 408.699,449.245 408.902,658.237 409.106,658.237 409.309,314.222 409.512,314.222 \n",
" 409.715,314.222 409.919,314.222 410.122,314.222 410.325,394.456 410.528,440.156 410.732,440.156 410.935,440.156 411.138,440.156 411.341,474.64 411.545,430.322 \n",
" 411.748,880.224 411.951,798.339 412.154,1272.67 412.358,1126.27 412.561,1004.31 412.764,1051.17 412.967,1051.17 413.171,1051.17 413.374,1051.17 413.577,1051.17 \n",
" 413.78,1051.17 413.984,1051.17 414.187,1051.17 414.39,954.702 414.593,954.702 414.797,954.702 415,954.702 415.203,954.702 415.406,954.702 415.61,850.129 \n",
" 415.813,669.184 416.016,291.445 416.219,360.743 416.423,592.228 416.626,503.328 416.829,503.328 417.032,783.939 417.236,783.939 417.439,783.939 417.642,834.82 \n",
" 417.845,823.914 418.049,690.946 418.252,420.339 418.455,420.339 418.658,319.35 418.862,319.35 419.065,319.35 419.268,319.35 419.471,355.008 419.674,457.023 \n",
" 419.878,457.023 420.081,445.432 420.284,373.638 420.487,425.124 420.691,423.526 420.894,423.526 421.097,301.551 421.3,301.551 421.504,301.551 421.707,295.952 \n",
" 421.91,400.31 422.113,400.31 422.317,400.31 422.52,455.98 422.723,455.98 422.926,590.457 423.13,688.886 423.333,688.886 423.536,564.421 423.739,564.421 \n",
" 423.943,312.486 424.146,383.524 424.349,383.524 424.552,383.524 424.756,383.188 424.959,339.349 425.162,339.349 425.365,314.825 425.569,314.825 425.772,314.825 \n",
" 425.975,314.825 426.178,397.828 426.382,397.828 426.585,397.828 426.788,535.286 426.991,535.286 427.195,311.957 427.398,342.945 427.601,342.945 427.804,606.966 \n",
" 428.008,606.966 428.211,606.966 428.414,606.966 428.617,454.158 428.821,454.158 429.024,560.242 429.227,547.38 429.43,449.035 429.634,397.892 429.837,397.892 \n",
" 430.04,397.892 430.243,397.892 430.447,397.892 430.65,397.892 430.853,397.892 431.056,397.892 431.26,397.892 431.463,397.892 431.666,397.892 431.869,357.369 \n",
" 432.073,623.153 432.276,623.153 432.479,623.153 432.682,623.153 432.886,666.555 433.089,748.267 433.292,717.11 433.495,717.11 433.699,717.11 433.902,495.24 \n",
" 434.105,495.24 434.308,364.566 434.512,354.353 434.715,354.353 434.918,324.073 435.121,324.073 435.325,324.073 435.528,324.073 435.731,314.002 435.934,314.002 \n",
" 436.137,314.002 436.341,377.029 436.544,377.029 436.747,377.029 436.95,377.029 437.154,417.427 437.357,417.427 437.56,403.113 437.763,403.113 437.967,403.113 \n",
" 438.17,426.54 438.373,426.54 438.576,417.826 438.78,417.826 438.983,417.826 439.186,445.401 439.389,445.401 439.593,445.401 439.796,445.401 439.999,703.931 \n",
" 440.202,390.896 440.406,390.896 440.609,336.809 440.812,294.468 441.015,294.468 441.219,294.468 441.422,294.468 441.625,309.69 441.828,345.222 442.032,381.396 \n",
" 442.235,381.396 442.438,381.396 442.641,381.396 442.845,466.347 443.048,466.347 443.251,319 443.454,319 443.658,511.052 443.861,457.309 444.064,449.073 \n",
" 444.267,449.073 444.471,449.565 444.674,302.207 444.877,412.147 445.08,425.752 445.284,354.486 445.487,354.486 445.69,354.486 445.893,357.489 446.097,357.489 \n",
" 446.3,357.489 446.503,478.037 446.706,478.037 446.91,811.994 447.113,830.241 447.316,920.45 447.519,687.551 447.723,676.888 447.926,676.888 448.129,676.888 \n",
" 448.332,676.888 448.536,623.57 448.739,623.57 448.942,319.948 449.145,415.229 449.349,415.229 449.552,415.229 449.755,522.132 449.958,614.94 450.162,425.077 \n",
" 450.365,362.449 450.568,362.449 450.771,362.449 450.975,311.697 451.178,311.697 451.381,311.697 451.584,311.697 451.788,350.402 451.991,386.04 452.194,424.798 \n",
" 452.397,344.694 452.6,328.156 452.804,328.156 453.007,328.156 453.21,515.864 453.413,515.864 453.617,515.864 453.82,515.864 454.023,541.081 454.226,639.262 \n",
" 454.43,665.611 454.633,665.611 454.836,391.148 455.039,348.646 455.243,348.646 455.446,348.646 455.649,293.159 455.852,293.159 456.056,293.159 456.259,293.159 \n",
" 456.462,293.159 456.665,293.159 456.869,293.159 457.072,293.159 457.275,293.159 457.478,412.338 457.682,412.338 457.885,485.34 458.088,300.645 458.291,300.645 \n",
" 458.495,300.645 458.698,300.645 458.901,296.073 459.104,296.073 459.308,296.073 459.511,296.073 459.714,296.073 459.917,296.073 460.121,296.073 460.324,296.073 \n",
" 460.527,296.073 460.73,296.073 460.934,353.374 461.137,405.057 461.34,431.55 461.543,431.55 461.747,431.55 461.95,402.339 462.153,402.339 462.356,326.693 \n",
" 462.56,326.693 462.763,326.693 462.966,302.146 463.169,302.146 463.373,302.146 463.576,302.146 463.779,456.856 463.982,483.09 464.186,483.09 464.389,497.486 \n",
" 464.592,413.751 464.795,464.385 464.999,464.385 465.202,464.385 465.405,464.385 465.608,298.93 465.812,488.276 466.015,307.772 466.218,307.772 466.421,307.772 \n",
" 466.625,307.772 466.828,307.772 467.031,453.667 467.234,580.869 467.438,580.869 467.641,581.553 467.844,581.553 468.047,581.553 468.251,581.553 468.454,581.52 \n",
" 468.657,581.52 468.86,581.52 469.063,581.52 469.267,611.446 469.47,858.58 469.673,838.777 469.876,781.737 470.08,372.554 470.283,372.554 470.486,372.554 \n",
" 470.689,372.554 470.893,353.657 471.096,353.657 471.299,353.657 471.502,353.657 471.706,353.657 471.909,353.657 472.112,353.657 472.315,413.398 472.519,422.422 \n",
" 472.722,422.422 472.925,422.422 473.128,362.019 473.332,406.12 473.535,406.12 473.738,406.12 473.941,438.216 474.145,438.216 474.348,279.616 474.551,279.616 \n",
" 474.754,480.398 474.958,480.398 475.161,925.872 475.364,925.872 475.567,925.872 475.771,773.468 475.974,773.468 476.177,296.843 476.38,296.843 476.584,296.843 \n",
" 476.787,296.843 476.99,296.843 477.193,296.843 477.397,395.351 477.6,395.351 477.803,332.137 478.006,332.137 478.21,332.137 478.413,430.758 478.616,430.758 \n",
" 478.819,430.758 479.023,303.791 479.226,303.791 479.429,315.964 479.632,315.964 479.836,315.964 480.039,296.58 480.242,332.633 480.445,332.713 480.649,377.617 \n",
" 480.852,482.01 481.055,661.123 481.258,436.509 481.462,436.509 481.665,436.509 481.868,384.126 482.071,384.126 482.275,384.126 482.478,384.126 482.681,384.126 \n",
" 482.884,298.524 483.088,323.991 483.291,300.296 483.494,300.296 483.697,300.296 483.901,305.417 484.104,275.616 484.307,275.616 484.51,275.616 484.714,275.616 \n",
" 484.917,463.166 485.12,463.166 485.323,278.693 485.526,288.016 485.73,288.016 485.933,288.016 486.136,288.016 486.339,342.467 486.543,342.467 486.746,342.467 \n",
" 486.949,342.467 487.152,396.158 487.356,326.023 487.559,628.971 487.762,383.042 487.965,383.042 488.169,383.042 488.372,383.042 488.575,383.042 488.778,671.347 \n",
" 488.982,409.232 489.185,409.232 489.388,409.232 489.591,547.548 489.795,639.745 489.998,639.745 490.201,426.698 490.404,426.698 490.608,426.698 490.811,426.698 \n",
" 491.014,426.698 491.217,328.561 491.421,328.561 491.624,328.561 491.827,359.291 492.03,359.291 492.234,359.291 492.437,364.435 492.64,364.435 492.843,364.435 \n",
" 493.047,364.435 493.25,582.98 493.453,582.98 493.656,276.287 493.86,363.257 494.063,363.257 494.266,363.257 494.469,363.257 494.673,414.708 494.876,337.797 \n",
" 495.079,337.797 495.282,337.797 495.486,334.161 495.689,334.161 495.892,334.161 496.095,312.645 496.299,357.207 496.502,347.554 496.705,347.554 496.908,430.318 \n",
" 497.112,538.506 497.315,410.951 497.518,564.179 497.721,466.718 497.925,466.718 498.128,466.718 498.331,350.158 498.534,430.868 498.738,430.868 498.941,366.512 \n",
" 499.144,310.37 499.347,310.37 499.551,310.37 499.754,310.37 499.957,310.37 500.16,356.883 500.364,367.82 500.567,367.82 500.77,367.82 500.973,367.82 \n",
" 501.177,367.82 501.38,379.558 501.583,379.558 501.786,338.943 501.989,338.943 502.193,338.943 502.396,338.943 502.599,338.943 502.802,361.338 503.006,361.338 \n",
" 503.209,338.78 503.412,338.78 503.615,331.096 503.819,646.494 504.022,646.494 504.225,646.494 504.428,646.494 504.632,364.642 504.835,577.891 505.038,569.857 \n",
" 505.241,344.966 505.445,376.47 505.648,376.47 505.851,376.47 506.054,369.925 506.258,369.925 506.461,314.373 506.664,314.373 506.867,332.787 507.071,474.268 \n",
" 507.274,474.268 507.477,474.268 507.68,292.383 507.884,292.383 508.087,292.383 508.29,292.383 508.493,292.383 508.697,292.383 508.9,292.383 509.103,292.383 \n",
" 509.306,292.383 509.51,292.383 509.713,292.383 509.916,436.289 510.119,436.289 510.323,436.289 510.526,436.289 510.729,411.318 510.932,749.247 511.136,832.833 \n",
" 511.339,832.833 511.542,783.258 511.745,783.258 511.949,783.258 512.152,783.258 512.355,675.702 512.558,675.702 512.762,675.702 512.965,497.394 513.168,328.77 \n",
" 513.371,461.886 513.575,694.883 513.778,764.891 513.981,764.891 514.184,764.891 514.388,737.749 514.591,737.749 514.794,737.749 514.997,400.128 515.201,400.128 \n",
" 515.404,400.128 515.607,372.565 515.81,364.819 516.014,364.819 516.217,329.002 516.42,329.002 516.623,329.002 516.827,329.002 517.03,329.002 517.233,348.48 \n",
" 517.436,322.64 517.64,450.147 517.843,420.963 518.046,437.402 518.249,437.402 518.452,437.402 518.656,839.806 518.859,338.891 519.062,338.891 519.265,338.891 \n",
" 519.469,339.24 519.672,340.932 519.875,362.504 520.078,369.056 520.282,369.056 520.485,468.384 520.688,377.791 520.891,377.791 521.095,377.791 521.298,426.212 \n",
" 521.501,426.212 521.704,426.212 521.908,433.776 522.111,433.776 522.314,348.669 522.517,348.669 522.721,348.669 522.924,348.669 523.127,348.669 523.33,348.669 \n",
" 523.534,365.456 523.737,365.456 523.94,365.456 524.143,675.108 524.347,675.108 524.55,675.108 524.753,675.108 524.956,675.108 525.16,675.108 525.363,871.913 \n",
" 525.566,871.913 525.769,871.913 525.973,471.419 526.176,406.648 526.379,406.648 526.582,406.648 526.786,406.648 526.989,409.741 527.192,660.53 527.395,660.53 \n",
" 527.599,406.028 527.802,586.64 528.005,676.162 528.208,506.964 528.412,506.964 528.615,506.964 528.818,506.964 529.021,550.991 529.225,396.104 529.428,396.104 \n",
" 529.631,396.104 529.834,396.104 530.038,396.104 530.241,396.104 530.444,396.104 530.647,396.104 530.851,370.24 531.054,382.86 531.257,434.31 531.46,416.115 \n",
" 531.664,416.115 531.867,416.115 532.07,563.614 532.273,503.251 532.477,503.251 532.68,407.079 532.883,407.079 533.086,407.079 533.29,407.079 533.493,407.079 \n",
" 533.696,407.079 533.899,495.648 534.103,495.648 534.306,495.648 534.509,596.274 534.712,375.978 534.915,356.113 535.119,312.075 535.322,358.368 535.525,385.827 \n",
" 535.728,385.827 535.932,385.827 536.135,525.053 536.338,525.053 536.541,337.08 536.745,414.069 536.948,408.458 537.151,300.602 537.354,300.602 537.558,300.602 \n",
" 537.761,300.602 537.964,300.602 538.167,300.602 538.371,622.392 538.574,640.01 538.777,495.889 538.98,495.889 539.184,495.889 539.387,495.889 539.59,495.889 \n",
" 539.793,328.12 539.997,347.17 540.2,347.17 540.403,347.17 540.606,347.17 540.81,575.486 541.013,355.084 541.216,418.817 541.419,396.619 541.623,396.619 \n",
" 541.826,465.053 542.029,566.737 542.232,596.95 542.436,640.784 542.639,838.604 542.842,838.604 543.045,1151.77 543.249,722.985 543.452,350.472 543.655,306.941 \n",
" 543.858,306.941 544.062,306.941 544.265,306.941 544.468,306.941 544.671,377.538 544.875,356.91 545.078,356.91 545.281,356.91 545.484,401.238 545.688,416.821 \n",
" 545.891,416.821 546.094,416.821 546.297,416.821 546.501,432.522 546.704,485.235 546.907,435.68 547.11,310.311 547.314,310.311 547.517,401.431 547.72,927.167 \n",
" 547.923,1103.49 548.127,656.066 548.33,439.461 548.533,274.284 548.736,571.941 548.94,571.941 549.143,584.117 549.346,589.78 549.549,589.78 549.753,385.015 \n",
" 549.956,385.015 550.159,308.715 550.362,308.715 550.566,326.436 550.769,326.436 550.972,409.224 551.175,409.224 551.378,325.257 551.582,314.751 551.785,347.391 \n",
" 551.988,328.782 552.191,290.713 552.395,290.713 552.598,394.134 552.801,437.63 553.004,321.583 553.208,321.583 553.411,477.275 553.614,295.242 553.817,295.242 \n",
" 554.021,295.242 554.224,295.242 554.427,295.242 554.63,399.52 554.834,399.52 555.037,399.52 555.24,357.681 555.443,357.681 555.647,357.681 555.85,487.005 \n",
" 556.053,487.005 556.256,487.005 556.46,487.005 556.663,487.005 556.866,390.385 557.069,390.385 557.273,390.385 557.476,390.385 557.679,546.271 557.882,546.271 \n",
" 558.086,335.351 558.289,335.351 558.492,421.769 558.695,421.769 558.899,308.491 559.102,300.796 559.305,300.796 559.508,358.891 559.712,358.891 559.915,389.582 \n",
" 560.118,389.582 560.321,565.934 560.525,565.934 560.728,669.638 560.931,669.638 561.134,589.736 561.338,589.736 561.541,526.061 561.744,357.931 561.947,326.55 \n",
" 562.151,326.55 562.354,326.55 562.557,326.55 562.76,326.55 562.964,326.55 563.167,326.55 563.37,326.55 563.573,315.781 563.777,315.781 563.98,306.908 \n",
" 564.183,306.908 564.386,306.908 564.59,306.908 564.793,306.908 564.996,343.857 565.199,313.57 565.403,313.57 565.606,301.02 565.809,312.308 566.012,427.188 \n",
" 566.216,427.188 566.419,427.188 566.622,580.018 566.825,516.361 567.029,379.7 567.232,379.7 567.435,324.641 567.638,324.641 567.841,324.641 568.045,325.339 \n",
" 568.248,325.339 568.451,341.752 568.654,371.657 568.858,371.657 569.061,371.657 569.264,371.657 569.467,371.657 569.671,371.657 569.874,402.103 570.077,381.483 \n",
" 570.28,381.483 570.484,381.483 570.687,445.955 570.89,445.955 571.093,445.955 571.297,445.955 571.5,445.955 571.703,445.955 571.906,445.955 572.11,445.955 \n",
" 572.313,445.955 572.516,445.955 572.719,459.816 572.923,573.011 573.126,431.394 573.329,431.394 573.532,506.735 573.736,578.02 573.939,578.02 574.142,606.032 \n",
" 574.345,502.776 574.549,502.776 574.752,462.858 574.955,462.858 575.158,462.858 575.362,462.858 575.565,410.866 575.768,410.866 575.971,410.866 576.175,410.866 \n",
" 576.378,410.866 576.581,410.866 576.784,410.866 576.988,395.249 577.191,729.645 577.394,710.907 577.597,710.907 577.801,435.779 578.004,445.058 578.207,325.058 \n",
" 578.41,400.398 578.614,613.648 578.817,444.924 579.02,444.924 579.223,444.007 579.427,415.713 579.63,415.713 579.833,415.713 580.036,415.713 580.24,415.713 \n",
" 580.443,403.022 580.646,403.022 580.849,403.022 581.053,403.022 581.256,463.825 581.459,463.825 581.662,463.825 581.866,463.825 582.069,463.825 582.272,463.825 \n",
" 582.475,697.793 582.679,697.793 582.882,697.793 583.085,697.793 583.288,674.056 583.492,674.056 583.695,537.641 583.898,376.665 584.101,376.665 584.304,376.665 \n",
" 584.508,376.665 584.711,376.665 584.914,500.073 585.117,359.313 585.321,517.443 585.524,517.443 585.727,592.77 585.93,592.77 586.134,739.719 586.337,1026.04 \n",
" 586.54,1026.04 586.743,1026.04 586.947,1026.04 587.15,583.51 587.353,463.535 587.556,338.524 587.76,384.967 587.963,384.967 588.166,384.967 588.369,384.967 \n",
" 588.573,384.967 588.776,436.552 588.979,436.552 589.182,361.626 589.386,361.626 589.589,361.626 589.792,451.01 589.995,451.01 590.199,451.01 590.402,416.767 \n",
" 590.605,656.432 590.808,656.432 591.012,342.372 591.215,342.372 591.418,342.372 591.621,460.754 591.825,332.897 592.028,332.897 592.231,332.897 592.434,470.349 \n",
" 592.638,348.219 592.841,457.46 593.044,334.602 593.247,334.602 593.451,329.713 593.654,329.713 593.857,329.713 594.06,489.257 594.264,617.172 594.467,617.172 \n",
" 594.67,493.547 594.873,434.276 595.077,351.051 595.28,509.333 595.483,565.711 595.686,466.373 595.89,377.618 596.093,425.056 596.296,425.056 596.499,425.056 \n",
" 596.703,612.105 596.906,612.105 597.109,372.972 597.312,372.972 597.516,353.577 597.719,353.577 597.922,672.228 598.125,672.228 598.329,316.309 598.532,316.309 \n",
" 598.735,538.085 598.938,538.085 599.142,538.085 599.345,344.798 599.548,344.798 599.751,344.798 599.955,344.798 600.158,318.553 600.361,372.896 600.564,372.896 \n",
" 600.767,522.041 600.971,522.041 601.174,485.442 601.377,479.563 601.58,519.656 601.784,519.656 601.987,519.656 602.19,519.656 602.393,566.335 602.597,458.637 \n",
" 602.8,315.366 603.003,315.366 603.206,397.843 603.41,397.843 603.613,347.262 603.816,347.262 604.019,387.363 604.223,387.363 604.426,480.116 604.629,480.116 \n",
" 604.832,517.273 605.036,517.273 605.239,587.302 605.442,587.302 605.645,587.302 605.849,578.347 606.052,578.347 606.255,352.684 606.458,352.745 606.662,319.381 \n",
" 606.865,307.916 607.068,307.916 607.271,307.916 607.475,307.916 607.678,307.916 607.881,307.916 608.084,384.085 608.288,384.085 608.491,501.355 608.694,501.355 \n",
" 608.897,501.355 609.101,393.592 609.304,429.447 609.507,429.447 609.71,429.447 609.914,420.001 610.117,420.001 610.32,420.001 610.523,417.027 610.727,579.961 \n",
" 610.93,579.961 611.133,579.961 611.336,452.37 611.54,452.37 611.743,452.37 611.946,832.087 612.149,832.087 612.353,678.497 612.556,358.602 612.759,358.602 \n",
" 612.962,316.144 613.166,316.144 613.369,316.144 613.572,316.144 613.775,316.144 613.979,384.406 614.182,459.751 614.385,459.751 614.588,459.751 614.792,645.994 \n",
" 614.995,645.994 615.198,645.994 615.401,645.994 615.605,645.994 615.808,645.994 616.011,645.994 616.214,562.885 616.418,562.885 616.621,562.885 616.824,562.885 \n",
" 617.027,581.65 617.23,581.65 617.434,695.775 617.637,695.775 617.84,670.649 618.043,670.649 618.247,343.662 618.45,343.662 618.653,343.662 618.856,516.035 \n",
" 619.06,516.035 619.263,516.035 619.466,531.287 619.669,531.287 619.873,472.924 620.076,472.924 620.279,410.128 620.482,342.737 620.686,342.737 620.889,319.826 \n",
" 621.092,605.199 621.295,331.913 621.499,450.817 621.702,450.817 621.905,450.817 622.108,450.817 622.312,450.817 622.515,450.817 622.718,450.817 622.921,430.285 \n",
" 623.125,470.297 623.328,693.873 623.531,693.873 623.734,499.331 623.938,499.331 624.141,499.331 624.344,609.755 624.547,787.947 624.751,612.532 624.954,612.532 \n",
" 625.157,776.558 625.36,422.367 625.564,516.292 625.767,566.221 625.97,566.221 626.173,566.221 626.377,566.221 626.58,759.242 626.783,711.486 626.986,711.486 \n",
" 627.19,878.447 627.393,878.447 627.596,396.871 627.799,396.871 628.003,396.871 628.206,446.307 628.409,446.307 628.612,446.307 628.816,426.774 629.019,426.774 \n",
" 629.222,426.774 629.425,426.774 629.629,426.774 629.832,458.611 630.035,628.217 630.238,628.217 630.442,628.217 630.645,628.217 630.848,691.76 631.051,744.01 \n",
" 631.255,400.291 631.458,348.811 631.661,348.811 631.864,348.811 632.068,348.811 632.271,348.811 632.474,398.586 632.677,406.348 632.881,406.348 633.084,406.348 \n",
" 633.287,548.8 633.49,343.247 633.693,343.247 633.897,343.247 634.1,307.313 634.303,369.266 634.506,369.266 634.71,369.266 634.913,369.266 635.116,369.266 \n",
" 635.319,369.266 635.523,369.266 635.726,394.232 635.929,321.714 636.132,303.007 636.336,303.007 636.539,406.075 636.742,387.255 636.945,475.503 637.149,475.503 \n",
" 637.352,389.444 637.555,320.544 637.758,311.966 637.962,311.966 638.165,311.966 638.368,311.966 638.571,311.966 638.775,311.966 638.978,412.94 639.181,396.203 \n",
" 639.384,396.203 639.588,366.066 639.791,366.066 639.994,366.066 640.197,366.066 640.401,417.943 640.604,394.571 640.807,535.984 641.01,1133.62 641.214,395.209 \n",
" 641.417,395.209 641.62,322.275 641.823,322.275 642.027,310.333 642.23,310.333 642.433,310.333 642.636,310.333 642.84,310.333 643.043,418.024 643.246,574.016 \n",
" 643.449,401.647 643.653,343.727 643.856,343.727 644.059,290.974 644.262,290.974 644.466,290.974 644.669,290.974 644.872,377.539 645.075,377.539 645.279,377.539 \n",
" 645.482,353.388 645.685,359.841 645.888,359.841 646.092,359.841 646.295,359.841 646.498,359.841 646.701,359.841 646.905,359.841 647.108,359.841 647.311,359.841 \n",
" 647.514,359.841 647.718,359.841 647.921,359.841 648.124,352.554 648.327,352.554 648.531,377.512 648.734,332.609 648.937,332.609 649.14,332.609 649.344,332.609 \n",
" 649.547,332.609 649.75,327.51 649.953,327.51 650.156,346.94 650.36,346.94 650.563,346.94 650.766,346.94 650.969,346.94 651.173,346.94 651.376,357.66 \n",
" 651.579,369.955 651.782,294.877 651.986,531.968 652.189,475.165 652.392,475.165 652.595,475.165 652.799,370.943 653.002,331.873 653.205,331.873 653.408,422.165 \n",
" 653.612,422.165 653.815,422.165 654.018,316.697 654.221,316.697 654.425,333.21 654.628,464.186 654.831,464.186 655.034,464.186 655.238,334.076 655.441,334.076 \n",
" 655.644,311.058 655.847,367.496 656.051,367.496 656.254,367.496 656.457,305.598 656.66,305.598 656.864,370.123 657.067,370.123 657.27,370.123 657.473,370.123 \n",
" 657.677,495.424 657.88,341.406 658.083,398.771 658.286,326.75 658.49,339.367 658.693,625.005 658.896,608.56 659.099,461.623 659.303,461.623 659.506,403.872 \n",
" 659.709,314.12 659.912,312.097 660.116,520.289 660.319,520.289 660.522,450.601 660.725,450.601 660.929,450.601 661.132,450.601 661.335,824.997 661.538,824.997 \n",
" 661.742,824.997 661.945,763.703 662.148,771.295 662.351,805.794 662.555,732.798 662.758,732.798 662.961,514.516 663.164,538.907 663.368,538.907 663.571,489.588 \n",
" 663.774,560.339 663.977,510.499 664.181,510.499 664.384,510.499 664.587,375.196 664.79,487.574 664.994,729.141 665.197,554.443 665.4,674.792 665.603,415.185 \n",
" 665.807,457.412 666.01,410.197 666.213,410.197 666.416,447.357 666.619,447.357 666.823,326.074 667.026,337.235 667.229,375.843 667.432,326.788 667.636,460.069 \n",
" 667.839,457.133 668.042,652.728 668.245,652.728 668.449,651.941 668.652,625.244 668.855,508.955 669.058,554.57 669.262,554.57 669.465,554.57 669.668,625.827 \n",
" 669.871,590.612 670.075,348.387 670.278,348.387 670.481,529.62 670.684,529.62 670.888,529.62 671.091,529.62 671.294,529.62 671.497,529.62 671.701,529.62 \n",
" 671.904,334.859 672.107,394.979 672.31,394.979 672.514,394.979 672.717,394.979 672.92,394.979 673.123,394.979 673.327,542.256 673.53,492.73 673.733,470.052 \n",
" 673.936,343.828 674.14,364.055 674.343,368.473 674.546,368.473 674.749,368.473 674.953,368.473 675.156,375.768 675.359,554.977 675.562,554.977 675.766,554.977 \n",
" 675.969,554.977 676.172,526.524 676.375,526.524 676.579,526.524 676.782,526.524 676.985,526.524 677.188,526.524 677.392,462.941 677.595,353.263 677.798,353.263 \n",
" 678.001,353.263 678.205,353.263 678.408,353.263 678.611,447.239 678.814,437.805 679.018,437.805 679.221,758.625 679.424,758.625 679.627,480.602 679.831,480.602 \n",
" 680.034,521.709 680.237,521.709 680.44,521.709 680.644,521.709 680.847,521.709 681.05,521.709 681.253,521.709 681.457,521.709 681.66,521.709 681.863,510.626 \n",
" 682.066,502.654 682.27,378.917 682.473,378.917 682.676,378.917 682.879,378.917 683.082,376.284 683.286,366.001 683.489,462.708 683.692,462.708 683.895,547.345 \n",
" 684.099,547.345 684.302,612.627 684.505,612.627 684.708,612.627 684.912,533.852 685.115,488.255 685.318,434.733 685.521,434.733 685.725,357.848 685.928,357.848 \n",
" 686.131,345.771 686.334,342.721 686.538,358.712 686.741,346.884 686.944,402.684 687.147,482.827 687.351,482.827 687.554,482.827 687.757,482.827 687.96,316.343 \n",
" 688.164,348.869 688.367,348.869 688.57,348.869 688.773,492.258 688.977,467.208 689.18,469.851 689.383,707.277 689.586,661.582 689.79,442.696 689.993,442.696 \n",
" 690.196,442.696 690.399,442.696 690.603,324.649 690.806,340.212 691.009,340.212 691.212,340.212 691.416,340.212 691.619,340.212 691.822,343.238 692.025,758.808 \n",
" 692.229,767.285 692.432,858.466 692.635,858.466 692.838,858.466 693.042,363.496 693.245,646.855 693.448,599.775 693.651,408.778 693.855,408.778 694.058,469.325 \n",
" 694.261,326.949 694.464,367.388 694.668,367.388 694.871,367.388 695.074,367.388 695.277,666.813 695.481,647.317 695.684,647.317 695.887,723.196 696.09,930.89 \n",
" 696.294,930.89 696.497,937.966 696.7,861.51 696.903,861.51 697.107,861.51 697.31,861.51 697.513,861.51 697.716,813.929 697.92,813.929 698.123,813.929 \n",
" 698.326,729.501 698.529,406.056 698.733,583.667 698.936,583.667 699.139,583.667 699.342,583.667 699.545,337.532 699.749,335.815 699.952,335.815 700.155,335.815 \n",
" 700.358,413.633 700.562,520.762 700.765,521.457 700.968,332.329 701.171,332.329 701.375,406.91 701.578,589.736 701.781,587.51 701.984,761.971 702.188,761.971 \n",
" 702.391,786.246 702.594,850.819 702.797,727.856 703.001,810.342 703.204,844.078 703.407,1183.43 703.61,486.129 703.814,401.506 704.017,426.487 704.22,449.491 \n",
" 704.423,420.269 704.627,625.425 704.83,625.425 705.033,625.425 705.236,532.204 705.44,540.585 705.643,540.585 705.846,540.585 706.049,540.585 706.253,446.148 \n",
" 706.456,358.433 706.659,358.433 706.862,358.433 707.066,358.433 707.269,358.433 707.472,358.433 707.675,400.846 707.879,400.846 708.082,389.054 708.285,389.054 \n",
" 708.488,354.199 708.692,332.941 708.895,332.941 709.098,332.941 709.301,332.941 709.505,332.941 709.708,355.302 709.911,355.302 710.114,350.527 710.318,350.527 \n",
" 710.521,350.527 710.724,350.527 710.927,350.527 711.131,359.903 711.334,359.903 711.537,359.903 711.74,359.903 711.944,404.505 712.147,404.505 712.35,404.505 \n",
" 712.553,404.505 712.757,373.975 712.96,373.975 713.163,373.975 713.366,373.975 713.57,373.975 713.773,380.581 713.976,380.581 714.179,380.581 714.383,380.581 \n",
" 714.586,380.581 714.789,380.581 714.992,380.581 715.196,380.581 715.399,402.129 715.602,402.129 715.805,402.129 716.008,342.598 716.212,342.598 716.415,342.598 \n",
" 716.618,342.598 716.821,342.598 717.025,342.598 717.228,342.598 717.431,619.524 717.634,619.524 717.838,410.845 718.041,410.845 718.244,410.845 718.447,410.845 \n",
" 718.651,410.845 718.854,397.927 719.057,397.927 719.26,510.707 719.464,510.707 719.667,510.707 719.87,463.298 720.073,470.973 720.277,470.973 720.48,588.656 \n",
" 720.683,588.656 720.886,588.656 721.09,703.228 721.293,621.102 721.496,539.123 721.699,539.123 721.903,650.364 722.106,432.816 722.309,339.261 722.512,339.261 \n",
" 722.716,339.261 722.919,339.261 723.122,458.494 723.325,479.989 723.529,493.707 723.732,493.707 723.935,493.707 724.138,493.707 724.342,493.707 724.545,493.707 \n",
" 724.748,493.707 724.951,363.274 725.155,363.274 725.358,363.274 725.561,363.274 725.764,363.274 725.968,363.274 726.171,363.274 726.374,363.274 726.577,400.375 \n",
" 726.781,400.375 726.984,400.375 727.187,333.63 727.39,333.63 727.594,333.63 727.797,345.331 728,345.331 728.203,341.726 728.407,336.568 728.61,336.262 \n",
" 728.813,336.262 729.016,336.262 729.22,336.262 729.423,336.262 729.626,336.262 729.829,364.459 730.033,364.459 730.236,465.783 730.439,621.173 730.642,454.73 \n",
" 730.846,454.73 731.049,454.73 731.252,554.144 731.455,400.3 731.659,400.3 731.862,400.3 732.065,632.317 732.268,494.762 732.471,753.661 732.675,913.327 \n",
" 732.878,913.327 733.081,913.327 733.284,778.188 733.488,617.244 733.691,704.827 733.894,400.636 734.097,479.069 734.301,479.069 734.504,479.069 734.707,460.643 \n",
" 734.91,639.108 735.114,399.604 735.317,326.313 735.52,326.313 735.723,326.313 735.927,326.313 736.13,326.313 736.333,319.03 736.536,319.03 736.74,319.03 \n",
" 736.943,319.03 737.146,351.069 737.349,351.069 737.553,497.485 737.756,694.019 737.959,694.019 738.162,694.019 738.366,694.019 738.569,694.019 738.772,581.619 \n",
" 738.975,581.619 739.179,581.619 739.382,409.825 739.585,409.825 739.788,412.313 739.992,412.313 740.195,412.313 740.398,337.059 740.601,337.059 740.805,337.059 \n",
" 741.008,337.059 741.211,502.597 741.414,337.028 741.618,337.028 741.821,337.028 742.024,337.028 742.227,337.028 742.431,337.028 742.634,337.028 742.837,337.028 \n",
" 743.04,350.947 743.244,350.947 743.447,403.145 743.65,403.145 743.853,403.145 744.057,403.145 744.26,403.145 744.463,403.145 744.666,493 744.87,493 \n",
" 745.073,493 745.276,493 745.479,415.392 745.683,385.025 745.886,385.025 746.089,385.025 746.292,371.212 746.496,371.212 746.699,371.212 746.902,371.212 \n",
" 747.105,453.777 747.309,408.842 747.512,428.183 747.715,428.183 747.918,383.118 748.122,409.189 748.325,406.351 748.528,406.351 748.731,406.351 748.934,406.351 \n",
" 749.138,378.251 749.341,378.251 749.544,389.091 749.747,360.618 749.951,365.603 750.154,365.603 750.357,365.603 750.56,365.603 750.764,347.496 750.967,393.546 \n",
" 751.17,542.445 751.373,355.065 751.577,355.065 751.78,355.065 751.983,355.065 752.186,355.065 752.39,371.27 752.593,547.811 752.796,547.811 752.999,487.288 \n",
" 753.203,487.288 753.406,487.288 753.609,487.288 753.812,487.288 754.016,487.288 754.219,387.975 754.422,467.697 754.625,467.697 754.829,509.445 755.032,509.445 \n",
" 755.235,509.445 755.438,335.405 755.642,335.405 755.845,335.405 756.048,354.736 756.251,536.846 756.455,536.846 756.658,640.552 756.861,466.686 757.064,391.256 \n",
" 757.268,376.86 757.471,376.86 757.674,376.86 757.877,376.86 758.081,355.586 758.284,398.161 758.487,398.161 758.69,546.426 758.894,546.426 759.097,820.612 \n",
" 759.3,733.467 759.503,733.467 759.707,733.467 759.91,733.467 760.113,848.221 760.316,418.084 760.52,349.473 760.723,353.786 760.926,387.825 761.129,373.033 \n",
" 761.333,373.033 761.536,373.033 761.739,395.647 761.942,395.647 762.146,395.647 762.349,395.647 762.552,395.647 762.755,395.647 762.959,514.761 763.162,399.862 \n",
" 763.365,399.862 763.568,399.862 763.772,399.862 763.975,399.862 764.178,399.862 764.381,353.47 764.585,353.47 764.788,353.47 764.991,353.47 765.194,418.84 \n",
" 765.397,418.84 765.601,450.095 765.804,462.078 766.007,428.837 766.21,341.69 766.414,341.69 766.617,471.784 766.82,471.784 767.023,471.784 767.227,400.504 \n",
" 767.43,629.963 767.633,629.963 767.836,629.963 768.04,629.963 768.243,491.568 768.446,491.568 768.649,487.382 768.853,487.382 769.056,374.044 769.259,528.239 \n",
" 769.462,396.329 769.666,396.329 769.869,468.188 770.072,468.188 770.275,398.568 770.479,397.66 770.682,397.66 770.885,397.66 771.088,397.66 771.292,596.336 \n",
" 771.495,596.336 771.698,591.36 771.901,672.986 772.105,676.514 772.308,824.332 772.511,824.332 772.714,824.332 772.918,841.249 773.121,659.108 773.324,884.136 \n",
" 773.527,738.645 773.731,890.91 773.934,890.91 774.137,890.91 774.34,812.426 774.544,812.426 774.747,936.808 774.95,1199.76 775.153,1199.76 775.357,1199.76 \n",
" 775.56,1199.76 775.763,1199.76 775.966,1199.76 776.17,1199.76 776.373,1202.99 776.576,1281.65 776.779,1075.59 776.983,1075.59 777.186,1032.87 777.389,1032.87 \n",
" 777.592,914.643 777.796,876.247 777.999,841.967 778.202,800.108 778.405,800.108 778.609,800.108 778.812,800.108 779.015,800.108 779.218,917.679 779.422,917.679 \n",
" 779.625,458.68 779.828,538.851 780.031,648.849 780.235,358.726 780.438,358.726 780.641,358.726 780.844,358.726 781.048,358.726 781.251,358.726 781.454,358.726 \n",
" 781.657,422.981 781.86,422.981 782.064,459.146 782.267,638.649 782.47,638.649 782.673,449.13 782.877,449.13 783.08,449.13 783.283,449.13 783.486,449.13 \n",
" 783.69,564.916 783.893,564.916 784.096,564.916 784.299,355.411 784.503,392.667 784.706,392.667 784.909,350.932 785.112,537.126 785.316,610.743 785.519,610.743 \n",
" 785.722,610.743 785.925,610.743 786.129,610.743 786.332,610.743 786.535,610.743 786.738,422.144 786.942,581.647 787.145,581.647 787.348,581.647 787.551,581.647 \n",
" 787.755,892.822 787.958,892.822 788.161,932.993 788.364,932.993 788.568,1384.24 788.771,1337.8 788.974,1210.19 789.177,1210.19 789.381,849.551 789.584,849.551 \n",
" 789.787,849.551 789.99,697.631 790.194,697.631 790.397,723.364 790.6,471.418 790.803,471.418 791.007,471.418 791.21,426.233 791.413,535.323 791.616,526.24 \n",
" 791.82,421.934 792.023,381.844 792.226,381.844 792.429,381.844 792.633,381.844 792.836,473.276 793.039,437.265 793.242,500.834 793.446,431.815 793.649,431.815 \n",
" 793.852,431.815 794.055,431.815 794.259,378.563 794.462,378.563 794.665,467.947 794.868,417.977 795.072,417.977 795.275,417.977 795.478,378.745 795.681,378.745 \n",
" 795.885,422.512 796.088,422.512 796.291,422.512 796.494,422.512 796.698,422.512 796.901,422.512 797.104,439.945 797.307,439.945 797.511,458.46 797.714,458.46 \n",
" 797.917,458.46 798.12,458.46 798.323,473.009 798.527,473.009 798.73,374.02 798.933,397.297 799.136,560.207 799.34,442.321 799.543,648.44 799.746,638.571 \n",
" 799.949,638.571 800.153,531.632 800.356,758.97 800.559,758.97 800.762,750.616 800.966,684.87 801.169,523.457 801.372,529.089 801.575,529.089 801.779,529.089 \n",
" 801.982,529.089 802.185,529.089 802.388,812.932 802.592,423.348 802.795,423.348 802.998,423.348 803.201,405.11 803.405,572.391 803.608,572.391 803.811,407.538 \n",
" 804.014,475.428 804.218,475.294 804.421,475.294 804.624,374.496 804.827,374.496 805.031,374.496 805.234,374.496 805.437,374.496 805.64,374.496 805.844,374.496 \n",
" 806.047,374.489 806.25,374.489 806.453,374.489 806.657,374.489 806.86,374.489 807.063,374.489 807.266,342.309 807.47,336.144 807.673,336.144 807.876,336.144 \n",
" 808.079,336.144 808.283,336.144 808.486,349.12 808.689,349.12 808.892,379.161 809.096,411.889 809.299,411.889 809.502,364.351 809.705,364.351 809.909,364.351 \n",
" 810.112,364.351 810.315,463.233 810.518,723.422 810.722,723.422 810.925,521.392 811.128,517.675 811.331,517.675 811.535,517.675 811.738,361.974 811.941,547.742 \n",
" 812.144,392.616 812.348,392.616 812.551,392.616 812.754,643.405 812.957,643.405 813.161,643.405 813.364,643.405 813.567,693.134 813.77,693.134 813.974,693.134 \n",
" 814.177,649.911 814.38,649.911 814.583,449.418 814.786,422.978 814.99,422.978 815.193,437.04 815.396,437.04 815.599,840.642 815.803,840.642 816.006,840.642 \n",
" 816.209,840.642 816.412,735.306 816.616,411.104 816.819,411.104 817.022,411.104 817.225,430.498 817.429,430.498 817.632,479.396 817.835,479.396 818.038,709.315 \n",
" 818.242,604.253 818.445,942.366 818.648,942.366 818.851,985.406 819.055,985.406 819.258,985.406 819.461,783.092 819.664,783.092 819.868,822.742 820.071,822.742 \n",
" 820.274,876.645 820.477,814.306 820.681,814.306 820.884,351.381 821.087,351.381 821.29,351.381 821.494,349.279 821.697,353.554 821.9,342.837 822.103,342.837 \n",
" 822.307,342.837 822.51,342.837 822.713,342.837 822.916,351.295 823.12,616.332 823.323,616.332 823.526,616.332 823.729,616.332 823.933,692.104 824.136,604.904 \n",
" 824.339,604.904 824.542,604.904 824.746,544.159 824.949,655.688 825.152,871.955 825.355,942.788 825.559,942.788 825.762,942.788 825.965,623.791 826.168,623.791 \n",
" 826.372,428.883 826.575,428.883 826.778,649.36 826.981,768.415 827.185,768.415 827.388,917.41 827.591,917.072 827.794,860.776 827.998,560.188 828.201,560.188 \n",
" 828.404,580.84 828.607,489.938 828.811,489.938 829.014,489.938 829.217,489.938 829.42,404.776 829.624,458.171 829.827,458.171 830.03,453.555 830.233,453.555 \n",
" 830.437,353.475 830.64,353.475 830.843,379.856 831.046,379.856 831.249,586.173 831.453,552.577 831.656,552.577 831.859,465.252 832.062,465.252 832.266,465.252 \n",
" 832.469,465.252 832.672,465.252 832.875,465.252 833.079,465.252 833.282,351.606 833.485,351.606 833.688,365.819 833.892,328.992 834.095,328.992 834.298,390.599 \n",
" 834.501,390.599 834.705,390.599 834.908,390.599 835.111,390.599 835.314,390.599 835.518,390.599 835.721,338.57 835.924,338.57 836.127,351.319 836.331,351.546 \n",
" 836.534,351.546 836.737,351.546 836.94,474.112 837.144,570.082 837.347,498.529 837.55,347.164 837.753,347.164 837.957,369.87 838.16,439.077 838.363,440.485 \n",
" 838.566,326.055 838.77,326.055 838.973,326.055 839.176,326.055 839.379,326.055 839.583,326.055 839.786,326.055 839.989,326.055 840.192,346.943 840.396,509.185 \n",
" 840.599,509.185 840.802,430.598 841.005,416.579 841.209,416.579 841.412,456.323 841.615,456.323 841.818,456.323 842.022,456.323 842.225,456.323 842.428,456.323 \n",
" 842.631,456.323 842.835,366.501 843.038,366.501 843.241,366.501 843.444,366.501 843.648,366.501 843.851,366.501 844.054,366.501 844.257,366.501 844.461,366.501 \n",
" 844.664,347.616 844.867,347.616 845.07,687.838 845.274,687.838 845.477,687.838 845.68,649.201 845.883,649.201 846.087,649.201 846.29,384.165 846.493,384.165 \n",
" 846.696,384.165 846.9,1083.66 847.103,1083.66 847.306,1083.66 847.509,1083.66 847.712,529.206 847.916,322.781 848.119,322.781 848.322,322.781 848.525,359.788 \n",
" 848.729,359.788 848.932,317.122 849.135,344.711 849.338,344.711 849.542,329.917 849.745,329.917 849.948,463.407 850.151,714.188 850.355,353.092 850.558,358.384 \n",
" 850.761,554.32 850.964,554.32 851.168,554.32 851.371,572.399 851.574,572.399 851.777,391.813 851.981,598.459 852.184,598.459 852.387,598.459 852.59,581.202 \n",
" 852.794,581.202 852.997,508.794 853.2,371.386 853.403,371.386 853.607,425.073 853.81,353.165 854.013,603.924 854.216,603.924 854.42,603.924 854.623,373.02 \n",
" 854.826,373.02 855.029,373.02 855.233,373.02 855.436,373.02 855.639,391.874 855.842,449.46 856.046,449.46 856.249,449.46 856.452,449.46 856.655,473.2 \n",
" 856.859,473.2 857.062,473.2 857.265,473.2 857.468,473.2 857.672,418.206 857.875,379.958 858.078,379.668 858.281,379.668 858.485,379.668 858.688,379.668 \n",
" 858.891,391.822 859.094,405.743 859.298,405.743 859.501,405.743 859.704,405.743 859.907,476.008 860.111,366.624 860.314,366.624 860.517,366.624 860.72,366.624 \n",
" 860.924,366.624 861.127,441.966 861.33,441.966 861.533,340.665 861.737,340.665 861.94,340.665 862.143,366.241 862.346,366.241 862.55,340.897 862.753,340.897 \n",
" 862.956,354.852 863.159,354.852 863.363,354.852 863.566,354.852 863.769,584.896 863.972,584.896 864.175,693.206 864.379,693.206 864.582,478.015 864.785,376.948 \n",
" 864.988,376.948 865.192,376.948 865.395,376.948 865.598,376.948 865.801,357.963 866.005,357.963 866.208,351.046 866.411,378.653 866.614,378.653 866.818,399.77 \n",
" 867.021,399.77 867.224,448.272 867.427,448.272 867.631,448.272 867.834,435.03 868.037,344.393 868.24,457.545 868.444,363.579 868.647,363.579 868.85,400.269 \n",
" 869.053,347.338 869.257,560.797 869.46,560.797 869.663,366.087 869.866,366.087 870.07,368.73 870.273,377.482 870.476,377.482 870.679,398.559 870.883,398.559 \n",
" 871.086,716.642 871.289,632.818 871.492,632.818 871.696,632.818 871.899,632.818 872.102,429.137 872.305,360.91 872.509,360.91 872.712,360.91 872.915,360.91 \n",
" 873.118,360.91 873.322,360.91 873.525,360.91 873.728,360.91 873.931,360.91 874.135,428.218 874.338,329.514 874.541,329.514 874.744,329.514 874.948,329.514 \n",
" 875.151,329.514 875.354,329.514 875.557,524.932 875.761,532.054 875.964,515.536 876.167,515.536 876.37,450.396 876.574,450.396 876.777,450.396 876.98,450.396 \n",
" 877.183,450.396 877.387,450.396 877.59,450.396 877.793,452.776 877.996,388.416 878.2,412.055 878.403,424.201 878.606,424.201 878.809,708.813 879.013,708.813 \n",
" 879.216,708.813 879.419,454.336 879.622,502.925 879.826,405.399 880.029,406.741 880.232,406.741 880.435,406.741 880.638,406.741 880.842,326.364 881.045,326.364 \n",
" 881.248,326.364 881.451,317.861 881.655,375.517 881.858,375.517 882.061,375.517 882.264,392.199 882.468,364.178 882.671,364.178 882.874,408.7 883.077,453.799 \n",
" 883.281,423.375 883.484,423.375 883.687,423.375 883.89,423.375 884.094,423.375 884.297,423.375 884.5,359.901 884.703,359.901 884.907,359.901 885.11,389.383 \n",
" 885.313,389.383 885.516,389.383 885.72,389.383 885.923,389.383 886.126,389.383 886.329,389.383 886.533,438.31 886.736,426.896 886.939,426.896 887.142,426.896 \n",
" 887.346,426.896 887.549,426.896 887.752,506.767 887.955,438.181 888.159,438.181 888.362,438.181 888.565,480.612 888.768,480.612 888.972,782.902 889.175,867.762 \n",
" 889.378,867.762 889.581,867.762 889.785,929.335 889.988,929.335 890.191,929.335 890.394,722.825 890.598,931.74 890.801,931.74 891.004,571.829 891.207,571.829 \n",
" 891.411,571.829 891.614,571.829 891.817,571.829 892.02,484.638 892.224,484.638 892.427,484.638 892.63,497.998 892.833,497.998 893.037,471.8 893.24,471.8 \n",
" 893.443,471.8 893.646,448.159 893.85,448.159 894.053,448.159 894.256,448.159 894.459,448.159 894.663,377.888 894.866,377.888 895.069,340.248 895.272,340.248 \n",
" 895.476,428.188 895.679,334.509 895.882,334.509 896.085,370.975 896.289,370.975 896.492,389.348 896.695,389.348 896.898,419.751 897.101,419.751 897.305,353.18 \n",
" 897.508,353.18 897.711,353.18 897.914,365.016 898.118,365.016 898.321,456.262 898.524,456.262 898.727,456.262 898.931,475.097 899.134,475.097 899.337,415.126 \n",
" 899.54,415.126 899.744,415.126 899.947,415.126 900.15,331.692 900.353,331.692 900.557,331.692 900.76,344.943 900.963,344.943 901.166,344.943 901.37,344.943 \n",
" 901.573,390.219 901.776,390.219 901.979,390.219 902.183,437.481 902.386,437.481 902.589,437.481 902.792,437.481 902.996,339.295 903.199,339.295 903.402,339.295 \n",
" 903.605,533.936 903.809,424.416 904.012,411.793 904.215,386.868 904.418,386.868 904.622,427.87 904.825,427.87 905.028,427.87 905.231,427.87 905.435,427.87 \n",
" 905.638,350.551 905.841,350.551 906.044,350.551 906.248,300.428 906.451,407.229 906.654,474.477 906.857,474.477 907.061,308.358 907.264,308.358 907.467,462.757 \n",
" 907.67,326.11 907.874,326.11 908.077,674.938 908.28,727.68 908.483,727.68 908.687,727.68 908.89,391.849 909.093,359.339 909.296,370.49 909.5,378.218 \n",
" 909.703,378.218 909.906,360.744 910.109,464.469 910.313,464.469 910.516,384.543 910.719,556.447 910.922,585.314 911.126,302.386 911.329,302.386 911.532,302.386 \n",
" 911.735,302.386 911.939,302.386 912.142,302.386 912.345,302.386 912.548,330.783 912.752,350.608 912.955,375.358 913.158,412.957 913.361,412.957 913.564,412.957 \n",
" 913.768,412.957 913.971,412.957 914.174,412.957 914.377,531.733 914.581,531.733 914.784,370.295 914.987,449.301 915.19,442.547 915.394,450.784 915.597,348.571 \n",
" 915.8,346.622 916.003,553.358 916.207,553.358 916.41,525.617 916.613,412.997 916.816,301.832 917.02,301.832 917.223,301.832 917.426,410.984 917.629,288.542 \n",
" 917.833,480.287 918.036,480.287 918.239,480.287 918.442,533.876 918.646,390.261 918.849,744.373 919.052,744.373 919.255,744.373 919.459,420.97 919.662,420.97 \n",
" 919.865,368.844 920.068,368.844 920.272,368.844 920.475,520.009 920.678,520.009 920.881,520.009 921.085,450.234 921.288,450.234 921.491,419.917 921.694,419.917 \n",
" 921.898,474.227 922.101,442.408 922.304,442.408 922.507,442.408 922.711,320.061 922.914,320.061 923.117,320.061 923.32,320.061 923.524,320.061 923.727,320.061 \n",
" 923.93,320.061 924.133,320.061 924.337,320.061 924.54,320.061 924.743,325.691 924.946,454.118 925.15,454.118 925.353,392.167 925.556,392.167 925.759,392.167 \n",
" 925.963,392.167 926.166,664.616 926.369,664.616 926.572,612.145 926.776,711.11 926.979,711.11 927.182,695.926 927.385,333.049 927.589,376.046 927.792,376.046 \n",
" 927.995,273.874 928.198,273.874 928.402,273.874 928.605,273.874 928.808,325.847 929.011,339.371 929.215,359.179 929.418,490.822 929.621,490.822 929.824,490.822 \n",
" 930.027,348.485 930.231,388.946 930.434,388.946 930.637,388.946 930.84,388.946 931.044,317.957 931.247,295.208 931.45,321.679 931.653,321.679 931.857,284.17 \n",
" 932.06,284.17 932.263,284.17 932.466,324.356 932.67,387.841 932.873,387.841 933.076,291.247 933.279,378.12 933.483,378.12 933.686,280.688 933.889,274.454 \n",
" 934.092,287.343 934.296,287.343 934.499,390.147 934.702,390.147 934.905,384.91 935.109,384.91 935.312,384.91 935.515,570.947 935.718,570.947 935.922,570.947 \n",
" 936.125,570.947 936.328,590.375 936.531,555.358 936.735,678.088 936.938,573.13 937.141,573.13 937.344,573.13 937.548,573.13 937.751,573.13 937.954,573.13 \n",
" 938.157,573.13 938.361,458.327 938.564,530.099 938.767,327.02 938.97,327.02 939.174,327.02 939.377,343.639 939.58,344.317 939.783,344.317 939.987,344.317 \n",
" 940.19,344.317 940.393,344.317 940.596,414.64 940.8,414.64 941.003,414.64 941.206,545.381 941.409,643.241 941.613,587.022 941.816,586.218 942.019,586.218 \n",
" 942.222,586.218 942.426,591.76 942.629,545.112 942.832,620.198 943.035,524.192 943.239,585.854 943.442,516.71 943.645,516.71 943.848,516.71 944.052,441.115 \n",
" 944.255,441.115 944.458,541.414 944.661,541.414 944.865,548.623 945.068,548.623 945.271,287.478 945.474,287.478 945.678,287.478 945.881,287.478 946.084,287.478 \n",
" 946.287,287.478 946.49,274.34 946.694,274.34 946.897,270.061 947.1,389.585 947.303,275.865 947.507,275.865 947.71,276.989 947.913,308.652 948.116,308.652 \n",
" 948.32,308.652 948.523,308.652 948.726,308.652 948.929,324.331 949.133,273.955 949.336,273.955 949.539,273.955 949.742,273.955 949.946,273.955 950.149,273.955 \n",
" 950.352,273.955 950.555,273.955 950.759,273.955 950.962,273.632 951.165,273.632 951.368,273.632 951.572,334.3 951.775,334.3 951.978,342.193 952.181,293.141 \n",
" 952.385,412.422 952.588,412.422 952.791,388.576 952.994,484.824 953.198,272.721 953.401,475.452 953.604,604.803 953.807,604.803 954.011,604.803 954.214,496.624 \n",
" 954.417,389.279 954.62,389.279 954.824,418.748 955.027,418.748 955.23,418.748 955.433,511.289 955.637,511.289 955.84,635.638 956.043,638.644 956.246,851.552 \n",
" 956.45,552.546 956.653,468.424 956.856,414.006 957.059,353.358 957.263,333.693 957.466,341.575 957.669,380.359 957.872,380.359 958.076,380.359 958.279,706.18 \n",
" 958.482,706.18 958.685,706.18 958.889,706.18 959.092,891.856 959.295,891.856 959.498,891.856 959.702,891.856 959.905,891.856 960.108,616.168 960.311,616.168 \n",
" 960.515,616.168 960.718,616.168 960.921,721.873 961.124,605.258 961.328,653.263 961.531,625.356 961.734,358.366 961.937,412.288 962.141,412.288 962.344,412.288 \n",
" 962.547,412.288 962.75,364.171 962.953,364.171 963.157,364.171 963.36,303.305 963.563,303.305 963.766,303.305 963.97,303.305 964.173,303.305 964.376,303.305 \n",
" 964.579,303.305 964.783,303.305 964.986,395.169 965.189,395.169 965.392,395.169 965.596,395.169 965.799,395.169 966.002,423.674 966.205,280.57 966.409,280.57 \n",
" 966.612,310.757 966.815,388.052 967.018,457.882 967.222,457.882 967.425,419.906 967.628,406.91 967.831,353.91 968.035,353.91 968.238,349.618 968.441,349.618 \n",
" 968.644,340.739 968.848,340.739 969.051,340.739 969.254,340.739 969.457,340.739 969.661,340.739 969.864,307.593 970.067,307.593 970.27,286.949 970.474,286.949 \n",
" 970.677,286.949 970.88,286.949 971.083,286.949 971.287,286.949 971.49,386.18 971.693,386.18 971.896,386.18 972.1,386.18 972.303,386.18 972.506,386.18 \n",
" 972.709,386.18 972.913,716.281 973.116,402.587 973.319,354.392 973.522,295.369 973.726,295.369 973.929,295.369 974.132,443.739 974.335,495.874 974.539,495.874 \n",
" 974.742,495.874 974.945,495.874 975.148,291.394 975.352,291.394 975.555,382.294 975.758,382.294 975.961,358.234 976.165,358.234 976.368,479.305 976.571,479.305 \n",
" 976.774,336.693 976.978,336.693 977.181,336.693 977.384,327.581 977.587,327.581 977.791,369.949 977.994,369.949 978.197,369.949 978.4,369.949 978.604,419.101 \n",
" 978.807,419.101 979.01,419.101 979.213,419.101 979.416,419.101 979.62,475.328 979.823,524.347 980.026,682.521 980.229,366.041 980.433,300.163 980.636,339.019 \n",
" 980.839,339.019 981.042,339.019 981.246,339.019 981.449,421.682 981.652,314.557 981.855,288.712 982.059,288.712 982.262,455.794 982.465,312.344 982.668,312.344 \n",
" 982.872,312.344 983.075,312.344 983.278,312.344 983.481,320.024 983.685,320.024 983.888,320.024 984.091,300.58 984.294,275.782 984.498,274.544 984.701,274.544 \n",
" 984.904,358.732 985.107,330.371 985.311,327.628 985.514,748.056 985.717,419.82 985.92,419.82 986.124,419.82 986.327,383.683 986.53,383.683 986.733,383.683 \n",
" 986.937,383.683 987.14,293.095 987.343,293.095 987.546,291.955 987.75,291.955 987.953,291.955 988.156,403.491 988.359,451.33 988.563,318.959 988.766,331.189 \n",
" 988.969,364.661 989.172,429.803 989.376,429.803 989.579,429.803 989.782,480.531 989.985,480.531 990.189,428.261 990.392,400.986 990.595,400.986 990.798,304.138 \n",
" 991.002,391.991 991.205,508.726 991.408,508.726 991.611,508.726 991.815,377.634 992.018,377.634 992.221,377.634 992.424,377.634 992.628,565.483 992.831,565.483 \n",
" 993.034,565.483 993.237,565.483 993.441,565.483 993.644,565.483 993.847,565.483 994.05,361.042 994.254,419.141 994.457,361.44 994.66,361.44 994.863,361.44 \n",
" 995.067,472.138 995.27,454.142 995.473,454.142 995.676,424.759 995.879,424.759 996.083,470.118 996.286,597.375 996.489,597.375 996.692,597.375 996.896,382.035 \n",
" 997.099,512.098 997.302,438.691 997.505,391.669 997.709,391.669 997.912,391.669 998.115,391.669 998.318,391.669 998.522,391.669 998.725,391.669 998.928,344.013 \n",
" 999.131,344.013 999.335,344.013 999.538,344.013 999.741,344.013 999.944,304.599 1000.15,304.599 1000.35,304.599 1000.55,304.599 1000.76,418.024 1000.96,474.4 \n",
" 1001.16,435.107 1001.37,435.107 1001.57,453.514 1001.77,505.276 1001.98,428.242 1002.18,428.242 1002.38,428.242 1002.59,584.795 1002.79,584.795 1002.99,584.795 \n",
" 1003.2,584.795 1003.4,584.795 1003.6,584.795 1003.81,409.151 1004.01,412.781 1004.21,412.781 1004.42,292.045 1004.62,285.715 1004.82,502.406 1005.03,327.408 \n",
" 1005.23,310.047 1005.43,310.047 1005.64,290.433 1005.84,320.021 1006.04,320.021 1006.25,320.021 1006.45,293.62 1006.65,288.206 1006.85,288.206 1007.06,355.227 \n",
" 1007.26,354.814 1007.46,410.61 1007.67,444.028 1007.87,369.032 1008.07,636.773 1008.28,472.607 1008.48,500.404 1008.68,500.404 1008.89,500.404 1009.09,305.13 \n",
" 1009.29,305.13 1009.5,305.13 1009.7,305.13 1009.9,305.13 1010.11,305.13 1010.31,285.647 1010.51,293.923 1010.72,290.658 1010.92,290.658 1011.12,466.907 \n",
" 1011.33,598.068 1011.53,394.697 1011.73,394.697 1011.94,394.697 1012.14,394.697 1012.34,394.697 1012.55,346.398 1012.75,310.404 1012.95,284.837 1013.16,297.295 \n",
" 1013.36,297.295 1013.56,297.295 1013.77,347.78 1013.97,296.582 1014.17,296.582 1014.37,296.582 1014.58,272.192 1014.78,272.192 1014.98,272.192 1015.19,272.192 \n",
" 1015.39,272.192 1015.59,272.192 1015.8,281.272 1016,509.754 1016.2,509.754 1016.41,267.686 1016.61,276.58 1016.81,351.553 1017.02,351.553 1017.22,519.715 \n",
" 1017.42,519.715 1017.63,480.724 1017.83,523.398 1018.03,523.398 1018.24,324.87 1018.44,306.447 1018.64,306.447 1018.85,306.447 1019.05,306.447 1019.25,330.107 \n",
" 1019.46,330.107 1019.66,330.107 1019.86,486.408 1020.07,705.094 1020.27,366.693 1020.47,366.693 1020.68,366.693 1020.88,366.693 1021.08,300.681 1021.29,300.681 \n",
" 1021.49,329.141 1021.69,329.141 1021.9,282.43 1022.1,282.43 1022.3,282.43 1022.5,336.386 1022.71,336.386 1022.91,293.321 1023.11,293.321 1023.32,293.321 \n",
" 1023.52,293.321 1023.72,275.633 1023.93,275.633 1024.13,552.74 1024.33,552.74 1024.54,552.74 1024.74,552.74 1024.94,552.74 1025.15,552.74 1025.35,552.74 \n",
" 1025.55,552.74 1025.76,552.74 1025.96,552.74 1026.16,552.74 1026.37,596.869 1026.57,596.869 1026.77,596.869 1026.98,578.847 1027.18,578.847 1027.38,373.346 \n",
" 1027.59,373.346 1027.79,373.346 1027.99,373.346 1028.2,373.346 1028.4,373.346 1028.6,373.346 1028.81,373.346 1029.01,306.349 1029.21,306.349 1029.42,500.566 \n",
" 1029.62,265.053 1029.82,265.053 1030.02,265.053 1030.23,265.053 1030.43,265.053 1030.63,265.053 1030.84,261.188 1031.04,261.188 1031.24,417.692 1031.45,417.692 \n",
" 1031.65,633.596 1031.85,584.872 1032.06,559.005 1032.26,559.005 1032.46,761.124 1032.67,761.124 1032.87,510.52 1033.07,510.52 1033.28,510.52 1033.48,511.738 \n",
" 1033.68,511.738 1033.89,459.436 1034.09,419.888 1034.29,419.888 1034.5,353.819 1034.7,353.819 1034.9,277.827 1035.11,277.827 1035.31,277.827 1035.51,277.827 \n",
" 1035.72,248.839 1035.92,254.758 1036.12,317.582 1036.33,284.098 1036.53,284.098 1036.73,364.018 1036.94,274.102 1037.14,274.102 1037.34,274.102 1037.55,274.102 \n",
" 1037.75,274.102 1037.95,274.102 1038.15,274.102 1038.36,274.102 1038.56,309.294 1038.76,309.294 1038.97,354.897 1039.17,425.042 1039.37,425.042 1039.58,425.042 \n",
" 1039.78,425.042 1039.98,425.042 1040.19,425.042 1040.39,425.042 1040.59,425.042 1040.8,425.042 1041,425.042 1041.2,425.042 1041.41,425.042 1041.61,367.732 \n",
" 1041.81,367.732 1042.02,367.732 1042.22,359.158 1042.42,359.158 1042.63,359.158 1042.83,495.475 1043.03,495.475 1043.24,495.475 1043.44,273.641 1043.64,273.641 \n",
" 1043.85,273.641 1044.05,273.641 1044.25,273.641 1044.46,323.907 1044.66,323.907 1044.86,335.484 1045.07,335.484 1045.27,335.484 1045.47,335.484 1045.67,245.235 \n",
" 1045.88,279.86 1046.08,656.025 1046.28,613.232 1046.49,478.762 1046.69,478.762 1046.89,538.848 1047.1,538.848 1047.3,609.688 1047.5,266.258 1047.71,284.539 \n",
" 1047.91,284.539 1048.11,284.539 1048.32,289.079 1048.52,637.318 1048.72,877.077 1048.93,877.077 1049.13,883.252 1049.33,859.965 1049.54,859.965 1049.74,859.965 \n",
" 1049.94,859.965 1050.15,859.965 1050.35,859.965 1050.55,859.965 1050.76,1045.08 1050.96,1004.73 1051.16,1004.73 1051.37,843.111 1051.57,790.956 1051.77,800.443 \n",
" 1051.98,753.415 1052.18,753.415 1052.38,753.415 1052.59,753.415 1052.79,753.415 1052.99,753.415 1053.2,753.415 1053.4,940.049 1053.6,864.605 1053.8,527.908 \n",
" 1054.01,527.908 1054.21,701.72 1054.41,631.563 1054.62,509.168 1054.82,509.168 1055.02,509.168 1055.23,509.168 1055.43,480.826 1055.63,628.352 1055.84,651.132 \n",
" 1056.04,651.132 1056.24,568.073 1056.45,568.073 1056.65,568.073 1056.85,568.073 1057.06,364.085 1057.26,364.085 1057.46,661.169 1057.67,661.169 1057.87,674.093 \n",
" 1058.07,422.617 1058.28,422.617 1058.48,270.709 1058.68,313.392 1058.89,613.103 1059.09,561.075 1059.29,561.075 1059.5,561.075 1059.7,561.075 1059.9,370.223 \n",
" 1060.11,370.223 1060.31,370.223 1060.51,370.223 1060.72,370.223 1060.92,370.223 1061.12,370.223 1061.33,370.772 1061.53,370.772 1061.73,303.862 1061.93,303.862 \n",
" 1062.14,252.148 1062.34,252.148 1062.54,252.148 1062.75,584.278 1062.95,363.171 1063.15,363.171 1063.36,270.91 1063.56,270.91 1063.76,270.91 1063.97,270.91 \n",
" 1064.17,270.91 1064.37,386.599 1064.58,403.523 1064.78,403.523 1064.98,272.997 1065.19,272.997 1065.39,257.377 1065.59,257.377 1065.8,257.377 1066,257.377 \n",
" 1066.2,257.377 1066.41,424.945 1066.61,424.945 1066.81,424.945 1067.02,424.945 1067.22,251.346 1067.42,251.346 1067.63,271.275 1067.83,271.829 1068.03,271.829 \n",
" 1068.24,323.76 1068.44,323.76 1068.64,323.76 1068.85,419.002 1069.05,419.002 1069.25,419.002 1069.45,305.767 1069.66,333.069 1069.86,333.069 1070.06,409.063 \n",
" 1070.27,409.063 1070.47,440.224 1070.67,440.224 1070.88,440.224 1071.08,543.479 1071.28,543.479 1071.49,543.479 1071.69,543.479 1071.89,543.479 1072.1,543.479 \n",
" 1072.3,494.317 1072.5,494.317 1072.71,387.867 1072.91,387.867 1073.11,310.749 1073.32,310.749 1073.52,310.749 1073.72,277.287 1073.93,277.287 1074.13,277.287 \n",
" 1074.33,277.287 1074.54,277.287 1074.74,316.492 1074.94,414.338 1075.15,281.102 1075.35,281.102 1075.55,281.102 1075.76,299.431 1075.96,392.71 1076.16,311.652 \n",
" 1076.37,311.652 1076.57,311.652 1076.77,311.652 1076.98,311.652 1077.18,311.652 1077.38,364.767 1077.58,395.631 1077.79,395.631 1077.99,533.284 1078.19,533.284 \n",
" 1078.4,482.428 1078.6,482.428 1078.8,410.722 1079.01,755.707 1079.21,729.184 1079.41,498.791 1079.62,261.962 1079.82,261.962 1080.02,487.116 1080.23,679.239 \n",
" 1080.43,679.239 1080.63,679.239 1080.84,679.239 1081.04,679.239 1081.24,679.239 1081.45,550.061 1081.65,459.766 1081.85,459.766 1082.06,459.766 1082.26,488.283 \n",
" 1082.46,488.283 1082.67,416.214 1082.87,462.506 1083.07,462.506 1083.28,613.357 1083.48,613.357 1083.68,613.357 1083.89,613.357 1084.09,613.357 1084.29,867.968 \n",
" 1084.5,867.968 1084.7,925.078 1084.9,925.078 1085.1,612.115 1085.31,735.571 1085.51,735.571 1085.71,573.102 1085.92,573.102 1086.12,567.98 1086.32,292.251 \n",
" 1086.53,267.742 1086.73,529.023 1086.93,542.681 1087.14,350.602 1087.34,880.078 1087.54,407.132 1087.75,407.132 1087.95,407.132 1088.15,306.733 1088.36,305.016 \n",
" 1088.56,305.016 1088.76,268.92 1088.97,286.627 1089.17,286.627 1089.37,286.627 1089.58,286.627 1089.78,286.627 1089.98,245.176 1090.19,245.176 1090.39,245.176 \n",
" 1090.59,245.176 1090.8,255.816 1091,420.686 1091.2,420.686 1091.41,420.686 1091.61,420.686 1091.81,420.686 1092.02,420.686 1092.22,435.872 1092.42,283.957 \n",
" 1092.63,283.957 1092.83,432.652 1093.03,441.645 1093.23,441.645 1093.44,374.028 1093.64,374.028 1093.84,374.028 1094.05,374.028 1094.25,374.028 1094.45,374.028 \n",
" 1094.66,374.028 1094.86,374.028 1095.06,374.028 1095.27,374.028 1095.47,306.141 1095.67,399.964 1095.88,399.964 1096.08,315.238 1096.28,453.185 1096.49,453.185 \n",
" 1096.69,360.537 1096.89,396.909 1097.1,325.322 1097.3,325.322 1097.5,391.2 1097.71,391.2 1097.91,252.879 1098.11,252.879 1098.32,252.879 1098.52,277.267 \n",
" 1098.72,406.779 1098.93,406.779 1099.13,406.779 1099.33,406.779 1099.54,406.779 1099.74,406.779 1099.94,406.779 1100.15,406.779 1100.35,621.633 1100.55,352.677 \n",
" 1100.75,314.018 1100.96,314.018 1101.16,248.862 1101.36,248.862 1101.57,458.603 1101.77,255.69 1101.97,255.69 1102.18,399.411 1102.38,399.411 1102.58,401.049 \n",
" 1102.79,401.049 1102.99,419.05 1103.19,409.162 1103.4,409.162 1103.6,409.162 1103.8,253.74 1104.01,344.091 1104.21,319.069 1104.41,319.069 1104.62,255.518 \n",
" 1104.82,257.518 1105.02,257.518 1105.23,257.518 1105.43,265.749 1105.63,265.749 1105.84,536.688 1106.04,492.549 1106.24,464.019 1106.45,464.019 1106.65,377.968 \n",
" 1106.85,377.968 1107.06,377.968 1107.26,377.968 1107.46,245.009 1107.67,512.623 1107.87,347.394 1108.07,347.394 1108.28,600.699 1108.48,339.465 1108.68,233.855 \n",
" 1108.88,276.072 1109.09,236.794 1109.29,240.467 1109.49,305.932 1109.7,305.932 1109.9,290.202 1110.1,265.817 1110.31,691.153 1110.51,524.336 1110.71,587.528 \n",
" 1110.92,277.407 1111.12,403.203 1111.32,403.203 1111.53,403.203 1111.73,403.203 1111.93,256.674 1112.14,256.674 1112.34,256.674 1112.54,245.111 1112.75,319.662 \n",
" 1112.95,478.198 1113.15,478.198 1113.36,416.782 1113.56,353.114 1113.76,404.324 1113.97,404.324 1114.17,430.227 1114.37,430.227 1114.58,370.498 1114.78,397.592 \n",
" 1114.98,1101.43 1115.19,1353.86 1115.39,542.945 1115.59,783.069 1115.8,783.069 1116,639.115 1116.2,991.513 1116.4,885.459 1116.61,885.459 1116.81,840.547 \n",
" 1117.01,840.547 1117.22,862.292 1117.42,749.896 1117.62,717.782 1117.83,717.782 1118.03,717.782 1118.23,986.85 1118.44,1138.52 1118.64,1138.52 1118.84,1138.52 \n",
" 1119.05,971.241 1119.25,670.053 1119.45,487.524 1119.66,487.524 1119.86,279.473 1120.06,275.362 1120.27,360.882 1120.47,360.882 1120.67,366.739 1120.88,353.729 \n",
" 1121.08,345.782 1121.28,345.782 1121.49,345.782 1121.69,345.782 1121.89,441.614 1122.1,441.614 1122.3,302.634 1122.5,273.064 1122.71,273.064 1122.91,273.064 \n",
" 1123.11,273.064 1123.32,273.064 1123.52,389.738 1123.72,389.738 1123.93,324.335 1124.13,323.608 1124.33,323.608 1124.53,323.608 1124.74,309.276 1124.94,318.75 \n",
" 1125.14,400.208 1125.35,400.208 1125.55,400.208 1125.75,400.208 1125.96,260.811 1126.16,334.414 1126.36,334.414 1126.57,400.898 1126.77,450.097 1126.97,450.097 \n",
" 1127.18,450.097 1127.38,450.097 1127.58,446.28 1127.79,604.521 1127.99,374.549 1128.19,295.418 1128.4,354.645 1128.6,413.553 1128.8,421.892 1129.01,421.892 \n",
" 1129.21,421.892 1129.41,266.608 1129.62,413.569 1129.82,370.957 1130.02,370.957 1130.23,277.205 1130.43,490.498 1130.63,490.498 1130.84,490.498 1131.04,490.498 \n",
" 1131.24,490.498 1131.45,490.498 1131.65,490.498 1131.85,490.498 1132.05,490.498 1132.26,490.498 1132.46,490.498 1132.66,490.498 1132.87,490.626 1133.07,490.626 \n",
" 1133.27,352.006 1133.48,580.36 1133.68,603.193 1133.88,309.885 1134.09,376.604 1134.29,376.604 1134.49,323.018 1134.7,308.911 1134.9,457.35 1135.1,307.585 \n",
" 1135.31,315.322 1135.51,432.174 1135.71,432.174 1135.92,432.174 1136.12,432.174 1136.32,520.068 1136.53,468.667 1136.73,331.623 1136.93,331.623 1137.14,337.942 \n",
" 1137.34,337.942 1137.54,337.942 1137.75,337.942 1137.95,337.942 1138.15,337.942 1138.36,634.002 1138.56,634.002 1138.76,383.873 1138.97,383.873 1139.17,285.861 \n",
" 1139.37,269.699 1139.58,269.699 1139.78,269.699 1139.98,276.018 1140.18,326.045 1140.39,326.045 1140.59,326.045 1140.79,326.045 1141,326.045 1141.2,326.045 \n",
" 1141.4,346.932 1141.61,346.932 1141.81,346.932 1142.01,346.932 1142.22,346.932 1142.42,701.819 1142.62,800.834 1142.83,800.834 1143.03,800.834 1143.23,799.648 \n",
" 1143.44,597.885 1143.64,571.571 1143.84,690.581 1144.05,657.292 1144.25,657.292 1144.45,657.292 1144.66,720.561 1144.86,376.662 1145.06,269.637 1145.27,273.95 \n",
" 1145.47,275.136 1145.67,275.136 1145.88,416.087 1146.08,416.087 1146.28,416.087 1146.49,409.958 1146.69,409.958 1146.89,307.038 1147.1,307.038 1147.3,366.541 \n",
" 1147.5,358.116 1147.7,284.093 1147.91,284.093 1148.11,284.093 1148.31,284.093 1148.52,355.078 1148.72,355.078 1148.92,355.078 1149.13,355.078 1149.33,567.092 \n",
" 1149.53,567.092 1149.74,864.909 1149.94,864.909 1150.14,864.909 1150.35,733.039 1150.55,281.484 1150.75,459.921 1150.96,605.414 1151.16,605.414 1151.36,633.081 \n",
" 1151.57,498.233 1151.77,322.521 1151.97,410.679 1152.18,410.679 1152.38,315.272 1152.58,315.272 1152.79,369.369 1152.99,843.195 1153.19,843.195 1153.4,835.145 \n",
" 1153.6,593.762 1153.8,516.313 1154.01,655.413 1154.21,325.08 1154.41,342.684 1154.62,320.165 1154.82,272.006 1155.02,272.006 1155.23,272.006 1155.43,272.006 \n",
" 1155.63,297.88 1155.83,297.88 1156.04,297.88 1156.24,281.206 1156.44,352.74 1156.65,352.74 1156.85,352.74 1157.05,352.74 1157.26,353.008 1157.46,346.552 \n",
" 1157.66,346.552 1157.87,346.552 1158.07,397.715 1158.27,281.935 1158.48,281.935 1158.68,281.935 1158.88,281.935 1159.09,269.535 1159.29,269.535 1159.49,269.535 \n",
" 1159.7,269.535 1159.9,269.535 1160.1,269.535 1160.31,269.535 1160.51,269.535 1160.71,472.287 1160.92,308.084 1161.12,308.084 1161.32,304.206 1161.53,304.206 \n",
" 1161.73,304.206 1161.93,304.206 1162.14,270.792 1162.34,270.792 1162.54,270.792 1162.75,270.792 1162.95,270.792 1163.15,270.792 1163.35,452.756 1163.56,452.756 \n",
" 1163.76,499.234 1163.96,499.234 1164.17,499.234 1164.37,499.234 1164.57,495.319 1164.78,769.805 1164.98,769.805 1165.18,769.805 1165.39,514.579 1165.59,514.579 \n",
" 1165.79,514.579 1166,356.133 1166.2,356.133 1166.4,276.694 1166.61,340.704 1166.81,340.704 1167.01,340.704 1167.22,533.399 1167.42,302.073 1167.62,302.073 \n",
" 1167.83,302.073 1168.03,302.073 1168.23,515.527 1168.44,515.527 1168.64,392.165 1168.84,409.349 1169.05,409.349 1169.25,578.721 1169.45,481.709 1169.66,481.709 \n",
" 1169.86,669.817 1170.06,669.817 1170.27,269.642 1170.47,269.642 1170.67,269.642 1170.88,269.642 1171.08,387.393 1171.28,387.393 1171.48,273.242 1171.69,273.242 \n",
" 1171.89,273.242 1172.09,273.242 1172.3,273.242 1172.5,273.242 1172.7,333.512 1172.91,382.132 1173.11,269.301 1173.31,269.301 1173.52,269.301 1173.72,269.301 \n",
" 1173.92,269.301 1174.13,269.301 1174.33,269.301 1174.53,419.394 1174.74,419.394 1174.94,419.394 1175.14,383.089 1175.35,383.089 1175.55,392.143 1175.75,392.143 \n",
" 1175.96,392.143 1176.16,434.029 1176.36,434.029 1176.57,434.029 1176.77,450.156 1176.97,422.676 1177.18,422.676 1177.38,343.808 1177.58,447.846 1177.79,234.91 \n",
" 1177.99,234.91 1178.19,234.91 1178.4,249.284 1178.6,249.284 1178.8,249.284 1179,258.08 1179.21,258.08 1179.41,258.08 1179.61,258.08 1179.82,538.411 \n",
" 1180.02,538.411 1180.22,532.83 1180.43,638.087 1180.63,467.93 1180.83,229.914 1181.04,229.914 1181.24,281.901 1181.44,281.901 1181.65,281.901 1181.85,267.266 \n",
" 1182.05,390.042 1182.26,390.042 1182.46,390.042 1182.66,419.079 1182.87,357.384 1183.07,357.384 1183.27,357.384 1183.48,315.971 1183.68,315.971 1183.88,250.191 \n",
" 1184.09,250.191 1184.29,316.064 1184.49,316.064 1184.7,400.103 1184.9,400.103 1185.1,400.103 1185.31,400.103 1185.51,518.564 1185.71,440.037 1185.92,351.428 \n",
" 1186.12,351.428 1186.32,351.428 1186.53,403.795 1186.73,670.959 1186.93,670.959 1187.13,670.959 1187.34,505.266 1187.54,505.266 1187.74,505.266 1187.95,505.266 \n",
" 1188.15,505.266 1188.35,505.266 1188.56,505.266 1188.76,505.266 1188.96,612.475 1189.17,612.475 1189.37,283.603 1189.57,400.769 1189.78,327.353 1189.98,350.357 \n",
" 1190.18,339.742 1190.39,349.625 1190.59,317.987 1190.79,238.937 1191,238.937 1191.2,238.937 1191.4,238.937 1191.61,316.606 1191.81,236.686 1192.01,236.686 \n",
" 1192.22,236.686 1192.42,212.631 1192.62,212.631 1192.83,212.631 1193.03,212.631 1193.23,212.631 1193.44,212.631 1193.64,348.384 1193.84,256.942 1194.05,256.942 \n",
" 1194.25,302.98 1194.45,364.333 1194.65,399.901 1194.86,251.084 1195.06,454.896 1195.26,454.896 1195.47,362.338 1195.67,331.238 1195.87,308.715 1196.08,308.715 \n",
" 1196.28,308.715 1196.48,308.715 1196.69,308.715 1196.89,308.715 1197.09,311.195 1197.3,328.281 1197.5,348.561 1197.7,348.561 1197.91,412.338 1198.11,418.808 \n",
" 1198.31,418.808 1198.52,218.759 1198.72,218.759 1198.92,218.759 1199.13,218.759 1199.33,239.333 1199.53,239.333 1199.74,239.333 1199.94,243.872 1200.14,221.499 \n",
" 1200.35,221.499 1200.55,221.499 1200.75,256.95 1200.96,256.95 1201.16,246.67 1201.36,246.67 1201.57,246.67 1201.77,628.334 1201.97,628.334 1202.18,581.99 \n",
" 1202.38,581.99 1202.58,581.99 1202.78,487.914 1202.99,487.914 1203.19,487.914 1203.39,487.914 1203.6,487.914 1203.8,523.457 1204,523.457 1204.21,523.457 \n",
" 1204.41,523.457 1204.61,523.457 1204.82,523.457 1205.02,523.457 1205.22,523.457 1205.43,523.457 1205.63,493.502 1205.83,333.582 1206.04,333.582 1206.24,285.598 \n",
" 1206.44,285.598 1206.65,285.598 1206.85,252.701 1207.05,252.701 1207.26,252.701 1207.46,252.701 1207.66,252.701 1207.87,293.076 1208.07,293.076 1208.27,293.076 \n",
" 1208.48,293.076 1208.68,293.076 1208.88,293.076 1209.09,293.076 1209.29,241.202 1209.49,241.202 1209.7,302.112 1209.9,302.112 1210.1,302.112 1210.3,302.112 \n",
" 1210.51,302.112 1210.71,302.112 1210.91,302.112 1211.12,345.051 1211.32,248.792 1211.52,209.659 1211.73,212.17 1211.93,212.17 1212.13,212.17 1212.34,212.17 \n",
" 1212.54,212.17 1212.74,325.913 1212.95,330.624 1213.15,317.738 1213.35,317.738 1213.56,321.411 1213.76,321.411 1213.96,321.411 1214.17,321.411 1214.37,453.126 \n",
" 1214.57,466.692 1214.78,355.551 1214.98,246.085 1215.18,246.085 1215.39,246.085 1215.59,228.84 1215.79,228.84 1216,228.84 1216.2,220.67 1216.4,220.357 \n",
" 1216.61,220.357 1216.81,220.357 1217.01,220.357 1217.22,220.357 1217.42,390.522 1217.62,390.522 1217.83,339.136 1218.03,531.082 1218.23,534.029 1218.43,534.029 \n",
" 1218.64,483.699 1218.84,483.699 1219.04,483.699 1219.25,483.699 1219.45,462.386 1219.65,462.386 1219.86,490.631 1220.06,490.631 1220.26,247.082 1220.47,247.082 \n",
" 1220.67,247.082 1220.87,225.261 1221.08,225.261 1221.28,349.628 1221.48,424.143 1221.69,751.638 1221.89,419.944 1222.09,419.944 1222.3,314.371 1222.5,314.371 \n",
" 1222.7,350.982 1222.91,279.243 1223.11,279.243 1223.31,267.424 1223.52,267.424 1223.72,267.424 1223.92,267.424 1224.13,527.775 1224.33,315.792 1224.53,315.792 \n",
" 1224.74,315.792 1224.94,315.792 1225.14,315.792 1225.35,299.879 1225.55,299.879 1225.75,248.423 1225.96,248.423 1226.16,248.423 1226.36,248.423 1226.56,224.866 \n",
" 1226.77,224.866 1226.97,224.866 1227.17,224.866 1227.38,745.975 1227.58,745.975 1227.78,472.861 1227.99,472.861 1228.19,472.861 1228.39,391.914 1228.6,391.914 \n",
" 1228.8,600.189 1229,600.189 1229.21,214.19 1229.41,214.19 1229.61,214.19 1229.82,225.584 1230.02,348.087 1230.22,348.087 1230.43,308.947 1230.63,308.947 \n",
" 1230.83,353.83 1231.04,353.83 1231.24,337.837 1231.44,376.524 1231.65,376.524 1231.85,283.908 1232.05,251.688 1232.26,251.688 1232.46,251.688 1232.66,251.688 \n",
" 1232.87,327.676 1233.07,217.662 1233.27,327.746 1233.48,327.746 1233.68,228.318 1233.88,228.318 1234.08,264.374 1234.29,264.374 1234.49,264.374 1234.69,264.374 \n",
" 1234.9,264.374 1235.1,264.374 1235.3,547.028 1235.51,220.54 1235.71,220.54 1235.91,246.62 1236.12,246.62 1236.32,262.97 1236.52,301.967 1236.73,309.638 \n",
" 1236.93,309.638 1237.13,237.615 1237.34,249.136 1237.54,220.061 1237.74,220.061 1237.95,220.061 1238.15,207.574 1238.35,219.639 1238.56,219.639 1238.76,219.639 \n",
" 1238.96,308.52 1239.17,308.52 1239.37,280.301 1239.57,280.301 1239.78,280.301 1239.98,199.944 1240.18,199.944 1240.39,199.944 1240.59,199.944 1240.79,214.852 \n",
" 1241,214.852 1241.2,214.852 1241.4,214.852 1241.61,214.852 1241.81,261.035 1242.01,266.795 1242.21,266.795 1242.42,266.795 1242.62,599.617 1242.82,418.755 \n",
" 1243.03,507.093 1243.23,380.475 1243.43,380.475 1243.64,378.573 1243.84,378.573 1244.04,465 1244.25,465 1244.45,465 1244.65,420.392 1244.86,420.392 \n",
" 1245.06,292.063 1245.26,292.063 1245.47,292.786 1245.67,292.786 1245.87,395.009 1246.08,395.009 1246.28,395.009 1246.48,395.009 1246.69,204.492 1246.89,204.492 \n",
" 1247.09,396.584 1247.3,264.81 1247.5,264.81 1247.7,226.837 1247.91,215.225 1248.11,215.225 1248.31,636.939 1248.52,400.586 1248.72,400.586 1248.92,400.586 \n",
" 1249.13,400.586 1249.33,215.476 1249.53,215.476 1249.73,215.476 1249.94,215.476 1250.14,215.476 1250.34,215.476 1250.55,215.476 1250.75,238.977 1250.95,238.977 \n",
" 1251.16,238.977 1251.36,328.222 1251.56,193.837 1251.77,193.837 1251.97,193.837 1252.17,199.414 1252.38,210.234 1252.58,203.255 1252.78,203.255 1252.99,203.255 \n",
" 1253.19,242.423 1253.39,242.423 1253.6,350.344 1253.8,380.68 1254,444.211 1254.21,444.211 1254.41,444.211 1254.61,444.211 1254.82,444.211 1255.02,218.45 \n",
" 1255.22,218.45 1255.43,255.675 1255.63,238.524 1255.83,307.121 1256.04,307.121 1256.24,307.121 1256.44,307.121 1256.65,307.121 1256.85,307.121 1257.05,307.121 \n",
" 1257.26,307.121 1257.46,307.121 1257.66,323.101 1257.86,945.63 1258.07,634.709 1258.27,634.709 1258.47,289.006 1258.68,338.772 1258.88,338.772 1259.08,388.03 \n",
" 1259.29,237.539 1259.49,295.008 1259.69,295.008 1259.9,295.008 1260.1,428.594 1260.3,428.594 1260.51,428.594 1260.71,280.351 1260.91,280.351 1261.12,288.633 \n",
" 1261.32,288.633 1261.52,288.633 1261.73,288.633 1261.93,288.633 1262.13,288.633 1262.34,286.736 1262.54,300.153 1262.74,554.483 1262.95,828.139 1263.15,828.139 \n",
" 1263.35,717.907 1263.56,549.996 1263.76,549.996 1263.96,528.009 1264.17,423.415 1264.37,337.212 1264.57,337.212 1264.78,478.688 1264.98,478.688 1265.18,459.741 \n",
" 1265.38,459.741 1265.59,613.245 1265.79,613.245 1265.99,618.775 1266.2,618.775 1266.4,618.775 1266.6,618.775 1266.81,681.32 1267.01,805.142 1267.21,805.142 \n",
" 1267.42,805.142 1267.62,653.024 1267.82,678.817 1268.03,731.323 1268.23,731.323 1268.43,731.323 1268.64,731.323 1268.84,731.323 1269.04,731.323 1269.25,731.323 \n",
" 1269.45,791.828 1269.65,791.828 1269.86,550.563 1270.06,641.666 1270.26,426.548 1270.47,426.548 1270.67,272.022 1270.87,272.022 1271.08,351.891 1271.28,351.891 \n",
" 1271.48,351.891 1271.69,351.891 1271.89,351.891 1272.09,395.474 1272.3,605.607 1272.5,577.496 1272.7,577.496 1272.91,577.496 1273.11,577.496 1273.31,258.224 \n",
" 1273.51,288.131 1273.72,288.131 1273.92,263.79 1274.12,306.558 1274.33,306.558 1274.53,305.841 1274.73,305.841 1274.94,440.959 1275.14,415.808 1275.34,278.977 \n",
" 1275.55,278.977 1275.75,406.519 1275.95,429.909 1276.16,429.909 1276.36,487.523 1276.56,487.523 1276.77,500.617 1276.97,567.15 1277.17,567.15 1277.38,567.15 \n",
" 1277.58,567.15 1277.78,567.15 1277.99,514.148 1278.19,514.148 1278.39,461.261 1278.6,461.261 1278.8,461.261 1279,333.265 1279.21,428.076 1279.41,428.076 \n",
" 1279.61,428.076 1279.82,347.223 1280.02,372.84 1280.22,372.84 1280.43,372.84 1280.63,372.84 1280.83,330.524 1281.03,301.471 1281.24,301.471 1281.44,309.196 \n",
" 1281.64,309.196 1281.85,309.196 1282.05,309.196 1282.25,309.196 1282.46,309.196 1282.66,281.886 1282.86,350.266 1283.07,350.266 1283.27,350.266 1283.47,350.266 \n",
" 1283.68,257.696 1283.88,257.696 1284.08,257.696 1284.29,209.896 1284.49,209.896 1284.69,209.896 1284.9,428.018 1285.1,397.579 1285.3,300.686 1285.51,363.772 \n",
" 1285.71,363.772 1285.91,363.772 1286.12,383.7 1286.32,305.248 1286.52,459.718 1286.73,459.718 1286.93,419.682 1287.13,431.504 1287.34,431.504 1287.54,431.504 \n",
" 1287.74,431.504 1287.95,264.447 1288.15,215.555 1288.35,215.555 1288.56,215.555 1288.76,215.555 1288.96,215.555 1289.16,215.555 1289.37,296.502 1289.57,296.502 \n",
" 1289.77,296.502 1289.98,296.502 1290.18,296.502 1290.38,212.257 1290.59,212.257 1290.79,212.257 1290.99,212.257 1291.2,330.799 1291.4,330.799 1291.6,287.543 \n",
" 1291.81,387.538 1292.01,522.269 1292.21,322.135 1292.42,322.135 1292.62,322.135 1292.82,322.135 1293.03,261.15 1293.23,261.15 1293.43,261.15 1293.64,360.354 \n",
" 1293.84,347.015 1294.04,347.015 1294.25,347.015 1294.45,419.058 1294.65,419.058 1294.86,419.058 1295.06,367.076 1295.26,364.68 1295.47,422.904 1295.67,422.904 \n",
" 1295.87,422.904 1296.08,422.904 1296.28,376.71 1296.48,400.851 1296.68,334.622 1296.89,334.622 1297.09,510.996 1297.29,510.996 1297.5,317.272 1297.7,317.272 \n",
" 1297.9,317.272 1298.11,317.272 1298.31,317.272 1298.51,317.272 1298.72,256.552 1298.92,256.552 1299.12,456.844 1299.33,322.222 1299.53,375.77 1299.73,375.77 \n",
" 1299.94,375.77 1300.14,375.77 1300.34,255.007 1300.55,255.007 1300.75,255.007 1300.95,195.559 1301.16,195.559 1301.36,411.77 1301.56,402.197 1301.77,402.197 \n",
" 1301.97,402.197 1302.17,402.197 1302.38,402.197 1302.58,402.197 1302.78,244.215 1302.99,608.925 1303.19,608.925 1303.39,608.925 1303.6,519.984 1303.8,519.984 \n",
" 1304,795.779 1304.21,795.779 1304.41,704.884 1304.61,704.884 1304.81,288.562 1305.02,288.562 1305.22,288.562 1305.42,288.562 1305.63,288.562 1305.83,288.562 \n",
" 1306.03,288.562 1306.24,288.562 1306.44,227.481 1306.64,204.373 1306.85,204.373 1307.05,204.373 1307.25,186.09 1307.46,186.09 1307.66,249.619 1307.86,249.619 \n",
" 1308.07,249.619 1308.27,249.619 1308.47,427.039 1308.68,260.442 1308.88,260.442 1309.08,211.209 1309.29,477.133 1309.49,477.133 1309.69,617.194 1309.9,291.363 \n",
" 1310.1,235.516 1310.3,235.516 1310.51,235.516 1310.71,235.516 1310.91,198.286 1311.12,293.515 1311.32,293.515 1311.52,293.515 1311.73,252.978 1311.93,205.66 \n",
" 1312.13,205.66 1312.33,192.823 1312.54,192.823 1312.74,192.823 1312.94,192.823 1313.15,192.823 1313.35,194.286 1313.55,194.286 1313.76,356.678 1313.96,375.87 \n",
" 1314.16,251.732 1314.37,251.732 1314.57,606.991 1314.77,606.991 1314.98,534.037 1315.18,534.037 1315.38,534.037 1315.59,368.035 1315.79,368.035 1315.99,328.348 \n",
" 1316.2,271.234 1316.4,426.478 1316.6,426.478 1316.81,289.013 1317.01,289.385 1317.21,271.91 1317.42,319.817 1317.62,241.645 1317.82,222.335 1318.03,222.335 \n",
" 1318.23,222.335 1318.43,251.651 1318.64,248.269 1318.84,248.269 1319.04,257.469 1319.25,257.469 1319.45,252.033 1319.65,252.033 1319.86,253.286 1320.06,253.286 \n",
" 1320.26,253.286 1320.46,253.286 1320.67,274.945 1320.87,274.945 1321.07,232.962 1321.28,232.962 1321.48,301.916 1321.68,373.432 1321.89,373.432 1322.09,373.432 \n",
" 1322.29,373.432 1322.5,373.432 1322.7,373.432 1322.9,223.252 1323.11,246.412 1323.31,246.412 1323.51,278.834 1323.72,278.834 1323.92,190.96 1324.12,177.897 \n",
" 1324.33,177.897 1324.53,177.897 1324.73,177.897 1324.94,443.6 1325.14,463.676 1325.34,463.676 1325.55,463.676 1325.75,463.676 1325.95,463.676 1326.16,342.704 \n",
" 1326.36,342.704 1326.56,342.704 1326.77,248.874 1326.97,256.891 1327.17,248.1 1327.38,248.1 1327.58,231.819 1327.78,199.404 1327.98,199.404 1328.19,199.404 \n",
" 1328.39,495.983 1328.59,453.566 1328.8,453.566 1329,424.139 1329.2,424.139 1329.41,284.275 1329.61,455.653 1329.81,455.653 1330.02,246.112 1330.22,444.019 \n",
" 1330.42,444.019 1330.63,444.019 1330.83,494.415 1331.03,389.252 1331.24,389.252 1331.44,389.252 1331.64,389.252 1331.85,484.635 1332.05,484.635 1332.25,484.635 \n",
" 1332.46,399.05 1332.66,399.05 1332.86,399.05 1333.07,203.012 1333.27,203.012 1333.47,203.012 1333.68,243.664 1333.88,243.664 1334.08,332.701 1334.29,523.181 \n",
" 1334.49,311.16 1334.69,239.937 1334.9,239.937 1335.1,239.937 1335.3,239.937 1335.51,239.937 1335.71,239.189 1335.91,179.089 1336.11,248.871 1336.32,261.129 \n",
" 1336.52,174.187 1336.72,174.187 1336.93,174.187 1337.13,174.187 1337.33,174.187 1337.54,174.187 1337.74,174.187 1337.94,174.187 1338.15,174.187 1338.35,160.968 \n",
" 1338.55,173.667 1338.76,206.963 1338.96,206.963 1339.16,356.96 1339.37,356.96 1339.57,356.96 1339.77,207.82 1339.98,207.82 1340.18,232.392 1340.38,232.392 \n",
" 1340.59,232.392 1340.79,379.008 1340.99,379.008 1341.2,403.074 1341.4,231.987 1341.6,324.666 1341.81,345.633 1342.01,351.751 1342.21,351.751 1342.42,351.751 \n",
" 1342.62,281.038 1342.82,422.542 1343.03,627.268 1343.23,566.121 1343.43,474.273 1343.63,338.117 1343.84,338.117 1344.04,255.328 1344.24,255.328 1344.45,255.328 \n",
" 1344.65,255.328 1344.85,255.328 1345.06,198.329 1345.26,206.031 1345.46,419.394 1345.67,454.008 1345.87,413.638 1346.07,488.823 1346.28,488.823 1346.48,494.912 \n",
" 1346.68,182.354 1346.89,182.354 1347.09,182.354 1347.29,182.354 1347.5,286.564 1347.7,353.781 1347.9,243.041 1348.11,243.041 1348.31,175.131 1348.51,175.131 \n",
" 1348.72,175.131 1348.92,175.131 1349.12,422.224 1349.33,214.735 1349.53,203.336 1349.73,229.965 1349.94,218.117 1350.14,218.117 1350.34,218.117 1350.55,218.117 \n",
" 1350.75,351.597 1350.95,351.597 1351.16,351.597 1351.36,194.423 1351.56,233.67 1351.76,233.67 1351.97,169.416 1352.17,170.461 1352.37,170.461 1352.58,170.461 \n",
" 1352.78,170.461 1352.98,244.684 1353.19,265.934 1353.39,225.746 1353.59,225.746 1353.8,345.991 1354,345.991 1354.2,345.991 1354.41,345.991 1354.61,473.849 \n",
" 1354.81,500.029 1355.02,500.029 1355.22,500.029 1355.42,500.029 1355.63,500.029 1355.83,500.029 1356.03,500.029 1356.24,518.97 1356.44,241.898 1356.64,241.898 \n",
" 1356.85,241.898 1357.05,355.879 1357.25,355.879 1357.46,355.879 1357.66,355.879 1357.86,400.198 1358.07,258.246 1358.27,252.877 1358.47,252.877 1358.68,684.889 \n",
" 1358.88,684.889 1359.08,201.642 1359.28,286.128 1359.49,286.128 1359.69,196.689 1359.89,196.689 1360.1,196.689 1360.3,196.689 1360.5,196.689 1360.71,513.898 \n",
" 1360.91,498.184 1361.11,498.184 1361.32,622.037 1361.52,622.037 1361.72,544.614 1361.93,544.614 1362.13,544.614 1362.33,544.614 1362.54,544.614 1362.74,414.605 \n",
" 1362.94,285.149 1363.15,206.188 1363.35,206.188 1363.55,206.188 1363.76,177.628 1363.96,294.894 1364.16,294.894 1364.37,294.894 1364.57,294.894 1364.77,186.54 \n",
" 1364.98,227.804 1365.18,227.804 1365.38,227.804 1365.59,227.804 1365.79,153.306 1365.99,153.306 1366.2,153.306 1366.4,170.946 1366.6,170.946 1366.81,170.946 \n",
" 1367.01,306.321 1367.21,306.321 1367.41,286.486 1367.62,286.486 1367.82,493.398 1368.02,316.011 1368.23,316.011 1368.43,250.956 1368.63,250.956 1368.84,216.614 \n",
" 1369.04,254.952 1369.24,254.952 1369.45,254.952 1369.65,254.952 1369.85,259.934 1370.06,259.934 1370.26,259.934 1370.46,259.934 1370.67,259.934 1370.87,259.934 \n",
" 1371.07,173.727 1371.28,173.727 1371.48,188.968 1371.68,188.968 1371.89,188.968 1372.09,188.968 1372.29,188.968 1372.5,188.968 1372.7,188.968 1372.9,188.968 \n",
" 1373.11,188.968 1373.31,188.968 1373.51,188.968 1373.72,188.968 1373.92,188.968 1374.12,162.907 1374.33,162.907 1374.53,162.907 1374.73,162.907 1374.93,231.12 \n",
" 1375.14,231.12 1375.34,175.119 1375.54,408.335 1375.75,408.335 1375.95,408.335 1376.15,408.335 1376.36,405.37 1376.56,405.37 1376.76,425.941 1376.97,416.003 \n",
" 1377.17,416.003 1377.37,432.323 1377.58,561.381 1377.78,561.381 1377.98,561.381 1378.19,206.702 1378.39,206.702 1378.59,177.743 1378.8,177.743 1379,177.743 \n",
" 1379.2,177.743 1379.41,661.256 1379.61,661.256 1379.81,259.722 1380.02,259.722 1380.22,259.722 1380.42,305.967 1380.63,288.787 1380.83,288.787 1381.03,196.671 \n",
" 1381.24,196.671 1381.44,168.804 1381.64,226.498 1381.85,226.498 1382.05,226.498 1382.25,146.496 1382.46,148.902 1382.66,148.902 1382.86,234.579 1383.06,234.579 \n",
" 1383.27,234.579 1383.47,234.696 1383.67,234.696 1383.88,201.129 1384.08,201.129 1384.28,201.129 1384.49,201.129 1384.69,201.129 1384.89,201.129 1385.1,201.129 \n",
" 1385.3,201.129 1385.5,243.975 1385.71,360.419 1385.91,170.426 1386.11,170.426 1386.32,170.426 1386.52,170.426 1386.72,163.843 1386.93,357.405 1387.13,266.757 \n",
" 1387.33,266.757 1387.54,266.757 1387.74,266.757 1387.94,218.734 1388.15,361.252 1388.35,361.252 1388.55,361.252 1388.76,265.885 1388.96,265.885 1389.16,265.885 \n",
" 1389.37,481.137 1389.57,520.144 1389.77,460.18 1389.98,460.18 1390.18,582.927 1390.38,582.927 1390.59,582.927 1390.79,454.689 1390.99,454.689 1391.19,454.689 \n",
" 1391.4,454.689 1391.6,454.689 1391.8,328.827 1392.01,272.634 1392.21,212.756 1392.41,245.992 1392.62,245.992 1392.82,245.992 1393.02,312.244 1393.23,171.205 \n",
" 1393.43,159.381 1393.63,159.381 1393.84,159.381 1394.04,140.728 1394.24,140.728 1394.45,140.728 1394.65,140.728 1394.85,140.728 1395.06,140.728 1395.26,153.791 \n",
" 1395.46,153.791 1395.67,153.791 1395.87,153.791 1396.07,153.791 1396.28,153.791 1396.48,156.937 1396.68,156.937 1396.89,156.937 1397.09,400.956 1397.29,400.956 \n",
" 1397.5,400.956 1397.7,185.024 1397.9,227.558 1398.11,227.558 1398.31,227.558 1398.51,227.558 1398.71,337.418 1398.92,389.142 1399.12,406.445 1399.32,234.378 \n",
" 1399.53,248.531 1399.73,137.487 1399.93,201.416 1400.14,201.416 1400.34,201.416 1400.54,201.416 1400.75,399.947 1400.95,399.947 1401.15,435.194 1401.36,283.192 \n",
" 1401.56,318.651 1401.76,222.73 1401.97,359.144 1402.17,332.574 1402.37,449.583 1402.58,762.732 1402.78,587.345 1402.98,587.345 1403.19,587.345 1403.39,587.345 \n",
" 1403.59,1062.21 1403.8,915.776 1404,940.949 1404.2,797.081 1404.41,436.227 1404.61,436.227 1404.81,221.917 1405.02,221.917 1405.22,221.917 1405.42,295.428 \n",
" 1405.63,469.333 1405.83,469.333 1406.03,207.165 1406.24,186.681 1406.44,186.681 1406.64,290.144 1406.84,290.144 1407.05,352.638 1407.25,434.833 1407.45,434.833 \n",
" 1407.66,434.833 1407.86,434.833 1408.06,565.22 1408.27,565.22 1408.47,856.235 1408.67,839.97 1408.88,839.97 1409.08,839.97 1409.28,839.97 1409.49,772.475 \n",
" 1409.69,1021.02 1409.89,1021.02 1410.1,1021.02 1410.3,1021.02 1410.5,1021.02 1410.71,1021.02 1410.91,624.93 1411.11,500.644 1411.32,455.434 1411.52,455.434 \n",
" 1411.72,455.434 1411.93,455.434 1412.13,455.434 1412.33,276.174 1412.54,211.698 1412.74,223.959 1412.94,223.959 1413.15,196.762 1413.35,196.762 1413.55,125.482 \n",
" 1413.76,143.11 1413.96,143.11 1414.16,143.11 1414.36,143.11 1414.57,186.666 1414.77,229.628 1414.97,369.69 1415.18,137.936 1415.38,137.936 1415.58,137.936 \n",
" 1415.79,134.858 1415.99,134.858 1416.19,134.858 1416.4,134.858 1416.6,134.858 1416.8,134.858 1417.01,134.858 1417.21,134.858 1417.41,134.858 1417.62,152.944 \n",
" 1417.82,152.944 1418.02,152.944 1418.23,203.541 1418.43,203.541 1418.63,203.541 1418.84,203.541 1419.04,203.541 1419.24,357.813 1419.45,127.483 1419.65,129.047 \n",
" 1419.85,129.047 1420.06,129.047 1420.26,129.047 1420.46,129.047 1420.67,129.047 1420.87,139.931 1421.07,139.931 1421.28,269.346 1421.48,216.603 1421.68,222.059 \n",
" 1421.89,222.059 1422.09,317.816 1422.29,146.097 1422.49,146.097 1422.7,146.097 1422.9,146.097 1423.1,142.714 1423.31,142.714 1423.51,178.976 1423.71,178.976 \n",
" 1423.92,178.976 1424.12,226.351 1424.32,226.351 1424.53,224.844 1424.73,161.946 1424.93,169.974 1425.14,169.974 1425.34,165.878 1425.54,155.396 1425.75,155.396 \n",
" 1425.95,155.396 1426.15,151.515 1426.36,151.515 1426.56,151.515 1426.76,151.515 1426.97,151.515 1427.17,151.515 1427.37,305.748 1427.58,216.816 1427.78,195.508 \n",
" 1427.98,212.26 1428.19,212.26 1428.39,228.071 1428.59,228.071 1428.8,302.871 1429,389.086 1429.2,389.086 1429.41,241.472 1429.61,241.472 1429.81,229.818 \n",
" 1430.01,568.832 1430.22,550.049 1430.42,541.633 1430.62,393.207 1430.83,437.654 1431.03,519.78 1431.23,532.783 1431.44,532.783 1431.64,532.783 1431.84,736.385 \n",
" 1432.05,715.803 1432.25,715.803 1432.45,715.803 1432.66,715.803 1432.86,715.803 1433.06,715.803 1433.27,570.961 1433.47,931.922 1433.67,297.697 1433.88,263.449 \n",
" 1434.08,263.449 1434.28,263.449 1434.49,208.998 1434.69,208.998 1434.89,208.998 1435.1,208.998 1435.3,208.998 1435.5,168.56 1435.71,168.56 1435.91,176.66 \n",
" 1436.11,176.66 1436.32,320.844 1436.52,320.844 1436.72,320.844 1436.93,320.844 1437.13,320.844 1437.33,320.844 1437.54,320.844 1437.74,320.844 1437.94,213.235 \n",
" 1438.14,213.235 1438.35,213.235 1438.55,220.357 1438.75,220.357 1438.96,220.357 1439.16,220.357 1439.36,177.437 1439.57,177.437 1439.77,523.606 1439.97,510.702 \n",
" 1440.18,510.702 1440.38,510.702 1440.58,594.212 1440.79,771.412 1440.99,771.412 1441.19,281.95 1441.4,281.95 1441.6,281.95 1441.8,281.95 1442.01,281.95 \n",
" 1442.21,281.95 1442.41,433.976 1442.62,433.976 1442.82,433.976 1443.02,433.976 1443.23,174.063 1443.43,156.704 1443.63,156.704 1443.84,156.704 1444.04,237.986 \n",
" 1444.24,323.847 1444.45,301.658 1444.65,129.239 1444.85,129.239 1445.06,129.239 1445.26,129.239 1445.46,144.393 1445.66,144.393 1445.87,144.393 1446.07,210.034 \n",
" 1446.27,210.034 1446.48,210.034 1446.68,372.305 1446.88,628.091 1447.09,628.091 1447.29,628.091 1447.49,599.717 1447.7,510.937 1447.9,443.741 1448.1,415.126 \n",
" 1448.31,193.762 1448.51,120.568 1448.71,120.568 1448.92,120.568 1449.12,120.568 1449.32,120.568 1449.53,120.568 1449.73,120.568 1449.93,120.568 1450.14,149.463 \n",
" 1450.34,149.463 1450.54,149.463 1450.75,149.463 1450.95,235.295 1451.15,317.845 1451.36,317.845 1451.56,253.119 1451.76,241.94 1451.97,261.716 1452.17,261.716 \n",
" 1452.37,261.716 1452.58,182.304 1452.78,182.304 1452.98,274.054 1453.19,232.183 1453.39,232.183 1453.59,325.824 1453.79,325.824 1454,325.824 1454.2,397.648 \n",
" 1454.4,365.939 1454.61,201.282 1454.81,201.282 1455.01,201.282 1455.22,201.282 1455.42,172.661 1455.62,172.661 1455.83,172.661 1456.03,621.893 1456.23,621.893 \n",
" 1456.44,872.092 1456.64,872.092 1456.84,374.926 1457.05,308.365 1457.25,308.365 1457.45,683.867 1457.66,357.516 1457.86,168.073 1458.06,168.073 1458.27,157.767 \n",
" 1458.47,157.767 1458.67,169.979 1458.88,169.979 1459.08,169.979 1459.28,169.979 1459.49,230.371 1459.69,230.371 1459.89,157.964 1460.1,157.964 1460.3,157.964 \n",
" 1460.5,374.341 1460.71,441.811 1460.91,473.011 1461.11,156.194 1461.31,147.692 1461.52,147.692 1461.72,147.692 1461.92,124.859 1462.13,124.859 1462.33,147.601 \n",
" 1462.53,147.601 1462.74,137.128 1462.94,354.123 1463.14,354.123 1463.35,522.021 1463.55,123.93 1463.75,123.93 1463.96,123.93 1464.16,149.372 1464.36,189.733 \n",
" 1464.57,397.046 1464.77,397.046 1464.97,225.439 1465.18,225.439 1465.38,128.297 1465.58,128.297 1465.79,128.297 1465.99,153.403 1466.19,128.745 1466.4,128.745 \n",
" 1466.6,285.107 1466.8,458.842 1467.01,314.482 1467.21,275.475 1467.41,338.824 1467.62,338.824 1467.82,338.824 1468.02,308.69 1468.23,488.958 1468.43,488.958 \n",
" 1468.63,488.958 1468.84,435.951 1469.04,435.951 1469.24,435.951 1469.44,435.951 1469.65,435.951 1469.85,435.951 1470.05,435.951 1470.26,431.906 1470.46,431.906 \n",
" 1470.66,442.067 1470.87,224.675 1471.07,224.675 1471.27,224.675 1471.48,167.635 1471.68,167.635 1471.88,167.635 1472.09,241.817 1472.29,241.817 1472.49,243.697 \n",
" 1472.7,273.061 1472.9,273.061 1473.1,238.164 1473.31,238.164 1473.51,240.471 1473.71,240.471 1473.92,240.471 1474.12,240.471 1474.32,240.471 1474.53,161.489 \n",
" 1474.73,161.489 1474.93,161.489 1475.14,161.489 1475.34,183.944 1475.54,184.79 1475.75,184.79 1475.95,170.521 1476.15,292.402 1476.36,292.402 1476.56,140.64 \n",
" 1476.76,210.231 1476.96,210.231 1477.17,210.231 1477.37,210.231 1477.57,210.231 1477.78,210.231 1477.98,210.231 1478.18,210.231 1478.39,210.231 1478.59,238.682 \n",
" 1478.79,130.115 1479,130.115 1479.2,130.115 1479.4,130.115 1479.61,130.115 1479.81,130.115 1480.01,130.115 1480.22,130.115 1480.42,130.115 1480.62,298.976 \n",
" 1480.83,298.976 1481.03,253.876 1481.23,253.876 1481.44,253.876 1481.64,279.545 1481.84,279.545 1482.05,279.545 1482.25,265.867 1482.45,265.867 1482.66,265.867 \n",
" 1482.86,235.251 1483.06,235.251 1483.27,252.363 1483.47,252.363 1483.67,252.363 1483.88,442.912 1484.08,442.912 1484.28,442.912 1484.49,672.175 1484.69,672.175 \n",
" 1484.89,672.175 1485.09,322.726 1485.3,322.726 1485.5,303.78 1485.7,303.78 1485.91,303.78 1486.11,303.78 1486.31,303.78 1486.52,269.908 1486.72,132.034 \n",
" 1486.92,132.034 1487.13,132.034 1487.33,132.034 1487.53,132.034 1487.74,132.034 1487.94,137.562 1488.14,211.716 1488.35,605.087 1488.55,594.414 1488.75,594.414 \n",
" 1488.96,454.729 1489.16,454.729 1489.36,454.729 1489.57,220.372 1489.77,220.372 1489.97,201.921 1490.18,201.921 1490.38,201.921 1490.58,201.921 1490.79,221.047 \n",
" 1490.99,221.047 1491.19,300.692 1491.4,181.695 1491.6,181.695 1491.8,181.695 1492.01,181.695 1492.21,181.695 1492.41,181.695 1492.61,181.695 1492.82,185.046 \n",
" 1493.02,185.046 1493.22,157.023 1493.43,157.023 1493.63,157.023 1493.83,157.023 1494.04,157.023 1494.24,157.023 1494.44,157.023 1494.65,149.729 1494.85,149.729 \n",
" 1495.05,149.729 1495.26,167.172 1495.46,167.172 1495.66,166.1 1495.87,320.703 1496.07,348.501 1496.27,366.405 1496.48,371.409 1496.68,371.409 1496.88,333.984 \n",
" 1497.09,176.392 1497.29,176.392 1497.49,176.392 1497.7,176.392 1497.9,287.92 1498.1,287.878 1498.31,137.894 1498.51,346.454 1498.71,173.719 1498.92,642.551 \n",
" 1499.12,642.551 1499.32,476.853 1499.53,239.609 1499.73,258.804 1499.93,258.804 1500.14,258.804 1500.34,258.804 1500.54,185.69 1500.74,185.69 1500.95,185.69 \n",
" 1501.15,179.034 1501.35,179.034 1501.56,337.531 1501.76,346.539 1501.96,373.645 1502.17,373.645 1502.37,373.645 1502.57,373.645 1502.78,373.645 1502.98,239.225 \n",
" 1503.18,222.532 1503.39,222.532 1503.59,222.532 1503.79,203.734 1504,203.734 1504.2,186.071 1504.4,312.145 1504.61,255.208 1504.81,255.208 1505.01,255.208 \n",
" 1505.22,255.208 1505.42,255.208 1505.62,255.208 1505.83,271.206 1506.03,271.206 1506.23,271.206 1506.44,160.26 1506.64,171.163 1506.84,255.266 1507.05,255.266 \n",
" 1507.25,502.052 1507.45,429.508 1507.66,510.577 1507.86,497.251 1508.06,448.566 1508.26,593.378 1508.47,593.378 1508.67,593.378 1508.87,537.171 1509.08,522.491 \n",
" 1509.28,410.606 1509.48,176.785 1509.69,176.785 1509.89,271.962 1510.09,271.962 1510.3,229.301 1510.5,201.942 1510.7,356.123 1510.91,356.123 1511.11,356.123 \n",
" 1511.31,356.123 1511.52,356.123 1511.72,356.123 1511.92,334.681 1512.13,334.681 1512.33,334.681 1512.53,334.681 1512.74,334.681 1512.94,245.645 1513.14,245.645 \n",
" 1513.35,245.645 1513.55,245.645 1513.75,245.645 1513.96,168.997 1514.16,168.997 1514.36,168.997 1514.57,168.997 1514.77,168.997 1514.97,747.587 1515.18,912.089 \n",
" 1515.38,912.089 1515.58,629.774 1515.79,629.774 1515.99,172.326 1516.19,172.326 1516.39,182.921 1516.6,361.798 1516.8,313.436 1517,313.436 1517.21,275.874 \n",
" 1517.41,188.23 1517.61,188.23 1517.82,300.538 1518.02,345.126 1518.22,345.126 1518.43,163.481 1518.63,163.481 1518.83,163.481 1519.04,395.936 1519.24,395.936 \n",
" 1519.44,251.04 1519.65,321.045 1519.85,321.045 1520.05,321.045 1520.26,321.045 1520.46,321.045 1520.66,160.721 1520.87,160.119 1521.07,212.823 1521.27,251.487 \n",
" 1521.48,251.487 1521.68,396.915 1521.88,421.901 1522.09,421.901 1522.29,421.901 1522.49,421.901 1522.7,336.572 1522.9,394.476 1523.1,799.195 1523.31,799.195 \n",
" 1523.51,799.195 1523.71,446.522 1523.91,458.374 1524.12,458.374 1524.32,492.79 1524.52,492.79 1524.73,492.79 1524.93,492.79 1525.13,492.79 1525.34,675.38 \n",
" 1525.54,718.602 1525.74,718.602 1525.95,718.602 1526.15,889.52 1526.35,889.52 1526.56,990.684 1526.76,795.252 1526.96,795.252 1527.17,649.085 1527.37,649.085 \n",
" 1527.57,1216.38 1527.78,1216.38 1527.98,1216.38 1528.18,795.26 1528.39,984.367 1528.59,984.367 1528.79,746.941 1529,686.153 1529.2,358.917 1529.4,440.948 \n",
" 1529.61,440.948 1529.81,458.09 1530.01,458.09 1530.22,458.09 1530.42,370.157 1530.62,370.157 1530.83,370.157 1531.03,370.157 1531.23,370.157 1531.44,370.157 \n",
" 1531.64,370.157 1531.84,224.665 1532.04,224.665 1532.25,224.665 1532.45,224.665 1532.65,270.552 1532.86,270.552 1533.06,352.726 1533.26,394.229 1533.47,355.658 \n",
" 1533.67,355.658 1533.87,355.685 1534.08,355.685 1534.28,236.153 1534.48,138.836 1534.69,163.62 1534.89,163.62 1535.09,360.617 1535.3,276.484 1535.5,334.394 \n",
" 1535.7,293.832 1535.91,175.095 1536.11,390.573 1536.31,418.916 1536.52,470.596 1536.72,423.963 1536.92,423.963 1537.13,474.261 1537.33,693.687 1537.53,734.277 \n",
" 1537.74,734.277 1537.94,697.495 1538.14,827.782 1538.35,827.782 1538.55,864.187 1538.75,578.46 1538.96,455.75 1539.16,541.436 1539.36,426.063 1539.56,445.19 \n",
" 1539.77,313.518 1539.97,313.518 1540.17,144.765 1540.38,144.765 1540.58,144.765 1540.78,144.765 1540.99,144.765 1541.19,293.48 1541.39,249.743 1541.6,194.494 \n",
" 1541.8,268.184 1542,268.184 1542.21,268.184 1542.41,255.742 1542.61,372.749 1542.82,218.194 1543.02,252.825 1543.22,252.825 1543.43,252.825 1543.63,217.378 \n",
" 1543.83,155.571 1544.04,155.571 1544.24,189.236 1544.44,189.236 1544.65,189.236 1544.85,189.236 1545.05,189.236 1545.26,189.236 1545.46,189.236 1545.66,189.236 \n",
" 1545.87,186.958 1546.07,186.958 1546.27,311.902 1546.48,253.704 1546.68,253.704 1546.88,578.049 1547.09,578.049 1547.29,602.62 1547.49,540.869 1547.69,540.869 \n",
" 1547.9,540.869 1548.1,540.869 1548.3,540.869 1548.51,327.09 1548.71,447.924 1548.91,403.104 1549.12,457.999 1549.32,457.999 1549.52,457.999 1549.73,457.999 \n",
" 1549.93,457.999 1550.13,281.304 1550.34,281.304 1550.54,150.676 1550.74,150.248 1550.95,279.127 1551.15,279.127 1551.35,287.732 1551.56,278.541 1551.76,234.997 \n",
" 1551.96,234.997 1552.17,234.997 1552.37,234.997 1552.57,188.094 1552.78,192.549 1552.98,192.549 1553.18,192.549 1553.39,235.054 1553.59,235.054 1553.79,197.22 \n",
" 1554,197.22 1554.2,197.22 1554.4,197.22 1554.61,197.22 1554.81,197.22 1555.01,197.22 1555.22,197.22 1555.42,419.443 1555.62,419.443 1555.82,419.443 \n",
" 1556.03,393.262 1556.23,393.262 1556.43,386.172 1556.64,210.811 1556.84,210.811 1557.04,210.811 1557.25,166.22 1557.45,333.174 1557.65,333.174 1557.86,333.174 \n",
" 1558.06,323.817 1558.26,284.602 1558.47,284.602 1558.67,326.334 1558.87,354.277 1559.08,354.277 1559.28,488.614 1559.48,575.954 1559.69,575.954 1559.89,575.954 \n",
" 1560.09,575.954 1560.3,207.059 1560.5,207.059 1560.7,175.286 1560.91,213.558 1561.11,213.558 1561.31,213.558 1561.52,213.558 1561.72,208.221 1561.92,155.902 \n",
" 1562.13,259.925 1562.33,207.899 1562.53,207.899 1562.74,223.641 1562.94,204.745 1563.14,210.525 1563.34,223.069 1563.55,348.629 1563.75,251.918 1563.95,251.918 \n",
" 1564.16,267.974 1564.36,197.93 1564.56,344.085 1564.77,344.085 1564.97,583.384 1565.17,583.384 1565.38,583.384 1565.58,366.09 1565.78,356.094 1565.99,236.894 \n",
" 1566.19,236.894 1566.39,190.597 1566.6,190.597 1566.8,191.114 1567,191.114 1567.21,191.114 1567.41,191.114 1567.61,191.114 1567.82,191.114 1568.02,191.114 \n",
" 1568.22,195.499 1568.43,195.499 1568.63,195.499 1568.83,216.248 1569.04,295.329 1569.24,295.329 1569.44,295.329 1569.65,295.329 1569.85,251.328 1570.05,251.328 \n",
" 1570.26,174.913 1570.46,166.429 1570.66,166.429 1570.87,166.429 1571.07,334.36 1571.27,334.36 1571.47,334.36 1571.68,334.36 1571.88,167.478 1572.08,295.55 \n",
" 1572.29,295.55 1572.49,187.042 1572.69,187.042 1572.9,187.042 1573.1,226.971 1573.3,226.971 1573.51,226.971 1573.71,226.971 1573.91,226.971 1574.12,226.971 \n",
" 1574.32,382.03 1574.52,333.284 1574.73,333.284 1574.93,527.317 1575.13,342.058 1575.34,411.761 1575.54,179.521 1575.74,337.612 1575.95,653.638 1576.15,515.718 \n",
" 1576.35,992.902 1576.56,992.902 1576.76,992.902 1576.96,837.996 1577.17,827.987 1577.37,827.987 1577.57,824.939 1577.78,824.939 1577.98,537.019 1578.18,537.019 \n",
" 1578.39,537.019 1578.59,570.286 1578.79,570.286 1578.99,384.772 1579.2,384.772 1579.4,384.772 1579.6,675.144 1579.81,675.144 1580.01,384.946 1580.21,384.946 \n",
" 1580.42,552.99 1580.62,814.046 1580.82,814.046 1581.03,814.046 1581.23,814.046 1581.43,456.055 1581.64,456.055 1581.84,456.055 1582.04,262.273 1582.25,355.458 \n",
" 1582.45,355.458 1582.65,179.359 1582.86,225.021 1583.06,225.021 1583.26,175.791 1583.47,228.776 1583.67,205.879 1583.87,205.879 1584.08,148.433 1584.28,191.48 \n",
" 1584.48,304.009 1584.69,384.016 1584.89,384.016 1585.09,384.016 1585.3,384.016 1585.5,384.016 1585.7,384.016 1585.91,408.743 1586.11,150.952 1586.31,533.698 \n",
" 1586.52,533.698 1586.72,533.698 1586.92,283.961 1587.12,417.011 1587.33,388.989 1587.53,388.989 1587.73,515.884 1587.94,515.884 1588.14,253.473 1588.34,253.473 \n",
" 1588.55,253.473 1588.75,423.769 1588.95,134.786 1589.16,134.786 1589.36,134.786 1589.56,134.786 1589.77,134.786 1589.97,149.809 1590.17,187.037 1590.38,187.037 \n",
" 1590.58,184.189 1590.78,184.189 1590.99,184.189 1591.19,184.189 1591.39,184.189 1591.6,133.481 1591.8,133.481 1592,133.481 1592.21,314.007 1592.41,314.007 \n",
" 1592.61,314.007 1592.82,314.007 1593.02,314.007 1593.22,264.252 1593.43,264.252 1593.63,264.252 1593.83,425.62 1594.04,441.408 1594.24,441.408 1594.44,158.562 \n",
" 1594.64,158.562 1594.85,158.562 1595.05,158.562 1595.25,127.84 1595.46,127.84 1595.66,127.84 1595.86,201.035 1596.07,201.035 1596.27,253.058 1596.47,253.058 \n",
" 1596.68,365.849 1596.88,383.808 1597.08,383.808 1597.29,210.485 1597.49,210.485 1597.69,128.983 1597.9,132.837 1598.1,132.837 1598.3,132.837 1598.51,132.837 \n",
" 1598.71,134.442 1598.91,243.129 1599.12,243.129 1599.32,243.129 1599.52,243.129 1599.73,336.392 1599.93,256.42 1600.13,145.047 1600.34,145.047 1600.54,145.047 \n",
" 1600.74,145.047 1600.95,184.336 1601.15,167.726 1601.35,167.726 1601.56,385.238 1601.76,385.238 1601.96,453.693 1602.17,453.693 1602.37,453.693 1602.57,355 \n",
" 1602.77,234.28 1602.98,308.334 1603.18,308.334 1603.38,271.701 1603.59,256.227 1603.79,256.227 1603.99,361.357 1604.2,626.407 1604.4,626.407 1604.6,626.407 \n",
" 1604.81,769.738 1605.01,828.461 1605.21,368.35 1605.42,364.791 1605.62,256.869 1605.82,256.869 1606.03,256.869 1606.23,210.417 1606.43,320.482 1606.64,320.482 \n",
" 1606.84,451.859 1607.04,451.859 1607.25,200.918 1607.45,403.062 1607.65,403.062 1607.86,403.062 1608.06,403.062 1608.26,403.062 1608.47,403.062 1608.67,210.803 \n",
" 1608.87,210.803 1609.08,451.559 1609.28,451.559 1609.48,401.783 1609.69,334.649 1609.89,118.166 1610.09,201.775 1610.29,201.775 1610.5,201.775 1610.7,365.082 \n",
" 1610.9,242.24 1611.11,242.24 1611.31,245.194 1611.51,245.194 1611.72,245.194 1611.92,168.856 1612.12,168.856 1612.33,168.856 1612.53,168.856 1612.73,168.856 \n",
" 1612.94,217.02 1613.14,217.02 1613.34,183.583 1613.55,420.648 1613.75,262.468 1613.95,175.207 1614.16,175.207 1614.36,175.207 1614.56,247.632 1614.77,260.956 \n",
" 1614.97,260.956 1615.17,500.685 1615.38,500.685 1615.58,500.685 1615.78,500.685 1615.99,500.685 1616.19,655.508 1616.39,322.121 1616.6,306.006 1616.8,400.048 \n",
" 1617,446.52 1617.21,446.52 1617.41,448.983 1617.61,387.714 1617.82,461.059 1618.02,461.059 1618.22,469.715 1618.42,469.715 1618.63,178.869 1618.83,233.943 \n",
" 1619.03,233.943 1619.24,251.15 1619.44,251.15 1619.64,251.15 1619.85,175.158 1620.05,175.158 1620.25,175.158 1620.46,161.584 1620.66,154.601 1620.86,265.912 \n",
" 1621.07,142.388 1621.27,142.388 1621.47,142.388 1621.68,225.048 1621.88,225.048 1622.08,225.048 1622.29,277.216 1622.49,277.216 1622.69,277.216 1622.9,277.216 \n",
" 1623.1,277.216 1623.3,277.216 1623.51,273.547 1623.71,273.547 1623.91,273.547 1624.12,273.547 1624.32,323.18 1624.52,323.18 1624.73,323.18 1624.93,162.335 \n",
" 1625.13,166.755 1625.34,137.522 1625.54,137.522 1625.74,137.522 1625.94,181.856 1626.15,181.856 1626.35,181.856 1626.55,181.856 1626.76,181.856 1626.96,181.856 \n",
" 1627.16,149.706 1627.37,240.227 1627.57,240.227 1627.77,117.835 1627.98,314.817 1628.18,314.817 1628.38,314.817 1628.59,300.863 1628.79,249.358 1628.99,249.358 \n",
" 1629.2,249.358 1629.4,249.358 1629.6,249.358 1629.81,249.358 1630.01,249.358 1630.21,249.358 1630.42,198.253 1630.62,181.701 1630.82,181.701 1631.03,205.259 \n",
" 1631.23,205.259 1631.43,316.504 1631.64,435.366 1631.84,435.366 1632.04,435.366 1632.25,435.366 1632.45,435.366 1632.65,267.002 1632.86,217.099 1633.06,217.099 \n",
" 1633.26,217.099 1633.47,292.468 1633.67,292.468 1633.87,195.895 1634.07,195.895 1634.28,130.76 1634.48,130.76 1634.68,130.76 1634.89,130.76 1635.09,130.76 \n",
" 1635.29,364.54 1635.5,233.665 1635.7,233.665 1635.9,311.294 1636.11,311.294 1636.31,311.294 1636.51,311.294 1636.72,311.294 1636.92,311.294 1637.12,311.294 \n",
" 1637.33,311.294 1637.53,311.294 1637.73,311.294 1637.94,366.425 1638.14,366.425 1638.34,366.425 1638.55,451.802 1638.75,451.802 1638.95,451.802 1639.16,451.802 \n",
" 1639.36,451.802 1639.56,451.802 1639.77,354.316 1639.97,133.961 1640.17,133.961 1640.38,232.114 1640.58,391.117 1640.78,297.484 1640.99,148.003 1641.19,148.003 \n",
" 1641.39,148.003 1641.59,113.418 1641.8,244.672 1642,244.672 1642.2,126.306 1642.41,126.306 1642.61,126.306 1642.81,126.306 1643.02,209.4 1643.22,209.4 \n",
" 1643.42,129.491 1643.63,232.866 1643.83,267.397 1644.03,134.935 1644.24,134.935 1644.44,197.806 1644.64,197.806 1644.85,208.725 1645.05,362.447 1645.25,156.67 \n",
" 1645.46,156.67 1645.66,262.684 1645.86,262.684 1646.07,242.872 1646.27,184.447 1646.47,135.665 1646.68,201.3 1646.88,201.3 1647.08,378.72 1647.29,123.228 \n",
" 1647.49,123.228 1647.69,123.228 1647.9,123.228 1648.1,123.228 1648.3,123.228 1648.51,125.362 1648.71,125.362 1648.91,95.279 1649.12,95.279 1649.32,136.21 \n",
" 1649.52,136.21 1649.72,158.472 1649.93,149.581 1650.13,149.581 1650.33,289.941 1650.54,289.941 1650.74,612.141 1650.94,612.141 1651.15,399.919 1651.35,343.639 \n",
" 1651.55,343.639 1651.76,343.639 1651.96,224.072 1652.16,224.072 1652.37,224.072 1652.57,385.596 1652.77,382.059 1652.98,297.762 1653.18,335.864 1653.38,335.864 \n",
" 1653.59,335.864 1653.79,335.864 1653.99,583.856 1654.2,626.25 1654.4,843.377 1654.6,680.325 1654.81,777.445 1655.01,777.445 1655.21,385.293 1655.42,385.293 \n",
" 1655.62,385.293 1655.82,385.293 1656.03,385.293 1656.23,511.801 1656.43,511.801 1656.64,354.265 1656.84,258.627 1657.04,258.627 1657.24,258.627 1657.45,258.627 \n",
" 1657.65,377.918 1657.85,301.62 1658.06,392.699 1658.26,633.953 1658.46,548.306 1658.67,548.306 1658.87,548.306 1659.07,548.306 1659.28,982.867 1659.48,982.867 \n",
" 1659.68,1165.07 1659.89,1163.96 1660.09,938.873 1660.29,790.207 1660.5,587.441 1660.7,666.028 1660.9,666.028 1661.11,666.028 1661.31,481.028 1661.51,481.028 \n",
" 1661.72,307.005 1661.92,127.829 1662.12,474.202 1662.33,474.202 1662.53,474.202 1662.73,474.202 1662.94,466.612 1663.14,192.739 1663.34,192.739 1663.55,192.739 \n",
" 1663.75,192.739 1663.95,206.24 1664.16,206.24 1664.36,254.557 1664.56,592.788 1664.77,467.509 1664.97,563.169 1665.17,534.158 1665.37,534.158 1665.58,561.612 \n",
" 1665.78,561.612 1665.98,412.795 1666.19,412.795 1666.39,309.047 1666.59,295.391 1666.8,295.391 1667,295.391 1667.2,445.964 1667.41,320.548 1667.61,320.548 \n",
" 1667.81,100.874 1668.02,316.105 1668.22,148.589 1668.42,148.589 1668.63,224.686 1668.83,250.07 1669.03,250.07 1669.24,250.07 1669.44,250.07 1669.64,256.987 \n",
" 1669.85,172.467 1670.05,172.467 1670.25,108.392 1670.46,109.662 1670.66,109.662 1670.86,503.637 1671.07,503.637 1671.27,503.637 1671.47,636.563 1671.68,636.563 \n",
" 1671.88,668.448 1672.08,275.212 1672.29,287.803 1672.49,262.685 1672.69,199.693 1672.89,199.693 1673.1,177.041 1673.3,177.041 1673.5,177.041 1673.71,147.415 \n",
" 1673.91,147.415 1674.11,236.512 1674.32,236.512 1674.52,236.512 1674.72,236.512 1674.93,236.512 1675.13,149.687 1675.33,186.323 1675.54,186.323 1675.74,327.56 \n",
" 1675.94,327.56 1676.15,213.343 1676.35,213.343 1676.55,213.343 1676.76,209.761 1676.96,266.727 1677.16,266.727 1677.37,111.658 1677.57,111.658 1677.77,111.658 \n",
" 1677.98,185.299 1678.18,216.767 1678.38,216.767 1678.59,216.767 1678.79,193.441 1678.99,193.441 1679.2,314.332 1679.4,314.332 1679.6,198.58 1679.81,198.58 \n",
" 1680.01,198.58 1680.21,198.58 1680.42,198.58 1680.62,198.58 1680.82,198.58 1681.02,321.758 1681.23,196.545 1681.43,234.703 1681.63,234.703 1681.84,234.703 \n",
" 1682.04,238.006 1682.24,238.006 1682.45,238.006 1682.65,238.006 1682.85,238.006 1683.06,109.956 1683.26,109.956 1683.46,109.956 1683.67,354.785 1683.87,354.785 \n",
" 1684.07,354.785 1684.28,164.612 1684.48,164.612 1684.68,164.612 1684.89,186.544 1685.09,186.544 1685.29,446.95 1685.5,446.95 1685.7,446.95 1685.9,446.95 \n",
" 1686.11,414.764 1686.31,414.764 1686.51,564.191 1686.72,406.802 1686.92,406.802 1687.12,406.802 1687.33,406.802 1687.53,177.19 1687.73,177.19 1687.94,177.19 \n",
" 1688.14,579.517 1688.34,579.517 1688.54,343.218 1688.75,259.53 1688.95,461.022 1689.15,504.103 1689.36,343.564 1689.56,151.458 1689.76,367.119 1689.97,103.242 \n",
" 1690.17,103.242 1690.37,103.242 1690.58,103.242 1690.78,103.242 1690.98,103.242 1691.19,103.242 1691.39,103.242 1691.59,103.242 1691.8,103.242 1692,103.242 \n",
" 1692.2,103.242 1692.41,245.464 1692.61,245.464 1692.81,245.464 1693.02,245.464 1693.22,245.464 1693.42,245.464 1693.63,245.464 1693.83,245.464 1694.03,256.91 \n",
" 1694.24,382.722 1694.44,382.722 1694.64,568.738 1694.85,568.738 1695.05,568.738 1695.25,192.807 1695.46,192.807 1695.66,217.986 1695.86,217.986 1696.07,217.986 \n",
" 1696.27,161.205 1696.47,497.234 1696.67,712.853 1696.88,712.853 1697.08,679.376 1697.28,679.376 1697.49,679.376 1697.69,385.494 1697.89,387.373 1698.1,387.373 \n",
" 1698.3,387.373 1698.5,387.373 1698.71,305 1698.91,305 1699.11,310.331 1699.32,125.555 1699.52,125.555 1699.72,173.839 1699.93,173.839 1700.13,173.839 \n",
" 1700.33,157.729 1700.54,157.729 1700.74,157.729 1700.94,157.729 1701.15,174.296 1701.35,435.535 1701.55,435.535 1701.76,127.408 1701.96,139.189 1702.16,418.818 \n",
" 1702.37,449.069 1702.57,449.069 1702.77,449.069 1702.98,449.069 1703.18,283.487 1703.38,231.433 1703.59,254.699 1703.79,386.087 1703.99,386.087 1704.19,386.087 \n",
" 1704.4,364.673 1704.6,364.673 1704.8,327.41 1705.01,371.781 1705.21,371.781 1705.41,371.781 1705.62,166.77 1705.82,166.77 1706.02,139.654 1706.23,139.092 \n",
" 1706.43,139.092 1706.63,328.908 1706.84,137.875 1707.04,363.39 1707.24,431.404 1707.45,663.058 1707.65,663.058 1707.85,663.058 1708.06,880.632 1708.26,880.632 \n",
" 1708.46,880.632 1708.67,880.632 1708.87,831.468 1709.07,831.468 1709.28,693.223 1709.48,152.602 1709.68,127.476 1709.89,127.476 1710.09,127.476 1710.29,205.234 \n",
" 1710.5,131.767 1710.7,131.767 1710.9,131.767 1711.11,200.726 1711.31,243.101 1711.51,248.011 1711.72,248.011 1711.92,131.879 1712.12,138.089 1712.32,138.089 \n",
" 1712.53,138.089 1712.73,138.089 1712.93,138.089 1713.14,138.089 1713.34,800.657 1713.54,800.657 1713.75,800.657 1713.95,800.657 1714.15,627.951 1714.36,688.26 \n",
" 1714.56,688.26 1714.76,656.359 1714.97,656.359 1715.17,656.359 1715.37,488.881 1715.58,488.881 1715.78,488.881 1715.98,361.861 1716.19,361.861 1716.39,361.861 \n",
" 1716.59,361.861 1716.8,294.122 1717,338.598 1717.2,262.988 1717.41,262.988 1717.61,262.988 1717.81,262.988 1718.02,262.988 1718.22,262.988 1718.42,262.988 \n",
" 1718.63,240.781 1718.83,240.781 1719.03,240.781 1719.24,483.137 1719.44,483.137 1719.64,566.135 1719.85,566.135 1720.05,566.135 1720.25,566.135 1720.45,237.126 \n",
" 1720.66,236.533 1720.86,228.737 1721.06,228.737 1721.27,217.403 1721.47,217.403 1721.67,239.04 1721.88,209.176 1722.08,209.176 1722.28,107.794 1722.49,107.794 \n",
" 1722.69,147.922 1722.89,147.922 1723.1,317.437 1723.3,210.34 1723.5,210.34 1723.71,210.34 1723.91,210.34 1724.11,210.34 1724.32,190.982 1724.52,214.564 \n",
" 1724.72,625.662 1724.93,625.662 1725.13,625.662 1725.33,649.705 1725.54,649.705 1725.74,108.109 1725.94,145.593 1726.15,296.489 1726.35,177.057 1726.55,177.057 \n",
" 1726.76,142.29 1726.96,142.29 1727.16,203.601 1727.37,184.31 1727.57,184.31 1727.77,190.729 1727.97,190.729 1728.18,159.883 1728.38,243.802 1728.58,243.802 \n",
" 1728.79,185.554 1728.99,333.712 1729.19,385.282 1729.4,131.731 1729.6,131.731 1729.8,131.731 1730.01,131.731 1730.21,131.731 1730.41,131.731 1730.62,131.731 \n",
" 1730.82,131.731 1731.02,131.731 1731.23,131.731 1731.43,131.731 1731.63,131.731 1731.84,146.024 1732.04,234.919 1732.24,234.919 1732.45,277.382 1732.65,250.779 \n",
" 1732.85,250.779 1733.06,146.259 1733.26,146.259 1733.46,141.583 1733.67,141.583 1733.87,141.583 1734.07,210.61 1734.28,210.61 1734.48,210.61 1734.68,210.61 \n",
" 1734.89,124.359 1735.09,171.69 1735.29,171.69 1735.5,171.69 1735.7,171.69 1735.9,449.803 1736.1,449.803 1736.31,238.275 1736.51,195.952 1736.71,195.952 \n",
" 1736.92,274.124 1737.12,274.124 1737.32,274.124 1737.53,274.124 1737.73,274.124 1737.93,274.124 1738.14,274.124 1738.34,274.124 1738.54,265.627 1738.75,265.627 \n",
" 1738.95,338.945 1739.15,326.314 1739.36,326.314 1739.56,261.363 1739.76,701.169 1739.97,685.9 1740.17,225.111 1740.37,455.615 1740.58,455.615 1740.78,440.121 \n",
" 1740.98,1050.64 1741.19,1050.64 1741.39,1050.64 1741.59,911.001 1741.8,911.001 1742,911.001 1742.2,911.001 1742.41,1070.76 1742.61,330.3 1742.81,330.3 \n",
" 1743.02,561.397 1743.22,227.523 1743.42,227.523 1743.62,174.189 1743.83,213.16 1744.03,213.16 1744.23,213.16 1744.44,261.851 1744.64,322.604 1744.84,201.659 \n",
" 1745.05,201.659 1745.25,301.752 1745.45,301.752 1745.66,289.75 1745.86,289.75 1746.06,289.75 1746.27,289.75 1746.47,289.75 1746.67,289.75 1746.88,289.75 \n",
" 1747.08,289.75 1747.28,284.378 1747.49,254.068 1747.69,254.068 1747.89,442.307 1748.1,459.702 1748.3,377.366 1748.5,271.536 1748.71,271.536 1748.91,271.536 \n",
" 1749.11,244.038 1749.32,244.038 1749.52,713.925 1749.72,357.267 1749.93,231.493 1750.13,128.605 1750.33,128.605 1750.54,128.605 1750.74,128.605 1750.94,128.605 \n",
" 1751.15,132.811 1751.35,132.811 1751.55,132.811 1751.75,132.811 1751.96,208.695 1752.16,259.319 1752.36,259.319 1752.57,378.428 1752.77,319.542 1752.97,319.542 \n",
" 1753.18,314.403 1753.38,314.403 1753.58,226.581 1753.79,226.581 1753.99,226.581 1754.19,357.19 1754.4,357.19 1754.6,357.19 1754.8,357.19 1755.01,142.752 \n",
" 1755.21,225.695 1755.41,225.695 1755.62,225.695 1755.82,225.695 1756.02,225.695 1756.23,225.695 1756.43,225.695 1756.63,225.695 1756.84,225.695 1757.04,225.695 \n",
" 1757.24,203.934 1757.45,203.934 1757.65,203.934 1757.85,203.934 1758.06,115.131 1758.26,115.131 1758.46,115.131 1758.67,115.131 1758.87,115.131 1759.07,115.131 \n",
" 1759.27,115.131 1759.48,115.131 1759.68,134.491 1759.88,134.491 1760.09,134.491 1760.29,134.491 1760.49,134.491 1760.7,324.402 1760.9,324.402 1761.1,299.731 \n",
" 1761.31,299.731 1761.51,299.731 1761.71,215.462 1761.92,215.462 1762.12,154.806 1762.32,154.806 1762.53,154.806 1762.73,118.667 1762.93,118.667 1763.14,118.667 \n",
" 1763.34,118.667 1763.54,118.667 1763.75,150.207 1763.95,231.66 1764.15,231.66 1764.36,243.621 1764.56,243.621 1764.76,239.353 1764.97,239.353 1765.17,239.353 \n",
" 1765.37,239.353 1765.58,239.353 1765.78,239.353 1765.98,239.353 1766.19,239.353 1766.39,301.532 1766.59,301.532 1766.8,329.348 1767,199.945 1767.2,128.48 \n",
" 1767.4,128.48 1767.61,128.48 1767.81,265.47 1768.01,265.47 1768.22,191.998 1768.42,209.658 1768.62,112.551 1768.83,112.551 1769.03,112.551 1769.23,164.118 \n",
" 1769.44,164.118 1769.64,164.118 1769.84,164.118 1770.05,164.118 1770.25,442.043 1770.45,442.043 1770.66,442.043 1770.86,442.043 1771.06,442.043 1771.27,115.558 \n",
" 1771.47,115.558 1771.67,115.558 1771.88,115.558 1772.08,98.6246 1772.28,98.6246 1772.49,98.6246 1772.69,98.6246 1772.89,98.6246 1773.1,188.537 1773.3,146.888 \n",
" 1773.5,199.475 1773.71,199.475 1773.91,116.571 1774.11,116.571 1774.32,116.571 1774.52,116.571 1774.72,116.571 1774.92,116.571 1775.13,116.571 1775.33,116.571 \n",
" 1775.53,116.571 1775.74,116.571 1775.94,116.571 1776.14,116.571 1776.35,116.571 1776.55,116.571 1776.75,137.314 1776.96,137.314 1777.16,137.314 1777.36,139.058 \n",
" 1777.57,139.058 1777.77,139.058 1777.97,196.273 1778.18,196.273 1778.38,196.273 1778.58,183.851 1778.79,183.851 1778.99,183.851 1779.19,447.2 1779.4,148.977 \n",
" 1779.6,148.977 1779.8,148.977 1780.01,148.977 1780.21,153.766 1780.41,153.766 1780.62,153.766 1780.82,324.398 1781.02,462.317 1781.23,462.317 1781.43,462.317 \n",
" 1781.63,462.317 1781.84,413.578 1782.04,413.578 1782.24,212.71 1782.45,409.824 1782.65,234.777 1782.85,318.036 1783.05,318.036 1783.26,235.585 1783.46,405.195 \n",
" 1783.66,405.195 1783.87,259.878 1784.07,259.878 1784.27,273.013 1784.48,273.013 1784.68,175.561 1784.88,186.595 1785.09,186.595 1785.29,285.671 1785.49,285.671 \n",
" 1785.7,285.671 1785.9,285.671 1786.1,285.671 1786.31,285.671 1786.51,285.671 1786.71,432.802 1786.92,432.802 1787.12,362.094 1787.32,283.954 1787.53,283.954 \n",
" 1787.73,283.954 1787.93,283.954 1788.14,283.954 1788.34,318.852 1788.54,318.852 1788.75,318.852 1788.95,318.852 1789.15,292.388 1789.36,369.015 1789.56,211.124 \n",
" 1789.76,211.124 1789.97,211.124 1790.17,211.124 1790.37,142.913 1790.57,119.345 1790.78,276.776 1790.98,116.459 1791.18,116.459 1791.39,239.533 1791.59,219.117 \n",
" 1791.79,389.887 1792,431.539 1792.2,331.261 1792.4,293.685 1792.61,329.594 1792.81,228.102 1793.01,228.102 1793.22,474.691 1793.42,275.482 1793.62,347.816 \n",
" 1793.83,347.816 1794.03,347.816 1794.23,347.816 1794.44,347.816 1794.64,347.816 1794.84,214.453 1795.05,214.453 1795.25,214.453 1795.45,214.453 1795.66,295.6 \n",
" 1795.86,295.6 1796.06,198.008 1796.27,398.301 1796.47,277.847 1796.67,234.81 1796.88,234.81 1797.08,234.81 1797.28,234.81 1797.49,167.497 1797.69,294.84 \n",
" 1797.89,291.362 1798.1,291.362 1798.3,312.4 1798.5,312.4 1798.7,312.4 1798.91,188.927 1799.11,114.007 1799.31,114.007 1799.52,114.007 1799.72,114.007 \n",
" 1799.92,114.007 1800.13,114.007 1800.33,228.794 1800.53,228.794 1800.74,299.958 1800.94,305.486 1801.14,305.486 1801.35,232.264 1801.55,232.264 1801.75,143.013 \n",
" 1801.96,248.175 1802.16,248.175 1802.36,248.175 1802.57,248.175 1802.77,89.935 1802.97,89.935 1803.18,89.935 1803.38,89.935 1803.58,89.935 1803.79,94.3384 \n",
" 1803.99,106.616 1804.19,106.616 1804.4,106.616 1804.6,106.616 1804.8,106.616 1805.01,106.616 1805.21,106.616 1805.41,106.616 1805.62,106.616 1805.82,106.616 \n",
" 1806.02,588.928 1806.22,389.128 1806.43,91.1201 1806.63,91.1201 1806.83,91.1201 1807.04,217.53 1807.24,217.53 1807.44,109.021 1807.65,242.239 1807.85,340.54 \n",
" 1808.05,340.54 1808.26,340.54 1808.46,340.54 1808.66,320.71 1808.87,320.71 1809.07,164.132 1809.27,164.132 1809.48,164.132 1809.68,103.134 1809.88,103.134 \n",
" 1810.09,156.113 1810.29,156.113 1810.49,156.113 1810.7,93.7 1810.9,92.0194 1811.1,133.331 1811.31,133.331 1811.51,133.331 1811.71,133.331 1811.92,301.212 \n",
" 1812.12,133.873 1812.32,111.471 1812.53,111.471 1812.73,111.471 1812.93,101.157 1813.14,272.341 1813.34,272.341 1813.54,272.341 1813.75,272.341 1813.95,299.713 \n",
" 1814.15,299.713 1814.35,299.713 1814.56,299.713 1814.76,299.713 1814.96,299.713 1815.17,299.713 1815.37,115.508 1815.57,115.508 1815.78,115.508 1815.98,112.462 \n",
" 1816.18,112.462 1816.39,112.462 1816.59,203.705 1816.79,460 1817,140.415 1817.2,175.569 1817.4,175.569 1817.61,248.408 1817.81,184.708 1818.01,113.557 \n",
" 1818.22,113.557 1818.42,150.15 1818.62,320.54 1818.83,172.506 1819.03,172.506 1819.23,112.022 1819.44,112.022 1819.64,112.022 1819.84,164.307 1820.05,164.307 \n",
" 1820.25,237.561 1820.45,237.561 1820.66,237.561 1820.86,288.061 1821.06,234.53 1821.27,154.01 1821.47,132.363 1821.67,132.363 1821.87,132.363 1822.08,132.363 \n",
" 1822.28,132.363 1822.48,132.756 1822.69,132.756 1822.89,132.756 1823.09,224.902 1823.3,224.902 1823.5,380.174 1823.7,380.174 1823.91,380.174 1824.11,106.552 \n",
" 1824.31,205.94 1824.52,208.232 1824.72,208.232 1824.92,208.232 1825.13,208.232 1825.33,304.597 1825.53,304.597 1825.74,304.597 1825.94,304.597 1826.14,304.597 \n",
" 1826.35,304.597 1826.55,304.597 1826.75,304.597 1826.96,304.597 1827.16,304.597 1827.36,304.597 1827.57,304.597 1827.77,148.385 1827.97,148.385 1828.18,148.385 \n",
" 1828.38,226.246 1828.58,360.431 1828.79,440.751 1828.99,440.751 1829.19,440.751 1829.4,440.751 1829.6,552.497 1829.8,594.819 1830,391.332 1830.21,446.139 \n",
" 1830.41,140.668 1830.61,168.471 1830.82,123.16 1831.02,123.16 1831.22,123.16 1831.43,123.16 1831.63,123.16 1831.83,142.391 1832.04,142.391 1832.24,142.391 \n",
" 1832.44,109.438 1832.65,109.438 1832.85,123.82 1833.05,123.82 1833.26,123.82 1833.46,168.146 1833.66,138.554 1833.87,181.502 1834.07,181.502 1834.27,181.502 \n",
" 1834.48,153.385 1834.68,153.385 1834.88,153.385 1835.09,153.385 1835.29,466.949 1835.49,436.994 1835.7,459.077 1835.9,459.077 1836.1,300.697 1836.31,109.91 \n",
" 1836.51,107.151 1836.71,175.65 1836.92,175.65 1837.12,175.65 1837.32,175.65 1837.52,144.15 1837.73,142.744 1837.93,142.744 1838.13,142.744 1838.34,211.84 \n",
" 1838.54,211.84 1838.74,211.84 1838.95,438.207 1839.15,298.317 1839.35,298.317 1839.56,298.317 1839.76,295.596 1839.96,295.596 1840.17,295.596 1840.37,509.531 \n",
" 1840.57,509.531 1840.78,509.531 1840.98,131.74 1841.18,131.74 1841.39,131.74 1841.59,328.274 1841.79,328.274 1842,328.274 1842.2,121.23 1842.4,281.43 \n",
" 1842.61,281.43 1842.81,281.43 1843.01,281.43 1843.22,281.43 1843.42,137.737 1843.62,137.737 1843.83,408.698 1844.03,324.257 1844.23,141.88 1844.44,141.88 \n",
" 1844.64,205.171 1844.84,205.171 1845.05,205.171 1845.25,237.325 1845.45,237.325 1845.65,237.325 1845.86,326.013 1846.06,326.013 1846.26,326.013 1846.47,326.013 \n",
" 1846.67,108.444 1846.87,160.816 1847.08,160.816 1847.28,137.56 1847.48,137.56 1847.69,137.56 1847.89,160.356 1848.09,160.356 1848.3,112.03 1848.5,112.03 \n",
" 1848.7,112.03 1848.91,116.174 1849.11,116.174 1849.31,137.29 1849.52,137.29 1849.72,137.29 1849.92,137.29 1850.13,137.29 1850.33,137.29 1850.53,198.349 \n",
" 1850.74,198.349 1850.94,198.349 1851.14,210.488 1851.35,210.488 1851.55,210.488 1851.75,210.488 1851.96,132.65 1852.16,132.65 1852.36,132.65 1852.57,105.246 \n",
" 1852.77,105.246 1852.97,105.246 1853.17,105.246 1853.38,212.136 1853.58,212.136 1853.78,212.136 1853.99,212.136 1854.19,188.001 1854.39,188.001 1854.6,456.377 \n",
" 1854.8,456.377 1855,423.976 1855.21,306.885 1855.41,306.885 1855.61,306.885 1855.82,306.885 1856.02,358.3 1856.22,597.586 1856.43,365.773 1856.63,365.773 \n",
" 1856.83,535.157 1857.04,427.291 1857.24,434.29 1857.44,346.684 1857.65,128.934 1857.85,280.414 1858.05,280.414 1858.26,280.414 1858.46,158.351 1858.66,158.351 \n",
" 1858.87,138.245 1859.07,138.245 1859.27,138.245 1859.48,138.245 1859.68,138.245 1859.88,166.878 1860.09,132.059 1860.29,107.905 1860.49,198.885 1860.7,198.885 \n",
" 1860.9,194.191 1861.1,107.07 1861.3,192.496 1861.51,192.496 1861.71,172.605 1861.91,172.605 1862.12,172.605 1862.32,172.605 1862.52,108.906 1862.73,108.906 \n",
" 1862.93,108.906 1863.13,108.906 1863.34,130.171 1863.54,130.171 1863.74,130.171 1863.95,130.171 1864.15,235.704 1864.35,296.812 1864.56,631.081 1864.76,631.081 \n",
" 1864.96,631.081 1865.17,556.223 1865.37,556.223 1865.57,1000.72 1865.78,1190.74 1865.98,1325.05 1866.18,938.749 1866.39,938.749 1866.59,938.749 1866.79,938.749 \n",
" 1867,938.749 1867.2,336.099 1867.4,336.099 1867.61,336.099 1867.81,336.099 1868.01,357.789 1868.22,502.45 1868.42,502.45 1868.62,174.562 1868.83,174.562 \n",
" 1869.03,174.562 1869.23,539.683 1869.43,539.683 1869.64,372.991 1869.84,372.991 1870.04,372.991 1870.25,402.3 1870.45,402.3 1870.65,154.791 1870.86,154.791 \n",
" 1871.06,154.791 1871.26,154.791 1871.47,154.791 1871.67,154.791 1871.87,154.791 1872.08,154.791 1872.28,255.508 1872.48,255.508 1872.69,255.508 1872.89,298.095 \n",
" 1873.09,568.128 1873.3,568.128 1873.5,568.128 1873.7,568.128 1873.91,531.707 1874.11,531.707 1874.31,531.707 1874.52,531.707 1874.72,732.053 1874.92,732.053 \n",
" 1875.13,732.053 1875.33,732.053 1875.53,660.552 1875.74,660.552 1875.94,595.158 1876.14,595.158 1876.35,109.924 1876.55,139.685 1876.75,256.819 1876.95,256.819 \n",
" 1877.16,336.518 1877.36,331.945 1877.56,331.945 1877.77,378.879 1877.97,232.211 1878.17,232.211 1878.38,232.211 1878.58,232.211 1878.78,232.211 1878.99,290.583 \n",
" 1879.19,203.256 1879.39,203.256 1879.6,334.979 1879.8,292.809 1880,292.809 1880.21,279.281 1880.41,279.281 1880.61,279.281 1880.82,279.281 1881.02,279.281 \n",
" 1881.22,162.037 1881.43,162.037 1881.63,162.037 1881.83,96.9554 1882.04,96.9554 1882.24,224.042 1882.44,224.042 1882.65,224.042 1882.85,224.042 1883.05,224.042 \n",
" 1883.26,224.042 1883.46,99.8311 1883.66,99.8311 1883.87,99.8311 1884.07,99.8311 1884.27,213.401 1884.48,213.401 1884.68,213.401 1884.88,213.401 1885.08,213.401 \n",
" 1885.29,138.012 1885.49,138.012 1885.69,198.497 1885.9,106.653 1886.1,173.974 1886.3,173.974 1886.51,173.974 1886.71,160.29 1886.91,317.605 1887.12,317.605 \n",
" 1887.32,317.605 1887.52,564.382 1887.73,564.382 1887.93,557.873 1888.13,501.279 1888.34,501.279 1888.54,501.279 1888.74,501.279 1888.95,544.597 1889.15,508.823 \n",
" 1889.35,293.779 1889.56,293.779 1889.76,293.779 1889.96,293.779 1890.17,232.821 1890.37,232.821 1890.57,232.821 1890.78,232.821 1890.98,288.615 1891.18,288.615 \n",
" 1891.39,335.12 1891.59,373.999 1891.79,373.999 1892,373.999 1892.2,373.999 1892.4,373.999 1892.6,252.738 1892.81,252.738 1893.01,179.812 1893.21,253.799 \n",
" 1893.42,391.649 1893.62,113.103 1893.82,113.103 1894.03,267.62 1894.23,267.62 1894.43,267.62 1894.64,106.321 1894.84,141.556 1895.04,222.666 1895.25,222.666 \n",
" 1895.45,222.666 1895.65,222.666 1895.86,222.666 1896.06,222.666 1896.26,252.331 1896.47,129.182 1896.67,129.182 1896.87,129.182 1897.08,129.182 1897.28,129.182 \n",
" 1897.48,129.182 1897.69,191.582 1897.89,191.582 1898.09,190.076 1898.3,214.941 1898.5,214.941 1898.7,214.941 1898.91,297.714 1899.11,297.714 1899.31,504.105 \n",
" 1899.52,433.723 1899.72,433.723 1899.92,433.723 1900.13,433.723 1900.33,585.456 1900.53,585.926 1900.73,496.346 1900.94,417.02 1901.14,395.655 1901.34,556.041 \n",
" 1901.55,370.44 1901.75,467.058 1901.95,280.139 1902.16,280.139 1902.36,280.139 1902.56,280.139 1902.77,280.139 1902.97,280.139 1903.17,280.139 1903.38,532.231 \n",
" 1903.58,624.582 1903.78,444.994 1903.99,444.994 1904.19,298.521 1904.39,298.521 1904.6,274.646 1904.8,218.186 1905,141.958 1905.21,160.138 1905.41,160.138 \n",
" 1905.61,160.138 1905.82,160.138 1906.02,351.193 1906.22,351.193 1906.43,342.239 1906.63,342.239 1906.83,342.239 1907.04,237.384 1907.24,237.384 1907.44,237.384 \n",
" 1907.65,467.833 1907.85,624.651 1908.05,521.081 1908.25,521.081 1908.46,346.511 1908.66,346.511 1908.86,371.612 1909.07,656.465 1909.27,333.22 1909.47,333.22 \n",
" 1909.68,414.768 1909.88,414.768 1910.08,393.351 1910.29,385.059 1910.49,385.059 1910.69,385.059 1910.9,385.059 1911.1,385.059 1911.3,379.467 1911.51,379.467 \n",
" 1911.71,445.465 1911.91,168.947 1912.12,168.947 1912.32,168.947 1912.52,168.947 1912.73,271.569 1912.93,271.569 1913.13,271.569 1913.34,117.424 1913.54,127.778 \n",
" 1913.74,127.778 1913.95,157.563 1914.15,270.925 1914.35,169.524 1914.56,169.524 1914.76,169.524 1914.96,322.502 1915.17,263.579 1915.37,263.579 1915.57,295.741 \n",
" 1915.78,194.15 1915.98,194.15 1916.18,150.43 1916.38,150.43 1916.59,150.43 1916.79,159.118 1916.99,159.118 1917.2,159.118 1917.4,376.942 1917.6,376.942 \n",
" 1917.81,380.707 1918.01,536.295 1918.21,536.295 1918.42,129.5 1918.62,129.5 1918.82,129.5 1919.03,137.273 1919.23,137.273 1919.43,137.273 1919.64,137.273 \n",
" 1919.84,137.273 1920.04,137.273 1920.25,137.273 1920.45,137.273 1920.65,305.958 1920.86,305.958 1921.06,166.031 1921.26,205.405 1921.47,205.405 1921.67,205.405 \n",
" 1921.87,351.183 1922.08,342.457 1922.28,234.12 1922.48,276.617 1922.69,276.617 1922.89,265.2 1923.09,265.2 1923.3,373.985 1923.5,492.46 1923.7,287.343 \n",
" 1923.9,287.343 1924.11,287.343 1924.31,287.343 1924.51,106.238 1924.72,365.41 1924.92,365.41 1925.12,589.824 1925.33,299.22 1925.53,299.22 1925.73,299.22 \n",
" 1925.94,299.22 1926.14,176.062 1926.34,176.062 1926.55,125.198 1926.75,125.198 1926.95,125.198 1927.16,125.198 1927.36,125.198 1927.56,125.198 1927.77,185.032 \n",
" 1927.97,188.935 1928.17,188.935 1928.38,188.935 1928.58,188.935 1928.78,188.935 1928.99,188.935 1929.19,202.24 1929.39,409.949 1929.6,256.216 1929.8,256.216 \n",
" 1930,179.714 1930.21,179.714 1930.41,197.152 1930.61,197.152 1930.82,197.152 1931.02,332.004 1931.22,125.593 1931.43,125.593 1931.63,125.593 1931.83,125.593 \n",
" 1932.03,206.697 1932.24,123.613 1932.44,123.613 1932.64,123.613 1932.85,123.613 1933.05,115.05 1933.25,115.05 1933.46,115.05 1933.66,177.276 1933.86,303.683 \n",
" 1934.07,479.021 1934.27,475.213 1934.47,475.213 1934.68,263.127 1934.88,263.127 1935.08,263.127 1935.29,263.127 1935.49,263.127 1935.69,223.466 1935.9,223.466 \n",
" 1936.1,340.864 1936.3,184.459 1936.51,110.2 1936.71,110.2 1936.91,110.2 1937.12,325.356 1937.32,156.825 1937.52,189.301 1937.73,189.301 1937.93,189.301 \n",
" 1938.13,189.301 1938.34,215.544 1938.54,202.092 1938.74,106.495 1938.95,106.495 1939.15,106.495 1939.35,106.495 1939.55,251.699 1939.76,251.699 1939.96,170.571 \n",
" 1940.16,170.571 1940.37,170.571 1940.57,170.571 1940.77,113.922 1940.98,113.922 1941.18,113.922 1941.38,113.922 1941.59,113.922 1941.79,113.922 1941.99,113.922 \n",
" 1942.2,113.922 1942.4,113.922 1942.6,113.922 1942.81,113.922 1943.01,152.706 1943.21,152.706 1943.42,152.706 1943.62,152.706 1943.82,303.879 1944.03,303.879 \n",
" 1944.23,303.879 1944.43,323.463 1944.64,323.463 1944.84,195.719 1945.04,195.719 1945.25,195.719 1945.45,129.42 1945.65,129.42 1945.86,275.899 1946.06,275.899 \n",
" 1946.26,275.899 1946.47,275.899 1946.67,275.899 1946.87,275.899 1947.08,403.866 1947.28,403.866 1947.48,148.677 1947.68,148.729 1947.89,226.776 1948.09,125.793 \n",
" 1948.29,120.156 1948.5,228.802 1948.7,227.946 1948.9,475.523 1949.11,590.779 1949.31,590.779 1949.51,559.545 1949.72,612.812 1949.92,612.812 1950.12,367.992 \n",
" 1950.33,367.992 1950.53,367.992 1950.73,367.992 1950.94,367.992 1951.14,336.632 1951.34,336.632 1951.55,155.479 1951.75,155.479 1951.95,223.792 1952.16,223.792 \n",
" 1952.36,223.792 1952.56,223.792 1952.77,147.995 1952.97,147.995 1953.17,147.995 1953.38,147.995 1953.58,105.687 1953.78,105.687 1953.99,105.687 1954.19,213.984 \n",
" 1954.39,130.016 1954.6,133.856 1954.8,133.856 1955,133.856 1955.2,98.1257 1955.41,194.237 1955.61,194.237 1955.81,194.237 1956.02,194.237 1956.22,351.953 \n",
" 1956.42,435.612 1956.63,435.612 1956.83,435.612 1957.03,637.571 1957.24,659.309 1957.44,659.309 1957.64,659.309 1957.85,659.309 1958.05,591.72 1958.25,343.185 \n",
" 1958.46,161.186 1958.66,161.186 1958.86,124.277 1959.07,124.277 1959.27,124.277 1959.47,124.277 1959.68,124.277 1959.88,120.003 1960.08,120.003 1960.29,120.003 \n",
" 1960.49,117.132 1960.69,117.132 1960.9,117.132 1961.1,116.425 1961.3,116.425 1961.51,116.425 1961.71,116.425 1961.91,171.631 1962.12,152.89 1962.32,152.89 \n",
" 1962.52,152.89 1962.73,152.89 1962.93,280.479 1963.13,280.479 1963.33,280.479 1963.54,280.479 1963.74,433.306 1963.94,433.306 1964.15,433.306 1964.35,433.306 \n",
" 1964.55,395.443 1964.76,313.418 1964.96,214.373 1965.16,214.373 1965.37,214.373 1965.57,214.373 1965.77,214.373 1965.98,214.373 1966.18,165.418 1966.38,165.418 \n",
" 1966.59,169.707 1966.79,169.707 1966.99,169.707 1967.2,169.707 1967.4,169.707 1967.6,169.707 1967.81,193.805 1968.01,193.805 1968.21,114.213 1968.42,114.213 \n",
" 1968.62,114.213 1968.82,114.213 1969.03,308.791 1969.23,308.791 1969.43,298.995 1969.64,239.376 1969.84,239.376 1970.04,350.635 1970.25,324.894 1970.45,324.894 \n",
" 1970.65,324.894 1970.85,324.894 1971.06,396.794 1971.26,565.149 1971.46,296.964 1971.67,296.964 1971.87,296.964 1972.07,296.964 1972.28,309.914 1972.48,309.914 \n",
" 1972.68,309.914 1972.89,309.914 1973.09,309.914 1973.29,309.914 1973.5,300.584 1973.7,504.506 1973.9,219.121 1974.11,232.832 1974.31,232.832 1974.51,232.832 \n",
" 1974.72,232.832 1974.92,232.832 1975.12,414.959 1975.33,472.989 1975.53,472.989 1975.73,478.566 1975.94,478.566 1976.14,121.999 1976.34,121.999 1976.55,174.01 \n",
" 1976.75,174.01 1976.95,174.01 1977.16,174.01 1977.36,97.4972 1977.56,97.4972 1977.77,101.021 1977.97,557.555 1978.17,339.523 1978.38,339.523 1978.58,339.523 \n",
" 1978.78,339.523 1978.98,339.523 1979.19,339.523 1979.39,339.523 1979.59,644.612 1979.8,224.906 1980,224.906 1980.2,224.906 1980.41,224.906 1980.61,559.948 \n",
" 1980.81,559.948 1981.02,559.948 1981.22,353.106 1981.42,111.059 1981.63,111.059 1981.83,111.059 1982.03,111.059 1982.24,111.059 1982.44,330.354 1982.64,330.354 \n",
" 1982.85,330.354 1983.05,330.354 1983.25,330.354 1983.46,330.354 1983.66,330.354 1983.86,330.354 1984.07,330.354 1984.27,330.354 1984.47,330.354 1984.68,330.354 \n",
" 1984.88,206.312 1985.08,206.312 1985.29,206.312 1985.49,206.312 1985.69,207.886 1985.9,207.886 1986.1,207.105 1986.3,200.612 1986.5,200.612 1986.71,200.612 \n",
" 1986.91,200.612 1987.11,200.612 1987.32,200.612 1987.52,200.612 1987.72,200.612 1987.93,263.232 1988.13,263.232 1988.33,263.232 1988.54,263.232 1988.74,242.955 \n",
" 1988.94,242.955 1989.15,242.955 1989.35,612.784 1989.55,612.784 1989.76,612.784 1989.96,144.382 1990.16,415.782 1990.37,315.139 1990.57,315.139 1990.77,315.139 \n",
" 1990.98,315.139 1991.18,216.871 1991.38,216.871 1991.59,216.871 1991.79,216.871 1991.99,216.871 1992.2,175.262 1992.4,175.262 1992.6,175.262 1992.81,164.996 \n",
" 1993.01,431.666 1993.21,311.812 1993.42,388.525 1993.62,595.201 1993.82,595.201 1994.03,729.805 1994.23,911.305 1994.43,911.305 1994.63,911.305 1994.84,564.754 \n",
" 1995.04,564.754 1995.24,145.613 1995.45,145.613 1995.65,824.996 1995.85,824.996 1996.06,717.243 1996.26,717.243 1996.46,262.217 1996.67,262.217 1996.87,189.49 \n",
" 1997.07,189.49 1997.28,189.49 1997.48,639.778 1997.68,86.1857 1997.89,86.1857 1998.09,86.1857 1998.29,86.1857 1998.5,105.749 1998.7,105.749 1998.9,105.749 \n",
" 1999.11,251.962 1999.31,421.275 1999.51,421.275 1999.72,264.009 1999.92,264.009 2000.12,264.009 2000.33,264.009 2000.53,91.7894 2000.73,120.502 2000.94,120.502 \n",
" 2001.14,260.248 2001.34,260.248 2001.55,260.248 2001.75,180.527 2001.95,180.527 2002.15,214.679 2002.36,391.332 2002.56,391.332 2002.76,344.598 2002.97,301.968 \n",
" 2003.17,181.744 2003.37,325.428 2003.58,325.428 2003.78,325.428 2003.98,187.458 2004.19,118.758 2004.39,118.758 2004.59,118.758 2004.8,124.851 2005,124.851 \n",
" 2005.2,323.965 2005.41,353.24 2005.61,328.725 2005.81,328.725 2006.02,200.521 2006.22,200.521 2006.42,200.521 2006.63,200.521 2006.83,260.856 2007.03,296.089 \n",
" 2007.24,335.896 2007.44,335.896 2007.64,335.896 2007.85,375.126 2008.05,375.126 2008.25,329.153 2008.46,174.905 2008.66,174.905 2008.86,174.905 2009.07,174.905 \n",
" 2009.27,271.545 2009.47,271.545 2009.68,271.545 2009.88,416.977 2010.08,304.685 2010.28,334.326 2010.49,334.326 2010.69,334.326 2010.89,334.326 2011.1,334.326 \n",
" 2011.3,334.326 2011.5,397.526 2011.71,397.526 2011.91,169.949 2012.11,169.949 2012.32,141.678 2012.52,141.678 2012.72,141.678 2012.93,238.379 2013.13,287.105 \n",
" 2013.33,287.105 2013.54,174.466 2013.74,144.925 2013.94,213.206 2014.15,120.964 2014.35,120.964 2014.55,120.964 2014.76,451.949 2014.96,451.949 2015.16,350.656 \n",
" 2015.37,255.261 2015.57,255.261 2015.77,255.261 2015.98,176.069 2016.18,176.069 2016.38,204.719 2016.59,266.776 2016.79,266.776 2016.99,97.6007 2017.2,97.6007 \n",
" 2017.4,143.772 2017.6,143.772 2017.8,198.367 2018.01,198.367 2018.21,205.869 2018.41,205.869 2018.62,116.259 2018.82,116.259 2019.02,116.259 2019.23,116.259 \n",
" 2019.43,137.746 2019.63,137.746 2019.84,137.746 2020.04,137.746 2020.24,137.746 2020.45,196.328 2020.65,196.328 2020.85,312.358 2021.06,312.358 2021.26,195.118 \n",
" 2021.46,195.118 2021.67,149.22 2021.87,149.22 2022.07,132.104 2022.28,109.92 2022.48,109.92 2022.68,109.92 2022.89,109.92 2023.09,109.92 2023.29,109.92 \n",
" 2023.5,109.92 2023.7,109.92 2023.9,109.92 2024.11,109.92 2024.31,189.837 2024.51,189.837 2024.72,189.837 2024.92,277.041 2025.12,233.521 2025.33,106.252 \n",
" 2025.53,284.985 2025.73,325.106 2025.93,424.097 2026.14,217.817 2026.34,217.817 2026.54,217.817 2026.75,274.606 2026.95,246.322 2027.15,246.322 2027.36,401.599 \n",
" 2027.56,401.599 2027.76,401.599 2027.97,401.599 2028.17,401.599 2028.37,401.599 2028.58,227.453 2028.78,227.453 2028.98,227.453 2029.19,227.453 2029.39,227.453 \n",
" 2029.59,227.453 2029.8,227.453 2030,444.657 2030.2,444.657 2030.41,403.618 2030.61,403.618 2030.81,403.618 2031.02,403.618 2031.22,159.371 2031.42,167.594 \n",
" 2031.63,167.594 2031.83,167.594 2032.03,167.594 2032.24,167.594 2032.44,161.028 2032.64,656.49 2032.85,248.482 2033.05,240.728 2033.25,240.728 2033.46,139.044 \n",
" 2033.66,223.491 2033.86,437.181 2034.06,437.181 2034.27,437.181 2034.47,437.181 2034.67,396.12 2034.88,420.64 2035.08,499.664 2035.28,476.085 2035.49,476.085 \n",
" 2035.69,354.915 2035.89,354.915 2036.1,331.221 2036.3,266.112 2036.5,266.112 2036.71,266.112 2036.91,266.112 2037.11,507.718 2037.32,507.718 2037.52,507.718 \n",
" 2037.72,507.718 2037.93,456.688 2038.13,456.688 2038.33,365.116 2038.54,240.25 2038.74,276.805 2038.94,276.805 2039.15,276.805 2039.35,276.805 2039.55,276.805 \n",
" 2039.76,253.317 2039.96,465.213 2040.16,465.213 2040.37,465.213 2040.57,465.213 2040.77,465.213 2040.98,193.939 2041.18,193.939 2041.38,193.939 2041.58,193.939 \n",
" 2041.79,193.939 2041.99,136.609 2042.19,136.609 2042.4,136.609 2042.6,136.609 2042.8,136.609 2043.01,235.646 2043.21,264.773 2043.41,264.773 2043.62,158.994 \n",
" 2043.82,170.816 2044.02,145.158 2044.23,288.564 2044.43,621.722 2044.63,139.244 2044.84,139.244 2045.04,176.528 2045.24,176.528 2045.45,198.408 2045.65,188.123 \n",
" 2045.85,188.123 2046.06,170.028 2046.26,142.548 2046.46,261.503 2046.67,261.503 2046.87,398.158 2047.07,651.844 2047.28,651.844 2047.48,651.844 2047.68,592.948 \n",
" 2047.89,592.948 2048.09,592.948 2048.29,382.466 2048.5,157.282 2048.7,157.282 2048.9,225.225 2049.11,151.884 2049.31,151.884 2049.51,151.884 2049.71,222.152 \n",
" 2049.92,155.468 2050.12,155.468 2050.32,155.468 2050.53,321.724 2050.73,832.075 2050.93,832.075 2051.14,400.761 2051.34,400.761 2051.54,381.175 2051.75,220.431 \n",
" 2051.95,175.519 2052.15,175.519 2052.36,175.519 2052.56,209.025 2052.76,209.025 2052.97,209.025 2053.17,209.025 2053.37,209.025 2053.58,209.025 2053.78,209.025 \n",
" 2053.98,196.151 2054.19,196.151 2054.39,196.151 2054.59,196.151 2054.8,196.151 2055,196.151 2055.2,196.151 2055.41,196.151 2055.61,196.151 2055.81,196.151 \n",
" 2056.02,159.204 2056.22,370.182 2056.42,268.999 2056.63,203.587 2056.83,491.681 2057.03,127.366 2057.23,127.366 2057.44,127.366 2057.64,177.587 2057.84,142.546 \n",
" 2058.05,142.546 2058.25,227.701 2058.45,249.377 2058.66,249.377 2058.86,249.377 2059.06,181.197 2059.27,138.283 2059.47,154.871 2059.67,154.871 2059.88,154.871 \n",
" 2060.08,154.871 2060.28,581.139 2060.49,581.139 2060.69,350.716 2060.89,297.53 2061.1,568.072 2061.3,568.072 2061.5,590.614 2061.71,590.614 2061.91,847.055 \n",
" 2062.11,312.273 2062.32,312.273 2062.52,312.273 2062.72,312.273 2062.93,312.273 2063.13,158.651 2063.33,158.651 2063.54,158.651 2063.74,158.651 2063.94,158.651 \n",
" 2064.15,168.052 2064.35,141.058 2064.55,141.058 2064.76,141.244 2064.96,371.385 2065.16,371.385 2065.36,178.681 2065.57,178.681 2065.77,178.681 2065.97,178.681 \n",
" 2066.18,153.923 2066.38,153.923 2066.58,153.923 2066.79,153.923 2066.99,153.923 2067.19,153.923 2067.4,162.756 2067.6,279.823 2067.8,279.823 2068.01,279.823 \n",
" 2068.21,142.399 2068.41,142.399 2068.62,142.399 2068.82,170.529 2069.02,170.529 2069.23,242.525 2069.43,242.525 2069.63,242.525 2069.84,237.792 2070.04,399.564 \n",
" 2070.24,399.564 2070.45,194.908 2070.65,194.908 2070.85,194.908 2071.06,194.908 2071.26,172.671 2071.46,172.671 2071.67,172.671 2071.87,172.671 2072.07,172.671 \n",
" 2072.28,143.779 2072.48,166.755 2072.68,166.755 2072.88,166.755 2073.09,560.142 2073.29,560.142 2073.49,560.142 2073.7,560.142 2073.9,451.265 2074.1,451.265 \n",
" 2074.31,475.416 2074.51,401.823 2074.71,143.676 2074.92,150.901 2075.12,150.901 2075.32,150.901 2075.53,150.901 2075.73,150.901 2075.93,150.901 2076.14,150.901 \n",
" 2076.34,150.901 2076.54,150.901 2076.75,121.306 2076.95,124.368 2077.15,314.324 2077.36,131.958 2077.56,186.817 2077.76,186.817 2077.97,389.338 2078.17,389.338 \n",
" 2078.37,199.349 2078.58,157.699 2078.78,157.699 2078.98,157.699 2079.19,159.512 2079.39,159.512 2079.59,297.978 2079.8,297.978 2080,254.401 2080.2,160.088 \n",
" 2080.41,159.796 2080.61,450.047 2080.81,396.307 2081.01,396.307 2081.22,396.307 2081.42,323.058 2081.62,323.058 2081.83,323.058 2082.03,323.058 2082.23,388.078 \n",
" 2082.44,388.078 2082.64,388.078 2082.84,388.078 2083.05,388.078 2083.25,530.845 2083.45,530.845 2083.66,157.323 2083.86,294.061 2084.06,303.125 2084.27,381.706 \n",
" 2084.47,370.852 2084.67,370.852 2084.88,370.852 2085.08,370.852 2085.28,279.988 2085.49,279.988 2085.69,279.988 2085.89,279.988 2086.1,279.988 2086.3,287.363 \n",
" 2086.5,319.616 2086.71,319.616 2086.91,319.616 2087.11,319.616 2087.32,476.189 2087.52,535.8 2087.72,586.816 2087.93,586.816 2088.13,586.816 2088.33,534.717 \n",
" 2088.53,534.717 2088.74,534.717 2088.94,534.717 2089.14,534.717 2089.35,419.381 2089.55,360.363 2089.75,200.369 2089.96,200.369 2090.16,220.237 2090.36,148.427 \n",
" 2090.57,148.427 2090.77,148.427 2090.97,148.427 2091.18,148.427 2091.38,148.427 2091.58,148.427 2091.79,240.496 2091.99,213.395 2092.19,208.952 2092.4,208.952 \n",
" 2092.6,208.952 2092.8,131.393 2093.01,131.393 2093.21,131.393 2093.41,334.298 2093.62,192.731 2093.82,622.961 2094.02,622.961 2094.23,162.192 2094.43,127.331 \n",
" 2094.63,127.331 2094.84,127.331 2095.04,204.477 2095.24,139.79 2095.45,139.79 2095.65,123.466 2095.85,123.466 2096.06,123.466 2096.26,288.026 2096.46,288.026 \n",
" 2096.66,288.026 2096.87,288.026 2097.07,288.026 2097.27,288.026 2097.48,288.026 2097.68,288.026 2097.88,362.709 2098.09,362.709 2098.29,362.709 2098.49,392.279 \n",
" 2098.7,669.07 2098.9,669.07 2099.1,669.07 2099.31,669.07 2099.51,390.601 2099.71,241.38 2099.92,428.937 2100.12,428.937 2100.32,116.975 2100.53,116.975 \n",
" 2100.73,116.975 2100.93,116.975 2101.14,116.975 2101.34,116.975 2101.54,116.975 2101.75,116.975 2101.95,260.426 2102.15,135.167 2102.36,277.364 2102.56,277.364 \n",
" 2102.76,277.364 2102.97,277.364 2103.17,299.16 2103.37,326.739 2103.58,326.739 2103.78,326.739 2103.98,153.854 2104.18,251.023 2104.39,194.714 2104.59,275.935 \n",
" 2104.79,275.935 2105,275.935 2105.2,275.935 2105.4,275.935 2105.61,275.935 2105.81,275.935 2106.01,178.178 2106.22,135.76 2106.42,135.76 2106.62,135.76 \n",
" 2106.83,256.503 2107.03,248.105 2107.23,248.105 2107.44,116.102 2107.64,116.102 2107.84,116.102 2108.05,116.102 2108.25,251.469 2108.45,251.469 2108.66,388.762 \n",
" 2108.86,388.762 2109.06,388.762 2109.27,147.76 2109.47,433.281 2109.67,569.342 2109.88,569.342 2110.08,962.772 2110.28,797.27 2110.49,797.27 2110.69,797.27 \n",
" 2110.89,797.27 2111.1,797.27 2111.3,312.63 2111.5,312.63 2111.71,312.63 2111.91,312.63 2112.11,312.63 2112.31,135.838 2112.52,135.838 2112.72,135.838 \n",
" 2112.92,135.838 2113.13,135.838 2113.33,309.416 2113.53,309.416 2113.74,309.416 2113.94,135.588 2114.14,185.538 2114.35,185.538 2114.55,185.538 2114.75,185.538 \n",
" 2114.96,185.538 2115.16,185.538 2115.36,148.678 2115.57,148.678 2115.77,148.678 2115.97,148.678 2116.18,148.678 2116.38,187.332 2116.58,187.332 2116.79,253.982 \n",
" 2116.99,253.982 2117.19,253.982 2117.4,253.982 2117.6,211.198 2117.8,368.185 2118.01,368.185 2118.21,273.781 2118.41,273.781 2118.62,273.781 2118.82,273.781 \n",
" 2119.02,144.996 2119.23,144.996 2119.43,144.996 2119.63,168.647 2119.83,168.647 2120.04,124.036 2120.24,124.036 2120.44,124.036 2120.65,124.036 2120.85,124.036 \n",
" 2121.05,124.036 2121.26,124.036 2121.46,200.753 2121.66,200.753 2121.87,139.154 2122.07,139.154 2122.27,155.965 2122.48,488.281 2122.68,607.507 2122.88,281.505 \n",
" 2123.09,552.919 2123.29,552.919 2123.49,227.806 2123.7,360.461 2123.9,467.569 2124.1,467.569 2124.31,467.569 2124.51,467.569 2124.71,467.569 2124.92,467.569 \n",
" 2125.12,467.569 2125.32,610.454 2125.53,610.454 2125.73,610.454 2125.93,396.998 2126.14,396.998 2126.34,396.998 2126.54,396.998 2126.75,313.388 2126.95,313.388 \n",
" 2127.15,313.388 2127.36,136.079 2127.56,136.079 2127.76,136.079 2127.96,136.079 2128.17,174.695 2128.37,174.695 2128.57,203.69 2128.78,248.307 2128.98,248.307 \n",
" 2129.18,248.307 2129.39,248.307 2129.59,380.592 2129.79,322.706 2130,234.596 2130.2,354.121 2130.4,464.859 2130.61,400.524 2130.81,400.524 2131.01,168.614 \n",
" 2131.22,168.614 2131.42,168.614 2131.62,168.614 2131.83,168.614 2132.03,317.144 2132.23,291.182 2132.44,291.182 2132.64,291.182 2132.84,291.182 2133.05,291.182 \n",
" 2133.25,262.22 2133.45,262.22 2133.66,272.42 2133.86,128.698 2134.06,128.698 2134.27,128.698 2134.47,128.698 2134.67,128.698 2134.88,128.698 2135.08,136.164 \n",
" 2135.28,430.671 2135.48,368.916 2135.69,206.574 2135.89,408.177 2136.09,408.177 2136.3,408.177 2136.5,385.002 2136.7,385.002 2136.91,385.002 2137.11,385.002 \n",
" 2137.31,147.269 2137.52,147.269 2137.72,147.269 2137.92,147.269 2138.13,537.202 2138.33,658.803 2138.53,533.61 2138.74,144.601 2138.94,152.519 2139.14,152.519 \n",
" 2139.35,327.168 2139.55,327.168 2139.75,333.479 2139.96,333.479 2140.16,333.479 2140.36,333.479 2140.57,333.479 2140.77,291.334 2140.97,408.867 2141.18,169.918 \n",
" 2141.38,169.918 2141.58,224.507 2141.79,200.061 2141.99,155.509 2142.19,263.424 2142.4,263.424 2142.6,263.424 2142.8,313.54 2143.01,252.098 2143.21,285.393 \n",
" 2143.41,249.939 2143.61,175.646 2143.82,175.646 2144.02,175.646 2144.22,175.646 2144.43,175.646 2144.63,175.646 2144.83,175.646 2145.04,175.646 2145.24,175.646 \n",
" 2145.44,324.694 2145.65,324.694 2145.85,324.694 2146.05,312.024 2146.26,168.536 2146.46,168.536 2146.66,168.536 2146.87,208.801 2147.07,166.678 2147.27,166.678 \n",
" 2147.48,166.678 2147.68,201.126 2147.88,201.126 2148.09,353.729 2148.29,537.869 2148.49,537.869 2148.7,537.869 2148.9,537.869 2149.1,537.869 2149.31,537.869 \n",
" 2149.51,537.869 2149.71,537.869 2149.92,537.869 2150.12,537.869 2150.32,537.869 2150.53,431.266 2150.73,295.709 2150.93,295.709 2151.13,295.709 2151.34,295.709 \n",
" 2151.54,295.709 2151.74,153.128 2151.95,153.128 2152.15,153.128 2152.35,153.128 2152.56,280.345 2152.76,225.591 2152.96,225.591 2153.17,225.591 2153.37,618.637 \n",
" 2153.57,1246.2 2153.78,1246.2 2153.98,1246.2 2154.18,1246.2 2154.39,1246.2 2154.59,1246.2 2154.79,1246.2 2155,1246.2 2155.2,657.068 2155.4,657.068 \n",
" 2155.61,657.068 2155.81,944.111 2156.01,944.111 2156.22,490.128 2156.42,490.128 2156.62,357.742 2156.83,357.742 2157.03,357.742 2157.23,318.769 2157.44,509.873 \n",
" 2157.64,509.873 2157.84,349.885 2158.05,168.913 2158.25,279.78 2158.45,572.965 2158.66,572.965 2158.86,463.156 2159.06,206.433 2159.26,206.433 2159.47,181.187 \n",
" 2159.67,197.685 2159.87,197.685 2160.08,197.685 2160.28,197.685 2160.48,197.685 2160.69,197.685 2160.89,197.685 2161.09,197.685 2161.3,197.685 2161.5,197.685 \n",
" 2161.7,501.22 2161.91,501.22 2162.11,501.22 2162.31,501.22 2162.52,370.615 2162.72,370.615 2162.92,370.615 2163.13,370.615 2163.33,370.615 2163.53,370.615 \n",
" 2163.74,268.897 2163.94,268.897 2164.14,268.897 2164.35,268.897 2164.55,268.897 2164.75,234.077 2164.96,234.077 2165.16,234.077 2165.36,234.077 2165.57,234.077 \n",
" 2165.77,234.077 2165.97,234.077 2166.18,234.077 2166.38,275.774 2166.58,275.774 2166.78,275.774 2166.99,275.774 2167.19,271.484 2167.39,256.04 2167.6,267.024 \n",
" 2167.8,267.024 2168,187.069 2168.21,187.069 2168.41,187.069 2168.61,178.611 2168.82,178.611 2169.02,178.611 2169.22,178.611 2169.43,178.611 2169.63,282.718 \n",
" 2169.83,282.718 2170.04,250.176 2170.24,379.32 2170.44,379.32 2170.65,379.32 2170.85,144.455 2171.05,142.408 2171.26,142.408 2171.46,142.408 2171.66,142.408 \n",
" 2171.87,142.408 2172.07,297.136 2172.27,225.461 2172.48,304.499 2172.68,260.505 2172.88,260.505 2173.09,260.505 2173.29,153.529 2173.49,153.529 2173.7,153.529 \n",
" 2173.9,153.718 2174.1,153.718 2174.31,153.718 2174.51,153.718 2174.71,273.644 2174.91,181.95 2175.12,181.95 2175.32,181.95 2175.52,181.95 2175.73,193.804 \n",
" 2175.93,193.804 2176.13,193.804 2176.34,193.804 2176.54,217.138 2176.74,217.138 2176.95,283.489 2177.15,283.489 2177.35,346.844 2177.56,288.195 2177.76,354.898 \n",
" 2177.96,354.898 2178.17,295.193 2178.37,295.193 2178.57,295.193 2178.78,295.193 2178.98,295.193 2179.18,266.529 2179.39,285.888 2179.59,617.998 2179.79,617.998 \n",
" 2180,617.998 2180.2,709.174 2180.4,667.837 2180.61,667.837 2180.81,667.837 2181.01,567.432 2181.22,567.432 2181.42,746.603 2181.62,242.892 2181.83,242.892 \n",
" 2182.03,242.892 2182.23,225.689 2182.43,225.689 2182.64,304.831 2182.84,304.831 2183.04,205.25 2183.25,205.25 2183.45,205.25 2183.65,171.446 2183.86,171.446 \n",
" 2184.06,171.446 2184.26,176.757 2184.47,189.735 2184.67,234.771 2184.87,234.771 2185.08,234.771 2185.28,211.732 2185.48,211.732 2185.69,211.732 2185.89,211.732 \n",
" 2186.09,367.395 2186.3,367.395 2186.5,416.897 2186.7,416.897 2186.91,416.897 2187.11,253.414 2187.31,253.414 2187.52,253.414 2187.72,141.165 2187.92,141.165 \n",
" 2188.13,412.23 2188.33,412.23 2188.53,412.23 2188.74,412.23 2188.94,412.23 2189.14,412.23 2189.35,412.23 2189.55,139.93 2189.75,139.93 2189.96,308.22 \n",
" 2190.16,317.892 2190.36,180.793 2190.56,297.407 2190.77,297.407 2190.97,297.407 2191.17,350.776 2191.38,423.993 2191.58,423.993 2191.78,423.993 2191.99,423.993 \n",
" 2192.19,423.993 2192.39,423.993 2192.6,711.315 2192.8,627.099 2193,627.099 2193.21,627.099 2193.41,328.292 2193.61,328.292 2193.82,477.342 2194.02,477.342 \n",
" 2194.22,444.74 2194.43,156.179 2194.63,156.179 2194.83,365.606 2195.04,365.606 2195.24,447.108 2195.44,447.108 2195.65,447.108 2195.85,447.108 2196.05,447.108 \n",
" 2196.26,447.108 2196.46,431.493 2196.66,431.493 2196.87,431.493 2197.07,327.741 2197.27,327.741 2197.48,327.741 2197.68,174.717 2197.88,174.717 2198.09,138.066 \n",
" 2198.29,138.066 2198.49,138.066 2198.69,138.066 2198.9,251.912 2199.1,251.912 2199.3,253.547 2199.51,232.747 2199.71,232.747 2199.91,232.747 2200.12,232.747 \n",
" 2200.32,350.759 2200.52,350.759 2200.73,350.759 2200.93,372.669 2201.13,372.669 2201.34,368.679 2201.54,368.679 2201.74,128.751 2201.95,142.749 2202.15,142.749 \n",
" 2202.35,450.519 2202.56,178.938 2202.76,178.938 2202.96,178.938 2203.17,178.938 2203.37,178.938 2203.57,318.204 2203.78,318.204 2203.98,264.272 2204.18,264.272 \n",
" 2204.39,264.272 2204.59,264.272 2204.79,264.272 2205,417.826 2205.2,339.826 2205.4,163.156 2205.61,163.156 2205.81,163.156 2206.01,163.156 2206.21,163.156 \n",
" 2206.42,163.156 2206.62,232.567 2206.82,232.567 2207.03,147.772 2207.23,147.772 2207.43,151.558 2207.64,151.558 2207.84,151.558 2208.04,263.032 2208.25,263.032 \n",
" 2208.45,352.641 2208.65,130.878 2208.86,372.404 2209.06,141.501 2209.26,282.713 2209.47,282.713 2209.67,282.713 2209.87,388.98 2210.08,443.007 2210.28,218.266 \n",
" 2210.48,259.467 2210.69,259.467 2210.89,231.954 2211.09,303.477 2211.3,207.963 2211.5,207.963 2211.7,207.963 2211.91,207.963 2212.11,120.612 2212.31,120.612 \n",
" 2212.52,120.612 2212.72,120.612 2212.92,120.612 2213.13,120.612 2213.33,120.612 2213.53,114.915 2213.74,114.915 2213.94,114.915 2214.14,340.939 2214.34,340.939 \n",
" 2214.55,308.261 2214.75,308.261 2214.95,202.17 2215.16,202.17 2215.36,202.17 2215.56,202.17 2215.77,202.17 2215.97,146.901 2216.17,146.901 2216.38,146.901 \n",
" 2216.58,130.51 2216.78,130.51 2216.99,130.51 2217.19,130.51 2217.39,130.51 2217.6,115.67 2217.8,115.67 2218,189.299 2218.21,214.17 2218.41,170.498 \n",
" 2218.61,170.498 2218.82,166.813 2219.02,215.746 2219.22,351.887 2219.43,351.887 2219.63,351.887 2219.83,351.887 2220.04,351.887 2220.24,351.887 2220.44,284.827 \n",
" 2220.65,167.744 2220.85,167.744 2221.05,167.744 2221.26,167.744 2221.46,177.316 2221.66,140.811 2221.86,140.811 2222.07,142.126 2222.27,142.126 2222.47,142.126 \n",
" 2222.68,300.498 2222.88,300.498 2223.08,206.091 2223.29,119.912 2223.49,119.912 2223.69,188.286 2223.9,188.286 2224.1,179.123 2224.3,135.763 2224.51,215.233 \n",
" 2224.71,181.487 2224.91,181.487 2225.12,231.243 2225.32,176.747 2225.52,176.747 2225.73,176.747 2225.93,176.747 2226.13,176.747 2226.34,176.747 2226.54,176.747 \n",
" 2226.74,438.965 2226.95,423.486 2227.15,423.486 2227.35,423.486 2227.56,423.486 2227.76,288.302 2227.96,336.825 2228.17,336.825 2228.37,196.727 2228.57,196.727 \n",
" 2228.78,630.851 2228.98,130.655 2229.18,130.655 2229.39,136.345 2229.59,141.425 2229.79,141.425 2229.99,256.391 2230.2,256.391 2230.4,256.391 2230.6,256.391 \n",
" 2230.81,350.312 2231.01,121.19 2231.21,121.19 2231.42,121.19 2231.62,119.788 2231.82,119.788 2232.03,120.027 2232.23,120.027 2232.43,266.468 2232.64,266.468 \n",
" 2232.84,266.468 2233.04,277.758 2233.25,288.641 2233.45,288.641 2233.65,288.641 2233.86,235.536 2234.06,235.536 2234.26,235.536 2234.47,199.279 2234.67,199.279 \n",
" 2234.87,199.279 2235.08,199.279 2235.28,210.67 2235.48,210.67 2235.69,210.67 2235.89,210.503 2236.09,210.503 2236.3,210.503 2236.5,182.752 2236.7,182.752 \n",
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},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot(scores, label=nothing)\n",
"xlabel!(\"iteration\")\n",
"ylabel!(\"score\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Inspect results"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"x_grid = Vector(range(-2, 2, length=100));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plot samples from prior"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"prior_traces = [Gen.generate(combined_model, (xs,), observations)[1] for _ in 1:16]\n",
"prior_ys = [get_retval(prior_trace).(x_grid) for prior_trace in prior_traces];"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
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},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plots = []\n",
"for y in prior_ys\n",
" push!(plots, plot(x_grid, y))\n",
"end\n",
"plot(plots..., legend=false)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Or, put everything on one plot"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
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},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p = plot()\n",
"for y in prior_ys\n",
" plot!(p, x_grid, y; label=nothing)\n",
"end\n",
"scatter!(p, xs, true_U.(xs), label=nothing)\n",
"p"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plot samples from posterior"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"16"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"learned_traces = traces[1000:200:4000];\n",
"length(learned_traces)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
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