{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load TSML filters"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"using TSML"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Create artificial data function"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"using DataFrames\n",
"using Dates\n",
"using Random\n",
"\n",
"ENV[\"COLUMNS\"]=1000 # for dataframe column size\n",
"\n",
"function generateXY()\n",
" Random.seed!(123)\n",
" gdate = DateTime(2014,1,1):Dates.Minute(15):DateTime(2014,1,5)\n",
" gval = Array{Union{Missing,Float64}}(rand(length(gdate)))\n",
" gmissing = floor(0.30*length(gdate)) |> Integer\n",
" gndxmissing = Random.shuffle(1:length(gdate))[1:gmissing]\n",
" X = DataFrame(Date=gdate,Value=gval)\n",
" X.Value[gndxmissing] .= missing\n",
" Y = rand(length(gdate))\n",
" (X,Y)\n",
"end;"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Generate artificial data with missing"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table class=\"data-frame\"><thead><tr><th></th><th>Date</th><th>Value</th></tr><tr><th></th><th>DateTime</th><th>Float64⍰</th></tr></thead><tbody><p>10 rows × 2 columns</p><tr><th>1</th><td>2014-01-01T00:00:00</td><td>0.768448</td></tr><tr><th>2</th><td>2014-01-01T00:15:00</td><td>0.940515</td></tr><tr><th>3</th><td>2014-01-01T00:30:00</td><td>0.673959</td></tr><tr><th>4</th><td>2014-01-01T00:45:00</td><td>0.395453</td></tr><tr><th>5</th><td>2014-01-01T01:00:00</td><td>missing</td></tr><tr><th>6</th><td>2014-01-01T01:15:00</td><td>0.662555</td></tr><tr><th>7</th><td>2014-01-01T01:30:00</td><td>0.586022</td></tr><tr><th>8</th><td>2014-01-01T01:45:00</td><td>missing</td></tr><tr><th>9</th><td>2014-01-01T02:00:00</td><td>0.26864</td></tr><tr><th>10</th><td>2014-01-01T02:15:00</td><td>missing</td></tr></tbody></table>"
],
"text/latex": [
"\\begin{tabular}{r|cc}\n",
"\t& Date & Value\\\\\n",
"\t\\hline\n",
"\t& DateTime & Float64⍰\\\\\n",
"\t\\hline\n",
"\t1 & 2014-01-01T00:00:00 & 0.768448 \\\\\n",
"\t2 & 2014-01-01T00:15:00 & 0.940515 \\\\\n",
"\t3 & 2014-01-01T00:30:00 & 0.673959 \\\\\n",
"\t4 & 2014-01-01T00:45:00 & 0.395453 \\\\\n",
"\t5 & 2014-01-01T01:00:00 & \\\\\n",
"\t6 & 2014-01-01T01:15:00 & 0.662555 \\\\\n",
"\t7 & 2014-01-01T01:30:00 & 0.586022 \\\\\n",
"\t8 & 2014-01-01T01:45:00 & \\\\\n",
"\t9 & 2014-01-01T02:00:00 & 0.26864 \\\\\n",
"\t10 & 2014-01-01T02:15:00 & \\\\\n",
"\\end{tabular}\n"
],
"text/plain": [
"10×2 DataFrame\n",
"│ Row │ Date │ Value │\n",
"│ │ \u001b[90mDateTime\u001b[39m │ \u001b[90mFloat64⍰\u001b[39m │\n",
"├─────┼─────────────────────┼──────────┤\n",
"│ 1 │ 2014-01-01T00:00:00 │ 0.768448 │\n",
"│ 2 │ 2014-01-01T00:15:00 │ 0.940515 │\n",
"│ 3 │ 2014-01-01T00:30:00 │ 0.673959 │\n",
"│ 4 │ 2014-01-01T00:45:00 │ 0.395453 │\n",
"│ 5 │ 2014-01-01T01:00:00 │ \u001b[90mmissing\u001b[39m │\n",
"│ 6 │ 2014-01-01T01:15:00 │ 0.662555 │\n",
"│ 7 │ 2014-01-01T01:30:00 │ 0.586022 │\n",
"│ 8 │ 2014-01-01T01:45:00 │ \u001b[90mmissing\u001b[39m │\n",
"│ 9 │ 2014-01-01T02:00:00 │ 0.26864 │\n",
"│ 10 │ 2014-01-01T02:15:00 │ \u001b[90mmissing\u001b[39m │"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(df,outY)=generateXY()\n",
"first(df,10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## User Pipeline and Plotter to plot artificial data"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
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"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pltr=Plotter(Dict(:interactive => false))\n",
"\n",
"mypipeline = Pipeline(Dict(\n",
" :transformers => [pltr]\n",
" )\n",
")\n",
"\n",
"fit!(mypipeline, df)\n",
"transform!(mypipeline, df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Get statistics including blocks of missing data"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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"<table class=\"data-frame\"><thead><tr><th></th><th>tstart</th><th>tend</th><th>sfreq</th><th>count</th><th>max</th><th>min</th><th>median</th><th>mean</th><th>q1</th><th>q2</th><th>q25</th><th>q75</th><th>q8</th><th>q9</th><th>kurtosis</th><th>skewness</th><th>variation</th><th>entropy</th><th>autocor</th><th>pacf</th><th>bmedian</th><th>bmean</th><th>bq25</th><th>bq75</th><th>bmin</th><th>bmax</th></tr><tr><th></th><th>DateTime</th><th>DateTime</th><th>Float64</th><th>Int64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th></tr></thead><tbody><p>1 rows × 26 columns</p><tr><th>1</th><td>2014-01-01T00:00:00</td><td>2014-01-05T00:00:00</td><td>0.249351</td><td>270</td><td>0.995414</td><td>0.000412399</td><td>0.521184</td><td>0.505873</td><td>0.121582</td><td>0.213152</td><td>0.279623</td><td>0.745784</td><td>0.781425</td><td>0.870951</td><td>-1.14079</td><td>-0.065312</td><td>0.546211</td><td>69.5203</td><td>0.320605</td><td>0.312706</td><td>1.0</td><td>1.32184</td><td>1.0</td><td>2.0</td><td>1.0</td><td>3.0</td></tr></tbody></table>"
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"\\begin{tabular}{r|cccccccccccccccccccccccccc}\n",
"\t& tstart & tend & sfreq & count & max & min & median & mean & q1 & q2 & q25 & q75 & q8 & q9 & kurtosis & skewness & variation & entropy & autocor & pacf & bmedian & bmean & bq25 & bq75 & bmin & bmax\\\\\n",
"\t\\hline\n",
"\t& DateTime & DateTime & Float64 & Int64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64\\\\\n",
"\t\\hline\n",
"\t1 & 2014-01-01T00:00:00 & 2014-01-05T00:00:00 & 0.249351 & 270 & 0.995414 & 0.000412399 & 0.521184 & 0.505873 & 0.121582 & 0.213152 & 0.279623 & 0.745784 & 0.781425 & 0.870951 & -1.14079 & -0.065312 & 0.546211 & 69.5203 & 0.320605 & 0.312706 & 1.0 & 1.32184 & 1.0 & 2.0 & 1.0 & 3.0 \\\\\n",
"\\end{tabular}\n"
],
"text/plain": [
"1×26 DataFrame\n",
"│ Row │ tstart │ tend │ sfreq │ count │ max │ min │ median │ mean │ q1 │ q2 │ q25 │ q75 │ q8 │ q9 │ kurtosis │ skewness │ variation │ entropy │ autocor │ pacf │ bmedian │ bmean │ bq25 │ bq75 │ bmin │ bmax │\n",
"│ │ \u001b[90mDateTime\u001b[39m │ \u001b[90mDateTime\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mInt64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │\n",
"├─────┼─────────────────────┼─────────────────────┼──────────┼───────┼──────────┼─────────────┼──────────┼──────────┼──────────┼──────────┼──────────┼──────────┼──────────┼──────────┼──────────┼───────────┼───────────┼─────────┼──────────┼──────────┼─────────┼─────────┼─────────┼─────────┼─────────┼─────────┤\n",
"│ 1 │ 2014-01-01T00:00:00 │ 2014-01-05T00:00:00 │ 0.249351 │ 270 │ 0.995414 │ 0.000412399 │ 0.521184 │ 0.505873 │ 0.121582 │ 0.213152 │ 0.279623 │ 0.745784 │ 0.781425 │ 0.870951 │ -1.14079 │ -0.065312 │ 0.546211 │ 69.5203 │ 0.320605 │ 0.312706 │ 1.0 │ 1.32184 │ 1.0 │ 2.0 │ 1.0 │ 3.0 │"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"statfier = Statifier(Dict(:processmissing=>true))\n",
"\n",
"mypipeline = Pipeline(Dict(\n",
" :transformers => [statfier]\n",
" )\n",
")\n",
"\n",
"fit!(mypipeline, df)\n",
"res = transform!(mypipeline, df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Use Pipeline: aggregate, impute, and plot "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
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"</g>\n",
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" 781.628,507.693 798.631,718.285 815.633,405.115 832.636,377.262 849.638,732.023 866.64,689.812 883.643,1020.55 900.645,613.071 917.648,312.791 934.65,334.284 \n",
" 951.653,278.739 968.655,593.385 985.657,740.668 1002.66,432.124 1019.66,668.576 1036.66,218.333 1053.67,521.056 1070.67,516.447 1087.67,385.814 1104.67,853.982 \n",
" 1121.68,836.13 1138.68,414.54 1155.68,657.492 1172.68,620.247 1189.69,467.144 1206.69,592.307 1223.69,683.584 1240.69,352.634 1257.7,507.288 1274.7,561.927 \n",
" 1291.7,912.325 1308.7,919.694 1325.71,313.086 1342.71,680.278 1359.71,300.433 1376.71,546.02 1393.72,495.503 1410.72,316.265 1427.72,295.703 1444.72,329.826 \n",
" 1461.73,652.423 1478.73,178.928 1495.73,463.556 1512.73,191.054 1529.74,314.876 1546.74,185.834 1563.74,497.992 1580.74,714.548 1597.75,420.053 1614.75,323.102 \n",
" 1631.75,575.628 1648.75,463.372 1665.75,618.128 1682.76,484.231 1699.76,459.265 1716.76,721.553 1733.76,902.023 1750.77,592.02 1767.77,453.076 1784.77,727.92 \n",
" 1801.77,829 1818.78,563.052 1835.78,528.173 1852.78,523.216 1869.78,559.526 1886.79,705.372 1903.79,509.298 \n",
" \"/>\n",
"</svg>\n"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"valgator = DateValgator(Dict(:dateinterval=>Dates.Hour(1)))\n",
"valnner = DateValNNer(Dict(:dateinterval=>Dates.Hour(1)))\n",
"\n",
"mypipeline = Pipeline(Dict(\n",
" :transformers => [valgator,valnner,pltr]\n",
" )\n",
")\n",
"\n",
"fit!(mypipeline, df)\n",
"transform!(mypipeline, df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Try real data"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Outliernicer(nothing, Dict{Symbol,Any}(:dateinterval => 1 hour,:nnsize => 1,:missdirection => :symmetric))"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fname = joinpath(dirname(pathof(TSML)),\"../data/testdata.csv\")\n",
"csvreader = CSVDateValReader(Dict(:filename=>fname,:dateformat=>\"dd/mm/yyyy HH:MM\"))\n",
"outputname = joinpath(dirname(pathof(TSML)),\"/tmp/testdata_output.csv\")\n",
"csvwriter = CSVDateValWriter(Dict(:filename=>outputname))\n",
"valgator = DateValgator(Dict(:dateinterval=>Dates.Hour(1)))\n",
"valnner = DateValNNer(Dict(:dateinterval=>Dates.Hour(1)))\n",
"stfier = Statifier(Dict(:processmissing=>true))\n",
"outliernicer = Outliernicer(Dict(:dateinterval=>Dates.Hour(1)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot real data with missing values"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
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"</svg>\n"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mpipeline1 = Pipeline(Dict(\n",
" :transformers => [csvreader,valgator,pltr]\n",
" )\n",
")\n",
"\n",
"fit!(mpipeline1)\n",
"transform!(mpipeline1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Get statistics including blocks of missing data"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
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"text/latex": [
"\\begin{tabular}{r|cccccccccccccccccccccccccc}\n",
"\t& tstart & tend & sfreq & count & max & min & median & mean & q1 & q2 & q25 & q75 & q8 & q9 & kurtosis & skewness & variation & entropy & autocor & pacf & bmedian & bmean & bq25 & bq75 & bmin & bmax\\\\\n",
"\t\\hline\n",
"\t& DateTime & DateTime & Float64 & Int64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64\\\\\n",
"\t\\hline\n",
"\t1 & 2014-01-01T00:00:00 & 2015-01-01T00:00:00 & 0.999886 & 3830 & 18.8 & 8.5 & 10.35 & 11.557 & 9.9 & 10.0 & 10.0 & 12.3 & 13.0 & 16.0 & 0.730635 & 1.41283 & 0.200055 & -1.09145e5 & 4.39315 & 1.04644 & 5.0 & 10.5589 & 3.0 & 6.0 & 1.0 & 2380.0 \\\\\n",
"\\end{tabular}\n"
],
"text/plain": [
"1×26 DataFrame\n",
"│ Row │ tstart │ tend │ sfreq │ count │ max │ min │ median │ mean │ q1 │ q2 │ q25 │ q75 │ q8 │ q9 │ kurtosis │ skewness │ variation │ entropy │ autocor │ pacf │ bmedian │ bmean │ bq25 │ bq75 │ bmin │ bmax │\n",
"│ │ \u001b[90mDateTime\u001b[39m │ \u001b[90mDateTime\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mInt64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │\n",
"├─────┼─────────────────────┼─────────────────────┼──────────┼───────┼─────────┼─────────┼─────────┼─────────┼─────────┼─────────┼─────────┼─────────┼─────────┼─────────┼──────────┼──────────┼───────────┼────────────┼─────────┼─────────┼─────────┼─────────┼─────────┼─────────┼─────────┼─────────┤\n",
"│ 1 │ 2014-01-01T00:00:00 │ 2015-01-01T00:00:00 │ 0.999886 │ 3830 │ 18.8 │ 8.5 │ 10.35 │ 11.557 │ 9.9 │ 10.0 │ 10.0 │ 12.3 │ 13.0 │ 16.0 │ 0.730635 │ 1.41283 │ 0.200055 │ -1.09145e5 │ 4.39315 │ 1.04644 │ 5.0 │ 10.5589 │ 3.0 │ 6.0 │ 1.0 │ 2380.0 │"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mpipeline1 = Pipeline(Dict(\n",
" :transformers => [csvreader,valgator,stfier]\n",
" )\n",
")\n",
"\n",
"fit!(mpipeline1)\n",
"respipe1 = transform!(mpipeline1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Try imputing and get statistics"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table class=\"data-frame\"><thead><tr><th></th><th>tstart</th><th>tend</th><th>sfreq</th><th>count</th><th>max</th><th>min</th><th>median</th><th>mean</th><th>q1</th><th>q2</th><th>q25</th><th>q75</th><th>q8</th><th>q9</th><th>kurtosis</th><th>skewness</th><th>variation</th><th>entropy</th><th>autocor</th><th>pacf</th><th>bmedian</th><th>bmean</th><th>bq25</th><th>bq75</th><th>bmin</th><th>bmax</th></tr><tr><th></th><th>DateTime</th><th>DateTime</th><th>Float64</th><th>Int64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th></tr></thead><tbody><p>1 rows × 26 columns</p><tr><th>1</th><td>2014-01-01T00:00:00</td><td>2015-01-01T00:00:00</td><td>0.999886</td><td>8761</td><td>18.8</td><td>8.5</td><td>10.0</td><td>11.1362</td><td>9.95</td><td>10.0</td><td>10.0</td><td>11.5</td><td>12.0</td><td>14.95</td><td>2.37274</td><td>1.87452</td><td>0.187997</td><td>-2.36714e5</td><td>4.47886</td><td>1.06917</td><td>NaN</td><td>NaN</td><td>NaN</td><td>NaN</td><td>NaN</td><td>NaN</td></tr></tbody></table>"
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"\\begin{tabular}{r|cccccccccccccccccccccccccc}\n",
"\t& tstart & tend & sfreq & count & max & min & median & mean & q1 & q2 & q25 & q75 & q8 & q9 & kurtosis & skewness & variation & entropy & autocor & pacf & bmedian & bmean & bq25 & bq75 & bmin & bmax\\\\\n",
"\t\\hline\n",
"\t& DateTime & DateTime & Float64 & Int64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64\\\\\n",
"\t\\hline\n",
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"\\end{tabular}\n"
],
"text/plain": [
"1×26 DataFrame\n",
"│ Row │ tstart │ tend │ sfreq │ count │ max │ min │ median │ mean │ q1 │ q2 │ q25 │ q75 │ q8 │ q9 │ kurtosis │ skewness │ variation │ entropy │ autocor │ pacf │ bmedian │ bmean │ bq25 │ bq75 │ bmin │ bmax │\n",
"│ │ \u001b[90mDateTime\u001b[39m │ \u001b[90mDateTime\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mInt64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │\n",
"├─────┼─────────────────────┼─────────────────────┼──────────┼───────┼─────────┼─────────┼─────────┼─────────┼─────────┼─────────┼─────────┼─────────┼─────────┼─────────┼──────────┼──────────┼───────────┼────────────┼─────────┼─────────┼─────────┼─────────┼─────────┼─────────┼─────────┼─────────┤\n",
"│ 1 │ 2014-01-01T00:00:00 │ 2015-01-01T00:00:00 │ 0.999886 │ 8761 │ 18.8 │ 8.5 │ 10.0 │ 11.1362 │ 9.95 │ 10.0 │ 10.0 │ 11.5 │ 12.0 │ 14.95 │ 2.37274 │ 1.87452 │ 0.187997 │ -2.36714e5 │ 4.47886 │ 1.06917 │ NaN │ NaN │ NaN │ NaN │ NaN │ NaN │"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mpipeline2 = Pipeline(Dict(\n",
" :transformers => [csvreader,valgator,valnner,stfier]\n",
" )\n",
")\n",
"\n",
"fit!(mpipeline2)\n",
"respipe2 = transform!(mpipeline2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot imputted data"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
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" 398.414,882.936 398.605,882.936 398.796,887.523 398.986,882.936 399.177,882.936 399.368,882.936 399.558,887.523 399.749,892.11 399.94,892.11 400.13,892.11 \n",
" 400.321,892.11 400.512,892.11 400.702,892.11 400.893,882.936 401.084,882.936 401.274,892.11 401.465,892.11 401.655,882.936 401.846,892.11 402.037,901.285 \n",
" 402.227,901.285 402.418,901.285 402.609,901.285 402.799,901.285 402.99,901.285 403.181,892.11 403.371,892.11 403.562,882.936 403.753,892.11 403.943,882.936 \n",
" 404.134,885.23 404.325,887.523 404.515,887.523 404.706,887.523 404.897,887.523 405.087,887.523 405.278,887.523 405.469,892.11 405.659,887.523 405.85,896.698 \n",
" 406.04,882.936 406.231,892.11 406.422,910.459 406.612,928.808 406.803,928.808 406.994,928.808 407.184,928.808 407.375,928.808 407.566,928.808 407.756,896.698 \n",
" 407.947,882.936 408.138,882.936 408.328,882.936 408.519,882.936 408.71,882.936 408.9,882.936 409.091,882.936 409.282,882.936 409.472,882.936 409.663,882.936 \n",
" 409.853,882.936 410.044,882.936 410.235,882.936 410.425,882.936 410.616,892.11 410.807,882.936 410.997,885.23 411.188,887.523 411.379,887.523 411.569,887.523 \n",
" 411.76,887.523 411.951,887.523 412.141,887.523 412.332,882.936 412.523,882.936 412.713,887.523 412.904,882.936 413.095,892.11 413.285,896.698 413.476,901.285 \n",
" 413.667,901.285 413.857,901.285 414.048,901.285 414.238,901.285 414.429,901.285 414.62,892.11 414.81,882.936 415.001,887.523 415.192,892.11 415.382,882.936 \n",
" 415.573,882.936 415.764,882.936 415.954,882.936 416.145,882.936 416.336,882.936 416.526,882.936 416.717,882.936 416.908,882.936 417.098,892.11 417.289,882.936 \n",
" 417.48,892.11 417.67,892.11 417.861,887.523 418.051,882.936 418.242,882.936 418.433,882.936 418.623,882.936 418.814,882.936 419.005,882.936 419.195,882.936 \n",
" 419.386,882.936 419.577,892.11 419.767,974.68 419.958,974.68 420.149,951.744 420.339,928.808 420.53,928.808 420.721,928.808 420.911,928.808 421.102,928.808 \n",
" 421.293,928.808 421.483,882.936 421.674,882.936 421.865,882.936 422.055,882.936 422.246,882.936 422.436,905.872 422.627,928.808 422.818,928.808 423.008,928.808 \n",
" 423.199,928.808 423.39,928.808 423.58,928.808 423.771,882.936 423.962,887.523 424.152,882.936 424.343,896.698 424.534,882.936 424.724,928.808 424.915,974.68 \n",
" 425.106,974.68 425.296,974.68 425.487,974.68 425.678,974.68 425.868,974.68 426.059,974.68 426.249,983.854 426.44,960.918 426.631,928.808 426.821,1020.55 \n",
" 427.012,974.68 427.203,928.808 427.393,928.808 427.584,928.808 427.775,928.808 427.965,928.808 428.156,928.808 428.347,901.285 428.537,882.936 428.728,882.936 \n",
" 428.919,892.11 429.109,882.936 429.3,887.523 429.491,892.11 429.681,892.11 429.872,892.11 430.063,892.11 430.253,892.11 430.444,892.11 430.634,882.936 \n",
" 430.825,892.11 431.016,892.11 431.206,892.11 431.397,882.936 431.588,882.936 431.778,882.936 431.969,882.936 432.16,882.936 432.35,882.936 432.541,882.936 \n",
" 432.732,882.936 432.922,892.11 433.113,882.936 433.304,892.11 433.494,882.936 433.685,892.11 433.876,903.578 434.066,915.046 434.257,915.046 434.447,915.046 \n",
" 434.638,915.046 434.829,915.046 435.019,915.046 435.21,928.808 435.401,993.028 435.591,1006.79 435.782,937.982 435.973,882.936 436.163,887.523 436.354,892.11 \n",
" 436.545,892.11 436.735,892.11 436.926,892.11 437.117,892.11 437.307,892.11 437.498,882.936 437.689,882.936 437.879,887.523 438.07,892.11 438.261,882.936 \n",
" 438.451,882.936 438.642,882.936 438.832,882.936 439.023,882.936 439.214,882.936 439.404,882.936 439.595,882.936 439.786,901.285 439.976,882.936 440.167,882.936 \n",
" 440.358,882.936 440.548,882.936 440.739,882.936 440.93,882.936 441.12,882.936 441.311,882.936 441.502,882.936 441.692,882.936 441.883,882.936 442.074,892.11 \n",
" 442.264,882.936 442.455,882.936 442.645,887.523 442.836,882.936 443.027,887.523 443.217,892.11 443.408,892.11 443.599,892.11 443.789,892.11 443.98,892.11 \n",
" 444.171,892.11 444.361,892.11 444.552,882.936 444.743,892.11 444.933,882.936 445.124,882.936 445.315,887.523 445.505,892.11 445.696,892.11 445.887,892.11 \n",
" 446.077,892.11 446.268,892.11 446.459,892.11 446.649,887.523 446.84,892.11 447.03,892.11 447.221,892.11 447.412,882.936 447.602,882.936 447.793,882.936 \n",
" 447.984,882.936 448.174,882.936 448.365,882.936 448.556,882.936 448.746,882.936 448.937,882.936 449.128,887.523 449.318,882.936 449.509,892.11 449.7,882.936 \n",
" 449.89,882.936 450.081,882.936 450.272,882.936 450.462,882.936 450.653,882.936 450.843,882.936 451.034,882.936 451.225,892.11 451.415,882.936 451.606,892.11 \n",
" 451.797,882.936 451.987,882.936 452.178,878.349 452.369,873.762 452.559,873.762 452.75,873.762 452.941,873.762 453.131,873.762 453.322,873.762 453.513,882.936 \n",
" 453.703,882.936 453.894,901.285 454.085,882.936 454.275,901.285 454.466,915.046 454.657,928.808 454.847,928.808 455.038,928.808 455.228,928.808 455.419,928.808 \n",
" 455.61,928.808 455.8,882.936 455.991,882.936 456.182,855.413 456.372,887.523 456.563,882.936 456.754,892.11 456.944,901.285 457.135,901.285 457.326,901.285 \n",
" 457.516,901.285 457.707,901.285 457.898,901.285 458.088,901.285 458.279,892.11 458.47,892.11 458.66,882.936 458.851,882.936 459.042,887.523 459.232,892.11 \n",
" 459.423,892.11 459.613,892.11 459.804,892.11 459.995,892.11 460.185,892.11 460.376,882.936 460.567,882.936 460.757,892.11 460.948,892.11 461.139,892.11 \n",
" 461.329,887.523 461.52,882.936 461.711,882.936 461.901,882.936 462.092,882.936 462.283,882.936 462.473,882.936 462.664,882.936 462.855,882.936 463.045,892.11 \n",
" 463.236,882.936 463.426,882.936 463.617,885.23 463.808,887.523 463.998,887.523 464.189,887.523 464.38,887.523 464.57,887.523 464.761,887.523 464.952,882.936 \n",
" 465.142,882.936 465.333,882.936 465.524,892.11 465.714,901.285 465.905,892.11 466.096,882.936 466.286,882.936 466.477,882.936 466.668,882.936 466.858,882.936 \n",
" 467.049,882.936 467.24,882.936 467.43,882.936 467.621,901.285 467.811,882.936 468.002,901.285 468.193,892.11 468.383,882.936 468.574,882.936 468.765,882.936 \n",
" 468.955,882.936 469.146,882.936 469.337,882.936 469.527,892.11 469.718,882.936 469.909,892.11 470.099,896.698 470.29,892.11 470.481,887.523 470.671,882.936 \n",
" 470.862,882.936 471.053,882.936 471.243,882.936 471.434,882.936 471.624,882.936 471.815,892.11 472.006,882.936 472.196,892.11 472.387,892.11 472.578,892.11 \n",
" 472.768,892.11 472.959,892.11 473.15,892.11 473.34,892.11 473.531,892.11 473.722,892.11 473.912,892.11 474.103,892.11 474.294,882.936 474.484,928.808 \n",
" 474.675,901.285 474.866,910.459 475.056,905.872 475.247,901.285 475.438,901.285 475.628,901.285 475.819,901.285 476.009,901.285 476.2,901.285 476.391,892.11 \n",
" 476.581,892.11 476.772,882.936 476.963,882.936 477.153,892.11 477.344,892.11 477.535,892.11 477.725,892.11 477.916,892.11 478.107,892.11 478.297,892.11 \n",
" 478.488,892.11 478.679,882.936 478.869,892.11 479.06,892.11 479.251,892.11 479.441,846.239 479.632,864.587 479.822,882.936 480.013,882.936 480.204,882.936 \n",
" 480.394,882.936 480.585,882.936 480.776,882.936 480.966,882.936 481.157,892.11 481.348,882.936 481.538,892.11 481.729,882.936 481.92,882.936 482.11,882.936 \n",
" 482.301,882.936 482.492,882.936 482.682,882.936 482.873,882.936 483.064,882.936 483.254,882.936 483.445,882.936 483.636,882.936 483.826,882.936 484.017,882.936 \n",
" 484.207,905.872 484.398,928.808 484.589,928.808 484.779,928.808 484.97,928.808 485.161,928.808 485.351,928.808 485.542,896.698 485.733,882.936 485.923,892.11 \n",
" 486.114,882.936 486.305,882.936 486.495,882.936 486.686,882.936 486.877,882.936 487.067,882.936 487.258,882.936 487.449,882.936 487.639,882.936 487.83,887.523 \n",
" 488.02,882.936 488.211,882.936 488.402,882.936 488.592,901.285 488.783,892.11 488.974,882.936 489.164,882.936 489.355,882.936 489.546,882.936 489.736,882.936 \n",
" 489.927,882.936 490.118,882.936 490.308,896.698 490.499,892.11 490.69,892.11 490.88,887.523 491.071,885.23 491.262,882.936 491.452,882.936 491.643,882.936 \n",
" 491.834,882.936 492.024,882.936 492.215,882.936 492.405,892.11 492.596,896.698 492.787,928.808 492.977,892.11 493.168,892.11 493.359,887.523 493.549,882.936 \n",
" 493.74,882.936 493.931,882.936 494.121,882.936 494.312,882.936 494.503,882.936 494.693,882.936 494.884,882.936 495.075,892.11 495.265,882.936 495.456,882.936 \n",
" 495.647,885.23 495.837,887.523 496.028,887.523 496.218,887.523 496.409,887.523 496.6,887.523 496.79,887.523 496.981,892.11 497.172,892.11 497.362,892.11 \n",
" 497.553,882.936 497.744,882.936 497.934,882.936 498.125,882.936 498.316,882.936 498.506,882.936 498.697,882.936 498.888,882.936 499.078,882.936 499.269,887.523 \n",
" 499.46,882.936 499.65,882.936 499.841,887.523 500.032,887.523 500.222,889.817 500.413,892.11 500.603,892.11 500.794,892.11 500.985,892.11 501.175,892.11 \n",
" 501.366,882.936 501.557,882.936 501.747,882.936 501.938,892.11 502.129,892.11 502.319,892.11 502.51,887.523 502.701,882.936 502.891,882.936 503.082,882.936 \n",
" 503.273,882.936 503.463,882.936 503.654,892.11 503.845,882.936 504.035,892.11 504.226,882.936 504.416,882.936 504.607,882.936 504.798,882.936 504.988,882.936 \n",
" 505.179,882.936 505.37,882.936 505.56,882.936 505.751,882.936 505.942,882.936 506.132,887.523 506.323,892.11 506.514,892.11 506.704,882.936 506.895,882.936 \n",
" 507.086,887.523 507.276,892.11 507.467,892.11 507.658,892.11 507.848,892.11 508.039,892.11 508.23,882.936 508.42,882.936 508.611,882.936 508.801,882.936 \n",
" 508.992,882.936 509.183,892.11 509.373,887.523 509.564,882.936 509.755,882.936 509.945,882.936 510.136,882.936 510.327,882.936 510.517,892.11 510.708,882.936 \n",
" 510.899,882.936 511.089,882.936 511.28,882.936 511.471,882.936 511.661,885.23 511.852,887.523 512.043,887.523 512.233,887.523 512.424,887.523 512.615,887.523 \n",
" 512.805,882.936 512.996,882.936 513.186,882.936 513.377,882.936 513.568,892.11 513.758,887.523 513.949,885.23 514.14,882.936 514.33,882.936 514.521,882.936 \n",
" 514.712,882.936 514.902,882.936 515.093,892.11 515.284,882.936 515.474,892.11 515.665,882.936 515.856,882.936 516.046,882.936 516.237,882.936 516.428,882.936 \n",
" 516.618,882.936 516.809,882.936 516.999,882.936 517.19,882.936 517.381,882.936 517.571,882.936 517.762,882.936 517.953,892.11 518.143,882.936 518.334,882.936 \n",
" 518.525,882.936 518.715,882.936 518.906,882.936 519.097,882.936 519.287,882.936 519.478,882.936 519.669,887.523 519.859,882.936 520.05,887.523 520.241,882.936 \n",
" 520.431,882.936 520.622,892.11 520.813,887.523 521.003,882.936 521.194,882.936 521.384,882.936 521.575,882.936 521.766,882.936 521.956,882.936 522.147,892.11 \n",
" 522.338,882.936 522.528,892.11 522.719,892.11 522.91,901.285 523.1,892.11 523.291,882.936 523.482,882.936 523.672,882.936 523.863,882.936 524.054,882.936 \n",
" 524.244,882.936 524.435,882.936 524.626,882.936 524.816,892.11 525.007,892.11 525.197,882.936 525.388,887.523 525.579,892.11 525.769,892.11 525.96,892.11 \n",
" 526.151,892.11 526.341,892.11 526.532,892.11 526.723,892.11 526.913,882.936 527.104,892.11 527.295,882.936 527.485,892.11 527.676,889.817 527.867,887.523 \n",
" 528.057,887.523 528.248,887.523 528.439,887.523 528.629,887.523 528.82,882.936 529.011,882.936 529.201,882.936 529.392,892.11 529.582,882.936 529.773,901.285 \n",
" 529.964,892.11 530.154,882.936 530.345,882.936 530.536,882.936 530.726,882.936 530.917,882.936 531.108,882.936 531.298,882.936 531.489,882.936 531.68,882.936 \n",
" 531.87,882.936 532.061,887.523 532.252,885.23 532.442,882.936 532.633,882.936 532.824,882.936 533.014,882.936 533.205,882.936 533.395,892.11 533.586,882.936 \n",
" 533.777,882.936 533.967,882.936 534.158,882.936 534.349,882.936 534.539,882.936 534.73,882.936 534.921,882.936 535.111,882.936 535.302,882.936 535.493,882.936 \n",
" 535.683,892.11 535.874,892.11 536.065,882.936 536.255,882.936 536.446,882.936 536.637,892.11 536.827,887.523 537.018,882.936 537.209,882.936 537.399,882.936 \n",
" 537.59,882.936 537.78,882.936 537.971,882.936 538.162,882.936 538.352,882.936 538.543,882.936 538.734,887.523 538.924,882.936 539.115,892.11 539.306,901.285 \n",
" 539.496,901.285 539.687,901.285 539.878,901.285 540.068,882.936 540.259,882.936 540.45,892.11 540.64,892.11 540.831,892.11 541.022,887.523 541.212,892.11 \n",
" 541.403,887.523 541.593,882.936 541.784,882.936 541.975,882.936 542.165,882.936 542.356,896.698 542.547,882.936 542.737,882.936 542.928,882.936 543.119,882.936 \n",
" 543.309,882.936 543.5,882.936 543.691,882.936 543.881,882.936 544.072,882.936 544.263,882.936 544.453,882.936 544.644,882.936 544.835,882.936 545.025,892.11 \n",
" 545.216,882.936 545.407,882.936 545.597,882.936 545.788,882.936 545.978,882.936 546.169,882.936 546.36,882.936 546.55,882.936 546.741,882.936 546.932,882.936 \n",
" 547.122,892.11 547.313,892.11 547.504,882.936 547.694,882.936 547.885,882.936 548.076,892.11 548.266,896.698 548.457,901.285 548.648,901.285 548.838,901.285 \n",
" 549.029,901.285 549.22,882.936 549.41,892.11 549.601,882.936 549.791,882.936 549.982,882.936 550.173,882.936 550.363,882.936 550.554,882.936 550.745,882.936 \n",
" 550.935,882.936 551.126,882.936 551.317,882.936 551.507,882.936 551.698,882.936 551.889,882.936 552.079,892.11 552.27,882.936 552.461,882.936 552.651,882.936 \n",
" 552.842,882.936 553.033,882.936 553.223,882.936 553.414,882.936 553.605,882.936 553.795,882.936 553.986,882.936 554.176,892.11 554.367,882.936 554.558,892.11 \n",
" 554.748,892.11 554.939,892.11 555.13,887.523 555.32,882.936 555.511,882.936 555.702,882.936 555.892,882.936 556.083,882.936 556.274,892.11 556.464,882.936 \n",
" 556.655,892.11 556.846,892.11 557.036,882.936 557.227,892.11 557.418,892.11 557.608,892.11 557.799,892.11 557.989,892.11 558.18,892.11 558.371,882.936 \n",
" 558.561,882.936 558.752,882.936 558.943,882.936 559.133,882.936 559.324,882.936 559.515,882.936 559.705,882.936 559.896,882.936 560.087,882.936 560.277,882.936 \n",
" 560.468,882.936 560.659,882.936 560.849,892.11 561.04,882.936 561.231,882.936 561.421,887.523 561.612,892.11 561.803,892.11 561.993,887.523 562.184,882.936 \n",
" 562.374,882.936 562.565,882.936 562.756,882.936 562.946,882.936 563.137,887.523 563.328,882.936 563.518,882.936 563.709,882.936 563.9,892.11 564.09,892.11 \n",
" 564.281,873.762 564.472,855.413 564.662,855.413 564.853,855.413 565.044,855.413 565.234,855.413 565.425,855.413 565.616,855.413 565.806,882.936 565.997,882.936 \n",
" 566.188,882.936 566.378,882.936 566.569,882.936 566.759,882.936 566.95,882.936 567.141,882.936 567.331,882.936 567.522,882.936 567.713,882.936 567.903,882.936 \n",
" 568.094,882.936 568.285,892.11 568.475,869.175 568.666,823.303 568.857,834.771 569.047,846.239 569.238,846.239 569.429,846.239 569.619,846.239 569.81,846.239 \n",
" 570.001,846.239 570.191,882.936 570.382,892.11 570.572,882.936 570.763,882.936 570.954,887.523 571.144,908.166 571.335,928.808 571.526,928.808 571.716,928.808 \n",
" 571.907,928.808 572.098,928.808 572.288,928.808 572.479,882.936 572.67,882.936 572.86,882.936 573.051,882.936 573.242,869.175 573.432,885.23 573.623,901.285 \n",
" 573.814,901.285 574.004,901.285 574.195,901.285 574.386,901.285 574.576,901.285 574.767,882.936 574.957,882.936 575.148,882.936 575.339,892.11 575.529,892.11 \n",
" 575.72,896.698 575.911,901.285 576.101,901.285 576.292,901.285 576.483,901.285 576.673,901.285 576.864,901.285 577.055,892.11 577.245,882.936 577.436,901.285 \n",
" 577.627,882.936 577.817,882.936 578.008,887.523 578.199,892.11 578.389,892.11 578.58,892.11 578.77,892.11 578.961,892.11 579.152,892.11 579.342,887.523 \n",
" 579.533,882.936 579.724,892.11 579.914,892.11 580.105,887.523 580.296,885.23 580.486,882.936 580.677,882.936 580.868,882.936 581.058,882.936 581.249,882.936 \n",
" 581.44,882.936 581.63,882.936 581.821,882.936 582.012,882.936 582.202,846.239 582.393,837.064 582.584,860 582.774,882.936 582.965,882.936 583.155,882.936 \n",
" 583.346,882.936 583.537,882.936 583.727,882.936 583.918,882.936 584.109,892.11 584.299,882.936 584.49,882.936 584.681,882.936 584.871,887.523 585.062,892.11 \n",
" 585.253,892.11 585.443,892.11 585.634,892.11 585.825,892.11 586.015,892.11 586.206,882.936 586.397,882.936 586.587,882.936 586.778,882.936 586.968,882.936 \n",
" 587.159,882.936 587.35,882.936 587.54,882.936 587.731,882.936 587.922,882.936 588.112,882.936 588.303,882.936 588.494,892.11 588.684,882.936 588.875,882.936 \n",
" 589.066,882.936 589.256,896.698 589.447,940.276 589.638,983.854 589.828,983.854 590.019,983.854 590.21,983.854 590.4,983.854 590.591,983.854 590.782,928.808 \n",
" 590.972,915.046 591.163,892.11 591.353,882.936 591.544,901.285 591.735,892.11 591.925,882.936 592.116,882.936 592.307,882.936 592.497,882.936 592.688,882.936 \n",
" 592.879,882.936 593.069,882.936 593.26,882.936 593.451,882.936 593.641,882.936 593.832,882.936 594.023,887.523 594.213,892.11 594.404,892.11 594.595,892.11 \n",
" 594.785,892.11 594.976,892.11 595.166,892.11 595.357,882.936 595.548,882.936 595.738,882.936 595.929,882.936 596.12,882.936 596.31,882.936 596.501,882.936 \n",
" 596.692,882.936 596.882,882.936 597.073,882.936 597.264,882.936 597.454,882.936 597.645,882.936 597.836,882.936 598.026,882.936 598.217,882.936 598.408,882.936 \n",
" 598.598,892.11 598.789,901.285 598.98,901.285 599.17,901.285 599.361,901.285 599.551,901.285 599.742,892.11 599.933,882.936 600.123,887.523 600.314,892.11 \n",
" 600.505,882.936 600.695,882.936 600.886,882.936 601.077,882.936 601.267,882.936 601.458,882.936 601.649,882.936 601.839,882.936 602.03,882.936 602.221,887.523 \n",
" 602.411,882.936 602.602,892.11 602.793,882.936 602.983,882.936 603.174,882.936 603.364,882.936 603.555,882.936 603.746,882.936 603.936,882.936 604.127,882.936 \n",
" 604.318,882.936 604.508,892.11 604.699,882.936 604.89,882.936 605.08,892.11 605.271,892.11 605.462,887.523 605.652,882.936 605.843,882.936 606.034,882.936 \n",
" 606.224,882.936 606.415,882.936 606.606,882.936 606.796,882.936 606.987,892.11 607.178,882.936 607.368,882.936 607.559,887.523 607.749,889.817 607.94,892.11 \n",
" 608.131,892.11 608.321,892.11 608.512,892.11 608.703,892.11 608.893,896.698 609.084,937.982 609.275,974.68 609.465,974.68 609.656,928.808 609.847,905.872 \n",
" 610.037,896.698 610.228,887.523 610.419,887.523 610.609,887.523 610.8,887.523 610.991,887.523 611.181,882.936 611.372,882.936 611.563,887.523 611.753,882.936 \n",
" 611.944,882.936 612.134,882.936 612.325,882.936 612.516,882.936 612.706,882.936 612.897,882.936 613.088,882.936 613.278,882.936 613.469,892.11 613.66,882.936 \n",
" 613.85,882.936 614.041,892.11 614.232,882.936 614.422,882.936 614.613,882.936 614.804,882.936 614.994,882.936 615.185,882.936 615.376,882.936 615.566,882.936 \n",
" 615.757,892.11 615.947,882.936 616.138,882.936 616.329,882.936 616.519,882.936 616.71,887.523 616.901,885.23 617.091,882.936 617.282,882.936 617.473,882.936 \n",
" 617.663,882.936 617.854,882.936 618.045,892.11 618.235,882.936 618.426,892.11 618.617,882.936 618.807,882.936 618.998,882.936 619.189,876.055 619.379,869.175 \n",
" 619.57,869.175 619.761,869.175 619.951,869.175 620.142,869.175 620.332,892.11 620.523,882.936 620.714,882.936 620.904,882.936 621.095,882.936 621.286,882.936 \n",
" 621.476,882.936 621.667,882.936 621.858,882.936 622.048,882.936 622.239,882.936 622.43,892.11 622.62,882.936 622.811,882.936 623.002,882.936 623.192,882.936 \n",
" 623.383,892.11 623.574,882.936 623.764,887.523 623.955,892.11 624.145,892.11 624.336,892.11 624.527,892.11 624.717,882.936 624.908,882.936 625.099,882.936 \n",
" 625.289,882.936 625.48,882.936 625.671,882.936 625.861,892.11 626.052,887.523 626.243,882.936 626.433,882.936 626.624,882.936 626.815,882.936 627.005,882.936 \n",
" 627.196,892.11 627.387,892.11 627.577,882.936 627.768,882.936 627.959,882.936 628.149,887.523 628.34,885.23 628.53,882.936 628.721,882.936 628.912,882.936 \n",
" 629.102,882.936 629.293,882.936 629.484,882.936 629.674,882.936 629.865,892.11 630.056,892.11 630.246,882.936 630.437,882.936 630.628,882.936 630.818,882.936 \n",
" 631.009,882.936 631.2,882.936 631.39,882.936 631.581,882.936 631.772,882.936 631.962,882.936 632.153,882.936 632.343,882.936 632.534,892.11 632.725,882.936 \n",
" 632.915,882.936 633.106,882.936 633.297,882.936 633.487,882.936 633.678,882.936 633.869,887.523 634.059,882.936 634.25,882.936 634.441,882.936 634.631,892.11 \n",
" 634.822,882.936 635.013,882.936 635.203,882.936 635.394,882.936 635.585,882.936 635.775,882.936 635.966,882.936 636.157,882.936 636.347,882.936 636.538,882.936 \n",
" 636.728,882.936 636.919,882.936 637.11,882.936 637.3,882.936 637.491,882.936 637.682,882.936 637.872,882.936 638.063,882.936 638.254,882.936 638.444,882.936 \n",
" 638.635,882.936 638.826,892.11 639.016,882.936 639.207,882.936 639.398,882.936 639.588,882.936 639.779,882.936 639.97,882.936 640.16,882.936 640.351,882.936 \n",
" 640.541,882.936 640.732,887.523 640.923,892.11 641.113,882.936 641.304,882.936 641.495,901.285 641.685,882.936 641.876,882.936 642.067,882.936 642.257,882.936 \n",
" 642.448,882.936 642.639,882.936 642.829,855.413 643.02,855.413 643.211,882.936 643.401,882.936 643.592,887.523 643.783,882.936 643.973,882.936 644.164,882.936 \n",
" 644.355,892.11 644.545,901.285 644.736,901.285 644.926,901.285 645.117,892.11 645.308,882.936 645.498,882.936 645.689,882.936 645.88,892.11 646.07,892.11 \n",
" 646.261,892.11 646.452,905.872 646.642,894.404 646.833,882.936 647.024,882.936 647.214,882.936 647.405,882.936 647.596,882.936 647.786,882.936 647.977,882.936 \n",
" 648.168,892.11 648.358,882.936 648.549,892.11 648.739,882.936 648.93,887.523 649.121,892.11 649.311,892.11 649.502,892.11 649.693,882.936 649.883,882.936 \n",
" 650.074,882.936 650.265,892.11 650.455,882.936 650.646,882.936 650.837,882.936 651.027,882.936 651.218,882.936 651.409,882.936 651.599,882.936 651.79,882.936 \n",
" 651.981,882.936 652.171,892.11 652.362,882.936 652.553,882.936 652.743,882.936 652.934,882.936 653.124,892.11 653.315,892.11 653.506,887.523 653.696,882.936 \n",
" 653.887,882.936 654.078,882.936 654.268,887.523 654.459,892.11 654.65,882.936 654.84,887.523 655.031,892.11 655.222,882.936 655.412,882.936 655.603,882.936 \n",
" 655.794,864.587 655.984,846.239 656.175,846.239 656.366,846.239 656.556,837.064 656.747,846.239 656.937,882.936 657.128,882.936 657.319,882.936 657.509,892.11 \n",
" 657.7,896.698 657.891,894.404 658.081,892.11 658.272,892.11 658.463,892.11 658.653,892.11 658.844,892.11 659.035,892.11 659.225,882.936 659.416,882.936 \n",
" 659.607,892.11 659.797,882.936 659.988,882.936 660.179,882.936 660.369,864.587 660.56,846.239 660.751,846.239 660.941,846.239 661.132,882.936 661.322,892.11 \n",
" 661.513,882.936 661.704,882.936 661.894,887.523 662.085,882.936 662.276,882.936 662.466,882.936 662.657,887.523 662.848,892.11 663.038,892.11 663.229,892.11 \n",
" 663.42,882.936 663.61,882.936 663.801,892.11 663.992,882.936 664.182,882.936 664.373,882.936 664.564,882.936 664.754,892.11 664.945,864.587 665.136,837.064 \n",
" 665.326,837.064 665.517,837.064 665.707,882.936 665.898,882.936 666.089,892.11 666.279,882.936 666.47,882.936 666.661,882.936 666.851,882.936 667.042,882.936 \n",
" 667.233,887.523 667.423,892.11 667.614,892.11 667.805,882.936 667.995,882.936 668.186,882.936 668.377,892.11 668.567,882.936 668.758,887.523 668.949,882.936 \n",
" 669.139,837.064 669.33,855.413 669.52,823.303 669.711,791.193 669.902,791.193 670.092,763.669 670.283,791.193 670.474,804.954 670.664,837.064 670.855,869.175 \n",
" 671.046,892.11 671.236,882.936 671.427,892.11 671.618,882.936 671.808,887.523 671.999,892.11 672.19,892.11 672.38,896.698 672.571,892.11 672.762,882.936 \n",
" 672.952,892.11 673.143,882.936 673.334,882.936 673.524,882.936 673.715,882.936 673.905,837.064 674.096,860 674.287,882.936 674.477,882.936 674.668,882.936 \n",
" 674.859,882.936 675.049,882.936 675.24,882.936 675.431,892.11 675.621,882.936 675.812,882.936 676.003,882.936 676.193,892.11 676.384,887.523 676.575,882.936 \n",
" 676.765,882.936 676.956,882.936 677.147,882.936 677.337,892.11 677.528,887.523 677.718,882.936 677.909,882.936 678.1,882.936 678.29,882.936 678.481,850.826 \n",
" 678.672,843.945 678.862,837.064 679.053,837.064 679.244,837.064 679.434,837.064 679.625,809.541 679.816,837.064 680.006,837.064 680.197,846.239 680.388,882.936 \n",
" 680.578,882.936 680.769,892.11 680.96,894.404 681.15,896.698 681.341,896.698 681.532,882.936 681.722,882.936 681.913,887.523 682.103,882.936 682.294,882.936 \n",
" 682.485,892.11 682.675,882.936 682.866,846.239 683.057,846.239 683.247,846.239 683.438,846.239 683.629,846.239 683.819,837.064 684.01,837.064 684.201,837.064 \n",
" 684.391,837.064 684.582,850.826 684.773,887.523 684.963,892.11 685.154,882.936 685.345,901.285 685.535,892.11 685.726,882.936 685.916,882.936 686.107,882.936 \n",
" 686.298,887.523 686.488,882.936 686.679,892.11 686.87,882.936 687.06,882.936 687.251,882.936 687.442,837.064 687.632,837.064 687.823,818.716 688.014,800.367 \n",
" 688.204,800.367 688.395,804.954 688.586,841.651 688.776,846.239 688.967,855.413 689.158,882.936 689.348,882.936 689.539,882.936 689.73,882.936 689.92,882.936 \n",
" 690.111,887.523 690.301,892.11 690.492,892.11 690.683,892.11 690.873,892.11 691.064,882.936 691.255,882.936 691.445,882.936 691.636,882.936 691.827,892.11 \n",
" 692.017,882.936 692.208,837.064 692.399,837.064 692.589,837.064 692.78,837.064 692.971,837.064 693.161,800.367 693.352,837.064 693.543,837.064 693.733,837.064 \n",
" 693.924,869.175 694.114,887.523 694.305,892.11 694.496,882.936 694.686,887.523 694.877,892.11 695.068,892.11 695.258,892.11 695.449,882.936 695.64,892.11 \n",
" 695.83,887.523 696.021,882.936 696.212,882.936 696.402,887.523 696.593,882.936 696.784,882.936 696.974,860 697.165,837.064 697.356,837.064 697.546,837.064 \n",
" 697.737,791.193 697.928,804.954 698.118,841.651 698.309,882.936 698.499,892.11 698.69,887.523 698.881,882.936 699.071,882.936 699.262,887.523 699.453,892.11 \n",
" 699.643,892.11 699.834,892.11 700.025,892.11 700.215,892.11 700.406,887.523 700.597,882.936 700.787,882.936 700.978,882.936 701.169,882.936 701.359,882.936 \n",
" 701.55,837.064 701.741,791.193 701.931,791.193 702.122,791.193 702.312,791.193 702.503,791.193 702.694,791.193 702.884,837.064 703.075,882.936 703.266,882.936 \n",
" 703.456,882.936 703.647,882.936 703.838,882.936 704.028,882.936 704.219,882.936 704.41,882.936 704.6,882.936 704.791,882.936 704.982,887.523 705.172,882.936 \n",
" 705.363,882.936 705.554,882.936 705.744,882.936 705.935,882.936 706.126,860 706.316,837.064 706.507,837.064 706.697,837.064 706.888,837.064 707.079,837.064 \n",
" 707.269,855.413 707.46,887.523 707.651,892.11 707.841,887.523 708.032,882.936 708.223,882.936 708.413,887.523 708.604,892.11 708.795,892.11 708.985,892.11 \n",
" 709.176,882.936 709.367,882.936 709.557,882.936 709.748,882.936 709.939,882.936 710.129,882.936 710.32,846.239 710.51,811.835 710.701,777.431 710.892,777.431 \n",
" 711.082,777.431 711.273,777.431 711.464,777.431 711.654,777.431 711.845,777.431 712.036,777.431 712.226,777.431 712.417,777.431 712.608,777.431 712.798,777.431 \n",
" 712.989,777.431 713.18,777.431 713.37,777.431 713.561,777.431 713.752,777.431 713.942,777.431 714.133,777.431 714.324,777.431 714.514,777.431 714.705,777.431 \n",
" 714.895,777.431 715.086,777.431 715.277,777.431 715.467,777.431 715.658,777.431 715.849,791.193 716.039,809.541 716.23,800.367 716.421,837.064 716.611,855.413 \n",
" 716.802,882.936 716.993,887.523 717.183,892.11 717.374,887.523 717.565,882.936 717.755,882.936 717.946,882.936 718.137,882.936 718.327,896.698 718.518,882.936 \n",
" 718.709,892.11 718.899,882.936 719.09,882.936 719.28,882.936 719.471,791.193 719.662,791.193 719.852,747.614 720.043,704.036 720.234,704.036 720.424,745.321 \n",
" 720.615,754.495 720.806,800.367 720.996,837.064 721.187,869.175 721.378,869.175 721.568,882.936 721.759,882.936 721.95,882.936 722.14,882.936 722.331,882.936 \n",
" 722.522,882.936 722.712,882.936 722.903,882.936 723.093,882.936 723.284,882.936 723.475,882.936 723.665,882.936 723.856,882.936 724.047,837.064 724.237,837.064 \n",
" 724.428,825.596 724.619,814.128 724.809,814.128 725,837.064 725.191,837.064 725.381,882.936 725.572,882.936 725.763,882.936 725.953,887.523 726.144,882.936 \n",
" 726.335,882.936 726.525,882.936 726.716,887.523 726.907,892.11 727.097,892.11 727.288,887.523 727.478,887.523 727.669,882.936 727.86,882.936 728.05,882.936 \n",
" 728.241,882.936 728.432,882.936 728.622,882.936 728.813,892.11 729.004,864.587 729.194,837.064 729.385,837.064 729.576,837.064 729.766,837.064 729.957,882.936 \n",
" 730.148,882.936 730.338,892.11 730.529,882.936 730.72,887.523 730.91,887.523 731.101,882.936 731.291,887.523 731.482,892.11 731.673,892.11 731.863,892.11 \n",
" 732.054,882.936 732.245,882.936 732.435,887.523 732.626,882.936 732.817,882.936 733.007,882.936 733.198,855.413 733.389,837.064 733.579,791.193 733.77,745.321 \n",
" 733.961,745.321 734.151,745.321 734.342,745.321 734.533,791.193 734.723,800.367 734.914,855.413 735.105,882.936 735.295,882.936 735.486,882.936 735.676,882.936 \n",
" 735.867,869.175 736.058,855.413 736.248,855.413 736.439,887.523 736.63,882.936 736.82,892.11 737.011,882.936 737.202,882.936 737.392,882.936 737.583,882.936 \n",
" 737.774,882.936 737.964,882.936 738.155,882.936 738.346,882.936 738.536,882.936 738.727,882.936 738.918,882.936 739.108,882.936 739.299,882.936 739.489,882.936 \n",
" 739.68,882.936 739.871,882.936 740.061,882.936 740.252,887.523 740.443,892.11 740.633,892.11 740.824,892.11 741.015,882.936 741.205,887.523 741.396,892.11 \n",
" 741.587,882.936 741.777,892.11 741.968,882.936 742.159,882.936 742.349,882.936 742.54,882.936 742.731,860 742.921,837.064 743.112,837.064 743.303,837.064 \n",
" 743.493,846.239 743.684,882.936 743.874,855.413 744.065,882.936 744.256,887.523 744.446,882.936 744.637,882.936 744.828,882.936 745.018,885.23 745.209,887.523 \n",
" 745.4,887.523 745.59,882.936 745.781,892.11 745.972,892.11 746.162,882.936 746.353,887.523 746.544,882.936 746.734,882.936 746.925,882.936 747.116,791.193 \n",
" 747.306,800.367 747.497,809.541 747.687,809.541 747.878,809.541 748.069,837.064 748.259,837.064 748.45,846.239 748.641,882.936 748.831,892.11 749.022,892.11 \n",
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" 800.689,882.936 800.879,882.936 801.07,882.936 801.26,882.936 801.451,892.11 801.642,882.936 801.832,882.936 802.023,892.11 802.214,846.239 802.404,800.367 \n",
" 802.595,800.367 802.786,800.367 802.976,800.367 803.167,754.495 803.358,791.193 803.548,800.367 803.739,846.239 803.93,882.936 804.12,882.936 804.311,901.285 \n",
" 804.502,892.11 804.692,882.936 804.883,882.936 805.074,882.936 805.264,882.936 805.455,882.936 805.645,882.936 805.836,882.936 806.027,882.936 806.217,882.936 \n",
" 806.408,882.936 806.599,882.936 806.789,860 806.98,837.064 807.171,837.064 807.361,837.064 807.552,837.064 807.743,837.064 807.933,846.239 808.124,837.064 \n",
" 808.315,882.936 808.505,892.11 808.696,882.936 808.887,882.936 809.077,887.523 809.268,892.11 809.458,892.11 809.649,892.11 809.84,892.11 810.03,882.936 \n",
" 810.221,892.11 810.412,892.11 810.602,882.936 810.793,855.413 810.984,800.367 811.174,837.064 811.365,793.486 811.556,749.908 811.746,749.908 811.937,749.908 \n",
" 812.128,749.908 812.318,791.193 812.509,791.193 812.7,837.064 812.89,846.239 813.081,855.413 813.272,882.936 813.462,855.413 813.653,869.175 813.843,882.936 \n",
" 814.034,882.936 814.225,882.936 814.415,882.936 814.606,855.413 814.797,837.064 814.987,837.064 815.178,837.064 815.369,800.367 815.559,754.495 815.75,745.321 \n",
" 815.941,704.036 816.131,662.752 816.322,662.752 816.513,662.752 816.703,662.752 816.894,708.623 817.085,745.321 817.275,791.193 817.466,800.367 817.657,837.064 \n",
" 817.847,882.936 818.038,882.936 818.228,882.936 818.419,882.936 818.61,882.936 818.8,882.936 818.991,882.936 819.182,892.11 819.372,882.936 819.563,892.11 \n",
" 819.754,882.936 819.944,837.064 820.135,837.064 820.326,837.064 820.516,814.128 820.707,791.193 820.898,791.193 821.088,791.193 821.279,791.193 821.47,846.239 \n",
" 821.66,882.936 821.851,882.936 822.041,882.936 822.232,882.936 822.423,887.523 822.613,882.936 822.804,882.936 822.995,882.936 823.185,882.936 823.376,882.936 \n",
" 823.567,882.936 823.757,882.936 823.948,892.11 824.139,882.936 824.329,882.936 824.52,882.936 824.711,809.541 824.901,809.541 825.092,827.89 825.283,846.239 \n",
" 825.473,846.239 825.664,846.239 825.855,846.239 826.045,846.239 826.236,850.826 826.426,882.936 826.617,882.936 826.808,892.11 826.998,882.936 827.189,882.936 \n",
" 827.38,887.523 827.57,892.11 827.761,892.11 827.952,892.11 828.142,892.11 828.333,882.936 828.524,882.936 828.714,882.936 828.905,882.936 829.096,882.936 \n",
" 829.286,855.413 829.477,837.064 829.668,814.128 829.858,791.193 830.049,791.193 830.239,791.193 830.43,777.431 830.621,800.367 830.811,791.193 831.002,809.541 \n",
" 831.193,841.651 831.383,882.936 831.574,882.936 831.765,887.523 831.955,885.23 832.146,882.936 832.337,882.936 832.527,882.936 832.718,882.936 832.909,882.936 \n",
" 833.099,882.936 833.29,892.11 833.481,882.936 833.671,855.413 833.862,837.064 834.053,837.064 834.243,814.128 834.434,791.193 834.624,791.193 834.815,791.193 \n",
" 835.006,745.321 835.196,846.239 835.387,837.064 835.578,846.239 835.768,855.413 835.959,882.936 836.15,892.11 836.34,901.285 836.531,892.11 836.722,882.936 \n",
" 836.912,882.936 837.103,882.936 837.294,882.936 837.484,882.936 837.675,892.11 837.866,882.936 838.056,882.936 838.247,837.064 838.437,809.541 838.628,809.541 \n",
" 838.819,777.431 839.009,745.321 839.2,745.321 839.391,745.321 839.581,699.449 839.772,717.798 839.963,745.321 840.153,745.321 840.344,809.541 840.535,846.239 \n",
" 840.725,855.413 840.916,882.936 841.107,892.11 841.297,901.285 841.488,901.285 841.679,901.285 841.869,892.11 842.06,892.11 842.251,882.936 842.441,882.936 \n",
" 842.632,882.936 842.822,850.826 843.013,809.541 843.204,800.367 843.394,772.844 843.585,745.321 843.776,745.321 843.966,745.321 844.157,708.623 844.348,745.321 \n",
" 844.538,745.321 844.729,717.798 844.92,717.798 845.11,745.321 845.301,809.541 845.492,837.064 845.682,860 845.873,882.936 846.064,882.936 846.254,882.936 \n",
" 846.445,882.936 846.635,892.11 846.826,892.11 847.017,882.936 847.207,882.936 847.398,837.064 847.589,745.321 847.779,699.449 847.97,653.577 848.161,653.577 \n",
" 848.351,653.577 848.542,653.577 848.733,699.449 848.923,699.449 849.114,667.339 849.305,717.798 849.495,754.495 849.686,837.064 849.877,837.064 850.067,860 \n",
" 850.258,882.936 850.449,882.936 850.639,882.936 850.83,882.936 851.02,882.936 851.211,882.936 851.402,882.936 851.592,882.936 851.783,837.064 851.974,791.193 \n",
" 852.164,745.321 852.355,699.449 852.546,768.257 852.736,837.064 852.927,837.064 853.118,837.064 853.308,837.064 853.499,837.064 853.69,837.064 853.88,837.064 \n",
" 854.071,837.064 854.262,837.064 854.452,837.064 854.643,837.064 854.833,837.064 855.024,837.064 855.215,837.064 855.405,837.064 855.596,837.064 855.787,837.064 \n",
" 855.977,837.064 856.168,837.064 856.359,837.064 856.549,837.064 856.74,837.064 856.931,837.064 857.121,837.064 857.312,837.064 857.503,837.064 857.693,837.064 \n",
" 857.884,837.064 858.075,837.064 858.265,837.064 858.456,837.064 858.647,837.064 858.837,837.064 859.028,837.064 859.218,837.064 859.409,837.064 859.6,837.064 \n",
" 859.79,837.064 859.981,837.064 860.172,837.064 860.362,837.064 860.553,837.064 860.744,837.064 860.934,837.064 861.125,837.064 861.316,837.064 861.506,837.064 \n",
" 861.697,837.064 861.888,837.064 862.078,837.064 862.269,837.064 862.46,837.064 862.65,837.064 862.841,837.064 863.031,837.064 863.222,837.064 863.413,837.064 \n",
" 863.603,837.064 863.794,837.064 863.985,837.064 864.175,837.064 864.366,837.064 864.557,837.064 864.747,837.064 864.938,837.064 865.129,837.064 865.319,837.064 \n",
" 865.51,837.064 865.701,837.064 865.891,837.064 866.082,837.064 866.273,837.064 866.463,837.064 866.654,837.064 866.845,837.064 867.035,837.064 867.226,837.064 \n",
" 867.416,837.064 867.607,837.064 867.798,837.064 867.988,846.239 868.179,846.239 868.37,855.413 868.56,869.175 868.751,882.936 868.942,882.936 869.132,882.936 \n",
" 869.323,882.936 869.514,882.936 869.704,882.936 869.895,882.936 870.086,882.936 870.276,837.064 870.467,791.193 870.658,745.321 870.848,800.367 871.039,855.413 \n",
" 871.23,855.413 871.42,855.413 871.611,855.413 871.801,855.413 871.992,855.413 872.183,855.413 872.373,855.413 872.564,882.936 872.755,887.523 872.945,928.808 \n",
" 873.136,837.064 873.327,745.321 873.517,745.321 873.708,745.321 873.899,745.321 874.089,745.321 874.28,745.321 874.471,745.321 874.661,745.321 874.852,745.321 \n",
" 875.043,745.321 875.233,745.321 875.424,745.321 875.614,745.321 875.805,745.321 875.996,745.321 876.186,745.321 876.377,745.321 876.568,745.321 876.758,791.193 \n",
" 876.949,837.064 877.14,869.175 877.33,841.651 877.521,882.936 877.712,882.936 877.902,882.936 878.093,882.936 878.284,882.936 878.474,882.936 878.665,882.936 \n",
" 878.856,882.936 879.046,882.936 879.237,882.936 879.428,850.826 879.618,837.064 879.809,791.193 879.999,754.495 880.19,717.798 880.381,717.798 880.571,717.798 \n",
" 880.762,717.798 880.953,717.798 881.143,699.449 881.334,837.064 881.525,882.936 881.715,882.936 881.906,882.936 882.097,901.285 882.287,894.404 882.478,887.523 \n",
" 882.669,887.523 882.859,887.523 883.05,887.523 883.241,887.523 883.431,882.936 883.622,882.936 883.812,882.936 884.003,882.936 884.194,837.064 884.384,809.541 \n",
" 884.575,800.367 884.766,791.193 884.956,791.193 885.147,791.193 885.338,791.193 885.528,791.193 885.719,800.367 885.91,823.303 886.1,882.936 886.291,882.936 \n",
" 886.482,882.936 886.672,882.936 886.863,882.936 887.054,882.936 887.244,882.936 887.435,882.936 887.626,882.936 887.816,882.936 888.007,892.11 888.197,882.936 \n",
" 888.388,882.936 888.579,882.936 888.769,882.936 888.96,882.936 889.151,860 889.341,837.064 889.532,837.064 889.723,837.064 889.913,837.064 890.104,837.064 \n",
" 890.295,837.064 890.485,837.064 890.676,846.239 890.867,837.064 891.057,855.413 891.248,869.175 891.439,878.349 891.629,887.523 891.82,887.523 892.01,887.523 \n",
" 892.201,887.523 892.392,887.523 892.582,892.11 892.773,882.936 892.964,892.11 893.154,882.936 893.345,837.064 893.536,841.651 893.726,821.009 893.917,800.367 \n",
" 894.108,800.367 894.298,800.367 894.489,800.367 894.68,800.367 894.87,800.367 895.061,809.541 895.252,837.064 895.442,855.413 895.633,837.064 895.824,837.064 \n",
" 896.014,860 896.205,882.936 896.395,882.936 896.586,882.936 896.777,882.936 896.967,882.936 897.158,882.936 897.349,882.936 897.539,882.936 897.73,837.064 \n",
" 897.921,800.367 898.111,809.541 898.302,804.954 898.493,800.367 898.683,800.367 898.874,800.367 899.065,800.367 899.255,800.367 899.446,837.064 899.637,837.064 \n",
" 899.827,869.175 900.018,882.936 900.208,882.936 900.399,892.11 900.59,887.523 900.78,882.936 900.971,882.936 901.162,882.936 901.352,882.936 901.543,882.936 \n",
" 901.734,892.11 901.924,892.11 902.115,882.936 902.306,846.239 902.496,800.367 902.687,763.669 902.878,800.367 903.068,837.064 903.259,837.064 903.45,837.064 \n",
" 903.64,837.064 903.831,837.064 904.022,837.064 904.212,837.064 904.403,837.064 904.593,855.413 904.784,855.413 904.975,882.936 905.165,882.936 905.356,882.936 \n",
" 905.547,882.936 905.737,882.936 905.928,882.936 906.119,882.936 906.309,882.936 906.5,882.936 906.691,882.936 906.881,837.064 907.072,791.193 907.263,745.321 \n",
" 907.453,699.449 907.644,653.577 907.835,653.577 908.025,653.577 908.216,653.577 908.406,653.577 908.597,662.752 908.788,653.577 908.978,699.449 909.169,699.449 \n",
" 909.36,745.321 909.55,745.321 909.741,791.193 909.932,837.064 910.122,837.064 910.313,837.064 910.504,837.064 910.694,837.064 910.885,837.064 911.076,837.064 \n",
" 911.266,791.193 911.457,717.798 911.648,662.752 911.838,653.577 912.029,662.752 912.22,671.926 912.41,671.926 912.601,671.926 912.791,671.926 912.982,671.926 \n",
" 913.173,653.577 913.363,671.926 913.554,745.321 913.745,745.321 913.935,763.669 914.126,754.495 914.317,754.495 914.507,754.495 914.698,754.495 914.889,754.495 \n",
" 915.079,754.495 915.27,754.495 915.461,754.495 915.651,754.495 915.842,754.495 916.033,754.495 916.223,754.495 916.414,754.495 916.604,754.495 916.795,754.495 \n",
" 916.986,754.495 917.176,754.495 917.367,754.495 917.558,777.431 917.748,745.321 917.939,745.321 918.13,749.908 918.32,791.193 918.511,809.541 918.702,846.239 \n",
" 918.892,827.89 919.083,809.541 919.274,809.541 919.464,809.541 919.655,809.541 919.846,846.239 920.036,837.064 920.227,837.064 920.418,800.367 920.608,791.193 \n",
" 920.799,708.623 920.989,639.816 921.18,571.008 921.371,571.008 921.561,571.008 921.752,571.008 921.943,571.008 922.133,612.293 922.324,667.339 922.515,699.449 \n",
" 922.705,708.623 922.896,745.321 923.087,763.669 923.277,791.193 923.468,837.064 923.659,882.936 923.849,882.936 924.04,882.936 924.231,882.936 924.421,855.413 \n",
" 924.612,855.413 924.803,837.064 924.993,809.541 925.184,800.367 925.374,791.193 925.565,809.541 925.756,782.018 925.946,754.495 926.137,754.495 926.328,754.495 \n",
" 926.518,754.495 926.709,791.193 926.9,791.193 927.09,791.193 927.281,791.193 927.472,791.193 927.662,809.541 927.853,837.064 928.044,818.716 928.234,800.367 \n",
" 928.425,800.367 928.616,800.367 928.806,800.367 928.997,800.367 929.187,837.064 929.378,837.064 929.569,800.367 929.759,763.669 929.95,745.321 930.141,717.798 \n",
" 930.331,687.981 930.522,658.164 930.713,658.164 930.903,658.164 931.094,658.164 931.285,699.449 931.475,745.321 931.666,754.495 931.857,791.193 932.047,791.193 \n",
" 932.238,837.064 932.429,837.064 932.619,860 932.81,882.936 933.001,882.936 933.191,882.936 933.382,882.936 933.572,882.936 933.763,892.11 933.954,882.936 \n",
" 934.144,837.064 934.335,791.193 934.526,717.798 934.716,745.321 934.907,726.972 935.098,708.623 935.288,708.623 935.479,708.623 935.67,708.623 935.86,754.495 \n",
" 936.051,763.669 936.242,800.367 936.432,882.936 936.623,882.936 936.814,887.523 937.004,892.11 937.195,887.523 937.385,882.936 937.576,882.936 937.767,882.936 \n",
" 937.957,882.936 938.148,882.936 938.339,892.11 938.529,882.936 938.72,882.936 938.911,869.175 939.101,841.651 939.292,809.541 939.483,777.431 939.673,745.321 \n",
" 939.864,745.321 940.055,745.321 940.245,745.321 940.436,745.321 940.627,745.321 940.817,745.321 941.008,791.193 941.199,837.064 941.389,882.936 941.58,882.936 \n",
" 941.77,882.936 941.961,882.936 942.152,882.936 942.342,882.936 942.533,882.936 942.724,882.936 942.914,892.11 943.105,882.936 943.296,882.936 943.486,882.936 \n",
" 943.677,855.413 943.868,804.954 944.058,779.725 944.249,754.495 944.44,754.495 944.63,754.495 944.821,763.669 945.012,791.193 945.202,809.541 945.393,809.541 \n",
" 945.583,837.064 945.774,837.064 945.965,837.064 946.155,837.064 946.346,860 946.537,882.936 946.727,882.936 946.918,882.936 947.109,882.936 947.299,882.936 \n",
" 947.49,882.936 947.681,882.936 947.871,882.936 948.062,850.826 948.253,837.064 948.443,846.239 948.634,821.009 948.825,795.78 949.015,795.78 949.206,795.78 \n",
" 949.397,809.541 949.587,791.193 949.778,791.193 949.968,763.669 950.159,791.193 950.35,795.78 950.54,791.193 950.731,763.669 950.922,791.193 951.112,818.716 \n",
" 951.303,818.716 951.494,818.716 951.684,837.064 951.875,837.064 952.066,837.064 952.256,837.064 952.447,800.367 952.638,791.193 952.828,791.193 953.019,754.495 \n",
" 953.21,754.495 953.4,754.495 953.591,754.495 953.781,754.495 953.972,745.321 954.163,763.669 954.353,791.193 954.544,791.193 954.735,800.367 954.925,837.064 \n",
" 955.116,837.064 955.307,837.064 955.497,837.064 955.688,837.064 955.879,837.064 956.069,837.064 956.26,837.064 956.451,837.064 956.641,846.239 956.832,837.064 \n",
" 957.023,809.541 957.213,809.541 957.404,791.193 957.595,791.193 957.785,768.257 957.976,745.321 958.166,745.321 958.357,745.321 958.548,745.321 958.738,754.495 \n",
" 958.929,791.193 959.12,759.082 959.31,791.193 959.501,800.367 959.692,837.064 959.882,809.541 960.073,823.303 960.264,837.064 960.454,837.064 960.645,837.064 \n",
" 960.836,809.541 961.026,837.064 961.217,837.064 961.408,823.303 961.598,809.541 961.789,791.193 961.979,745.321 962.17,745.321 962.361,745.321 962.551,745.321 \n",
" 962.742,745.321 962.933,745.321 963.123,745.321 963.314,759.082 963.505,791.193 963.695,800.367 963.886,850.826 964.077,855.413 964.267,882.936 964.458,882.936 \n",
" 964.649,864.587 964.839,846.239 965.03,846.239 965.221,846.239 965.411,855.413 965.602,882.936 965.793,882.936 965.983,837.064 966.174,837.064 966.364,800.367 \n",
" 966.555,791.193 966.746,745.321 966.936,756.789 967.127,768.257 967.318,768.257 967.508,708.623 967.699,717.798 967.89,708.623 968.08,699.449 968.271,745.321 \n",
" 968.462,717.798 968.652,745.321 968.843,759.082 969.034,791.193 969.224,837.064 969.415,882.936 969.606,882.936 969.796,882.936 969.987,882.936 970.177,882.936 \n",
" 970.368,882.936 970.559,841.651 970.749,800.367 970.94,759.082 971.131,745.321 971.321,745.321 971.512,699.449 971.703,653.577 971.893,653.577 972.084,653.577 \n",
" 972.275,685.687 972.465,699.449 972.656,699.449 972.847,717.798 973.037,745.321 973.228,791.193 973.419,837.064 973.609,882.936 973.8,862.294 973.991,841.651 \n",
" 974.181,841.651 974.372,841.651 974.562,855.413 974.753,837.064 974.944,837.064 975.134,809.541 975.325,791.193 975.516,745.321 975.706,731.559 975.897,662.752 \n",
" 976.088,635.229 976.278,607.705 976.469,607.705 976.66,616.88 976.85,653.577 977.041,653.577 977.232,699.449 977.422,699.449 977.613,717.798 977.804,745.321 \n",
" 977.994,791.193 978.185,800.367 978.376,841.651 978.566,882.936 978.757,882.936 978.947,882.936 979.138,855.413 979.329,841.651 979.519,837.064 979.71,800.367 \n",
" 979.901,791.193 980.091,708.623 980.282,726.972 980.473,708.623 980.663,635.229 980.854,561.834 981.045,561.834 981.235,561.834 981.426,561.834 981.617,561.834 \n",
" 981.807,561.834 981.998,580.182 982.189,607.705 982.379,626.054 982.57,671.926 982.76,699.449 982.951,745.321 983.142,791.193 983.332,791.193 983.523,800.367 \n",
" 983.714,795.78 983.904,809.541 984.095,791.193 984.286,791.193 984.476,763.669 984.667,704.036 984.858,671.926 985.048,653.577 985.239,609.999 985.43,566.421 \n",
" 985.62,566.421 985.811,566.421 986.002,561.834 986.192,571.008 986.383,607.705 986.574,612.293 986.764,653.577 986.955,653.577 987.145,699.449 987.336,708.623 \n",
" 987.527,726.972 987.717,745.321 987.908,745.321 988.099,791.193 988.289,800.367 988.48,809.541 988.671,800.367 988.861,749.908 989.052,731.559 989.243,639.816 \n",
" 989.433,653.577 989.624,607.705 989.815,584.77 990.005,561.834 990.196,561.834 990.387,571.008 990.577,561.834 990.768,571.008 990.958,639.816 991.149,653.577 \n",
" 991.34,699.449 991.53,708.623 991.721,717.798 991.912,745.321 992.102,752.202 992.293,759.082 992.484,759.082 992.674,791.193 992.865,754.495 993.056,763.669 \n",
" 993.246,763.669 993.437,763.669 993.628,745.321 993.818,708.623 994.009,653.577 994.2,626.054 994.39,600.825 994.581,575.595 994.772,575.595 994.962,607.705 \n",
" 995.153,580.182 995.343,607.705 995.534,653.577 995.725,662.752 995.915,699.449 996.106,699.449 996.297,731.559 996.487,745.321 996.678,777.431 996.869,809.541 \n",
" 997.059,809.541 997.25,837.064 997.441,855.413 997.631,869.175 997.822,795.78 998.013,791.193 998.203,749.908 998.394,685.687 998.585,616.88 998.775,589.357 \n",
" 998.966,561.834 999.156,561.834 999.347,561.834 999.538,561.834 999.728,561.834 999.919,561.834 1000.11,561.834 1000.3,607.705 1000.49,612.293 1000.68,662.752 \n",
" 1000.87,699.449 1001.06,745.321 1001.25,791.193 1001.44,791.193 1001.63,791.193 1001.83,800.367 1002.02,823.303 1002.21,837.064 1002.4,800.367 1002.59,754.495 \n",
" 1002.78,699.449 1002.97,607.705 1003.16,575.595 1003.35,534.311 1003.54,343.943 1003.73,153.575 1003.92,153.575 1004.11,121.465 1004.3,144.401 1004.49,139.813 \n",
" 1004.69,121.465 1004.88,75.5929 1005.07,148.988 1005.26,194.859 1005.45,259.08 1005.64,291.19 1005.83,323.3 1006.02,323.3 1006.21,323.3 1006.4,304.952 \n",
" 1006.59,364.585 1006.78,387.521 1006.97,405.87 1007.16,479.264 1007.35,515.962 1007.55,470.09 1007.74,424.218 1007.93,213.208 1008.12,245.318 1008.31,277.429 \n",
" 1008.5,277.429 1008.69,327.888 1008.88,456.329 1009.07,236.144 1009.26,268.254 1009.45,231.557 1009.64,231.557 1009.83,378.347 1010.02,515.962 1010.21,470.09 \n",
" 1010.4,424.218 1010.6,424.218 1010.79,424.218 1010.98,304.952 1011.17,548.072 1011.36,566.421 1011.55,529.723 1011.74,607.705 1011.93,580.182 1012.12,607.705 \n",
" 1012.31,552.659 1012.5,424.218 1012.69,330.181 1012.88,236.144 1013.07,236.144 1013.26,222.383 1013.46,304.952 1013.65,259.08 1013.84,286.603 1014.03,341.649 \n",
" 1014.22,236.144 1014.41,382.934 1014.6,470.09 1014.79,442.567 1014.98,373.759 1015.17,304.952 1015.36,304.952 1015.55,433.393 1015.74,548.072 1015.93,515.962 \n",
" 1016.12,520.549 1016.32,543.485 1016.51,561.834 1016.7,502.2 1016.89,470.09 1017.08,378.347 1017.27,337.062 1017.46,295.777 1017.65,295.777 1017.84,346.236 \n",
" 1018.03,291.19 1018.22,167.336 1018.41,254.493 1018.6,277.429 1018.79,231.557 1018.98,249.906 1019.17,304.952 1019.37,396.695 1019.56,488.439 1019.75,488.439 \n",
" 1019.94,488.439 1020.13,424.218 1020.32,630.641 1020.51,571.008 1020.7,607.705 1020.89,566.421 1021.08,561.834 1021.27,378.347 1021.46,304.952 1021.65,323.3 \n",
" 1021.84,279.722 1022.03,236.144 1022.23,236.144 1022.42,259.08 1022.61,213.208 1022.8,231.557 1022.99,231.557 1023.18,259.08 1023.37,213.208 1023.56,304.952 \n",
" 1023.75,355.411 1023.94,412.75 1024.13,470.09 1024.32,470.09 1024.51,470.09 1024.7,424.218 1024.89,410.457 1025.09,378.347 1025.28,433.393 1025.47,378.347 \n",
" 1025.66,424.218 1025.85,470.09 1026.04,387.521 1026.23,259.08 1026.42,254.493 1026.61,249.906 1026.8,249.906 1026.99,213.208 1027.18,304.952 1027.37,240.731 \n",
" 1027.56,259.08 1027.75,231.557 1027.94,148.988 1028.14,199.447 1028.33,213.208 1028.52,213.208 1028.71,247.612 1028.9,282.016 1029.09,282.016 1029.28,323.3 \n",
" 1029.47,401.282 1029.66,401.282 1029.85,451.741 1030.04,451.741 1030.23,277.429 1030.42,231.557 1030.61,222.383 1030.8,204.034 1031,185.685 1031.19,185.685 \n",
" 1031.38,185.685 1031.57,176.511 1031.76,167.336 1031.95,167.336 1032.14,167.336 1032.33,130.639 1032.52,139.813 1032.71,167.336 1032.9,222.383 1033.09,75.5929 \n",
" 1033.28,148.988 1033.47,222.383 1033.66,222.383 1033.86,282.016 1034.05,323.3 1034.24,286.603 1034.43,341.649 1034.62,337.062 1034.81,282.016 1035,236.144 \n",
" 1035.19,327.888 1035.38,103.116 1035.57,240.731 1035.76,378.347 1035.95,378.347 1036.14,474.677 1036.33,433.393 1036.52,424.218 1036.71,447.154 1036.91,350.824 \n",
" 1037.1,323.3 1037.29,424.218 1037.48,378.347 1037.67,387.521 1037.86,387.521 1038.05,387.521 1038.24,387.521 1038.43,387.521 1038.62,387.521 1038.81,291.19 \n",
" 1039,428.806 1039.19,653.577 1039.38,607.705 1039.57,653.577 1039.77,561.834 1039.96,350.824 1040.15,272.841 1040.34,194.859 1040.53,194.859 1040.72,194.859 \n",
" 1040.91,194.859 1041.1,194.859 1041.29,194.859 1041.48,277.429 1041.67,213.208 1041.86,259.08 1042.05,332.475 1042.24,392.108 1042.43,476.971 1042.62,561.834 \n",
" 1042.82,561.834 1043.01,561.834 1043.2,561.834 1043.39,561.834 1043.58,561.834 1043.77,561.834 1043.96,580.182 1044.15,488.439 1044.34,470.09 1044.53,561.834 \n",
" 1044.72,561.834 1044.91,561.834 1045.1,561.834 1045.29,561.834 1045.48,561.834 1045.68,561.834 1045.87,561.834 1046.06,442.567 1046.25,350.824 1046.44,456.329 \n",
" 1046.63,442.567 1046.82,561.834 1047.01,571.008 1047.2,580.182 1047.39,580.182 1047.58,580.182 1047.77,580.182 1047.96,580.182 1048.15,580.182 1048.34,561.834 \n",
" 1048.54,515.962 1048.73,548.072 1048.92,470.09 1049.11,396.695 1049.3,341.649 1049.49,286.603 1049.68,286.603 1049.87,286.603 1050.06,286.603 1050.25,286.603 \n",
" 1050.44,286.603 1050.63,304.952 1050.82,332.475 1051.01,561.834 1051.2,561.834 1051.39,451.741 1051.59,529.723 1051.78,607.705 1051.97,607.705 1052.16,607.705 \n",
" 1052.35,607.705 1052.54,607.705 1052.73,607.705 1052.92,525.136 1053.11,474.677 1053.3,424.218 1053.49,424.218 1053.68,323.3 1053.87,259.08 1054.06,194.859 \n",
" 1054.25,194.859 1054.45,194.859 1054.64,194.859 1054.83,194.859 1055.02,194.859 1055.21,295.777 1055.4,245.318 1055.59,341.649 1055.78,378.347 1055.97,304.952 \n",
" 1056.16,479.264 1056.35,653.577 1056.54,653.577 1056.73,653.577 1056.92,653.577 1057.11,653.577 1057.31,653.577 1057.5,630.641 1057.69,626.054 1057.88,616.88 \n",
" 1058.07,571.008 1058.26,470.09 1058.45,502.2 1058.64,534.311 1058.83,534.311 1059.02,534.311 1059.21,534.311 1059.4,534.311 1059.59,534.311 1059.78,571.008 \n",
" 1059.97,616.88 1060.16,699.449 1060.36,607.705 1060.55,612.293 1060.74,609.999 1060.93,607.705 1061.12,607.705 1061.31,607.705 1061.5,607.705 1061.69,607.705 \n",
" 1061.88,607.705 1062.07,442.567 1062.26,442.567 1062.45,433.393 1062.64,424.218 1062.83,442.567 1063.02,359.998 1063.22,277.429 1063.41,277.429 1063.6,277.429 \n",
" 1063.79,277.429 1063.98,277.429 1064.17,277.429 1064.36,194.859 1064.55,222.383 1064.74,176.511 1064.93,295.777 1065.12,259.08 1065.31,479.264 1065.5,699.449 \n",
" 1065.69,699.449 1065.88,699.449 1066.08,699.449 1066.27,699.449 1066.46,699.449 1066.65,580.182 1066.84,515.962 1067.03,341.649 1067.22,213.208 1067.41,341.649 \n",
" 1067.6,291.19 1067.79,240.731 1067.98,240.731 1068.17,240.731 1068.36,240.731 1068.55,240.731 1068.74,240.731 1068.93,268.254 1069.13,231.557 1069.32,286.603 \n",
" 1069.51,323.3 1069.7,277.429 1069.89,314.126 1070.08,350.824 1070.27,350.824 1070.46,350.824 1070.65,350.824 1070.84,350.824 1071.03,350.824 1071.22,378.347 \n",
" 1071.41,304.952 1071.6,364.585 1071.79,323.3 1071.99,304.952 1072.18,327.888 1072.37,350.824 1072.56,350.824 1072.75,350.824 1072.94,350.824 1073.13,350.824 \n",
" 1073.32,350.824 1073.51,304.952 1073.7,323.3 1073.89,433.393 1074.08,378.347 1074.27,314.126 1074.46,419.631 1074.65,525.136 1074.85,525.136 1075.04,525.136 \n",
" 1075.23,525.136 1075.42,525.136 1075.61,525.136 1075.8,607.705 1075.99,442.567 1076.18,396.695 1076.37,424.218 1076.56,323.3 1076.75,268.254 1076.94,213.208 \n",
" 1077.13,213.208 1077.32,213.208 1077.51,213.208 1077.7,213.208 1077.9,213.208 1078.09,323.3 1078.28,314.126 1078.47,341.649 1078.66,387.521 1078.85,309.539 \n",
" 1079.04,444.861 1079.23,580.182 1079.42,580.182 1079.61,580.182 1079.8,580.182 1079.99,580.182 1080.18,580.182 1080.37,561.834 1080.56,584.77 1080.76,433.393 \n",
" 1080.95,387.521 1081.14,139.813 1081.33,245.318 1081.52,350.824 1081.71,350.824 1081.9,350.824 1082.09,350.824 1082.28,350.824 1082.47,350.824 1082.66,259.08 \n",
" 1082.85,433.393 1083.04,525.136 1083.23,580.182 1083.42,548.072 1083.61,527.43 1083.81,506.788 1084,506.788 1084.19,506.788 1084.38,506.788 1084.57,506.788 \n",
" 1084.76,506.788 1084.95,543.485 1085.14,424.218 1085.33,378.347 1085.52,460.916 1085.71,231.557 1085.9,286.603 1086.09,341.649 1086.28,341.649 1086.47,341.649 \n",
" 1086.67,341.649 1086.86,341.649 1087.05,341.649 1087.24,378.347 1087.43,282.016 1087.62,447.154 1087.81,451.741 1088,433.393 1088.19,497.613 1088.38,561.834 \n",
" 1088.57,561.834 1088.76,561.834 1088.95,561.834 1089.14,561.834 1089.33,561.834 1089.53,515.962 1089.72,502.2 1089.91,488.439 1090.1,442.567 1090.29,355.411 \n",
" 1090.48,316.42 1090.67,277.429 1090.86,277.429 1091.05,277.429 1091.24,277.429 1091.43,277.429 1091.62,277.429 1091.81,304.952 1092,277.429 1092.19,493.026 \n",
" 1092.38,470.09 1092.58,387.521 1092.77,419.631 1092.96,451.741 1093.15,451.741 1093.34,451.741 1093.53,451.741 1093.72,451.741 1093.91,451.741 1094.1,548.072 \n",
" 1094.29,515.962 1094.48,488.439 1094.67,515.962 1094.86,259.08 1095.05,350.824 1095.24,442.567 1095.44,442.567 1095.63,442.567 1095.82,442.567 1096.01,442.567 \n",
" 1096.2,442.567 1096.39,543.485 1096.58,470.09 1096.77,548.072 1096.96,607.705 1097.15,474.677 1097.34,497.613 1097.53,520.549 1097.72,520.549 1097.91,520.549 \n",
" 1098.1,520.549 1098.3,520.549 1098.49,520.549 1098.68,580.182 1098.87,515.962 1099.06,470.09 1099.25,488.439 1099.44,332.475 1099.63,272.841 1099.82,213.208 \n",
" 1100.01,213.208 1100.2,213.208 1100.39,213.208 1100.58,213.208 1100.77,213.208 1100.96,240.731 1101.15,268.254 1101.35,341.649 1101.54,304.952 1101.73,185.685 \n",
" 1101.92,291.19 1102.11,396.695 1102.3,396.695 1102.49,396.695 1102.68,396.695 1102.87,396.695 1103.06,396.695 1103.25,424.218 1103.44,350.824 1103.63,332.475 \n",
" 1103.82,314.126 1104.01,231.557 1104.21,231.557 1104.4,231.557 1104.59,231.557 1104.78,231.557 1104.97,231.557 1105.16,231.557 1105.35,231.557 1105.54,286.603 \n",
" 1105.73,259.08 1105.92,387.521 1106.11,350.824 1106.3,272.841 1106.49,357.704 1106.68,442.567 1106.87,442.567 1107.07,442.567 1107.26,442.567 1107.45,442.567 \n",
" 1107.64,442.567 1107.83,396.695 1108.02,304.952 1108.21,277.429 1108.4,277.429 1108.59,139.813 1108.78,176.511 1108.97,213.208 1109.16,213.208 1109.35,213.208 \n",
" 1109.54,213.208 1109.73,213.208 1109.92,213.208 1110.12,231.557 1110.31,139.813 1110.5,231.557 1110.69,259.08 1110.88,199.447 1111.07,252.199 1111.26,304.952 \n",
" 1111.45,304.952 1111.64,304.952 1111.83,304.952 1112.02,304.952 1112.21,323.3 1112.4,332.475 1112.59,259.08 1112.78,268.254 1112.98,323.3 1113.17,231.557 \n",
" 1113.36,213.208 1113.55,194.859 1113.74,194.859 1113.93,194.859 1114.12,194.859 1114.31,194.859 1114.5,185.685 1114.69,259.08 1114.88,259.08 1115.07,424.218 \n",
" 1115.26,483.852 1115.45,369.172 1115.64,419.631 1115.84,470.09 1116.03,470.09 1116.22,470.09 1116.41,470.09 1116.6,470.09 1116.79,470.09 1116.98,304.952 \n",
" 1117.17,437.98 1117.36,428.806 1117.55,387.521 1117.74,185.685 1117.93,199.447 1118.12,213.208 1118.31,213.208 1118.5,213.208 1118.69,213.208 1118.89,213.208 \n",
" 1119.08,213.208 1119.27,185.685 1119.46,167.336 1119.65,332.475 1119.84,323.3 1120.03,277.429 1120.22,359.998 1120.41,442.567 1120.6,442.567 1120.79,442.567 \n",
" 1120.98,442.567 1121.17,442.567 1121.36,442.567 1121.55,424.218 1121.75,213.208 1121.94,410.457 1122.13,488.439 1122.32,341.649 1122.51,309.539 1122.7,277.429 \n",
" 1122.89,277.429 1123.08,277.429 1123.27,277.429 1123.46,277.429 1123.65,277.429 1123.84,387.521 1124.03,424.218 1124.22,387.521 1124.41,470.09 1124.61,318.713 \n",
" 1124.8,348.53 1124.99,378.347 1125.18,378.347 1125.37,378.347 1125.56,378.347 1125.75,378.347 1125.94,378.347 1126.13,341.649 1126.32,378.347 1126.51,378.347 \n",
" 1126.7,378.347 1126.89,380.64 1127.08,382.934 1127.27,382.934 1127.46,382.934 1127.66,382.934 1127.85,382.934 1128.04,382.934 1128.23,424.218 1128.42,442.567 \n",
" 1128.61,424.218 1128.8,378.347 1128.99,378.347 1129.18,259.08 1129.37,341.649 1129.56,424.218 1129.75,424.218 1129.94,424.218 1130.13,424.218 1130.32,424.218 \n",
" 1130.52,240.731 1130.71,396.695 1130.9,424.218 1131.09,350.824 1131.28,378.347 1131.47,121.465 1131.66,153.575 1131.85,185.685 1132.04,185.685 1132.23,185.685 \n",
" 1132.42,185.685 1132.61,185.685 1132.8,194.859 1132.99,185.685 1133.18,121.465 1133.37,213.208 1133.57,213.208 1133.76,240.731 1133.95,378.347 1134.14,515.962 \n",
" 1134.33,515.962 1134.52,515.962 1134.71,515.962 1134.9,515.962 1135.09,607.705 1135.28,607.705 1135.47,525.136 1135.66,424.218 1135.85,350.824 1136.04,304.952 \n",
" 1136.23,353.117 1136.43,401.282 1136.62,401.282 1136.81,401.282 1137,401.282 1137.19,401.282 1137.38,401.282 1137.57,387.521 1137.76,327.888 1137.95,396.695 \n",
" 1138.14,359.998 1138.33,470.09 1138.52,493.026 1138.71,515.962 1138.9,515.962 1139.09,515.962 1139.29,515.962 1139.48,515.962 1139.67,515.962 1139.86,378.347 \n",
" 1140.05,378.347 1140.24,213.208 1140.43,259.08 1140.62,167.336 1140.81,272.841 1141,378.347 1141.19,378.347 1141.38,378.347 1141.57,378.347 1141.76,378.347 \n",
" 1141.95,378.347 1142.14,304.952 1142.34,304.952 1142.53,364.585 1142.72,286.603 1142.91,231.557 1143.1,254.493 1143.29,277.429 1143.48,277.429 1143.67,277.429 \n",
" 1143.86,277.429 1144.05,277.429 1144.24,277.429 1144.43,350.824 1144.62,222.383 1144.81,167.336 1145,194.859 1145.2,231.557 1145.39,245.318 1145.58,259.08 \n",
" 1145.77,259.08 1145.96,259.08 1146.15,259.08 1146.34,259.08 1146.53,259.08 1146.72,231.557 1146.91,231.557 1147.1,277.429 1147.29,323.3 1147.48,254.493 \n",
" 1147.67,298.071 1147.86,341.649 1148.06,341.649 1148.25,341.649 1148.44,341.649 1148.63,341.649 1148.82,341.649 1149.01,341.649 1149.2,323.3 1149.39,378.347 \n",
" 1149.58,410.457 1149.77,231.557 1149.96,231.557 1150.15,231.557 1150.34,231.557 1150.53,231.557 1150.72,231.557 1150.91,231.557 1151.11,231.557 1151.3,231.557 \n",
" 1151.49,148.988 1151.68,231.557 1151.87,282.016 1152.06,231.557 1152.25,304.952 1152.44,378.347 1152.63,378.347 1152.82,378.347 1153.01,378.347 1153.2,378.347 \n",
" 1153.39,378.347 1153.58,286.603 1153.77,277.429 1153.97,286.603 1154.16,323.3 1154.35,226.97 1154.54,213.208 1154.73,199.447 1154.92,199.447 1155.11,199.447 \n",
" 1155.3,199.447 1155.49,199.447 1155.68,199.447 1155.87,176.511 1156.06,213.208 1156.25,148.988 1156.44,259.08 1156.63,148.988 1156.83,194.859 1157.02,240.731 \n",
" 1157.21,240.731 1157.4,240.731 1157.59,240.731 1157.78,240.731 1157.97,240.731 1158.16,259.08 1158.35,268.254 1158.54,194.859 1158.73,213.208 1158.92,139.813 \n",
" 1159.11,176.511 1159.3,213.208 1159.49,213.208 1159.68,213.208 1159.88,213.208 1160.07,213.208 1160.26,213.208 1160.45,185.685 1160.64,185.685 1160.83,213.208 \n",
" 1161.02,291.19 1161.21,231.557 1161.4,277.429 1161.59,323.3 1161.78,323.3 1161.97,323.3 1162.16,323.3 1162.35,323.3 1162.54,323.3 1162.74,304.952 \n",
" 1162.93,332.475 1163.12,355.411 1163.31,332.475 1163.5,194.859 1163.69,181.098 1163.88,167.336 1164.07,167.336 1164.26,167.336 1164.45,167.336 1164.64,167.336 \n",
" 1164.83,167.336 1165.02,167.336 1165.21,185.685 1165.4,167.336 1165.6,236.144 1165.79,231.557 1165.98,277.429 1166.17,323.3 1166.36,323.3 1166.55,323.3 \n",
" 1166.74,323.3 1166.93,323.3 1167.12,323.3 1167.31,286.603 1167.5,231.557 1167.69,181.098 1167.88,213.208 1168.07,135.226 1168.26,160.456 1168.45,185.685 \n",
" 1168.65,185.685 1168.84,185.685 1169.03,185.685 1169.22,185.685 1169.41,185.685 1169.6,259.08 1169.79,139.813 1169.98,213.208 1170.17,240.731 1170.36,231.557 \n",
" 1170.55,236.144 1170.74,240.731 1170.93,240.731 1171.12,240.731 1171.31,240.731 1171.51,240.731 1171.7,240.731 1171.89,286.603 1172.08,240.731 1172.27,194.859 \n",
" 1172.46,185.685 1172.65,190.272 1172.84,165.043 1173.03,139.813 1173.22,139.813 1173.41,139.813 1173.6,139.813 1173.79,139.813 1173.98,139.813 1174.17,176.511 \n",
" 1174.36,185.685 1174.56,185.685 1174.75,185.685 1174.94,93.9416 1175.13,153.575 1175.32,213.208 1175.51,213.208 1175.7,213.208 1175.89,213.208 1176.08,213.208 \n",
" 1176.27,213.208 1176.46,282.016 1176.65,304.952 1176.84,323.3 1177.03,304.952 1177.22,222.383 1177.42,210.915 1177.61,199.447 1177.8,199.447 1177.99,199.447 \n",
" 1178.18,199.447 1178.37,199.447 1178.56,213.208 1178.75,277.429 1178.94,268.254 1179.13,378.347 1179.32,378.347 1179.51,240.731 1179.7,279.722 1179.89,318.713 \n",
" 1180.08,318.713 1180.28,318.713 1180.47,318.713 1180.66,318.713 1180.85,304.952 1181.04,323.3 1181.23,378.347 1181.42,314.126 1181.61,286.603 1181.8,213.208 \n",
" 1181.99,268.254 1182.18,323.3 1182.37,323.3 1182.56,323.3 1182.75,323.3 1182.94,323.3 1183.13,323.3 1183.33,424.218 1183.52,378.347 1183.71,470.09 \n",
" 1183.9,515.962 1184.09,493.026 1184.28,520.549 1184.47,548.072 1184.66,548.072 1184.85,548.072 1185.04,548.072 1185.23,548.072 1185.42,410.457 1185.61,387.521 \n",
" 1185.8,364.585 1185.99,428.806 1186.19,470.09 1186.38,405.87 1186.57,279.722 1186.76,153.575 1186.95,153.575 1187.14,153.575 1187.33,153.575 1187.52,153.575 \n",
" 1187.71,194.859 1187.9,231.557 1188.09,245.318 1188.28,268.254 1188.47,217.795 1188.66,277.429 1188.85,259.08 1189.05,240.731 1189.24,240.731 1189.43,240.731 \n",
" 1189.62,240.731 1189.81,167.336 1190,226.97 1190.19,148.988 1190.38,153.575 1190.57,231.557 1190.76,314.126 1190.95,378.347 1191.14,327.888 1191.33,277.429 \n",
" 1191.52,277.429 1191.71,277.429 1191.9,277.429 1192.1,268.254 1192.29,121.465 1192.48,341.649 1192.67,341.649 1192.86,433.393 1193.05,456.329 1193.24,236.144 \n",
" 1193.43,238.438 1193.62,240.731 1193.81,240.731 1194,240.731 1194.19,240.731 1194.38,286.603 1194.57,231.557 1194.76,231.557 1194.96,167.336 1195.15,259.08 \n",
" 1195.34,259.08 1195.53,231.557 1195.72,213.208 1195.91,194.859 1196.1,194.859 1196.29,194.859 1196.48,194.859 1196.67,185.685 1196.86,167.336 1197.05,222.383 \n",
" 1197.24,199.447 1197.43,378.347 1197.62,323.3 1197.82,240.731 1198.01,261.374 1198.2,282.016 1198.39,282.016 1198.58,282.016 1198.77,286.603 1198.96,259.08 \n",
" 1199.15,277.429 1199.34,304.952 1199.53,259.08 1199.72,291.19 1199.91,332.475 1200.1,396.695 1200.29,314.126 1200.48,231.557 1200.67,231.557 1200.87,231.557 \n",
" 1201.06,194.859 1201.25,185.685 1201.44,185.685 1201.63,213.208 1201.82,277.429 1202.01,240.731 1202.2,304.952 1202.39,304.952 1202.58,350.824 1202.77,396.695 \n",
" 1202.96,396.695 1203.15,396.695 1203.34,515.962 1203.53,304.952 1203.73,387.521 1203.92,378.347 1204.11,424.218 1204.3,378.347 1204.49,437.98 1204.68,323.3 \n",
" 1204.87,314.126 1205.06,304.952 1205.25,304.952 1205.44,304.952 1205.63,323.3 1205.82,222.383 1206.01,277.429 1206.2,332.475 1206.39,277.429 1206.59,304.952 \n",
" 1206.78,424.218 1206.97,382.934 1207.16,449.448 1207.35,515.962 1207.54,515.962 1207.73,515.962 1207.92,653.577 1208.11,607.705 1208.3,653.577 1208.49,662.752 \n",
" 1208.68,671.926 1208.87,580.182 1209.06,561.834 1209.25,424.218 1209.44,410.457 1209.64,396.695 1209.83,396.695 1210.02,332.475 1210.21,341.649 1210.4,332.475 \n",
" 1210.59,332.475 1210.78,424.218 1210.97,493.026 1211.16,525.136 1211.35,561.834 1211.54,495.32 1211.73,428.806 1211.92,428.806 1212.11,428.806 1212.3,401.282 \n",
" 1212.5,653.577 1212.69,470.09 1212.88,497.613 1213.07,470.09 1213.26,433.393 1213.45,470.09 1213.64,515.962 1213.83,304.952 1214.02,270.548 1214.21,236.144 \n",
" 1214.4,236.144 1214.59,277.429 1214.78,282.016 1214.97,222.383 1215.16,245.318 1215.36,272.841 1215.55,304.952 1215.74,428.806 1215.93,428.806 1216.12,304.952 \n",
" 1216.31,458.622 1216.5,612.293 1216.69,612.293 1216.88,607.705 1217.07,662.752 1217.26,708.623 1217.45,745.321 1217.64,699.449 1217.83,681.1 1218.02,566.421 \n",
" 1218.21,515.962 1218.41,470.09 1218.6,341.649 1218.79,213.208 1218.98,213.208 1219.17,259.08 1219.36,373.759 1219.55,259.08 1219.74,295.777 1219.93,268.254 \n",
" 1220.12,249.906 1220.31,378.347 1220.5,387.521 1220.69,304.952 1220.88,291.19 1221.07,277.429 1221.27,277.429 1221.46,350.824 1221.65,410.457 1221.84,378.347 \n",
" 1222.03,314.126 1222.22,378.347 1222.41,410.457 1222.6,433.393 1222.79,424.218 1222.98,167.336 1223.17,298.071 1223.36,428.806 1223.55,428.806 1223.74,451.741 \n",
" 1223.93,515.962 1224.12,341.649 1224.32,277.429 1224.51,231.557 1224.7,231.557 1224.89,304.952 1225.08,433.393 1225.27,332.475 1225.46,282.016 1225.65,231.557 \n",
" 1225.84,231.557 1226.03,268.254 1226.22,378.347 1226.41,282.016 1226.6,286.603 1226.79,355.411 1226.98,428.806 1227.18,314.126 1227.37,268.254 1227.56,259.08 \n",
" 1227.75,222.383 1227.94,185.685 1228.13,185.685 1228.32,213.208 1228.51,259.08 1228.7,236.144 1228.89,259.08 1229.08,277.429 1229.27,378.347 1229.46,433.393 \n",
" 1229.65,341.649 1229.84,304.952 1230.04,392.108 1230.23,479.264 1230.42,479.264 1230.61,538.898 1230.8,699.449 1230.99,626.054 1231.18,653.577 1231.37,653.577 \n",
" 1231.56,520.549 1231.75,497.613 1231.94,378.347 1232.13,185.685 1232.32,435.686 1232.51,685.687 1232.7,685.687 1232.89,685.687 1233.09,685.687 1233.28,685.687 \n",
" 1233.47,685.687 1233.66,662.752 1233.85,708.623 1234.04,745.321 1234.23,745.321 1234.42,745.321 1234.61,791.193 1234.8,837.064 1234.99,837.064 1235.18,837.064 \n",
" 1235.37,837.064 1235.56,837.064 1235.75,837.064 1235.95,837.064 1236.14,791.193 1236.33,763.669 1236.52,699.449 1236.71,607.705 1236.9,589.357 1237.09,571.008 \n",
" 1237.28,571.008 1237.47,571.008 1237.66,571.008 1237.85,571.008 1238.04,571.008 1238.23,616.88 1238.42,653.577 1238.61,717.798 1238.81,791.193 1239,800.367 \n",
" 1239.19,841.651 1239.38,882.936 1239.57,882.936 1239.76,882.936 1239.95,882.936 1240.14,882.936 1240.33,882.936 1240.52,837.064 1240.71,809.541 1240.9,671.926 \n",
" 1241.09,699.449 1241.28,653.577 1241.47,699.449 1241.66,745.321 1241.86,745.321 1242.05,745.321 1242.24,745.321 1242.43,745.321 1242.62,754.495 1242.81,800.367 \n",
" 1243,837.064 1243.19,837.064 1243.38,837.064 1243.57,846.239 1243.76,864.587 1243.95,882.936 1244.14,882.936 1244.33,882.936 1244.52,882.936 1244.72,882.936 \n",
" 1244.91,882.936 1245.1,837.064 1245.29,837.064 1245.48,745.321 1245.67,699.449 1245.86,676.513 1246.05,692.568 1246.24,708.623 1246.43,708.623 1246.62,708.623 \n",
" 1246.81,708.623 1247,708.623 1247.19,754.495 1247.38,699.449 1247.58,699.449 1247.77,745.321 1247.96,800.367 1248.15,800.367 1248.34,825.596 1248.53,850.826 \n",
" 1248.72,850.826 1248.91,850.826 1249.1,850.826 1249.29,850.826 1249.48,841.651 1249.67,855.413 1249.86,791.193 1250.05,717.798 1250.24,699.449 1250.43,626.054 \n",
" 1250.63,674.22 1250.82,722.385 1251.01,722.385 1251.2,722.385 1251.39,722.385 1251.58,671.926 1251.77,653.577 1251.96,708.623 1252.15,745.321 1252.34,791.193 \n",
" 1252.53,809.541 1252.72,809.541 1252.91,827.89 1253.1,846.239 1253.29,846.239 1253.49,846.239 1253.68,846.239 1253.87,846.239 1254.06,837.064 1254.25,837.064 \n",
" 1254.44,795.78 1254.63,745.321 1254.82,699.449 1255.01,699.449 1255.2,699.449 1255.39,699.449 1255.58,699.449 1255.77,699.449 1255.96,699.449 1256.15,699.449 \n",
" 1256.35,699.449 1256.54,671.926 1256.73,699.449 1256.92,745.321 1257.11,763.669 1257.3,754.495 1257.49,772.844 1257.68,791.193 1257.87,791.193 1258.06,791.193 \n",
" 1258.25,791.193 1258.44,791.193 1258.63,791.193 1258.82,791.193 1259.01,754.495 1259.2,745.321 1259.4,699.449 1259.59,699.449 1259.78,653.577 1259.97,607.705 \n",
" 1260.16,607.705 1260.35,607.705 1260.54,607.705 1260.73,607.705 1260.92,607.705 1261.11,662.752 1261.3,717.798 1261.49,745.321 1261.68,745.321 1261.87,745.321 \n",
" 1262.06,777.431 1262.26,809.541 1262.45,809.541 1262.64,809.541 1262.83,809.541 1263.02,809.541 1263.21,809.541 1263.4,809.541 1263.59,791.193 1263.78,763.669 \n",
" 1263.97,704.036 1264.16,653.577 1264.35,653.577 1264.54,653.577 1264.73,653.577 1264.92,653.577 1265.11,653.577 1265.31,653.577 1265.5,653.577 1265.69,653.577 \n",
" 1265.88,699.449 1266.07,754.495 1266.26,791.193 1266.45,800.367 1266.64,827.89 1266.83,855.413 1267.02,855.413 1267.21,855.413 1267.4,855.413 1267.59,855.413 \n",
" 1267.78,855.413 1267.97,850.826 1268.17,837.064 1268.36,754.495 1268.55,708.623 1268.74,699.449 1268.93,676.513 1269.12,653.577 1269.31,653.577 1269.5,653.577 \n",
" 1269.69,653.577 1269.88,653.577 1270.07,626.054 1270.26,653.577 1270.45,699.449 1270.64,745.321 1270.83,791.193 1271.03,800.367 1271.22,818.716 1271.41,837.064 \n",
" 1271.6,837.064 1271.79,837.064 1271.98,837.064 1272.17,837.064 1272.36,809.541 1272.55,791.193 1272.74,791.193 1272.93,754.495 1273.12,745.321 1273.31,699.449 \n",
" 1273.5,676.513 1273.69,653.577 1273.88,653.577 1274.08,653.577 1274.27,653.577 1274.46,653.577 1274.65,699.449 1274.84,699.449 1275.03,699.449 1275.22,745.321 \n",
" 1275.41,754.495 1275.6,791.193 1275.79,791.193 1275.98,791.193 1276.17,791.193 1276.36,791.193 1276.55,791.193 1276.74,791.193 1276.94,791.193 1277.13,791.193 \n",
" 1277.32,791.193 1277.51,791.193 1277.7,708.623 1277.89,708.623 1278.08,662.752 1278.27,616.88 1278.46,616.88 1278.65,616.88 1278.84,616.88 1279.03,635.229 \n",
" 1279.22,708.623 1279.41,699.449 1279.6,745.321 1279.8,800.367 1279.99,837.064 1280.18,837.064 1280.37,860 1280.56,882.936 1280.75,882.936 1280.94,882.936 \n",
" 1281.13,882.936 1281.32,882.936 1281.51,882.936 1281.7,823.303 1281.89,809.541 1282.08,763.669 1282.27,749.908 1282.46,745.321 1282.65,726.972 1282.85,708.623 \n",
" 1283.04,708.623 1283.23,708.623 1283.42,708.623 1283.61,708.623 1283.8,708.623 1283.99,717.798 1284.18,745.321 1284.37,800.367 1284.56,837.064 1284.75,837.064 \n",
" 1284.94,860 1285.13,882.936 1285.32,882.936 1285.51,882.936 1285.71,882.936 1285.9,882.936 1286.09,882.936 1286.28,882.936 1286.47,855.413 1286.66,791.193 \n",
" 1286.85,745.321 1287.04,763.669 1287.23,708.623 1287.42,653.577 1287.61,653.577 1287.8,653.577 1287.99,653.577 1288.18,653.577 1288.37,653.577 1288.57,653.577 \n",
" 1288.76,699.449 1288.95,745.321 1289.14,754.495 1289.33,791.193 1289.52,837.064 1289.71,882.936 1289.9,882.936 1290.09,882.936 1290.28,882.936 1290.47,882.936 \n",
" 1290.66,882.936 1290.85,887.523 1291.04,837.064 1291.23,763.669 1291.42,699.449 1291.62,685.687 1291.81,692.568 1292,699.449 1292.19,699.449 1292.38,699.449 \n",
" 1292.57,699.449 1292.76,699.449 1292.95,699.449 1293.14,671.926 1293.33,699.449 1293.52,708.623 1293.71,754.495 1293.9,791.193 1294.09,837.064 1294.28,882.936 \n",
" 1294.48,882.936 1294.67,882.936 1294.86,882.936 1295.05,882.936 1295.24,882.936 1295.43,882.936 1295.62,837.064 1295.81,791.193 1296,717.798 1296.19,745.321 \n",
" 1296.38,685.687 1296.57,626.054 1296.76,626.054 1296.95,626.054 1297.14,626.054 1297.34,626.054 1297.53,653.577 1297.72,708.623 1297.91,745.321 1298.1,745.321 \n",
" 1298.29,791.193 1298.48,763.669 1298.67,782.018 1298.86,800.367 1299.05,800.367 1299.24,800.367 1299.43,800.367 1299.62,800.367 1299.81,850.826 1300,846.239 \n",
" 1300.19,837.064 1300.39,745.321 1300.58,662.752 1300.77,653.577 1300.96,655.871 1301.15,658.164 1301.34,658.164 1301.53,658.164 1301.72,658.164 1301.91,658.164 \n",
" 1302.1,658.164 1302.29,662.752 1302.48,717.798 1302.67,763.669 1302.86,800.367 1303.05,791.193 1303.25,837.064 1303.44,882.936 1303.63,882.936 1303.82,882.936 \n",
" 1304.01,882.936 1304.2,882.936 1304.39,882.936 1304.58,882.936 1304.77,882.936 1304.96,809.541 1305.15,708.623 1305.34,699.449 1305.53,722.385 1305.72,745.321 \n",
" 1305.91,745.321 1306.1,745.321 1306.3,745.321 1306.49,745.321 1306.68,745.321 1306.87,699.449 1307.06,699.449 1307.25,745.321 1307.44,759.082 1307.63,791.193 \n",
" 1307.82,814.128 1308.01,837.064 1308.2,837.064 1308.39,837.064 1308.58,837.064 1308.77,837.064 1308.96,837.064 1309.16,809.541 1309.35,791.193 1309.54,791.193 \n",
" 1309.73,745.321 1309.92,717.798 1310.11,736.146 1310.3,754.495 1310.49,754.495 1310.68,754.495 1310.87,754.495 1311.06,754.495 1311.25,754.495 1311.44,745.321 \n",
" 1311.63,708.623 1311.82,699.449 1312.02,699.449 1312.21,722.385 1312.4,733.853 1312.59,745.321 1312.78,745.321 1312.97,745.321 1313.16,745.321 1313.35,745.321 \n",
" 1313.54,745.321 1313.73,745.321 1313.92,708.623 1314.11,671.926 1314.3,699.449 1314.49,676.513 1314.68,687.981 1314.87,699.449 1315.07,699.449 1315.26,699.449 \n",
" 1315.45,699.449 1315.64,699.449 1315.83,699.449 1316.02,708.623 1316.21,717.798 1316.4,731.559 1316.59,745.321 1316.78,745.321 1316.97,708.623 1317.16,671.926 \n",
" 1317.35,671.926 1317.54,671.926 1317.73,671.926 1317.93,671.926 1318.12,699.449 1318.31,708.623 1318.5,699.449 1318.69,653.577 1318.88,607.705 1319.07,653.577 \n",
" 1319.26,639.816 1319.45,626.054 1319.64,626.054 1319.83,626.054 1320.02,626.054 1320.21,626.054 1320.4,653.577 1320.59,653.577 1320.79,653.577 1320.98,671.926 \n",
" 1321.17,662.752 1321.36,699.449 1321.55,704.036 1321.74,708.623 1321.93,708.623 1322.12,708.623 1322.31,708.623 1322.5,708.623 1322.69,708.623 1322.88,708.623 \n",
" 1323.07,699.449 1323.26,699.449 1323.45,699.449 1323.64,708.623 1323.84,706.33 1324.03,704.036 1324.22,704.036 1324.41,704.036 1324.6,704.036 1324.79,704.036 \n",
" 1324.98,699.449 1325.17,662.752 1325.36,667.339 1325.55,699.449 1325.74,717.798 1325.93,777.431 1326.12,765.963 1326.31,754.495 1326.5,754.495 1326.7,754.495 \n",
" 1326.89,754.495 1327.08,818.716 1327.27,823.303 1327.46,837.064 1327.65,809.541 1327.84,745.321 1328.03,708.623 1328.22,708.623 1328.41,704.036 1328.6,699.449 \n",
" 1328.79,699.449 1328.98,699.449 1329.17,699.449 1329.36,699.449 1329.56,699.449 1329.75,708.623 1329.94,745.321 1330.13,745.321 1330.32,745.321 1330.51,745.321 \n",
" 1330.7,681.1 1330.89,616.88 1331.08,616.88 1331.27,616.88 1331.46,616.88 1331.65,616.88 1331.84,616.88 1332.03,616.88 1332.22,616.88 1332.41,616.88 \n",
" 1332.61,616.88 1332.8,616.88 1332.99,616.88 1333.18,616.88 1333.37,616.88 1333.56,616.88 1333.75,616.88 1333.94,616.88 1334.13,616.88 1334.32,616.88 \n",
" 1334.51,616.88 1334.7,616.88 1334.89,616.88 1335.08,616.88 1335.27,616.88 1335.47,616.88 1335.66,616.88 1335.85,616.88 1336.04,616.88 1336.23,616.88 \n",
" 1336.42,616.88 1336.61,616.88 1336.8,616.88 1336.99,616.88 1337.18,616.88 1337.37,616.88 1337.56,616.88 1337.75,616.88 1337.94,616.88 1338.13,616.88 \n",
" 1338.33,616.88 1338.52,616.88 1338.71,616.88 1338.9,616.88 1339.09,616.88 1339.28,616.88 1339.47,616.88 1339.66,616.88 1339.85,616.88 1340.04,616.88 \n",
" 1340.23,616.88 1340.42,616.88 1340.61,616.88 1340.8,616.88 1340.99,616.88 1341.18,616.88 1341.38,616.88 1341.57,616.88 1341.76,616.88 1341.95,616.88 \n",
" 1342.14,616.88 1342.33,616.88 1342.52,616.88 1342.71,616.88 1342.9,616.88 1343.09,616.88 1343.28,616.88 1343.47,616.88 1343.66,616.88 1343.85,616.88 \n",
" 1344.04,616.88 1344.24,616.88 1344.43,616.88 1344.62,616.88 1344.81,616.88 1345,616.88 1345.19,616.88 1345.38,616.88 1345.57,616.88 1345.76,616.88 \n",
" 1345.95,616.88 1346.14,616.88 1346.33,616.88 1346.52,616.88 1346.71,616.88 1346.9,616.88 1347.1,616.88 1347.29,616.88 1347.48,616.88 1347.67,616.88 \n",
" 1347.86,616.88 1348.05,616.88 1348.24,616.88 1348.43,616.88 1348.62,616.88 1348.81,616.88 1349,616.88 1349.19,616.88 1349.38,616.88 1349.57,616.88 \n",
" 1349.76,616.88 1349.95,616.88 1350.15,616.88 1350.34,616.88 1350.53,616.88 1350.72,616.88 1350.91,616.88 1351.1,616.88 1351.29,616.88 1351.48,616.88 \n",
" 1351.67,616.88 1351.86,616.88 1352.05,626.054 1352.24,662.752 1352.43,699.449 1352.62,745.321 1352.81,754.495 1353.01,791.193 1353.2,777.431 1353.39,791.193 \n",
" 1353.58,784.312 1353.77,777.431 1353.96,777.431 1354.15,777.431 1354.34,763.669 1354.53,777.431 1354.72,763.669 1354.91,791.193 1355.1,754.495 1355.29,745.321 \n",
" 1355.48,699.449 1355.67,671.926 1355.86,662.752 1356.06,653.577 1356.25,653.577 1356.44,653.577 1356.63,653.577 1356.82,653.577 1357.01,662.752 1357.2,671.926 \n",
" 1357.39,699.449 1357.58,699.449 1357.77,699.449 1357.96,671.926 1358.15,687.981 1358.34,704.036 1358.53,704.036 1358.72,708.623 1358.92,717.798 1359.11,699.449 \n",
" 1359.3,699.449 1359.49,717.798 1359.68,745.321 1359.87,749.908 1360.06,699.449 1360.25,616.88 1360.44,589.357 1360.63,561.834 1360.82,561.834 1361.01,571.008 \n",
" 1361.2,561.834 1361.39,575.595 1361.58,607.705 1361.78,653.577 1361.97,699.449 1362.16,699.449 1362.35,708.623 1362.54,726.972 1362.73,745.321 1362.92,745.321 \n",
" 1363.11,745.321 1363.3,745.321 1363.49,745.321 1363.68,731.559 1363.87,708.623 1364.06,745.321 1364.25,745.321 1364.44,699.449 1364.63,699.449 1364.83,653.577 \n",
" 1365.02,630.641 1365.21,607.705 1365.4,607.705 1365.59,607.705 1365.78,575.595 1365.97,575.595 1366.16,607.705 1366.35,621.467 1366.54,653.577 1366.73,671.926 \n",
" 1366.92,658.164 1367.11,662.752 1367.3,681.1 1367.49,699.449 1367.69,699.449 1367.88,749.908 1368.07,745.321 1368.26,754.495 1368.45,717.798 1368.64,708.623 \n",
" 1368.83,717.798 1369.02,708.623 1369.21,745.321 1369.4,726.972 1369.59,713.211 1369.78,699.449 1369.97,699.449 1370.16,653.577 1370.35,653.577 1370.55,699.449 \n",
" 1370.74,699.449 1370.93,704.036 1371.12,699.449 1371.31,717.798 1371.5,745.321 1371.69,837.064 1371.88,864.587 1372.07,892.11 1372.26,892.11 1372.45,882.936 \n",
" 1372.64,882.936 1372.83,882.936 1373.02,882.936 1373.21,882.936 1373.4,882.936 1373.6,804.954 1373.79,699.449 1373.98,699.449 1374.17,655.871 1374.36,612.293 \n",
" 1374.55,612.293 1374.74,607.705 1374.93,571.008 1375.12,607.705 1375.31,699.449 1375.5,717.798 1375.69,754.495 1375.88,791.193 1376.07,791.193 1376.26,800.367 \n",
" 1376.46,841.651 1376.65,882.936 1376.84,882.936 1377.03,882.936 1377.22,882.936 1377.41,896.698 1377.6,882.936 1377.79,882.936 1377.98,882.936 1378.17,837.064 \n",
" 1378.36,704.036 1378.55,653.577 1378.74,639.816 1378.93,626.054 1379.12,626.054 1379.32,607.705 1379.51,653.577 1379.7,708.623 1379.89,708.623 1380.08,745.321 \n",
" 1380.27,768.257 1380.46,791.193 1380.65,804.954 1380.84,809.541 1381.03,846.239 1381.22,882.936 1381.41,882.936 1381.6,892.11 1381.79,882.936 1381.98,882.936 \n",
" 1382.17,882.936 1382.37,892.11 1382.56,882.936 1382.75,882.936 1382.94,745.321 1383.13,662.752 1383.32,635.229 1383.51,607.705 1383.7,607.705 1383.89,584.77 \n",
" 1384.08,639.816 1384.27,704.036 1384.46,745.321 1384.65,754.495 1384.84,791.193 1385.03,777.431 1385.23,795.78 1385.42,837.064 1385.61,860 1385.8,882.936 \n",
" 1385.99,882.936 1386.18,882.936 1386.37,882.936 1386.56,882.936 1386.75,882.936 1386.94,882.936 1387.13,887.523 1387.32,837.064 1387.51,791.193 1387.7,671.926 \n",
" 1387.89,607.705 1388.09,607.705 1388.28,589.357 1388.47,571.008 1388.66,607.705 1388.85,616.88 1389.04,653.577 1389.23,662.752 1389.42,708.623 1389.61,717.798 \n",
" 1389.8,745.321 1389.99,745.321 1390.18,731.559 1390.37,717.798 1390.56,717.798 1390.75,745.321 1390.94,763.669 1391.14,791.193 1391.33,791.193 1391.52,745.321 \n",
" 1391.71,745.321 1391.9,699.449 1392.09,699.449 1392.28,658.164 1392.47,655.871 1392.66,653.577 1392.85,653.577 1393.04,658.164 1393.23,653.577 1393.42,699.449 \n",
" 1393.61,699.449 1393.8,708.623 1394,731.559 1394.19,745.321 1394.38,749.908 1394.57,791.193 1394.76,777.431 1394.95,763.669 1395.14,763.669 1395.33,791.193 \n",
" 1395.52,791.193 1395.71,791.193 1395.9,800.367 1396.09,791.193 1396.28,791.193 1396.47,745.321 1396.66,699.449 1396.85,671.926 1397.05,658.164 1397.24,644.403 \n",
" 1397.43,644.403 1397.62,658.164 1397.81,653.577 1398,662.752 1398.19,667.339 1398.38,699.449 1398.57,699.449 1398.76,713.211 1398.95,713.211 1399.14,745.321 \n",
" 1399.33,745.321 1399.52,745.321 1399.71,745.321 1399.91,745.321 1400.1,763.669 1400.29,791.193 1400.48,791.193 1400.67,800.367 1400.86,791.193 1401.05,745.321 \n",
" 1401.24,699.449 1401.43,644.403 1401.62,607.705 1401.81,584.77 1402,561.834 1402.19,571.008 1402.38,607.705 1402.57,607.705 1402.77,653.577 1402.96,699.449 \n",
" 1403.15,708.623 1403.34,708.623 1403.53,717.798 1403.72,717.798 1403.91,754.495 1404.1,791.193 1404.29,791.193 1404.48,791.193 1404.67,791.193 1404.86,823.303 \n",
" 1405.05,791.193 1405.24,800.367 1405.43,763.669 1405.62,745.321 1405.82,699.449 1406.01,699.449 1406.2,658.164 1406.39,616.88 1406.58,616.88 1406.77,626.054 \n",
" 1406.96,607.705 1407.15,653.577 1407.34,662.752 1407.53,699.449 1407.72,699.449 1407.91,713.211 1408.1,745.321 1408.29,749.908 1408.48,770.55 1408.68,791.193 \n",
" 1408.87,791.193 1409.06,795.78 1409.25,837.064 1409.44,809.541 1409.63,804.954 1409.82,754.495 1410.01,745.321 1410.2,726.972 1410.39,653.577 1410.58,653.577 \n",
" 1410.77,642.109 1410.96,630.641 1411.15,630.641 1411.34,607.705 1411.54,607.705 1411.73,621.467 1411.92,667.339 1412.11,717.798 1412.3,745.321 1412.49,745.321 \n",
" 1412.68,763.669 1412.87,763.669 1413.06,793.486 1413.25,823.303 1413.44,823.303 1413.63,823.303 1413.82,804.954 1414.01,754.495 1414.2,745.321 1414.39,754.495 \n",
" 1414.59,717.798 1414.78,708.623 1414.97,699.449 1415.16,671.926 1415.35,616.88 1415.54,561.834 1415.73,561.834 1415.92,571.008 1416.11,571.008 1416.3,607.705 \n",
" 1416.49,626.054 1416.68,653.577 1416.87,658.164 1417.06,662.752 1417.25,662.752 1417.45,676.513 1417.64,671.926 1417.83,667.339 1418.02,667.339 1418.21,667.339 \n",
" 1418.4,699.449 1418.59,685.687 1418.78,681.1 1418.97,681.1 1419.16,653.577 1419.35,653.577 1419.54,626.054 1419.73,607.705 1419.92,589.357 1420.11,571.008 \n",
" 1420.31,571.008 1420.5,571.008 1420.69,571.008 1420.88,607.705 1421.07,616.88 1421.26,616.88 1421.45,616.88 1421.64,616.88 1421.83,626.054 1422.02,607.705 \n",
" 1422.21,635.229 1422.4,662.752 1422.59,662.752 1422.78,662.752 1422.97,662.752 1423.16,685.687 1423.36,699.449 1423.55,699.449 1423.74,699.449 1423.93,653.577 \n",
" 1424.12,616.88 1424.31,626.054 1424.5,607.705 1424.69,630.641 1424.88,653.577 1425.07,653.577 1425.26,653.577 1425.45,653.577 1425.64,653.577 1425.83,653.577 \n",
" 1426.02,635.229 1426.22,653.577 1426.41,626.054 1426.6,653.577 1426.79,653.577 1426.98,653.577 1427.17,653.577 1427.36,653.577 1427.55,653.577 1427.74,653.577 \n",
" 1427.93,653.577 1428.12,653.577 1428.31,626.054 1428.5,607.705 1428.69,566.421 1428.88,571.008 1429.08,605.412 1429.27,639.816 1429.46,639.816 1429.65,639.816 \n",
" 1429.84,639.816 1430.03,639.816 1430.22,639.816 1430.41,607.705 1430.6,621.467 1430.79,626.054 1430.98,616.88 1431.17,626.054 1431.36,662.752 1431.55,699.449 \n",
" 1431.74,699.449 1431.93,699.449 1432.13,699.449 1432.32,699.449 1432.51,699.449 1432.7,699.449 1432.89,671.926 1433.08,671.926 1433.27,671.926 1433.46,662.752 \n",
" 1433.65,658.164 1433.84,653.577 1434.03,653.577 1434.22,653.577 1434.41,653.577 1434.6,653.577 1434.79,626.054 1434.99,626.054 1435.18,699.449 1435.37,717.798 \n",
" 1435.56,791.193 1435.75,791.193 1435.94,837.064 1436.13,882.936 1436.32,882.936 1436.51,882.936 1436.7,882.936 1436.89,882.936 1437.08,892.11 1437.27,882.936 \n",
" 1437.46,882.936 1437.65,882.936 1437.85,791.193 1438.04,800.367 1438.23,731.559 1438.42,662.752 1438.61,662.752 1438.8,662.752 1438.99,662.752 1439.18,662.752 \n",
" 1439.37,662.752 1439.56,745.321 1439.75,745.321 1439.94,754.495 1440.13,791.193 1440.32,818.716 1440.51,827.89 1440.7,837.064 1440.9,837.064 1441.09,837.064 \n",
" 1441.28,837.064 1441.47,837.064 1441.66,837.064 1441.85,809.541 1442.04,837.064 1442.23,791.193 1442.42,791.193 1442.61,791.193 1442.8,722.385 1442.99,653.577 \n",
" 1443.18,653.577 1443.37,653.577 1443.56,653.577 1443.76,653.577 1443.95,662.752 1444.14,699.449 1444.33,717.798 1444.52,717.798 1444.71,745.321 1444.9,763.669 \n",
" 1445.09,800.367 1445.28,837.064 1445.47,837.064 1445.66,837.064 1445.85,837.064 1446.04,837.064 1446.23,818.716 1446.42,791.193 1446.61,754.495 1446.81,699.449 \n",
" 1447,717.798 1447.19,704.036 1447.38,793.486 1447.57,882.936 1447.76,882.936 1447.95,882.936 1448.14,882.936 1448.33,882.936 1448.52,882.936 1448.71,882.936 \n",
" 1448.9,882.936 1449.09,882.936 1449.28,882.936 1449.47,882.936 1449.67,882.936 1449.86,882.936 1450.05,882.936 1450.24,882.936 1450.43,882.936 1450.62,882.936 \n",
" 1450.81,882.936 1451,882.936 1451.19,882.936 1451.38,882.936 1451.57,882.936 1451.76,882.936 1451.95,882.936 1452.14,882.936 1452.33,882.936 1452.53,882.936 \n",
" 1452.72,882.936 1452.91,882.936 1453.1,882.936 1453.29,882.936 1453.48,882.936 1453.67,882.936 1453.86,882.936 1454.05,882.936 1454.24,882.936 1454.43,882.936 \n",
" 1454.62,882.936 1454.81,882.936 1455,882.936 1455.19,882.936 1455.38,882.936 1455.58,882.936 1455.77,882.936 1455.96,882.936 1456.15,882.936 1456.34,882.936 \n",
" 1456.53,882.936 1456.72,882.936 1456.91,882.936 1457.1,882.936 1457.29,882.936 1457.48,882.936 1457.67,882.936 1457.86,882.936 1458.05,882.936 1458.24,882.936 \n",
" 1458.44,882.936 1458.63,882.936 1458.82,882.936 1459.01,882.936 1459.2,882.936 1459.39,882.936 1459.58,882.936 1459.77,882.936 1459.96,882.936 1460.15,882.936 \n",
" 1460.34,882.936 1460.53,882.936 1460.72,882.936 1460.91,882.936 1461.1,882.936 1461.3,882.936 1461.49,882.936 1461.68,882.936 1461.87,882.936 1462.06,882.936 \n",
" 1462.25,882.936 1462.44,882.936 1462.63,882.936 1462.82,882.936 1463.01,882.936 1463.2,882.936 1463.39,882.936 1463.58,882.936 1463.77,882.936 1463.96,882.936 \n",
" 1464.15,882.936 1464.35,882.936 1464.54,882.936 1464.73,882.936 1464.92,882.936 1465.11,882.936 1465.3,882.936 1465.49,882.936 1465.68,882.936 1465.87,882.936 \n",
" 1466.06,882.936 1466.25,882.936 1466.44,882.936 1466.63,882.936 1466.82,882.936 1467.01,882.936 1467.21,882.936 1467.4,882.936 1467.59,882.936 1467.78,882.936 \n",
" 1467.97,882.936 1468.16,882.936 1468.35,882.936 1468.54,882.936 1468.73,882.936 1468.92,882.936 1469.11,882.936 1469.3,882.936 1469.49,882.936 1469.68,882.936 \n",
" 1469.87,882.936 1470.07,882.936 1470.26,882.936 1470.45,882.936 1470.64,882.936 1470.83,882.936 1471.02,882.936 1471.21,882.936 1471.4,882.936 1471.59,882.936 \n",
" 1471.78,882.936 1471.97,882.936 1472.16,882.936 1472.35,882.936 1472.54,882.936 1472.73,882.936 1472.92,882.936 1473.12,882.936 1473.31,882.936 1473.5,882.936 \n",
" 1473.69,882.936 1473.88,882.936 1474.07,882.936 1474.26,882.936 1474.45,882.936 1474.64,882.936 1474.83,882.936 1475.02,882.936 1475.21,882.936 1475.4,882.936 \n",
" 1475.59,882.936 1475.78,882.936 1475.98,882.936 1476.17,882.936 1476.36,882.936 1476.55,882.936 1476.74,882.936 1476.93,882.936 1477.12,882.936 1477.31,882.936 \n",
" 1477.5,882.936 1477.69,882.936 1477.88,882.936 1478.07,882.936 1478.26,882.936 1478.45,882.936 1478.64,882.936 1478.84,882.936 1479.03,882.936 1479.22,882.936 \n",
" 1479.41,882.936 1479.6,882.936 1479.79,882.936 1479.98,882.936 1480.17,882.936 1480.36,882.936 1480.55,882.936 1480.74,882.936 1480.93,882.936 1481.12,882.936 \n",
" 1481.31,882.936 1481.5,882.936 1481.69,882.936 1481.89,882.936 1482.08,882.936 1482.27,882.936 1482.46,882.936 1482.65,882.936 1482.84,882.936 1483.03,882.936 \n",
" 1483.22,882.936 1483.41,882.936 1483.6,882.936 1483.79,882.936 1483.98,882.936 1484.17,882.936 1484.36,882.936 1484.55,882.936 1484.75,882.936 1484.94,882.936 \n",
" 1485.13,882.936 1485.32,882.936 1485.51,882.936 1485.7,882.936 1485.89,882.936 1486.08,882.936 1486.27,882.936 1486.46,882.936 1486.65,882.936 1486.84,882.936 \n",
" 1487.03,882.936 1487.22,882.936 1487.41,882.936 1487.6,882.936 1487.8,882.936 1487.99,882.936 1488.18,882.936 1488.37,882.936 1488.56,882.936 1488.75,882.936 \n",
" 1488.94,882.936 1489.13,882.936 1489.32,882.936 1489.51,882.936 1489.7,882.936 1489.89,882.936 1490.08,882.936 1490.27,882.936 1490.46,882.936 1490.66,882.936 \n",
" 1490.85,882.936 1491.04,882.936 1491.23,882.936 1491.42,882.936 1491.61,882.936 1491.8,882.936 1491.99,882.936 1492.18,882.936 1492.37,882.936 1492.56,882.936 \n",
" 1492.75,882.936 1492.94,882.936 1493.13,882.936 1493.32,882.936 1493.52,882.936 1493.71,882.936 1493.9,882.936 1494.09,882.936 1494.28,882.936 1494.47,882.936 \n",
" 1494.66,882.936 1494.85,882.936 1495.04,882.936 1495.23,882.936 1495.42,882.936 1495.61,882.936 1495.8,882.936 1495.99,882.936 1496.18,882.936 1496.37,882.936 \n",
" 1496.57,882.936 1496.76,882.936 1496.95,882.936 1497.14,882.936 1497.33,882.936 1497.52,882.936 1497.71,882.936 1497.9,882.936 1498.09,882.936 1498.28,882.936 \n",
" 1498.47,882.936 1498.66,882.936 1498.85,882.936 1499.04,882.936 1499.23,882.936 1499.43,882.936 1499.62,882.936 1499.81,882.936 1500,882.936 1500.19,882.936 \n",
" 1500.38,882.936 1500.57,882.936 1500.76,882.936 1500.95,882.936 1501.14,882.936 1501.33,882.936 1501.52,882.936 1501.71,882.936 1501.9,882.936 1502.09,882.936 \n",
" 1502.29,882.936 1502.48,882.936 1502.67,882.936 1502.86,882.936 1503.05,882.936 1503.24,882.936 1503.43,882.936 1503.62,882.936 1503.81,882.936 1504,882.936 \n",
" 1504.19,882.936 1504.38,882.936 1504.57,882.936 1504.76,882.936 1504.95,882.936 1505.14,882.936 1505.34,882.936 1505.53,882.936 1505.72,882.936 1505.91,882.936 \n",
" 1506.1,882.936 1506.29,882.936 1506.48,882.936 1506.67,882.936 1506.86,882.936 1507.05,882.936 1507.24,882.936 1507.43,882.936 1507.62,882.936 1507.81,882.936 \n",
" 1508,882.936 1508.2,882.936 1508.39,882.936 1508.58,882.936 1508.77,882.936 1508.96,882.936 1509.15,882.936 1509.34,882.936 1509.53,882.936 1509.72,882.936 \n",
" 1509.91,882.936 1510.1,882.936 1510.29,882.936 1510.48,882.936 1510.67,882.936 1510.86,882.936 1511.06,882.936 1511.25,882.936 1511.44,882.936 1511.63,882.936 \n",
" 1511.82,882.936 1512.01,882.936 1512.2,882.936 1512.39,882.936 1512.58,882.936 1512.77,882.936 1512.96,882.936 1513.15,882.936 1513.34,882.936 1513.53,882.936 \n",
" 1513.72,882.936 1513.91,882.936 1514.11,882.936 1514.3,882.936 1514.49,882.936 1514.68,882.936 1514.87,882.936 1515.06,882.936 1515.25,882.936 1515.44,882.936 \n",
" 1515.63,882.936 1515.82,882.936 1516.01,882.936 1516.2,882.936 1516.39,882.936 1516.58,882.936 1516.77,882.936 1516.97,882.936 1517.16,882.936 1517.35,882.936 \n",
" 1517.54,882.936 1517.73,882.936 1517.92,882.936 1518.11,882.936 1518.3,882.936 1518.49,882.936 1518.68,882.936 1518.87,882.936 1519.06,882.936 1519.25,882.936 \n",
" 1519.44,882.936 1519.63,882.936 1519.83,882.936 1520.02,882.936 1520.21,882.936 1520.4,882.936 1520.59,882.936 1520.78,882.936 1520.97,882.936 1521.16,882.936 \n",
" 1521.35,882.936 1521.54,882.936 1521.73,882.936 1521.92,882.936 1522.11,882.936 1522.3,882.936 1522.49,882.936 1522.68,882.936 1522.88,882.936 1523.07,882.936 \n",
" 1523.26,882.936 1523.45,882.936 1523.64,882.936 1523.83,882.936 1524.02,882.936 1524.21,882.936 1524.4,882.936 1524.59,882.936 1524.78,882.936 1524.97,882.936 \n",
" 1525.16,882.936 1525.35,882.936 1525.54,882.936 1525.74,882.936 1525.93,882.936 1526.12,882.936 1526.31,882.936 1526.5,882.936 1526.69,882.936 1526.88,882.936 \n",
" 1527.07,882.936 1527.26,882.936 1527.45,882.936 1527.64,882.936 1527.83,882.936 1528.02,882.936 1528.21,882.936 1528.4,882.936 1528.6,882.936 1528.79,882.936 \n",
" 1528.98,882.936 1529.17,882.936 1529.36,882.936 1529.55,882.936 1529.74,882.936 1529.93,882.936 1530.12,882.936 1530.31,882.936 1530.5,882.936 1530.69,882.936 \n",
" 1530.88,882.936 1531.07,882.936 1531.26,882.936 1531.45,882.936 1531.65,882.936 1531.84,882.936 1532.03,882.936 1532.22,882.936 1532.41,882.936 1532.6,882.936 \n",
" 1532.79,882.936 1532.98,882.936 1533.17,882.936 1533.36,882.936 1533.55,882.936 1533.74,882.936 1533.93,882.936 1534.12,882.936 1534.31,882.936 1534.51,882.936 \n",
" 1534.7,882.936 1534.89,882.936 1535.08,882.936 1535.27,882.936 1535.46,882.936 1535.65,882.936 1535.84,882.936 1536.03,882.936 1536.22,882.936 1536.41,882.936 \n",
" 1536.6,882.936 1536.79,882.936 1536.98,882.936 1537.17,882.936 1537.36,882.936 1537.56,882.936 1537.75,882.936 1537.94,882.936 1538.13,882.936 1538.32,882.936 \n",
" 1538.51,882.936 1538.7,882.936 1538.89,882.936 1539.08,882.936 1539.27,882.936 1539.46,882.936 1539.65,882.936 1539.84,882.936 1540.03,882.936 1540.22,882.936 \n",
" 1540.42,882.936 1540.61,882.936 1540.8,882.936 1540.99,882.936 1541.18,882.936 1541.37,882.936 1541.56,882.936 1541.75,882.936 1541.94,882.936 1542.13,882.936 \n",
" 1542.32,882.936 1542.51,882.936 1542.7,882.936 1542.89,882.936 1543.08,882.936 1543.28,882.936 1543.47,882.936 1543.66,882.936 1543.85,882.936 1544.04,882.936 \n",
" 1544.23,882.936 1544.42,882.936 1544.61,882.936 1544.8,882.936 1544.99,882.936 1545.18,882.936 1545.37,882.936 1545.56,882.936 1545.75,882.936 1545.94,882.936 \n",
" 1546.13,882.936 1546.33,882.936 1546.52,882.936 1546.71,882.936 1546.9,882.936 1547.09,882.936 1547.28,882.936 1547.47,882.936 1547.66,882.936 1547.85,882.936 \n",
" 1548.04,882.936 1548.23,882.936 1548.42,882.936 1548.61,882.936 1548.8,882.936 1548.99,882.936 1549.19,882.936 1549.38,882.936 1549.57,882.936 1549.76,882.936 \n",
" 1549.95,882.936 1550.14,882.936 1550.33,882.936 1550.52,882.936 1550.71,882.936 1550.9,882.936 1551.09,882.936 1551.28,882.936 1551.47,882.936 1551.66,882.936 \n",
" 1551.85,882.936 1552.05,882.936 1552.24,882.936 1552.43,882.936 1552.62,882.936 1552.81,882.936 1553,882.936 1553.19,882.936 1553.38,882.936 1553.57,882.936 \n",
" 1553.76,882.936 1553.95,882.936 1554.14,882.936 1554.33,882.936 1554.52,882.936 1554.71,882.936 1554.9,882.936 1555.1,882.936 1555.29,882.936 1555.48,882.936 \n",
" 1555.67,882.936 1555.86,882.936 1556.05,882.936 1556.24,882.936 1556.43,882.936 1556.62,882.936 1556.81,882.936 1557,882.936 1557.19,882.936 1557.38,882.936 \n",
" 1557.57,882.936 1557.76,882.936 1557.96,882.936 1558.15,882.936 1558.34,882.936 1558.53,882.936 1558.72,882.936 1558.91,882.936 1559.1,882.936 1559.29,882.936 \n",
" 1559.48,882.936 1559.67,882.936 1559.86,882.936 1560.05,882.936 1560.24,882.936 1560.43,882.936 1560.62,882.936 1560.82,882.936 1561.01,882.936 1561.2,882.936 \n",
" 1561.39,882.936 1561.58,882.936 1561.77,882.936 1561.96,882.936 1562.15,882.936 1562.34,882.936 1562.53,882.936 1562.72,882.936 1562.91,882.936 1563.1,882.936 \n",
" 1563.29,882.936 1563.48,882.936 1563.67,882.936 1563.87,882.936 1564.06,882.936 1564.25,882.936 1564.44,882.936 1564.63,882.936 1564.82,882.936 1565.01,882.936 \n",
" 1565.2,882.936 1565.39,882.936 1565.58,882.936 1565.77,882.936 1565.96,882.936 1566.15,882.936 1566.34,882.936 1566.53,882.936 1566.73,882.936 1566.92,882.936 \n",
" 1567.11,882.936 1567.3,882.936 1567.49,882.936 1567.68,882.936 1567.87,882.936 1568.06,882.936 1568.25,882.936 1568.44,882.936 1568.63,882.936 1568.82,882.936 \n",
" 1569.01,882.936 1569.2,882.936 1569.39,882.936 1569.59,882.936 1569.78,882.936 1569.97,882.936 1570.16,882.936 1570.35,882.936 1570.54,882.936 1570.73,882.936 \n",
" 1570.92,882.936 1571.11,882.936 1571.3,882.936 1571.49,882.936 1571.68,882.936 1571.87,882.936 1572.06,882.936 1572.25,882.936 1572.44,882.936 1572.64,882.936 \n",
" 1572.83,882.936 1573.02,882.936 1573.21,882.936 1573.4,882.936 1573.59,882.936 1573.78,882.936 1573.97,882.936 1574.16,882.936 1574.35,882.936 1574.54,882.936 \n",
" 1574.73,882.936 1574.92,882.936 1575.11,882.936 1575.3,882.936 1575.5,882.936 1575.69,882.936 1575.88,882.936 1576.07,882.936 1576.26,882.936 1576.45,882.936 \n",
" 1576.64,882.936 1576.83,882.936 1577.02,882.936 1577.21,882.936 1577.4,882.936 1577.59,882.936 1577.78,882.936 1577.97,882.936 1578.16,882.936 1578.35,882.936 \n",
" 1578.55,882.936 1578.74,882.936 1578.93,882.936 1579.12,882.936 1579.31,882.936 1579.5,882.936 1579.69,882.936 1579.88,882.936 1580.07,882.936 1580.26,882.936 \n",
" 1580.45,882.936 1580.64,882.936 1580.83,882.936 1581.02,882.936 1581.21,882.936 1581.41,882.936 1581.6,882.936 1581.79,882.936 1581.98,882.936 1582.17,882.936 \n",
" 1582.36,882.936 1582.55,882.936 1582.74,882.936 1582.93,882.936 1583.12,882.936 1583.31,882.936 1583.5,882.936 1583.69,882.936 1583.88,882.936 1584.07,882.936 \n",
" 1584.27,882.936 1584.46,882.936 1584.65,882.936 1584.84,882.936 1585.03,882.936 1585.22,882.936 1585.41,882.936 1585.6,882.936 1585.79,882.936 1585.98,882.936 \n",
" 1586.17,882.936 1586.36,882.936 1586.55,882.936 1586.74,882.936 1586.93,882.936 1587.12,882.936 1587.32,882.936 1587.51,882.936 1587.7,882.936 1587.89,882.936 \n",
" 1588.08,882.936 1588.27,882.936 1588.46,882.936 1588.65,882.936 1588.84,882.936 1589.03,882.936 1589.22,882.936 1589.41,882.936 1589.6,882.936 1589.79,882.936 \n",
" 1589.98,882.936 1590.18,882.936 1590.37,882.936 1590.56,882.936 1590.75,882.936 1590.94,882.936 1591.13,882.936 1591.32,882.936 1591.51,882.936 1591.7,882.936 \n",
" 1591.89,882.936 1592.08,882.936 1592.27,882.936 1592.46,882.936 1592.65,882.936 1592.84,882.936 1593.04,882.936 1593.23,882.936 1593.42,882.936 1593.61,882.936 \n",
" 1593.8,882.936 1593.99,882.936 1594.18,882.936 1594.37,882.936 1594.56,882.936 1594.75,882.936 1594.94,882.936 1595.13,882.936 1595.32,882.936 1595.51,882.936 \n",
" 1595.7,882.936 1595.89,882.936 1596.09,882.936 1596.28,882.936 1596.47,882.936 1596.66,882.936 1596.85,882.936 1597.04,882.936 1597.23,882.936 1597.42,882.936 \n",
" 1597.61,882.936 1597.8,882.936 1597.99,882.936 1598.18,882.936 1598.37,882.936 1598.56,882.936 1598.75,882.936 1598.95,882.936 1599.14,882.936 1599.33,882.936 \n",
" 1599.52,882.936 1599.71,882.936 1599.9,882.936 1600.09,882.936 1600.28,882.936 1600.47,882.936 1600.66,882.936 1600.85,882.936 1601.04,882.936 1601.23,882.936 \n",
" 1601.42,882.936 1601.61,882.936 1601.81,882.936 1602,882.936 1602.19,882.936 1602.38,882.936 1602.57,882.936 1602.76,882.936 1602.95,882.936 1603.14,882.936 \n",
" 1603.33,882.936 1603.52,882.936 1603.71,882.936 1603.9,882.936 1604.09,882.936 1604.28,882.936 1604.47,882.936 1604.66,882.936 1604.86,882.936 1605.05,882.936 \n",
" 1605.24,882.936 1605.43,882.936 1605.62,882.936 1605.81,882.936 1606,882.936 1606.19,882.936 1606.38,882.936 1606.57,882.936 1606.76,882.936 1606.95,882.936 \n",
" 1607.14,882.936 1607.33,882.936 1607.52,882.936 1607.72,882.936 1607.91,882.936 1608.1,882.936 1608.29,882.936 1608.48,882.936 1608.67,882.936 1608.86,882.936 \n",
" 1609.05,882.936 1609.24,882.936 1609.43,882.936 1609.62,882.936 1609.81,882.936 1610,882.936 1610.19,882.936 1610.38,882.936 1610.58,882.936 1610.77,882.936 \n",
" 1610.96,882.936 1611.15,882.936 1611.34,882.936 1611.53,882.936 1611.72,882.936 1611.91,882.936 1612.1,882.936 1612.29,882.936 1612.48,882.936 1612.67,882.936 \n",
" 1612.86,882.936 1613.05,882.936 1613.24,882.936 1613.43,882.936 1613.63,882.936 1613.82,882.936 1614.01,882.936 1614.2,882.936 1614.39,882.936 1614.58,882.936 \n",
" 1614.77,882.936 1614.96,882.936 1615.15,882.936 1615.34,882.936 1615.53,882.936 1615.72,882.936 1615.91,882.936 1616.1,882.936 1616.29,882.936 1616.49,882.936 \n",
" 1616.68,882.936 1616.87,882.936 1617.06,882.936 1617.25,882.936 1617.44,882.936 1617.63,882.936 1617.82,882.936 1618.01,882.936 1618.2,882.936 1618.39,882.936 \n",
" 1618.58,882.936 1618.77,882.936 1618.96,882.936 1619.15,882.936 1619.35,882.936 1619.54,882.936 1619.73,882.936 1619.92,882.936 1620.11,882.936 1620.3,882.936 \n",
" 1620.49,882.936 1620.68,882.936 1620.87,882.936 1621.06,882.936 1621.25,882.936 1621.44,882.936 1621.63,882.936 1621.82,882.936 1622.01,882.936 1622.2,882.936 \n",
" 1622.4,882.936 1622.59,882.936 1622.78,882.936 1622.97,882.936 1623.16,882.936 1623.35,882.936 1623.54,882.936 1623.73,882.936 1623.92,882.936 1624.11,882.936 \n",
" 1624.3,882.936 1624.49,882.936 1624.68,882.936 1624.87,882.936 1625.06,882.936 1625.26,882.936 1625.45,882.936 1625.64,882.936 1625.83,882.936 1626.02,882.936 \n",
" 1626.21,882.936 1626.4,882.936 1626.59,882.936 1626.78,882.936 1626.97,882.936 1627.16,882.936 1627.35,882.936 1627.54,882.936 1627.73,882.936 1627.92,882.936 \n",
" 1628.11,882.936 1628.31,882.936 1628.5,882.936 1628.69,882.936 1628.88,882.936 1629.07,882.936 1629.26,882.936 1629.45,882.936 1629.64,882.936 1629.83,882.936 \n",
" 1630.02,882.936 1630.21,882.936 1630.4,882.936 1630.59,882.936 1630.78,882.936 1630.97,882.936 1631.17,882.936 1631.36,882.936 1631.55,882.936 1631.74,882.936 \n",
" 1631.93,882.936 1632.12,882.936 1632.31,882.936 1632.5,882.936 1632.69,882.936 1632.88,882.936 1633.07,882.936 1633.26,882.936 1633.45,882.936 1633.64,882.936 \n",
" 1633.83,882.936 1634.03,882.936 1634.22,882.936 1634.41,882.936 1634.6,882.936 1634.79,882.936 1634.98,882.936 1635.17,882.936 1635.36,882.936 1635.55,882.936 \n",
" 1635.74,882.936 1635.93,882.936 1636.12,882.936 1636.31,882.936 1636.5,882.936 1636.69,882.936 1636.88,882.936 1637.08,882.936 1637.27,882.936 1637.46,882.936 \n",
" 1637.65,882.936 1637.84,882.936 1638.03,882.936 1638.22,882.936 1638.41,882.936 1638.6,882.936 1638.79,882.936 1638.98,882.936 1639.17,882.936 1639.36,882.936 \n",
" 1639.55,882.936 1639.74,882.936 1639.94,882.936 1640.13,882.936 1640.32,882.936 1640.51,882.936 1640.7,882.936 1640.89,882.936 1641.08,882.936 1641.27,882.936 \n",
" 1641.46,882.936 1641.65,882.936 1641.84,882.936 1642.03,882.936 1642.22,882.936 1642.41,882.936 1642.6,882.936 1642.8,882.936 1642.99,882.936 1643.18,882.936 \n",
" 1643.37,882.936 1643.56,882.936 1643.75,882.936 1643.94,882.936 1644.13,882.936 1644.32,882.936 1644.51,882.936 1644.7,882.936 1644.89,882.936 1645.08,882.936 \n",
" 1645.27,882.936 1645.46,882.936 1645.65,882.936 1645.85,882.936 1646.04,882.936 1646.23,882.936 1646.42,882.936 1646.61,882.936 1646.8,882.936 1646.99,882.936 \n",
" 1647.18,882.936 1647.37,882.936 1647.56,882.936 1647.75,882.936 1647.94,882.936 1648.13,882.936 1648.32,882.936 1648.51,882.936 1648.71,882.936 1648.9,882.936 \n",
" 1649.09,882.936 1649.28,882.936 1649.47,882.936 1649.66,882.936 1649.85,882.936 1650.04,882.936 1650.23,882.936 1650.42,882.936 1650.61,882.936 1650.8,882.936 \n",
" 1650.99,882.936 1651.18,882.936 1651.37,882.936 1651.57,882.936 1651.76,882.936 1651.95,882.936 1652.14,882.936 1652.33,882.936 1652.52,882.936 1652.71,882.936 \n",
" 1652.9,882.936 1653.09,882.936 1653.28,882.936 1653.47,882.936 1653.66,882.936 1653.85,882.936 1654.04,882.936 1654.23,882.936 1654.42,882.936 1654.62,882.936 \n",
" 1654.81,882.936 1655,882.936 1655.19,882.936 1655.38,882.936 1655.57,882.936 1655.76,882.936 1655.95,882.936 1656.14,882.936 1656.33,882.936 1656.52,882.936 \n",
" 1656.71,882.936 1656.9,882.936 1657.09,882.936 1657.28,882.936 1657.48,882.936 1657.67,882.936 1657.86,882.936 1658.05,882.936 1658.24,882.936 1658.43,882.936 \n",
" 1658.62,882.936 1658.81,882.936 1659,882.936 1659.19,882.936 1659.38,882.936 1659.57,882.936 1659.76,882.936 1659.95,882.936 1660.14,882.936 1660.34,882.936 \n",
" 1660.53,882.936 1660.72,882.936 1660.91,882.936 1661.1,882.936 1661.29,882.936 1661.48,882.936 1661.67,882.936 1661.86,882.936 1662.05,882.936 1662.24,882.936 \n",
" 1662.43,882.936 1662.62,882.936 1662.81,882.936 1663,882.936 1663.19,882.936 1663.39,882.936 1663.58,882.936 1663.77,882.936 1663.96,882.936 1664.15,882.936 \n",
" 1664.34,882.936 1664.53,882.936 1664.72,882.936 1664.91,882.936 1665.1,882.936 1665.29,882.936 1665.48,882.936 1665.67,882.936 1665.86,882.936 1666.05,882.936 \n",
" 1666.25,882.936 1666.44,882.936 1666.63,882.936 1666.82,882.936 1667.01,882.936 1667.2,882.936 1667.39,882.936 1667.58,882.936 1667.77,882.936 1667.96,882.936 \n",
" 1668.15,882.936 1668.34,882.936 1668.53,882.936 1668.72,882.936 1668.91,882.936 1669.1,882.936 1669.3,882.936 1669.49,882.936 1669.68,882.936 1669.87,882.936 \n",
" 1670.06,882.936 1670.25,882.936 1670.44,882.936 1670.63,882.936 1670.82,882.936 1671.01,882.936 1671.2,882.936 1671.39,882.936 1671.58,882.936 1671.77,882.936 \n",
" 1671.96,882.936 1672.16,882.936 1672.35,882.936 1672.54,882.936 1672.73,882.936 1672.92,882.936 1673.11,882.936 1673.3,882.936 1673.49,882.936 1673.68,882.936 \n",
" 1673.87,882.936 1674.06,882.936 1674.25,882.936 1674.44,882.936 1674.63,882.936 1674.82,882.936 1675.02,882.936 1675.21,882.936 1675.4,882.936 1675.59,882.936 \n",
" 1675.78,882.936 1675.97,882.936 1676.16,882.936 1676.35,882.936 1676.54,882.936 1676.73,882.936 1676.92,882.936 1677.11,882.936 1677.3,882.936 1677.49,882.936 \n",
" 1677.68,882.936 1677.87,882.936 1678.07,882.936 1678.26,882.936 1678.45,882.936 1678.64,882.936 1678.83,882.936 1679.02,882.936 1679.21,882.936 1679.4,882.936 \n",
" 1679.59,882.936 1679.78,882.936 1679.97,882.936 1680.16,882.936 1680.35,882.936 1680.54,882.936 1680.73,882.936 1680.93,882.936 1681.12,882.936 1681.31,882.936 \n",
" 1681.5,882.936 1681.69,882.936 1681.88,882.936 1682.07,882.936 1682.26,882.936 1682.45,882.936 1682.64,882.936 1682.83,882.936 1683.02,882.936 1683.21,882.936 \n",
" 1683.4,882.936 1683.59,882.936 1683.79,882.936 1683.98,882.936 1684.17,882.936 1684.36,882.936 1684.55,882.936 1684.74,882.936 1684.93,882.936 1685.12,882.936 \n",
" 1685.31,882.936 1685.5,882.936 1685.69,882.936 1685.88,882.936 1686.07,882.936 1686.26,882.936 1686.45,882.936 1686.64,882.936 1686.84,882.936 1687.03,882.936 \n",
" 1687.22,882.936 1687.41,882.936 1687.6,882.936 1687.79,882.936 1687.98,882.936 1688.17,882.936 1688.36,882.936 1688.55,882.936 1688.74,882.936 1688.93,882.936 \n",
" 1689.12,882.936 1689.31,882.936 1689.5,882.936 1689.7,882.936 1689.89,882.936 1690.08,882.936 1690.27,882.936 1690.46,882.936 1690.65,882.936 1690.84,882.936 \n",
" 1691.03,882.936 1691.22,882.936 1691.41,882.936 1691.6,882.936 1691.79,882.936 1691.98,882.936 1692.17,882.936 1692.36,882.936 1692.56,882.936 1692.75,882.936 \n",
" 1692.94,882.936 1693.13,882.936 1693.32,882.936 1693.51,882.936 1693.7,882.936 1693.89,882.936 1694.08,882.936 1694.27,882.936 1694.46,882.936 1694.65,882.936 \n",
" 1694.84,882.936 1695.03,882.936 1695.22,882.936 1695.41,882.936 1695.61,882.936 1695.8,882.936 1695.99,882.936 1696.18,882.936 1696.37,882.936 1696.56,882.936 \n",
" 1696.75,882.936 1696.94,882.936 1697.13,882.936 1697.32,882.936 1697.51,882.936 1697.7,882.936 1697.89,882.936 1698.08,882.936 1698.27,882.936 1698.47,882.936 \n",
" 1698.66,882.936 1698.85,882.936 1699.04,882.936 1699.23,882.936 1699.42,882.936 1699.61,882.936 1699.8,882.936 1699.99,882.936 1700.18,882.936 1700.37,882.936 \n",
" 1700.56,882.936 1700.75,882.936 1700.94,882.936 1701.13,882.936 1701.33,882.936 1701.52,882.936 1701.71,882.936 1701.9,882.936 1702.09,882.936 1702.28,882.936 \n",
" 1702.47,882.936 1702.66,882.936 1702.85,882.936 1703.04,882.936 1703.23,882.936 1703.42,882.936 1703.61,882.936 1703.8,882.936 1703.99,882.936 1704.18,882.936 \n",
" 1704.38,882.936 1704.57,882.936 1704.76,882.936 1704.95,882.936 1705.14,882.936 1705.33,882.936 1705.52,882.936 1705.71,882.936 1705.9,882.936 1706.09,882.936 \n",
" 1706.28,882.936 1706.47,882.936 1706.66,882.936 1706.85,882.936 1707.04,882.936 1707.24,882.936 1707.43,882.936 1707.62,882.936 1707.81,882.936 1708,882.936 \n",
" 1708.19,882.936 1708.38,882.936 1708.57,882.936 1708.76,882.936 1708.95,882.936 1709.14,882.936 1709.33,882.936 1709.52,882.936 1709.71,882.936 1709.9,882.936 \n",
" 1710.09,882.936 1710.29,882.936 1710.48,882.936 1710.67,882.936 1710.86,882.936 1711.05,882.936 1711.24,882.936 1711.43,882.936 1711.62,882.936 1711.81,882.936 \n",
" 1712,882.936 1712.19,882.936 1712.38,882.936 1712.57,882.936 1712.76,882.936 1712.95,882.936 1713.15,882.936 1713.34,882.936 1713.53,882.936 1713.72,882.936 \n",
" 1713.91,882.936 1714.1,882.936 1714.29,882.936 1714.48,882.936 1714.67,882.936 1714.86,882.936 1715.05,882.936 1715.24,882.936 1715.43,882.936 1715.62,882.936 \n",
" 1715.81,882.936 1716.01,882.936 1716.2,882.936 1716.39,882.936 1716.58,882.936 1716.77,882.936 1716.96,882.936 1717.15,882.936 1717.34,882.936 1717.53,882.936 \n",
" 1717.72,882.936 1717.91,882.936 1718.1,882.936 1718.29,882.936 1718.48,882.936 1718.67,882.936 1718.86,882.936 1719.06,882.936 1719.25,882.936 1719.44,882.936 \n",
" 1719.63,882.936 1719.82,882.936 1720.01,882.936 1720.2,882.936 1720.39,882.936 1720.58,882.936 1720.77,882.936 1720.96,882.936 1721.15,882.936 1721.34,882.936 \n",
" 1721.53,882.936 1721.72,882.936 1721.92,882.936 1722.11,882.936 1722.3,882.936 1722.49,882.936 1722.68,882.936 1722.87,882.936 1723.06,882.936 1723.25,882.936 \n",
" 1723.44,882.936 1723.63,882.936 1723.82,882.936 1724.01,882.936 1724.2,882.936 1724.39,882.936 1724.58,882.936 1724.78,882.936 1724.97,882.936 1725.16,882.936 \n",
" 1725.35,882.936 1725.54,882.936 1725.73,882.936 1725.92,882.936 1726.11,882.936 1726.3,882.936 1726.49,882.936 1726.68,882.936 1726.87,882.936 1727.06,882.936 \n",
" 1727.25,882.936 1727.44,882.936 1727.63,882.936 1727.83,882.936 1728.02,882.936 1728.21,882.936 1728.4,882.936 1728.59,882.936 1728.78,882.936 1728.97,882.936 \n",
" 1729.16,882.936 1729.35,882.936 1729.54,882.936 1729.73,882.936 1729.92,882.936 1730.11,882.936 1730.3,882.936 1730.49,882.936 1730.69,882.936 1730.88,882.936 \n",
" 1731.07,882.936 1731.26,882.936 1731.45,882.936 1731.64,882.936 1731.83,882.936 1732.02,882.936 1732.21,882.936 1732.4,882.936 1732.59,882.936 1732.78,882.936 \n",
" 1732.97,882.936 1733.16,882.936 1733.35,882.936 1733.55,882.936 1733.74,882.936 1733.93,882.936 1734.12,882.936 1734.31,882.936 1734.5,882.936 1734.69,882.936 \n",
" 1734.88,882.936 1735.07,882.936 1735.26,882.936 1735.45,882.936 1735.64,882.936 1735.83,882.936 1736.02,882.936 1736.21,882.936 1736.4,882.936 1736.6,882.936 \n",
" 1736.79,882.936 1736.98,882.936 1737.17,882.936 1737.36,882.936 1737.55,882.936 1737.74,882.936 1737.93,882.936 1738.12,882.936 1738.31,882.936 1738.5,882.936 \n",
" 1738.69,882.936 1738.88,882.936 1739.07,882.936 1739.26,882.936 1739.46,882.936 1739.65,882.936 1739.84,882.936 1740.03,882.936 1740.22,882.936 1740.41,882.936 \n",
" 1740.6,882.936 1740.79,882.936 1740.98,882.936 1741.17,882.936 1741.36,882.936 1741.55,882.936 1741.74,882.936 1741.93,882.936 1742.12,882.936 1742.32,882.936 \n",
" 1742.51,882.936 1742.7,882.936 1742.89,882.936 1743.08,882.936 1743.27,882.936 1743.46,882.936 1743.65,882.936 1743.84,882.936 1744.03,882.936 1744.22,882.936 \n",
" 1744.41,882.936 1744.6,882.936 1744.79,882.936 1744.98,882.936 1745.17,882.936 1745.37,882.936 1745.56,882.936 1745.75,882.936 1745.94,882.936 1746.13,882.936 \n",
" 1746.32,882.936 1746.51,882.936 1746.7,882.936 1746.89,882.936 1747.08,882.936 1747.27,882.936 1747.46,882.936 1747.65,882.936 1747.84,882.936 1748.03,882.936 \n",
" 1748.23,882.936 1748.42,882.936 1748.61,882.936 1748.8,882.936 1748.99,882.936 1749.18,882.936 1749.37,882.936 1749.56,882.936 1749.75,882.936 1749.94,882.936 \n",
" 1750.13,882.936 1750.32,882.936 1750.51,882.936 1750.7,882.936 1750.89,882.936 1751.09,882.936 1751.28,882.936 1751.47,882.936 1751.66,882.936 1751.85,882.936 \n",
" 1752.04,882.936 1752.23,882.936 1752.42,882.936 1752.61,882.936 1752.8,882.936 1752.99,882.936 1753.18,882.936 1753.37,882.936 1753.56,882.936 1753.75,882.936 \n",
" 1753.94,882.936 1754.14,882.936 1754.33,882.936 1754.52,882.936 1754.71,882.936 1754.9,882.936 1755.09,882.936 1755.28,882.936 1755.47,882.936 1755.66,882.936 \n",
" 1755.85,882.936 1756.04,882.936 1756.23,882.936 1756.42,882.936 1756.61,882.936 1756.8,882.936 1757,882.936 1757.19,882.936 1757.38,882.936 1757.57,882.936 \n",
" 1757.76,882.936 1757.95,882.936 1758.14,882.936 1758.33,882.936 1758.52,882.936 1758.71,882.936 1758.9,882.936 1759.09,882.936 1759.28,882.936 1759.47,882.936 \n",
" 1759.66,882.936 1759.85,882.936 1760.05,882.936 1760.24,882.936 1760.43,882.936 1760.62,882.936 1760.81,882.936 1761,882.936 1761.19,882.936 1761.38,882.936 \n",
" 1761.57,882.936 1761.76,882.936 1761.95,882.936 1762.14,882.936 1762.33,882.936 1762.52,882.936 1762.71,882.936 1762.91,882.936 1763.1,882.936 1763.29,882.936 \n",
" 1763.48,882.936 1763.67,882.936 1763.86,882.936 1764.05,882.936 1764.24,882.936 1764.43,882.936 1764.62,882.936 1764.81,882.936 1765,882.936 1765.19,882.936 \n",
" 1765.38,882.936 1765.57,882.936 1765.77,882.936 1765.96,882.936 1766.15,882.936 1766.34,882.936 1766.53,882.936 1766.72,882.936 1766.91,882.936 1767.1,882.936 \n",
" 1767.29,882.936 1767.48,882.936 1767.67,882.936 1767.86,882.936 1768.05,882.936 1768.24,882.936 1768.43,882.936 1768.62,882.936 1768.82,882.936 1769.01,882.936 \n",
" 1769.2,882.936 1769.39,882.936 1769.58,882.936 1769.77,882.936 1769.96,882.936 1770.15,882.936 1770.34,882.936 1770.53,882.936 1770.72,882.936 1770.91,882.936 \n",
" 1771.1,882.936 1771.29,882.936 1771.48,882.936 1771.68,882.936 1771.87,882.936 1772.06,882.936 1772.25,882.936 1772.44,882.936 1772.63,882.936 1772.82,882.936 \n",
" 1773.01,882.936 1773.2,882.936 1773.39,882.936 1773.58,882.936 1773.77,882.936 1773.96,882.936 1774.15,882.936 1774.34,882.936 1774.54,882.936 1774.73,882.936 \n",
" 1774.92,882.936 1775.11,882.936 1775.3,882.936 1775.49,882.936 1775.68,882.936 1775.87,882.936 1776.06,882.936 1776.25,882.936 1776.44,882.936 1776.63,882.936 \n",
" 1776.82,882.936 1777.01,882.936 1777.2,882.936 1777.39,882.936 1777.59,882.936 1777.78,882.936 1777.97,882.936 1778.16,882.936 1778.35,882.936 1778.54,882.936 \n",
" 1778.73,882.936 1778.92,882.936 1779.11,882.936 1779.3,882.936 1779.49,882.936 1779.68,882.936 1779.87,882.936 1780.06,882.936 1780.25,882.936 1780.45,882.936 \n",
" 1780.64,882.936 1780.83,882.936 1781.02,882.936 1781.21,882.936 1781.4,882.936 1781.59,882.936 1781.78,882.936 1781.97,882.936 1782.16,882.936 1782.35,882.936 \n",
" 1782.54,882.936 1782.73,882.936 1782.92,882.936 1783.11,882.936 1783.31,882.936 1783.5,882.936 1783.69,882.936 1783.88,882.936 1784.07,882.936 1784.26,882.936 \n",
" 1784.45,882.936 1784.64,882.936 1784.83,882.936 1785.02,882.936 1785.21,882.936 1785.4,882.936 1785.59,882.936 1785.78,882.936 1785.97,882.936 1786.16,882.936 \n",
" 1786.36,882.936 1786.55,882.936 1786.74,882.936 1786.93,882.936 1787.12,882.936 1787.31,882.936 1787.5,882.936 1787.69,882.936 1787.88,882.936 1788.07,882.936 \n",
" 1788.26,882.936 1788.45,882.936 1788.64,882.936 1788.83,882.936 1789.02,882.936 1789.22,882.936 1789.41,882.936 1789.6,882.936 1789.79,882.936 1789.98,882.936 \n",
" 1790.17,882.936 1790.36,882.936 1790.55,882.936 1790.74,882.936 1790.93,882.936 1791.12,882.936 1791.31,882.936 1791.5,882.936 1791.69,882.936 1791.88,882.936 \n",
" 1792.08,882.936 1792.27,882.936 1792.46,882.936 1792.65,882.936 1792.84,882.936 1793.03,882.936 1793.22,882.936 1793.41,882.936 1793.6,882.936 1793.79,882.936 \n",
" 1793.98,882.936 1794.17,882.936 1794.36,882.936 1794.55,882.936 1794.74,882.936 1794.93,882.936 1795.13,882.936 1795.32,882.936 1795.51,882.936 1795.7,882.936 \n",
" 1795.89,882.936 1796.08,882.936 1796.27,882.936 1796.46,882.936 1796.65,882.936 1796.84,882.936 1797.03,882.936 1797.22,882.936 1797.41,882.936 1797.6,882.936 \n",
" 1797.79,882.936 1797.99,882.936 1798.18,882.936 1798.37,882.936 1798.56,882.936 1798.75,882.936 1798.94,882.936 1799.13,882.936 1799.32,882.936 1799.51,882.936 \n",
" 1799.7,882.936 1799.89,882.936 1800.08,882.936 1800.27,882.936 1800.46,882.936 1800.65,882.936 1800.84,882.936 1801.04,882.936 1801.23,882.936 1801.42,882.936 \n",
" 1801.61,882.936 1801.8,882.936 1801.99,882.936 1802.18,882.936 1802.37,882.936 1802.56,882.936 1802.75,882.936 1802.94,882.936 1803.13,882.936 1803.32,882.936 \n",
" 1803.51,882.936 1803.7,882.936 1803.9,882.936 1804.09,882.936 1804.28,882.936 1804.47,882.936 1804.66,882.936 1804.85,882.936 1805.04,882.936 1805.23,882.936 \n",
" 1805.42,882.936 1805.61,882.936 1805.8,882.936 1805.99,882.936 1806.18,882.936 1806.37,882.936 1806.56,882.936 1806.76,882.936 1806.95,882.936 1807.14,882.936 \n",
" 1807.33,882.936 1807.52,882.936 1807.71,882.936 1807.9,882.936 1808.09,882.936 1808.28,882.936 1808.47,882.936 1808.66,882.936 1808.85,882.936 1809.04,882.936 \n",
" 1809.23,882.936 1809.42,882.936 1809.61,882.936 1809.81,882.936 1810,882.936 1810.19,882.936 1810.38,882.936 1810.57,882.936 1810.76,882.936 1810.95,882.936 \n",
" 1811.14,882.936 1811.33,882.936 1811.52,882.936 1811.71,882.936 1811.9,882.936 1812.09,882.936 1812.28,882.936 1812.47,882.936 1812.67,882.936 1812.86,882.936 \n",
" 1813.05,882.936 1813.24,882.936 1813.43,882.936 1813.62,882.936 1813.81,882.936 1814,882.936 1814.19,882.936 1814.38,882.936 1814.57,882.936 1814.76,882.936 \n",
" 1814.95,882.936 1815.14,882.936 1815.33,882.936 1815.53,882.936 1815.72,882.936 1815.91,882.936 1816.1,882.936 1816.29,882.936 1816.48,882.936 1816.67,882.936 \n",
" 1816.86,882.936 1817.05,882.936 1817.24,882.936 1817.43,882.936 1817.62,882.936 1817.81,882.936 1818,882.936 1818.19,882.936 1818.38,882.936 1818.58,882.936 \n",
" 1818.77,882.936 1818.96,882.936 1819.15,882.936 1819.34,882.936 1819.53,882.936 1819.72,882.936 1819.91,882.936 1820.1,882.936 1820.29,882.936 1820.48,882.936 \n",
" 1820.67,882.936 1820.86,882.936 1821.05,882.936 1821.24,882.936 1821.44,882.936 1821.63,882.936 1821.82,882.936 1822.01,882.936 1822.2,882.936 1822.39,882.936 \n",
" 1822.58,882.936 1822.77,882.936 1822.96,882.936 1823.15,882.936 1823.34,882.936 1823.53,882.936 1823.72,882.936 1823.91,882.936 1824.1,882.936 1824.3,882.936 \n",
" 1824.49,882.936 1824.68,882.936 1824.87,882.936 1825.06,882.936 1825.25,882.936 1825.44,882.936 1825.63,882.936 1825.82,882.936 1826.01,882.936 1826.2,882.936 \n",
" 1826.39,882.936 1826.58,882.936 1826.77,882.936 1826.96,882.936 1827.15,882.936 1827.35,882.936 1827.54,882.936 1827.73,882.936 1827.92,882.936 1828.11,882.936 \n",
" 1828.3,882.936 1828.49,882.936 1828.68,882.936 1828.87,882.936 1829.06,882.936 1829.25,882.936 1829.44,882.936 1829.63,882.936 1829.82,882.936 1830.01,882.936 \n",
" 1830.21,882.936 1830.4,882.936 1830.59,882.936 1830.78,882.936 1830.97,882.936 1831.16,882.936 1831.35,882.936 1831.54,882.936 1831.73,882.936 1831.92,882.936 \n",
" 1832.11,882.936 1832.3,882.936 1832.49,882.936 1832.68,882.936 1832.87,882.936 1833.07,882.936 1833.26,882.936 1833.45,882.936 1833.64,882.936 1833.83,882.936 \n",
" 1834.02,882.936 1834.21,882.936 1834.4,882.936 1834.59,882.936 1834.78,882.936 1834.97,882.936 1835.16,882.936 1835.35,882.936 1835.54,882.936 1835.73,882.936 \n",
" 1835.92,882.936 1836.12,882.936 1836.31,882.936 1836.5,882.936 1836.69,882.936 1836.88,882.936 1837.07,882.936 1837.26,882.936 1837.45,882.936 1837.64,882.936 \n",
" 1837.83,882.936 1838.02,882.936 1838.21,882.936 1838.4,882.936 1838.59,882.936 1838.78,882.936 1838.98,882.936 1839.17,882.936 1839.36,882.936 1839.55,882.936 \n",
" 1839.74,882.936 1839.93,882.936 1840.12,882.936 1840.31,882.936 1840.5,882.936 1840.69,882.936 1840.88,882.936 1841.07,882.936 1841.26,882.936 1841.45,882.936 \n",
" 1841.64,882.936 1841.84,882.936 1842.03,882.936 1842.22,882.936 1842.41,882.936 1842.6,882.936 1842.79,882.936 1842.98,882.936 1843.17,882.936 1843.36,882.936 \n",
" 1843.55,882.936 1843.74,882.936 1843.93,882.936 1844.12,882.936 1844.31,882.936 1844.5,882.936 1844.69,882.936 1844.89,882.936 1845.08,882.936 1845.27,882.936 \n",
" 1845.46,882.936 1845.65,882.936 1845.84,882.936 1846.03,882.936 1846.22,882.936 1846.41,882.936 1846.6,882.936 1846.79,882.936 1846.98,882.936 1847.17,882.936 \n",
" 1847.36,882.936 1847.55,882.936 1847.75,882.936 1847.94,882.936 1848.13,882.936 1848.32,882.936 1848.51,882.936 1848.7,882.936 1848.89,882.936 1849.08,882.936 \n",
" 1849.27,882.936 1849.46,882.936 1849.65,882.936 1849.84,882.936 1850.03,882.936 1850.22,882.936 1850.41,882.936 1850.6,882.936 1850.8,882.936 1850.99,882.936 \n",
" 1851.18,882.936 1851.37,882.936 1851.56,882.936 1851.75,882.936 1851.94,882.936 1852.13,882.936 1852.32,882.936 1852.51,882.936 1852.7,882.936 1852.89,882.936 \n",
" 1853.08,882.936 1853.27,882.936 1853.46,882.936 1853.66,882.936 1853.85,882.936 1854.04,882.936 1854.23,882.936 1854.42,882.936 1854.61,882.936 1854.8,882.936 \n",
" 1854.99,882.936 1855.18,882.936 1855.37,882.936 1855.56,882.936 1855.75,882.936 1855.94,882.936 1856.13,882.936 1856.32,882.936 1856.52,882.936 1856.71,882.936 \n",
" 1856.9,882.936 1857.09,882.936 1857.28,882.936 1857.47,882.936 1857.66,882.936 1857.85,882.936 1858.04,882.936 1858.23,882.936 1858.42,882.936 1858.61,882.936 \n",
" 1858.8,882.936 1858.99,882.936 1859.18,882.936 1859.37,882.936 1859.57,882.936 1859.76,882.936 1859.95,882.936 1860.14,882.936 1860.33,882.936 1860.52,882.936 \n",
" 1860.71,882.936 1860.9,882.936 1861.09,882.936 1861.28,882.936 1861.47,882.936 1861.66,882.936 1861.85,882.936 1862.04,882.936 1862.23,882.936 1862.43,882.936 \n",
" 1862.62,882.936 1862.81,882.936 1863,882.936 1863.19,882.936 1863.38,882.936 1863.57,882.936 1863.76,882.936 1863.95,882.936 1864.14,882.936 1864.33,882.936 \n",
" 1864.52,882.936 1864.71,882.936 1864.9,882.936 1865.09,882.936 1865.29,882.936 1865.48,882.936 1865.67,882.936 1865.86,882.936 1866.05,882.936 1866.24,882.936 \n",
" 1866.43,882.936 1866.62,882.936 1866.81,882.936 1867,882.936 1867.19,882.936 1867.38,882.936 1867.57,882.936 1867.76,882.936 1867.95,882.936 1868.14,882.936 \n",
" 1868.34,882.936 1868.53,882.936 1868.72,882.936 1868.91,882.936 1869.1,882.936 1869.29,882.936 1869.48,882.936 1869.67,882.936 1869.86,882.936 1870.05,882.936 \n",
" 1870.24,882.936 1870.43,882.936 1870.62,882.936 1870.81,882.936 1871,882.936 1871.2,882.936 1871.39,882.936 1871.58,882.936 1871.77,882.936 1871.96,882.936 \n",
" 1872.15,882.936 1872.34,882.936 1872.53,882.936 1872.72,882.936 1872.91,882.936 1873.1,882.936 1873.29,882.936 1873.48,882.936 1873.67,882.936 1873.86,882.936 \n",
" 1874.06,882.936 1874.25,882.936 1874.44,882.936 1874.63,882.936 1874.82,882.936 1875.01,882.936 1875.2,882.936 1875.39,882.936 1875.58,882.936 1875.77,882.936 \n",
" 1875.96,882.936 1876.15,882.936 1876.34,882.936 1876.53,882.936 1876.72,882.936 1876.91,882.936 1877.11,882.936 1877.3,882.936 1877.49,882.936 1877.68,882.936 \n",
" 1877.87,882.936 1878.06,882.936 1878.25,882.936 1878.44,882.936 1878.63,882.936 1878.82,882.936 1879.01,882.936 1879.2,882.936 1879.39,882.936 1879.58,882.936 \n",
" 1879.77,882.936 1879.97,882.936 1880.16,882.936 1880.35,882.936 1880.54,882.936 1880.73,882.936 1880.92,882.936 1881.11,882.936 1881.3,882.936 1881.49,882.936 \n",
" 1881.68,882.936 1881.87,882.936 1882.06,882.936 1882.25,882.936 1882.44,882.936 1882.63,882.936 1882.83,882.936 1883.02,882.936 1883.21,882.936 1883.4,882.936 \n",
" 1883.59,882.936 1883.78,882.936 1883.97,882.936 1884.16,882.936 1884.35,882.936 1884.54,882.936 1884.73,882.936 1884.92,882.936 1885.11,882.936 1885.3,882.936 \n",
" 1885.49,882.936 1885.68,882.936 1885.88,882.936 1886.07,882.936 1886.26,882.936 1886.45,882.936 1886.64,882.936 1886.83,882.936 1887.02,882.936 1887.21,882.936 \n",
" 1887.4,882.936 1887.59,882.936 1887.78,882.936 1887.97,882.936 1888.16,882.936 1888.35,882.936 1888.54,882.936 1888.74,882.936 1888.93,882.936 1889.12,882.936 \n",
" 1889.31,882.936 1889.5,882.936 1889.69,882.936 1889.88,882.936 1890.07,882.936 1890.26,882.936 1890.45,882.936 1890.64,882.936 1890.83,882.936 1891.02,882.936 \n",
" 1891.21,882.936 1891.4,882.936 1891.59,882.936 1891.79,882.936 1891.98,882.936 1892.17,882.936 1892.36,882.936 1892.55,882.936 1892.74,882.936 1892.93,882.936 \n",
" 1893.12,882.936 1893.31,882.936 1893.5,882.936 1893.69,882.936 1893.88,882.936 1894.07,882.936 1894.26,882.936 1894.45,882.936 1894.65,882.936 1894.84,882.936 \n",
" 1895.03,882.936 1895.22,882.936 1895.41,882.936 1895.6,882.936 1895.79,882.936 1895.98,882.936 1896.17,882.936 1896.36,882.936 1896.55,882.936 1896.74,882.936 \n",
" 1896.93,882.936 1897.12,882.936 1897.31,882.936 1897.51,882.936 1897.7,882.936 1897.89,882.936 1898.08,882.936 1898.27,882.936 1898.46,882.936 1898.65,882.936 \n",
" 1898.84,882.936 1899.03,882.936 1899.22,882.936 1899.41,882.936 1899.6,882.936 1899.79,882.936 1899.98,882.936 1900.17,882.936 1900.36,882.936 1900.56,882.936 \n",
" 1900.75,882.936 1900.94,882.936 1901.13,882.936 1901.32,882.936 1901.51,882.936 1901.7,892.11 1901.89,882.936 1902.08,892.11 1902.27,882.936 1902.46,892.11 \n",
" 1902.65,892.11 \n",
" \"/>\n",
"</svg>\n"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mpipeline2 = Pipeline(Dict(\n",
" :transformers => [csvreader,valgator,valnner,pltr]\n",
" )\n",
")\n",
"\n",
"fit!(mpipeline2)\n",
"transform!(mpipeline2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Monotonicer"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Outliernicer(nothing, Dict{Symbol,Any}(:dateinterval => 1 hour,:nnsize => 1,:missdirection => :symmetric))"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"regularfile = joinpath(dirname(pathof(TSML)),\"../data/typedetection/regular.csv\")\n",
"monofile = joinpath(dirname(pathof(TSML)),\"../data/typedetection/monotonic.csv\")\n",
"dailymonofile = joinpath(dirname(pathof(TSML)),\"../data/typedetection/dailymonotonic.csv\")\n",
"\n",
"regularfilecsv = CSVDateValReader(Dict(:filename=>regularfile,:dateformat=>\"dd/mm/yyyy HH:MM\"))\n",
"monofilecsv = CSVDateValReader(Dict(:filename=>monofile,:dateformat=>\"dd/mm/yyyy HH:MM\"))\n",
"dailymonofilecsv = CSVDateValReader(Dict(:filename=>dailymonofile,:dateformat=>\"dd/mm/yyyy HH:MM\"))\n",
"\n",
"valgator = DateValgator(Dict(:dateinterval=>Dates.Hour(1)))\n",
"valnner = DateValNNer(Dict(:dateinterval=>Dates.Hour(1)))\n",
"stfier = Statifier(Dict(:processmissing=>true))\n",
"mono = Monotonicer(Dict())\n",
"stfier = Statifier(Dict(:processmissing=>true))\n",
"outliernicer = Outliernicer(Dict(:dateinterval=>Dates.Hour(1)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot of monotonic data"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
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" 1495.2,339.124 1497.68,337.763 1500.15,336.413 1502.63,335.041 1505.1,333.657 1507.58,332.261 1510.05,330.83 1512.52,329.458 1515,328.062 1517.47,326.713 \n",
" 1519.95,325.317 1522.42,323.921 1524.9,322.595 1527.37,321.246 1529.85,319.85 1532.32,318.349 1534.79,316.814 1537.27,314.918 1539.74,312.894 1542.22,310.916 \n",
" 1544.69,308.846 1547.17,306.776 1549.64,304.752 1552.12,302.681 1554.59,300.704 1557.07,298.726 1559.54,296.772 1562.01,294.934 1564.49,293.422 1566.96,291.98 \n",
" 1569.44,290.561 1571.91,289.142 1574.39,287.723 1576.86,286.304 1579.34,284.943 1581.81,283.558 1584.28,282.209 1586.76,280.906 1589.23,279.58 1591.71,278.185 \n",
" 1594.18,276.649 1596.66,274.811 1599.13,272.857 1601.61,270.833 1604.08,268.809 1606.55,266.716 1609.03,264.645 1611.5,262.598 1613.98,260.644 1616.45,258.666 \n",
" 1618.93,256.759 1621.4,254.898 1623.88,253.385 1626.35,251.92 1628.82,250.477 1631.3,249.058 1633.77,247.663 1636.25,246.29 1638.72,244.941 1641.2,243.615 \n",
" 1643.67,242.265 1646.15,240.974 1648.62,239.625 1651.09,238.241 1653.57,236.729 1656.04,234.891 1658.52,232.89 1660.99,230.901 1663.47,228.889 1665.94,226.865 \n",
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" 1693.16,207.742 1695.63,206.311 1698.11,204.904 1700.58,203.473 1703.06,202.159 1705.53,200.763 1708.01,199.414 1710.48,197.995 1712.96,196.459 1715.43,194.552 \n",
" 1717.9,192.551 1720.38,190.48 1722.85,188.433 1725.33,186.386 1727.8,184.292 1730.28,182.222 1732.75,180.221 1735.23,178.244 1737.7,176.266 1740.18,174.382 \n",
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" 1767.39,158.935 1769.87,157.539 1772.34,156.074 1774.82,154.166 1777.29,152.188 1779.77,150.211 1782.24,148.117 1784.72,146.047 1787.19,143.953 1789.66,141.906 \n",
" 1792.14,139.929 1794.61,137.951 1797.09,135.95 1799.56,134.113 1802.04,132.577 1804.51,131.088 1806.99,129.646 1809.46,128.204 1811.93,126.808 1814.41,125.435 \n",
" 1816.88,124.086 1819.36,122.748 1821.83,121.434 1824.31,120.108 1826.78,118.759 1829.26,117.409 1831.73,116.083 1834.2,114.711 1836.68,113.361 1839.15,112.012 \n",
" 1841.63,110.663 1844.1,109.314 1846.58,107.941 1849.05,106.615 1851.53,105.312 1854,104.056 1856.47,102.8 1858.95,101.404 1861.42,100.055 1863.9,98.7053 \n",
" 1866.37,97.3793 1868.85,95.9835 1871.32,94.6342 1873.8,93.3081 1876.27,91.9588 1878.74,90.5863 1881.22,89.2719 1883.69,87.911 1886.17,86.5617 1888.64,85.2589 \n",
" 1891.12,83.9096 1893.59,82.572 1896.07,81.2459 1898.54,80.0013 1901.01,78.7451 1903.49,77.5121 1905.96,76.2675 1908.44,75.5929 \n",
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]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"monopipeline = Pipeline(Dict(\n",
" :transformers => [monofilecsv,valgator,valnner,pltr]\n",
" )\n",
")\n",
"\n",
"fit!(monopipeline)\n",
"transform!(monopipeline)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot after normalization of monotonic data"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
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" 1592.46,994.448 1595.13,995.085 1597.8,999.86 1600.47,1000.5 1603.14,1000.82 1605.82,1001.13 1608.49,1001.45 1611.16,1001.77 1613.83,1002.09 1616.5,1002.41 \n",
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" 1752.7,1002.09 1755.37,1001.45 1758.04,1000.5 1760.71,994.448 1763.38,993.493 1766.05,993.493 1768.72,991.902 1771.39,992.22 1774.06,991.902 1776.74,992.538 \n",
" 1779.41,993.493 1782.08,993.493 1784.75,993.175 1787.42,995.403 1790.09,999.542 1792.76,1000.18 1795.43,1000.82 1798.1,1000.82 1800.77,1001.45 1803.44,1001.77 \n",
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" 1832.82,1002.09 1835.49,1002.09 1838.16,1001.77 1840.83,1002.41 1843.5,1002.73 1846.17,1003.36 1848.84,1003.36 1851.51,1001.45 1854.18,1002.09 1856.85,1002.09 \n",
" 1859.52,1002.41 1862.2,1001.45 1864.87,1002.09 1867.54,1002.41 1870.21,1002.09 1872.88,1001.77 1875.55,1002.57 1878.22,1001.93 1880.89,1002.09 1883.56,1002.73 \n",
" 1886.23,1002.09 1888.9,1002.25 1891.57,1002.41 1894.24,1003.52 1896.91,1003.36 1899.58,1003.68 1902.25,1003.52 1904.93,1011.32 \n",
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]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"monopipeline = Pipeline(Dict(\n",
" :transformers => [monofilecsv,valgator,valnner,mono,pltr]\n",
" )\n",
")\n",
"\n",
"fit!(monopipeline)\n",
"transform!(monopipeline)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot with Monotonicer and Outliernicer"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
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" 1443.29,857.225 1446.05,880.558 1448.8,892.224 1451.56,868.891 1454.31,857.225 1457.07,845.559 1459.82,810.561 1462.58,868.891 1465.33,845.559 1468.09,892.224 \n",
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" 1581.05,332.248 1583.81,378.913 1586.56,728.898 1589.32,775.562 1592.07,798.894 1594.83,822.227 1597.58,845.559 1600.34,868.891 1603.09,892.224 1605.85,915.556 \n",
" 1608.6,892.224 1611.36,950.554 1614.11,892.224 1616.87,857.225 1619.62,728.898 1622.38,402.245 1625.13,238.919 1627.89,250.585 1630.64,227.253 1633.4,215.587 \n",
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" 1856.57,915.556 1859.33,845.559 1862.08,892.224 1864.84,915.556 1867.59,892.224 1870.35,868.891 1873.1,927.222 1875.86,880.558 1878.61,892.224 1881.37,938.888 \n",
" 1884.12,892.224 1886.88,903.89 1889.63,915.556 1892.39,997.219 1895.14,985.553 1897.9,1008.89 1900.65,997.219 1903.41,997.219 \n",
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]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"monopipeline = Pipeline(Dict(\n",
" :transformers => [monofilecsv,valgator,valnner,mono,outliernicer,pltr]\n",
" )\n",
")\n",
"\n",
"fit!(monopipeline)\n",
"transform!(monopipeline)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot of daily monotonic"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
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" 482.198,769.84 483.238,743.101 484.278,726.561 485.319,709.746 486.359,686.591 487.399,670.465 488.439,652.685 489.479,630.632 490.52,602.239 491.56,577.981 \n",
" 492.6,551.794 493.64,522.298 494.68,493.354 495.721,471.577 496.761,455.313 497.801,994.088 498.841,966.384 499.882,943.78 500.922,917.317 501.962,888.924 \n",
" 503.002,859.429 504.042,837.514 505.083,807.191 506.123,780.039 507.163,756.332 508.203,738.139 509.243,715.259 510.284,699.271 511.324,684.11 512.364,669.776 \n",
" 513.404,651.444 514.444,632.286 515.485,615.471 516.525,600.309 517.565,582.254 518.605,562.406 519.646,546.832 520.686,526.157 521.726,1010.49 522.766,999.326 \n",
" 523.806,981.821 524.847,966.109 525.887,949.018 526.927,932.754 527.967,919.936 529.007,905.74 530.048,887.822 531.088,872.66 532.128,858.188 533.168,841.235 \n",
" 534.209,822.766 535.249,804.573 536.289,784.725 537.329,764.602 538.369,743.376 539.41,726.286 540.45,710.711 541.49,694.86 542.53,676.391 543.57,663.298 \n",
" 544.611,642.485 545.651,629.116 546.691,816.288 547.731,1004.7 548.771,989.678 549.812,967.487 550.852,954.531 551.892,936.338 552.932,920.901 553.973,905.464 \n",
" 555.013,888.649 556.053,871.833 557.093,853.364 558.133,835.722 559.174,821.664 560.214,802.092 561.254,781.417 562.294,763.362 563.334,743.376 564.375,726.148 \n",
" 565.415,709.195 566.455,695.274 567.495,677.632 568.536,660.679 569.576,645.793 570.616,628.565 571.656,619.606 572.696,1002.5 573.737,977.962 574.777,962.25 \n",
" 575.817,942.678 576.857,919.66 577.897,901.053 578.938,881.206 579.978,857.361 581.018,840.96 582.058,821.664 583.098,798.508 584.139,777.282 585.179,751.095 \n",
" 586.219,728.767 587.259,697.066 588.3,671.567 589.34,654.063 590.38,635.594 591.42,614.092 592.46,595.899 593.501,580.462 594.541,562.269 595.581,540.767 \n",
" 596.621,530.568 597.661,1003.46 598.702,983.475 599.742,958.666 600.782,936.751 601.822,920.901 602.862,902.983 603.903,884.514 604.943,865.769 605.983,850.332 \n",
" 607.023,832.69 608.064,813.118 609.104,797.681 610.144,781.417 611.184,758.676 612.224,741.447 613.265,725.459 614.305,701.752 615.345,682.18 616.385,667.57 \n",
" 617.425,652.685 618.466,636.145 619.506,619.054 620.546,601.688 621.586,592.591 622.627,1006.63 623.667,986.37 624.707,971.622 625.747,955.634 626.787,937.44 \n",
" 627.828,920.074 628.868,901.329 629.908,887.27 630.948,871.282 631.988,852.262 633.029,838.479 634.069,823.731 635.109,800.162 636.149,778.109 637.189,762.673 \n",
" 638.23,745.582 639.27,729.318 640.31,713.605 641.35,698.168 642.391,678.459 643.431,663.16 644.471,641.245 645.511,627.875 646.551,1014.35 647.592,1002.22 \n",
" 648.632,983.475 649.672,971.622 650.712,952.877 651.752,936.2 652.793,917.731 653.833,902.983 654.873,887.27 655.913,867.423 656.954,854.191 657.994,836.825 \n",
" 659.034,817.804 660.074,789.687 661.114,764.878 662.155,740.896 663.195,711.124 664.235,689.623 665.275,669.5 666.315,654.201 667.356,638.488 668.396,623.74 \n",
" 669.436,605.823 670.476,589.834 671.516,1014.35 672.557,1006.35 673.597,986.508 674.637,969.83 675.677,955.358 676.718,938.267 677.758,921.039 678.798,902.983 \n",
" 679.838,888.373 680.878,871.282 681.919,854.743 682.959,836.549 683.999,822.353 685.039,820.079 686.079,817.804 687.12,817.253 688.16,816.702 689.2,816.702 \n",
" 690.24,816.702 691.281,816.702 692.321,816.702 693.361,816.702 694.401,816.702 695.441,815.875 696.482,815.599 697.522,917.868 698.562,1020.14 699.602,1020.14 \n",
" 700.642,1019.31 701.683,1018.48 702.723,1018.48 703.763,1018.48 704.803,1018.21 705.843,1017.93 706.884,1017.38 707.924,1016.83 708.964,1016.83 710.004,1016.83 \n",
" 711.045,1016.83 712.085,1016.83 713.125,1016.83 714.165,1016.83 715.205,1015.87 716.246,1015.73 717.286,1015.59 718.326,1015.31 719.366,1015.04 720.406,1015.04 \n",
" 721.447,1015.04 722.487,1020.55 723.527,1020.14 724.567,1019.72 725.608,1019.72 726.648,1019.72 727.688,1019.72 728.728,1019.72 729.768,1019.72 730.809,1019.24 \n",
" 731.849,1018.76 732.889,1018.76 733.929,1018.42 734.969,1018.07 736.01,1018.07 737.05,1018.07 738.09,1017.45 739.13,1016.83 740.17,1016.83 741.211,1016.83 \n",
" 742.251,1016.83 743.291,1016.83 744.331,1016.83 745.372,1016.83 746.412,1020.55 747.452,1020.41 748.492,1020.28 749.532,1020 750.573,1019.72 751.613,1019.72 \n",
" 752.653,1019.72 753.693,1019.17 754.733,1018.97 755.774,1018.76 756.814,1018.76 757.854,1018.35 758.894,1017.93 759.934,1017.93 760.975,1017.93 762.015,1017.93 \n",
" 763.055,1017.93 764.095,1017.24 765.136,1017.04 766.176,1016.83 767.216,1016.83 768.256,1016.42 769.296,1016.28 770.337,1016.14 771.377,1018.35 772.417,1020.41 \n",
" 773.457,1020.07 774.497,1019.72 775.538,1019.72 776.578,1019.72 777.618,1019.72 778.658,1019.31 779.699,1018.9 780.739,1018.9 781.779,1018.9 782.819,1018.55 \n",
" 783.859,1018.21 784.9,1018.21 785.94,1017.93 786.98,1017.66 788.02,1017.66 789.06,1017.31 790.101,1016.97 791.141,1016.97 792.181,1016.97 793.221,1016.62 \n",
" 794.261,1016.28 795.302,1016.28 796.342,1018.35 797.382,1020.41 798.422,1020.07 799.463,1019.72 800.503,1019.72 801.543,1019.72 802.583,1019.72 803.623,1019.17 \n",
" 804.664,1018.9 805.704,1018.69 806.744,1018.48 807.784,1018.48 808.824,1018.14 809.865,1017.79 810.905,1017.79 811.945,1017.45 812.985,1017.11 814.026,1016.69 \n",
" 815.066,1016.28 816.106,1016.28 817.146,1015.45 818.186,1015.18 819.227,1014.9 820.267,1014.62 821.307,1014.21 822.347,1020.41 823.387,1020 824.428,1019.72 \n",
" 825.468,1019.31 826.508,1018.9 827.548,1018.9 828.588,1018.9 829.629,1017.93 830.669,1017.52 831.709,1017.04 832.749,1016.55 833.79,1016.55 834.83,1016.14 \n",
" 835.87,1015.87 836.91,1015.59 837.95,1015.31 838.991,1015.31 840.031,1015.31 841.071,1014.76 842.111,1014.49 843.151,1017.24 844.192,1020 845.232,1020 \n",
" 846.272,1020 847.312,1019.17 848.353,1018.35 849.393,1018.35 850.433,1018.35 851.473,1018.35 852.513,1018.35 853.554,1017.24 854.594,1016.83 855.634,1016.42 \n",
" 856.674,1016.42 857.714,1016.42 858.755,1011.87 859.795,1000.29 860.835,986.645 861.875,974.241 862.915,957.563 863.956,945.434 864.996,930.824 866.036,914.561 \n",
" 867.076,900.778 868.117,882.86 869.157,868.801 870.197,852.4 871.237,842.889 872.277,1006.77 873.318,992.986 874.358,979.892 875.398,967.763 876.438,951.223 \n",
" 877.478,937.302 878.519,925.863 879.559,912.907 880.599,899.399 881.639,884.514 882.68,870.18 883.72,855.57 884.76,835.722 885.8,817.666 886.84,803.746 \n",
" 887.881,788.584 888.921,769.978 889.961,758.262 891.001,740.896 892.041,723.529 893.082,705.611 894.122,691.828 895.162,678.597 896.202,668.122 897.242,1004.43 \n",
" 898.283,988.024 899.323,976.033 900.363,925.173 901.403,874.314 902.444,874.314 903.484,874.314 904.524,874.314 905.564,874.314 906.604,863.839 907.645,848.402 \n",
" 908.685,833.793 909.725,815.737 910.765,801.265 911.805,790.238 912.846,773.423 913.886,756.608 914.926,744.479 915.966,726.975 917.006,711.124 918.047,694.86 \n",
" 919.087,680.526 920.127,665.365 921.167,655.855 922.208,1004.98 923.248,989.953 924.288,974.654 925.328,960.871 926.368,947.088 927.409,929.033 928.449,913.458 \n",
" 929.489,897.608 930.529,883.273 931.569,866.872 932.61,850.883 933.65,832.966 934.69,821.664 935.73,805.4 936.771,791.617 937.811,782.52 938.851,765.705 \n",
" 939.891,752.198 940.931,739.793 941.972,727.113 943.012,709.608 944.052,690.174 945.092,678.045 946.132,666.468 947.173,1002.08 948.213,986.508 949.253,973 \n",
" 950.293,958.115 951.333,940.197 952.374,922.003 953.414,912.631 954.454,892.094 955.494,872.66 956.535,851.986 957.575,828.555 958.615,808.983 959.655,785.001 \n",
" 960.695,767.634 961.736,747.511 962.776,724.08 963.816,714.432 964.856,713.605 965.896,712.778 966.937,712.434 967.977,712.089 969.017,789.205 970.057,866.32 \n",
" 971.098,866.32 972.138,1020.28 973.178,1019.93 974.218,1019.59 975.258,1019.04 976.299,1018.62 977.339,1018.42 978.379,1018.21 979.419,1017.86 980.459,1017.52 \n",
" 981.5,1016.97 982.54,1016.69 983.58,1016.49 984.62,1016.28 985.66,1015.87 986.701,1015.45 987.741,1015.04 988.781,1015.04 989.821,1015.04 990.862,1015.04 \n",
" 991.902,1014.49 992.942,1013.94 993.982,1015.45 995.022,1016.97 996.063,1016.97 997.103,1020.28 998.143,1020 999.183,1019.72 1000.22,1019.72 1001.26,1019.24 \n",
" 1002.3,1018.76 1003.34,1018.76 1004.38,1017.93 1005.42,1017.59 1006.46,1017.24 1007.5,1017.24 1008.55,1016.62 1009.59,1016 1010.63,1016 1011.67,1016 \n",
" 1012.71,1016 1013.75,1016 1014.79,1016 1015.83,1016 1016.87,1016 1017.91,1015.45 1018.95,1014.9 1019.99,1014.9 1021.03,1017.66 1022.07,1019.04 \n",
" 1023.11,1020.41 1024.15,1020 1025.19,1019.59 1026.23,1019.17 1027.27,1019.17 1028.31,1019.17 1029.35,1019.17 1030.39,1019.17 1031.43,1019.17 1032.47,1017.31 \n",
" 1033.51,1015.45 1034.55,1001.67 1035.59,979.065 1036.63,968.865 1037.67,951.775 1038.71,934.684 1039.75,914.836 1040.79,899.124 1041.83,883.962 1042.87,859.98 \n",
" 1043.91,839.995 1044.95,826.901 1045.99,913.182 1047.03,1000.84 1048.07,982.648 1049.11,966.247 1050.15,947.226 1051.19,929.722 1052.23,909.323 1053.27,894.713 \n",
" 1054.31,877.76 1055.35,856.397 1056.39,835.171 1057.44,818.907 1058.48,804.297 1059.52,786.655 1060.56,774.25 1061.6,759.916 1062.64,745.306 1063.68,726.561 \n",
" 1064.72,712.778 1065.76,692.655 1066.8,671.292 1067.84,655.993 1068.88,635.043 1069.92,616.573 1070.96,1013.25 1072,1002.5 1073.04,985.818 1074.08,971.346 \n",
" 1075.12,953.704 1076.16,940.748 1077.2,927.241 1078.24,908.772 1079.28,892.508 1080.32,876.106 1081.36,863.288 1082.4,846.197 1083.44,831.863 1084.48,817.529 \n",
" 1085.52,803.47 1086.56,785.828 1087.6,770.667 1088.64,753.3 1089.68,738.69 1090.72,723.529 1091.76,708.643 1092.8,691.139 1093.84,671.429 1094.88,658.749 \n",
" 1095.92,1015.04 1096.96,1001.94 1098,988.024 1099.04,972.725 1100.08,953.428 1101.12,939.232 1102.16,923.382 1103.2,910.701 1104.24,896.643 1105.28,883.687 \n",
" 1106.33,866.32 1107.37,854.467 1108.41,838.203 1109.45,820.837 1110.49,809.259 1111.53,795.752 1112.57,777.834 1113.61,765.153 1114.65,750.681 1115.69,732.901 \n",
" 1116.73,712.227 1117.77,694.86 1118.81,677.77 1119.85,654.063 1120.89,1008.84 1121.93,1001.12 1122.97,978.513 1124.01,958.942 1125.05,946.813 1126.09,930.824 \n",
" 1127.13,915.388 1128.17,898.848 1129.21,883.135 1130.25,867.974 1131.29,852.537 1132.33,833.103 1133.37,819.045 1134.41,801.816 1135.45,787.206 1136.49,773.975 \n",
" 1137.53,761.294 1138.57,743.652 1139.61,723.529 1140.65,707.679 1141.69,688.796 1142.73,671.429 1143.77,649.652 1144.81,636.696 1145.85,1013.52 1146.89,999.326 \n",
" 1147.93,986.783 1148.97,966.936 1150.01,951.499 1151.05,932.478 1152.09,908.634 1153.13,898.297 1154.17,881.206 1155.22,859.98 1156.26,843.441 1157.3,827.452 \n",
" 1158.34,807.605 1159.38,789.411 1160.42,775.904 1161.46,762.121 1162.5,741.171 1163.54,725.321 1164.58,711.813 1165.62,692.931 1166.66,669.776 1167.7,657.784 \n",
" 1168.74,638.626 1169.78,619.192 1170.82,1013.25 1171.86,1001.67 1172.9,983.475 1173.94,963.628 1174.98,948.467 1176.02,929.446 1177.06,912.907 1178.1,855.707 \n",
" 1179.14,798.508 1180.18,798.508 1181.22,798.508 1182.26,798.508 1183.3,798.508 1184.34,798.508 1185.38,798.508 1186.42,798.508 1187.46,798.508 1188.5,798.508 \n",
" 1189.54,798.508 1190.58,798.508 1191.62,798.508 1192.66,798.508 1193.7,798.508 1194.74,798.508 1195.78,798.508 1196.82,798.508 1197.86,798.508 1198.9,798.508 \n",
" 1199.94,798.508 1200.98,798.508 1202.02,798.508 1203.06,798.508 1204.1,798.508 1205.15,798.508 1206.19,798.508 1207.23,798.508 1208.27,798.508 1209.31,782.796 \n",
" 1210.35,759.64 1211.39,733.453 1212.43,712.64 1213.47,694.034 1214.51,668.122 1215.55,645.518 1216.59,627.462 1217.63,603.066 1218.67,583.219 1219.71,563.923 \n",
" 1220.75,548.486 1221.79,1002.22 1222.83,979.616 1223.87,960.596 1224.91,940.473 1225.95,914.561 1226.99,883.135 1228.03,861.91 1229.07,830.76 1230.11,805.675 \n",
" 1231.15,779.488 1232.19,761.019 1233.23,732.074 1234.27,699.547 1235.31,676.391 1236.35,644.966 1237.39,614.23 1238.43,586.527 1239.47,566.403 1240.51,540.492 \n",
" 1241.55,521.471 1242.59,499.005 1243.63,479.02 1244.67,456.278 1245.71,1013.11 1246.75,999.05 1247.79,977.135 1248.83,953.566 1249.87,933.03 1250.91,915.663 \n",
" 1251.95,893.611 1252.99,876.795 1254.04,855.294 1255.08,837.1 1256.12,814.772 1257.16,793.684 1258.2,772.458 1259.24,750.268 1260.28,727.113 1261.32,701.338 \n",
" 1262.36,679.975 1263.4,654.614 1264.44,632.01 1265.48,608.304 1266.52,592.867 1267.56,574.673 1268.6,553.723 1269.64,535.53 1270.68,523.952 1271.72,999.739 \n",
" 1272.76,979.892 1273.8,961.56 1274.84,941.575 1275.88,921.452 1276.92,899.951 1277.96,883.411 1279,862.185 1280.04,843.441 1281.08,823.042 1282.12,804.573 \n",
" 1283.16,781.417 1284.2,762.259 1285.24,740.896 1286.28,725.183 1287.32,702.855 1288.36,679.975 1289.4,664.538 1290.44,646.62 1291.48,618.227 1292.52,592.867 \n",
" 1293.56,564.474 1294.6,539.113 1295.64,1007.73 1296.68,995.329 1297.72,969.141 1298.76,939.094 1299.8,913.32 1300.84,892.508 1301.88,864.666 1302.93,837.927 \n",
" 1303.97,810.499 1305.01,788.584 1306.05,762.535 1307.09,732.212 1308.13,704.922 1309.17,683.558 1310.21,655.717 1311.25,635.869 1312.29,615.609 1313.33,593.694 \n",
" 1314.37,566.128 1315.41,549.864 1316.45,551.104 1317.49,552.345 1318.53,552.345 1319.57,552.345 1320.61,552.345 1321.65,552.345 1322.69,552.345 1323.73,552.345 \n",
" 1324.77,552.345 1325.81,552.345 1326.85,552.345 1327.89,552.345 1328.93,552.345 1329.97,552.345 1331.01,552.345 1332.05,552.345 1333.09,552.345 1334.13,552.345 \n",
" 1335.17,552.345 1336.21,552.345 1337.25,552.345 1338.29,552.345 1339.33,552.345 1340.37,552.345 1341.41,552.345 1342.45,533.6 1343.49,507.137 1344.53,473.369 \n",
" 1345.57,1009.66 1346.61,993.813 1347.65,968.59 1348.69,939.508 1349.73,918.42 1350.77,901.605 1351.82,879.276 1352.86,856.672 1353.9,838.892 1354.94,822.491 \n",
" 1355.98,806.64 1357.02,796.579 1358.06,781.004 1359.1,763.224 1360.14,745.995 1361.18,730.42 1362.22,710.022 1363.26,689.347 1364.3,669.224 1365.34,646.069 \n",
" 1366.38,621.26 1367.42,589.283 1368.46,562.958 1369.5,539.665 1370.54,651.169 1371.58,762.673 1372.62,762.673 1373.66,762.673 1374.7,762.673 1375.74,762.673 \n",
" 1376.78,762.673 1377.82,762.673 1378.86,762.673 1379.9,762.673 1380.94,748.89 1381.98,723.805 1383.02,699.822 1384.06,683.558 1385.1,667.019 1386.14,649.101 \n",
" 1387.18,630.908 1388.22,611.336 1389.26,598.931 1390.3,580.462 1391.34,564.474 1392.38,549.313 1393.42,532.635 1394.46,514.717 1395.5,497.764 1396.54,480.398 \n",
" 1397.58,460.826 1398.62,444.562 1399.66,423.612 1400.71,409.002 1401.75,390.533 1402.79,369.859 1403.83,351.252 1404.87,336.78 1405.91,317.208 1406.95,301.771 \n",
" 1407.99,284.956 1409.03,270.07 1410.07,249.671 1411.11,231.202 1412.15,214.387 1413.19,188.613 1414.23,172.349 1415.27,155.12 1416.31,140.235 1417.35,123.695 \n",
" 1418.39,100.816 1419.43,85.9301 1420.47,75.5929 1421.51,1003.05 1422.55,983.2 1423.59,968.59 1424.63,951.223 1425.67,931.1 1426.71,913.458 1427.75,897.47 \n",
" 1428.79,878.174 1429.83,858.877 1430.87,845.095 1431.91,829.658 1432.95,813.118 1433.99,783.209 1435.03,758.813 1436.07,728.353 1437.11,694.309 1438.15,665.365 \n",
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" 1470.4,561.717 1471.44,1001.12 1472.48,983.2 1473.52,965.282 1474.56,947.915 1475.6,931.376 1476.64,911.804 1477.68,896.091 1478.72,876.52 1479.76,857.499 \n",
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" 1491.2,677.218 1492.24,657.371 1493.28,641.934 1494.32,628.151 1495.36,1003.6 1496.4,990.642 1497.44,981.546 1498.48,967.763 1499.53,951.499 1500.57,933.305 \n",
" 1501.61,917.593 1502.65,899.675 1503.69,882.584 1504.73,863.15 1505.77,843.165 1506.81,828.555 1507.85,811.74 1508.89,794.649 1509.93,776.18 1510.97,755.368 \n",
" 1512.01,732.35 1513.05,717.189 1514.09,704.233 1515.13,688.796 1516.17,668.949 1517.21,650.204 1518.25,633.664 1519.29,615.746 1520.33,1013.25 1521.37,1002.5 \n",
" 1522.41,984.991 1523.45,966.109 1524.49,946.813 1525.53,930.411 1526.57,910.977 1527.61,892.094 1528.65,870.731 1529.69,852.813 1530.73,834.482 1531.77,818.08 \n",
" 1532.81,804.297 1533.85,786.655 1534.89,769.288 1535.93,755.781 1536.97,739.242 1538.01,722.151 1539.05,706.025 1540.09,692.931 1541.13,671.705 1542.17,654.339 \n",
" 1543.21,638.213 1544.25,618.365 1545.29,1012.28 1546.33,1001.39 1547.37,988.162 1548.42,970.657 1549.46,949.983 1550.5,933.305 1551.54,916.49 1552.58,897.745 \n",
" 1553.62,880.93 1554.66,863.564 1555.7,843.578 1556.74,826.901 1557.78,814.221 1558.82,808.432 1559.86,808.156 1560.9,807.881 1561.94,807.674 1562.98,807.467 \n",
" 1564.02,807.191 1565.06,806.916 1566.1,806.64 1567.14,806.64 1568.18,806.64 1569.22,805.951 1570.26,805.538 1571.3,912.907 1572.34,1020.28 1573.38,1019.93 \n",
" 1574.42,1019.59 1575.46,1019.17 1576.5,1018.9 1577.54,1018.48 1578.58,1018.07 1579.62,1017.66 1580.66,1017.66 1581.7,1017.66 1582.74,1016.97 1583.78,1016.76 \n",
" 1584.82,1016.55 1585.86,1016.55 1586.9,1016.28 1587.94,1016 1588.98,1016 1590.02,1015.73 1591.06,1015.45 1592.1,1015.45 1593.14,1015.04 1594.18,1016.42 \n",
" 1595.22,1017.79 1596.26,1020.41 1597.31,1020 1598.35,1019.86 1599.39,1019.72 1600.43,1019.38 1601.47,1019.04 1602.51,1019.04 1603.55,1019.04 1604.59,1019.04 \n",
" 1605.63,1018.42 1606.67,1017.79 1607.71,1017.79 1608.75,1017.79 1609.79,1017.79 1610.83,1017.79 1611.87,1017.79 1612.91,1016.97 1613.95,1016.83 1614.99,1016.69 \n",
" 1616.03,1016.49 1617.07,1016.28 1618.11,1015.87 1619.15,1015.66 1620.19,1015.45 1621.23,1017.86 1622.27,1020.28 1623.31,1019.72 1624.35,1019.45 1625.39,1019.17 \n",
" 1626.43,1018.62 1627.47,1018.35 1628.51,1018.07 1629.55,1017.79 1630.59,1017.38 1631.63,1016.97 1632.67,1016.55 1633.71,1016.55 1634.75,1016.55 1635.79,1016.55 \n",
" 1636.83,1016.21 1637.87,1015.87 1638.91,1015.52 1639.95,1015.18 1640.99,1015.18 1642.03,1015.18 1643.07,1015.18 1644.11,1016.42 1645.15,1017.66 1646.2,1018.83 \n",
" 1647.24,1020 1648.28,1020 1649.32,1020 1650.36,1020 1651.4,1019.52 1652.44,1019.04 1653.48,1019.04 1654.52,1018.69 1655.56,1018.35 1656.6,1018.35 \n",
" 1657.64,1018.35 1658.68,1018 1659.72,1017.66 1660.76,1017.66 1661.8,1017.38 1662.84,1017.11 1663.88,1017.11 1664.92,1017.59 1665.96,1018.07 1667,1018.07 \n",
" 1668.04,1018.07 1669.08,1018.07 1670.12,1018.07 1671.16,1018.55 1672.2,1019.04 1673.24,1018.48 1674.28,1018.07 1675.32,1017.79 1676.36,1017.66 1677.4,1017.11 \n",
" 1678.44,1016.62 1679.48,1016.14 1680.52,1016.14 1681.56,1016.14 1682.6,1016.14 1683.64,1016.14 1684.68,1016.14 1685.72,1015.59 1686.76,1015.04 1687.8,1014.83 \n",
" 1688.84,1014.62 1689.88,1014.35 1690.92,1014.07 1691.96,1014.07 1693,1013.87 1694.04,1013.66 1695.09,1016.97 1696.13,1018.42 1697.17,1019.86 1698.21,1019.86 \n",
" 1699.25,1019.86 1700.29,1019.86 1701.33,1019.86 1702.37,1019.17 1703.41,1018.9 1704.45,1018.76 1705.49,1018.62 1706.53,1018.42 1707.57,1018.21 1708.61,1018.21 \n",
" 1709.65,1017.79 1710.69,1017.45 1711.73,1017.11 1712.77,1017.11 1713.81,1017.11 1714.85,1017.11 1715.89,1017.11 1716.93,1016.69 1717.97,1016.28 1719.01,1016.28 \n",
" 1720.05,1015.87 1721.09,1020.55 1722.13,1020.41 1723.17,1020.28 1724.21,1020 1725.25,1019.86 1726.29,1019.72 1727.33,1019.45 1728.37,1019.17 1729.41,1019.17 \n",
" 1730.45,1019.17 1731.49,1017.45 1732.53,1015.73 1733.57,1004.7 1734.61,984.854 1735.65,967.211 1736.69,942.678 1737.73,925.863 1738.77,913.734 1739.81,899.951 \n",
" 1740.85,886.443 1741.89,864.391 1742.93,850.608 1743.97,828.004 1745.02,819.734 1746.06,1002.77 1747.1,986.645 1748.14,967.211 1749.18,949.431 1750.22,931.927 \n",
" 1751.26,913.182 1752.3,891.957 1753.34,874.866 1754.38,856.672 1755.42,840.408 1756.46,819.183 1757.5,801.54 1758.54,788.584 1759.58,768.461 1760.62,743.652 \n",
" 1761.66,721.875 1762.7,702.028 1763.74,680.251 1764.78,657.095 1765.82,640.556 1766.86,619.054 1767.9,599.069 1768.94,575.5 1769.98,566.128 1771.02,997.534 \n",
" 1772.06,977.824 1773.1,961.698 1774.14,942.126 1775.18,918.282 1776.22,895.54 1777.26,880.379 1778.3,858.326 1779.34,837.376 1780.38,818.907 1781.42,796.854 \n",
" 1782.46,782.52 1783.5,761.019 1784.54,751.095 1785.58,733.453 1786.62,708.368 1787.66,683.007 1788.7,668.397 1789.74,652.133 1790.78,635.043 1791.82,620.708 \n",
" 1792.86,600.585 1793.91,581.84 1794.95,1014.49 1795.99,999.188 1797.03,984.854 1798.07,964.455 1799.11,949.018 1800.15,930.411 1801.19,913.734 1802.23,895.54 \n",
" 1803.27,878.449 1804.31,859.429 1805.35,842.751 1806.39,826.35 1807.43,815.599 1808.47,799.611 1809.51,784.45 1810.55,769.426 1811.59,753.3 1812.63,741.998 \n",
" 1813.67,724.632 1814.71,711.4 1815.75,699.409 1816.79,684.11 1817.83,659.852 1818.87,644.139 1819.91,632.148 1820.95,1002.63 1821.99,986.783 1823.03,968.038 \n",
" 1824.07,951.223 1825.11,928.344 1826.15,909.874 1827.19,898.021 1828.23,877.071 1829.27,856.948 1830.31,839.03 1831.35,825.109 1832.39,812.842 1833.43,799.335 \n",
" 1834.47,783.623 1835.51,772.872 1836.55,757.159 1837.59,745.168 1838.63,733.177 1839.67,719.394 1840.71,702.028 1841.75,687.142 1842.8,670.327 1843.84,650.755 \n",
" 1844.88,826.901 1845.92,1000.84 1846.96,982.786 1848,967.211 1849.04,948.191 1850.08,932.203 1851.12,913.734 1852.16,893.197 1853.2,875.417 1854.24,857.499 \n",
" 1855.28,842.338 1856.32,819.734 1857.36,804.848 1858.4,787.758 1859.44,768.737 1860.48,748.614 1861.52,734.28 1862.56,711.538 1863.6,697.066 1864.64,674.6 \n",
" 1865.68,660.403 1866.72,641.934 1867.76,624.843 1868.8,605.547 1869.84,589.834 1870.88,570.538 1871.92,552.069 1872.96,535.254 1874,518.439 1875.04,496.937 \n",
" 1876.08,480.122 1877.12,463.721 1878.16,445.941 1879.2,426.093 1880.24,408.727 1881.28,389.706 1882.32,372.615 1883.36,353.595 1884.4,334.574 1885.44,316.932 \n",
" 1886.48,295.431 1887.52,279.718 1888.56,264.281 1889.6,252.979 1890.64,235.888 1891.69,218.522 1892.73,204.188 1893.77,181.722 1894.81,171.936 1895.85,1000.01 \n",
" 1896.89,985.405 1897.93,966.936 1898.97,946.261 1900.01,932.203 1901.05,912.631 1902.09,895.954 1903.13,880.103 1904.17,871.696 \n",
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]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dailymonopipeline = Pipeline(Dict(\n",
" :transformers => [dailymonofilecsv,valgator,valnner,pltr]\n",
" )\n",
")\n",
"\n",
"fit!(dailymonopipeline)\n",
"transform!(dailymonopipeline)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot of daily monotonic data with Monotonicer"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
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" 364.195,931.923 365.252,924.263 366.308,920.981 367.365,930.828 368.421,903.474 369.478,919.887 370.534,936.299 371.59,915.51 372.647,959.277 373.703,959.277 \n",
" 374.76,935.205 375.816,920.434 376.873,922.622 377.929,901.833 378.985,940.129 380.042,917.698 381.098,917.151 382.155,909.492 383.211,936.299 384.268,929.187 \n",
" 385.324,920.434 386.38,929.187 387.437,914.963 388.493,903.474 389.55,922.075 390.606,922.075 391.663,936.299 392.719,939.582 393.775,925.357 394.832,941.77 \n",
" 395.888,954.353 396.945,930.281 398.001,972.407 399.058,972.407 400.114,946.147 401.17,932.47 402.227,947.241 403.283,960.371 404.34,938.488 405.396,940.676 \n",
" 406.453,916.604 407.509,955.448 408.565,947.788 409.622,933.017 410.678,939.582 411.735,946.147 412.791,946.147 413.848,936.299 414.904,923.169 415.96,946.147 \n",
" 417.017,941.223 418.073,935.752 419.13,935.752 420.186,943.411 421.243,944.506 422.299,932.47 423.355,984.443 424.412,984.443 425.468,934.111 426.525,924.263 \n",
" 427.581,950.524 428.638,942.864 429.694,937.393 430.75,941.77 431.807,952.712 432.863,941.223 433.92,940.129 434.976,936.299 436.033,954.9 437.089,936.299 \n",
" 438.145,940.676 439.202,931.923 440.258,946.147 441.315,937.393 442.371,936.299 443.428,947.241 444.484,964.748 445.54,931.375 446.597,940.129 447.653,949.43 \n",
" 448.71,988.82 449.766,925.905 450.823,925.905 451.879,934.111 452.935,937.393 453.992,898.003 455.048,933.564 456.105,888.702 457.161,937.393 458.218,912.227 \n",
" 459.274,913.321 460.33,914.416 461.387,954.9 462.443,953.806 463.5,928.64 464.556,956.542 465.613,949.977 466.669,933.017 467.725,907.851 468.782,924.263 \n",
" 469.838,916.604 470.895,903.474 471.951,905.662 473.007,934.111 474.064,955.995 475.12,910.586 476.177,910.586 477.233,930.828 478.29,915.51 479.346,907.851 \n",
" 480.402,903.474 481.459,933.564 482.515,900.191 483.572,912.774 484.628,926.452 485.685,948.335 486.741,929.734 487.797,957.089 488.854,960.371 489.91,963.654 \n",
" 490.967,947.788 492.023,944.506 493.08,953.806 494.136,960.371 495.192,948.882 496.249,941.77 497.305,958.73 498.362,938.488 499.418,976.237 500.475,976.237 \n",
" 501.531,951.071 502.587,958.183 503.644,952.712 504.7,955.995 505.757,969.672 506.813,964.201 507.87,949.43 508.926,960.371 509.982,963.107 511.039,953.259 \n",
" 512.095,947.241 513.152,948.335 514.208,941.77 515.265,940.676 516.321,936.299 517.377,952.712 518.434,958.73 519.49,957.636 520.547,947.241 521.603,968.578 \n",
" 522.66,937.941 523.716,967.484 524.772,960.918 525.829,960.918 526.885,960.918 527.942,932.47 528.998,969.125 530.055,948.335 531.111,959.277 532.167,959.277 \n",
" 533.224,953.806 534.28,953.806 535.337,947.241 536.393,950.524 537.45,964.748 538.506,942.864 539.562,938.488 540.619,948.882 541.675,941.223 542.732,952.165 \n",
" 543.788,953.259 544.845,965.295 545.901,950.524 546.957,953.259 548.014,961.466 549.07,952.165 550.127,984.99 551.183,923.169 552.24,923.169 553.296,958.183 \n",
" 554.352,942.864 555.409,929.187 556.465,946.694 557.522,941.77 558.578,925.905 559.635,955.448 560.691,943.959 561.747,928.64 562.804,936.299 563.86,916.604 \n",
" 564.917,931.923 565.973,894.72 567.03,919.339 568.086,951.071 569.142,947.241 570.199,935.205 571.255,948.335 572.312,959.277 573.368,948.335 574.425,935.205 \n",
" 575.481,980.067 576.537,941.223 577.594,941.223 578.65,922.075 579.707,933.564 580.763,957.636 581.82,949.43 582.876,947.241 583.932,946.147 584.989,959.277 \n",
" 586.045,950.524 587.102,942.864 588.158,959.277 589.215,955.995 590.271,930.281 591.327,952.165 592.384,957.089 593.44,926.452 594.497,942.864 595.553,962.56 \n",
" 596.609,961.466 597.666,954.9 598.722,952.712 599.779,951.618 600.835,984.443 601.892,940.129 602.948,940.129 604.004,962.013 605.061,957.089 606.117,948.335 \n",
" 607.174,951.618 608.23,946.147 609.287,964.748 610.343,957.089 611.399,945.053 612.456,965.842 613.512,962.013 614.569,926.999 615.625,933.017 616.682,959.277 \n",
" 617.738,952.712 618.794,955.995 619.851,958.183 620.907,959.277 621.964,942.317 623.02,959.824 624.077,933.564 625.133,967.484 626.189,972.407 627.246,972.407 \n",
" 628.302,946.147 629.359,973.502 630.415,946.147 631.472,954.353 632.528,947.241 633.584,962.013 634.641,958.183 635.697,941.77 636.754,968.031 637.81,951.618 \n",
" 638.867,945.053 639.923,908.945 640.979,922.075 642.036,925.357 643.092,902.38 644.149,935.205 645.205,940.676 646.262,959.824 647.318,958.183 648.374,962.013 \n",
" 649.431,949.43 650.487,957.089 651.544,988.82 652.6,988.82 653.657,941.77 654.713,954.353 655.769,963.107 656.826,952.712 657.882,952.165 658.939,948.882 \n",
" 659.995,962.56 661.052,952.712 662.108,954.9 663.164,948.335 664.221,964.201 665.277,1011.52 666.334,1011.52 667.39,1018.36 668.447,1018.36 669.503,1020.55 \n",
" 670.559,1020.55 671.616,1020.55 672.672,1020.55 673.729,1020.55 674.785,1020.55 675.842,1017.27 676.898,1019.46 677.954,1020.55 679.011,1020.55 680.067,1020.55 \n",
" 681.124,1017.27 682.18,1017.27 683.237,1020.55 684.293,1020.55 685.349,1019.46 686.406,1019.46 687.462,1018.36 688.519,1018.36 689.575,1020.55 690.632,1020.55 \n",
" 691.688,1020.55 692.744,1020.55 693.801,1020.55 694.857,1020.55 695.914,1016.72 696.97,1020 698.027,1020 699.083,1019.46 700.139,1019.46 701.196,1020.55 \n",
" 702.252,1020.55 703.309,1018.91 704.365,1018.91 705.422,1018.91 706.478,1020.55 707.534,1020.55 708.591,1020.55 709.647,1020.55 710.704,1020.55 711.76,1018.64 \n",
" 712.817,1018.64 713.873,1020.55 714.929,1019.18 715.986,1019.18 717.042,1020.55 718.099,1020.55 719.155,1018.09 720.212,1018.09 721.268,1020.55 722.324,1020.55 \n",
" 723.381,1020.55 724.437,1020.55 725.494,1020.55 726.55,1020.55 727.606,1020 728.663,1020 729.719,1020 730.776,1019.46 731.832,1019.46 732.889,1020.55 \n",
" 733.945,1020.55 735.001,1018.36 736.058,1019.73 737.114,1019.73 738.171,1020.55 739.227,1018.91 740.284,1018.91 741.34,1020.55 742.396,1020.55 743.453,1020.55 \n",
" 744.509,1020.55 745.566,1017.82 746.622,1019.73 747.679,1019.73 748.735,1020.55 749.791,1018.91 750.848,1020 751.904,1020 752.961,1019.18 754.017,1019.18 \n",
" 755.074,1019.18 756.13,1019.18 757.186,1020.55 758.243,1020.55 759.299,1020.55 760.356,1018.91 761.412,1018.91 762.469,1020.55 763.525,1020.55 764.581,1019.18 \n",
" 765.638,1019.18 766.694,1020.55 767.751,1019.46 768.807,1019.46 769.864,1020.55 770.92,1019.18 771.976,1019.18 773.033,1020.55 774.089,1020.55 775.146,1019.18 \n",
" 776.202,1019.18 777.259,1020.55 778.315,1019.18 779.371,1019.18 780.428,1019.18 781.484,1019.18 782.541,1020.55 783.597,1020.55 784.654,1020.55 785.71,1018.36 \n",
" 786.766,1019.46 787.823,1019.73 788.879,1019.73 789.936,1020.55 790.992,1019.18 792.049,1019.18 793.105,1020.55 794.161,1019.18 795.218,1019.18 796.274,1018.91 \n",
" 797.331,1018.91 798.387,1020.55 799.444,1017.27 800.5,1019.46 801.556,1019.46 802.613,1019.46 803.669,1018.91 804.726,1018.91 805.782,1018.91 806.839,1019.46 \n",
" 807.895,1018.91 808.951,1018.91 810.008,1020.55 811.064,1020.55 812.121,1016.72 813.177,1018.91 814.234,1018.64 815.29,1018.64 816.346,1020.55 817.403,1018.91 \n",
" 818.459,1019.46 819.516,1019.46 820.572,1019.46 821.629,1020.55 822.685,1020.55 823.741,1018.36 824.798,1019.46 825.854,1020.55 826.911,1020.55 827.967,1020.55 \n",
" 829.024,1020.55 830.08,1017.27 831.136,1017.27 832.193,1020.55 833.249,1020.55 834.306,1020.55 835.362,1020.55 836.419,1016.17 837.475,1018.91 838.531,1018.91 \n",
" 839.588,1020.55 840.644,1020.55 841.701,1002.5 842.757,974.596 843.814,966.389 844.87,971.313 845.926,954.353 846.983,972.407 848.039,962.56 849.096,955.995 \n",
" 850.152,965.842 851.209,949.43 852.265,964.748 853.321,955.448 854.378,982.802 855.434,965.842 856.491,965.842 857.547,968.578 858.603,972.407 859.66,954.9 \n",
" 860.716,965.295 861.773,975.143 862.829,969.125 863.886,966.936 864.942,961.466 865.998,963.654 867.055,962.56 868.111,941.77 869.168,948.882 870.224,965.295 \n",
" 871.281,960.371 872.337,946.694 873.393,974.049 874.45,951.618 875.506,951.618 876.563,949.43 877.619,965.842 878.676,968.031 879.732,978.972 880.788,955.448 \n",
" 881.845,955.448 882.901,972.954 883.958,818.675 885.014,818.675 886.071,1020.55 887.127,1020.55 888.183,1020.55 889.24,1020.55 890.296,978.972 891.353,959.277 \n",
" 892.409,962.56 893.466,948.882 894.522,963.107 895.578,976.784 896.635,953.806 897.691,953.806 898.748,972.407 899.804,951.071 900.861,957.636 901.917,955.995 \n",
" 902.973,963.654 904.03,960.371 905.086,982.802 906.143,960.918 907.199,960.918 908.256,959.824 909.312,965.842 910.368,965.842 911.425,948.882 912.481,958.73 \n",
" 913.538,957.636 914.594,963.654 915.651,955.448 916.707,957.089 917.763,949.43 918.82,975.69 919.876,955.995 920.933,965.842 921.989,984.443 923.046,953.806 \n",
" 924.102,966.936 925.158,971.313 926.215,970.219 927.271,951.071 928.328,943.411 929.384,972.407 930.441,974.596 931.497,958.73 932.553,958.73 933.61,966.936 \n",
" 934.666,961.466 935.723,949.43 936.779,948.335 937.836,983.349 938.892,939.035 939.948,943.411 941.005,938.488 942.061,927.546 943.118,942.864 944.174,925.357 \n",
" 945.231,951.618 946.287,940.676 947.343,927.546 948.4,982.255 949.456,1017.27 950.513,1017.27 951.569,1019.18 952.626,1019.18 953.682,1020.55 954.738,1020.55 \n",
" 955.795,1020.55 956.851,1019.18 957.908,1019.18 958.964,1019.18 960.021,1018.36 961.077,1018.91 962.133,1019.73 963.19,1019.73 964.246,1019.18 965.303,1019.18 \n",
" 966.359,1018.36 967.416,1019.46 968.472,1019.73 969.528,1019.73 970.585,1018.91 971.641,1018.91 972.698,1018.91 973.754,1020.55 974.811,1020.55 975.867,1020.55 \n",
" 976.923,1018.36 977.98,1018.36 979.036,1020.55 980.093,1020.55 981.149,1020.55 982.205,1019.46 983.262,1019.46 984.318,1019.46 985.375,1020.55 986.431,1018.64 \n",
" 987.488,1018.64 988.544,1020.55 989.6,1017.27 990.657,1019.18 991.713,1019.18 992.77,1020.55 993.826,1018.09 994.883,1018.09 995.939,1020.55 996.995,1020.55 \n",
" 998.052,1020.55 999.108,1020.55 1000.16,1020.55 1001.22,1020.55 1002.28,1020.55 1003.33,1018.36 1004.39,1018.36 1005.45,1020.55 1006.5,1018.91 1007.56,1018.91 \n",
" 1008.62,1018.91 1009.67,1018.91 1010.73,1018.91 1011.79,1018.91 1012.84,1020.55 1013.9,1020.55 1014.95,1020.55 1016.01,1020.55 1017.07,1020.55 1018.12,1013.17 \n",
" 1019.18,1013.17 1020.24,965.842 1021.29,930.828 1022.35,980.067 1023.41,952.712 1024.46,952.712 1025.52,941.77 1026.58,958.183 1027.63,960.371 1028.69,925.357 \n",
" 1029.74,941.223 1030.8,968.578 1031.86,948.335 1032.91,948.335 1033.97,948.335 1035.03,955.448 1036.08,945.053 1037.14,951.071 1038.2,939.582 1039.25,962.56 \n",
" 1040.31,953.259 1041.37,935.752 1042.42,936.299 1043.48,955.995 1044.53,962.56 1045.59,950.524 1046.65,971.313 1047.7,963.654 1048.76,962.56 1049.82,946.147 \n",
" 1050.87,965.842 1051.93,940.676 1052.99,935.752 1054.04,959.824 1055.1,937.393 1056.16,947.241 1057.21,977.878 1058.27,977.878 1059.32,954.353 1060.38,963.107 \n",
" 1061.44,950.524 1062.49,969.125 1063.55,966.936 1064.61,947.241 1065.66,955.995 1066.72,955.448 1067.78,969.672 1068.83,952.712 1069.89,963.654 1070.95,963.654 \n",
" 1072,964.748 1073.06,950.524 1074.11,960.371 1075.17,951.618 1076.23,962.56 1077.28,960.371 1078.34,961.466 1079.4,951.071 1080.45,942.317 1081.51,970.219 \n",
" 1082.57,968.578 1083.62,968.578 1084.68,965.295 1085.74,959.824 1086.79,943.959 1087.85,964.201 1088.9,957.636 1089.96,970.219 1091.02,964.748 1092.07,969.125 \n",
" 1093.13,951.618 1094.19,973.502 1095.24,955.995 1096.3,951.618 1097.36,974.596 1098.41,966.936 1099.47,949.43 1100.53,970.219 1101.58,963.107 1102.64,949.977 \n",
" 1103.69,938.488 1104.75,951.618 1105.81,952.712 1106.86,926.452 1107.92,989.914 1108.98,989.914 1110.03,930.828 1111.09,942.864 1112.15,972.407 1113.2,957.089 \n",
" 1114.26,959.277 1115.32,954.9 1116.37,958.183 1117.43,960.371 1118.48,959.277 1119.54,943.411 1120.6,964.748 1121.65,952.165 1122.71,962.56 1123.77,968.031 \n",
" 1124.82,970.219 1125.88,950.524 1126.94,940.676 1127.99,957.636 1129.05,945.6 1130.11,951.618 1131.16,934.111 1132.22,969.125 1133.27,964.201 1134.33,964.201 \n",
" 1135.39,970.766 1136.44,941.77 1137.5,959.277 1138.56,945.053 1139.61,925.905 1140.67,979.52 1141.73,952.712 1142.78,936.299 1143.84,954.9 1144.9,957.089 \n",
" 1145.95,941.77 1147.01,948.335 1148.06,966.936 1149.12,965.842 1150.18,937.393 1151.23,957.636 1152.29,966.936 1153.35,945.6 1154.4,928.64 1155.46,972.954 \n",
" 1156.52,944.506 1157.57,943.411 1158.63,974.596 1159.69,974.596 1160.74,948.335 1161.8,941.77 1162.85,960.371 1163.91,945.053 1164.97,954.9 1166.02,793.508 \n",
" 1167.08,793.508 1168.14,1020.55 1169.19,1020.55 1170.25,1020.55 1171.31,1020.55 1172.36,1020.55 1173.42,1020.55 1174.48,1020.55 1175.53,1020.55 1176.59,1020.55 \n",
" 1177.64,1020.55 1178.7,1020.55 1179.76,1020.55 1180.81,1020.55 1181.87,1020.55 1182.93,1020.55 1183.98,1020.55 1185.04,1020.55 1186.1,1020.55 1187.15,1020.55 \n",
" 1188.21,1020.55 1189.27,1020.55 1190.32,1020.55 1191.38,1020.55 1192.43,1020.55 1193.49,1020.55 1194.55,1020.55 1195.6,1020.55 1196.66,1020.55 1197.72,958.183 \n",
" 1198.77,928.64 1199.83,916.604 1200.89,937.941 1201.94,946.694 1203,917.698 1204.06,930.828 1205.11,948.882 1206.17,923.716 1207.22,941.77 1208.28,943.959 \n",
" 1209.34,959.277 1210.39,930.828 1211.45,930.828 1212.51,945.053 1213.56,940.676 1214.62,917.698 1215.68,895.815 1216.73,936.299 1217.79,896.909 1218.85,920.981 \n",
" 1219.9,916.604 1220.96,947.241 1222.01,905.662 1223.07,891.438 1224.13,928.64 1225.18,895.815 1226.24,898.55 1227.3,910.586 1228.35,940.676 1229.41,917.698 \n",
" 1230.47,945.053 1231.52,931.375 1232.58,941.223 1233.64,930.281 1234.69,964.748 1235.75,964.748 1236.8,933.564 1237.86,926.999 1238.92,939.035 1239.97,951.618 \n",
" 1241.03,933.017 1242.09,953.806 1243.14,935.205 1244.2,948.335 1245.26,931.923 1246.31,936.846 1247.37,936.299 1248.43,932.47 1249.48,928.64 1250.54,918.245 \n",
" 1251.59,935.752 1252.65,919.887 1253.71,930.828 1254.76,926.452 1255.82,959.277 1256.88,948.335 1257.93,937.393 1258.99,948.335 1260.05,974.596 1261.1,941.77 \n",
" 1262.16,941.77 1263.22,947.788 1264.27,941.223 1265.33,940.676 1266.38,935.205 1267.44,954.9 1268.5,936.299 1269.55,946.147 1270.61,939.582 1271.67,947.241 \n",
" 1272.72,928.64 1273.78,944.506 1274.84,935.752 1275.89,958.183 1276.95,931.923 1278.01,929.734 1279.06,959.277 1280.12,949.43 1281.17,907.851 1282.23,919.887 \n",
" 1283.29,907.851 1284.34,919.887 1285.4,971.313 1286.46,971.313 1287.51,916.604 1288.57,901.285 1289.63,918.245 1290.68,937.941 1291.74,910.039 1292.8,914.416 \n",
" 1293.85,911.68 1294.91,933.564 1295.96,917.151 1297.02,900.191 1298.08,912.227 1299.13,935.752 1300.19,910.039 1301.25,941.77 1302.3,940.129 1303.36,933.564 \n",
" 1304.42,911.133 1305.47,955.995 1306.53,1020.55 1307.59,1020.55 1308.64,1020.55 1309.7,1020.55 1310.75,1020.55 1311.81,1020.55 1312.87,1020.55 1313.92,1020.55 \n",
" 1314.98,1020.55 1316.04,1020.55 1317.09,1020.55 1318.15,1020.55 1319.21,1020.55 1320.26,1020.55 1321.32,1020.55 1322.38,1020.55 1323.43,1020.55 1324.49,1020.55 \n",
" 1325.54,1020.55 1326.6,1020.55 1327.66,1020.55 1328.71,1020.55 1329.77,1020.55 1330.83,1020.55 1331.88,1020.55 1332.94,946.147 1334,915.51 1335.05,886.514 \n",
" 1336.11,957.636 1337.17,957.636 1338.22,920.434 1339.28,905.115 1340.33,936.846 1341.39,953.806 1342.45,931.923 1343.5,930.828 1344.56,949.977 1345.62,955.448 \n",
" 1346.67,957.636 1347.73,980.614 1348.79,958.73 1349.84,949.977 1350.9,952.165 1351.96,958.73 1353.01,939.582 1354.07,938.488 1355.12,940.676 1356.18,928.64 \n",
" 1357.24,922.075 1358.29,893.626 1359.35,916.057 1360.41,928.093 1361.46,1020.55 1362.52,1020.55 1363.58,1020.55 1364.63,1020.55 1365.69,1020.55 1366.75,1020.55 \n",
" 1367.8,1020.55 1368.86,1020.55 1369.91,1020.55 1370.97,1020.55 1372.03,965.842 1373.08,920.981 1374.14,925.357 1375.2,955.995 1376.25,954.9 1377.31,949.43 \n",
" 1378.37,948.335 1379.42,942.864 1380.48,971.313 1381.54,947.241 1382.59,957.089 1383.65,960.371 1384.7,954.353 1385.76,949.43 1386.82,953.259 1387.87,951.618 \n",
" 1388.93,942.864 1389.99,955.995 1391.04,937.393 1392.1,962.56 1393.16,947.241 1394.21,938.488 1395.27,946.694 1396.33,963.107 1397.38,942.864 1398.44,959.277 \n",
" 1399.49,953.806 1400.55,961.466 1401.61,939.582 1402.66,947.241 1403.72,953.806 1404.78,918.245 1405.83,955.995 1406.89,952.165 1407.95,961.466 1409,954.9 \n",
" 1410.06,929.734 1411.12,961.466 1412.17,979.52 1413.23,941.77 1414.28,941.77 1415.34,962.56 1416.4,951.618 1417.45,940.676 1418.51,950.524 1419.57,957.089 \n",
" 1420.62,943.959 1421.68,943.959 1422.74,965.842 1423.79,959.277 1424.85,954.9 1425.91,901.833 1426.96,923.716 1428.02,899.644 1429.07,885.42 1430.13,905.662 \n",
" 1431.19,919.339 1432.24,924.263 1433.3,935.752 1434.36,964.748 1435.41,968.031 1436.47,954.353 1437.53,972.954 1438.58,943.959 1439.64,943.959 1440.69,943.959 \n",
" 1441.75,947.788 1442.81,935.752 1443.86,965.842 1444.92,946.694 1445.98,948.882 1447.03,958.183 1448.09,934.111 1449.15,965.295 1450.2,946.694 1451.26,957.089 \n",
" 1452.32,924.81 1453.37,907.303 1454.43,920.981 1455.48,933.017 1456.54,902.38 1457.6,947.241 1458.65,955.995 1459.71,951.618 1460.77,928.64 1461.82,963.654 \n",
" 1462.88,981.161 1463.94,949.43 1464.99,949.43 1466.05,949.43 1467.11,951.618 1468.16,954.9 1469.22,942.864 1470.27,958.183 1471.33,942.864 1472.39,945.053 \n",
" 1473.44,934.111 1474.5,963.654 1475.56,963.654 1476.61,963.654 1477.67,933.564 1478.73,976.237 1479.78,965.295 1480.84,957.089 1481.9,956.542 1482.95,963.654 \n",
" 1484.01,933.017 1485.06,941.77 1486.12,959.277 1487.18,965.842 1488.23,969.125 1489.29,969.125 1490.35,984.443 1491.4,965.842 1492.46,955.995 1493.52,948.335 \n",
" 1494.57,958.183 1495.63,949.43 1496.69,952.712 1497.74,943.411 1498.8,941.223 1499.85,962.56 1500.91,953.806 1501.97,952.712 1503.02,947.241 1504.08,937.941 \n",
" 1505.14,929.187 1506.19,960.371 1507.25,969.125 1508.31,959.277 1509.36,941.77 1510.42,946.147 1511.48,954.9 1512.53,949.43 1513.59,977.878 1514.64,977.878 \n",
" 1515.7,951.071 1516.76,945.6 1517.81,943.959 1518.87,955.448 1519.93,943.411 1520.98,945.6 1522.04,935.752 1523.1,949.43 1524.15,947.788 1525.21,955.448 \n",
" 1526.27,965.842 1527.32,950.524 1528.38,951.618 1529.43,966.936 1530.49,954.9 1531.55,952.712 1532.6,956.542 1533.66,968.578 1534.72,936.299 1535.77,951.618 \n",
" 1536.83,956.542 1537.89,941.77 1538.94,977.331 1540,977.331 1541.06,968.031 1542.11,951.071 1543.17,938.488 1544.22,954.353 1545.28,953.806 1546.34,946.147 \n",
" 1547.39,953.806 1548.45,951.618 1549.51,941.223 1550.56,954.353 1551.62,970.219 1552.68,997.574 1553.73,1019.46 1554.79,1019.46 1555.85,1019.73 1556.9,1019.73 \n",
" 1557.96,1019.46 1559.01,1019.46 1560.07,1019.46 1561.13,1020.55 1562.18,1020.55 1563.24,1017.82 1564.3,1018.91 1565.35,1019.18 1566.41,1019.18 1567.47,1019.18 \n",
" 1568.52,1019.18 1569.58,1018.91 1570.64,1019.46 1571.69,1018.91 1572.75,1018.91 1573.8,1018.91 1574.86,1020.55 1575.92,1020.55 1576.97,1017.82 1578.03,1019.73 \n",
" 1579.09,1019.73 1580.14,1020.55 1581.2,1019.46 1582.26,1019.46 1583.31,1020.55 1584.37,1019.46 1585.43,1019.46 1586.48,1020.55 1587.54,1018.91 1588.59,1018.91 \n",
" 1589.65,1018.91 1590.71,1018.91 1591.76,1018.91 1592.82,1020 1593.88,1020 1594.93,1019.18 1595.99,1019.18 1597.05,1020.55 1598.1,1020.55 1599.16,1020.55 \n",
" 1600.22,1018.09 1601.27,1018.09 1602.33,1020.55 1603.38,1020.55 1604.44,1020.55 1605.5,1020.55 1606.55,1020.55 1607.61,1017.27 1608.67,1020 1609.72,1020 \n",
" 1610.78,1019.73 1611.84,1019.73 1612.89,1018.91 1613.95,1019.73 1615.01,1019.73 1616.06,1018.36 1617.12,1018.36 1618.17,1018.36 1619.23,1019.46 1620.29,1019.46 \n",
" 1621.34,1018.36 1622.4,1019.46 1623.46,1019.46 1624.51,1019.46 1625.57,1018.91 1626.63,1018.91 1627.68,1018.91 1628.74,1020.55 1629.8,1020.55 1630.85,1020.55 \n",
" 1631.91,1019.18 1632.96,1019.18 1634.02,1019.18 1635.08,1019.18 1636.13,1020.55 1637.19,1020.55 1638.25,1020.55 1639.3,1020.55 1640.36,1020.55 1641.42,1020.55 \n",
" 1642.47,1020.55 1643.53,1020.55 1644.59,1020.55 1645.64,1020.55 1646.7,1018.64 1647.75,1018.64 1648.81,1020.55 1649.87,1019.18 1650.92,1019.18 1651.98,1020.55 \n",
" 1653.04,1020.55 1654.09,1019.18 1655.15,1019.18 1656.21,1020.55 1657.26,1019.46 1658.32,1019.46 1659.38,1020.55 1660.43,1020.55 1661.49,1020.55 1662.54,1020.55 \n",
" 1663.6,1020.55 1664.66,1020.55 1665.71,1020.55 1666.77,1018.36 1667.83,1018.36 1668.88,1018.36 1669.94,1018.91 1671,1019.46 1672.05,1020 1673.11,1018.36 \n",
" 1674.17,1018.64 1675.22,1018.64 1676.28,1020.55 1677.33,1020.55 1678.39,1020.55 1679.45,1020.55 1680.5,1020.55 1681.56,1018.36 1682.62,1018.36 1683.67,1019.73 \n",
" 1684.73,1019.73 1685.79,1019.46 1686.84,1019.46 1687.9,1020.55 1688.96,1019.73 1690.01,1019.73 1691.07,1020.55 1692.12,1020.55 1693.18,1020.55 1694.24,1020.55 \n",
" 1695.29,1020.55 1696.35,1020.55 1697.41,1020.55 1698.46,1017.82 1699.52,1019.46 1700.58,1020 1701.63,1020 1702.69,1019.73 1703.75,1019.73 1704.8,1020.55 \n",
" 1705.86,1018.91 1706.91,1019.18 1707.97,1019.18 1709.03,1020.55 1710.08,1020.55 1711.14,1020.55 1712.2,1020.55 1713.25,1018.91 1714.31,1018.91 1715.37,1020.55 \n",
" 1716.42,1018.91 1717.48,1020 1718.54,1020 1719.59,1020 1720.65,1019.46 1721.7,1020 1722.76,1020 1723.82,1019.46 1724.87,1019.46 1725.93,1020.55 \n",
" 1726.99,1020.55 1728.04,1013.71 1729.1,1013.71 1730.16,976.784 1731.21,941.77 1732.27,950.524 1733.33,923.169 1734.38,953.806 1735.44,972.407 1736.49,965.842 \n",
" 1737.55,966.936 1738.61,933.017 1739.66,965.842 1740.72,930.828 1741.78,987.726 1742.83,956.542 1743.89,956.542 1744.95,943.411 1746,949.977 1747.06,951.071 \n",
" 1748.12,946.147 1749.17,936.299 1750.23,952.712 1751.28,948.335 1752.34,955.995 1753.4,936.299 1754.45,950.524 1755.51,969.125 1756.57,940.676 1757.62,922.075 \n",
" 1758.68,934.111 1759.74,941.77 1760.79,934.111 1761.85,928.64 1762.91,954.9 1763.96,935.205 1765.02,941.223 1766.07,926.999 1767.13,983.349 1768.19,942.317 \n",
" 1769.24,942.317 1770.3,956.542 1771.36,942.864 1772.41,925.905 1773.47,930.281 1774.53,960.371 1775.58,933.017 1776.64,937.393 1777.7,947.241 1778.75,933.017 \n",
" 1779.81,963.654 1780.86,935.205 1781.92,981.161 1782.98,950.524 1784.03,920.981 1785.09,919.887 1786.15,962.56 1787.2,955.995 1788.26,952.712 1789.32,963.654 \n",
" 1790.37,940.676 1791.43,946.147 1792.49,959.824 1793.54,959.824 1794.6,963.654 1795.65,939.582 1796.71,959.277 1797.77,946.694 1798.82,954.353 1799.88,948.335 \n",
" 1800.94,952.712 1801.99,945.053 1803.05,954.353 1804.11,955.448 1805.16,977.878 1806.22,957.089 1807.28,960.371 1808.33,960.918 1809.39,956.542 1810.44,975.69 \n",
" 1811.5,951.618 1812.56,968.031 1813.61,972.954 1814.67,959.824 1815.73,924.263 1816.78,958.183 1817.84,972.954 1818.9,957.636 1819.95,957.636 1821.01,946.147 \n",
" 1822.07,953.806 1823.12,929.734 1824.18,947.241 1825.23,973.502 1826.29,937.393 1827.35,940.676 1828.4,949.43 1829.46,965.295 1830.52,971.86 1831.57,966.936 \n",
" 1832.63,958.183 1833.69,977.878 1834.74,958.183 1835.8,972.954 1836.86,972.954 1837.91,965.842 1838.97,951.618 1840.02,961.466 1841.08,953.806 1842.14,942.864 \n",
" 1843.19,948.882 1844.25,948.882 1845.31,948.882 1846.36,958.73 1847.42,945.053 1848.48,957.089 1849.53,947.241 1850.59,939.035 1851.65,949.977 1852.7,949.43 \n",
" 1853.76,960.371 1854.81,930.828 1855.87,961.466 1856.93,952.712 1857.98,945.053 1859.04,940.676 1860.1,963.654 1861.15,930.281 1862.21,963.107 1863.27,931.375 \n",
" 1864.32,964.201 1865.38,947.241 1866.44,952.712 1867.49,943.959 1868.55,958.183 1869.6,943.959 1870.66,947.241 1871.72,953.806 1872.77,953.806 1873.83,935.205 \n",
" 1874.89,953.806 1875.94,955.448 1877,949.977 1878.06,941.77 1879.11,951.618 1880.17,945.053 1881.23,952.712 1882.28,945.053 1883.34,945.053 1884.39,950.524 \n",
" 1885.45,935.205 1886.51,958.183 1887.56,959.277 1888.62,975.69 1889.68,952.712 1890.73,951.618 1891.79,963.654 1892.85,931.375 1893.9,981.708 1894.96,962.56 \n",
" 1896.02,962.56 1897.07,947.241 1898.13,938.488 1899.18,964.748 1900.24,942.864 1901.3,954.353 1902.35,957.636 1903.41,987.179 \n",
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]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dailymonopipeline = Pipeline(Dict(\n",
" :transformers => [dailymonofilecsv,valgator,valnner,mono,pltr]\n",
" )\n",
")\n",
"fit!(dailymonopipeline)\n",
"transform!(dailymonopipeline)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot of daily monotonic with Monotonicer and Outliernicer"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
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" 1156.52,488.773 1157.57,481.122 1158.63,699.189 1159.69,699.189 1160.74,515.553 1161.8,469.644 1162.85,599.72 1163.91,492.599 1164.97,561.462 1166.02,791.007 \n",
" 1167.08,1020.55 1168.14,1020.55 1169.19,1020.55 1170.25,1020.55 1171.31,1020.55 1172.36,1020.55 1173.42,1020.55 1174.48,1020.55 1175.53,1020.55 1176.59,1020.55 \n",
" 1177.64,1020.55 1178.7,1020.55 1179.76,1020.55 1180.81,1020.55 1181.87,1020.55 1182.93,1020.55 1183.98,1020.55 1185.04,1020.55 1186.1,1020.55 1187.15,1020.55 \n",
" 1188.21,1020.55 1189.27,1020.55 1190.32,1020.55 1191.38,1020.55 1192.43,1020.55 1193.49,1020.55 1194.55,1020.55 1195.6,1020.55 1196.66,1020.55 1197.72,584.417 \n",
" 1198.77,377.827 1199.83,293.66 1200.89,442.864 1201.94,504.076 1203,301.312 1204.06,393.13 1205.11,519.379 1206.17,343.395 1207.22,469.644 1208.28,484.947 \n",
" 1209.34,592.068 1210.39,393.13 1211.45,393.13 1212.51,492.599 1213.56,461.993 1214.62,301.312 1215.68,148.282 1216.73,431.387 1217.79,155.933 1218.85,324.266 \n",
" 1219.9,293.66 1220.96,507.902 1222.01,217.145 1223.07,117.676 1224.13,377.827 1225.18,148.282 1226.24,167.411 1227.3,251.577 1228.35,461.993 1229.41,301.312 \n",
" 1230.47,492.599 1231.52,396.955 1232.58,465.819 1233.64,389.304 1234.69,630.326 1235.75,630.326 1236.8,412.258 1237.86,366.349 1238.92,450.516 1239.97,538.508 \n",
" 1241.03,408.433 1242.09,553.811 1243.14,423.735 1244.2,515.553 1245.26,400.781 1246.31,435.213 1247.37,431.387 1248.43,404.607 1249.48,377.827 1250.54,305.137 \n",
" 1251.59,427.561 1252.65,316.615 1253.71,393.13 1254.76,362.524 1255.82,592.068 1256.88,515.553 1257.93,439.038 1258.99,515.553 1260.05,699.189 1261.1,469.644 \n",
" 1262.16,469.644 1263.22,511.728 1264.27,465.819 1265.33,461.993 1266.38,423.735 1267.44,561.462 1268.5,431.387 1269.55,500.25 1270.61,454.341 1271.67,507.902 \n",
" 1272.72,377.827 1273.78,488.773 1274.84,427.561 1275.89,584.417 1276.95,400.781 1278.01,385.478 1279.06,592.068 1280.12,523.205 1281.17,232.448 1282.23,316.615 \n",
" 1283.29,232.448 1284.34,316.615 1285.4,676.235 1286.46,676.235 1287.51,293.66 1288.57,186.539 1289.63,305.137 1290.68,442.864 1291.74,247.751 1292.8,278.357 \n",
" 1293.85,259.229 1294.91,412.258 1295.96,297.486 1297.02,178.888 1298.08,263.054 1299.13,427.561 1300.19,247.751 1301.25,469.644 1302.3,458.167 1303.36,412.258 \n",
" 1304.42,255.403 1305.47,569.114 1306.53,1020.55 1307.59,1020.55 1308.64,1020.55 1309.7,1020.55 1310.75,1020.55 1311.81,1020.55 1312.87,1020.55 1313.92,1020.55 \n",
" 1314.98,1020.55 1316.04,1020.55 1317.09,1020.55 1318.15,1020.55 1319.21,1020.55 1320.26,1020.55 1321.32,1020.55 1322.38,1020.55 1323.43,1020.55 1324.49,1020.55 \n",
" 1325.54,1020.55 1326.6,1020.55 1327.66,1020.55 1328.71,1020.55 1329.77,1020.55 1330.83,1020.55 1331.88,1020.55 1332.94,500.25 1334,286.009 1335.05,83.2443 \n",
" 1336.11,580.591 1337.17,580.591 1338.22,320.44 1339.28,213.32 1340.33,435.213 1341.39,553.811 1342.45,400.781 1343.5,393.13 1344.56,527.031 1345.62,565.288 \n",
" 1346.67,580.591 1347.73,741.272 1348.79,588.242 1349.84,527.031 1350.9,542.334 1351.96,588.242 1353.01,454.341 1354.07,446.69 1355.12,461.993 1356.18,377.827 \n",
" 1357.24,331.918 1358.29,132.979 1359.35,289.834 1360.41,374.001 1361.46,1020.55 1362.52,1020.55 1363.58,1020.55 1364.63,1020.55 1365.69,1020.55 1366.75,1020.55 \n",
" 1367.8,1020.55 1368.86,1020.55 1369.91,1020.55 1370.97,1020.55 1372.03,637.977 1373.08,324.266 1374.14,354.872 1375.2,569.114 1376.25,561.462 1377.31,523.205 \n",
" 1378.37,515.553 1379.42,477.296 1380.48,676.235 1381.54,507.902 1382.59,576.765 1383.65,599.72 1384.7,557.636 1385.76,523.205 1386.82,549.985 1387.87,538.508 \n",
" 1388.93,477.296 1389.99,569.114 1391.04,439.038 1392.1,615.023 1393.16,507.902 1394.21,446.69 1395.27,504.076 1396.33,618.848 1397.38,477.296 1398.44,592.068 \n",
" 1399.49,553.811 1400.55,607.371 1401.61,454.341 1402.66,507.902 1403.72,553.811 1404.78,305.137 1405.83,569.114 1406.89,542.334 1407.95,607.371 1409,561.462 \n",
" 1410.06,385.478 1411.12,607.371 1412.17,733.621 1413.23,469.644 1414.28,469.644 1415.34,615.023 1416.4,538.508 1417.45,461.993 1418.51,530.856 1419.57,576.765 \n",
" 1420.62,484.947 1421.68,484.947 1422.74,637.977 1423.79,592.068 1424.85,561.462 1425.91,190.365 1426.96,343.395 1428.02,175.062 1429.07,75.5929 1430.13,217.145 \n",
" 1431.19,312.789 1432.24,347.221 1433.3,427.561 1434.36,630.326 1435.41,653.28 1436.47,557.636 1437.53,687.712 1438.58,484.947 1439.64,484.947 1440.69,484.947 \n",
" 1441.75,511.728 1442.81,427.561 1443.86,637.977 1444.92,504.076 1445.98,519.379 1447.03,584.417 1448.09,416.084 1449.15,634.151 1450.2,504.076 1451.26,576.765 \n",
" 1452.32,351.046 1453.37,228.623 1454.43,324.266 1455.48,408.433 1456.54,194.191 1457.6,507.902 1458.65,569.114 1459.71,538.508 1460.77,377.827 1461.82,622.674 \n",
" 1462.88,745.098 1463.94,523.205 1464.99,523.205 1466.05,523.205 1467.11,538.508 1468.16,561.462 1469.22,477.296 1470.27,584.417 1471.33,477.296 1472.39,492.599 \n",
" 1473.44,416.084 1474.5,622.674 1475.56,622.674 1476.61,622.674 1477.67,412.258 1478.73,710.666 1479.78,634.151 1480.84,576.765 1481.9,572.939 1482.95,622.674 \n",
" 1484.01,408.433 1485.06,469.644 1486.12,592.068 1487.18,637.977 1488.23,660.932 1489.29,660.932 1490.35,768.052 1491.4,637.977 1492.46,569.114 1493.52,515.553 \n",
" 1494.57,584.417 1495.63,523.205 1496.69,546.159 1497.74,481.122 1498.8,465.819 1499.85,615.023 1500.91,553.811 1501.97,546.159 1503.02,507.902 1504.08,442.864 \n",
" 1505.14,381.652 1506.19,599.72 1507.25,660.932 1508.31,592.068 1509.36,469.644 1510.42,500.25 1511.48,561.462 1512.53,523.205 1513.59,722.143 1514.64,722.143 \n",
" 1515.7,534.682 1516.76,496.425 1517.81,484.947 1518.87,565.288 1519.93,481.122 1520.98,496.425 1522.04,427.561 1523.1,523.205 1524.15,511.728 1525.21,565.288 \n",
" 1526.27,637.977 1527.32,530.856 1528.38,538.508 1529.43,645.629 1530.49,561.462 1531.55,546.159 1532.6,572.939 1533.66,657.106 1534.72,431.387 1535.77,538.508 \n",
" 1536.83,572.939 1537.89,469.644 1538.94,718.318 1540,718.318 1541.06,653.28 1542.11,534.682 1543.17,446.69 1544.22,557.636 1545.28,553.811 1546.34,500.25 \n",
" 1547.39,553.811 1548.45,538.508 1549.51,465.819 1550.56,557.636 1551.62,668.583 1552.68,859.87 1553.73,1012.9 1554.79,1012.9 1555.85,1014.81 1556.9,1014.81 \n",
" 1557.96,1012.9 1559.01,1012.9 1560.07,1012.9 1561.13,1020.55 1562.18,1020.55 1563.24,1001.42 1564.3,1009.07 1565.35,1010.99 1566.41,1010.99 1567.47,1010.99 \n",
" 1568.52,1010.99 1569.58,1009.07 1570.64,1012.9 1571.69,1009.07 1572.75,1009.07 1573.8,1009.07 1574.86,1020.55 1575.92,1020.55 1576.97,1001.42 1578.03,1014.81 \n",
" 1579.09,1014.81 1580.14,1020.55 1581.2,1012.9 1582.26,1012.9 1583.31,1020.55 1584.37,1012.9 1585.43,1012.9 1586.48,1020.55 1587.54,1009.07 1588.59,1009.07 \n",
" 1589.65,1009.07 1590.71,1009.07 1591.76,1009.07 1592.82,1016.73 1593.88,1016.73 1594.93,1010.99 1595.99,1010.99 1597.05,1020.55 1598.1,1020.55 1599.16,1020.55 \n",
" 1600.22,1003.34 1601.27,1003.34 1602.33,1020.55 1603.38,1020.55 1604.44,1020.55 1605.5,1020.55 1606.55,1020.55 1607.61,997.597 1608.67,1016.73 1609.72,1016.73 \n",
" 1610.78,1014.81 1611.84,1014.81 1612.89,1009.07 1613.95,1014.81 1615.01,1014.81 1616.06,1005.25 1617.12,1005.25 1618.17,1005.25 1619.23,1012.9 1620.29,1012.9 \n",
" 1621.34,1005.25 1622.4,1012.9 1623.46,1012.9 1624.51,1012.9 1625.57,1009.07 1626.63,1009.07 1627.68,1009.07 1628.74,1020.55 1629.8,1020.55 1630.85,1020.55 \n",
" 1631.91,1010.99 1632.96,1010.99 1634.02,1010.99 1635.08,1010.99 1636.13,1020.55 1637.19,1020.55 1638.25,1020.55 1639.3,1020.55 1640.36,1020.55 1641.42,1020.55 \n",
" 1642.47,1020.55 1643.53,1020.55 1644.59,1020.55 1645.64,1020.55 1646.7,1007.16 1647.75,1007.16 1648.81,1020.55 1649.87,1010.99 1650.92,1010.99 1651.98,1020.55 \n",
" 1653.04,1020.55 1654.09,1010.99 1655.15,1010.99 1656.21,1020.55 1657.26,1012.9 1658.32,1012.9 1659.38,1020.55 1660.43,1020.55 1661.49,1020.55 1662.54,1020.55 \n",
" 1663.6,1020.55 1664.66,1020.55 1665.71,1020.55 1666.77,1005.25 1667.83,1005.25 1668.88,1005.25 1669.94,1009.07 1671,1012.9 1672.05,1016.73 1673.11,1005.25 \n",
" 1674.17,1007.16 1675.22,1007.16 1676.28,1020.55 1677.33,1020.55 1678.39,1020.55 1679.45,1020.55 1680.5,1020.55 1681.56,1005.25 1682.62,1005.25 1683.67,1014.81 \n",
" 1684.73,1014.81 1685.79,1012.9 1686.84,1012.9 1687.9,1020.55 1688.96,1014.81 1690.01,1014.81 1691.07,1020.55 1692.12,1020.55 1693.18,1020.55 1694.24,1020.55 \n",
" 1695.29,1020.55 1696.35,1020.55 1697.41,1020.55 1698.46,1001.42 1699.52,1012.9 1700.58,1016.73 1701.63,1016.73 1702.69,1014.81 1703.75,1014.81 1704.8,1020.55 \n",
" 1705.86,1009.07 1706.91,1010.99 1707.97,1010.99 1709.03,1020.55 1710.08,1020.55 1711.14,1020.55 1712.2,1020.55 1713.25,1009.07 1714.31,1009.07 1715.37,1020.55 \n",
" 1716.42,1009.07 1717.48,1016.73 1718.54,1016.73 1719.59,1016.73 1720.65,1012.9 1721.7,1016.73 1722.76,1016.73 1723.82,1012.9 1724.87,1012.9 1725.93,1020.55 \n",
" 1726.99,1020.55 1728.04,972.73 1729.1,972.73 1730.16,714.492 1731.21,469.644 1732.27,530.856 1733.33,339.569 1734.38,553.811 1735.44,683.886 1736.49,637.977 \n",
" 1737.55,645.629 1738.61,408.433 1739.66,637.977 1740.72,393.13 1741.78,791.007 1742.83,572.939 1743.89,572.939 1744.95,481.122 1746,527.031 1747.06,534.682 \n",
" 1748.12,500.25 1749.17,431.387 1750.23,546.159 1751.28,515.553 1752.34,569.114 1753.4,431.387 1754.45,530.856 1755.51,660.932 1756.57,461.993 1757.62,331.918 \n",
" 1758.68,416.084 1759.74,469.644 1760.79,416.084 1761.85,377.827 1762.91,561.462 1763.96,423.735 1765.02,465.819 1766.07,366.349 1767.13,760.401 1768.19,473.47 \n",
" 1769.24,473.47 1770.3,572.939 1771.36,477.296 1772.41,358.698 1773.47,389.304 1774.53,599.72 1775.58,408.433 1776.64,439.038 1777.7,507.902 1778.75,408.433 \n",
" 1779.81,622.674 1780.86,423.735 1781.92,745.098 1782.98,530.856 1784.03,324.266 1785.09,316.615 1786.15,615.023 1787.2,569.114 1788.26,546.159 1789.32,622.674 \n",
" 1790.37,461.993 1791.43,500.25 1792.49,595.894 1793.54,595.894 1794.6,622.674 1795.65,454.341 1796.71,592.068 1797.77,504.076 1798.82,557.636 1799.88,515.553 \n",
" 1800.94,546.159 1801.99,492.599 1803.05,557.636 1804.11,565.288 1805.16,722.143 1806.22,576.765 1807.28,599.72 1808.33,603.545 1809.39,572.939 1810.44,706.84 \n",
" 1811.5,538.508 1812.56,653.28 1813.61,687.712 1814.67,595.894 1815.73,347.221 1816.78,584.417 1817.84,687.712 1818.9,580.591 1819.95,580.591 1821.01,500.25 \n",
" 1822.07,553.811 1823.12,385.478 1824.18,507.902 1825.23,691.538 1826.29,439.038 1827.35,461.993 1828.4,523.205 1829.46,634.151 1830.52,680.06 1831.57,645.629 \n",
" 1832.63,584.417 1833.69,722.143 1834.74,584.417 1835.8,687.712 1836.86,687.712 1837.91,637.977 1838.97,538.508 1840.02,607.371 1841.08,553.811 1842.14,477.296 \n",
" 1843.19,519.379 1844.25,519.379 1845.31,519.379 1846.36,588.242 1847.42,492.599 1848.48,576.765 1849.53,507.902 1850.59,450.516 1851.65,527.031 1852.7,523.205 \n",
" 1853.76,599.72 1854.81,393.13 1855.87,607.371 1856.93,546.159 1857.98,492.599 1859.04,461.993 1860.1,622.674 1861.15,389.304 1862.21,618.848 1863.27,396.955 \n",
" 1864.32,626.5 1865.38,507.902 1866.44,546.159 1867.49,484.947 1868.55,584.417 1869.6,484.947 1870.66,507.902 1871.72,553.811 1872.77,553.811 1873.83,423.735 \n",
" 1874.89,553.811 1875.94,565.288 1877,527.031 1878.06,469.644 1879.11,538.508 1880.17,492.599 1881.23,546.159 1882.28,492.599 1883.34,492.599 1884.39,530.856 \n",
" 1885.45,423.735 1886.51,584.417 1887.56,592.068 1888.62,706.84 1889.68,546.159 1890.73,538.508 1891.79,622.674 1892.85,396.955 1893.9,748.924 1894.96,615.023 \n",
" 1896.02,615.023 1897.07,507.902 1898.13,446.69 1899.18,630.326 1900.24,477.296 1901.3,557.636 1902.35,580.591 1903.41,787.181 \n",
" \"/>\n",
"</svg>\n"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dailymonopipeline = Pipeline(Dict(\n",
" :transformers => [dailymonofilecsv,valgator,valnner,mono,outliernicer,pltr]\n",
" )\n",
")\n",
"fit!(dailymonopipeline)\n",
"transform!(dailymonopipeline)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot regular TS after monotonic normalization"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
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" 357.516,548.072 357.71,597.161 357.903,603.297 358.097,603.297 358.29,633.977 358.484,695.338 358.678,640.114 358.871,627.841 359.065,695.338 359.258,652.386 \n",
" 359.452,750.563 359.645,689.202 359.839,658.522 360.032,627.841 360.226,689.202 360.42,652.386 360.613,695.338 360.807,627.841 361,584.889 361.194,615.569 \n",
" 361.387,707.611 361.581,578.753 361.774,566.48 361.968,627.841 362.162,615.569 362.355,529.664 362.549,505.119 362.742,505.119 362.936,548.072 363.129,640.114 \n",
" 363.323,652.386 363.516,615.569 363.71,658.522 363.904,652.386 364.097,676.93 364.291,689.202 364.484,658.522 364.678,664.658 364.871,719.883 365.065,566.48 \n",
" 365.258,701.475 365.452,609.433 365.646,609.433 365.839,664.658 366.033,683.066 366.226,621.705 366.42,541.936 366.613,560.344 366.807,603.297 367,584.889 \n",
" 367.194,554.208 367.388,554.208 367.581,584.889 367.775,683.066 367.968,701.475 368.162,621.705 368.355,652.386 368.549,627.841 368.742,609.433 368.936,615.569 \n",
" 369.13,701.475 369.323,664.658 369.517,719.883 369.71,652.386 369.904,750.563 370.097,591.025 370.291,591.025 370.484,670.794 370.678,689.202 370.872,548.072 \n",
" 371.065,603.297 371.259,597.161 371.452,578.753 371.646,621.705 371.839,615.569 372.033,627.841 372.226,548.072 372.42,664.658 372.614,633.977 372.807,701.475 \n",
" 373.001,689.202 373.194,676.93 373.388,732.155 373.581,689.202 373.775,652.386 373.968,713.747 374.162,695.338 374.356,572.617 374.549,603.297 374.743,578.753 \n",
" 374.936,572.617 375.13,689.202 375.323,719.883 375.517,554.208 375.71,523.528 375.904,646.25 376.098,597.161 376.291,584.889 376.485,615.569 376.678,511.256 \n",
" 376.872,535.8 377.065,670.794 377.259,701.475 377.452,707.611 377.646,707.611 377.84,664.658 378.033,652.386 378.227,621.705 378.42,664.658 378.614,603.297 \n",
" 378.807,670.794 379.001,621.705 379.194,689.202 379.388,597.161 379.582,584.889 379.775,670.794 379.969,603.297 380.162,609.433 380.356,554.208 380.549,572.617 \n",
" 380.743,572.617 380.936,572.617 381.13,640.114 381.323,633.977 381.517,603.297 381.711,738.291 381.904,633.977 382.098,597.161 382.291,664.658 382.485,621.705 \n",
" 382.678,750.563 382.872,689.202 383.065,664.658 383.259,670.794 383.453,646.25 383.646,676.93 383.84,683.066 384.033,676.93 384.227,591.025 384.42,633.977 \n",
" 384.614,652.386 384.807,591.025 385.001,584.889 385.195,621.705 385.388,560.344 385.582,621.705 385.775,621.705 385.969,615.569 386.162,578.753 386.356,646.25 \n",
" 386.549,627.841 386.743,707.611 386.937,726.019 387.13,670.794 387.324,732.155 387.517,695.338 387.711,664.658 387.904,683.066 388.098,768.972 388.291,633.977 \n",
" 388.485,676.93 388.679,633.977 388.872,591.025 389.066,726.019 389.259,750.563 389.453,683.066 389.646,548.072 389.84,578.753 390.033,591.025 390.227,535.8 \n",
" 390.421,603.297 390.614,621.705 390.808,640.114 391.001,658.522 391.195,621.705 391.388,658.522 391.582,744.427 391.775,603.297 391.969,664.658 392.163,603.297 \n",
" 392.356,621.705 392.55,603.297 392.743,732.155 392.937,683.066 393.13,652.386 393.324,603.297 393.517,584.889 393.711,633.977 393.905,664.658 394.098,517.392 \n",
" 394.292,554.208 394.485,554.208 394.679,572.617 394.872,640.114 395.066,591.025 395.259,603.297 395.453,621.705 395.647,609.433 395.84,621.705 396.034,670.794 \n",
" 396.227,695.338 396.421,658.522 396.614,744.427 396.808,701.475 397.001,578.753 397.195,621.705 397.389,597.161 397.582,541.936 397.776,529.664 397.969,548.072 \n",
" 398.163,511.256 398.356,584.889 398.55,646.25 398.743,652.386 398.937,603.297 399.131,541.936 399.324,554.208 399.518,689.202 399.711,621.705 399.905,529.664 \n",
" 400.098,584.889 400.292,670.794 400.485,621.705 400.679,689.202 400.873,701.475 401.066,683.066 401.26,713.747 401.453,658.522 401.647,597.161 401.84,658.522 \n",
" 402.034,603.297 402.227,529.664 402.421,584.889 402.615,505.119 402.808,535.8 403.002,670.794 403.195,701.475 403.389,676.93 403.582,621.705 403.776,511.256 \n",
" 403.969,683.066 404.163,707.611 404.357,591.025 404.55,486.711 404.744,560.344 404.937,633.977 405.131,695.338 405.324,640.114 405.518,738.291 405.711,676.93 \n",
" 405.905,750.563 406.099,621.705 406.292,646.25 406.486,683.066 406.679,713.747 406.873,652.386 407.066,652.386 407.26,640.114 407.453,523.528 407.647,627.841 \n",
" 407.841,658.522 408.034,498.983 408.228,535.8 408.421,541.936 408.615,609.433 408.808,560.344 409.002,560.344 409.195,548.072 409.389,560.344 409.583,566.48 \n",
" 409.776,615.569 409.97,621.705 410.163,732.155 410.357,670.794 410.55,676.93 410.744,646.25 410.937,584.889 411.131,621.705 411.325,640.114 411.518,578.753 \n",
" 411.712,548.072 411.905,615.569 412.099,560.344 412.292,664.658 412.486,719.883 412.679,615.569 412.873,560.344 413.067,498.983 413.26,517.392 413.454,578.753 \n",
" 413.647,566.48 413.841,572.617 414.034,554.208 414.228,683.066 414.421,609.433 414.615,640.114 414.809,695.338 415.002,689.202 415.196,726.019 415.389,707.611 \n",
" 415.583,658.522 415.776,615.569 415.97,738.291 416.163,695.338 416.357,683.066 416.551,578.753 416.744,560.344 416.938,609.433 417.131,646.25 417.325,548.072 \n",
" 417.518,541.936 417.712,523.528 417.905,560.344 418.099,584.889 418.293,633.977 418.486,633.977 418.68,541.936 418.873,640.114 419.067,633.977 419.26,646.25 \n",
" 419.454,719.883 419.647,652.386 419.841,713.747 420.035,670.794 420.228,609.433 420.422,584.889 420.615,707.611 420.809,505.119 421.002,683.066 421.196,517.392 \n",
" 421.389,591.025 421.583,627.841 421.777,554.208 421.97,670.794 422.164,548.072 422.357,498.983 422.551,560.344 422.744,541.936 422.938,560.344 423.131,560.344 \n",
" 423.325,548.072 423.519,609.433 423.712,627.841 423.906,621.705 424.099,683.066 424.293,652.386 424.486,713.747 424.68,695.338 424.873,566.48 425.067,609.433 \n",
" 425.261,689.202 425.454,646.25 425.648,627.841 425.841,633.977 426.035,486.711 426.228,560.344 426.422,584.889 426.615,492.847 426.809,560.344 427.003,480.575 \n",
" 427.196,560.344 427.39,529.664 427.583,566.48 427.777,535.8 427.97,584.889 428.164,676.93 428.357,615.569 428.551,676.93 428.745,719.883 428.938,627.841 \n",
" 429.132,732.155 429.325,689.202 429.519,627.841 429.712,664.658 429.906,683.066 430.099,554.208 430.293,609.433 430.487,640.114 430.68,615.569 430.874,627.841 \n",
" 431.067,670.794 431.261,591.025 431.454,591.025 431.648,529.664 431.841,554.208 432.035,566.48 432.229,511.256 432.422,517.392 432.616,541.936 432.809,627.841 \n",
" 433.003,615.569 433.196,578.753 433.39,609.433 433.583,578.753 433.777,664.658 433.971,609.433 434.164,633.977 434.358,548.072 434.551,615.569 434.745,492.847 \n",
" 434.938,572.617 435.132,572.617 435.325,523.528 435.519,578.753 435.713,511.256 435.906,492.847 436.1,548.072 436.293,505.119 436.487,560.344 436.68,541.936 \n",
" 436.874,523.528 437.067,517.392 437.261,541.936 437.455,591.025 437.648,621.705 437.842,646.25 438.035,640.114 438.229,676.93 438.422,676.93 438.616,633.977 \n",
" 438.809,640.114 439.003,664.658 439.197,707.611 439.39,578.753 439.584,701.475 439.777,633.977 439.971,535.8 440.164,658.522 440.358,591.025 440.551,529.664 \n",
" 440.745,566.48 440.939,541.936 441.132,566.48 441.326,584.889 441.519,597.161 441.713,603.297 441.906,640.114 442.1,670.794 442.293,627.841 442.487,683.066 \n",
" 442.681,719.883 442.874,646.25 443.068,713.747 443.261,676.93 443.455,627.841 443.648,701.475 443.842,744.427 444.035,548.072 444.229,633.977 444.423,584.889 \n",
" 444.616,578.753 444.81,633.977 445.003,664.658 445.197,572.617 445.39,566.48 445.584,560.344 445.777,566.48 445.971,529.664 446.165,554.208 446.358,603.297 \n",
" 446.552,523.528 446.745,640.114 446.939,597.161 447.132,646.25 447.326,670.794 447.519,664.658 447.713,701.475 447.907,652.386 448.1,597.161 448.294,633.977 \n",
" 448.487,701.475 448.681,652.386 448.874,695.338 449.068,627.841 449.261,548.072 449.455,615.569 449.649,548.072 449.842,498.983 450.036,548.072 450.229,474.439 \n",
" 450.423,572.617 450.616,591.025 450.81,498.983 451.003,541.936 451.197,529.664 451.391,591.025 451.584,640.114 451.778,621.705 451.971,695.338 452.165,609.433 \n",
" 452.358,658.522 452.552,652.386 452.745,548.072 452.939,633.977 453.133,658.522 453.326,609.433 453.52,726.019 453.713,615.569 453.907,517.392 454.1,597.161 \n",
" 454.294,529.664 454.487,603.297 454.681,584.889 454.875,474.439 455.068,535.8 455.262,517.392 455.455,505.119 455.649,517.392 455.842,523.528 456.036,609.433 \n",
" 456.229,627.841 456.423,548.072 456.617,621.705 456.81,584.889 457.004,627.841 457.197,591.025 457.391,621.705 457.584,609.433 457.778,719.883 457.971,529.664 \n",
" 458.165,658.522 458.359,633.977 458.552,560.344 458.746,603.297 458.939,578.753 459.133,505.119 459.326,560.344 459.52,468.303 459.713,609.433 459.907,541.936 \n",
" 460.101,597.161 460.294,640.114 460.488,578.753 460.681,627.841 460.875,627.841 461.068,609.433 461.262,591.025 461.455,591.025 461.649,646.25 461.843,615.569 \n",
" 462.036,670.794 462.23,560.344 462.423,695.338 462.617,535.8 462.81,713.747 463.004,652.386 463.197,548.072 463.391,572.617 463.585,517.392 463.778,492.847 \n",
" 463.972,535.8 464.165,486.711 464.359,560.344 464.552,541.936 464.746,554.208 464.939,548.072 465.133,560.344 465.327,676.93 465.52,591.025 465.714,640.114 \n",
" 465.907,591.025 466.101,609.433 466.294,658.522 466.488,646.25 466.681,640.114 466.875,633.977 467.069,701.475 467.262,609.433 467.456,689.202 467.649,584.889 \n",
" 467.843,541.936 468.036,615.569 468.23,548.072 468.423,492.847 468.617,535.8 468.811,431.486 469.004,548.072 469.198,511.256 469.391,492.847 469.585,486.711 \n",
" 469.778,498.983 469.972,621.705 470.165,609.433 470.359,615.569 470.553,627.841 470.746,646.25 470.94,658.522 471.133,627.841 471.327,664.658 471.52,627.841 \n",
" 471.714,652.386 471.907,640.114 472.101,695.338 472.295,566.48 472.488,597.161 472.682,615.569 472.875,640.114 473.069,652.386 473.262,541.936 473.456,535.8 \n",
" 473.649,584.889 473.843,566.48 474.037,548.072 474.23,560.344 474.424,517.392 474.617,646.25 474.811,658.522 475.004,689.202 475.198,756.699 475.391,633.977 \n",
" 475.585,683.066 475.779,689.202 475.972,646.25 476.166,762.835 476.359,719.883 476.553,584.889 476.746,695.338 476.94,621.705 477.133,578.753 477.327,597.161 \n",
" 477.521,609.433 477.714,584.889 477.908,597.161 478.101,523.528 478.295,560.344 478.488,535.8 478.682,572.617 478.875,554.208 479.069,523.528 479.263,640.114 \n",
" 479.456,646.25 479.65,627.841 479.843,713.747 480.037,652.386 480.23,744.427 480.424,652.386 480.617,664.658 480.811,621.705 481.005,664.658 481.198,640.114 \n",
" 481.392,695.338 481.585,603.297 481.779,572.617 481.972,633.977 482.166,713.747 482.359,597.161 482.553,529.664 482.747,511.256 482.94,554.208 483.134,560.344 \n",
" 483.327,529.664 483.521,591.025 483.714,615.569 483.908,627.841 484.101,652.386 484.295,633.977 484.489,701.475 484.682,658.522 484.876,719.883 485.069,683.066 \n",
" 485.263,621.705 485.456,640.114 485.65,683.066 485.843,640.114 486.037,713.747 486.231,615.569 486.424,584.889 486.618,701.475 486.811,640.114 487.005,566.48 \n",
" 487.198,560.344 487.392,554.208 487.585,566.48 487.779,517.392 487.973,523.528 488.166,529.664 488.36,658.522 488.553,578.753 488.747,652.386 488.94,683.066 \n",
" 489.134,719.883 489.327,676.93 489.521,701.475 489.715,719.883 489.908,646.25 490.102,670.794 490.295,726.019 490.489,633.977 490.682,713.747 490.876,633.977 \n",
" 491.069,560.344 491.263,591.025 491.457,597.161 491.65,670.794 491.844,566.48 492.037,523.528 492.231,566.48 492.424,554.208 492.618,541.936 492.811,548.072 \n",
" 493.005,554.208 493.199,664.658 493.392,640.114 493.586,664.658 493.779,701.475 493.973,658.522 494.166,732.155 494.36,621.705 494.553,652.386 494.747,676.93 \n",
" 494.941,652.386 495.134,627.841 495.328,707.611 495.521,541.936 495.715,541.936 495.908,658.522 496.102,554.208 496.295,627.841 496.489,541.936 496.683,554.208 \n",
" 496.876,554.208 497.07,621.705 497.263,572.617 497.457,517.392 497.65,535.8 497.844,621.705 498.037,646.25 498.231,615.569 498.425,707.611 498.618,640.114 \n",
" 498.812,738.291 499.005,640.114 499.199,658.522 499.392,701.475 499.586,627.841 499.779,621.705 499.973,646.25 500.167,627.841 500.36,603.297 500.554,627.841 \n",
" 500.747,621.705 500.941,621.705 501.134,603.297 501.328,505.119 501.521,535.8 501.715,554.208 501.909,523.528 502.102,554.208 502.296,535.8 502.489,584.889 \n",
" 502.683,609.433 502.876,615.569 503.07,695.338 503.263,658.522 503.457,713.747 503.651,689.202 503.844,633.977 504.038,646.25 504.231,719.883 504.425,633.977 \n",
" 504.618,609.433 504.812,529.664 505.005,591.025 505.199,627.841 505.393,646.25 505.586,566.48 505.78,584.889 505.973,511.256 506.167,517.392 506.36,591.025 \n",
" 506.554,566.48 506.747,523.528 506.941,566.48 507.135,584.889 507.328,633.977 507.522,640.114 507.715,695.338 507.909,664.658 508.102,744.427 508.296,609.433 \n",
" 508.489,646.25 508.683,689.202 508.877,640.114 509.07,572.617 509.264,603.297 509.457,584.889 509.651,572.617 509.844,621.705 510.038,652.386 510.231,603.297 \n",
" 510.425,554.208 510.619,517.392 510.812,535.8 511.006,486.711 511.199,468.303 511.393,505.119 511.586,566.48 511.78,591.025 511.973,578.753 512.167,627.841 \n",
" 512.361,683.066 512.554,548.072 512.748,633.977 512.941,670.794 513.135,652.386 513.328,658.522 513.522,640.114 513.715,621.705 513.909,584.889 514.103,535.8 \n",
" 514.296,578.753 514.49,689.202 514.683,615.569 514.877,603.297 515.07,621.705 515.264,511.256 515.457,554.208 515.651,584.889 515.845,560.344 516.038,541.936 \n",
" 516.232,548.072 516.425,591.025 516.619,597.161 516.812,603.297 517.006,695.338 517.199,640.114 517.393,738.291 517.587,689.202 517.78,646.25 517.974,683.066 \n",
" 518.167,707.611 518.361,640.114 518.554,701.475 518.748,609.433 518.941,584.889 519.135,603.297 519.329,609.433 519.522,591.025 519.716,572.617 519.909,615.569 \n",
" 520.103,560.344 520.296,566.48 520.49,517.392 520.683,572.617 520.877,523.528 521.071,560.344 521.264,572.617 521.458,591.025 521.651,707.611 521.845,646.25 \n",
" 522.038,732.155 522.232,670.794 522.425,603.297 522.619,670.794 522.813,738.291 523.006,627.841 523.2,646.25 523.393,633.977 523.587,572.617 523.78,627.841 \n",
" 523.974,615.569 524.167,566.48 524.361,523.528 524.555,505.119 524.748,554.208 524.942,456.031 525.135,456.031 525.329,480.575 525.522,505.119 525.716,523.528 \n",
" 525.909,603.297 526.103,621.705 526.297,621.705 526.49,578.753 526.684,664.658 526.877,670.794 527.071,658.522 527.264,664.658 527.458,738.291 527.651,652.386 \n",
" 527.845,627.841 528.039,633.977 528.232,541.936 528.426,535.8 528.619,597.161 528.813,548.072 529.006,511.256 529.2,413.078 529.393,517.392 529.587,498.983 \n",
" 529.781,474.439 529.974,492.847 530.168,498.983 530.361,578.753 530.555,591.025 530.748,566.48 530.942,603.297 531.135,615.569 531.329,719.883 531.523,664.658 \n",
" 531.716,609.433 531.91,584.889 532.103,670.794 532.297,621.705 532.49,640.114 532.684,572.617 532.877,548.072 533.071,566.48 533.265,480.575 533.458,437.622 \n",
" 533.652,492.847 533.845,443.759 534.039,560.344 534.232,480.575 534.426,449.895 534.619,474.439 534.813,498.983 535.007,591.025 535.2,615.569 535.394,633.977 \n",
" 535.587,689.202 535.781,683.066 535.974,695.338 536.168,597.161 536.361,627.841 536.555,658.522 536.749,701.475 536.942,572.617 537.136,633.977 537.329,560.344 \n",
" 537.523,529.664 537.716,591.025 537.91,554.208 538.103,413.078 538.297,511.256 538.491,468.303 538.684,554.208 538.878,486.711 539.071,443.759 539.265,498.983 \n",
" 539.458,603.297 539.652,597.161 539.845,578.753 540.039,554.208 540.233,627.841 540.426,633.977 540.62,713.747 540.813,689.202 541.007,603.297 541.2,609.433 \n",
" 541.394,652.386 541.587,621.705 541.781,615.569 541.975,572.617 542.168,498.983 542.362,505.119 542.555,554.208 542.749,517.392 542.942,548.072 543.136,505.119 \n",
" 543.329,597.161 543.523,474.439 543.717,456.031 543.91,462.167 544.104,498.983 544.297,603.297 544.491,621.705 544.684,621.705 544.878,695.338 545.071,621.705 \n",
" 545.265,597.161 545.459,621.705 545.652,633.977 545.846,676.93 546.039,609.433 546.233,664.658 546.426,621.705 546.62,566.48 546.813,541.936 547.007,584.889 \n",
" 547.201,578.753 547.394,486.711 547.588,541.936 547.781,388.534 547.975,437.622 548.168,425.35 548.362,419.214 548.555,468.303 548.749,498.983 548.943,517.392 \n",
" 549.136,578.753 549.33,652.386 549.523,689.202 549.717,523.528 549.91,658.522 550.104,652.386 550.297,597.161 550.491,584.889 550.685,676.93 550.878,603.297 \n",
" 551.072,646.25 551.265,609.433 551.459,554.208 551.652,566.48 551.846,486.711 552.039,535.8 552.233,480.575 552.427,437.622 552.62,468.303 552.814,425.35 \n",
" 553.007,468.303 553.201,505.119 553.394,498.983 553.588,609.433 553.781,591.025 553.975,584.889 554.169,701.475 554.362,652.386 554.556,646.25 554.749,523.528 \n",
" 554.943,566.48 555.136,627.841 555.33,676.93 555.523,566.48 555.717,572.617 555.911,505.119 556.104,486.711 556.298,505.119 556.491,572.617 556.685,498.983 \n",
" 556.878,468.303 557.072,406.942 557.265,511.256 557.459,554.208 557.653,597.161 557.846,584.889 558.04,597.161 558.233,683.066 558.427,584.889 558.62,578.753 \n",
" 558.814,658.522 559.007,603.297 559.201,615.569 559.395,658.522 559.588,603.297 559.782,578.753 559.975,664.658 560.169,529.664 560.362,541.936 560.556,498.983 \n",
" 560.749,480.575 560.943,523.528 561.137,591.025 561.33,413.078 561.524,505.119 561.717,394.67 561.911,517.392 562.104,566.48 562.298,560.344 562.491,456.031 \n",
" 562.685,486.711 562.879,670.794 563.072,597.161 563.266,621.705 563.459,695.338 563.653,554.208 563.846,676.93 564.04,652.386 564.233,615.569 564.427,603.297 \n",
" 564.621,646.25 564.814,609.433 565.008,615.569 565.201,560.344 565.395,480.575 565.588,529.664 565.782,535.8 565.975,480.575 566.169,523.528 566.363,449.895 \n",
" 566.556,523.528 566.75,523.528 566.943,517.392 567.137,609.433 567.33,572.617 567.524,597.161 567.717,621.705 567.911,652.386 568.105,707.611 568.298,652.386 \n",
" 568.492,719.883 568.685,664.658 568.879,664.658 569.072,670.794 569.266,615.569 569.459,505.119 569.653,572.617 569.847,535.8 570.04,548.072 570.234,517.392 \n",
" 570.427,603.297 570.621,492.847 570.814,591.025 571.008,474.439 571.201,578.753 571.395,535.8 571.589,517.392 571.782,529.664 571.976,609.433 572.169,609.433 \n",
" 572.363,633.977 572.556,652.386 572.75,707.611 572.943,676.93 573.137,713.747 573.331,676.93 573.524,633.977 573.718,640.114 573.911,658.522 574.105,572.617 \n",
" 574.298,627.841 574.492,584.889 574.685,560.344 574.879,591.025 575.073,627.841 575.266,492.847 575.46,535.8 575.653,541.936 575.847,554.208 576.04,535.8 \n",
" 576.234,566.48 576.427,597.161 576.621,548.072 576.815,695.338 577.008,640.114 577.202,621.705 577.395,713.747 577.589,676.93 577.782,744.427 577.976,695.338 \n",
" 578.169,640.114 578.363,658.522 578.557,676.93 578.75,554.208 578.944,658.522 579.137,603.297 579.331,511.256 579.524,627.841 579.718,664.658 579.911,523.528 \n",
" 580.105,572.617 580.299,523.528 580.492,566.48 580.686,541.936 580.879,529.664 581.073,529.664 581.266,554.208 581.46,621.705 581.653,652.386 581.847,615.569 \n",
" 582.041,707.611 582.234,560.344 582.428,713.747 582.621,695.338 582.815,621.705 583.008,652.386 583.202,719.883 583.395,646.25 583.589,670.794 583.783,535.8 \n",
" 583.976,572.617 584.17,603.297 584.363,664.658 584.557,554.208 584.75,523.528 584.944,511.256 585.137,535.8 585.331,566.48 585.525,548.072 585.718,511.256 \n",
" 585.912,597.161 586.105,664.658 586.299,541.936 586.492,597.161 586.686,676.93 586.879,646.25 587.073,676.93 587.267,597.161 587.46,640.114 587.654,683.066 \n",
" 587.847,719.883 588.041,627.841 588.234,683.066 588.428,584.889 588.621,554.208 588.815,578.753 589.009,640.114 589.202,572.617 589.396,640.114 589.589,591.025 \n",
" 589.783,578.753 589.976,603.297 590.17,627.841 590.363,633.977 590.557,517.392 590.751,640.114 590.944,633.977 591.138,676.93 591.331,689.202 591.525,591.025 \n",
" 591.718,664.658 591.912,695.338 592.105,621.705 592.299,621.705 592.493,652.386 592.686,640.114 592.88,646.25 593.073,621.705 593.267,548.072 593.46,597.161 \n",
" 593.654,695.338 593.847,572.617 594.041,548.072 594.235,541.936 594.428,597.161 594.622,554.208 594.815,548.072 595.009,529.664 595.202,529.664 595.396,633.977 \n",
" 595.589,646.25 595.783,615.569 595.977,713.747 596.17,646.25 596.364,732.155 596.557,683.066 596.751,652.386 596.944,640.114 597.138,719.883 597.331,621.705 \n",
" 597.525,726.019 597.719,646.25 597.912,627.841 598.106,621.705 598.299,713.747 598.493,591.025 598.686,560.344 598.88,603.297 599.073,566.48 599.267,578.753 \n",
" 599.461,480.575 599.654,474.439 599.848,511.256 600.041,633.977 600.235,621.705 600.428,658.522 600.622,701.475 600.815,640.114 601.009,640.114 601.203,609.433 \n",
" 601.396,640.114 601.59,683.066 601.783,713.747 601.977,591.025 602.17,695.338 602.364,560.344 602.557,609.433 602.751,597.161 602.945,627.841 603.138,554.208 \n",
" 603.332,566.48 603.525,554.208 603.719,603.297 603.912,566.48 604.106,554.208 604.299,615.569 604.493,627.841 604.687,633.977 604.88,615.569 605.074,621.705 \n",
" 605.267,627.841 605.461,658.522 605.654,719.883 605.848,689.202 606.041,621.705 606.235,640.114 606.429,676.93 606.622,652.386 606.816,676.93 607.009,572.617 \n",
" 607.203,560.344 607.396,627.841 607.59,640.114 607.783,548.072 607.977,591.025 608.171,511.256 608.364,541.936 608.558,597.161 608.751,523.528 608.945,603.297 \n",
" 609.138,535.8 609.332,621.705 609.525,609.433 609.719,689.202 609.913,597.161 610.106,652.386 610.3,738.291 610.493,597.161 610.687,652.386 610.88,652.386 \n",
" 611.074,719.883 611.267,597.161 611.461,652.386 611.655,609.433 611.848,578.753 612.042,652.386 612.235,701.475 612.429,664.658 612.622,572.617 612.816,468.303 \n",
" 613.009,566.48 613.203,609.433 613.397,517.392 613.59,511.256 613.784,560.344 613.977,621.705 614.171,640.114 614.364,603.297 614.558,621.705 614.751,640.114 \n",
" 614.945,726.019 615.139,689.202 615.332,664.658 615.526,603.297 615.719,640.114 615.913,498.983 616.106,621.705 616.3,566.48 616.493,566.48 616.687,621.705 \n",
" 616.881,664.658 617.074,658.522 617.268,535.8 617.461,609.433 617.655,584.889 617.848,572.617 618.042,572.617 618.235,566.48 618.429,511.256 618.623,621.705 \n",
" 618.816,578.753 619.01,640.114 619.203,707.611 619.397,633.977 619.59,713.747 619.784,676.93 619.977,640.114 620.171,646.25 620.365,707.611 620.558,597.161 \n",
" 620.752,615.569 620.945,431.486 621.139,517.392 621.332,584.889 621.526,621.705 621.719,517.392 621.913,554.208 622.107,474.439 622.3,640.114 622.494,584.889 \n",
" 622.687,523.528 622.881,517.392 623.074,498.983 623.268,609.433 623.461,615.569 623.655,603.297 623.849,627.841 624.042,664.658 624.236,713.747 624.429,683.066 \n",
" 624.623,615.569 624.816,615.569 625.01,633.977 625.203,615.569 625.397,627.841 625.591,468.303 625.784,498.983 625.978,548.072 626.171,658.522 626.365,535.8 \n",
" 626.558,554.208 626.752,456.031 626.945,591.025 627.139,560.344 627.333,554.208 627.526,517.392 627.72,615.569 627.913,652.386 628.107,640.114 628.3,664.658 \n",
" 628.494,744.427 628.687,640.114 628.881,621.705 629.075,683.066 629.268,633.977 629.462,652.386 629.655,584.889 629.849,554.208 630.042,615.569 630.236,572.617 \n",
" 630.429,486.711 630.623,474.439 630.817,627.841 631.01,621.705 631.204,627.841 631.397,419.214 631.591,560.344 631.784,603.297 631.978,535.8 632.171,578.753 \n",
" 632.365,627.841 632.559,584.889 632.752,566.48 632.946,621.705 633.139,695.338 633.333,664.658 633.526,701.475 633.72,652.386 633.913,646.25 634.107,627.841 \n",
" 634.301,627.841 634.494,578.753 634.688,652.386 634.881,480.575 635.075,529.664 635.268,578.753 635.462,603.297 635.655,492.847 635.849,560.344 636.043,505.119 \n",
" 636.236,584.889 636.43,578.753 636.623,505.119 636.817,572.617 637.01,578.753 637.204,529.664 637.397,591.025 637.591,578.753 637.785,676.93 637.978,640.114 \n",
" 638.172,707.611 638.365,640.114 638.559,603.297 638.752,597.161 638.946,652.386 639.139,560.344 639.333,529.664 639.527,492.847 639.72,541.936 639.914,615.569 \n",
" 640.107,615.569 640.301,603.297 640.494,535.8 640.688,529.664 640.881,578.753 641.075,535.8 641.269,474.439 641.462,584.889 641.656,609.433 641.849,548.072 \n",
" 642.043,548.072 642.236,541.936 642.43,633.977 642.623,627.841 642.817,683.066 643.011,584.889 643.204,646.25 643.398,609.433 643.591,646.25 643.785,633.977 \n",
" 643.978,584.889 644.172,548.072 644.365,535.8 644.559,584.889 644.753,597.161 644.946,529.664 645.14,560.344 645.333,449.895 645.527,541.936 645.72,425.35 \n",
" 645.914,498.983 646.107,517.392 646.301,529.664 646.495,578.753 646.688,572.617 646.882,517.392 647.075,554.208 647.269,505.119 647.462,603.297 647.656,603.297 \n",
" 647.849,603.297 648.043,627.841 648.237,603.297 648.43,609.433 648.624,750.563 648.817,578.753 649.011,566.48 649.204,621.705 649.398,646.25 649.591,517.392 \n",
" 649.785,523.528 649.979,548.072 650.172,529.664 650.366,492.847 650.559,566.48 650.753,541.936 650.946,584.889 651.14,541.936 651.333,541.936 651.527,554.208 \n",
" 651.721,584.889 651.914,652.386 652.108,713.747 652.301,676.93 652.495,621.705 652.688,670.794 652.882,603.297 653.075,621.705 653.269,603.297 653.463,548.072 \n",
" 653.656,505.119 653.85,535.8 654.043,609.433 654.237,560.344 654.43,548.072 654.624,523.528 654.817,584.889 655.011,566.48 655.205,541.936 655.398,511.256 \n",
" 655.592,517.392 655.785,566.48 655.979,615.569 656.172,578.753 656.366,683.066 656.559,591.025 656.753,633.977 656.946,609.433 657.14,646.25 657.334,633.977 \n",
" 657.527,670.794 657.721,511.256 657.914,603.297 658.108,498.983 658.301,541.936 658.495,566.48 658.688,566.48 658.882,498.983 659.076,480.575 659.269,443.759 \n",
" 659.463,517.392 659.656,462.167 659.85,548.072 660.043,505.119 660.237,554.208 660.43,670.794 660.624,597.161 660.818,609.433 661.011,591.025 661.205,572.617 \n",
" 661.398,658.522 661.592,603.297 661.785,633.977 661.979,627.841 662.172,633.977 662.366,597.161 662.56,609.433 662.753,517.392 662.947,535.8 663.14,591.025 \n",
" 663.334,486.711 663.527,578.753 663.721,560.344 663.914,394.67 664.108,486.711 664.302,566.48 664.495,591.025 664.689,480.575 664.882,591.025 665.076,597.161 \n",
" 665.269,603.297 665.463,621.705 665.656,640.114 665.85,572.617 666.044,689.202 666.237,670.794 666.431,640.114 666.624,609.433 666.818,646.25 667.011,548.072 \n",
" 667.205,633.977 667.398,529.664 667.592,511.256 667.786,511.256 667.979,566.48 668.173,456.031 668.366,517.392 668.56,400.806 668.753,443.759 668.947,535.8 \n",
" 669.14,498.983 669.334,517.392 669.528,456.031 669.721,560.344 669.915,597.161 670.108,560.344 670.302,615.569 670.495,640.114 670.689,646.25 670.882,615.569 \n",
" 671.076,658.522 671.27,652.386 671.463,701.475 671.657,627.841 671.85,676.93 672.044,566.48 672.237,560.344 672.431,609.433 672.624,621.705 672.818,578.753 \n",
" 673.012,511.256 673.205,468.303 673.399,578.753 673.592,560.344 673.786,584.889 673.979,443.759 674.173,456.031 674.366,535.8 674.56,492.847 674.754,462.167 \n",
" 674.947,560.344 675.141,554.208 675.334,584.889 675.528,548.072 675.721,584.889 675.915,535.8 676.108,615.569 676.302,492.847 676.496,554.208 676.689,437.622 \n",
" 676.883,517.392 677.076,498.983 677.27,523.528 677.463,462.167 677.657,541.936 677.85,302.628 678.044,370.125 678.238,351.717 678.431,394.67 678.625,400.806 \n",
" 678.818,468.303 679.012,498.983 679.205,566.48 679.399,554.208 679.592,554.208 679.786,541.936 679.98,621.705 680.173,615.569 680.367,609.433 680.56,627.841 \n",
" 680.754,627.841 680.947,615.569 681.141,640.114 681.334,578.753 681.528,535.8 681.722,578.753 681.915,609.433 682.109,523.528 682.302,572.617 682.496,486.711 \n",
" 682.689,548.072 682.883,523.528 683.076,437.622 683.27,437.622 683.464,560.344 683.657,597.161 683.851,572.617 684.044,640.114 684.238,689.202 684.431,578.753 \n",
" 684.625,695.338 684.818,689.202 685.012,627.841 685.206,652.386 685.399,670.794 685.593,664.658 685.786,670.794 685.98,554.208 686.173,615.569 686.367,695.338 \n",
" 686.56,676.93 686.754,541.936 686.948,560.344 687.141,419.214 687.335,511.256 687.528,498.983 687.722,400.806 687.915,437.622 688.109,474.439 688.302,566.48 \n",
" 688.496,603.297 688.69,566.48 688.883,670.794 689.077,560.344 689.27,670.794 689.464,683.066 689.657,646.25 689.851,683.066 690.044,701.475 690.238,541.936 \n",
" 690.432,664.658 690.625,560.344 690.819,572.617 691.012,640.114 691.206,646.25 691.399,554.208 691.593,529.664 691.786,474.439 691.98,541.936 692.174,560.344 \n",
" 692.367,480.575 692.561,566.48 692.754,492.847 692.948,584.889 693.141,609.433 693.335,670.794 693.528,713.747 693.722,615.569 693.916,652.386 694.109,683.066 \n",
" 694.303,633.977 694.496,670.794 694.69,670.794 694.883,578.753 695.077,621.705 695.27,572.617 695.464,578.753 695.658,670.794 695.851,591.025 696.045,535.8 \n",
" 696.238,572.617 696.432,456.031 696.625,517.392 696.819,449.895 697.012,443.759 697.206,505.119 697.4,548.072 697.593,578.753 697.787,572.617 697.98,621.705 \n",
" 698.174,627.841 698.367,652.386 698.561,646.25 698.754,627.841 698.948,615.569 699.142,633.977 699.335,646.25 699.529,572.617 699.722,683.066 699.916,597.161 \n",
" 700.109,572.617 700.303,572.617 700.496,603.297 700.69,517.392 700.884,505.119 701.077,413.078 701.271,431.486 701.464,425.35 701.658,449.895 701.851,523.528 \n",
" 702.045,486.711 702.238,523.528 702.432,548.072 702.626,578.753 702.819,603.297 703.013,584.889 703.206,719.883 703.4,615.569 703.593,621.705 703.787,664.658 \n",
" 703.98,640.114 704.174,603.297 704.368,627.841 704.561,609.433 704.755,572.617 704.948,523.528 705.142,578.753 705.335,554.208 705.529,578.753 705.722,437.622 \n",
" 705.916,523.528 706.11,492.847 706.303,505.119 706.497,437.622 706.69,554.208 706.884,529.664 707.077,548.072 707.271,621.705 707.464,554.208 707.658,535.8 \n",
" 707.852,646.25 708.045,597.161 708.239,627.841 708.432,670.794 708.626,664.658 708.819,523.528 709.013,633.977 709.206,603.297 709.4,597.161 709.594,554.208 \n",
" 709.787,640.114 709.981,591.025 710.174,511.256 710.368,431.486 710.561,517.392 710.755,462.167 710.948,486.711 711.142,400.806 711.336,462.167 711.529,578.753 \n",
" 711.723,603.297 711.916,578.753 712.11,633.977 712.303,584.889 712.497,676.93 712.69,603.297 712.884,615.569 713.078,658.522 713.271,695.338 713.465,609.433 \n",
" 713.658,670.794 713.852,584.889 714.045,584.889 714.239,633.977 714.432,676.93 714.626,609.433 714.82,627.841 715.013,498.983 715.207,498.983 715.4,474.439 \n",
" 715.594,554.208 715.787,462.167 715.981,511.256 716.174,548.072 716.368,578.753 716.562,554.208 716.755,652.386 716.949,584.889 717.142,658.522 717.336,646.25 \n",
" 717.529,597.161 717.723,640.114 717.916,670.794 718.11,627.841 718.304,633.977 718.497,535.8 718.691,603.297 718.884,609.433 719.078,591.025 719.271,627.841 \n",
" 719.465,597.161 719.658,480.575 719.852,554.208 720.046,548.072 720.239,486.711 720.433,462.167 720.626,541.936 720.82,591.025 721.013,584.889 721.207,633.977 \n",
" 721.4,664.658 721.594,591.025 721.788,707.611 721.981,652.386 722.175,658.522 722.368,652.386 722.562,633.977 722.755,591.025 722.949,646.25 723.142,535.8 \n",
" 723.336,591.025 723.53,652.386 723.723,597.161 723.917,578.753 724.11,640.114 724.304,492.847 724.497,541.936 724.691,505.119 724.884,523.528 725.078,529.664 \n",
" 725.272,566.48 725.465,572.617 725.659,603.297 725.852,597.161 726.046,646.25 726.239,615.569 726.433,646.25 726.626,640.114 726.82,658.522 727.014,701.475 \n",
" 727.207,646.25 727.401,609.433 727.594,664.658 727.788,560.344 727.981,584.889 728.175,658.522 728.368,664.658 728.562,615.569 728.756,535.8 728.949,474.439 \n",
" 729.143,498.983 729.336,474.439 729.53,486.711 729.723,492.847 729.917,505.119 730.11,578.753 730.304,572.617 730.498,664.658 730.691,652.386 730.885,658.522 \n",
" 731.078,701.475 731.272,652.386 731.465,627.841 731.659,652.386 731.852,652.386 732.046,670.794 732.24,640.114 732.433,572.617 732.627,578.753 732.82,633.977 \n",
" 733.014,597.161 733.207,529.664 733.401,603.297 733.594,474.439 733.788,529.664 733.982,511.256 734.175,480.575 734.369,486.711 734.562,517.392 734.756,621.705 \n",
" 734.949,603.297 735.143,633.977 735.336,633.977 735.53,572.617 735.724,670.794 735.917,633.977 736.111,646.25 736.304,646.25 736.498,646.25 736.691,603.297 \n",
" 736.885,670.794 737.078,535.8 737.272,591.025 737.466,621.705 737.659,652.386 737.853,584.889 738.046,597.161 738.24,492.847 738.433,560.344 738.627,535.8 \n",
" 738.82,492.847 739.014,535.8 739.208,584.889 739.401,615.569 739.595,591.025 739.788,658.522 739.982,701.475 740.175,627.841 740.369,676.93 740.562,640.114 \n",
" 740.756,627.841 740.95,658.522 741.143,664.658 741.337,615.569 741.53,664.658 741.724,578.753 741.917,615.569 742.111,640.114 742.304,597.161 742.498,566.48 \n",
" 742.692,591.025 742.885,541.936 743.079,535.8 743.272,505.119 743.466,468.303 743.659,480.575 743.853,523.528 744.046,621.705 744.24,584.889 744.434,591.025 \n",
" 744.627,689.202 744.821,572.617 745.014,646.25 745.208,664.658 745.401,615.569 745.595,640.114 745.788,707.611 745.982,572.617 746.176,689.202 746.369,541.936 \n",
" 746.563,572.617 746.756,633.977 746.95,627.841 747.143,615.569 747.337,535.8 747.53,388.534 747.724,449.895 747.918,413.078 748.111,406.942 748.305,431.486 \n",
" 748.498,425.35 748.692,591.025 748.885,566.48 749.079,627.841 749.272,664.658 749.466,621.705 749.66,621.705 749.853,627.841 750.047,652.386 750.24,572.617 \n",
" 750.434,646.25 750.627,603.297 750.821,646.25 751.014,584.889 751.208,578.753 751.402,609.433 751.595,584.889 751.789,615.569 751.982,474.439 752.176,351.717 \n",
" 752.369,437.622 752.563,413.078 752.756,400.806 752.95,419.214 753.144,462.167 753.337,523.528 753.531,548.072 753.724,578.753 753.918,597.161 754.111,572.617 \n",
" 754.305,615.569 754.498,615.569 754.692,597.161 754.886,640.114 755.079,627.841 755.273,627.841 755.466,578.753 755.66,535.8 755.853,541.936 756.047,578.753 \n",
" 756.24,578.753 756.434,584.889 756.628,535.8 756.821,474.439 757.015,498.983 757.208,535.8 757.402,486.711 757.595,548.072 757.789,505.119 757.982,621.705 \n",
" 758.176,566.48 758.37,609.433 758.563,664.658 758.757,597.161 758.95,646.25 759.144,633.977 759.337,615.569 759.531,664.658 759.724,633.977 759.918,627.841 \n",
" 760.112,646.25 760.305,529.664 760.499,572.617 760.692,646.25 760.886,578.753 761.079,597.161 761.273,578.753 761.466,425.35 761.66,523.528 761.854,486.711 \n",
" 762.047,498.983 762.241,437.622 762.434,468.303 762.628,566.48 762.821,541.936 763.015,578.753 763.208,646.25 763.402,541.936 763.596,658.522 763.789,609.433 \n",
" 763.983,591.025 764.176,633.977 764.37,676.93 764.563,523.528 764.757,627.841 764.95,572.617 765.144,560.344 765.338,603.297 765.531,548.072 765.725,498.983 \n",
" 765.918,554.208 766.112,370.125 766.305,498.983 766.499,511.256 766.692,474.439 766.886,413.078 767.08,517.392 767.273,443.759 767.467,554.208 767.66,541.936 \n",
" 767.854,584.889 768.047,584.889 768.241,664.658 768.434,609.433 768.628,603.297 768.822,627.841 769.015,609.433 769.209,597.161 769.402,658.522 769.596,621.705 \n",
" 769.789,517.392 769.983,548.072 770.176,480.575 770.37,492.847 770.564,529.664 770.757,406.942 770.951,511.256 771.144,492.847 771.338,480.575 771.531,462.167 \n",
" 771.725,517.392 771.918,609.433 772.112,609.433 772.306,597.161 772.499,621.705 772.693,597.161 772.886,621.705 773.08,591.025 773.273,621.705 773.467,578.753 \n",
" 773.66,633.977 773.854,523.528 774.048,529.664 774.241,449.895 774.435,541.936 774.628,541.936 774.822,474.439 775.015,498.983 775.209,492.847 775.402,388.534 \n",
" 775.596,480.575 775.79,474.439 775.983,474.439 776.177,462.167 776.37,523.528 776.564,541.936 776.757,584.889 776.951,603.297 777.144,621.705 777.338,578.753 \n",
" 777.532,597.161 777.725,572.617 777.919,584.889 778.112,517.392 778.306,597.161 778.499,541.936 778.693,591.025 778.886,480.575 779.08,505.119 779.274,603.297 \n",
" 779.467,486.711 779.661,492.847 779.854,529.664 780.048,413.078 780.241,523.528 780.435,498.983 780.628,468.303 780.822,578.753 781.016,566.48 781.209,584.889 \n",
" 781.403,584.889 781.596,640.114 781.79,615.569 781.983,633.977 782.177,633.977 782.37,615.569 782.564,541.936 782.758,584.889 782.951,603.297 783.145,597.161 \n",
" 783.338,584.889 783.532,492.847 783.725,523.528 783.919,529.664 784.112,603.297 784.306,529.664 784.5,591.025 784.693,462.167 784.887,548.072 785.08,554.208 \n",
" 785.274,554.208 785.467,584.889 785.661,517.392 785.854,535.8 786.048,578.753 786.242,591.025 786.435,652.386 786.629,597.161 786.822,676.93 787.016,615.569 \n",
" 787.209,621.705 787.403,664.658 787.596,683.066 787.79,603.297 787.984,646.25 788.177,554.208 788.371,566.48 788.564,621.705 788.758,584.889 788.951,541.936 \n",
" 789.145,578.753 789.338,523.528 789.532,511.256 789.726,486.711 789.919,511.256 790.113,468.303 790.306,529.664 790.5,609.433 790.693,627.841 790.887,621.705 \n",
" 791.08,658.522 791.274,621.705 791.468,664.658 791.661,633.977 791.855,578.753 792.048,689.202 792.242,658.522 792.435,548.072 792.629,646.25 792.822,535.8 \n",
" 793.016,566.48 793.21,615.569 793.403,560.344 793.597,523.528 793.79,517.392 793.984,492.847 794.177,517.392 794.371,462.167 794.564,443.759 794.758,431.486 \n",
" 794.952,480.575 795.145,560.344 795.339,591.025 795.532,627.841 795.726,621.705 795.919,640.114 796.113,670.794 796.306,621.705 796.5,535.8 796.694,548.072 \n",
" 796.887,609.433 797.081,584.889 797.274,597.161 797.468,505.119 797.661,498.983 797.855,572.617 798.048,529.664 798.242,480.575 798.436,492.847 798.629,247.404 \n",
" 798.823,302.628 799.016,222.859 799.21,228.995 799.403,302.628 799.597,308.764 799.79,449.895 799.984,517.392 800.178,615.569 800.371,615.569 800.565,615.569 \n",
" 800.758,627.841 800.952,664.658 801.145,591.025 801.339,591.025 801.532,719.883 801.726,646.25 801.92,615.569 802.113,584.889 802.307,578.753 802.5,646.25 \n",
" 802.694,609.433 802.887,462.167 803.081,529.664 803.274,468.303 803.468,480.575 803.662,431.486 803.855,517.392 804.049,449.895 804.242,523.528 804.436,621.705 \n",
" 804.629,597.161 804.823,652.386 805.016,652.386 805.21,615.569 805.404,670.794 805.597,615.569 805.791,597.161 805.984,646.25 806.178,578.753 806.371,633.977 \n",
" 806.565,572.617 806.758,529.664 806.952,517.392 807.146,627.841 807.339,591.025 807.533,529.664 807.726,535.8 807.92,437.622 808.113,492.847 808.307,554.208 \n",
" 808.5,584.889 808.694,560.344 808.888,566.48 809.081,584.889 809.275,597.161 809.468,664.658 809.662,683.066 809.855,566.48 810.049,701.475 810.242,640.114 \n",
" 810.436,603.297 810.63,621.705 810.823,640.114 811.017,597.161 811.21,615.569 811.404,554.208 811.597,535.8 811.791,633.977 811.984,572.617 812.178,597.161 \n",
" 812.372,486.711 812.565,406.942 812.759,498.983 812.952,474.439 813.146,431.486 813.339,431.486 813.533,468.303 813.726,498.983 813.92,541.936 814.114,591.025 \n",
" 814.307,615.569 814.501,560.344 814.694,670.794 814.888,548.072 815.081,548.072 815.275,517.392 815.468,603.297 815.662,591.025 815.856,578.753 816.049,474.439 \n",
" 816.243,517.392 816.436,621.705 816.63,621.705 816.823,480.575 817.017,535.8 817.21,376.261 817.404,425.35 817.598,498.983 817.791,529.664 817.985,456.031 \n",
" 818.178,492.847 818.372,548.072 818.565,554.208 818.759,646.25 818.952,621.705 819.146,640.114 819.34,591.025 819.533,609.433 819.727,548.072 819.92,591.025 \n",
" 820.114,597.161 820.307,566.48 820.501,640.114 820.694,480.575 820.888,517.392 821.082,566.48 821.275,517.392 821.469,462.167 821.662,480.575 821.856,370.125 \n",
" 822.049,394.67 822.243,388.534 822.436,419.214 822.63,419.214 822.824,419.214 823.017,492.847 823.211,517.392 823.404,541.936 823.598,652.386 823.791,578.753 \n",
" 823.985,640.114 824.178,609.433 824.372,578.753 824.566,646.25 824.759,615.569 824.953,609.433 825.146,578.753 825.34,498.983 825.533,529.664 825.727,615.569 \n",
" 825.92,548.072 826.114,456.031 826.308,511.256 826.501,333.309 826.695,400.806 826.888,431.486 827.082,419.214 827.275,406.942 827.469,498.983 827.662,523.528 \n",
" 827.856,541.936 828.05,566.48 828.243,584.889 828.437,572.617 828.63,584.889 828.824,591.025 829.017,541.936 829.211,584.889 829.404,597.161 829.598,535.8 \n",
" 829.792,609.433 829.985,511.256 830.179,486.711 830.372,560.344 830.566,584.889 830.759,449.895 830.953,468.303 831.146,321.037 831.34,247.404 831.534,271.948 \n",
" 831.727,363.989 831.921,210.587 832.114,241.267 832.308,333.309 832.501,443.759 832.695,492.847 832.888,597.161 833.082,535.8 833.276,615.569 833.469,578.753 \n",
" 833.663,584.889 833.856,529.664 834.05,572.617 834.243,517.392 834.437,640.114 834.63,486.711 834.824,505.119 835.018,492.847 835.211,523.528 835.405,419.214 \n",
" 835.598,456.031 835.792,259.676 835.985,271.948 836.179,192.179 836.372,284.22 836.566,167.634 836.76,290.356 836.953,376.261 837.147,456.031 837.34,498.983 \n",
" 837.534,535.8 837.727,548.072 837.921,640.114 838.114,566.48 838.308,609.433 838.502,572.617 838.695,695.338 838.889,535.8 839.082,621.705 839.276,535.8 \n",
" 839.469,578.753 839.663,566.48 839.856,615.569 840.05,492.847 840.244,492.847 840.437,431.486 840.631,474.439 840.824,413.078 841.018,406.942 841.211,394.67 \n",
" 841.405,419.214 841.598,517.392 841.792,554.208 841.986,560.344 842.179,597.161 842.373,560.344 842.566,603.297 842.76,603.297 842.953,591.025 843.147,541.936 \n",
" 843.34,670.794 843.534,486.711 843.728,505.119 843.921,468.303 844.115,541.936 844.308,548.072 844.502,548.072 844.695,474.439 844.889,560.344 845.082,419.214 \n",
" 845.276,523.528 845.47,541.936 845.663,523.528 845.857,474.439 846.05,462.167 846.244,578.753 846.437,578.753 846.631,505.119 846.824,584.889 847.018,535.8 \n",
" 847.212,609.433 847.405,646.25 847.599,646.25 847.792,609.433 847.986,658.522 848.179,664.658 848.373,621.705 848.566,615.569 848.76,584.889 848.954,548.072 \n",
" 849.147,560.344 849.341,523.528 849.534,554.208 849.728,468.303 849.921,566.48 850.115,541.936 850.308,511.256 850.502,523.528 850.696,511.256 850.889,584.889 \n",
" 851.083,621.705 851.276,591.025 851.47,609.433 851.663,621.705 851.857,652.386 852.05,511.256 852.244,541.936 852.438,517.392 852.631,554.208 852.825,609.433 \n",
" 853.018,640.114 853.212,517.392 853.405,541.936 853.599,541.936 853.792,566.48 853.986,437.622 854.18,480.575 854.373,290.356 854.567,419.214 854.76,406.942 \n",
" 854.954,505.119 855.147,511.256 855.341,584.889 855.534,609.433 855.728,609.433 855.922,615.569 856.115,627.841 856.309,566.48 856.502,646.25 856.696,597.161 \n",
" 856.889,578.753 857.083,517.392 857.276,652.386 857.47,474.439 857.664,535.8 857.857,480.575 858.051,541.936 858.244,535.8 858.438,548.072 858.631,437.622 \n",
" 858.825,468.303 859.018,376.261 859.212,449.895 859.406,437.622 859.599,425.35 859.793,413.078 859.986,443.759 860.18,517.392 860.373,541.936 860.567,572.617 \n",
" 860.76,609.433 860.954,566.48 861.148,627.841 861.341,578.753 861.535,591.025 861.728,572.617 861.922,609.433 862.115,517.392 862.309,566.48 862.502,486.711 \n",
" 862.696,517.392 862.89,554.208 863.083,591.025 863.277,603.297 863.47,517.392 863.664,480.575 863.857,492.847 864.051,474.439 864.244,437.622 864.438,443.759 \n",
" 864.632,456.031 864.825,529.664 865.019,591.025 865.212,603.297 865.406,633.977 865.599,566.48 865.793,658.522 865.986,615.569 866.18,597.161 866.374,603.297 \n",
" 866.567,658.522 866.761,523.528 866.954,603.297 867.148,474.439 867.341,511.256 867.535,609.433 867.728,505.119 867.922,443.759 868.116,535.8 868.309,363.989 \n",
" 868.503,376.261 868.696,406.942 868.89,413.078 869.083,419.214 869.277,468.303 869.47,554.208 869.664,603.297 869.858,621.705 870.051,701.475 870.245,615.569 \n",
" 870.438,713.747 870.632,683.066 870.825,640.114 871.019,640.114 871.212,713.747 871.406,560.344 871.6,658.522 871.793,566.48 871.987,541.936 872.18,584.889 \n",
" 872.374,548.072 872.567,621.705 872.761,554.208 872.954,511.256 873.148,529.664 873.342,535.8 873.535,486.711 873.729,572.617 873.922,523.528 874.116,597.161 \n",
" 874.309,609.433 874.503,670.794 874.696,695.338 874.89,633.977 875.084,707.611 875.277,670.794 875.471,621.705 875.664,640.114 875.858,609.433 876.051,566.48 \n",
" 876.245,578.753 876.438,505.119 876.632,492.847 876.826,572.617 877.019,511.256 877.213,523.528 877.406,591.025 877.6,437.622 877.793,498.983 877.987,456.031 \n",
" 878.18,456.031 878.374,498.983 878.568,523.528 878.761,652.386 878.955,584.889 879.148,615.569 879.342,652.386 879.535,640.114 879.729,664.658 879.922,689.202 \n",
" 880.116,646.25 880.31,646.25 880.503,676.93 880.697,566.48 880.89,584.889 881.084,523.528 881.277,517.392 881.471,609.433 881.664,652.386 881.858,591.025 \n",
" 882.052,498.983 882.245,492.847 882.439,535.8 882.632,578.753 882.826,523.528 883.019,505.119 883.213,462.167 883.406,572.617 883.6,578.753 883.794,572.617 \n",
" 883.987,646.25 884.181,572.617 884.374,695.338 884.568,646.25 884.761,633.977 884.955,621.705 885.148,640.114 885.342,578.753 885.536,597.161 885.729,505.119 \n",
" 885.923,578.753 886.116,603.297 886.31,609.433 886.503,548.072 886.697,548.072 886.89,554.208 887.084,535.8 887.278,511.256 887.471,474.439 887.665,425.35 \n",
" 887.858,498.983 888.052,572.617 888.245,621.705 888.439,633.977 888.632,652.386 888.826,621.705 889.02,695.338 889.213,633.977 889.407,640.114 889.6,658.522 \n",
" 889.794,640.114 889.987,597.161 890.181,615.569 890.374,591.025 890.568,603.297 890.762,670.794 890.955,658.522 891.149,511.256 891.342,517.392 891.536,413.078 \n",
" 891.729,394.67 891.923,419.214 892.116,357.853 892.31,302.628 892.504,357.853 892.697,560.344 892.891,480.575 893.084,572.617 893.278,621.705 893.471,523.528 \n",
" 893.665,578.753 893.858,615.569 894.052,584.889 894.246,621.705 894.439,627.841 894.633,560.344 894.826,560.344 895.02,474.439 895.213,529.664 895.407,541.936 \n",
" 895.6,529.664 895.794,363.989 895.988,413.078 896.181,265.812 896.375,339.445 896.568,406.942 896.762,413.078 896.955,376.261 897.149,456.031 897.342,560.344 \n",
" 897.536,492.847 897.73,535.8 897.923,578.753 898.117,535.8 898.31,615.569 898.504,591.025 898.697,597.161 898.891,548.072 899.084,627.841 899.278,572.617 \n",
" 899.472,621.705 899.665,523.528 899.859,535.8 900.052,560.344 900.246,535.8 900.439,480.575 900.633,486.711 900.826,333.309 901.02,296.492 901.214,296.492 \n",
" 901.407,456.031 901.601,376.261 901.794,437.622 901.988,492.847 902.181,535.8 902.375,597.161 902.568,621.705 902.762,572.617 902.956,621.705 903.149,615.569 \n",
" 903.343,609.433 903.536,640.114 903.73,603.297 903.923,597.161 904.117,652.386 904.31,511.256 904.504,523.528 904.698,615.569 904.891,535.8 905.085,456.031 \n",
" 905.278,492.847 905.472,413.078 905.665,413.078 905.859,406.942 906.052,363.989 906.246,308.764 906.44,388.534 906.633,535.8 906.827,486.711 907.02,541.936 \n",
" 907.214,554.208 907.407,548.072 907.601,658.522 907.794,621.705 907.988,609.433 908.182,664.658 908.375,670.794 908.569,584.889 908.762,627.841 908.956,566.48 \n",
" 909.149,554.208 909.343,652.386 909.536,584.889 909.73,548.072 909.924,529.664 910.117,443.759 910.311,498.983 910.504,456.031 910.698,480.575 910.891,456.031 \n",
" 911.085,505.119 911.278,578.753 911.472,566.48 911.666,615.569 911.859,603.297 912.053,615.569 912.246,633.977 912.44,633.977 912.633,584.889 912.827,584.889 \n",
" 913.02,640.114 913.214,633.977 913.408,615.569 913.601,566.48 913.795,572.617 913.988,633.977 914.182,572.617 914.375,486.711 914.569,480.575 914.762,370.125 \n",
" 914.956,388.534 915.15,425.35 915.343,431.486 915.537,419.214 915.73,492.847 915.924,498.983 916.117,541.936 916.311,603.297 916.504,621.705 916.698,646.25 \n",
" 916.892,658.522 917.085,670.794 917.279,627.841 917.472,658.522 917.666,658.522 917.859,597.161 918.053,646.25 918.246,554.208 918.44,572.617 918.634,640.114 \n",
" 918.827,603.297 919.021,578.753 919.214,560.344 919.408,400.806 919.601,474.439 919.795,511.256 919.988,413.078 920.182,468.303 920.376,517.392 920.569,554.208 \n",
" 920.763,572.617 920.956,621.705 921.15,646.25 921.343,676.93 921.537,695.338 921.73,627.841 921.924,646.25 922.118,658.522 922.311,707.611 922.505,584.889 \n",
" 922.698,670.794 922.892,609.433 923.085,597.161 923.279,646.25 923.472,652.386 923.666,615.569 923.86,597.161 924.053,548.072 924.247,486.711 924.44,554.208 \n",
" 924.634,425.35 924.827,505.119 925.021,431.486 925.214,603.297 925.408,572.617 925.602,627.841 925.795,566.48 925.989,658.522 926.182,670.794 926.376,646.25 \n",
" 926.569,646.25 926.763,664.658 926.956,652.386 927.15,670.794 927.344,640.114 927.537,633.977 927.731,609.433 927.924,670.794 928.118,615.569 928.311,591.025 \n",
" 928.505,572.617 928.698,394.67 928.892,480.575 929.086,443.759 929.279,468.303 929.473,486.711 929.666,541.936 929.86,548.072 930.053,554.208 930.247,591.025 \n",
" 930.44,615.569 930.634,572.617 930.828,652.386 931.021,554.208 931.215,560.344 931.408,566.48 931.602,676.93 931.795,548.072 931.989,621.705 932.182,511.256 \n",
" 932.376,560.344 932.57,597.161 932.763,646.25 932.957,505.119 933.15,572.617 933.344,431.486 933.537,523.528 933.731,541.936 933.924,548.072 934.118,535.8 \n",
" 934.311,535.8 934.505,615.569 934.699,554.208 934.892,597.161 935.086,670.794 935.279,609.433 935.473,646.25 935.666,609.433 935.86,572.617 936.053,554.208 \n",
" 936.247,652.386 936.441,609.433 936.634,640.114 936.828,523.528 937.021,511.256 937.215,535.8 937.408,584.889 937.602,548.072 937.795,468.303 937.989,437.622 \n",
" 938.183,486.711 938.376,449.895 938.57,486.711 938.763,437.622 938.957,480.575 939.15,529.664 939.344,566.48 939.537,529.664 939.731,597.161 939.925,603.297 \n",
" 940.118,572.617 940.312,652.386 940.505,584.889 940.699,615.569 940.892,726.019 941.086,492.847 941.279,554.208 941.473,560.344 941.667,560.344 941.86,560.344 \n",
" 942.054,633.977 942.247,511.256 942.441,535.8 942.634,554.208 942.828,480.575 943.021,449.895 943.215,449.895 943.409,437.622 943.602,517.392 943.796,597.161 \n",
" 943.989,541.936 944.183,566.48 944.376,676.93 944.57,541.936 944.763,615.569 944.957,652.386 945.151,566.48 945.344,609.433 945.538,713.747 945.731,541.936 \n",
" 945.925,652.386 946.118,535.8 946.312,523.528 946.505,615.569 946.699,548.072 946.893,535.8 947.086,492.847 947.28,437.622 947.473,474.439 947.667,431.486 \n",
" 947.86,468.303 948.054,400.806 948.247,572.617 948.441,517.392 948.635,560.344 948.828,615.569 949.022,683.066 949.215,560.344 949.409,646.25 949.602,591.025 \n",
" 949.796,591.025 949.989,633.977 950.183,603.297 950.377,548.072 950.57,633.977 950.764,456.031 950.957,541.936 951.151,498.983 951.344,566.48 951.538,591.025 \n",
" 951.731,578.753 951.925,511.256 952.119,456.031 952.312,474.439 952.506,462.167 952.699,456.031 952.893,474.439 953.086,505.119 953.28,529.664 953.473,474.439 \n",
" 953.667,591.025 953.861,578.753 954.054,584.889 954.248,621.705 954.441,609.433 954.635,621.705 954.828,701.475 955.022,548.072 955.215,560.344 955.409,511.256 \n",
" 955.603,560.344 955.796,609.433 955.99,615.569 956.183,529.664 956.377,462.167 956.57,449.895 956.764,511.256 956.957,425.35 957.151,406.942 957.345,462.167 \n",
" 957.538,370.125 957.732,566.48 957.925,492.847 958.119,523.528 958.312,615.569 958.506,584.889 958.699,609.433 958.893,658.522 959.087,603.297 959.28,621.705 \n",
" 959.474,676.93 959.667,591.025 959.861,572.617 960.054,529.664 960.248,548.072 960.441,591.025 960.635,664.658 960.829,437.622 961.022,511.256 961.216,363.989 \n",
" 961.409,406.942 961.603,357.853 961.796,345.581 961.99,333.309 962.183,394.67 962.377,425.35 962.571,505.119 962.764,486.711 962.958,609.433 963.151,554.208 \n",
" 963.345,584.889 963.538,627.841 963.732,615.569 963.925,609.433 964.119,646.25 964.313,640.114 964.506,676.93 964.7,566.48 964.893,535.8 965.087,584.889 \n",
" 965.28,640.114 965.474,492.847 965.667,535.8 965.861,314.901 966.055,406.942 966.248,333.309 966.442,333.309 966.635,345.581 966.829,296.492 967.022,511.256 \n",
" 967.216,443.759 967.409,468.303 967.603,572.617 967.797,425.35 967.99,548.072 968.184,529.664 968.377,529.664 968.571,609.433 968.764,670.794 968.958,498.983 \n",
" 969.151,548.072 969.345,566.48 969.539,584.889 969.732,584.889 969.926,480.575 970.119,413.078 970.313,400.806 970.506,265.812 970.7,333.309 970.893,290.356 \n",
" 971.087,345.581 971.281,271.948 971.474,314.901 971.668,394.67 971.861,474.439 972.055,419.214 972.248,474.439 972.442,486.711 972.635,584.889 972.829,529.664 \n",
" 973.023,572.617 973.216,591.025 973.41,603.297 973.603,541.936 973.797,670.794 973.99,541.936 974.184,560.344 974.377,523.528 974.571,584.889 974.765,376.261 \n",
" 974.958,419.214 975.152,235.131 975.345,363.989 975.539,321.037 975.732,259.676 975.926,271.948 976.119,425.35 976.313,480.575 976.507,492.847 976.7,498.983 \n",
" 976.894,597.161 977.087,529.664 977.281,566.48 977.474,615.569 977.668,529.664 977.861,591.025 978.055,609.433 978.249,548.072 978.442,615.569 978.636,474.439 \n",
" 978.829,511.256 979.023,566.48 979.216,609.433 979.41,468.303 979.603,370.125 979.797,278.084 979.991,394.67 980.184,370.125 980.378,345.581 980.571,339.445 \n",
" 980.765,425.35 980.958,419.214 981.152,492.847 981.345,548.072 981.539,523.528 981.733,554.208 981.926,560.344 982.12,584.889 982.313,548.072 982.507,627.841 \n",
" 982.7,658.522 982.894,554.208 983.087,621.705 983.281,535.8 983.475,578.753 983.668,560.344 983.862,548.072 984.055,431.486 984.249,376.261 984.442,351.717 \n",
" 984.636,431.486 984.829,357.853 985.023,339.445 985.217,333.309 985.41,314.901 985.604,388.534 985.797,406.942 985.991,462.167 986.184,548.072 986.378,443.759 \n",
" 986.571,554.208 986.765,597.161 986.959,554.208 987.152,591.025 987.346,584.889 987.539,535.8 987.733,646.25 987.926,468.303 988.12,517.392 988.313,462.167 \n",
" 988.507,492.847 988.701,321.037 988.894,333.309 989.088,345.581 989.281,241.267 989.475,216.723 989.668,198.315 989.862,124.682 990.055,241.267 990.249,308.764 \n",
" 990.443,376.261 990.636,308.764 990.83,394.67 991.023,443.759 991.217,425.35 991.41,523.528 991.604,443.759 991.797,443.759 991.991,597.161 992.185,523.528 \n",
" 992.378,572.617 992.572,468.303 992.765,406.942 992.959,486.711 993.152,468.303 993.346,456.031 993.539,345.581 993.733,167.634 993.927,222.859 994.12,149.226 \n",
" 994.314,143.09 994.507,118.546 994.701,124.682 994.894,204.451 995.088,247.404 995.281,241.267 995.475,382.398 995.669,253.54 995.862,419.214 996.056,437.622 \n",
" 996.249,566.48 996.443,584.889 996.636,646.25 996.83,591.025 997.023,664.658 997.217,554.208 997.411,554.208 997.604,578.753 997.798,535.8 997.991,443.759 \n",
" 998.185,449.895 998.378,370.125 998.572,394.67 998.765,406.942 998.959,382.398 999.153,327.173 999.346,370.125 999.54,474.439 999.733,468.303 999.927,511.256 \n",
" 1000.12,572.617 1000.31,560.344 1000.51,609.433 1000.7,584.889 1000.89,535.8 1001.09,560.344 1001.28,652.386 1001.48,560.344 1001.67,676.93 1001.86,584.889 \n",
" 1002.06,535.8 1002.25,560.344 1002.44,517.392 1002.64,413.078 1002.83,474.439 1003.02,296.492 1003.22,400.806 1003.41,400.806 1003.6,363.989 1003.8,296.492 \n",
" 1003.99,400.806 1004.19,437.622 1004.38,406.942 1004.57,413.078 1004.77,566.48 1004.96,505.119 1005.15,615.569 1005.35,597.161 1005.54,554.208 1005.73,584.889 \n",
" 1005.93,572.617 1006.12,498.983 1006.31,566.48 1006.51,474.439 1006.7,541.936 1006.89,548.072 1007.09,517.392 1007.28,560.344 1007.48,449.895 1007.67,333.309 \n",
" 1007.86,406.942 1008.06,351.717 1008.25,388.534 1008.44,345.581 1008.64,406.942 1008.83,498.983 1009.02,462.167 1009.22,554.208 1009.41,584.889 1009.6,541.936 \n",
" 1009.8,633.977 1009.99,615.569 1010.19,572.617 1010.38,615.569 1010.57,683.066 1010.77,621.705 1010.96,640.114 1011.15,529.664 1011.35,511.256 1011.54,572.617 \n",
" 1011.73,560.344 1011.93,535.8 1012.12,394.67 1012.31,333.309 1012.51,376.261 1012.7,345.581 1012.9,290.356 1013.09,278.084 1013.28,302.628 1013.48,413.078 \n",
" 1013.67,437.622 1013.86,437.622 1014.06,492.847 1014.25,535.8 1014.44,609.433 1014.64,603.297 1014.83,566.48 1015.02,535.8 1015.22,584.889 1015.41,554.208 \n",
" 1015.6,676.93 1015.8,578.753 1015.99,511.256 1016.19,456.031 1016.38,511.256 1016.57,419.214 1016.77,376.261 1016.96,265.812 1017.15,339.445 1017.35,290.356 \n",
" 1017.54,382.398 1017.73,339.445 1017.93,333.309 1018.12,437.622 1018.31,492.847 1018.51,376.261 1018.7,462.167 1018.9,357.853 1019.09,584.889 1019.28,578.753 \n",
" 1019.48,517.392 1019.67,505.119 1019.86,492.847 1020.06,523.528 1020.25,646.25 1020.44,492.847 1020.64,474.439 1020.83,480.575 1021.02,560.344 1021.22,462.167 \n",
" 1021.41,437.622 1021.61,351.717 1021.8,376.261 1021.99,382.398 1022.19,376.261 1022.38,357.853 1022.57,382.398 1022.77,480.575 1022.96,535.8 1023.15,511.256 \n",
" 1023.35,609.433 1023.54,554.208 1023.73,627.841 1023.93,578.753 1024.12,505.119 1024.31,517.392 1024.51,640.114 1024.7,603.297 1024.9,603.297 1025.09,560.344 \n",
" 1025.28,523.528 1025.48,584.889 1025.67,572.617 1025.86,511.256 1026.06,505.119 1026.25,474.439 1026.44,529.664 1026.64,480.575 1026.83,449.895 1027.02,425.35 \n",
" 1027.22,443.759 1027.41,486.711 1027.61,505.119 1027.8,548.072 1027.99,597.161 1028.19,566.48 1028.38,640.114 1028.57,627.841 1028.77,560.344 1028.96,633.977 \n",
" 1029.15,566.48 1029.35,597.161 1029.54,621.705 1029.73,554.208 1029.93,548.072 1030.12,584.889 1030.32,652.386 1030.51,548.072 1030.7,511.256 1030.9,462.167 \n",
" 1031.09,548.072 1031.28,498.983 1031.48,449.895 1031.67,406.942 1031.86,529.664 1032.06,584.889 1032.25,541.936 1032.44,572.617 1032.64,615.569 1032.83,535.8 \n",
" 1033.02,621.705 1033.22,658.522 1033.41,597.161 1033.61,627.841 1033.8,652.386 1033.99,535.8 1034.19,652.386 1034.38,603.297 1034.57,591.025 1034.77,603.297 \n",
" 1034.96,597.161 1035.15,535.8 1035.35,400.806 1035.54,400.806 1035.73,400.806 1035.93,400.806 1036.12,437.622 1036.32,431.486 1036.51,449.895 1036.7,554.208 \n",
" 1036.9,492.847 1037.09,462.167 1037.28,517.392 1037.48,492.847 1037.67,603.297 1037.86,603.297 1038.06,572.617 1038.25,597.161 1038.44,664.658 1038.64,548.072 \n",
" 1038.83,627.841 1039.03,560.344 1039.22,548.072 1039.41,554.208 1039.61,603.297 1039.8,449.895 1039.99,394.67 1040.19,388.534 1040.38,425.35 1040.57,449.895 \n",
" 1040.77,462.167 1040.96,474.439 1041.15,431.486 1041.35,554.208 1041.54,517.392 1041.73,566.48 1041.93,621.705 1042.12,578.753 1042.32,664.658 1042.51,627.841 \n",
" 1042.7,584.889 1042.9,603.297 1043.09,683.066 1043.28,609.433 1043.48,658.522 1043.67,548.072 1043.86,541.936 1044.06,541.936 1044.25,492.847 1044.44,431.486 \n",
" 1044.64,425.35 1044.83,363.989 1045.03,468.303 1045.22,419.214 1045.41,486.711 1045.61,351.717 1045.8,400.806 1045.99,548.072 1046.19,511.256 1046.38,523.528 \n",
" 1046.57,498.983 1046.77,474.439 1046.96,597.161 1047.15,511.256 1047.35,597.161 1047.54,597.161 1047.74,603.297 1047.93,560.344 1048.12,603.297 1048.32,492.847 \n",
" 1048.51,560.344 1048.7,560.344 1048.9,584.889 1049.09,406.942 1049.28,406.942 1049.48,241.267 1049.67,431.486 1049.86,363.989 1050.06,357.853 1050.25,302.628 \n",
" 1050.44,357.853 1050.64,425.35 1050.83,486.711 1051.03,419.214 1051.22,566.48 1051.41,548.072 1051.61,597.161 1051.8,529.664 1051.99,554.208 1052.19,609.433 \n",
" 1052.38,676.93 1052.57,554.208 1052.77,603.297 1052.96,584.889 1053.15,597.161 1053.35,578.753 1053.54,615.569 1053.74,462.167 1053.93,357.853 1054.12,345.581 \n",
" 1054.32,425.35 1054.51,345.581 1054.7,388.534 1054.9,271.948 1055.09,474.439 1055.28,505.119 1055.48,462.167 1055.67,541.936 1055.86,591.025 1056.06,529.664 \n",
" 1056.25,597.161 1056.45,591.025 1056.64,498.983 1056.83,572.617 1057.03,603.297 1057.22,511.256 1057.41,560.344 1057.61,517.392 1057.8,505.119 1057.99,597.161 \n",
" 1058.19,633.977 1058.38,480.575 1058.57,437.622 1058.77,339.445 1058.96,474.439 1059.15,406.942 1059.35,431.486 1059.54,394.67 1059.74,443.759 1059.93,456.031 \n",
" 1060.12,535.8 1060.32,468.303 1060.51,492.847 1060.7,406.942 1060.9,591.025 1061.09,603.297 1061.28,535.8 1061.48,462.167 1061.67,621.705 1061.86,591.025 \n",
" 1062.06,615.569 1062.25,498.983 1062.45,474.439 1062.64,492.847 1062.83,603.297 1063.03,425.35 1063.22,462.167 1063.41,419.214 1063.61,419.214 1063.8,425.35 \n",
" 1063.99,419.214 1064.19,406.942 1064.38,413.078 1064.57,425.35 1064.77,523.528 1064.96,511.256 1065.16,615.569 1065.35,535.8 1065.54,640.114 1065.74,627.841 \n",
" 1065.93,591.025 1066.12,615.569 1066.32,615.569 1066.51,652.386 1066.7,676.93 1066.9,560.344 1067.09,566.48 1067.28,554.208 1067.48,560.344 1067.67,456.031 \n",
" 1067.86,474.439 1068.06,357.853 1068.25,468.303 1068.45,480.575 1068.64,449.895 1068.83,474.439 1069.03,345.581 1069.22,511.256 1069.41,462.167 1069.61,449.895 \n",
" 1069.8,480.575 1069.99,468.303 1070.19,548.072 1070.38,511.256 1070.57,597.161 1070.77,615.569 1070.96,633.977 1071.16,609.433 1071.35,658.522 1071.54,554.208 \n",
" 1071.74,560.344 1071.93,646.25 1072.12,560.344 1072.32,406.942 1072.51,443.759 1072.7,376.261 1072.9,486.711 1073.09,431.486 1073.28,449.895 1073.48,468.303 \n",
" 1073.67,474.439 1073.86,541.936 1074.06,468.303 1074.25,578.753 1074.45,615.569 1074.64,584.889 1074.83,646.25 1075.03,633.977 1075.22,560.344 1075.41,609.433 \n",
" 1075.61,707.611 1075.8,584.889 1075.99,676.93 1076.19,566.48 1076.38,560.344 1076.57,640.114 1076.77,560.344 1076.96,566.48 1077.16,535.8 1077.35,431.486 \n",
" 1077.54,419.214 1077.74,425.35 1077.93,394.67 1078.12,321.037 1078.32,437.622 1078.51,578.753 1078.7,486.711 1078.9,541.936 1079.09,627.841 1079.28,584.889 \n",
" 1079.48,646.25 1079.67,603.297 1079.87,535.8 1080.06,597.161 1080.25,658.522 1080.45,597.161 1080.64,664.658 1080.83,523.528 1081.03,511.256 1081.22,627.841 \n",
" 1081.41,486.711 1081.61,566.48 1081.8,468.303 1081.99,382.398 1082.19,443.759 1082.38,382.398 1082.57,437.622 1082.77,351.717 1082.96,456.031 1083.16,437.622 \n",
" 1083.35,492.847 1083.54,548.072 1083.74,597.161 1083.93,578.753 1084.12,652.386 1084.32,548.072 1084.51,541.936 1084.7,633.977 1084.9,627.841 1085.09,615.569 \n",
" 1085.28,695.338 1085.48,584.889 1085.67,584.889 1085.87,591.025 1086.06,566.48 1086.25,517.392 1086.45,431.486 1086.64,314.901 1086.83,345.581 1087.03,388.534 \n",
" 1087.22,425.35 1087.41,400.806 1087.61,462.167 1087.8,541.936 1087.99,449.895 1088.19,474.439 1088.38,560.344 1088.58,511.256 1088.77,591.025 1088.96,505.119 \n",
" 1089.16,492.847 1089.35,554.208 1089.54,658.522 1089.74,449.895 1089.93,627.841 1090.12,492.847 1090.32,529.664 1090.51,492.847 1090.7,535.8 1090.9,474.439 \n",
" 1091.09,511.256 1091.28,284.22 1091.48,449.895 1091.67,370.125 1091.87,345.581 1092.06,339.445 1092.25,363.989 1092.45,449.895 1092.64,468.303 1092.83,541.936 \n",
" 1093.03,541.936 1093.22,523.528 1093.41,554.208 1093.61,597.161 1093.8,511.256 1093.99,603.297 1094.19,591.025 1094.38,627.841 1094.58,597.161 1094.77,541.936 \n",
" 1094.96,535.8 1095.16,566.48 1095.35,541.936 1095.54,406.942 1095.74,394.67 1095.93,437.622 1096.12,406.942 1096.32,406.942 1096.51,363.989 1096.7,382.398 \n",
" 1096.9,443.759 1097.09,492.847 1097.29,498.983 1097.48,505.119 1097.67,584.889 1097.87,511.256 1098.06,609.433 1098.25,591.025 1098.45,486.711 1098.64,560.344 \n",
" 1098.83,683.066 1099.03,462.167 1099.22,572.617 1099.41,566.48 1099.61,474.439 1099.8,541.936 1099.99,615.569 1100.19,419.214 1100.38,419.214 1100.58,394.67 \n",
" 1100.77,431.486 1100.96,413.078 1101.16,456.031 1101.35,388.534 1101.54,480.575 1101.74,425.35 1101.93,498.983 1102.12,363.989 1102.32,449.895 1102.51,394.67 \n",
" 1102.7,529.664 1102.9,505.119 1103.09,597.161 1103.29,492.847 1103.48,670.794 1103.67,511.256 1103.87,548.072 1104.06,511.256 1104.25,541.936 1104.45,492.847 \n",
" 1104.64,498.983 1104.83,541.936 1105.03,437.622 1105.22,351.717 1105.41,394.67 1105.61,400.806 1105.8,431.486 1106,363.989 1106.19,406.942 1106.38,492.847 \n",
" 1106.58,400.806 1106.77,394.67 1106.96,541.936 1107.16,523.528 1107.35,609.433 1107.54,548.072 1107.74,498.983 1107.93,505.119 1108.12,554.208 1108.32,505.119 \n",
" 1108.51,578.753 1108.7,474.439 1108.9,548.072 1109.09,498.983 1109.29,566.48 1109.48,431.486 1109.67,462.167 1109.87,400.806 1110.06,425.35 1110.25,548.072 \n",
" 1110.45,498.983 1110.64,198.315 1110.83,351.717 1111.03,357.853 1111.22,474.439 1111.41,437.622 1111.61,437.622 1111.8,419.214 1112,505.119 1112.19,449.895 \n",
" 1112.38,554.208 1112.58,548.072 1112.77,621.705 1112.96,492.847 1113.16,529.664 1113.35,449.895 1113.54,572.617 1113.74,449.895 1113.93,449.895 1114.12,413.078 \n",
" 1114.32,474.439 1114.51,363.989 1114.71,437.622 1114.9,363.989 1115.09,400.806 1115.29,370.125 1115.48,388.534 1115.67,462.167 1115.87,492.847 1116.06,554.208 \n",
" 1116.25,621.705 1116.45,541.936 1116.64,523.528 1116.83,529.664 1117.03,505.119 1117.22,548.072 1117.41,597.161 1117.61,449.895 1117.8,492.847 1118,480.575 \n",
" 1118.19,505.119 1118.38,517.392 1118.58,523.528 1118.77,406.942 1118.96,394.67 1119.16,370.125 1119.35,419.214 1119.54,376.261 1119.74,376.261 1119.93,302.628 \n",
" 1120.12,302.628 1120.32,382.398 1120.51,413.078 1120.71,431.486 1120.9,560.344 1121.09,541.936 1121.29,578.753 1121.48,578.753 1121.67,498.983 1121.87,603.297 \n",
" 1122.06,578.753 1122.25,578.753 1122.45,572.617 1122.64,492.847 1122.83,480.575 1123.03,541.936 1123.22,468.303 1123.42,511.256 1123.61,419.214 1123.8,431.486 \n",
" 1124,456.031 1124.19,425.35 1124.38,449.895 1124.58,382.398 1124.77,462.167 1124.96,357.853 1125.16,462.167 1125.35,529.664 1125.54,511.256 1125.74,486.711 \n",
" 1125.93,517.392 1126.12,554.208 1126.32,406.942 1126.51,480.575 1126.71,443.759 1126.9,413.078 1127.09,591.025 1127.29,474.439 1127.48,517.392 1127.67,376.261 \n",
" 1127.87,449.895 1128.06,425.35 1128.25,425.35 1128.45,228.995 1128.64,376.261 1128.83,376.261 1129.03,388.534 1129.22,314.901 1129.42,333.309 1129.61,400.806 \n",
" 1129.8,486.711 1130,480.575 1130.19,578.753 1130.38,474.439 1130.58,498.983 1130.77,572.617 1130.96,511.256 1131.16,498.983 1131.35,517.392 1131.54,413.078 \n",
" 1131.74,535.8 1131.93,431.486 1132.13,498.983 1132.32,419.214 1132.51,492.847 1132.71,529.664 1132.9,351.717 1133.09,370.125 1133.29,468.303 1133.48,370.125 \n",
" 1133.67,406.942 1133.87,449.895 1134.06,425.35 1134.25,394.67 1134.45,492.847 1134.64,357.853 1134.83,443.759 1135.03,462.167 1135.22,492.847 1135.42,480.575 \n",
" 1135.61,498.983 1135.8,511.256 1136,535.8 1136.19,480.575 1136.38,486.711 1136.58,419.214 1136.77,529.664 1136.96,431.486 1137.16,468.303 1137.35,406.942 \n",
" 1137.54,406.942 1137.74,235.131 1137.93,271.948 1138.13,308.764 1138.32,357.853 1138.51,302.628 1138.71,314.901 1138.9,370.125 1139.09,370.125 1139.29,327.173 \n",
" 1139.48,468.303 1139.67,425.35 1139.87,480.575 1140.06,413.078 1140.25,425.35 1140.45,400.806 1140.64,413.078 1140.84,413.078 1141.03,462.167 1141.22,413.078 \n",
" 1141.42,480.575 1141.61,462.167 1141.8,456.031 1142,425.35 1142.19,535.8 1142.38,437.622 1142.58,425.35 1142.77,400.806 1142.96,406.942 1143.16,388.534 \n",
" 1143.35,419.214 1143.54,425.35 1143.74,480.575 1143.93,339.445 1144.13,511.256 1144.32,425.35 1144.51,572.617 1144.71,529.664 1144.9,511.256 1145.09,437.622 \n",
" 1145.29,541.936 1145.48,480.575 1145.67,498.983 1145.87,413.078 1146.06,511.256 1146.25,449.895 1146.45,492.847 1146.64,425.35 1146.84,406.942 1147.03,351.717 \n",
" 1147.22,462.167 1147.42,363.989 1147.61,406.942 1147.8,357.853 1148,394.67 1148.19,406.942 1148.38,511.256 1148.58,394.67 1148.77,505.119 1148.96,370.125 \n",
" 1149.16,566.48 1149.35,480.575 1149.55,511.256 1149.74,449.895 1149.93,615.569 1150.13,486.711 1150.32,541.936 1150.51,437.622 1150.71,480.575 1150.9,492.847 \n",
" 1151.09,505.119 1151.29,425.35 1151.48,456.031 1151.67,357.853 1151.87,443.759 1152.06,351.717 1152.25,333.309 1152.45,228.995 1152.64,308.764 1152.84,302.628 \n",
" 1153.03,413.078 1153.22,376.261 1153.42,400.806 1153.61,345.581 1153.8,443.759 1154,449.895 1154.19,541.936 1154.38,456.031 1154.58,541.936 1154.77,468.303 \n",
" 1154.96,498.983 1155.16,400.806 1155.35,541.936 1155.55,376.261 1155.74,339.445 1155.93,278.084 1156.13,321.037 1156.32,247.404 1156.51,278.084 1156.71,216.723 \n",
" 1156.9,247.404 1157.09,222.859 1157.29,302.628 1157.48,406.942 1157.67,462.167 1157.87,327.173 1158.06,382.398 1158.26,327.173 1158.45,443.759 1158.64,431.486 \n",
" 1158.84,505.119 1159.03,456.031 1159.22,578.753 1159.42,456.031 1159.61,529.664 1159.8,462.167 1160,517.392 1160.19,468.303 1160.38,468.303 1160.58,382.398 \n",
" 1160.77,370.125 1160.96,130.818 1161.16,216.723 1161.35,161.498 1161.55,204.451 1161.74,167.634 1161.93,271.948 1162.13,314.901 1162.32,419.214 1162.51,370.125 \n",
" 1162.71,394.67 1162.9,406.942 1163.09,443.759 1163.29,419.214 1163.48,486.711 1163.67,406.942 1163.87,511.256 1164.06,413.078 1164.26,443.759 1164.45,382.398 \n",
" 1164.64,474.439 1164.84,400.806 1165.03,437.622 1165.22,271.948 1165.42,339.445 1165.61,327.173 1165.8,394.67 1166,308.764 1166.19,302.628 1166.38,228.995 \n",
" 1166.58,382.398 1166.77,370.125 1166.97,443.759 1167.16,357.853 1167.35,400.806 1167.55,345.581 1167.74,468.303 1167.93,468.303 1168.13,480.575 1168.32,462.167 \n",
" 1168.51,535.8 1168.71,449.895 1168.9,431.486 1169.09,492.847 1169.29,548.072 1169.48,443.759 1169.67,498.983 1169.87,400.806 1170.06,345.581 1170.26,296.492 \n",
" 1170.45,388.534 1170.64,327.173 1170.84,357.853 1171.03,327.173 1171.22,321.037 1171.42,363.989 1171.61,443.759 1171.8,394.67 1172,406.942 1172.19,425.35 \n",
" 1172.38,517.392 1172.58,468.303 1172.77,554.208 1172.97,492.847 1173.16,548.072 1173.35,456.031 1173.55,456.031 1173.74,363.989 1173.93,480.575 1174.13,449.895 \n",
" 1174.32,425.35 1174.51,406.942 1174.71,449.895 1174.9,271.948 1175.09,370.125 1175.29,321.037 1175.48,321.037 1175.68,308.764 1175.87,278.084 1176.06,357.853 \n",
" 1176.26,382.398 1176.45,425.35 1176.64,456.031 1176.84,357.853 1177.03,529.664 1177.22,940.782 1177.42,1020.55 1177.61,861.013 1177.8,529.664 1178,327.173 \n",
" 1178.19,523.528 1178.38,419.214 1178.58,382.398 1178.77,339.445 1178.97,382.398 1179.16,388.534 1179.35,376.261 1179.55,376.261 1179.74,419.214 1179.93,400.806 \n",
" 1180.13,376.261 1180.32,388.534 1180.51,302.628 1180.71,443.759 1180.9,449.895 1181.09,480.575 1181.29,535.8 1181.48,517.392 1181.68,486.711 1181.87,449.895 \n",
" 1182.06,523.528 1182.26,462.167 1182.45,498.983 1182.64,413.078 1182.84,480.575 1183.03,425.35 1183.22,523.528 1183.42,468.303 1183.61,419.214 1183.8,370.125 \n",
" 1184,413.078 1184.19,271.948 1184.39,351.717 1184.58,265.812 1184.77,351.717 1184.97,241.267 1185.16,265.812 1185.35,370.125 1185.55,437.622 1185.74,345.581 \n",
" 1185.93,394.67 1186.13,400.806 1186.32,928.51 1186.51,953.054 1186.71,584.889 1186.9,689.202 1187.09,204.451 1187.29,333.309 1187.48,400.806 1187.68,253.54 \n",
" 1187.87,456.031 1188.06,419.214 1188.26,419.214 1188.45,425.35 1188.64,431.486 1188.84,345.581 1189.03,351.717 1189.22,351.717 1189.42,363.989 1189.61,296.492 \n",
" 1189.8,351.717 1190,357.853 1190.19,394.67 1190.39,486.711 1190.58,523.528 1190.77,474.439 1190.97,517.392 1191.16,529.664 1191.35,498.983 1191.55,413.078 \n",
" 1191.74,554.208 1191.93,517.392 1192.13,486.711 1192.32,400.806 1192.51,505.119 1192.71,468.303 1192.9,486.711 1193.1,449.895 1193.29,468.303 1193.48,333.309 \n",
" 1193.68,449.895 1193.87,419.214 1194.06,431.486 1194.26,382.398 1194.45,400.806 1194.64,443.759 1194.84,511.256 1195.03,541.936 1195.22,578.753 1195.42,492.847 \n",
" 1195.61,554.208 1195.8,548.072 1196,554.208 1196.19,523.528 1196.39,566.48 1196.58,517.392 1196.77,474.439 1196.97,456.031 1197.16,492.847 1197.35,480.575 \n",
" 1197.55,456.031 1197.74,357.853 1197.93,443.759 1198.13,284.22 1198.32,333.309 1198.51,363.989 1198.71,400.806 1198.9,228.995 1199.1,284.22 1199.29,357.853 \n",
" 1199.48,462.167 1199.68,400.806 1199.87,511.256 1200.06,468.303 1200.26,535.8 1200.45,462.167 1200.64,480.575 1200.84,498.983 1201.03,566.48 1201.22,492.847 \n",
" 1201.42,517.392 1201.61,437.622 1201.81,474.439 1202,443.759 1202.19,486.711 1202.39,394.67 1202.58,449.895 1202.77,278.084 1202.97,235.131 1203.16,198.315 \n",
" 1203.35,198.315 1203.55,130.818 1203.74,75.5929 1203.93,155.362 1204.13,259.676 1204.32,290.356 1204.51,357.853 1204.71,296.492 1204.9,376.261 1205.1,419.214 \n",
" 1205.29,492.847 1205.48,505.119 1205.68,566.48 1205.87,541.936 1206.06,591.025 1206.26,468.303 1206.45,505.119 1206.64,511.256 1206.84,541.936 1207.03,363.989 \n",
" 1207.22,406.942 1207.42,204.451 1207.61,192.179 1207.81,161.498 1208,192.179 1208.19,198.315 1208.39,173.77 1208.58,247.404 1208.77,296.492 1208.97,192.179 \n",
" 1209.16,339.445 1209.35,228.995 1209.55,363.989 1209.74,376.261 1209.93,419.214 1210.13,425.35 1210.32,548.072 1210.52,517.392 1210.71,517.392 1210.9,456.031 \n",
" 1211.1,529.664 1211.29,505.119 1211.48,535.8 1211.68,456.031 1211.87,443.759 1212.06,413.078 1212.26,431.486 1212.45,413.078 1212.64,486.711 1212.84,388.534 \n",
" 1213.03,394.67 1213.22,523.528 1213.42,523.528 1213.61,419.214 1213.81,505.119 1214,431.486 1214.19,492.847 1214.39,480.575 1214.58,535.8 1214.77,523.528 \n",
" 1214.97,615.569 1215.16,492.847 1215.35,578.753 1215.55,437.622 1215.74,505.119 1215.93,505.119 1216.13,529.664 1216.32,468.303 1216.52,425.35 1216.71,333.309 \n",
" 1216.9,327.173 1217.1,351.717 1217.29,351.717 1217.48,314.901 1217.68,339.445 1217.87,382.398 1218.06,419.214 1218.26,437.622 1218.45,511.256 1218.64,462.167 \n",
" 1218.84,548.072 1219.03,517.392 1219.23,548.072 1219.42,548.072 1219.61,578.753 1219.81,486.711 1220,529.664 1220.19,443.759 1220.39,505.119 1220.58,486.711 \n",
" 1220.77,498.983 1220.97,449.895 1221.16,400.806 1221.35,327.173 1221.55,259.676 1221.74,278.084 1221.93,370.125 1222.13,253.54 1222.32,314.901 1222.52,376.261 \n",
" 1222.71,486.711 1222.9,431.486 1223.1,511.256 1223.29,468.303 1223.48,505.119 1223.68,492.847 1223.87,523.528 1224.06,535.8 1224.26,591.025 1224.45,498.983 \n",
" 1224.64,498.983 1224.84,443.759 1225.03,548.072 1225.23,474.439 1225.42,505.119 1225.61,511.256 1225.81,357.853 1226,394.67 1226.19,388.534 1226.39,327.173 \n",
" 1226.58,314.901 1226.77,296.492 1226.97,333.309 1227.16,382.398 1227.35,486.711 1227.55,443.759 1227.74,474.439 1227.94,449.895 1228.13,523.528 1228.32,486.711 \n",
" 1228.52,523.528 1228.71,462.167 1228.9,572.617 1229.1,523.528 1229.29,621.705 1229.48,505.119 1229.68,517.392 1229.87,462.167 1230.06,505.119 1230.26,413.078 \n",
" 1230.45,425.35 1230.64,357.853 1230.84,443.759 1231.03,400.806 1231.23,443.759 1231.42,449.895 1231.61,370.125 1231.81,505.119 1232,566.48 1232.19,548.072 \n",
" 1232.39,591.025 1232.58,511.256 1232.77,615.569 1232.97,566.48 1233.16,572.617 1233.35,560.344 1233.55,707.611 1233.74,597.161 1233.94,529.664 1234.13,529.664 \n",
" 1234.32,541.936 1234.52,603.297 1234.71,517.392 1234.9,462.167 1235.1,578.753 1235.29,376.261 1235.48,437.622 1235.68,406.942 1235.87,413.078 1236.06,351.717 \n",
" 1236.26,406.942 1236.45,505.119 1236.65,511.256 1236.84,462.167 1237.03,535.8 1237.23,437.622 1237.42,615.569 1237.61,529.664 1237.81,597.161 1238,498.983 \n",
" 1238.19,640.114 1238.39,474.439 1238.58,492.847 1238.77,474.439 1238.97,560.344 1239.16,541.936 1239.35,591.025 1239.55,511.256 1239.74,541.936 1239.94,370.125 \n",
" 1240.13,394.67 1240.32,419.214 1240.52,443.759 1240.71,400.806 1240.9,492.847 1241.1,492.847 1241.29,492.847 1241.48,529.664 1241.68,603.297 1241.87,511.256 \n",
" 1242.06,597.161 1242.26,566.48 1242.45,517.392 1242.65,480.575 1242.84,541.936 1243.03,474.439 1243.23,523.528 1243.42,333.309 1243.61,492.847 1243.81,425.35 \n",
" 1244,486.711 1244.19,437.622 1244.39,480.575 1244.58,363.989 1244.77,302.628 1244.97,235.131 1245.16,271.948 1245.36,253.54 1245.55,290.356 1245.74,308.764 \n",
" 1245.94,302.628 1246.13,345.581 1246.32,400.806 1246.52,376.261 1246.71,376.261 1246.9,406.942 1247.1,431.486 1247.29,468.303 1247.48,523.528 1247.68,425.35 \n",
" 1247.87,425.35 1248.06,419.214 1248.26,468.303 1248.45,443.759 1248.65,443.759 1248.84,333.309 1249.03,437.622 1249.23,241.267 1249.42,321.037 1249.61,186.043 \n",
" 1249.81,253.54 1250,204.451 1250.19,198.315 1250.39,259.676 1250.58,284.22 1250.77,339.445 1250.97,388.534 1251.16,351.717 1251.36,388.534 1251.55,462.167 \n",
" 1251.74,456.031 1251.94,480.575 1252.13,535.8 1252.32,505.119 1252.52,523.528 1252.71,443.759 1252.9,548.072 1253.1,523.528 1253.29,554.208 1253.48,529.664 \n",
" 1253.68,456.031 1253.87,443.759 1254.07,437.622 1254.26,425.35 1254.45,413.078 1254.65,382.398 1254.84,462.167 1255.03,456.031 1255.23,462.167 1255.42,498.983 \n",
" 1255.61,578.753 1255.81,554.208 1256,554.208 1256.19,572.617 1256.39,554.208 1256.58,603.297 1256.77,627.841 1256.97,498.983 1257.16,523.528 1257.36,462.167 \n",
" 1257.55,456.031 1257.74,468.303 1257.94,480.575 1258.13,406.942 1258.32,511.256 1258.52,235.131 1258.71,363.989 1258.9,376.261 1259.1,388.534 1259.29,339.445 \n",
" 1259.48,253.54 1259.68,357.853 1259.87,431.486 1260.07,443.759 1260.26,529.664 1260.45,468.303 1260.65,548.072 1260.84,554.208 1261.03,541.936 1261.23,566.48 \n",
" 1261.42,603.297 1261.61,456.031 1261.81,511.256 1262,388.534 1262.19,517.392 1262.39,498.983 1262.58,529.664 1262.78,498.983 1262.97,523.528 1263.16,492.847 \n",
" 1263.36,456.031 1263.55,480.575 1263.74,425.35 1263.94,382.398 1264.13,449.895 1264.32,486.711 1264.52,498.983 1264.71,529.664 1264.9,591.025 1265.1,498.983 \n",
" 1265.29,541.936 1265.48,492.847 1265.68,492.847 1265.87,548.072 1266.07,578.753 1266.26,406.942 1266.45,480.575 1266.65,443.759 1266.84,486.711 1267.03,486.711 \n",
" 1267.23,468.303 1267.42,431.486 1267.61,505.119 1267.81,296.492 1268,259.676 1268.19,265.812 1268.39,222.859 1268.58,198.315 1268.78,192.179 1268.97,333.309 \n",
" 1269.16,339.445 1269.36,235.131 1269.55,363.989 1269.74,321.037 1269.94,425.35 1270.13,443.759 1270.32,529.664 1270.52,560.344 1270.71,621.705 1270.9,591.025 \n",
" 1271.1,603.297 1271.29,529.664 1271.49,572.617 1271.68,535.8 1271.87,541.936 1272.07,474.439 1272.26,425.35 1272.45,480.575 1272.65,437.622 1272.84,406.942 \n",
" 1273.03,400.806 1273.23,370.125 1273.42,388.534 1273.61,468.303 1273.81,511.256 1274,492.847 1274.19,584.889 1274.39,486.711 1274.58,591.025 1274.78,572.617 \n",
" 1274.97,591.025 1275.16,591.025 1275.36,609.433 1275.55,578.753 1275.74,609.433 1275.94,505.119 1276.13,578.753 1276.32,584.889 1276.52,597.161 1276.71,468.303 \n",
" 1276.9,492.847 1277.1,413.078 1277.29,394.67 1277.49,394.67 1277.68,425.35 1277.87,382.398 1278.07,376.261 1278.26,443.759 1278.45,462.167 1278.65,474.439 \n",
" 1278.84,615.569 1279.03,492.847 1279.23,627.841 1279.42,566.48 1279.61,572.617 1279.81,603.297 1280,603.297 1280.2,523.528 1280.39,560.344 1280.58,413.078 \n",
" 1280.78,511.256 1280.97,480.575 1281.16,523.528 1281.36,462.167 1281.55,505.119 1281.74,314.901 1281.94,413.078 1282.13,413.078 1282.32,486.711 1282.52,406.942 \n",
" 1282.71,425.35 1282.9,492.847 1283.1,437.622 1283.29,431.486 1283.49,609.433 1283.68,523.528 1283.87,554.208 1284.07,578.753 1284.26,529.664 1284.45,572.617 \n",
" 1284.65,572.617 1284.84,517.392 1285.03,548.072 1285.23,406.942 1285.42,529.664 1285.61,523.528 1285.81,523.528 1286,572.617 1286.2,486.711 1286.39,406.942 \n",
" 1286.58,437.622 1286.78,480.575 1286.97,419.214 1287.16,406.942 1287.36,431.486 1287.55,486.711 1287.74,511.256 1287.94,584.889 1288.13,609.433 1288.32,541.936 \n",
" 1288.52,597.161 1288.71,541.936 1288.91,529.664 1289.1,591.025 1289.29,578.753 1289.49,591.025 1289.68,560.344 1289.87,431.486 1290.07,541.936 1290.26,535.8 \n",
" 1290.45,578.753 1290.65,529.664 1290.84,523.528 1291.03,370.125 1291.23,419.214 1291.42,376.261 1291.61,437.622 1291.81,339.445 1292,468.303 1292.2,517.392 \n",
" 1292.39,492.847 1292.58,548.072 1292.78,560.344 1292.97,554.208 1293.16,633.977 1293.36,578.753 1293.55,584.889 1293.74,560.344 1293.94,603.297 1294.13,517.392 \n",
" 1294.32,486.711 1294.52,474.439 1294.71,523.528 1294.91,486.711 1295.1,492.847 1295.29,474.439 1295.49,437.622 1295.68,265.812 1295.87,284.22 1296.07,235.131 \n",
" 1296.26,216.723 1296.45,161.498 1296.65,198.315 1296.84,296.492 1297.03,370.125 1297.23,290.356 1297.42,382.398 1297.62,376.261 1297.81,443.759 1298,505.119 \n",
" 1298.2,566.48 1298.39,560.344 1298.58,609.433 1298.78,591.025 1298.97,560.344 1299.16,468.303 1299.36,529.664 1299.55,486.711 1299.74,548.072 1299.94,535.8 \n",
" 1300.13,517.392 1300.32,554.208 1300.52,511.256 1300.71,566.48 1300.91,511.256 1301.1,437.622 1301.29,523.528 1301.49,603.297 1301.68,566.48 1301.87,535.8 \n",
" 1302.07,560.344 1302.26,486.711 1302.45,597.161 1302.65,529.664 1302.84,492.847 1303.03,517.392 1303.23,548.072 1303.42,529.664 1303.62,517.392 1303.81,425.35 \n",
" 1304,511.256 1304.2,554.208 1304.39,523.528 1304.58,437.622 1304.78,419.214 1304.97,314.901 1305.16,431.486 1305.36,382.398 1305.55,425.35 1305.74,449.895 \n",
" 1305.94,480.575 1306.13,597.161 1306.33,584.889 1306.52,560.344 1306.71,597.161 1306.91,437.622 1307.1,554.208 1307.29,505.119 1307.49,584.889 1307.68,541.936 \n",
" 1307.87,541.936 1308.07,437.622 1308.26,523.528 1308.45,431.486 1308.65,541.936 1308.84,437.622 1309.03,578.753 1309.23,517.392 1309.42,498.983 1309.62,388.534 \n",
" 1309.81,431.486 1310,314.901 1310.2,339.445 1310.39,363.989 1310.58,425.35 1310.78,505.119 1310.97,541.936 1311.16,431.486 1311.36,456.031 1311.55,449.895 \n",
" 1311.74,511.256 1311.94,486.711 1312.13,541.936 1312.33,462.167 1312.52,474.439 1312.71,419.214 1312.91,462.167 1313.1,400.806 1313.29,419.214 1313.49,456.031 \n",
" 1313.68,443.759 1313.87,413.078 1314.07,517.392 1314.26,462.167 1314.45,511.256 1314.65,443.759 1314.84,437.622 1315.04,462.167 1315.23,456.031 1315.42,566.48 \n",
" 1315.62,541.936 1315.81,498.983 1316,609.433 1316.2,468.303 1316.39,572.617 1316.58,572.617 1316.78,572.617 1316.97,480.575 1317.16,566.48 1317.36,492.847 \n",
" 1317.55,541.936 1317.74,468.303 1317.94,566.48 1318.13,523.528 1318.33,572.617 1318.52,474.439 1318.71,505.119 1318.91,388.534 1319.1,468.303 1319.29,413.078 \n",
" 1319.49,456.031 1319.68,406.942 1319.87,492.847 1320.07,548.072 1320.26,486.711 1320.45,548.072 1320.65,603.297 1320.84,591.025 1321.04,523.528 1321.23,609.433 \n",
" 1321.42,498.983 1321.62,498.983 1321.81,548.072 1322,462.167 1322.2,498.983 1322.39,271.948 1322.58,431.486 1322.78,474.439 1322.97,462.167 1323.16,437.622 \n",
" 1323.36,486.711 1323.55,271.948 1323.75,271.948 1323.94,167.634 1324.13,302.628 1324.33,186.043 1324.52,204.451 1324.71,265.812 1324.91,327.173 1325.1,271.948 \n",
" 1325.29,400.806 1325.49,370.125 1325.68,523.528 1325.87,597.161 1326.07,511.256 1326.26,498.983 1326.45,560.344 1326.65,425.35 1326.84,406.942 1327.04,363.989 \n",
" 1327.23,529.664 1327.42,468.303 1327.62,486.711 1327.81,443.759 1328,376.261 1328.2,388.534 1328.39,437.622 1328.58,406.942 1328.78,406.942 1328.97,321.037 \n",
" 1329.16,406.942 1329.36,406.942 1329.55,535.8 1329.75,541.936 1329.94,591.025 1330.13,449.895 1330.33,523.528 1330.52,498.983 1330.71,554.208 1330.91,505.119 \n",
" 1331.1,560.344 1331.29,468.303 1331.49,523.528 1331.68,443.759 1331.87,474.439 1332.07,443.759 1332.26,480.575 1332.46,413.078 1332.65,370.125 1332.84,222.859 \n",
" 1333.04,314.901 1333.23,204.451 1333.42,271.948 1333.62,241.267 1333.81,265.812 1334,345.581 1334.2,308.764 1334.39,284.22 1334.58,400.806 1334.78,290.356 \n",
" 1334.97,363.989 1335.16,370.125 1335.36,376.261 1335.55,400.806 1335.75,541.936 1335.94,554.208 1336.13,566.48 1336.33,449.895 1336.52,523.528 1336.71,492.847 \n",
" 1336.91,560.344 1337.1,505.119 1337.29,425.35 1337.49,314.901 1337.68,278.084 1337.87,179.906 1338.07,198.315 1338.26,216.723 1338.46,241.267 1338.65,308.764 \n",
" 1338.84,284.22 1339.04,314.901 1339.23,357.853 1339.42,284.22 1339.62,413.078 1339.81,443.759 1340,480.575 1340.2,548.072 1340.39,560.344 1340.58,468.303 \n",
" 1340.78,517.392 1340.97,419.214 1341.17,541.936 1341.36,456.031 1341.55,511.256 1341.75,486.711 1341.94,437.622 1342.13,382.398 1342.33,345.581 1342.52,296.492 \n",
" 1342.71,345.581 1342.91,345.581 1343.1,388.534 1343.29,505.119 1343.49,548.072 1343.68,486.711 1343.87,560.344 1344.07,480.575 1344.26,541.936 1344.46,492.847 \n",
" 1344.65,523.528 1344.84,443.759 1345.04,449.895 1345.23,468.303 1345.42,437.622 1345.62,425.35 1345.81,480.575 1346,456.031 1346.2,548.072 1346.39,425.35 \n",
" 1346.58,498.983 1346.78,284.22 1346.97,222.859 1347.17,296.492 1347.36,253.54 1347.55,241.267 1347.75,161.498 1347.94,290.356 1348.13,314.901 1348.33,321.037 \n",
" 1348.52,370.125 1348.71,222.859 1348.91,363.989 1349.1,400.806 1349.29,443.759 1349.49,474.439 1349.68,486.711 1349.88,370.125 1350.07,474.439 1350.26,388.534 \n",
" 1350.46,480.575 1350.65,462.167 1350.84,560.344 1351.04,437.622 1351.23,382.398 1351.42,302.628 1351.62,462.167 1351.81,351.717 1352,351.717 1352.2,339.445 \n",
" 1352.39,388.534 1352.58,456.031 1352.78,535.8 1352.97,505.119 1353.17,566.48 1353.36,486.711 1353.55,541.936 1353.75,474.439 1353.94,505.119 1354.13,437.622 \n",
" 1354.33,621.705 1354.52,456.031 1354.71,591.025 1354.91,437.622 1355.1,492.847 1355.29,474.439 1355.49,505.119 1355.68,333.309 1355.88,394.67 1356.07,308.764 \n",
" 1356.26,327.173 1356.46,235.131 1356.65,302.628 1356.84,186.043 1357.04,167.634 1357.23,186.043 1357.42,351.717 1357.62,247.404 1357.81,376.261 1358,321.037 \n",
" 1358.2,357.853 1358.39,419.214 1358.59,486.711 1358.78,529.664 1358.97,609.433 1359.17,498.983 1359.36,578.753 1359.55,443.759 1359.75,529.664 1359.94,468.303 \n",
" 1360.13,511.256 1360.33,492.847 1360.52,529.664 1360.71,474.439 1360.91,535.8 1361.1,431.486 1361.29,419.214 1361.49,363.989 1361.68,425.35 1361.88,541.936 \n",
" 1362.07,554.208 1362.26,474.439 1362.46,572.617 1362.65,449.895 1362.84,591.025 1363.04,523.528 1363.23,535.8 1363.42,480.575 1363.62,529.664 1363.81,443.759 \n",
" 1364,492.847 1364.2,406.942 1364.39,505.119 1364.59,480.575 1364.78,517.392 1364.97,431.486 1365.17,431.486 1365.36,210.587 1365.55,271.948 1365.75,186.043 \n",
" 1365.94,186.043 1366.13,106.273 1366.33,192.179 1366.52,228.995 1366.71,314.901 1366.91,351.717 1367.1,468.303 1367.3,382.398 1367.49,541.936 1367.68,541.936 \n",
" 1367.88,591.025 1368.07,603.297 1368.26,640.114 1368.46,603.297 1368.65,621.705 1368.84,505.119 1369.04,578.753 1369.23,597.161 1369.42,615.569 1369.62,560.344 \n",
" 1369.81,400.806 1370,327.173 1370.2,413.078 1370.39,345.581 1370.59,376.261 1370.78,339.445 1370.97,413.078 1371.17,486.711 1371.36,535.8 1371.55,529.664 \n",
" 1371.75,603.297 1371.94,578.753 1372.13,584.889 1372.33,578.753 1372.52,597.161 1372.71,615.569 1372.91,640.114 1373.1,505.119 1373.3,511.256 1373.49,486.711 \n",
" 1373.68,560.344 1373.88,523.528 1374.07,584.889 1374.26,584.889 1374.46,462.167 1374.65,333.309 1374.84,425.35 1375.04,406.942 1375.23,363.989 1375.42,351.717 \n",
" 1375.62,437.622 1375.81,523.528 1376.01,505.119 1376.2,498.983 1376.39,560.344 1376.59,535.8 1376.78,633.977 1376.97,621.705 1377.17,591.025 1377.36,523.528 \n",
" 1377.55,560.344 1377.75,474.439 1377.94,523.528 1378.13,456.031 1378.33,535.8 1378.52,529.664 1378.71,572.617 1378.91,517.392 1379.1,443.759 1379.3,259.676 \n",
" 1379.49,302.628 1379.68,278.084 1379.88,296.492 1380.07,296.492 1380.26,308.764 1380.46,333.309 1380.65,339.445 1380.84,345.581 1381.04,394.67 1381.23,247.404 \n",
" 1381.42,382.398 1381.62,333.309 1381.81,431.486 1382.01,400.806 1382.2,462.167 1382.39,425.35 1382.59,486.711 1382.78,419.214 1382.97,376.261 1383.17,419.214 \n",
" 1383.36,572.617 1383.55,468.303 1383.75,400.806 1383.94,265.812 1384.13,327.173 1384.33,308.764 1384.52,327.173 1384.72,228.995 1384.91,271.948 1385.1,376.261 \n",
" 1385.3,382.398 1385.49,388.534 1385.68,474.439 1385.88,406.942 1386.07,517.392 1386.26,505.119 1386.46,535.8 1386.65,541.936 1386.84,633.977 1387.04,492.847 \n",
" 1387.23,591.025 1387.42,456.031 1387.62,523.528 1387.81,541.936 1388.01,505.119 1388.2,443.759 1388.39,394.67 1388.59,388.534 1388.78,492.847 1388.97,419.214 \n",
" 1389.17,413.078 1389.36,394.67 1389.55,468.303 1389.75,431.486 1389.94,560.344 1390.13,591.025 1390.33,597.161 1390.52,511.256 1390.72,566.48 1390.91,578.753 \n",
" 1391.1,541.936 1391.3,511.256 1391.49,492.847 1391.68,388.534 1391.88,480.575 1392.07,456.031 1392.26,535.8 1392.46,431.486 1392.65,449.895 1392.84,394.67 \n",
" 1393.04,431.486 1393.23,308.764 1393.43,449.895 1393.62,357.853 1393.81,376.261 1394.01,345.581 1394.2,376.261 1394.39,480.575 1394.59,523.528 1394.78,474.439 \n",
" 1394.97,511.256 1395.17,431.486 1395.36,486.711 1395.55,480.575 1395.75,541.936 1395.94,498.983 1396.13,511.256 1396.33,505.119 1396.52,578.753 1396.72,529.664 \n",
" 1396.91,535.8 1397.1,474.439 1397.3,480.575 1397.49,376.261 1397.68,406.942 1397.88,351.717 1398.07,456.031 1398.26,400.806 1398.46,425.35 1398.65,321.037 \n",
" 1398.84,388.534 1399.04,437.622 1399.23,517.392 1399.43,486.711 1399.62,505.119 1399.81,462.167 1400.01,541.936 1400.2,523.528 1400.39,566.48 1400.59,480.575 \n",
" 1400.78,566.48 1400.97,535.8 1401.17,523.528 1401.36,394.67 1401.55,591.025 1401.75,535.8 1401.94,449.895 1402.14,388.534 1402.33,419.214 1402.52,308.764 \n",
" 1402.72,400.806 1402.91,400.806 1403.1,431.486 1403.3,302.628 1403.49,339.445 1403.68,400.806 1403.88,480.575 1404.07,474.439 1404.26,498.983 1404.46,462.167 \n",
" 1404.65,548.072 1404.84,548.072 1405.04,621.705 1405.23,529.664 1405.43,603.297 1405.62,609.433 1405.81,578.753 1406.01,443.759 1406.2,523.528 1406.39,388.534 \n",
" 1406.59,437.622 1406.78,394.67 1406.97,388.534 1407.17,339.445 1407.36,437.622 1407.55,400.806 1407.75,437.622 1407.94,370.125 1408.14,370.125 1408.33,388.534 \n",
" 1408.52,529.664 1408.72,419.214 1408.91,511.256 1409.1,437.622 1409.3,468.303 1409.49,456.031 1409.68,554.208 1409.88,480.575 1410.07,566.48 1410.26,419.214 \n",
" 1410.46,474.439 1410.65,406.942 1410.85,486.711 1411.04,431.486 1411.23,425.35 1411.43,431.486 1411.62,529.664 1411.81,339.445 1412.01,443.759 1412.2,357.853 \n",
" 1412.39,382.398 1412.59,296.492 1412.78,388.534 1412.97,437.622 1413.17,541.936 1413.36,406.942 1413.55,486.711 1413.75,363.989 1413.94,449.895 1414.14,431.486 \n",
" 1414.33,498.983 1414.52,406.942 1414.72,535.8 1414.91,425.35 1415.1,486.711 1415.3,394.67 1415.49,468.303 1415.68,406.942 1415.88,437.622 1416.07,394.67 \n",
" 1416.26,431.486 1416.46,370.125 1416.65,486.711 1416.85,351.717 1417.04,351.717 1417.23,265.812 1417.43,339.445 1417.62,413.078 1417.81,505.119 1418.01,437.622 \n",
" 1418.2,474.439 1418.39,388.534 1418.59,492.847 1418.78,498.983 1418.97,517.392 1419.17,443.759 1419.36,548.072 1419.56,449.895 1419.75,566.48 1419.94,419.214 \n",
" 1420.14,560.344 1420.33,468.303 1420.52,584.889 1420.72,578.753 1420.91,535.8 1421.1,431.486 1421.3,535.8 1421.49,376.261 1421.68,480.575 1421.88,425.35 \n",
" 1422.07,394.67 1422.26,437.622 1422.46,529.664 1422.65,419.214 1422.85,572.617 1423.04,449.895 1423.23,560.344 1423.43,505.119 1423.62,554.208 1423.81,480.575 \n",
" 1424.01,578.753 1424.2,449.895 1424.39,560.344 1424.59,480.575 1424.78,548.072 1424.97,492.847 1425.17,517.392 1425.36,462.167 1425.56,548.072 1425.75,400.806 \n",
" 1425.94,486.711 1426.14,419.214 1426.33,413.078 1426.52,363.989 1426.72,388.534 1426.91,425.35 1427.1,492.847 1427.3,431.486 1427.49,523.528 1427.68,486.711 \n",
" 1427.88,535.8 1428.07,554.208 1428.27,591.025 1428.46,566.48 1428.65,621.705 1428.85,529.664 1429.04,554.208 1429.23,523.528 1429.43,627.841 1429.62,554.208 \n",
" 1429.81,597.161 1430.01,572.617 1430.2,548.072 1430.39,419.214 1430.59,449.895 1430.78,400.806 1430.97,406.942 1431.17,394.67 1431.36,406.942 1431.56,437.622 \n",
" 1431.75,523.528 1431.94,548.072 1432.14,572.617 1432.33,591.025 1432.52,615.569 1432.72,554.208 1432.91,609.433 1433.1,572.617 1433.3,689.202 1433.49,584.889 \n",
" 1433.68,670.794 1433.88,529.664 1434.07,627.841 1434.27,609.433 1434.46,609.433 1434.65,535.8 1434.85,541.936 1435.04,437.622 1435.23,486.711 1435.43,437.622 \n",
" 1435.62,437.622 1435.81,327.173 1436.01,406.942 1436.2,474.439 1436.39,529.664 1436.59,523.528 1436.78,615.569 1436.98,449.895 1437.17,578.753 1437.36,535.8 \n",
" 1437.56,597.161 1437.75,535.8 1437.94,640.114 1438.14,627.841 1438.33,578.753 1438.52,535.8 1438.72,584.889 1438.91,578.753 1439.1,584.889 1439.3,505.119 \n",
" 1439.49,548.072 1439.68,474.439 1439.88,535.8 1440.07,419.214 1440.27,419.214 1440.46,394.67 1440.65,443.759 1440.85,541.936 1441.04,560.344 1441.23,511.256 \n",
" 1441.43,566.48 1441.62,517.392 1441.81,560.344 1442.01,535.8 1442.2,578.753 1442.39,535.8 1442.59,609.433 1442.78,505.119 1442.98,566.48 1443.17,480.575 \n",
" 1443.36,591.025 1443.56,517.392 1443.75,548.072 1443.94,511.256 1444.14,486.711 1444.33,406.942 1444.52,486.711 1444.72,419.214 1444.91,413.078 1445.1,351.717 \n",
" 1445.3,376.261 1445.49,456.031 1445.69,529.664 1445.88,492.847 1446.07,572.617 1446.27,511.256 1446.46,554.208 1446.65,548.072 1446.85,572.617 1447.04,548.072 \n",
" 1447.23,633.977 1447.43,554.208 1447.62,603.297 1447.81,456.031 1448.01,529.664 1448.2,505.119 1448.39,566.48 1448.59,498.983 1448.78,431.486 1448.98,394.67 \n",
" 1449.17,406.942 1449.36,351.717 1449.56,400.806 1449.75,333.309 1449.94,357.853 1450.14,505.119 1450.33,511.256 1450.52,431.486 1450.72,529.664 1450.91,449.895 \n",
" 1451.1,584.889 1451.3,529.664 1451.49,572.617 1451.69,578.753 1451.88,597.161 1452.07,505.119 1452.27,584.889 1452.46,480.575 1452.65,560.344 1452.85,498.983 \n",
" 1453.04,578.753 1453.23,498.983 1453.43,486.711 1453.62,406.942 1453.81,456.031 1454.01,443.759 1454.2,425.35 1454.4,394.67 1454.59,382.398 1454.78,468.303 \n",
" 1454.98,548.072 1455.17,578.753 1455.36,640.114 1455.56,548.072 1455.75,640.114 1455.94,621.705 1456.14,615.569 1456.33,627.841 1456.52,701.475 1456.72,615.569 \n",
" 1456.91,633.977 1457.1,548.072 1457.3,554.208 1457.49,529.664 1457.69,560.344 1457.88,523.528 1458.07,480.575 1458.27,321.037 1458.46,406.942 1458.65,382.398 \n",
" 1458.85,406.942 1459.04,382.398 1459.23,400.806 1459.43,431.486 1459.62,529.664 1459.81,505.119 1460.01,554.208 1460.2,443.759 1460.4,505.119 1460.59,480.575 \n",
" 1460.78,548.072 1460.98,597.161 1461.17,603.297 1461.36,523.528 1461.56,535.8 1461.75,443.759 1461.94,566.48 1462.14,517.392 1462.33,609.433 1462.52,498.983 \n",
" 1462.72,413.078 1462.91,382.398 1463.11,437.622 1463.3,382.398 1463.49,400.806 1463.69,382.398 1463.88,363.989 1464.07,425.35 1464.27,529.664 1464.46,511.256 \n",
" 1464.65,560.344 1464.85,505.119 1465.04,541.936 1465.23,511.256 1465.43,584.889 1465.62,591.025 1465.81,603.297 1466.01,511.256 1466.2,541.936 1466.4,456.031 \n",
" 1466.59,560.344 1466.78,560.344 1466.98,603.297 1467.17,480.575 1467.36,523.528 1467.56,413.078 1467.75,437.622 1467.94,406.942 1468.14,394.67 1468.33,314.901 \n",
" 1468.52,351.717 1468.72,474.439 1468.91,535.8 1469.11,591.025 1469.3,591.025 1469.49,474.439 1469.69,560.344 1469.88,505.119 1470.07,572.617 1470.27,529.664 \n",
" 1470.46,609.433 1470.65,541.936 1470.85,523.528 1471.04,443.759 1471.23,535.8 1471.43,578.753 1471.62,609.433 1471.82,529.664 1472.01,505.119 1472.2,388.534 \n",
" 1472.4,449.895 1472.59,456.031 1472.78,413.078 1472.98,419.214 1473.17,431.486 1473.36,541.936 1473.56,584.889 1473.75,609.433 1473.94,621.705 1474.14,523.528 \n",
" 1474.33,554.208 1474.52,548.072 1474.72,591.025 1474.91,603.297 1475.11,627.841 1475.3,492.847 1475.49,554.208 1475.69,505.119 1475.88,578.753 1476.07,511.256 \n",
" 1476.27,566.48 1476.46,511.256 1476.65,498.983 1476.85,449.895 1477.04,449.895 1477.23,425.35 1477.43,413.078 1477.62,382.398 1477.82,388.534 1478.01,456.031 \n",
" 1478.2,560.344 1478.4,505.119 1478.59,597.161 1478.78,505.119 1478.98,572.617 1479.17,548.072 1479.36,603.297 1479.56,566.48 1479.75,603.297 1479.94,572.617 \n",
" 1480.14,609.433 1480.33,492.847 1480.53,572.617 1480.72,566.48 1480.91,578.753 1481.11,554.208 1481.3,572.617 1481.49,413.078 1481.69,419.214 1481.88,474.439 \n",
" 1482.07,443.759 1482.27,425.35 1482.46,431.486 1482.65,505.119 1482.85,517.392 1483.04,468.303 1483.23,584.889 1483.43,462.167 1483.62,541.936 1483.82,523.528 \n",
" 1484.01,548.072 1484.2,474.439 1484.4,597.161 1484.59,505.119 1484.78,541.936 1484.98,413.078 1485.17,456.031 1485.36,437.622 1485.56,517.392 1485.75,511.256 \n",
" 1485.94,486.711 1486.14,406.942 1486.33,535.8 1486.53,480.575 1486.72,486.711 1486.91,498.983 1487.11,523.528 1487.3,584.889 1487.49,597.161 1487.69,529.664 \n",
" 1487.88,615.569 1488.07,566.48 1488.27,584.889 1488.46,597.161 1488.65,603.297 1488.85,572.617 1489.04,676.93 1489.24,566.48 1489.43,652.386 1489.62,511.256 \n",
" 1489.82,578.753 1490.01,597.161 1490.2,603.297 1490.4,584.889 1490.59,554.208 1490.78,443.759 1490.98,511.256 1491.17,468.303 1491.36,468.303 1491.56,443.759 \n",
" 1491.75,462.167 1491.94,511.256 1492.14,535.8 1492.33,517.392 1492.53,560.344 1492.72,591.025 1492.91,566.48 1493.11,517.392 1493.3,554.208 1493.49,492.847 \n",
" 1493.69,554.208 1493.88,511.256 1494.07,572.617 1494.27,486.711 1494.46,505.119 1494.65,535.8 1494.85,498.983 1495.04,456.031 1495.24,529.664 1495.43,363.989 \n",
" 1495.62,425.35 1495.82,376.261 1496.01,413.078 1496.2,419.214 1496.4,425.35 1496.59,462.167 1496.78,498.983 1496.98,480.575 1497.17,529.664 1497.36,431.486 \n",
" 1497.56,523.528 1497.75,517.392 1497.95,591.025 1498.14,529.664 1498.33,535.8 1498.53,535.8 1498.72,529.664 1498.91,548.072 1499.11,603.297 1499.3,541.936 \n",
" 1499.49,584.889 1499.69,529.664 1499.88,498.983 1500.07,462.167 1500.27,523.528 1500.46,449.895 1500.65,443.759 1500.85,468.303 1501.04,511.256 1501.24,554.208 \n",
" 1501.43,603.297 1501.62,554.208 1501.82,597.161 1502.01,523.528 1502.2,578.753 1502.4,548.072 1502.59,548.072 1502.78,566.48 1502.98,578.753 1503.17,505.119 \n",
" 1503.36,535.8 1503.56,474.439 1503.75,541.936 1503.95,529.664 1504.14,529.664 1504.33,492.847 1504.53,560.344 1504.72,333.309 1504.91,302.628 1505.11,308.764 \n",
" 1505.3,394.67 1505.49,394.67 1505.69,400.806 1505.88,597.161 1506.07,597.161 1506.27,572.617 1506.46,578.753 1506.66,541.936 1506.85,597.161 1507.04,597.161 \n",
" 1507.24,597.161 1507.43,554.208 1507.62,560.344 1507.82,517.392 1508.01,591.025 1508.2,462.167 1508.4,572.617 1508.59,652.386 1508.78,591.025 1508.98,541.936 \n",
" 1509.17,572.617 1509.36,591.025 1509.56,517.392 1509.75,492.847 1509.95,566.48 1510.14,517.392 1510.33,492.847 1510.53,609.433 1510.72,578.753 1510.91,548.072 \n",
" 1511.11,615.569 1511.3,609.433 1511.49,627.841 1511.69,523.528 1511.88,591.025 1512.07,535.8 1512.27,609.433 1512.46,529.664 1512.66,548.072 1512.85,517.392 \n",
" 1513.04,560.344 1513.24,486.711 1513.43,548.072 1513.62,505.119 1513.82,621.705 1514.01,333.309 1514.2,370.125 1514.4,443.759 1514.59,517.392 1514.78,406.942 \n",
" 1514.98,591.025 1515.17,633.977 1515.37,572.617 1515.56,554.208 1515.75,554.208 1515.95,609.433 1516.14,591.025 1516.33,560.344 1516.53,615.569 1516.72,511.256 \n",
" 1516.91,560.344 1517.11,529.664 1517.3,584.889 1517.49,578.753 1517.69,584.889 1517.88,535.8 1518.07,535.8 1518.27,492.847 1518.46,517.392 1518.66,351.717 \n",
" 1518.85,425.35 1519.04,333.309 1519.24,370.125 1519.43,400.806 1519.62,474.439 1519.82,578.753 1520.01,578.753 1520.2,541.936 1520.4,658.522 1520.59,633.977 \n",
" 1520.78,572.617 1520.98,640.114 1521.17,603.297 1521.37,597.161 1521.56,707.611 1521.75,591.025 1521.95,615.569 1522.14,597.161 1522.33,603.297 1522.53,548.072 \n",
" 1522.72,541.936 1522.91,591.025 1523.11,652.386 1523.3,431.486 1523.49,462.167 1523.69,370.125 1523.88,456.031 1524.08,388.534 1524.27,437.622 1524.46,554.208 \n",
" 1524.66,603.297 1524.85,523.528 1525.04,670.794 1525.24,578.753 1525.43,603.297 1525.62,658.522 1525.82,566.48 1526.01,535.8 1526.2,591.025 1526.4,492.847 \n",
" 1526.59,566.48 1526.78,468.303 1526.98,560.344 1527.17,474.439 1527.37,621.705 1527.56,486.711 1527.75,554.208 1527.95,357.853 1528.14,345.581 1528.33,210.587 \n",
" 1528.53,376.261 1528.72,333.309 1528.91,351.717 1529.11,314.901 1529.3,394.67 1529.49,376.261 1529.69,462.167 1529.88,505.119 1530.08,505.119 1530.27,529.664 \n",
" 1530.46,572.617 1530.66,609.433 1530.85,646.25 1531.04,627.841 1531.24,658.522 1531.43,505.119 1531.62,572.617 1531.82,572.617 1532.01,615.569 1532.2,603.297 \n",
" 1532.4,572.617 1532.59,511.256 1532.79,535.8 1532.98,480.575 1533.17,480.575 1533.37,468.303 1533.56,437.622 1533.75,511.256 1533.95,535.8 1534.14,529.664 \n",
" 1534.33,535.8 1534.53,548.072 1534.72,523.528 1534.91,541.936 1535.11,554.208 1535.3,511.256 1535.49,560.344 1535.69,560.344 1535.88,529.664 1536.08,468.303 \n",
" 1536.27,480.575 1536.46,486.711 1536.66,498.983 1536.85,486.711 1537.04,554.208 1537.24,413.078 1537.43,357.853 1537.62,388.534 1537.82,443.759 1538.01,419.214 \n",
" 1538.2,456.031 1538.4,578.753 1538.59,572.617 1538.79,584.889 1538.98,670.794 1539.17,584.889 1539.37,597.161 1539.56,572.617 1539.75,535.8 1539.95,523.528 \n",
" 1540.14,523.528 1540.33,523.528 1540.53,548.072 1540.72,480.575 1540.91,523.528 1541.11,529.664 1541.3,615.569 1541.5,548.072 1541.69,535.8 1541.88,468.303 \n",
" 1542.08,462.167 1542.27,419.214 1542.46,425.35 1542.66,357.853 1542.85,474.439 1543.04,560.344 1543.24,603.297 1543.43,584.889 1543.62,627.841 1543.82,578.753 \n",
" 1544.01,633.977 1544.2,578.753 1544.4,560.344 1544.59,529.664 1544.79,560.344 1544.98,492.847 1545.17,456.031 1545.37,419.214 1545.56,511.256 1545.75,462.167 \n",
" 1545.95,443.759 1546.14,437.622 1546.33,462.167 1546.53,382.398 1546.72,363.989 1546.91,382.398 1547.11,400.806 1547.3,278.084 1547.5,363.989 1547.69,431.486 \n",
" 1547.88,492.847 1548.08,449.895 1548.27,548.072 1548.46,548.072 1548.66,566.48 1548.85,480.575 1549.04,529.664 1549.24,443.759 1549.43,597.161 1549.62,498.983 \n",
" 1549.82,468.303 1550.01,462.167 1550.21,505.119 1550.4,505.119 1550.59,419.214 1550.79,437.622 1550.98,431.486 1551.17,406.942 1551.37,425.35 1551.56,388.534 \n",
" 1551.75,486.711 1551.95,443.759 1552.14,523.528 1552.33,584.889 1552.53,548.072 1552.72,560.344 1552.91,535.8 1553.11,529.664 1553.3,652.386 1553.5,492.847 \n",
" 1553.69,480.575 1553.88,474.439 1554.08,591.025 1554.27,486.711 1554.46,443.759 1554.66,456.031 1554.85,474.439 1555.04,437.622 1555.24,560.344 1555.43,406.942 \n",
" 1555.62,425.35 1555.82,314.901 1556.01,321.037 1556.21,259.676 1556.4,388.534 1556.59,290.356 1556.79,339.445 1556.98,394.67 1557.17,413.078 1557.37,400.806 \n",
" 1557.56,456.031 1557.75,339.445 1557.95,406.942 1558.14,480.575 1558.33,437.622 1558.53,443.759 1558.72,498.983 1558.92,511.256 1559.11,535.8 1559.3,468.303 \n",
" 1559.5,480.575 1559.69,456.031 1559.88,529.664 1560.08,406.942 1560.27,425.35 1560.46,327.173 1560.66,321.037 1560.85,259.676 1561.04,388.534 1561.24,259.676 \n",
" 1561.43,321.037 1561.62,363.989 1561.82,425.35 1562.01,431.486 1562.21,578.753 1562.4,541.936 1562.59,584.889 1562.79,572.617 1562.98,511.256 1563.17,492.847 \n",
" 1563.37,572.617 1563.56,492.847 1563.75,548.072 1563.95,449.895 1564.14,535.8 1564.33,523.528 1564.53,486.711 1564.72,517.392 1564.92,480.575 1565.11,351.717 \n",
" 1565.3,351.717 1565.5,419.214 1565.69,449.895 1565.88,382.398 1566.08,517.392 1566.27,535.8 1566.46,597.161 1566.66,505.119 1566.85,560.344 1567.04,541.936 \n",
" 1567.24,584.889 1567.43,548.072 1567.63,548.072 1567.82,480.575 1568.01,529.664 1568.21,529.664 1568.4,529.664 1568.59,498.983 1568.79,566.48 1568.98,517.392 \n",
" 1569.17,523.528 1569.37,541.936 1569.56,480.575 1569.75,321.037 1569.95,413.078 1570.14,388.534 1570.33,492.847 1570.53,517.392 1570.72,523.528 1570.92,578.753 \n",
" 1571.11,603.297 1571.3,566.48 1571.5,578.753 1571.69,511.256 1571.88,578.753 1572.08,572.617 1572.27,554.208 1572.46,541.936 1572.66,511.256 1572.85,486.711 \n",
" 1573.04,498.983 1573.24,474.439 1573.43,535.8 1573.63,498.983 1573.82,511.256 1574.01,468.303 1574.21,505.119 1574.4,363.989 1574.59,425.35 1574.79,419.214 \n",
" 1574.98,462.167 1575.17,419.214 1575.37,480.575 1575.56,492.847 1575.75,480.575 1575.95,474.439 1576.14,505.119 1576.34,443.759 1576.53,498.983 1576.72,449.895 \n",
" 1576.92,535.8 1577.11,468.303 1577.3,517.392 1577.5,492.847 1577.69,486.711 1577.88,425.35 1578.08,498.983 1578.27,443.759 1578.46,456.031 1578.66,419.214 \n",
" 1578.85,462.167 1579.04,370.125 1579.24,363.989 1579.43,321.037 1579.63,400.806 1579.82,345.581 1580.01,388.534 1580.21,456.031 1580.4,517.392 1580.59,431.486 \n",
" 1580.79,474.439 1580.98,376.261 1581.17,474.439 1581.37,523.528 1581.56,554.208 1581.75,486.711 1581.95,548.072 1582.14,517.392 1582.34,511.256 1582.53,523.528 \n",
" 1582.72,615.569 1582.92,603.297 1583.11,597.161 1583.3,560.344 1583.5,529.664 1583.69,511.256 1583.88,505.119 1584.08,443.759 1584.27,517.392 1584.46,456.031 \n",
" 1584.66,505.119 1584.85,548.072 1585.05,603.297 1585.24,548.072 1585.43,591.025 1585.63,572.617 1585.82,640.114 1586.01,560.344 1586.21,640.114 1586.4,591.025 \n",
" 1586.59,578.753 1586.79,615.569 1586.98,578.753 1587.17,492.847 1587.37,584.889 1587.56,615.569 1587.75,603.297 1587.95,535.8 1588.14,548.072 1588.34,468.303 \n",
" 1588.53,498.983 1588.72,474.439 1588.92,492.847 1589.11,462.167 1589.3,486.711 1589.5,584.889 1589.69,603.297 1589.88,584.889 1590.08,621.705 1590.27,554.208 \n",
" 1590.46,591.025 1590.66,535.8 1590.85,578.753 1591.05,591.025 1591.24,566.48 1591.43,566.48 1591.63,523.528 1591.82,560.344 1592.01,633.977 1592.21,591.025 \n",
" 1592.4,517.392 1592.59,548.072 1592.79,517.392 1592.98,523.528 1593.17,517.392 1593.37,505.119 1593.56,462.167 1593.76,468.303 1593.95,505.119 1594.14,584.889 \n",
" 1594.34,560.344 1594.53,597.161 1594.72,462.167 1594.92,505.119 1595.11,498.983 1595.3,535.8 1595.5,554.208 1595.69,609.433 1595.88,548.072 1596.08,578.753 \n",
" 1596.27,554.208 1596.46,486.711 1596.66,584.889 1596.85,535.8 1597.05,498.983 1597.24,498.983 1597.43,480.575 1597.63,505.119 1597.82,523.528 1598.01,462.167 \n",
" 1598.21,413.078 1598.4,523.528 1598.59,498.983 1598.79,517.392 1598.98,572.617 1599.17,523.528 1599.37,468.303 1599.56,511.256 1599.76,492.847 1599.95,554.208 \n",
" 1600.14,523.528 1600.34,560.344 1600.53,462.167 1600.72,535.8 1600.92,462.167 1601.11,419.214 1601.3,548.072 1601.5,468.303 1601.69,406.942 1601.88,523.528 \n",
" 1602.08,529.664 1602.27,462.167 1602.47,541.936 1602.66,505.119 1602.85,498.983 1603.05,541.936 1603.24,560.344 1603.43,603.297 1603.63,615.569 1603.82,615.569 \n",
" 1604.01,511.256 1604.21,597.161 1604.4,584.889 1604.59,603.297 1604.79,621.705 1604.98,621.705 1605.17,554.208 1605.37,560.344 1605.56,535.8 1605.76,511.256 \n",
" 1605.95,578.753 1606.14,548.072 1606.34,492.847 1606.53,529.664 1606.72,554.208 1606.92,449.895 1607.11,523.528 1607.3,529.664 1607.5,468.303 1607.69,578.753 \n",
" 1607.88,517.392 1608.08,578.753 1608.27,560.344 1608.47,535.8 1608.66,474.439 1608.85,529.664 1609.05,541.936 1609.24,566.48 1609.43,548.072 1609.63,554.208 \n",
" 1609.82,486.711 1610.01,511.256 1610.21,535.8 1610.4,498.983 1610.59,584.889 1610.79,584.889 1610.98,498.983 1611.18,498.983 1611.37,535.8 1611.56,462.167 \n",
" 1611.76,505.119 1611.95,486.711 1612.14,456.031 1612.34,505.119 1612.53,505.119 1612.72,591.025 1612.92,578.753 1613.11,541.936 1613.3,468.303 1613.5,517.392 \n",
" 1613.69,505.119 1613.88,578.753 1614.08,548.072 1614.27,584.889 1614.47,511.256 1614.66,591.025 1614.85,566.48 1615.05,443.759 1615.24,597.161 1615.43,548.072 \n",
" 1615.63,492.847 1615.82,498.983 1616.01,480.575 1616.21,437.622 1616.4,511.256 1616.59,468.303 1616.79,456.031 1616.98,572.617 1617.18,560.344 1617.37,633.977 \n",
" 1617.56,603.297 1617.76,603.297 1617.95,498.983 1618.14,523.528 1618.34,578.753 1618.53,591.025 1618.72,609.433 1618.92,633.977 1619.11,609.433 1619.3,627.841 \n",
" 1619.5,597.161 1619.69,517.392 1619.89,640.114 1620.08,584.889 1620.27,541.936 1620.47,523.528 1620.66,566.48 1620.85,498.983 1621.05,535.8 1621.24,468.303 \n",
" 1621.43,431.486 1621.63,517.392 1621.82,468.303 1622.01,566.48 1622.21,584.889 1622.4,603.297 1622.59,529.664 1622.79,529.664 1622.98,566.48 1623.18,603.297 \n",
" 1623.37,621.705 1623.56,633.977 1623.76,584.889 1623.95,603.297 1624.14,603.297 1624.34,517.392 1624.53,633.977 1624.72,578.753 1624.92,535.8 1625.11,584.889 \n",
" 1625.3,505.119 1625.5,492.847 1625.69,548.072 1625.89,535.8 1626.08,486.711 1626.27,529.664 1626.47,529.664 1626.66,584.889 1626.85,591.025 1627.05,609.433 \n",
" 1627.24,554.208 1627.43,578.753 1627.63,603.297 1627.82,603.297 1628.01,578.753 1628.21,597.161 1628.4,572.617 1628.59,566.48 1628.79,584.889 1628.98,498.983 \n",
" 1629.18,591.025 1629.37,566.48 1629.56,529.664 1629.76,572.617 1629.95,541.936 1630.14,511.256 1630.34,535.8 1630.53,511.256 1630.72,480.575 1630.92,541.936 \n",
" 1631.11,529.664 1631.3,591.025 1631.5,603.297 1631.69,584.889 1631.89,554.208 1632.08,633.977 1632.27,578.753 1632.47,615.569 1632.66,584.889 1632.85,566.48 \n",
" 1633.05,517.392 1633.24,554.208 1633.43,517.392 1633.63,474.439 1633.82,548.072 1634.01,548.072 1634.21,523.528 1634.4,560.344 1634.6,492.847 1634.79,468.303 \n",
" 1634.98,535.8 1635.18,498.983 1635.37,456.031 1635.56,535.8 1635.76,529.664 1635.95,603.297 1636.14,603.297 1636.34,584.889 1636.53,554.208 1636.72,566.48 \n",
" 1636.92,621.705 1637.11,578.753 1637.3,566.48 1637.5,615.569 1637.69,578.753 1637.89,566.48 1638.08,548.072 1638.27,474.439 1638.47,609.433 1638.66,529.664 \n",
" 1638.85,517.392 1639.05,597.161 1639.24,535.8 1639.43,498.983 1639.63,517.392 1639.82,486.711 1640.01,486.711 1640.21,529.664 1640.4,541.936 1640.6,584.889 \n",
" 1640.79,572.617 1640.98,566.48 1641.18,597.161 1641.37,548.072 1641.56,591.025 1641.76,578.753 1641.95,597.161 1642.14,597.161 1642.34,572.617 1642.53,572.617 \n",
" 1642.72,554.208 1642.92,535.8 1643.11,584.889 1643.31,541.936 1643.5,511.256 1643.69,578.753 1643.89,529.664 1644.08,492.847 1644.27,572.617 1644.47,529.664 \n",
" 1644.66,505.119 1644.85,548.072 1645.05,535.8 1645.24,591.025 1645.43,633.977 1645.63,615.569 1645.82,615.569 1646.01,548.072 1646.21,640.114 1646.4,640.114 \n",
" 1646.6,627.841 1646.79,627.841 1646.98,633.977 1647.18,615.569 1647.37,609.433 1647.56,554.208 1647.76,615.569 1647.95,603.297 1648.14,566.48 1648.34,541.936 \n",
" 1648.53,572.617 1648.72,523.528 1648.92,511.256 1649.11,492.847 1649.31,498.983 1649.5,535.8 1649.69,517.392 1649.89,584.889 1650.08,591.025 1650.27,578.753 \n",
" 1650.47,591.025 1650.66,523.528 1650.85,633.977 1651.05,566.48 1651.24,591.025 1651.43,548.072 1651.63,609.433 1651.82,560.344 1652.02,535.8 1652.21,498.983 \n",
" 1652.4,597.161 1652.6,560.344 1652.79,529.664 1652.98,554.208 1653.18,566.48 1653.37,425.35 1653.56,523.528 1653.76,554.208 1653.95,492.847 1654.14,511.256 \n",
" 1654.34,541.936 1654.53,597.161 1654.72,566.48 1654.92,535.8 1655.11,609.433 1655.31,554.208 1655.5,627.841 1655.69,560.344 1655.89,566.48 1656.08,554.208 \n",
" 1656.27,566.48 1656.47,591.025 1656.66,560.344 1656.85,511.256 1657.05,560.344 1657.24,529.664 1657.43,498.983 1657.63,541.936 1657.82,529.664 1658.02,480.575 \n",
" 1658.21,560.344 1658.4,498.983 1658.6,529.664 1658.79,511.256 1658.98,517.392 1659.18,566.48 1659.37,578.753 1659.56,584.889 1659.76,591.025 1659.95,541.936 \n",
" 1660.14,646.25 1660.34,554.208 1660.53,572.617 1660.73,535.8 1660.92,572.617 1661.11,572.617 1661.31,529.664 1661.5,498.983 1661.69,529.664 1661.89,548.072 \n",
" 1662.08,486.711 1662.27,523.528 1662.47,505.119 1662.66,449.895 1662.85,578.753 1663.05,560.344 1663.24,529.664 1663.43,517.392 1663.63,498.983 1663.82,633.977 \n",
" 1664.02,609.433 1664.21,566.48 1664.4,603.297 1664.6,548.072 1664.79,646.25 1664.98,578.753 1665.18,591.025 1665.37,572.617 1665.56,609.433 1665.76,548.072 \n",
" 1665.95,572.617 1666.14,492.847 1666.34,554.208 1666.53,566.48 1666.73,554.208 1666.92,621.705 1667.11,529.664 1667.31,541.936 1667.5,529.664 1667.69,523.528 \n",
" 1667.89,505.119 1668.08,498.983 1668.27,548.072 1668.47,615.569 1668.66,627.841 1668.85,566.48 1669.05,603.297 1669.24,554.208 1669.44,633.977 1669.63,609.433 \n",
" 1669.82,615.569 1670.02,584.889 1670.21,615.569 1670.4,535.8 1670.6,560.344 1670.79,462.167 1670.98,541.936 1671.18,584.889 1671.37,541.936 1671.56,517.392 \n",
" 1671.76,535.8 1671.95,443.759 1672.14,505.119 1672.34,578.753 1672.53,554.208 1672.73,541.936 1672.92,566.48 1673.11,615.569 1673.31,554.208 1673.5,560.344 \n",
" 1673.69,621.705 1673.89,535.8 1674.08,591.025 1674.27,603.297 1674.47,609.433 1674.66,566.48 1674.85,554.208 1675.05,597.161 1675.24,609.433 1675.44,523.528 \n",
" 1675.63,597.161 1675.82,578.753 1676.02,535.8 1676.21,572.617 1676.4,578.753 1676.6,505.119 1676.79,554.208 1676.98,554.208 1677.18,523.528 1677.37,560.344 \n",
" 1677.56,578.753 1677.76,621.705 1677.95,615.569 1678.15,523.528 1678.34,566.48 1678.53,468.303 1678.73,597.161 1678.92,535.8 1679.11,609.433 1679.31,584.889 \n",
" 1679.5,627.841 1679.69,597.161 1679.89,548.072 1680.08,517.392 1680.27,560.344 1680.47,566.48 1680.66,498.983 1680.85,578.753 1681.05,511.256 1681.24,468.303 \n",
" 1681.44,511.256 1681.63,468.303 1681.82,505.119 1682.02,498.983 1682.21,498.983 1682.4,609.433 1682.6,584.889 1682.79,554.208 1682.98,597.161 1683.18,517.392 \n",
" 1683.37,615.569 1683.56,572.617 1683.76,591.025 1683.95,560.344 1684.15,591.025 1684.34,535.8 1684.53,511.256 1684.73,505.119 1684.92,548.072 1685.11,541.936 \n",
" 1685.31,511.256 1685.5,566.48 1685.69,492.847 1685.89,449.895 1686.08,505.119 1686.27,492.847 1686.47,492.847 1686.66,554.208 1686.86,548.072 1687.05,584.889 \n",
" 1687.24,609.433 1687.44,597.161 1687.63,609.433 1687.82,517.392 1688.02,627.841 1688.21,560.344 1688.4,615.569 1688.6,566.48 1688.79,621.705 1688.98,621.705 \n",
" 1689.18,584.889 1689.37,535.8 1689.56,591.025 1689.76,548.072 1689.95,523.528 1690.15,572.617 1690.34,523.528 1690.53,480.575 1690.73,523.528 1690.92,517.392 \n",
" 1691.11,572.617 1691.31,541.936 1691.5,541.936 1691.69,572.617 1691.89,615.569 1692.08,517.392 1692.27,566.48 1692.47,492.847 1692.66,541.936 1692.86,529.664 \n",
" 1693.05,560.344 1693.24,529.664 1693.44,548.072 1693.63,535.8 1693.82,498.983 1694.02,486.711 1694.21,541.936 1694.4,523.528 1694.6,523.528 1694.79,480.575 \n",
" 1694.98,566.48 1695.18,431.486 1695.37,492.847 1695.57,456.031 1695.76,498.983 1695.95,492.847 1696.15,517.392 1696.34,633.977 1696.53,591.025 1696.73,505.119 \n",
" 1696.92,560.344 1697.11,505.119 1697.31,566.48 1697.5,560.344 1697.69,584.889 1697.89,511.256 1698.08,535.8 1698.27,480.575 1698.47,474.439 1698.66,456.031 \n",
" 1698.86,535.8 1699.05,505.119 1699.24,517.392 1699.44,492.847 1699.63,486.711 1699.82,400.806 1700.02,492.847 1700.21,480.575 1700.4,505.119 1700.6,480.575 \n",
" 1700.79,462.167 1700.98,505.119 1701.18,523.528 1701.37,492.847 1701.57,621.705 1701.76,511.256 1701.95,591.025 1702.15,535.8 1702.34,566.48 1702.53,517.392 \n",
" 1702.73,566.48 1702.92,511.256 1703.11,492.847 1703.31,425.35 1703.5,517.392 1703.69,523.528 1703.89,498.983 1704.08,578.753 1704.28,529.664 1704.47,382.398 \n",
" 1704.66,486.711 1704.86,492.847 1705.05,474.439 1705.24,474.439 1705.44,492.847 1705.63,548.072 1705.82,566.48 1706.02,535.8 1706.21,541.936 1706.4,560.344 \n",
" 1706.6,640.114 1706.79,535.8 1706.98,591.025 1707.18,535.8 1707.37,566.48 1707.57,511.256 1707.76,529.664 1707.95,474.439 1708.15,541.936 1708.34,517.392 \n",
" 1708.53,560.344 1708.73,505.119 1708.92,511.256 1709.11,419.214 1709.31,462.167 1709.5,486.711 1709.69,480.575 1709.89,511.256 1710.08,505.119 1710.28,566.48 \n",
" 1710.47,591.025 1710.66,541.936 1710.86,591.025 1711.05,560.344 1711.24,615.569 1711.44,535.8 1711.63,566.48 1711.82,511.256 1712.02,560.344 1712.21,468.303 \n",
" 1712.4,498.983 1712.6,443.759 1712.79,548.072 1712.99,560.344 1713.18,560.344 1713.37,548.072 1713.57,572.617 1713.76,449.895 1713.95,517.392 1714.15,523.528 \n",
" 1714.34,492.847 1714.53,486.711 1714.73,498.983 1714.92,597.161 1715.11,597.161 1715.31,566.48 1715.5,621.705 1715.69,480.575 1715.89,609.433 1716.08,535.8 \n",
" 1716.28,597.161 1716.47,523.528 1716.66,572.617 1716.86,517.392 1717.05,523.528 1717.24,474.439 1717.44,560.344 1717.63,529.664 1717.82,517.392 1718.02,535.8 \n",
" 1718.21,609.433 1718.4,431.486 1718.6,517.392 1718.79,535.8 1718.99,511.256 1719.18,492.847 1719.37,517.392 1719.57,572.617 1719.76,597.161 1719.95,548.072 \n",
" 1720.15,584.889 1720.34,511.256 1720.53,603.297 1720.73,535.8 1720.92,633.977 1721.11,560.344 1721.31,609.433 1721.5,511.256 1721.7,535.8 1721.89,486.711 \n",
" 1722.08,572.617 1722.28,566.48 1722.47,505.119 1722.66,517.392 1722.86,541.936 1723.05,462.167 1723.24,529.664 1723.44,535.8 1723.63,517.392 1723.82,492.847 \n",
" 1724.02,523.528 1724.21,541.936 1724.4,591.025 1724.6,584.889 1724.79,591.025 1724.99,492.847 1725.18,603.297 1725.37,560.344 1725.57,633.977 1725.76,535.8 \n",
" 1725.95,591.025 1726.15,523.528 1726.34,554.208 1726.53,486.711 1726.73,584.889 1726.92,578.753 1727.11,511.256 1727.31,541.936 1727.5,554.208 1727.7,468.303 \n",
" 1727.89,462.167 1728.08,511.256 1728.28,548.072 1728.47,535.8 1728.66,560.344 1728.86,578.753 1729.05,566.48 1729.24,554.208 1729.44,548.072 1729.63,486.711 \n",
" 1729.82,548.072 1730.02,517.392 1730.21,572.617 1730.41,548.072 1730.6,578.753 1730.79,535.8 1730.99,511.256 1731.18,474.439 1731.37,535.8 1731.57,548.072 \n",
" 1731.76,517.392 1731.95,474.439 1732.15,566.48 1732.34,443.759 1732.53,486.711 1732.73,511.256 1732.92,492.847 1733.11,517.392 1733.31,548.072 1733.5,633.977 \n",
" 1733.7,603.297 1733.89,591.025 1734.08,578.753 1734.28,535.8 1734.47,591.025 1734.66,560.344 1734.86,597.161 1735.05,554.208 1735.24,591.025 1735.44,541.936 \n",
" 1735.63,572.617 1735.82,511.256 1736.02,554.208 1736.21,529.664 1736.41,535.8 1736.6,529.664 1736.79,529.664 1736.99,419.214 1737.18,474.439 1737.37,492.847 \n",
" 1737.57,474.439 1737.76,456.031 1737.95,462.167 1738.15,523.528 1738.34,486.711 1738.53,511.256 1738.73,523.528 1738.92,480.575 1739.12,541.936 1739.31,523.528 \n",
" 1739.5,548.072 1739.7,548.072 1739.89,597.161 1740.08,535.8 1740.28,541.936 1740.47,474.439 1740.66,578.753 1740.86,560.344 1741.05,523.528 1741.24,498.983 \n",
" 1741.44,548.072 1741.63,456.031 1741.82,498.983 1742.02,505.119 1742.21,449.895 1742.41,480.575 1742.6,480.575 1742.79,480.575 1742.99,511.256 1743.18,535.8 \n",
" 1743.37,511.256 1743.57,480.575 1743.76,535.8 1743.95,511.256 1744.15,541.936 1744.34,505.119 1744.53,578.753 1744.73,492.847 1744.92,486.711 1745.12,437.622 \n",
" 1745.31,541.936 1745.5,486.711 1745.7,523.528 1745.89,419.214 1746.08,523.528 1746.28,425.35 1746.47,462.167 1746.66,486.711 1746.86,468.303 1747.05,468.303 \n",
" 1747.24,437.622 1747.44,505.119 1747.63,529.664 1747.83,529.664 1748.02,529.664 1748.21,462.167 1748.41,529.664 1748.6,511.256 1748.79,548.072 1748.99,523.528 \n",
" 1749.18,541.936 1749.37,505.119 1749.57,498.983 1749.76,456.031 1749.95,529.664 1750.15,535.8 1750.34,517.392 1750.53,474.439 1750.73,560.344 1750.92,419.214 \n",
" 1751.12,492.847 1751.31,480.575 1751.5,492.847 1751.7,492.847 1751.89,498.983 1752.08,492.847 1752.28,505.119 1752.47,535.8 1752.66,591.025 1752.86,554.208 \n",
" 1753.05,615.569 1753.24,548.072 1753.44,578.753 1753.63,541.936 1753.83,584.889 1754.02,517.392 1754.21,597.161 1754.41,456.031 1754.6,523.528 1754.79,511.256 \n",
" 1754.99,529.664 1755.18,492.847 1755.37,578.753 1755.57,413.078 1755.76,413.078 1755.95,474.439 1756.15,492.847 1756.34,511.256 1756.54,523.528 1756.73,523.528 \n",
" 1756.92,517.392 1757.12,456.031 1757.31,541.936 1757.5,498.983 1757.7,548.072 1757.89,523.528 1758.08,578.753 1758.28,541.936 1758.47,572.617 1758.66,541.936 \n",
" 1758.86,517.392 1759.05,480.575 1759.24,566.48 1759.44,529.664 1759.63,554.208 1759.83,492.847 1760.02,578.753 1760.21,413.078 1760.41,480.575 1760.6,535.8 \n",
" 1760.79,517.392 1760.99,554.208 1761.18,578.753 1761.37,578.753 1761.57,572.617 1761.76,548.072 1761.95,572.617 1762.15,505.119 1762.34,560.344 1762.54,492.847 \n",
" 1762.73,548.072 1762.92,554.208 1763.12,548.072 1763.31,529.664 1763.5,511.256 1763.7,486.711 1763.89,548.072 1764.08,535.8 1764.28,523.528 1764.47,548.072 \n",
" 1764.66,676.93 1764.86,437.622 1765.05,492.847 1765.25,535.8 1765.44,541.936 1765.63,541.936 1765.83,529.664 1766.02,572.617 1766.21,597.161 1766.41,566.48 \n",
" 1766.6,652.386 1766.79,584.889 1766.99,633.977 1767.18,609.433 1767.37,652.386 1767.57,572.617 1767.76,615.569 1767.95,578.753 1768.15,541.936 1768.34,505.119 \n",
" 1768.54,572.617 1768.73,572.617 1768.92,572.617 1769.12,486.711 1769.31,572.617 1769.5,443.759 1769.7,492.847 1769.89,554.208 1770.08,554.208 1770.28,517.392 \n",
" 1770.47,560.344 1770.66,578.753 1770.86,603.297 1771.05,584.889 1771.25,603.297 1771.44,566.48 1771.63,646.25 1771.83,591.025 1772.02,633.977 1772.21,591.025 \n",
" 1772.41,584.889 1772.6,566.48 1772.79,523.528 1772.99,511.256 1773.18,578.753 1773.37,603.297 1773.57,627.841 1773.76,566.48 1773.96,535.8 1774.15,548.072 \n",
" 1774.34,584.889 1774.54,578.753 1774.73,548.072 1774.92,517.392 1775.12,548.072 1775.31,584.889 1775.5,609.433 1775.7,603.297 1775.89,627.841 1776.08,578.753 \n",
" 1776.28,652.386 1776.47,603.297 1776.66,609.433 1776.86,584.889 1777.05,633.977 1777.25,529.664 1777.44,578.753 1777.63,517.392 1777.83,652.386 1778.02,572.617 \n",
" 1778.21,523.528 1778.41,541.936 1778.6,603.297 1778.79,535.8 1778.99,535.8 1779.18,554.208 1779.37,535.8 1779.57,505.119 1779.76,511.256 1779.96,597.161 \n",
" 1780.15,584.889 1780.34,597.161 1780.54,615.569 1780.73,591.025 1780.92,615.569 1781.12,560.344 1781.31,609.433 1781.5,560.344 1781.7,591.025 1781.89,511.256 \n",
" 1782.08,517.392 1782.28,548.072 1782.47,572.617 1782.67,560.344 1782.86,633.977 1783.05,560.344 1783.25,597.161 1783.44,517.392 1783.63,591.025 1783.83,572.617 \n",
" 1784.02,517.392 1784.21,486.711 1784.41,523.528 1784.6,591.025 1784.79,609.433 1784.99,584.889 1785.18,627.841 1785.37,554.208 1785.57,609.433 1785.76,597.161 \n",
" 1785.96,640.114 1786.15,578.753 1786.34,627.841 1786.54,584.889 1786.73,627.841 1786.92,566.48 1787.12,640.114 1787.31,572.617 1787.5,597.161 1787.7,578.753 \n",
" 1787.89,603.297 1788.08,548.072 1788.28,554.208 1788.47,572.617 1788.67,548.072 1788.86,523.528 1789.05,529.664 1789.25,584.889 1789.44,609.433 1789.63,603.297 \n",
" 1789.83,597.161 1790.02,615.569 1790.21,621.705 1790.41,640.114 1790.6,664.658 1790.79,621.705 1790.99,683.066 1791.18,640.114 1791.38,591.025 1791.57,541.936 \n",
" 1791.76,615.569 1791.96,615.569 1792.15,578.753 1792.34,554.208 1792.54,627.841 1792.73,492.847 1792.92,597.161 1793.12,572.617 1793.31,560.344 1793.5,535.8 \n",
" 1793.7,517.392 1793.89,603.297 1794.08,621.705 1794.28,597.161 1794.47,609.433 1794.67,591.025 1794.86,640.114 1795.05,633.977 1795.25,640.114 1795.44,627.841 \n",
" 1795.63,646.25 1795.83,591.025 1796.02,572.617 1796.21,548.072 1796.41,609.433 1796.6,627.841 1796.79,609.433 1796.99,560.344 1797.18,621.705 1797.38,511.256 \n",
" 1797.57,548.072 1797.76,584.889 1797.96,535.8 1798.15,541.936 1798.34,535.8 1798.54,597.161 1798.73,683.066 1798.92,640.114 1799.12,646.25 1799.31,615.569 \n",
" 1799.5,621.705 1799.7,584.889 1799.89,615.569 1800.09,584.889 1800.28,591.025 1800.47,591.025 1800.67,560.344 1800.86,523.528 1801.05,566.48 1801.25,572.617 \n",
" 1801.44,572.617 1801.63,584.889 1801.83,572.617 1802.02,529.664 1802.21,584.889 1802.41,541.936 1802.6,535.8 1802.79,535.8 1802.99,560.344 1803.18,627.841 \n",
" 1803.38,609.433 1803.57,597.161 1803.76,615.569 1803.96,627.841 1804.15,627.841 1804.34,621.705 1804.54,670.794 1804.73,627.841 1804.92,683.066 1805.12,633.977 \n",
" 1805.31,627.841 1805.5,566.48 1805.7,646.25 1805.89,627.841 1806.09,633.977 1806.28,578.753 1806.47,609.433 1806.67,548.072 1806.86,566.48 1807.05,566.48 \n",
" 1807.25,621.705 1807.44,523.528 1807.63,523.528 1807.83,584.889 1808.02,621.705 1808.21,609.433 1808.41,572.617 1808.6,566.48 1808.8,652.386 1808.99,627.841 \n",
" 1809.18,658.522 1809.38,633.977 1809.57,713.747 1809.76,627.841 1809.96,615.569 1810.15,578.753 1810.34,646.25 1810.54,621.705 1810.73,615.569 1810.92,584.889 \n",
" 1811.12,627.841 1811.31,554.208 1811.5,603.297 1811.7,566.48 1811.89,566.48 1812.09,523.528 1812.28,560.344 1812.47,591.025 1812.67,621.705 1812.86,554.208 \n",
" 1813.05,591.025 1813.25,578.753 1813.44,615.569 1813.63,633.977 1813.83,627.841 1814.02,627.841 1814.21,707.611 1814.41,646.25 1814.6,615.569 1814.8,560.344 \n",
" 1814.99,689.202 1815.18,640.114 1815.38,591.025 1815.57,584.889 1815.76,591.025 1815.96,541.936 1816.15,603.297 1816.34,578.753 1816.54,548.072 1816.73,548.072 \n",
" 1816.92,541.936 1817.12,609.433 1817.31,621.705 1817.51,609.433 1817.7,621.705 1817.89,597.161 1818.09,609.433 1818.28,572.617 1818.47,652.386 1818.67,578.753 \n",
" 1818.86,609.433 1819.05,560.344 1819.25,548.072 1819.44,517.392 1819.63,597.161 1819.83,584.889 1820.02,572.617 1820.21,523.528 1820.41,584.889 1820.6,449.895 \n",
" 1820.8,505.119 1820.99,554.208 1821.18,560.344 1821.38,548.072 1821.57,548.072 1821.76,597.161 1821.96,597.161 1822.15,603.297 1822.34,615.569 1822.54,572.617 \n",
" 1822.73,627.841 1822.92,609.433 1823.12,640.114 1823.31,609.433 1823.51,689.202 1823.7,633.977 1823.89,633.977 1824.09,554.208 1824.28,646.25 1824.47,627.841 \n",
" 1824.67,584.889 1824.86,541.936 1825.05,584.889 1825.25,517.392 1825.44,572.617 1825.63,578.753 1825.83,511.256 1826.02,529.664 1826.22,560.344 1826.41,627.841 \n",
" 1826.6,627.841 1826.8,603.297 1826.99,633.977 1827.18,572.617 1827.38,627.841 1827.57,566.48 1827.76,584.889 1827.96,603.297 1828.15,627.841 1828.34,578.753 \n",
" 1828.54,548.072 1828.73,505.119 1828.92,584.889 1829.12,584.889 1829.31,554.208 1829.51,498.983 1829.7,572.617 1829.89,474.439 1830.09,548.072 1830.28,578.753 \n",
" 1830.47,566.48 1830.67,548.072 1830.86,541.936 1831.05,584.889 1831.25,633.977 1831.44,584.889 1831.63,603.297 1831.83,554.208 1832.02,621.705 1832.22,572.617 \n",
" 1832.41,615.569 1832.6,560.344 1832.8,584.889 1832.99,535.8 1833.18,535.8 1833.38,505.119 1833.57,560.344 1833.76,554.208 1833.96,572.617 1834.15,548.072 \n",
" 1834.34,609.433 1834.54,449.895 1834.73,548.072 1834.93,578.753 1835.12,541.936 1835.31,486.711 1835.51,492.847 1835.7,603.297 1835.89,646.25 1836.09,591.025 \n",
" 1836.28,584.889 1836.47,517.392 1836.67,597.161 1836.86,584.889 1837.05,615.569 1837.25,560.344 1837.44,609.433 1837.63,554.208 1837.83,554.208 1838.02,505.119 \n",
" 1838.22,517.392 1838.41,535.8 1838.6,492.847 1838.8,456.031 1838.99,480.575 1839.18,468.303 1839.38,554.208 1839.57,523.528 1839.76,541.936 1839.96,480.575 \n",
" 1840.15,492.847 1840.34,609.433 1840.54,578.753 1840.73,603.297 1840.93,609.433 1841.12,566.48 1841.31,640.114 1841.51,603.297 1841.7,646.25 1841.89,597.161 \n",
" 1842.09,658.522 1842.28,578.753 1842.47,627.841 1842.67,505.119 1842.86,597.161 1843.05,560.344 1843.25,609.433 1843.44,591.025 1843.64,560.344 1843.83,529.664 \n",
" 1844.02,584.889 1844.22,505.119 1844.41,615.569 1844.6,517.392 1844.8,511.256 1844.99,578.753 1845.18,597.161 1845.38,566.48 1845.57,633.977 1845.76,529.664 \n",
" 1845.96,603.297 1846.15,560.344 1846.34,603.297 1846.54,572.617 1846.73,572.617 1846.93,578.753 1847.12,572.617 1847.31,511.256 1847.51,584.889 1847.7,554.208 \n",
" 1847.89,615.569 1848.09,554.208 1848.28,529.664 1848.47,505.119 1848.67,541.936 1848.86,529.664 1849.05,505.119 1849.25,523.528 1849.44,474.439 1849.64,572.617 \n",
" 1849.83,591.025 1850.02,603.297 1850.22,615.569 1850.41,548.072 1850.6,609.433 1850.8,591.025 1850.99,609.433 1851.18,578.753 1851.38,627.841 1851.57,554.208 \n",
" 1851.76,529.664 1851.96,529.664 1852.15,572.617 1852.35,541.936 1852.54,609.433 1852.73,572.617 1852.93,615.569 1853.12,511.256 1853.31,541.936 1853.51,603.297 \n",
" 1853.7,529.664 1853.89,517.392 1854.09,517.392 1854.28,627.841 1854.47,609.433 1854.67,609.433 1854.86,609.433 1855.05,523.528 1855.25,615.569 1855.44,597.161 \n",
" 1855.64,609.433 1855.83,554.208 1856.02,658.522 1856.22,591.025 1856.41,572.617 1856.6,498.983 1856.8,584.889 1856.99,560.344 1857.18,578.753 1857.38,505.119 \n",
" 1857.57,517.392 1857.76,492.847 1857.96,535.8 1858.15,492.847 1858.35,578.753 1858.54,541.936 1858.73,529.664 1858.93,603.297 1859.12,578.753 1859.31,535.8 \n",
" 1859.51,572.617 1859.7,505.119 1859.89,584.889 1860.09,560.344 1860.28,633.977 1860.47,572.617 1860.67,670.794 1860.86,597.161 1861.06,597.161 1861.25,498.983 \n",
" 1861.44,554.208 1861.64,560.344 1861.83,578.753 1862.02,548.072 1862.22,554.208 1862.41,523.528 1862.6,584.889 1862.8,560.344 1862.99,603.297 1863.18,511.256 \n",
" 1863.38,554.208 1863.57,591.025 1863.76,603.297 1863.96,591.025 1864.15,609.433 1864.35,498.983 1864.54,609.433 1864.73,578.753 1864.93,640.114 1865.12,578.753 \n",
" 1865.31,609.433 1865.51,554.208 1865.7,584.889 1865.89,535.8 1866.09,554.208 1866.28,584.889 1866.47,572.617 1866.67,517.392 1866.86,529.664 1867.06,505.119 \n",
" 1867.25,566.48 1867.44,535.8 1867.64,523.528 1867.83,523.528 1868.02,498.983 1868.22,584.889 1868.41,609.433 1868.6,597.161 1868.8,633.977 1868.99,572.617 \n",
" 1869.18,633.977 1869.38,627.841 1869.57,676.93 1869.77,670.794 1869.96,652.386 1870.15,603.297 1870.35,615.569 1870.54,535.8 1870.73,609.433 1870.93,640.114 \n",
" 1871.12,633.977 1871.31,597.161 1871.51,652.386 1871.7,560.344 1871.89,664.658 1872.09,633.977 1872.28,646.25 1872.47,572.617 1872.67,591.025 1872.86,627.841 \n",
" 1873.06,640.114 1873.25,597.161 1873.44,652.386 1873.64,541.936 1873.83,664.658 1874.02,652.386 1874.22,719.883 1874.41,695.338 1874.6,744.427 1874.8,633.977 \n",
" 1874.99,652.386 1875.18,554.208 1875.38,646.25 1875.57,683.066 1875.77,658.522 1875.96,584.889 1876.15,566.48 1876.35,560.344 1876.54,578.753 1876.73,572.617 \n",
" 1876.93,584.889 1877.12,541.936 1877.31,548.072 1877.51,603.297 1877.7,646.25 1877.89,633.977 1878.09,658.522 1878.28,621.705 1878.48,633.977 1878.67,597.161 \n",
" 1878.86,603.297 1879.06,584.889 1879.25,609.433 1879.44,554.208 1879.64,566.48 1879.83,511.256 1880.02,566.48 1880.22,554.208 1880.41,523.528 1880.6,498.983 \n",
" 1880.8,591.025 1880.99,468.303 1881.18,480.575 1881.38,554.208 1881.57,566.48 1881.77,511.256 1881.96,554.208 1882.15,603.297 1882.35,609.433 1882.54,627.841 \n",
" 1882.73,646.25 1882.93,627.841 1883.12,670.794 1883.31,621.705 1883.51,683.066 1883.7,664.658 1883.89,695.338 1884.09,633.977 1884.28,627.841 1884.48,572.617 \n",
" 1884.67,621.705 1884.86,627.841 1885.06,621.705 1885.25,554.208 1885.44,615.569 1885.64,480.575 1885.83,621.705 1886.02,572.617 1886.22,554.208 1886.41,529.664 \n",
" 1886.6,529.664 1886.8,566.48 1886.99,591.025 1887.19,578.753 1887.38,597.161 1887.57,621.705 1887.77,689.202 1887.96,627.841 1888.15,670.794 1888.35,633.977 \n",
" 1888.54,683.066 1888.73,578.753 1888.93,572.617 1889.12,517.392 1889.31,609.433 1889.51,597.161 1889.7,597.161 1889.89,468.303 1890.09,541.936 1890.28,437.622 \n",
" 1890.48,517.392 1890.67,529.664 1890.86,554.208 1891.06,517.392 1891.25,505.119 1891.44,578.753 1891.64,615.569 1891.83,597.161 1892.02,615.569 1892.22,529.664 \n",
" 1892.41,615.569 1892.6,615.569 1892.8,664.658 1892.99,646.25 1893.19,652.386 1893.38,572.617 1893.57,578.753 1893.77,498.983 1893.96,529.664 1894.15,541.936 \n",
" 1894.35,566.48 1894.54,492.847 1894.73,560.344 1894.93,419.214 1895.12,517.392 1895.31,572.617 1895.51,535.8 1895.7,535.8 1895.9,554.208 1896.09,591.025 \n",
" 1896.28,609.433 1896.48,591.025 1896.67,615.569 1896.86,548.072 1897.06,597.161 1897.25,572.617 1897.44,640.114 1897.64,609.433 1897.83,640.114 1898.02,584.889 \n",
" 1898.22,615.569 1898.41,535.8 1898.6,615.569 1898.8,591.025 1898.99,615.569 1899.19,548.072 1899.38,572.617 1899.57,529.664 1899.77,591.025 1899.96,578.753 \n",
" 1900.15,541.936 1900.35,511.256 1900.54,511.256 1900.73,609.433 1900.93,627.841 1901.12,609.433 1901.31,615.569 1901.51,535.8 1901.7,633.977 1901.9,554.208 \n",
" \n",
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"</svg>\n"
]
},
"execution_count": 46,
"metadata": {},
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}
],
"source": [
"regpipeline = Pipeline(Dict(\n",
" :transformers => [regularfilecsv,valgator,valnner,mono,pltr]\n",
" )\n",
")\n",
"\n",
"fit!(regpipeline)\n",
"transform!(regpipeline)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot of regular TS with outlier normalization"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
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" 391.259,854.769 391.448,655.831 391.637,1020.55 391.826,821.613 392.016,589.518 392.205,639.252 392.394,688.987 392.583,390.579 392.773,556.361 392.962,572.939 \n",
" 393.151,539.783 393.34,672.409 393.53,688.987 393.719,688.987 393.908,771.878 394.097,937.66 394.286,788.456 394.476,755.3 394.665,937.66 394.854,821.613 \n",
" 395.043,871.347 395.233,921.082 395.422,838.191 395.611,755.3 395.8,921.082 395.99,821.613 396.179,937.66 396.368,755.3 396.557,639.252 396.746,722.143 \n",
" 396.936,970.817 397.125,622.674 397.314,589.518 397.503,755.3 397.693,722.143 397.882,490.048 398.071,423.735 398.26,423.735 398.45,539.783 398.639,788.456 \n",
" 398.828,821.613 399.017,722.143 399.206,838.191 399.396,821.613 399.585,887.926 399.774,921.082 399.963,838.191 400.153,854.769 400.342,1003.97 400.531,589.518 \n",
" 400.72,954.239 400.91,705.565 401.099,705.565 401.288,854.769 401.477,904.504 401.666,738.722 401.856,523.205 402.045,572.939 402.234,688.987 402.423,639.252 \n",
" 402.613,556.361 402.802,556.361 402.991,639.252 403.18,904.504 403.37,954.239 403.559,738.722 403.748,821.613 403.937,755.3 404.127,705.565 404.316,722.143 \n",
" 404.505,954.239 404.694,854.769 404.883,1003.97 405.073,821.613 405.262,738.722 405.451,655.831 405.64,655.831 405.83,871.347 406.019,921.082 406.208,539.783 \n",
" 406.397,688.987 406.587,672.409 406.776,622.674 406.965,738.722 407.154,722.143 407.343,755.3 407.533,539.783 407.722,854.769 407.911,771.878 408.1,954.239 \n",
" 408.29,921.082 408.479,887.926 408.668,904.504 408.857,921.082 409.047,821.613 409.236,987.395 409.425,937.66 409.614,606.096 409.803,688.987 409.993,622.674 \n",
" 410.182,606.096 410.371,921.082 410.56,1003.97 410.75,556.361 410.939,473.47 411.128,805.035 411.317,672.409 411.507,639.252 411.696,722.143 411.885,440.314 \n",
" 412.074,506.627 412.263,871.347 412.453,954.239 412.642,970.817 412.831,970.817 413.02,854.769 413.21,821.613 413.399,738.722 413.588,854.769 413.777,688.987 \n",
" 413.967,871.347 414.156,738.722 414.345,921.082 414.534,672.409 414.723,639.252 414.913,871.347 415.102,688.987 415.291,705.565 415.48,556.361 415.67,606.096 \n",
" 415.859,606.096 416.048,606.096 416.237,788.456 416.427,771.878 416.616,688.987 416.805,730.433 416.994,771.878 417.184,672.409 417.373,854.769 417.562,738.722 \n",
" 417.751,829.902 417.94,921.082 418.13,854.769 418.319,871.347 418.508,805.035 418.697,887.926 418.887,904.504 419.076,887.926 419.265,655.831 419.454,771.878 \n",
" 419.644,821.613 419.833,655.831 420.022,639.252 420.211,738.722 420.4,572.939 420.59,738.722 420.779,738.722 420.968,722.143 421.157,622.674 421.347,805.035 \n",
" 421.536,755.3 421.725,970.817 421.914,1020.55 422.104,871.347 422.293,904.504 422.482,937.66 422.671,854.769 422.86,904.504 423.05,838.191 423.239,771.878 \n",
" 423.428,887.926 423.617,771.878 423.807,655.831 423.996,1020.55 424.185,962.528 424.374,904.504 424.564,539.783 424.753,622.674 424.942,655.831 425.131,506.627 \n",
" 425.32,688.987 425.51,738.722 425.699,788.456 425.888,838.191 426.077,738.722 426.267,838.191 426.456,763.589 426.645,688.987 426.834,854.769 427.024,688.987 \n",
" 427.213,738.722 427.402,688.987 427.591,796.745 427.78,904.504 427.97,821.613 428.159,688.987 428.348,639.252 428.537,771.878 428.727,854.769 428.916,456.892 \n",
" 429.105,556.361 429.294,556.361 429.484,606.096 429.673,788.456 429.862,655.831 430.051,688.987 430.24,738.722 430.43,705.565 430.619,738.722 430.808,871.347 \n",
" 430.997,937.66 431.187,838.191 431.376,896.215 431.565,954.239 431.754,622.674 431.944,738.722 432.133,672.409 432.322,523.205 432.511,490.048 432.701,539.783 \n",
" 432.89,440.314 433.079,639.252 433.268,805.035 433.457,821.613 433.647,688.987 433.836,523.205 434.025,556.361 434.214,921.082 434.404,738.722 434.593,490.048 \n",
" 434.782,639.252 434.971,871.347 435.161,738.722 435.35,921.082 435.539,954.239 435.728,904.504 435.917,987.395 436.107,838.191 436.296,672.409 436.485,838.191 \n",
" 436.674,688.987 436.864,490.048 437.053,639.252 437.242,423.735 437.431,506.627 437.621,871.347 437.81,954.239 437.999,887.926 438.188,738.722 438.377,440.314 \n",
" 438.567,904.504 438.756,970.817 438.945,655.831 439.134,374.001 439.324,572.939 439.513,771.878 439.702,937.66 439.891,788.456 440.081,838.191 440.27,887.926 \n",
" 440.459,813.324 440.648,738.722 440.837,805.035 441.027,904.504 441.216,987.395 441.405,821.613 441.594,821.613 441.784,788.456 441.973,473.47 442.162,755.3 \n",
" 442.351,838.191 442.541,407.157 442.73,506.627 442.919,523.205 443.108,705.565 443.297,572.939 443.487,572.939 443.676,539.783 443.865,572.939 444.054,589.518 \n",
" 444.244,722.143 444.433,738.722 444.622,805.035 444.811,871.347 445.001,887.926 445.19,805.035 445.379,639.252 445.568,738.722 445.758,788.456 445.947,622.674 \n",
" 446.136,539.783 446.325,722.143 446.514,572.939 446.704,854.769 446.893,1003.97 447.082,722.143 447.271,572.939 447.461,407.157 447.65,456.892 447.839,622.674 \n",
" 448.028,589.518 448.218,606.096 448.407,556.361 448.596,904.504 448.785,705.565 448.974,788.456 449.164,937.66 449.353,921.082 449.542,1020.55 449.731,970.817 \n",
" 449.921,838.191 450.11,722.143 450.299,829.902 450.488,937.66 450.678,904.504 450.867,622.674 451.056,572.939 451.245,705.565 451.434,805.035 451.624,539.783 \n",
" 451.813,523.205 452.002,473.47 452.191,572.939 452.381,639.252 452.57,771.878 452.759,771.878 452.948,523.205 453.138,788.456 453.327,771.878 453.516,805.035 \n",
" 453.705,1003.97 453.894,821.613 454.084,987.395 454.273,871.347 454.462,705.565 454.651,639.252 454.841,970.817 455.03,423.735 455.219,904.504 455.408,456.892 \n",
" 455.598,655.831 455.787,755.3 455.976,556.361 456.165,871.347 456.354,539.783 456.544,407.157 456.733,572.939 456.922,523.205 457.111,572.939 457.301,572.939 \n",
" 457.49,539.783 457.679,705.565 457.868,755.3 458.058,738.722 458.247,904.504 458.436,821.613 458.625,987.395 458.814,937.66 459.004,589.518 459.193,705.565 \n",
" 459.382,921.082 459.571,805.035 459.761,755.3 459.95,771.878 460.139,374.001 460.328,572.939 460.518,639.252 460.707,390.579 460.896,572.939 461.085,357.423 \n",
" 461.275,572.939 461.464,490.048 461.653,589.518 461.842,506.627 462.031,639.252 462.221,887.926 462.41,722.143 462.599,887.926 462.788,1003.97 462.978,755.3 \n",
" 463.167,838.191 463.356,921.082 463.545,755.3 463.735,854.769 463.924,904.504 464.113,556.361 464.302,705.565 464.491,788.456 464.681,722.143 464.87,755.3 \n",
" 465.059,871.347 465.248,655.831 465.438,655.831 465.627,490.048 465.816,556.361 466.005,589.518 466.195,440.314 466.384,456.892 466.573,523.205 466.762,755.3 \n",
" 466.951,722.143 467.141,622.674 467.33,705.565 467.519,622.674 467.708,854.769 467.898,705.565 468.087,771.878 468.276,539.783 468.465,722.143 468.655,390.579 \n",
" 468.844,606.096 469.033,606.096 469.222,473.47 469.411,622.674 469.601,440.314 469.79,390.579 469.979,539.783 470.168,423.735 470.358,572.939 470.547,523.205 \n",
" 470.736,473.47 470.925,456.892 471.115,523.205 471.304,655.831 471.493,738.722 471.682,805.035 471.871,788.456 472.061,887.926 472.25,887.926 472.439,771.878 \n",
" 472.628,788.456 472.818,854.769 473.007,970.817 473.196,622.674 473.385,954.239 473.575,771.878 473.764,506.627 473.953,838.191 474.142,655.831 474.332,490.048 \n",
" 474.521,589.518 474.71,523.205 474.899,589.518 475.088,639.252 475.278,672.409 475.467,688.987 475.656,788.456 475.845,871.347 476.035,755.3 476.224,904.504 \n",
" 476.413,1003.97 476.602,805.035 476.792,987.395 476.981,887.926 477.17,755.3 477.359,954.239 477.548,747.011 477.738,539.783 477.927,771.878 478.116,639.252 \n",
" 478.305,622.674 478.495,771.878 478.684,854.769 478.873,606.096 479.062,589.518 479.252,572.939 479.441,589.518 479.63,490.048 479.819,556.361 480.008,688.987 \n",
" 480.198,473.47 480.387,788.456 480.576,672.409 480.765,805.035 480.955,871.347 481.144,854.769 481.333,954.239 481.522,821.613 481.712,672.409 481.901,771.878 \n",
" 482.09,954.239 482.279,821.613 482.468,937.66 482.658,755.3 482.847,539.783 483.036,722.143 483.225,539.783 483.415,407.157 483.604,539.783 483.793,340.844 \n",
" 483.982,606.096 484.172,655.831 484.361,407.157 484.55,523.205 484.739,490.048 484.928,655.831 485.118,788.456 485.307,738.722 485.496,937.66 485.685,705.565 \n",
" 485.875,838.191 486.064,821.613 486.253,539.783 486.442,771.878 486.632,838.191 486.821,705.565 487.01,1020.55 487.199,722.143 487.388,456.892 487.578,672.409 \n",
" 487.767,490.048 487.956,688.987 488.145,639.252 488.335,340.844 488.524,506.627 488.713,456.892 488.902,423.735 489.092,456.892 489.281,473.47 489.47,705.565 \n",
" 489.659,755.3 489.849,539.783 490.038,738.722 490.227,639.252 490.416,755.3 490.605,655.831 490.795,738.722 490.984,705.565 491.173,1003.97 491.362,490.048 \n",
" 491.552,838.191 491.741,771.878 491.93,572.939 492.119,688.987 492.309,622.674 492.498,423.735 492.687,572.939 492.876,324.266 493.065,705.565 493.255,523.205 \n",
" 493.444,672.409 493.633,788.456 493.822,622.674 494.012,755.3 494.201,755.3 494.39,705.565 494.579,655.831 494.769,655.831 494.958,805.035 495.147,722.143 \n",
" 495.336,871.347 495.525,572.939 495.715,937.66 495.904,506.627 496.093,987.395 496.282,821.613 496.472,539.783 496.661,606.096 496.85,456.892 497.039,390.579 \n",
" 497.229,506.627 497.418,374.001 497.607,572.939 497.796,523.205 497.985,556.361 498.175,539.783 498.364,572.939 498.553,887.926 498.742,655.831 498.932,788.456 \n",
" 499.121,655.831 499.31,705.565 499.499,838.191 499.689,805.035 499.878,788.456 500.067,771.878 500.256,954.239 500.445,705.565 500.635,921.082 500.824,639.252 \n",
" 501.013,523.205 501.202,722.143 501.392,539.783 501.581,390.579 501.77,506.627 501.959,224.797 502.149,539.783 502.338,440.314 502.527,390.579 502.716,374.001 \n",
" 502.906,407.157 503.095,738.722 503.284,705.565 503.473,722.143 503.662,755.3 503.852,805.035 504.041,838.191 504.23,755.3 504.419,854.769 504.609,755.3 \n",
" 504.798,821.613 504.987,788.456 505.176,937.66 505.366,589.518 505.555,672.409 505.744,722.143 505.933,788.456 506.122,821.613 506.312,523.205 506.501,506.627 \n",
" 506.69,639.252 506.879,589.518 507.069,539.783 507.258,572.939 507.447,456.892 507.636,805.035 507.826,838.191 508.015,921.082 508.204,846.48 508.393,771.878 \n",
" 508.582,904.504 508.772,921.082 508.961,805.035 509.15,904.504 509.339,1003.97 509.529,639.252 509.718,937.66 509.907,738.722 510.096,622.674 510.286,672.409 \n",
" 510.475,705.565 510.664,639.252 510.853,672.409 511.042,473.47 511.232,572.939 511.421,506.627 511.61,606.096 511.799,556.361 511.989,473.47 512.178,788.456 \n",
" 512.367,805.035 512.556,755.3 512.746,987.395 512.935,821.613 513.124,821.613 513.313,821.613 513.502,854.769 513.692,738.722 513.881,854.769 514.07,788.456 \n",
" 514.259,937.66 514.449,688.987 514.638,606.096 514.827,771.878 515.016,987.395 515.206,672.409 515.395,490.048 515.584,440.314 515.773,556.361 515.962,572.939 \n",
" 516.152,490.048 516.341,655.831 516.53,722.143 516.719,755.3 516.909,821.613 517.098,771.878 517.287,954.239 517.476,838.191 517.666,1003.97 517.855,904.504 \n",
" 518.044,738.722 518.233,788.456 518.423,904.504 518.612,788.456 518.801,987.395 518.99,722.143 519.179,639.252 519.369,954.239 519.558,788.456 519.747,589.518 \n",
" 519.936,572.939 520.126,556.361 520.315,589.518 520.504,456.892 520.693,473.47 520.883,490.048 521.072,838.191 521.261,622.674 521.45,821.613 521.639,904.504 \n",
" 521.829,1003.97 522.018,887.926 522.207,954.239 522.396,1003.97 522.586,805.035 522.775,871.347 522.964,1020.55 523.153,771.878 523.343,987.395 523.532,771.878 \n",
" 523.721,572.939 523.91,655.831 524.099,672.409 524.289,871.347 524.478,589.518 524.667,473.47 524.856,589.518 525.046,556.361 525.235,523.205 525.424,539.783 \n",
" 525.613,556.361 525.803,854.769 525.992,788.456 526.181,854.769 526.37,954.239 526.559,838.191 526.749,788.456 526.938,738.722 527.127,821.613 527.316,887.926 \n",
" 527.506,821.613 527.695,755.3 527.884,970.817 528.073,523.205 528.263,523.205 528.452,838.191 528.641,556.361 528.83,755.3 529.019,523.205 529.209,556.361 \n",
" 529.398,556.361 529.587,738.722 529.776,606.096 529.966,456.892 530.155,506.627 530.344,738.722 530.533,805.035 530.723,722.143 530.912,970.817 531.101,788.456 \n",
" 531.29,788.456 531.48,788.456 531.669,838.191 531.858,954.239 532.047,755.3 532.236,738.722 532.426,805.035 532.615,755.3 532.804,688.987 532.993,755.3 \n",
" 533.183,738.722 533.372,738.722 533.561,688.987 533.75,423.735 533.94,506.627 534.129,556.361 534.318,473.47 534.507,556.361 534.696,506.627 534.886,639.252 \n",
" 535.075,705.565 535.264,722.143 535.453,937.66 535.643,838.191 535.832,987.395 536.021,921.082 536.21,771.878 536.4,805.035 536.589,1003.97 536.778,771.878 \n",
" 536.967,705.565 537.156,490.048 537.346,655.831 537.535,755.3 537.724,805.035 537.913,589.518 538.103,639.252 538.292,440.314 538.481,456.892 538.67,655.831 \n",
" 538.86,589.518 539.049,473.47 539.238,589.518 539.427,639.252 539.616,771.878 539.806,788.456 539.995,937.66 540.184,854.769 540.373,780.167 540.563,705.565 \n",
" 540.752,805.035 540.941,921.082 541.13,788.456 541.32,606.096 541.509,688.987 541.698,639.252 541.887,606.096 542.076,738.722 542.266,821.613 542.455,688.987 \n",
" 542.644,556.361 542.833,456.892 543.023,506.627 543.212,374.001 543.401,324.266 543.59,423.735 543.78,589.518 543.969,655.831 544.158,622.674 544.347,755.3 \n",
" 544.536,904.504 544.726,539.783 544.915,771.878 545.104,871.347 545.293,821.613 545.483,838.191 545.672,788.456 545.861,738.722 546.05,639.252 546.24,506.627 \n",
" 546.429,622.674 546.618,921.082 546.807,722.143 546.997,688.987 547.186,738.722 547.375,440.314 547.564,556.361 547.753,639.252 547.943,572.939 548.132,523.205 \n",
" 548.321,539.783 548.51,655.831 548.7,672.409 548.889,688.987 549.078,937.66 549.267,788.456 549.457,854.769 549.646,921.082 549.835,805.035 550.024,904.504 \n",
" 550.213,970.817 550.403,788.456 550.592,954.239 550.781,705.565 550.97,639.252 551.16,688.987 551.349,705.565 551.538,655.831 551.727,606.096 551.917,722.143 \n",
" 552.106,572.939 552.295,589.518 552.484,456.892 552.673,606.096 552.863,473.47 553.052,572.939 553.241,606.096 553.43,655.831 553.62,970.817 553.809,805.035 \n",
" 553.998,838.191 554.187,871.347 554.377,688.987 554.566,871.347 554.755,813.324 554.944,755.3 555.133,805.035 555.323,771.878 555.512,606.096 555.701,755.3 \n",
" 555.89,722.143 556.08,589.518 556.269,473.47 556.458,423.735 556.647,556.361 556.837,291.11 557.026,291.11 557.215,357.423 557.404,423.735 557.593,473.47 \n",
" 557.783,688.987 557.972,738.722 558.161,738.722 558.35,622.674 558.54,854.769 558.729,871.347 558.918,838.191 559.107,854.769 559.297,838.191 559.486,821.613 \n",
" 559.675,755.3 559.864,771.878 560.054,523.205 560.243,506.627 560.432,672.409 560.621,539.783 560.81,440.314 561,175.062 561.189,456.892 561.378,407.157 \n",
" 561.567,340.844 561.757,390.579 561.946,407.157 562.135,622.674 562.324,655.831 562.514,589.518 562.703,688.987 562.892,722.143 563.081,1003.97 563.27,854.769 \n",
" 563.46,705.565 563.649,639.252 563.838,871.347 564.027,738.722 564.217,788.456 564.406,606.096 564.595,539.783 564.784,589.518 564.974,357.423 565.163,241.375 \n",
" 565.352,390.579 565.541,257.953 565.73,572.939 565.92,357.423 566.109,274.531 566.298,340.844 566.487,407.157 566.677,655.831 566.866,722.143 567.055,771.878 \n",
" 567.244,921.082 567.434,904.504 567.623,937.66 567.812,672.409 568.001,755.3 568.19,838.191 568.38,954.239 568.569,606.096 568.758,771.878 568.947,572.939 \n",
" 569.137,490.048 569.326,655.831 569.515,556.361 569.704,175.062 569.894,440.314 570.083,324.266 570.272,556.361 570.461,374.001 570.65,257.953 570.84,407.157 \n",
" 571.029,688.987 571.218,672.409 571.407,622.674 571.597,556.361 571.786,755.3 571.975,771.878 572.164,987.395 572.354,921.082 572.543,688.987 572.732,705.565 \n",
" 572.921,821.613 573.11,738.722 573.3,722.143 573.489,606.096 573.678,407.157 573.867,423.735 574.057,556.361 574.246,456.892 574.435,539.783 574.624,423.735 \n",
" 574.814,672.409 575.003,340.844 575.192,291.11 575.381,307.688 575.571,407.157 575.76,688.987 575.949,738.722 576.138,738.722 576.327,937.66 576.517,738.722 \n",
" 576.706,672.409 576.895,738.722 577.084,771.878 577.274,887.926 577.463,705.565 577.652,854.769 577.841,738.722 578.031,589.518 578.22,523.205 578.409,639.252 \n",
" 578.598,622.674 578.787,374.001 578.977,523.205 579.166,108.749 579.355,241.375 579.544,208.219 579.734,191.64 579.923,324.266 580.112,407.157 580.301,456.892 \n",
" 580.491,622.674 580.68,821.613 580.869,921.082 581.058,473.47 581.247,838.191 581.437,821.613 581.626,672.409 581.815,639.252 582.004,887.926 582.194,688.987 \n",
" 582.383,805.035 582.572,705.565 582.761,556.361 582.951,589.518 583.14,374.001 583.329,506.627 583.518,357.423 583.707,241.375 583.897,324.266 584.086,208.219 \n",
" 584.275,324.266 584.464,423.735 584.654,407.157 584.843,705.565 585.032,655.831 585.221,639.252 585.411,954.239 585.6,821.613 585.789,805.035 585.978,473.47 \n",
" 586.167,589.518 586.357,755.3 586.546,887.926 586.735,589.518 586.924,606.096 587.114,423.735 587.303,374.001 587.492,423.735 587.681,606.096 587.871,407.157 \n",
" 588.06,324.266 588.249,158.484 588.438,440.314 588.627,556.361 588.817,672.409 589.006,639.252 589.195,672.409 589.384,904.504 589.574,639.252 589.763,622.674 \n",
" 589.952,838.191 590.141,688.987 590.331,722.143 590.52,838.191 590.709,688.987 590.898,622.674 591.088,854.769 591.277,490.048 591.466,523.205 591.655,407.157 \n",
" 591.844,357.423 592.034,473.47 592.223,655.831 592.412,175.062 592.601,423.735 592.791,125.328 592.98,456.892 593.169,589.518 593.358,572.939 593.548,291.11 \n",
" 593.737,374.001 593.926,871.347 594.115,672.409 594.304,738.722 594.494,937.66 594.683,556.361 594.872,887.926 595.061,821.613 595.251,722.143 595.44,688.987 \n",
" 595.629,805.035 595.818,705.565 596.008,722.143 596.197,572.939 596.386,357.423 596.575,490.048 596.764,506.627 596.954,357.423 597.143,473.47 597.332,274.531 \n",
" 597.521,473.47 597.711,473.47 597.9,456.892 598.089,705.565 598.278,606.096 598.468,672.409 598.657,738.722 598.846,821.613 599.035,970.817 599.224,821.613 \n",
" 599.414,1003.97 599.603,854.769 599.792,854.769 599.981,871.347 600.171,722.143 600.36,423.735 600.549,606.096 600.738,506.627 600.928,539.783 601.117,456.892 \n",
" 601.306,688.987 601.495,390.579 601.684,655.831 601.874,340.844 602.063,622.674 602.252,506.627 602.441,456.892 602.631,490.048 602.82,705.565 603.009,705.565 \n",
" 603.198,771.878 603.388,821.613 603.577,970.817 603.766,887.926 603.955,987.395 604.145,887.926 604.334,771.878 604.523,788.456 604.712,838.191 604.901,606.096 \n",
" 605.091,755.3 605.28,639.252 605.469,572.939 605.658,655.831 605.848,755.3 606.037,390.579 606.226,506.627 606.415,523.205 606.605,556.361 606.794,506.627 \n",
" 606.983,589.518 607.172,672.409 607.361,539.783 607.551,937.66 607.74,788.456 607.929,738.722 608.118,987.395 608.308,887.926 608.497,912.793 608.686,937.66 \n",
" 608.875,788.456 609.065,838.191 609.254,887.926 609.443,556.361 609.632,838.191 609.821,688.987 610.011,440.314 610.2,755.3 610.389,854.769 610.578,473.47 \n",
" 610.768,606.096 610.957,473.47 611.146,589.518 611.335,523.205 611.525,490.048 611.714,490.048 611.903,556.361 612.092,738.722 612.281,821.613 612.471,722.143 \n",
" 612.66,970.817 612.849,572.939 613.038,987.395 613.228,937.66 613.417,738.722 613.606,821.613 613.795,1003.97 613.985,805.035 614.174,871.347 614.363,506.627 \n",
" 614.552,606.096 614.741,688.987 614.931,854.769 615.12,556.361 615.309,473.47 615.498,440.314 615.688,506.627 615.877,589.518 616.066,539.783 616.255,440.314 \n",
" 616.445,672.409 616.634,854.769 616.823,523.205 617.012,672.409 617.201,887.926 617.391,805.035 617.58,887.926 617.769,672.409 617.958,788.456 618.148,904.504 \n",
" 618.337,1003.97 618.526,755.3 618.715,904.504 618.905,639.252 619.094,556.361 619.283,622.674 619.472,788.456 619.662,606.096 619.851,788.456 620.04,655.831 \n",
" 620.229,622.674 620.418,688.987 620.608,755.3 620.797,771.878 620.986,456.892 621.175,788.456 621.365,771.878 621.554,887.926 621.743,921.082 621.932,655.831 \n",
" 622.122,854.769 622.311,937.66 622.5,738.722 622.689,738.722 622.878,821.613 623.068,788.456 623.257,805.035 623.446,738.722 623.635,539.783 623.825,672.409 \n",
" 624.014,937.66 624.203,606.096 624.392,539.783 624.582,523.205 624.771,672.409 624.96,556.361 625.149,539.783 625.338,490.048 625.528,490.048 625.717,771.878 \n",
" 625.906,805.035 626.095,722.143 626.285,987.395 626.474,805.035 626.663,854.769 626.852,904.504 627.042,821.613 627.231,788.456 627.42,1003.97 627.609,738.722 \n",
" 627.798,1020.55 627.988,805.035 628.177,755.3 628.366,738.722 628.555,987.395 628.745,655.831 628.934,572.939 629.123,688.987 629.312,589.518 629.502,622.674 \n",
" 629.691,357.423 629.88,340.844 630.069,440.314 630.258,771.878 630.448,738.722 630.637,838.191 630.826,954.239 631.015,788.456 631.205,788.456 631.394,705.565 \n",
" 631.583,788.456 631.772,904.504 631.962,987.395 632.151,655.831 632.34,937.66 632.529,572.939 632.719,705.565 632.908,672.409 633.097,755.3 633.286,556.361 \n",
" 633.475,589.518 633.665,556.361 633.854,688.987 634.043,589.518 634.232,556.361 634.422,722.143 634.611,755.3 634.8,771.878 634.989,722.143 635.179,738.722 \n",
" 635.368,755.3 635.557,838.191 635.746,1003.97 635.935,921.082 636.125,738.722 636.314,788.456 636.503,887.926 636.692,821.613 636.882,887.926 637.071,606.096 \n",
" 637.26,572.939 637.449,755.3 637.639,788.456 637.828,539.783 638.017,655.831 638.206,440.314 638.395,523.205 638.585,672.409 638.774,473.47 638.963,688.987 \n",
" 639.152,506.627 639.342,738.722 639.531,705.565 639.72,921.082 639.909,672.409 640.099,821.613 640.288,747.011 640.477,672.409 640.666,821.613 640.855,821.613 \n",
" 641.045,1003.97 641.234,672.409 641.423,821.613 641.612,705.565 641.802,622.674 641.991,821.613 642.18,954.239 642.369,854.769 642.559,606.096 642.748,324.266 \n",
" 642.937,589.518 643.126,705.565 643.315,456.892 643.505,440.314 643.694,572.939 643.883,738.722 644.072,788.456 644.262,688.987 644.451,738.722 644.64,788.456 \n",
" 644.829,1020.55 645.019,921.082 645.208,854.769 645.397,688.987 645.586,788.456 645.775,407.157 645.965,738.722 646.154,589.518 646.343,589.518 646.532,738.722 \n",
" 646.722,854.769 646.911,838.191 647.1,506.627 647.289,705.565 647.479,639.252 647.668,606.096 647.857,606.096 648.046,589.518 648.236,440.314 648.425,738.722 \n",
" 648.614,622.674 648.803,788.456 648.992,970.817 649.182,771.878 649.371,987.395 649.56,887.926 649.749,788.456 649.939,805.035 650.128,970.817 650.317,672.409 \n",
" 650.506,722.143 650.696,224.797 650.885,456.892 651.074,639.252 651.263,738.722 651.452,456.892 651.642,556.361 651.831,340.844 652.02,788.456 652.209,639.252 \n",
" 652.399,473.47 652.588,456.892 652.777,407.157 652.966,705.565 653.156,722.143 653.345,688.987 653.534,755.3 653.723,854.769 653.912,987.395 654.102,904.504 \n",
" 654.291,722.143 654.48,722.143 654.669,771.878 654.859,722.143 655.048,755.3 655.237,324.266 655.426,407.157 655.616,539.783 655.805,838.191 655.994,506.627 \n",
" 656.183,556.361 656.372,291.11 656.562,655.831 656.751,572.939 656.94,556.361 657.129,456.892 657.319,722.143 657.508,821.613 657.697,788.456 657.886,854.769 \n",
" 658.076,821.613 658.265,788.456 658.454,738.722 658.643,904.504 658.832,771.878 659.022,821.613 659.211,639.252 659.4,556.361 659.589,722.143 659.779,606.096 \n",
" 659.968,374.001 660.157,340.844 660.346,755.3 660.536,738.722 660.725,755.3 660.914,191.64 661.103,572.939 661.293,688.987 661.482,506.627 661.671,622.674 \n",
" 661.86,755.3 662.049,639.252 662.239,589.518 662.428,738.722 662.617,937.66 662.806,854.769 662.996,954.239 663.185,821.613 663.374,805.035 663.563,755.3 \n",
" 663.753,755.3 663.942,622.674 664.131,821.613 664.32,357.423 664.509,490.048 664.699,622.674 664.888,688.987 665.077,390.579 665.266,572.939 665.456,423.735 \n",
" 665.645,639.252 665.834,622.674 666.023,423.735 666.213,606.096 666.402,622.674 666.591,490.048 666.78,655.831 666.969,622.674 667.159,887.926 667.348,788.456 \n",
" 667.537,970.817 667.726,788.456 667.916,688.987 668.105,672.409 668.294,821.613 668.483,572.939 668.673,490.048 668.862,390.579 669.051,523.205 669.24,722.143 \n",
" 669.429,722.143 669.619,688.987 669.808,506.627 669.997,490.048 670.186,622.674 670.376,506.627 670.565,340.844 670.754,639.252 670.943,705.565 671.133,539.783 \n",
" 671.322,539.783 671.511,523.205 671.7,771.878 671.889,755.3 672.079,904.504 672.268,639.252 672.457,805.035 672.646,705.565 672.836,805.035 673.025,771.878 \n",
" 673.214,639.252 673.403,539.783 673.593,506.627 673.782,639.252 673.971,672.409 674.16,490.048 674.349,572.939 674.539,274.531 674.728,523.205 674.917,208.219 \n",
" 675.106,407.157 675.296,456.892 675.485,490.048 675.674,622.674 675.863,606.096 676.053,456.892 676.242,556.361 676.431,423.735 676.62,688.987 676.81,688.987 \n",
" 676.999,688.987 677.188,755.3 677.377,688.987 677.566,705.565 677.756,664.12 677.945,622.674 678.134,589.518 678.323,738.722 678.513,805.035 678.702,456.892 \n",
" 678.891,473.47 679.08,539.783 679.27,490.048 679.459,390.579 679.648,589.518 679.837,523.205 680.026,639.252 680.216,523.205 680.405,523.205 680.594,556.361 \n",
" 680.783,639.252 680.973,821.613 681.162,987.395 681.351,887.926 681.54,738.722 681.73,871.347 681.919,688.987 682.108,738.722 682.297,688.987 682.486,539.783 \n",
" 682.676,423.735 682.865,506.627 683.054,705.565 683.243,572.939 683.433,539.783 683.622,473.47 683.811,639.252 684,589.518 684.19,523.205 684.379,440.314 \n",
" 684.568,456.892 684.757,589.518 684.946,722.143 685.136,622.674 685.325,904.504 685.514,655.831 685.703,771.878 685.893,705.565 686.082,805.035 686.271,771.878 \n",
" 686.46,871.347 686.65,440.314 686.839,688.987 687.028,407.157 687.217,523.205 687.406,589.518 687.596,589.518 687.785,407.157 687.974,357.423 688.163,257.953 \n",
" 688.353,456.892 688.542,307.688 688.731,539.783 688.92,423.735 689.11,556.361 689.299,871.347 689.488,672.409 689.677,705.565 689.867,655.831 690.056,606.096 \n",
" 690.245,838.191 690.434,688.987 690.623,771.878 690.813,755.3 691.002,771.878 691.191,672.409 691.38,705.565 691.57,456.892 691.759,506.627 691.948,655.831 \n",
" 692.137,374.001 692.327,622.674 692.516,572.939 692.705,125.328 692.894,374.001 693.083,589.518 693.273,655.831 693.462,357.423 693.651,655.831 693.84,672.409 \n",
" 694.03,688.987 694.219,738.722 694.408,788.456 694.597,606.096 694.787,921.082 694.976,871.347 695.165,788.456 695.354,705.565 695.543,805.035 695.733,539.783 \n",
" 695.922,771.878 696.111,490.048 696.3,440.314 696.49,440.314 696.679,589.518 696.868,291.11 697.057,456.892 697.247,141.906 697.436,257.953 697.625,506.627 \n",
" 697.814,407.157 698.003,456.892 698.193,291.11 698.382,572.939 698.571,672.409 698.76,572.939 698.95,722.143 699.139,788.456 699.328,805.035 699.517,722.143 \n",
" 699.707,838.191 699.896,821.613 700.085,954.239 700.274,755.3 700.463,887.926 700.653,589.518 700.842,572.939 701.031,705.565 701.22,738.722 701.41,622.674 \n",
" 701.599,440.314 701.788,324.266 701.977,622.674 702.167,572.939 702.356,639.252 702.545,257.953 702.734,291.11 702.923,506.627 703.113,390.579 703.302,307.688 \n",
" 703.491,572.939 703.68,556.361 703.87,639.252 704.059,539.783 704.248,639.252 704.437,506.627 704.627,722.143 704.816,390.579 705.005,556.361 705.194,241.375 \n",
" 705.384,456.892 705.573,407.157 705.762,473.47 705.951,307.688 706.14,523.205 706.33,324.266 706.519,125.328 706.708,125.328 706.897,125.328 707.087,141.906 \n",
" 707.276,324.266 707.465,407.157 707.654,589.518 707.844,556.361 708.033,556.361 708.222,523.205 708.411,738.722 708.6,722.143 708.79,705.565 708.979,755.3 \n",
" 709.168,755.3 709.357,722.143 709.547,788.456 709.736,622.674 709.925,506.627 710.114,622.674 710.304,705.565 710.493,473.47 710.682,606.096 710.871,374.001 \n",
" 711.06,539.783 711.25,473.47 711.439,241.375 711.628,241.375 711.817,572.939 712.007,672.409 712.196,606.096 712.385,788.456 712.574,921.082 712.764,622.674 \n",
" 712.953,937.66 713.142,921.082 713.331,755.3 713.52,821.613 713.71,871.347 713.899,854.769 714.088,871.347 714.277,556.361 714.467,722.143 714.656,937.66 \n",
" 714.845,887.926 715.034,523.205 715.224,572.939 715.413,191.64 715.602,440.314 715.791,407.157 715.98,141.906 716.17,241.375 716.359,340.844 716.548,589.518 \n",
" 716.737,688.987 716.927,589.518 717.116,871.347 717.305,572.939 717.494,871.347 717.684,904.504 717.873,805.035 718.062,904.504 718.251,954.239 718.441,523.205 \n",
" 718.63,854.769 718.819,572.939 719.008,606.096 719.197,788.456 719.387,805.035 719.576,556.361 719.765,490.048 719.954,340.844 720.144,523.205 720.333,572.939 \n",
" 720.522,357.423 720.711,589.518 720.901,390.579 721.09,639.252 721.279,705.565 721.468,871.347 721.657,987.395 721.847,722.143 722.036,821.613 722.225,904.504 \n",
" 722.414,771.878 722.604,871.347 722.793,871.347 722.982,622.674 723.171,738.722 723.361,606.096 723.55,622.674 723.739,871.347 723.928,655.831 724.117,506.627 \n",
" 724.307,606.096 724.496,291.11 724.685,456.892 724.874,274.531 725.064,257.953 725.253,423.735 725.442,539.783 725.631,622.674 725.821,606.096 726.01,738.722 \n",
" 726.199,755.3 726.388,821.613 726.577,805.035 726.767,755.3 726.956,722.143 727.145,771.878 727.334,805.035 727.524,606.096 727.713,904.504 727.902,672.409 \n",
" 728.091,606.096 728.281,606.096 728.47,688.987 728.659,456.892 728.848,423.735 729.037,175.062 729.227,224.797 729.416,208.219 729.605,274.531 729.794,473.47 \n",
" 729.984,374.001 730.173,473.47 730.362,539.783 730.551,622.674 730.741,688.987 730.93,639.252 731.119,1003.97 731.308,722.143 731.497,738.722 731.687,854.769 \n",
" 731.876,788.456 732.065,688.987 732.254,755.3 732.444,705.565 732.633,606.096 732.822,473.47 733.011,622.674 733.201,556.361 733.39,622.674 733.579,241.375 \n",
" 733.768,473.47 733.958,390.579 734.147,423.735 734.336,241.375 734.525,556.361 734.714,490.048 734.904,539.783 735.093,738.722 735.282,556.361 735.471,506.627 \n",
" 735.661,805.035 735.85,672.409 736.039,755.3 736.228,871.347 736.418,854.769 736.607,473.47 736.796,771.878 736.985,688.987 737.174,672.409 737.364,556.361 \n",
" 737.553,788.456 737.742,655.831 737.931,440.314 738.121,224.797 738.31,456.892 738.499,307.688 738.688,374.001 738.878,141.906 739.067,307.688 739.256,622.674 \n",
" 739.445,688.987 739.634,622.674 739.824,771.878 740.013,639.252 740.202,887.926 740.391,688.987 740.581,722.143 740.77,838.191 740.959,937.66 741.148,705.565 \n",
" 741.338,871.347 741.527,639.252 741.716,639.252 741.905,771.878 742.094,887.926 742.284,705.565 742.473,755.3 742.662,407.157 742.851,407.157 743.041,340.844 \n",
" 743.23,556.361 743.419,307.688 743.608,440.314 743.798,539.783 743.987,622.674 744.176,556.361 744.365,821.613 744.554,639.252 744.744,838.191 744.933,805.035 \n",
" 745.122,672.409 745.311,788.456 745.501,871.347 745.69,755.3 745.879,771.878 746.068,506.627 746.258,688.987 746.447,705.565 746.636,655.831 746.825,755.3 \n",
" 747.015,672.409 747.204,357.423 747.393,556.361 747.582,539.783 747.771,374.001 747.961,307.688 748.15,523.205 748.339,655.831 748.528,639.252 748.718,771.878 \n",
" 748.907,854.769 749.096,655.831 749.285,970.817 749.475,821.613 749.664,838.191 749.853,821.613 750.042,771.878 750.231,655.831 750.421,805.035 750.61,506.627 \n",
" 750.799,655.831 750.988,821.613 751.178,672.409 751.367,622.674 751.556,788.456 751.745,390.579 751.935,523.205 752.124,423.735 752.313,473.47 752.502,490.048 \n",
" 752.691,589.518 752.881,606.096 753.07,688.987 753.259,672.409 753.448,805.035 753.638,722.143 753.827,805.035 754.016,788.456 754.205,838.191 754.395,954.239 \n",
" 754.584,805.035 754.773,705.565 754.962,854.769 755.151,572.939 755.341,639.252 755.53,838.191 755.719,854.769 755.908,722.143 756.098,506.627 756.287,340.844 \n",
" 756.476,407.157 756.665,340.844 756.855,374.001 757.044,390.579 757.233,423.735 757.422,622.674 757.611,606.096 757.801,854.769 757.99,821.613 758.179,838.191 \n",
" 758.368,954.239 758.558,821.613 758.747,755.3 758.936,821.613 759.125,821.613 759.315,871.347 759.504,788.456 759.693,606.096 759.882,622.674 760.071,771.878 \n",
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" 762.153,688.987 762.342,771.878 762.532,771.878 762.721,606.096 762.91,871.347 763.099,771.878 763.288,805.035 763.478,805.035 763.667,805.035 763.856,688.987 \n",
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" 767.83,755.3 768.019,838.191 768.208,854.769 768.398,722.143 768.587,854.769 768.776,622.674 768.965,722.143 769.155,788.456 769.344,672.409 769.533,589.518 \n",
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" 777.292,805.035 777.481,688.987 777.67,805.035 777.859,639.252 778.049,622.674 778.238,705.565 778.427,639.252 778.616,722.143 778.805,340.844 778.995,291.11 \n",
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" 782.969,622.674 783.158,639.252 783.347,506.627 783.536,340.844 783.725,407.157 783.915,506.627 784.104,374.001 784.293,539.783 784.482,423.735 784.672,738.722 \n",
" 784.861,589.518 785.05,705.565 785.239,854.769 785.429,672.409 785.618,805.035 785.807,771.878 785.996,722.143 786.185,854.769 786.375,771.878 786.564,755.3 \n",
" 786.753,805.035 786.942,490.048 787.132,606.096 787.321,805.035 787.51,622.674 787.699,672.409 787.889,622.674 788.078,208.219 788.267,473.47 788.456,374.001 \n",
" 788.645,407.157 788.835,241.375 789.024,324.266 789.213,589.518 789.402,523.205 789.592,622.674 789.781,805.035 789.97,523.205 790.159,838.191 790.349,705.565 \n",
" 790.538,655.831 790.727,771.878 790.916,887.926 791.106,473.47 791.295,755.3 791.484,606.096 791.673,572.939 791.862,688.987 792.052,539.783 792.241,407.157 \n",
" 792.43,556.361 792.619,481.759 792.809,407.157 792.998,440.314 793.187,340.844 793.376,175.062 793.566,456.892 793.755,257.953 793.944,556.361 794.133,523.205 \n",
" 794.322,639.252 794.512,639.252 794.701,854.769 794.89,705.565 795.079,688.987 795.269,755.3 795.458,705.565 795.647,672.409 795.836,838.191 796.026,738.722 \n",
" 796.215,456.892 796.404,539.783 796.593,357.423 796.782,390.579 796.972,490.048 797.161,158.484 797.35,440.314 797.539,390.579 797.729,357.423 797.918,307.688 \n",
" 798.107,456.892 798.296,705.565 798.486,705.565 798.675,672.409 798.864,738.722 799.053,672.409 799.242,738.722 799.432,655.831 799.621,738.722 799.81,622.674 \n",
" 799.999,771.878 800.189,473.47 800.378,490.048 800.567,274.531 800.756,523.205 800.946,523.205 801.135,340.844 801.324,407.157 801.513,390.579 801.702,108.749 \n",
" 801.892,357.423 802.081,340.844 802.27,340.844 802.459,307.688 802.649,473.47 802.838,523.205 803.027,639.252 803.216,688.987 803.406,738.722 803.595,622.674 \n",
" 803.784,672.409 803.973,606.096 804.163,639.252 804.352,456.892 804.541,672.409 804.73,523.205 804.919,655.831 805.109,357.423 805.298,423.735 805.487,688.987 \n",
" 805.676,374.001 805.866,390.579 806.055,490.048 806.244,175.062 806.433,473.47 806.623,407.157 806.812,324.266 807.001,622.674 807.19,589.518 807.379,639.252 \n",
" 807.569,639.252 807.758,788.456 807.947,722.143 808.136,771.878 808.326,771.878 808.515,722.143 808.704,523.205 808.893,639.252 809.083,688.987 809.272,672.409 \n",
" 809.461,639.252 809.65,390.579 809.839,473.47 810.029,490.048 810.218,688.987 810.407,490.048 810.596,655.831 810.786,307.688 810.975,539.783 811.164,556.361 \n",
" 811.353,556.361 811.543,639.252 811.732,456.892 811.921,506.627 812.11,622.674 812.299,655.831 812.489,821.613 812.678,672.409 812.867,887.926 813.056,722.143 \n",
" 813.246,738.722 813.435,854.769 813.624,904.504 813.813,688.987 814.003,805.035 814.192,556.361 814.381,589.518 814.57,738.722 814.759,639.252 814.949,523.205 \n",
" 815.138,622.674 815.327,473.47 815.516,440.314 815.706,374.001 815.895,440.314 816.084,324.266 816.273,490.048 816.463,705.565 816.652,755.3 816.841,738.722 \n",
" 817.03,838.191 817.219,738.722 817.409,854.769 817.598,771.878 817.787,622.674 817.976,921.082 818.166,838.191 818.355,539.783 818.544,805.035 818.733,506.627 \n",
" 818.923,589.518 819.112,722.143 819.301,572.939 819.49,473.47 819.68,456.892 819.869,390.579 820.058,456.892 820.247,307.688 820.436,257.953 820.626,224.797 \n",
" 820.815,357.423 821.004,572.939 821.193,655.831 821.383,755.3 821.572,738.722 821.761,788.456 821.95,871.347 822.14,738.722 822.329,506.627 822.518,539.783 \n",
" 822.707,705.565 822.896,639.252 823.086,672.409 823.275,423.735 823.464,407.157 823.653,606.096 823.843,490.048 824.032,357.423 824.221,390.579 824.41,332.555 \n",
" 824.6,274.531 824.789,274.531 824.978,274.531 825.167,274.531 825.356,274.531 825.546,274.531 825.735,456.892 825.924,722.143 826.113,722.143 826.303,722.143 \n",
" 826.492,755.3 826.681,854.769 826.87,655.831 827.06,655.831 827.249,1003.97 827.438,805.035 827.627,722.143 827.816,639.252 828.006,622.674 828.195,805.035 \n",
" 828.384,705.565 828.573,307.688 828.763,490.048 828.952,324.266 829.141,357.423 829.33,224.797 829.52,456.892 829.709,274.531 829.898,473.47 830.087,738.722 \n",
" 830.276,672.409 830.466,821.613 830.655,821.613 830.844,722.143 831.033,871.347 831.223,722.143 831.412,672.409 831.601,805.035 831.79,622.674 831.98,771.878 \n",
" 832.169,606.096 832.358,490.048 832.547,456.892 832.737,755.3 832.926,655.831 833.115,490.048 833.304,506.627 833.493,241.375 833.683,390.579 833.872,556.361 \n",
" 834.061,639.252 834.25,572.939 834.44,589.518 834.629,639.252 834.818,672.409 835.007,854.769 835.197,904.504 835.386,589.518 835.575,954.239 835.764,788.456 \n",
" 835.953,688.987 836.143,738.722 836.332,788.456 836.521,672.409 836.71,722.143 836.9,556.361 837.089,506.627 837.278,771.878 837.467,606.096 837.657,672.409 \n",
" 837.846,374.001 838.035,158.484 838.224,407.157 838.413,340.844 838.603,224.797 838.792,224.797 838.981,324.266 839.17,407.157 839.36,523.205 839.549,655.831 \n",
" 839.738,722.143 839.927,572.939 840.117,871.347 840.306,539.783 840.495,539.783 840.684,456.892 840.873,688.987 841.063,655.831 841.252,622.674 841.441,340.844 \n",
" 841.63,456.892 841.82,738.722 842.009,738.722 842.198,357.423 842.387,506.627 842.577,75.5929 842.766,208.219 842.955,407.157 843.144,490.048 843.333,291.11 \n",
" 843.523,390.579 843.712,539.783 843.901,556.361 844.09,805.035 844.28,738.722 844.469,788.456 844.658,655.831 844.847,705.565 845.037,539.783 845.226,655.831 \n",
" 845.415,672.409 845.604,589.518 845.793,788.456 845.983,357.423 846.172,456.892 846.361,589.518 846.55,456.892 846.74,307.688 846.929,357.423 847.118,241.375 \n",
" 847.307,125.328 847.497,108.749 847.686,191.64 847.875,191.64 848.064,191.64 848.254,390.579 848.443,456.892 848.632,523.205 848.821,821.613 849.01,622.674 \n",
" 849.2,788.456 849.389,705.565 849.578,622.674 849.767,805.035 849.957,722.143 850.146,705.565 850.335,622.674 850.524,407.157 850.714,490.048 850.903,722.143 \n",
" 851.092,539.783 851.281,291.11 851.47,440.314 851.66,291.11 851.849,141.906 852.038,224.797 852.227,191.64 852.417,158.484 852.606,407.157 852.795,473.47 \n",
" 852.984,523.205 853.174,589.518 853.363,639.252 853.552,606.096 853.741,639.252 853.93,655.831 854.12,523.205 854.309,639.252 854.498,672.409 854.687,506.627 \n",
" 854.877,705.565 855.066,440.314 855.255,374.001 855.444,572.939 855.634,639.252 855.823,274.531 856.012,324.266 856.201,291.11 856.39,257.953 856.58,257.953 \n",
" 856.769,257.953 856.958,257.953 857.147,257.953 857.337,257.953 857.526,257.953 857.715,390.579 857.904,672.409 858.094,506.627 858.283,722.143 858.472,622.674 \n",
" 858.661,639.252 858.85,490.048 859.04,606.096 859.229,456.892 859.418,788.456 859.607,374.001 859.797,423.735 859.986,390.579 860.175,473.47 860.364,191.64 \n",
" 860.554,291.11 860.743,183.351 860.932,75.5929 861.121,75.5929 861.311,75.5929 861.5,75.5929 861.689,75.5929 861.878,75.5929 862.067,291.11 862.257,407.157 \n",
" 862.446,506.627 862.635,539.783 862.824,788.456 863.014,589.518 863.203,705.565 863.392,606.096 863.581,937.66 863.771,506.627 863.96,738.722 864.149,506.627 \n",
" 864.338,622.674 864.527,589.518 864.717,722.143 864.906,390.579 865.095,390.579 865.284,224.797 865.474,340.844 865.663,175.062 865.852,158.484 866.041,125.328 \n",
" 866.231,191.64 866.42,456.892 866.609,556.361 866.798,572.939 866.987,672.409 867.177,572.939 867.366,688.987 867.555,688.987 867.744,655.831 867.934,523.205 \n",
" 868.123,871.347 868.312,374.001 868.501,423.735 868.691,324.266 868.88,523.205 869.069,539.783 869.258,539.783 869.447,340.844 869.637,572.939 869.826,191.64 \n",
" 870.015,473.47 870.204,523.205 870.394,473.47 870.583,340.844 870.772,307.688 870.961,622.674 871.151,622.674 871.34,423.735 871.529,639.252 871.718,506.627 \n",
" 871.907,705.565 872.097,805.035 872.286,805.035 872.475,705.565 872.664,838.191 872.854,854.769 873.043,738.722 873.232,722.143 873.421,639.252 873.611,539.783 \n",
" 873.8,572.939 873.989,473.47 874.178,556.361 874.367,324.266 874.557,589.518 874.746,523.205 874.935,440.314 875.124,473.47 875.314,440.314 875.503,639.252 \n",
" 875.692,738.722 875.881,655.831 876.071,705.565 876.26,738.722 876.449,821.613 876.638,440.314 876.828,523.205 877.017,456.892 877.206,556.361 877.395,705.565 \n",
" 877.584,788.456 877.774,456.892 877.963,523.205 878.152,523.205 878.341,589.518 878.531,241.375 878.72,357.423 878.909,274.531 879.098,191.64 879.288,158.484 \n",
" 879.477,423.735 879.666,440.314 879.855,639.252 880.044,705.565 880.234,705.565 880.423,722.143 880.612,755.3 880.801,589.518 880.991,805.035 881.18,672.409 \n",
" 881.369,622.674 881.558,456.892 881.748,821.613 881.937,340.844 882.126,506.627 882.315,357.423 882.504,523.205 882.694,506.627 882.883,539.783 883.072,241.375 \n",
" 883.261,324.266 883.451,75.5929 883.64,274.531 883.829,241.375 884.018,208.219 884.208,175.062 884.397,257.953 884.586,456.892 884.775,523.205 884.964,606.096 \n",
" 885.154,705.565 885.343,589.518 885.532,755.3 885.721,622.674 885.911,655.831 886.1,606.096 886.289,705.565 886.478,456.892 886.668,589.518 886.857,374.001 \n",
" 887.046,456.892 887.235,556.361 887.424,655.831 887.614,688.987 887.803,456.892 887.992,357.423 888.181,390.579 888.371,340.844 888.56,241.375 888.749,257.953 \n",
" 888.938,291.11 889.128,490.048 889.317,655.831 889.506,688.987 889.695,771.878 889.884,589.518 890.074,838.191 890.263,722.143 890.452,672.409 890.641,688.987 \n",
" 890.831,838.191 891.02,473.47 891.209,688.987 891.398,340.844 891.588,440.314 891.777,705.565 891.966,423.735 892.155,257.953 892.345,506.627 892.534,291.11 \n",
" 892.723,75.5929 892.912,158.484 893.101,175.062 893.291,191.64 893.48,324.266 893.669,556.361 893.858,688.987 894.048,738.722 894.237,954.239 894.426,722.143 \n",
" 894.615,987.395 894.805,904.504 894.994,788.456 895.183,788.456 895.372,987.395 895.561,572.939 895.751,838.191 895.94,589.518 896.129,523.205 896.318,639.252 \n",
" 896.508,539.783 896.697,738.722 896.886,556.361 897.075,440.314 897.265,490.048 897.454,506.627 897.643,374.001 897.832,606.096 898.021,473.47 898.211,672.409 \n",
" 898.4,705.565 898.589,871.347 898.778,937.66 898.968,771.878 899.157,970.817 899.346,871.347 899.535,738.722 899.725,788.456 899.914,705.565 900.103,589.518 \n",
" 900.292,622.674 900.481,423.735 900.671,390.579 900.86,606.096 901.049,440.314 901.238,473.47 901.428,655.831 901.617,241.375 901.806,407.157 901.995,291.11 \n",
" 902.185,291.11 902.374,407.157 902.563,473.47 902.752,821.613 902.941,639.252 903.131,722.143 903.32,821.613 903.509,788.456 903.698,854.769 903.888,921.082 \n",
" 904.077,805.035 904.266,805.035 904.455,887.926 904.645,589.518 904.834,639.252 905.023,473.47 905.212,456.892 905.402,705.565 905.591,821.613 905.78,655.831 \n",
" 905.969,407.157 906.158,390.579 906.348,506.627 906.537,622.674 906.726,473.47 906.915,423.735 907.105,307.688 907.294,606.096 907.483,622.674 907.672,606.096 \n",
" 907.862,805.035 908.051,606.096 908.24,937.66 908.429,805.035 908.618,771.878 908.808,738.722 908.997,788.456 909.186,622.674 909.375,672.409 909.565,423.735 \n",
" 909.754,622.674 909.943,688.987 910.132,705.565 910.322,539.783 910.511,539.783 910.7,556.361 910.889,506.627 911.078,440.314 911.268,340.844 911.457,208.219 \n",
" 911.646,407.157 911.835,606.096 912.025,738.722 912.214,771.878 912.403,821.613 912.592,738.722 912.782,937.66 912.971,771.878 913.16,788.456 913.349,838.191 \n",
" 913.538,788.456 913.728,672.409 913.917,722.143 914.106,655.831 914.295,688.987 914.485,871.347 914.674,838.191 914.863,440.314 915.052,456.892 915.242,175.062 \n",
" 915.431,125.328 915.62,191.64 915.809,382.29 915.998,572.939 916.188,572.939 916.377,572.939 916.566,357.423 916.755,606.096 916.945,738.722 917.134,473.47 \n",
" 917.323,622.674 917.512,722.143 917.702,639.252 917.891,738.722 918.08,755.3 918.269,572.939 918.458,572.939 918.648,340.844 918.837,490.048 919.026,523.205 \n",
" 919.215,490.048 919.405,332.555 919.594,175.062 919.783,166.773 919.972,158.484 920.162,158.484 920.351,175.062 920.54,75.5929 920.729,291.11 920.919,572.939 \n",
" 921.108,390.579 921.297,506.627 921.486,622.674 921.675,506.627 921.865,722.143 922.054,655.831 922.243,672.409 922.432,539.783 922.622,755.3 922.811,606.096 \n",
" 923,738.722 923.189,473.47 923.379,506.627 923.568,572.939 923.757,506.627 923.946,357.423 924.135,374.001 924.325,332.555 924.514,291.11 924.703,291.11 \n",
" 924.892,291.11 925.082,75.5929 925.271,241.375 925.46,390.579 925.649,506.627 925.839,672.409 926.028,738.722 926.217,606.096 926.406,738.722 926.595,722.143 \n",
" 926.785,705.565 926.974,788.456 927.163,688.987 927.352,672.409 927.542,821.613 927.731,440.314 927.92,473.47 928.109,722.143 928.299,506.627 928.488,291.11 \n",
" 928.677,390.579 928.866,175.062 929.055,175.062 929.245,158.484 929.434,133.617 929.623,108.749 929.812,108.749 930.002,506.627 930.191,374.001 930.38,523.205 \n",
" 930.569,556.361 930.759,539.783 930.948,838.191 931.137,738.722 931.326,705.565 931.515,854.769 931.705,871.347 931.894,639.252 932.083,755.3 932.272,589.518 \n",
" 932.462,556.361 932.651,821.613 932.84,639.252 933.029,539.783 933.219,490.048 933.408,257.953 933.597,407.157 933.786,291.11 933.976,357.423 934.165,291.11 \n",
" 934.354,423.735 934.543,622.674 934.732,589.518 934.922,722.143 935.111,688.987 935.3,722.143 935.489,771.878 935.679,771.878 935.868,639.252 936.057,639.252 \n",
" 936.246,788.456 936.436,771.878 936.625,722.143 936.814,589.518 937.003,606.096 937.192,771.878 937.382,606.096 937.571,374.001 937.76,357.423 937.949,233.086 \n",
" 938.139,108.749 938.328,208.219 938.517,224.797 938.706,191.64 938.896,390.579 939.085,407.157 939.274,523.205 939.463,688.987 939.652,738.722 939.842,805.035 \n",
" 940.031,838.191 940.22,871.347 940.409,755.3 940.599,838.191 940.788,838.191 940.977,672.409 941.166,805.035 941.356,556.361 941.545,606.096 941.734,788.456 \n",
" 941.923,688.987 942.112,622.674 942.302,572.939 942.491,141.906 942.68,340.844 942.869,440.314 943.059,175.062 943.248,324.266 943.437,456.892 943.626,556.361 \n",
" 943.816,606.096 944.005,738.722 944.194,805.035 944.383,887.926 944.572,937.66 944.762,755.3 944.951,805.035 945.14,838.191 945.329,970.817 945.519,639.252 \n",
" 945.708,871.347 945.897,705.565 946.086,672.409 946.276,805.035 946.465,821.613 946.654,722.143 946.843,672.409 947.032,539.783 947.222,374.001 947.411,556.361 \n",
" 947.6,208.219 947.789,423.735 947.979,224.797 948.168,688.987 948.357,606.096 948.546,755.3 948.736,589.518 948.925,838.191 949.114,871.347 949.303,805.035 \n",
" 949.493,805.035 949.682,854.769 949.871,821.613 950.06,871.347 950.249,788.456 950.439,771.878 950.628,705.565 950.817,871.347 951.006,722.143 951.196,655.831 \n",
" 951.385,606.096 951.574,125.328 951.763,357.423 951.953,257.953 952.142,324.266 952.331,374.001 952.52,523.205 952.709,539.783 952.899,556.361 953.088,655.831 \n",
" 953.277,722.143 953.466,606.096 953.656,821.613 953.845,556.361 954.034,572.939 954.223,589.518 954.413,887.926 954.602,539.783 954.791,738.722 954.98,440.314 \n",
" 955.169,572.939 955.359,672.409 955.548,805.035 955.737,423.735 955.926,606.096 956.116,224.797 956.305,473.47 956.494,523.205 956.683,539.783 956.873,506.627 \n",
" 957.062,506.627 957.251,722.143 957.44,556.361 957.629,672.409 957.819,871.347 958.008,705.565 958.197,805.035 958.386,705.565 958.576,606.096 958.765,556.361 \n",
" 958.954,821.613 959.143,705.565 959.333,788.456 959.522,473.47 959.711,440.314 959.9,506.627 960.089,639.252 960.279,539.783 960.468,324.266 960.657,241.375 \n",
" 960.846,374.001 961.036,274.531 961.225,374.001 961.414,241.375 961.603,357.423 961.793,490.048 961.982,589.518 962.171,490.048 962.36,672.409 962.55,688.987 \n",
" 962.739,606.096 962.928,821.613 963.117,639.252 963.306,722.143 963.496,1020.55 963.685,390.579 963.874,556.361 964.063,572.939 964.253,572.939 964.442,572.939 \n",
" 964.631,771.878 964.82,440.314 965.01,506.627 965.199,556.361 965.388,357.423 965.577,274.531 965.766,274.531 965.956,241.375 966.145,456.892 966.334,672.409 \n",
" 966.523,523.205 966.713,589.518 966.902,887.926 967.091,523.205 967.28,722.143 967.47,821.613 967.659,589.518 967.848,705.565 968.037,987.395 968.226,523.205 \n",
" 968.416,821.613 968.605,506.627 968.794,473.47 968.983,722.143 969.173,539.783 969.362,506.627 969.551,390.579 969.74,241.375 969.93,340.844 970.119,224.797 \n",
" 970.308,324.266 970.497,141.906 970.686,606.096 970.876,456.892 971.065,572.939 971.254,722.143 971.443,904.504 971.633,572.939 971.822,805.035 972.011,655.831 \n",
" 972.2,655.831 972.39,771.878 972.579,688.987 972.768,539.783 972.957,771.878 973.146,291.11 973.336,523.205 973.525,407.157 973.714,589.518 973.903,655.831 \n",
" 974.093,622.674 974.282,440.314 974.471,291.11 974.66,340.844 974.85,307.688 975.039,291.11 975.228,340.844 975.417,423.735 975.606,490.048 975.796,340.844 \n",
" 975.985,655.831 976.174,622.674 976.363,639.252 976.553,738.722 976.742,705.565 976.931,738.722 977.12,954.239 977.31,539.783 977.499,572.939 977.688,440.314 \n",
" 977.877,572.939 978.067,705.565 978.256,722.143 978.445,490.048 978.634,307.688 978.823,274.531 979.013,440.314 979.202,208.219 979.391,158.484 979.58,307.688 \n",
" 979.77,448.603 979.959,589.518 980.148,390.579 980.337,473.47 980.527,722.143 980.716,639.252 980.905,705.565 981.094,838.191 981.283,688.987 981.473,738.722 \n",
" 981.662,887.926 981.851,655.831 982.04,606.096 982.23,490.048 982.419,539.783 982.608,655.831 982.797,854.769 982.987,241.375 983.176,440.314 983.365,299.399 \n",
" 983.554,158.484 983.743,141.906 983.933,125.328 984.122,125.328 984.311,125.328 984.5,208.219 984.69,423.735 984.879,374.001 985.068,705.565 985.257,556.361 \n",
" 985.447,639.252 985.636,755.3 985.825,722.143 986.014,705.565 986.203,805.035 986.393,788.456 986.582,887.926 986.771,589.518 986.96,506.627 987.15,639.252 \n",
" 987.339,788.456 987.528,390.579 987.717,506.627 987.907,332.555 988.096,158.484 988.285,299.399 988.474,440.314 988.663,440.314 988.853,440.314 989.042,440.314 \n",
" 989.231,257.953 989.42,324.266 989.61,606.096 989.799,208.219 989.988,539.783 990.177,490.048 990.367,490.048 990.556,705.565 990.745,871.347 990.934,407.157 \n",
" 991.124,539.783 991.313,589.518 991.502,639.252 991.691,639.252 991.88,357.423 992.07,175.062 992.259,141.906 992.448,133.617 992.637,125.328 992.827,125.328 \n",
" 993.016,125.328 993.205,125.328 993.394,125.328 993.584,125.328 993.773,340.844 993.962,191.64 994.151,340.844 994.34,374.001 994.53,639.252 994.719,490.048 \n",
" 994.908,606.096 995.097,655.831 995.287,688.987 995.476,523.205 995.665,871.347 995.854,523.205 996.044,572.939 996.233,473.47 996.422,639.252 996.611,75.5929 \n",
" 996.8,191.64 996.99,199.93 997.179,208.219 997.368,208.219 997.557,208.219 997.747,208.219 997.936,208.219 998.125,357.423 998.314,390.579 998.504,407.157 \n",
" 998.693,672.409 998.882,490.048 999.071,589.518 999.26,722.143 999.45,490.048 999.639,655.831 999.828,705.565 1000.02,539.783 1000.21,722.143 1000.4,340.844 \n",
" 1000.59,440.314 1000.77,589.518 1000.96,705.565 1001.15,324.266 1001.34,224.797 1001.53,125.328 1001.72,125.328 1001.91,166.773 1002.1,208.219 1002.29,208.219 \n",
" 1002.48,208.219 1002.67,191.64 1002.86,390.579 1003.05,539.783 1003.23,473.47 1003.42,556.361 1003.61,572.939 1003.8,639.252 1003.99,539.783 1004.18,755.3 \n",
" 1004.37,838.191 1004.56,556.361 1004.75,738.722 1004.94,506.627 1005.13,622.674 1005.32,572.939 1005.51,539.783 1005.69,224.797 1005.88,75.5929 1006.07,150.195 \n",
" 1006.26,224.797 1006.45,166.773 1006.64,108.749 1006.83,108.749 1007.02,108.749 1007.21,108.749 1007.4,158.484 1007.59,307.688 1007.78,539.783 1007.97,257.953 \n",
" 1008.15,556.361 1008.34,672.409 1008.53,556.361 1008.72,655.831 1008.91,639.252 1009.1,506.627 1009.29,805.035 1009.48,324.266 1009.67,456.892 1009.86,307.688 \n",
" 1010.05,390.579 1010.24,233.086 1010.43,75.5929 1010.61,75.5929 1010.8,75.5929 1010.99,75.5929 1011.18,75.5929 1011.37,75.5929 1011.56,75.5929 1011.75,75.5929 \n",
" 1011.94,75.5929 1012.13,100.46 1012.32,125.328 1012.51,257.953 1012.7,208.219 1012.89,473.47 1013.07,257.953 1013.26,257.953 1013.45,672.409 1013.64,473.47 \n",
" 1013.83,606.096 1014.02,324.266 1014.21,158.484 1014.4,374.001 1014.59,324.266 1014.78,291.11 1014.97,191.64 1015.16,92.1711 1015.35,92.1711 1015.53,92.1711 \n",
" 1015.72,92.1711 1015.91,92.1711 1016.1,92.1711 1016.29,92.1711 1016.48,92.1711 1016.67,92.1711 1016.86,92.1711 1017.05,141.906 1017.24,191.64 1017.43,241.375 \n",
" 1017.62,589.518 1017.81,639.252 1017.99,805.035 1018.18,655.831 1018.37,854.769 1018.56,556.361 1018.75,556.361 1018.94,622.674 1019.13,506.627 1019.32,257.953 \n",
" 1019.51,274.531 1019.7,199.93 1019.89,125.328 1020.08,158.484 1020.27,92.1711 1020.45,216.508 1020.64,340.844 1020.83,340.844 1021.02,324.266 1021.21,440.314 \n",
" 1021.4,606.096 1021.59,572.939 1021.78,705.565 1021.97,639.252 1022.16,506.627 1022.35,572.939 1022.54,821.613 1022.73,572.939 1022.91,887.926 1023.1,639.252 \n",
" 1023.29,506.627 1023.48,572.939 1023.67,456.892 1023.86,175.062 1024.05,340.844 1024.24,241.375 1024.43,141.906 1024.62,141.906 1024.81,141.906 1025,141.906 \n",
" 1025.19,141.906 1025.37,241.375 1025.56,158.484 1025.75,175.062 1025.94,589.518 1026.13,423.735 1026.32,722.143 1026.51,672.409 1026.7,556.361 1026.89,639.252 \n",
" 1027.08,606.096 1027.27,407.157 1027.46,589.518 1027.65,340.844 1027.83,523.205 1028.02,539.783 1028.21,456.892 1028.4,572.939 1028.59,274.531 1028.78,216.508 \n",
" 1028.97,158.484 1029.16,133.617 1029.35,108.749 1029.54,133.617 1029.73,158.484 1029.92,407.157 1030.11,307.688 1030.29,556.361 1030.48,639.252 1030.67,523.205 \n",
" 1030.86,771.878 1031.05,722.143 1031.24,606.096 1031.43,722.143 1031.62,904.504 1031.81,738.722 1032,788.456 1032.19,490.048 1032.38,440.314 1032.57,606.096 \n",
" 1032.75,572.939 1032.94,506.627 1033.13,125.328 1033.32,100.46 1033.51,75.5929 1033.7,125.328 1033.89,175.062 1034.08,175.062 1034.27,175.062 1034.46,175.062 \n",
" 1034.65,241.375 1034.84,241.375 1035.03,390.579 1035.21,506.627 1035.4,705.565 1035.59,688.987 1035.78,589.518 1035.97,506.627 1036.16,639.252 1036.35,556.361 \n",
" 1036.54,887.926 1036.73,622.674 1036.92,440.314 1037.11,291.11 1037.3,440.314 1037.49,191.64 1037.67,75.5929 1037.86,83.882 1038.05,92.1711 1038.24,92.1711 \n",
" 1038.43,92.1711 1038.62,166.773 1038.81,241.375 1039,241.375 1039.19,390.579 1039.38,75.5929 1039.57,307.688 1039.76,473.47 1039.95,639.252 1040.13,622.674 \n",
" 1040.32,456.892 1040.51,423.735 1040.7,390.579 1040.89,473.47 1041.08,805.035 1041.27,390.579 1041.46,340.844 1041.65,357.423 1041.84,572.939 1042.03,307.688 \n",
" 1042.22,241.375 1042.41,158.484 1042.59,75.5929 1042.78,92.1711 1042.97,75.5929 1043.16,83.882 1043.35,92.1711 1043.54,357.423 1043.73,506.627 1043.92,440.314 \n",
" 1044.11,705.565 1044.3,556.361 1044.49,755.3 1044.68,622.674 1044.87,423.735 1045.05,456.892 1045.24,788.456 1045.43,688.987 1045.62,688.987 1045.81,572.939 \n",
" 1046,473.47 1046.19,639.252 1046.38,606.096 1046.57,440.314 1046.76,423.735 1046.95,340.844 1047.14,490.048 1047.33,357.423 1047.51,274.531 1047.7,208.219 \n",
" 1047.89,257.953 1048.08,374.001 1048.27,423.735 1048.46,539.783 1048.65,672.409 1048.84,589.518 1049.03,788.456 1049.22,755.3 1049.41,572.939 1049.6,771.878 \n",
" 1049.79,589.518 1049.97,672.409 1050.16,738.722 1050.35,556.361 1050.54,539.783 1050.73,639.252 1050.92,821.613 1051.11,539.783 1051.3,440.314 1051.49,307.688 \n",
" 1051.68,539.783 1051.87,407.157 1052.06,274.531 1052.25,158.484 1052.43,490.048 1052.62,639.252 1052.81,523.205 1053,606.096 1053.19,722.143 1053.38,506.627 \n",
" 1053.57,738.722 1053.76,838.191 1053.95,672.409 1054.14,755.3 1054.33,821.613 1054.52,506.627 1054.71,821.613 1054.89,688.987 1055.08,655.831 1055.27,688.987 \n",
" 1055.46,672.409 1055.65,506.627 1055.84,141.906 1056.03,141.906 1056.22,141.906 1056.41,141.906 1056.6,241.375 1056.79,224.797 1056.98,274.531 1057.17,556.361 \n",
" 1057.35,390.579 1057.54,307.688 1057.73,456.892 1057.92,390.579 1058.11,688.987 1058.3,688.987 1058.49,606.096 1058.68,672.409 1058.87,854.769 1059.06,539.783 \n",
" 1059.25,755.3 1059.44,572.939 1059.63,539.783 1059.81,556.361 1060,688.987 1060.19,274.531 1060.38,125.328 1060.57,108.749 1060.76,208.219 1060.95,274.531 \n",
" 1061.14,307.688 1061.33,340.844 1061.52,224.797 1061.71,556.361 1061.9,456.892 1062.09,589.518 1062.27,738.722 1062.46,622.674 1062.65,854.769 1062.84,755.3 \n",
" 1063.03,639.252 1063.22,688.987 1063.41,904.504 1063.6,705.565 1063.79,838.191 1063.98,539.783 1064.17,523.205 1064.36,523.205 1064.55,390.579 1064.73,224.797 \n",
" 1064.92,208.219 1065.11,266.242 1065.3,324.266 1065.49,191.64 1065.68,374.001 1065.87,257.953 1066.06,141.906 1066.25,539.783 1066.44,440.314 1066.63,473.47 \n",
" 1066.82,407.157 1067.01,340.844 1067.19,672.409 1067.38,440.314 1067.57,672.409 1067.76,672.409 1067.95,688.987 1068.14,572.939 1068.33,688.987 1068.52,390.579 \n",
" 1068.71,572.939 1068.9,572.939 1069.09,639.252 1069.28,158.484 1069.47,158.484 1069.65,191.64 1069.84,224.797 1070.03,216.508 1070.22,208.219 1070.41,208.219 \n",
" 1070.6,208.219 1070.79,208.219 1070.98,374.001 1071.17,191.64 1071.36,589.518 1071.55,539.783 1071.74,672.409 1071.93,490.048 1072.11,556.361 1072.3,705.565 \n",
" 1072.49,887.926 1072.68,556.361 1072.87,688.987 1073.06,639.252 1073.25,672.409 1073.44,622.674 1073.63,722.143 1073.82,307.688 1074.01,257.953 1074.2,208.219 \n",
" 1074.39,208.219 1074.57,158.484 1074.76,108.749 1074.95,224.797 1075.14,340.844 1075.33,423.735 1075.52,307.688 1075.71,523.205 1075.9,655.831 1076.09,490.048 \n",
" 1076.28,672.409 1076.47,655.831 1076.66,407.157 1076.85,606.096 1077.03,688.987 1077.22,440.314 1077.41,572.939 1077.6,456.892 1077.79,423.735 1077.98,672.409 \n",
" 1078.17,771.878 1078.36,357.423 1078.55,241.375 1078.74,291.11 1078.93,340.844 1079.12,158.484 1079.31,224.797 1079.49,125.328 1079.68,257.953 1079.87,291.11 \n",
" 1080.06,506.627 1080.25,324.266 1080.44,390.579 1080.63,158.484 1080.82,655.831 1081.01,688.987 1081.2,506.627 1081.39,307.688 1081.58,738.722 1081.77,655.831 \n",
" 1081.95,722.143 1082.14,407.157 1082.33,340.844 1082.52,390.579 1082.71,688.987 1082.9,208.219 1083.09,307.688 1083.28,191.64 1083.47,191.64 1083.66,208.219 \n",
" 1083.85,191.64 1084.04,158.484 1084.23,175.062 1084.41,208.219 1084.6,473.47 1084.79,440.314 1084.98,722.143 1085.17,506.627 1085.36,788.456 1085.55,755.3 \n",
" 1085.74,655.831 1085.93,722.143 1086.12,722.143 1086.31,821.613 1086.5,887.926 1086.69,572.939 1086.87,589.518 1087.06,556.361 1087.25,572.939 1087.44,291.11 \n",
" 1087.63,340.844 1087.82,332.555 1088.01,324.266 1088.2,357.423 1088.39,274.531 1088.58,340.844 1088.77,390.579 1088.96,440.314 1089.15,307.688 1089.33,274.531 \n",
" 1089.52,357.423 1089.71,324.266 1089.9,539.783 1090.09,440.314 1090.28,672.409 1090.47,722.143 1090.66,771.878 1090.85,705.565 1091.04,838.191 1091.23,556.361 \n",
" 1091.42,572.939 1091.61,805.035 1091.79,572.939 1091.98,158.484 1092.17,257.953 1092.36,75.5929 1092.55,374.001 1092.74,224.797 1092.93,274.531 1093.12,324.266 \n",
" 1093.31,340.844 1093.5,523.205 1093.69,324.266 1093.88,622.674 1094.07,722.143 1094.25,639.252 1094.44,805.035 1094.63,771.878 1094.82,572.939 1095.01,705.565 \n",
" 1095.2,970.817 1095.39,639.252 1095.58,887.926 1095.77,589.518 1095.96,572.939 1096.15,788.456 1096.34,572.939 1096.53,589.518 1096.71,506.627 1096.9,224.797 \n",
" 1097.09,191.64 1097.28,208.219 1097.47,125.328 1097.66,183.351 1097.85,241.375 1098.04,622.674 1098.23,374.001 1098.42,523.205 1098.61,755.3 1098.8,639.252 \n",
" 1098.99,805.035 1099.17,688.987 1099.36,506.627 1099.55,672.409 1099.74,838.191 1099.93,672.409 1100.12,854.769 1100.31,473.47 1100.5,440.314 1100.69,755.3 \n",
" 1100.88,374.001 1101.07,589.518 1101.26,324.266 1101.45,92.1711 1101.63,257.953 1101.82,92.1711 1102.01,241.375 1102.2,266.242 1102.39,291.11 1102.58,241.375 \n",
" 1102.77,390.579 1102.96,539.783 1103.15,672.409 1103.34,622.674 1103.53,821.613 1103.72,539.783 1103.91,523.205 1104.09,771.878 1104.28,755.3 1104.47,722.143 \n",
" 1104.66,937.66 1104.85,639.252 1105.04,639.252 1105.23,655.831 1105.42,589.518 1105.61,456.892 1105.8,224.797 1105.99,166.773 1106.18,108.749 1106.37,108.749 \n",
" 1106.55,208.219 1106.74,141.906 1106.93,307.688 1107.12,523.205 1107.31,274.531 1107.5,340.844 1107.69,572.939 1107.88,440.314 1108.07,655.831 1108.26,423.735 \n",
" 1108.45,390.579 1108.64,556.361 1108.83,838.191 1109.01,274.531 1109.2,755.3 1109.39,390.579 1109.58,490.048 1109.77,390.579 1109.96,506.627 1110.15,340.844 \n",
" 1110.34,440.314 1110.53,357.423 1110.72,274.531 1110.91,274.531 1111.1,274.531 1111.29,274.531 1111.47,274.531 1111.66,274.531 1111.85,324.266 1112.04,523.205 \n",
" 1112.23,523.205 1112.42,473.47 1112.61,556.361 1112.8,672.409 1112.99,440.314 1113.18,688.987 1113.37,655.831 1113.56,755.3 1113.75,672.409 1113.93,523.205 \n",
" 1114.12,506.627 1114.31,589.518 1114.5,523.205 1114.69,158.484 1114.88,125.328 1115.07,241.375 1115.26,158.484 1115.45,158.484 1115.64,125.328 1115.83,92.1711 \n",
" 1116.02,257.953 1116.21,390.579 1116.39,407.157 1116.58,423.735 1116.77,639.252 1116.96,440.314 1117.15,705.565 1117.34,655.831 1117.53,374.001 1117.72,572.939 \n",
" 1117.91,904.504 1118.1,307.688 1118.29,606.096 1118.48,589.518 1118.67,340.844 1118.85,523.205 1119.04,722.143 1119.23,191.64 1119.42,191.64 1119.61,125.328 \n",
" 1119.8,224.797 1119.99,175.062 1120.18,291.11 1120.37,108.749 1120.56,357.423 1120.75,208.219 1120.94,407.157 1121.13,340.844 1121.31,274.531 1121.5,125.328 \n",
" 1121.69,490.048 1121.88,423.735 1122.07,672.409 1122.26,390.579 1122.45,871.347 1122.64,440.314 1122.83,539.783 1123.02,440.314 1123.21,523.205 1123.4,390.579 \n",
" 1123.59,407.157 1123.77,523.205 1123.96,241.375 1124.15,183.351 1124.34,125.328 1124.53,141.906 1124.72,224.797 1124.91,191.64 1125.1,158.484 1125.29,390.579 \n",
" 1125.48,141.906 1125.67,125.328 1125.86,523.205 1126.05,473.47 1126.23,705.565 1126.42,539.783 1126.61,407.157 1126.8,423.735 1126.99,556.361 1127.18,423.735 \n",
" 1127.37,622.674 1127.56,340.844 1127.75,539.783 1127.94,407.157 1128.13,589.518 1128.32,224.797 1128.51,307.688 1128.7,141.906 1128.88,208.219 1129.07,539.783 \n",
" 1129.26,407.157 1129.45,374.001 1129.64,340.844 1129.83,340.844 1130.02,340.844 1130.21,241.375 1130.4,241.375 1130.59,191.64 1130.78,423.735 1130.97,274.531 \n",
" 1131.16,556.361 1131.34,539.783 1131.53,738.722 1131.72,390.579 1131.91,490.048 1132.1,274.531 1132.29,606.096 1132.48,274.531 1132.67,274.531 1132.86,175.062 \n",
" 1133.05,340.844 1133.24,291.11 1133.43,241.375 1133.62,191.64 1133.8,141.906 1133.99,125.328 1134.18,108.749 1134.37,307.688 1134.56,390.579 1134.75,556.361 \n",
" 1134.94,738.722 1135.13,523.205 1135.32,473.47 1135.51,490.048 1135.7,423.735 1135.89,539.783 1136.08,672.409 1136.26,274.531 1136.45,390.579 1136.64,357.423 \n",
" 1136.83,423.735 1137.02,456.892 1137.21,473.47 1137.4,158.484 1137.59,125.328 1137.78,158.484 1137.97,191.64 1138.16,75.5929 1138.35,75.5929 1138.54,83.882 \n",
" 1138.72,92.1711 1138.91,92.1711 1139.1,175.062 1139.29,224.797 1139.48,572.939 1139.67,523.205 1139.86,622.674 1140.05,622.674 1140.24,407.157 1140.43,688.987 \n",
" 1140.62,622.674 1140.81,622.674 1141,606.096 1141.18,390.579 1141.37,357.423 1141.56,523.205 1141.75,324.266 1141.94,440.314 1142.13,191.64 1142.32,224.797 \n",
" 1142.51,291.11 1142.7,208.219 1142.89,274.531 1143.08,92.1711 1143.27,307.688 1143.46,307.688 1143.64,307.688 1143.83,490.048 1144.02,440.314 1144.21,374.001 \n",
" 1144.4,456.892 1144.59,556.361 1144.78,158.484 1144.97,357.423 1145.16,257.953 1145.35,175.062 1145.54,655.831 1145.73,340.844 1145.92,456.892 1146.1,75.5929 \n",
" 1146.29,274.531 1146.48,208.219 1146.67,208.219 1146.86,141.906 1147.05,75.5929 1147.24,75.5929 1147.43,108.749 1147.62,125.328 1147.81,141.906 1148,141.906 \n",
" 1148.19,374.001 1148.38,357.423 1148.56,622.674 1148.75,340.844 1148.94,407.157 1149.13,606.096 1149.32,440.314 1149.51,407.157 1149.7,456.892 1149.89,175.062 \n",
" 1150.08,506.627 1150.27,224.797 1150.46,407.157 1150.65,191.64 1150.84,390.579 1151.02,490.048 1151.21,407.157 1151.4,324.266 1151.59,324.266 1151.78,241.375 \n",
" 1151.97,158.484 1152.16,274.531 1152.35,208.219 1152.54,125.328 1152.73,390.579 1152.92,324.266 1153.11,257.953 1153.3,307.688 1153.48,390.579 1153.67,357.423 \n",
" 1153.86,407.157 1154.05,440.314 1154.24,506.627 1154.43,357.423 1154.62,374.001 1154.81,191.64 1155,490.048 1155.19,224.797 1155.38,324.266 1155.57,158.484 \n",
" 1155.76,158.484 1155.94,241.375 1156.13,324.266 1156.32,324.266 1156.51,324.266 1156.7,324.266 1156.89,324.266 1157.08,324.266 1157.27,324.266 1157.46,324.266 \n",
" 1157.65,324.266 1157.84,208.219 1158.03,357.423 1158.22,175.062 1158.4,208.219 1158.59,141.906 1158.78,175.062 1158.97,175.062 1159.16,307.688 1159.35,175.062 \n",
" 1159.54,357.423 1159.73,307.688 1159.92,291.11 1160.11,208.219 1160.3,506.627 1160.49,241.375 1160.68,208.219 1160.86,141.906 1161.05,158.484 1161.24,108.749 \n",
" 1161.43,191.64 1161.62,208.219 1161.81,357.423 1162,398.868 1162.19,440.314 1162.38,208.219 1162.57,606.096 1162.76,490.048 1162.95,440.314 1163.14,241.375 \n",
" 1163.32,523.205 1163.51,357.423 1163.7,407.157 1163.89,175.062 1164.08,440.314 1164.27,274.531 1164.46,390.579 1164.65,208.219 1164.84,158.484 1165.03,233.086 \n",
" 1165.22,307.688 1165.41,233.086 1165.6,158.484 1165.78,141.906 1165.97,125.328 1166.16,158.484 1166.35,440.314 1166.54,125.328 1166.73,423.735 1166.92,506.627 \n",
" 1167.11,589.518 1167.3,357.423 1167.49,440.314 1167.68,274.531 1167.87,722.143 1168.06,374.001 1168.24,523.205 1168.43,241.375 1168.62,357.423 1168.81,390.579 \n",
" 1169,423.735 1169.19,208.219 1169.38,291.11 1169.57,274.531 1169.76,257.953 1169.95,216.508 1170.14,175.062 1170.33,175.062 1170.52,175.062 1170.7,175.062 \n",
" 1170.89,175.062 1171.08,75.5929 1171.27,141.906 1171.46,199.93 1171.65,257.953 1171.84,274.531 1172.03,523.205 1172.22,291.11 1172.41,523.205 1172.6,324.266 \n",
" 1172.79,407.157 1172.98,141.906 1173.16,523.205 1173.35,75.5929 1173.54,117.038 1173.73,158.484 1173.92,158.484 1174.11,158.484 1174.3,158.484 1174.49,158.484 \n",
" 1174.68,158.484 1174.87,158.484 1175.06,158.484 1175.25,158.484 1175.44,307.688 1175.62,199.93 1175.81,92.1711 1176,175.062 1176.19,257.953 1176.38,224.797 \n",
" 1176.57,423.735 1176.76,291.11 1176.95,622.674 1177.14,291.11 1177.33,490.048 1177.52,307.688 1177.71,456.892 1177.9,324.266 1178.08,324.266 1178.27,92.1711 \n",
" 1178.46,141.906 1178.65,191.64 1178.84,191.64 1179.03,191.64 1179.22,191.64 1179.41,191.64 1179.6,191.64 1179.79,191.64 1179.98,191.64 1180.17,158.484 \n",
" 1180.36,125.328 1180.54,158.484 1180.73,257.953 1180.92,191.64 1181.11,374.001 1181.3,158.484 1181.49,440.314 1181.68,175.062 1181.87,257.953 1182.06,92.1711 \n",
" 1182.25,340.844 1182.44,141.906 1182.63,241.375 1182.82,183.351 1183,125.328 1183.19,125.328 1183.38,125.328 1183.57,108.749 1183.76,92.1711 1183.95,92.1711 \n",
" 1184.14,92.1711 1184.33,175.062 1184.52,257.953 1184.71,199.93 1184.9,141.906 1185.09,233.086 1185.28,324.266 1185.46,324.266 1185.65,357.423 1185.84,307.688 \n",
" 1186.03,506.627 1186.22,274.531 1186.41,224.797 1186.6,390.579 1186.79,539.783 1186.98,257.953 1187.17,407.157 1187.36,141.906 1187.55,125.328 1187.74,108.749 \n",
" 1187.92,108.749 1188.11,183.351 1188.3,257.953 1188.49,257.953 1188.68,257.953 1188.87,257.953 1189.06,257.953 1189.25,125.328 1189.44,158.484 1189.63,208.219 \n",
" 1189.82,456.892 1190.01,324.266 1190.2,556.361 1190.38,390.579 1190.57,539.783 1190.76,291.11 1190.95,291.11 1191.14,324.266 1191.33,357.423 1191.52,274.531 \n",
" 1191.71,208.219 1191.9,158.484 1192.09,274.531 1192.28,183.351 1192.47,92.1711 1192.66,92.1711 1192.84,92.1711 1193.03,92.1711 1193.22,92.1711 1193.41,92.1711 \n",
" 1193.6,92.1711 1193.79,208.219 1193.98,291.11 1194.17,390.579 1194.36,490.048 1194.55,490.048 1194.74,490.048 1194.93,490.048 1195.12,490.048 1195.3,481.759 \n",
" 1195.49,473.47 1195.68,191.64 1195.87,92.1711 1196.06,92.1711 1196.25,92.1711 1196.44,108.749 1196.63,75.5929 1196.82,75.5929 1197.01,191.64 1197.2,141.906 \n",
" 1197.39,75.5929 1197.58,108.749 1197.76,183.351 1197.95,257.953 1198.14,274.531 1198.33,357.423 1198.52,506.627 1198.71,456.892 1198.9,374.001 1199.09,274.531 \n",
" 1199.28,473.47 1199.47,307.688 1199.66,407.157 1199.85,175.062 1200.04,357.423 1200.22,208.219 1200.41,473.47 1200.6,324.266 1200.79,191.64 1200.98,183.351 \n",
" 1201.17,175.062 1201.36,208.219 1201.55,241.375 1201.74,241.375 1201.93,241.375 1202.12,241.375 1202.31,241.375 1202.5,241.375 1202.68,241.375 1202.87,183.351 \n",
" 1203.06,125.328 1203.25,141.906 1203.44,390.579 1203.63,639.252 1203.82,639.252 1204.01,921.082 1204.2,531.494 1204.39,141.906 1204.58,141.906 1204.77,216.508 \n",
" 1204.96,291.11 1205.14,191.64 1205.33,191.64 1205.52,208.219 1205.71,224.797 1205.9,175.062 1206.09,125.328 1206.28,125.328 1206.47,125.328 1206.66,125.328 \n",
" 1206.85,125.328 1207.04,125.328 1207.23,125.328 1207.42,374.001 1207.6,473.47 1207.79,340.844 1207.98,456.892 1208.17,490.048 1208.36,407.157 1208.55,175.062 \n",
" 1208.74,556.361 1208.93,456.892 1209.12,374.001 1209.31,141.906 1209.5,423.735 1209.69,324.266 1209.88,374.001 1210.06,274.531 1210.25,324.266 1210.44,299.399 \n",
" 1210.63,274.531 1210.82,191.64 1211.01,224.797 1211.2,92.1711 1211.39,141.906 1211.58,257.953 1211.77,440.314 1211.96,523.205 1212.15,622.674 1212.34,390.579 \n",
" 1212.52,556.361 1212.71,539.783 1212.9,556.361 1213.09,473.47 1213.28,589.518 1213.47,456.892 1213.66,340.844 1213.85,291.11 1214.04,390.579 1214.23,357.423 \n",
" 1214.42,291.11 1214.61,274.531 1214.8,257.953 1214.98,199.93 1215.17,141.906 1215.36,141.906 1215.55,141.906 1215.74,224.797 1215.93,307.688 1216.12,307.688 \n",
" 1216.31,307.688 1216.5,141.906 1216.69,440.314 1216.88,324.266 1217.07,506.627 1217.26,307.688 1217.44,357.423 1217.63,407.157 1217.82,589.518 1218.01,390.579 \n",
" 1218.2,456.892 1218.39,241.375 1218.58,340.844 1218.77,257.953 1218.96,374.001 1219.15,125.328 1219.34,274.531 1219.53,175.062 1219.72,75.5929 1219.9,75.5929 \n",
" 1220.09,75.5929 1220.28,75.5929 1220.47,75.5929 1220.66,75.5929 1220.85,75.5929 1221.04,75.5929 1221.23,75.5929 1221.42,75.5929 1221.61,75.5929 1221.8,191.64 \n",
" 1221.99,390.579 1222.18,423.735 1222.36,589.518 1222.55,523.205 1222.74,655.831 1222.93,324.266 1223.12,423.735 1223.31,440.314 1223.5,523.205 1223.69,340.844 \n",
" 1223.88,158.484 1224.07,117.038 1224.26,75.5929 1224.45,75.5929 1224.64,75.5929 1224.82,75.5929 1225.01,75.5929 1225.2,75.5929 1225.39,75.5929 1225.58,75.5929 \n",
" 1225.77,75.5929 1225.96,75.5929 1226.15,75.5929 1226.34,75.5929 1226.53,191.64 1226.72,208.219 1226.91,539.783 1227.1,456.892 1227.28,456.892 1227.47,291.11 \n",
" 1227.66,490.048 1227.85,423.735 1228.04,506.627 1228.23,291.11 1228.42,257.953 1228.61,175.062 1228.8,224.797 1228.99,175.062 1229.18,374.001 1229.37,108.749 \n",
" 1229.56,125.328 1229.74,473.47 1229.93,473.47 1230.12,191.64 1230.31,423.735 1230.5,224.797 1230.69,390.579 1230.88,357.423 1231.07,506.627 1231.26,473.47 \n",
" 1231.45,722.143 1231.64,390.579 1231.83,622.674 1232.02,241.375 1232.2,423.735 1232.39,423.735 1232.58,490.048 1232.77,324.266 1232.96,208.219 1233.15,150.195 \n",
" 1233.34,92.1711 1233.53,92.1711 1233.72,92.1711 1233.91,92.1711 1234.1,92.1711 1234.29,92.1711 1234.48,191.64 1234.66,241.375 1234.85,440.314 1235.04,307.688 \n",
" 1235.23,539.783 1235.42,456.892 1235.61,539.783 1235.8,539.783 1235.99,622.674 1236.18,374.001 1236.37,490.048 1236.56,257.953 1236.75,423.735 1236.94,374.001 \n",
" 1237.12,407.157 1237.31,274.531 1237.5,141.906 1237.69,108.749 1237.88,75.5929 1238.07,75.5929 1238.26,75.5929 1238.45,75.5929 1238.64,75.5929 1238.83,75.5929 \n",
" 1239.02,374.001 1239.21,224.797 1239.4,440.314 1239.58,324.266 1239.77,423.735 1239.96,390.579 1240.15,473.47 1240.34,506.627 1240.53,655.831 1240.72,407.157 \n",
" 1240.91,407.157 1241.1,257.953 1241.29,539.783 1241.48,340.844 1241.67,423.735 1241.86,440.314 1242.04,282.821 1242.23,125.328 1242.42,108.749 1242.61,100.46 \n",
" 1242.8,92.1711 1242.99,92.1711 1243.18,92.1711 1243.37,92.1711 1243.56,374.001 1243.75,257.953 1243.94,340.844 1244.13,274.531 1244.32,473.47 1244.5,374.001 \n",
" 1244.69,473.47 1244.88,307.688 1245.07,606.096 1245.26,473.47 1245.45,738.722 1245.64,423.735 1245.83,456.892 1246.02,307.688 1246.21,423.735 1246.4,175.062 \n",
" 1246.59,208.219 1246.78,233.086 1246.96,257.953 1247.15,141.906 1247.34,257.953 1247.53,274.531 1247.72,349.133 1247.91,423.735 1248.1,589.518 1248.29,539.783 \n",
" 1248.48,655.831 1248.67,440.314 1248.86,722.143 1249.05,589.518 1249.24,606.096 1249.42,572.939 1249.61,970.817 1249.8,672.409 1249.99,490.048 1250.18,490.048 \n",
" 1250.37,523.205 1250.56,688.987 1250.75,456.892 1250.94,307.688 1251.13,622.674 1251.32,75.5929 1251.51,241.375 1251.7,158.484 1251.88,175.062 1252.07,166.773 \n",
" 1252.26,158.484 1252.45,423.735 1252.64,440.314 1252.83,307.688 1253.02,506.627 1253.21,241.375 1253.4,722.143 1253.59,490.048 1253.78,672.409 1253.97,407.157 \n",
" 1254.16,788.456 1254.34,340.844 1254.53,390.579 1254.72,340.844 1254.91,572.939 1255.1,523.205 1255.29,655.831 1255.48,440.314 1255.67,523.205 1255.86,324.266 \n",
" 1256.05,125.328 1256.24,191.64 1256.43,257.953 1256.62,141.906 1256.8,390.579 1256.99,390.579 1257.18,390.579 1257.37,490.048 1257.56,688.987 1257.75,440.314 \n",
" 1257.94,672.409 1258.13,589.518 1258.32,456.892 1258.51,357.423 1258.7,523.205 1258.89,340.844 1259.08,473.47 1259.26,432.025 1259.45,390.579 1259.64,208.219 \n",
" 1259.83,374.001 1260.02,241.375 1260.21,357.423 1260.4,249.664 1260.59,141.906 1260.78,141.906 1260.97,141.906 1261.16,141.906 1261.35,141.906 1261.54,141.906 \n",
" 1261.72,141.906 1261.91,141.906 1262.1,141.906 1262.29,75.5929 1262.48,75.5929 1262.67,158.484 1262.86,224.797 1263.05,324.266 1263.24,473.47 1263.43,208.219 \n",
" 1263.62,208.219 1263.81,191.64 1264,324.266 1264.18,257.953 1264.37,257.953 1264.56,249.664 1264.75,241.375 1264.94,175.062 1265.13,108.749 1265.32,108.749 \n",
" 1265.51,108.749 1265.7,108.749 1265.89,108.749 1266.08,108.749 1266.27,108.749 1266.46,108.749 1266.64,108.749 1266.83,108.749 1267.02,108.749 1267.21,307.688 \n",
" 1267.4,291.11 1267.59,357.423 1267.78,506.627 1267.97,423.735 1268.16,473.47 1268.35,257.953 1268.54,539.783 1268.73,473.47 1268.92,556.361 1269.1,490.048 \n",
" 1269.29,291.11 1269.48,257.953 1269.67,241.375 1269.86,208.219 1270.05,175.062 1270.24,92.1711 1270.43,307.688 1270.62,291.11 1270.81,307.688 1271,407.157 \n",
" 1271.19,622.674 1271.38,556.361 1271.57,556.361 1271.75,606.096 1271.94,556.361 1272.13,688.987 1272.32,755.3 1272.51,407.157 1272.7,473.47 1272.89,307.688 \n",
" 1273.08,291.11 1273.27,324.266 1273.46,357.423 1273.65,158.484 1273.84,440.314 1274.03,257.953 1274.21,75.5929 1274.4,75.5929 1274.59,108.749 1274.78,166.773 \n",
" 1274.97,224.797 1275.16,224.797 1275.35,224.797 1275.54,257.953 1275.73,490.048 1275.92,324.266 1276.11,539.783 1276.3,556.361 1276.49,523.205 1276.67,589.518 \n",
" 1276.86,688.987 1277.05,291.11 1277.24,440.314 1277.43,108.749 1277.62,456.892 1277.81,407.157 1278,490.048 1278.19,407.157 1278.38,473.47 1278.57,390.579 \n",
" 1278.76,291.11 1278.95,357.423 1279.13,208.219 1279.32,92.1711 1279.51,274.531 1279.7,374.001 1279.89,407.157 1280.08,490.048 1280.27,655.831 1280.46,407.157 \n",
" 1280.65,523.205 1280.84,390.579 1281.03,390.579 1281.22,539.783 1281.41,622.674 1281.59,158.484 1281.78,357.423 1281.97,257.953 1282.16,374.001 1282.35,374.001 \n",
" 1282.54,324.266 1282.73,224.797 1282.92,423.735 1283.11,315.977 1283.3,208.219 1283.49,208.219 1283.68,208.219 1283.87,208.219 1284.05,208.219 1284.24,208.219 \n",
" 1284.43,208.219 1284.62,208.219 1284.81,208.219 1285,208.219 1285.19,208.219 1285.38,257.953 1285.57,490.048 1285.76,572.939 1285.95,738.722 1286.14,655.831 \n",
" 1286.33,688.987 1286.51,490.048 1286.7,606.096 1286.89,506.627 1287.08,523.205 1287.27,340.844 1287.46,208.219 1287.65,357.423 1287.84,241.375 1288.03,158.484 \n",
" 1288.22,141.906 1288.41,125.328 1288.6,108.749 1288.79,324.266 1288.97,440.314 1289.16,390.579 1289.35,639.252 1289.54,374.001 1289.73,655.831 1289.92,606.096 \n",
" 1290.11,655.831 1290.3,655.831 1290.49,705.565 1290.68,622.674 1290.87,705.565 1291.06,423.735 1291.25,622.674 1291.43,639.252 1291.62,672.409 1291.81,324.266 \n",
" 1292,390.579 1292.19,175.062 1292.38,125.328 1292.57,125.328 1292.76,208.219 1292.95,92.1711 1293.14,75.5929 1293.33,257.953 1293.52,307.688 1293.71,340.844 \n",
" 1293.89,722.143 1294.08,390.579 1294.27,755.3 1294.46,589.518 1294.65,606.096 1294.84,688.987 1295.03,688.987 1295.22,473.47 1295.41,572.939 1295.6,175.062 \n",
" 1295.79,440.314 1295.98,357.423 1296.17,473.47 1296.35,307.688 1296.54,423.735 1296.73,299.399 1296.92,175.062 1297.11,175.062 1297.3,374.001 1297.49,158.484 \n",
" 1297.68,208.219 1297.87,390.579 1298.06,241.375 1298.25,224.797 1298.44,705.565 1298.63,473.47 1298.81,556.361 1299,622.674 1299.19,490.048 1299.38,606.096 \n",
" 1299.57,606.096 1299.76,456.892 1299.95,539.783 1300.14,158.484 1300.33,490.048 1300.52,473.47 1300.71,473.47 1300.9,606.096 1301.09,374.001 1301.27,158.484 \n",
" 1301.46,241.375 1301.65,357.423 1301.84,191.64 1302.03,158.484 1302.22,224.797 1302.41,374.001 1302.6,440.314 1302.79,639.252 1302.98,705.565 1303.17,523.205 \n",
" 1303.36,672.409 1303.55,523.205 1303.73,490.048 1303.92,655.831 1304.11,622.674 1304.3,655.831 1304.49,572.939 1304.68,224.797 1304.87,523.205 1305.06,506.627 \n",
" 1305.25,622.674 1305.44,490.048 1305.63,473.47 1305.82,332.555 1306.01,191.64 1306.19,75.5929 1306.38,241.375 1306.57,282.821 1306.76,324.266 1306.95,456.892 \n",
" 1307.14,390.579 1307.33,539.783 1307.52,572.939 1307.71,556.361 1307.9,771.878 1308.09,622.674 1308.28,639.252 1308.47,572.939 1308.65,688.987 1308.84,456.892 \n",
" 1309.03,374.001 1309.22,340.844 1309.41,473.47 1309.6,374.001 1309.79,390.579 1309.98,340.844 1310.17,241.375 1310.36,166.773 1310.55,92.1711 1310.74,92.1711 \n",
" 1310.93,92.1711 1311.11,92.1711 1311.3,92.1711 1311.49,92.1711 1311.68,92.1711 1311.87,92.1711 1312.06,92.1711 1312.25,75.5929 1312.44,257.953 1312.63,423.735 \n",
" 1312.82,589.518 1313.01,572.939 1313.2,705.565 1313.39,655.831 1313.57,572.939 1313.76,324.266 1313.95,490.048 1314.14,374.001 1314.33,539.783 1314.52,506.627 \n",
" 1314.71,456.892 1314.9,556.361 1315.09,440.314 1315.28,589.518 1315.47,440.314 1315.66,241.375 1315.85,473.47 1316.03,688.987 1316.22,589.518 1316.41,506.627 \n",
" 1316.6,572.939 1316.79,374.001 1316.98,672.409 1317.17,490.048 1317.36,390.579 1317.55,456.892 1317.74,539.783 1317.93,490.048 1318.12,456.892 1318.31,208.219 \n",
" 1318.49,440.314 1318.68,556.361 1318.87,473.47 1319.06,241.375 1319.25,191.64 1319.44,208.219 1319.63,224.797 1319.82,92.1711 1320.01,208.219 1320.2,274.531 \n",
" 1320.39,357.423 1320.58,672.409 1320.77,639.252 1320.95,572.939 1321.14,672.409 1321.33,241.375 1321.52,556.361 1321.71,423.735 1321.9,639.252 1322.09,523.205 \n",
" 1322.28,523.205 1322.47,241.375 1322.66,473.47 1322.85,224.797 1323.04,523.205 1323.23,241.375 1323.41,622.674 1323.6,456.892 1323.79,407.157 1323.98,108.749 \n",
" 1324.17,224.797 1324.36,216.508 1324.55,208.219 1324.74,208.219 1324.93,208.219 1325.12,423.735 1325.31,523.205 1325.5,224.797 1325.69,291.11 1325.87,274.531 \n",
" 1326.06,440.314 1326.25,374.001 1326.44,523.205 1326.63,307.688 1326.82,340.844 1327.01,191.64 1327.2,307.688 1327.39,141.906 1327.58,191.64 1327.77,291.11 \n",
" 1327.96,257.953 1328.15,175.062 1328.33,456.892 1328.52,307.688 1328.71,440.314 1328.9,257.953 1329.09,241.375 1329.28,307.688 1329.47,291.11 1329.66,589.518 \n",
" 1329.85,523.205 1330.04,407.157 1330.23,705.565 1330.42,324.266 1330.61,606.096 1330.79,606.096 1330.98,606.096 1331.17,357.423 1331.36,589.518 1331.55,390.579 \n",
" 1331.74,523.205 1331.93,324.266 1332.12,589.518 1332.31,473.47 1332.5,606.096 1332.69,340.844 1332.88,423.735 1333.07,108.749 1333.25,324.266 1333.44,175.062 \n",
" 1333.63,291.11 1333.82,158.484 1334.01,390.579 1334.2,539.783 1334.39,374.001 1334.58,539.783 1334.77,688.987 1334.96,655.831 1335.15,473.47 1335.34,705.565 \n",
" 1335.53,407.157 1335.71,407.157 1335.9,539.783 1336.09,307.688 1336.28,407.157 1336.47,315.977 1336.66,224.797 1336.85,340.844 1337.04,307.688 1337.23,241.375 \n",
" 1337.42,374.001 1337.61,257.953 1337.8,141.906 1337.99,141.906 1338.17,141.906 1338.36,141.906 1338.55,141.906 1338.74,141.906 1338.93,141.906 1339.12,141.906 \n",
" 1339.31,141.906 1339.5,307.688 1339.69,473.47 1339.88,672.409 1340.07,440.314 1340.26,407.157 1340.45,572.939 1340.63,208.219 1340.82,158.484 1341.01,324.266 \n",
" 1341.2,490.048 1341.39,324.266 1341.58,374.001 1341.77,257.953 1341.96,75.5929 1342.15,108.749 1342.34,241.375 1342.53,158.484 1342.72,158.484 1342.91,158.484 \n",
" 1343.09,158.484 1343.28,158.484 1343.47,506.627 1343.66,523.205 1343.85,655.831 1344.04,274.531 1344.23,473.47 1344.42,407.157 1344.61,556.361 1344.8,423.735 \n",
" 1344.99,572.939 1345.18,324.266 1345.37,473.47 1345.55,257.953 1345.74,340.844 1345.93,257.953 1346.12,357.423 1346.31,175.062 1346.5,158.484 1346.69,141.906 \n",
" 1346.88,141.906 1347.07,141.906 1347.26,141.906 1347.45,141.906 1347.64,141.906 1347.83,141.906 1348.01,141.906 1348.2,141.906 1348.39,141.906 1348.58,108.749 \n",
" 1348.77,75.5929 1348.96,75.5929 1349.15,75.5929 1349.34,141.906 1349.53,523.205 1349.72,556.361 1349.91,589.518 1350.1,274.531 1350.29,473.47 1350.47,390.579 \n",
" 1350.66,572.939 1350.85,423.735 1351.04,208.219 1351.23,191.64 1351.42,175.062 1351.61,175.062 1351.8,175.062 1351.99,175.062 1352.18,175.062 1352.37,175.062 \n",
" 1352.56,175.062 1352.75,175.062 1352.93,175.062 1353.12,175.062 1353.31,175.062 1353.5,257.953 1353.69,357.423 1353.88,539.783 1354.07,572.939 1354.26,324.266 \n",
" 1354.45,456.892 1354.64,191.64 1354.83,523.205 1355.02,291.11 1355.21,440.314 1355.39,374.001 1355.58,241.375 1355.77,92.1711 1355.96,100.46 1356.15,108.749 \n",
" 1356.34,108.749 1356.53,108.749 1356.72,108.749 1356.91,423.735 1357.1,539.783 1357.29,374.001 1357.48,572.939 1357.67,357.423 1357.85,523.205 1358.04,390.579 \n",
" 1358.23,473.47 1358.42,257.953 1358.61,274.531 1358.8,324.266 1358.99,241.375 1359.18,208.219 1359.37,357.423 1359.56,291.11 1359.75,539.783 1359.94,208.219 \n",
" 1360.13,407.157 1360.31,274.531 1360.5,141.906 1360.69,141.906 1360.88,141.906 1361.07,141.906 1361.26,141.906 1361.45,141.906 1361.64,141.906 1361.83,141.906 \n",
" 1362.02,141.906 1362.21,141.906 1362.4,141.906 1362.59,141.906 1362.77,257.953 1362.96,340.844 1363.15,374.001 1363.34,357.423 1363.53,340.844 1363.72,108.749 \n",
" 1363.91,357.423 1364.1,307.688 1364.29,572.939 1364.48,241.375 1364.67,92.1711 1364.86,199.93 1365.05,307.688 1365.23,208.219 1365.42,108.749 1365.61,108.749 \n",
" 1365.8,108.749 1365.99,291.11 1366.18,506.627 1366.37,423.735 1366.56,589.518 1366.75,374.001 1366.94,523.205 1367.13,340.844 1367.32,423.735 1367.51,241.375 \n",
" 1367.69,738.722 1367.88,291.11 1368.07,655.831 1368.26,241.375 1368.45,390.579 1368.64,340.844 1368.83,423.735 1369.02,274.531 1369.21,125.328 1369.4,100.46 \n",
" 1369.59,75.5929 1369.78,75.5929 1369.97,75.5929 1370.15,75.5929 1370.34,75.5929 1370.53,75.5929 1370.72,75.5929 1370.91,75.5929 1371.1,75.5929 1371.29,133.617 \n",
" 1371.48,191.64 1371.67,191.64 1371.86,374.001 1372.05,490.048 1372.24,705.565 1372.43,407.157 1372.61,622.674 1372.8,257.953 1372.99,490.048 1373.18,324.266 \n",
" 1373.37,440.314 1373.56,390.579 1373.75,490.048 1373.94,340.844 1374.13,506.627 1374.32,224.797 1374.51,191.64 1374.7,199.93 1374.89,208.219 1375.07,523.205 \n",
" 1375.26,556.361 1375.45,340.844 1375.64,606.096 1375.83,274.531 1376.02,655.831 1376.21,473.47 1376.4,506.627 1376.59,357.423 1376.78,490.048 1376.97,257.953 \n",
" 1377.16,390.579 1377.35,158.484 1377.53,423.735 1377.72,357.423 1377.91,456.892 1378.1,224.797 1378.29,224.797 1378.48,274.531 1378.67,324.266 1378.86,324.266 \n",
" 1379.05,324.266 1379.24,324.266 1379.43,324.266 1379.62,324.266 1379.81,324.266 1379.99,324.266 1380.18,324.266 1380.37,92.1711 1380.56,523.205 1380.75,523.205 \n",
" 1380.94,655.831 1381.13,688.987 1381.32,788.456 1381.51,688.987 1381.7,738.722 1381.89,423.735 1382.08,622.674 1382.27,672.409 1382.45,722.143 1382.64,572.939 \n",
" 1382.83,141.906 1383.02,158.484 1383.21,175.062 1383.4,125.328 1383.59,75.5929 1383.78,125.328 1383.97,175.062 1384.16,374.001 1384.35,506.627 1384.54,490.048 \n",
" 1384.73,688.987 1384.91,622.674 1385.1,639.252 1385.29,622.674 1385.48,672.409 1385.67,722.143 1385.86,788.456 1386.05,423.735 1386.24,440.314 1386.43,374.001 \n",
" 1386.62,572.939 1386.81,473.47 1387,639.252 1387.19,639.252 1387.37,307.688 1387.56,257.953 1387.75,208.219 1387.94,158.484 1388.13,199.93 1388.32,241.375 \n",
" 1388.51,241.375 1388.7,473.47 1388.89,423.735 1389.08,407.157 1389.27,572.939 1389.46,506.627 1389.65,771.878 1389.83,738.722 1390.02,655.831 1390.21,473.47 \n",
" 1390.4,572.939 1390.59,340.844 1390.78,473.47 1390.97,291.11 1391.16,506.627 1391.35,490.048 1391.54,606.096 1391.73,456.892 1391.92,257.953 1392.11,191.64 \n",
" 1392.29,125.328 1392.48,125.328 1392.67,125.328 1392.86,125.328 1393.05,125.328 1393.24,125.328 1393.43,125.328 1393.62,125.328 1393.81,125.328 1394,108.749 \n",
" 1394.19,92.1711 1394.38,158.484 1394.57,224.797 1394.75,141.906 1394.94,307.688 1395.13,208.219 1395.32,374.001 1395.51,191.64 1395.7,75.5929 1395.89,191.64 \n",
" 1396.08,606.096 1396.27,324.266 1396.46,141.906 1396.65,108.749 1396.84,75.5929 1397.03,75.5929 1397.21,75.5929 1397.4,75.5929 1397.59,75.5929 1397.78,75.5929 \n",
" 1397.97,92.1711 1398.16,108.749 1398.35,340.844 1398.54,158.484 1398.73,456.892 1398.92,423.735 1399.11,506.627 1399.3,523.205 1399.49,771.878 1399.67,390.579 \n",
" 1399.86,655.831 1400.05,291.11 1400.24,473.47 1400.43,523.205 1400.62,423.735 1400.81,257.953 1401,125.328 1401.19,108.749 1401.38,390.579 1401.57,191.64 \n",
" 1401.76,175.062 1401.95,125.328 1402.13,324.266 1402.32,224.797 1402.51,572.939 1402.7,655.831 1402.89,672.409 1403.08,440.314 1403.27,589.518 1403.46,622.674 \n",
" 1403.65,523.205 1403.84,440.314 1404.03,390.579 1404.22,108.749 1404.41,357.423 1404.59,291.11 1404.78,506.627 1404.97,224.797 1405.16,274.531 1405.35,125.328 \n",
" 1405.54,224.797 1405.73,249.664 1405.92,274.531 1406.11,175.062 1406.3,75.5929 1406.49,75.5929 1406.68,75.5929 1406.87,357.423 1407.05,473.47 1407.24,340.844 \n",
" 1407.43,440.314 1407.62,224.797 1407.81,374.001 1408,357.423 1408.19,523.205 1408.38,407.157 1408.57,440.314 1408.76,423.735 1408.95,622.674 1409.14,490.048 \n",
" 1409.33,506.627 1409.51,340.844 1409.7,357.423 1409.89,75.5929 1410.08,158.484 1410.27,224.797 1410.46,291.11 1410.65,141.906 1410.84,208.219 1411.03,158.484 \n",
" 1411.22,108.749 1411.41,241.375 1411.6,456.892 1411.79,374.001 1411.97,423.735 1412.16,307.688 1412.35,523.205 1412.54,473.47 1412.73,589.518 1412.92,357.423 \n",
" 1413.11,589.518 1413.3,506.627 1413.49,473.47 1413.68,125.328 1413.87,655.831 1414.06,506.627 1414.25,274.531 1414.44,108.749 1414.62,191.64 1414.81,166.773 \n",
" 1415,141.906 1415.19,141.906 1415.38,224.797 1415.57,183.351 1415.76,141.906 1415.95,141.906 1416.14,357.423 1416.33,340.844 1416.52,407.157 1416.71,307.688 \n",
" 1416.9,539.783 1417.08,539.783 1417.27,738.722 1417.46,490.048 1417.65,688.987 1417.84,705.565 1418.03,622.674 1418.22,257.953 1418.41,473.47 1418.6,108.749 \n",
" 1418.79,241.375 1418.98,125.328 1419.17,108.749 1419.36,175.062 1419.54,241.375 1419.73,141.906 1419.92,241.375 1420.11,175.062 1420.3,108.749 1420.49,108.749 \n",
" 1420.68,490.048 1420.87,191.64 1421.06,440.314 1421.25,241.375 1421.44,324.266 1421.63,291.11 1421.82,556.361 1422,357.423 1422.19,589.518 1422.38,191.64 \n",
" 1422.57,340.844 1422.76,158.484 1422.95,374.001 1423.14,224.797 1423.33,208.219 1423.52,224.797 1423.71,490.048 1423.9,374.001 1424.09,257.953 1424.28,175.062 \n",
" 1424.46,92.1711 1424.65,100.46 1424.84,108.749 1425.03,241.375 1425.22,523.205 1425.41,158.484 1425.6,374.001 1425.79,324.266 1425.98,274.531 1426.17,224.797 \n",
" 1426.36,407.157 1426.55,158.484 1426.74,506.627 1426.92,208.219 1427.11,374.001 1427.3,125.328 1427.49,324.266 1427.68,158.484 1427.87,241.375 1428.06,125.328 \n",
" 1428.25,224.797 1428.44,299.399 1428.63,374.001 1428.82,274.531 1429.01,175.062 1429.2,175.062 1429.38,175.062 1429.57,175.062 1429.76,423.735 1429.95,241.375 \n",
" 1430.14,340.844 1430.33,108.749 1430.52,390.579 1430.71,407.157 1430.9,456.892 1431.09,257.953 1431.28,539.783 1431.47,274.531 1431.66,589.518 1431.84,191.64 \n",
" 1432.03,572.939 1432.22,324.266 1432.41,639.252 1432.6,622.674 1432.79,506.627 1432.98,224.797 1433.17,506.627 1433.36,75.5929 1433.55,357.423 1433.74,208.219 \n",
" 1433.93,125.328 1434.12,241.375 1434.3,490.048 1434.49,191.64 1434.68,606.096 1434.87,274.531 1435.06,572.939 1435.25,423.735 1435.44,556.361 1435.63,357.423 \n",
" 1435.82,622.674 1436.01,274.531 1436.2,572.939 1436.39,357.423 1436.58,539.783 1436.76,390.579 1436.95,456.892 1437.14,307.688 1437.33,539.783 1437.52,141.906 \n",
" 1437.71,374.001 1437.9,191.64 1438.09,175.062 1438.28,141.906 1438.47,108.749 1438.66,208.219 1438.85,390.579 1439.04,224.797 1439.22,473.47 1439.41,374.001 \n",
" 1439.6,506.627 1439.79,556.361 1439.98,655.831 1440.17,589.518 1440.36,738.722 1440.55,490.048 1440.74,556.361 1440.93,473.47 1441.12,755.3 1441.31,556.361 \n",
" 1441.5,672.409 1441.68,606.096 1441.87,539.783 1442.06,191.64 1442.25,274.531 1442.44,141.906 1442.63,158.484 1442.82,125.328 1443.01,158.484 1443.2,241.375 \n",
" 1443.39,473.47 1443.58,539.783 1443.77,606.096 1443.96,655.831 1444.14,722.143 1444.33,556.361 1444.52,705.565 1444.71,606.096 1444.9,921.082 1445.09,639.252 \n",
" 1445.28,871.347 1445.47,490.048 1445.66,755.3 1445.85,705.565 1446.04,705.565 1446.23,506.627 1446.42,523.205 1446.6,241.375 1446.79,374.001 1446.98,241.375 \n",
" 1447.17,241.375 1447.36,199.93 1447.55,158.484 1447.74,340.844 1447.93,490.048 1448.12,473.47 1448.31,722.143 1448.5,274.531 1448.69,622.674 1448.88,506.627 \n",
" 1449.06,672.409 1449.25,506.627 1449.44,788.456 1449.63,755.3 1449.82,622.674 1450.01,506.627 1450.2,639.252 1450.39,622.674 1450.58,639.252 1450.77,423.735 \n",
" 1450.96,539.783 1451.15,340.844 1451.34,506.627 1451.52,191.64 1451.71,191.64 1451.9,125.328 1452.09,257.953 1452.28,523.205 1452.47,572.939 1452.66,440.314 \n",
" 1452.85,589.518 1453.04,456.892 1453.23,572.939 1453.42,506.627 1453.61,622.674 1453.8,506.627 1453.98,705.565 1454.17,423.735 1454.36,589.518 1454.55,357.423 \n",
" 1454.74,655.831 1454.93,456.892 1455.12,539.783 1455.31,440.314 1455.5,374.001 1455.69,158.484 1455.88,374.001 1456.07,191.64 1456.26,175.062 1456.44,125.328 \n",
" 1456.63,75.5929 1456.82,291.11 1457.01,490.048 1457.2,390.579 1457.39,606.096 1457.58,440.314 1457.77,556.361 1457.96,539.783 1458.15,606.096 1458.34,539.783 \n",
" 1458.53,771.878 1458.72,556.361 1458.9,688.987 1459.09,291.11 1459.28,490.048 1459.47,423.735 1459.66,589.518 1459.85,407.157 1460.04,224.797 1460.23,125.328 \n",
" 1460.42,158.484 1460.61,150.195 1460.8,141.906 1460.99,282.821 1461.18,423.735 1461.36,423.735 1461.55,440.314 1461.74,224.797 1461.93,490.048 1462.12,274.531 \n",
" 1462.31,639.252 1462.5,490.048 1462.69,606.096 1462.88,622.674 1463.07,672.409 1463.26,423.735 1463.45,639.252 1463.64,357.423 1463.82,572.939 1464.01,407.157 \n",
" 1464.2,622.674 1464.39,407.157 1464.58,374.001 1464.77,158.484 1464.96,291.11 1465.15,257.953 1465.34,208.219 1465.53,125.328 1465.72,92.1711 1465.91,324.266 \n",
" 1466.1,539.783 1466.28,622.674 1466.47,788.456 1466.66,539.783 1466.85,788.456 1467.04,738.722 1467.23,722.143 1467.42,755.3 1467.61,954.239 1467.8,722.143 \n",
" 1467.99,771.878 1468.18,539.783 1468.37,556.361 1468.56,490.048 1468.74,572.939 1468.93,473.47 1469.12,357.423 1469.31,257.953 1469.5,158.484 1469.69,92.1711 \n",
" 1469.88,158.484 1470.07,92.1711 1470.26,141.906 1470.45,224.797 1470.64,490.048 1470.83,423.735 1471.02,556.361 1471.2,257.953 1471.39,423.735 1471.58,357.423 \n",
" 1471.77,539.783 1471.96,672.409 1472.15,688.987 1472.34,473.47 1472.53,506.627 1472.72,257.953 1472.91,589.518 1473.1,456.892 1473.29,705.565 1473.48,407.157 \n",
" 1473.66,175.062 1473.85,92.1711 1474.04,241.375 1474.23,92.1711 1474.42,141.906 1474.61,92.1711 1474.8,150.195 1474.99,208.219 1475.18,490.048 1475.37,440.314 \n",
" 1475.56,572.939 1475.75,423.735 1475.94,523.205 1476.12,440.314 1476.31,639.252 1476.5,655.831 1476.69,688.987 1476.88,440.314 1477.07,523.205 1477.26,291.11 \n",
" 1477.45,572.939 1477.64,572.939 1477.83,688.987 1478.02,357.423 1478.21,473.47 1478.4,175.062 1478.58,241.375 1478.77,158.484 1478.96,125.328 1479.15,233.086 \n",
" 1479.34,340.844 1479.53,340.844 1479.72,506.627 1479.91,655.831 1480.1,655.831 1480.29,340.844 1480.48,572.939 1480.67,423.735 1480.86,606.096 1481.04,490.048 \n",
" 1481.23,705.565 1481.42,523.205 1481.61,473.47 1481.8,257.953 1481.99,506.627 1482.18,622.674 1482.37,705.565 1482.56,490.048 1482.75,423.735 1482.94,108.749 \n",
" 1483.13,274.531 1483.32,291.11 1483.5,175.062 1483.69,191.64 1483.88,224.797 1484.07,523.205 1484.26,639.252 1484.45,705.565 1484.64,738.722 1484.83,473.47 \n",
" 1485.02,556.361 1485.21,539.783 1485.4,655.831 1485.59,688.987 1485.78,755.3 1485.96,390.579 1486.15,556.361 1486.34,423.735 1486.53,622.674 1486.72,440.314 \n",
" 1486.91,589.518 1487.1,440.314 1487.29,407.157 1487.48,274.531 1487.67,274.531 1487.86,208.219 1488.05,175.062 1488.24,92.1711 1488.42,108.749 1488.61,291.11 \n",
" 1488.8,572.939 1488.99,423.735 1489.18,672.409 1489.37,423.735 1489.56,606.096 1489.75,539.783 1489.94,688.987 1490.13,589.518 1490.32,688.987 1490.51,606.096 \n",
" 1490.7,705.565 1490.88,390.579 1491.07,606.096 1491.26,589.518 1491.45,622.674 1491.64,556.361 1491.83,606.096 1492.02,175.062 1492.21,191.64 1492.4,340.844 \n",
" 1492.59,257.953 1492.78,208.219 1492.97,224.797 1493.16,423.735 1493.34,456.892 1493.53,324.266 1493.72,639.252 1493.91,307.688 1494.1,523.205 1494.29,473.47 \n",
" 1494.48,539.783 1494.67,340.844 1494.86,672.409 1495.05,423.735 1495.24,523.205 1495.43,175.062 1495.62,291.11 1495.8,241.375 1495.99,456.892 1496.18,440.314 \n",
" 1496.37,374.001 1496.56,158.484 1496.75,506.627 1496.94,357.423 1497.13,374.001 1497.32,407.157 1497.51,473.47 1497.7,639.252 1497.89,672.409 1498.08,490.048 \n",
" 1498.26,722.143 1498.45,589.518 1498.64,639.252 1498.83,672.409 1499.02,688.987 1499.21,606.096 1499.4,887.926 1499.59,589.518 1499.78,821.613 1499.97,440.314 \n",
" 1500.16,622.674 1500.35,672.409 1500.54,688.987 1500.72,639.252 1500.91,556.361 1501.1,257.953 1501.29,440.314 1501.48,324.266 1501.67,324.266 1501.86,257.953 \n",
" 1502.05,307.688 1502.24,440.314 1502.43,506.627 1502.62,456.892 1502.81,572.939 1503,655.831 1503.18,589.518 1503.37,456.892 1503.56,556.361 1503.75,390.579 \n",
" 1503.94,556.361 1504.13,440.314 1504.32,606.096 1504.51,374.001 1504.7,423.735 1504.89,506.627 1505.08,407.157 1505.27,291.11 1505.46,490.048 1505.64,349.133 \n",
" 1505.83,208.219 1506.02,75.5929 1506.21,175.062 1506.4,191.64 1506.59,208.219 1506.78,307.688 1506.97,407.157 1507.16,357.423 1507.35,490.048 1507.54,224.797 \n",
" 1507.73,473.47 1507.92,456.892 1508.1,655.831 1508.29,490.048 1508.48,506.627 1508.67,506.627 1508.86,490.048 1509.05,539.783 1509.24,688.987 1509.43,523.205 \n",
" 1509.62,639.252 1509.81,490.048 1510,407.157 1510.19,307.688 1510.38,473.47 1510.56,274.531 1510.75,257.953 1510.94,324.266 1511.13,440.314 1511.32,556.361 \n",
" 1511.51,688.987 1511.7,556.361 1511.89,672.409 1512.08,473.47 1512.27,622.674 1512.46,539.783 1512.65,539.783 1512.84,589.518 1513.02,622.674 1513.21,423.735 \n",
" 1513.4,506.627 1513.59,340.844 1513.78,523.205 1513.97,490.048 1514.16,490.048 1514.35,390.579 1514.54,572.939 1514.73,349.133 1514.92,125.328 1515.11,125.328 \n",
" 1515.3,125.328 1515.48,125.328 1515.67,141.906 1515.86,672.409 1516.05,672.409 1516.24,606.096 1516.43,622.674 1516.62,523.205 1516.81,672.409 1517,672.409 \n",
" 1517.19,672.409 1517.38,556.361 1517.57,572.939 1517.76,456.892 1517.94,655.831 1518.13,307.688 1518.32,606.096 1518.51,821.613 1518.7,655.831 1518.89,523.205 \n",
" 1519.08,606.096 1519.27,655.831 1519.46,456.892 1519.65,390.579 1519.84,589.518 1520.03,456.892 1520.22,390.579 1520.4,705.565 1520.59,622.674 1520.78,539.783 \n",
" 1520.97,722.143 1521.16,705.565 1521.35,755.3 1521.54,473.47 1521.73,655.831 1521.92,506.627 1522.11,705.565 1522.3,490.048 1522.49,539.783 1522.68,456.892 \n",
" 1522.86,572.939 1523.05,374.001 1523.24,539.783 1523.43,423.735 1523.62,738.722 1523.81,498.337 1524,257.953 1524.19,257.953 1524.38,456.892 1524.57,158.484 \n",
" 1524.76,655.831 1524.95,771.878 1525.14,606.096 1525.32,556.361 1525.51,556.361 1525.7,705.565 1525.89,655.831 1526.08,572.939 1526.27,722.143 1526.46,440.314 \n",
" 1526.65,572.939 1526.84,490.048 1527.03,639.252 1527.22,622.674 1527.41,639.252 1527.6,506.627 1527.78,506.627 1527.97,390.579 1528.16,456.892 1528.35,332.555 \n",
" 1528.54,208.219 1528.73,175.062 1528.92,141.906 1529.11,141.906 1529.3,340.844 1529.49,622.674 1529.68,622.674 1529.87,523.205 1530.06,838.191 1530.24,771.878 \n",
" 1530.43,606.096 1530.62,788.456 1530.81,688.987 1531,672.409 1531.19,970.817 1531.38,655.831 1531.57,722.143 1531.76,672.409 1531.95,688.987 1532.14,539.783 \n",
" 1532.33,523.205 1532.52,655.831 1532.7,821.613 1532.89,224.797 1533.08,307.688 1533.27,299.399 1533.46,291.11 1533.65,108.749 1533.84,241.375 1534.03,556.361 \n",
" 1534.22,688.987 1534.41,473.47 1534.6,871.347 1534.79,622.674 1534.98,688.987 1535.16,838.191 1535.35,589.518 1535.54,506.627 1535.73,655.831 1535.92,390.579 \n",
" 1536.11,589.518 1536.3,324.266 1536.49,572.939 1536.68,340.844 1536.87,738.722 1537.06,374.001 1537.25,556.361 1537.44,315.977 1537.62,75.5929 1537.81,75.5929 \n",
" 1538,75.5929 1538.19,100.46 1538.38,125.328 1538.57,125.328 1538.76,125.328 1538.95,75.5929 1539.14,307.688 1539.33,423.735 1539.52,423.735 1539.71,490.048 \n",
" 1539.9,606.096 1540.08,705.565 1540.27,805.035 1540.46,755.3 1540.65,838.191 1540.84,423.735 1541.03,606.096 1541.22,606.096 1541.41,722.143 1541.6,688.987 \n",
" 1541.79,606.096 1541.98,440.314 1542.17,506.627 1542.36,357.423 1542.54,357.423 1542.73,324.266 1542.92,241.375 1543.11,440.314 1543.3,506.627 1543.49,490.048 \n",
" 1543.68,506.627 1543.87,539.783 1544.06,473.47 1544.25,523.205 1544.44,556.361 1544.63,440.314 1544.82,572.939 1545,572.939 1545.19,490.048 1545.38,324.266 \n",
" 1545.57,357.423 1545.76,374.001 1545.95,407.157 1546.14,374.001 1546.33,556.361 1546.52,175.062 1546.71,141.906 1546.9,108.749 1547.09,257.953 1547.28,191.64 \n",
" 1547.46,291.11 1547.65,622.674 1547.84,606.096 1548.03,639.252 1548.22,871.347 1548.41,639.252 1548.6,672.409 1548.79,606.096 1548.98,506.627 1549.17,473.47 \n",
" 1549.36,473.47 1549.55,473.47 1549.74,539.783 1549.92,357.423 1550.11,473.47 1550.3,490.048 1550.49,722.143 1550.68,539.783 1550.87,506.627 1551.06,324.266 \n",
" 1551.25,307.688 1551.44,191.64 1551.63,208.219 1551.82,274.531 1552.01,340.844 1552.2,572.939 1552.38,688.987 1552.57,639.252 1552.76,755.3 1552.95,622.674 \n",
" 1553.14,771.878 1553.33,622.674 1553.52,572.939 1553.71,490.048 1553.9,572.939 1554.09,390.579 1554.28,291.11 1554.47,191.64 1554.66,440.314 1554.84,307.688 \n",
" 1555.03,257.953 1555.22,241.375 1555.41,307.688 1555.6,92.1711 1555.79,92.1711 1555.98,92.1711 1556.17,141.906 1556.36,183.351 1556.55,224.797 1556.74,224.797 \n",
" 1556.93,390.579 1557.12,274.531 1557.31,539.783 1557.49,539.783 1557.68,589.518 1557.87,357.423 1558.06,490.048 1558.25,257.953 1558.44,672.409 1558.63,407.157 \n",
" 1558.82,324.266 1559.01,307.688 1559.2,423.735 1559.39,423.735 1559.58,191.64 1559.77,241.375 1559.95,224.797 1560.14,158.484 1560.33,208.219 1560.52,108.749 \n",
" 1560.71,374.001 1560.9,257.953 1561.09,473.47 1561.28,639.252 1561.47,539.783 1561.66,572.939 1561.85,506.627 1562.04,490.048 1562.23,821.613 1562.41,390.579 \n",
" 1562.6,357.423 1562.79,340.844 1562.98,655.831 1563.17,374.001 1563.36,257.953 1563.55,291.11 1563.74,340.844 1563.93,241.375 1564.12,572.939 1564.31,158.484 \n",
" 1564.5,208.219 1564.69,158.484 1564.87,108.749 1565.06,108.749 1565.25,108.749 1565.44,117.038 1565.63,125.328 1565.82,125.328 1566.01,175.062 1566.2,141.906 \n",
" 1566.39,291.11 1566.58,224.797 1566.77,158.484 1566.96,357.423 1567.15,241.375 1567.33,257.953 1567.52,407.157 1567.71,440.314 1567.9,506.627 1568.09,324.266 \n",
" 1568.28,357.423 1568.47,291.11 1568.66,490.048 1568.85,158.484 1569.04,208.219 1569.23,158.484 1569.42,108.749 1569.61,108.749 1569.79,108.749 1569.98,158.484 \n",
" 1570.17,208.219 1570.36,208.219 1570.55,208.219 1570.74,224.797 1570.93,622.674 1571.12,523.205 1571.31,639.252 1571.5,606.096 1571.69,440.314 1571.88,390.579 \n",
" 1572.07,606.096 1572.25,390.579 1572.44,539.783 1572.63,274.531 1572.82,506.627 1573.01,473.47 1573.2,374.001 1573.39,456.892 1573.58,357.423 1573.77,274.531 \n",
" 1573.96,191.64 1574.15,191.64 1574.34,274.531 1574.53,92.1711 1574.71,456.892 1574.9,506.627 1575.09,672.409 1575.28,423.735 1575.47,572.939 1575.66,523.205 \n",
" 1575.85,639.252 1576.04,539.783 1576.23,539.783 1576.42,357.423 1576.61,490.048 1576.8,490.048 1576.99,490.048 1577.17,407.157 1577.36,589.518 1577.55,456.892 \n",
" 1577.74,473.47 1577.93,523.205 1578.12,357.423 1578.31,266.242 1578.5,175.062 1578.69,108.749 1578.88,390.579 1579.07,456.892 1579.26,473.47 1579.45,622.674 \n",
" 1579.63,688.987 1579.82,589.518 1580.01,622.674 1580.2,440.314 1580.39,622.674 1580.58,606.096 1580.77,556.361 1580.96,523.205 1581.15,440.314 1581.34,374.001 \n",
" 1581.53,407.157 1581.72,340.844 1581.91,506.627 1582.09,407.157 1582.28,440.314 1582.47,324.266 1582.66,423.735 1582.85,315.977 1583.04,208.219 1583.23,191.64 \n",
" 1583.42,307.688 1583.61,191.64 1583.8,357.423 1583.99,390.579 1584.18,357.423 1584.37,340.844 1584.55,423.735 1584.74,257.953 1584.93,407.157 1585.12,274.531 \n",
" 1585.31,506.627 1585.5,324.266 1585.69,456.892 1585.88,390.579 1586.07,374.001 1586.26,208.219 1586.45,407.157 1586.64,257.953 1586.83,291.11 1587.01,191.64 \n",
" 1587.2,307.688 1587.39,224.797 1587.58,141.906 1587.77,141.906 1587.96,141.906 1588.15,125.328 1588.34,108.749 1588.53,291.11 1588.72,456.892 1588.91,224.797 \n",
" 1589.1,340.844 1589.29,75.5929 1589.47,340.844 1589.66,473.47 1589.85,556.361 1590.04,374.001 1590.23,539.783 1590.42,456.892 1590.61,440.314 1590.8,473.47 \n",
" 1590.99,722.143 1591.18,688.987 1591.37,672.409 1591.56,572.939 1591.75,490.048 1591.93,440.314 1592.12,423.735 1592.31,257.953 1592.5,456.892 1592.69,291.11 \n",
" 1592.88,423.735 1593.07,539.783 1593.26,688.987 1593.45,539.783 1593.64,655.831 1593.83,606.096 1594.02,788.456 1594.21,572.939 1594.39,788.456 1594.58,655.831 \n",
" 1594.77,622.674 1594.96,722.143 1595.15,622.674 1595.34,390.579 1595.53,639.252 1595.72,722.143 1595.91,688.987 1596.1,506.627 1596.29,539.783 1596.48,324.266 \n",
" 1596.67,407.157 1596.85,340.844 1597.04,390.579 1597.23,307.688 1597.42,374.001 1597.61,639.252 1597.8,688.987 1597.99,639.252 1598.18,738.722 1598.37,556.361 \n",
" 1598.56,655.831 1598.75,506.627 1598.94,622.674 1599.13,655.831 1599.31,589.518 1599.5,589.518 1599.69,473.47 1599.88,572.939 1600.07,771.878 1600.26,655.831 \n",
" 1600.45,456.892 1600.64,539.783 1600.83,456.892 1601.02,473.47 1601.21,456.892 1601.4,423.735 1601.59,307.688 1601.77,324.266 1601.96,423.735 1602.15,639.252 \n",
" 1602.34,572.939 1602.53,672.409 1602.72,307.688 1602.91,423.735 1603.1,407.157 1603.29,506.627 1603.48,556.361 1603.67,705.565 1603.86,539.783 1604.05,622.674 \n",
" 1604.23,556.361 1604.42,374.001 1604.61,639.252 1604.8,506.627 1604.99,407.157 1605.18,407.157 1605.37,357.423 1605.56,423.735 1605.75,473.47 1605.94,307.688 \n",
" 1606.13,175.062 1606.32,473.47 1606.51,407.157 1606.69,456.892 1606.88,606.096 1607.07,473.47 1607.26,324.266 1607.45,440.314 1607.64,390.579 1607.83,556.361 \n",
" 1608.02,473.47 1608.21,572.939 1608.4,307.688 1608.59,506.627 1608.78,307.688 1608.97,191.64 1609.15,539.783 1609.34,324.266 1609.53,158.484 1609.72,473.47 \n",
" 1609.91,490.048 1610.1,307.688 1610.29,523.205 1610.48,423.735 1610.67,407.157 1610.86,523.205 1611.05,572.939 1611.24,688.987 1611.43,722.143 1611.61,722.143 \n",
" 1611.8,440.314 1611.99,672.409 1612.18,639.252 1612.37,688.987 1612.56,738.722 1612.75,738.722 1612.94,556.361 1613.13,572.939 1613.32,506.627 1613.51,440.314 \n",
" 1613.7,622.674 1613.89,539.783 1614.07,390.579 1614.26,490.048 1614.45,556.361 1614.64,274.531 1614.83,473.47 1615.02,490.048 1615.21,324.266 1615.4,622.674 \n",
" 1615.59,456.892 1615.78,622.674 1615.97,572.939 1616.16,506.627 1616.35,340.844 1616.53,490.048 1616.72,523.205 1616.91,589.518 1617.1,539.783 1617.29,556.361 \n",
" 1617.48,374.001 1617.67,440.314 1617.86,506.627 1618.05,407.157 1618.24,639.252 1618.43,639.252 1618.62,407.157 1618.81,407.157 1618.99,506.627 1619.18,307.688 \n",
" 1619.37,423.735 1619.56,374.001 1619.75,291.11 1619.94,423.735 1620.13,423.735 1620.32,655.831 1620.51,622.674 1620.7,523.205 1620.89,324.266 1621.08,456.892 \n",
" 1621.27,423.735 1621.45,622.674 1621.64,539.783 1621.83,639.252 1622.02,440.314 1622.21,655.831 1622.4,589.518 1622.59,257.953 1622.78,672.409 1622.97,539.783 \n",
" 1623.16,390.579 1623.35,407.157 1623.54,357.423 1623.73,241.375 1623.91,440.314 1624.1,324.266 1624.29,291.11 1624.48,606.096 1624.67,572.939 1624.86,771.878 \n",
" 1625.05,688.987 1625.24,688.987 1625.43,407.157 1625.62,473.47 1625.81,622.674 1626,655.831 1626.19,705.565 1626.37,771.878 1626.56,705.565 1626.75,755.3 \n",
" 1626.94,672.409 1627.13,456.892 1627.32,788.456 1627.51,639.252 1627.7,523.205 1627.89,473.47 1628.08,589.518 1628.27,407.157 1628.46,506.627 1628.65,324.266 \n",
" 1628.83,224.797 1629.02,456.892 1629.21,324.266 1629.4,589.518 1629.59,639.252 1629.78,688.987 1629.97,490.048 1630.16,490.048 1630.35,589.518 1630.54,688.987 \n",
" 1630.73,738.722 1630.92,771.878 1631.11,639.252 1631.29,688.987 1631.48,688.987 1631.67,456.892 1631.86,771.878 1632.05,622.674 1632.24,506.627 1632.43,639.252 \n",
" 1632.62,423.735 1632.81,390.579 1633,539.783 1633.19,506.627 1633.38,374.001 1633.57,490.048 1633.75,490.048 1633.94,639.252 1634.13,655.831 1634.32,705.565 \n",
" 1634.51,556.361 1634.7,622.674 1634.89,688.987 1635.08,688.987 1635.27,622.674 1635.46,672.409 1635.65,606.096 1635.84,589.518 1636.03,639.252 1636.21,407.157 \n",
" 1636.4,655.831 1636.59,589.518 1636.78,490.048 1636.97,606.096 1637.16,523.205 1637.35,440.314 1637.54,506.627 1637.73,440.314 1637.92,357.423 1638.11,523.205 \n",
" 1638.3,490.048 1638.49,655.831 1638.67,688.987 1638.86,639.252 1639.05,556.361 1639.24,771.878 1639.43,622.674 1639.62,722.143 1639.81,639.252 1640,589.518 \n",
" 1640.19,456.892 1640.38,556.361 1640.57,456.892 1640.76,340.844 1640.95,539.783 1641.13,539.783 1641.32,473.47 1641.51,572.939 1641.7,390.579 1641.89,324.266 \n",
" 1642.08,506.627 1642.27,407.157 1642.46,291.11 1642.65,506.627 1642.84,490.048 1643.03,688.987 1643.22,688.987 1643.41,639.252 1643.59,556.361 1643.78,589.518 \n",
" 1643.97,738.722 1644.16,622.674 1644.35,589.518 1644.54,722.143 1644.73,622.674 1644.92,589.518 1645.11,539.783 1645.3,340.844 1645.49,705.565 1645.68,490.048 \n",
" 1645.87,456.892 1646.05,672.409 1646.24,506.627 1646.43,407.157 1646.62,456.892 1646.81,374.001 1647,374.001 1647.19,490.048 1647.38,523.205 1647.57,639.252 \n",
" 1647.76,606.096 1647.95,589.518 1648.14,672.409 1648.33,539.783 1648.51,655.831 1648.7,622.674 1648.89,672.409 1649.08,672.409 1649.27,606.096 1649.46,606.096 \n",
" 1649.65,556.361 1649.84,506.627 1650.03,639.252 1650.22,523.205 1650.41,440.314 1650.6,622.674 1650.79,490.048 1650.97,390.579 1651.16,606.096 1651.35,490.048 \n",
" 1651.54,423.735 1651.73,539.783 1651.92,506.627 1652.11,655.831 1652.3,771.878 1652.49,722.143 1652.68,722.143 1652.87,539.783 1653.06,788.456 1653.25,788.456 \n",
" 1653.43,755.3 1653.62,755.3 1653.81,771.878 1654,722.143 1654.19,705.565 1654.38,556.361 1654.57,722.143 1654.76,688.987 1654.95,589.518 1655.14,523.205 \n",
" 1655.33,606.096 1655.52,473.47 1655.71,440.314 1655.89,390.579 1656.08,407.157 1656.27,506.627 1656.46,456.892 1656.65,639.252 1656.84,655.831 1657.03,622.674 \n",
" 1657.22,655.831 1657.41,473.47 1657.6,771.878 1657.79,589.518 1657.98,655.831 1658.17,539.783 1658.35,705.565 1658.54,572.939 1658.73,506.627 1658.92,407.157 \n",
" 1659.11,672.409 1659.3,572.939 1659.49,490.048 1659.68,556.361 1659.87,589.518 1660.06,208.219 1660.25,473.47 1660.44,556.361 1660.63,390.579 1660.81,440.314 \n",
" 1661,523.205 1661.19,672.409 1661.38,589.518 1661.57,506.627 1661.76,705.565 1661.95,556.361 1662.14,755.3 1662.33,572.939 1662.52,589.518 1662.71,556.361 \n",
" 1662.9,589.518 1663.09,655.831 1663.27,572.939 1663.46,440.314 1663.65,572.939 1663.84,490.048 1664.03,407.157 1664.22,523.205 1664.41,490.048 1664.6,357.423 \n",
" 1664.79,572.939 1664.98,407.157 1665.17,490.048 1665.36,440.314 1665.55,456.892 1665.73,589.518 1665.92,622.674 1666.11,639.252 1666.3,655.831 1666.49,523.205 \n",
" 1666.68,805.035 1666.87,556.361 1667.06,606.096 1667.25,506.627 1667.44,606.096 1667.63,606.096 1667.82,490.048 1668.01,407.157 1668.19,490.048 1668.38,539.783 \n",
" 1668.57,374.001 1668.76,473.47 1668.95,423.735 1669.14,274.531 1669.33,622.674 1669.52,572.939 1669.71,490.048 1669.9,456.892 1670.09,407.157 1670.28,771.878 \n",
" 1670.47,705.565 1670.65,589.518 1670.84,688.987 1671.03,539.783 1671.22,805.035 1671.41,622.674 1671.6,655.831 1671.79,606.096 1671.98,705.565 1672.17,539.783 \n",
" 1672.36,606.096 1672.55,390.579 1672.74,556.361 1672.93,589.518 1673.11,556.361 1673.3,738.722 1673.49,490.048 1673.68,523.205 1673.87,490.048 1674.06,473.47 \n",
" 1674.25,423.735 1674.44,407.157 1674.63,539.783 1674.82,722.143 1675.01,755.3 1675.2,589.518 1675.39,688.987 1675.57,556.361 1675.76,771.878 1675.95,705.565 \n",
" 1676.14,722.143 1676.33,639.252 1676.52,722.143 1676.71,506.627 1676.9,572.939 1677.09,307.688 1677.28,523.205 1677.47,639.252 1677.66,523.205 1677.85,456.892 \n",
" 1678.03,506.627 1678.22,257.953 1678.41,423.735 1678.6,622.674 1678.79,556.361 1678.98,523.205 1679.17,589.518 1679.36,722.143 1679.55,556.361 1679.74,572.939 \n",
" 1679.93,738.722 1680.12,506.627 1680.31,655.831 1680.49,688.987 1680.68,705.565 1680.87,589.518 1681.06,556.361 1681.25,672.409 1681.44,705.565 1681.63,473.47 \n",
" 1681.82,672.409 1682.01,622.674 1682.2,506.627 1682.39,606.096 1682.58,622.674 1682.77,423.735 1682.95,556.361 1683.14,556.361 1683.33,473.47 1683.52,572.939 \n",
" 1683.71,622.674 1683.9,738.722 1684.09,722.143 1684.28,473.47 1684.47,589.518 1684.66,324.266 1684.85,672.409 1685.04,506.627 1685.23,705.565 1685.41,639.252 \n",
" 1685.6,755.3 1685.79,672.409 1685.98,539.783 1686.17,456.892 1686.36,572.939 1686.55,589.518 1686.74,407.157 1686.93,622.674 1687.12,440.314 1687.31,324.266 \n",
" 1687.5,440.314 1687.69,324.266 1687.87,423.735 1688.06,407.157 1688.25,407.157 1688.44,705.565 1688.63,639.252 1688.82,556.361 1689.01,672.409 1689.2,456.892 \n",
" 1689.39,722.143 1689.58,606.096 1689.77,655.831 1689.96,572.939 1690.15,655.831 1690.33,506.627 1690.52,440.314 1690.71,423.735 1690.9,539.783 1691.09,523.205 \n",
" 1691.28,440.314 1691.47,589.518 1691.66,390.579 1691.85,274.531 1692.04,423.735 1692.23,390.579 1692.42,390.579 1692.61,556.361 1692.79,539.783 1692.98,639.252 \n",
" 1693.17,705.565 1693.36,672.409 1693.55,705.565 1693.74,456.892 1693.93,755.3 1694.12,572.939 1694.31,722.143 1694.5,589.518 1694.69,738.722 1694.88,738.722 \n",
" 1695.07,639.252 1695.25,506.627 1695.44,655.831 1695.63,539.783 1695.82,473.47 1696.01,606.096 1696.2,473.47 1696.39,357.423 1696.58,473.47 1696.77,456.892 \n",
" 1696.96,606.096 1697.15,523.205 1697.34,523.205 1697.53,606.096 1697.71,722.143 1697.9,456.892 1698.09,589.518 1698.28,390.579 1698.47,523.205 1698.66,490.048 \n",
" 1698.85,572.939 1699.04,490.048 1699.23,539.783 1699.42,506.627 1699.61,407.157 1699.8,374.001 1699.99,523.205 1700.17,473.47 1700.36,473.47 1700.55,357.423 \n",
" 1700.74,589.518 1700.93,224.797 1701.12,390.579 1701.31,291.11 1701.5,407.157 1701.69,390.579 1701.88,456.892 1702.07,771.878 1702.26,655.831 1702.45,423.735 \n",
" 1702.64,572.939 1702.82,423.735 1703.01,589.518 1703.2,572.939 1703.39,639.252 1703.58,440.314 1703.77,506.627 1703.96,357.423 1704.15,340.844 1704.34,291.11 \n",
" 1704.53,506.627 1704.72,423.735 1704.91,456.892 1705.1,390.579 1705.28,374.001 1705.47,141.906 1705.66,390.579 1705.85,357.423 1706.04,423.735 1706.23,357.423 \n",
" 1706.42,307.688 1706.61,423.735 1706.8,473.47 1706.99,390.579 1707.18,738.722 1707.37,440.314 1707.56,655.831 1707.74,506.627 1707.93,589.518 1708.12,456.892 \n",
" 1708.31,589.518 1708.5,440.314 1708.69,390.579 1708.88,208.219 1709.07,456.892 1709.26,473.47 1709.45,407.157 1709.64,622.674 1709.83,490.048 1710.02,92.1711 \n",
" 1710.2,374.001 1710.39,390.579 1710.58,340.844 1710.77,340.844 1710.96,390.579 1711.15,539.783 1711.34,589.518 1711.53,506.627 1711.72,523.205 1711.91,572.939 \n",
" 1712.1,788.456 1712.29,506.627 1712.48,655.831 1712.66,506.627 1712.85,589.518 1713.04,440.314 1713.23,490.048 1713.42,340.844 1713.61,523.205 1713.8,456.892 \n",
" 1713.99,572.939 1714.18,423.735 1714.37,440.314 1714.56,191.64 1714.75,307.688 1714.94,374.001 1715.12,357.423 1715.31,440.314 1715.5,423.735 1715.69,589.518 \n",
" 1715.88,655.831 1716.07,523.205 1716.26,655.831 1716.45,572.939 1716.64,722.143 1716.83,506.627 1717.02,589.518 1717.21,440.314 1717.4,572.939 1717.58,324.266 \n",
" 1717.77,407.157 1717.96,257.953 1718.15,539.783 1718.34,572.939 1718.53,572.939 1718.72,539.783 1718.91,606.096 1719.1,274.531 1719.29,456.892 1719.48,473.47 \n",
" 1719.67,390.579 1719.86,374.001 1720.04,407.157 1720.23,672.409 1720.42,672.409 1720.61,589.518 1720.8,738.722 1720.99,357.423 1721.18,705.565 1721.37,506.627 \n",
" 1721.56,672.409 1721.75,473.47 1721.94,606.096 1722.13,456.892 1722.32,473.47 1722.5,340.844 1722.69,572.939 1722.88,490.048 1723.07,456.892 1723.26,506.627 \n",
" 1723.45,705.565 1723.64,224.797 1723.83,456.892 1724.02,506.627 1724.21,440.314 1724.4,390.579 1724.59,456.892 1724.78,606.096 1724.96,672.409 1725.15,539.783 \n",
" 1725.34,639.252 1725.53,440.314 1725.72,688.987 1725.91,506.627 1726.1,771.878 1726.29,572.939 1726.48,705.565 1726.67,440.314 1726.86,506.627 1727.05,374.001 \n",
" 1727.24,606.096 1727.42,589.518 1727.61,423.735 1727.8,456.892 1727.99,523.205 1728.18,307.688 1728.37,490.048 1728.56,506.627 1728.75,456.892 1728.94,390.579 \n",
" 1729.13,473.47 1729.32,523.205 1729.51,655.831 1729.7,639.252 1729.88,655.831 1730.07,390.579 1730.26,688.987 1730.45,572.939 1730.64,771.878 1730.83,506.627 \n",
" 1731.02,655.831 1731.21,473.47 1731.4,556.361 1731.59,374.001 1731.78,639.252 1731.97,622.674 1732.16,440.314 1732.34,523.205 1732.53,556.361 1732.72,324.266 \n",
" 1732.91,307.688 1733.1,440.314 1733.29,539.783 1733.48,506.627 1733.67,572.939 1733.86,622.674 1734.05,589.518 1734.24,556.361 1734.43,539.783 1734.62,374.001 \n",
" 1734.8,539.783 1734.99,456.892 1735.18,606.096 1735.37,539.783 1735.56,622.674 1735.75,506.627 1735.94,440.314 1736.13,340.844 1736.32,506.627 1736.51,539.783 \n",
" 1736.7,456.892 1736.89,340.844 1737.08,589.518 1737.26,257.953 1737.45,374.001 1737.64,440.314 1737.83,390.579 1738.02,456.892 1738.21,539.783 1738.4,771.878 \n",
" 1738.59,688.987 1738.78,655.831 1738.97,622.674 1739.16,506.627 1739.35,655.831 1739.54,572.939 1739.72,672.409 1739.91,556.361 1740.1,655.831 1740.29,523.205 \n",
" 1740.48,606.096 1740.67,440.314 1740.86,556.361 1741.05,490.048 1741.24,506.627 1741.43,490.048 1741.62,490.048 1741.81,191.64 1742,340.844 1742.18,390.579 \n",
" 1742.37,340.844 1742.56,291.11 1742.75,307.688 1742.94,473.47 1743.13,374.001 1743.32,440.314 1743.51,473.47 1743.7,357.423 1743.89,523.205 1744.08,473.47 \n",
" 1744.27,539.783 1744.46,539.783 1744.64,672.409 1744.83,506.627 1745.02,523.205 1745.21,340.844 1745.4,622.674 1745.59,572.939 1745.78,473.47 1745.97,407.157 \n",
" 1746.16,539.783 1746.35,291.11 1746.54,407.157 1746.73,423.735 1746.92,274.531 1747.1,357.423 1747.29,357.423 1747.48,357.423 1747.67,440.314 1747.86,506.627 \n",
" 1748.05,440.314 1748.24,357.423 1748.43,506.627 1748.62,440.314 1748.81,523.205 1749,423.735 1749.19,622.674 1749.38,390.579 1749.56,374.001 1749.75,241.375 \n",
" 1749.94,523.205 1750.13,374.001 1750.32,473.47 1750.51,191.64 1750.7,473.47 1750.89,208.219 1751.08,307.688 1751.27,374.001 1751.46,324.266 1751.65,324.266 \n",
" 1751.84,241.375 1752.02,423.735 1752.21,490.048 1752.4,490.048 1752.59,490.048 1752.78,307.688 1752.97,490.048 1753.16,440.314 1753.35,539.783 1753.54,473.47 \n",
" 1753.73,523.205 1753.92,423.735 1754.11,407.157 1754.3,291.11 1754.48,490.048 1754.67,506.627 1754.86,456.892 1755.05,340.844 1755.24,572.939 1755.43,191.64 \n",
" 1755.62,390.579 1755.81,357.423 1756,390.579 1756.19,390.579 1756.38,407.157 1756.57,390.579 1756.76,423.735 1756.94,506.627 1757.13,655.831 1757.32,556.361 \n",
" 1757.51,722.143 1757.7,539.783 1757.89,622.674 1758.08,523.205 1758.27,639.252 1758.46,456.892 1758.65,672.409 1758.84,291.11 1759.03,473.47 1759.22,440.314 \n",
" 1759.4,490.048 1759.59,390.579 1759.78,622.674 1759.97,175.062 1760.16,175.062 1760.35,340.844 1760.54,390.579 1760.73,440.314 1760.92,473.47 1761.11,473.47 \n",
" 1761.3,456.892 1761.49,291.11 1761.68,523.205 1761.86,407.157 1762.05,539.783 1762.24,473.47 1762.43,622.674 1762.62,523.205 1762.81,606.096 1763,523.205 \n",
" 1763.19,456.892 1763.38,357.423 1763.57,589.518 1763.76,490.048 1763.95,556.361 1764.14,390.579 1764.32,622.674 1764.51,175.062 1764.7,357.423 1764.89,506.627 \n",
" 1765.08,456.892 1765.27,556.361 1765.46,622.674 1765.65,622.674 1765.84,606.096 1766.03,539.783 1766.22,606.096 1766.41,423.735 1766.6,572.939 1766.78,390.579 \n",
" 1766.97,539.783 1767.16,556.361 1767.35,539.783 1767.54,490.048 1767.73,440.314 1767.92,374.001 1768.11,539.783 1768.3,506.627 1768.49,473.47 1768.68,539.783 \n",
" 1768.87,887.926 1769.06,241.375 1769.24,390.579 1769.43,506.627 1769.62,523.205 1769.81,523.205 1770,490.048 1770.19,606.096 1770.38,672.409 1770.57,589.518 \n",
" 1770.76,821.613 1770.95,639.252 1771.14,771.878 1771.33,705.565 1771.52,821.613 1771.7,606.096 1771.89,722.143 1772.08,622.674 1772.27,523.205 1772.46,423.735 \n",
" 1772.65,606.096 1772.84,606.096 1773.03,606.096 1773.22,374.001 1773.41,606.096 1773.6,257.953 1773.79,390.579 1773.98,556.361 1774.16,556.361 1774.35,456.892 \n",
" 1774.54,572.939 1774.73,622.674 1774.92,688.987 1775.11,639.252 1775.3,688.987 1775.49,589.518 1775.68,805.035 1775.87,655.831 1776.06,771.878 1776.25,655.831 \n",
" 1776.44,639.252 1776.62,589.518 1776.81,473.47 1777,440.314 1777.19,622.674 1777.38,688.987 1777.57,755.3 1777.76,589.518 1777.95,506.627 1778.14,539.783 \n",
" 1778.33,639.252 1778.52,622.674 1778.71,539.783 1778.9,456.892 1779.08,539.783 1779.27,639.252 1779.46,705.565 1779.65,688.987 1779.84,755.3 1780.03,622.674 \n",
" 1780.22,821.613 1780.41,688.987 1780.6,705.565 1780.79,639.252 1780.98,771.878 1781.17,490.048 1781.36,622.674 1781.54,456.892 1781.73,821.613 1781.92,606.096 \n",
" 1782.11,473.47 1782.3,523.205 1782.49,688.987 1782.68,506.627 1782.87,506.627 1783.06,556.361 1783.25,506.627 1783.44,423.735 1783.63,440.314 1783.82,672.409 \n",
" 1784,639.252 1784.19,672.409 1784.38,722.143 1784.57,655.831 1784.76,722.143 1784.95,572.939 1785.14,705.565 1785.33,572.939 1785.52,655.831 1785.71,440.314 \n",
" 1785.9,456.892 1786.09,539.783 1786.28,606.096 1786.46,572.939 1786.65,771.878 1786.84,572.939 1787.03,672.409 1787.22,456.892 1787.41,655.831 1787.6,606.096 \n",
" 1787.79,456.892 1787.98,374.001 1788.17,473.47 1788.36,655.831 1788.55,705.565 1788.74,639.252 1788.92,755.3 1789.11,556.361 1789.3,705.565 1789.49,672.409 \n",
" 1789.68,788.456 1789.87,622.674 1790.06,755.3 1790.25,639.252 1790.44,755.3 1790.63,589.518 1790.82,788.456 1791.01,606.096 1791.2,672.409 1791.38,622.674 \n",
" 1791.57,688.987 1791.76,539.783 1791.95,556.361 1792.14,606.096 1792.33,539.783 1792.52,473.47 1792.71,490.048 1792.9,639.252 1793.09,705.565 1793.28,688.987 \n",
" 1793.47,672.409 1793.66,722.143 1793.84,738.722 1794.03,788.456 1794.22,854.769 1794.41,738.722 1794.6,904.504 1794.79,788.456 1794.98,655.831 1795.17,523.205 \n",
" 1795.36,722.143 1795.55,722.143 1795.74,622.674 1795.93,556.361 1796.12,755.3 1796.3,390.579 1796.49,672.409 1796.68,606.096 1796.87,572.939 1797.06,506.627 \n",
" 1797.25,456.892 1797.44,688.987 1797.63,738.722 1797.82,672.409 1798.01,705.565 1798.2,655.831 1798.39,788.456 1798.58,771.878 1798.76,788.456 1798.95,755.3 \n",
" 1799.14,805.035 1799.33,655.831 1799.52,606.096 1799.71,539.783 1799.9,705.565 1800.09,755.3 1800.28,705.565 1800.47,572.939 1800.66,738.722 1800.85,440.314 \n",
" 1801.04,539.783 1801.22,639.252 1801.41,506.627 1801.6,523.205 1801.79,506.627 1801.98,672.409 1802.17,904.504 1802.36,788.456 1802.55,805.035 1802.74,722.143 \n",
" 1802.93,738.722 1803.12,639.252 1803.31,722.143 1803.5,639.252 1803.68,655.831 1803.87,655.831 1804.06,572.939 1804.25,473.47 1804.44,589.518 1804.63,606.096 \n",
" 1804.82,606.096 1805.01,639.252 1805.2,606.096 1805.39,490.048 1805.58,639.252 1805.77,523.205 1805.96,506.627 1806.14,506.627 1806.33,572.939 1806.52,755.3 \n",
" 1806.71,705.565 1806.9,672.409 1807.09,722.143 1807.28,755.3 1807.47,755.3 1807.66,738.722 1807.85,871.347 1808.04,755.3 1808.23,904.504 1808.42,771.878 \n",
" 1808.6,755.3 1808.79,589.518 1808.98,805.035 1809.17,755.3 1809.36,771.878 1809.55,622.674 1809.74,705.565 1809.93,539.783 1810.12,589.518 1810.31,589.518 \n",
" 1810.5,738.722 1810.69,473.47 1810.88,473.47 1811.06,639.252 1811.25,738.722 1811.44,705.565 1811.63,606.096 1811.82,589.518 1812.01,821.613 1812.2,755.3 \n",
" 1812.39,838.191 1812.58,771.878 1812.77,987.395 1812.96,755.3 1813.15,722.143 1813.34,622.674 1813.52,805.035 1813.71,738.722 1813.9,722.143 1814.09,639.252 \n",
" 1814.28,755.3 1814.47,556.361 1814.66,688.987 1814.85,589.518 1815.04,589.518 1815.23,473.47 1815.42,572.939 1815.61,655.831 1815.8,738.722 1815.98,556.361 \n",
" 1816.17,655.831 1816.36,622.674 1816.55,722.143 1816.74,771.878 1816.93,755.3 1817.12,755.3 1817.31,970.817 1817.5,805.035 1817.69,722.143 1817.88,572.939 \n",
" 1818.07,921.082 1818.26,788.456 1818.44,655.831 1818.63,639.252 1818.82,655.831 1819.01,523.205 1819.2,688.987 1819.39,622.674 1819.58,539.783 1819.77,539.783 \n",
" 1819.96,523.205 1820.15,705.565 1820.34,738.722 1820.53,705.565 1820.72,738.722 1820.9,672.409 1821.09,705.565 1821.28,606.096 1821.47,821.613 1821.66,622.674 \n",
" 1821.85,705.565 1822.04,572.939 1822.23,539.783 1822.42,456.892 1822.61,672.409 1822.8,639.252 1822.99,606.096 1823.18,473.47 1823.36,639.252 1823.55,274.531 \n",
" 1823.74,423.735 1823.93,556.361 1824.12,572.939 1824.31,539.783 1824.5,539.783 1824.69,672.409 1824.88,672.409 1825.07,688.987 1825.26,722.143 1825.45,606.096 \n",
" 1825.64,755.3 1825.82,705.565 1826.01,788.456 1826.2,705.565 1826.39,921.082 1826.58,771.878 1826.77,771.878 1826.96,556.361 1827.15,805.035 1827.34,755.3 \n",
" 1827.53,639.252 1827.72,523.205 1827.91,639.252 1828.1,456.892 1828.28,606.096 1828.47,622.674 1828.66,440.314 1828.85,490.048 1829.04,572.939 1829.23,755.3 \n",
" 1829.42,755.3 1829.61,688.987 1829.8,771.878 1829.99,606.096 1830.18,755.3 1830.37,589.518 1830.56,639.252 1830.74,688.987 1830.93,755.3 1831.12,622.674 \n",
" 1831.31,539.783 1831.5,423.735 1831.69,639.252 1831.88,639.252 1832.07,556.361 1832.26,407.157 1832.45,606.096 1832.64,340.844 1832.83,539.783 1833.02,622.674 \n",
" 1833.2,589.518 1833.39,539.783 1833.58,523.205 1833.77,639.252 1833.96,771.878 1834.15,639.252 1834.34,688.987 1834.53,556.361 1834.72,738.722 1834.91,606.096 \n",
" 1835.1,722.143 1835.29,572.939 1835.48,639.252 1835.66,506.627 1835.85,506.627 1836.04,423.735 1836.23,572.939 1836.42,556.361 1836.61,606.096 1836.8,539.783 \n",
" 1836.99,705.565 1837.18,274.531 1837.37,539.783 1837.56,622.674 1837.75,523.205 1837.94,374.001 1838.12,390.579 1838.31,688.987 1838.5,805.035 1838.69,655.831 \n",
" 1838.88,639.252 1839.07,456.892 1839.26,672.409 1839.45,639.252 1839.64,722.143 1839.83,572.939 1840.02,705.565 1840.21,556.361 1840.4,556.361 1840.58,423.735 \n",
" 1840.77,456.892 1840.96,506.627 1841.15,390.579 1841.34,291.11 1841.53,357.423 1841.72,324.266 1841.91,556.361 1842.1,473.47 1842.29,523.205 1842.48,357.423 \n",
" 1842.67,390.579 1842.86,705.565 1843.04,622.674 1843.23,688.987 1843.42,705.565 1843.61,589.518 1843.8,788.456 1843.99,688.987 1844.18,805.035 1844.37,672.409 \n",
" 1844.56,838.191 1844.75,622.674 1844.94,755.3 1845.13,423.735 1845.32,672.409 1845.51,572.939 1845.69,705.565 1845.88,655.831 1846.07,572.939 1846.26,490.048 \n",
" 1846.45,639.252 1846.64,423.735 1846.83,722.143 1847.02,456.892 1847.21,440.314 1847.4,622.674 1847.59,672.409 1847.78,589.518 1847.97,771.878 1848.15,490.048 \n",
" 1848.34,688.987 1848.53,572.939 1848.72,688.987 1848.91,606.096 1849.1,606.096 1849.29,622.674 1849.48,606.096 1849.67,440.314 1849.86,639.252 1850.05,556.361 \n",
" 1850.24,722.143 1850.43,556.361 1850.61,490.048 1850.8,423.735 1850.99,523.205 1851.18,490.048 1851.37,423.735 1851.56,473.47 1851.75,340.844 1851.94,606.096 \n",
" 1852.13,655.831 1852.32,688.987 1852.51,722.143 1852.7,539.783 1852.89,705.565 1853.07,655.831 1853.26,705.565 1853.45,622.674 1853.64,755.3 1853.83,556.361 \n",
" 1854.02,490.048 1854.21,490.048 1854.4,606.096 1854.59,523.205 1854.78,705.565 1854.97,606.096 1855.16,722.143 1855.35,440.314 1855.53,523.205 1855.72,688.987 \n",
" 1855.91,490.048 1856.1,456.892 1856.29,456.892 1856.48,755.3 1856.67,705.565 1856.86,705.565 1857.05,705.565 1857.24,473.47 1857.43,722.143 1857.62,672.409 \n",
" 1857.81,705.565 1857.99,556.361 1858.18,838.191 1858.37,655.831 1858.56,606.096 1858.75,407.157 1858.94,639.252 1859.13,572.939 1859.32,622.674 1859.51,423.735 \n",
" 1859.7,456.892 1859.89,390.579 1860.08,506.627 1860.27,390.579 1860.45,622.674 1860.64,523.205 1860.83,490.048 1861.02,688.987 1861.21,622.674 1861.4,506.627 \n",
" 1861.59,606.096 1861.78,423.735 1861.97,639.252 1862.16,572.939 1862.35,771.878 1862.54,606.096 1862.73,871.347 1862.91,672.409 1863.1,672.409 1863.29,407.157 \n",
" 1863.48,556.361 1863.67,572.939 1863.86,622.674 1864.05,539.783 1864.24,556.361 1864.43,473.47 1864.62,639.252 1864.81,572.939 1865,688.987 1865.19,440.314 \n",
" 1865.37,556.361 1865.56,655.831 1865.75,688.987 1865.94,655.831 1866.13,705.565 1866.32,407.157 1866.51,705.565 1866.7,622.674 1866.89,788.456 1867.08,622.674 \n",
" 1867.27,705.565 1867.46,556.361 1867.65,639.252 1867.83,506.627 1868.02,556.361 1868.21,639.252 1868.4,606.096 1868.59,456.892 1868.78,490.048 1868.97,423.735 \n",
" 1869.16,589.518 1869.35,506.627 1869.54,473.47 1869.73,473.47 1869.92,407.157 1870.11,639.252 1870.29,705.565 1870.48,672.409 1870.67,771.878 1870.86,606.096 \n",
" 1871.05,771.878 1871.24,755.3 1871.43,887.926 1871.62,871.347 1871.81,821.613 1872,688.987 1872.19,722.143 1872.38,506.627 1872.57,705.565 1872.75,788.456 \n",
" 1872.94,771.878 1873.13,672.409 1873.32,821.613 1873.51,572.939 1873.7,854.769 1873.89,771.878 1874.08,805.035 1874.27,606.096 1874.46,655.831 1874.65,755.3 \n",
" 1874.84,788.456 1875.03,672.409 1875.21,821.613 1875.4,523.205 1875.59,854.769 1875.78,821.613 1875.97,1003.97 1876.16,937.66 1876.35,854.769 1876.54,771.878 \n",
" 1876.73,821.613 1876.92,556.361 1877.11,805.035 1877.3,904.504 1877.49,838.191 1877.67,639.252 1877.86,589.518 1878.05,572.939 1878.24,622.674 1878.43,606.096 \n",
" 1878.62,639.252 1878.81,523.205 1879,539.783 1879.19,688.987 1879.38,805.035 1879.57,771.878 1879.76,838.191 1879.95,738.722 1880.13,771.878 1880.32,672.409 \n",
" 1880.51,688.987 1880.7,639.252 1880.89,705.565 1881.08,556.361 1881.27,589.518 1881.46,440.314 1881.65,589.518 1881.84,556.361 1882.03,473.47 1882.22,407.157 \n",
" 1882.41,655.831 1882.59,324.266 1882.78,357.423 1882.97,556.361 1883.16,589.518 1883.35,440.314 1883.54,556.361 1883.73,688.987 1883.92,705.565 1884.11,755.3 \n",
" 1884.3,805.035 1884.49,755.3 1884.68,871.347 1884.87,738.722 1885.05,904.504 1885.24,854.769 1885.43,937.66 1885.62,771.878 1885.81,755.3 1886,606.096 \n",
" 1886.19,738.722 1886.38,755.3 1886.57,738.722 1886.76,556.361 1886.95,722.143 1887.14,357.423 1887.33,738.722 1887.51,606.096 1887.7,556.361 1887.89,490.048 \n",
" 1888.08,490.048 1888.27,589.518 1888.46,655.831 1888.65,622.674 1888.84,672.409 1889.03,738.722 1889.22,921.082 1889.41,755.3 1889.6,871.347 1889.79,771.878 \n",
" 1889.97,904.504 1890.16,622.674 1890.35,606.096 1890.54,456.892 1890.73,705.565 1890.92,672.409 1891.11,672.409 1891.3,324.266 1891.49,523.205 1891.68,241.375 \n",
" 1891.87,456.892 1892.06,490.048 1892.25,556.361 1892.43,456.892 1892.62,423.735 1892.81,622.674 1893,722.143 1893.19,672.409 1893.38,722.143 1893.57,490.048 \n",
" 1893.76,722.143 1893.95,722.143 1894.14,854.769 1894.33,805.035 1894.52,821.613 1894.71,606.096 1894.89,622.674 1895.08,407.157 1895.27,490.048 1895.46,523.205 \n",
" 1895.65,589.518 1895.84,390.579 1896.03,572.939 1896.22,191.64 1896.41,456.892 1896.6,606.096 1896.79,506.627 1896.98,506.627 1897.17,556.361 1897.35,655.831 \n",
" 1897.54,705.565 1897.73,655.831 1897.92,722.143 1898.11,539.783 1898.3,672.409 1898.49,606.096 1898.68,788.456 1898.87,705.565 1899.06,788.456 1899.25,639.252 \n",
" 1899.44,722.143 1899.63,506.627 1899.81,722.143 1900,655.831 1900.19,722.143 1900.38,539.783 1900.57,606.096 1900.76,490.048 1900.95,655.831 1901.14,622.674 \n",
" 1901.33,523.205 1901.52,440.314 1901.71,440.314 1901.9,705.565 1902.09,755.3 1902.27,705.565 1902.46,722.143 1902.65,506.627 1902.84,771.878 1903.03,556.361 \n",
" \n",
" \"/>\n",
"</svg>\n"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"regpipeline = Pipeline(Dict(\n",
" :transformers => [regularfilecsv,valgator,valnner,mono,outliernicer,pltr]\n",
" )\n",
")\n",
"fit!(regpipeline)\n",
"transform!(regpipeline)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## TS Discovery by automatic data type classification"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"getting stats of AirOffTemp1.csv\n",
"getting stats of AirOffTemp2.csv\n",
"getting stats of AirOffTemp3.csv\n",
"getting stats of Energy1.csv\n",
"getting stats of Energy10.csv\n",
"getting stats of Energy2.csv\n",
"getting stats of Energy3.csv\n",
"getting stats of Energy4.csv\n",
"getting stats of Energy6.csv\n",
"getting stats of Energy7.csv\n",
"getting stats of Energy8.csv\n",
"getting stats of Energy9.csv\n",
"getting stats of Pressure1.csv\n",
"getting stats of Pressure3.csv\n",
"getting stats of Pressure4.csv\n",
"getting stats of Pressure6.csv\n",
"getting stats of RetTemp11.csv\n",
"getting stats of RetTemp21.csv\n",
"getting stats of RetTemp41.csv\n",
"getting stats of RetTemp51.csv\n",
"getting stats of AirOffTemp4.csv\n",
"getting stats of AirOffTemp5.csv\n",
"getting stats of Energy5.csv\n",
"getting stats of Pressure5.csv\n",
"getting stats of RetTemp31.csv\n",
"loading model from file: /Users/ppalmes/.julia/packages/TSML/lqjQn/src/../data/realdatatsclassification/model/juliarfmodel.serialized\n"
]
},
{
"data": {
"text/html": [
"<table class=\"data-frame\"><thead><tr><th></th><th>fname</th><th>predtype</th></tr><tr><th></th><th>String</th><th>SubStrin…</th></tr></thead><tbody><p>5 rows × 2 columns</p><tr><th>1</th><td>AirOffTemp4.csv</td><td>AirOffTemp</td></tr><tr><th>2</th><td>AirOffTemp5.csv</td><td>AirOffTemp</td></tr><tr><th>3</th><td>Energy5.csv</td><td>Energy</td></tr><tr><th>4</th><td>Pressure5.csv</td><td>Pressure</td></tr><tr><th>5</th><td>RetTemp31.csv</td><td>Energy</td></tr></tbody></table>"
],
"text/latex": [
"\\begin{tabular}{r|cc}\n",
"\t& fname & predtype\\\\\n",
"\t\\hline\n",
"\t& String & SubStrin…\\\\\n",
"\t\\hline\n",
"\t1 & AirOffTemp4.csv & AirOffTemp \\\\\n",
"\t2 & AirOffTemp5.csv & AirOffTemp \\\\\n",
"\t3 & Energy5.csv & Energy \\\\\n",
"\t4 & Pressure5.csv & Pressure \\\\\n",
"\t5 & RetTemp31.csv & Energy \\\\\n",
"\\end{tabular}\n"
],
"text/plain": [
"5×2 DataFrame\n",
"│ Row │ fname │ predtype │\n",
"│ │ \u001b[90mString\u001b[39m │ \u001b[90mSubStrin…\u001b[39m │\n",
"├─────┼─────────────────┼────────────┤\n",
"│ 1 │ AirOffTemp4.csv │ AirOffTemp │\n",
"│ 2 │ AirOffTemp5.csv │ AirOffTemp │\n",
"│ 3 │ Energy5.csv │ Energy │\n",
"│ 4 │ Pressure5.csv │ Pressure │\n",
"│ 5 │ RetTemp31.csv │ Energy │"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"using TSML: TSClassifier\n",
"Random.seed!(12)\n",
"\n",
"trdirname = joinpath(dirname(pathof(TSML)),\"../data/realdatatsclassification/training\")\n",
"tstdirname = joinpath(dirname(pathof(TSML)),\"../data/realdatatsclassification/testing\")\n",
"modeldirname = joinpath(dirname(pathof(TSML)),\"../data/realdatatsclassification/model\")\n",
"\n",
"tscl = TSClassifier(Dict(:trdirectory=>trdirname,\n",
" :tstdirectory=>tstdirname,\n",
" :modeldirectory=>modeldirname,\n",
" :feature_range => 6:20,\n",
" :num_trees=>10)\n",
")\n",
"\n",
"fit!(tscl)\n",
"dfresults = transform!(tscl)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"80.0"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"apredict = dfresults.predtype\n",
"fnames = dfresults.fname\n",
"myregex = r\"(?<dtype>[A-Z _ - a-z]+)(?<number>\\d*).(?<ext>\\w+)\"\n",
"mtypes=map(fnames) do fname\n",
" mymatch=match(myregex,fname)\n",
" mymatch[:dtype]\n",
"end\n",
"\n",
"sum(mtypes .== apredict)/length(mtypes) * 100"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
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"kernelspec": {
"display_name": "Julia 1.2.0",
"language": "julia",
"name": "julia-1.2"
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