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"cell_type": "markdown",
"metadata": {
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"slide_type": "slide"
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},
"source": [
"# TSML (Time Series Machine Learning)\n",
"- **Speaker: Paulito Palmes**\n",
"- **IBM Dublin Research Lab**\n",
"- July 23, 2019"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Motivations\n",
"- innovations in industry sectors brought automations \n",
"- automations require installation of sensor networks \n",
"- main challenges:\n",
" - collect large volume of data, detect anomalies, monitor status\n",
" - discover patterns to reduce downtimes and manufacturing errors\n",
" - reduce energy usage\n",
" - predict faults/failures\n",
" - effective maintenance schedules\n",
"\n",
"_TSML leverages AI and ML libraries from ScikitLearn, Caret, and Julia as building blocks for processing huge amount of industrial time series data._"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Typical TSML Workflow"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"## First, let's create an artificial data with missing values"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
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"<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>"
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"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"
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"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": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"using DataFrames\n",
"using Dates\n",
"using Random\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;\n",
"(df,outY)=generateXY(); first(df,10)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Let's load the TSML modules and filters to process data"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"source": [
"using TSML"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Let's use Pipeline with Plotter filter to plot artificial data"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
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"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pltr=Plotter(Dict(:interactive => true))\n",
"\n",
"mypipeline = Pipeline(Dict(\n",
" :transformers => [pltr]\n",
" )\n",
")\n",
"\n",
"fit!(mypipeline, df)\n",
"transform!(mypipeline, df) "
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Let's get the statistics/data quality including blocks of missing data"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
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],
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"\\begin{tabular}{r|cccccccccccccccccccc}\n",
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"text/plain": [
"1×20 DataFrame\n",
"│ Row │ tstart │ tend │ sfreq │ count │ max │ min │ median │ mean │ q1 │ q2 │ q25 │ q75 │ q8 │ q9 │ kurtosis │ skewness │ variation │ entropy │ autocor │ pacf │\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 │\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 │"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"statfier = Statifier(Dict(:processmissing=>false))\n",
"\n",
"mypipeline = Pipeline(Dict(\n",
" :transformers => [statfier]\n",
" )\n",
")\n",
"\n",
"fit!(mypipeline, df)\n",
"res = transform!(mypipeline, df)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Let's extend the Pipeline workflow with aggregate, impute, and plot "
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
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" \"/>\n",
"</svg>\n"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"valgator = DateValgator(Dict(:dateinterval=>Dates.Hour(1)))\n",
"\n",
"mypipeline = Pipeline(Dict(\n",
" :transformers => [valgator,pltr]\n",
" )\n",
")\n",
"\n",
"fit!(mypipeline, df)\n",
"transform!(mypipeline, df)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Let's now try real data"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"source": [
"fname = joinpath(dirname(pathof(TSML)),\"../data/testdata.csv\")\n",
"csvreader = CSVDateValReader(Dict(:filename=>fname,:dateformat=>\"dd/mm/yyyy HH:MM\"))\n",
"\n",
"outputname = joinpath(dirname(pathof(TSML)),\"/tmp/testdata_output.csv\")\n",
"csvwriter = CSVDateValWriter(Dict(:filename=>outputname))\n",
"\n",
"valgator = DateValgator(Dict(:dateinterval=>Dates.Hour(1)))\n",
"valputer = DateValNNer(Dict(:dateinterval=>Dates.Hour(1)))\n",
"stfier = Statifier(Dict(:processmissing=>true))\n",
"outliernicer = Outliernicer(Dict(:dateinterval=>Dates.Hour(1)));"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Let's plot the real data and check for missing values"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
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},
"execution_count": 23,
"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": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Let's get the statistics to assess data quality"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"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",
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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 │ 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": 24,
"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": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Let's try imputing and verify the statistical features"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
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"text/latex": [
"\\begin{tabular}{r|cccccccccccccccccccc}\n",
"\t& tstart & tend & sfreq & count & max & min & median & mean & q1 & q2 & q25 & q75 & q8 & q9 & kurtosis & skewness & variation & entropy & autocor & pacf\\\\\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\\\\\n",
"\t\\hline\n",
"\t1 & 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 \\\\\n",
"\\end{tabular}\n"
],
"text/plain": [
"1×20 DataFrame\n",
"│ Row │ tstart │ tend │ sfreq │ count │ max │ min │ median │ mean │ q1 │ q2 │ q25 │ q75 │ q8 │ q9 │ kurtosis │ skewness │ variation │ entropy │ autocor │ pacf │\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 │\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 │"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mpipeline2 = Pipeline(Dict(\n",
" :transformers => [csvreader,valgator,valputer,statfier]\n",
" )\n",
")\n",
"\n",
"fit!(mpipeline2)\n",
"respipe2 = transform!(mpipeline2)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Let's visualize the imputted data"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
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" 396.508,882.936 396.699,882.936 396.889,882.936 397.08,882.936 397.27,882.936 397.461,882.936 397.652,882.936 397.842,882.936 398.033,882.936 398.224,882.936 \n",
" 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",
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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",
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" 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",
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" 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": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mpipeline2 = Pipeline(Dict(\n",
" :transformers => [csvreader,valgator,valputer,pltr]\n",
" )\n",
")\n",
"\n",
"fit!(mpipeline2)\n",
"transform!(mpipeline2)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Let's have examples of Monotonic data"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
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"slide_type": "fragment"
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"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",
"valputer = DateValNNer(Dict(:dateinterval=>Dates.Hour(1)))\n",
"stfier = Statifier(Dict(:processmissing=>true))\n",
"mononicer = Monotonicer(Dict())\n",
"stfier = Statifier(Dict(:processmissing=>true))\n",
"outliernicer = Outliernicer(Dict(:dateinterval=>Dates.Hour(1)));"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Let's plot an example of monotonic data"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
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" 554.909,936.639 557.384,935.15 559.858,933.685 562.332,932.196 564.807,930.707 567.281,929.242 569.756,927.822 572.23,926.368 574.705,924.961 577.179,923.554 \n",
" 579.654,922.169 582.128,920.785 584.603,919.366 587.077,917.982 589.551,916.609 592.026,915.283 594.5,913.957 596.975,912.608 599.449,911.328 601.924,910.014 \n",
" 604.398,908.746 606.873,907.443 609.347,906.117 611.822,904.791 614.296,903.442 616.771,902.116 619.245,900.767 621.719,899.417 624.194,897.998 626.668,896.626 \n",
" 629.143,895.277 631.617,893.904 634.092,892.52 636.566,891.159 639.041,889.786 641.515,888.402 643.99,887.088 646.464,885.704 648.939,884.343 651.413,883.005 \n",
" 653.887,881.702 656.362,880.376 658.836,879.062 661.311,877.736 663.785,876.514 666.26,875.235 668.734,873.886 671.209,872.513 673.683,871.175 676.158,869.78 \n",
" 678.632,868.407 681.106,866.965 683.581,865.592 686.055,864.185 688.53,862.789 691.004,861.405 693.479,859.986 695.953,858.648 698.428,857.217 700.902,855.682 \n",
" 703.377,854.146 705.851,852.216 708.326,850.215 710.8,848.144 713.274,846.051 715.749,844.003 718.223,841.956 720.698,839.921 723.172,837.932 725.647,836.001 \n",
" 728.121,834.07 730.596,832.185 733.07,830.65 735.545,829.15 738.019,827.661 740.494,826.16 742.968,824.695 745.442,823.252 747.917,821.763 750.391,820.309 \n",
" 752.866,818.879 755.34,817.471 757.815,816.017 760.289,814.575 762.764,812.923 765.238,811.016 767.713,808.945 770.187,806.851 772.661,804.804 775.136,802.757 \n",
" 777.61,800.733 780.085,798.639 782.559,796.604 785.034,794.615 787.508,792.684 789.983,790.776 792.457,789.206 794.932,787.612 797.406,786.1 799.881,784.565 \n",
" 802.355,783.099 804.829,781.61 807.304,780.145 809.778,778.702 812.253,777.26 814.727,775.887 817.202,774.515 819.676,773.061 822.151,771.514 824.625,769.629 \n",
" 827.1,767.652 829.574,765.605 832.049,763.581 834.523,761.534 836.997,759.556 839.472,757.463 841.946,755.532 844.421,753.624 846.895,751.693 849.37,749.867 \n",
" 851.844,748.297 854.319,746.831 856.793,745.331 859.268,743.83 861.742,742.388 864.216,740.922 866.691,739.468 869.165,738.061 871.64,736.642 874.114,735.292 \n",
" 876.589,733.873 879.063,732.431 881.538,730.872 884.012,728.988 886.487,726.964 888.961,724.987 891.436,722.916 893.91,720.892 896.384,718.868 898.859,716.949 \n",
" 901.333,715.006 903.808,713.099 906.282,711.156 908.757,709.365 911.231,707.864 913.706,706.376 916.18,704.933 918.655,703.491 921.129,702.025 923.604,700.536 \n",
" 926.078,699.141 928.552,697.768 931.027,696.349 933.501,695 935.976,693.604 938.45,692.092 940.925,690.533 943.399,688.602 945.874,686.625 948.348,684.554 \n",
" 950.823,682.577 953.297,680.495 955.771,678.459 958.246,676.389 960.72,674.4 963.195,672.434 965.669,670.573 968.144,668.735 970.618,667.141 973.093,665.641 \n",
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" 1000.31,650.31 1002.79,648.926 1005.26,647.484 1007.74,646.099 1010.21,644.75 1012.68,643.401 1015.16,641.993 1017.63,640.667 1020.11,639.306 1022.58,637.911 \n",
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" 1074.55,488.837 1077.02,488.837 1079.49,488.837 1081.97,488.837 1084.44,488.837 1086.92,488.837 1089.39,488.837 1091.87,488.837 1094.34,488.837 1096.82,488.837 \n",
" 1099.29,488.837 1101.76,488.837 1104.24,488.837 1106.71,488.837 1109.19,488.837 1111.66,488.837 1114.14,488.837 1116.61,488.837 1119.09,488.837 1121.56,488.837 \n",
" 1124.03,488.837 1126.51,488.837 1128.98,488.837 1131.46,488.837 1133.93,488.837 1136.41,488.837 1138.88,488.837 1141.36,488.837 1143.83,488.837 1146.3,488.837 \n",
" 1148.78,488.837 1151.25,488.837 1153.73,488.837 1156.2,488.837 1158.68,488.837 1161.15,488.837 1163.63,488.837 1166.1,488.837 1168.57,488.837 1171.05,488.837 \n",
" 1173.52,488.837 1176,488.837 1178.47,488.837 1180.95,488.837 1183.42,488.837 1185.9,488.837 1188.37,488.837 1190.85,488.837 1193.32,488.837 1195.79,488.837 \n",
" 1198.27,488.837 1200.74,488.837 1203.22,488.837 1205.69,488.837 1208.17,488.837 1210.64,488.837 1213.12,488.837 1215.59,488.837 1218.06,488.837 1220.54,488.837 \n",
" 1223.01,488.837 1225.49,488.837 1227.96,488.837 1230.44,488.837 1232.91,488.837 1235.39,488.837 1237.86,488.837 1240.33,488.837 1242.81,488.837 1245.28,488.837 \n",
" 1247.76,488.837 1250.23,488.837 1252.71,488.837 1255.18,488.837 1257.66,487.453 1260.13,485.441 1262.6,483.463 1265.08,481.532 1267.55,480.02 1270.03,478.531 \n",
" 1272.5,477.077 1274.98,475.658 1277.45,474.216 1279.93,472.82 1282.4,471.389 1284.87,469.993 1287.35,468.598 1289.82,467.26 1292.3,465.899 1294.77,464.468 \n",
" 1297.25,462.945 1299.72,461.014 1302.2,458.897 1304.67,456.78 1307.14,454.709 1309.62,452.546 1312.09,450.405 1314.57,448.288 1317.04,446.241 1319.52,444.264 \n",
" 1321.99,442.263 1324.47,440.39 1326.94,438.867 1329.41,437.355 1331.89,435.912 1334.36,434.47 1336.84,433.016 1339.31,431.585 1341.79,430.189 1344.26,428.84 \n",
" 1346.74,427.502 1349.21,426.188 1351.68,424.862 1354.16,423.513 1356.63,421.977 1359.11,420.151 1361.58,418.115 1364.06,416.185 1366.53,414.137 1369.01,412.113 \n",
" 1371.48,410.043 1373.96,407.996 1376.43,406.042 1378.9,404.134 1381.38,402.226 1383.85,400.412 1386.33,398.923 1388.8,397.422 1391.28,396.015 1393.75,394.619 \n",
" 1396.23,393.223 1398.7,391.874 1401.17,390.49 1403.65,389.129 1406.12,387.803 1408.6,386.454 1411.07,385.104 1413.55,383.778 1416.02,382.406 1418.5,381.091 \n",
" 1420.97,379.754 1423.44,378.439 1425.92,377.125 1428.39,375.845 1430.87,374.566 1433.34,373.24 1435.82,371.937 1438.29,370.565 1440.77,369.192 1443.24,367.819 \n",
" 1445.71,366.424 1448.19,365.005 1450.66,363.632 1453.14,362.283 1455.61,360.91 1458.09,359.538 1460.56,358.153 1463.04,356.781 1465.51,355.397 1467.98,354.024 \n",
" 1470.46,352.663 1472.93,351.256 1475.41,349.895 1477.88,348.534 1480.36,347.138 1482.83,345.765 1485.31,344.439 1487.78,343.137 1490.25,341.811 1492.73,340.508 \n",
" 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",
" 1668.42,224.853 1670.89,222.817 1673.36,220.933 1675.84,218.978 1678.31,217.048 1680.79,215.186 1683.26,213.651 1685.74,212.139 1688.21,210.65 1690.69,209.184 \n",
" 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",
" 1742.65,172.823 1745.12,171.311 1747.6,169.869 1750.07,168.403 1752.55,167.007 1755.02,165.647 1757.5,164.286 1759.97,162.96 1762.45,161.587 1764.92,160.284 \n",
" 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": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"monopipeline = Pipeline(Dict(\n",
" :transformers => [monofilecsv,valgator,valputer,pltr]\n",
" )\n",
")\n",
"\n",
"fit!(monopipeline)\n",
"transform!(monopipeline)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Let's plot after normalizing the monotonic data"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
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]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"monopipeline = Pipeline(Dict(\n",
" :transformers => [monofilecsv,valgator,valputer,mononicer, pltr]\n",
" )\n",
")\n",
"\n",
"fit!(monopipeline)\n",
"transform!(monopipeline)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Let's remove outliers and plot the result"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
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" 919.802,798.894 922.557,868.891 925.312,915.556 928.068,822.227 930.823,903.89 933.578,892.224 936.333,903.89 939.088,868.891 941.844,863.058 944.599,857.225 \n",
" 947.354,857.225 950.109,857.225 952.864,857.225 955.62,857.225 958.375,857.225 961.13,857.225 963.885,857.225 966.64,857.225 969.396,857.225 972.151,857.225 \n",
" 974.906,857.225 977.661,857.225 980.416,857.225 983.172,857.225 985.927,857.225 988.682,857.225 991.437,857.225 994.192,857.225 996.948,857.225 999.703,857.225 \n",
" 1002.46,857.225 1005.21,857.225 1007.97,857.225 1010.72,857.225 1013.48,857.225 1016.23,857.225 1018.99,857.225 1021.74,857.225 1024.5,857.225 1027.25,857.225 \n",
" 1030.01,857.225 1032.77,857.225 1035.52,857.225 1038.28,857.225 1041.03,857.225 1043.79,857.225 1046.54,857.225 1049.3,857.225 1052.05,857.225 1054.81,857.225 \n",
" 1057.56,857.225 1060.32,857.225 1063.07,857.225 1065.83,857.225 1068.58,857.225 1071.34,857.225 1074.09,857.225 1076.85,857.225 1079.6,857.225 1082.36,857.225 \n",
" 1085.11,857.225 1087.87,857.225 1090.62,857.225 1093.38,857.225 1096.14,857.225 1098.89,857.225 1101.65,857.225 1104.4,857.225 1107.16,857.225 1109.91,857.225 \n",
" 1112.67,857.225 1115.42,857.225 1118.18,857.225 1120.93,857.225 1123.69,857.225 1126.44,857.225 1129.2,857.225 1131.95,857.225 1134.71,857.225 1137.46,857.225 \n",
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" 1222.87,717.231 1225.63,308.916 1228.38,122.257 1231.14,122.257 1233.9,168.922 1236.65,75.5929 1239.41,98.9252 1242.16,122.257 1244.92,192.254 1247.67,262.251 \n",
" 1250.43,238.919 1253.18,367.247 1255.94,717.231 1258.69,728.898 1261.45,798.894 1264.2,798.894 1266.96,787.228 1269.71,810.561 1272.47,845.559 1275.22,892.224 \n",
" 1277.98,903.89 1280.73,927.222 1283.49,915.556 1286.24,892.224 1289,705.565 1291.75,413.911 1294.51,203.921 1297.27,308.916 1300.02,192.254 1302.78,215.587 \n",
" 1305.53,168.922 1308.29,192.254 1311.04,285.584 1313.8,332.248 1316.55,332.248 1319.31,425.578 1322.06,752.23 1324.82,740.564 1327.57,833.893 1330.33,845.559 \n",
" 1333.08,845.559 1335.84,892.224 1338.59,857.225 1341.35,880.558 1344.1,915.556 1346.86,892.224 1349.61,892.224 1352.37,915.556 1355.12,868.891 1357.88,927.222 \n",
" 1360.63,903.89 1363.39,927.222 1366.15,927.222 1368.9,962.221 1371.66,962.221 1374.41,915.556 1377.17,938.888 1379.92,868.891 1382.68,868.891 1385.43,868.891 \n",
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" 1415.74,880.558 1418.49,833.893 1421.25,880.558 1424,880.558 1426.76,845.559 1429.51,868.891 1432.27,915.556 1435.03,938.888 1437.78,915.556 1440.54,938.888 \n",
" 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",
" 1470.84,845.559 1473.6,845.559 1476.35,915.556 1479.11,892.224 1481.86,845.559 1484.62,740.564 1487.37,705.565 1490.13,343.914 1492.88,215.587 1495.64,262.251 \n",
" 1498.4,168.922 1501.15,168.922 1503.91,215.587 1506.66,168.922 1509.42,262.251 1512.17,262.251 1514.93,285.584 1517.68,402.245 1520.44,728.898 1523.19,798.894 \n",
" 1525.95,822.227 1528.7,822.227 1531.46,822.227 1534.21,822.227 1536.97,880.558 1539.72,857.225 1542.48,892.224 1545.23,938.888 1547.99,915.556 1550.74,845.559 \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",
" 1636.16,227.253 1638.91,203.921 1641.67,355.581 1644.42,285.584 1647.18,308.916 1649.93,378.913 1652.69,705.565 1655.44,728.898 1658.2,752.23 1660.95,775.562 \n",
" 1663.71,798.894 1666.46,810.561 1669.22,833.893 1671.97,810.561 1674.73,927.222 1677.48,845.559 1680.24,892.224 1682.99,822.227 1685.75,705.565 1688.5,332.248 \n",
" 1691.26,238.919 1694.01,168.922 1696.77,192.254 1699.53,192.254 1702.28,145.59 1705.04,168.922 1707.79,238.919 1710.55,262.251 1713.3,262.251 1716.06,355.581 \n",
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" 1773.92,262.251 1776.67,262.251 1779.43,238.919 1782.18,402.245 1784.94,705.565 1787.69,752.23 1790.45,798.894 1793.2,798.894 1795.96,845.559 1798.71,868.891 \n",
" 1801.47,892.224 1804.22,903.89 1806.98,927.222 1809.73,915.556 1812.49,892.224 1815.24,892.224 1818,915.556 1820.75,868.891 1823.51,892.224 1826.26,892.224 \n",
" 1829.02,892.224 1831.77,892.224 1834.53,868.891 1837.29,915.556 1840.04,938.888 1842.8,985.553 1845.55,985.553 1848.31,845.559 1851.06,892.224 1853.82,892.224 \n",
" 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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"</svg>\n"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"monopipeline = Pipeline(Dict(\n",
" :transformers => [monofilecsv,valgator,valputer,mononicer,outliernicer,pltr]\n",
" )\n",
")\n",
"\n",
"fit!(monopipeline)\n",
"transform!(monopipeline)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Let's plot and example of a daily monotonic data"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
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" 440.589,660.541 441.63,639.177 442.67,617.814 443.71,598.38 444.75,579.222 445.79,557.031 446.831,1010.49 447.871,1001.39 448.911,979.616 449.951,955.358 \n",
" 450.992,937.716 452.032,918.144 453.072,897.194 454.112,877.347 455.152,860.256 456.193,840.271 457.233,820.01 458.273,798.784 459.313,782.244 460.353,761.019 \n",
" 461.394,740.896 462.434,718.567 463.474,699.822 464.514,678.872 465.555,657.647 466.595,639.177 467.635,625.119 468.675,602.653 469.715,582.392 470.756,564.474 \n",
" 471.796,556.48 472.836,997.672 473.876,973.827 474.916,952.05 475.957,931.1 476.997,900.226 478.037,878.311 479.077,845.095 480.117,824.144 481.158,796.854 \n",
" 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",
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" 1460,766.67 1461.04,738.139 1462.08,713.054 1463.12,691.001 1464.16,661.23 1465.2,642.761 1466.24,626.497 1467.28,609.131 1468.32,585.975 1469.36,571.641 \n",
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" 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": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dailymonopipeline = Pipeline(Dict(\n",
" :transformers => [dailymonofilecsv,valgator,valputer,pltr]\n",
" )\n",
")\n",
"\n",
"fit!(dailymonopipeline)\n",
"transform!(dailymonopipeline)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Let's normalize and plot"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
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" 311.374,933.017 312.431,946.147 313.487,930.828 314.543,911.133 315.6,947.241 316.656,942.864 317.713,945.053 318.769,926.999 319.826,941.223 320.882,942.864 \n",
" 321.938,981.161 322.995,955.995 324.051,955.995 325.108,943.959 326.164,923.169 327.221,954.9 328.277,942.864 329.333,946.147 330.39,945.053 331.446,939.582 \n",
" 332.503,931.923 333.559,954.9 334.616,937.393 335.672,936.299 336.728,939.582 337.785,947.788 338.841,931.375 339.898,940.129 340.954,931.923 342.01,966.389 \n",
" 343.067,930.828 344.123,942.864 345.18,937.393 346.236,955.995 347.293,973.502 348.349,951.618 349.405,951.618 350.462,952.712 351.518,934.658 352.575,939.035 \n",
" 353.631,935.205 354.688,951.618 355.744,933.564 356.8,931.375 357.857,960.371 358.913,936.846 359.97,920.434 361.026,928.64 362.083,934.658 363.139,931.375 \n",
" 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",
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" 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": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dailymonopipeline = Pipeline(Dict(\n",
" :transformers => [dailymonofilecsv,valgator,valputer,mononicer,pltr]\n",
" )\n",
")\n",
"fit!(dailymonopipeline)\n",
"transform!(dailymonopipeline)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Let's add the Outliernicer filter and plot"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
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" 1103.69,446.69 1104.75,538.508 1105.81,546.159 1106.86,362.524 1107.92,806.31 1108.98,806.31 1110.03,393.13 1111.09,477.296 1112.15,683.886 1113.2,576.765 \n",
" 1114.26,592.068 1115.32,561.462 1116.37,584.417 1117.43,599.72 1118.48,592.068 1119.54,481.122 1120.6,630.326 1121.65,542.334 1122.71,615.023 1123.77,653.28 \n",
" 1124.82,668.583 1125.88,530.856 1126.94,461.993 1127.99,580.591 1129.05,496.425 1130.11,538.508 1131.16,416.084 1132.22,660.932 1133.27,626.5 1134.33,626.5 \n",
" 1135.39,672.409 1136.44,469.644 1137.5,592.068 1138.56,492.599 1139.61,358.698 1140.67,733.621 1141.73,546.159 1142.78,431.387 1143.84,561.462 1144.9,576.765 \n",
" 1145.95,469.644 1147.01,515.553 1148.06,645.629 1149.12,637.977 1150.18,439.038 1151.23,580.591 1152.29,645.629 1153.35,496.425 1154.4,377.827 1155.46,687.712 \n",
" 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": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dailymonopipeline = Pipeline(Dict(\n",
" :transformers => [dailymonofilecsv,valgator,valputer,mononicer,outliernicer,pltr]\n",
" )\n",
")\n",
"fit!(dailymonopipeline)\n",
"transform!(dailymonopipeline)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Let's use what we have learned so far to perform automatic data type classification"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"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/plain": [
"80.0"
]
},
"execution_count": 34,
"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=>50)\n",
")\n",
"\n",
"fit!(tscl)\n",
"dfresults = transform!(tscl);\n",
"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 |> x-> round(x,digits=2)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## TSML features\n",
"- TS data type clustering/classification for automatic data discovery\n",
"- TS aggregation based on date/time interval\n",
"- TS imputation based on symmetric Nearest Neighbors\n",
"- TS statistical metrics for data quality assessment\n",
"- TS ML wrapper with more than 100+ libraries from caret, scikitlearn, and julia\n",
"- TS date/value matrix conversion of 1-D TS using sliding windows for ML input"
]
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"## More TSML features\n",
"- Common API wrappers for ML libs from JuliaML, PyCall, and RCall\n",
"- Pipeline API allows high-level description of the processing workflow\n",
"- Specific cleaning/normalization workflow based on data type\n",
"- Automatic selection of optimised ML model\n",
"- Automatic segmentation of time-series data into matrix form for ML training and prediction\n",
"- Easily extensible architecture by using just two main interfaces: fit and transform\n",
"- Meta-ensembles for robust prediction\n",
"- Support for distributed computation, for scalability, and speed"
]
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