{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chron.jl coupled eruption/deposition age and age-depth model\n",
    "\n",
    "This Jupyter notebook demonstrates the `Chron.jl` Julia package for integrated Bayesian eruption age and stratigraphic age-depth modelling, based in part on the work of [Keller, Schoene, and Samperton (2018)](https://doi.org/10.7185/geochemlet.1826), with age-depth modelling capabilities extended for use in [Schoene et al. (2019)](https://doi.org/10.1126/science.aau2422), [Deino et al. (2019a)](https://doi.org/10.1016/j.quascirev.2019.05.009) and [Deino et al. (2019b)](https://doi.org/10.1016/j.palaeo.2019.109258). For more information, see [github.com/brenhinkeller/Chron.jl](https://github.com/brenhinkeller/Chron.jl) and and [doi.org/10.17605/osf.io/TQX3F](https://doi.org/10.17605/osf.io/TQX3F)\n",
    "\n",
    "<a href=\"https://mybinder.org/v2/gh/brenhinkeller/Chron.jl/main?filepath=examples%2FChron1.0Coupled.ipynb\" target=\"_blank\"><img src=\"https://static.mybinder.org/badge_logo.svg\" alt=\"Launch Binder notebook\" align=\"left\"></a> \n",
    "<p style=\"text-indent: 5px\">If running this notebook as an online Binder notebook and the webpage times out, click the badge at left to relaunch (refreshing will not work). Note that any changes will be lost!</p>\n",
    "\n",
    "Hint: `shift`-`enter` to run a single cell, or from the `Cell` menu select `Run All` to run the whole file. Any code from this notebook can be copied and pasted into the Julia REPL or a `.jl` script.\n",
    "***\n",
    "\n",
    "## Load required Julia packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load (and install if necessary) the Chron.jl package\n",
    "using Chron\n",
    "using Plots, DelimitedFiles"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## Enter sample information\n",
    "First, let's enter some basic information about your samples. How many are there, what are the sample names (needs to be a valid filename, BTW), and what are the stratigraphic heights and uncertainties? Then, we'll enter the ages as .csv files."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "nSamples = 5 # The number of samples you have data for\n",
    "smpl = ChronAgeData(nSamples)\n",
    "smpl.Name      = (\"KJ08-157\", \"KJ04-75\", \"KJ09-66\", \"KJ04-72\", \"KJ04-70\",) # These have to match the names used above\n",
    "smpl.Height   .= [     -52.0,      44.0,      54.0,      82.0,      93.0,]\n",
    "smpl.Height_sigma  .= [  3.0,       1.0,       3.0,       3.0,       3.0,]\n",
    "smpl.Age_Sidedness .= zeros(nSamples) # Sidedness (zeros by default: geochron constraints are two-sided). Use -1 for a maximum age and +1 for a minimum age, 0 for two-sided\n",
    "smpl.Path = \"MyData/\" # Where are the data files? Must match where you put the csv files below.\n",
    "smpl.inputSigmaLevel = 2 # i.e., are the data files 1-sigma or 2-sigma. Integer.\n",
    "\n",
    "smpl.Age_Unit = \"Ma\" # Unit of measurement for ages and errors in the data files\n",
    "smpl.Height_Unit = \"cm\"; # Unit of measurement for Height and Height_sigma"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that smpl.Height *must* increase with increasing stratigraphic height -- i.e., stratigraphically younger samples must be more positive. For this reason, it is convenient to represent depths below surface as negative numbers.\n",
    "***\n",
    "Now let's see what's in our current directory (we'll use `;` to activate Julia's command-line shell mode, followed by a unix command, in this case `ls`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Chron1.0Coupled.ipynb\n",
      "Chron1.0Coupled.jl\n",
      "Chron1.0DistOnly.ipynb\n",
      "Chron1.0DistOnly.jl\n",
      "Chron1.0Radiocarbon.ipynb\n",
      "Chron1.0Radiocarbon.jl\n",
      "Chron1.0StratOnly.ipynb\n",
      "Chron1.0StratOnly.jl\n",
      "DenverUPbExampleData\n",
      "DispersionExample.jl\n",
      "EruptionDepositionAgeDemonstration.ipynb\n",
      "EruptionDepositionAgeDemonstration.jl\n",
      "Manifest.toml\n",
      "PlutonEmplacement.ipynb\n",
      "Project.toml\n",
      "archive.tar.gz\n",
      "ffsend\n",
      "histogram.pdf\n"
     ]
    }
   ],
   "source": [
    ";ls"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Equivalently, we can also run unix commands using the `run()` function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Chron1.0Coupled.ipynb\n",
      "Chron1.0Coupled.jl\n",
      "Chron1.0DistOnly.ipynb\n",
      "Chron1.0DistOnly.jl\n",
      "Chron1.0Radiocarbon.ipynb\n",
      "Chron1.0Radiocarbon.jl\n",
      "Chron1.0StratOnly.ipynb\n",
      "Chron1.0StratOnly.jl\n",
      "DenverUPbExampleData\n",
      "DispersionExample.jl\n",
      "EruptionDepositionAgeDemonstration.ipynb\n",
      "EruptionDepositionAgeDemonstration.jl\n",
      "Manifest.toml\n",
      "PlutonEmplacement.ipynb\n",
      "Project.toml\n",
      "archive.tar.gz\n",
      "ffsend\n",
      "histogram.pdf\n"
     ]
    }
   ],
   "source": [
    "run(`ls`);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we know how to access the command line, let's make a new folder for our example data. This can be called whatever you want, just make sure it matches `smpl.Path` above"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    ";mkdir -p MyData/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let's make some files and paste in csv data for each one. For now, I'm pasting in example data from Clyde et al. (2016), [10.1016/j.epsl.2016.07.041](https://doi.org/10.1016/j.epsl.2016.07.041)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# You can just paste your data in here, in the following two-column format.\n",
    "# The first column is age and the second column is two-sigma analytical uncertainty.\n",
    "# You should generally exclude all systematic uncertainties here.\n",
    "data = [\n",
    "66.12 0.14\n",
    "66.115 0.048\n",
    "66.11 0.1\n",
    "66.11 0.17\n",
    "66.096 0.056\n",
    "66.088 0.081\n",
    "66.085 0.076\n",
    "66.073 0.084\n",
    "66.07 0.11\n",
    "66.055 0.043\n",
    "66.05 0.16\n",
    "65.97 0.12\n",
    "]\n",
    "\n",
    "# Now, let's write this data to a file, delimited by commas (',')\n",
    "# In this example the filename is KJ08-157.csv, in the folder called MyData\n",
    "writedlm(\"MyData/KJ08-157.csv\", data, ',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = [\n",
    "66.24 0.25\n",
    "66.232 0.046\n",
    "66.112 0.085\n",
    "66.09 0.1\n",
    "66.04 0.18\n",
    "66.03 0.12\n",
    "66.016 0.08\n",
    "66.003 0.038\n",
    "65.982 0.071\n",
    "65.98 0.19\n",
    "65.977 0.042\n",
    "65.975 0.066\n",
    "65.971 0.082\n",
    "65.963 0.074\n",
    "65.92 0.12\n",
    "65.916 0.088\n",
    "]\n",
    "writedlm(\"MyData/KJ04-75.csv\",data,',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = [\n",
    "66.13 0.15\n",
    "66.066 0.052\n",
    "65.999 0.045\n",
    "65.989 0.057\n",
    "65.98 0.11\n",
    "65.961 0.057\n",
    "65.957 0.091\n",
    "65.951 0.066\n",
    "65.95 0.11\n",
    "65.929 0.059\n",
    "]\n",
    "writedlm(\"MyData/KJ09-66.csv\",data,',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = [\n",
    "66.11 0.2\n",
    "66.003 0.063\n",
    "66.003 0.058\n",
    "65.98 0.06\n",
    "65.976 0.089\n",
    "65.973 0.084\n",
    "65.97 0.15\n",
    "65.963 0.055\n",
    "65.959 0.049\n",
    "65.94 0.18\n",
    "65.928 0.066\n",
    "65.92 0.057\n",
    "65.91 0.14\n",
    "]\n",
    "writedlm(\"MyData/KJ04-72.csv\",data,',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = [\n",
    "66.22 0.27\n",
    "66.06 0.11\n",
    "65.933 0.066\n",
    "65.918 0.087\n",
    "65.92 0.34\n",
    "65.916 0.067\n",
    "65.91 0.18\n",
    "65.892 0.09\n",
    "65.89 0.063\n",
    "65.89 0.15\n",
    "65.88 0.2\n",
    "65.812 0.069\n",
    "65.76 0.15\n",
    "]\n",
    "writedlm(\"MyData/KJ04-70.csv\",data,',')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alternatively, you could download .csv files that you have posted somewhere online using the Julia `download()` function, or using the unix command `curl` throught the command-line interface"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For each sample in `smpl.Name`, we must have a `.csv` file in `smpl.Path` which contains each individual mineral age and uncertainty.\n",
    "\n",
    "***\n",
    "## Configure and run eruption/deposition age model\n",
    "To learn more about the eruption/deposition age estimation model, see also [Keller, Schoene, and Sameperton (2018)](https://doi.org/10.7185/geochemlet.1826) and the [BayeZirChron demo notebook](http://brenh.in/BayeZirChron). It is important to note that this model (like most if not all others) has no knowledge of open-system behaviour, so *e.g.*, Pb-loss will lead to erroneous results.\n",
    "\n",
    "#### Boostrap relative pre-eruptive (or pre-depositional) mineral age distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Bootstrap a KDE of the pre-eruptive (or pre-deposition) zircon distribution\n",
    "# shape from individual sample datafiles using a KDE of stacked sample data\n",
    "BootstrappedDistribution = BootstrapCrystDistributionKDE(smpl)\n",
    "h = plot(range(0,1,length=length(BootstrappedDistribution)), BootstrappedDistribution,\n",
    "    label=\"Bootstrapped distribution\", xlabel=\"Time (arbitrary units)\", ylabel=\"Probability Density\", \n",
    "    fg_color_legend=:white, framestyle=:box)\n",
    "savefig(h, joinpath(smpl.Path,\"BootstrappedDistribution.pdf\"))\n",
    "display(h)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Run eruption/deposition age model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimating eruption/deposition age distributions...\n",
      "1: KJ08-157\n",
      "2: KJ04-75\n",
      "3: KJ09-66\n",
      "4: KJ04-72\n",
      "5: KJ04-70\n"
     ]
    }
   ],
   "source": [
    "# Number of steps to run in distribution MCMC\n",
    "distSteps = 10^6\n",
    "distBurnin = distSteps÷100\n",
    "\n",
    "# Choose the form of the prior closure/crystallization distribution to use\n",
    "dist = BootstrappedDistribution\n",
    "## You might alternatively consider:\n",
    "# dist = UniformDistribution              # A reasonable default\n",
    "# dist = MeltsVolcanicZirconDistribution  # A single magmatic pulse, truncated by eruption\n",
    "# dist = ExponentialDistribution          # Applicable for survivorship processes, potentially including inheritance/dispersion in Ar-Ar dates\n",
    "\n",
    "# Run MCMC to estimate saturation and eruption/deposition age distributions\n",
    "smpl = tMinDistMetropolis(smpl,distSteps,distBurnin,dist)\n",
    "results = vcat([\"Sample\" \"Age\" \"2.5% CI\" \"97.5% CI\" \"sigma\"], hcat(collect(smpl.Name),smpl.Age,smpl.Age_025CI,smpl.Age_975CI,smpl.Age_sigma))\n",
    "writedlm(smpl.Path*\"results.csv\", results, ',');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BootstrappedDistribution.pdf\n",
      "KJ04-70.csv\n",
      "KJ04-70_distribution.pdf\n",
      "KJ04-70_rankorder.pdf\n",
      "KJ04-70_rankorder.svg\n",
      "KJ04-72.csv\n",
      "KJ04-72_distribution.pdf\n",
      "KJ04-72_rankorder.pdf\n",
      "KJ04-72_rankorder.svg\n",
      "KJ04-75.csv\n",
      "KJ04-75_distribution.pdf\n",
      "KJ04-75_rankorder.pdf\n",
      "KJ04-75_rankorder.svg\n",
      "KJ08-157.csv\n",
      "KJ08-157_distribution.pdf\n",
      "KJ08-157_rankorder.pdf\n",
      "KJ08-157_rankorder.svg\n",
      "KJ09-66.csv\n",
      "KJ09-66_distribution.pdf\n",
      "KJ09-66_rankorder.pdf\n",
      "KJ09-66_rankorder.svg\n",
      "distresults.csv\n",
      "results.csv\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "6×5 Matrix{Any}:\n",
       " \"Sample\"      \"Age\"    \"2.5% CI\"    \"97.5% CI\"   \"sigma\"\n",
       " \"KJ08-157\"  66.0702  66.0339      66.0934       0.015132\n",
       " \"KJ04-75\"   65.932   65.8856      65.971        0.0219183\n",
       " \"KJ09-66\"   65.937   65.8928      65.9782       0.0215128\n",
       " \"KJ04-72\"   65.955   65.9226      65.9765       0.0137933\n",
       " \"KJ04-70\"   65.8307  65.7538      65.8942       0.0362801"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Let's see what that did\n",
    "run(`ls $(smpl.Path)`); sleep(0.5)\n",
    "results = readdlm(smpl.Path*\"results.csv\",',')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To see what one of these plots looks like, try pasting this into a markdown cell like the one below\n",
    "```\n",
    "<img src=\"MyData/KJ04-75_rankorder.svg\" align=\"left\" width=\"600\"/>\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"MyData/KJ04-75_rankorder.svg\" align=\"left\" width=\"600\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For each sample, the eruption/deposition age distribution is inherently asymmetric, because of the one-sided relationship between mineral closure and eruption/deposition. For example (KJ04-70):\n",
    "\n",
    "<img src=\"MyData/KJ04-70_distribution.svg\" align=\"left\" width=\"600\"/>\n",
    "\n",
    "(if no figure appears, double-click to enter this markdown cell and re-evaluate (`shift`-`enter`) after running the model above"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Consequently, rather than simply taking a mean and standard deviation of the stationary distribtuion of the Markov Chain, the histogram of the stationary distribution is fit to an empirical distribution function of the form \n",
    "\n",
    "$\n",
    "\\begin{align}\n",
    "f(x) = a * \\exp\\left[d e \\frac{x - b}{c}\\left(\\frac{1}{2} - \\frac{\\arctan\\left(\\frac{x - b}{c}\\right)}{\\pi}\\right)  - \\frac{d}{e}\\frac{x - b}{c}\\left(\\frac{1}{2} + \\frac{\\arctan\\left(\\frac{x - b}{c}\\right)}{\\pi}\\right)\\right]\n",
    "\\end{align}\n",
    "$\n",
    "\n",
    "where \n",
    "\n",
    "$\n",
    "\\begin{align}\n",
    "\\{a,c,d,e\\} \\geq 0\n",
    "\\end{align}\n",
    "$\n",
    "\n",
    "*i.e.*, an asymmetric exponential function with two log-linear segments joined with an arctangent sigmoid. After fitting, the five parameters $a$ - $e$ are stored in `smpl.params` and passed to the stratigraphic model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## Configure and run stratigraphic model\n",
    "\n",
    "To run the stratigraphic MCMC model, we call the `StratMetropolisDist` function. If you want to skip the first step and simply input run the stratigraphic model with Gaussian mean age and standard deviation for some number of stratigraphic horizons, then you can set `smpl.Age` and `smpl.Age_sigma` directly, but then you'll need to call `StratMetropolis` instead of `StratMetropolisDist`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generating stratigraphic age-depth model...\n",
      "Burn-in: 5840000 steps\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32mBurn-in... 100%|█████████████████████████████████████████| Time: 0:00:01\u001b[39m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting sieved stationary distribution: 8760000 steps\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32mCollecting... 100%|██████████████████████████████████████| Time: 0:00:02\u001b[39m\n"
     ]
    },
    {
     "data": {
      "image/png": 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371.96,463.896 372.026,242.395 372.093,541.172 372.159,473.73 372.226,349.296 372.292,417.584 372.358,299.089 372.425,221.705 372.491,364.313 372.557,465.826 372.624,506.844 372.69,386.636 372.757,441.789 372.823,550.359 372.889,504.845 372.956,429.497 373.022,499.09 373.088,421.44 373.155,450.893 373.221,378.882 373.288,428.752 373.354,610.003 373.42,463.725 373.487,397.795 373.553,474.346 373.619,459.694 373.686,360.183 373.752,286.065 373.819,498.482 373.885,610.5 373.951,257.876 374.018,220.912 374.084,321.172 374.15,449.928 374.217,469.585 374.283,437.467 374.35,652.16 374.416,355.582 374.482,383.714 374.549,431.958 374.615,245.23 374.681,498.7 374.748,296.698 374.814,451.029 374.881,199.977 374.947,469.064 375.013,390.194 375.08,493.913 375.146,422.692 375.212,492.109 375.279,322.477 375.345,592.266 375.412,612.963 375.478,346.2 375.544,512.981 375.611,396.588 375.677,416.661 375.743,365.683 375.81,735.181 375.876,382.484 375.943,379.63 376.009,479.631 376.075,601.928 376.142,367.206 376.208,470.794 376.274,231.08 376.341,544.25 376.407,483.609 376.474,724.015 376.54,282.391 376.606,414.407 376.673,430.374 376.739,260.119 376.805,359.997 376.872,454.499 376.938,695.458 377.005,421.266 377.071,456.382 377.137,348.176 377.204,383.843 377.27,492.724 377.336,500.159 377.403,230.029 377.469,404.253 377.536,277.172 377.602,521.103 377.668,431.092 377.735,557.816 377.801,333.377 377.867,485.916 377.934,410.066 378,493.957 378.067,265.419 378.133,477.211 378.199,597.783 378.266,573.03 378.332,447.74 378.398,355.048 378.465,393.948 378.531,331.397 378.598,396.811 378.664,299.262 378.73,571.625 378.797,515.591 378.863,570.776 378.929,404.637 378.996,397.226 379.062,379.787 379.129,197.61 379.195,429.242 379.261,302.461 379.328,511.773 379.394,348.799 379.46,303.013 379.527,243.994 379.593,710.321 379.659,338.838 379.726,265.89 379.792,331.142 379.859,371.01 379.925,510.201 379.991,444.805 380.058,543.206 380.124,545.34 380.19,430.869 380.257,460.842 380.323,633.516 380.39,474.94 380.456,187.033 380.522,233.957 380.589,353.858 380.655,462.775 380.721,442.583 380.788,494.909 380.854,696.805 380.921,358.691 380.987,414.935 381.053,521.981 381.12,601.805 381.186,458.291 381.252,621.372 381.319,721.602 381.385,378.409 381.452,511.997 381.518,737.626 381.584,535.602 381.651,319.245 381.717,228.203 381.783,197.11 381.85,483.375 381.916,563.012 381.983,560.917 382.049,456.211 382.115,334.626 382.182,401.968 382.248,575.385 382.314,466.937 382.381,489.592 382.447,556.268 382.514,411.1 382.58,545.332 382.646,409.281 382.713,219.067 382.779,441.45 382.845,399.881 382.912,255.691 382.978,254.512 383.045,346.562 383.111,327.561 383.177,483.153 383.244,433.282 383.31,458.123 383.376,396.16 383.443,463.866 383.509,454.539 383.576,328.421 383.642,448.622 383.708,306.4 383.775,497.005 383.841,469.091 383.907,420.335 383.974,217.128 384.04,292.916 384.107,414.274 384.173,295.038 384.239,768.821 384.306,326.505 384.372,303.654 384.438,330.375 384.505,173.124 384.571,401.022 384.638,738.942 384.704,375.112 384.77,341.583 384.837,356.471 384.903,505.015 384.969,573.897 385.036,711.493 385.102,618.103 385.169,358.576 385.235,279.003 385.301,349.363 385.368,356.825 385.434,438.954 385.5,446.017 385.567,416.801 385.633,211.513 385.7,285.783 385.766,296.711 385.832,262.874 385.899,376.439 385.965,322.263 386.031,700.358 386.098,651.505 386.164,545.612 386.231,627.419 386.297,515.208 386.363,460.031 386.43,411.766 386.496,438.613 386.562,384.645 386.629,400.635 386.695,558.491 386.762,445.283 386.828,352.705 386.894,410.881 386.961,439.247 387.027,477.497 387.093,310.677 387.16,234.41 387.226,554.189 387.293,338.784 387.359,361.283 387.425,612.673 387.492,426.905 387.558,483.981 387.624,613.579 387.691,370.791 387.757,462.687 387.823,251.017 387.89,423.022 387.956,443.559 388.023,515.612 388.089,330.42 388.155,656.745 388.222,347.647 388.288,253.895 388.354,325.652 388.421,491.099 388.487,609.138 388.554,291.266 388.62,704.475 388.686,537.209 388.753,444.141 388.819,365.196 388.885,419.44 388.952,239.011 389.018,299.583 389.085,334.91 389.151,496.976 389.217,585.704 389.284,361.563 389.35,362.332 389.416,567.321 389.483,435.142 389.549,460.655 389.616,854.396 389.682,406.113 389.748,618.575 389.815,470.639 389.881,523.827 389.947,430.524 390.014,151.921 390.08,283.581 390.147,515.515 390.213,434.374 390.279,739.123 390.346,473.847 390.412,473.786 390.478,254.173 390.545,242.282 390.611,295.522 390.678,404.084 390.744,622.144 390.81,221.774 390.877,451.349 390.943,485.929 391.009,802.37 391.076,547.737 391.142,473.113 391.209,286.953 391.275,546.123 391.341,181.656 391.408,121.875 391.474,330.87 391.54,293.637 391.607,632.194 391.673,501.656 391.74,683.932 391.806,378.937 391.872,512.49 391.939,321.104 392.005,355.032 392.071,404.281 392.138,491.22 392.204,984.09 392.271,302.604 392.337,378.612 392.403,459.675 392.47,326.547 392.536,673.197 392.602,716.222 392.669,579.983 392.735,660.313 392.802,679.591 392.868,591.699 392.934,818.107 393.001,483.419 393.067,390.677 393.133,564.569 393.2,587.603 393.266,609.04 393.333,342.337 393.399,445.923 393.465,357.865 393.532,379.901 393.598,652.018 393.664,414.308 393.731,447.077 393.797,574.346 393.864,435.816 393.93,665.829 393.996,489.046 394.063,389.334 394.129,261.773 394.195,473.461 394.262,466.009 394.328,528.651 394.395,383.793 394.461,611.878 394.527,451.282 394.594,548.484 394.66,430.569 394.726,313.914 394.793,279.812 394.859,728.079 394.926,595.864 394.992,467.986 395.058,400.227 395.125,261.573 395.191,442.98 395.257,495.141 395.324,417.217 395.39,234.466 395.456,377.646 395.523,465.91 395.589,463.439 395.656,441.163 395.722,391.488 395.788,457.669 395.855,415.568 395.921,541.992 395.987,553.824 396.054,257.887 396.12,753.585 396.187,430.971 396.253,249.745 396.319,579.153 396.386,489.754 396.452,456.46 396.518,532.666 396.585,468.118 396.651,462.564 396.718,281.821 396.784,428.886 396.85,348.202 396.917,418.084 396.983,598.856 397.049,571.97 397.116,486.872 397.182,573.264 397.249,606.358 397.315,448.185 397.381,352.448 397.448,292.38 397.514,570.406 397.58,428.028 397.647,246.51 397.713,453.707 397.78,304.199 397.846,311.469 397.912,420.86 397.979,420.573 398.045,605.301 398.111,464.063 398.178,639.901 398.244,757.867 398.311,417.174 398.377,482.741 398.443,539.652 398.51,672.485 398.576,647.031 398.642,622.16 398.709,813.778 398.775,608.923 398.842,621.388 398.908,375.66 398.974,286.547 399.041,654.933 399.107,424.906 399.173,548.516 399.24,559.811 399.306,700.595 399.373,437.506 399.439,307.537 399.505,600.356 399.572,496.726 399.638,171.833 399.704,422.424 399.771,671.483 399.837,476.718 399.904,376.586 399.97,377.538 400.036,486.496 400.103,466.747 400.169,316.98 400.235,443.031 400.302,518.077 400.368,523.839 400.435,382.262 400.501,301.72 400.567,358.257 400.634,510.053 400.7,524.233 400.766,713.907 400.833,410.953 400.899,312.23 400.966,522.581 401.032,644.65 401.098,503.208 401.165,139.428 401.231,538.126 401.297,340.327 401.364,478.281 401.43,362.591 401.497,326.755 401.563,200.025 401.629,243.797 401.696,260.075 401.762,301.04 401.828,254.684 401.895,363.031 401.961,403.834 402.028,286.345 402.094,378.207 402.16,648.868 402.227,376.937 402.293,353.928 402.359,330.642 402.426,571.694 402.492,284.956 402.559,554.779 402.625,309.408 402.691,481.135 402.758,377.712 402.824,538.382 402.89,700.483 402.957,307.229 403.023,417.697 403.09,541.497 403.156,569.163 403.222,307.767 403.289,403.128 403.355,351.498 403.421,302.518 403.488,463.47 403.554,239.45 403.62,434.714 403.687,608.743 403.753,587.534 403.82,359.222 403.886,212.254 403.952,382.495 404.019,314.954 404.085,588.286 404.151,532.364 404.218,467.547 404.284,512.766 404.351,376.9 404.417,407.265 404.483,533.869 404.55,566.383 404.616,338.896 404.682,534.531 404.749,548.939 404.815,557.674 404.882,474.378 404.948,572.188 405.014,505.362 405.081,767.189 405.147,600.459 405.213,664.612 405.28,433.543 405.346,322.997 405.413,362.251 405.479,265.562 405.545,347.805 405.612,416.621 405.678,478.86 405.744,292.85 405.811,255.272 405.877,437.265 405.944,716.088 406.01,470.249 406.076,455.156 406.143,539.61 406.209,648.494 406.275,526.472 406.342,370.377 406.408,462.39 406.475,383.36 406.541,543.71 406.607,744.329 406.674,805.718 406.74,219.531 406.806,878.853 406.873,521.296 406.939,361.546 407.006,234.51 407.072,370.598 407.138,240.164 407.205,408.498 407.271,388.859 407.337,315.402 407.404,346.821 407.47,417.138 407.537,268.859 407.603,388.635 407.669,455.337 407.736,350.256 407.802,411.767 407.868,201.773 407.935,614.748 408.001,373.966 408.068,298.875 408.134,647.011 408.2,434.873 408.267,350.387 408.333,296.812 408.399,621.955 408.466,445.239 408.532,421.627 408.599,383.809 408.665,855.815 408.731,317.084 408.798,555.082 408.864,383.073 408.93,290.427 408.997,611.422 409.063,593.166 409.13,277.846 409.196,315.386 409.262,255.221 409.329,360.247 409.395,431.828 409.461,536.766 409.528,381.702 409.594,570.588 409.661,459.743 409.727,434.355 409.793,322.761 409.86,547.433 409.926,552.647 409.992,601.3 410.059,320.436 410.125,731.577 410.192,558.63 410.258,441.161 410.324,318.947 410.391,718.311 410.457,435.789 410.523,321.918 410.59,425.53 410.656,379.14 410.723,338.912 410.789,285.482 410.855,644.47 410.922,391.452 410.988,188.602 411.054,349.671 411.121,739.958 411.187,750.869 411.253,411.319 411.32,317.316 411.386,565.266 411.453,226.368 411.519,383.454 411.585,642.028 411.652,304.462 411.718,471.777 411.784,313.728 411.851,281.145 411.917,208.096 411.984,442.253 412.05,407.714 412.116,415.751 412.183,310.051 412.249,472.398 412.315,510.116 412.382,606.275 412.448,313.229 412.515,269.204 412.581,378.562 412.647,467.852 412.714,350.159 412.78,492.562 412.846,421.616 412.913,499.827 412.979,391.031 413.046,327.247 413.112,646.361 413.178,525.055 413.245,240.412 413.311,564.734 413.377,552.574 413.444,475.682 413.51,335.43 413.577,605.227 413.643,555.372 413.709,507.3 413.776,345.863 413.842,435.578 413.908,279.75 413.975,265.211 414.041,491.299 414.108,435.108 414.174,548.89 414.24,361.041 414.307,485.699 414.373,381.885 414.439,456.921 414.506,456.002 414.572,328.91 414.639,599.619 414.705,771.969 414.771,425.666 414.838,497.687 414.904,464.352 414.97,587.097 415.037,318.653 415.103,370.377 415.17,353.311 415.236,423.821 415.302,351.179 415.369,282.351 415.435,344.33 415.501,436.131 415.568,363.58 415.634,648.817 415.701,469.778 415.767,392.483 415.833,364.261 415.9,341.499 415.966,323.167 416.032,822.228 416.099,289.736 416.165,224.285 416.232,452.878 416.298,419.168 416.364,232.067 416.431,379.573 416.497,525.012 416.563,478.366 416.63,545.313 416.696,259.858 416.763,273.764 416.829,316.598 416.895,448.123 416.962,487.535 417.028,272.955 417.094,359.94 417.161,357.475 417.227,269.071 417.294,420.753 417.36,363.567 417.426,336.012 417.493,360.043 417.559,457.174 417.625,398.089 417.692,335.064 417.758,395.46 417.825,289.143 417.891,363.396 417.957,464.6 418.024,236.565 418.09,349.802 418.156,389.362 418.223,483.233 418.289,404.571 418.356,720.236 418.422,346.15 418.488,476.678 418.555,451.151 418.621,461.292 418.687,570.249 418.754,490.928 418.82,667.477 418.887,421.669 418.953,308.762 419.019,540.554 419.086,512.067 419.152,608.095 419.218,367.708 419.285,461.824 419.351,505.039 419.417,445.375 419.484,297.583 419.55,427.17 419.617,544.385 419.683,474.645 419.749,334.746 419.816,258.361 419.882,452.897 419.948,269.58 420.015,580.989 420.081,732.738 420.148,487.379 420.214,319.8 420.28,337.052 420.347,382.47 420.413,114.875 420.479,332.624 420.546,435.628 420.612,359.898 420.679,715.266 420.745,235.876 420.811,424.124 420.878,395.679 420.944,369.637 421.01,421.378 421.077,737.718 421.143,371.012 421.21,397.285 421.276,493.701 421.342,308.892 421.409,240.46 421.475,380.445 421.541,387.986 421.608,322.548 421.674,408.377 421.741,551.652 421.807,356.261 421.873,243.243 421.94,468.76 422.006,442.029 422.072,456.779 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426.32,511.582 426.387,613.107 426.453,619.454 426.52,942.556 426.586,369.278 426.652,358.013 426.719,399.237 426.785,339.91 426.851,345.037 426.918,460.949 426.984,407.732 427.05,588.053 427.117,493.608 427.183,365.515 427.25,302.269 427.316,470.538 427.382,381.881 427.449,346.131 427.515,275.581 427.581,159.976 427.648,342.547 427.714,658.392 427.781,701.552 427.847,596.26 427.913,573.616 427.98,301.995 428.046,473.695 428.112,538.596 428.179,348.434 428.245,374.486 428.312,440.05 428.378,372.445 428.444,307.271 428.511,325.163 428.577,265.368 428.643,301.5 428.71,452.937 428.776,465.057 428.843,416.882 428.909,372.435 428.975,300.109 429.042,603.782 429.108,329.889 429.174,623.429 429.241,607.656 429.307,375.672 429.374,633.199 429.44,698.049 429.506,291.874 429.573,396.317 429.639,672.977 429.705,800.604 429.772,411.721 429.838,500.846 429.905,219.55 429.971,578.358 430.037,371.977 430.104,535.682 430.17,635.233 430.236,767.557 430.303,607.096 430.369,249.569 430.436,581.814 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1333.92,261.699 1333.98,292.319 1334.05,576.732 1334.12,892.817 1334.18,482.304 1334.25,668.315 1334.32,627.913 1334.38,702.099 1334.45,453.076 1334.52,638.164 1334.58,366.135 1334.65,497.763 1334.71,463.724 1334.78,591.226 1334.85,529.036 1334.91,279.898 1334.98,563.101 1335.05,466.834 1335.11,452.62 1335.18,492.319 1335.25,592.192 1335.31,440.436 1335.38,551.074 1335.44,399.914 1335.51,425.789 1335.58,359.139 1335.64,532.617 1335.71,376.31 1335.78,230.472 1335.84,429.783 1335.91,234.267 1335.98,526.951 1336.04,209.286 1336.11,364.351 1336.17,577.846 1336.24,347.92 1336.31,309.211 1336.37,652.879 1336.44,658.682 1336.51,452.298 1336.57,635.714 1336.64,512.21 1336.71,367.644 1336.77,682.699 1336.84,658.511 1336.9,219.42 1336.97,355.872 1337.04,377.123 1337.1,388.578 1337.17,303.685 1337.24,223.082 1337.3,425.822 1337.37,577.973 1337.44,800.206 1337.5,401.838 1337.57,434.5 1337.63,493.078 1337.7,363.776 1337.77,459.294 1337.83,462.846 1337.9,339.175 1337.97,507.073 1338.03,440.238 1338.1,382.194 1338.17,350.516 1338.23,421.458 1338.3,358.749 1338.36,418.3 1338.43,365.416 1338.5,582.041 1338.56,539.508 1338.63,479.264 1338.7,340.614 1338.76,602.595 1338.83,535.962 1338.9,642.404 1338.96,515.866 1339.03,457.635 1339.09,371.171 1339.16,259.596 1339.23,468.666 1339.29,448.614 1339.36,633.327 1339.43,325.669 1339.49,622.67 1339.56,462.146 1339.63,519.139 1339.69,563.676 1339.76,622.312 1339.83,631.076 1339.89,592.236 1339.96,267.636 1340.02,303.237 1340.09,590.599 1340.16,451.736 1340.22,535.485 1340.29,606.469 1340.36,357.039 1340.42,356.911 1340.49,208.831 1340.56,444.332 1340.62,676.86 1340.69,636.328 1340.75,390.316 1340.82,458.457 1340.89,768.793 1340.95,470.919 1341.02,329.46 1341.09,247.556 1341.15,323.508 1341.22,357.717 1341.29,468.258 1341.35,554.904 1341.42,438.293 1341.48,354.929 1341.55,258.109 1341.62,591.521 1341.68,507.166 1341.75,458.646 1341.82,397.957 1341.88,407.589 1341.95,660.771 1342.02,584.594 1342.08,600.63 1342.15,443.189 1342.21,548.763 1342.28,463.541 1342.35,589.718 1342.41,372.468 1342.48,322.394 1342.55,365.69 1342.61,416.74 1342.68,276.951 1342.75,479.588 1342.81,411.046 1342.88,498.448 1342.94,377.869 1343.01,570.459 1343.08,554.889 1343.14,501.858 1343.21,355.681 1343.28,222.353 1343.34,239.964 1343.41,534.735 1343.48,402.116 1343.54,414.545 1343.61,364.873 1343.67,388.403 1343.74,492.1 1343.81,414.319 1343.87,439.268 1343.94,392.818 1344.01,400.815 1344.07,281.533 1344.14,450.388 1344.21,428.724 1344.27,490.725 1344.34,783.106 1344.4,391.901 1344.47,406.718 1344.54,236.318 1344.6,361.597 1344.67,450.329 1344.74,212.096 1344.8,235.424 1344.87,642.53 1344.94,606.59 1345,454.973 1345.07,332.366 1345.13,541.903 1345.2,701.415 1345.27,318.421 1345.33,415.913 1345.4,466.7 1345.47,424.423 1345.53,358.363 1345.6,289.112 1345.67,477.474 1345.73,352.191 1345.8,623.591 1345.87,499.669 1345.93,496.636 1346,489.529 1346.06,416.163 1346.13,509.879 1346.2,513.765 1346.26,315.93 1346.33,312.105 1346.4,693.853 1346.46,297.21 1346.53,277.397 1346.6,371.553 1346.66,505.073 1346.73,393.371 1346.79,494.509 1346.86,549.328 1346.93,374.999 1346.99,367.773 1347.06,667.508 1347.13,364.608 1347.19,263.562 1347.26,353.157 1347.33,431.552 1347.39,416.828 1347.46,538.18 1347.52,410.326 1347.59,512.364 1347.66,303.396 1347.72,259.936 1347.79,311.712 1347.86,790.053 1347.92,376.431 1347.99,379.974 1348.06,460.044 1348.12,487.384 1348.19,310.653 1348.25,469.049 1348.32,330.037 1348.39,499.126 1348.45,304.718 1348.52,280.489 1348.59,346.066 1348.65,729.618 1348.72,327.452 1348.79,405.782 1348.85,550.114 1348.92,464.307 1348.98,498.097 1349.05,376.659 1349.12,461.709 1349.18,257.981 1349.25,330.337 1349.32,691.604 1349.38,397.534 1349.45,218.085 1349.52,607.354 1349.58,407.152 1349.65,314.735 1349.71,358.993 1349.78,340.88 1349.85,517.362 1349.91,415.439 1349.98,662.461 1350.05,497.253 1350.11,418.061 1350.18,415.85 1350.25,742.43 1350.31,618.843 1350.38,341.233 1350.44,409.884 1350.51,565.767 1350.58,302.988 1350.64,295.83 1350.71,428.68 1350.78,501.645 1350.84,616.996 1350.91,414.674 1350.98,897.977 1351.04,658.542 1351.11,604.03 1351.17,417.82 1351.24,442.853 1351.31,191.812 1351.37,546.568 1351.44,502.228 1351.51,344.921 1351.57,350.826 1351.64,382.725 1351.71,399.103 1351.77,337.42 1351.84,330.463 1351.91,820.896 1351.97,473.778 1352.04,396.711 1352.1,253.82 1352.17,347.276 1352.24,323.276 1352.3,262.446 1352.37,351.175 1352.44,340.641 1352.5,351.492 1352.57,282.279 1352.64,366.213 1352.7,501.592 1352.77,544.138 1352.83,644.259 1352.9,567.788 1352.97,461.613 1353.03,450.641 1353.1,343.59 1353.17,580.336 1353.23,543.785 1353.3,571.621 1353.37,584.835 1353.43,548.887 1353.5,333.269 1353.56,352.309 1353.63,278.461 1353.7,601.009 1353.76,269.83 1353.83,238.995 1353.9,589.285 1353.96,644.024 1354.03,410.456 1354.1,475.734 1354.16,300.126 1354.23,460.253 1354.29,605.669 1354.36,664.222 1354.43,624.808 1354.49,372.987 1354.56,297.422 1354.63,454.746 1354.69,477.893 1354.76,367.268 1354.83,306.545 1354.89,508.354 1354.96,400.834 1355.02,510.345 1355.09,363.455 1355.16,308.088 1355.22,501.467 1355.29,755.969 1355.36,630.954 1355.42,307.585 1355.49,616.759 1355.56,428.439 1355.62,522.278 1355.69,412.562 1355.75,526 1355.82,502.556 1355.89,275.431 1355.95,323.835 1356.02,364.574 1356.09,352.874 1356.15,678.603 1356.22,564.264 1356.29,454.154 1356.35,326.556 1356.42,445.58 1356.48,280.126 1356.55,568.04 1356.62,221.415 1356.68,752.474 1356.75,513.746 1356.82,526.891 1356.88,453.852 1356.95,305.61 1357.02,337.152 1357.08,557.064 1357.15,333.439 1357.22,277.206 1357.28,543.021 1357.35,381.908 1357.41,390.835 1357.48,383.893 1357.55,394.958 1357.61,620.352 1357.68,319.702 1357.75,715.364 1357.81,641.355 1357.88,286.874 1357.95,456.847 1358.01,429.702 1358.08,506.191 1358.14,574.94 1358.21,645.404 1358.28,441.528 1358.34,410.493 1358.41,400.655 1358.48,439.114 1358.54,439.489 1358.61,183.021 1358.68,689.85 1358.74,484.442 1358.81,375.907 1358.87,386.571 1358.94,517.146 1359.01,501.995 1359.07,433.534 1359.14,640.021 1359.21,525.708 1359.27,735.773 1359.34,516.057 1359.41,493.723 1359.47,545.073 1359.54,265.417 1359.6,453.322 1359.67,442.128 1359.74,516.812 1359.8,515.442 1359.87,382.157 1359.94,351.187 1360,397.638 1360.07,514.514 1360.14,471.983 1360.2,301.719 1360.27,297.194 1360.33,777.192 1360.4,609.802 1360.47,374.246 1360.53,311.238 1360.6,227.751 1360.67,632.484 1360.73,451.521 1360.8,401.476 1360.87,668.297 1360.93,917.221 1361,469.078 1361.06,783.861 1361.13,338.626 1361.2,568.315 1361.26,592.421 1361.33,466.281 1361.4,620.995 1361.46,378.692 1361.53,407.894 1361.6,626.317 1361.66,358.388 1361.73,495.387 1361.79,609.497 1361.86,431.282 1361.93,329.63 1361.99,577.931 1362.06,732.262 1362.13,509.536 1362.19,463.1 1362.26,506.693 1362.33,612.716 1362.39,418.995 1362.46,455.739 1362.52,423.807 1362.59,462.44 1362.66,423.597 1362.72,428.858 1362.79,562.718 1362.86,279.965 1362.92,509.163 1362.99,497.188 1363.06,286.959 1363.12,332.679 1363.19,403.588 1363.26,576.969 1363.32,717.714 1363.39,703.027 1363.45,177.951 1363.52,643.288 1363.59,576.944 1363.65,702.865 1363.72,281.71 1363.79,392.323 1363.85,611.869 1363.92,488.236 1363.99,545.625 1364.05,498.036 1364.12,280.724 1364.18,390.736 1364.25,411.504 1364.32,463.015 1364.38,588.239 1364.45,436.937 1364.52,457.239 1364.58,574.02 1364.65,570.515 1364.72,348.318 1364.78,520.989 1364.85,459.441 1364.91,375.173 1364.98,580.239 1365.05,485.985 1365.11,641.716 1365.18,604.589 1365.25,376.257 1365.31,382.647 1365.38,312.506 1365.45,486.553 1365.51,366.509 1365.58,675.907 1365.64,375.396 1365.71,563.707 1365.78,675.535 1365.84,765 1365.91,654.113 1365.98,490.341 1366.04,368.307 1366.11,476.363 1366.18,355.424 1366.24,393.53 1366.31,349.892 1366.37,726.078 1366.44,382.738 1366.51,409.43 1366.57,516.598 1366.64,518.669 1366.71,471.29 1366.77,514.78 1366.84,557.666 1366.91,389.222 1366.97,233.351 1367.04,178.99 1367.1,234.254 1367.17,287.908 1367.24,383.277 1367.3,433.916 1367.37,603.63 1367.44,311.259 1367.5,479.271 1367.57,485.86 1367.64,384.493 1367.7,356.72 1367.77,342.474 1367.83,568.578 1367.9,412.131 1367.97,539.35 1368.03,455.208 1368.1,565.358 1368.17,326.021 1368.23,329.837 1368.3,460.734 1368.37,446.294 1368.43,739.559 1368.5,478.524 1368.56,554.038 1368.63,349.509 1368.7,603.119 1368.76,597.092 1368.83,553.331 1368.9,567.668 1368.96,570.209 1369.03,621.578 1369.1,511.666 1369.16,228.773 1369.23,450.576 1369.3,472.351 1369.36,500.182 1369.43,573.638 1369.49,262.171 1369.56,397.643 1369.63,315.713 1369.69,389.983 1369.76,436.809 1369.83,320.374 1369.89,220.209 1369.96,435.078 1370.03,326.732 1370.09,509.664 1370.16,516.711 1370.22,369.966 1370.29,431.734 1370.36,483.587 1370.42,318.76 1370.49,294.86 1370.56,379.815 1370.62,243.866 1370.69,514.194 1370.76,441.272 1370.82,443.073 1370.89,249.106 1370.95,450.824 1371.02,498.183 1371.09,462.257 1371.15,664.462 1371.22,316.964 1371.29,600.448 1371.35,283.341 1371.42,536.144 1371.49,379.799 1371.55,286.259 1371.62,396.506 1371.68,290.336 1371.75,485.928 1371.82,229.67 1371.88,307.004 1371.95,660.649 1372.02,718.791 1372.08,323.36 1372.15,326.705 1372.22,567.646 1372.28,389.067 1372.35,407.518 1372.41,321.715 1372.48,536.12 1372.55,586.102 1372.61,680.574 1372.68,486.053 1372.75,472.382 1372.81,524.399 1372.88,528.003 1372.95,500.313 1373.01,398.528 1373.08,384.822 1373.14,687.049 1373.21,649.867 1373.28,604.884 1373.34,467.501 1373.41,348.675 1373.48,336.969 1373.54,381.125 1373.61,534.494 1373.68,525.649 1373.74,320.46 1373.81,348.932 1373.87,431.269 1373.94,464.743 1374.01,675.522 1374.07,816.086 1374.14,493.741 1374.21,571.954 1374.27,633.952 1374.34,311.979 1374.41,446.28 1374.47,523.322 1374.54,473.035 1374.61,443.301 1374.67,559.505 1374.74,407.447 1374.8,565.303 1374.87,444.828 1374.94,653.596 1375,428.885 1375.07,508.336 1375.14,564.654 1375.2,337.747 1375.27,725.865 1375.34,377.833 1375.4,358.486 1375.47,492.93 1375.53,529.073 1375.6,559.017 1375.67,420.433 1375.73,549.435 1375.8,402.894 1375.87,378.984 1375.93,424.753 1376,511.913 1376.07,551.864 1376.13,269.512 1376.2,339.68 1376.26,353.558 1376.33,493.998 1376.4,647.51 1376.46,559.79 1376.53,388.748 1376.6,273.929 1376.66,329.259 1376.73,330.328 1376.8,431.325 1376.86,356.148 1376.93,543.303 1376.99,363.861 1377.06,313.429 1377.13,695.341 1377.19,364.149 1377.26,273.784 1377.33,673.945 1377.39,174.176 1377.46,249.511 1377.53,388.653 1377.59,699.626 1377.66,398.386 1377.72,441.951 1377.79,538.077 1377.86,640.732 1377.92,330.401 1377.99,395.174 1378.06,245.645 1378.12,309.239 1378.19,409.709 1378.26,358.989 1378.32,359.576 1378.39,578.886 1378.45,663.747 1378.52,561.074 1378.59,383.218 1378.65,513.212 1378.72,387.086 1378.79,377.429 1378.85,246.24 1378.92,473.629 1378.99,609.375 1379.05,462.132 1379.12,605.942 1379.18,727.513 1379.25,455.494 1379.32,351.151 1379.38,459.896 1379.45,613.775 1379.52,618.972 1379.58,445.872 1379.65,372.496 1379.72,514.531 1379.78,264.12 1379.85,386.741 1379.91,454.378 1379.98,658.3 1380.05,375.27 1380.11,439.295 1380.18,330.166 1380.25,271.532 1380.31,458.065 1380.38,400.852 1380.45,472.923 1380.51,437.054 1380.58,291.62 1380.65,414.838 1380.71,301.537 1380.78,574.454 1380.84,642.108 1380.91,551.378 1380.98,393.423 1381.04,512.556 1381.11,354.728 1381.18,243.911 1381.24,537.423 1381.31,439.402 1381.38,484.585 1381.44,395.807 1381.51,488.103 1381.57,336.71 1381.64,332.593 1381.71,491.557 1381.77,300.306 1381.84,138.626 1381.91,252.826 1381.97,289.47 1382.04,361.871 1382.11,387.378 1382.17,315.429 1382.24,539.655 1382.3,456.222 1382.37,473.104 1382.44,385.89 1382.5,495.89 1382.57,367.708 1382.64,632.993 1382.7,507.866 1382.77,769.23 1382.84,805.996 1382.9,720.494 1382.97,780.083 1383.03,746.193 1383.1,319.618 1383.17,352.508 1383.23,269.787 1383.3,316.367 1383.37,382.951 1383.43,640.052 1383.5,479.308 1383.57,311.328 1383.63,483.971 1383.7,345.428 1383.76,671.592 1383.83,565.789 1383.9,467.591 1383.96,647.499 1384.03,545.647 1384.1,1041.6 1384.16,312.66 1384.23,460.095 1384.3,737.181 1384.36,443.653 1384.43,320.678 1384.49,841.815 1384.56,379.127 1384.63,421.011 1384.69,368.717 1384.76,794.671 1384.83,374.676 1384.89,215.068 1384.96,468.461 1385.03,518.471 1385.09,584.017 1385.16,514.807 1385.22,435.611 1385.29,407.522 1385.36,265.744 1385.42,283.266 1385.49,397.173 1385.56,364.861 1385.62,398.154 1385.69,234.322 1385.76,462.136 1385.82,415.912 1385.89,534.152 1385.95,490.769 1386.02,577.167 1386.09,396.893 1386.15,295.786 1386.22,532.648 1386.29,530.484 1386.35,318.163 1386.42,356.176 1386.49,675.022 1386.55,589.682 1386.62,628.152 1386.69,433.921 1386.75,286.307 1386.82,432.084 1386.88,344.959 1386.95,318.955 1387.02,482.952 1387.08,362.25 1387.15,489.467 1387.22,445.38 1387.28,605.068 1387.35,537.849 1387.42,302.067 1387.48,380.391 1387.55,401.891 1387.61,422.06 1387.68,504.783 1387.75,355.418 1387.81,294.853 1387.88,330.313 1387.95,259.951 1388.01,312.016 1388.08,509.972 1388.15,378.379 1388.21,490.387 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1526.07,281.923 1526.14,449.672 1526.2,470.004 1526.27,448.674 1526.34,334.373 1526.4,441.14 1526.47,558.131 1526.53,614.745 1526.6,776.809 1526.67,371.363 1526.73,267.742 1526.8,399.997 1526.87,435.096 1526.93,225.854 1527,484.513 1527.07,504.745 1527.13,409.158 1527.2,487.861 1527.27,325.684 1527.33,380.811 1527.4,316.167 1527.46,650.335 1527.53,645.323 1527.6,358.501 1527.66,148.939 1527.73,725.208 1527.8,640.405 1527.86,351.958 1527.93,337.529 1528,323.073 1528.06,390.835 1528.13,549.562 1528.19,577.41 1528.26,205.633 1528.33,418.186 1528.39,233.69 1528.46,419.363 1528.53,298.642 1528.59,275.099 1528.66,342.973 1528.73,506.035 1528.79,488.394 1528.86,516.434 1528.92,387.621 1528.99,453.491 1529.06,407.26 1529.12,306.812 1529.19,530.501 1529.26,388.907 1529.32,444.581 1529.39,585.801 1529.46,455.449 1529.52,429.043 1529.59,569.325 1529.65,454.952 1529.72,333.322 1529.79,418.632 1529.85,404.088 1529.92,718.808 1529.99,575.373 1530.05,497.636 1530.12,673.769 1530.19,618.446 1530.25,285.067 1530.32,592.775 1530.38,618.055 1530.45,473.368 1530.52,360.515 1530.58,396.647 1530.65,561.326 1530.72,488.566 1530.78,337.507 1530.85,505.723 1530.92,598.443 1530.98,460.252 1531.05,544.036 1531.11,353.825 1531.18,514.624 1531.25,432.673 1531.31,484.047 1531.38,271.565 1531.45,360.999 1531.51,435.706 1531.58,317.163 1531.65,384.059 1531.71,696.083 1531.78,194.737 1531.84,585.661 1531.91,515.211 1531.98,475.947 1532.04,524.729 1532.11,328.2 1532.18,390.103 1532.24,527.021 1532.31,370.143 1532.38,379.328 1532.44,365.997 1532.51,377.215 1532.58,502.626 1532.64,452.152 1532.71,515.863 1532.77,383.16 1532.84,385.477 1532.91,809.755 1532.97,797.422 1533.04,616.535 1533.11,292.887 1533.17,744.466 1533.24,463.721 1533.31,613.933 1533.37,563.542 1533.44,499.643 1533.5,481.102 1533.57,406.847 1533.64,495.492 1533.7,456.588 1533.77,385.367 1533.84,554.457 1533.9,523.819 1533.97,548.292 1534.04,514.112 1534.1,398.323 1534.17,396.052 1534.23,630.822 1534.3,667.98 1534.37,581.052 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1889.93,350.722 1890,354.249 1890.07,268.058 1890.13,481.117 1890.2,203.546 1890.26,287.132 1890.33,334.231 1890.4,332.666 1890.46,352.942 1890.53,665.954 1890.6,669.337 1890.66,522.638 1890.73,798.166 1890.8,595.53 1890.86,405.644 1890.93,512.109 1890.99,306.65 1891.06,466.526 1891.13,431.575 1891.19,584.599 1891.26,369.985 1891.33,650.625 1891.39,321.314 1891.46,639.77 1891.53,384.686 1891.59,306.192 1891.66,259.57 1891.72,425.202 1891.79,550.375 1891.86,222.015 1891.92,340.929 1891.99,460.946 1892.06,405.25 1892.12,378.105 1892.19,381.321 1892.26,399.181 1892.32,382.81 1892.39,522.492 1892.45,619.595 1892.52,437.944 1892.59,482.526 1892.65,615.628 1892.72,605.725 1892.79,570.32 1892.85,356.546 1892.92,535.567 1892.99,489.382 1893.05,384.751 1893.12,369.885 1893.18,490.565 1893.25,665.463 1893.32,340.84 1893.38,371.291 1893.45,494.948 1893.52,530.32 1893.58,586.762 1893.65,366.942 1893.72,509.619 1893.78,325.018 1893.85,517.125 1893.91,195.593 1893.98,545.778 1894.05,367.622 1894.11,370.711 1894.18,672.909 1894.25,417.613 1894.31,439.534 1894.38,487.127 1894.45,290.902 1894.51,172.452 1894.58,469.253 1894.64,478.219 1894.71,577.059 1894.78,523.308 1894.84,402.54 1894.91,597.192 1894.98,368.992 1895.04,548.779 1895.11,369.867 1895.18,232.494 1895.24,472.379 1895.31,440.524 1895.38,619.535 1895.44,760.237 1895.51,439.954 1895.57,251.891 1895.64,390.931 1895.71,405.291 1895.77,413.075 1895.84,518.172 1895.91,477.949 1895.97,542.548 1896.04,566.451 1896.11,253.168 1896.17,378.213 1896.24,349.433 1896.3,295.301 1896.37,556.384 1896.44,608.157 1896.5,378.334 1896.57,458.626 1896.64,466.727 1896.7,405.687 1896.77,351.415 1896.84,350.936 1896.9,538.555 1896.97,388.967 1897.03,251.286 1897.1,186.468 1897.17,257.863 1897.23,352.767 1897.3,579.834 1897.37,557.055 1897.43,375.175 1897.5,337.293 1897.57,558.718 1897.63,423.833 1897.7,443.776 1897.76,339.999 1897.83,396.169 1897.9,254.606 1897.96,493.876 1898.03,469.84 1898.1,359.401 1898.16,480.74 1898.23,643.407 1898.3,384.445 1898.36,378.654 1898.43,393.735 1898.49,465.046 1898.56,646.372 1898.63,317.186 1898.69,445.582 1898.76,416.598 1898.83,295.616 1898.89,522.547 1898.96,327.145 1899.03,365.012 1899.09,406.242 1899.16,617.695 1899.22,352.647 1899.29,290.892 1899.36,396.308 1899.42,356.385 1899.49,390.45 1899.56,476.731 1899.62,360.438 1899.69,486.351 1899.76,432.631 1899.82,394.753 1899.89,683.314 1899.95,341.161 1900.02,501.333 1900.09,378.873 1900.15,391.423 1900.22,458.458 1900.29,396.71 1900.35,461.401 1900.42,357.448 1900.49,447.576 1900.55,522.365 1900.62,385.822 1900.68,460.892 1900.75,617.998 1900.82,337.725 1900.88,379.442 1900.95,243.792 1901.02,310.044 1901.08,350.31 1901.15,369.204 1901.22,334.521 1901.28,310.269 1901.35,251.242 1901.42,426.561 1901.48,422.913 1901.55,552.818 1901.61,280.359 1901.68,489.42 1901.75,473.682 1901.81,466.199 1901.88,429.911 1901.95,353.691 1902.01,278.836 1902.08,566.356 1902.15,694.853 1902.21,458.081 1902.28,193.972 1902.34,451.955 1902.41,418.021 1902.48,447.856 1902.54,251.613 1902.61,453.425 1902.68,474.223 1902.74,375.483 1902.81,492.298 1902.88,606.517 1902.94,699.846 1903.01,480.799 1903.07,416.983 1903.14,552.407 1903.21,380.127 1903.27,316.315 1903.34,594.568 1903.41,478.263 1903.47,221.662 1903.54,474.116 1903.61,475.611 1903.67,527.699 1903.74,478.818 1903.8,405.458 1903.87,613.738 1903.94,496.604 1904,411.731 1904.07,360.698 1904.14,457.588 1904.2,498.591 1904.27,374.969 1904.34,529.156 1904.4,242.744 1904.47,237.552 1904.53,507.514 1904.6,540.704 1904.67,412.214 1904.73,373.428 1904.8,489.875 1904.87,483.112 1904.93,424.448 1905,469.59 1905.07,267.885 1905.13,540.354 1905.2,433.113 1905.26,425.486 1905.33,452.876 1905.4,316.88 1905.46,667.945 1905.53,338.709 1905.6,350.994 1905.66,403.347 1905.73,383.198 1905.8,641.507 1905.86,545.983 1905.93,255 1905.99,383.522 1906.06,556.533 1906.13,392.59 1906.19,379.886 1906.26,387.561 1906.33,274.623 1906.39,350.311 1906.46,441.465 1906.53,570.566 1906.59,445.445 1906.66,538.274 1906.72,550.98 1906.79,408.68 1906.86,488.384 1906.92,349.051 1906.99,552.183 1907.06,619.829 1907.12,472.28 1907.19,613.686 1907.26,447.678 1907.32,475.974 1907.39,379.564 1907.46,329.73 1907.52,528.274 1907.59,436.967 1907.65,380.963 1907.72,534.869 1907.79,403.822 1907.85,362.727 1907.92,303.853 1907.99,475.51 1908.05,474.337 1908.12,469.352 1908.19,356.193 1908.25,785.757 1908.32,699.078 1908.38,359.291 1908.45,667.377 1908.52,390.269 1908.58,619.546 1908.65,522.719 1908.72,476.805 1908.78,494.266 1908.85,588.282 1908.92,515.934 1908.98,547.216 1909.05,277.156 1909.11,369.079 1909.18,296.224 1909.25,499.068 1909.31,621.511 1909.38,612.622 1909.45,464.872 1909.51,599.979 1909.58,812.493 1909.65,456.18 1909.71,414.663 1909.78,432.864 1909.84,304.859 1909.91,590.092 1909.98,568.82 1910.04,800.542 1910.11,452.087 1910.18,463.249 1910.24,537.321 1910.31,429.999 1910.38,556.656 1910.44,597.844 1910.51,365.779 1910.57,490.87 1910.64,561.302 1910.71,460.144 1910.77,558.488 1910.84,347.193 1910.91,490.46 1910.97,584.315 1911.04,503.809 1911.11,444.011 1911.17,480.151 1911.24,297.129 1911.3,227.446 1911.37,428.528 1911.44,384.041 1911.5,576.666 1911.57,502.148 1911.64,308.669 1911.7,304.745 1911.77,526.066 1911.84,504.386 1911.9,486.175 1911.97,412.992 1912.03,267.19 1912.1,553.427 1912.17,634.019 1912.23,449.949 1912.3,406.186 1912.37,490.645 1912.43,294.664 1912.5,245.172 1912.57,291.321 1912.63,379.153 1912.7,453.619 1912.76,405.892 1912.83,466.932 1912.9,535.671 1912.96,444.112 1913.03,245.537 1913.1,610.61 1913.16,358.357 1913.23,272.37 1913.3,336.729 1913.36,214.736 1913.43,265.202 1913.5,177.991 1913.56,162.214 1913.63,366.069 1913.69,564.297 1913.76,937.121 1913.83,665.763 1913.89,875.022 1913.96,453.887 1914.03,642.08 1914.09,491.772 1914.16,562.755 1914.23,787.656 1914.29,268.303 1914.36,315.311 1914.42,335.345 1914.49,425.336 1914.56,312.622 1914.62,456.842 1914.69,615.131 1914.76,254.224 1914.82,332.846 1914.89,399.645 1914.96,416.515 1915.02,346.224 1915.09,339.84 1915.15,451.006 1915.22,535.977 1915.29,409.348 1915.35,259.114 1915.42,404.751 1915.49,519.811 1915.55,383.448 1915.62,298.002 1915.69,325.109 1915.75,454.433 1915.82,519.396 1915.88,547.802 1915.95,272.267 1916.02,534.37 1916.08,520.435 1916.15,372.151 1916.22,412.577 1916.28,646.127 1916.35,372.517 1916.42,475.61 1916.48,500.745 1916.55,413.428 1916.61,528.924 1916.68,426.492 1916.75,739.884 1916.81,730.271 1916.88,235.529 1916.95,179.16 1917.01,307.333 1917.08,547.886 1917.15,420.536 1917.21,706.921 1917.28,411.859 1917.34,509.674 1917.41,423.783 1917.48,527.406 1917.54,340.409 1917.61,576.065 1917.68,539.903 1917.74,709.236 1917.81,465.387 1917.88,254.401 1917.94,353.932 1918.01,246.443 1918.07,661.644 1918.14,480.968 1918.21,216.785 1918.27,380.22 1918.34,289.137 1918.41,553.392 1918.47,460.547 1918.54,269.84 1918.61,242.356 1918.67,428.731 1918.74,384.542 1918.81,464.847 1918.87,567.097 1918.94,419.724 1919,462.727 1919.07,470.92 1919.14,171.649 1919.2,177.722 1919.27,301.05 1919.34,307.149 1919.4,381.97 1919.47,433.195 1919.54,374.196 1919.6,399.823 1919.67,454.534 1919.73,348.077 1919.8,308.888 1919.87,320.575 1919.93,553.266 1920,290.587 1920.07,496.081 1920.13,355.295 1920.2,467.801 1920.27,280.975 1920.33,294.729 1920.4,654.367 1920.46,344.935 1920.53,531.392 1920.6,594.179 1920.66,723.222 1920.73,434.81 1920.8,520.447 1920.86,516.582 1920.93,637.776 1921,843.112 1921.06,382.614 1921.13,621.032 1921.19,407.67 1921.26,248.383 1921.33,365.836 1921.39,659.404 1921.46,320.975 1921.53,537.412 1921.59,386.099 1921.66,290.638 1921.73,309.547 1921.79,421.296 1921.86,215.908 1921.92,398.108 1921.99,277.269 1922.06,453.772 1922.12,479.629 1922.19,321.171 1922.26,295.15 1922.32,491.006 1922.39,467.929 1922.46,502.972 1922.52,446.965 1922.59,258.563 1922.65,479.793 1922.72,696.273 1922.79,324.077 1922.85,488.936 1922.92,454.322 1922.99,263.093 1923.05,424.629 1923.12,376.161 1923.19,415.756 1923.25,427.169 1923.32,362.487 1923.38,342.1 1923.45,377.743 1923.52,297.776 1923.58,216.059 1923.65,482.893 1923.72,269.61 1923.78,344.202 1923.85,498.597 1923.92,702.107 1923.98,431.288 1924.05,216.97 1924.11,649.599 1924.18,387.726 1924.25,653.725 1924.31,327.475 1924.38,336.102 1924.45,290.071 1924.51,698.045 1924.58,619.335 1924.65,200.26 1924.71,279.68 1924.78,334.836 1924.85,409.02 1924.91,300.337 1924.98,276.496 1925.04,580.963 1925.11,464.277 1925.18,511.393 1925.24,502.934 1925.31,351.202 1925.38,310.907 1925.44,263.781 1925.51,631.999 1925.58,828.995 1925.64,265.802 1925.71,369.276 1925.77,731.366 1925.84,515.178 1925.91,541.481 1925.97,564.231 1926.04,565.974 1926.11,145.713 1926.17,533.901 1926.24,467.01 1926.31,444.247 1926.37,399.213 1926.44,553.955 1926.5,388.707 1926.57,450.723 1926.64,582.86 1926.7,383.517 1926.77,301.916 1926.84,567.967 1926.9,470.747 1926.97,463.462 1927.04,697.143 1927.1,532.551 1927.17,582.482 1927.23,647.368 1927.3,595.336 1927.37,651.45 1927.43,703.679 1927.5,486.911 1927.57,471.754 1927.63,296.556 1927.7,812.943 1927.77,560.919 1927.83,503.244 1927.9,669.328 1927.96,449.941 1928.03,469.339 1928.1,255.663 1928.16,469.991 1928.23,1037.22 1928.3,425.573 1928.36,543.631 1928.43,337.356 1928.5,238.101 1928.56,304.433 1928.63,358.371 1928.69,388.013 1928.76,446.048 1928.83,490.738 1928.89,471.179 1928.96,501.796 1929.03,295.497 1929.09,283.263 1929.16,486.028 1929.23,481.042 1929.29,755.847 1929.36,496.524 1929.42,404.529 1929.49,427.26 1929.56,384.614 1929.62,323.864 1929.69,593.038 1929.76,289.407 1929.82,256.611 1929.89,462.389 1929.96,144.146 1930.02,402.527 1930.09,462.411 1930.15,314.153 1930.22,541.604 1930.29,699.516 1930.35,631.023 1930.42,832.694 1930.49,260.401 1930.55,438.847 1930.62,333.389 1930.69,498.169 1930.75,609.613 1930.82,483.348 1930.89,539.435 1930.95,579.766 1931.02,364.989 1931.08,381.63 1931.15,314.509 1931.22,404.033 1931.28,511.174 1931.35,182.819 1931.42,501.217 1931.48,412.141 1931.55,557.01 1931.62,297.793 1931.68,237.942 1931.75,412.852 1931.81,420.013 1931.88,485.485 1931.95,308.305 1932.01,268.543 1932.08,515.711 1932.15,505.994 1932.21,470.365 1932.28,559.65 1932.35,267.231 1932.41,243.626 1932.48,408.39 1932.54,287.696 1932.61,520.136 1932.68,333.509 1932.74,260.755 1932.81,280.107 1932.88,451.762 1932.94,329.285 1933.01,500.581 1933.08,466.698 1933.14,469.312 1933.21,395.25 1933.27,304.066 1933.34,538.273 1933.41,445.496 1933.47,501.443 1933.54,312.691 1933.61,375.913 1933.67,299.94 1933.74,732.165 1933.81,388.288 1933.87,478.93 1933.94,552.877 1934,776.021 1934.07,360.964 1934.14,349.279 1934.2,408.635 1934.27,474.975 1934.34,431.87 1934.4,743.416 1934.47,229.843 1934.54,487.08 1934.6,457.228 1934.67,326.169 1934.73,467.305 1934.8,317.904 1934.87,611.536 1934.93,440.102 1935,464.004 1935.07,495.266 1935.13,336.577 1935.2,447.813 1935.27,410.996 1935.33,678.778 1935.4,334.658 1935.46,429.676 1935.53,702.816 1935.6,434.667 1935.66,525.534 1935.73,440.97 1935.8,427.71 1935.86,297.573 1935.93,311.97 1936,402.889 1936.06,1076.52 1936.13,415.253 1936.19,431.432 1936.26,362.57 1936.33,448.574 1936.39,324.629 1936.46,427.216 1936.53,756.565 1936.59,540.098 1936.66,524.064 1936.73,337.381 1936.79,293.104 1936.86,417.485 1936.93,462.101 1936.99,589.256 1937.06,409.043 1937.12,703.176 1937.19,567.451 1937.26,186.116 1937.32,614.756 1937.39,407.139 1937.46,362.785 1937.52,403.963 1937.59,623.548 1937.66,529.146 1937.72,408.459 1937.79,658.567 1937.85,481.824 1937.92,360.432 1937.99,296.319 1938.05,302.861 1938.12,519.659 1938.19,345.452 1938.25,371.156 1938.32,473.331 1938.39,507.996 1938.45,447.398 1938.52,415.508 1938.58,285.814 1938.65,440.909 1938.72,555.82 1938.78,478.354 1938.85,446.299 1938.92,470.395 1938.98,620.388 1939.05,522.03 1939.12,445.529 1939.18,354.389 1939.25,233.186 1939.31,519.621 1939.38,375.7 1939.45,332.31 1939.51,592.424 1939.58,614.522 1939.65,457.477 1939.71,418.375 1939.78,513.297 1939.85,437.107 1939.91,659.107 1939.98,518.522 1940.04,448.372 1940.11,393.381 1940.18,559.061 1940.24,527.333 1940.31,712.659 1940.38,432.085 1940.44,413.07 1940.51,558.235 1940.58,491.757 1940.64,541.205 1940.71,565.676 1940.77,304.716 1940.84,269.059 1940.91,507.117 1940.97,316.774 1941.04,414.002 1941.11,378.564 1941.17,444.254 1941.24,211.58 1941.31,337.819 1941.37,523.742 1941.44,440.35 1941.5,556.911 1941.57,391.609 1941.64,551.195 1941.7,414.939 1941.77,348.157 1941.84,374.513 1941.9,540.175 1941.97,577.689 1942.04,242.751 1942.1,236.208 1942.17,751.525 1942.24,378.015 1942.3,341.015 1942.37,326.944 1942.43,414.068 1942.5,521.477 1942.57,350.259 1942.63,517.57 1942.7,390.431 1942.77,347.142 1942.83,391.413 1942.9,224.535 1942.97,316.399 1943.03,423.133 1943.1,410.968 1943.16,604.395 1943.23,344.08 1943.3,432.578 1943.36,405.598 1943.43,291.505 1943.5,299.649 1943.56,414.318 1943.63,365.539 1943.7,206.942 1943.76,248.729 1943.83,286.704 1943.89,818.138 1943.96,453.106 1944.03,368.91 1944.09,467.407 1944.16,511.066 1944.23,522.34 1944.29,458.458 1944.36,366.172 1944.43,405.251 1944.49,575.76 1944.56,359.314 1944.62,576.133 1944.69,431.784 1944.76,268.905 1944.82,401.201 1944.89,315.421 1944.96,300.168 1945.02,534.589 1945.09,485.783 1945.16,545.574 1945.22,473.649 1945.29,499.414 1945.35,512.853 1945.42,545.248 1945.49,542.153 1945.55,456.019 1945.62,523.526 1945.69,449.581 1945.75,493.647 1945.82,346.629 1945.89,463.738 1945.95,301.839 1946.02,228.58 1946.08,186.178 1946.15,410.761 1946.22,549.973 1946.28,311.252 1946.35,216.335 1946.42,257.46 1946.48,296.392 1946.55,372.348 1946.62,441.601 1946.68,416.279 1946.75,318.544 1946.81,531.042 1946.88,361.438 1946.95,340.126 1947.01,344.931 1947.08,384.201 1947.15,357.13 1947.21,395.479 1947.28,439.552 1947.35,144.322 1947.41,283.914 1947.48,485.216 1947.54,393.276 1947.61,347.924 1947.68,265.077 1947.74,611.263 1947.81,620.335 1947.88,326.926 1947.94,515.302 1948.01,340.246 1948.08,541.269 1948.14,378.7 1948.21,409.944 1948.28,347.54 1948.34,389.467 1948.41,559.549 1948.47,382.161 1948.54,271.535 1948.61,475.947 1948.67,567.813 1948.74,350.828 1948.81,361.734 1948.87,529.233 1948.94,639.489 1949.01,427.943 1949.07,560.571 1949.14,374.988 1949.2,384.904 1949.27,312.945 1949.34,425.976 1949.4,289.082 1949.47,254.752 1949.54,594.122 1949.6,550.081 1949.67,433.121 1949.74,439.961 1949.8,572.191 1949.87,501.072 1949.93,335.65 1950,313.753 1950.07,478.315 1950.13,504.134 1950.2,639.213 1950.27,566.052 1950.33,684.693 1950.4,137.147 1950.47,554.117 1950.53,729.244 1950.6,301.237 1950.66,645.264 1950.73,291.044 1950.8,350.094 1950.86,533.468 1950.93,379.336 1951,476.172 1951.06,435.257 1951.13,418.568 1951.2,482.778 1951.26,476.276 1951.33,278.57 1951.39,331.027 1951.46,306.398 1951.53,582.217 1951.59,496.313 1951.66,336.228 1951.73,512.508 1951.79,586.655 1951.86,457.881 1951.93,390.179 1951.99,241.023 1952.06,392.676 1952.12,414.431 1952.19,618.986 1952.26,395.669 1952.32,352.446 1952.39,437.407 1952.46,387.254 1952.52,779.129 1952.59,477.474 1952.66,318.471 1952.72,485.921 1952.79,443.534 1952.85,349.239 1952.92,458.889 1952.99,485.858 1953.05,328.682 1953.12,527.998 1953.19,582.522 1953.25,679.133 1953.32,616.32 1953.39,333.716 1953.45,375.469 1953.52,399.692 1953.58,265.227 1953.65,296.292 1953.72,575.261 1953.78,795.331 1953.85,411.273 1953.92,456.089 1953.98,558.367 1954.05,527.852 1954.12,649.382 1954.18,658.361 1954.25,447.665 1954.32,403.297 1954.38,263.835 1954.45,390.243 1954.51,761.065 1954.58,439.08 1954.65,508.149 1954.71,625.803 1954.78,556.699 1954.85,389.955 1954.91,520.508 1954.98,643.029 1955.05,245.501 1955.11,315.222 1955.18,480.454 1955.24,386.805 1955.31,327.759 1955.38,319.017 1955.44,487.261 1955.51,580.528 1955.58,432.319 1955.64,439.159 1955.71,315.603 1955.78,410.278 1955.84,142.089 1955.91,237.56 1955.97,491.149 1956.04,345.779 1956.11,222.415 1956.17,264.2 1956.24,430.091 1956.31,643.344 1956.37,524.575 1956.44,483.147 1956.51,612.45 1956.57,452.502 1956.64,578.199 1956.7,499.789 1956.77,569.941 1956.84,707.94 1956.9,683.267 1956.97,464.559 1957.04,492.637 1957.1,740.113 1957.17,430.131 1957.24,592.118 1957.3,600.786 1957.37,544.047 1957.43,296.438 1957.5,273.427 1957.57,636.387 1957.63,720.941 1957.7,438.202 1957.77,256.692 1957.83,276.8 1957.9,480.546 1957.97,490.657 1958.03,294.336 1958.1,380.71 1958.16,532.359 1958.23,361.764 1958.3,463.026 1958.36,575.466 1958.43,407.654 1958.5,384.779 1958.56,602.27 1958.63,239.143 1958.7,311.657 1958.76,680.986 1958.83,595.756 1958.89,698.939 1958.96,376.366 1959.03,334.253 1959.09,294.803 1959.16,457.454 1959.23,355.503 1959.29,273.695 1959.36,460.264 1959.43,565.88 1959.49,533.751 1959.56,799.212 1959.62,631.256 1959.69,365.983 1959.76,306.862 1959.82,344.327 1959.89,396.548 1959.96,486.225 1960.02,894.561 1960.09,458.102 1960.16,481.892 1960.22,233.525 1960.29,303.222 1960.36,379.319 1960.42,237.133 1960.49,285.918 1960.55,517.34 1960.62,461.233 1960.69,453.855 1960.75,339.751 1960.82,403.941 1960.89,612.137 1960.95,366.661 1961.02,342.659 1961.09,371.664 1961.15,258.251 1961.22,729.908 1961.28,310.582 1961.35,473.675 1961.42,639.412 1961.48,406.448 1961.55,259.534 1961.62,474.391 1961.68,323.418 1961.75,601.419 1961.82,374.714 1961.88,314.556 1961.95,430.18 1962.01,555.732 1962.08,465.899 1962.15,515.283 1962.21,343.409 1962.28,351.23 1962.35,307.229 1962.41,309.908 1962.48,530.097 1962.55,292.983 1962.61,256.881 1962.68,568.512 1962.74,463.646 1962.81,448.76 1962.88,508.375 1962.94,575.337 1963.01,282.282 1963.08,494.469 1963.14,370.689 1963.21,534.241 1963.28,431.783 1963.34,323.356 1963.41,497.63 1963.47,416.839 1963.54,373.329 1963.61,418.227 1963.67,518.07 1963.74,465.492 1963.81,727.959 1963.87,410.347 1963.94,637.748 1964.01,370.888 1964.07,466.496 1964.14,380.066 1964.2,547.729 1964.27,748.128 1964.34,425.244 1964.4,662.825 1964.47,240.105 1964.54,393.496 1964.6,228.14 1964.67,247.477 1964.74,306.356 1964.8,234.393 1964.87,227.69 1964.93,232.728 1965,527.609 1965.07,418.316 1965.13,531.269 1965.2,559.913 1965.27,498.866 1965.33,283.376 1965.4,326.142 1965.47,496.334 1965.53,463.036 1965.6,726.19 1965.67,623.367 1965.73,292.09 1965.8,379.877 1965.86,395.711 1965.93,553.72 1966,428.166 1966.06,435.345 1966.13,465.645 1966.2,495.77 1966.26,573.674 1966.33,693.269 1966.4,275.431 1966.46,364.877 1966.53,509.389 1966.59,737.333 1966.66,509.444 1966.73,313.277 1966.79,291.226 1966.86,307.657 1966.93,299.359 1966.99,385.078 1967.06,467.936 1967.13,475.726 1967.19,471.572 1967.26,416.79 1967.32,496.319 1967.39,576.045 1967.46,516.726 1967.52,429.109 1967.59,271.764 1967.66,312.386 1967.72,313.732 1967.79,483.538 1967.86,279.723 1967.92,354.344 1967.99,541.52 1968.05,449.227 1968.12,292.529 1968.19,522.3 1968.25,446.398 1968.32,384.411 1968.39,542.561 1968.45,463.396 1968.52,479.975 1968.59,578.628 1968.65,370.522 1968.72,346.072 1968.78,396.302 1968.85,469.287 1968.92,469.583 1968.98,270.441 1969.05,375.942 1969.12,677.29 1969.18,778.515 1969.25,533.961 1969.32,597.036 1969.38,180.931 1969.45,390.51 1969.51,458.004 1969.58,414.521 1969.65,343.657 1969.71,508.543 1969.78,455.186 1969.85,567.692 1969.91,362.733 1969.98,547.389 1970.05,678.012 1970.11,375.843 1970.18,551.446 1970.24,400.667 1970.31,612.176 1970.38,313.05 1970.44,540.672 1970.51,651.308 1970.58,589.147 1970.64,337.59 1970.71,496.018 1970.78,455.071 1970.84,364.633 1970.91,491.01 1970.97,430.384 1971.04,439.96 1971.11,192.623 1971.17,710.521 1971.24,350.195 1971.31,259.545 1971.37,379.166 1971.44,402.361 1971.51,176.613 1971.57,347.695 1971.64,431.616 1971.71,259.517 1971.77,407.255 1971.84,313.366 1971.9,355.319 1971.97,299.225 1972.04,417.919 1972.1,448.74 1972.17,501.131 1972.24,363.349 1972.3,567.74 1972.37,209.404 1972.44,420.006 1972.5,297.172 1972.57,264.797 1972.63,450.52 1972.7,468.893 1972.77,307.985 1972.83,196.257 1972.9,498 1972.97,577.69 1973.03,563.974 1973.1,472.733 1973.17,398.397 1973.23,376.498 1973.3,365.883 1973.36,386.832 1973.43,566.804 1973.5,325.424 1973.56,272.86 1973.63,459.301 1973.7,481.67 1973.76,274.81 1973.83,488.212 1973.9,190.897 1973.96,443.224 1974.03,253.645 1974.09,536.474 1974.16,626.719 1974.23,476.192 1974.29,408.497 1974.36,582.934 1974.43,633.138 1974.49,307.366 1974.56,509.398 1974.63,559.762 1974.69,494.92 1974.76,308.447 1974.82,362.81 1974.89,238.321 1974.96,487.266 1975.02,294.568 1975.09,419.724 1975.16,368.759 1975.22,677.413 1975.29,191.602 1975.36,333.127 1975.42,388.97 1975.49,479.182 1975.55,826.155 1975.62,299.846 1975.69,355.679 1975.75,439.221 1975.82,516.002 1975.89,723.646 1975.95,399.005 1976.02,391.607 1976.09,381.01 1976.15,356.39 1976.22,406.768 1976.28,532.599 1976.35,503.572 1976.42,349.506 1976.48,307.052 1976.55,365.342 1976.62,433.254 1976.68,350.951 1976.75,358.973 1976.82,371.798 1976.88,418.531 1976.95,216.311 1977.01,433.982 1977.08,672.714 1977.15,595.974 1977.21,312.832 1977.28,490.071 1977.35,527.921 1977.41,346.191 1977.48,326.202 1977.55,599.117 1977.61,551.782 1977.68,609.426 1977.75,773.681 1977.81,603.613 1977.88,636.739 1977.94,595.933 1978.01,611.322 1978.08,484.135 1978.14,560.282 1978.21,165.543 1978.28,487.11 1978.34,805.489 1978.41,661.596 1978.48,480.025 1978.54,523.301 1978.61,350.782 1978.67,402.187 1978.74,381.85 1978.81,583.665 1978.87,346.632 1978.94,328.48 1979.01,410.391 1979.07,688.268 1979.14,585.57 1979.21,511.965 1979.27,460.67 1979.34,380.304 1979.4,402.079 1979.47,454.094 1979.54,588.516 1979.6,437.178 1979.67,431.264 1979.74,694.136 1979.8,434.005 1979.87,606.159 1979.94,626.628 1980,429.037 1980.07,514.091 1980.13,715.869 1980.2,349.649 1980.27,283.175 1980.33,574.217 1980.4,728.646 1980.47,454.417 1980.53,495.277 1980.6,465.416 1980.67,423.702 1980.73,405.913 1980.8,239.546 1980.86,409.177 1980.93,426.086 1981,605.733 1981.06,242.313 1981.13,253.751 1981.2,287.334 1981.26,364.351 1981.33,569.754 1981.4,390.741 1981.46,322.734 1981.53,379.325 1981.59,455.895 1981.66,463.089 1981.73,467.856 1981.79,357.41 1981.86,338.887 1981.93,519.582 1981.99,315.846 1982.06,242.343 1982.13,376.399 1982.19,270.562 1982.26,266.374 1982.32,446.976 1982.39,453.456 1982.46,574.893 1982.52,327.858 1982.59,659.009 1982.66,206.794 1982.72,356.909 1982.79,478.348 1982.86,474.817 1982.92,407.119 1982.99,538.068 1983.05,533.523 1983.12,500.956 1983.19,546.031 1983.25,319.355 1983.32,533.947 1983.39,359.484 1983.45,664.514 1983.52,473.807 1983.59,339.844 1983.65,595.621 1983.72,666.39 1983.79,364.629 1983.85,382.82 1983.92,412.837 1983.98,411.657 1984.05,623.194 1984.12,477.96 1984.18,420.326 1984.25,437.324 1984.32,536.535 1984.38,463.507 1984.45,413.139 1984.52,404.728 1984.58,370.506 1984.65,664.19 1984.71,623.452 1984.78,468.483 1984.85,476.683 1984.91,545.727 1984.98,389.734 1985.05,455.944 1985.11,200.54 1985.18,386.564 1985.25,512.635 1985.31,450.179 1985.38,380.947 1985.44,654.33 1985.51,307.839 1985.58,522.147 1985.64,553.056 1985.71,589.604 1985.78,342.651 1985.84,469.639 1985.91,652.812 1985.98,353.904 1986.04,435.73 1986.11,532.126 1986.17,420.795 1986.24,619.437 1986.31,615.881 1986.37,360.205 1986.44,464.393 1986.51,456.62 1986.57,405.811 1986.64,362.064 1986.71,650.694 1986.77,719.724 1986.84,412.087 1986.9,413.931 1986.97,484.678 1987.04,540.793 1987.1,429.132 1987.17,232.226 1987.24,232.403 1987.3,344.544 1987.37,483.72 1987.44,371.898 1987.5,335.728 1987.57,411.975 1987.63,327.354 1987.7,625.947 1987.77,341.324 1987.83,603.026 1987.9,279.65 1987.97,462.6 1988.03,309.255 1988.1,582.754 1988.17,342.254 1988.23,333.412 1988.3,409.353 1988.36,387.717 1988.43,454.352 1988.5,414.095 1988.56,595.069 1988.63,489.351 1988.7,528.342 1988.76,359.205 1988.83,426.805 1988.9,339.689 1988.96,358.978 1989.03,384.439 1989.1,322.94 1989.16,398.295 1989.23,350.478 1989.29,389.434 1989.36,528.486 1989.43,259.915 1989.49,477.998 1989.56,498.17 1989.63,563.464 1989.69,755.76 1989.76,497.683 1989.83,366.023 1989.89,325.251 1989.96,389.458 1990.02,329.705 1990.09,548.506 1990.16,537.966 1990.22,504.593 1990.29,712.186 1990.36,592.44 1990.42,463.938 1990.49,366.848 1990.56,335.771 1990.62,438.845 1990.69,374.204 1990.75,368.996 1990.82,357.101 1990.89,287.148 1990.95,359.119 1991.02,373.928 1991.09,339.064 1991.15,748.084 1991.22,436.576 1991.29,571.072 1991.35,332.302 1991.42,261.893 1991.48,543.838 1991.55,717.812 1991.62,770.845 1991.68,535.463 1991.75,305.639 1991.82,259.532 1991.88,325.653 1991.95,442.914 1992.02,435.517 1992.08,275.967 1992.15,299.29 1992.21,483.226 1992.28,522.901 1992.35,352.878 1992.41,172.938 1992.48,283.217 1992.55,376.884 1992.61,678.542 1992.68,310.099 1992.75,353.963 1992.81,356.301 1992.88,321.676 1992.94,420.899 1993.01,339.742 1993.08,394.787 1993.14,588.316 1993.21,368.743 1993.28,462.316 1993.34,391.077 1993.41,473.147 1993.48,472.529 1993.54,413.687 1993.61,467.137 1993.67,414.932 1993.74,254.557 1993.81,269.887 1993.87,390.905 1993.94,297.636 1994.01,201.731 1994.07,496.264 1994.14,264.704 1994.21,379.891 1994.27,417.404 1994.34,530.081 1994.4,503.194 1994.47,448.243 1994.54,496.855 1994.6,532.392 1994.67,353.859 1994.74,249.8 1994.8,536.595 1994.87,240.464 1994.94,285.429 1995,489.167 1995.07,492.748 1995.14,421.5 1995.2,377.54 1995.27,630.008 1995.33,386.045 1995.4,304.848 1995.47,307.46 1995.53,410.08 1995.6,442.819 1995.67,357.073 1995.73,443.943 1995.8,423.43 1995.87,570.836 1995.93,739.835 1996,402.43 1996.06,479.113 1996.13,480.87 1996.2,365.324 1996.26,382.781 1996.33,420.81 1996.4,480.489 1996.46,389.676 1996.53,451.191 1996.6,267.658 1996.66,482.72 1996.73,556.783 1996.79,529.961 1996.86,274.156 1996.93,544.217 1996.99,364.861 1997.06,460.767 1997.13,485.962 1997.19,538.641 1997.26,620.556 1997.33,548.26 1997.39,655.647 1997.46,418.073 1997.52,198.831 1997.59,519.042 1997.66,437.419 1997.72,178.374 1997.79,280.205 1997.86,355.846 1997.92,214.066 1997.99,783.869 1998.06,447.618 1998.12,484.255 1998.19,185.773 1998.25,373.853 1998.32,314.401 1998.39,467.544 1998.45,440.808 1998.52,555.833 1998.59,482.191 1998.65,228.407 1998.72,466.949 1998.79,636.357 1998.85,413.48 1998.92,482.649 1998.98,455.934 1999.05,570.011 1999.12,492.964 1999.18,223.582 1999.25,335.532 1999.32,426.619 1999.38,404.807 1999.45,502.085 1999.52,707.763 1999.58,464.584 1999.65,423.953 1999.71,274.771 1999.78,472.322 1999.85,470.657 1999.91,456.714 1999.98,644.429 2000.05,507.306 2000.11,757.359 2000.18,413.941 2000.25,327.531 2000.31,446.677 2000.38,211.503 2000.44,391.397 2000.51,828.017 2000.58,469.001 2000.64,361.896 2000.71,375.415 2000.78,591.96 2000.84,420.296 2000.91,406.663 2000.98,434.573 2001.04,267.602 2001.11,422.193 2001.18,671.873 2001.24,499.403 2001.31,321.212 2001.37,505.163 2001.44,925.573 2001.51,619.71 2001.57,223.914 2001.64,663.208 2001.71,582.73 2001.77,441.129 2001.84,438.346 2001.91,626.075 2001.97,508.754 2002.04,389.063 2002.1,330.365 2002.17,452.993 2002.24,688.782 2002.3,338.517 2002.37,531.017 2002.44,452.514 2002.5,552.787 2002.57,576.143 2002.64,388.09 2002.7,726.755 2002.77,367.598 2002.83,518.511 2002.9,448.038 2002.97,351.38 2003.03,370.129 2003.1,430.802 2003.17,401.606 2003.23,579.887 2003.3,752.405 2003.37,741.378 2003.43,578.812 2003.5,556.387 2003.56,613.08 2003.63,346.568 2003.7,427.606 2003.76,472.837 2003.83,487.814 2003.9,739.946 2003.96,437.864 2004.03,374.801 2004.1,630.488 2004.16,382.941 2004.23,719.287 2004.29,239.613 2004.36,742.46 2004.43,542.668 2004.49,545.464 2004.56,622.49 2004.63,455.861 2004.69,611.214 2004.76,464.437 2004.83,338.898 2004.89,469.005 2004.96,336.032 2005.02,407.148 2005.09,327.265 2005.16,392 2005.22,409.033 2005.29,478.083 2005.36,434.89 2005.42,344.946 2005.49,211.01 2005.56,466.85 2005.62,276.958 2005.69,450.717 2005.75,387.868 2005.82,314.042 2005.89,697.971 2005.95,502.037 2006.02,508.998 2006.09,409.932 2006.15,380.785 2006.22,538.8 2006.29,517.332 2006.35,301.94 2006.42,423.321 2006.49,544.955 2006.55,383.766 2006.62,570.83 2006.68,495.25 2006.75,802.007 2006.82,340.45 2006.88,361.001 2006.95,248.014 2007.02,269.253 2007.08,308.451 2007.15,379.149 2007.22,585.839 2007.28,481.066 2007.35,592.815 2007.41,449.206 2007.48,567.048 2007.55,473.93 2007.61,297.74 2007.68,469.472 2007.75,414.803 2007.81,342.323 2007.88,381.596 2007.95,293.767 2008.01,320.884 2008.08,443.544 2008.14,246.733 2008.21,643.009 2008.28,258.027 2008.34,198.91 2008.41,402.778 2008.48,356.2 2008.54,487.818 2008.61,245.098 2008.68,391.758 2008.74,281.718 2008.81,261.42 2008.87,339.203 2008.94,367.192 2009.01,442.968 2009.07,286.085 2009.14,461.332 2009.21,384.496 2009.27,520.209 2009.34,390.526 2009.41,290.52 2009.47,481.103 2009.54,550.357 2009.6,417.996 2009.67,658.294 2009.74,549.88 2009.8,458.831 2009.87,380.135 2009.94,365.873 2010,283.521 2010.07,420.252 2010.14,391.641 2010.2,306.3 2010.27,244.859 2010.33,406.859 2010.4,957.76 2010.47,468.375 2010.53,243.841 2010.6,478.891 2010.67,196.103 2010.73,422.291 2010.8,570.872 2010.87,446.358 2010.93,212.943 2011,417.326 2011.06,173.106 2011.13,246.735 2011.2,173.135 2011.26,786.134 2011.33,220.628 2011.4,481.455 2011.46,332.864 2011.53,493.639 2011.6,409.201 2011.66,409.394 2011.73,354.685 2011.79,308.892 2011.86,336.191 2011.93,457.775 2011.99,299.946 2012.06,488.029 2012.13,676.577 2012.19,462.79 2012.26,455.254 2012.33,379.491 2012.39,649.355 2012.46,388.658 2012.53,571.282 2012.59,308.184 2012.66,423.05 2012.72,355.017 2012.79,472.688 2012.86,482.862 2012.92,817.452 2012.99,640.507 2013.06,285.142 2013.12,480.321 2013.19,339.35 2013.26,205.327 2013.32,380.859 2013.39,523.701 2013.45,334.597 2013.52,417.853 2013.59,339.109 2013.65,292.293 2013.72,226.302 2013.79,249.435 2013.85,501.47 2013.92,555.367 2013.99,441.479 2014.05,398.326 2014.12,431 2014.18,316.077 2014.25,323.163 2014.32,364.71 2014.38,482.843 2014.45,757.393 2014.52,636.762 2014.58,369.287 2014.65,591.067 2014.72,608.512 2014.78,408.234 2014.85,592.746 2014.91,220.752 2014.98,418.911 2015.05,334.902 2015.11,338.834 2015.18,190.311 2015.25,205.04 2015.31,468.171 2015.38,485.814 2015.45,464.643 2015.51,473.842 2015.58,629.547 2015.64,447.113 2015.71,385.188 2015.78,490.529 2015.84,699.055 2015.91,360.234 2015.98,316.026 2016.04,390.164 2016.11,269.693 2016.18,282.922 2016.24,423.93 2016.31,474.163 2016.37,225.058 2016.44,380.432 2016.51,511.613 2016.57,517.529 2016.64,550.423 2016.71,360.865 2016.77,323.896 2016.84,395.27 2016.91,562.972 2016.97,427.517 2017.04,767.405 2017.1,543.964 2017.17,234.693 2017.24,397.415 2017.3,363.68 2017.37,394.114 2017.44,590.964 2017.5,433.425 2017.57,374.108 2017.64,300.781 2017.7,310.904 2017.77,567.641 2017.83,358.988 2017.9,284.426 2017.97,355.983 2018.03,248.195 2018.1,479.724 2018.17,460.982 2018.23,211.301 2018.3,307.556 2018.37,592.541 2018.43,370.036 2018.5,447.042 2018.57,338.485 2018.63,725.51 2018.7,350.975 2018.76,232.482 2018.83,242.958 2018.9,329.306 2018.96,349.57 2019.03,290.851 2019.1,419.677 2019.16,410.265 2019.23,294.566 2019.3,377.739 2019.36,447.944 2019.43,237.026 2019.49,366.992 2019.56,345.428 2019.63,360.306 2019.69,555.126 2019.76,651.899 2019.83,598.573 2019.89,512.573 2019.96,307.023 2020.03,274.97 2020.09,249.016 2020.16,455.26 2020.22,789.461 2020.29,506.392 2020.36,484.258 2020.42,527.892 2020.49,677.958 2020.56,566.225 2020.62,418.368 2020.69,231.848 2020.76,311.077 2020.82,430.095 2020.89,591.122 2020.95,623.041 2021.02,469.871 2021.09,567.383 2021.15,628.543 2021.22,772.871 2021.29,648.258 2021.35,322.972 2021.42,459.61 2021.49,289.593 2021.55,417.678 2021.62,544.903 2021.68,921.323 2021.75,445.029 2021.82,573.725 2021.88,551.212 2021.95,394.922 2022.02,551.833 2022.08,329.86 2022.15,654.491 2022.22,396.894 2022.28,445.644 2022.35,311.088 2022.41,706.674 2022.48,445.163 2022.55,704.927 2022.61,404.395 2022.68,313.388 2022.75,372.33 2022.81,468.188 2022.88,891.691 2022.95,633.032 2023.01,751.306 2023.08,468.671 2023.14,480.902 2023.21,343.29 2023.28,310.838 2023.34,612.824 2023.41,627.075 2023.48,474.488 2023.54,496.696 2023.61,506.012 2023.68,379.399 2023.74,403.924 2023.81,203.765 2023.87,363.311 2023.94,637.411 2024.01,615.177 2024.07,509.6 2024.14,326.267 2024.21,434.9 2024.27,254.788 2024.34,428.273 2024.41,239.125 2024.47,319.715 2024.54,733.982 2024.61,311.471 2024.67,360.122 2024.74,409.891 2024.8,645.035 2024.87,551.269 2024.94,466.284 2025,441.74 2025.07,385.338 2025.14,583.873 2025.2,550.042 2025.27,514.885 2025.34,726.497 2025.4,354.764 2025.47,382.968 2025.53,440.298 2025.6,495.12 2025.67,182.884 2025.73,333.162 2025.8,288.359 2025.87,570.977 2025.93,472.034 2026,466.121 2026.07,448.467 2026.13,353.524 2026.2,509.971 2026.26,361.031 2026.33,738.149 2026.4,374.534 2026.46,473.129 2026.53,354.962 2026.6,606.425 2026.66,591.528 2026.73,537.932 2026.8,348.248 2026.86,467.154 2026.93,375.38 2026.99,432.218 2027.06,393.083 2027.13,544.185 2027.19,450.985 2027.26,544.122 2027.33,419.8 2027.39,599.358 2027.46,289.295 2027.53,544.132 2027.59,389.313 2027.66,481.94 2027.72,527.211 2027.79,499.341 2027.86,400.88 2027.92,527.801 2027.99,496.603 2028.06,314.78 2028.12,820.258 2028.19,481.672 2028.26,306.369 2028.32,443.714 2028.39,423.933 2028.45,338.865 2028.52,611.395 2028.59,546.972 2028.65,581.026 2028.72,516.706 2028.79,238.736 2028.85,244.325 2028.92,228.805 2028.99,450.917 2029.05,415.753 2029.12,344.537 2029.18,372.39 2029.25,423.608 2029.32,318.359 2029.38,489.787 2029.45,592.021 2029.52,351.892 2029.58,378.908 2029.65,250.732 2029.72,378.67 2029.78,351.691 2029.85,459.801 2029.92,458.915 2029.98,478.871 2030.05,644.413 2030.11,353.285 2030.18,326.171 2030.25,357.994 2030.31,421.44 2030.38,257.977 2030.45,321.579 2030.51,522.481 2030.58,357.954 2030.65,255.793 2030.71,369.323 2030.78,348.756 2030.84,586.609 2030.91,444.937 2030.98,655.278 2031.04,499.734 2031.11,607.81 2031.18,219.989 2031.24,310.281 2031.31,477.166 2031.38,480.308 2031.44,456.171 2031.51,430.504 2031.57,384.309 2031.64,607.04 2031.71,331.965 2031.77,342.167 2031.84,430.966 2031.91,502.138 2031.97,300.669 2032.04,559.612 2032.11,417.18 2032.17,442.845 2032.24,376.637 2032.3,444.36 2032.37,405.041 2032.44,353.981 2032.5,388.515 2032.57,430.998 2032.64,547.382 2032.7,403.59 2032.77,551.576 2032.84,368.387 2032.9,417.134 2032.97,352.353 2033.03,227.395 2033.1,421.952 2033.17,415.979 2033.23,414.595 2033.3,365.195 2033.37,551.041 2033.43,488.453 2033.5,657.164 2033.57,361.154 2033.63,330.082 2033.7,263.613 2033.76,299.623 2033.83,355.711 2033.9,528.355 2033.96,308.695 2034.03,727.544 2034.1,454.363 2034.16,231.01 2034.23,486.347 2034.3,404.885 2034.36,533.025 2034.43,711.407 2034.49,570.993 2034.56,406.48 2034.63,549.757 2034.69,725.165 2034.76,576.405 2034.83,376.106 2034.89,555.95 2034.96,491.501 2035.03,622.725 2035.09,633.13 2035.16,320.452 2035.22,530.458 2035.29,337.278 2035.36,737.763 2035.42,461.983 2035.49,503.763 2035.56,373.144 2035.62,410.756 2035.69,318.259 2035.76,384.528 2035.82,524.753 2035.89,537.522 2035.96,495.096 2036.02,799.126 2036.09,617.468 2036.15,564.819 2036.22,595.317 2036.29,693.805 2036.35,294.666 2036.42,376.576 2036.49,315.047 2036.55,328.351 2036.62,356.553 2036.69,346.061 2036.75,370.244 2036.82,305.565 2036.88,526.786 2036.95,290.673 2037.02,383.41 2037.08,382.199 2037.15,423.124 2037.22,212.721 2037.28,635.641 2037.35,427.448 2037.42,346.197 2037.48,295.395 2037.55,550.171 2037.61,365.25 2037.68,694.468 2037.75,411.41 2037.81,698.472 2037.88,347.627 2037.95,560.845 2038.01,421.144 2038.08,349.383 2038.15,234.865 2038.21,250.083 2038.28,497.349 2038.34,420.803 2038.41,283.532 2038.48,395.34 2038.54,272.331 2038.61,316.566 2038.68,575.726 2038.74,540.577 2038.81,318.571 2038.88,562.216 2038.94,483.078 2039.01,726.988 2039.07,551.459 2039.14,454.2 2039.21,328.227 2039.27,395.572 2039.34,327.243 2039.41,511.867 2039.47,457.79 2039.54,171.995 2039.61,362.994 2039.67,368.095 2039.74,572.046 2039.8,425.454 2039.87,393.873 2039.94,779.023 2040,759.867 2040.07,384.438 2040.14,549.974 2040.2,285.919 2040.27,567.155 2040.34,441.837 2040.4,344.223 2040.47,441.592 2040.53,334.087 2040.6,327.256 2040.67,518.43 2040.73,498.645 2040.8,560.403 2040.87,428.9 2040.93,513.667 2041,318.391 2041.07,447.385 2041.13,653.401 2041.2,245.915 2041.26,487.362 2041.33,339.451 2041.4,524.556 2041.46,363.502 2041.53,208.801 2041.6,221.407 2041.66,460.297 2041.73,436.171 2041.8,495.588 2041.86,622.91 2041.93,465.244 2042,367.242 2042.06,446.546 2042.13,346.344 2042.19,456.104 2042.26,424.959 2042.33,447.435 2042.39,419.378 2042.46,328.809 2042.53,232.434 2042.59,402.535 2042.66,378.533 2042.73,345.84 2042.79,352.34 2042.86,450.64 2042.92,786.118 2042.99,435.313 2043.06,710.082 2043.12,558.76 2043.19,479.456 2043.26,370.331 2043.32,322.274 2043.39,693.179 2043.46,692.718 2043.52,480.262 2043.59,269.13 2043.65,464.554 2043.72,489.634 2043.79,645.459 2043.85,472.798 2043.92,396.989 2043.99,320.508 2044.05,430.987 2044.12,594.827 2044.19,352.951 2044.25,547.841 2044.32,285.173 2044.38,569.014 2044.45,535.968 2044.52,379.059 2044.58,373.277 2044.65,416.648 2044.72,366.055 2044.78,317.074 2044.85,370.344 2044.92,330.862 2044.98,384.305 2045.05,446.153 2045.11,247.588 2045.18,230.314 2045.25,227.375 2045.31,340.601 2045.38,493.013 2045.45,330.017 2045.51,421.365 2045.58,413.621 2045.65,326.898 2045.71,393.565 2045.78,668.525 2045.84,316.327 2045.91,457.984 2045.98,276.929 2046.04,276.268 2046.11,443.101 2046.18,253.519 2046.24,479.842 2046.31,479.981 2046.38,294.919 2046.44,427.751 2046.51,584.815 2046.57,331.338 2046.64,401.916 2046.71,407.058 2046.77,412.12 2046.84,428.331 2046.91,313.886 2046.97,386.971 2047.04,377.335 2047.11,538.644 2047.17,373.212 2047.24,467.564 2047.3,447.518 2047.37,492.113 2047.44,520.891 2047.5,615.108 2047.57,519.696 2047.64,400.814 2047.7,365.38 2047.77,527.796 2047.84,743.392 2047.9,609.067 2047.97,472.45 2048.04,396.989 2048.1,592.174 2048.17,356.506 2048.23,266.273 2048.3,293.848 2048.37,458.736 2048.43,342.668 2048.5,510.946 2048.57,274.536 2048.63,317.875 2048.7,515.049 2048.77,389.012 2048.83,432.355 2048.9,776 2048.96,382.071 2049.03,587.638 2049.1,422.912 2049.16,501.536 2049.23,245.71 2049.3,469.36 2049.36,438.173 2049.43,476.651 2049.5,373.075 2049.56,255.373 2049.63,417.809 2049.69,381.015 2049.76,522.368 2049.83,482.593 2049.89,312.811 2049.96,567.31 2050.03,472.977 2050.09,598.437 2050.16,194.14 2050.23,446.611 2050.29,331.199 2050.36,616.752 2050.42,435.87 2050.49,436.618 2050.56,395.809 2050.62,356.103 2050.69,453.614 2050.76,373.438 2050.82,404.623 2050.89,288.298 2050.96,721.011 2051.02,550.144 2051.09,179.133 2051.15,589.838 2051.22,403.577 2051.29,382.474 2051.35,579.149 2051.42,467.562 2051.49,468.771 2051.55,557.215 2051.62,278.196 2051.69,642.526 2051.75,380.138 2051.82,461.264 2051.88,514.014 2051.95,299.471 2052.02,518.591 2052.08,517.391 2052.15,765.488 2052.22,583.146 2052.28,545.256 2052.35,504.908 2052.42,349.761 2052.48,290.675 2052.55,511.667 2052.61,473.022 2052.68,368.21 2052.75,589.847 2052.81,289.76 2052.88,386.279 2052.95,410.539 2053.01,494.979 2053.08,435.459 2053.15,509.083 2053.21,379.594 2053.28,220.48 2053.35,577.664 2053.41,223.441 2053.48,270.591 2053.54,456.179 2053.61,387.073 2053.68,823.954 2053.74,576.349 2053.81,443.601 2053.88,281.7 2053.94,520.648 2054.01,342.55 2054.08,387.428 2054.14,379.663 2054.21,606.931 2054.27,387.003 2054.34,343.065 2054.41,772.489 2054.47,380.613 2054.54,323.843 2054.61,581.108 2054.67,483.963 2054.74,509.089 2054.81,631.626 2054.87,760.393 2054.94,467.74 2055,343.735 2055.07,435.484 2055.14,483.488 2055.2,649.353 2055.27,454.598 2055.34,618.406 2055.4,190.752 2055.47,517.873 2055.54,638.274 2055.6,446.634 2055.67,353.936 2055.73,600.568 2055.8,780.882 2055.87,509.236 2055.93,606.752 2056,375.103 2056.07,465.709 2056.13,382.292 2056.2,375.999 2056.27,545.704 2056.33,350.439 2056.4,262.054 2056.46,400.098 2056.53,572.256 2056.6,459.197 2056.66,407.158 2056.73,284.222 2056.8,508.001 2056.86,528.088 2056.93,518.701 2057,523.583 2057.06,382.079 2057.13,387.565 2057.19,585.79 2057.26,409.481 2057.33,438.424 2057.39,474.924 2057.46,580.495 2057.53,490.642 2057.59,416.299 2057.66,294.44 2057.73,384.497 2057.79,428.228 2057.86,428.665 2057.92,445.728 2057.99,296.998 2058.06,524.88 2058.12,286.386 2058.19,672.22 2058.26,356.301 2058.32,574.113 2058.39,668.837 2058.46,717.166 2058.52,572.586 2058.59,178.546 2058.65,267.697 2058.72,364.26 2058.79,462.81 2058.85,318.479 2058.92,461.452 2058.99,477.504 2059.05,328.929 2059.12,533.249 2059.19,744.819 2059.25,489.959 2059.32,469.979 2059.39,379.18 2059.45,394.264 2059.52,450.125 2059.58,519.958 2059.65,612.558 2059.72,535.613 2059.78,301.839 2059.85,355.859 2059.92,808.544 2059.98,449.64 2060.05,347.052 2060.12,620.128 2060.18,555.142 2060.25,348.868 2060.31,531.9 2060.38,503.066 2060.45,449.931 2060.51,582.261 2060.58,547.92 2060.65,544.305 2060.71,539.317 2060.78,415.546 2060.85,631.489 2060.91,305.864 2060.98,400.627 2061.04,413.1 2061.11,443.508 2061.18,622.91 2061.24,592.549 2061.31,612.837 2061.38,614.008 2061.44,522.125 2061.51,468.401 2061.58,464.052 2061.64,599.946 2061.71,443.945 2061.77,591.797 2061.84,463.516 2061.91,345.255 2061.97,572.395 2062.04,470.048 2062.11,564.59 2062.17,660.024 2062.24,619.639 2062.31,538.748 2062.37,273.822 2062.44,463.149 2062.5,578.837 2062.57,520.966 2062.64,391.87 2062.7,708.788 2062.77,405.651 2062.84,722.051 2062.9,655.79 2062.97,757.003 2063.04,482.507 2063.1,216.419 2063.17,220.577 2063.23,381.959 2063.3,506.138 2063.37,547.717 2063.43,268.35 2063.5,558.041 2063.57,714.604 2063.63,556.365 2063.7,389.023 2063.77,365.972 2063.83,365.952 2063.9,512.942 2063.96,552.88 2064.03,647.818 2064.1,316.07 2064.16,394.139 2064.23,553.186 2064.3,379.024 2064.36,441.135 2064.43,258.241 2064.5,237.432 2064.56,373.199 2064.63,468.744 2064.69,403.411 2064.76,398.7 2064.83,480.374 2064.89,288.081 2064.96,526.412 2065.03,363.228 2065.09,534.904 2065.16,570.18 2065.23,320.202 2065.29,578.385 2065.36,444.41 2065.43,288.974 2065.49,528.969 2065.56,279.508 2065.62,336.591 2065.69,410.322 2065.76,486.621 2065.82,487.351 2065.89,421.385 2065.96,671.895 2066.02,327.785 2066.09,213.878 2066.16,803.383 2066.22,376.559 2066.29,405.48 2066.35,354.489 2066.42,272.835 2066.49,518.765 2066.55,449.418 2066.62,345.188 2066.69,430.508 2066.75,467.247 2066.82,293.982 2066.89,506.503 2066.95,548.571 2067.02,491.486 2067.08,651.71 2067.15,478.777 2067.22,275.736 2067.28,338.107 2067.35,284.474 2067.42,519.44 2067.48,306.155 2067.55,361.701 2067.62,713.177 2067.68,333.154 2067.75,349.757 2067.81,583.797 2067.88,649.942 2067.95,390.969 2068.01,304.771 2068.08,628.15 2068.15,535.796 2068.21,481.016 2068.28,476.512 2068.35,412.103 2068.41,970.064 2068.48,372.83 2068.54,465.581 2068.61,480.97 2068.68,189.947 2068.74,239.214 2068.81,298.601 2068.88,426.995 2068.94,532.788 2069.01,414.059 2069.08,343.196 2069.14,447.354 2069.21,273.858 2069.27,504.103 2069.34,322.782 2069.41,905.522 2069.47,175.671 2069.54,468.975 2069.61,308.806 2069.67,381.314 2069.74,457.014 2069.81,492.325 2069.87,557.728 2069.94,312.793 2070,494.355 2070.07,269.002 2070.14,237.225 2070.2,559.829 2070.27,386.582 2070.34,384.542 2070.4,314.198 2070.47,383.692 2070.54,221.893 2070.6,169.565 2070.67,350.53 2070.73,440.674 2070.8,243.71 2070.87,284.093 2070.93,454.352 2071,480.139 2071.07,534.211 2071.13,588.879 2071.2,548.73 2071.27,372.649 2071.33,508.634 2071.4,403.103 2071.47,621.269 2071.53,716.279 2071.6,589.948 2071.66,514.935 2071.73,449.097 2071.8,271.936 2071.86,507.141 2071.93,422.549 2072,433.921 2072.06,357.478 2072.13,458.484 2072.2,599.194 2072.26,643.744 2072.33,508.982 2072.39,520.965 2072.46,568.531 2072.53,479.855 2072.59,878.642 2072.66,880.878 2072.73,554.996 2072.79,267.629 2072.86,366.279 2072.93,501.613 2072.99,616.929 2073.06,407.771 2073.12,436.59 2073.19,449.49 2073.26,416.825 2073.32,497.046 2073.39,429.152 2073.46,469.704 2073.52,530.9 2073.59,310.615 2073.66,596.293 2073.72,542.544 2073.79,412.97 2073.85,355.305 2073.92,419.991 2073.99,410.967 2074.05,238.944 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371.96,463.896 372.026,242.395 372.093,541.172 372.159,473.73 372.226,349.296 372.292,417.584 372.358,299.089 372.425,221.705 372.491,364.313 372.557,465.826 372.624,506.844 372.69,386.636 372.757,441.789 372.823,550.359 372.889,504.845 372.956,429.497 373.022,499.09 373.088,421.44 373.155,450.893 373.221,378.882 373.288,428.752 373.354,610.003 373.42,463.725 373.487,397.795 373.553,474.346 373.619,459.694 373.686,360.183 373.752,286.065 373.819,498.482 373.885,610.5 373.951,257.876 374.018,220.912 374.084,321.172 374.15,449.928 374.217,469.585 374.283,437.467 374.35,652.16 374.416,355.582 374.482,383.714 374.549,431.958 374.615,245.23 374.681,498.7 374.748,296.698 374.814,451.029 374.881,199.977 374.947,469.064 375.013,390.194 375.08,493.913 375.146,422.692 375.212,492.109 375.279,322.477 375.345,592.266 375.412,612.963 375.478,346.2 375.544,512.981 375.611,396.588 375.677,416.661 375.743,365.683 375.81,735.181 375.876,382.484 375.943,379.63 376.009,479.631 376.075,601.928 376.142,367.206 376.208,470.794 376.274,231.08 376.341,544.25 376.407,483.609 376.474,724.015 376.54,282.391 376.606,414.407 376.673,430.374 376.739,260.119 376.805,359.997 376.872,454.499 376.938,695.458 377.005,421.266 377.071,456.382 377.137,348.176 377.204,383.843 377.27,492.724 377.336,500.159 377.403,230.029 377.469,404.253 377.536,277.172 377.602,521.103 377.668,431.092 377.735,557.816 377.801,333.377 377.867,485.916 377.934,410.066 378,493.957 378.067,265.419 378.133,477.211 378.199,597.783 378.266,573.03 378.332,447.74 378.398,355.048 378.465,393.948 378.531,331.397 378.598,396.811 378.664,299.262 378.73,571.625 378.797,515.591 378.863,570.776 378.929,404.637 378.996,397.226 379.062,379.787 379.129,197.61 379.195,429.242 379.261,302.461 379.328,511.773 379.394,348.799 379.46,303.013 379.527,243.994 379.593,710.321 379.659,338.838 379.726,265.89 379.792,331.142 379.859,371.01 379.925,510.201 379.991,444.805 380.058,543.206 380.124,545.34 380.19,430.869 380.257,460.842 380.323,633.516 380.39,474.94 380.456,187.033 380.522,233.957 380.589,353.858 380.655,462.775 380.721,442.583 380.788,494.909 380.854,696.805 380.921,358.691 380.987,414.935 381.053,521.981 381.12,601.805 381.186,458.291 381.252,621.372 381.319,721.602 381.385,378.409 381.452,511.997 381.518,737.626 381.584,535.602 381.651,319.245 381.717,228.203 381.783,197.11 381.85,483.375 381.916,563.012 381.983,560.917 382.049,456.211 382.115,334.626 382.182,401.968 382.248,575.385 382.314,466.937 382.381,489.592 382.447,556.268 382.514,411.1 382.58,545.332 382.646,409.281 382.713,219.067 382.779,441.45 382.845,399.881 382.912,255.691 382.978,254.512 383.045,346.562 383.111,327.561 383.177,483.153 383.244,433.282 383.31,458.123 383.376,396.16 383.443,463.866 383.509,454.539 383.576,328.421 383.642,448.622 383.708,306.4 383.775,497.005 383.841,469.091 383.907,420.335 383.974,217.128 384.04,292.916 384.107,414.274 384.173,295.038 384.239,768.821 384.306,326.505 384.372,303.654 384.438,330.375 384.505,173.124 384.571,401.022 384.638,738.942 384.704,375.112 384.77,341.583 384.837,356.471 384.903,505.015 384.969,573.897 385.036,711.493 385.102,618.103 385.169,358.576 385.235,279.003 385.301,349.363 385.368,356.825 385.434,438.954 385.5,446.017 385.567,416.801 385.633,211.513 385.7,285.783 385.766,296.711 385.832,262.874 385.899,376.439 385.965,322.263 386.031,700.358 386.098,651.505 386.164,545.612 386.231,627.419 386.297,515.208 386.363,460.031 386.43,411.766 386.496,438.613 386.562,384.645 386.629,400.635 386.695,558.491 386.762,445.283 386.828,352.705 386.894,410.881 386.961,439.247 387.027,477.497 387.093,310.677 387.16,234.41 387.226,554.189 387.293,338.784 387.359,361.283 387.425,612.673 387.492,426.905 387.558,483.981 387.624,613.579 387.691,370.791 387.757,462.687 387.823,251.017 387.89,423.022 387.956,443.559 388.023,515.612 388.089,330.42 388.155,656.745 388.222,347.647 388.288,253.895 388.354,325.652 388.421,491.099 388.487,609.138 388.554,291.266 388.62,704.475 388.686,537.209 388.753,444.141 388.819,365.196 388.885,419.44 388.952,239.011 389.018,299.583 389.085,334.91 389.151,496.976 389.217,585.704 389.284,361.563 389.35,362.332 389.416,567.321 389.483,435.142 389.549,460.655 389.616,854.396 389.682,406.113 389.748,618.575 389.815,470.639 389.881,523.827 389.947,430.524 390.014,151.921 390.08,283.581 390.147,515.515 390.213,434.374 390.279,739.123 390.346,473.847 390.412,473.786 390.478,254.173 390.545,242.282 390.611,295.522 390.678,404.084 390.744,622.144 390.81,221.774 390.877,451.349 390.943,485.929 391.009,802.37 391.076,547.737 391.142,473.113 391.209,286.953 391.275,546.123 391.341,181.656 391.408,121.875 391.474,330.87 391.54,293.637 391.607,632.194 391.673,501.656 391.74,683.932 391.806,378.937 391.872,512.49 391.939,321.104 392.005,355.032 392.071,404.281 392.138,491.22 392.204,984.09 392.271,302.604 392.337,378.612 392.403,459.675 392.47,326.547 392.536,673.197 392.602,716.222 392.669,579.983 392.735,660.313 392.802,679.591 392.868,591.699 392.934,818.107 393.001,483.419 393.067,390.677 393.133,564.569 393.2,587.603 393.266,609.04 393.333,342.337 393.399,445.923 393.465,357.865 393.532,379.901 393.598,652.018 393.664,414.308 393.731,447.077 393.797,574.346 393.864,435.816 393.93,665.829 393.996,489.046 394.063,389.334 394.129,261.773 394.195,473.461 394.262,466.009 394.328,528.651 394.395,383.793 394.461,611.878 394.527,451.282 394.594,548.484 394.66,430.569 394.726,313.914 394.793,279.812 394.859,728.079 394.926,595.864 394.992,467.986 395.058,400.227 395.125,261.573 395.191,442.98 395.257,495.141 395.324,417.217 395.39,234.466 395.456,377.646 395.523,465.91 395.589,463.439 395.656,441.163 395.722,391.488 395.788,457.669 395.855,415.568 395.921,541.992 395.987,553.824 396.054,257.887 396.12,753.585 396.187,430.971 396.253,249.745 396.319,579.153 396.386,489.754 396.452,456.46 396.518,532.666 396.585,468.118 396.651,462.564 396.718,281.821 396.784,428.886 396.85,348.202 396.917,418.084 396.983,598.856 397.049,571.97 397.116,486.872 397.182,573.264 397.249,606.358 397.315,448.185 397.381,352.448 397.448,292.38 397.514,570.406 397.58,428.028 397.647,246.51 397.713,453.707 397.78,304.199 397.846,311.469 397.912,420.86 397.979,420.573 398.045,605.301 398.111,464.063 398.178,639.901 398.244,757.867 398.311,417.174 398.377,482.741 398.443,539.652 398.51,672.485 398.576,647.031 398.642,622.16 398.709,813.778 398.775,608.923 398.842,621.388 398.908,375.66 398.974,286.547 399.041,654.933 399.107,424.906 399.173,548.516 399.24,559.811 399.306,700.595 399.373,437.506 399.439,307.537 399.505,600.356 399.572,496.726 399.638,171.833 399.704,422.424 399.771,671.483 399.837,476.718 399.904,376.586 399.97,377.538 400.036,486.496 400.103,466.747 400.169,316.98 400.235,443.031 400.302,518.077 400.368,523.839 400.435,382.262 400.501,301.72 400.567,358.257 400.634,510.053 400.7,524.233 400.766,713.907 400.833,410.953 400.899,312.23 400.966,522.581 401.032,644.65 401.098,503.208 401.165,139.428 401.231,538.126 401.297,340.327 401.364,478.281 401.43,362.591 401.497,326.755 401.563,200.025 401.629,243.797 401.696,260.075 401.762,301.04 401.828,254.684 401.895,363.031 401.961,403.834 402.028,286.345 402.094,378.207 402.16,648.868 402.227,376.937 402.293,353.928 402.359,330.642 402.426,571.694 402.492,284.956 402.559,554.779 402.625,309.408 402.691,481.135 402.758,377.712 402.824,538.382 402.89,700.483 402.957,307.229 403.023,417.697 403.09,541.497 403.156,569.163 403.222,307.767 403.289,403.128 403.355,351.498 403.421,302.518 403.488,463.47 403.554,239.45 403.62,434.714 403.687,608.743 403.753,587.534 403.82,359.222 403.886,212.254 403.952,382.495 404.019,314.954 404.085,588.286 404.151,532.364 404.218,467.547 404.284,512.766 404.351,376.9 404.417,407.265 404.483,533.869 404.55,566.383 404.616,338.896 404.682,534.531 404.749,548.939 404.815,557.674 404.882,474.378 404.948,572.188 405.014,505.362 405.081,767.189 405.147,600.459 405.213,664.612 405.28,433.543 405.346,322.997 405.413,362.251 405.479,265.562 405.545,347.805 405.612,416.621 405.678,478.86 405.744,292.85 405.811,255.272 405.877,437.265 405.944,716.088 406.01,470.249 406.076,455.156 406.143,539.61 406.209,648.494 406.275,526.472 406.342,370.377 406.408,462.39 406.475,383.36 406.541,543.71 406.607,744.329 406.674,805.718 406.74,219.531 406.806,878.853 406.873,521.296 406.939,361.546 407.006,234.51 407.072,370.598 407.138,240.164 407.205,408.498 407.271,388.859 407.337,315.402 407.404,346.821 407.47,417.138 407.537,268.859 407.603,388.635 407.669,455.337 407.736,350.256 407.802,411.767 407.868,201.773 407.935,614.748 408.001,373.966 408.068,298.875 408.134,647.011 408.2,434.873 408.267,350.387 408.333,296.812 408.399,621.955 408.466,445.239 408.532,421.627 408.599,383.809 408.665,855.815 408.731,317.084 408.798,555.082 408.864,383.073 408.93,290.427 408.997,611.422 409.063,593.166 409.13,277.846 409.196,315.386 409.262,255.221 409.329,360.247 409.395,431.828 409.461,536.766 409.528,381.702 409.594,570.588 409.661,459.743 409.727,434.355 409.793,322.761 409.86,547.433 409.926,552.647 409.992,601.3 410.059,320.436 410.125,731.577 410.192,558.63 410.258,441.161 410.324,318.947 410.391,718.311 410.457,435.789 410.523,321.918 410.59,425.53 410.656,379.14 410.723,338.912 410.789,285.482 410.855,644.47 410.922,391.452 410.988,188.602 411.054,349.671 411.121,739.958 411.187,750.869 411.253,411.319 411.32,317.316 411.386,565.266 411.453,226.368 411.519,383.454 411.585,642.028 411.652,304.462 411.718,471.777 411.784,313.728 411.851,281.145 411.917,208.096 411.984,442.253 412.05,407.714 412.116,415.751 412.183,310.051 412.249,472.398 412.315,510.116 412.382,606.275 412.448,313.229 412.515,269.204 412.581,378.562 412.647,467.852 412.714,350.159 412.78,492.562 412.846,421.616 412.913,499.827 412.979,391.031 413.046,327.247 413.112,646.361 413.178,525.055 413.245,240.412 413.311,564.734 413.377,552.574 413.444,475.682 413.51,335.43 413.577,605.227 413.643,555.372 413.709,507.3 413.776,345.863 413.842,435.578 413.908,279.75 413.975,265.211 414.041,491.299 414.108,435.108 414.174,548.89 414.24,361.041 414.307,485.699 414.373,381.885 414.439,456.921 414.506,456.002 414.572,328.91 414.639,599.619 414.705,771.969 414.771,425.666 414.838,497.687 414.904,464.352 414.97,587.097 415.037,318.653 415.103,370.377 415.17,353.311 415.236,423.821 415.302,351.179 415.369,282.351 415.435,344.33 415.501,436.131 415.568,363.58 415.634,648.817 415.701,469.778 415.767,392.483 415.833,364.261 415.9,341.499 415.966,323.167 416.032,822.228 416.099,289.736 416.165,224.285 416.232,452.878 416.298,419.168 416.364,232.067 416.431,379.573 416.497,525.012 416.563,478.366 416.63,545.313 416.696,259.858 416.763,273.764 416.829,316.598 416.895,448.123 416.962,487.535 417.028,272.955 417.094,359.94 417.161,357.475 417.227,269.071 417.294,420.753 417.36,363.567 417.426,336.012 417.493,360.043 417.559,457.174 417.625,398.089 417.692,335.064 417.758,395.46 417.825,289.143 417.891,363.396 417.957,464.6 418.024,236.565 418.09,349.802 418.156,389.362 418.223,483.233 418.289,404.571 418.356,720.236 418.422,346.15 418.488,476.678 418.555,451.151 418.621,461.292 418.687,570.249 418.754,490.928 418.82,667.477 418.887,421.669 418.953,308.762 419.019,540.554 419.086,512.067 419.152,608.095 419.218,367.708 419.285,461.824 419.351,505.039 419.417,445.375 419.484,297.583 419.55,427.17 419.617,544.385 419.683,474.645 419.749,334.746 419.816,258.361 419.882,452.897 419.948,269.58 420.015,580.989 420.081,732.738 420.148,487.379 420.214,319.8 420.28,337.052 420.347,382.47 420.413,114.875 420.479,332.624 420.546,435.628 420.612,359.898 420.679,715.266 420.745,235.876 420.811,424.124 420.878,395.679 420.944,369.637 421.01,421.378 421.077,737.718 421.143,371.012 421.21,397.285 421.276,493.701 421.342,308.892 421.409,240.46 421.475,380.445 421.541,387.986 421.608,322.548 421.674,408.377 421.741,551.652 421.807,356.261 421.873,243.243 421.94,468.76 422.006,442.029 422.072,456.779 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426.32,511.582 426.387,613.107 426.453,619.454 426.52,942.556 426.586,369.278 426.652,358.013 426.719,399.237 426.785,339.91 426.851,345.037 426.918,460.949 426.984,407.732 427.05,588.053 427.117,493.608 427.183,365.515 427.25,302.269 427.316,470.538 427.382,381.881 427.449,346.131 427.515,275.581 427.581,159.976 427.648,342.547 427.714,658.392 427.781,701.552 427.847,596.26 427.913,573.616 427.98,301.995 428.046,473.695 428.112,538.596 428.179,348.434 428.245,374.486 428.312,440.05 428.378,372.445 428.444,307.271 428.511,325.163 428.577,265.368 428.643,301.5 428.71,452.937 428.776,465.057 428.843,416.882 428.909,372.435 428.975,300.109 429.042,603.782 429.108,329.889 429.174,623.429 429.241,607.656 429.307,375.672 429.374,633.199 429.44,698.049 429.506,291.874 429.573,396.317 429.639,672.977 429.705,800.604 429.772,411.721 429.838,500.846 429.905,219.55 429.971,578.358 430.037,371.977 430.104,535.682 430.17,635.233 430.236,767.557 430.303,607.096 430.369,249.569 430.436,581.814 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1333.92,261.699 1333.98,292.319 1334.05,576.732 1334.12,892.817 1334.18,482.304 1334.25,668.315 1334.32,627.913 1334.38,702.099 1334.45,453.076 1334.52,638.164 1334.58,366.135 1334.65,497.763 1334.71,463.724 1334.78,591.226 1334.85,529.036 1334.91,279.898 1334.98,563.101 1335.05,466.834 1335.11,452.62 1335.18,492.319 1335.25,592.192 1335.31,440.436 1335.38,551.074 1335.44,399.914 1335.51,425.789 1335.58,359.139 1335.64,532.617 1335.71,376.31 1335.78,230.472 1335.84,429.783 1335.91,234.267 1335.98,526.951 1336.04,209.286 1336.11,364.351 1336.17,577.846 1336.24,347.92 1336.31,309.211 1336.37,652.879 1336.44,658.682 1336.51,452.298 1336.57,635.714 1336.64,512.21 1336.71,367.644 1336.77,682.699 1336.84,658.511 1336.9,219.42 1336.97,355.872 1337.04,377.123 1337.1,388.578 1337.17,303.685 1337.24,223.082 1337.3,425.822 1337.37,577.973 1337.44,800.206 1337.5,401.838 1337.57,434.5 1337.63,493.078 1337.7,363.776 1337.77,459.294 1337.83,462.846 1337.9,339.175 1337.97,507.073 1338.03,440.238 1338.1,382.194 1338.17,350.516 1338.23,421.458 1338.3,358.749 1338.36,418.3 1338.43,365.416 1338.5,582.041 1338.56,539.508 1338.63,479.264 1338.7,340.614 1338.76,602.595 1338.83,535.962 1338.9,642.404 1338.96,515.866 1339.03,457.635 1339.09,371.171 1339.16,259.596 1339.23,468.666 1339.29,448.614 1339.36,633.327 1339.43,325.669 1339.49,622.67 1339.56,462.146 1339.63,519.139 1339.69,563.676 1339.76,622.312 1339.83,631.076 1339.89,592.236 1339.96,267.636 1340.02,303.237 1340.09,590.599 1340.16,451.736 1340.22,535.485 1340.29,606.469 1340.36,357.039 1340.42,356.911 1340.49,208.831 1340.56,444.332 1340.62,676.86 1340.69,636.328 1340.75,390.316 1340.82,458.457 1340.89,768.793 1340.95,470.919 1341.02,329.46 1341.09,247.556 1341.15,323.508 1341.22,357.717 1341.29,468.258 1341.35,554.904 1341.42,438.293 1341.48,354.929 1341.55,258.109 1341.62,591.521 1341.68,507.166 1341.75,458.646 1341.82,397.957 1341.88,407.589 1341.95,660.771 1342.02,584.594 1342.08,600.63 1342.15,443.189 1342.21,548.763 1342.28,463.541 1342.35,589.718 1342.41,372.468 1342.48,322.394 1342.55,365.69 1342.61,416.74 1342.68,276.951 1342.75,479.588 1342.81,411.046 1342.88,498.448 1342.94,377.869 1343.01,570.459 1343.08,554.889 1343.14,501.858 1343.21,355.681 1343.28,222.353 1343.34,239.964 1343.41,534.735 1343.48,402.116 1343.54,414.545 1343.61,364.873 1343.67,388.403 1343.74,492.1 1343.81,414.319 1343.87,439.268 1343.94,392.818 1344.01,400.815 1344.07,281.533 1344.14,450.388 1344.21,428.724 1344.27,490.725 1344.34,783.106 1344.4,391.901 1344.47,406.718 1344.54,236.318 1344.6,361.597 1344.67,450.329 1344.74,212.096 1344.8,235.424 1344.87,642.53 1344.94,606.59 1345,454.973 1345.07,332.366 1345.13,541.903 1345.2,701.415 1345.27,318.421 1345.33,415.913 1345.4,466.7 1345.47,424.423 1345.53,358.363 1345.6,289.112 1345.67,477.474 1345.73,352.191 1345.8,623.591 1345.87,499.669 1345.93,496.636 1346,489.529 1346.06,416.163 1346.13,509.879 1346.2,513.765 1346.26,315.93 1346.33,312.105 1346.4,693.853 1346.46,297.21 1346.53,277.397 1346.6,371.553 1346.66,505.073 1346.73,393.371 1346.79,494.509 1346.86,549.328 1346.93,374.999 1346.99,367.773 1347.06,667.508 1347.13,364.608 1347.19,263.562 1347.26,353.157 1347.33,431.552 1347.39,416.828 1347.46,538.18 1347.52,410.326 1347.59,512.364 1347.66,303.396 1347.72,259.936 1347.79,311.712 1347.86,790.053 1347.92,376.431 1347.99,379.974 1348.06,460.044 1348.12,487.384 1348.19,310.653 1348.25,469.049 1348.32,330.037 1348.39,499.126 1348.45,304.718 1348.52,280.489 1348.59,346.066 1348.65,729.618 1348.72,327.452 1348.79,405.782 1348.85,550.114 1348.92,464.307 1348.98,498.097 1349.05,376.659 1349.12,461.709 1349.18,257.981 1349.25,330.337 1349.32,691.604 1349.38,397.534 1349.45,218.085 1349.52,607.354 1349.58,407.152 1349.65,314.735 1349.71,358.993 1349.78,340.88 1349.85,517.362 1349.91,415.439 1349.98,662.461 1350.05,497.253 1350.11,418.061 1350.18,415.85 1350.25,742.43 1350.31,618.843 1350.38,341.233 1350.44,409.884 1350.51,565.767 1350.58,302.988 1350.64,295.83 1350.71,428.68 1350.78,501.645 1350.84,616.996 1350.91,414.674 1350.98,897.977 1351.04,658.542 1351.11,604.03 1351.17,417.82 1351.24,442.853 1351.31,191.812 1351.37,546.568 1351.44,502.228 1351.51,344.921 1351.57,350.826 1351.64,382.725 1351.71,399.103 1351.77,337.42 1351.84,330.463 1351.91,820.896 1351.97,473.778 1352.04,396.711 1352.1,253.82 1352.17,347.276 1352.24,323.276 1352.3,262.446 1352.37,351.175 1352.44,340.641 1352.5,351.492 1352.57,282.279 1352.64,366.213 1352.7,501.592 1352.77,544.138 1352.83,644.259 1352.9,567.788 1352.97,461.613 1353.03,450.641 1353.1,343.59 1353.17,580.336 1353.23,543.785 1353.3,571.621 1353.37,584.835 1353.43,548.887 1353.5,333.269 1353.56,352.309 1353.63,278.461 1353.7,601.009 1353.76,269.83 1353.83,238.995 1353.9,589.285 1353.96,644.024 1354.03,410.456 1354.1,475.734 1354.16,300.126 1354.23,460.253 1354.29,605.669 1354.36,664.222 1354.43,624.808 1354.49,372.987 1354.56,297.422 1354.63,454.746 1354.69,477.893 1354.76,367.268 1354.83,306.545 1354.89,508.354 1354.96,400.834 1355.02,510.345 1355.09,363.455 1355.16,308.088 1355.22,501.467 1355.29,755.969 1355.36,630.954 1355.42,307.585 1355.49,616.759 1355.56,428.439 1355.62,522.278 1355.69,412.562 1355.75,526 1355.82,502.556 1355.89,275.431 1355.95,323.835 1356.02,364.574 1356.09,352.874 1356.15,678.603 1356.22,564.264 1356.29,454.154 1356.35,326.556 1356.42,445.58 1356.48,280.126 1356.55,568.04 1356.62,221.415 1356.68,752.474 1356.75,513.746 1356.82,526.891 1356.88,453.852 1356.95,305.61 1357.02,337.152 1357.08,557.064 1357.15,333.439 1357.22,277.206 1357.28,543.021 1357.35,381.908 1357.41,390.835 1357.48,383.893 1357.55,394.958 1357.61,620.352 1357.68,319.702 1357.75,715.364 1357.81,641.355 1357.88,286.874 1357.95,456.847 1358.01,429.702 1358.08,506.191 1358.14,574.94 1358.21,645.404 1358.28,441.528 1358.34,410.493 1358.41,400.655 1358.48,439.114 1358.54,439.489 1358.61,183.021 1358.68,689.85 1358.74,484.442 1358.81,375.907 1358.87,386.571 1358.94,517.146 1359.01,501.995 1359.07,433.534 1359.14,640.021 1359.21,525.708 1359.27,735.773 1359.34,516.057 1359.41,493.723 1359.47,545.073 1359.54,265.417 1359.6,453.322 1359.67,442.128 1359.74,516.812 1359.8,515.442 1359.87,382.157 1359.94,351.187 1360,397.638 1360.07,514.514 1360.14,471.983 1360.2,301.719 1360.27,297.194 1360.33,777.192 1360.4,609.802 1360.47,374.246 1360.53,311.238 1360.6,227.751 1360.67,632.484 1360.73,451.521 1360.8,401.476 1360.87,668.297 1360.93,917.221 1361,469.078 1361.06,783.861 1361.13,338.626 1361.2,568.315 1361.26,592.421 1361.33,466.281 1361.4,620.995 1361.46,378.692 1361.53,407.894 1361.6,626.317 1361.66,358.388 1361.73,495.387 1361.79,609.497 1361.86,431.282 1361.93,329.63 1361.99,577.931 1362.06,732.262 1362.13,509.536 1362.19,463.1 1362.26,506.693 1362.33,612.716 1362.39,418.995 1362.46,455.739 1362.52,423.807 1362.59,462.44 1362.66,423.597 1362.72,428.858 1362.79,562.718 1362.86,279.965 1362.92,509.163 1362.99,497.188 1363.06,286.959 1363.12,332.679 1363.19,403.588 1363.26,576.969 1363.32,717.714 1363.39,703.027 1363.45,177.951 1363.52,643.288 1363.59,576.944 1363.65,702.865 1363.72,281.71 1363.79,392.323 1363.85,611.869 1363.92,488.236 1363.99,545.625 1364.05,498.036 1364.12,280.724 1364.18,390.736 1364.25,411.504 1364.32,463.015 1364.38,588.239 1364.45,436.937 1364.52,457.239 1364.58,574.02 1364.65,570.515 1364.72,348.318 1364.78,520.989 1364.85,459.441 1364.91,375.173 1364.98,580.239 1365.05,485.985 1365.11,641.716 1365.18,604.589 1365.25,376.257 1365.31,382.647 1365.38,312.506 1365.45,486.553 1365.51,366.509 1365.58,675.907 1365.64,375.396 1365.71,563.707 1365.78,675.535 1365.84,765 1365.91,654.113 1365.98,490.341 1366.04,368.307 1366.11,476.363 1366.18,355.424 1366.24,393.53 1366.31,349.892 1366.37,726.078 1366.44,382.738 1366.51,409.43 1366.57,516.598 1366.64,518.669 1366.71,471.29 1366.77,514.78 1366.84,557.666 1366.91,389.222 1366.97,233.351 1367.04,178.99 1367.1,234.254 1367.17,287.908 1367.24,383.277 1367.3,433.916 1367.37,603.63 1367.44,311.259 1367.5,479.271 1367.57,485.86 1367.64,384.493 1367.7,356.72 1367.77,342.474 1367.83,568.578 1367.9,412.131 1367.97,539.35 1368.03,455.208 1368.1,565.358 1368.17,326.021 1368.23,329.837 1368.3,460.734 1368.37,446.294 1368.43,739.559 1368.5,478.524 1368.56,554.038 1368.63,349.509 1368.7,603.119 1368.76,597.092 1368.83,553.331 1368.9,567.668 1368.96,570.209 1369.03,621.578 1369.1,511.666 1369.16,228.773 1369.23,450.576 1369.3,472.351 1369.36,500.182 1369.43,573.638 1369.49,262.171 1369.56,397.643 1369.63,315.713 1369.69,389.983 1369.76,436.809 1369.83,320.374 1369.89,220.209 1369.96,435.078 1370.03,326.732 1370.09,509.664 1370.16,516.711 1370.22,369.966 1370.29,431.734 1370.36,483.587 1370.42,318.76 1370.49,294.86 1370.56,379.815 1370.62,243.866 1370.69,514.194 1370.76,441.272 1370.82,443.073 1370.89,249.106 1370.95,450.824 1371.02,498.183 1371.09,462.257 1371.15,664.462 1371.22,316.964 1371.29,600.448 1371.35,283.341 1371.42,536.144 1371.49,379.799 1371.55,286.259 1371.62,396.506 1371.68,290.336 1371.75,485.928 1371.82,229.67 1371.88,307.004 1371.95,660.649 1372.02,718.791 1372.08,323.36 1372.15,326.705 1372.22,567.646 1372.28,389.067 1372.35,407.518 1372.41,321.715 1372.48,536.12 1372.55,586.102 1372.61,680.574 1372.68,486.053 1372.75,472.382 1372.81,524.399 1372.88,528.003 1372.95,500.313 1373.01,398.528 1373.08,384.822 1373.14,687.049 1373.21,649.867 1373.28,604.884 1373.34,467.501 1373.41,348.675 1373.48,336.969 1373.54,381.125 1373.61,534.494 1373.68,525.649 1373.74,320.46 1373.81,348.932 1373.87,431.269 1373.94,464.743 1374.01,675.522 1374.07,816.086 1374.14,493.741 1374.21,571.954 1374.27,633.952 1374.34,311.979 1374.41,446.28 1374.47,523.322 1374.54,473.035 1374.61,443.301 1374.67,559.505 1374.74,407.447 1374.8,565.303 1374.87,444.828 1374.94,653.596 1375,428.885 1375.07,508.336 1375.14,564.654 1375.2,337.747 1375.27,725.865 1375.34,377.833 1375.4,358.486 1375.47,492.93 1375.53,529.073 1375.6,559.017 1375.67,420.433 1375.73,549.435 1375.8,402.894 1375.87,378.984 1375.93,424.753 1376,511.913 1376.07,551.864 1376.13,269.512 1376.2,339.68 1376.26,353.558 1376.33,493.998 1376.4,647.51 1376.46,559.79 1376.53,388.748 1376.6,273.929 1376.66,329.259 1376.73,330.328 1376.8,431.325 1376.86,356.148 1376.93,543.303 1376.99,363.861 1377.06,313.429 1377.13,695.341 1377.19,364.149 1377.26,273.784 1377.33,673.945 1377.39,174.176 1377.46,249.511 1377.53,388.653 1377.59,699.626 1377.66,398.386 1377.72,441.951 1377.79,538.077 1377.86,640.732 1377.92,330.401 1377.99,395.174 1378.06,245.645 1378.12,309.239 1378.19,409.709 1378.26,358.989 1378.32,359.576 1378.39,578.886 1378.45,663.747 1378.52,561.074 1378.59,383.218 1378.65,513.212 1378.72,387.086 1378.79,377.429 1378.85,246.24 1378.92,473.629 1378.99,609.375 1379.05,462.132 1379.12,605.942 1379.18,727.513 1379.25,455.494 1379.32,351.151 1379.38,459.896 1379.45,613.775 1379.52,618.972 1379.58,445.872 1379.65,372.496 1379.72,514.531 1379.78,264.12 1379.85,386.741 1379.91,454.378 1379.98,658.3 1380.05,375.27 1380.11,439.295 1380.18,330.166 1380.25,271.532 1380.31,458.065 1380.38,400.852 1380.45,472.923 1380.51,437.054 1380.58,291.62 1380.65,414.838 1380.71,301.537 1380.78,574.454 1380.84,642.108 1380.91,551.378 1380.98,393.423 1381.04,512.556 1381.11,354.728 1381.18,243.911 1381.24,537.423 1381.31,439.402 1381.38,484.585 1381.44,395.807 1381.51,488.103 1381.57,336.71 1381.64,332.593 1381.71,491.557 1381.77,300.306 1381.84,138.626 1381.91,252.826 1381.97,289.47 1382.04,361.871 1382.11,387.378 1382.17,315.429 1382.24,539.655 1382.3,456.222 1382.37,473.104 1382.44,385.89 1382.5,495.89 1382.57,367.708 1382.64,632.993 1382.7,507.866 1382.77,769.23 1382.84,805.996 1382.9,720.494 1382.97,780.083 1383.03,746.193 1383.1,319.618 1383.17,352.508 1383.23,269.787 1383.3,316.367 1383.37,382.951 1383.43,640.052 1383.5,479.308 1383.57,311.328 1383.63,483.971 1383.7,345.428 1383.76,671.592 1383.83,565.789 1383.9,467.591 1383.96,647.499 1384.03,545.647 1384.1,1041.6 1384.16,312.66 1384.23,460.095 1384.3,737.181 1384.36,443.653 1384.43,320.678 1384.49,841.815 1384.56,379.127 1384.63,421.011 1384.69,368.717 1384.76,794.671 1384.83,374.676 1384.89,215.068 1384.96,468.461 1385.03,518.471 1385.09,584.017 1385.16,514.807 1385.22,435.611 1385.29,407.522 1385.36,265.744 1385.42,283.266 1385.49,397.173 1385.56,364.861 1385.62,398.154 1385.69,234.322 1385.76,462.136 1385.82,415.912 1385.89,534.152 1385.95,490.769 1386.02,577.167 1386.09,396.893 1386.15,295.786 1386.22,532.648 1386.29,530.484 1386.35,318.163 1386.42,356.176 1386.49,675.022 1386.55,589.682 1386.62,628.152 1386.69,433.921 1386.75,286.307 1386.82,432.084 1386.88,344.959 1386.95,318.955 1387.02,482.952 1387.08,362.25 1387.15,489.467 1387.22,445.38 1387.28,605.068 1387.35,537.849 1387.42,302.067 1387.48,380.391 1387.55,401.891 1387.61,422.06 1387.68,504.783 1387.75,355.418 1387.81,294.853 1387.88,330.313 1387.95,259.951 1388.01,312.016 1388.08,509.972 1388.15,378.379 1388.21,490.387 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1526.07,281.923 1526.14,449.672 1526.2,470.004 1526.27,448.674 1526.34,334.373 1526.4,441.14 1526.47,558.131 1526.53,614.745 1526.6,776.809 1526.67,371.363 1526.73,267.742 1526.8,399.997 1526.87,435.096 1526.93,225.854 1527,484.513 1527.07,504.745 1527.13,409.158 1527.2,487.861 1527.27,325.684 1527.33,380.811 1527.4,316.167 1527.46,650.335 1527.53,645.323 1527.6,358.501 1527.66,148.939 1527.73,725.208 1527.8,640.405 1527.86,351.958 1527.93,337.529 1528,323.073 1528.06,390.835 1528.13,549.562 1528.19,577.41 1528.26,205.633 1528.33,418.186 1528.39,233.69 1528.46,419.363 1528.53,298.642 1528.59,275.099 1528.66,342.973 1528.73,506.035 1528.79,488.394 1528.86,516.434 1528.92,387.621 1528.99,453.491 1529.06,407.26 1529.12,306.812 1529.19,530.501 1529.26,388.907 1529.32,444.581 1529.39,585.801 1529.46,455.449 1529.52,429.043 1529.59,569.325 1529.65,454.952 1529.72,333.322 1529.79,418.632 1529.85,404.088 1529.92,718.808 1529.99,575.373 1530.05,497.636 1530.12,673.769 1530.19,618.446 1530.25,285.067 1530.32,592.775 1530.38,618.055 1530.45,473.368 1530.52,360.515 1530.58,396.647 1530.65,561.326 1530.72,488.566 1530.78,337.507 1530.85,505.723 1530.92,598.443 1530.98,460.252 1531.05,544.036 1531.11,353.825 1531.18,514.624 1531.25,432.673 1531.31,484.047 1531.38,271.565 1531.45,360.999 1531.51,435.706 1531.58,317.163 1531.65,384.059 1531.71,696.083 1531.78,194.737 1531.84,585.661 1531.91,515.211 1531.98,475.947 1532.04,524.729 1532.11,328.2 1532.18,390.103 1532.24,527.021 1532.31,370.143 1532.38,379.328 1532.44,365.997 1532.51,377.215 1532.58,502.626 1532.64,452.152 1532.71,515.863 1532.77,383.16 1532.84,385.477 1532.91,809.755 1532.97,797.422 1533.04,616.535 1533.11,292.887 1533.17,744.466 1533.24,463.721 1533.31,613.933 1533.37,563.542 1533.44,499.643 1533.5,481.102 1533.57,406.847 1533.64,495.492 1533.7,456.588 1533.77,385.367 1533.84,554.457 1533.9,523.819 1533.97,548.292 1534.04,514.112 1534.1,398.323 1534.17,396.052 1534.23,630.822 1534.3,667.98 1534.37,581.052 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1889.93,350.722 1890,354.249 1890.07,268.058 1890.13,481.117 1890.2,203.546 1890.26,287.132 1890.33,334.231 1890.4,332.666 1890.46,352.942 1890.53,665.954 1890.6,669.337 1890.66,522.638 1890.73,798.166 1890.8,595.53 1890.86,405.644 1890.93,512.109 1890.99,306.65 1891.06,466.526 1891.13,431.575 1891.19,584.599 1891.26,369.985 1891.33,650.625 1891.39,321.314 1891.46,639.77 1891.53,384.686 1891.59,306.192 1891.66,259.57 1891.72,425.202 1891.79,550.375 1891.86,222.015 1891.92,340.929 1891.99,460.946 1892.06,405.25 1892.12,378.105 1892.19,381.321 1892.26,399.181 1892.32,382.81 1892.39,522.492 1892.45,619.595 1892.52,437.944 1892.59,482.526 1892.65,615.628 1892.72,605.725 1892.79,570.32 1892.85,356.546 1892.92,535.567 1892.99,489.382 1893.05,384.751 1893.12,369.885 1893.18,490.565 1893.25,665.463 1893.32,340.84 1893.38,371.291 1893.45,494.948 1893.52,530.32 1893.58,586.762 1893.65,366.942 1893.72,509.619 1893.78,325.018 1893.85,517.125 1893.91,195.593 1893.98,545.778 1894.05,367.622 1894.11,370.711 1894.18,672.909 1894.25,417.613 1894.31,439.534 1894.38,487.127 1894.45,290.902 1894.51,172.452 1894.58,469.253 1894.64,478.219 1894.71,577.059 1894.78,523.308 1894.84,402.54 1894.91,597.192 1894.98,368.992 1895.04,548.779 1895.11,369.867 1895.18,232.494 1895.24,472.379 1895.31,440.524 1895.38,619.535 1895.44,760.237 1895.51,439.954 1895.57,251.891 1895.64,390.931 1895.71,405.291 1895.77,413.075 1895.84,518.172 1895.91,477.949 1895.97,542.548 1896.04,566.451 1896.11,253.168 1896.17,378.213 1896.24,349.433 1896.3,295.301 1896.37,556.384 1896.44,608.157 1896.5,378.334 1896.57,458.626 1896.64,466.727 1896.7,405.687 1896.77,351.415 1896.84,350.936 1896.9,538.555 1896.97,388.967 1897.03,251.286 1897.1,186.468 1897.17,257.863 1897.23,352.767 1897.3,579.834 1897.37,557.055 1897.43,375.175 1897.5,337.293 1897.57,558.718 1897.63,423.833 1897.7,443.776 1897.76,339.999 1897.83,396.169 1897.9,254.606 1897.96,493.876 1898.03,469.84 1898.1,359.401 1898.16,480.74 1898.23,643.407 1898.3,384.445 1898.36,378.654 1898.43,393.735 1898.49,465.046 1898.56,646.372 1898.63,317.186 1898.69,445.582 1898.76,416.598 1898.83,295.616 1898.89,522.547 1898.96,327.145 1899.03,365.012 1899.09,406.242 1899.16,617.695 1899.22,352.647 1899.29,290.892 1899.36,396.308 1899.42,356.385 1899.49,390.45 1899.56,476.731 1899.62,360.438 1899.69,486.351 1899.76,432.631 1899.82,394.753 1899.89,683.314 1899.95,341.161 1900.02,501.333 1900.09,378.873 1900.15,391.423 1900.22,458.458 1900.29,396.71 1900.35,461.401 1900.42,357.448 1900.49,447.576 1900.55,522.365 1900.62,385.822 1900.68,460.892 1900.75,617.998 1900.82,337.725 1900.88,379.442 1900.95,243.792 1901.02,310.044 1901.08,350.31 1901.15,369.204 1901.22,334.521 1901.28,310.269 1901.35,251.242 1901.42,426.561 1901.48,422.913 1901.55,552.818 1901.61,280.359 1901.68,489.42 1901.75,473.682 1901.81,466.199 1901.88,429.911 1901.95,353.691 1902.01,278.836 1902.08,566.356 1902.15,694.853 1902.21,458.081 1902.28,193.972 1902.34,451.955 1902.41,418.021 1902.48,447.856 1902.54,251.613 1902.61,453.425 1902.68,474.223 1902.74,375.483 1902.81,492.298 1902.88,606.517 1902.94,699.846 1903.01,480.799 1903.07,416.983 1903.14,552.407 1903.21,380.127 1903.27,316.315 1903.34,594.568 1903.41,478.263 1903.47,221.662 1903.54,474.116 1903.61,475.611 1903.67,527.699 1903.74,478.818 1903.8,405.458 1903.87,613.738 1903.94,496.604 1904,411.731 1904.07,360.698 1904.14,457.588 1904.2,498.591 1904.27,374.969 1904.34,529.156 1904.4,242.744 1904.47,237.552 1904.53,507.514 1904.6,540.704 1904.67,412.214 1904.73,373.428 1904.8,489.875 1904.87,483.112 1904.93,424.448 1905,469.59 1905.07,267.885 1905.13,540.354 1905.2,433.113 1905.26,425.486 1905.33,452.876 1905.4,316.88 1905.46,667.945 1905.53,338.709 1905.6,350.994 1905.66,403.347 1905.73,383.198 1905.8,641.507 1905.86,545.983 1905.93,255 1905.99,383.522 1906.06,556.533 1906.13,392.59 1906.19,379.886 1906.26,387.561 1906.33,274.623 1906.39,350.311 1906.46,441.465 1906.53,570.566 1906.59,445.445 1906.66,538.274 1906.72,550.98 1906.79,408.68 1906.86,488.384 1906.92,349.051 1906.99,552.183 1907.06,619.829 1907.12,472.28 1907.19,613.686 1907.26,447.678 1907.32,475.974 1907.39,379.564 1907.46,329.73 1907.52,528.274 1907.59,436.967 1907.65,380.963 1907.72,534.869 1907.79,403.822 1907.85,362.727 1907.92,303.853 1907.99,475.51 1908.05,474.337 1908.12,469.352 1908.19,356.193 1908.25,785.757 1908.32,699.078 1908.38,359.291 1908.45,667.377 1908.52,390.269 1908.58,619.546 1908.65,522.719 1908.72,476.805 1908.78,494.266 1908.85,588.282 1908.92,515.934 1908.98,547.216 1909.05,277.156 1909.11,369.079 1909.18,296.224 1909.25,499.068 1909.31,621.511 1909.38,612.622 1909.45,464.872 1909.51,599.979 1909.58,812.493 1909.65,456.18 1909.71,414.663 1909.78,432.864 1909.84,304.859 1909.91,590.092 1909.98,568.82 1910.04,800.542 1910.11,452.087 1910.18,463.249 1910.24,537.321 1910.31,429.999 1910.38,556.656 1910.44,597.844 1910.51,365.779 1910.57,490.87 1910.64,561.302 1910.71,460.144 1910.77,558.488 1910.84,347.193 1910.91,490.46 1910.97,584.315 1911.04,503.809 1911.11,444.011 1911.17,480.151 1911.24,297.129 1911.3,227.446 1911.37,428.528 1911.44,384.041 1911.5,576.666 1911.57,502.148 1911.64,308.669 1911.7,304.745 1911.77,526.066 1911.84,504.386 1911.9,486.175 1911.97,412.992 1912.03,267.19 1912.1,553.427 1912.17,634.019 1912.23,449.949 1912.3,406.186 1912.37,490.645 1912.43,294.664 1912.5,245.172 1912.57,291.321 1912.63,379.153 1912.7,453.619 1912.76,405.892 1912.83,466.932 1912.9,535.671 1912.96,444.112 1913.03,245.537 1913.1,610.61 1913.16,358.357 1913.23,272.37 1913.3,336.729 1913.36,214.736 1913.43,265.202 1913.5,177.991 1913.56,162.214 1913.63,366.069 1913.69,564.297 1913.76,937.121 1913.83,665.763 1913.89,875.022 1913.96,453.887 1914.03,642.08 1914.09,491.772 1914.16,562.755 1914.23,787.656 1914.29,268.303 1914.36,315.311 1914.42,335.345 1914.49,425.336 1914.56,312.622 1914.62,456.842 1914.69,615.131 1914.76,254.224 1914.82,332.846 1914.89,399.645 1914.96,416.515 1915.02,346.224 1915.09,339.84 1915.15,451.006 1915.22,535.977 1915.29,409.348 1915.35,259.114 1915.42,404.751 1915.49,519.811 1915.55,383.448 1915.62,298.002 1915.69,325.109 1915.75,454.433 1915.82,519.396 1915.88,547.802 1915.95,272.267 1916.02,534.37 1916.08,520.435 1916.15,372.151 1916.22,412.577 1916.28,646.127 1916.35,372.517 1916.42,475.61 1916.48,500.745 1916.55,413.428 1916.61,528.924 1916.68,426.492 1916.75,739.884 1916.81,730.271 1916.88,235.529 1916.95,179.16 1917.01,307.333 1917.08,547.886 1917.15,420.536 1917.21,706.921 1917.28,411.859 1917.34,509.674 1917.41,423.783 1917.48,527.406 1917.54,340.409 1917.61,576.065 1917.68,539.903 1917.74,709.236 1917.81,465.387 1917.88,254.401 1917.94,353.932 1918.01,246.443 1918.07,661.644 1918.14,480.968 1918.21,216.785 1918.27,380.22 1918.34,289.137 1918.41,553.392 1918.47,460.547 1918.54,269.84 1918.61,242.356 1918.67,428.731 1918.74,384.542 1918.81,464.847 1918.87,567.097 1918.94,419.724 1919,462.727 1919.07,470.92 1919.14,171.649 1919.2,177.722 1919.27,301.05 1919.34,307.149 1919.4,381.97 1919.47,433.195 1919.54,374.196 1919.6,399.823 1919.67,454.534 1919.73,348.077 1919.8,308.888 1919.87,320.575 1919.93,553.266 1920,290.587 1920.07,496.081 1920.13,355.295 1920.2,467.801 1920.27,280.975 1920.33,294.729 1920.4,654.367 1920.46,344.935 1920.53,531.392 1920.6,594.179 1920.66,723.222 1920.73,434.81 1920.8,520.447 1920.86,516.582 1920.93,637.776 1921,843.112 1921.06,382.614 1921.13,621.032 1921.19,407.67 1921.26,248.383 1921.33,365.836 1921.39,659.404 1921.46,320.975 1921.53,537.412 1921.59,386.099 1921.66,290.638 1921.73,309.547 1921.79,421.296 1921.86,215.908 1921.92,398.108 1921.99,277.269 1922.06,453.772 1922.12,479.629 1922.19,321.171 1922.26,295.15 1922.32,491.006 1922.39,467.929 1922.46,502.972 1922.52,446.965 1922.59,258.563 1922.65,479.793 1922.72,696.273 1922.79,324.077 1922.85,488.936 1922.92,454.322 1922.99,263.093 1923.05,424.629 1923.12,376.161 1923.19,415.756 1923.25,427.169 1923.32,362.487 1923.38,342.1 1923.45,377.743 1923.52,297.776 1923.58,216.059 1923.65,482.893 1923.72,269.61 1923.78,344.202 1923.85,498.597 1923.92,702.107 1923.98,431.288 1924.05,216.97 1924.11,649.599 1924.18,387.726 1924.25,653.725 1924.31,327.475 1924.38,336.102 1924.45,290.071 1924.51,698.045 1924.58,619.335 1924.65,200.26 1924.71,279.68 1924.78,334.836 1924.85,409.02 1924.91,300.337 1924.98,276.496 1925.04,580.963 1925.11,464.277 1925.18,511.393 1925.24,502.934 1925.31,351.202 1925.38,310.907 1925.44,263.781 1925.51,631.999 1925.58,828.995 1925.64,265.802 1925.71,369.276 1925.77,731.366 1925.84,515.178 1925.91,541.481 1925.97,564.231 1926.04,565.974 1926.11,145.713 1926.17,533.901 1926.24,467.01 1926.31,444.247 1926.37,399.213 1926.44,553.955 1926.5,388.707 1926.57,450.723 1926.64,582.86 1926.7,383.517 1926.77,301.916 1926.84,567.967 1926.9,470.747 1926.97,463.462 1927.04,697.143 1927.1,532.551 1927.17,582.482 1927.23,647.368 1927.3,595.336 1927.37,651.45 1927.43,703.679 1927.5,486.911 1927.57,471.754 1927.63,296.556 1927.7,812.943 1927.77,560.919 1927.83,503.244 1927.9,669.328 1927.96,449.941 1928.03,469.339 1928.1,255.663 1928.16,469.991 1928.23,1037.22 1928.3,425.573 1928.36,543.631 1928.43,337.356 1928.5,238.101 1928.56,304.433 1928.63,358.371 1928.69,388.013 1928.76,446.048 1928.83,490.738 1928.89,471.179 1928.96,501.796 1929.03,295.497 1929.09,283.263 1929.16,486.028 1929.23,481.042 1929.29,755.847 1929.36,496.524 1929.42,404.529 1929.49,427.26 1929.56,384.614 1929.62,323.864 1929.69,593.038 1929.76,289.407 1929.82,256.611 1929.89,462.389 1929.96,144.146 1930.02,402.527 1930.09,462.411 1930.15,314.153 1930.22,541.604 1930.29,699.516 1930.35,631.023 1930.42,832.694 1930.49,260.401 1930.55,438.847 1930.62,333.389 1930.69,498.169 1930.75,609.613 1930.82,483.348 1930.89,539.435 1930.95,579.766 1931.02,364.989 1931.08,381.63 1931.15,314.509 1931.22,404.033 1931.28,511.174 1931.35,182.819 1931.42,501.217 1931.48,412.141 1931.55,557.01 1931.62,297.793 1931.68,237.942 1931.75,412.852 1931.81,420.013 1931.88,485.485 1931.95,308.305 1932.01,268.543 1932.08,515.711 1932.15,505.994 1932.21,470.365 1932.28,559.65 1932.35,267.231 1932.41,243.626 1932.48,408.39 1932.54,287.696 1932.61,520.136 1932.68,333.509 1932.74,260.755 1932.81,280.107 1932.88,451.762 1932.94,329.285 1933.01,500.581 1933.08,466.698 1933.14,469.312 1933.21,395.25 1933.27,304.066 1933.34,538.273 1933.41,445.496 1933.47,501.443 1933.54,312.691 1933.61,375.913 1933.67,299.94 1933.74,732.165 1933.81,388.288 1933.87,478.93 1933.94,552.877 1934,776.021 1934.07,360.964 1934.14,349.279 1934.2,408.635 1934.27,474.975 1934.34,431.87 1934.4,743.416 1934.47,229.843 1934.54,487.08 1934.6,457.228 1934.67,326.169 1934.73,467.305 1934.8,317.904 1934.87,611.536 1934.93,440.102 1935,464.004 1935.07,495.266 1935.13,336.577 1935.2,447.813 1935.27,410.996 1935.33,678.778 1935.4,334.658 1935.46,429.676 1935.53,702.816 1935.6,434.667 1935.66,525.534 1935.73,440.97 1935.8,427.71 1935.86,297.573 1935.93,311.97 1936,402.889 1936.06,1076.52 1936.13,415.253 1936.19,431.432 1936.26,362.57 1936.33,448.574 1936.39,324.629 1936.46,427.216 1936.53,756.565 1936.59,540.098 1936.66,524.064 1936.73,337.381 1936.79,293.104 1936.86,417.485 1936.93,462.101 1936.99,589.256 1937.06,409.043 1937.12,703.176 1937.19,567.451 1937.26,186.116 1937.32,614.756 1937.39,407.139 1937.46,362.785 1937.52,403.963 1937.59,623.548 1937.66,529.146 1937.72,408.459 1937.79,658.567 1937.85,481.824 1937.92,360.432 1937.99,296.319 1938.05,302.861 1938.12,519.659 1938.19,345.452 1938.25,371.156 1938.32,473.331 1938.39,507.996 1938.45,447.398 1938.52,415.508 1938.58,285.814 1938.65,440.909 1938.72,555.82 1938.78,478.354 1938.85,446.299 1938.92,470.395 1938.98,620.388 1939.05,522.03 1939.12,445.529 1939.18,354.389 1939.25,233.186 1939.31,519.621 1939.38,375.7 1939.45,332.31 1939.51,592.424 1939.58,614.522 1939.65,457.477 1939.71,418.375 1939.78,513.297 1939.85,437.107 1939.91,659.107 1939.98,518.522 1940.04,448.372 1940.11,393.381 1940.18,559.061 1940.24,527.333 1940.31,712.659 1940.38,432.085 1940.44,413.07 1940.51,558.235 1940.58,491.757 1940.64,541.205 1940.71,565.676 1940.77,304.716 1940.84,269.059 1940.91,507.117 1940.97,316.774 1941.04,414.002 1941.11,378.564 1941.17,444.254 1941.24,211.58 1941.31,337.819 1941.37,523.742 1941.44,440.35 1941.5,556.911 1941.57,391.609 1941.64,551.195 1941.7,414.939 1941.77,348.157 1941.84,374.513 1941.9,540.175 1941.97,577.689 1942.04,242.751 1942.1,236.208 1942.17,751.525 1942.24,378.015 1942.3,341.015 1942.37,326.944 1942.43,414.068 1942.5,521.477 1942.57,350.259 1942.63,517.57 1942.7,390.431 1942.77,347.142 1942.83,391.413 1942.9,224.535 1942.97,316.399 1943.03,423.133 1943.1,410.968 1943.16,604.395 1943.23,344.08 1943.3,432.578 1943.36,405.598 1943.43,291.505 1943.5,299.649 1943.56,414.318 1943.63,365.539 1943.7,206.942 1943.76,248.729 1943.83,286.704 1943.89,818.138 1943.96,453.106 1944.03,368.91 1944.09,467.407 1944.16,511.066 1944.23,522.34 1944.29,458.458 1944.36,366.172 1944.43,405.251 1944.49,575.76 1944.56,359.314 1944.62,576.133 1944.69,431.784 1944.76,268.905 1944.82,401.201 1944.89,315.421 1944.96,300.168 1945.02,534.589 1945.09,485.783 1945.16,545.574 1945.22,473.649 1945.29,499.414 1945.35,512.853 1945.42,545.248 1945.49,542.153 1945.55,456.019 1945.62,523.526 1945.69,449.581 1945.75,493.647 1945.82,346.629 1945.89,463.738 1945.95,301.839 1946.02,228.58 1946.08,186.178 1946.15,410.761 1946.22,549.973 1946.28,311.252 1946.35,216.335 1946.42,257.46 1946.48,296.392 1946.55,372.348 1946.62,441.601 1946.68,416.279 1946.75,318.544 1946.81,531.042 1946.88,361.438 1946.95,340.126 1947.01,344.931 1947.08,384.201 1947.15,357.13 1947.21,395.479 1947.28,439.552 1947.35,144.322 1947.41,283.914 1947.48,485.216 1947.54,393.276 1947.61,347.924 1947.68,265.077 1947.74,611.263 1947.81,620.335 1947.88,326.926 1947.94,515.302 1948.01,340.246 1948.08,541.269 1948.14,378.7 1948.21,409.944 1948.28,347.54 1948.34,389.467 1948.41,559.549 1948.47,382.161 1948.54,271.535 1948.61,475.947 1948.67,567.813 1948.74,350.828 1948.81,361.734 1948.87,529.233 1948.94,639.489 1949.01,427.943 1949.07,560.571 1949.14,374.988 1949.2,384.904 1949.27,312.945 1949.34,425.976 1949.4,289.082 1949.47,254.752 1949.54,594.122 1949.6,550.081 1949.67,433.121 1949.74,439.961 1949.8,572.191 1949.87,501.072 1949.93,335.65 1950,313.753 1950.07,478.315 1950.13,504.134 1950.2,639.213 1950.27,566.052 1950.33,684.693 1950.4,137.147 1950.47,554.117 1950.53,729.244 1950.6,301.237 1950.66,645.264 1950.73,291.044 1950.8,350.094 1950.86,533.468 1950.93,379.336 1951,476.172 1951.06,435.257 1951.13,418.568 1951.2,482.778 1951.26,476.276 1951.33,278.57 1951.39,331.027 1951.46,306.398 1951.53,582.217 1951.59,496.313 1951.66,336.228 1951.73,512.508 1951.79,586.655 1951.86,457.881 1951.93,390.179 1951.99,241.023 1952.06,392.676 1952.12,414.431 1952.19,618.986 1952.26,395.669 1952.32,352.446 1952.39,437.407 1952.46,387.254 1952.52,779.129 1952.59,477.474 1952.66,318.471 1952.72,485.921 1952.79,443.534 1952.85,349.239 1952.92,458.889 1952.99,485.858 1953.05,328.682 1953.12,527.998 1953.19,582.522 1953.25,679.133 1953.32,616.32 1953.39,333.716 1953.45,375.469 1953.52,399.692 1953.58,265.227 1953.65,296.292 1953.72,575.261 1953.78,795.331 1953.85,411.273 1953.92,456.089 1953.98,558.367 1954.05,527.852 1954.12,649.382 1954.18,658.361 1954.25,447.665 1954.32,403.297 1954.38,263.835 1954.45,390.243 1954.51,761.065 1954.58,439.08 1954.65,508.149 1954.71,625.803 1954.78,556.699 1954.85,389.955 1954.91,520.508 1954.98,643.029 1955.05,245.501 1955.11,315.222 1955.18,480.454 1955.24,386.805 1955.31,327.759 1955.38,319.017 1955.44,487.261 1955.51,580.528 1955.58,432.319 1955.64,439.159 1955.71,315.603 1955.78,410.278 1955.84,142.089 1955.91,237.56 1955.97,491.149 1956.04,345.779 1956.11,222.415 1956.17,264.2 1956.24,430.091 1956.31,643.344 1956.37,524.575 1956.44,483.147 1956.51,612.45 1956.57,452.502 1956.64,578.199 1956.7,499.789 1956.77,569.941 1956.84,707.94 1956.9,683.267 1956.97,464.559 1957.04,492.637 1957.1,740.113 1957.17,430.131 1957.24,592.118 1957.3,600.786 1957.37,544.047 1957.43,296.438 1957.5,273.427 1957.57,636.387 1957.63,720.941 1957.7,438.202 1957.77,256.692 1957.83,276.8 1957.9,480.546 1957.97,490.657 1958.03,294.336 1958.1,380.71 1958.16,532.359 1958.23,361.764 1958.3,463.026 1958.36,575.466 1958.43,407.654 1958.5,384.779 1958.56,602.27 1958.63,239.143 1958.7,311.657 1958.76,680.986 1958.83,595.756 1958.89,698.939 1958.96,376.366 1959.03,334.253 1959.09,294.803 1959.16,457.454 1959.23,355.503 1959.29,273.695 1959.36,460.264 1959.43,565.88 1959.49,533.751 1959.56,799.212 1959.62,631.256 1959.69,365.983 1959.76,306.862 1959.82,344.327 1959.89,396.548 1959.96,486.225 1960.02,894.561 1960.09,458.102 1960.16,481.892 1960.22,233.525 1960.29,303.222 1960.36,379.319 1960.42,237.133 1960.49,285.918 1960.55,517.34 1960.62,461.233 1960.69,453.855 1960.75,339.751 1960.82,403.941 1960.89,612.137 1960.95,366.661 1961.02,342.659 1961.09,371.664 1961.15,258.251 1961.22,729.908 1961.28,310.582 1961.35,473.675 1961.42,639.412 1961.48,406.448 1961.55,259.534 1961.62,474.391 1961.68,323.418 1961.75,601.419 1961.82,374.714 1961.88,314.556 1961.95,430.18 1962.01,555.732 1962.08,465.899 1962.15,515.283 1962.21,343.409 1962.28,351.23 1962.35,307.229 1962.41,309.908 1962.48,530.097 1962.55,292.983 1962.61,256.881 1962.68,568.512 1962.74,463.646 1962.81,448.76 1962.88,508.375 1962.94,575.337 1963.01,282.282 1963.08,494.469 1963.14,370.689 1963.21,534.241 1963.28,431.783 1963.34,323.356 1963.41,497.63 1963.47,416.839 1963.54,373.329 1963.61,418.227 1963.67,518.07 1963.74,465.492 1963.81,727.959 1963.87,410.347 1963.94,637.748 1964.01,370.888 1964.07,466.496 1964.14,380.066 1964.2,547.729 1964.27,748.128 1964.34,425.244 1964.4,662.825 1964.47,240.105 1964.54,393.496 1964.6,228.14 1964.67,247.477 1964.74,306.356 1964.8,234.393 1964.87,227.69 1964.93,232.728 1965,527.609 1965.07,418.316 1965.13,531.269 1965.2,559.913 1965.27,498.866 1965.33,283.376 1965.4,326.142 1965.47,496.334 1965.53,463.036 1965.6,726.19 1965.67,623.367 1965.73,292.09 1965.8,379.877 1965.86,395.711 1965.93,553.72 1966,428.166 1966.06,435.345 1966.13,465.645 1966.2,495.77 1966.26,573.674 1966.33,693.269 1966.4,275.431 1966.46,364.877 1966.53,509.389 1966.59,737.333 1966.66,509.444 1966.73,313.277 1966.79,291.226 1966.86,307.657 1966.93,299.359 1966.99,385.078 1967.06,467.936 1967.13,475.726 1967.19,471.572 1967.26,416.79 1967.32,496.319 1967.39,576.045 1967.46,516.726 1967.52,429.109 1967.59,271.764 1967.66,312.386 1967.72,313.732 1967.79,483.538 1967.86,279.723 1967.92,354.344 1967.99,541.52 1968.05,449.227 1968.12,292.529 1968.19,522.3 1968.25,446.398 1968.32,384.411 1968.39,542.561 1968.45,463.396 1968.52,479.975 1968.59,578.628 1968.65,370.522 1968.72,346.072 1968.78,396.302 1968.85,469.287 1968.92,469.583 1968.98,270.441 1969.05,375.942 1969.12,677.29 1969.18,778.515 1969.25,533.961 1969.32,597.036 1969.38,180.931 1969.45,390.51 1969.51,458.004 1969.58,414.521 1969.65,343.657 1969.71,508.543 1969.78,455.186 1969.85,567.692 1969.91,362.733 1969.98,547.389 1970.05,678.012 1970.11,375.843 1970.18,551.446 1970.24,400.667 1970.31,612.176 1970.38,313.05 1970.44,540.672 1970.51,651.308 1970.58,589.147 1970.64,337.59 1970.71,496.018 1970.78,455.071 1970.84,364.633 1970.91,491.01 1970.97,430.384 1971.04,439.96 1971.11,192.623 1971.17,710.521 1971.24,350.195 1971.31,259.545 1971.37,379.166 1971.44,402.361 1971.51,176.613 1971.57,347.695 1971.64,431.616 1971.71,259.517 1971.77,407.255 1971.84,313.366 1971.9,355.319 1971.97,299.225 1972.04,417.919 1972.1,448.74 1972.17,501.131 1972.24,363.349 1972.3,567.74 1972.37,209.404 1972.44,420.006 1972.5,297.172 1972.57,264.797 1972.63,450.52 1972.7,468.893 1972.77,307.985 1972.83,196.257 1972.9,498 1972.97,577.69 1973.03,563.974 1973.1,472.733 1973.17,398.397 1973.23,376.498 1973.3,365.883 1973.36,386.832 1973.43,566.804 1973.5,325.424 1973.56,272.86 1973.63,459.301 1973.7,481.67 1973.76,274.81 1973.83,488.212 1973.9,190.897 1973.96,443.224 1974.03,253.645 1974.09,536.474 1974.16,626.719 1974.23,476.192 1974.29,408.497 1974.36,582.934 1974.43,633.138 1974.49,307.366 1974.56,509.398 1974.63,559.762 1974.69,494.92 1974.76,308.447 1974.82,362.81 1974.89,238.321 1974.96,487.266 1975.02,294.568 1975.09,419.724 1975.16,368.759 1975.22,677.413 1975.29,191.602 1975.36,333.127 1975.42,388.97 1975.49,479.182 1975.55,826.155 1975.62,299.846 1975.69,355.679 1975.75,439.221 1975.82,516.002 1975.89,723.646 1975.95,399.005 1976.02,391.607 1976.09,381.01 1976.15,356.39 1976.22,406.768 1976.28,532.599 1976.35,503.572 1976.42,349.506 1976.48,307.052 1976.55,365.342 1976.62,433.254 1976.68,350.951 1976.75,358.973 1976.82,371.798 1976.88,418.531 1976.95,216.311 1977.01,433.982 1977.08,672.714 1977.15,595.974 1977.21,312.832 1977.28,490.071 1977.35,527.921 1977.41,346.191 1977.48,326.202 1977.55,599.117 1977.61,551.782 1977.68,609.426 1977.75,773.681 1977.81,603.613 1977.88,636.739 1977.94,595.933 1978.01,611.322 1978.08,484.135 1978.14,560.282 1978.21,165.543 1978.28,487.11 1978.34,805.489 1978.41,661.596 1978.48,480.025 1978.54,523.301 1978.61,350.782 1978.67,402.187 1978.74,381.85 1978.81,583.665 1978.87,346.632 1978.94,328.48 1979.01,410.391 1979.07,688.268 1979.14,585.57 1979.21,511.965 1979.27,460.67 1979.34,380.304 1979.4,402.079 1979.47,454.094 1979.54,588.516 1979.6,437.178 1979.67,431.264 1979.74,694.136 1979.8,434.005 1979.87,606.159 1979.94,626.628 1980,429.037 1980.07,514.091 1980.13,715.869 1980.2,349.649 1980.27,283.175 1980.33,574.217 1980.4,728.646 1980.47,454.417 1980.53,495.277 1980.6,465.416 1980.67,423.702 1980.73,405.913 1980.8,239.546 1980.86,409.177 1980.93,426.086 1981,605.733 1981.06,242.313 1981.13,253.751 1981.2,287.334 1981.26,364.351 1981.33,569.754 1981.4,390.741 1981.46,322.734 1981.53,379.325 1981.59,455.895 1981.66,463.089 1981.73,467.856 1981.79,357.41 1981.86,338.887 1981.93,519.582 1981.99,315.846 1982.06,242.343 1982.13,376.399 1982.19,270.562 1982.26,266.374 1982.32,446.976 1982.39,453.456 1982.46,574.893 1982.52,327.858 1982.59,659.009 1982.66,206.794 1982.72,356.909 1982.79,478.348 1982.86,474.817 1982.92,407.119 1982.99,538.068 1983.05,533.523 1983.12,500.956 1983.19,546.031 1983.25,319.355 1983.32,533.947 1983.39,359.484 1983.45,664.514 1983.52,473.807 1983.59,339.844 1983.65,595.621 1983.72,666.39 1983.79,364.629 1983.85,382.82 1983.92,412.837 1983.98,411.657 1984.05,623.194 1984.12,477.96 1984.18,420.326 1984.25,437.324 1984.32,536.535 1984.38,463.507 1984.45,413.139 1984.52,404.728 1984.58,370.506 1984.65,664.19 1984.71,623.452 1984.78,468.483 1984.85,476.683 1984.91,545.727 1984.98,389.734 1985.05,455.944 1985.11,200.54 1985.18,386.564 1985.25,512.635 1985.31,450.179 1985.38,380.947 1985.44,654.33 1985.51,307.839 1985.58,522.147 1985.64,553.056 1985.71,589.604 1985.78,342.651 1985.84,469.639 1985.91,652.812 1985.98,353.904 1986.04,435.73 1986.11,532.126 1986.17,420.795 1986.24,619.437 1986.31,615.881 1986.37,360.205 1986.44,464.393 1986.51,456.62 1986.57,405.811 1986.64,362.064 1986.71,650.694 1986.77,719.724 1986.84,412.087 1986.9,413.931 1986.97,484.678 1987.04,540.793 1987.1,429.132 1987.17,232.226 1987.24,232.403 1987.3,344.544 1987.37,483.72 1987.44,371.898 1987.5,335.728 1987.57,411.975 1987.63,327.354 1987.7,625.947 1987.77,341.324 1987.83,603.026 1987.9,279.65 1987.97,462.6 1988.03,309.255 1988.1,582.754 1988.17,342.254 1988.23,333.412 1988.3,409.353 1988.36,387.717 1988.43,454.352 1988.5,414.095 1988.56,595.069 1988.63,489.351 1988.7,528.342 1988.76,359.205 1988.83,426.805 1988.9,339.689 1988.96,358.978 1989.03,384.439 1989.1,322.94 1989.16,398.295 1989.23,350.478 1989.29,389.434 1989.36,528.486 1989.43,259.915 1989.49,477.998 1989.56,498.17 1989.63,563.464 1989.69,755.76 1989.76,497.683 1989.83,366.023 1989.89,325.251 1989.96,389.458 1990.02,329.705 1990.09,548.506 1990.16,537.966 1990.22,504.593 1990.29,712.186 1990.36,592.44 1990.42,463.938 1990.49,366.848 1990.56,335.771 1990.62,438.845 1990.69,374.204 1990.75,368.996 1990.82,357.101 1990.89,287.148 1990.95,359.119 1991.02,373.928 1991.09,339.064 1991.15,748.084 1991.22,436.576 1991.29,571.072 1991.35,332.302 1991.42,261.893 1991.48,543.838 1991.55,717.812 1991.62,770.845 1991.68,535.463 1991.75,305.639 1991.82,259.532 1991.88,325.653 1991.95,442.914 1992.02,435.517 1992.08,275.967 1992.15,299.29 1992.21,483.226 1992.28,522.901 1992.35,352.878 1992.41,172.938 1992.48,283.217 1992.55,376.884 1992.61,678.542 1992.68,310.099 1992.75,353.963 1992.81,356.301 1992.88,321.676 1992.94,420.899 1993.01,339.742 1993.08,394.787 1993.14,588.316 1993.21,368.743 1993.28,462.316 1993.34,391.077 1993.41,473.147 1993.48,472.529 1993.54,413.687 1993.61,467.137 1993.67,414.932 1993.74,254.557 1993.81,269.887 1993.87,390.905 1993.94,297.636 1994.01,201.731 1994.07,496.264 1994.14,264.704 1994.21,379.891 1994.27,417.404 1994.34,530.081 1994.4,503.194 1994.47,448.243 1994.54,496.855 1994.6,532.392 1994.67,353.859 1994.74,249.8 1994.8,536.595 1994.87,240.464 1994.94,285.429 1995,489.167 1995.07,492.748 1995.14,421.5 1995.2,377.54 1995.27,630.008 1995.33,386.045 1995.4,304.848 1995.47,307.46 1995.53,410.08 1995.6,442.819 1995.67,357.073 1995.73,443.943 1995.8,423.43 1995.87,570.836 1995.93,739.835 1996,402.43 1996.06,479.113 1996.13,480.87 1996.2,365.324 1996.26,382.781 1996.33,420.81 1996.4,480.489 1996.46,389.676 1996.53,451.191 1996.6,267.658 1996.66,482.72 1996.73,556.783 1996.79,529.961 1996.86,274.156 1996.93,544.217 1996.99,364.861 1997.06,460.767 1997.13,485.962 1997.19,538.641 1997.26,620.556 1997.33,548.26 1997.39,655.647 1997.46,418.073 1997.52,198.831 1997.59,519.042 1997.66,437.419 1997.72,178.374 1997.79,280.205 1997.86,355.846 1997.92,214.066 1997.99,783.869 1998.06,447.618 1998.12,484.255 1998.19,185.773 1998.25,373.853 1998.32,314.401 1998.39,467.544 1998.45,440.808 1998.52,555.833 1998.59,482.191 1998.65,228.407 1998.72,466.949 1998.79,636.357 1998.85,413.48 1998.92,482.649 1998.98,455.934 1999.05,570.011 1999.12,492.964 1999.18,223.582 1999.25,335.532 1999.32,426.619 1999.38,404.807 1999.45,502.085 1999.52,707.763 1999.58,464.584 1999.65,423.953 1999.71,274.771 1999.78,472.322 1999.85,470.657 1999.91,456.714 1999.98,644.429 2000.05,507.306 2000.11,757.359 2000.18,413.941 2000.25,327.531 2000.31,446.677 2000.38,211.503 2000.44,391.397 2000.51,828.017 2000.58,469.001 2000.64,361.896 2000.71,375.415 2000.78,591.96 2000.84,420.296 2000.91,406.663 2000.98,434.573 2001.04,267.602 2001.11,422.193 2001.18,671.873 2001.24,499.403 2001.31,321.212 2001.37,505.163 2001.44,925.573 2001.51,619.71 2001.57,223.914 2001.64,663.208 2001.71,582.73 2001.77,441.129 2001.84,438.346 2001.91,626.075 2001.97,508.754 2002.04,389.063 2002.1,330.365 2002.17,452.993 2002.24,688.782 2002.3,338.517 2002.37,531.017 2002.44,452.514 2002.5,552.787 2002.57,576.143 2002.64,388.09 2002.7,726.755 2002.77,367.598 2002.83,518.511 2002.9,448.038 2002.97,351.38 2003.03,370.129 2003.1,430.802 2003.17,401.606 2003.23,579.887 2003.3,752.405 2003.37,741.378 2003.43,578.812 2003.5,556.387 2003.56,613.08 2003.63,346.568 2003.7,427.606 2003.76,472.837 2003.83,487.814 2003.9,739.946 2003.96,437.864 2004.03,374.801 2004.1,630.488 2004.16,382.941 2004.23,719.287 2004.29,239.613 2004.36,742.46 2004.43,542.668 2004.49,545.464 2004.56,622.49 2004.63,455.861 2004.69,611.214 2004.76,464.437 2004.83,338.898 2004.89,469.005 2004.96,336.032 2005.02,407.148 2005.09,327.265 2005.16,392 2005.22,409.033 2005.29,478.083 2005.36,434.89 2005.42,344.946 2005.49,211.01 2005.56,466.85 2005.62,276.958 2005.69,450.717 2005.75,387.868 2005.82,314.042 2005.89,697.971 2005.95,502.037 2006.02,508.998 2006.09,409.932 2006.15,380.785 2006.22,538.8 2006.29,517.332 2006.35,301.94 2006.42,423.321 2006.49,544.955 2006.55,383.766 2006.62,570.83 2006.68,495.25 2006.75,802.007 2006.82,340.45 2006.88,361.001 2006.95,248.014 2007.02,269.253 2007.08,308.451 2007.15,379.149 2007.22,585.839 2007.28,481.066 2007.35,592.815 2007.41,449.206 2007.48,567.048 2007.55,473.93 2007.61,297.74 2007.68,469.472 2007.75,414.803 2007.81,342.323 2007.88,381.596 2007.95,293.767 2008.01,320.884 2008.08,443.544 2008.14,246.733 2008.21,643.009 2008.28,258.027 2008.34,198.91 2008.41,402.778 2008.48,356.2 2008.54,487.818 2008.61,245.098 2008.68,391.758 2008.74,281.718 2008.81,261.42 2008.87,339.203 2008.94,367.192 2009.01,442.968 2009.07,286.085 2009.14,461.332 2009.21,384.496 2009.27,520.209 2009.34,390.526 2009.41,290.52 2009.47,481.103 2009.54,550.357 2009.6,417.996 2009.67,658.294 2009.74,549.88 2009.8,458.831 2009.87,380.135 2009.94,365.873 2010,283.521 2010.07,420.252 2010.14,391.641 2010.2,306.3 2010.27,244.859 2010.33,406.859 2010.4,957.76 2010.47,468.375 2010.53,243.841 2010.6,478.891 2010.67,196.103 2010.73,422.291 2010.8,570.872 2010.87,446.358 2010.93,212.943 2011,417.326 2011.06,173.106 2011.13,246.735 2011.2,173.135 2011.26,786.134 2011.33,220.628 2011.4,481.455 2011.46,332.864 2011.53,493.639 2011.6,409.201 2011.66,409.394 2011.73,354.685 2011.79,308.892 2011.86,336.191 2011.93,457.775 2011.99,299.946 2012.06,488.029 2012.13,676.577 2012.19,462.79 2012.26,455.254 2012.33,379.491 2012.39,649.355 2012.46,388.658 2012.53,571.282 2012.59,308.184 2012.66,423.05 2012.72,355.017 2012.79,472.688 2012.86,482.862 2012.92,817.452 2012.99,640.507 2013.06,285.142 2013.12,480.321 2013.19,339.35 2013.26,205.327 2013.32,380.859 2013.39,523.701 2013.45,334.597 2013.52,417.853 2013.59,339.109 2013.65,292.293 2013.72,226.302 2013.79,249.435 2013.85,501.47 2013.92,555.367 2013.99,441.479 2014.05,398.326 2014.12,431 2014.18,316.077 2014.25,323.163 2014.32,364.71 2014.38,482.843 2014.45,757.393 2014.52,636.762 2014.58,369.287 2014.65,591.067 2014.72,608.512 2014.78,408.234 2014.85,592.746 2014.91,220.752 2014.98,418.911 2015.05,334.902 2015.11,338.834 2015.18,190.311 2015.25,205.04 2015.31,468.171 2015.38,485.814 2015.45,464.643 2015.51,473.842 2015.58,629.547 2015.64,447.113 2015.71,385.188 2015.78,490.529 2015.84,699.055 2015.91,360.234 2015.98,316.026 2016.04,390.164 2016.11,269.693 2016.18,282.922 2016.24,423.93 2016.31,474.163 2016.37,225.058 2016.44,380.432 2016.51,511.613 2016.57,517.529 2016.64,550.423 2016.71,360.865 2016.77,323.896 2016.84,395.27 2016.91,562.972 2016.97,427.517 2017.04,767.405 2017.1,543.964 2017.17,234.693 2017.24,397.415 2017.3,363.68 2017.37,394.114 2017.44,590.964 2017.5,433.425 2017.57,374.108 2017.64,300.781 2017.7,310.904 2017.77,567.641 2017.83,358.988 2017.9,284.426 2017.97,355.983 2018.03,248.195 2018.1,479.724 2018.17,460.982 2018.23,211.301 2018.3,307.556 2018.37,592.541 2018.43,370.036 2018.5,447.042 2018.57,338.485 2018.63,725.51 2018.7,350.975 2018.76,232.482 2018.83,242.958 2018.9,329.306 2018.96,349.57 2019.03,290.851 2019.1,419.677 2019.16,410.265 2019.23,294.566 2019.3,377.739 2019.36,447.944 2019.43,237.026 2019.49,366.992 2019.56,345.428 2019.63,360.306 2019.69,555.126 2019.76,651.899 2019.83,598.573 2019.89,512.573 2019.96,307.023 2020.03,274.97 2020.09,249.016 2020.16,455.26 2020.22,789.461 2020.29,506.392 2020.36,484.258 2020.42,527.892 2020.49,677.958 2020.56,566.225 2020.62,418.368 2020.69,231.848 2020.76,311.077 2020.82,430.095 2020.89,591.122 2020.95,623.041 2021.02,469.871 2021.09,567.383 2021.15,628.543 2021.22,772.871 2021.29,648.258 2021.35,322.972 2021.42,459.61 2021.49,289.593 2021.55,417.678 2021.62,544.903 2021.68,921.323 2021.75,445.029 2021.82,573.725 2021.88,551.212 2021.95,394.922 2022.02,551.833 2022.08,329.86 2022.15,654.491 2022.22,396.894 2022.28,445.644 2022.35,311.088 2022.41,706.674 2022.48,445.163 2022.55,704.927 2022.61,404.395 2022.68,313.388 2022.75,372.33 2022.81,468.188 2022.88,891.691 2022.95,633.032 2023.01,751.306 2023.08,468.671 2023.14,480.902 2023.21,343.29 2023.28,310.838 2023.34,612.824 2023.41,627.075 2023.48,474.488 2023.54,496.696 2023.61,506.012 2023.68,379.399 2023.74,403.924 2023.81,203.765 2023.87,363.311 2023.94,637.411 2024.01,615.177 2024.07,509.6 2024.14,326.267 2024.21,434.9 2024.27,254.788 2024.34,428.273 2024.41,239.125 2024.47,319.715 2024.54,733.982 2024.61,311.471 2024.67,360.122 2024.74,409.891 2024.8,645.035 2024.87,551.269 2024.94,466.284 2025,441.74 2025.07,385.338 2025.14,583.873 2025.2,550.042 2025.27,514.885 2025.34,726.497 2025.4,354.764 2025.47,382.968 2025.53,440.298 2025.6,495.12 2025.67,182.884 2025.73,333.162 2025.8,288.359 2025.87,570.977 2025.93,472.034 2026,466.121 2026.07,448.467 2026.13,353.524 2026.2,509.971 2026.26,361.031 2026.33,738.149 2026.4,374.534 2026.46,473.129 2026.53,354.962 2026.6,606.425 2026.66,591.528 2026.73,537.932 2026.8,348.248 2026.86,467.154 2026.93,375.38 2026.99,432.218 2027.06,393.083 2027.13,544.185 2027.19,450.985 2027.26,544.122 2027.33,419.8 2027.39,599.358 2027.46,289.295 2027.53,544.132 2027.59,389.313 2027.66,481.94 2027.72,527.211 2027.79,499.341 2027.86,400.88 2027.92,527.801 2027.99,496.603 2028.06,314.78 2028.12,820.258 2028.19,481.672 2028.26,306.369 2028.32,443.714 2028.39,423.933 2028.45,338.865 2028.52,611.395 2028.59,546.972 2028.65,581.026 2028.72,516.706 2028.79,238.736 2028.85,244.325 2028.92,228.805 2028.99,450.917 2029.05,415.753 2029.12,344.537 2029.18,372.39 2029.25,423.608 2029.32,318.359 2029.38,489.787 2029.45,592.021 2029.52,351.892 2029.58,378.908 2029.65,250.732 2029.72,378.67 2029.78,351.691 2029.85,459.801 2029.92,458.915 2029.98,478.871 2030.05,644.413 2030.11,353.285 2030.18,326.171 2030.25,357.994 2030.31,421.44 2030.38,257.977 2030.45,321.579 2030.51,522.481 2030.58,357.954 2030.65,255.793 2030.71,369.323 2030.78,348.756 2030.84,586.609 2030.91,444.937 2030.98,655.278 2031.04,499.734 2031.11,607.81 2031.18,219.989 2031.24,310.281 2031.31,477.166 2031.38,480.308 2031.44,456.171 2031.51,430.504 2031.57,384.309 2031.64,607.04 2031.71,331.965 2031.77,342.167 2031.84,430.966 2031.91,502.138 2031.97,300.669 2032.04,559.612 2032.11,417.18 2032.17,442.845 2032.24,376.637 2032.3,444.36 2032.37,405.041 2032.44,353.981 2032.5,388.515 2032.57,430.998 2032.64,547.382 2032.7,403.59 2032.77,551.576 2032.84,368.387 2032.9,417.134 2032.97,352.353 2033.03,227.395 2033.1,421.952 2033.17,415.979 2033.23,414.595 2033.3,365.195 2033.37,551.041 2033.43,488.453 2033.5,657.164 2033.57,361.154 2033.63,330.082 2033.7,263.613 2033.76,299.623 2033.83,355.711 2033.9,528.355 2033.96,308.695 2034.03,727.544 2034.1,454.363 2034.16,231.01 2034.23,486.347 2034.3,404.885 2034.36,533.025 2034.43,711.407 2034.49,570.993 2034.56,406.48 2034.63,549.757 2034.69,725.165 2034.76,576.405 2034.83,376.106 2034.89,555.95 2034.96,491.501 2035.03,622.725 2035.09,633.13 2035.16,320.452 2035.22,530.458 2035.29,337.278 2035.36,737.763 2035.42,461.983 2035.49,503.763 2035.56,373.144 2035.62,410.756 2035.69,318.259 2035.76,384.528 2035.82,524.753 2035.89,537.522 2035.96,495.096 2036.02,799.126 2036.09,617.468 2036.15,564.819 2036.22,595.317 2036.29,693.805 2036.35,294.666 2036.42,376.576 2036.49,315.047 2036.55,328.351 2036.62,356.553 2036.69,346.061 2036.75,370.244 2036.82,305.565 2036.88,526.786 2036.95,290.673 2037.02,383.41 2037.08,382.199 2037.15,423.124 2037.22,212.721 2037.28,635.641 2037.35,427.448 2037.42,346.197 2037.48,295.395 2037.55,550.171 2037.61,365.25 2037.68,694.468 2037.75,411.41 2037.81,698.472 2037.88,347.627 2037.95,560.845 2038.01,421.144 2038.08,349.383 2038.15,234.865 2038.21,250.083 2038.28,497.349 2038.34,420.803 2038.41,283.532 2038.48,395.34 2038.54,272.331 2038.61,316.566 2038.68,575.726 2038.74,540.577 2038.81,318.571 2038.88,562.216 2038.94,483.078 2039.01,726.988 2039.07,551.459 2039.14,454.2 2039.21,328.227 2039.27,395.572 2039.34,327.243 2039.41,511.867 2039.47,457.79 2039.54,171.995 2039.61,362.994 2039.67,368.095 2039.74,572.046 2039.8,425.454 2039.87,393.873 2039.94,779.023 2040,759.867 2040.07,384.438 2040.14,549.974 2040.2,285.919 2040.27,567.155 2040.34,441.837 2040.4,344.223 2040.47,441.592 2040.53,334.087 2040.6,327.256 2040.67,518.43 2040.73,498.645 2040.8,560.403 2040.87,428.9 2040.93,513.667 2041,318.391 2041.07,447.385 2041.13,653.401 2041.2,245.915 2041.26,487.362 2041.33,339.451 2041.4,524.556 2041.46,363.502 2041.53,208.801 2041.6,221.407 2041.66,460.297 2041.73,436.171 2041.8,495.588 2041.86,622.91 2041.93,465.244 2042,367.242 2042.06,446.546 2042.13,346.344 2042.19,456.104 2042.26,424.959 2042.33,447.435 2042.39,419.378 2042.46,328.809 2042.53,232.434 2042.59,402.535 2042.66,378.533 2042.73,345.84 2042.79,352.34 2042.86,450.64 2042.92,786.118 2042.99,435.313 2043.06,710.082 2043.12,558.76 2043.19,479.456 2043.26,370.331 2043.32,322.274 2043.39,693.179 2043.46,692.718 2043.52,480.262 2043.59,269.13 2043.65,464.554 2043.72,489.634 2043.79,645.459 2043.85,472.798 2043.92,396.989 2043.99,320.508 2044.05,430.987 2044.12,594.827 2044.19,352.951 2044.25,547.841 2044.32,285.173 2044.38,569.014 2044.45,535.968 2044.52,379.059 2044.58,373.277 2044.65,416.648 2044.72,366.055 2044.78,317.074 2044.85,370.344 2044.92,330.862 2044.98,384.305 2045.05,446.153 2045.11,247.588 2045.18,230.314 2045.25,227.375 2045.31,340.601 2045.38,493.013 2045.45,330.017 2045.51,421.365 2045.58,413.621 2045.65,326.898 2045.71,393.565 2045.78,668.525 2045.84,316.327 2045.91,457.984 2045.98,276.929 2046.04,276.268 2046.11,443.101 2046.18,253.519 2046.24,479.842 2046.31,479.981 2046.38,294.919 2046.44,427.751 2046.51,584.815 2046.57,331.338 2046.64,401.916 2046.71,407.058 2046.77,412.12 2046.84,428.331 2046.91,313.886 2046.97,386.971 2047.04,377.335 2047.11,538.644 2047.17,373.212 2047.24,467.564 2047.3,447.518 2047.37,492.113 2047.44,520.891 2047.5,615.108 2047.57,519.696 2047.64,400.814 2047.7,365.38 2047.77,527.796 2047.84,743.392 2047.9,609.067 2047.97,472.45 2048.04,396.989 2048.1,592.174 2048.17,356.506 2048.23,266.273 2048.3,293.848 2048.37,458.736 2048.43,342.668 2048.5,510.946 2048.57,274.536 2048.63,317.875 2048.7,515.049 2048.77,389.012 2048.83,432.355 2048.9,776 2048.96,382.071 2049.03,587.638 2049.1,422.912 2049.16,501.536 2049.23,245.71 2049.3,469.36 2049.36,438.173 2049.43,476.651 2049.5,373.075 2049.56,255.373 2049.63,417.809 2049.69,381.015 2049.76,522.368 2049.83,482.593 2049.89,312.811 2049.96,567.31 2050.03,472.977 2050.09,598.437 2050.16,194.14 2050.23,446.611 2050.29,331.199 2050.36,616.752 2050.42,435.87 2050.49,436.618 2050.56,395.809 2050.62,356.103 2050.69,453.614 2050.76,373.438 2050.82,404.623 2050.89,288.298 2050.96,721.011 2051.02,550.144 2051.09,179.133 2051.15,589.838 2051.22,403.577 2051.29,382.474 2051.35,579.149 2051.42,467.562 2051.49,468.771 2051.55,557.215 2051.62,278.196 2051.69,642.526 2051.75,380.138 2051.82,461.264 2051.88,514.014 2051.95,299.471 2052.02,518.591 2052.08,517.391 2052.15,765.488 2052.22,583.146 2052.28,545.256 2052.35,504.908 2052.42,349.761 2052.48,290.675 2052.55,511.667 2052.61,473.022 2052.68,368.21 2052.75,589.847 2052.81,289.76 2052.88,386.279 2052.95,410.539 2053.01,494.979 2053.08,435.459 2053.15,509.083 2053.21,379.594 2053.28,220.48 2053.35,577.664 2053.41,223.441 2053.48,270.591 2053.54,456.179 2053.61,387.073 2053.68,823.954 2053.74,576.349 2053.81,443.601 2053.88,281.7 2053.94,520.648 2054.01,342.55 2054.08,387.428 2054.14,379.663 2054.21,606.931 2054.27,387.003 2054.34,343.065 2054.41,772.489 2054.47,380.613 2054.54,323.843 2054.61,581.108 2054.67,483.963 2054.74,509.089 2054.81,631.626 2054.87,760.393 2054.94,467.74 2055,343.735 2055.07,435.484 2055.14,483.488 2055.2,649.353 2055.27,454.598 2055.34,618.406 2055.4,190.752 2055.47,517.873 2055.54,638.274 2055.6,446.634 2055.67,353.936 2055.73,600.568 2055.8,780.882 2055.87,509.236 2055.93,606.752 2056,375.103 2056.07,465.709 2056.13,382.292 2056.2,375.999 2056.27,545.704 2056.33,350.439 2056.4,262.054 2056.46,400.098 2056.53,572.256 2056.6,459.197 2056.66,407.158 2056.73,284.222 2056.8,508.001 2056.86,528.088 2056.93,518.701 2057,523.583 2057.06,382.079 2057.13,387.565 2057.19,585.79 2057.26,409.481 2057.33,438.424 2057.39,474.924 2057.46,580.495 2057.53,490.642 2057.59,416.299 2057.66,294.44 2057.73,384.497 2057.79,428.228 2057.86,428.665 2057.92,445.728 2057.99,296.998 2058.06,524.88 2058.12,286.386 2058.19,672.22 2058.26,356.301 2058.32,574.113 2058.39,668.837 2058.46,717.166 2058.52,572.586 2058.59,178.546 2058.65,267.697 2058.72,364.26 2058.79,462.81 2058.85,318.479 2058.92,461.452 2058.99,477.504 2059.05,328.929 2059.12,533.249 2059.19,744.819 2059.25,489.959 2059.32,469.979 2059.39,379.18 2059.45,394.264 2059.52,450.125 2059.58,519.958 2059.65,612.558 2059.72,535.613 2059.78,301.839 2059.85,355.859 2059.92,808.544 2059.98,449.64 2060.05,347.052 2060.12,620.128 2060.18,555.142 2060.25,348.868 2060.31,531.9 2060.38,503.066 2060.45,449.931 2060.51,582.261 2060.58,547.92 2060.65,544.305 2060.71,539.317 2060.78,415.546 2060.85,631.489 2060.91,305.864 2060.98,400.627 2061.04,413.1 2061.11,443.508 2061.18,622.91 2061.24,592.549 2061.31,612.837 2061.38,614.008 2061.44,522.125 2061.51,468.401 2061.58,464.052 2061.64,599.946 2061.71,443.945 2061.77,591.797 2061.84,463.516 2061.91,345.255 2061.97,572.395 2062.04,470.048 2062.11,564.59 2062.17,660.024 2062.24,619.639 2062.31,538.748 2062.37,273.822 2062.44,463.149 2062.5,578.837 2062.57,520.966 2062.64,391.87 2062.7,708.788 2062.77,405.651 2062.84,722.051 2062.9,655.79 2062.97,757.003 2063.04,482.507 2063.1,216.419 2063.17,220.577 2063.23,381.959 2063.3,506.138 2063.37,547.717 2063.43,268.35 2063.5,558.041 2063.57,714.604 2063.63,556.365 2063.7,389.023 2063.77,365.972 2063.83,365.952 2063.9,512.942 2063.96,552.88 2064.03,647.818 2064.1,316.07 2064.16,394.139 2064.23,553.186 2064.3,379.024 2064.36,441.135 2064.43,258.241 2064.5,237.432 2064.56,373.199 2064.63,468.744 2064.69,403.411 2064.76,398.7 2064.83,480.374 2064.89,288.081 2064.96,526.412 2065.03,363.228 2065.09,534.904 2065.16,570.18 2065.23,320.202 2065.29,578.385 2065.36,444.41 2065.43,288.974 2065.49,528.969 2065.56,279.508 2065.62,336.591 2065.69,410.322 2065.76,486.621 2065.82,487.351 2065.89,421.385 2065.96,671.895 2066.02,327.785 2066.09,213.878 2066.16,803.383 2066.22,376.559 2066.29,405.48 2066.35,354.489 2066.42,272.835 2066.49,518.765 2066.55,449.418 2066.62,345.188 2066.69,430.508 2066.75,467.247 2066.82,293.982 2066.89,506.503 2066.95,548.571 2067.02,491.486 2067.08,651.71 2067.15,478.777 2067.22,275.736 2067.28,338.107 2067.35,284.474 2067.42,519.44 2067.48,306.155 2067.55,361.701 2067.62,713.177 2067.68,333.154 2067.75,349.757 2067.81,583.797 2067.88,649.942 2067.95,390.969 2068.01,304.771 2068.08,628.15 2068.15,535.796 2068.21,481.016 2068.28,476.512 2068.35,412.103 2068.41,970.064 2068.48,372.83 2068.54,465.581 2068.61,480.97 2068.68,189.947 2068.74,239.214 2068.81,298.601 2068.88,426.995 2068.94,532.788 2069.01,414.059 2069.08,343.196 2069.14,447.354 2069.21,273.858 2069.27,504.103 2069.34,322.782 2069.41,905.522 2069.47,175.671 2069.54,468.975 2069.61,308.806 2069.67,381.314 2069.74,457.014 2069.81,492.325 2069.87,557.728 2069.94,312.793 2070,494.355 2070.07,269.002 2070.14,237.225 2070.2,559.829 2070.27,386.582 2070.34,384.542 2070.4,314.198 2070.47,383.692 2070.54,221.893 2070.6,169.565 2070.67,350.53 2070.73,440.674 2070.8,243.71 2070.87,284.093 2070.93,454.352 2071,480.139 2071.07,534.211 2071.13,588.879 2071.2,548.73 2071.27,372.649 2071.33,508.634 2071.4,403.103 2071.47,621.269 2071.53,716.279 2071.6,589.948 2071.66,514.935 2071.73,449.097 2071.8,271.936 2071.86,507.141 2071.93,422.549 2072,433.921 2072.06,357.478 2072.13,458.484 2072.2,599.194 2072.26,643.744 2072.33,508.982 2072.39,520.965 2072.46,568.531 2072.53,479.855 2072.59,878.642 2072.66,880.878 2072.73,554.996 2072.79,267.629 2072.86,366.279 2072.93,501.613 2072.99,616.929 2073.06,407.771 2073.12,436.59 2073.19,449.49 2073.26,416.825 2073.32,497.046 2073.39,429.152 2073.46,469.704 2073.52,530.9 2073.59,310.615 2073.66,596.293 2073.72,542.544 2073.79,412.97 2073.85,355.305 2073.92,419.991 2073.99,410.967 2074.05,238.944 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       "</svg>\n"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Configure the stratigraphic Monte Carlo model\n",
    "config = StratAgeModelConfiguration()\n",
    "# If you in doubt, you can probably leave these parameters as-is\n",
    "config.resolution = 1.0 # Same units as sample height. Smaller is slower!\n",
    "config.bounding = 0.5 # how far away do we place runaway bounds, as a fraction of total section height\n",
    "(bottom, top) = extrema(smpl.Height)\n",
    "npoints_approx = round(Int,length(bottom:config.resolution:top) * (1 + 2*config.bounding))\n",
    "config.nsteps = 30000 # Number of steps to run in distribution MCMC\n",
    "config.burnin = 20000*npoints_approx # Number to discard\n",
    "config.sieve = round(Int,npoints_approx) # Record one out of every nsieve steps\n",
    "\n",
    "# Run the stratigraphic MCMC model\n",
    "(mdl, agedist, lldist) = StratMetropolisDist(smpl, config); sleep(0.5)\n",
    "\n",
    "# Plot the log likelihood to make sure we're converged (n.b burnin isn't recorded)\n",
    "plot(lldist,xlabel=\"Step number\",ylabel=\"Log likelihood\",label=\"\",line=(0.85,:darkblue), framestyle=:box)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The most important output of this process is `agedist`, which contains the full stationary distribution of the age-depth model. We can save it to a file, but if this notebook is running remotely, you may have trouble getting it out of here (see section **Getting your data out**)!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "writedlm(smpl.Path*\"agedist.csv\", agedist, ',') # Stationary distribution of the age-depth model\n",
    "writedlm(smpl.Path*\"height.csv\", mdl.Height, ',') # Stratigraphic heights corresponding to each row of agedist\n",
    "writedlm(smpl.Path*\"lldist.csv\", lldist, ',') # Log likelihood distribution (to check for stationarity)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## Plot results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot results (mean and 95% confidence interval for both model and data)\n",
    "hdl = plot([mdl.Age_025CI; reverse(mdl.Age_975CI)],[mdl.Height; reverse(mdl.Height)], fill=(round(Int,minimum(mdl.Height)),0.5,:blue), label=\"model\")\n",
    "plot!(hdl, mdl.Age, mdl.Height, linecolor=:blue, label=\"\", fg_color_legend=:white) # Center line\n",
    "t = smpl.Age_Sidedness .== 0 # Two-sided constraints (plot in black)\n",
    "any(t) && plot!(hdl, smpl.Age[t], smpl.Height[t], xerror=(smpl.Age[t]-smpl.Age_025CI[t],smpl.Age_975CI[t]-smpl.Age[t]),label=\"data\",seriestype=:scatter,color=:black)\n",
    "t = smpl.Age_Sidedness .== 1 # Minimum ages (plot in cyan)\n",
    "any(t) && plot!(hdl, smpl.Age[t], smpl.Height[t], xerror=(smpl.Age[t]-smpl.Age_025CI[t],zeros(count(t))),label=\"\",seriestype=:scatter,color=:cyan,msc=:cyan)\n",
    "any(t) && zip(smpl.Age[t], smpl.Age[t].+nanmean(smpl.Age_sigma[t])*4, smpl.Height[t]) .|> x-> plot!([x[1],x[2]],[x[3],x[3]], arrow=true, label=\"\", color=:cyan)\n",
    "t = smpl.Age_Sidedness .== -1 # Maximum ages (plot in orange)\n",
    "any(t) && plot!(hdl, smpl.Age[t], smpl.Height[t], xerror=(zeros(count(t)),smpl.Age_975CI[t]-smpl.Age[t]),label=\"\",seriestype=:scatter,color=:orange,msc=:orange)\n",
    "any(t) && zip(smpl.Age[t], smpl.Age[t].-nanmean(smpl.Age_sigma[t])*4, smpl.Height[t]) .|> x-> plot!([x[1],x[2]],[x[3],x[3]], arrow=true, label=\"\", color=:orange)\n",
    "plot!(hdl, xlabel=\"Age ($(smpl.Age_Unit))\", ylabel=\"Height ($(smpl.Height_Unit))\", framestyle=:box)\n",
    "savefig(hdl,smpl.Path*\"AgeDepthModel.svg\")\n",
    "savefig(hdl,smpl.Path*\"AgeDepthModel.pdf\")\n",
    "display(hdl)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Interpolated age: 66.0019430345121 +0.061905317399791215/-0.05984345868296259 Ma"
     ]
    },
    {
     "data": {
      "image/png": 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     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Interpolate results at a given height\n",
    "height = 0\n",
    "\n",
    "interpolated_age = linterp1s(mdl.Height,mdl.Age,height)\n",
    "interpolated_age_min = linterp1s(mdl.Height,mdl.Age_025CI,height)\n",
    "interpolated_age_max = linterp1s(mdl.Height,mdl.Age_975CI,height)\n",
    "print(\"Interpolated age: $interpolated_age +$(interpolated_age_max-interpolated_age)/-$(interpolated_age-interpolated_age_min) Ma\")\n",
    "\n",
    "# We can also interpolate the full distribution:\n",
    "interpolated_distribution = Array{Float64}(undef,size(agedist,2))\n",
    "for i=1:size(agedist,2)\n",
    "    interpolated_distribution[i] = linterp1s(mdl.Height,agedist[:,i],height)\n",
    "end\n",
    "histogram(interpolated_distribution, xlabel=\"Age ($(smpl.Age_Unit))\", ylabel=\"N\", label=\"\", fill=(0.75,:darkblue), linecolor=:darkblue)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are other things we can plot as well, such as deposition rate:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.560548 seconds (1.75 M allocations: 285.193 MiB, 8.38% gc time, 69.44% compilation time)\n"
     ]
    },
    {
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set bin width and spacing\n",
    "binwidth = round(nanrange(mdl.Age)/10,sigdigits=1) # Can also set manually, commented out below\n",
    "# binwidth = 0.01 # Same units as smpl.Age\n",
    "binoverlap = 10\n",
    "ages = collect(minimum(mdl.Age):binwidth/binoverlap:maximum(mdl.Age))\n",
    "bincenters = ages[1+Int(binoverlap/2):end-Int(binoverlap/2)]\n",
    "spacing = binoverlap\n",
    "\n",
    "# Calculate rates for the stratigraphy of each markov chain step\n",
    "dhdt_dist = Array{Float64}(undef, length(ages)-binoverlap, config.nsteps)\n",
    "@time for i=1:config.nsteps\n",
    "    heights = linterp1(reverse(agedist[:,i]), reverse(mdl.Height), ages)\n",
    "    dhdt_dist[:,i] .= abs.(heights[1:end-spacing] .- heights[spacing+1:end]) ./ binwidth\n",
    "end\n",
    "\n",
    "# Find mean and 1-sigma (68%) CI\n",
    "dhdt = nanmean(dhdt_dist,dim=2)\n",
    "dhdt_50p = nanmedian(dhdt_dist,dim=2)\n",
    "dhdt_16p = nanpctile(dhdt_dist,15.865,dim=2) # Minus 1-sigma (15.865th percentile)\n",
    "dhdt_84p = nanpctile(dhdt_dist,84.135,dim=2) # Plus 1-sigma (84.135th percentile)\n",
    "# Other confidence intervals (10:10:50)\n",
    "dhdt_20p = nanpctile(dhdt_dist,20,dim=2)\n",
    "dhdt_80p = nanpctile(dhdt_dist,80,dim=2)\n",
    "dhdt_25p = nanpctile(dhdt_dist,25,dim=2)\n",
    "dhdt_75p = nanpctile(dhdt_dist,75,dim=2)\n",
    "dhdt_30p = nanpctile(dhdt_dist,30,dim=2)\n",
    "dhdt_70p = nanpctile(dhdt_dist,70,dim=2)\n",
    "dhdt_35p = nanpctile(dhdt_dist,35,dim=2)\n",
    "dhdt_65p = nanpctile(dhdt_dist,65,dim=2)\n",
    "dhdt_40p = nanpctile(dhdt_dist,40,dim=2)\n",
    "dhdt_60p = nanpctile(dhdt_dist,60,dim=2)\n",
    "dhdt_45p = nanpctile(dhdt_dist,45,dim=2)\n",
    "dhdt_55p = nanpctile(dhdt_dist,55,dim=2)\n",
    "\n",
    "# Plot results\n",
    "hdl = plot(bincenters,dhdt, label=\"Mean\", color=:black, linewidth=2)\n",
    "plot!(hdl,[bincenters; reverse(bincenters)],[dhdt_16p; reverse(dhdt_84p)], fill=(minimum(mdl.Height),0.2,:darkblue), linealpha=0, label=\"68% CI\")\n",
    "plot!(hdl,[bincenters; reverse(bincenters)],[dhdt_20p; reverse(dhdt_80p)], fill=(minimum(mdl.Height),0.2,:darkblue), linealpha=0, label=\"\")\n",
    "plot!(hdl,[bincenters; reverse(bincenters)],[dhdt_25p; reverse(dhdt_75p)], fill=(minimum(mdl.Height),0.2,:darkblue), linealpha=0, label=\"\")\n",
    "plot!(hdl,[bincenters; reverse(bincenters)],[dhdt_30p; reverse(dhdt_70p)], fill=(minimum(mdl.Height),0.2,:darkblue), linealpha=0, label=\"\")\n",
    "plot!(hdl,[bincenters; reverse(bincenters)],[dhdt_35p; reverse(dhdt_65p)], fill=(minimum(mdl.Height),0.2,:darkblue), linealpha=0, label=\"\")\n",
    "plot!(hdl,[bincenters; reverse(bincenters)],[dhdt_40p; reverse(dhdt_60p)], fill=(minimum(mdl.Height),0.2,:darkblue), linealpha=0, label=\"\")\n",
    "plot!(hdl,[bincenters; reverse(bincenters)],[dhdt_45p; reverse(dhdt_55p)], fill=(minimum(mdl.Height),0.2,:darkblue), linealpha=0, label=\"\")\n",
    "plot!(hdl,bincenters,dhdt_50p, label=\"Median\", color=:grey, linewidth=1)\n",
    "plot!(hdl, xlabel=\"Age ($(smpl.Age_Unit))\", ylabel=\"Depositional Rate ($(smpl.Height_Unit) / $(smpl.Age_Unit) over $binwidth $(smpl.Age_Unit))\", fg_color_legend=:white, framestyle=:box)\n",
    "savefig(hdl,smpl.Path*\"DepositionRateModelCI.svg\")\n",
    "savefig(hdl,smpl.Path*\"DepositionRateModelCI.pdf\")\n",
    "display(hdl)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## Getting your data out\n",
    "As before, we can use the unix command `ls` to see all the files we have written. Actually getting them out of here may be harder though."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AgeDepthModel.pdf\n",
      "AgeDepthModel.svg\n",
      "BootstrappedDistribution.pdf\n",
      "DepositionRateModelCI.pdf\n",
      "DepositionRateModelCI.svg\n",
      "KJ04-70.csv\n",
      "KJ04-70_distribution.pdf\n",
      "KJ04-70_rankorder.pdf\n",
      "KJ04-70_rankorder.svg\n",
      "KJ04-72.csv\n",
      "KJ04-72_distribution.pdf\n",
      "KJ04-72_rankorder.pdf\n",
      "KJ04-72_rankorder.svg\n",
      "KJ04-75.csv\n",
      "KJ04-75_distribution.pdf\n",
      "KJ04-75_rankorder.pdf\n",
      "KJ04-75_rankorder.svg\n",
      "KJ08-157.csv\n",
      "KJ08-157_distribution.pdf\n",
      "KJ08-157_rankorder.pdf\n",
      "KJ08-157_rankorder.svg\n",
      "KJ09-66.csv\n",
      "KJ09-66_distribution.pdf\n",
      "KJ09-66_rankorder.pdf\n",
      "KJ09-66_rankorder.svg\n",
      "agedist.csv\n",
      "distresults.csv\n",
      "height.csv\n",
      "lldist.csv\n",
      "results.csv\n"
     ]
    }
   ],
   "source": [
    ";ls MyData"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We could use the trick we learned before to view the SVG files in markdown cells, which you should then be able to right click and download as real vector graphics. e.g. pasting something like\n",
    "```\n",
    "<img src=\"AgeDepthModel.svg\" align=\"left\" width=\"600\"/>\n",
    "```\n",
    "in a markdown cell such as this one"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Meanwhile, for the csv files we could try something like `; cat agedist.csv`, but agedist is probably too big to print. Let's try using ffsend instead, which should give you a download link. In fact, while we're at it, we might as well archive and zip the entire directory!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Make gzipped tar archive of the the whole MyData directory\n",
    "run(`tar -zcf archive.tar.gz ./MyData`);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Download prebuilt ffsend linux binary\n",
    "isfile(\"ffsend\") || download(\"https://github.com/timvisee/ffsend/releases/download/v0.2.65/ffsend-v0.2.65-linux-x64-static\", \"ffsend\")\n",
    "\n",
    "# Make ffsend executable\n",
    "run(`chmod +x ffsend`);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/bin/bash: ./ffsend: cannot execute binary file\n"
     ]
    }
   ],
   "source": [
    "; ./ffsend upload archive.tar.gz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You could alternatively use the ffsend command in this way to transfer individual files, for instance `; ./ffsend upload MyData/agedist.csv`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Keep in mind that any changes you make to this online notebook won't persist after you close the tab (or after it times out) even if you save your changes! You have to either copy-paste or `file`>`Download as` a copy.\n",
    "***\n",
    "## Stratigraphic model including hiatuses\n",
    "We can also deal with discrete hiatuses in the stratigraphic section if we know where they are and about how long they lasted. We need some different models and methods though. In particular, in addition to the `ChronAgeData` struct, we also need a `HiatusData` struct now, and will have a new output `hiatusdist` as well. This section is commented out, but you can uncomment, edit, and run if you have hiata of know duration in your section"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generating stratigraphic age-depth model...\n",
      "Burn-in: 5840000 steps\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32mBurn-in... 100%|█████████████████████████████████████████| Time: 0:00:02\u001b[39m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting sieved stationary distribution: 8760000 steps\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32mCollecting... 100%|██████████████████████████████████████| Time: 0:00:04\u001b[39m\n"
     ]
    },
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data about hiatuses\n",
    "nHiatuses = 2 # The number of hiatuses you have data for\n",
    "hiatus = HiatusData(nHiatuses) # Struct to hold data\n",
    "hiatus.Height         = [20.0, 35.0 ]\n",
    "hiatus.Height_sigma   = [ 0.0,  0.0 ]\n",
    "hiatus.Duration       = [ 0.2,  0.43]\n",
    "hiatus.Duration_sigma = [ 0.05, 0.07]\n",
    "\n",
    "# Run the model. Note the new `hiatus` argument and `hiatusdist` result\n",
    "(mdl, agedist, hiatusdist, lldist) = StratMetropolisDist(smpl, hiatus, config); sleep(0.5)\n",
    "\n",
    "# Plot results (mean and 95% confidence interval for both model and data)\n",
    "hdl = plot([mdl.Age_025CI; reverse(mdl.Age_975CI)],[mdl.Height; reverse(mdl.Height)], fill=(minimum(mdl.Height),0.5,:blue), label=\"model\")\n",
    "plot!(hdl, mdl.Age, mdl.Height, linecolor=:blue, label=\"\", fg_color_legend=:white)\n",
    "plot!(hdl, smpl.Age, smpl.Height, xerror=(smpl.Age-smpl.Age_025CI,smpl.Age_975CI-smpl.Age),label=\"data\",seriestype=:scatter,color=:black)\n",
    "plot!(hdl, xlabel=\"Age ($(smpl.Age_Unit))\", ylabel=\"Height ($(smpl.Height_Unit))\", framestyle=:box)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "[![DOI](https://github.com/brenhinkeller/Chron.jl/raw/main/readme_figures/osf_io_TQX3F.svg?sanitize=true)](https://doi.org/10.17605/osf.io/TQX3F) "
   ]
  }
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