{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chron.jl standalone age-depth model with simple Gaussian age constraints\n",
    "\n",
    "This Jupyter notebook demonstrates an example age-depth model using [Chron.jl](https://github.com/brenhinkeller/Chron.jl). For more information, see [github.com/brenhinkeller/Chron.jl](https://github.com/brenhinkeller/Chron.jl) 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%2FChron1.0StratOnly.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",
    "Paste your data in here!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Input the number of samples we wish to model (must match below)\n",
    "nSamples = 4\n",
    "\n",
    "# Make an instance of a ChronSection object for nSamples\n",
    "smpl = ChronAgeData(nSamples)\n",
    "smpl.Name          = (\"Sample 1\", \"Sample 2\", \"Sample 3\", \"Sample 4\") # Et cetera\n",
    "smpl.Age           = [ 6991,  7088,  7230,  7540,] # Measured ages\n",
    "smpl.Age_sigma     = [   30,    70,    50,    50,] # Measured 1-σ uncertainties\n",
    "smpl.Height[:]     = [ -355,  -380,-397.0,-411.5,] # Depths below surface should be negative\n",
    "smpl.Height_sigma[:]  = fill(0.01, nSamples) # Usually assume little or no sample height uncertainty\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 do you want output files to be stored\n",
    "\n",
    "smpl.Age_Unit = \"ka\"; # Unit of measurement for ages\n",
    "smpl.Height_Unit = \"m\"; # 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",
    "***\n",
    "## Option A: Configure and run stratigraphic model, no hiatuses\n",
    "\n",
    "To run the stratigraphic MCMC model, we call the `StratMetropolis` function, which uses the Gaussian mean age and standard deviation set in `smpl.Age` and `smpl.Age_sigma`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generating stratigraphic age-depth model...\n",
      "Burn-in: 5660000 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: 16980000 steps\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32mCollecting... 100%|██████████████████████████████████████| Time: 0:00:06\u001b[39m\n"
     ]
    },
    {
     "data": {
      "image/png": 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336.45,198.151 336.516,451.892 336.583,219.991 336.649,368.995 336.716,349.242 336.782,339.883 336.848,427.194 336.915,603.933 336.981,384.885 337.047,520.402 337.114,404.829 337.18,396.425 337.247,336.073 337.313,550.028 337.379,624.048 337.446,471.42 337.512,613.69 337.578,344.87 337.645,268.55 337.711,321.239 337.778,361.936 337.844,624.211 337.91,508.42 337.977,602.591 338.043,459.014 338.109,635.539 338.176,683.232 338.242,719.718 338.309,916.851 338.375,872.53 338.441,219.759 338.508,460.251 338.574,409.901 338.64,232.485 338.707,299.604 338.773,408.197 338.84,437.114 338.906,580.798 338.972,389.232 339.039,420.053 339.105,698.267 339.171,853.8 339.238,673.627 339.304,474.743 339.371,340.744 339.437,531.613 339.503,747.405 339.57,376.254 339.636,297.662 339.702,409.354 339.769,341.087 339.835,509.831 339.902,454.4 339.968,352.668 340.034,785.906 340.101,501.663 340.167,411.386 340.233,339.064 340.3,273.486 340.366,171.319 340.432,211.225 340.499,339.19 340.565,431.151 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348.995,622.384 349.061,464.274 349.127,576.536 349.194,433.143 349.26,437.194 349.327,570.48 349.393,384.011 349.459,247.651 349.526,355.835 349.592,389.826 349.658,615.141 349.725,363.255 349.791,147.233 349.858,263.466 349.924,161.488 349.99,377.506 350.057,217.488 350.123,808.097 350.189,356.06 350.256,345.407 350.322,358.911 350.389,519.353 350.455,609.372 350.521,517.446 350.588,746.077 350.654,312.904 350.72,469.81 350.787,507.715 350.853,342.22 350.92,458.618 350.986,317.117 351.052,287.925 351.119,447.505 351.185,410.69 351.251,527.667 351.318,432.117 351.384,460.391 351.451,619.205 351.517,364.58 351.583,227.796 351.65,326.372 351.716,503.627 351.782,513.201 351.849,435.047 351.915,402.08 351.982,388.161 352.048,486.665 352.114,807.943 352.181,355.237 352.247,270.397 352.313,242.031 352.38,521.24 352.446,645.873 352.513,290.832 352.579,545.887 352.645,189.27 352.712,370.023 352.778,396.87 352.844,324.529 352.911,400.003 352.977,273.649 353.044,356.888 353.11,265.386 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399.173,372.02 399.24,559.172 399.306,737.594 399.373,594.484 399.439,549.501 399.505,267.128 399.572,435.749 399.638,308.097 399.704,480.721 399.771,420.754 399.837,423.606 399.904,568.013 399.97,278.637 400.036,171.986 400.103,227.292 400.169,391.965 400.235,409.093 400.302,290.413 400.368,382.347 400.435,328.277 400.501,343.491 400.567,449.244 400.634,892.16 400.7,843.254 400.766,336.458 400.833,390.761 400.899,353.118 400.966,441.306 401.032,483.277 401.098,723.131 401.165,231.911 401.231,244.799 401.297,344.577 401.364,563.877 401.43,221.758 401.497,268.431 401.563,321.706 401.629,289.809 401.696,361.717 401.762,406.557 401.828,407.179 401.895,85.838 401.961,514.514 402.028,293.581 402.094,343.236 402.16,499.997 402.227,216.736 402.293,266.698 402.359,613.375 402.426,407.857 402.492,408.503 402.559,279.599 402.625,227.996 402.691,360.771 402.758,551.955 402.824,419.592 402.89,381.428 402.957,393.089 403.023,449.222 403.09,377.409 403.156,366.485 403.222,329.944 403.289,350.513 403.355,404.493 403.421,196.978 403.488,305.297 403.554,539.782 403.62,661.598 403.687,466.46 403.753,419.924 403.82,678.232 403.886,233.86 403.952,369.596 404.019,250.911 404.085,411.049 404.151,143.531 404.218,344.364 404.284,301.753 404.351,361.675 404.417,356.288 404.483,601.905 404.55,670.986 404.616,500.449 404.682,523.916 404.749,370.012 404.815,372.458 404.882,465.369 404.948,432.727 405.014,411.751 405.081,530.923 405.147,341.758 405.213,168.458 405.28,227.753 405.346,491.965 405.413,478.072 405.479,351.952 405.545,448.582 405.612,350.546 405.678,233.211 405.744,383.709 405.811,290.011 405.877,379.669 405.944,354.763 406.01,362.24 406.076,307.258 406.143,466.779 406.209,298.772 406.275,278.461 406.342,187.275 406.408,342.731 406.475,415.6 406.541,433.719 406.607,345.527 406.674,315.388 406.74,396.254 406.806,438.567 406.873,172.218 406.939,457.937 407.006,153.14 407.072,172.27 407.138,572.043 407.205,309.287 407.271,544.733 407.337,449.618 407.404,233.93 407.47,206.698 407.537,285.63 407.603,333.92 407.669,324.78 407.736,271.914 407.802,356.375 407.868,631.052 407.935,426.22 408.001,241.83 408.068,609.591 408.134,522.063 408.2,427.752 408.267,578.101 408.333,481.014 408.399,506.661 408.466,505.647 408.532,761.005 408.599,550.509 408.665,516.15 408.731,730.653 408.798,700.476 408.864,741.825 408.93,631.362 408.997,305.547 409.063,271.569 409.13,100.913 409.196,348.032 409.262,252.836 409.329,443.471 409.395,221.067 409.461,296.33 409.528,289.815 409.594,305.408 409.661,282.28 409.727,260.065 409.793,158.087 409.86,636.416 409.926,624.629 409.992,614.735 410.059,388.972 410.125,661.794 410.192,412.658 410.258,451.646 410.324,172.983 410.391,306.912 410.457,333.569 410.523,247.922 410.59,363.337 410.656,374.206 410.723,374.209 410.789,532.578 410.855,321.915 410.922,319.984 410.988,275.102 411.054,264.098 411.121,372.491 411.187,372.356 411.253,562.014 411.32,653.699 411.386,293.186 411.453,419.49 411.519,538.957 411.585,199.079 411.652,301.728 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420.081,571.505 420.148,658.922 420.214,509.798 420.28,632.464 420.347,587.7 420.413,401.268 420.479,476.031 420.546,352.92 420.612,541.526 420.679,854.08 420.745,398.177 420.811,529.971 420.878,448.943 420.944,362.578 421.01,247.477 421.077,456.205 421.143,385.534 421.21,475.051 421.276,482.841 421.342,407.967 421.409,891.283 421.475,324.462 421.541,824.014 421.608,491.446 421.674,409.23 421.741,383.721 421.807,489.72 421.873,608.751 421.94,505.175 422.006,257.823 422.072,446.973 422.139,412.48 422.205,417.689 422.272,929.755 422.338,453.376 422.404,915.188 422.471,486.046 422.537,533.723 422.603,773.786 422.67,433.542 422.736,491.693 422.803,414.165 422.869,364.181 422.935,288.539 423.002,212.097 423.068,433.684 423.134,506.569 423.201,443.281 423.267,1136.79 423.334,531.096 423.4,242.503 423.466,334.382 423.533,394.16 423.599,387.928 423.665,384.412 423.732,416.628 423.798,471.344 423.865,340.836 423.931,382.026 423.997,415.743 424.064,716.531 424.13,473.475 424.196,440.365 424.263,467.486 424.329,312.601 424.396,235.449 424.462,394.008 424.528,589.84 424.595,361.821 424.661,226.926 424.727,263.113 424.794,426.137 424.86,703.519 424.927,375.589 424.993,487.114 425.059,708.538 425.126,926.08 425.192,827.849 425.258,1160.39 425.325,1007.64 425.391,1049.1 425.458,1138.84 425.524,1212.43 425.59,527.094 425.657,560.222 425.723,598.063 425.789,357.787 425.856,200.733 425.922,454.531 425.989,361.845 426.055,189.228 426.121,487.207 426.188,260.521 426.254,174.602 426.32,314.676 426.387,461.138 426.453,214.578 426.52,335.227 426.586,259.822 426.652,354.568 426.719,215.699 426.785,238.979 426.851,262.532 426.918,510.661 426.984,494.086 427.05,486.546 427.117,450.515 427.183,296.11 427.25,442.974 427.316,381.599 427.382,325.414 427.449,341.944 427.515,432.448 427.581,345.82 427.648,310.727 427.714,388.801 427.781,548.758 427.847,477.293 427.913,781.33 427.98,609.475 428.046,368.696 428.112,524.861 428.179,407.122 428.245,437.001 428.312,340.45 428.378,549.935 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537.165,624.934 537.231,655.125 537.298,540.802 537.364,511.998 537.43,571.134 537.497,505.932 537.563,544.709 537.629,420.613 537.696,354.474 537.762,473.268 537.829,481.279 537.895,432.801 537.961,355.233 538.028,446.882 538.094,260.433 538.16,299.915 538.227,199.938 538.293,380.527 538.36,156.309 538.426,373.372 538.492,292.869 538.559,296.293 538.625,461.642 538.691,305.903 538.758,518.12 538.824,420.164 538.891,325.465 538.957,457.309 539.023,340.467 539.09,356.001 539.156,299.643 539.222,419.299 539.289,407.768 539.355,310.124 539.422,624.343 539.488,301.323 539.554,184.455 539.621,499.636 539.687,336.457 539.753,731.779 539.82,504.047 539.886,262.977 539.953,429.043 540.019,488.619 540.085,358.278 540.152,602.411 540.218,508.946 540.284,354.193 540.351,379.837 540.417,508.499 540.484,580.427 540.55,281.689 540.616,699.875 540.683,405.578 540.749,489.323 540.815,385.98 540.882,412.493 540.948,360.807 541.015,575.371 541.081,533.028 541.147,767.987 541.214,648.04 541.28,662.803 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1335.84,537.389 1335.91,311.401 1335.98,477.775 1336.04,474.505 1336.11,511.057 1336.17,469.941 1336.24,443.821 1336.31,594.122 1336.37,580.116 1336.44,554.344 1336.51,363.567 1336.57,116.824 1336.64,258.666 1336.71,481.02 1336.77,497.327 1336.84,306.01 1336.9,233.585 1336.97,345.305 1337.04,637.14 1337.1,249.181 1337.17,313.867 1337.24,419.338 1337.3,268.029 1337.37,508.612 1337.44,323.686 1337.5,306.438 1337.57,320.276 1337.63,209.423 1337.7,145.117 1337.77,377.801 1337.83,505.92 1337.9,395.386 1337.97,367.45 1338.03,462.53 1338.1,451.377 1338.17,415.596 1338.23,532.008 1338.3,138.665 1338.36,372.201 1338.43,247.497 1338.5,248.264 1338.56,187.117 1338.63,452.493 1338.7,763.084 1338.76,372.461 1338.83,420.853 1338.9,302.19 1338.96,579.056 1339.03,221.888 1339.09,362.979 1339.16,224.193 1339.23,408.808 1339.29,476.001 1339.36,342.649 1339.43,691.424 1339.49,402.911 1339.56,592.774 1339.63,435.444 1339.69,655.172 1339.76,675.293 1339.83,400.349 1339.89,512.577 1339.96,300.916 1340.02,445.9 1340.09,430.603 1340.16,449.375 1340.22,698.968 1340.29,564.512 1340.36,196.183 1340.42,227.996 1340.49,422.489 1340.56,331.505 1340.62,449.713 1340.69,248.882 1340.75,363.603 1340.82,290.604 1340.89,314.946 1340.95,343.058 1341.02,1019.71 1341.09,489.226 1341.15,283.649 1341.22,441.636 1341.29,373.989 1341.35,757.495 1341.42,446.292 1341.48,722.886 1341.55,552.086 1341.62,413.189 1341.68,478.748 1341.75,265.815 1341.82,296.794 1341.88,432.313 1341.95,154.4 1342.02,236.725 1342.08,252.448 1342.15,477.306 1342.21,316.738 1342.28,357.036 1342.35,483.573 1342.41,293.418 1342.48,352.151 1342.55,487.903 1342.61,347.889 1342.68,482.612 1342.75,651.195 1342.81,406.013 1342.88,313.856 1342.94,430.63 1343.01,254.825 1343.08,549.048 1343.14,456.035 1343.21,325.878 1343.28,257.441 1343.34,360.648 1343.41,347.933 1343.48,736.546 1343.54,484.725 1343.61,373.303 1343.67,588.197 1343.74,435.202 1343.81,314.81 1343.87,394.742 1343.94,623.796 1344.01,281.31 1344.07,272.276 1344.14,455.688 1344.21,385.482 1344.27,288.107 1344.34,545.963 1344.4,531.888 1344.47,400.307 1344.54,372.739 1344.6,567.73 1344.67,319.627 1344.74,724.004 1344.8,510.268 1344.87,355.908 1344.94,618.953 1345,355.32 1345.07,477.889 1345.13,422.466 1345.2,626.471 1345.27,290.309 1345.33,680.425 1345.4,634.489 1345.47,427.292 1345.53,432.484 1345.6,245.269 1345.67,191.196 1345.73,521.095 1345.8,210.683 1345.87,227.985 1345.93,380.934 1346,347.76 1346.06,437.61 1346.13,427.759 1346.2,842.151 1346.26,377.786 1346.33,166.028 1346.4,265.909 1346.46,416.339 1346.53,423.666 1346.6,362.559 1346.66,382.109 1346.73,333.832 1346.79,333.306 1346.86,486.49 1346.93,631.922 1346.99,444.846 1347.06,138.472 1347.13,208.246 1347.19,188.219 1347.26,298.013 1347.33,358.425 1347.39,331.029 1347.46,219.659 1347.52,208.749 1347.59,301.954 1347.66,341.219 1347.72,214.481 1347.79,462.766 1347.86,309.774 1347.92,587.732 1347.99,649.899 1348.06,481.857 1348.12,726.472 1348.19,470.487 1348.25,505.06 1348.32,450.017 1348.39,424.908 1348.45,617.257 1348.52,410.609 1348.59,465.62 1348.65,518.839 1348.72,584.324 1348.79,859.347 1348.85,807.053 1348.92,618.334 1348.98,367.196 1349.05,245.41 1349.12,328.947 1349.18,318.625 1349.25,497.517 1349.32,694.214 1349.38,550.157 1349.45,725.484 1349.52,657.461 1349.58,452.053 1349.65,344.185 1349.71,566.335 1349.78,249.357 1349.85,462.157 1349.91,438.078 1349.98,257.03 1350.05,575.936 1350.11,560.871 1350.18,486.91 1350.25,501.549 1350.31,635.953 1350.38,565.508 1350.44,232.09 1350.51,316.279 1350.58,507.222 1350.64,305.258 1350.71,529.338 1350.78,430.341 1350.84,580.994 1350.91,537.616 1350.98,639.181 1351.04,578.317 1351.11,392.453 1351.17,352.97 1351.24,383.493 1351.31,373.323 1351.37,390.747 1351.44,422.143 1351.51,376.907 1351.57,531.69 1351.64,508.598 1351.71,352.036 1351.77,445.15 1351.84,402.047 1351.91,330.3 1351.97,503.108 1352.04,263.927 1352.1,253.79 1352.17,291.501 1352.24,433.973 1352.3,590.332 1352.37,486.958 1352.44,640.665 1352.5,539.375 1352.57,409.06 1352.64,280.578 1352.7,264.574 1352.77,354.619 1352.83,301.508 1352.9,341.633 1352.97,358.958 1353.03,476.753 1353.1,233.188 1353.17,243.563 1353.23,333.321 1353.3,218.958 1353.37,229.092 1353.43,407.06 1353.5,266.1 1353.56,311.999 1353.63,308.209 1353.7,371.021 1353.76,262.743 1353.83,431.648 1353.9,231.573 1353.96,302.887 1354.03,263.065 1354.1,437.462 1354.16,205.496 1354.23,371.16 1354.29,367.292 1354.36,501.56 1354.43,429.271 1354.49,397.393 1354.56,250.765 1354.63,467.465 1354.69,191.576 1354.76,289.889 1354.83,298.553 1354.89,566.959 1354.96,568.465 1355.02,261.024 1355.09,252.123 1355.16,282.699 1355.22,538.285 1355.29,420.726 1355.36,451.149 1355.42,458.981 1355.49,470.554 1355.56,500.075 1355.62,454.61 1355.69,218.551 1355.75,175.665 1355.82,350.169 1355.89,280.753 1355.95,490.819 1356.02,285.379 1356.09,393.034 1356.15,242.022 1356.22,504.949 1356.29,457.236 1356.35,512.671 1356.42,303.665 1356.48,397.25 1356.55,280.652 1356.62,350.686 1356.68,394.817 1356.75,307.773 1356.82,513.475 1356.88,385.404 1356.95,197.405 1357.02,270.28 1357.08,167.746 1357.15,578.966 1357.22,437.268 1357.28,535.077 1357.35,481.25 1357.41,329.551 1357.48,258.872 1357.55,265.178 1357.61,443.4 1357.68,182.38 1357.75,291.059 1357.81,345.679 1357.88,360.415 1357.95,276.662 1358.01,405.096 1358.08,672.683 1358.14,176.79 1358.21,597.714 1358.28,401.6 1358.34,445.732 1358.41,517.793 1358.48,630.876 1358.54,595.406 1358.61,564.628 1358.68,488.432 1358.74,386.78 1358.81,752.3 1358.87,605.098 1358.94,389.886 1359.01,541.226 1359.07,533.046 1359.14,446.52 1359.21,392.249 1359.27,235.016 1359.34,118.635 1359.41,270.06 1359.47,264.965 1359.54,403.395 1359.6,514.381 1359.67,624.413 1359.74,401.608 1359.8,123.867 1359.87,159.297 1359.94,479.86 1360,382.423 1360.07,381.766 1360.14,708.78 1360.2,242.367 1360.27,393.334 1360.33,291.923 1360.4,320.552 1360.47,424.188 1360.53,294.168 1360.6,451.262 1360.67,299.97 1360.73,405.775 1360.8,437.496 1360.87,379.937 1360.93,366.141 1361,205.043 1361.06,505.202 1361.13,348.728 1361.2,259.675 1361.26,234.111 1361.33,265.877 1361.4,524.181 1361.46,710.78 1361.53,432.523 1361.6,296.019 1361.66,426.374 1361.73,383.476 1361.79,399.099 1361.86,221.03 1361.93,297.212 1361.99,328.808 1362.06,385.214 1362.13,235.896 1362.19,365.959 1362.26,622.882 1362.33,410.442 1362.39,342.305 1362.46,592.775 1362.52,132.552 1362.59,455.362 1362.66,433.02 1362.72,214.846 1362.79,468.189 1362.86,320.784 1362.92,370.094 1362.99,255.919 1363.06,601.605 1363.12,714.43 1363.19,599.81 1363.26,467.878 1363.32,326.722 1363.39,538.017 1363.45,381.335 1363.52,411.795 1363.59,259.587 1363.65,366.153 1363.72,314.912 1363.79,432.353 1363.85,551.351 1363.92,500.518 1363.99,520.541 1364.05,441.684 1364.12,181.042 1364.18,517.871 1364.25,1057.66 1364.32,832.388 1364.38,512.623 1364.45,338.96 1364.52,189.341 1364.58,348.765 1364.65,316.562 1364.72,374.259 1364.78,404.149 1364.85,725.351 1364.91,568.377 1364.98,461.404 1365.05,362.731 1365.11,494.554 1365.18,375.13 1365.25,449.725 1365.31,506.915 1365.38,387.138 1365.45,624.528 1365.51,330.163 1365.58,359.039 1365.64,228.302 1365.71,347.107 1365.78,365.614 1365.84,350.587 1365.91,260.939 1365.98,249.171 1366.04,215.471 1366.11,287.597 1366.18,521.294 1366.24,367.934 1366.31,361.254 1366.37,244.609 1366.44,257.453 1366.51,315.361 1366.57,380.65 1366.64,325.266 1366.71,287.544 1366.77,243.263 1366.84,274.607 1366.91,280.157 1366.97,490.214 1367.04,678.027 1367.1,423.976 1367.17,502.659 1367.24,275.253 1367.3,653.673 1367.37,497.515 1367.44,369.445 1367.5,499.87 1367.57,553.104 1367.64,484.256 1367.7,558.746 1367.77,301.161 1367.83,474.978 1367.9,497.776 1367.97,265.813 1368.03,195.209 1368.1,254.361 1368.17,360.429 1368.23,333.084 1368.3,217.671 1368.37,425.513 1368.43,351.317 1368.5,188.263 1368.56,329.805 1368.63,420.687 1368.7,360.44 1368.76,352.253 1368.83,337.487 1368.9,622.44 1368.96,523.821 1369.03,604.85 1369.1,254.096 1369.16,374.146 1369.23,489.647 1369.3,369.26 1369.36,174.514 1369.43,283.583 1369.49,496.505 1369.56,357.613 1369.63,258.28 1369.69,520.686 1369.76,340.517 1369.83,560.479 1369.89,385.619 1369.96,172.763 1370.03,280.107 1370.09,543.671 1370.16,384.359 1370.22,368.635 1370.29,456.702 1370.36,333.566 1370.42,462.285 1370.49,354.467 1370.56,287.358 1370.62,529.028 1370.69,447.585 1370.76,568.54 1370.82,570.24 1370.89,664.911 1370.95,257.808 1371.02,163.701 1371.09,396.791 1371.15,352.843 1371.22,397.514 1371.29,354.115 1371.35,650.853 1371.42,541.746 1371.49,653.603 1371.55,303.196 1371.62,431.912 1371.68,497.377 1371.75,468.482 1371.82,511.168 1371.88,457.912 1371.95,347.463 1372.02,225.518 1372.08,485.8 1372.15,407.242 1372.22,498.102 1372.28,254.331 1372.35,189.23 1372.41,220.881 1372.48,292.793 1372.55,292.466 1372.61,356.089 1372.68,482.319 1372.75,423.74 1372.81,404.972 1372.88,467.431 1372.95,887.883 1373.01,379.817 1373.08,641.151 1373.14,493.408 1373.21,337.504 1373.28,438.825 1373.34,314.532 1373.41,450.619 1373.48,289.131 1373.54,577.423 1373.61,589.693 1373.68,320.526 1373.74,525.271 1373.81,447.989 1373.87,576.847 1373.94,297.226 1374.01,234.583 1374.07,608.618 1374.14,381.509 1374.21,310.269 1374.27,462.674 1374.34,370.057 1374.41,346.183 1374.47,653.282 1374.54,598.794 1374.61,386.106 1374.67,205.477 1374.74,331.448 1374.8,329.619 1374.87,318.345 1374.94,400.817 1375,242.962 1375.07,574.475 1375.14,489.809 1375.2,551.909 1375.27,235.11 1375.34,209.239 1375.4,439.366 1375.47,487.762 1375.53,346.072 1375.6,360.866 1375.67,803.903 1375.73,371.345 1375.8,278.091 1375.87,356.61 1375.93,702.137 1376,305.44 1376.07,353.433 1376.13,322.4 1376.2,262.632 1376.26,370.159 1376.33,713.763 1376.4,284.802 1376.46,259.103 1376.53,270.999 1376.6,427.641 1376.66,242.273 1376.73,320.002 1376.8,304.17 1376.86,376.38 1376.93,710.255 1376.99,393.976 1377.06,374.001 1377.13,406.397 1377.19,155.858 1377.26,258.336 1377.33,329.905 1377.39,251.963 1377.46,328.383 1377.53,394.118 1377.59,308.071 1377.66,329.452 1377.72,424.308 1377.79,233.983 1377.86,393.993 1377.92,315.458 1377.99,419.729 1378.06,389.628 1378.12,491.823 1378.19,426.989 1378.26,561.561 1378.32,412.886 1378.39,280.043 1378.45,393.805 1378.52,410.353 1378.59,594.995 1378.65,221.67 1378.72,378.72 1378.79,375.613 1378.85,274.643 1378.92,299.274 1378.99,444.559 1379.05,341.569 1379.12,315.861 1379.18,362.294 1379.25,412.581 1379.32,164.106 1379.38,276.147 1379.45,305.825 1379.52,387.846 1379.58,259.519 1379.65,354.877 1379.72,577.436 1379.78,239.944 1379.85,506.419 1379.91,273.457 1379.98,331.483 1380.05,542.76 1380.11,668.09 1380.18,251.748 1380.25,506.224 1380.31,206.647 1380.38,375.997 1380.45,432.698 1380.51,533.307 1380.58,441.129 1380.65,507.994 1380.71,444.783 1380.78,394.549 1380.84,267.44 1380.91,488.011 1380.98,307.81 1381.04,352.667 1381.11,293.156 1381.18,547.434 1381.24,305.129 1381.31,430.895 1381.38,225.582 1381.44,324.445 1381.51,267.063 1381.57,423.967 1381.64,378.504 1381.71,431.556 1381.77,391.049 1381.84,542.584 1381.91,425.391 1381.97,605.109 1382.04,452.573 1382.11,419.302 1382.17,731.06 1382.24,776.064 1382.3,722.072 1382.37,263.443 1382.44,658.482 1382.5,499.858 1382.57,582.058 1382.64,406.386 1382.7,382.433 1382.77,308.191 1382.84,254.273 1382.9,326.128 1382.97,307.868 1383.03,351.64 1383.1,307.583 1383.17,357.266 1383.23,236.817 1383.3,542.736 1383.37,632.763 1383.43,848.836 1383.5,508.168 1383.57,236.608 1383.63,222.285 1383.7,343.989 1383.76,322.318 1383.83,238.633 1383.9,516.654 1383.96,511.463 1384.03,670.268 1384.1,277.615 1384.16,486.062 1384.23,605.97 1384.3,396.911 1384.36,521.226 1384.43,467.014 1384.49,363.585 1384.56,252.32 1384.63,364.085 1384.69,385.802 1384.76,335.364 1384.83,336.361 1384.89,437.318 1384.96,495.219 1385.03,592.781 1385.09,415.17 1385.16,356.954 1385.22,536.671 1385.29,293.639 1385.36,369.065 1385.42,866.379 1385.49,525.991 1385.56,353.53 1385.62,505.292 1385.69,459.388 1385.76,651.257 1385.82,363.537 1385.89,309.296 1385.95,410.382 1386.02,686.636 1386.09,635.879 1386.15,603.489 1386.22,803.408 1386.29,186.159 1386.35,367.257 1386.42,325.282 1386.49,375.396 1386.55,240.665 1386.62,568.472 1386.69,541.436 1386.75,754.41 1386.82,765.753 1386.88,825.973 1386.95,660.466 1387.02,665.695 1387.08,632.365 1387.15,286.662 1387.22,385.814 1387.28,459.94 1387.35,405.832 1387.42,301.949 1387.48,509.461 1387.55,633.048 1387.61,386.814 1387.68,503.132 1387.75,684.815 1387.81,644.11 1387.88,355.632 1387.95,332.886 1388.01,417.382 1388.08,264.096 1388.15,245.232 1388.21,405.002 1388.28,402.742 1388.34,319.869 1388.41,329.448 1388.48,310.871 1388.54,307.737 1388.61,482.685 1388.68,234.829 1388.74,418.434 1388.81,327.008 1388.88,465.077 1388.94,422.566 1389.01,451.957 1389.07,458.934 1389.14,259.431 1389.21,368.892 1389.27,694.283 1389.34,509.73 1389.41,464.293 1389.47,286.535 1389.54,453.341 1389.61,762.009 1389.67,465.648 1389.74,515.603 1389.8,359.873 1389.87,509.125 1389.94,325.354 1390,616.054 1390.07,360.361 1390.14,354.673 1390.2,268.977 1390.27,269.454 1390.34,372.151 1390.4,365.646 1390.47,714.265 1390.53,434.815 1390.6,573.382 1390.67,345.338 1390.73,364.151 1390.8,464.491 1390.87,479.442 1390.93,347.018 1391,600.294 1391.07,502.597 1391.13,510.834 1391.2,199.045 1391.26,607.656 1391.33,500.744 1391.4,544.059 1391.46,295.158 1391.53,330.454 1391.6,450.483 1391.66,538.016 1391.73,245.675 1391.8,532.3 1391.86,258.204 1391.93,362.572 1391.99,341.391 1392.06,373.441 1392.13,322.666 1392.19,257.247 1392.26,238.231 1392.33,371.357 1392.39,382.537 1392.46,335.229 1392.53,397.069 1392.59,441.226 1392.66,524.879 1392.73,567.828 1392.79,715.782 1392.86,484.012 1392.92,591.714 1392.99,674.842 1393.06,531.114 1393.12,392.709 1393.19,665.441 1393.26,509.519 1393.32,272.193 1393.39,811.766 1393.46,338.729 1393.52,289.501 1393.59,327.257 1393.65,363.33 1393.72,301.19 1393.79,271.83 1393.85,401.622 1393.92,288.399 1393.99,599.158 1394.05,450.329 1394.12,483.033 1394.19,469.584 1394.25,419.622 1394.32,495.207 1394.38,560.818 1394.45,516.036 1394.52,166.192 1394.58,320.343 1394.65,462.733 1394.72,435.575 1394.78,308.695 1394.85,334.086 1394.92,437.654 1394.98,231.108 1395.05,342.725 1395.11,530.789 1395.18,321.834 1395.25,487.53 1395.31,614.203 1395.38,282.933 1395.45,412.16 1395.51,786.17 1395.58,344.223 1395.65,371.622 1395.71,557.108 1395.78,564.255 1395.84,226.521 1395.91,301.812 1395.98,340.14 1396.04,381.781 1396.11,239.03 1396.18,517.932 1396.24,493.275 1396.31,332.924 1396.38,218.561 1396.44,231.588 1396.51,448.868 1396.57,386.027 1396.64,429.431 1396.71,564.168 1396.77,178.556 1396.84,162.662 1396.91,399.947 1396.97,414.366 1397.04,244.7 1397.11,559.546 1397.17,303.556 1397.24,383.193 1397.3,429.185 1397.37,636.88 1397.44,890.181 1397.5,678.85 1397.57,466.665 1397.64,531.765 1397.7,824.924 1397.77,578.084 1397.84,761.052 1397.9,715.639 1397.97,764.369 1398.04,895.151 1398.1,932.825 1398.17,873.148 1398.23,541.087 1398.3,404.285 1398.37,208.757 1398.43,263.97 1398.5,195.916 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1511.6,367.04 1511.67,240.236 1511.73,341.089 1511.8,380.673 1511.87,277.999 1511.93,286.353 1512,434.134 1512.07,221.209 1512.13,327.619 1512.2,427.912 1512.26,367.599 1512.33,584.272 1512.4,552.899 1512.46,469.452 1512.53,538.156 1512.6,349.934 1512.66,393.297 1512.73,332.102 1512.8,196.067 1512.86,347.635 1512.93,400.256 1512.99,618.345 1513.06,504.609 1513.13,525.922 1513.19,275.126 1513.26,394.332 1513.33,385.025 1513.39,515.928 1513.46,725.155 1513.53,462.955 1513.59,322.942 1513.66,378.426 1513.72,828.573 1513.79,435.931 1513.86,435.455 1513.92,259.207 1513.99,224.677 1514.06,416.665 1514.12,292.071 1514.19,554.032 1514.26,310.394 1514.32,205.931 1514.39,308.763 1514.45,312.647 1514.52,379.057 1514.59,539.343 1514.65,527.424 1514.72,250.21 1514.79,461.678 1514.85,617.377 1514.92,430.88 1514.99,451.841 1515.05,376.774 1515.12,455.161 1515.19,333.698 1515.25,522.635 1515.32,411.466 1515.38,486.525 1515.45,673.339 1515.52,921.403 1515.58,532.88 1515.65,254.981 1515.72,294.545 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1524.15,366.517 1524.21,570.275 1524.28,255.73 1524.34,236.055 1524.41,357.607 1524.48,341.267 1524.54,709.828 1524.61,187.547 1524.68,331.359 1524.74,207.804 1524.81,441.942 1524.88,478.478 1524.94,489.846 1525.01,381.69 1525.07,367.978 1525.14,238.377 1525.21,508.205 1525.27,466.492 1525.34,635.074 1525.41,476.855 1525.47,657.015 1525.54,442.033 1525.61,503.795 1525.67,681.279 1525.74,640.915 1525.8,454.306 1525.87,198.186 1525.94,495.578 1526,512.022 1526.07,503.469 1526.14,538.495 1526.2,805.23 1526.27,622.601 1526.34,638.463 1526.4,648.642 1526.47,543.936 1526.53,801.56 1526.6,408.855 1526.67,565.795 1526.73,384.721 1526.8,391.829 1526.87,689.724 1526.93,350.238 1527,376.549 1527.07,296.99 1527.13,257.816 1527.2,620.236 1527.27,442.513 1527.33,534.677 1527.4,653.048 1527.46,624.28 1527.53,224.324 1527.6,499.66 1527.66,246.575 1527.73,376.073 1527.8,250.61 1527.86,366.842 1527.93,249.395 1528,216.26 1528.06,448.866 1528.13,413.118 1528.19,462.837 1528.26,372.168 1528.33,387.333 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1536.76,291.028 1536.82,266.215 1536.89,405.626 1536.96,340.88 1537.02,636.688 1537.09,663.268 1537.15,334.059 1537.22,234.214 1537.29,358.832 1537.35,475.813 1537.42,733.667 1537.49,398.715 1537.55,496.231 1537.62,357.717 1537.69,340.359 1537.75,381.733 1537.82,475.054 1537.88,525.287 1537.95,347.738 1538.02,611.006 1538.08,281.228 1538.15,559.182 1538.22,235.128 1538.28,574.794 1538.35,479.082 1538.42,595.044 1538.48,325.718 1538.55,264.631 1538.62,365.578 1538.68,507.626 1538.75,395.762 1538.81,273.378 1538.88,528.139 1538.95,428.283 1539.01,353.786 1539.08,466.743 1539.15,602.115 1539.21,267.45 1539.28,331.933 1539.35,279.86 1539.41,420.23 1539.48,376.845 1539.54,352.336 1539.61,476.262 1539.68,222.448 1539.74,660.807 1539.81,321.406 1539.88,266.026 1539.94,337.425 1540.01,599.149 1540.08,470.411 1540.14,533.163 1540.21,254.061 1540.27,334.078 1540.34,517.938 1540.41,572.501 1540.47,233.092 1540.54,350.935 1540.61,403.659 1540.67,173.748 1540.74,205.385 1540.81,307.968 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1599.55,537.969 1599.61,497.997 1599.68,231.163 1599.75,288.509 1599.81,365.407 1599.88,304.655 1599.94,255.427 1600.01,619.746 1600.08,617.991 1600.14,300.144 1600.21,402.474 1600.28,433.743 1600.34,311.748 1600.41,501.757 1600.48,441.803 1600.54,469.209 1600.61,528.406 1600.67,259.407 1600.74,234.48 1600.81,283.964 1600.87,600.736 1600.94,305.022 1601.01,369.498 1601.07,382.604 1601.14,370.556 1601.21,286.594 1601.27,388.8 1601.34,239.437 1601.4,470.408 1601.47,391.976 1601.54,279.33 1601.6,664.399 1601.67,334.601 1601.74,346.66 1601.8,458.549 1601.87,344.172 1601.94,423.072 1602,375.264 1602.07,340.804 1602.13,328.399 1602.2,370.424 1602.27,419.619 1602.33,198.972 1602.4,673.586 1602.47,246.182 1602.53,347.712 1602.6,550.453 1602.67,283.592 1602.73,376.615 1602.8,415.783 1602.87,225.091 1602.93,362.859 1603,725.19 1603.06,497.345 1603.13,281.451 1603.2,517.497 1603.26,194.266 1603.33,400.698 1603.4,288.372 1603.46,319.288 1603.53,400.183 1603.6,439.706 1603.66,651.229 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1892.26,500.566 1892.32,499.479 1892.39,210.393 1892.45,557.636 1892.52,316.682 1892.59,283.513 1892.65,285.032 1892.72,337.418 1892.79,364.014 1892.85,413.092 1892.92,297.142 1892.99,381.118 1893.05,249.628 1893.12,296.505 1893.18,612.764 1893.25,375.654 1893.32,606.961 1893.38,717.725 1893.45,574.395 1893.52,450.762 1893.58,562.976 1893.65,758.869 1893.72,699.39 1893.78,549.595 1893.85,558.38 1893.91,503.651 1893.98,184.642 1894.05,285.994 1894.11,267.442 1894.18,301.097 1894.25,376.454 1894.31,265.64 1894.38,277.437 1894.45,738.142 1894.51,442.452 1894.58,566.798 1894.64,634.495 1894.71,443.875 1894.78,204.171 1894.84,369.562 1894.91,453.7 1894.98,435.708 1895.04,447.852 1895.11,615.237 1895.18,571.956 1895.24,664.185 1895.31,748.062 1895.38,603.892 1895.44,624.84 1895.51,572.117 1895.57,681.633 1895.64,552.335 1895.71,273.202 1895.77,335.146 1895.84,548.126 1895.91,322.534 1895.97,264.564 1896.04,310.633 1896.11,457.122 1896.17,653.877 1896.24,243.182 1896.3,352.912 1896.37,650.69 1896.44,303.474 1896.5,545.403 1896.57,370.836 1896.64,186.087 1896.7,398.805 1896.77,309.768 1896.84,438.893 1896.9,351.88 1896.97,401.491 1897.03,407.856 1897.1,284.523 1897.17,463.421 1897.23,387.992 1897.3,624.451 1897.37,538.787 1897.43,538.18 1897.5,352.845 1897.57,449.025 1897.63,651.7 1897.7,393.909 1897.76,507.641 1897.83,364.751 1897.9,272.656 1897.96,256.342 1898.03,386.282 1898.1,228.832 1898.16,206.47 1898.23,222.3 1898.3,233.44 1898.36,423.566 1898.43,293.285 1898.49,208.83 1898.56,484.049 1898.63,282.759 1898.69,356.576 1898.76,451.693 1898.83,580.067 1898.89,382.566 1898.96,660.416 1899.03,520.477 1899.09,513.121 1899.16,326.649 1899.22,353.533 1899.29,571.72 1899.36,304.588 1899.42,507.96 1899.49,543.531 1899.56,291.399 1899.62,274.158 1899.69,356.956 1899.76,735.465 1899.82,247.634 1899.89,477.499 1899.95,370.745 1900.02,265.171 1900.09,360.083 1900.15,299.147 1900.22,400.457 1900.29,358.279 1900.35,310.196 1900.42,351.296 1900.49,522.913 1900.55,381.894 1900.62,479.198 1900.68,770.819 1900.75,576.347 1900.82,280.186 1900.88,652.814 1900.95,577.285 1901.02,663.072 1901.08,329.947 1901.15,275.207 1901.22,218.199 1901.28,411.733 1901.35,409.648 1901.42,502.863 1901.48,648.34 1901.55,439.048 1901.61,517.008 1901.68,268.926 1901.75,226.824 1901.81,376.059 1901.88,241.512 1901.95,321.487 1902.01,211.207 1902.08,473.797 1902.15,253.129 1902.21,395.661 1902.28,171.249 1902.34,234.809 1902.41,261.139 1902.48,352.671 1902.54,387.815 1902.61,275.181 1902.68,170.59 1902.74,465.255 1902.81,489.562 1902.88,672.655 1902.94,584.738 1903.01,453.486 1903.07,343.984 1903.14,457.851 1903.21,298.025 1903.27,445.013 1903.34,489.953 1903.41,510.127 1903.47,269.337 1903.54,288.788 1903.61,482.532 1903.67,574.255 1903.74,692.521 1903.8,478.876 1903.87,520.805 1903.94,327.426 1904,572.773 1904.07,574.565 1904.14,362.84 1904.2,293.726 1904.27,398.731 1904.34,600.196 1904.4,562.627 1904.47,595.387 1904.53,709.715 1904.6,346.58 1904.67,209.405 1904.73,281.641 1904.8,314.649 1904.87,338.4 1904.93,297.611 1905,420.186 1905.07,542.961 1905.13,596.53 1905.2,656.54 1905.26,655.62 1905.33,497.655 1905.4,258.375 1905.46,560.262 1905.53,152.875 1905.6,259.572 1905.66,240.468 1905.73,262.715 1905.8,272.781 1905.86,307.167 1905.93,457.672 1905.99,456.117 1906.06,299.875 1906.13,367.444 1906.19,448.809 1906.26,248.618 1906.33,528.372 1906.39,564.699 1906.46,173.587 1906.53,268.309 1906.59,270.811 1906.66,516.334 1906.72,396.428 1906.79,540.513 1906.86,465.868 1906.92,582.128 1906.99,802.673 1907.06,471.498 1907.12,382.739 1907.19,318.311 1907.26,506.571 1907.32,689.879 1907.39,198.878 1907.46,205.547 1907.52,315.86 1907.59,244.175 1907.65,345.632 1907.72,459.371 1907.79,617.874 1907.85,394.521 1907.92,475.892 1907.99,373.559 1908.05,259.954 1908.12,364.608 1908.19,304.008 1908.25,468.879 1908.32,401.92 1908.38,307.915 1908.45,321.153 1908.52,243.848 1908.58,291.783 1908.65,261.993 1908.72,159.331 1908.78,257.367 1908.85,612.453 1908.92,517.399 1908.98,282.267 1909.05,430.034 1909.11,232.462 1909.18,228.856 1909.25,337.519 1909.31,442.644 1909.38,201.754 1909.45,368.851 1909.51,340.323 1909.58,400.028 1909.65,453.199 1909.71,261.667 1909.78,376.171 1909.84,244.015 1909.91,351.086 1909.98,185.112 1910.04,526.189 1910.11,446.578 1910.18,624.043 1910.24,453.828 1910.31,503.717 1910.38,597.698 1910.44,374.324 1910.51,391.526 1910.57,549.367 1910.64,403.588 1910.71,480.819 1910.77,556.039 1910.84,462.861 1910.91,568.907 1910.97,284.753 1911.04,254.94 1911.11,295.832 1911.17,359.518 1911.24,465.771 1911.3,402.444 1911.37,345.55 1911.44,434.817 1911.5,216.542 1911.57,523.66 1911.64,392.499 1911.7,418.207 1911.77,570.132 1911.84,397.236 1911.9,434.382 1911.97,230.901 1912.03,266.948 1912.1,591.565 1912.17,476.873 1912.23,422.741 1912.3,492.417 1912.37,441.282 1912.43,427.662 1912.5,520.943 1912.57,498.223 1912.63,530.828 1912.7,537.221 1912.76,916.775 1912.83,580.067 1912.9,337.784 1912.96,289.268 1913.03,466.725 1913.1,514.246 1913.16,569.169 1913.23,620.13 1913.3,219.999 1913.36,331.773 1913.43,505.626 1913.5,365.48 1913.56,472.941 1913.63,601.725 1913.69,491.445 1913.76,402.262 1913.83,323.21 1913.89,370.388 1913.96,347.892 1914.03,231.499 1914.09,352.9 1914.16,207.623 1914.23,464.632 1914.29,360.417 1914.36,556.047 1914.42,534.847 1914.49,476.67 1914.56,199.214 1914.62,537.4 1914.69,283.027 1914.76,256.726 1914.82,453.125 1914.89,445.144 1914.96,191.523 1915.02,556.004 1915.09,265.144 1915.15,344.439 1915.22,364.658 1915.29,352.771 1915.35,625.077 1915.42,369.547 1915.49,562.716 1915.55,409.66 1915.62,735.277 1915.69,811.691 1915.75,469.208 1915.82,446.139 1915.88,438.311 1915.95,325.299 1916.02,1029.43 1916.08,550.946 1916.15,491.646 1916.22,301.423 1916.28,354.218 1916.35,406.048 1916.42,362.611 1916.48,569.41 1916.55,435.147 1916.61,503.855 1916.68,640.498 1916.75,349.87 1916.81,366.716 1916.88,447.664 1916.95,413.495 1917.01,291.994 1917.08,357.142 1917.15,556.638 1917.21,498.605 1917.28,840.398 1917.34,247.592 1917.41,256.586 1917.48,368.373 1917.54,668.264 1917.61,363.686 1917.68,331.706 1917.74,394.104 1917.81,501.411 1917.88,649.861 1917.94,666.436 1918.01,776.437 1918.07,579.697 1918.14,675.645 1918.21,577.886 1918.27,779.819 1918.34,1013.26 1918.41,757.009 1918.47,347.03 1918.54,334.035 1918.61,308.255 1918.67,327.386 1918.74,264.549 1918.81,267.685 1918.87,251.301 1918.94,619.097 1919,254.916 1919.07,556.012 1919.14,531.086 1919.2,327.925 1919.27,200.709 1919.34,226.736 1919.4,277.869 1919.47,421.157 1919.54,466.48 1919.6,133.948 1919.67,331.491 1919.73,562.74 1919.8,497.189 1919.87,721.197 1919.93,333.979 1920,249.481 1920.07,429.104 1920.13,473.075 1920.2,537.395 1920.27,455.17 1920.33,485.925 1920.4,262.293 1920.46,310.568 1920.53,327.899 1920.6,279.617 1920.66,558.94 1920.73,582.054 1920.8,466.202 1920.86,657.632 1920.93,461.853 1921,218.723 1921.06,582.588 1921.13,405.99 1921.19,463.215 1921.26,450.003 1921.33,238.038 1921.39,255.981 1921.46,588.775 1921.53,263.678 1921.59,217.837 1921.66,163.417 1921.73,283.944 1921.79,236.242 1921.86,301.827 1921.92,315.263 1921.99,338.964 1922.06,465.772 1922.12,304.162 1922.19,420.405 1922.26,343.105 1922.32,315.258 1922.39,206.836 1922.46,295.761 1922.52,516.882 1922.59,237.632 1922.65,557.888 1922.72,748.887 1922.79,677.681 1922.85,543.746 1922.92,603.398 1922.99,622.082 1923.05,637.51 1923.12,421.289 1923.19,402.321 1923.25,378.559 1923.32,428.197 1923.38,342.042 1923.45,243.826 1923.52,234.735 1923.58,186.843 1923.65,296.058 1923.72,348.773 1923.78,521.216 1923.85,452.919 1923.92,486.349 1923.98,462.183 1924.05,575.947 1924.11,644.456 1924.18,625.478 1924.25,877.516 1924.31,376.426 1924.38,388.402 1924.45,444.774 1924.51,365.706 1924.58,445.833 1924.65,345.17 1924.71,358.761 1924.78,335.426 1924.85,292.644 1924.91,542.82 1924.98,239.232 1925.04,404.129 1925.11,335.08 1925.18,416.107 1925.24,236.561 1925.31,346.576 1925.38,404.275 1925.44,357.615 1925.51,367.594 1925.58,237.661 1925.64,543.484 1925.71,141.947 1925.77,563.436 1925.84,480.739 1925.91,363.32 1925.97,386.912 1926.04,522.006 1926.11,345.695 1926.17,636.144 1926.24,484.543 1926.31,349.588 1926.37,325.088 1926.44,207.907 1926.5,583.67 1926.57,480.999 1926.64,490.803 1926.7,500.289 1926.77,365.3 1926.84,265.437 1926.9,483.833 1926.97,502.961 1927.04,433.209 1927.1,404.61 1927.17,254.316 1927.23,345.437 1927.3,440.837 1927.37,457.791 1927.43,399.049 1927.5,355.738 1927.57,270.913 1927.63,580.743 1927.7,469.593 1927.77,459.269 1927.83,575.259 1927.9,795.407 1927.96,505.406 1928.03,473.863 1928.1,230.042 1928.16,345.541 1928.23,511.356 1928.3,512.84 1928.36,379.63 1928.43,154.21 1928.5,269.72 1928.56,467.353 1928.63,634.286 1928.69,553.427 1928.76,635.089 1928.83,503.314 1928.89,178.474 1928.96,212.996 1929.03,709.101 1929.09,553.94 1929.16,609.957 1929.23,285.956 1929.29,468.42 1929.36,330.747 1929.42,479.727 1929.49,408.604 1929.56,590.243 1929.62,449.285 1929.69,333.539 1929.76,586.454 1929.82,298.692 1929.89,370.531 1929.96,298.334 1930.02,436.73 1930.09,527.642 1930.15,661.667 1930.22,220.061 1930.29,302.166 1930.35,224.805 1930.42,307.577 1930.49,168.252 1930.55,299.977 1930.62,354.403 1930.69,381.856 1930.75,450.898 1930.82,513.431 1930.89,276.655 1930.95,248.343 1931.02,334.861 1931.08,191.456 1931.15,193.216 1931.22,601.542 1931.28,391.442 1931.35,658.168 1931.42,539.924 1931.48,344.461 1931.55,180.66 1931.62,374.642 1931.68,472.882 1931.75,489.318 1931.81,234.074 1931.88,553.911 1931.95,404.681 1932.01,354.242 1932.08,292.685 1932.15,567.364 1932.21,582.271 1932.28,379.941 1932.35,170.412 1932.41,345.57 1932.48,312.428 1932.54,436.088 1932.61,556.765 1932.68,420.257 1932.74,409.393 1932.81,433.934 1932.88,584.342 1932.94,350.872 1933.01,408.714 1933.08,348.666 1933.14,346.373 1933.21,188.648 1933.27,323.118 1933.34,370.857 1933.41,465.609 1933.47,344.49 1933.54,390.493 1933.61,557.526 1933.67,420.15 1933.74,551.474 1933.81,376.185 1933.87,471.792 1933.94,436.712 1934,553.585 1934.07,346.761 1934.14,587.186 1934.2,186.209 1934.27,223.465 1934.34,412.366 1934.4,499.984 1934.47,236.05 1934.54,274.4 1934.6,389.235 1934.67,270.703 1934.73,379.594 1934.8,450.434 1934.87,291.291 1934.93,576.939 1935,742.638 1935.07,560.241 1935.13,702.494 1935.2,1087.08 1935.27,661.356 1935.33,374.569 1935.4,515.083 1935.46,458.986 1935.53,797.968 1935.6,511.199 1935.66,324.124 1935.73,295.223 1935.8,332.842 1935.86,719.08 1935.93,627.751 1936,213.944 1936.06,425.737 1936.13,356.283 1936.19,423.092 1936.26,442.492 1936.33,408.369 1936.39,349.252 1936.46,331.696 1936.53,154.345 1936.59,528.554 1936.66,289.827 1936.73,139.435 1936.79,351.827 1936.86,311.532 1936.93,406.008 1936.99,345.569 1937.06,434.316 1937.12,526.417 1937.19,603.182 1937.26,342.546 1937.32,554.411 1937.39,275.529 1937.46,477.412 1937.52,290.264 1937.59,334.488 1937.66,429.682 1937.72,256.777 1937.79,410.241 1937.85,446.721 1937.92,561.75 1937.99,379.21 1938.05,793.86 1938.12,364.51 1938.19,618.972 1938.25,262.252 1938.32,444.111 1938.39,297.81 1938.45,263.034 1938.52,341.24 1938.58,370.418 1938.65,701.233 1938.72,199.153 1938.78,273.158 1938.85,252.29 1938.92,372.684 1938.98,759.473 1939.05,379.662 1939.12,609.219 1939.18,242.963 1939.25,473.094 1939.31,429.453 1939.38,487.126 1939.45,548.591 1939.51,611.917 1939.58,218.173 1939.65,269.139 1939.71,227.132 1939.78,442.806 1939.85,522.958 1939.91,354.209 1939.98,222.879 1940.04,267.799 1940.11,398.028 1940.18,281.507 1940.24,457.149 1940.31,430.204 1940.38,527.706 1940.44,244.4 1940.51,248.034 1940.58,591.801 1940.64,569.818 1940.71,321.242 1940.77,238.31 1940.84,198.74 1940.91,238.883 1940.97,261.93 1941.04,488.312 1941.11,218.384 1941.17,340.681 1941.24,343.295 1941.31,612.392 1941.37,718.155 1941.44,202.715 1941.5,336.2 1941.57,237.854 1941.64,484.289 1941.7,243.531 1941.77,228.678 1941.84,481.76 1941.9,438.919 1941.97,355.381 1942.04,496.761 1942.1,606.139 1942.17,581.819 1942.24,553.875 1942.3,296.051 1942.37,366.908 1942.43,471.496 1942.5,279.857 1942.57,585.812 1942.63,383.62 1942.7,351.302 1942.77,607.428 1942.83,553.402 1942.9,331.108 1942.97,302.568 1943.03,140.223 1943.1,215.039 1943.16,257.685 1943.23,326.702 1943.3,262.88 1943.36,266.451 1943.43,338.565 1943.5,523.686 1943.56,525.802 1943.63,356.971 1943.7,422.366 1943.76,552.131 1943.83,283.569 1943.89,368.487 1943.96,370.145 1944.03,325.091 1944.09,161.386 1944.16,356.813 1944.23,316.772 1944.29,309.832 1944.36,522.828 1944.43,308.534 1944.49,428.045 1944.56,245.492 1944.62,282.462 1944.69,415.935 1944.76,433.84 1944.82,208.338 1944.89,279.324 1944.96,441.905 1945.02,424.267 1945.09,372.297 1945.16,231.124 1945.22,338.669 1945.29,499.894 1945.35,340.8 1945.42,385.219 1945.49,356.31 1945.55,301.107 1945.62,315.955 1945.69,252.467 1945.75,362.148 1945.82,447.16 1945.89,292.876 1945.95,550.464 1946.02,540.214 1946.08,285.104 1946.15,737.062 1946.22,403.309 1946.28,334.641 1946.35,513.068 1946.42,543.477 1946.48,464.204 1946.55,666.04 1946.62,330.491 1946.68,397.623 1946.75,611.078 1946.81,431.102 1946.88,233.391 1946.95,260.588 1947.01,600.79 1947.08,419.812 1947.15,362.197 1947.21,512.722 1947.28,364.259 1947.35,411.132 1947.41,438.125 1947.48,393.425 1947.54,325.533 1947.61,531.494 1947.68,409.958 1947.74,468.846 1947.81,241.251 1947.88,140.721 1947.94,248.307 1948.01,459.55 1948.08,398.988 1948.14,409.702 1948.21,473.17 1948.28,391.263 1948.34,296.247 1948.41,236.765 1948.47,327.43 1948.54,211.615 1948.61,587.537 1948.67,290.073 1948.74,246.219 1948.81,512.414 1948.87,393.953 1948.94,428.132 1949.01,383.387 1949.07,567.644 1949.14,404.315 1949.2,254.841 1949.27,207.91 1949.34,441.912 1949.4,254.26 1949.47,304.693 1949.54,293.036 1949.6,475.202 1949.67,411.512 1949.74,653.028 1949.8,370.05 1949.87,698.061 1949.93,421.868 1950,438.847 1950.07,444.011 1950.13,351.458 1950.2,254.277 1950.27,236.28 1950.33,346.849 1950.4,493.464 1950.47,242.01 1950.53,234.424 1950.6,473.587 1950.66,423.722 1950.73,539.093 1950.8,464.043 1950.86,452.711 1950.93,316.396 1951,252.355 1951.06,393.385 1951.13,264.79 1951.2,482.906 1951.26,448.502 1951.33,511.369 1951.39,316.597 1951.46,584.937 1951.53,246.18 1951.59,368.634 1951.66,466.497 1951.73,309.592 1951.79,427.879 1951.86,589.922 1951.93,238.136 1951.99,207.015 1952.06,561.709 1952.12,464.029 1952.19,582.638 1952.26,351.157 1952.32,401.521 1952.39,390.287 1952.46,220.533 1952.52,279.164 1952.59,600.563 1952.66,154.534 1952.72,469.206 1952.79,240.352 1952.85,547.063 1952.92,252.445 1952.99,331.771 1953.05,266.596 1953.12,370.732 1953.19,724.297 1953.25,430.929 1953.32,420.063 1953.39,381.099 1953.45,318.264 1953.52,284.22 1953.58,534.358 1953.65,598.076 1953.72,461.945 1953.78,598.496 1953.85,425.828 1953.92,322.632 1953.98,627.665 1954.05,525.174 1954.12,307.832 1954.18,448.74 1954.25,438.94 1954.32,399.354 1954.38,478.228 1954.45,291.74 1954.51,344.114 1954.58,492.203 1954.65,541.635 1954.71,885.769 1954.78,650.775 1954.85,715.497 1954.91,279.69 1954.98,461.241 1955.05,335.632 1955.11,507.626 1955.18,448.468 1955.24,378.421 1955.31,626.601 1955.38,292.43 1955.44,431.308 1955.51,459.146 1955.58,360.823 1955.64,511.28 1955.71,380.843 1955.78,352.903 1955.84,516.884 1955.91,466.88 1955.97,541.096 1956.04,475.015 1956.11,449.521 1956.17,354.772 1956.24,340.091 1956.31,360.521 1956.37,459.351 1956.44,341.264 1956.51,164.887 1956.57,349.366 1956.64,423.225 1956.7,421.607 1956.77,174.305 1956.84,425.397 1956.9,429.663 1956.97,375.563 1957.04,311.062 1957.1,365.466 1957.17,461.27 1957.24,583.152 1957.3,464.201 1957.37,426.133 1957.43,607.959 1957.5,615.45 1957.57,222.157 1957.63,586.179 1957.7,469.185 1957.77,421.573 1957.83,416.1 1957.9,517.341 1957.97,433.05 1958.03,441.24 1958.1,443.608 1958.16,539.966 1958.23,604.936 1958.3,595.725 1958.36,521.861 1958.43,688.593 1958.5,685.465 1958.56,312.136 1958.63,310.575 1958.7,401.741 1958.76,412.634 1958.83,184.51 1958.89,313.497 1958.96,253.795 1959.03,429.678 1959.09,440.572 1959.16,193.21 1959.23,569.851 1959.29,375.969 1959.36,226.969 1959.43,588.678 1959.49,480.685 1959.56,599.045 1959.62,324.133 1959.69,434.188 1959.76,373.151 1959.82,313.686 1959.89,382.957 1959.96,336.899 1960.02,259.796 1960.09,193.523 1960.16,449.676 1960.22,311.548 1960.29,320.336 1960.36,347.301 1960.42,458.571 1960.49,637.967 1960.55,549.997 1960.62,517.818 1960.69,320.06 1960.75,310.615 1960.82,427.034 1960.89,329.012 1960.95,441.135 1961.02,401.205 1961.09,797.528 1961.15,435.603 1961.22,518.222 1961.28,434.844 1961.35,484.026 1961.42,433.608 1961.48,358.607 1961.55,236.918 1961.62,239.426 1961.68,332.881 1961.75,441.188 1961.82,614.682 1961.88,394.439 1961.95,351.649 1962.01,354.639 1962.08,173.412 1962.15,162.534 1962.21,333.662 1962.28,271.87 1962.35,554.022 1962.41,278.969 1962.48,447.582 1962.55,154.498 1962.61,239.799 1962.68,418.497 1962.74,319.24 1962.81,326.103 1962.88,273.406 1962.94,222.247 1963.01,419.689 1963.08,486.508 1963.14,559.887 1963.21,314.075 1963.28,337.568 1963.34,451.681 1963.41,490.663 1963.47,490.802 1963.54,209.808 1963.61,226.707 1963.67,337.411 1963.74,444.15 1963.81,708.48 1963.87,585.792 1963.94,588.395 1964.01,605.387 1964.07,726.679 1964.14,1017.19 1964.2,287.338 1964.27,264.247 1964.34,242.804 1964.4,237.823 1964.47,361.896 1964.54,488.854 1964.6,336.099 1964.67,302.108 1964.74,500.059 1964.8,532.196 1964.87,391.514 1964.93,519.553 1965,251.016 1965.07,359.397 1965.13,692.557 1965.2,528.113 1965.27,438.986 1965.33,363.973 1965.4,322.672 1965.47,121.442 1965.53,400.883 1965.6,233.071 1965.67,346.879 1965.73,407.811 1965.8,411.51 1965.86,373.428 1965.93,271.275 1966,249.217 1966.06,249.188 1966.13,232.541 1966.2,571.528 1966.26,419.32 1966.33,268.498 1966.4,397.668 1966.46,464.263 1966.53,252.464 1966.59,555.908 1966.66,426.795 1966.73,197.691 1966.79,496.853 1966.86,261.955 1966.93,488.789 1966.99,768.068 1967.06,221.48 1967.13,322.337 1967.19,581.934 1967.26,263.777 1967.32,506.92 1967.39,462.214 1967.46,290.349 1967.52,203.451 1967.59,249.593 1967.66,172.195 1967.72,457.984 1967.79,422.19 1967.86,345.43 1967.92,461.951 1967.99,291.722 1968.05,490.091 1968.12,451.463 1968.19,586.575 1968.25,512.211 1968.32,352.107 1968.39,510.127 1968.45,663.949 1968.52,411.48 1968.59,673.322 1968.65,353.672 1968.72,382.561 1968.78,559.029 1968.85,188.609 1968.92,352.268 1968.98,360.191 1969.05,442.086 1969.12,638.472 1969.18,356.447 1969.25,291.677 1969.32,434.301 1969.38,336.642 1969.45,417.107 1969.51,508.442 1969.58,158.725 1969.65,595.484 1969.71,483.5 1969.78,222.198 1969.85,395.242 1969.91,277.207 1969.98,266.028 1970.05,334.271 1970.11,171.752 1970.18,301.108 1970.24,350.438 1970.31,528.325 1970.38,410.227 1970.44,327.034 1970.51,244.105 1970.58,390.62 1970.64,489.341 1970.71,614.768 1970.78,570.348 1970.84,572.007 1970.91,310.599 1970.97,368.977 1971.04,603.759 1971.11,473.961 1971.17,480.559 1971.24,794.938 1971.31,475.031 1971.37,774.92 1971.44,479.732 1971.51,402.992 1971.57,524.638 1971.64,520.76 1971.71,257.318 1971.77,308.087 1971.84,354.262 1971.9,257.78 1971.97,506.592 1972.04,501.533 1972.1,410.701 1972.17,569.429 1972.24,495.678 1972.3,349.82 1972.37,499.828 1972.44,465.812 1972.5,247.046 1972.57,360.732 1972.63,807.862 1972.7,441.77 1972.77,334.88 1972.83,394.598 1972.9,406.647 1972.97,379.096 1973.03,694.842 1973.1,496.61 1973.17,390.465 1973.23,396.566 1973.3,440.711 1973.36,228.224 1973.43,409.968 1973.5,229.536 1973.56,399.39 1973.63,431.163 1973.7,377.329 1973.76,609.655 1973.83,551.691 1973.9,417.299 1973.96,320.833 1974.03,321.644 1974.09,269.548 1974.16,508.668 1974.23,499.032 1974.29,725.807 1974.36,839.287 1974.43,684.117 1974.49,726.596 1974.56,781.98 1974.63,657.543 1974.69,737.991 1974.76,901.994 1974.82,558.296 1974.89,427.959 1974.96,706.331 1975.02,334.679 1975.09,388.509 1975.16,336.388 1975.22,376.158 1975.29,279.774 1975.36,339.482 1975.42,373.437 1975.49,804.717 1975.55,376.14 1975.62,462.302 1975.69,440.183 1975.75,254.498 1975.82,368.45 1975.89,298.309 1975.95,426.127 1976.02,612.956 1976.09,575.897 1976.15,351.374 1976.22,279.308 1976.28,294.061 1976.35,318.395 1976.42,429.51 1976.48,380.01 1976.55,380.91 1976.62,231.778 1976.68,128.179 1976.75,386.515 1976.82,475.55 1976.88,306.305 1976.95,196.147 1977.01,338.745 1977.08,281.746 1977.15,461.668 1977.21,313.865 1977.28,315.019 1977.35,432.39 1977.41,362.103 1977.48,458.79 1977.55,677.315 1977.61,284.784 1977.68,600.683 1977.75,390.839 1977.81,310.353 1977.88,387.326 1977.94,147.756 1978.01,177.17 1978.08,391.722 1978.14,456.394 1978.21,255.28 1978.28,357.185 1978.34,454.56 1978.41,290.288 1978.48,447.026 1978.54,501.622 1978.61,693.051 1978.67,460.396 1978.74,509.166 1978.81,499.711 1978.87,580.027 1978.94,585.978 1979.01,311.446 1979.07,759.941 1979.14,651.358 1979.21,830.161 1979.27,375.336 1979.34,382.513 1979.4,180.227 1979.47,501.802 1979.54,411.621 1979.6,460.341 1979.67,421.451 1979.74,310.727 1979.8,262.7 1979.87,373.221 1979.94,244.441 1980,366.893 1980.07,173.731 1980.13,468.509 1980.2,374.911 1980.27,247.913 1980.33,252.293 1980.4,258.046 1980.47,307.354 1980.53,354.895 1980.6,352.045 1980.67,453.717 1980.73,399.902 1980.8,324.557 1980.86,352.599 1980.93,217.672 1981,253.04 1981.06,244.658 1981.13,641.127 1981.2,600.739 1981.26,342.934 1981.33,266.581 1981.4,346.337 1981.46,345.423 1981.53,633.724 1981.59,459.518 1981.66,391.25 1981.73,575.813 1981.79,547.767 1981.86,345.024 1981.93,465.37 1981.99,498.566 1982.06,326.984 1982.13,274.918 1982.19,320.971 1982.26,386.196 1982.32,410.525 1982.39,403.178 1982.46,296.746 1982.52,403.762 1982.59,356.767 1982.66,507.128 1982.72,331.452 1982.79,281.621 1982.86,328.355 1982.92,385.764 1982.99,318.729 1983.05,444.454 1983.12,264.649 1983.19,418.79 1983.25,447.222 1983.32,367.628 1983.39,227.539 1983.45,413.547 1983.52,352.736 1983.59,483.682 1983.65,220.587 1983.72,315.547 1983.79,400.558 1983.85,499.191 1983.92,533.333 1983.98,639.191 1984.05,380.469 1984.12,460.597 1984.18,435.327 1984.25,491.74 1984.32,478.406 1984.38,366.966 1984.45,454.152 1984.52,591.645 1984.58,466.521 1984.65,197.298 1984.71,194.813 1984.78,485.144 1984.85,487.001 1984.91,363.982 1984.98,618.16 1985.05,447.018 1985.11,199.667 1985.18,606.313 1985.25,388.993 1985.31,874.596 1985.38,620.301 1985.44,366.931 1985.51,609.24 1985.58,393.891 1985.64,225.534 1985.71,202.774 1985.78,409.107 1985.84,381.018 1985.91,428.487 1985.98,463.878 1986.04,393.222 1986.11,428.271 1986.17,641.175 1986.24,605.302 1986.31,322.038 1986.37,296.352 1986.44,212.114 1986.51,551.522 1986.57,908.237 1986.64,528.304 1986.71,537.904 1986.77,600.528 1986.84,460.006 1986.9,249.166 1986.97,412.248 1987.04,635.211 1987.1,605.691 1987.17,496.738 1987.24,631.061 1987.3,709.807 1987.37,489.377 1987.44,333.618 1987.5,475.925 1987.57,326.197 1987.63,280.379 1987.7,380.22 1987.77,414.48 1987.83,316.056 1987.9,364.644 1987.97,396.835 1988.03,177.572 1988.1,356.798 1988.17,516.793 1988.23,777.808 1988.3,556.093 1988.36,756.204 1988.43,850.912 1988.5,491.26 1988.56,275.767 1988.63,533.872 1988.7,604.871 1988.76,449.301 1988.83,475.191 1988.9,409.878 1988.96,305.829 1989.03,456.483 1989.1,153.15 1989.16,357.702 1989.23,436.977 1989.29,364.67 1989.36,547.923 1989.43,501.218 1989.49,516.619 1989.56,574.726 1989.63,306.024 1989.69,308.837 1989.76,275.111 1989.83,256.875 1989.89,358.623 1989.96,244.535 1990.02,337.061 1990.09,286.785 1990.16,306.807 1990.22,542.799 1990.29,454.714 1990.36,286.557 1990.42,323.368 1990.49,435.288 1990.56,307.79 1990.62,495.156 1990.69,414.73 1990.75,459.981 1990.82,319.856 1990.89,386.472 1990.95,275.579 1991.02,378.865 1991.09,333.295 1991.15,304.231 1991.22,246.033 1991.29,307.419 1991.35,329.642 1991.42,287.445 1991.48,412.29 1991.55,449.382 1991.62,405.507 1991.68,346.781 1991.75,284.47 1991.82,157.825 1991.88,282.691 1991.95,369.024 1992.02,371.659 1992.08,235.159 1992.15,217.268 1992.21,351.42 1992.28,534.2 1992.35,485.179 1992.41,515.019 1992.48,505.938 1992.55,442.195 1992.61,386.542 1992.68,369.443 1992.75,446.14 1992.81,317.419 1992.88,462.204 1992.94,464.826 1993.01,222.183 1993.08,423.828 1993.14,300.083 1993.21,419.982 1993.28,565.77 1993.34,462.682 1993.41,591.275 1993.48,627.592 1993.54,516.985 1993.61,466.809 1993.67,369.259 1993.74,441.139 1993.81,664.991 1993.87,333.089 1993.94,351.464 1994.01,494.42 1994.07,291.416 1994.14,384.198 1994.21,503.369 1994.27,350.467 1994.34,504.387 1994.4,295.544 1994.47,389.587 1994.54,389.086 1994.6,257.675 1994.67,617.476 1994.74,376.547 1994.8,364.963 1994.87,688.131 1994.94,572.694 1995,817.183 1995.07,717.859 1995.14,543.495 1995.2,236.949 1995.27,259.129 1995.33,250.364 1995.4,441.673 1995.47,584.88 1995.53,251.787 1995.6,455.861 1995.67,364.17 1995.73,279.906 1995.8,386.906 1995.87,304.659 1995.93,173.021 1996,472.961 1996.06,356.647 1996.13,307.918 1996.2,430.409 1996.26,368.073 1996.33,246.302 1996.4,266.303 1996.46,349.165 1996.53,313.243 1996.6,276.431 1996.66,289.887 1996.73,396.227 1996.79,542.275 1996.86,485.816 1996.93,609.313 1996.99,519.232 1997.06,590.728 1997.13,420.18 1997.19,507.782 1997.26,199.101 1997.33,557.651 1997.39,242.216 1997.46,445.255 1997.52,337.265 1997.59,308.015 1997.66,210.052 1997.72,422.948 1997.79,540.609 1997.86,878.983 1997.92,942.779 1997.99,898.092 1998.06,191.064 1998.12,285.609 1998.19,379.682 1998.25,487.282 1998.32,676.102 1998.39,580.05 1998.45,477.493 1998.52,536.234 1998.59,793.937 1998.65,327.864 1998.72,265.55 1998.79,326.212 1998.85,658.432 1998.92,664.692 1998.98,272.238 1999.05,390.553 1999.12,440.581 1999.18,544.153 1999.25,809.406 1999.32,637.876 1999.38,389.147 1999.45,554.971 1999.52,273.499 1999.58,274.046 1999.65,531.884 1999.71,420.595 1999.78,391.435 1999.85,368.104 1999.91,270.778 1999.98,398.304 2000.05,388.608 2000.11,519.934 2000.18,193.333 2000.25,336.888 2000.31,471.624 2000.38,540.828 2000.44,544.964 2000.51,726.097 2000.58,578.265 2000.64,489.71 2000.71,547.153 2000.78,471.681 2000.84,550.503 2000.91,694.678 2000.98,298.966 2001.04,366.259 2001.11,513.461 2001.18,366.293 2001.24,386.501 2001.31,195.091 2001.37,549.43 2001.44,375.458 2001.51,418.771 2001.57,262.102 2001.64,434.21 2001.71,410.355 2001.77,412.084 2001.84,345.267 2001.91,497.075 2001.97,193.721 2002.04,424.628 2002.1,378.217 2002.17,352.313 2002.24,569.947 2002.3,458.537 2002.37,433.519 2002.44,399.163 2002.5,253.57 2002.57,295.875 2002.64,329.113 2002.7,192.426 2002.77,349.04 2002.83,355.021 2002.9,437.436 2002.97,287.097 2003.03,485.164 2003.1,666.947 2003.17,555.826 2003.23,656.063 2003.3,482.387 2003.37,441.125 2003.43,361.264 2003.5,364.051 2003.56,590.579 2003.63,534.578 2003.7,409.831 2003.76,631.86 2003.83,152.532 2003.9,553.492 2003.96,427.493 2004.03,419.061 2004.1,388.659 2004.16,344.434 2004.23,419.435 2004.29,397.231 2004.36,555.234 2004.43,493.323 2004.49,546.714 2004.56,267.824 2004.63,453.853 2004.69,245.459 2004.76,435.572 2004.83,280.239 2004.89,340.845 2004.96,360.399 2005.02,461.122 2005.09,565.429 2005.16,526.742 2005.22,512.942 2005.29,600.143 2005.36,728.164 2005.42,570.414 2005.49,907.891 2005.56,666.261 2005.62,1082.74 2005.69,315.609 2005.75,297.242 2005.82,443.518 2005.89,224.647 2005.95,474.937 2006.02,474.852 2006.09,737.845 2006.15,933.807 2006.22,942.708 2006.29,658.524 2006.35,897.609 2006.42,793.317 2006.49,789.431 2006.55,470.853 2006.62,366.554 2006.68,448.977 2006.75,470.65 2006.82,368.897 2006.88,267.685 2006.95,477.636 2007.02,249.783 2007.08,834.827 2007.15,720.399 2007.22,887.098 2007.28,549.701 2007.35,448.625 2007.41,338.446 2007.48,459.195 2007.55,584.379 2007.61,364.319 2007.68,397.322 2007.75,587.612 2007.81,603.439 2007.88,212.972 2007.95,207.579 2008.01,346.02 2008.08,226.587 2008.14,509.512 2008.21,406.354 2008.28,705.52 2008.34,311.599 2008.41,218.899 2008.48,305.119 2008.54,466.017 2008.61,452.278 2008.68,584.438 2008.74,289.742 2008.81,489.501 2008.87,428.42 2008.94,375.223 2009.01,336.682 2009.07,555.314 2009.14,593.068 2009.21,525.821 2009.27,584.078 2009.34,538.493 2009.41,704.672 2009.47,486.23 2009.54,660.037 2009.6,631.792 2009.67,482.224 2009.74,480.084 2009.8,311.984 2009.87,542.936 2009.94,541.705 2010,542.273 2010.07,360.892 2010.14,358.379 2010.2,371.87 2010.27,458.611 2010.33,436.731 2010.4,287.721 2010.47,413.756 2010.53,360.421 2010.6,286.685 2010.67,312.636 2010.73,232.049 2010.8,300.943 2010.87,338.352 2010.93,350.812 2011,478.947 2011.06,348.375 2011.13,242.2 2011.2,417.443 2011.26,421.24 2011.33,545.647 2011.4,510.507 2011.46,441.06 2011.53,320.055 2011.6,347.512 2011.66,339.353 2011.73,274.875 2011.79,280.596 2011.86,403.587 2011.93,186.855 2011.99,476.261 2012.06,524.149 2012.13,500.276 2012.19,476.374 2012.26,160.228 2012.33,569.54 2012.39,274.82 2012.46,384.194 2012.53,384.354 2012.59,387.766 2012.66,235.377 2012.72,489.966 2012.79,337.871 2012.86,245.253 2012.92,213.078 2012.99,376.697 2013.06,306.017 2013.12,166.782 2013.19,290.599 2013.26,515.013 2013.32,232.964 2013.39,263.75 2013.45,282.83 2013.52,362.858 2013.59,486.503 2013.65,388.877 2013.72,307.774 2013.79,418.971 2013.85,371.854 2013.92,462.603 2013.99,415.569 2014.05,487.7 2014.12,449.664 2014.18,311.889 2014.25,309.506 2014.32,287.103 2014.38,261.36 2014.45,682.435 2014.52,434.35 2014.58,422.261 2014.65,401.469 2014.72,403.342 2014.78,574.176 2014.85,387.468 2014.91,445.062 2014.98,280.803 2015.05,412.969 2015.11,396.052 2015.18,207.158 2015.25,138.24 2015.31,313.023 2015.38,671.97 2015.45,499.446 2015.51,864.13 2015.58,490.503 2015.64,679.818 2015.71,579.917 2015.78,530.353 2015.84,764.747 2015.91,396.045 2015.98,529.498 2016.04,372.223 2016.11,407.548 2016.18,344.667 2016.24,495.247 2016.31,353.595 2016.37,264.234 2016.44,300.116 2016.51,498.328 2016.57,495.847 2016.64,529.913 2016.71,434.915 2016.77,440.223 2016.84,419.591 2016.91,495.778 2016.97,777.853 2017.04,393.035 2017.1,348.279 2017.17,393.206 2017.24,462.987 2017.3,191.258 2017.37,395.527 2017.44,344.934 2017.5,400.178 2017.57,516.364 2017.64,451.82 2017.7,498.778 2017.77,518.101 2017.83,353.003 2017.9,396.831 2017.97,408.857 2018.03,427.455 2018.1,421.233 2018.17,208.361 2018.23,385.857 2018.3,436.229 2018.37,384.663 2018.43,333.695 2018.5,379.255 2018.57,558.636 2018.63,572.517 2018.7,501.531 2018.76,264.142 2018.83,311.195 2018.9,390.908 2018.96,346.421 2019.03,222.513 2019.1,376.339 2019.16,479.244 2019.23,745.907 2019.3,404.437 2019.36,668.736 2019.43,221.915 2019.49,301.984 2019.56,200.431 2019.63,390.999 2019.69,333.567 2019.76,240.086 2019.83,120.212 2019.89,297.778 2019.96,338.952 2020.03,310.302 2020.09,370.037 2020.16,173.875 2020.22,586.662 2020.29,368.962 2020.36,486.164 2020.42,217.327 2020.49,308.561 2020.56,593.218 2020.62,400.057 2020.69,336.513 2020.76,477.335 2020.82,228.503 2020.89,335.762 2020.95,265.166 2021.02,201.993 2021.09,291.952 2021.15,555.143 2021.22,428.931 2021.29,500.784 2021.35,283.933 2021.42,353.082 2021.49,286.819 2021.55,339.674 2021.62,264.482 2021.68,384.035 2021.75,304.633 2021.82,448.317 2021.88,351.983 2021.95,431.043 2022.02,328.912 2022.08,350.048 2022.15,235.624 2022.22,305.386 2022.28,459.754 2022.35,643.513 2022.41,498.844 2022.48,339.576 2022.55,336.988 2022.61,510.68 2022.68,518.766 2022.75,428.949 2022.81,509.115 2022.88,475.07 2022.95,440.228 2023.01,387.787 2023.08,211.805 2023.14,285.696 2023.21,453.207 2023.28,544.374 2023.34,343.39 2023.41,307.991 2023.48,329.377 2023.54,485.703 2023.61,595.653 2023.68,664.336 2023.74,372.013 2023.81,367.818 2023.87,375.801 2023.94,428.863 2024.01,418.774 2024.07,346.752 2024.14,539.699 2024.21,368.324 2024.27,467.875 2024.34,278.924 2024.41,426.923 2024.47,325.276 2024.54,359.057 2024.61,547.931 2024.67,239.777 2024.74,359.296 2024.8,364.165 2024.87,213.945 2024.94,267.994 2025,173.824 2025.07,253.476 2025.14,524.859 2025.2,274.579 2025.27,428.955 2025.34,478.998 2025.4,417.19 2025.47,638.626 2025.53,499.12 2025.6,574.334 2025.67,580.36 2025.73,509.457 2025.8,340.47 2025.87,378.581 2025.93,201.759 2026,488.482 2026.07,232.031 2026.13,243.338 2026.2,355.135 2026.26,677.677 2026.33,630.75 2026.4,338.626 2026.46,331.087 2026.53,378.407 2026.6,430.255 2026.66,408.093 2026.73,797.616 2026.8,546.714 2026.86,471.796 2026.93,796.278 2026.99,414.021 2027.06,222.926 2027.13,243.719 2027.19,279.179 2027.26,286.185 2027.33,372.586 2027.39,574.043 2027.46,304.757 2027.53,368.176 2027.59,478.478 2027.66,389.82 2027.72,505.156 2027.79,660.822 2027.86,753.877 2027.92,678.525 2027.99,319.834 2028.06,134.143 2028.12,417.507 2028.19,450.523 2028.26,277.492 2028.32,174.666 2028.39,228.414 2028.45,305.81 2028.52,301.291 2028.59,354.367 2028.65,300.199 2028.72,362.569 2028.79,482.865 2028.85,364.186 2028.92,266.946 2028.99,300.957 2029.05,404.989 2029.12,217.154 2029.18,508.546 2029.25,645.317 2029.32,525.173 2029.38,325.167 2029.45,483.937 2029.52,342.037 2029.58,609.476 2029.65,562.066 2029.72,677.25 2029.78,669.968 2029.85,941.058 2029.92,659.88 2029.98,405.005 2030.05,288.279 2030.11,495.055 2030.18,749.272 2030.25,488.747 2030.31,434.296 2030.38,203.967 2030.45,611.527 2030.51,718.53 2030.58,700.587 2030.65,399.451 2030.71,475.262 2030.78,295.899 2030.84,230.685 2030.91,441.508 2030.98,411.299 2031.04,225.958 2031.11,336.173 2031.18,436.892 2031.24,480.679 2031.31,212.964 2031.38,133.052 2031.44,518.93 2031.51,318.241 2031.57,256.663 2031.64,534.528 2031.71,509.898 2031.77,759.954 2031.84,216.443 2031.91,437.379 2031.97,756.915 2032.04,456.724 2032.11,288.576 2032.17,347.404 2032.24,418.586 2032.3,410.122 2032.37,504.387 2032.44,437.045 2032.5,207.281 2032.57,442.274 2032.64,317.869 2032.7,405.173 2032.77,336.47 2032.84,316.809 2032.9,359.609 2032.97,252.23 2033.03,274.776 2033.1,649.421 2033.17,565.624 2033.23,494.09 2033.3,578.439 2033.37,746.19 2033.43,607.561 2033.5,813.208 2033.57,361.108 2033.63,358.955 2033.7,404.857 2033.76,340.814 2033.83,371.235 2033.9,761.385 2033.96,576.651 2034.03,737.369 2034.1,666.62 2034.16,598.565 2034.23,205.058 2034.3,623.246 2034.36,161.675 2034.43,413.775 2034.49,312.023 2034.56,324.082 2034.63,215.025 2034.69,287.594 2034.76,345.039 2034.83,527.951 2034.89,387.659 2034.96,553.559 2035.03,314.42 2035.09,609.19 2035.16,520.786 2035.22,558.507 2035.29,364.648 2035.36,212.129 2035.42,291.968 2035.49,277.659 2035.56,256.593 2035.62,378.322 2035.69,330.576 2035.76,435.725 2035.82,419.398 2035.89,565.664 2035.96,503.344 2036.02,488.396 2036.09,294.602 2036.15,367.418 2036.22,417.763 2036.29,426.399 2036.35,317.721 2036.42,404.846 2036.49,329.019 2036.55,446.5 2036.62,435.491 2036.69,534.419 2036.75,416.619 2036.82,775.89 2036.88,666.197 2036.95,566.131 2037.02,263.744 2037.08,258.817 2037.15,253.814 2037.22,402.027 2037.28,185.356 2037.35,536.434 2037.42,297.508 2037.48,262.896 2037.55,274.737 2037.61,419.012 2037.68,615.9 2037.75,585.52 2037.81,397.996 2037.88,255.038 2037.95,352.747 2038.01,559.923 2038.08,335.775 2038.15,362.113 2038.21,316.627 2038.28,322.319 2038.34,482.952 2038.41,386.525 2038.48,546.087 2038.54,240.714 2038.61,361.069 2038.68,468.369 2038.74,252.155 2038.81,216.579 2038.88,288.468 2038.94,445.62 2039.01,351.864 2039.07,324.681 2039.14,411.074 2039.21,192.18 2039.27,254.75 2039.34,601.907 2039.41,355.045 2039.47,418.715 2039.54,298.638 2039.61,553.287 2039.67,480.253 2039.74,519.763 2039.8,289.378 2039.87,428.391 2039.94,504.048 2040,346.019 2040.07,658.494 2040.14,587.645 2040.2,331.299 2040.27,443.594 2040.34,475.858 2040.4,412.214 2040.47,639.666 2040.53,512.602 2040.6,756.489 2040.67,536.67 2040.73,627.587 2040.8,447.548 2040.87,372.489 2040.93,435.091 2041,445.621 2041.07,443.137 2041.13,358.036 2041.2,379.026 2041.26,351.082 2041.33,410.349 2041.4,364.921 2041.46,410.011 2041.53,415.603 2041.6,548.969 2041.66,520.19 2041.73,370.76 2041.8,627.726 2041.86,376.025 2041.93,460.867 2042,505.065 2042.06,699.822 2042.13,317.467 2042.19,512.419 2042.26,602.344 2042.33,371.921 2042.39,246.577 2042.46,659.09 2042.53,390.06 2042.59,561.082 2042.66,294.269 2042.73,332.803 2042.79,314.262 2042.86,185.241 2042.92,280.281 2042.99,402.537 2043.06,259.059 2043.12,234.354 2043.19,233.067 2043.26,652.802 2043.32,506.7 2043.39,328.399 2043.46,345.996 2043.52,160.077 2043.59,194.879 2043.65,548.903 2043.72,311.651 2043.79,526.574 2043.85,647.969 2043.92,470.015 2043.99,303.233 2044.05,262.778 2044.12,491.647 2044.19,271.542 2044.25,240.776 2044.32,288.462 2044.38,329.783 2044.45,267.608 2044.52,528.756 2044.58,271.032 2044.65,453.317 2044.72,598.094 2044.78,383.843 2044.85,336.575 2044.92,451.121 2044.98,502.381 2045.05,431.099 2045.11,384.018 2045.18,365.703 2045.25,448.986 2045.31,398.828 2045.38,217.962 2045.45,376.15 2045.51,536.933 2045.58,492.81 2045.65,509.693 2045.71,600.601 2045.78,324.204 2045.84,404.245 2045.91,593.441 2045.98,185.6 2046.04,246.254 2046.11,268.844 2046.18,330.285 2046.24,323.502 2046.31,340.432 2046.38,177.288 2046.44,243.369 2046.51,406.5 2046.57,333.706 2046.64,226.173 2046.71,428.11 2046.77,432.221 2046.84,544.066 2046.91,524.18 2046.97,368.743 2047.04,420.08 2047.11,436.532 2047.17,434.113 2047.24,715.131 2047.3,542.229 2047.37,459.703 2047.44,603.162 2047.5,503.55 2047.57,569.147 2047.64,371.804 2047.7,419.205 2047.77,287.847 2047.84,342.55 2047.9,193.589 2047.97,320.309 2048.04,259.605 2048.1,406.599 2048.17,940.26 2048.23,474.613 2048.3,501.46 2048.37,461.305 2048.43,350.785 2048.5,500.496 2048.57,350.923 2048.63,344.827 2048.7,330.57 2048.77,377.467 2048.83,337.004 2048.9,172.877 2048.96,324.231 2049.03,220.995 2049.1,537.955 2049.16,440.223 2049.23,245.304 2049.3,773.714 2049.36,695.193 2049.43,672.832 2049.5,595.727 2049.56,670.174 2049.63,761.843 2049.69,754.493 2049.76,713.423 2049.83,751.531 2049.89,247.636 2049.96,400.696 2050.03,352.036 2050.09,382.517 2050.16,265.871 2050.23,279.597 2050.29,207.747 2050.36,398.115 2050.42,211.312 2050.49,247.269 2050.56,593.709 2050.62,445.369 2050.69,303.644 2050.76,600.556 2050.82,283.035 2050.89,151.146 2050.96,411.797 2051.02,375.43 2051.09,205.148 2051.15,334.892 2051.22,312.008 2051.29,301.365 2051.35,428.512 2051.42,281.199 2051.49,597.667 2051.55,678.489 2051.62,459.913 2051.69,382.742 2051.75,586.946 2051.82,578.988 2051.88,426.364 2051.95,514.62 2052.02,362.948 2052.08,365.814 2052.15,409.648 2052.22,382.712 2052.28,675.804 2052.35,670.831 2052.42,243.881 2052.48,431.88 2052.55,255.447 2052.61,225.218 2052.68,169.78 2052.75,287.733 2052.81,342.367 2052.88,246.918 2052.95,358.719 2053.01,360.504 2053.08,502.045 2053.15,409.325 2053.21,495.16 2053.28,630.078 2053.35,549.835 2053.41,668.918 2053.48,554.719 2053.54,505.784 2053.61,116.581 2053.68,285.455 2053.74,422.899 2053.81,336.85 2053.88,430.978 2053.94,370.308 2054.01,433.425 2054.08,548.386 2054.14,439.399 2054.21,271.156 2054.27,410.675 2054.34,268.93 2054.41,522.329 2054.47,348.593 2054.54,482.266 2054.61,290.647 2054.67,569.45 2054.74,267.951 2054.81,535.998 2054.87,550.148 2054.94,302.887 2055,320.705 2055.07,361.512 2055.14,269.917 2055.2,671.529 2055.27,506.9 2055.34,562.692 2055.4,343.247 2055.47,245.345 2055.54,265.599 2055.6,413.264 2055.67,359.063 2055.73,532.6 2055.8,535.174 2055.87,639.896 2055.93,479.12 2056,537.331 2056.07,550.443 2056.13,503.719 2056.2,529.795 2056.27,221.867 2056.33,422.485 2056.4,532.379 2056.46,221.447 2056.53,244.266 2056.6,286.682 2056.66,192.073 2056.73,390.795 2056.8,583.64 2056.86,395.917 2056.93,375.753 2057,411.93 2057.06,444.505 2057.13,228.371 2057.19,296.998 2057.26,512.25 2057.33,512.911 2057.39,295.743 2057.46,556.123 2057.53,331.452 2057.59,390.008 2057.66,481.148 2057.73,413.446 2057.79,359.744 2057.86,232.587 2057.92,289.739 2057.99,504.176 2058.06,344.193 2058.12,385.984 2058.19,433.174 2058.26,622.661 2058.32,237.183 2058.39,481.333 2058.46,841.249 2058.52,368.394 2058.59,211.356 2058.65,679.977 2058.72,473.106 2058.79,253.87 2058.85,351.282 2058.92,278.45 2058.99,424.969 2059.05,305.585 2059.12,457.328 2059.19,331.434 2059.25,316.156 2059.32,711.172 2059.39,865.143 2059.45,859.265 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407.537,285.63 407.603,333.92 407.669,324.78 407.736,271.914 407.802,356.375 407.868,631.052 407.935,426.22 408.001,241.83 408.068,609.591 408.134,522.063 408.2,427.752 408.267,578.101 408.333,481.014 408.399,506.661 408.466,505.647 408.532,761.005 408.599,550.509 408.665,516.15 408.731,730.653 408.798,700.476 408.864,741.825 408.93,631.362 408.997,305.547 409.063,271.569 409.13,100.913 409.196,348.032 409.262,252.836 409.329,443.471 409.395,221.067 409.461,296.33 409.528,289.815 409.594,305.408 409.661,282.28 409.727,260.065 409.793,158.087 409.86,636.416 409.926,624.629 409.992,614.735 410.059,388.972 410.125,661.794 410.192,412.658 410.258,451.646 410.324,172.983 410.391,306.912 410.457,333.569 410.523,247.922 410.59,363.337 410.656,374.206 410.723,374.209 410.789,532.578 410.855,321.915 410.922,319.984 410.988,275.102 411.054,264.098 411.121,372.491 411.187,372.356 411.253,562.014 411.32,653.699 411.386,293.186 411.453,419.49 411.519,538.957 411.585,199.079 411.652,301.728 411.718,436.481 411.784,606.651 411.851,448.573 411.917,365.172 411.984,471.739 412.05,613.007 412.116,558.855 412.183,367.614 412.249,234.873 412.315,354.203 412.382,312.355 412.448,420.55 412.515,225.037 412.581,429.462 412.647,411.688 412.714,425.464 412.78,411.045 412.846,654.721 412.913,849.018 412.979,423.022 413.046,446.399 413.112,358.265 413.178,404.112 413.245,256.809 413.311,365.13 413.377,234.844 413.444,458.97 413.51,538.963 413.577,333.724 413.643,462.24 413.709,409.33 413.776,264.952 413.842,411.896 413.908,437.959 413.975,412.095 414.041,560.426 414.108,626.402 414.174,398.67 414.24,663.226 414.307,412.893 414.373,467.698 414.439,498.469 414.506,691.556 414.572,890.909 414.639,885.861 414.705,495.795 414.771,347.798 414.838,585.868 414.904,351.901 414.97,300.51 415.037,430.549 415.103,483.047 415.17,600.534 415.236,344.778 415.302,318.159 415.369,515.281 415.435,382.432 415.501,191.764 415.568,263.565 415.634,412.939 415.701,417.08 415.767,653.159 415.833,328.524 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1327.55,449.937 1327.61,446.098 1327.68,414.648 1327.74,720.505 1327.81,497.13 1327.88,454.956 1327.94,548.536 1328.01,565.742 1328.08,788.89 1328.14,619.588 1328.21,865.495 1328.28,585.791 1328.34,524.362 1328.41,521.507 1328.48,686.168 1328.54,495.935 1328.61,483.026 1328.67,554.753 1328.74,716.001 1328.81,420.494 1328.87,334.043 1328.94,300.905 1329.01,211.603 1329.07,336.364 1329.14,281.377 1329.21,237.133 1329.27,329.485 1329.34,379.09 1329.4,291.587 1329.47,384.137 1329.54,445.239 1329.6,430.681 1329.67,174.306 1329.74,244.926 1329.8,440.509 1329.87,476.264 1329.94,574.772 1330,604.635 1330.07,504.794 1330.13,750.935 1330.2,538.109 1330.27,636.961 1330.33,236.122 1330.4,292.139 1330.47,272.383 1330.53,350.339 1330.6,336.317 1330.67,648.923 1330.73,481.836 1330.8,400.082 1330.86,573.661 1330.93,422.647 1331,680.092 1331.06,408.486 1331.13,418.832 1331.2,200.129 1331.26,596.907 1331.33,414.328 1331.4,534.153 1331.46,511.207 1331.53,381.526 1331.59,388.791 1331.66,441.698 1331.73,524.357 1331.79,452.177 1331.86,327.3 1331.93,530.378 1331.99,381.031 1332.06,484.55 1332.13,285.688 1332.19,680.924 1332.26,170.589 1332.32,409.015 1332.39,512.419 1332.46,424.213 1332.52,309.194 1332.59,347.688 1332.66,323.492 1332.72,430.254 1332.79,516.152 1332.86,560.159 1332.92,267.217 1332.99,316.635 1333.05,383.697 1333.12,434.168 1333.19,588.657 1333.25,942.935 1333.32,529.673 1333.39,484.188 1333.45,517.493 1333.52,487.47 1333.59,472.137 1333.65,215.021 1333.72,351.814 1333.79,464.675 1333.85,555.473 1333.92,189.235 1333.98,379.256 1334.05,366.766 1334.12,487.977 1334.18,216.222 1334.25,332.972 1334.32,316.429 1334.38,275.954 1334.45,223.222 1334.52,519.072 1334.58,372.121 1334.65,596.289 1334.71,617.448 1334.78,230.22 1334.85,313.814 1334.91,421.11 1334.98,999.072 1335.05,302.708 1335.11,245.593 1335.18,495.321 1335.25,496.601 1335.31,403.928 1335.38,402.633 1335.44,322.993 1335.51,297.391 1335.58,332.837 1335.64,333.114 1335.71,311.007 1335.78,321.511 1335.84,537.389 1335.91,311.401 1335.98,477.775 1336.04,474.505 1336.11,511.057 1336.17,469.941 1336.24,443.821 1336.31,594.122 1336.37,580.116 1336.44,554.344 1336.51,363.567 1336.57,116.824 1336.64,258.666 1336.71,481.02 1336.77,497.327 1336.84,306.01 1336.9,233.585 1336.97,345.305 1337.04,637.14 1337.1,249.181 1337.17,313.867 1337.24,419.338 1337.3,268.029 1337.37,508.612 1337.44,323.686 1337.5,306.438 1337.57,320.276 1337.63,209.423 1337.7,145.117 1337.77,377.801 1337.83,505.92 1337.9,395.386 1337.97,367.45 1338.03,462.53 1338.1,451.377 1338.17,415.596 1338.23,532.008 1338.3,138.665 1338.36,372.201 1338.43,247.497 1338.5,248.264 1338.56,187.117 1338.63,452.493 1338.7,763.084 1338.76,372.461 1338.83,420.853 1338.9,302.19 1338.96,579.056 1339.03,221.888 1339.09,362.979 1339.16,224.193 1339.23,408.808 1339.29,476.001 1339.36,342.649 1339.43,691.424 1339.49,402.911 1339.56,592.774 1339.63,435.444 1339.69,655.172 1339.76,675.293 1339.83,400.349 1339.89,512.577 1339.96,300.916 1340.02,445.9 1340.09,430.603 1340.16,449.375 1340.22,698.968 1340.29,564.512 1340.36,196.183 1340.42,227.996 1340.49,422.489 1340.56,331.505 1340.62,449.713 1340.69,248.882 1340.75,363.603 1340.82,290.604 1340.89,314.946 1340.95,343.058 1341.02,1019.71 1341.09,489.226 1341.15,283.649 1341.22,441.636 1341.29,373.989 1341.35,757.495 1341.42,446.292 1341.48,722.886 1341.55,552.086 1341.62,413.189 1341.68,478.748 1341.75,265.815 1341.82,296.794 1341.88,432.313 1341.95,154.4 1342.02,236.725 1342.08,252.448 1342.15,477.306 1342.21,316.738 1342.28,357.036 1342.35,483.573 1342.41,293.418 1342.48,352.151 1342.55,487.903 1342.61,347.889 1342.68,482.612 1342.75,651.195 1342.81,406.013 1342.88,313.856 1342.94,430.63 1343.01,254.825 1343.08,549.048 1343.14,456.035 1343.21,325.878 1343.28,257.441 1343.34,360.648 1343.41,347.933 1343.48,736.546 1343.54,484.725 1343.61,373.303 1343.67,588.197 1343.74,435.202 1343.81,314.81 1343.87,394.742 1343.94,623.796 1344.01,281.31 1344.07,272.276 1344.14,455.688 1344.21,385.482 1344.27,288.107 1344.34,545.963 1344.4,531.888 1344.47,400.307 1344.54,372.739 1344.6,567.73 1344.67,319.627 1344.74,724.004 1344.8,510.268 1344.87,355.908 1344.94,618.953 1345,355.32 1345.07,477.889 1345.13,422.466 1345.2,626.471 1345.27,290.309 1345.33,680.425 1345.4,634.489 1345.47,427.292 1345.53,432.484 1345.6,245.269 1345.67,191.196 1345.73,521.095 1345.8,210.683 1345.87,227.985 1345.93,380.934 1346,347.76 1346.06,437.61 1346.13,427.759 1346.2,842.151 1346.26,377.786 1346.33,166.028 1346.4,265.909 1346.46,416.339 1346.53,423.666 1346.6,362.559 1346.66,382.109 1346.73,333.832 1346.79,333.306 1346.86,486.49 1346.93,631.922 1346.99,444.846 1347.06,138.472 1347.13,208.246 1347.19,188.219 1347.26,298.013 1347.33,358.425 1347.39,331.029 1347.46,219.659 1347.52,208.749 1347.59,301.954 1347.66,341.219 1347.72,214.481 1347.79,462.766 1347.86,309.774 1347.92,587.732 1347.99,649.899 1348.06,481.857 1348.12,726.472 1348.19,470.487 1348.25,505.06 1348.32,450.017 1348.39,424.908 1348.45,617.257 1348.52,410.609 1348.59,465.62 1348.65,518.839 1348.72,584.324 1348.79,859.347 1348.85,807.053 1348.92,618.334 1348.98,367.196 1349.05,245.41 1349.12,328.947 1349.18,318.625 1349.25,497.517 1349.32,694.214 1349.38,550.157 1349.45,725.484 1349.52,657.461 1349.58,452.053 1349.65,344.185 1349.71,566.335 1349.78,249.357 1349.85,462.157 1349.91,438.078 1349.98,257.03 1350.05,575.936 1350.11,560.871 1350.18,486.91 1350.25,501.549 1350.31,635.953 1350.38,565.508 1350.44,232.09 1350.51,316.279 1350.58,507.222 1350.64,305.258 1350.71,529.338 1350.78,430.341 1350.84,580.994 1350.91,537.616 1350.98,639.181 1351.04,578.317 1351.11,392.453 1351.17,352.97 1351.24,383.493 1351.31,373.323 1351.37,390.747 1351.44,422.143 1351.51,376.907 1351.57,531.69 1351.64,508.598 1351.71,352.036 1351.77,445.15 1351.84,402.047 1351.91,330.3 1351.97,503.108 1352.04,263.927 1352.1,253.79 1352.17,291.501 1352.24,433.973 1352.3,590.332 1352.37,486.958 1352.44,640.665 1352.5,539.375 1352.57,409.06 1352.64,280.578 1352.7,264.574 1352.77,354.619 1352.83,301.508 1352.9,341.633 1352.97,358.958 1353.03,476.753 1353.1,233.188 1353.17,243.563 1353.23,333.321 1353.3,218.958 1353.37,229.092 1353.43,407.06 1353.5,266.1 1353.56,311.999 1353.63,308.209 1353.7,371.021 1353.76,262.743 1353.83,431.648 1353.9,231.573 1353.96,302.887 1354.03,263.065 1354.1,437.462 1354.16,205.496 1354.23,371.16 1354.29,367.292 1354.36,501.56 1354.43,429.271 1354.49,397.393 1354.56,250.765 1354.63,467.465 1354.69,191.576 1354.76,289.889 1354.83,298.553 1354.89,566.959 1354.96,568.465 1355.02,261.024 1355.09,252.123 1355.16,282.699 1355.22,538.285 1355.29,420.726 1355.36,451.149 1355.42,458.981 1355.49,470.554 1355.56,500.075 1355.62,454.61 1355.69,218.551 1355.75,175.665 1355.82,350.169 1355.89,280.753 1355.95,490.819 1356.02,285.379 1356.09,393.034 1356.15,242.022 1356.22,504.949 1356.29,457.236 1356.35,512.671 1356.42,303.665 1356.48,397.25 1356.55,280.652 1356.62,350.686 1356.68,394.817 1356.75,307.773 1356.82,513.475 1356.88,385.404 1356.95,197.405 1357.02,270.28 1357.08,167.746 1357.15,578.966 1357.22,437.268 1357.28,535.077 1357.35,481.25 1357.41,329.551 1357.48,258.872 1357.55,265.178 1357.61,443.4 1357.68,182.38 1357.75,291.059 1357.81,345.679 1357.88,360.415 1357.95,276.662 1358.01,405.096 1358.08,672.683 1358.14,176.79 1358.21,597.714 1358.28,401.6 1358.34,445.732 1358.41,517.793 1358.48,630.876 1358.54,595.406 1358.61,564.628 1358.68,488.432 1358.74,386.78 1358.81,752.3 1358.87,605.098 1358.94,389.886 1359.01,541.226 1359.07,533.046 1359.14,446.52 1359.21,392.249 1359.27,235.016 1359.34,118.635 1359.41,270.06 1359.47,264.965 1359.54,403.395 1359.6,514.381 1359.67,624.413 1359.74,401.608 1359.8,123.867 1359.87,159.297 1359.94,479.86 1360,382.423 1360.07,381.766 1360.14,708.78 1360.2,242.367 1360.27,393.334 1360.33,291.923 1360.4,320.552 1360.47,424.188 1360.53,294.168 1360.6,451.262 1360.67,299.97 1360.73,405.775 1360.8,437.496 1360.87,379.937 1360.93,366.141 1361,205.043 1361.06,505.202 1361.13,348.728 1361.2,259.675 1361.26,234.111 1361.33,265.877 1361.4,524.181 1361.46,710.78 1361.53,432.523 1361.6,296.019 1361.66,426.374 1361.73,383.476 1361.79,399.099 1361.86,221.03 1361.93,297.212 1361.99,328.808 1362.06,385.214 1362.13,235.896 1362.19,365.959 1362.26,622.882 1362.33,410.442 1362.39,342.305 1362.46,592.775 1362.52,132.552 1362.59,455.362 1362.66,433.02 1362.72,214.846 1362.79,468.189 1362.86,320.784 1362.92,370.094 1362.99,255.919 1363.06,601.605 1363.12,714.43 1363.19,599.81 1363.26,467.878 1363.32,326.722 1363.39,538.017 1363.45,381.335 1363.52,411.795 1363.59,259.587 1363.65,366.153 1363.72,314.912 1363.79,432.353 1363.85,551.351 1363.92,500.518 1363.99,520.541 1364.05,441.684 1364.12,181.042 1364.18,517.871 1364.25,1057.66 1364.32,832.388 1364.38,512.623 1364.45,338.96 1364.52,189.341 1364.58,348.765 1364.65,316.562 1364.72,374.259 1364.78,404.149 1364.85,725.351 1364.91,568.377 1364.98,461.404 1365.05,362.731 1365.11,494.554 1365.18,375.13 1365.25,449.725 1365.31,506.915 1365.38,387.138 1365.45,624.528 1365.51,330.163 1365.58,359.039 1365.64,228.302 1365.71,347.107 1365.78,365.614 1365.84,350.587 1365.91,260.939 1365.98,249.171 1366.04,215.471 1366.11,287.597 1366.18,521.294 1366.24,367.934 1366.31,361.254 1366.37,244.609 1366.44,257.453 1366.51,315.361 1366.57,380.65 1366.64,325.266 1366.71,287.544 1366.77,243.263 1366.84,274.607 1366.91,280.157 1366.97,490.214 1367.04,678.027 1367.1,423.976 1367.17,502.659 1367.24,275.253 1367.3,653.673 1367.37,497.515 1367.44,369.445 1367.5,499.87 1367.57,553.104 1367.64,484.256 1367.7,558.746 1367.77,301.161 1367.83,474.978 1367.9,497.776 1367.97,265.813 1368.03,195.209 1368.1,254.361 1368.17,360.429 1368.23,333.084 1368.3,217.671 1368.37,425.513 1368.43,351.317 1368.5,188.263 1368.56,329.805 1368.63,420.687 1368.7,360.44 1368.76,352.253 1368.83,337.487 1368.9,622.44 1368.96,523.821 1369.03,604.85 1369.1,254.096 1369.16,374.146 1369.23,489.647 1369.3,369.26 1369.36,174.514 1369.43,283.583 1369.49,496.505 1369.56,357.613 1369.63,258.28 1369.69,520.686 1369.76,340.517 1369.83,560.479 1369.89,385.619 1369.96,172.763 1370.03,280.107 1370.09,543.671 1370.16,384.359 1370.22,368.635 1370.29,456.702 1370.36,333.566 1370.42,462.285 1370.49,354.467 1370.56,287.358 1370.62,529.028 1370.69,447.585 1370.76,568.54 1370.82,570.24 1370.89,664.911 1370.95,257.808 1371.02,163.701 1371.09,396.791 1371.15,352.843 1371.22,397.514 1371.29,354.115 1371.35,650.853 1371.42,541.746 1371.49,653.603 1371.55,303.196 1371.62,431.912 1371.68,497.377 1371.75,468.482 1371.82,511.168 1371.88,457.912 1371.95,347.463 1372.02,225.518 1372.08,485.8 1372.15,407.242 1372.22,498.102 1372.28,254.331 1372.35,189.23 1372.41,220.881 1372.48,292.793 1372.55,292.466 1372.61,356.089 1372.68,482.319 1372.75,423.74 1372.81,404.972 1372.88,467.431 1372.95,887.883 1373.01,379.817 1373.08,641.151 1373.14,493.408 1373.21,337.504 1373.28,438.825 1373.34,314.532 1373.41,450.619 1373.48,289.131 1373.54,577.423 1373.61,589.693 1373.68,320.526 1373.74,525.271 1373.81,447.989 1373.87,576.847 1373.94,297.226 1374.01,234.583 1374.07,608.618 1374.14,381.509 1374.21,310.269 1374.27,462.674 1374.34,370.057 1374.41,346.183 1374.47,653.282 1374.54,598.794 1374.61,386.106 1374.67,205.477 1374.74,331.448 1374.8,329.619 1374.87,318.345 1374.94,400.817 1375,242.962 1375.07,574.475 1375.14,489.809 1375.2,551.909 1375.27,235.11 1375.34,209.239 1375.4,439.366 1375.47,487.762 1375.53,346.072 1375.6,360.866 1375.67,803.903 1375.73,371.345 1375.8,278.091 1375.87,356.61 1375.93,702.137 1376,305.44 1376.07,353.433 1376.13,322.4 1376.2,262.632 1376.26,370.159 1376.33,713.763 1376.4,284.802 1376.46,259.103 1376.53,270.999 1376.6,427.641 1376.66,242.273 1376.73,320.002 1376.8,304.17 1376.86,376.38 1376.93,710.255 1376.99,393.976 1377.06,374.001 1377.13,406.397 1377.19,155.858 1377.26,258.336 1377.33,329.905 1377.39,251.963 1377.46,328.383 1377.53,394.118 1377.59,308.071 1377.66,329.452 1377.72,424.308 1377.79,233.983 1377.86,393.993 1377.92,315.458 1377.99,419.729 1378.06,389.628 1378.12,491.823 1378.19,426.989 1378.26,561.561 1378.32,412.886 1378.39,280.043 1378.45,393.805 1378.52,410.353 1378.59,594.995 1378.65,221.67 1378.72,378.72 1378.79,375.613 1378.85,274.643 1378.92,299.274 1378.99,444.559 1379.05,341.569 1379.12,315.861 1379.18,362.294 1379.25,412.581 1379.32,164.106 1379.38,276.147 1379.45,305.825 1379.52,387.846 1379.58,259.519 1379.65,354.877 1379.72,577.436 1379.78,239.944 1379.85,506.419 1379.91,273.457 1379.98,331.483 1380.05,542.76 1380.11,668.09 1380.18,251.748 1380.25,506.224 1380.31,206.647 1380.38,375.997 1380.45,432.698 1380.51,533.307 1380.58,441.129 1380.65,507.994 1380.71,444.783 1380.78,394.549 1380.84,267.44 1380.91,488.011 1380.98,307.81 1381.04,352.667 1381.11,293.156 1381.18,547.434 1381.24,305.129 1381.31,430.895 1381.38,225.582 1381.44,324.445 1381.51,267.063 1381.57,423.967 1381.64,378.504 1381.71,431.556 1381.77,391.049 1381.84,542.584 1381.91,425.391 1381.97,605.109 1382.04,452.573 1382.11,419.302 1382.17,731.06 1382.24,776.064 1382.3,722.072 1382.37,263.443 1382.44,658.482 1382.5,499.858 1382.57,582.058 1382.64,406.386 1382.7,382.433 1382.77,308.191 1382.84,254.273 1382.9,326.128 1382.97,307.868 1383.03,351.64 1383.1,307.583 1383.17,357.266 1383.23,236.817 1383.3,542.736 1383.37,632.763 1383.43,848.836 1383.5,508.168 1383.57,236.608 1383.63,222.285 1383.7,343.989 1383.76,322.318 1383.83,238.633 1383.9,516.654 1383.96,511.463 1384.03,670.268 1384.1,277.615 1384.16,486.062 1384.23,605.97 1384.3,396.911 1384.36,521.226 1384.43,467.014 1384.49,363.585 1384.56,252.32 1384.63,364.085 1384.69,385.802 1384.76,335.364 1384.83,336.361 1384.89,437.318 1384.96,495.219 1385.03,592.781 1385.09,415.17 1385.16,356.954 1385.22,536.671 1385.29,293.639 1385.36,369.065 1385.42,866.379 1385.49,525.991 1385.56,353.53 1385.62,505.292 1385.69,459.388 1385.76,651.257 1385.82,363.537 1385.89,309.296 1385.95,410.382 1386.02,686.636 1386.09,635.879 1386.15,603.489 1386.22,803.408 1386.29,186.159 1386.35,367.257 1386.42,325.282 1386.49,375.396 1386.55,240.665 1386.62,568.472 1386.69,541.436 1386.75,754.41 1386.82,765.753 1386.88,825.973 1386.95,660.466 1387.02,665.695 1387.08,632.365 1387.15,286.662 1387.22,385.814 1387.28,459.94 1387.35,405.832 1387.42,301.949 1387.48,509.461 1387.55,633.048 1387.61,386.814 1387.68,503.132 1387.75,684.815 1387.81,644.11 1387.88,355.632 1387.95,332.886 1388.01,417.382 1388.08,264.096 1388.15,245.232 1388.21,405.002 1388.28,402.742 1388.34,319.869 1388.41,329.448 1388.48,310.871 1388.54,307.737 1388.61,482.685 1388.68,234.829 1388.74,418.434 1388.81,327.008 1388.88,465.077 1388.94,422.566 1389.01,451.957 1389.07,458.934 1389.14,259.431 1389.21,368.892 1389.27,694.283 1389.34,509.73 1389.41,464.293 1389.47,286.535 1389.54,453.341 1389.61,762.009 1389.67,465.648 1389.74,515.603 1389.8,359.873 1389.87,509.125 1389.94,325.354 1390,616.054 1390.07,360.361 1390.14,354.673 1390.2,268.977 1390.27,269.454 1390.34,372.151 1390.4,365.646 1390.47,714.265 1390.53,434.815 1390.6,573.382 1390.67,345.338 1390.73,364.151 1390.8,464.491 1390.87,479.442 1390.93,347.018 1391,600.294 1391.07,502.597 1391.13,510.834 1391.2,199.045 1391.26,607.656 1391.33,500.744 1391.4,544.059 1391.46,295.158 1391.53,330.454 1391.6,450.483 1391.66,538.016 1391.73,245.675 1391.8,532.3 1391.86,258.204 1391.93,362.572 1391.99,341.391 1392.06,373.441 1392.13,322.666 1392.19,257.247 1392.26,238.231 1392.33,371.357 1392.39,382.537 1392.46,335.229 1392.53,397.069 1392.59,441.226 1392.66,524.879 1392.73,567.828 1392.79,715.782 1392.86,484.012 1392.92,591.714 1392.99,674.842 1393.06,531.114 1393.12,392.709 1393.19,665.441 1393.26,509.519 1393.32,272.193 1393.39,811.766 1393.46,338.729 1393.52,289.501 1393.59,327.257 1393.65,363.33 1393.72,301.19 1393.79,271.83 1393.85,401.622 1393.92,288.399 1393.99,599.158 1394.05,450.329 1394.12,483.033 1394.19,469.584 1394.25,419.622 1394.32,495.207 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1398.57,416.389 1398.63,446.308 1398.7,355.099 1398.77,213.375 1398.83,420.298 1398.9,357.997 1398.96,407.87 1399.03,351.385 1399.1,400.657 1399.16,473.797 1399.23,352.958 1399.3,273.596 1399.36,195.886 1399.43,387.206 1399.5,577.301 1399.56,379.617 1399.63,313.935 1399.69,223.893 1399.76,269.64 1399.83,702.616 1399.89,603.161 1399.96,542.799 1400.03,274.37 1400.09,409.838 1400.16,487.34 1400.23,539.623 1400.29,337.914 1400.36,142.093 1400.42,381.39 1400.49,362.292 1400.56,223.862 1400.62,300.838 1400.69,405.567 1400.76,392.192 1400.82,246.19 1400.89,416.633 1400.96,195.334 1401.02,524.4 1401.09,394.903 1401.15,353.958 1401.22,368.765 1401.29,395.193 1401.35,288.996 1401.42,535.897 1401.49,303.33 1401.55,321.702 1401.62,412.743 1401.69,472.789 1401.75,561.799 1401.82,200.275 1401.88,326.02 1401.95,268.08 1402.02,498.823 1402.08,527.874 1402.15,332.79 1402.22,347.155 1402.28,301.212 1402.35,433.934 1402.42,490.294 1402.48,413.932 1402.55,337.016 1402.61,483.004 1402.68,600.225 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1511.6,367.04 1511.67,240.236 1511.73,341.089 1511.8,380.673 1511.87,277.999 1511.93,286.353 1512,434.134 1512.07,221.209 1512.13,327.619 1512.2,427.912 1512.26,367.599 1512.33,584.272 1512.4,552.899 1512.46,469.452 1512.53,538.156 1512.6,349.934 1512.66,393.297 1512.73,332.102 1512.8,196.067 1512.86,347.635 1512.93,400.256 1512.99,618.345 1513.06,504.609 1513.13,525.922 1513.19,275.126 1513.26,394.332 1513.33,385.025 1513.39,515.928 1513.46,725.155 1513.53,462.955 1513.59,322.942 1513.66,378.426 1513.72,828.573 1513.79,435.931 1513.86,435.455 1513.92,259.207 1513.99,224.677 1514.06,416.665 1514.12,292.071 1514.19,554.032 1514.26,310.394 1514.32,205.931 1514.39,308.763 1514.45,312.647 1514.52,379.057 1514.59,539.343 1514.65,527.424 1514.72,250.21 1514.79,461.678 1514.85,617.377 1514.92,430.88 1514.99,451.841 1515.05,376.774 1515.12,455.161 1515.19,333.698 1515.25,522.635 1515.32,411.466 1515.38,486.525 1515.45,673.339 1515.52,921.403 1515.58,532.88 1515.65,254.981 1515.72,294.545 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1528.39,485.352 1528.46,307.818 1528.53,461.073 1528.59,456.994 1528.66,364.299 1528.73,412.532 1528.79,288.93 1528.86,331.813 1528.92,324.008 1528.99,359.89 1529.06,186.16 1529.12,312.22 1529.19,491.681 1529.26,478.928 1529.32,328.46 1529.39,827.166 1529.46,522.697 1529.52,471.73 1529.59,594.451 1529.65,855.967 1529.72,435.562 1529.79,555.704 1529.85,604.506 1529.92,295.917 1529.99,381.443 1530.05,313.099 1530.12,546.623 1530.19,544.031 1530.25,512.138 1530.32,497.675 1530.38,704.408 1530.45,438.118 1530.52,293.202 1530.58,428.984 1530.65,481.963 1530.72,577.48 1530.78,557.896 1530.85,567.579 1530.92,411.456 1530.98,290.768 1531.05,435.487 1531.11,304.768 1531.18,358.293 1531.25,356.805 1531.31,443.359 1531.38,537.263 1531.45,589.482 1531.51,677.499 1531.58,678.54 1531.65,657.691 1531.71,607.617 1531.78,631.973 1531.84,277.82 1531.91,290.63 1531.98,445.368 1532.04,303.117 1532.11,521.064 1532.18,508.703 1532.24,718.964 1532.31,545.773 1532.38,896.629 1532.44,573.6 1532.51,277.304 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1536.76,291.028 1536.82,266.215 1536.89,405.626 1536.96,340.88 1537.02,636.688 1537.09,663.268 1537.15,334.059 1537.22,234.214 1537.29,358.832 1537.35,475.813 1537.42,733.667 1537.49,398.715 1537.55,496.231 1537.62,357.717 1537.69,340.359 1537.75,381.733 1537.82,475.054 1537.88,525.287 1537.95,347.738 1538.02,611.006 1538.08,281.228 1538.15,559.182 1538.22,235.128 1538.28,574.794 1538.35,479.082 1538.42,595.044 1538.48,325.718 1538.55,264.631 1538.62,365.578 1538.68,507.626 1538.75,395.762 1538.81,273.378 1538.88,528.139 1538.95,428.283 1539.01,353.786 1539.08,466.743 1539.15,602.115 1539.21,267.45 1539.28,331.933 1539.35,279.86 1539.41,420.23 1539.48,376.845 1539.54,352.336 1539.61,476.262 1539.68,222.448 1539.74,660.807 1539.81,321.406 1539.88,266.026 1539.94,337.425 1540.01,599.149 1540.08,470.411 1540.14,533.163 1540.21,254.061 1540.27,334.078 1540.34,517.938 1540.41,572.501 1540.47,233.092 1540.54,350.935 1540.61,403.659 1540.67,173.748 1540.74,205.385 1540.81,307.968 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1557.66,456.932 1557.73,597.976 1557.8,629.79 1557.86,251.25 1557.93,364.46 1558,490.232 1558.06,385.916 1558.13,254.427 1558.2,362.623 1558.26,371.315 1558.33,316.494 1558.39,153.312 1558.46,340.788 1558.53,255.651 1558.59,363.082 1558.66,436.756 1558.73,571.796 1558.79,718.366 1558.86,784.413 1558.93,429.471 1558.99,576.661 1559.06,484.06 1559.12,237.289 1559.19,327.421 1559.26,301.613 1559.32,430.218 1559.39,366.244 1559.46,371.187 1559.52,766.051 1559.59,210.644 1559.66,941.718 1559.72,349.676 1559.79,512.119 1559.85,405.84 1559.92,494.409 1559.99,700.904 1560.05,230.703 1560.12,322.54 1560.19,426.681 1560.25,370.439 1560.32,426.87 1560.39,436.472 1560.45,285.355 1560.52,146.068 1560.58,416.089 1560.65,301.577 1560.72,520.824 1560.78,566.627 1560.85,526.139 1560.92,285.672 1560.98,232.163 1561.05,403.117 1561.12,295.292 1561.18,236.947 1561.25,264.587 1561.31,211.495 1561.38,819.636 1561.45,475.515 1561.51,277.456 1561.58,235.865 1561.65,316.478 1561.71,378.132 1561.78,471.227 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1566.03,404.792 1566.09,384.731 1566.16,453.321 1566.23,701.135 1566.29,402.465 1566.36,341.05 1566.43,251.169 1566.49,592.042 1566.56,412.12 1566.62,305.106 1566.69,365.213 1566.76,466.119 1566.82,328.295 1566.89,398.535 1566.96,425.764 1567.02,267.156 1567.09,441.817 1567.16,276.147 1567.22,269.796 1567.29,307.362 1567.35,436.88 1567.42,208.793 1567.49,392.549 1567.55,348.977 1567.62,297.792 1567.69,251.711 1567.75,503.342 1567.82,232.754 1567.89,186.354 1567.95,525.098 1568.02,485.265 1568.09,310.18 1568.15,765.789 1568.22,609.098 1568.28,521.222 1568.35,344.097 1568.42,480.873 1568.48,309.676 1568.55,458.237 1568.62,284.799 1568.68,281.428 1568.75,408.936 1568.82,472.135 1568.88,267.625 1568.95,291.933 1569.01,305.601 1569.08,177.09 1569.15,296.951 1569.21,442.533 1569.28,257.418 1569.35,939.573 1569.41,475.123 1569.48,365.83 1569.55,253.072 1569.61,345.197 1569.68,293.248 1569.74,417.498 1569.81,466.018 1569.88,385.848 1569.94,341.294 1570.01,394.15 1570.08,483.631 1570.14,234.308 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1929.89,370.531 1929.96,298.334 1930.02,436.73 1930.09,527.642 1930.15,661.667 1930.22,220.061 1930.29,302.166 1930.35,224.805 1930.42,307.577 1930.49,168.252 1930.55,299.977 1930.62,354.403 1930.69,381.856 1930.75,450.898 1930.82,513.431 1930.89,276.655 1930.95,248.343 1931.02,334.861 1931.08,191.456 1931.15,193.216 1931.22,601.542 1931.28,391.442 1931.35,658.168 1931.42,539.924 1931.48,344.461 1931.55,180.66 1931.62,374.642 1931.68,472.882 1931.75,489.318 1931.81,234.074 1931.88,553.911 1931.95,404.681 1932.01,354.242 1932.08,292.685 1932.15,567.364 1932.21,582.271 1932.28,379.941 1932.35,170.412 1932.41,345.57 1932.48,312.428 1932.54,436.088 1932.61,556.765 1932.68,420.257 1932.74,409.393 1932.81,433.934 1932.88,584.342 1932.94,350.872 1933.01,408.714 1933.08,348.666 1933.14,346.373 1933.21,188.648 1933.27,323.118 1933.34,370.857 1933.41,465.609 1933.47,344.49 1933.54,390.493 1933.61,557.526 1933.67,420.15 1933.74,551.474 1933.81,376.185 1933.87,471.792 1933.94,436.712 1934,553.585 1934.07,346.761 1934.14,587.186 1934.2,186.209 1934.27,223.465 1934.34,412.366 1934.4,499.984 1934.47,236.05 1934.54,274.4 1934.6,389.235 1934.67,270.703 1934.73,379.594 1934.8,450.434 1934.87,291.291 1934.93,576.939 1935,742.638 1935.07,560.241 1935.13,702.494 1935.2,1087.08 1935.27,661.356 1935.33,374.569 1935.4,515.083 1935.46,458.986 1935.53,797.968 1935.6,511.199 1935.66,324.124 1935.73,295.223 1935.8,332.842 1935.86,719.08 1935.93,627.751 1936,213.944 1936.06,425.737 1936.13,356.283 1936.19,423.092 1936.26,442.492 1936.33,408.369 1936.39,349.252 1936.46,331.696 1936.53,154.345 1936.59,528.554 1936.66,289.827 1936.73,139.435 1936.79,351.827 1936.86,311.532 1936.93,406.008 1936.99,345.569 1937.06,434.316 1937.12,526.417 1937.19,603.182 1937.26,342.546 1937.32,554.411 1937.39,275.529 1937.46,477.412 1937.52,290.264 1937.59,334.488 1937.66,429.682 1937.72,256.777 1937.79,410.241 1937.85,446.721 1937.92,561.75 1937.99,379.21 1938.05,793.86 1938.12,364.51 1938.19,618.972 1938.25,262.252 1938.32,444.111 1938.39,297.81 1938.45,263.034 1938.52,341.24 1938.58,370.418 1938.65,701.233 1938.72,199.153 1938.78,273.158 1938.85,252.29 1938.92,372.684 1938.98,759.473 1939.05,379.662 1939.12,609.219 1939.18,242.963 1939.25,473.094 1939.31,429.453 1939.38,487.126 1939.45,548.591 1939.51,611.917 1939.58,218.173 1939.65,269.139 1939.71,227.132 1939.78,442.806 1939.85,522.958 1939.91,354.209 1939.98,222.879 1940.04,267.799 1940.11,398.028 1940.18,281.507 1940.24,457.149 1940.31,430.204 1940.38,527.706 1940.44,244.4 1940.51,248.034 1940.58,591.801 1940.64,569.818 1940.71,321.242 1940.77,238.31 1940.84,198.74 1940.91,238.883 1940.97,261.93 1941.04,488.312 1941.11,218.384 1941.17,340.681 1941.24,343.295 1941.31,612.392 1941.37,718.155 1941.44,202.715 1941.5,336.2 1941.57,237.854 1941.64,484.289 1941.7,243.531 1941.77,228.678 1941.84,481.76 1941.9,438.919 1941.97,355.381 1942.04,496.761 1942.1,606.139 1942.17,581.819 1942.24,553.875 1942.3,296.051 1942.37,366.908 1942.43,471.496 1942.5,279.857 1942.57,585.812 1942.63,383.62 1942.7,351.302 1942.77,607.428 1942.83,553.402 1942.9,331.108 1942.97,302.568 1943.03,140.223 1943.1,215.039 1943.16,257.685 1943.23,326.702 1943.3,262.88 1943.36,266.451 1943.43,338.565 1943.5,523.686 1943.56,525.802 1943.63,356.971 1943.7,422.366 1943.76,552.131 1943.83,283.569 1943.89,368.487 1943.96,370.145 1944.03,325.091 1944.09,161.386 1944.16,356.813 1944.23,316.772 1944.29,309.832 1944.36,522.828 1944.43,308.534 1944.49,428.045 1944.56,245.492 1944.62,282.462 1944.69,415.935 1944.76,433.84 1944.82,208.338 1944.89,279.324 1944.96,441.905 1945.02,424.267 1945.09,372.297 1945.16,231.124 1945.22,338.669 1945.29,499.894 1945.35,340.8 1945.42,385.219 1945.49,356.31 1945.55,301.107 1945.62,315.955 1945.69,252.467 1945.75,362.148 1945.82,447.16 1945.89,292.876 1945.95,550.464 1946.02,540.214 1946.08,285.104 1946.15,737.062 1946.22,403.309 1946.28,334.641 1946.35,513.068 1946.42,543.477 1946.48,464.204 1946.55,666.04 1946.62,330.491 1946.68,397.623 1946.75,611.078 1946.81,431.102 1946.88,233.391 1946.95,260.588 1947.01,600.79 1947.08,419.812 1947.15,362.197 1947.21,512.722 1947.28,364.259 1947.35,411.132 1947.41,438.125 1947.48,393.425 1947.54,325.533 1947.61,531.494 1947.68,409.958 1947.74,468.846 1947.81,241.251 1947.88,140.721 1947.94,248.307 1948.01,459.55 1948.08,398.988 1948.14,409.702 1948.21,473.17 1948.28,391.263 1948.34,296.247 1948.41,236.765 1948.47,327.43 1948.54,211.615 1948.61,587.537 1948.67,290.073 1948.74,246.219 1948.81,512.414 1948.87,393.953 1948.94,428.132 1949.01,383.387 1949.07,567.644 1949.14,404.315 1949.2,254.841 1949.27,207.91 1949.34,441.912 1949.4,254.26 1949.47,304.693 1949.54,293.036 1949.6,475.202 1949.67,411.512 1949.74,653.028 1949.8,370.05 1949.87,698.061 1949.93,421.868 1950,438.847 1950.07,444.011 1950.13,351.458 1950.2,254.277 1950.27,236.28 1950.33,346.849 1950.4,493.464 1950.47,242.01 1950.53,234.424 1950.6,473.587 1950.66,423.722 1950.73,539.093 1950.8,464.043 1950.86,452.711 1950.93,316.396 1951,252.355 1951.06,393.385 1951.13,264.79 1951.2,482.906 1951.26,448.502 1951.33,511.369 1951.39,316.597 1951.46,584.937 1951.53,246.18 1951.59,368.634 1951.66,466.497 1951.73,309.592 1951.79,427.879 1951.86,589.922 1951.93,238.136 1951.99,207.015 1952.06,561.709 1952.12,464.029 1952.19,582.638 1952.26,351.157 1952.32,401.521 1952.39,390.287 1952.46,220.533 1952.52,279.164 1952.59,600.563 1952.66,154.534 1952.72,469.206 1952.79,240.352 1952.85,547.063 1952.92,252.445 1952.99,331.771 1953.05,266.596 1953.12,370.732 1953.19,724.297 1953.25,430.929 1953.32,420.063 1953.39,381.099 1953.45,318.264 1953.52,284.22 1953.58,534.358 1953.65,598.076 1953.72,461.945 1953.78,598.496 1953.85,425.828 1953.92,322.632 1953.98,627.665 1954.05,525.174 1954.12,307.832 1954.18,448.74 1954.25,438.94 1954.32,399.354 1954.38,478.228 1954.45,291.74 1954.51,344.114 1954.58,492.203 1954.65,541.635 1954.71,885.769 1954.78,650.775 1954.85,715.497 1954.91,279.69 1954.98,461.241 1955.05,335.632 1955.11,507.626 1955.18,448.468 1955.24,378.421 1955.31,626.601 1955.38,292.43 1955.44,431.308 1955.51,459.146 1955.58,360.823 1955.64,511.28 1955.71,380.843 1955.78,352.903 1955.84,516.884 1955.91,466.88 1955.97,541.096 1956.04,475.015 1956.11,449.521 1956.17,354.772 1956.24,340.091 1956.31,360.521 1956.37,459.351 1956.44,341.264 1956.51,164.887 1956.57,349.366 1956.64,423.225 1956.7,421.607 1956.77,174.305 1956.84,425.397 1956.9,429.663 1956.97,375.563 1957.04,311.062 1957.1,365.466 1957.17,461.27 1957.24,583.152 1957.3,464.201 1957.37,426.133 1957.43,607.959 1957.5,615.45 1957.57,222.157 1957.63,586.179 1957.7,469.185 1957.77,421.573 1957.83,416.1 1957.9,517.341 1957.97,433.05 1958.03,441.24 1958.1,443.608 1958.16,539.966 1958.23,604.936 1958.3,595.725 1958.36,521.861 1958.43,688.593 1958.5,685.465 1958.56,312.136 1958.63,310.575 1958.7,401.741 1958.76,412.634 1958.83,184.51 1958.89,313.497 1958.96,253.795 1959.03,429.678 1959.09,440.572 1959.16,193.21 1959.23,569.851 1959.29,375.969 1959.36,226.969 1959.43,588.678 1959.49,480.685 1959.56,599.045 1959.62,324.133 1959.69,434.188 1959.76,373.151 1959.82,313.686 1959.89,382.957 1959.96,336.899 1960.02,259.796 1960.09,193.523 1960.16,449.676 1960.22,311.548 1960.29,320.336 1960.36,347.301 1960.42,458.571 1960.49,637.967 1960.55,549.997 1960.62,517.818 1960.69,320.06 1960.75,310.615 1960.82,427.034 1960.89,329.012 1960.95,441.135 1961.02,401.205 1961.09,797.528 1961.15,435.603 1961.22,518.222 1961.28,434.844 1961.35,484.026 1961.42,433.608 1961.48,358.607 1961.55,236.918 1961.62,239.426 1961.68,332.881 1961.75,441.188 1961.82,614.682 1961.88,394.439 1961.95,351.649 1962.01,354.639 1962.08,173.412 1962.15,162.534 1962.21,333.662 1962.28,271.87 1962.35,554.022 1962.41,278.969 1962.48,447.582 1962.55,154.498 1962.61,239.799 1962.68,418.497 1962.74,319.24 1962.81,326.103 1962.88,273.406 1962.94,222.247 1963.01,419.689 1963.08,486.508 1963.14,559.887 1963.21,314.075 1963.28,337.568 1963.34,451.681 1963.41,490.663 1963.47,490.802 1963.54,209.808 1963.61,226.707 1963.67,337.411 1963.74,444.15 1963.81,708.48 1963.87,585.792 1963.94,588.395 1964.01,605.387 1964.07,726.679 1964.14,1017.19 1964.2,287.338 1964.27,264.247 1964.34,242.804 1964.4,237.823 1964.47,361.896 1964.54,488.854 1964.6,336.099 1964.67,302.108 1964.74,500.059 1964.8,532.196 1964.87,391.514 1964.93,519.553 1965,251.016 1965.07,359.397 1965.13,692.557 1965.2,528.113 1965.27,438.986 1965.33,363.973 1965.4,322.672 1965.47,121.442 1965.53,400.883 1965.6,233.071 1965.67,346.879 1965.73,407.811 1965.8,411.51 1965.86,373.428 1965.93,271.275 1966,249.217 1966.06,249.188 1966.13,232.541 1966.2,571.528 1966.26,419.32 1966.33,268.498 1966.4,397.668 1966.46,464.263 1966.53,252.464 1966.59,555.908 1966.66,426.795 1966.73,197.691 1966.79,496.853 1966.86,261.955 1966.93,488.789 1966.99,768.068 1967.06,221.48 1967.13,322.337 1967.19,581.934 1967.26,263.777 1967.32,506.92 1967.39,462.214 1967.46,290.349 1967.52,203.451 1967.59,249.593 1967.66,172.195 1967.72,457.984 1967.79,422.19 1967.86,345.43 1967.92,461.951 1967.99,291.722 1968.05,490.091 1968.12,451.463 1968.19,586.575 1968.25,512.211 1968.32,352.107 1968.39,510.127 1968.45,663.949 1968.52,411.48 1968.59,673.322 1968.65,353.672 1968.72,382.561 1968.78,559.029 1968.85,188.609 1968.92,352.268 1968.98,360.191 1969.05,442.086 1969.12,638.472 1969.18,356.447 1969.25,291.677 1969.32,434.301 1969.38,336.642 1969.45,417.107 1969.51,508.442 1969.58,158.725 1969.65,595.484 1969.71,483.5 1969.78,222.198 1969.85,395.242 1969.91,277.207 1969.98,266.028 1970.05,334.271 1970.11,171.752 1970.18,301.108 1970.24,350.438 1970.31,528.325 1970.38,410.227 1970.44,327.034 1970.51,244.105 1970.58,390.62 1970.64,489.341 1970.71,614.768 1970.78,570.348 1970.84,572.007 1970.91,310.599 1970.97,368.977 1971.04,603.759 1971.11,473.961 1971.17,480.559 1971.24,794.938 1971.31,475.031 1971.37,774.92 1971.44,479.732 1971.51,402.992 1971.57,524.638 1971.64,520.76 1971.71,257.318 1971.77,308.087 1971.84,354.262 1971.9,257.78 1971.97,506.592 1972.04,501.533 1972.1,410.701 1972.17,569.429 1972.24,495.678 1972.3,349.82 1972.37,499.828 1972.44,465.812 1972.5,247.046 1972.57,360.732 1972.63,807.862 1972.7,441.77 1972.77,334.88 1972.83,394.598 1972.9,406.647 1972.97,379.096 1973.03,694.842 1973.1,496.61 1973.17,390.465 1973.23,396.566 1973.3,440.711 1973.36,228.224 1973.43,409.968 1973.5,229.536 1973.56,399.39 1973.63,431.163 1973.7,377.329 1973.76,609.655 1973.83,551.691 1973.9,417.299 1973.96,320.833 1974.03,321.644 1974.09,269.548 1974.16,508.668 1974.23,499.032 1974.29,725.807 1974.36,839.287 1974.43,684.117 1974.49,726.596 1974.56,781.98 1974.63,657.543 1974.69,737.991 1974.76,901.994 1974.82,558.296 1974.89,427.959 1974.96,706.331 1975.02,334.679 1975.09,388.509 1975.16,336.388 1975.22,376.158 1975.29,279.774 1975.36,339.482 1975.42,373.437 1975.49,804.717 1975.55,376.14 1975.62,462.302 1975.69,440.183 1975.75,254.498 1975.82,368.45 1975.89,298.309 1975.95,426.127 1976.02,612.956 1976.09,575.897 1976.15,351.374 1976.22,279.308 1976.28,294.061 1976.35,318.395 1976.42,429.51 1976.48,380.01 1976.55,380.91 1976.62,231.778 1976.68,128.179 1976.75,386.515 1976.82,475.55 1976.88,306.305 1976.95,196.147 1977.01,338.745 1977.08,281.746 1977.15,461.668 1977.21,313.865 1977.28,315.019 1977.35,432.39 1977.41,362.103 1977.48,458.79 1977.55,677.315 1977.61,284.784 1977.68,600.683 1977.75,390.839 1977.81,310.353 1977.88,387.326 1977.94,147.756 1978.01,177.17 1978.08,391.722 1978.14,456.394 1978.21,255.28 1978.28,357.185 1978.34,454.56 1978.41,290.288 1978.48,447.026 1978.54,501.622 1978.61,693.051 1978.67,460.396 1978.74,509.166 1978.81,499.711 1978.87,580.027 1978.94,585.978 1979.01,311.446 1979.07,759.941 1979.14,651.358 1979.21,830.161 1979.27,375.336 1979.34,382.513 1979.4,180.227 1979.47,501.802 1979.54,411.621 1979.6,460.341 1979.67,421.451 1979.74,310.727 1979.8,262.7 1979.87,373.221 1979.94,244.441 1980,366.893 1980.07,173.731 1980.13,468.509 1980.2,374.911 1980.27,247.913 1980.33,252.293 1980.4,258.046 1980.47,307.354 1980.53,354.895 1980.6,352.045 1980.67,453.717 1980.73,399.902 1980.8,324.557 1980.86,352.599 1980.93,217.672 1981,253.04 1981.06,244.658 1981.13,641.127 1981.2,600.739 1981.26,342.934 1981.33,266.581 1981.4,346.337 1981.46,345.423 1981.53,633.724 1981.59,459.518 1981.66,391.25 1981.73,575.813 1981.79,547.767 1981.86,345.024 1981.93,465.37 1981.99,498.566 1982.06,326.984 1982.13,274.918 1982.19,320.971 1982.26,386.196 1982.32,410.525 1982.39,403.178 1982.46,296.746 1982.52,403.762 1982.59,356.767 1982.66,507.128 1982.72,331.452 1982.79,281.621 1982.86,328.355 1982.92,385.764 1982.99,318.729 1983.05,444.454 1983.12,264.649 1983.19,418.79 1983.25,447.222 1983.32,367.628 1983.39,227.539 1983.45,413.547 1983.52,352.736 1983.59,483.682 1983.65,220.587 1983.72,315.547 1983.79,400.558 1983.85,499.191 1983.92,533.333 1983.98,639.191 1984.05,380.469 1984.12,460.597 1984.18,435.327 1984.25,491.74 1984.32,478.406 1984.38,366.966 1984.45,454.152 1984.52,591.645 1984.58,466.521 1984.65,197.298 1984.71,194.813 1984.78,485.144 1984.85,487.001 1984.91,363.982 1984.98,618.16 1985.05,447.018 1985.11,199.667 1985.18,606.313 1985.25,388.993 1985.31,874.596 1985.38,620.301 1985.44,366.931 1985.51,609.24 1985.58,393.891 1985.64,225.534 1985.71,202.774 1985.78,409.107 1985.84,381.018 1985.91,428.487 1985.98,463.878 1986.04,393.222 1986.11,428.271 1986.17,641.175 1986.24,605.302 1986.31,322.038 1986.37,296.352 1986.44,212.114 1986.51,551.522 1986.57,908.237 1986.64,528.304 1986.71,537.904 1986.77,600.528 1986.84,460.006 1986.9,249.166 1986.97,412.248 1987.04,635.211 1987.1,605.691 1987.17,496.738 1987.24,631.061 1987.3,709.807 1987.37,489.377 1987.44,333.618 1987.5,475.925 1987.57,326.197 1987.63,280.379 1987.7,380.22 1987.77,414.48 1987.83,316.056 1987.9,364.644 1987.97,396.835 1988.03,177.572 1988.1,356.798 1988.17,516.793 1988.23,777.808 1988.3,556.093 1988.36,756.204 1988.43,850.912 1988.5,491.26 1988.56,275.767 1988.63,533.872 1988.7,604.871 1988.76,449.301 1988.83,475.191 1988.9,409.878 1988.96,305.829 1989.03,456.483 1989.1,153.15 1989.16,357.702 1989.23,436.977 1989.29,364.67 1989.36,547.923 1989.43,501.218 1989.49,516.619 1989.56,574.726 1989.63,306.024 1989.69,308.837 1989.76,275.111 1989.83,256.875 1989.89,358.623 1989.96,244.535 1990.02,337.061 1990.09,286.785 1990.16,306.807 1990.22,542.799 1990.29,454.714 1990.36,286.557 1990.42,323.368 1990.49,435.288 1990.56,307.79 1990.62,495.156 1990.69,414.73 1990.75,459.981 1990.82,319.856 1990.89,386.472 1990.95,275.579 1991.02,378.865 1991.09,333.295 1991.15,304.231 1991.22,246.033 1991.29,307.419 1991.35,329.642 1991.42,287.445 1991.48,412.29 1991.55,449.382 1991.62,405.507 1991.68,346.781 1991.75,284.47 1991.82,157.825 1991.88,282.691 1991.95,369.024 1992.02,371.659 1992.08,235.159 1992.15,217.268 1992.21,351.42 1992.28,534.2 1992.35,485.179 1992.41,515.019 1992.48,505.938 1992.55,442.195 1992.61,386.542 1992.68,369.443 1992.75,446.14 1992.81,317.419 1992.88,462.204 1992.94,464.826 1993.01,222.183 1993.08,423.828 1993.14,300.083 1993.21,419.982 1993.28,565.77 1993.34,462.682 1993.41,591.275 1993.48,627.592 1993.54,516.985 1993.61,466.809 1993.67,369.259 1993.74,441.139 1993.81,664.991 1993.87,333.089 1993.94,351.464 1994.01,494.42 1994.07,291.416 1994.14,384.198 1994.21,503.369 1994.27,350.467 1994.34,504.387 1994.4,295.544 1994.47,389.587 1994.54,389.086 1994.6,257.675 1994.67,617.476 1994.74,376.547 1994.8,364.963 1994.87,688.131 1994.94,572.694 1995,817.183 1995.07,717.859 1995.14,543.495 1995.2,236.949 1995.27,259.129 1995.33,250.364 1995.4,441.673 1995.47,584.88 1995.53,251.787 1995.6,455.861 1995.67,364.17 1995.73,279.906 1995.8,386.906 1995.87,304.659 1995.93,173.021 1996,472.961 1996.06,356.647 1996.13,307.918 1996.2,430.409 1996.26,368.073 1996.33,246.302 1996.4,266.303 1996.46,349.165 1996.53,313.243 1996.6,276.431 1996.66,289.887 1996.73,396.227 1996.79,542.275 1996.86,485.816 1996.93,609.313 1996.99,519.232 1997.06,590.728 1997.13,420.18 1997.19,507.782 1997.26,199.101 1997.33,557.651 1997.39,242.216 1997.46,445.255 1997.52,337.265 1997.59,308.015 1997.66,210.052 1997.72,422.948 1997.79,540.609 1997.86,878.983 1997.92,942.779 1997.99,898.092 1998.06,191.064 1998.12,285.609 1998.19,379.682 1998.25,487.282 1998.32,676.102 1998.39,580.05 1998.45,477.493 1998.52,536.234 1998.59,793.937 1998.65,327.864 1998.72,265.55 1998.79,326.212 1998.85,658.432 1998.92,664.692 1998.98,272.238 1999.05,390.553 1999.12,440.581 1999.18,544.153 1999.25,809.406 1999.32,637.876 1999.38,389.147 1999.45,554.971 1999.52,273.499 1999.58,274.046 1999.65,531.884 1999.71,420.595 1999.78,391.435 1999.85,368.104 1999.91,270.778 1999.98,398.304 2000.05,388.608 2000.11,519.934 2000.18,193.333 2000.25,336.888 2000.31,471.624 2000.38,540.828 2000.44,544.964 2000.51,726.097 2000.58,578.265 2000.64,489.71 2000.71,547.153 2000.78,471.681 2000.84,550.503 2000.91,694.678 2000.98,298.966 2001.04,366.259 2001.11,513.461 2001.18,366.293 2001.24,386.501 2001.31,195.091 2001.37,549.43 2001.44,375.458 2001.51,418.771 2001.57,262.102 2001.64,434.21 2001.71,410.355 2001.77,412.084 2001.84,345.267 2001.91,497.075 2001.97,193.721 2002.04,424.628 2002.1,378.217 2002.17,352.313 2002.24,569.947 2002.3,458.537 2002.37,433.519 2002.44,399.163 2002.5,253.57 2002.57,295.875 2002.64,329.113 2002.7,192.426 2002.77,349.04 2002.83,355.021 2002.9,437.436 2002.97,287.097 2003.03,485.164 2003.1,666.947 2003.17,555.826 2003.23,656.063 2003.3,482.387 2003.37,441.125 2003.43,361.264 2003.5,364.051 2003.56,590.579 2003.63,534.578 2003.7,409.831 2003.76,631.86 2003.83,152.532 2003.9,553.492 2003.96,427.493 2004.03,419.061 2004.1,388.659 2004.16,344.434 2004.23,419.435 2004.29,397.231 2004.36,555.234 2004.43,493.323 2004.49,546.714 2004.56,267.824 2004.63,453.853 2004.69,245.459 2004.76,435.572 2004.83,280.239 2004.89,340.845 2004.96,360.399 2005.02,461.122 2005.09,565.429 2005.16,526.742 2005.22,512.942 2005.29,600.143 2005.36,728.164 2005.42,570.414 2005.49,907.891 2005.56,666.261 2005.62,1082.74 2005.69,315.609 2005.75,297.242 2005.82,443.518 2005.89,224.647 2005.95,474.937 2006.02,474.852 2006.09,737.845 2006.15,933.807 2006.22,942.708 2006.29,658.524 2006.35,897.609 2006.42,793.317 2006.49,789.431 2006.55,470.853 2006.62,366.554 2006.68,448.977 2006.75,470.65 2006.82,368.897 2006.88,267.685 2006.95,477.636 2007.02,249.783 2007.08,834.827 2007.15,720.399 2007.22,887.098 2007.28,549.701 2007.35,448.625 2007.41,338.446 2007.48,459.195 2007.55,584.379 2007.61,364.319 2007.68,397.322 2007.75,587.612 2007.81,603.439 2007.88,212.972 2007.95,207.579 2008.01,346.02 2008.08,226.587 2008.14,509.512 2008.21,406.354 2008.28,705.52 2008.34,311.599 2008.41,218.899 2008.48,305.119 2008.54,466.017 2008.61,452.278 2008.68,584.438 2008.74,289.742 2008.81,489.501 2008.87,428.42 2008.94,375.223 2009.01,336.682 2009.07,555.314 2009.14,593.068 2009.21,525.821 2009.27,584.078 2009.34,538.493 2009.41,704.672 2009.47,486.23 2009.54,660.037 2009.6,631.792 2009.67,482.224 2009.74,480.084 2009.8,311.984 2009.87,542.936 2009.94,541.705 2010,542.273 2010.07,360.892 2010.14,358.379 2010.2,371.87 2010.27,458.611 2010.33,436.731 2010.4,287.721 2010.47,413.756 2010.53,360.421 2010.6,286.685 2010.67,312.636 2010.73,232.049 2010.8,300.943 2010.87,338.352 2010.93,350.812 2011,478.947 2011.06,348.375 2011.13,242.2 2011.2,417.443 2011.26,421.24 2011.33,545.647 2011.4,510.507 2011.46,441.06 2011.53,320.055 2011.6,347.512 2011.66,339.353 2011.73,274.875 2011.79,280.596 2011.86,403.587 2011.93,186.855 2011.99,476.261 2012.06,524.149 2012.13,500.276 2012.19,476.374 2012.26,160.228 2012.33,569.54 2012.39,274.82 2012.46,384.194 2012.53,384.354 2012.59,387.766 2012.66,235.377 2012.72,489.966 2012.79,337.871 2012.86,245.253 2012.92,213.078 2012.99,376.697 2013.06,306.017 2013.12,166.782 2013.19,290.599 2013.26,515.013 2013.32,232.964 2013.39,263.75 2013.45,282.83 2013.52,362.858 2013.59,486.503 2013.65,388.877 2013.72,307.774 2013.79,418.971 2013.85,371.854 2013.92,462.603 2013.99,415.569 2014.05,487.7 2014.12,449.664 2014.18,311.889 2014.25,309.506 2014.32,287.103 2014.38,261.36 2014.45,682.435 2014.52,434.35 2014.58,422.261 2014.65,401.469 2014.72,403.342 2014.78,574.176 2014.85,387.468 2014.91,445.062 2014.98,280.803 2015.05,412.969 2015.11,396.052 2015.18,207.158 2015.25,138.24 2015.31,313.023 2015.38,671.97 2015.45,499.446 2015.51,864.13 2015.58,490.503 2015.64,679.818 2015.71,579.917 2015.78,530.353 2015.84,764.747 2015.91,396.045 2015.98,529.498 2016.04,372.223 2016.11,407.548 2016.18,344.667 2016.24,495.247 2016.31,353.595 2016.37,264.234 2016.44,300.116 2016.51,498.328 2016.57,495.847 2016.64,529.913 2016.71,434.915 2016.77,440.223 2016.84,419.591 2016.91,495.778 2016.97,777.853 2017.04,393.035 2017.1,348.279 2017.17,393.206 2017.24,462.987 2017.3,191.258 2017.37,395.527 2017.44,344.934 2017.5,400.178 2017.57,516.364 2017.64,451.82 2017.7,498.778 2017.77,518.101 2017.83,353.003 2017.9,396.831 2017.97,408.857 2018.03,427.455 2018.1,421.233 2018.17,208.361 2018.23,385.857 2018.3,436.229 2018.37,384.663 2018.43,333.695 2018.5,379.255 2018.57,558.636 2018.63,572.517 2018.7,501.531 2018.76,264.142 2018.83,311.195 2018.9,390.908 2018.96,346.421 2019.03,222.513 2019.1,376.339 2019.16,479.244 2019.23,745.907 2019.3,404.437 2019.36,668.736 2019.43,221.915 2019.49,301.984 2019.56,200.431 2019.63,390.999 2019.69,333.567 2019.76,240.086 2019.83,120.212 2019.89,297.778 2019.96,338.952 2020.03,310.302 2020.09,370.037 2020.16,173.875 2020.22,586.662 2020.29,368.962 2020.36,486.164 2020.42,217.327 2020.49,308.561 2020.56,593.218 2020.62,400.057 2020.69,336.513 2020.76,477.335 2020.82,228.503 2020.89,335.762 2020.95,265.166 2021.02,201.993 2021.09,291.952 2021.15,555.143 2021.22,428.931 2021.29,500.784 2021.35,283.933 2021.42,353.082 2021.49,286.819 2021.55,339.674 2021.62,264.482 2021.68,384.035 2021.75,304.633 2021.82,448.317 2021.88,351.983 2021.95,431.043 2022.02,328.912 2022.08,350.048 2022.15,235.624 2022.22,305.386 2022.28,459.754 2022.35,643.513 2022.41,498.844 2022.48,339.576 2022.55,336.988 2022.61,510.68 2022.68,518.766 2022.75,428.949 2022.81,509.115 2022.88,475.07 2022.95,440.228 2023.01,387.787 2023.08,211.805 2023.14,285.696 2023.21,453.207 2023.28,544.374 2023.34,343.39 2023.41,307.991 2023.48,329.377 2023.54,485.703 2023.61,595.653 2023.68,664.336 2023.74,372.013 2023.81,367.818 2023.87,375.801 2023.94,428.863 2024.01,418.774 2024.07,346.752 2024.14,539.699 2024.21,368.324 2024.27,467.875 2024.34,278.924 2024.41,426.923 2024.47,325.276 2024.54,359.057 2024.61,547.931 2024.67,239.777 2024.74,359.296 2024.8,364.165 2024.87,213.945 2024.94,267.994 2025,173.824 2025.07,253.476 2025.14,524.859 2025.2,274.579 2025.27,428.955 2025.34,478.998 2025.4,417.19 2025.47,638.626 2025.53,499.12 2025.6,574.334 2025.67,580.36 2025.73,509.457 2025.8,340.47 2025.87,378.581 2025.93,201.759 2026,488.482 2026.07,232.031 2026.13,243.338 2026.2,355.135 2026.26,677.677 2026.33,630.75 2026.4,338.626 2026.46,331.087 2026.53,378.407 2026.6,430.255 2026.66,408.093 2026.73,797.616 2026.8,546.714 2026.86,471.796 2026.93,796.278 2026.99,414.021 2027.06,222.926 2027.13,243.719 2027.19,279.179 2027.26,286.185 2027.33,372.586 2027.39,574.043 2027.46,304.757 2027.53,368.176 2027.59,478.478 2027.66,389.82 2027.72,505.156 2027.79,660.822 2027.86,753.877 2027.92,678.525 2027.99,319.834 2028.06,134.143 2028.12,417.507 2028.19,450.523 2028.26,277.492 2028.32,174.666 2028.39,228.414 2028.45,305.81 2028.52,301.291 2028.59,354.367 2028.65,300.199 2028.72,362.569 2028.79,482.865 2028.85,364.186 2028.92,266.946 2028.99,300.957 2029.05,404.989 2029.12,217.154 2029.18,508.546 2029.25,645.317 2029.32,525.173 2029.38,325.167 2029.45,483.937 2029.52,342.037 2029.58,609.476 2029.65,562.066 2029.72,677.25 2029.78,669.968 2029.85,941.058 2029.92,659.88 2029.98,405.005 2030.05,288.279 2030.11,495.055 2030.18,749.272 2030.25,488.747 2030.31,434.296 2030.38,203.967 2030.45,611.527 2030.51,718.53 2030.58,700.587 2030.65,399.451 2030.71,475.262 2030.78,295.899 2030.84,230.685 2030.91,441.508 2030.98,411.299 2031.04,225.958 2031.11,336.173 2031.18,436.892 2031.24,480.679 2031.31,212.964 2031.38,133.052 2031.44,518.93 2031.51,318.241 2031.57,256.663 2031.64,534.528 2031.71,509.898 2031.77,759.954 2031.84,216.443 2031.91,437.379 2031.97,756.915 2032.04,456.724 2032.11,288.576 2032.17,347.404 2032.24,418.586 2032.3,410.122 2032.37,504.387 2032.44,437.045 2032.5,207.281 2032.57,442.274 2032.64,317.869 2032.7,405.173 2032.77,336.47 2032.84,316.809 2032.9,359.609 2032.97,252.23 2033.03,274.776 2033.1,649.421 2033.17,565.624 2033.23,494.09 2033.3,578.439 2033.37,746.19 2033.43,607.561 2033.5,813.208 2033.57,361.108 2033.63,358.955 2033.7,404.857 2033.76,340.814 2033.83,371.235 2033.9,761.385 2033.96,576.651 2034.03,737.369 2034.1,666.62 2034.16,598.565 2034.23,205.058 2034.3,623.246 2034.36,161.675 2034.43,413.775 2034.49,312.023 2034.56,324.082 2034.63,215.025 2034.69,287.594 2034.76,345.039 2034.83,527.951 2034.89,387.659 2034.96,553.559 2035.03,314.42 2035.09,609.19 2035.16,520.786 2035.22,558.507 2035.29,364.648 2035.36,212.129 2035.42,291.968 2035.49,277.659 2035.56,256.593 2035.62,378.322 2035.69,330.576 2035.76,435.725 2035.82,419.398 2035.89,565.664 2035.96,503.344 2036.02,488.396 2036.09,294.602 2036.15,367.418 2036.22,417.763 2036.29,426.399 2036.35,317.721 2036.42,404.846 2036.49,329.019 2036.55,446.5 2036.62,435.491 2036.69,534.419 2036.75,416.619 2036.82,775.89 2036.88,666.197 2036.95,566.131 2037.02,263.744 2037.08,258.817 2037.15,253.814 2037.22,402.027 2037.28,185.356 2037.35,536.434 2037.42,297.508 2037.48,262.896 2037.55,274.737 2037.61,419.012 2037.68,615.9 2037.75,585.52 2037.81,397.996 2037.88,255.038 2037.95,352.747 2038.01,559.923 2038.08,335.775 2038.15,362.113 2038.21,316.627 2038.28,322.319 2038.34,482.952 2038.41,386.525 2038.48,546.087 2038.54,240.714 2038.61,361.069 2038.68,468.369 2038.74,252.155 2038.81,216.579 2038.88,288.468 2038.94,445.62 2039.01,351.864 2039.07,324.681 2039.14,411.074 2039.21,192.18 2039.27,254.75 2039.34,601.907 2039.41,355.045 2039.47,418.715 2039.54,298.638 2039.61,553.287 2039.67,480.253 2039.74,519.763 2039.8,289.378 2039.87,428.391 2039.94,504.048 2040,346.019 2040.07,658.494 2040.14,587.645 2040.2,331.299 2040.27,443.594 2040.34,475.858 2040.4,412.214 2040.47,639.666 2040.53,512.602 2040.6,756.489 2040.67,536.67 2040.73,627.587 2040.8,447.548 2040.87,372.489 2040.93,435.091 2041,445.621 2041.07,443.137 2041.13,358.036 2041.2,379.026 2041.26,351.082 2041.33,410.349 2041.4,364.921 2041.46,410.011 2041.53,415.603 2041.6,548.969 2041.66,520.19 2041.73,370.76 2041.8,627.726 2041.86,376.025 2041.93,460.867 2042,505.065 2042.06,699.822 2042.13,317.467 2042.19,512.419 2042.26,602.344 2042.33,371.921 2042.39,246.577 2042.46,659.09 2042.53,390.06 2042.59,561.082 2042.66,294.269 2042.73,332.803 2042.79,314.262 2042.86,185.241 2042.92,280.281 2042.99,402.537 2043.06,259.059 2043.12,234.354 2043.19,233.067 2043.26,652.802 2043.32,506.7 2043.39,328.399 2043.46,345.996 2043.52,160.077 2043.59,194.879 2043.65,548.903 2043.72,311.651 2043.79,526.574 2043.85,647.969 2043.92,470.015 2043.99,303.233 2044.05,262.778 2044.12,491.647 2044.19,271.542 2044.25,240.776 2044.32,288.462 2044.38,329.783 2044.45,267.608 2044.52,528.756 2044.58,271.032 2044.65,453.317 2044.72,598.094 2044.78,383.843 2044.85,336.575 2044.92,451.121 2044.98,502.381 2045.05,431.099 2045.11,384.018 2045.18,365.703 2045.25,448.986 2045.31,398.828 2045.38,217.962 2045.45,376.15 2045.51,536.933 2045.58,492.81 2045.65,509.693 2045.71,600.601 2045.78,324.204 2045.84,404.245 2045.91,593.441 2045.98,185.6 2046.04,246.254 2046.11,268.844 2046.18,330.285 2046.24,323.502 2046.31,340.432 2046.38,177.288 2046.44,243.369 2046.51,406.5 2046.57,333.706 2046.64,226.173 2046.71,428.11 2046.77,432.221 2046.84,544.066 2046.91,524.18 2046.97,368.743 2047.04,420.08 2047.11,436.532 2047.17,434.113 2047.24,715.131 2047.3,542.229 2047.37,459.703 2047.44,603.162 2047.5,503.55 2047.57,569.147 2047.64,371.804 2047.7,419.205 2047.77,287.847 2047.84,342.55 2047.9,193.589 2047.97,320.309 2048.04,259.605 2048.1,406.599 2048.17,940.26 2048.23,474.613 2048.3,501.46 2048.37,461.305 2048.43,350.785 2048.5,500.496 2048.57,350.923 2048.63,344.827 2048.7,330.57 2048.77,377.467 2048.83,337.004 2048.9,172.877 2048.96,324.231 2049.03,220.995 2049.1,537.955 2049.16,440.223 2049.23,245.304 2049.3,773.714 2049.36,695.193 2049.43,672.832 2049.5,595.727 2049.56,670.174 2049.63,761.843 2049.69,754.493 2049.76,713.423 2049.83,751.531 2049.89,247.636 2049.96,400.696 2050.03,352.036 2050.09,382.517 2050.16,265.871 2050.23,279.597 2050.29,207.747 2050.36,398.115 2050.42,211.312 2050.49,247.269 2050.56,593.709 2050.62,445.369 2050.69,303.644 2050.76,600.556 2050.82,283.035 2050.89,151.146 2050.96,411.797 2051.02,375.43 2051.09,205.148 2051.15,334.892 2051.22,312.008 2051.29,301.365 2051.35,428.512 2051.42,281.199 2051.49,597.667 2051.55,678.489 2051.62,459.913 2051.69,382.742 2051.75,586.946 2051.82,578.988 2051.88,426.364 2051.95,514.62 2052.02,362.948 2052.08,365.814 2052.15,409.648 2052.22,382.712 2052.28,675.804 2052.35,670.831 2052.42,243.881 2052.48,431.88 2052.55,255.447 2052.61,225.218 2052.68,169.78 2052.75,287.733 2052.81,342.367 2052.88,246.918 2052.95,358.719 2053.01,360.504 2053.08,502.045 2053.15,409.325 2053.21,495.16 2053.28,630.078 2053.35,549.835 2053.41,668.918 2053.48,554.719 2053.54,505.784 2053.61,116.581 2053.68,285.455 2053.74,422.899 2053.81,336.85 2053.88,430.978 2053.94,370.308 2054.01,433.425 2054.08,548.386 2054.14,439.399 2054.21,271.156 2054.27,410.675 2054.34,268.93 2054.41,522.329 2054.47,348.593 2054.54,482.266 2054.61,290.647 2054.67,569.45 2054.74,267.951 2054.81,535.998 2054.87,550.148 2054.94,302.887 2055,320.705 2055.07,361.512 2055.14,269.917 2055.2,671.529 2055.27,506.9 2055.34,562.692 2055.4,343.247 2055.47,245.345 2055.54,265.599 2055.6,413.264 2055.67,359.063 2055.73,532.6 2055.8,535.174 2055.87,639.896 2055.93,479.12 2056,537.331 2056.07,550.443 2056.13,503.719 2056.2,529.795 2056.27,221.867 2056.33,422.485 2056.4,532.379 2056.46,221.447 2056.53,244.266 2056.6,286.682 2056.66,192.073 2056.73,390.795 2056.8,583.64 2056.86,395.917 2056.93,375.753 2057,411.93 2057.06,444.505 2057.13,228.371 2057.19,296.998 2057.26,512.25 2057.33,512.911 2057.39,295.743 2057.46,556.123 2057.53,331.452 2057.59,390.008 2057.66,481.148 2057.73,413.446 2057.79,359.744 2057.86,232.587 2057.92,289.739 2057.99,504.176 2058.06,344.193 2058.12,385.984 2058.19,433.174 2058.26,622.661 2058.32,237.183 2058.39,481.333 2058.46,841.249 2058.52,368.394 2058.59,211.356 2058.65,679.977 2058.72,473.106 2058.79,253.87 2058.85,351.282 2058.92,278.45 2058.99,424.969 2059.05,305.585 2059.12,457.328 2059.19,331.434 2059.25,316.156 2059.32,711.172 2059.39,865.143 2059.45,859.265 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       "</svg>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Configure the stratigraphic Monte Carlo model\n",
    "config = StratAgeModelConfiguration()\n",
    "# If in doubt, you can probably leave these parameters as-is\n",
    "config.resolution = 0.2 # 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 = 10000*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) = StratMetropolis(smpl, config)\n",
    "\n",
    "# Write the results to file\n",
    "run(`mkdir -p $(smpl.Path)`) # Make sure that the path exists\n",
    "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*\"age.csv\", mdl.Age, ',') # Mean age of resulting model\n",
    "writedlm(smpl.Path*\"age_025CI.csv\", mdl.Age_025CI, ',') # 2.5% confidence interval of resulting model\n",
    "writedlm(smpl.Path*\"age_975CI.csv\", mdl.Age_975CI, ',') # 97.5% confidence interval of resulting model\n",
    "writedlm(smpl.Path*\"lldist.csv\", lldist, ',') # Log likelihood distribution (to check for stationarity)\n",
    "\n",
    "# Plot the log likelihood to make sure we're converged (n.b burnin isn't recorded)\n",
    "hdl = plot(lldist,xlabel=\"Step number\",ylabel=\"Log likelihood\",label=\"\",line=(0.85,:darkblue))\n",
    "savefig(hdl,smpl.Path*\"lldist.pdf\")\n",
    "display(hdl)"
   ]
  },
  {
   "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**)!\n",
    "***\n",
    "## Plot results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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   "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 ($(smpl.Height_Unit))\")\n",
    "savefig(hdl,smpl.Path*\"AgeDepthModel.svg\")\n",
    "savefig(hdl,smpl.Path*\"AgeDepthModel.pdf\")\n",
    "display(hdl)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Interpolated age at height=-404: 7383.644684683442 +140.9269426924493/-137.6523109420841 ka"
     ]
    },
    {
     "data": {
      "image/png": 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     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Stratigraphic height at which to interpolate\n",
    "height = -404\n",
    "\n",
    "age_at_height = linterp1s(mdl.Height,mdl.Age,height)\n",
    "age_at_height_min = linterp1s(mdl.Height,mdl.Age_025CI,height)\n",
    "age_at_height_max = linterp1s(mdl.Height,mdl.Age_975CI,height)\n",
    "print(\"Interpolated age at height=$height: $age_at_height +$(age_at_height_max-age_at_height)/-$(age_at_height-age_at_height_min) $(smpl.Age_Unit)\")\n",
    "\n",
    "# Optional: interpolate full age distribution\n",
    "interpolated_distribution = Array{Float64}(undef,size(agedist,2))\n",
    "for i=1:size(agedist,2)\n",
    "    interpolated_distribution[i] = linterp1s(mdl.Height,agedist[:,i],height)\n",
    "end\n",
    "hdl = histogram(interpolated_distribution, nbins=50, fill=(0.75,:darkblue), label=\"\")\n",
    "plot!(hdl, xlabel=\"Age ($(smpl.Age_Unit)) at height=$height\", ylabel=\"Likelihood (unnormalized)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are other things we can plot as well, such as deposition rate:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.600877 seconds (1.69 M allocations: 418.460 MiB, 10.63% gc time, 67.73% compilation time)\n"
     ]
    },
    {
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   "source": [
    "# Set bin width and spacing\n",
    "binwidth = round(nanrange(mdl.Age)/10,sigdigits=1) # Can also set manually, commented out below\n",
    "# binwidth = 100 # 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=(0,0.2,:darkblue), linealpha=0, label=\"68% CI\")\n",
    "plot!(hdl,[bincenters; reverse(bincenters)],[dhdt_20p; reverse(dhdt_80p)], fill=(0,0.2,:darkblue), linealpha=0, label=\"\")\n",
    "plot!(hdl,[bincenters; reverse(bincenters)],[dhdt_25p; reverse(dhdt_75p)], fill=(0,0.2,:darkblue), linealpha=0, label=\"\")\n",
    "plot!(hdl,[bincenters; reverse(bincenters)],[dhdt_30p; reverse(dhdt_70p)], fill=(0,0.2,:darkblue), linealpha=0, label=\"\")\n",
    "plot!(hdl,[bincenters; reverse(bincenters)],[dhdt_35p; reverse(dhdt_65p)], fill=(0,0.2,:darkblue), linealpha=0, label=\"\")\n",
    "plot!(hdl,[bincenters; reverse(bincenters)],[dhdt_40p; reverse(dhdt_60p)], fill=(0,0.2,:darkblue), linealpha=0, label=\"\")\n",
    "plot!(hdl,[bincenters; reverse(bincenters)],[dhdt_45p; reverse(dhdt_55p)], fill=(0,0.2,: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)\n",
    "savefig(hdl,smpl.Path*\"DepositionRateModelCI.pdf\")\n",
    "display(hdl)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## Option B: Configure and run 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 `hiatusdist` output."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generating stratigraphic age-depth model...\n",
      "Burn-in: 3400000 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: 10200000 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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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "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         = [-371.5, -405.0 ]\n",
    "hiatus.Height_sigma   = [   0.0,    0.0 ]\n",
    "hiatus.Duration       = [ 100.0,   123.0]\n",
    "hiatus.Duration_sigma = [  30.5,    20.0]\n",
    "\n",
    "# Configure the stratigraphic Monte Carlo model\n",
    "config = StratAgeModelConfiguration()\n",
    "# If in doubt, you can probably leave these parameters as-is\n",
    "config.resolution = 0.2 # Same units as sample height. Smaller is slower!\n",
    "config.bounding = 0.1 # 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 = 10000*npoints_approx # Number to discard\n",
    "config.sieve = round(Int,npoints_approx) # Record one out of every nsieve steps\n",
    "\n",
    "# Run the model. Note the new `hiatus` argument and `hiatusdist` result\n",
    "(mdl, agedist, hiatusdist, lldist) = StratMetropolis(smpl, hiatus, config); sleep(0.5)\n",
    "\n",
    "# Write the results to file\n",
    "run(`mkdir -p $(smpl.Path)`) # Make sure that the path exists\n",
    "writedlm(smpl.Path*\"agedist_hiatus.csv\", agedist, ',') # Stationary distribution of the age-depth model\n",
    "writedlm(smpl.Path*\"height_hiatus.csv\", mdl.Height, ',') # Stratigraphic heights corresponding to each row of agedist\n",
    "writedlm(smpl.Path*\"age_hiatus.csv\", mdl.Age, ',') # Mean age of resulting model\n",
    "writedlm(smpl.Path*\"age_025CI_hiatus.csv\", mdl.Age_025CI, ',') # 2.5% confidence interval of resulting model\n",
    "writedlm(smpl.Path*\"age_975CI_hiatus.csv\", mdl.Age_975CI, ',') # 97.5% confidence interval of resulting model\n",
    "writedlm(smpl.Path*\"lldist_hiatus.csv\", lldist, ',') # Log likelihood distribution (to check for stationarity)\n",
    "\n",
    "# Plot results (mean and 95% confidence interval for both model and data)\n",
    "hdl = plot([mdl.Age_025CI; reverse(mdl.Age_975CI)],[mdl.Height; reverse(mdl.Height)], fill=(minimum(mdl.Height),0.5,:blue), label=\"model\")\n",
    "plot!(hdl, mdl.Age, mdl.Height, linecolor=:blue, label=\"\", fg_color_legend=:white)\n",
    "plot!(hdl, smpl.Age, smpl.Height, xerror=smpl.Age_sigma*2,label=\"data\",seriestype=:scatter,color=:black)\n",
    "plot!(hdl, xlabel=\"Age ($(smpl.Age_Unit))\", ylabel=\"Height ($(smpl.Height_Unit))\")\n",
    "savefig(hdl,smpl.Path*\"AgeDepthModelHiatus.pdf\");\n",
    "display(hdl)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## Getting your data out\n",
    "As shown below, we have access to the system command line, so we can use the unix command `ls` to see all the files we have written. We'll try this first using `;` to access Julia's command-line shell mode:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AgeDepthModel.pdf\n",
      "AgeDepthModel.svg\n",
      "AgeDepthModelHiatus.pdf\n",
      "DepositionRateModelCI.pdf\n",
      "age.csv\n",
      "age_025CI.csv\n",
      "age_025CI_hiatus.csv\n",
      "age_975CI.csv\n",
      "age_975CI_hiatus.csv\n",
      "age_hiatus.csv\n",
      "agedist.csv\n",
      "agedist_hiatus.csv\n",
      "height.csv\n",
      "height_hiatus.csv\n",
      "lldist.csv\n",
      "lldist.pdf\n",
      "lldist_hiatus.csv\n"
     ]
    }
   ],
   "source": [
    "; ls MyData"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alternatively, we could do the same thing using the `run` function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AgeDepthModel.pdf\n",
      "AgeDepthModel.svg\n",
      "AgeDepthModelHiatus.pdf\n",
      "DepositionRateModelCI.pdf\n",
      "age.csv\n",
      "age_025CI.csv\n",
      "age_025CI_hiatus.csv\n",
      "age_975CI.csv\n",
      "age_975CI_hiatus.csv\n",
      "age_hiatus.csv\n",
      "agedist.csv\n",
      "agedist_hiatus.csv\n",
      "height.csv\n",
      "height_hiatus.csv\n",
      "lldist.csv\n",
      "lldist.pdf\n",
      "lldist_hiatus.csv\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Process(`\u001b[4mls\u001b[24m \u001b[4mMyData\u001b[24m`, ProcessExited(0))"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "run(`ls MyData`)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you're running this notebook online, getting these files out of here may be harder though. For SVG files, one option is to view them 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": 10,
   "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": 11,
   "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": 12,
   "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",
    "[![DOI](https://raw.githubusercontent.com/brenhinkeller/Chron.jl/main/readme_figures/osf_io_TQX3F.svg?sanitize=true)](https://doi.org/10.17605/osf.io/TQX3F)"
   ]
  }
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