Lecture 3 -- Open Source and Julia in Science.ipynb

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      "\u001b[32m\u001b[1m  Updating\u001b[22m\u001b[39m registry at `~/.julia/registries/General`\n",
      "\u001b[32m\u001b[1m  Updating\u001b[22m\u001b[39m git-repo `https://github.com/JuliaRegistries/General.git`\n",
      "\u001b[2K\u001b[?25h[1mFetching:\u001b[22m\u001b[39m [========================================>]  100.0 %.0 %"
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   "source": [
    "using Pkg\n",
    "Pkg.activate(\"envs/lecture3\")\n",
    "Pkg.instantiate()"
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       "Plots.GRBackend()"
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   "source": [
    "using Plots\n",
    "gr()"
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  {
   "cell_type": "markdown",
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   "source": [
    "# Lecture 3\n",
    "## Contributing to Open Source\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
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   },
   "source": [
    "### Why?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "1. It is fun!\n",
    "2. You will learn a lot.\n",
    "3. Review by others teaches you to write better code\n",
    "4. It leads to better science"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
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   },
   "source": [
    "### Why not?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "1. It takes time -- a lot of time\n",
    "2. Requires a thick skin\n",
    "3. Cross-cultural communication can be hard"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
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   "source": [
    "### The structure of a contribution\n",
    "https://opensource.guide/how-to-contribute/\n",
    "\n",
    "1. Formulate a need: Why are you doing this, what do you want to achieve\n",
    "2. Communicate: Open an issue, write on the mailing-list (Especially for large contribution)\n",
    "3. Write-up a pull-request that is up to the standard (or better) than the project you contribute to\n",
    "  1. Have docs\n",
    "  2. Have tests\n",
    "4. Be kind to open-source maintainers and have patience"
   ]
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  {
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    "### How to contribute to a Julia package\n",
    "\n",
    "1. `]dev PackageName`\n",
    "2. `cd ~/.julia/dev/PackageName`\n",
    "3. create a branch `git checkout -b bugfix`\n",
    "4. Change!\n",
    "4. Test! `]test PackageName`\n",
    "5. Commit `git commit`"
   ]
  },
  {
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   "source": [
    "1. Fork package on github\n",
    "2. `git remote add me git@github.com/me/PackageName.jl`\n",
    "3. `git push -u me bugfix`\n",
    "4. Open PR! (explaining why and what you did)\n",
    "\n",
    "Or:\n",
    "```\n",
    "hub fork\n",
    "hub push -u me bugfix\n",
    "hub pull-request\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### How to contribute to Julia"
   ]
  },
  {
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   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "#### Build Julia from source\n",
    "1. `git clone https://github.com/JuliaLang/julia`\n",
    "2. `cd julia && make -j`\n",
    "3. Change!\n",
    "4. `make testall` or `make -C test threads`\n",
    "5. As above"
   ]
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  {
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   "metadata": {
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   "source": [
    "## Julia in the scientific community\n",
    "Take a look at https://pretalx.com/juliacon2019/talk/ for this year's JuliaCon.\n",
    "\n",
    "If you do anything with differential equations I thouroughly recommend http://juliadiffeq.org/"
   ]
  },
  {
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   "metadata": {
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     "slide_type": "subslide"
    }
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   "source": [
    "### Celeste.jl\n",
    "Cataloging the Visible Universe through Bayesian Inference (at Petascale)\n",
    "https://www.youtube.com/watch?v=uecdcADM3hY\n",
    "\n",
    "- https://arxiv.org/pdf/1801.10277.pdf\n",
    "- https://arxiv.org/pdf/1803.00113.pdf\n",
    "\n",
    "- Loaded an aggregate of ~178 terabytes of image data and produced parameter estimates for 188 million stars and galaxies in 14.6 minutes\n",
    " - Written entirely in Julia and achieved a peak performance of 1.54 petaflops using 1.3 million threads on 9,300 Knights Landing (KNL) nodes of the Cori supercomputer at NERSC\n",
    "- Demonstrated conclusively that massive and complex datasets can be analyzed with Bayesian inference by applying variational inference (VI)\n",
    "- Provided not only point estimates for light sources but, for the first time, a principled measure of the quality of inference for each light source (posterior uncertainty for source type, brightness, and colors)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
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     "slide_type": "subslide"
    }
   },
   "source": [
    "### CLIMA\n",
    "- https://clima.caltech.edu/\n",
    "- https://github.com/climate-machine/CLIMA\n"
   ]
  },
  {
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   "metadata": {
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   "source": [
    "## Useful tools for science\n",
    "\n",
    "- [Unitful.jl](https://github.com/PainterQubits/Unitful.jl)\n",
    "- [Measurements.jl](https://github.com/JuliaPhysics/Measurements.jl)"
   ]
  },
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     "data": {
      "text/plain": [
       "5.0 ± 1.7 m"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Measurements, Unitful\n",
    "\n",
    "hypot((3 ± 1)*u\"m\", (4 ± 2)*u\"m\") # Pythagorean theorem"
   ]
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      "text/plain": [
       "6.5 ± 1.2 V"
      ]
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   ],
   "source": [
    "(50 ± 1)*u\"Ω\" * (13 ± 2.4)*1e-2*u\"A\" |> u\"V\" # Ohm's Law"
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "4.66 ± 0.13 s"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "2pi*sqrt((5.4 ± 0.3)*u\"m\" / ((9.81 ± 0.01)*u\"m/s^2\")) # Pendulum's period"
   ]
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     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(sin, [x ± 0.1 for x in 1:0.2:10], size = (800, 600))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Some of my favourite tools\n",
    "- [StaticArrays.jl](https://github.com/JuliaArrays/StaticArrays.jl)\n",
    "- [StructArrays.jl](https://github.com/piever/StructArrays.jl)\n",
    "- [Images.jl](https://github.com/JuliaImages/Images.jl) and [Colors.jl](https://github.com/JuliaGraphics/Colors.jl)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Probabilisitic Programming\n",
    "\n",
    "- [Turing.jl](https://turing.ml/) \n",
    "- [Gen.jl](https://probcomp.github.io/Gen/)\n",
    "- [Stheno.jl](https://github.com/willtebbutt/Stheno.jl)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## A quick example using Stheno\n",
    "*Gausian processes*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "using Stheno, Random, Statistics\n",
    "using Stheno: @model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "model (generic function with 1 method)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "@model function model()\n",
    "    f₁ = GP(randn(), eq())\n",
    "    f₂ = GP(eq())\n",
    "    f₃ = f₁ + f₂\n",
    "    return f₁, f₂, f₃\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "# Randomly sample `N₁` locations at which to measure `f` using `y1`, and `N2` locations\n",
    "# at which to measure `f` using `y2`.\n",
    "rng, N₁, N₃ = MersenneTwister(123546), 10, 11;\n",
    "X₁, X₃ = rand(rng, N₁) * 10, rand(rng, N₃) * 10;\n",
    "f₁, f₂, f₃ = model();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "# Generate some toy observations of `f₁` and `f₃`.\n",
    "ŷ₁, ŷ₃ = rand(rng, [f₁(X₁), f₃(X₃)]);\n",
    "\n",
    "# Compute the posterior processes.\n",
    "(f₁′, f₂′, f₃′) = (f₁, f₂, f₃) | (f₁(X₁)←ŷ₁, f₃(X₃)←ŷ₃);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "# Define some plotting stuff.\n",
    "Np, S = 500, 25;\n",
    "Xp = range(-2.5, stop=12.5, length=Np);\n",
    "\n",
    "# Sample jointly from the posterior over each process.\n",
    "f₁′Xp, f₂′Xp, f₃′Xp = rand(rng, [f₁′(Xp, 1e-9), f₂′(Xp, 1e-9), f₃′(Xp, 1e-9)], S);\n",
    "\n",
    "# Compute posterior marginal distributions.\n",
    "ms1 = marginals(f₁′(Xp));\n",
    "ms2 = marginals(f₂′(Xp));\n",
    "ms3 = marginals(f₃′(Xp));\n",
    "\n",
    "# Pull out the posterior marginal means and standard deviations.\n",
    "μf₁′, σf₁′ = mean.(ms1), std.(ms1);\n",
    "μf₂′, σf₂′ = mean.(ms2), std.(ms2);\n",
    "μf₃′, σf₃′ = mean.(ms3), std.(ms3);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "posterior_plot = plot();\n",
    "\n",
    "# Plot posterior marginal variances\n",
    "plot!(posterior_plot, Xp, [μf₁′ μf₁′];\n",
    "    linewidth=0.0,\n",
    "    fillrange=[μf₁′ .- 3 .* σf₁′, μf₁′ .+ 3 * σf₁′],\n",
    "    fillalpha=0.3,\n",
    "    fillcolor=:red,\n",
    "    label=\"\");\n",
    "plot!(posterior_plot, Xp, [μf₂′ μf₂′];\n",
    "    linewidth=0.0,\n",
    "    fillrange=[μf₂′ .- 3 .* σf₂′, μf₂′ .+ 3 * σf₂′],\n",
    "    fillalpha=0.3,\n",
    "    fillcolor=:green,\n",
    "    label=\"\");\n",
    "plot!(posterior_plot, Xp, [μf₃′ μf₃′];\n",
    "    linewidth=0.0,\n",
    "    fillrange=[μf₃′ .- 3 .* σf₃′, μf₃′ .+ 3 * σf₃′],\n",
    "    fillalpha=0.3,\n",
    "    fillcolor=:blue,\n",
    "    label=\"\");\n",
    "\n",
    "# Plot joint posterior samples\n",
    "plot!(posterior_plot, Xp, f₁′Xp,\n",
    "    linecolor=:red,\n",
    "    linealpha=0.2,\n",
    "    label=\"\");\n",
    "plot!(posterior_plot, Xp, f₂′Xp,\n",
    "    linecolor=:green,\n",
    "    linealpha=0.2,\n",
    "    label=\"\");\n",
    "plot!(posterior_plot, Xp, f₃′Xp,\n",
    "    linecolor=:blue,\n",
    "    linealpha=0.2,\n",
    "    label=\"\");\n",
    "\n",
    "# Plot posterior means\n",
    "plot!(posterior_plot, Xp, μf₁′;\n",
    "    linecolor=:red,\n",
    "    linewidth=2.0,\n",
    "    label=\"f1\");\n",
    "plot!(posterior_plot, Xp, μf₂′;\n",
    "    linecolor=:green,\n",
    "    linewidth=2.0,\n",
    "    label=\"f2\");\n",
    "plot!(posterior_plot, Xp, μf₃′;\n",
    "    linecolor=:blue,\n",
    "    linewidth=2.0,\n",
    "    label=\"f3\");\n",
    "\n",
    "# Plot observations\n",
    "scatter!(posterior_plot, X₁, ŷ₁;\n",
    "    markercolor=:red,\n",
    "    markershape=:circle,\n",
    "    markerstrokewidth=0.0,\n",
    "    markersize=4,\n",
    "    markeralpha=0.7,\n",
    "    label=\"\");\n",
    "scatter!(posterior_plot, X₃, ŷ₃;\n",
    "    markercolor=:blue,\n",
    "    markershape=:circle,\n",
    "    markerstrokewidth=0.0,\n",
    "    markersize=4,\n",
    "    markeralpha=0.7,\n",
    "    label=\"\");"
   ]
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   "cell_type": "code",
   "execution_count": 14,
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       "  873.213,875.429 877.393,874.597 881.573,873.724 885.753,872.803 889.933,871.826 894.113,870.785 898.293,869.673 902.472,868.483 906.652,867.206 910.832,865.836 \n",
       "  915.012,864.367 919.192,862.791 923.372,861.103 927.551,859.297 931.731,857.369 935.911,855.315 940.091,853.131 944.271,850.814 948.451,848.364 952.631,845.779 \n",
       "  956.81,843.059 960.99,840.206 965.17,837.223 969.35,834.112 973.53,830.878 977.71,827.527 981.89,824.066 986.069,820.502 990.249,816.846 994.429,813.106 \n",
       "  998.609,809.295 1002.79,805.424 1006.97,801.508 1011.15,797.561 1015.33,793.597 1019.51,789.633 1023.69,785.686 1027.87,781.773 1032.05,777.912 1036.23,774.122 \n",
       "  1040.41,770.422 1044.59,766.83 1048.77,763.367 1052.95,760.05 1057.13,756.901 1061.31,753.936 1065.49,751.175 1069.67,748.636 1073.85,746.336 1078.03,744.292 \n",
       "  1082.21,742.52 1086.39,741.034 1090.57,739.848 1094.75,738.974 1098.93,738.424 1103.11,738.206 1107.29,738.33 1111.47,738.802 1115.64,739.626 1119.82,740.805 \n",
       "  1124,742.342 1128.18,744.235 1132.36,746.482 1136.54,749.078 1140.72,752.018 1144.9,755.294 1149.08,758.895 1153.26,762.81 1157.44,767.026 1161.62,771.528 \n",
       "  1165.8,776.298 1169.98,781.319 1174.16,786.57 1178.34,792.03 1182.52,797.677 1186.7,803.488 1190.88,809.438 1195.06,815.501 1199.24,821.651 1203.42,827.862 \n",
       "  1207.6,834.107 1211.78,840.358 1215.96,846.588 1220.14,852.769 1224.32,858.875 1228.5,864.878 1232.68,870.752 1236.86,876.472 1241.04,882.013 1245.22,887.352 \n",
       "  1249.4,892.465 1253.58,897.332 1257.76,901.932 1261.94,906.248 1266.12,910.261 1270.3,913.957 1274.48,917.323 1278.66,920.347 1282.84,923.019 1287.02,925.332 \n",
       "  1291.2,927.278 1295.38,928.856 1299.56,930.062 1303.74,930.897 1307.92,931.362 1312.1,931.463 1316.28,931.203 1320.46,930.592 1324.64,929.637 1328.82,928.351 \n",
       "  1333,926.746 1337.18,924.835 1341.36,922.634 1345.54,920.159 1349.72,917.429 1353.9,914.46 1358.08,911.274 1362.26,907.89 1366.44,904.329 1370.62,900.611 \n",
       "  1374.8,896.759 1378.98,892.793 1383.16,888.736 1387.34,884.607 1391.52,880.429 1395.7,876.222 1399.87,872.005 1404.05,867.799 1408.23,863.621 1412.41,859.49 \n",
       "  1416.59,855.422 1420.77,851.433 1424.95,847.537 1429.13,843.748 1433.31,840.078 1437.49,836.537 1441.67,833.136 1445.85,829.883 1450.03,826.785 1454.21,823.847 \n",
       "  1458.39,821.074 1462.57,818.47 1466.75,816.036 1470.93,813.773 1475.11,811.682 1479.29,809.761 1483.47,808.009 1487.65,806.423 1491.83,805 1496.01,803.735 \n",
       "  1500.19,802.625 1504.37,801.664 1508.55,800.848 1512.73,800.171 1516.91,799.629 1521.09,799.216 1525.27,798.928 1529.45,798.76 1533.63,798.709 1537.81,798.77 \n",
       "  1541.99,798.941 1546.17,799.219 1550.35,799.603 1554.53,800.093 1558.71,800.687 1562.89,801.388 1567.07,802.198 1571.25,803.118 1575.43,804.152 1579.61,805.305 \n",
       "  1583.79,806.583 1587.97,807.991 1592.15,809.536 1596.33,811.226 1600.51,813.068 1604.69,815.071 1608.87,817.243 1613.05,819.593 1617.23,822.132 1621.41,824.866 \n",
       "  1625.59,827.806 1629.77,830.959 1633.95,834.333 1638.13,837.936 1642.31,841.774 1646.49,845.852 1650.67,850.176 1654.85,854.747 1659.03,859.568 1663.21,864.64 \n",
       "  1667.39,869.96 1671.57,875.525 1675.75,881.331 1679.92,887.371 1684.1,893.636 1688.28,900.116 1692.46,906.796 1696.64,913.663 1700.82,920.7 1705,927.887 \n",
       "  1709.18,935.203 1713.36,942.626 1717.54,950.13 1721.72,957.69 1725.9,965.276 1730.08,972.86 1734.26,980.409 1738.44,987.893 1742.62,995.276 1746.8,1002.53 \n",
       "  1750.98,1009.61 1755.16,1016.49 1759.34,1023.13 1763.52,1029.49 1767.7,1035.55 1771.88,1041.26 1776.06,1046.59 1780.24,1051.52 1784.42,1056 1788.6,1060.01 \n",
       "  1792.78,1063.52 1796.96,1066.51 1801.14,1068.94 1805.32,1070.79 1809.5,1072.06 1813.68,1072.71 1817.86,1072.73 1822.04,1072.12 1826.22,1070.86 1830.4,1068.95 \n",
       "  1834.58,1066.38 1838.76,1063.16 1842.94,1059.28 1847.12,1054.76 1851.3,1049.6 1855.48,1043.82 1859.66,1037.44 1863.84,1030.46 1868.02,1022.92 1872.2,1014.84 \n",
       "  1876.38,1006.24 1880.56,997.15 1884.74,987.607 1888.92,977.642 1893.1,967.289 1897.28,956.587 1901.46,945.572 1905.64,934.285 1909.82,922.766 1914,911.055 \n",
       "  1918.18,899.195 1922.36,887.227 1926.54,875.194 1930.72,863.137 1934.9,851.097 1939.08,839.114 1943.26,827.23 1947.44,815.482 1951.62,803.908 1955.8,792.544 \n",
       "  1959.98,781.425 1964.15,770.583 1968.33,760.05 1972.51,749.854 1976.69,740.023 1980.87,730.58 1985.05,721.549 1989.23,712.949 1993.41,704.799 1997.59,697.113 \n",
       "  2001.77,689.904 2005.95,683.184 2010.13,676.96 2014.31,671.239 2018.49,666.023 2022.67,661.314 2026.85,657.111 2031.03,653.411 2035.21,650.21 2039.39,647.5 \n",
       "  2043.57,645.272 2047.75,643.517 2051.93,642.222 2056.11,641.374 2060.29,640.958 2064.47,640.959 2068.65,641.359 2072.83,642.14 2077.01,643.284 2081.19,644.771 \n",
       "  2085.37,646.582 2089.55,648.696 2093.73,651.092 2097.91,653.75 2102.09,656.649 2106.27,659.768 2110.45,663.087 2114.63,666.584 2118.81,670.24 2122.99,674.035 \n",
       "  2127.17,677.951 2131.35,681.967 2135.53,686.067 2139.71,690.232 2143.89,694.447 2148.07,698.696 2152.25,702.962 2156.43,707.233 2160.61,711.494 2164.79,715.733 \n",
       "  2168.97,719.938 2173.15,724.099 2177.33,728.205 2181.51,732.248 2185.69,736.219 2189.87,740.11 2194.05,743.915 2198.23,747.628 2202.41,751.245 2206.59,754.76 \n",
       "  2210.77,758.17 2214.95,761.472 2219.13,764.664 2223.31,767.743 2227.49,770.71 2231.67,773.563 2235.85,776.302 2240.03,778.927 2244.21,781.44 2248.38,783.841 \n",
       "  2252.56,786.131 2256.74,788.313 2260.92,790.389 2265.1,792.36 2269.28,794.23 2273.46,796.001 2277.64,797.677 2281.82,799.259 2286,800.752 2290.18,802.157 \n",
       "  2290.18,1243.91 2286,1242.24 2281.82,1240.46 2277.64,1238.54 2273.46,1236.5 2269.28,1234.3 2265.1,1231.96 2260.92,1229.46 2256.74,1226.79 2252.56,1223.95 \n",
       "  2248.38,1220.93 2244.21,1217.71 2240.03,1214.29 2235.85,1210.66 2231.67,1206.82 2227.49,1202.75 2223.31,1198.45 2219.13,1193.91 2214.95,1189.12 2210.77,1184.08 \n",
       "  2206.59,1178.77 2202.41,1173.2 2198.23,1167.35 2194.05,1161.23 2189.87,1154.83 2185.69,1148.14 2181.51,1141.16 2177.33,1133.9 2173.15,1126.36 2168.97,1118.53 \n",
       "  2164.79,1110.42 2160.61,1102.04 2156.43,1093.38 2152.25,1084.47 2148.07,1075.3 2143.89,1065.89 2139.71,1056.25 2135.53,1046.4 2131.35,1036.36 2127.17,1026.14 \n",
       "  2122.99,1015.76 2118.81,1005.25 2114.63,994.63 2110.45,983.924 2106.27,973.163 2102.09,962.374 2097.91,951.59 2093.73,940.842 2089.55,930.165 2085.37,919.593 \n",
       "  2081.19,909.162 2077.01,898.908 2072.83,888.871 2068.65,879.086 2064.47,869.594 2060.29,860.431 2056.11,851.637 2051.93,843.248 2047.75,835.302 2043.57,827.835 \n",
       "  2039.39,820.882 2035.21,814.477 2031.03,808.65 2026.85,803.432 2022.67,798.851 2018.49,794.931 2014.31,791.695 2010.13,789.162 2005.95,787.349 2001.77,786.269 \n",
       "  1997.59,785.931 1993.41,786.341 1989.23,787.5 1985.05,789.408 1980.87,792.058 1976.69,795.439 1972.51,799.538 1968.33,804.337 1964.15,809.813 1959.98,815.939 \n",
       "  1955.8,822.686 1951.62,830.018 1947.44,837.899 1943.26,846.287 1939.08,855.136 1934.9,864.4 1930.72,874.027 1926.54,883.965 1922.36,894.158 1918.18,904.548 \n",
       "  1914,915.077 1909.82,925.686 1905.64,936.312 1901.46,946.896 1897.28,957.375 1893.1,967.69 1888.92,977.78 1884.74,987.627 1880.56,997.246 1876.38,1006.35 \n",
       "  1872.2,1014.93 1868.02,1022.97 1863.84,1030.47 1859.66,1037.45 1855.48,1043.84 1851.3,1049.69 1847.12,1055 1842.94,1059.75 1838.76,1063.96 1834.58,1067.63 \n",
       "  1830.4,1070.76 1826.22,1073.36 1822.04,1075.43 1817.86,1077 1813.68,1078.06 1809.5,1078.63 1805.32,1078.73 1801.14,1078.35 1796.96,1077.53 1792.78,1076.28 \n",
       "  1788.6,1074.6 1784.42,1072.52 1780.24,1070.05 1776.06,1067.21 1771.88,1064.02 1767.7,1060.49 1763.52,1056.64 1759.34,1052.49 1755.16,1048.05 1750.98,1043.36 \n",
       "  1746.8,1038.41 1742.62,1033.23 1738.44,1027.84 1734.26,1022.26 1730.08,1016.49 1725.9,1010.57 1721.72,1004.49 1717.54,998.293 1713.36,991.979 1709.18,985.567 \n",
       "  1705,979.073 1700.82,972.511 1696.64,965.896 1692.46,959.242 1688.28,952.563 1684.1,945.873 1679.92,939.185 1675.75,932.512 1671.57,925.867 1667.39,919.262 \n",
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       "  246.235,819.756 250.415,819.737 254.595,819.719 258.775,819.702 262.955,819.686 267.135,819.673 271.315,819.662 275.494,819.654 279.674,819.649 283.854,819.648 \n",
       "  288.034,819.651 292.214,819.659 296.394,819.673 300.574,819.693 304.753,819.72 308.933,819.756 313.113,819.799 317.293,819.852 321.473,819.916 325.653,819.991 \n",
       "  329.833,820.079 334.012,820.18 338.192,820.296 342.372,820.428 346.552,820.577 350.732,820.745 354.912,820.932 359.092,821.141 363.271,821.372 367.451,821.627 \n",
       "  371.631,821.907 375.811,822.215 379.991,822.55 384.171,822.916 388.35,823.313 392.53,823.743 396.71,824.207 400.89,824.708 405.07,825.246 409.25,825.823 \n",
       "  413.43,826.44 417.609,827.098 421.789,827.8 425.969,828.546 430.149,829.337 434.329,830.174 438.509,831.059 442.689,831.991 446.868,832.973 451.048,834.004 \n",
       "  455.228,835.085 459.408,836.216 463.588,837.398 467.768,838.629 471.948,839.911 476.127,841.243 480.307,842.623 484.487,844.052 488.667,845.528 492.847,847.051 \n",
       "  497.027,848.617 501.206,850.227 505.386,851.878 509.566,853.568 513.746,855.294 517.926,857.054 522.106,858.846 526.286,860.665 530.465,862.51 534.645,864.377 \n",
       "  538.825,866.261 543.005,868.16 547.185,870.069 551.365,871.983 555.545,873.9 559.724,875.814 563.904,877.721 568.084,879.617 572.264,881.495 576.444,883.353 \n",
       "  580.624,885.185 584.804,886.986 588.983,888.751 593.163,890.476 597.343,892.155 601.523,893.786 605.703,895.361 609.883,896.879 614.063,898.334 618.242,899.721 \n",
       "  622.422,901.039 626.602,902.282 630.782,903.447 634.962,904.532 639.142,905.534 643.321,906.45 647.501,907.277 651.681,908.016 655.861,908.663 660.041,909.218 \n",
       "  664.221,909.681 668.401,910.05 672.58,910.327 676.76,910.511 680.94,910.605 685.12,910.608 689.3,910.524 693.48,910.353 697.66,910.099 701.839,909.765 \n",
       "  706.019,909.353 710.199,908.867 714.379,908.312 718.559,907.69 722.739,907.008 726.919,906.269 731.098,905.477 735.278,904.639 739.458,903.759 743.638,902.842 \n",
       "  747.818,901.893 751.998,900.918 756.178,899.922 760.357,898.91 764.537,897.886 768.717,896.856 772.897,895.824 777.077,894.795 781.257,893.772 785.436,892.759 \n",
       "  789.616,891.76 793.796,890.777 797.976,889.814 802.156,888.871 806.336,887.951 810.516,887.055 814.695,886.182 818.875,885.334 823.055,884.509 827.235,883.706 \n",
       "  831.415,882.924 835.595,882.16 839.775,881.41 843.954,880.673 848.134,879.942 852.314,879.215 856.494,878.486 860.674,877.748 864.854,876.997 869.034,876.226 \n",
       "  873.213,875.429 877.393,874.597 881.573,873.724 885.753,872.803 889.933,871.826 894.113,870.785 898.293,869.673 902.472,868.483 906.652,867.206 910.832,865.836 \n",
       "  915.012,864.367 919.192,862.791 923.372,861.103 927.551,859.297 931.731,857.369 935.911,855.315 940.091,853.131 944.271,850.814 948.451,848.364 952.631,845.779 \n",
       "  956.81,843.059 960.99,840.206 965.17,837.223 969.35,834.112 973.53,830.878 977.71,827.527 981.89,824.066 986.069,820.502 990.249,816.846 994.429,813.106 \n",
       "  998.609,809.295 1002.79,805.424 1006.97,801.508 1011.15,797.561 1015.33,793.597 1019.51,789.633 1023.69,785.686 1027.87,781.773 1032.05,777.912 1036.23,774.122 \n",
       "  1040.41,770.422 1044.59,766.83 1048.77,763.367 1052.95,760.05 1057.13,756.901 1061.31,753.936 1065.49,751.175 1069.67,748.636 1073.85,746.336 1078.03,744.292 \n",
       "  1082.21,742.52 1086.39,741.034 1090.57,739.848 1094.75,738.974 1098.93,738.424 1103.11,738.206 1107.29,738.33 1111.47,738.802 1115.64,739.626 1119.82,740.805 \n",
       "  1124,742.342 1128.18,744.235 1132.36,746.482 1136.54,749.078 1140.72,752.018 1144.9,755.294 1149.08,758.895 1153.26,762.81 1157.44,767.026 1161.62,771.528 \n",
       "  1165.8,776.298 1169.98,781.319 1174.16,786.57 1178.34,792.03 1182.52,797.677 1186.7,803.488 1190.88,809.438 1195.06,815.501 1199.24,821.651 1203.42,827.862 \n",
       "  1207.6,834.107 1211.78,840.358 1215.96,846.588 1220.14,852.769 1224.32,858.875 1228.5,864.878 1232.68,870.752 1236.86,876.472 1241.04,882.013 1245.22,887.352 \n",
       "  1249.4,892.465 1253.58,897.332 1257.76,901.932 1261.94,906.248 1266.12,910.261 1270.3,913.957 1274.48,917.323 1278.66,920.347 1282.84,923.019 1287.02,925.332 \n",
       "  1291.2,927.278 1295.38,928.856 1299.56,930.062 1303.74,930.897 1307.92,931.362 1312.1,931.463 1316.28,931.203 1320.46,930.592 1324.64,929.637 1328.82,928.351 \n",
       "  1333,926.746 1337.18,924.835 1341.36,922.634 1345.54,920.159 1349.72,917.429 1353.9,914.46 1358.08,911.274 1362.26,907.89 1366.44,904.329 1370.62,900.611 \n",
       "  1374.8,896.759 1378.98,892.793 1383.16,888.736 1387.34,884.607 1391.52,880.429 1395.7,876.222 1399.87,872.005 1404.05,867.799 1408.23,863.621 1412.41,859.49 \n",
       "  1416.59,855.422 1420.77,851.433 1424.95,847.537 1429.13,843.748 1433.31,840.078 1437.49,836.537 1441.67,833.136 1445.85,829.883 1450.03,826.785 1454.21,823.847 \n",
       "  1458.39,821.074 1462.57,818.47 1466.75,816.036 1470.93,813.773 1475.11,811.682 1479.29,809.761 1483.47,808.009 1487.65,806.423 1491.83,805 1496.01,803.735 \n",
       "  1500.19,802.625 1504.37,801.664 1508.55,800.848 1512.73,800.171 1516.91,799.629 1521.09,799.216 1525.27,798.928 1529.45,798.76 1533.63,798.709 1537.81,798.77 \n",
       "  1541.99,798.941 1546.17,799.219 1550.35,799.603 1554.53,800.093 1558.71,800.687 1562.89,801.388 1567.07,802.198 1571.25,803.118 1575.43,804.152 1579.61,805.305 \n",
       "  1583.79,806.583 1587.97,807.991 1592.15,809.536 1596.33,811.226 1600.51,813.068 1604.69,815.071 1608.87,817.243 1613.05,819.593 1617.23,822.132 1621.41,824.866 \n",
       "  1625.59,827.806 1629.77,830.959 1633.95,834.333 1638.13,837.936 1642.31,841.774 1646.49,845.852 1650.67,850.176 1654.85,854.747 1659.03,859.568 1663.21,864.64 \n",
       "  1667.39,869.96 1671.57,875.525 1675.75,881.331 1679.92,887.371 1684.1,893.636 1688.28,900.116 1692.46,906.796 1696.64,913.663 1700.82,920.7 1705,927.887 \n",
       "  1709.18,935.203 1713.36,942.626 1717.54,950.13 1721.72,957.69 1725.9,965.276 1730.08,972.86 1734.26,980.409 1738.44,987.893 1742.62,995.276 1746.8,1002.53 \n",
       "  1750.98,1009.61 1755.16,1016.49 1759.34,1023.13 1763.52,1029.49 1767.7,1035.55 1771.88,1041.26 1776.06,1046.59 1780.24,1051.52 1784.42,1056 1788.6,1060.01 \n",
       "  1792.78,1063.52 1796.96,1066.51 1801.14,1068.94 1805.32,1070.79 1809.5,1072.06 1813.68,1072.71 1817.86,1072.73 1822.04,1072.12 1826.22,1070.86 1830.4,1068.95 \n",
       "  1834.58,1066.38 1838.76,1063.16 1842.94,1059.28 1847.12,1054.76 1851.3,1049.6 1855.48,1043.82 1859.66,1037.44 1863.84,1030.46 1868.02,1022.92 1872.2,1014.84 \n",
       "  1876.38,1006.24 1880.56,997.15 1884.74,987.607 1888.92,977.642 1893.1,967.289 1897.28,956.587 1901.46,945.572 1905.64,934.285 1909.82,922.766 1914,911.055 \n",
       "  1918.18,899.195 1922.36,887.227 1926.54,875.194 1930.72,863.137 1934.9,851.097 1939.08,839.114 1943.26,827.23 1947.44,815.482 1951.62,803.908 1955.8,792.544 \n",
       "  1959.98,781.425 1964.15,770.583 1968.33,760.05 1972.51,749.854 1976.69,740.023 1980.87,730.58 1985.05,721.549 1989.23,712.949 1993.41,704.799 1997.59,697.113 \n",
       "  2001.77,689.904 2005.95,683.184 2010.13,676.96 2014.31,671.239 2018.49,666.023 2022.67,661.314 2026.85,657.111 2031.03,653.411 2035.21,650.21 2039.39,647.5 \n",
       "  2043.57,645.272 2047.75,643.517 2051.93,642.222 2056.11,641.374 2060.29,640.958 2064.47,640.959 2068.65,641.359 2072.83,642.14 2077.01,643.284 2081.19,644.771 \n",
       "  2085.37,646.582 2089.55,648.696 2093.73,651.092 2097.91,653.75 2102.09,656.649 2106.27,659.768 2110.45,663.087 2114.63,666.584 2118.81,670.24 2122.99,674.035 \n",
       "  2127.17,677.951 2131.35,681.967 2135.53,686.067 2139.71,690.232 2143.89,694.447 2148.07,698.696 2152.25,702.962 2156.43,707.233 2160.61,711.494 2164.79,715.733 \n",
       "  2168.97,719.938 2173.15,724.099 2177.33,728.205 2181.51,732.248 2185.69,736.219 2189.87,740.11 2194.05,743.915 2198.23,747.628 2202.41,751.245 2206.59,754.76 \n",
       "  2210.77,758.17 2214.95,761.472 2219.13,764.664 2223.31,767.743 2227.49,770.71 2231.67,773.563 2235.85,776.302 2240.03,778.927 2244.21,781.44 2248.38,783.841 \n",
       "  2252.56,786.131 2256.74,788.313 2260.92,790.389 2265.1,792.36 2269.28,794.23 2273.46,796.001 2277.64,797.677 2281.82,799.259 2286,800.752 2290.18,802.157 \n",
       "  2290.18,360.41 2286,359.262 2281.82,358.061 2277.64,356.81 2273.46,355.508 2269.28,354.157 2265.1,352.759 2260.92,351.317 2256.74,349.833 2252.56,348.312 \n",
       "  2248.38,346.756 2244.21,345.172 2240.03,343.565 2235.85,341.94 2231.67,340.305 2227.49,338.667 2223.31,337.034 2219.13,335.415 2214.95,333.821 2210.77,332.261 \n",
       "  2206.59,330.747 2202.41,329.29 2198.23,327.903 2194.05,326.6 2189.87,325.394 2185.69,324.3 2181.51,323.332 2177.33,322.507 2173.15,321.84 2168.97,321.347 \n",
       "  2164.79,321.045 2160.61,320.952 2156.43,321.084 2152.25,321.459 2148.07,322.094 2143.89,323.006 2139.71,324.212 2135.53,325.729 2131.35,327.573 2127.17,329.761 \n",
       "  2122.99,332.308 2118.81,335.229 2114.63,338.538 2110.45,342.249 2106.27,346.374 2102.09,350.924 2097.91,355.91 2093.73,361.342 2089.55,367.226 2085.37,373.571 \n",
       "  2081.19,380.381 2077.01,387.659 2072.83,395.409 2068.65,403.631 2064.47,412.324 2060.29,421.486 2056.11,431.112 2051.93,441.196 2047.75,451.732 2043.57,462.709 \n",
       "  2039.39,474.117 2035.21,485.943 2031.03,498.173 2026.85,510.79 2022.67,523.777 2018.49,537.115 2014.31,550.782 2010.13,564.758 2005.95,579.019 2001.77,593.54 \n",
       "  1997.59,608.295 1993.41,623.257 1989.23,638.398 1985.05,653.69 1980.87,669.103 1976.69,684.607 1972.51,700.171 1968.33,715.764 1964.15,731.354 1959.98,746.911 \n",
       "  1955.8,762.403 1951.62,777.798 1947.44,793.065 1943.26,808.173 1939.08,823.092 1934.9,837.793 1930.72,852.246 1926.54,866.423 1922.36,880.297 1918.18,893.842 \n",
       "  1914,907.033 1909.82,919.846 1905.64,932.258 1901.46,944.249 1897.28,955.798 1893.1,966.888 1888.92,977.503 1884.74,987.587 1880.56,997.054 1876.38,1006.12 \n",
       "  1872.2,1014.75 1868.02,1022.87 1863.84,1030.45 1859.66,1037.43 1855.48,1043.81 1851.3,1049.51 1847.12,1054.52 1842.94,1058.81 1838.76,1062.35 1834.58,1065.13 \n",
       "  1830.4,1067.14 1826.22,1068.36 1822.04,1068.81 1817.86,1068.47 1813.68,1067.35 1809.5,1065.48 1805.32,1062.86 1801.14,1059.52 1796.96,1055.48 1792.78,1050.77 \n",
       "  1788.6,1045.42 1784.42,1039.48 1780.24,1032.99 1776.06,1025.98 1771.88,1018.5 1767.7,1010.61 1763.52,1002.35 1759.34,993.765 1755.16,984.919 1750.98,975.862 \n",
       "  1746.8,966.645 1742.62,957.322 1738.44,947.944 1734.26,938.563 1730.08,929.228 1725.9,919.987 1721.72,910.886 1717.54,901.968 1713.36,893.273 1709.18,884.839 \n",
       "  1705,876.701 1700.82,868.889 1696.64,861.431 1692.46,854.351 1688.28,847.668 1684.1,841.4 1679.92,835.558 1675.75,830.151 1671.57,825.184 1667.39,820.658 \n",
       "  1663.21,816.57 1659.03,812.914 1654.85,809.681 1650.67,806.859 1646.49,804.431 1642.31,802.381 1638.13,800.687 1633.95,799.326 1629.77,798.275 1625.59,797.506 \n",
       "  1621.41,796.991 1617.23,796.704 1613.05,796.613 1608.87,796.689 1604.69,796.902 1600.51,797.222 1596.33,797.62 1592.15,798.066 1587.97,798.534 1583.79,798.996 \n",
       "  1579.61,799.427 1575.43,799.805 1571.25,800.106 1567.07,800.312 1562.89,800.405 1558.71,800.37 1554.53,799.992 1550.35,799.34 1546.17,799.058 1541.99,798.73 \n",
       "  1537.81,797.913 1533.63,796.929 1529.45,795.782 1525.27,794.476 1521.09,793.018 1516.91,791.419 1512.73,789.691 1508.55,787.847 1504.37,785.904 1500.19,783.88 \n",
       "  1496.01,781.792 1491.83,779.663 1487.65,777.513 1483.47,775.366 1479.29,773.243 1475.11,771.17 1470.93,769.169 1466.75,767.264 1462.57,765.479 1458.39,763.837 \n",
       "  1454.21,762.36 1450.03,761.068 1445.85,759.982 1441.67,759.121 1437.49,758.502 1433.31,758.139 1429.13,758.047 1424.95,758.236 1420.77,758.716 1416.59,759.495 \n",
       "  1412.41,760.575 1408.23,761.961 1404.05,763.651 1399.87,765.643 1395.7,767.932 1391.52,770.511 1387.34,773.368 1383.16,776.492 1378.98,779.868 1374.8,783.48 \n",
       "  1370.62,787.308 1366.44,791.331 1362.26,795.526 1358.08,799.87 1353.9,804.336 1349.72,808.897 1345.54,813.525 1341.36,818.19 1337.18,822.861 1333,827.509 \n",
       "  1328.82,832.103 1324.64,836.611 1320.46,841.002 1316.28,845.245 1312.1,849.311 1307.92,853.17 1303.74,856.794 1299.56,860.154 1295.38,863.226 1291.2,865.985 \n",
       "  1287.02,868.409 1282.84,870.476 1278.66,872.168 1274.48,873.469 1270.3,874.364 1266.12,874.843 1261.94,874.896 1257.76,874.517 1253.58,873.703 1249.4,872.453 \n",
       "  1245.22,870.77 1241.04,868.658 1236.86,866.127 1232.68,863.187 1228.5,859.852 1224.32,856.138 1220.14,852.067 1215.96,845.517 1211.78,837.777 1207.6,830.279 \n",
       "  1203.42,823.048 1199.24,816.108 1195.06,809.479 1190.88,803.179 1186.7,797.224 1182.52,791.627 1178.34,786.397 1174.16,781.542 1169.98,777.066 1165.8,772.971 \n",
       "  1161.62,769.256 1157.44,765.915 1153.26,762.677 1149.08,757.458 1144.9,752.518 1140.72,747.895 1136.54,743.625 1132.36,739.741 1128.18,736.276 1124,733.258 \n",
       "  1119.82,730.716 1115.64,728.674 1111.47,727.155 1107.29,726.177 1103.11,725.757 1098.93,725.908 1094.75,726.641 1090.57,727.962 1086.39,729.874 1082.21,732.379 \n",
       "  1078.03,735.474 1073.85,739.152 1069.67,743.404 1065.49,748.219 1061.31,753.582 1057.13,754.328 1052.95,754.227 1048.77,753.972 1044.59,753.551 1040.41,752.953 \n",
       "  1036.23,752.168 1032.05,751.189 1027.87,750.011 1023.69,748.63 1019.51,747.046 1015.33,745.258 1011.15,743.269 1006.97,741.084 1002.79,738.707 998.609,736.146 \n",
       "  994.429,733.411 990.249,730.512 986.069,727.46 981.89,724.269 977.71,720.952 973.53,717.525 969.35,714.003 965.17,710.403 960.99,706.742 956.81,703.037 \n",
       "  952.631,699.308 948.451,695.573 944.271,691.849 940.091,688.156 935.911,684.513 931.731,680.938 927.551,677.45 923.372,674.067 919.192,670.807 915.012,667.688 \n",
       "  910.832,664.729 906.652,661.945 902.472,659.353 898.293,656.97 894.113,654.811 889.933,652.892 885.753,651.226 881.573,649.829 877.393,648.712 873.213,647.889 \n",
       "  869.034,647.371 864.854,647.169 860.674,647.294 856.494,647.755 852.314,648.559 848.134,649.715 843.954,651.228 839.775,653.104 835.595,655.345 831.415,657.955 \n",
       "  827.235,660.935 823.055,664.284 818.875,668 814.695,672.08 810.516,676.519 806.336,681.31 802.156,686.444 797.976,691.911 793.796,697.699 789.616,703.795 \n",
       "  785.436,710.181 781.257,716.842 777.077,723.758 772.897,730.907 768.717,738.268 764.537,745.815 760.357,753.524 756.178,761.367 751.998,769.315 747.818,777.339 \n",
       "  743.638,785.408 739.458,793.489 735.278,801.552 731.098,809.561 726.919,817.485 722.739,825.287 718.559,832.935 714.379,840.395 710.199,847.631 706.019,854.612 \n",
       "  701.839,861.303 697.66,867.674 693.48,873.691 689.3,879.327 685.12,884.551 680.94,889.337 676.76,893.659 672.58,897.492 668.401,900.816 664.221,903.608 \n",
       "  660.041,905.853 655.861,907.533 651.681,907.396 647.501,905.406 643.321,903.834 639.142,902.69 634.962,901.982 630.782,901.717 626.602,901.898 622.422,899.549 \n",
       "  618.242,895.834 614.063,891.53 609.883,886.647 605.703,881.198 601.523,875.198 597.343,868.665 593.163,861.617 588.983,854.076 584.804,846.065 580.624,837.608 \n",
       "  576.444,828.73 572.264,819.459 568.084,809.823 563.904,799.851 559.724,789.573 555.545,779.019 551.365,768.221 547.185,757.21 543.005,746.017 538.825,734.675 \n",
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       "  1374.8,617.266 1378.98,612.375 1383.16,607.802 1387.34,603.568 1391.52,599.692 1395.7,596.192 1399.87,593.084 1404.05,590.383 1408.23,588.104 1412.41,586.259 \n",
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       "  1458.39,596.14 1462.57,599.742 1466.75,603.757 1470.93,608.169 1475.11,612.96 1479.29,618.111 1483.47,623.6 1487.65,629.406 1491.83,635.505 1496.01,641.871 \n",
       "  1500.19,648.478 1504.37,655.3 1508.55,662.308 1512.73,669.474 1516.91,676.77 1521.09,684.167 1525.27,691.636 1529.45,699.148 1533.63,706.675 1537.81,714.189 \n",
       "  1541.99,721.664 1546.17,729.073 1550.35,736.392 1554.53,743.596 1558.71,750.665 1562.89,757.576 1567.07,764.311 1571.25,770.853 1575.43,777.186 1579.61,783.296 \n",
       "  1583.79,789.174 1587.97,794.808 1592.15,800.192 1596.33,805.321 1600.51,810.192 1604.69,814.803 1608.87,819.157 1613.05,823.256 1617.23,827.105 1621.41,830.712 \n",
       "  1625.59,834.084 1629.77,837.233 1633.95,840.169 1638.13,842.908 1642.31,845.462 1646.49,847.847 1650.67,850.08 1654.85,852.177 1659.03,854.157 1663.21,856.038 \n",
       "  1667.39,857.837 1671.57,859.573 1675.75,861.264 1679.92,862.928 1684.1,864.583 1688.28,866.243 1692.46,867.927 1696.64,869.648 1700.82,871.42 1705,873.256 \n",
       "  1709.18,875.168 1713.36,877.165 1717.54,879.255 1721.72,881.445 1725.9,883.742 1730.08,886.148 1734.26,888.666 1738.44,891.296 1742.62,894.036 1746.8,896.885 \n",
       "  1750.98,899.838 1755.16,902.888 1759.34,906.028 1763.52,909.25 1767.7,912.544 1771.88,915.898 1776.06,919.3 1780.24,922.737 1784.42,926.194 1788.6,929.658 \n",
       "  1792.78,933.112 1796.96,936.541 1801.14,939.928 1805.32,943.257 1809.5,946.512 1813.68,949.676 1817.86,952.734 1822.04,955.669 1826.22,958.466 1830.4,961.11 \n",
       "  1834.58,963.588 1838.76,965.885 1842.94,967.99 1847.12,969.891 1851.3,971.578 1855.48,973.041 1859.66,974.271 1863.84,975.263 1868.02,976.009 1872.2,976.506 \n",
       "  1876.38,976.749 1880.56,976.737 1884.74,976.469 1888.92,975.945 1893.1,975.167 1897.28,974.137 1901.46,972.859 1905.64,971.338 1909.82,969.58 1914,967.591 \n",
       "  1918.18,965.38 1922.36,962.955 1926.54,960.326 1930.72,957.502 1934.9,954.495 1939.08,951.314 1943.26,947.973 1947.44,944.483 1951.62,940.856 1955.8,937.106 \n",
       "  1959.98,933.244 1964.15,929.283 1968.33,925.237 1972.51,921.117 1976.69,916.937 1980.87,912.709 1985.05,908.445 1989.23,904.156 1993.41,899.855 1997.59,895.552 \n",
       "  2001.77,891.258 2005.95,886.983 2010.13,882.736 2014.31,878.528 2018.49,874.366 2022.67,870.258 2026.85,866.213 2031.03,862.236 2035.21,858.334 2039.39,854.513 \n",
       "  2043.57,850.779 2047.75,847.134 2051.93,843.584 2056.11,840.132 2060.29,836.781 2064.47,833.534 2068.65,830.391 2072.83,827.355 2077.01,824.426 2081.19,821.606 \n",
       "  2085.37,818.893 2089.55,816.288 2093.73,813.791 2097.91,811.4 2102.09,809.114 2106.27,806.931 2110.45,804.851 2114.63,802.869 2118.81,800.986 2122.99,799.197 \n",
       "  2127.17,797.501 2131.35,795.895 2135.53,794.376 2139.71,792.942 2143.89,791.588 2148.07,790.313 2152.25,789.114 2156.43,787.986 2160.61,786.928 2164.79,785.936 \n",
       "  2168.97,785.007 2173.15,784.139 2177.33,783.327 2181.51,782.57 2185.69,781.865 2189.87,781.209 2194.05,780.599 2198.23,780.032 2202.41,779.507 2206.59,779.02 \n",
       "  2210.77,778.569 2214.95,778.153 2219.13,777.769 2223.31,777.414 2227.49,777.087 2231.67,776.787 2235.85,776.511 2240.03,776.257 2244.21,776.025 2248.38,775.812 \n",
       "  2252.56,775.617 2256.74,775.439 2260.92,775.276 2265.1,775.127 2269.28,774.992 2273.46,774.869 2277.64,774.757 2281.82,774.655 2286,774.563 2290.18,774.48 \n",
       "  2290.18,1217.75 2286,1217.81 2281.82,1217.86 2277.64,1217.92 2273.46,1217.98 2269.28,1218.04 2265.1,1218.11 2260.92,1218.18 2256.74,1218.25 2252.56,1218.32 \n",
       "  2248.38,1218.39 2244.21,1218.46 2240.03,1218.53 2235.85,1218.6 2231.67,1218.67 2227.49,1218.73 2223.31,1218.78 2219.13,1218.82 2214.95,1218.86 2210.77,1218.88 \n",
       "  2206.59,1218.88 2202.41,1218.87 2198.23,1218.83 2194.05,1218.77 2189.87,1218.68 2185.69,1218.56 2181.51,1218.4 2177.33,1218.2 2173.15,1217.95 2168.97,1217.65 \n",
       "  2164.79,1217.3 2160.61,1216.88 2156.43,1216.4 2152.25,1215.85 2148.07,1215.21 2143.89,1214.49 2139.71,1213.69 2135.53,1212.78 2131.35,1211.77 2127.17,1210.66 \n",
       "  2122.99,1209.43 2118.81,1208.08 2114.63,1206.6 2110.45,1205 2106.27,1203.26 2102.09,1201.39 2097.91,1199.37 2093.73,1197.2 2089.55,1194.89 2085.37,1192.42 \n",
       "  2081.19,1189.81 2077.01,1187.04 2072.83,1184.11 2068.65,1181.04 2064.47,1177.81 2060.29,1174.44 2056.11,1170.91 2051.93,1167.25 2047.75,1163.45 2043.57,1159.51 \n",
       "  2039.39,1155.45 2035.21,1151.27 2031.03,1146.98 2026.85,1142.58 2022.67,1138.08 2018.49,1133.5 2014.31,1128.84 2010.13,1124.12 2005.95,1119.34 2001.77,1114.51 \n",
       "  1997.59,1109.64 1993.41,1104.75 1989.23,1099.85 1985.05,1094.94 1980.87,1090.04 1976.69,1085.16 1972.51,1080.3 1968.33,1075.48 1964.15,1070.7 1959.98,1065.98 \n",
       "  1955.8,1061.31 1951.62,1056.72 1947.44,1052.2 1943.26,1047.76 1939.08,1043.4 1934.9,1039.13 1930.72,1034.95 1926.54,1030.86 1922.36,1026.87 1918.18,1022.97 \n",
       "  1914,1019.17 1909.82,1015.46 1905.64,1011.84 1901.46,1008.32 1897.28,1004.88 1893.1,1001.53 1888.92,998.268 1884.74,995.081 1880.56,991.97 1876.38,988.93 \n",
       "  1872.2,985.959 1868.02,983.052 1863.84,980.203 1859.66,977.408 1855.48,974.661 1851.3,971.966 1847.12,970.532 1842.94,969.396 1838.76,967.871 1834.58,966.01 \n",
       "  1830.4,963.89 1826.22,961.605 1822.04,959.257 1817.86,956.937 1813.68,954.703 1809.5,952.583 1805.32,950.583 1801.14,948.701 1796.96,946.931 1792.78,945.268 \n",
       "  1788.6,943.708 1784.42,942.246 1780.24,940.879 1776.06,939.603 1771.88,938.414 1767.7,937.306 1763.52,936.275 1759.34,935.314 1755.16,934.416 1750.98,933.571 \n",
       "  1746.8,932.77 1742.62,932.002 1738.44,931.257 1734.26,930.52 1730.08,929.779 1725.9,929.018 1721.72,928.222 1717.54,927.375 1713.36,926.46 1709.18,925.461 \n",
       "  1705,924.359 1700.82,923.138 1696.64,921.78 1692.46,920.268 1688.28,918.584 1684.1,916.714 1679.92,914.64 1675.75,912.349 1671.57,909.826 1667.39,907.06 \n",
       "  1663.21,904.039 1659.03,900.754 1654.85,897.196 1650.67,893.36 1646.49,889.241 1642.31,884.837 1638.13,880.147 1633.95,875.173 1629.77,869.919 1625.59,864.39 \n",
       "  1621.41,858.594 1617.23,852.542 1613.05,846.245 1608.87,839.718 1604.69,832.977 1600.51,826.041 1596.33,818.928 1592.15,811.661 1587.97,804.263 1583.79,796.757 \n",
       "  1579.61,789.171 1575.43,781.53 1571.25,773.862 1567.07,766.196 1562.89,758.562 1558.71,751.009 1554.53,743.85 1550.35,736.849 1546.17,729.65 1541.99,722.463 \n",
       "  1537.81,715.522 1533.63,708.88 1529.45,702.534 1525.27,696.494 1521.09,690.775 1516.91,685.398 1512.73,680.38 1508.55,675.741 1504.37,671.497 1500.19,667.662 \n",
       "  1496.01,664.25 1491.83,661.271 1487.65,658.734 1483.47,656.645 1479.29,655.008 1475.11,653.824 1470.93,653.093 1466.75,652.813 1462.57,652.977 1458.39,653.579 \n",
       "  1454.21,654.608 1450.03,656.054 1445.85,657.902 1441.67,660.138 1437.49,662.743 1433.31,665.699 1429.13,668.984 1424.95,672.578 1420.77,676.457 1416.59,680.597 \n",
       "  1412.41,684.972 1408.23,689.556 1404.05,694.322 1399.87,699.243 1395.7,704.291 1391.52,709.439 1387.34,714.659 1383.16,719.923 1378.98,725.205 1374.8,730.478 \n",
       "  1370.62,735.717 1366.44,740.898 1362.26,745.997 1358.08,750.995 1353.9,755.872 1349.72,760.612 1345.54,765.201 1341.36,769.63 1337.18,773.893 1333,777.99 \n",
       "  1328.82,781.927 1324.64,785.714 1320.46,789.375 1316.28,792.941 1312.1,796.455 1307.92,799.977 1303.74,803.582 1299.56,807.363 1295.38,811.433 1291.2,815.917 \n",
       "  1287.02,820.946 1282.84,826.645 1278.66,833.114 1274.48,840.411 1270.3,848.541 1266.12,857.461 1261.94,867.087 1257.76,877.312 1253.58,888.017 1249.4,899.087 \n",
       "  1245.22,910.411 1241.04,921.892 1236.86,933.441 1232.68,944.98 1228.5,956.442 1224.32,967.765 1220.14,978.895 1215.96,989.782 1211.78,1000.38 1207.6,1010.66 \n",
       "  1203.42,1020.57 1199.24,1030.09 1195.06,1039.18 1190.88,1047.82 1186.7,1055.98 1182.52,1063.63 1178.34,1070.76 1174.16,1077.34 1169.98,1083.37 1165.8,1088.81 \n",
       "  1161.62,1093.67 1157.44,1097.92 1153.26,1101.57 1149.08,1104.59 1144.9,1107 1140.72,1108.77 1136.54,1109.92 1132.36,1110.45 1128.18,1110.35 1124,1109.63 \n",
       "  1119.82,1108.3 1115.64,1106.36 1111.47,1103.84 1107.29,1100.73 1103.11,1097.07 1098.93,1092.86 1094.75,1088.13 1090.57,1082.9 1086.39,1077.19 1082.21,1071.03 \n",
       "  1078.03,1064.46 1073.85,1057.52 1069.67,1050.22 1065.49,1042.63 1061.31,1034.79 1057.13,1026.75 1052.95,1018.57 1048.77,1010.32 1044.59,1002.06 1040.41,993.901 \n",
       "  1036.23,985.921 1032.05,978.235 1027.87,970.964 1023.69,964.239 1019.51,958.198 1015.33,952.972 1011.15,948.68 1006.97,945.407 1002.79,943.196 998.609,942.035 \n",
       "  994.429,941.864 990.249,942.581 986.069,944.062 981.89,946.169 977.71,948.77 973.53,951.741 969.35,954.974 965.17,958.376 960.99,961.87 956.81,965.39 \n",
       "  952.631,968.886 948.451,972.314 944.271,975.642 940.091,978.846 935.911,981.905 931.731,984.806 927.551,987.54 923.372,990.102 919.192,992.489 915.012,994.702 \n",
       "  910.832,996.744 906.652,998.619 902.472,1000.33 898.293,1001.89 894.113,1003.3 889.933,1004.57 885.753,1005.71 881.573,1006.72 877.393,1007.62 873.213,1008.4 \n",
       "  869.034,1009.07 864.854,1009.63 860.674,1010.1 856.494,1010.46 852.314,1010.71 848.134,1010.87 843.954,1010.91 839.775,1010.84 835.595,1010.66 831.415,1010.34 \n",
       "  827.235,1009.89 823.055,1009.29 818.875,1008.53 814.695,1007.61 810.516,1006.49 806.336,1005.19 802.156,1003.67 797.976,1001.93 793.796,999.949 789.616,997.717 \n",
       "  785.436,995.219 781.257,992.441 777.077,989.373 772.897,986.001 768.717,982.314 764.537,978.303 760.357,973.958 756.178,969.271 751.998,964.237 747.818,958.849 \n",
       "  743.638,953.105 739.458,947 735.278,940.535 731.098,933.709 726.919,926.524 722.739,918.985 718.559,911.095 714.379,902.86 710.199,894.289 706.019,885.39 \n",
       "  701.839,876.173 697.66,866.651 693.48,856.836 689.3,846.741 685.12,836.383 680.94,825.777 676.76,814.94 672.58,803.89 668.401,792.647 664.221,781.23 \n",
       "  660.041,769.661 655.861,757.965 651.681,746.178 647.501,734.401 643.321,726.531 639.142,738.46 634.962,751.596 630.782,764.856 626.602,778.167 622.422,791.496 \n",
       "  618.242,804.817 614.063,818.105 609.883,831.339 605.703,844.497 601.523,857.56 597.343,870.507 593.163,883.319 588.983,895.979 584.804,908.469 580.624,920.773 \n",
       "  576.444,932.876 572.264,944.764 568.084,956.422 563.904,967.84 559.724,979.004 555.545,989.907 551.365,1000.54 547.185,1010.89 543.005,1020.95 538.825,1030.72 \n",
       "  534.645,1040.19 530.465,1049.36 526.286,1058.22 522.106,1066.78 517.926,1075.03 513.746,1082.96 509.566,1090.6 505.386,1097.92 501.206,1104.94 497.027,1111.66 \n",
       "  492.847,1118.08 488.667,1124.21 484.487,1130.05 480.307,1135.61 476.127,1140.89 471.948,1145.91 467.768,1150.66 463.588,1155.16 459.408,1159.41 455.228,1163.42 \n",
       "  451.048,1167.2 446.868,1170.76 442.689,1174.11 438.509,1177.25 434.329,1180.2 430.149,1182.95 425.969,1185.53 421.789,1187.94 417.609,1190.19 413.43,1192.28 \n",
       "  409.25,1194.23 405.07,1196.04 400.89,1197.72 396.71,1199.27 392.53,1200.72 388.35,1202.05 384.171,1203.29 379.991,1204.43 375.811,1205.48 371.631,1206.45 \n",
       "  367.451,1207.35 363.271,1208.17 359.092,1208.93 354.912,1209.63 350.732,1210.27 346.552,1210.85 342.372,1211.39 338.192,1211.89 334.012,1212.34 329.833,1212.75 \n",
       "  325.653,1213.14 321.473,1213.48 317.293,1213.8 313.113,1214.09 308.933,1214.36 304.753,1214.61 300.574,1214.83 296.394,1215.03 292.214,1215.22 288.034,1215.39 \n",
       "  283.854,1215.55 279.674,1215.69 275.494,1215.82 271.315,1215.94 267.135,1216.05 262.955,1216.15 258.775,1216.24 254.595,1216.33 250.415,1216.4 246.235,1216.47 \n",
       "  242.056,1216.54 237.876,1216.6 233.696,1216.65 229.516,1216.7 225.336,1216.74 221.156,1216.78 216.977,1216.82 212.797,1216.86 208.617,1216.89 204.437,1216.91 \n",
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       "  246.235,773.096 250.415,773.038 254.595,772.976 258.775,772.909 262.955,772.837 267.135,772.759 271.315,772.676 275.494,772.587 279.674,772.492 283.854,772.389 \n",
       "  288.034,772.28 292.214,772.164 296.394,772.039 300.574,771.907 304.753,771.766 308.933,771.616 313.113,771.457 317.293,771.288 321.473,771.108 325.653,770.919 \n",
       "  329.833,770.718 334.012,770.506 338.192,770.282 342.372,770.046 346.552,769.797 350.732,769.536 354.912,769.261 359.092,768.972 363.271,768.669 367.451,768.351 \n",
       "  371.631,768.019 375.811,767.671 379.991,767.308 384.171,766.929 388.35,766.534 392.53,766.123 396.71,765.695 400.89,765.251 405.07,764.79 409.25,764.312 \n",
       "  413.43,763.817 417.609,763.304 421.789,762.775 425.969,762.228 430.149,761.665 434.329,761.084 438.509,760.487 442.689,759.873 446.868,759.243 451.048,758.597 \n",
       "  455.228,757.935 459.408,757.258 463.588,756.566 467.768,755.859 471.948,755.138 476.127,754.404 480.307,753.656 484.487,752.897 488.667,752.126 492.847,751.344 \n",
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       "  538.825,742.252 543.005,741.405 547.185,740.558 551.365,739.713 555.545,738.871 559.724,738.033 563.904,737.199 568.084,736.371 572.264,735.55 576.444,734.737 \n",
       "  580.624,733.932 584.804,733.137 588.983,732.353 593.163,731.581 597.343,730.822 601.523,730.076 605.703,729.345 609.883,728.63 614.063,727.931 618.242,727.25 \n",
       "  622.422,726.587 626.602,725.945 630.782,725.322 634.962,724.721 639.142,724.143 643.321,723.588 647.501,723.058 651.681,722.554 655.861,722.077 660.041,721.627 \n",
       "  664.221,721.206 668.401,720.816 672.58,720.457 676.76,720.131 680.94,719.839 685.12,719.583 689.3,719.363 693.48,719.181 697.66,719.04 701.839,718.939 \n",
       "  706.019,718.882 710.199,718.869 714.379,718.902 718.559,718.983 722.739,719.114 726.919,719.296 731.098,719.531 735.278,719.821 739.458,720.168 743.638,720.574 \n",
       "  747.818,721.04 751.998,721.569 756.178,722.161 760.357,722.819 764.537,723.545 768.717,724.339 772.897,725.204 777.077,726.141 781.257,727.152 785.436,728.237 \n",
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       "  2206.59,339.16 2202.41,340.148 2198.23,341.235 2194.05,342.429 2189.87,343.739 2185.69,345.175 2181.51,346.744 2177.33,348.459 2173.15,350.328 2168.97,352.362 \n",
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       "  2122.99,388.967 2118.81,393.893 2114.63,399.135 2110.45,404.701 2106.27,410.601 2102.09,416.843 2097.91,423.434 2093.73,430.382 2089.55,437.69 2085.37,445.364 \n",
       "  2081.19,453.406 2077.01,461.817 2072.83,470.597 2068.65,479.744 2064.47,489.256 2060.29,499.127 2056.11,509.351 2051.93,519.919 2047.75,530.821 2043.57,542.044 \n",
       "  2039.39,553.575 2035.21,565.398 2031.03,577.495 2026.85,589.847 2022.67,602.433 2018.49,615.229 2014.31,628.211 2010.13,641.354 2005.95,654.629 2001.77,668.008 \n",
       "  1997.59,681.461 1993.41,694.957 1989.23,708.464 1985.05,721.949 1980.87,735.378 1976.69,748.719 1972.51,761.936 1968.33,774.997 1964.15,787.866 1959.98,800.511 \n",
       "  1955.8,812.897 1951.62,824.994 1947.44,836.769 1943.26,848.191 1939.08,859.231 1934.9,869.862 1930.72,880.057 1926.54,889.792 1922.36,899.043 1918.18,907.791 \n",
       "  1914,916.015 1909.82,923.701 1905.64,930.832 1901.46,937.399 1897.28,943.39 1893.1,948.8 1888.92,953.623 1884.74,957.858 1880.56,961.505 1876.38,964.568 \n",
       "  1872.2,967.052 1868.02,968.966 1863.84,970.322 1859.66,971.134 1855.48,971.42 1851.3,971.19 1847.12,969.251 1842.94,966.584 1838.76,963.899 1834.58,961.165 \n",
       "  1830.4,958.33 1826.22,955.326 1822.04,952.08 1817.86,948.531 1813.68,944.65 1809.5,940.441 1805.32,935.931 1801.14,931.155 1796.96,926.15 1792.78,920.956 \n",
       "  1788.6,915.608 1784.42,910.143 1780.24,904.594 1776.06,898.997 1771.88,893.382 1767.7,887.781 1763.52,882.225 1759.34,876.742 1755.16,871.36 1750.98,866.105 \n",
       "  1746.8,861.001 1742.62,856.071 1738.44,851.335 1734.26,846.812 1730.08,842.518 1725.9,838.466 1721.72,834.669 1717.54,831.135 1713.36,827.869 1709.18,824.875 \n",
       "  1705,822.154 1700.82,819.702 1696.64,817.516 1692.46,815.586 1688.28,813.903 1684.1,812.451 1679.92,811.217 1675.75,810.18 1671.57,809.32 1667.39,808.614 \n",
       "  1663.21,808.037 1659.03,807.561 1654.85,807.158 1650.67,806.799 1646.49,806.452 1642.31,806.086 1638.13,805.668 1633.95,805.166 1629.77,804.547 1625.59,803.778 \n",
       "  1621.41,802.829 1617.23,801.669 1613.05,800.267 1608.87,798.596 1604.69,796.63 1600.51,794.343 1596.33,791.714 1592.15,788.723 1587.97,785.353 1583.79,781.59 \n",
       "  1579.61,777.422 1575.43,772.841 1571.25,767.843 1567.07,762.426 1562.89,756.59 1558.71,750.32 1554.53,743.342 1550.35,735.935 1546.17,728.497 1541.99,720.865 \n",
       "  1537.81,712.856 1533.63,704.469 1529.45,695.761 1525.27,686.778 1521.09,677.559 1516.91,668.143 1512.73,658.569 1508.55,648.875 1504.37,639.103 1500.19,629.294 \n",
       "  1496.01,619.492 1491.83,609.738 1487.65,600.079 1483.47,590.556 1479.29,581.214 1475.11,572.095 1470.93,563.244 1466.75,554.701 1462.57,546.507 1458.39,538.7 \n",
       "  1454.21,531.319 1450.03,524.399 1445.85,517.972 1441.67,512.071 1437.49,506.723 1433.31,501.956 1429.13,497.793 1424.95,494.253 1420.77,491.356 1416.59,489.116 \n",
       "  1412.41,487.545 1408.23,486.653 1404.05,486.445 1399.87,486.925 1395.7,488.092 1391.52,489.945 1387.34,492.477 1383.16,495.68 1378.98,499.544 1374.8,504.054 \n",
       "  1370.62,509.194 1366.44,514.945 1362.26,521.284 1358.08,528.188 1353.9,535.628 1349.72,543.574 1345.54,551.993 1341.36,560.848 1337.18,570.098 1333,579.698 \n",
       "  1328.82,589.597 1324.64,599.738 1320.46,610.058 1316.28,620.483 1312.1,630.93 1307.92,641.301 1303.74,651.484 1299.56,661.352 1295.38,670.76 1291.2,679.553 \n",
       "  1287.02,687.571 1282.84,694.662 1278.66,700.706 1274.48,705.622 1270.3,709.384 1266.12,712.021 1261.94,713.601 1257.76,714.22 1253.58,713.986 1249.4,713.006 \n",
       "  1245.22,711.384 1241.04,709.215 1236.86,706.584 1232.68,703.568 1228.5,700.237 1224.32,696.653 1220.14,692.875 1215.96,688.957 1211.78,684.949 1207.6,680.898 \n",
       "  1203.42,676.848 1199.24,672.841 1195.06,668.918 1190.88,665.116 1186.7,661.472 1182.52,658.018 1178.34,654.788 1174.16,651.81 1169.98,649.113 1165.8,646.722 \n",
       "  1161.62,644.661 1157.44,642.951 1153.26,641.611 1149.08,640.657 1144.9,640.103 1140.72,639.961 1136.54,640.238 1132.36,640.943 1128.18,642.077 1124,643.642 \n",
       "  1119.82,645.636 1115.64,648.054 1111.47,650.889 1107.29,654.13 1103.11,657.765 1098.93,661.777 1094.75,666.148 1090.57,670.856 1086.39,675.876 1082.21,681.18 \n",
       "  1078.03,686.736 1073.85,692.509 1069.67,698.461 1065.49,704.548 1061.31,710.722 1057.13,716.93 1052.95,723.11 1048.77,729.196 1044.59,735.112 1040.41,740.771 \n",
       "  1036.23,746.077 1032.05,750.919 1027.87,755.177 1023.69,758.72 1019.51,761.413 1015.33,763.122 1011.15,763.733 1006.97,763.163 1002.79,761.371 998.609,758.373 \n",
       "  994.429,754.231 990.249,749.053 986.069,742.967 981.89,736.117 977.71,728.641 973.53,720.667 969.35,712.313 965.17,703.677 960.99,694.846 956.81,685.893 \n",
       "  952.631,676.877 948.451,667.849 944.271,658.852 940.091,649.921 935.911,641.084 931.731,632.366 927.551,623.784 923.372,615.356 919.192,607.093 915.012,599.005 \n",
       "  910.832,591.1 906.652,583.383 902.472,575.859 898.293,568.532 894.113,561.403 889.933,554.475 885.753,547.749 881.573,541.228 877.393,534.913 873.213,528.806 \n",
       "  869.034,522.911 864.854,517.231 860.674,511.77 856.494,506.534 852.314,501.529 848.134,496.762 843.954,492.242 839.775,487.978 835.595,483.98 831.415,480.259 \n",
       "  827.235,476.826 823.055,473.695 818.875,470.877 814.695,468.387 810.516,466.238 806.336,464.443 802.156,463.017 797.976,461.972 793.796,461.322 789.616,461.079 \n",
       "  785.436,461.255 781.257,461.862 777.077,462.91 772.897,464.408 768.717,466.364 764.537,468.787 760.357,471.681 756.178,475.051 751.998,478.9 747.818,483.231 \n",
       "  743.638,488.044 739.458,493.337 735.278,499.108 731.098,505.353 726.919,512.067 722.739,519.243 718.559,526.872 714.379,534.944 710.199,543.449 706.019,552.374 \n",
       "  701.839,561.705 697.66,571.428 693.48,581.527 689.3,591.985 685.12,602.782 680.94,613.902 676.76,625.323 672.58,637.025 668.401,648.986 664.221,661.183 \n",
       "  660.041,673.593 655.861,686.188 651.681,698.93 647.501,711.716 643.321,720.646 639.142,709.826 634.962,697.846 630.782,685.788 626.602,673.722 622.422,661.679 \n",
       "  618.242,649.683 614.063,637.757 609.883,625.92 605.703,614.192 601.523,602.592 597.343,591.136 593.163,579.843 588.983,568.728 584.804,557.805 580.624,547.091 \n",
       "  576.444,536.597 572.264,526.336 568.084,516.32 563.904,506.558 559.724,497.061 555.545,487.836 551.365,478.89 547.185,470.23 543.005,461.861 538.825,453.786 \n",
       "  534.645,446.009 530.465,438.532 526.286,431.356 522.106,424.48 517.926,417.905 513.746,411.628 509.566,405.647 505.386,399.959 501.206,394.559 497.027,389.444 \n",
       "  492.847,384.606 488.667,380.041 484.487,375.742 480.307,371.701 476.127,367.912 471.948,364.366 467.768,361.056 463.588,357.971 459.408,355.105 455.228,352.447 \n",
       "  451.048,349.99 446.868,347.722 442.689,345.637 438.509,343.723 434.329,341.973 430.149,340.376 425.969,338.925 421.789,337.61 417.609,336.423 413.43,335.355 \n",
       "  409.25,334.398 405.07,333.544 400.89,332.786 396.71,332.116 392.53,331.528 388.35,331.014 384.171,330.569 379.991,330.185 375.811,329.859 371.631,329.583 \n",
       "  367.451,329.353 363.271,329.165 359.092,329.014 354.912,328.895 350.732,328.806 346.552,328.742 342.372,328.7 338.192,328.678 334.012,328.673 329.833,328.681 \n",
       "  325.653,328.702 321.473,328.733 317.293,328.773 313.113,328.819 308.933,328.87 304.753,328.926 300.574,328.984 296.394,329.044 292.214,329.106 288.034,329.168 \n",
       "  283.854,329.23 279.674,329.291 275.494,329.351 271.315,329.409 267.135,329.466 262.955,329.521 258.775,329.574 254.595,329.624 250.415,329.673 246.235,329.718 \n",
       "  242.056,329.762 237.876,329.803 233.696,329.841 229.516,329.878 225.336,329.911 221.156,329.943 216.977,329.973 212.797,330 208.617,330.026 204.437,330.05 \n",
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       "  246.235,773.096 250.415,773.038 254.595,772.976 258.775,772.909 262.955,772.837 267.135,772.759 271.315,772.676 275.494,772.587 279.674,772.492 283.854,772.389 \n",
       "  288.034,772.28 292.214,772.164 296.394,772.039 300.574,771.907 304.753,771.766 308.933,771.616 313.113,771.457 317.293,771.288 321.473,771.108 325.653,770.919 \n",
       "  329.833,770.718 334.012,770.506 338.192,770.282 342.372,770.046 346.552,769.797 350.732,769.536 354.912,769.261 359.092,768.972 363.271,768.669 367.451,768.351 \n",
       "  371.631,768.019 375.811,767.671 379.991,767.308 384.171,766.929 388.35,766.534 392.53,766.123 396.71,765.695 400.89,765.251 405.07,764.79 409.25,764.312 \n",
       "  413.43,763.817 417.609,763.304 421.789,762.775 425.969,762.228 430.149,761.665 434.329,761.084 438.509,760.487 442.689,759.873 446.868,759.243 451.048,758.597 \n",
       "  455.228,757.935 459.408,757.258 463.588,756.566 467.768,755.859 471.948,755.138 476.127,754.404 480.307,753.656 484.487,752.897 488.667,752.126 492.847,751.344 \n",
       "  497.027,750.551 501.206,749.75 505.386,748.939 509.566,748.121 513.746,747.296 517.926,746.465 522.106,745.629 526.286,744.789 530.465,743.945 534.645,743.1 \n",
       "  538.825,742.252 543.005,741.405 547.185,740.558 551.365,739.713 555.545,738.871 559.724,738.033 563.904,737.199 568.084,736.371 572.264,735.55 576.444,734.737 \n",
       "  580.624,733.932 584.804,733.137 588.983,732.353 593.163,731.581 597.343,730.822 601.523,730.076 605.703,729.345 609.883,728.63 614.063,727.931 618.242,727.25 \n",
       "  622.422,726.587 626.602,725.945 630.782,725.322 634.962,724.721 639.142,724.143 643.321,723.588 647.501,723.058 651.681,722.554 655.861,722.077 660.041,721.627 \n",
       "  664.221,721.206 668.401,720.816 672.58,720.457 676.76,720.131 680.94,719.839 685.12,719.583 689.3,719.363 693.48,719.181 697.66,719.04 701.839,718.939 \n",
       "  706.019,718.882 710.199,718.869 714.379,718.902 718.559,718.983 722.739,719.114 726.919,719.296 731.098,719.531 735.278,719.821 739.458,720.168 743.638,720.574 \n",
       "  747.818,721.04 751.998,721.569 756.178,722.161 760.357,722.819 764.537,723.545 768.717,724.339 772.897,725.204 777.077,726.141 781.257,727.152 785.436,728.237 \n",
       "  789.616,729.398 793.796,730.635 797.976,731.95 802.156,733.344 806.336,734.815 810.516,736.366 814.695,737.996 818.875,739.705 823.055,741.492 827.235,743.357 \n",
       "  831.415,745.3 835.595,747.318 839.775,749.411 843.954,751.577 848.134,753.815 852.314,756.122 856.494,758.495 860.674,760.933 864.854,763.432 869.034,765.989 \n",
       "  873.213,768.602 877.393,771.265 881.573,773.976 885.753,776.731 889.933,779.524 894.113,782.353 898.293,785.212 902.472,788.096 906.652,791.001 910.832,793.922 \n",
       "  915.012,796.854 919.192,799.791 923.372,802.729 927.551,805.662 931.731,808.586 935.911,811.495 940.091,814.383 944.271,817.247 948.451,820.082 952.631,822.881 \n",
       "  956.81,825.641 960.99,828.358 965.17,831.027 969.35,833.643 973.53,836.204 977.71,838.705 981.89,841.143 986.069,843.515 990.249,845.817 994.429,848.047 \n",
       "  998.609,850.204 1002.79,852.284 1006.97,854.285 1011.15,856.207 1015.33,858.047 1019.51,859.805 1023.69,861.48 1027.87,863.071 1032.05,864.577 1036.23,865.999 \n",
       "  1040.41,867.336 1044.59,868.589 1048.77,869.757 1052.95,870.841 1057.13,871.841 1061.31,872.758 1065.49,873.592 1069.67,874.343 1073.85,875.013 1078.03,875.6 \n",
       "  1082.21,876.107 1086.39,876.532 1090.57,876.876 1094.75,877.138 1098.93,877.319 1103.11,877.417 1107.29,877.432 1111.47,877.363 1115.64,877.208 1119.82,876.966 \n",
       "  1124,876.634 1128.18,876.211 1132.36,875.695 1136.54,875.081 1140.72,874.367 1144.9,873.549 1149.08,872.625 1153.26,871.588 1157.44,870.436 1161.62,869.164 \n",
       "  1165.8,867.766 1169.98,866.239 1174.16,864.576 1178.34,862.773 1182.52,860.824 1186.7,858.725 1190.88,856.469 1195.06,854.051 1199.24,851.467 1203.42,848.711 \n",
       "  1207.6,845.779 1211.78,842.667 1215.96,839.37 1220.14,835.885 1224.32,832.209 1228.5,828.339 1232.68,824.274 1236.86,820.013 1241.04,815.554 1245.22,810.898 \n",
       "  1249.4,806.046 1253.58,801.002 1257.76,795.766 1261.94,790.344 1266.12,784.741 1270.3,778.963 1274.48,773.016 1278.66,766.91 1282.84,760.654 1287.02,754.258 \n",
       "  1291.2,747.735 1295.38,741.097 1299.56,734.358 1303.74,727.533 1307.92,720.639 1312.1,713.692 1316.28,706.712 1320.46,699.717 1324.64,692.726 1328.82,685.762 \n",
       "  1333,678.844 1337.18,671.996 1341.36,665.239 1345.54,658.597 1349.72,652.093 1353.9,645.75 1358.08,639.591 1362.26,633.641 1366.44,627.921 1370.62,622.456 \n",
       "  1374.8,617.266 1378.98,612.375 1383.16,607.802 1387.34,603.568 1391.52,599.692 1395.7,596.192 1399.87,593.084 1404.05,590.383 1408.23,588.104 1412.41,586.259 \n",
       "  1416.59,584.857 1420.77,583.907 1424.95,583.416 1429.13,583.388 1433.31,583.827 1437.49,584.733 1441.67,586.104 1445.85,587.937 1450.03,590.226 1454.21,592.964 \n",
       "  1458.39,596.14 1462.57,599.742 1466.75,603.757 1470.93,608.169 1475.11,612.96 1479.29,618.111 1483.47,623.6 1487.65,629.406 1491.83,635.505 1496.01,641.871 \n",
       "  1500.19,648.478 1504.37,655.3 1508.55,662.308 1512.73,669.474 1516.91,676.77 1521.09,684.167 1525.27,691.636 1529.45,699.148 1533.63,706.675 1537.81,714.189 \n",
       "  1541.99,721.664 1546.17,729.073 1550.35,736.392 1554.53,743.596 1558.71,750.665 1562.89,757.576 1567.07,764.311 1571.25,770.853 1575.43,777.186 1579.61,783.296 \n",
       "  1583.79,789.174 1587.97,794.808 1592.15,800.192 1596.33,805.321 1600.51,810.192 1604.69,814.803 1608.87,819.157 1613.05,823.256 1617.23,827.105 1621.41,830.712 \n",
       "  1625.59,834.084 1629.77,837.233 1633.95,840.169 1638.13,842.908 1642.31,845.462 1646.49,847.847 1650.67,850.08 1654.85,852.177 1659.03,854.157 1663.21,856.038 \n",
       "  1667.39,857.837 1671.57,859.573 1675.75,861.264 1679.92,862.928 1684.1,864.583 1688.28,866.243 1692.46,867.927 1696.64,869.648 1700.82,871.42 1705,873.256 \n",
       "  1709.18,875.168 1713.36,877.165 1717.54,879.255 1721.72,881.445 1725.9,883.742 1730.08,886.148 1734.26,888.666 1738.44,891.296 1742.62,894.036 1746.8,896.885 \n",
       "  1750.98,899.838 1755.16,902.888 1759.34,906.028 1763.52,909.25 1767.7,912.544 1771.88,915.898 1776.06,919.3 1780.24,922.737 1784.42,926.194 1788.6,929.658 \n",
       "  1792.78,933.112 1796.96,936.541 1801.14,939.928 1805.32,943.257 1809.5,946.512 1813.68,949.676 1817.86,952.734 1822.04,955.669 1826.22,958.466 1830.4,961.11 \n",
       "  1834.58,963.588 1838.76,965.885 1842.94,967.99 1847.12,969.891 1851.3,971.578 1855.48,973.041 1859.66,974.271 1863.84,975.263 1868.02,976.009 1872.2,976.506 \n",
       "  1876.38,976.749 1880.56,976.737 1884.74,976.469 1888.92,975.945 1893.1,975.167 1897.28,974.137 1901.46,972.859 1905.64,971.338 1909.82,969.58 1914,967.591 \n",
       "  1918.18,965.38 1922.36,962.955 1926.54,960.326 1930.72,957.502 1934.9,954.495 1939.08,951.314 1943.26,947.973 1947.44,944.483 1951.62,940.856 1955.8,937.106 \n",
       "  1959.98,933.244 1964.15,929.283 1968.33,925.237 1972.51,921.117 1976.69,916.937 1980.87,912.709 1985.05,908.445 1989.23,904.156 1993.41,899.855 1997.59,895.552 \n",
       "  2001.77,891.258 2005.95,886.983 2010.13,882.736 2014.31,878.528 2018.49,874.366 2022.67,870.258 2026.85,866.213 2031.03,862.236 2035.21,858.334 2039.39,854.513 \n",
       "  2043.57,850.779 2047.75,847.134 2051.93,843.584 2056.11,840.132 2060.29,836.781 2064.47,833.534 2068.65,830.391 2072.83,827.355 2077.01,824.426 2081.19,821.606 \n",
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       "  2127.17,797.501 2131.35,795.895 2135.53,794.376 2139.71,792.942 2143.89,791.588 2148.07,790.313 2152.25,789.114 2156.43,787.986 2160.61,786.928 2164.79,785.936 \n",
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       "  2252.56,775.617 2256.74,775.439 2260.92,775.276 2265.1,775.127 2269.28,774.992 2273.46,774.869 2277.64,774.757 2281.82,774.655 2286,774.563 2290.18,774.48 \n",
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       "  1500.19,677.359 1504.37,683.22 1508.55,689.412 1512.73,695.901 1516.91,702.655 1521.09,709.639 1525.27,716.82 1529.45,724.164 1533.63,731.64 1537.81,739.215 \n",
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       "  1709.18,1036.63 1713.36,1046.05 1717.54,1055.64 1721.72,1065.39 1725.9,1075.27 1730.08,1085.26 1734.26,1095.33 1738.44,1105.44 1742.62,1115.57 1746.8,1125.67 \n",
       "  1750.98,1135.7 1755.16,1145.63 1759.34,1155.41 1763.52,1165 1767.7,1174.35 1771.88,1183.41 1776.06,1192.15 1780.24,1200.51 1784.42,1208.45 1788.6,1215.93 \n",
       "  1792.78,1222.89 1796.96,1229.3 1801.14,1235.12 1805.32,1240.31 1809.5,1244.82 1813.68,1248.64 1817.86,1251.72 1822.04,1254.04 1826.22,1255.58 1830.4,1256.31 \n",
       "  1834.58,1256.22 1838.76,1255.3 1842.94,1253.53 1847.12,1250.91 1851.3,1247.44 1855.48,1243.12 1859.66,1237.97 1863.84,1231.98 1868.02,1225.19 1872.2,1217.6 \n",
       "  1876.38,1209.24 1880.56,1200.14 1884.74,1190.33 1888.92,1179.84 1893.1,1168.71 1897.28,1156.98 1901.46,1144.69 1905.64,1131.88 1909.82,1118.6 1914,1104.9 \n",
       "  1918.18,1090.83 1922.36,1076.44 1926.54,1061.78 1930.72,1046.89 1934.9,1031.85 1939.08,1016.68 1943.26,1001.46 1947.44,986.221 1951.62,971.02 1955.8,955.906 \n",
       "  1959.98,940.925 1964.15,926.123 1968.33,911.543 1972.51,897.228 1976.69,883.216 1980.87,869.545 1985.05,856.25 1989.23,843.361 1993.41,830.91 1997.59,818.921 \n",
       "  2001.77,807.418 2005.95,796.423 2010.13,785.953 2014.31,776.023 2018.49,766.645 2022.67,757.828 2026.85,749.58 2031.03,741.903 2035.21,734.8 2039.39,728.269 \n",
       "  2043.57,722.307 2047.75,716.907 2051.93,712.063 2056.11,707.763 2060.29,703.996 2064.47,700.749 2068.65,698.006 2072.83,695.751 2077.01,693.966 2081.19,692.633 \n",
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       "  2252.56,788.004 2256.74,790.008 2260.92,791.921 2265.1,793.744 2269.28,795.478 2273.46,797.127 2277.64,798.69 2281.82,800.17 2286,801.571 2290.18,802.893 \n",
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       "  2248.38,1408.81 2244.21,1406.06 2240.03,1403.16 2235.85,1400.1 2231.67,1396.87 2227.49,1393.47 2223.31,1389.89 2219.13,1386.13 2214.95,1382.18 2210.77,1378.05 \n",
       "  2206.59,1373.72 2202.41,1369.19 2198.23,1364.47 2194.05,1359.54 2189.87,1354.41 2185.69,1349.08 2181.51,1343.54 2177.33,1337.8 2173.15,1331.85 2168.97,1325.71 \n",
       "  2164.79,1319.37 2160.61,1312.83 2156.43,1306.1 2152.25,1299.2 2148.07,1292.12 2143.89,1284.87 2139.71,1277.47 2135.53,1269.92 2131.35,1262.24 2127.17,1254.44 \n",
       "  2122.99,1246.54 2118.81,1238.54 2114.63,1230.48 2110.45,1222.36 2106.27,1214.2 2102.09,1206.03 2097.91,1197.87 2093.73,1189.74 2089.55,1181.66 2085.37,1173.67 \n",
       "  2081.19,1165.77 2077.01,1158 2072.83,1150.39 2068.65,1142.97 2064.47,1135.75 2060.29,1128.76 2056.11,1122.04 2051.93,1115.62 2047.75,1109.5 2043.57,1103.74 \n",
       "  2039.39,1098.34 2035.21,1093.33 2031.03,1088.74 2026.85,1084.58 2022.67,1080.89 2018.49,1077.68 2014.31,1074.96 2010.13,1072.75 2005.95,1071.07 2001.77,1069.92 \n",
       "  1997.59,1069.32 1993.41,1069.27 1989.23,1069.77 1985.05,1070.82 1980.87,1072.42 1976.69,1074.56 1972.51,1077.24 1968.33,1080.45 1964.15,1084.15 1959.98,1088.35 \n",
       "  1955.8,1093.01 1951.62,1098.12 1947.44,1103.63 1943.26,1109.53 1939.08,1115.78 1934.9,1122.33 1930.72,1129.16 1926.54,1136.21 1922.36,1143.45 1918.18,1150.82 \n",
       "  1914,1158.29 1909.82,1165.8 1905.64,1173.31 1901.46,1180.75 1897.28,1188.09 1893.1,1195.26 1888.92,1202.23 1884.74,1208.93 1880.56,1215.33 1876.38,1221.37 \n",
       "  1872.2,1227.01 1868.02,1232.21 1863.84,1236.92 1859.66,1241.11 1855.48,1244.74 1851.3,1247.78 1847.12,1251.61 1842.94,1255.06 1838.76,1257.48 1834.58,1258.88 \n",
       "  1830.4,1259.29 1826.22,1258.75 1822.04,1257.29 1817.86,1254.95 1813.68,1251.77 1809.5,1247.79 1805.32,1243.07 1801.14,1237.64 1796.96,1231.56 1792.78,1224.87 \n",
       "  1788.6,1217.63 1784.42,1209.88 1780.24,1201.68 1776.06,1193.08 1771.88,1184.13 1767.7,1174.87 1763.52,1165.36 1759.34,1155.63 1755.16,1145.75 1750.98,1135.74 \n",
       "  1746.8,1125.68 1742.62,1115.6 1738.44,1105.48 1734.26,1095.36 1730.08,1085.27 1725.9,1075.32 1721.72,1065.49 1717.54,1055.79 1713.36,1046.26 1709.18,1036.89 \n",
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       "  1287.02,942.639 1282.84,951.733 1278.66,960.638 1274.48,969.337 1270.3,977.817 1266.12,986.062 1261.94,994.058 1257.76,1001.79 1253.58,1009.25 1249.4,1016.43 \n",
       "  1245.22,1023.31 1241.04,1029.89 1236.86,1036.16 1232.68,1042.1 1228.5,1047.72 1224.32,1053.01 1220.14,1057.96 1215.96,1062.56 1211.78,1066.83 1207.6,1070.74 \n",
       "  1203.42,1074.32 1199.24,1077.54 1195.06,1080.42 1190.88,1082.95 1186.7,1085.13 1182.52,1086.98 1178.34,1088.49 1174.16,1089.66 1169.98,1090.5 1165.8,1091.02 \n",
       "  1161.62,1091.21 1157.44,1091.08 1153.26,1090.65 1149.08,1089.9 1144.9,1088.86 1140.72,1087.52 1136.54,1085.89 1132.36,1083.98 1128.18,1081.79 1124,1079.33 \n",
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       "  873.213,870.286 877.393,872.118 881.573,873.957 885.753,875.79 889.933,877.606 894.113,879.394 898.293,881.141 902.472,882.835 906.652,884.463 910.832,886.014 \n",
       "  915.012,887.476 919.192,888.838 923.372,890.088 927.551,891.216 931.731,892.211 935.911,893.066 940.091,893.77 944.271,894.318 948.451,894.701 952.631,894.916 \n",
       "  956.81,894.956 960.99,894.82 965.17,894.505 969.35,894.011 973.53,893.338 977.71,892.488 981.89,891.465 986.069,890.273 990.249,888.918 994.429,887.409 \n",
       "  998.609,885.754 1002.79,883.964 1006.97,882.049 1011.15,880.023 1015.33,877.9 1019.51,875.694 1023.69,873.422 1027.87,871.099 1032.05,868.745 1036.23,866.377 \n",
       "  1040.41,864.014 1044.59,861.675 1048.77,859.379 1052.95,857.147 1057.13,854.997 1061.31,852.95 1065.49,851.023 1069.67,849.235 1073.85,847.605 1078.03,846.149 \n",
       "  1082.21,844.883 1086.39,843.822 1090.57,842.98 1094.75,842.368 1098.93,841.998 1103.11,841.879 1107.29,842.018 1111.47,842.421 1115.64,843.09 1119.82,844.027 \n",
       "  1124,845.232 1128.18,846.702 1132.36,848.432 1136.54,850.415 1140.72,852.641 1144.9,855.099 1149.08,857.776 1153.26,860.655 1157.44,863.719 1161.62,866.948 \n",
       "  1165.8,870.321 1169.98,873.814 1174.16,877.402 1178.34,881.059 1182.52,884.758 1186.7,888.469 1190.88,892.162 1195.06,895.808 1199.24,899.374 1203.42,902.829 \n",
       "  1207.6,906.142 1211.78,909.281 1215.96,912.214 1220.14,914.91 1224.32,917.34 1228.5,919.473 1232.68,921.282 1236.86,922.741 1241.04,923.823 1245.22,924.506 \n",
       "  1249.4,924.768 1253.58,924.59 1257.76,923.954 1261.94,922.848 1266.12,921.258 1270.3,919.176 1274.48,916.596 1278.66,913.513 1282.84,909.929 1287.02,905.846 \n",
       "  1291.2,901.269 1295.38,896.209 1299.56,890.676 1303.74,884.686 1307.92,878.257 1312.1,871.411 1316.28,864.171 1320.46,856.564 1324.64,848.62 1328.82,840.369 \n",
       "  1333,831.846 1337.18,823.087 1341.36,814.129 1345.54,805.012 1349.72,795.777 1353.9,786.466 1358.08,777.122 1362.26,767.787 1366.44,758.506 1370.62,749.323 \n",
       "  1374.8,740.281 1378.98,731.424 1383.16,722.793 1387.34,714.431 1391.52,706.377 1395.7,698.669 1399.87,691.345 1404.05,684.438 1408.23,677.982 1412.41,672.005 \n",
       "  1416.59,666.535 1420.77,661.595 1424.95,657.209 1429.13,653.392 1433.31,650.161 1437.49,647.526 1441.67,645.497 1445.85,644.076 1450.03,643.267 1454.21,643.067 \n",
       "  1458.39,643.47 1462.57,644.467 1466.75,646.048 1470.93,648.198 1475.11,650.898 1479.29,654.128 1483.47,657.866 1487.65,662.086 1491.83,666.761 1496.01,671.862 \n",
       "  1500.19,677.359 1504.37,683.22 1508.55,689.412 1512.73,695.901 1516.91,702.655 1521.09,709.639 1525.27,716.82 1529.45,724.164 1533.63,731.64 1537.81,739.215 \n",
       "  1541.99,746.861 1546.17,754.548 1550.35,762.251 1554.53,769.945 1558.71,777.608 1562.89,785.22 1567.07,792.764 1571.25,800.226 1575.43,807.594 1579.61,814.858 \n",
       "  1583.79,822.013 1587.97,829.055 1592.15,835.984 1596.33,842.803 1600.51,849.516 1604.69,856.13 1608.87,862.656 1613.05,869.105 1617.23,875.493 1621.41,881.834 \n",
       "  1625.59,888.146 1629.77,894.447 1633.95,900.758 1638.13,907.1 1642.31,913.492 1646.49,919.955 1650.67,926.511 1654.85,933.18 1659.03,939.982 1663.21,946.934 \n",
       "  1667.39,954.053 1671.57,961.354 1675.75,968.852 1679.92,976.556 1684.1,984.475 1688.28,992.615 1692.46,1000.98 1696.64,1009.57 1700.82,1018.38 1705,1027.4 \n",
       "  1709.18,1036.63 1713.36,1046.05 1717.54,1055.64 1721.72,1065.39 1725.9,1075.27 1730.08,1085.26 1734.26,1095.33 1738.44,1105.44 1742.62,1115.57 1746.8,1125.67 \n",
       "  1750.98,1135.7 1755.16,1145.63 1759.34,1155.41 1763.52,1165 1767.7,1174.35 1771.88,1183.41 1776.06,1192.15 1780.24,1200.51 1784.42,1208.45 1788.6,1215.93 \n",
       "  1792.78,1222.89 1796.96,1229.3 1801.14,1235.12 1805.32,1240.31 1809.5,1244.82 1813.68,1248.64 1817.86,1251.72 1822.04,1254.04 1826.22,1255.58 1830.4,1256.31 \n",
       "  1834.58,1256.22 1838.76,1255.3 1842.94,1253.53 1847.12,1250.91 1851.3,1247.44 1855.48,1243.12 1859.66,1237.97 1863.84,1231.98 1868.02,1225.19 1872.2,1217.6 \n",
       "  1876.38,1209.24 1880.56,1200.14 1884.74,1190.33 1888.92,1179.84 1893.1,1168.71 1897.28,1156.98 1901.46,1144.69 1905.64,1131.88 1909.82,1118.6 1914,1104.9 \n",
       "  1918.18,1090.83 1922.36,1076.44 1926.54,1061.78 1930.72,1046.89 1934.9,1031.85 1939.08,1016.68 1943.26,1001.46 1947.44,986.221 1951.62,971.02 1955.8,955.906 \n",
       "  1959.98,940.925 1964.15,926.123 1968.33,911.543 1972.51,897.228 1976.69,883.216 1980.87,869.545 1985.05,856.25 1989.23,843.361 1993.41,830.91 1997.59,818.921 \n",
       "  2001.77,807.418 2005.95,796.423 2010.13,785.953 2014.31,776.023 2018.49,766.645 2022.67,757.828 2026.85,749.58 2031.03,741.903 2035.21,734.8 2039.39,728.269 \n",
       "  2043.57,722.307 2047.75,716.907 2051.93,712.063 2056.11,707.763 2060.29,703.996 2064.47,700.749 2068.65,698.006 2072.83,695.751 2077.01,693.966 2081.19,692.633 \n",
       "  2085.37,691.731 2089.55,691.24 2093.73,691.139 2097.91,691.406 2102.09,692.019 2106.27,692.956 2110.45,694.193 2114.63,695.709 2118.81,697.482 2122.99,699.489 \n",
       "  2127.17,701.708 2131.35,704.118 2135.53,706.699 2139.71,709.43 2143.89,712.292 2148.07,715.265 2152.25,718.332 2156.43,721.475 2160.61,724.678 2164.79,727.925 \n",
       "  2168.97,731.201 2173.15,734.494 2177.33,737.789 2181.51,741.074 2185.69,744.34 2189.87,747.575 2194.05,750.77 2198.23,753.916 2202.41,757.007 2206.59,760.035 \n",
       "  2210.77,762.995 2214.95,765.881 2219.13,768.688 2223.31,771.414 2227.49,774.054 2231.67,776.606 2235.85,779.069 2240.03,781.441 2244.21,783.721 2248.38,785.908 \n",
       "  2252.56,788.004 2256.74,790.008 2260.92,791.921 2265.1,793.744 2269.28,795.478 2273.46,797.127 2277.64,798.69 2281.82,800.17 2286,801.571 2290.18,802.893 \n",
       "  2290.18,176.868 2286,175.715 2281.82,174.507 2277.64,173.245 2273.46,171.93 2269.28,170.561 2265.1,169.142 2260.92,167.675 2256.74,166.161 2252.56,164.604 \n",
       "  2248.38,163.009 2244.21,161.38 2240.03,159.722 2235.85,158.042 2231.67,156.346 2227.49,154.642 2223.31,152.94 2219.13,151.248 2214.95,149.578 2210.77,147.942 \n",
       "  2206.59,146.351 2202.41,144.819 2198.23,143.362 2194.05,141.995 2189.87,140.735 2185.69,139.599 2181.51,138.607 2177.33,137.778 2173.15,137.133 2168.97,136.695 \n",
       "  2164.79,136.485 2160.61,136.527 2156.43,136.845 2152.25,137.465 2148.07,138.412 2143.89,139.711 2139.71,141.39 2135.53,143.476 2131.35,145.995 2127.17,148.974 \n",
       "  2122.99,152.44 2118.81,156.421 2114.63,160.943 2110.45,166.03 2106.27,171.71 2102.09,178.006 2097.91,184.941 2093.73,192.537 2089.55,200.816 2085.37,209.796 \n",
       "  2081.19,219.495 2077.01,229.927 2072.83,241.107 2068.65,253.045 2064.47,265.75 2060.29,279.227 2056.11,293.48 2051.93,308.509 2047.75,324.31 2043.57,340.878 \n",
       "  2039.39,358.203 2035.21,376.272 2031.03,395.069 2026.85,414.574 2022.67,434.764 2018.49,455.611 2014.31,477.085 2010.13,499.153 2005.95,521.776 2001.77,544.913 \n",
       "  1997.59,568.521 1993.41,592.553 1989.23,616.958 1985.05,641.683 1980.87,666.672 1976.69,691.869 1972.51,717.212 1968.33,742.641 1964.15,768.091 1959.98,793.498 \n",
       "  1955.8,818.798 1951.62,843.923 1947.44,868.808 1943.26,893.386 1939.08,917.593 1934.9,941.364 1930.72,964.635 1926.54,987.343 1922.36,1009.43 1918.18,1030.84 \n",
       "  1914,1051.51 1909.82,1071.4 1905.64,1090.45 1901.46,1108.62 1897.28,1125.87 1893.1,1142.16 1888.92,1157.46 1884.74,1171.73 1880.56,1184.95 1876.38,1197.11 \n",
       "  1872.2,1208.19 1868.02,1218.17 1863.84,1227.05 1859.66,1234.82 1855.48,1241.51 1851.3,1247.1 1847.12,1250.2 1842.94,1251.99 1838.76,1253.12 1834.58,1253.57 \n",
       "  1830.4,1253.34 1826.22,1252.41 1822.04,1250.8 1817.86,1248.5 1813.68,1245.51 1809.5,1241.85 1805.32,1237.54 1801.14,1232.6 1796.96,1227.04 1792.78,1220.91 \n",
       "  1788.6,1214.22 1784.42,1207.02 1780.24,1199.34 1776.06,1191.22 1771.88,1182.7 1767.7,1173.82 1763.52,1164.64 1759.34,1155.19 1755.16,1145.51 1750.98,1135.66 \n",
       "  1746.8,1125.66 1742.62,1115.53 1738.44,1105.4 1734.26,1095.31 1730.08,1085.26 1725.9,1075.23 1721.72,1065.3 1717.54,1055.49 1713.36,1045.84 1709.18,1036.36 \n",
       "  1705,1027.08 1700.82,1018.01 1696.64,1009.16 1692.46,1000.54 1688.28,992.16 1684.1,984.011 1679.92,976.095 1675.75,968.404 1671.57,960.929 1667.39,953.66 \n",
       "  1663.21,946.58 1659.03,939.673 1654.85,932.922 1650.67,926.304 1646.49,919.799 1642.31,913.385 1638.13,907.04 1633.95,900.739 1629.77,894.432 1625.59,888.104 \n",
       "  1621.41,881.773 1617.23,875.423 1613.05,869.034 1608.87,862.592 1604.69,856.08 1600.51,849.485 1596.33,842.795 1592.15,835.968 1587.97,829.016 1583.79,821.956 \n",
       "  1579.61,814.791 1575.43,807.528 1571.25,800.176 1567.07,792.749 1562.89,785.178 1558.71,777.484 1554.53,769.709 1550.35,761.872 1546.17,753.992 1541.99,746.092 \n",
       "  1537.81,738.196 1533.63,730.333 1529.45,722.531 1525.27,714.824 1521.09,707.245 1516.91,699.83 1512.73,692.615 1508.55,685.639 1504.37,678.939 1500.19,672.555 \n",
       "  1496.01,666.527 1491.83,660.891 1487.65,655.687 1483.47,650.95 1479.29,646.715 1475.11,643.017 1470.93,639.885 1466.75,637.348 1462.57,635.431 1458.39,634.156 \n",
       "  1454.21,633.541 1450.03,633.6 1445.85,634.344 1441.67,635.777 1437.49,637.901 1433.31,640.713 1429.13,644.204 1424.95,648.361 1420.77,653.165 1416.59,658.594 \n",
       "  1412.41,664.619 1408.23,671.208 1404.05,678.325 1399.87,685.927 1395.7,693.97 1391.52,702.403 1387.34,711.176 1383.16,720.232 1378.98,729.512 1374.8,738.957 \n",
       "  1370.62,748.504 1366.44,758.089 1362.26,767.647 1358.08,777.114 1353.9,786.425 1349.72,795.516 1345.54,804.323 1341.36,812.785 1337.18,820.843 1333,828.44 \n",
       "  1328.82,835.521 1324.64,842.038 1320.46,847.942 1316.28,853.192 1312.1,857.749 1307.92,861.58 1303.74,864.658 1299.56,866.959 1295.38,868.466 1291.2,869.165 \n",
       "  1287.02,869.052 1282.84,868.125 1278.66,866.389 1274.48,863.854 1270.3,860.536 1266.12,856.455 1261.94,851.638 1257.76,846.116 1253.58,839.924 1249.4,833.103 \n",
       "  1245.22,825.697 1241.04,817.753 1236.86,809.323 1232.68,800.462 1228.5,791.225 1224.32,781.672 1220.14,771.865 1215.96,761.865 1211.78,751.735 1207.6,741.54 \n",
       "  1203.42,731.344 1199.24,721.209 1195.06,711.2 1190.88,701.378 1186.7,691.804 1182.52,682.536 1178.34,673.631 1174.16,665.144 1169.98,657.126 1165.8,649.626 \n",
       "  1161.62,642.688 1157.44,636.354 1153.26,630.663 1149.08,625.648 1144.9,621.339 1140.72,617.762 1136.54,614.939 1132.36,612.886 1128.18,611.616 1124,611.137 \n",
       "  1119.82,611.453 1115.64,612.562 1111.47,614.459 1107.29,617.133 1103.11,620.571 1098.93,624.752 1094.75,629.656 1090.57,635.254 1086.39,641.515 1082.21,648.406 \n",
       "  1078.03,655.887 1073.85,663.917 1069.67,672.453 1065.49,681.446 1061.31,690.847 1057.13,700.603 1052.95,710.661 1048.77,720.964 1044.59,731.456 1040.41,742.077 \n",
       "  1036.23,752.77 1032.05,763.474 1027.87,774.131 1023.69,784.68 1019.51,795.064 1015.33,805.226 1011.15,815.107 1006.97,824.655 1002.79,833.817 998.609,842.541 \n",
       "  994.429,850.781 990.249,858.49 986.069,865.627 981.89,872.153 977.71,878.034 973.53,883.237 969.35,887.735 965.17,891.505 960.99,894.528 956.81,893.124 \n",
       "  952.631,891.555 948.451,890.417 944.271,889.721 940.091,889.475 935.911,889.685 931.731,890.354 927.551,890.949 923.372,887.106 919.192,882.566 915.012,877.355 \n",
       "  910.832,871.505 906.652,865.052 902.472,858.033 898.293,850.491 894.113,842.468 889.933,834.012 885.753,825.171 881.573,815.996 877.393,806.538 873.213,796.85 \n",
       "  869.034,786.987 864.854,777.004 860.674,766.955 856.494,756.896 852.314,746.879 848.134,736.961 843.954,727.192 839.775,717.626 835.595,708.311 831.415,699.296 \n",
       "  827.235,690.627 823.055,682.349 818.875,674.502 814.695,667.125 810.516,660.255 806.336,653.924 802.156,648.162 797.976,642.996 793.796,638.449 789.616,634.542 \n",
       "  785.436,631.291 781.257,628.71 777.077,626.809 772.897,625.595 768.717,625.071 764.537,625.238 760.357,626.093 756.178,627.632 751.998,629.845 747.818,632.721 \n",
       "  743.638,636.248 739.458,640.41 735.278,645.189 731.098,650.566 726.919,656.518 722.739,663.024 718.559,670.059 714.379,677.598 710.199,685.616 706.019,694.084 \n",
       "  701.839,702.977 697.66,712.268 693.48,721.928 689.3,731.931 685.12,742.249 680.94,752.857 676.76,763.729 672.58,774.84 668.401,786.165 664.221,797.681 \n",
       "  660.041,809.366 655.861,821.2 651.681,833.161 647.501,845.231 643.321,855.195 639.142,842.236 634.962,829.092 630.782,815.782 626.602,802.322 622.422,788.729 \n",
       "  618.242,775.018 614.063,761.205 609.883,747.306 605.703,733.336 601.523,719.31 597.343,705.243 593.163,691.15 588.983,677.046 584.804,662.945 580.624,648.861 \n",
       "  576.444,634.81 572.264,620.806 568.084,606.864 563.904,592.998 559.724,579.222 555.545,565.552 551.365,552.002 547.185,538.585 543.005,525.318 538.825,512.212 \n",
       "  534.645,499.283 530.465,486.544 526.286,474.008 522.106,461.688 517.926,449.597 513.746,437.746 509.566,426.147 505.386,414.811 501.206,403.747 497.027,392.966 \n",
       "  492.847,382.474 488.667,372.281 484.487,362.394 480.307,352.817 476.127,343.556 471.948,334.616 467.768,325.999 463.588,317.708 459.408,309.744 455.228,302.107 \n",
       "  451.048,294.797 446.868,287.811 442.689,281.149 438.509,274.806 434.329,268.778 430.149,263.061 425.969,257.648 421.789,252.534 417.609,247.712 413.43,243.173 \n",
       "  409.25,238.91 405.07,234.915 400.89,231.178 396.71,227.691 392.53,224.443 388.35,221.425 384.171,218.627 379.991,216.039 375.811,213.651 371.631,211.453 \n",
       "  367.451,209.434 363.271,207.584 359.092,205.895 354.912,204.355 350.732,202.957 346.552,201.689 342.372,200.544 338.192,199.513 334.012,198.588 329.833,197.76 \n",
       "  325.653,197.022 321.473,196.366 317.293,195.786 313.113,195.275 308.933,194.827 304.753,194.437 300.574,194.098 296.394,193.805 292.214,193.555 288.034,193.342 \n",
       "  283.854,193.163 279.674,193.013 275.494,192.89 271.315,192.79 267.135,192.71 262.955,192.648 258.775,192.602 254.595,192.569 250.415,192.547 246.235,192.535 \n",
       "  242.056,192.531 237.876,192.534 233.696,192.542 229.516,192.555 225.336,192.572 221.156,192.592 216.977,192.613 212.797,192.637 208.617,192.661 204.437,192.686 \n",
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       "  204.437,819.7 208.617,819.655 212.797,819.606 216.977,819.555 221.156,819.501 225.336,819.444 229.516,819.384 233.696,819.32 237.876,819.253 242.056,819.183 \n",
       "  246.235,819.109 250.415,819.032 254.595,818.951 258.775,818.867 262.955,818.779 267.135,818.688 271.315,818.594 275.494,818.497 279.674,818.396 283.854,818.293 \n",
       "  288.034,818.187 292.214,818.079 296.394,817.968 300.574,817.856 304.753,817.742 308.933,817.627 313.113,817.512 317.293,817.396 321.473,817.281 325.653,817.166 \n",
       "  329.833,817.053 334.012,816.942 338.192,816.835 342.372,816.73 346.552,816.631 350.732,816.537 354.912,816.449 359.092,816.369 363.271,816.297 367.451,816.234 \n",
       "  371.631,816.182 375.811,816.142 379.991,816.114 384.171,816.101 388.35,816.103 392.53,816.122 396.71,816.159 400.89,816.215 405.07,816.292 409.25,816.39 \n",
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       "  497.027,825.425 501.206,826.233 505.386,827.073 509.566,827.945 513.746,828.846 517.926,829.775 522.106,830.731 526.286,831.71 530.465,832.712 534.645,833.732 \n",
       "  538.825,834.77 543.005,835.821 547.185,836.883 551.365,837.953 555.545,839.027 559.724,840.103 563.904,841.176 568.084,842.244 572.264,843.301 576.444,844.346 \n",
       "  580.624,845.373 584.804,846.379 588.983,847.36 593.163,848.313 597.343,849.233 601.523,850.117 605.703,850.962 609.883,851.765 614.063,852.52 618.242,853.227 \n",
       "  622.422,853.882 626.602,854.482 630.782,855.025 634.962,855.51 639.142,855.933 643.321,856.294 647.501,856.592 651.681,856.826 655.861,856.996 660.041,857.101 \n",
       "  664.221,857.143 668.401,857.122 672.58,857.04 676.76,856.899 680.94,856.7 685.12,856.447 689.3,856.143 693.48,855.79 697.66,855.395 701.839,854.96 \n",
       "  706.019,854.491 710.199,853.992 714.379,853.47 718.559,852.93 722.739,852.378 726.919,851.82 731.098,851.264 735.278,850.716 739.458,850.183 743.638,849.672 \n",
       "  747.818,849.189 751.998,848.743 756.178,848.339 760.357,847.985 764.537,847.687 768.717,847.451 772.897,847.284 777.077,847.192 781.257,847.18 785.436,847.252 \n",
       "  789.616,847.414 793.796,847.669 797.976,848.02 802.156,848.471 806.336,849.023 810.516,849.677 814.695,850.435 818.875,851.295 823.055,852.257 827.235,853.32 \n",
       "  831.415,854.48 835.595,855.734 839.775,857.078 843.954,858.506 848.134,860.013 852.314,861.593 856.494,863.237 860.674,864.937 864.854,866.686 869.034,868.472 \n",
       "  873.213,870.286 877.393,872.118 881.573,873.957 885.753,875.79 889.933,877.606 894.113,879.394 898.293,881.141 902.472,882.835 906.652,884.463 910.832,886.014 \n",
       "  915.012,887.476 919.192,888.838 923.372,890.088 927.551,891.216 931.731,892.211 935.911,893.066 940.091,893.77 944.271,894.318 948.451,894.701 952.631,894.916 \n",
       "  956.81,894.956 960.99,894.82 965.17,894.505 969.35,894.011 973.53,893.338 977.71,892.488 981.89,891.465 986.069,890.273 990.249,888.918 994.429,887.409 \n",
       "  998.609,885.754 1002.79,883.964 1006.97,882.049 1011.15,880.023 1015.33,877.9 1019.51,875.694 1023.69,873.422 1027.87,871.099 1032.05,868.745 1036.23,866.377 \n",
       "  1040.41,864.014 1044.59,861.675 1048.77,859.379 1052.95,857.147 1057.13,854.997 1061.31,852.95 1065.49,851.023 1069.67,849.235 1073.85,847.605 1078.03,846.149 \n",
       "  1082.21,844.883 1086.39,843.822 1090.57,842.98 1094.75,842.368 1098.93,841.998 1103.11,841.879 1107.29,842.018 1111.47,842.421 1115.64,843.09 1119.82,844.027 \n",
       "  1124,845.232 1128.18,846.702 1132.36,848.432 1136.54,850.415 1140.72,852.641 1144.9,855.099 1149.08,857.776 1153.26,860.655 1157.44,863.719 1161.62,866.948 \n",
       "  1165.8,870.321 1169.98,873.814 1174.16,877.402 1178.34,881.059 1182.52,884.758 1186.7,888.469 1190.88,892.162 1195.06,895.808 1199.24,899.374 1203.42,902.829 \n",
       "  1207.6,906.142 1211.78,909.281 1215.96,912.214 1220.14,914.91 1224.32,917.34 1228.5,919.473 1232.68,921.282 1236.86,922.741 1241.04,923.823 1245.22,924.506 \n",
       "  1249.4,924.768 1253.58,924.59 1257.76,923.954 1261.94,922.848 1266.12,921.258 1270.3,919.176 1274.48,916.596 1278.66,913.513 1282.84,909.929 1287.02,905.846 \n",
       "  1291.2,901.269 1295.38,896.209 1299.56,890.676 1303.74,884.686 1307.92,878.257 1312.1,871.411 1316.28,864.171 1320.46,856.564 1324.64,848.62 1328.82,840.369 \n",
       "  1333,831.846 1337.18,823.087 1341.36,814.129 1345.54,805.012 1349.72,795.777 1353.9,786.466 1358.08,777.122 1362.26,767.787 1366.44,758.506 1370.62,749.323 \n",
       "  1374.8,740.281 1378.98,731.424 1383.16,722.793 1387.34,714.431 1391.52,706.377 1395.7,698.669 1399.87,691.345 1404.05,684.438 1408.23,677.982 1412.41,672.005 \n",
       "  1416.59,666.535 1420.77,661.595 1424.95,657.209 1429.13,653.392 1433.31,650.161 1437.49,647.526 1441.67,645.497 1445.85,644.076 1450.03,643.267 1454.21,643.067 \n",
       "  1458.39,643.47 1462.57,644.467 1466.75,646.048 1470.93,648.198 1475.11,650.898 1479.29,654.128 1483.47,657.866 1487.65,662.086 1491.83,666.761 1496.01,671.862 \n",
       "  1500.19,677.359 1504.37,683.22 1508.55,689.412 1512.73,695.901 1516.91,702.655 1521.09,709.639 1525.27,716.82 1529.45,724.164 1533.63,731.64 1537.81,739.215 \n",
       "  1541.99,746.861 1546.17,754.548 1550.35,762.251 1554.53,769.945 1558.71,777.608 1562.89,785.22 1567.07,792.764 1571.25,800.226 1575.43,807.594 1579.61,814.858 \n",
       "  1583.79,822.013 1587.97,829.055 1592.15,835.984 1596.33,842.803 1600.51,849.516 1604.69,856.13 1608.87,862.656 1613.05,869.105 1617.23,875.493 1621.41,881.834 \n",
       "  1625.59,888.146 1629.77,894.447 1633.95,900.758 1638.13,907.1 1642.31,913.492 1646.49,919.955 1650.67,926.511 1654.85,933.18 1659.03,939.982 1663.21,946.934 \n",
       "  1667.39,954.053 1671.57,961.354 1675.75,968.852 1679.92,976.556 1684.1,984.475 1688.28,992.615 1692.46,1000.98 1696.64,1009.57 1700.82,1018.38 1705,1027.4 \n",
       "  1709.18,1036.63 1713.36,1046.05 1717.54,1055.64 1721.72,1065.39 1725.9,1075.27 1730.08,1085.26 1734.26,1095.33 1738.44,1105.44 1742.62,1115.57 1746.8,1125.67 \n",
       "  1750.98,1135.7 1755.16,1145.63 1759.34,1155.41 1763.52,1165 1767.7,1174.35 1771.88,1183.41 1776.06,1192.15 1780.24,1200.51 1784.42,1208.45 1788.6,1215.93 \n",
       "  1792.78,1222.89 1796.96,1229.3 1801.14,1235.12 1805.32,1240.31 1809.5,1244.82 1813.68,1248.64 1817.86,1251.72 1822.04,1254.04 1826.22,1255.58 1830.4,1256.31 \n",
       "  1834.58,1256.22 1838.76,1255.3 1842.94,1253.53 1847.12,1250.91 1851.3,1247.44 1855.48,1243.12 1859.66,1237.97 1863.84,1231.98 1868.02,1225.19 1872.2,1217.6 \n",
       "  1876.38,1209.24 1880.56,1200.14 1884.74,1190.33 1888.92,1179.84 1893.1,1168.71 1897.28,1156.98 1901.46,1144.69 1905.64,1131.88 1909.82,1118.6 1914,1104.9 \n",
       "  1918.18,1090.83 1922.36,1076.44 1926.54,1061.78 1930.72,1046.89 1934.9,1031.85 1939.08,1016.68 1943.26,1001.46 1947.44,986.221 1951.62,971.02 1955.8,955.906 \n",
       "  1959.98,940.925 1964.15,926.123 1968.33,911.543 1972.51,897.228 1976.69,883.216 1980.87,869.545 1985.05,856.25 1989.23,843.361 1993.41,830.91 1997.59,818.921 \n",
       "  2001.77,807.418 2005.95,796.423 2010.13,785.953 2014.31,776.023 2018.49,766.645 2022.67,757.828 2026.85,749.58 2031.03,741.903 2035.21,734.8 2039.39,728.269 \n",
       "  2043.57,722.307 2047.75,716.907 2051.93,712.063 2056.11,707.763 2060.29,703.996 2064.47,700.749 2068.65,698.006 2072.83,695.751 2077.01,693.966 2081.19,692.633 \n",
       "  2085.37,691.731 2089.55,691.24 2093.73,691.139 2097.91,691.406 2102.09,692.019 2106.27,692.956 2110.45,694.193 2114.63,695.709 2118.81,697.482 2122.99,699.489 \n",
       "  2127.17,701.708 2131.35,704.118 2135.53,706.699 2139.71,709.43 2143.89,712.292 2148.07,715.265 2152.25,718.332 2156.43,721.475 2160.61,724.678 2164.79,727.925 \n",
       "  2168.97,731.201 2173.15,734.494 2177.33,737.789 2181.51,741.074 2185.69,744.34 2189.87,747.575 2194.05,750.77 2198.23,753.916 2202.41,757.007 2206.59,760.035 \n",
       "  2210.77,762.995 2214.95,765.881 2219.13,768.688 2223.31,771.414 2227.49,774.054 2231.67,776.606 2235.85,779.069 2240.03,781.441 2244.21,783.721 2248.38,785.908 \n",
       "  2252.56,788.004 2256.74,790.008 2260.92,791.921 2265.1,793.744 2269.28,795.478 2273.46,797.127 2277.64,798.69 2281.82,800.17 2286,801.571 2290.18,802.893 \n",
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       "  246.235,779.182 250.415,783.568 254.595,787.886 258.775,792.152 262.955,796.319 267.135,800.395 271.315,804.383 275.494,808.252 279.674,812.006 283.854,815.629 \n",
       "  288.034,819.107 292.214,822.455 296.394,825.647 300.574,828.701 304.753,831.589 308.933,834.326 313.113,836.91 317.293,839.342 321.473,841.602 325.653,843.732 \n",
       "  329.833,845.71 334.012,847.551 338.192,849.258 342.372,850.841 346.552,852.303 350.732,853.665 354.912,854.911 359.092,856.088 363.271,857.196 367.451,858.228 \n",
       "  371.631,859.218 375.811,860.177 379.991,861.103 384.171,862.013 388.35,862.925 392.53,863.852 396.71,864.784 400.89,865.764 405.07,866.762 409.25,867.813 \n",
       "  413.43,868.905 417.609,870.065 421.789,871.287 425.969,872.558 430.149,873.896 434.329,875.28 438.509,876.736 442.689,878.236 446.868,879.792 451.048,881.391 \n",
       "  455.228,883.022 459.408,884.684 463.588,886.361 467.768,888.036 471.948,889.71 476.127,891.367 480.307,893.003 484.487,894.58 488.667,896.11 492.847,897.585 \n",
       "  497.027,898.98 501.206,900.297 505.386,901.51 509.566,902.628 513.746,903.631 517.926,904.528 522.106,905.286 526.286,905.942 530.465,906.455 534.645,906.844 \n",
       "  538.825,907.108 543.005,907.264 547.185,907.293 551.365,907.212 555.545,907.038 559.724,906.772 563.904,906.412 568.084,906.015 572.264,905.544 576.444,905.044 \n",
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       "  622.422,901.755 626.602,902.089 630.782,902.576 634.962,903.223 639.142,904.066 643.321,905.085 647.501,906.288 651.681,907.683 655.861,909.275 660.041,911.055 \n",
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       "  706.019,940.789 710.199,944.078 714.379,947.368 718.559,950.671 722.739,953.949 726.919,957.205 731.098,960.378 735.278,963.475 739.458,966.468 743.638,969.345 \n",
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       "  915.012,904.738 919.192,900.084 923.372,895.392 927.551,890.708 931.731,886.003 935.911,881.281 940.091,876.569 944.271,871.845 948.451,867.136 952.631,862.414 \n",
       "  956.81,857.722 960.99,853.025 965.17,848.348 969.35,843.676 973.53,839.029 977.71,834.386 981.89,829.79 986.069,825.21 990.249,820.648 994.429,816.13 \n",
       "  998.609,811.628 1002.79,807.181 1006.97,802.798 1011.15,798.45 1015.33,794.151 1019.51,789.952 1023.69,785.819 1027.87,781.773 1032.05,777.813 1036.23,773.968 \n",
       "  1040.41,770.255 1044.59,766.663 1048.77,763.23 1052.95,759.951 1057.13,756.853 1061.31,753.942 1065.49,751.227 1069.67,748.752 1073.85,746.488 1078.03,744.49 \n",
       "  1082.21,742.751 1086.39,741.288 1090.57,740.113 1094.75,739.234 1098.93,738.674 1103.11,738.451 1107.29,738.548 1111.47,738.995 1115.64,739.786 1119.82,740.934 \n",
       "  1124,742.432 1128.18,744.302 1132.36,746.509 1136.54,749.09 1140.72,752.013 1144.9,755.287 1149.08,758.879 1153.26,762.8 1157.44,767.04 1161.62,771.566 \n",
       "  1165.8,776.378 1169.98,781.428 1174.16,786.72 1178.34,792.229 1182.52,797.916 1186.7,803.773 1190.88,809.754 1195.06,815.84 1199.24,821.991 1203.42,828.184 \n",
       "  1207.6,834.388 1211.78,840.555 1215.96,846.678 1220.14,852.707 1224.32,858.62 1228.5,864.376 1232.68,869.954 1236.86,875.315 1241.04,880.443 1245.22,885.301 \n",
       "  1249.4,889.861 1253.58,894.118 1257.76,898.042 1261.94,901.604 1266.12,904.805 1270.3,907.624 1274.48,910.052 1278.66,912.066 1282.84,913.698 1287.02,914.9 \n",
       "  1291.2,915.701 1295.38,916.092 1299.56,916.077 1303.74,915.684 1307.92,914.892 1312.1,913.752 1316.28,912.252 1320.46,910.412 1324.64,908.252 1328.82,905.792 \n",
       "  1333,903.068 1337.18,900.087 1341.36,896.884 1345.54,893.467 1349.72,889.896 1353.9,886.181 1358.08,882.321 1362.26,878.387 1366.44,874.374 1370.62,870.328 \n",
       "  1374.8,866.259 1378.98,862.183 1383.16,858.159 1387.34,854.171 1391.52,850.253 1395.7,846.427 1399.87,842.706 1404.05,839.11 1408.23,835.636 1412.41,832.315 \n",
       "  1416.59,829.139 1420.77,826.144 1424.95,823.301 1429.13,820.633 1433.31,818.136 1437.49,815.817 1441.67,813.671 1445.85,811.702 1450.03,809.894 1454.21,808.26 \n",
       "  1458.39,806.771 1462.57,805.429 1466.75,804.25 1470.93,803.17 1475.11,802.252 1479.29,801.431 1483.47,800.741 1487.65,800.132 1491.83,799.636 1496.01,799.218 \n",
       "  1500.19,798.876 1504.37,798.61 1508.55,798.4 1512.73,798.269 1516.91,798.2 1521.09,798.174 1525.27,798.213 1529.45,798.305 1533.63,798.45 1537.81,798.651 \n",
       "  1541.99,798.904 1546.17,799.248 1550.35,799.628 1554.53,800.108 1558.71,800.656 1562.89,801.291 1567.07,802.037 1571.25,802.879 1575.43,803.849 1579.61,804.942 \n",
       "  1583.79,806.177 1587.97,807.553 1592.15,809.097 1596.33,810.807 1600.51,812.708 1604.69,814.79 1608.87,817.087 1613.05,819.585 1617.23,822.322 1621.41,825.272 \n",
       "  1625.59,828.45 1629.77,831.9 1633.95,835.576 1638.13,839.517 1642.31,843.713 1646.49,848.162 1650.67,852.867 1654.85,857.827 1659.03,863.046 1663.21,868.51 \n",
       "  1667.39,874.214 1671.57,880.151 1675.75,886.315 1679.92,892.695 1684.1,899.279 1688.28,906.049 1692.46,912.969 1696.64,920.067 1700.82,927.284 1705,934.615 \n",
       "  1709.18,942.03 1713.36,949.535 1717.54,957.046 1721.72,964.59 1725.9,972.117 1730.08,979.59 1734.26,987.007 1738.44,994.315 1742.62,1001.5 1746.8,1008.51 \n",
       "  1750.98,1015.32 1755.16,1021.91 1759.34,1028.25 1763.52,1034.28 1767.7,1040 1771.88,1045.36 1776.06,1050.35 1780.24,1054.93 1784.42,1059.06 1788.6,1062.74 \n",
       "  1792.78,1065.92 1796.96,1068.6 1801.14,1070.73 1805.32,1072.31 1809.5,1073.32 1813.68,1073.73 1817.86,1073.56 1822.04,1072.76 1826.22,1071.34 1830.4,1069.3 \n",
       "  1834.58,1066.63 1838.76,1063.31 1842.94,1059.37 1847.12,1054.8 1851.3,1049.62 1855.48,1043.82 1859.66,1037.43 1863.84,1030.47 1868.02,1022.93 1872.2,1014.86 \n",
       "  1876.38,1006.26 1880.56,997.171 1884.74,987.613 1888.92,977.615 1893.1,967.221 1897.28,956.432 1901.46,945.335 1905.64,933.914 1909.82,922.246 1914,910.333 \n",
       "  1918.18,898.255 1922.36,886.028 1926.54,873.683 1930.72,861.291 1934.9,848.875 1939.08,836.458 1943.26,824.121 1947.44,811.885 1951.62,799.788 1955.8,787.87 \n",
       "  1959.98,776.153 1964.15,764.713 1968.33,753.558 1972.51,742.718 1976.69,732.23 1980.87,722.14 1985.05,712.439 1989.23,703.197 1993.41,694.401 1997.59,686.085 \n",
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       "  1500.19,801.928 1504.37,801.139 1508.55,800.455 1512.73,799.882 1516.91,799.435 1521.09,799.08 1525.27,798.851 1529.45,798.712 1533.63,798.689 1537.81,798.76 \n",
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       "  1792.78,1062.79 1796.96,1065.91 1801.14,1068.46 1805.32,1070.42 1809.5,1071.79 1813.68,1072.49 1817.86,1072.58 1822.04,1072.02 1826.22,1070.8 1830.4,1068.91 \n",
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       "  1291.2,886.792 1295.38,885.911 1299.56,884.747 1303.74,883.318 1307.92,881.631 1312.1,879.72 1316.28,877.588 1320.46,875.251 1324.64,872.74 1328.82,870.076 \n",
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       "  1458.39,794.622 1462.57,794.115 1466.75,793.746 1470.93,793.499 1475.11,793.342 1479.29,793.31 1483.47,793.364 1487.65,793.512 1491.83,793.716 1496.01,794.004 \n",
       "  1500.19,794.341 1504.37,794.72 1508.55,795.139 1512.73,795.585 1516.91,796.037 1521.09,796.513 1525.27,796.987 1529.45,797.469 1533.63,797.935 1537.81,798.408 \n",
       "  1541.99,798.852 1546.17,799.288 1550.35,799.72 1554.53,800.129 1558.71,800.551 1562.89,800.972 1567.07,801.391 1571.25,801.829 1575.43,802.303 1579.61,802.803 \n",
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       "  1750.98,996.186 1755.16,1003.96 1759.34,1011.5 1763.52,1018.76 1767.7,1025.71 1771.88,1032.29 1776.06,1038.49 1780.24,1044.24 1784.42,1049.53 1788.6,1054.31 \n",
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       "  1918.18,901.246 1922.36,889.886 1926.54,878.562 1930.72,867.326 1934.9,856.215 1939.08,845.272 1943.26,834.555 1947.44,824.095 1951.62,813.953 1955.8,804.131 \n",
       "  1959.98,794.694 1964.15,785.672 1968.33,777.084 1972.51,768.959 1976.69,761.322 1980.87,754.198 1985.05,747.603 1989.23,741.555 1993.41,736.048 1997.59,731.097 \n",
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       "  1207.6,836.953 1211.78,842.288 1215.96,847.394 1220.14,852.236 1224.32,856.788 1228.5,861.03 1232.68,864.918 1236.86,868.47 1241.04,871.636 1245.22,874.406 \n",
       "  1249.4,876.777 1253.58,878.732 1257.76,880.28 1261.94,881.406 1266.12,882.087 1270.3,882.377 1274.48,882.251 1278.66,881.73 1282.84,880.82 1287.02,879.527 \n",
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       "  1416.59,782.696 1420.77,781.516 1424.95,780.576 1429.13,779.857 1433.31,779.362 1437.49,779.06 1441.67,778.97 1445.85,779.063 1450.03,779.318 1454.21,779.745 \n",
       "  1458.39,780.297 1462.57,780.996 1466.75,781.789 1470.93,782.685 1475.11,783.661 1479.29,784.697 1483.47,785.784 1487.65,786.892 1491.83,788.018 1496.01,789.147 \n",
       "  1500.19,790.274 1504.37,791.367 1508.55,792.419 1512.73,793.433 1516.91,794.401 1521.09,795.307 1525.27,796.155 1529.45,796.914 1533.63,797.614 1537.81,798.254 \n",
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       "  1625.59,813.126 1629.77,815.325 1633.95,817.787 1638.13,820.552 1642.31,823.624 1646.49,827.019 1650.67,830.725 1654.85,834.77 1659.03,839.165 1663.21,843.892 \n",
       "  1667.39,848.979 1671.57,854.378 1675.75,860.137 1679.92,866.22 1684.1,872.62 1688.28,879.306 1692.46,886.295 1696.64,893.542 1700.82,901.047 1705,908.762 \n",
       "  1709.18,916.672 1713.36,924.747 1717.54,932.957 1721.72,941.267 1725.9,949.639 1730.08,958.031 1734.26,966.42 1738.44,974.762 1742.62,983.02 1746.8,991.13 \n",
       "  1750.98,999.075 1755.16,1006.8 1759.34,1014.28 1763.52,1021.45 1767.7,1028.3 1771.88,1034.75 1776.06,1040.81 1780.24,1046.42 1784.42,1051.54 1788.6,1056.14 \n",
       "  1792.78,1060.2 1796.96,1063.68 1801.14,1066.57 1805.32,1068.83 1809.5,1070.47 1813.68,1071.44 1817.86,1071.74 1822.04,1071.36 1826.22,1070.3 1830.4,1068.54 \n",
       "  1834.58,1066.1 1838.76,1062.99 1842.94,1059.18 1847.12,1054.71 1851.3,1049.59 1855.48,1043.82 1859.66,1037.44 1863.84,1030.46 1868.02,1022.91 1872.2,1014.81 \n",
       "  1876.38,1006.22 1880.56,997.13 1884.74,987.609 1888.92,977.668 1893.1,967.363 1897.28,956.718 1901.46,945.797 1905.64,934.619 1909.82,923.236 1914,911.709 \n",
       "  1918.18,900.052 1922.36,888.332 1926.54,876.569 1930.72,864.839 1934.9,853.157 1939.08,841.584 1943.26,830.169 1947.44,818.899 1951.62,807.864 1955.8,797.099 \n",
       "  1959.98,786.62 1964.15,776.476 1968.33,766.682 1972.51,757.284 1976.69,748.291 1980.87,739.74 1985.05,731.645 1989.23,724.027 1993.41,716.896 1997.59,710.276 \n",
       "  2001.77,704.175 2005.95,698.593 2010.13,693.528 2014.31,689.01 2018.49,685.004 2022.67,681.516 2026.85,678.545 2031.03,676.085 2035.21,674.125 2039.39,672.622 \n",
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       "  538.825,875.206 543.005,876.725 547.185,878.252 551.365,879.772 555.545,881.279 559.724,882.778 563.904,884.252 568.084,885.695 572.264,887.122 576.444,888.488 \n",
       "  580.624,889.832 584.804,891.132 588.983,892.398 593.163,893.627 597.343,894.804 601.523,895.955 605.703,897.07 609.883,898.158 614.063,899.216 618.242,900.238 \n",
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       "  664.221,910.739 668.401,911.691 672.58,912.648 676.76,913.601 680.94,914.586 685.12,915.555 689.3,916.542 693.48,917.531 697.66,918.521 701.839,919.524 \n",
       "  706.019,920.518 710.199,921.511 714.379,922.505 718.559,923.478 722.739,924.441 726.919,925.4 731.098,926.347 735.278,927.275 739.458,928.158 743.638,929.032 \n",
       "  747.818,929.878 751.998,930.683 756.178,931.447 760.357,932.17 764.537,932.851 768.717,933.491 772.897,934.061 777.077,934.581 781.257,935.04 785.436,935.419 \n",
       "  789.616,935.736 793.796,935.963 797.976,936.128 802.156,936.193 806.336,936.168 810.516,936.061 814.695,935.831 818.875,935.51 823.055,935.07 827.235,934.523 \n",
       "  831.415,933.851 835.595,933.056 839.775,932.142 843.954,931.1 848.134,929.912 852.314,928.603 856.494,927.154 860.674,925.565 864.854,923.825 869.034,921.952 \n",
       "  873.213,919.946 877.393,917.782 881.573,915.48 885.753,913.04 889.933,910.459 894.113,907.746 898.293,904.897 902.472,901.913 906.652,898.816 910.832,895.582 \n",
       "  915.012,892.243 919.192,888.792 923.372,885.222 927.551,881.545 931.731,877.784 935.911,873.922 940.091,869.991 944.271,865.979 948.451,861.888 952.631,857.744 \n",
       "  956.81,853.531 960.99,849.278 965.17,844.973 969.35,840.643 973.53,836.276 977.71,831.906 981.89,827.501 986.069,823.108 990.249,818.709 994.429,814.333 \n",
       "  998.609,809.973 1002.79,805.641 1006.97,801.345 1011.15,797.099 1015.33,792.923 1019.51,788.801 1023.69,784.774 1027.87,780.829 1032.05,776.98 1036.23,773.254 \n",
       "  1040.41,769.651 1044.59,766.176 1048.77,762.865 1052.95,759.716 1057.13,756.751 1061.31,753.962 1065.49,751.378 1069.67,749.015 1073.85,746.882 1078.03,745.003 \n",
       "  1082.21,743.357 1086.39,741.994 1090.57,740.889 1094.75,740.101 1098.93,739.599 1103.11,739.402 1107.29,739.525 1111.47,739.978 1115.64,740.76 1119.82,741.88 \n",
       "  1124,743.326 1128.18,745.111 1132.36,747.239 1136.54,749.698 1140.72,752.498 1144.9,755.621 1149.08,759.063 1153.26,762.829 1157.44,766.889 1161.62,771.234 \n",
       "  1165.8,775.873 1169.98,780.773 1174.16,785.911 1178.34,791.295 1182.52,796.881 1186.7,802.644 1190.88,808.593 1195.06,814.669 1199.24,820.87 1203.42,827.184 \n",
       "  1207.6,833.559 1211.78,839.983 1215.96,846.43 1220.14,852.868 1224.32,859.284 1228.5,865.651 1232.68,871.933 1236.86,878.081 1241.04,884.143 1245.22,890.021 \n",
       "  1249.4,895.745 1253.58,901.247 1257.76,906.536 1261.94,911.597 1266.12,916.379 1270.3,920.895 1274.48,925.123 1278.66,929.04 1282.84,932.633 1287.02,935.916 \n",
       "  1291.2,938.833 1295.38,941.41 1299.56,943.627 1303.74,945.489 1307.92,946.989 1312.1,948.123 1316.28,948.888 1320.46,949.297 1324.64,949.342 1328.82,949.029 \n",
       "  1333,948.385 1337.18,947.387 1341.36,946.057 1345.54,944.42 1349.72,942.485 1353.9,940.241 1358.08,937.713 1362.26,934.928 1366.44,931.898 1370.62,928.643 \n",
       "  1374.8,925.167 1378.98,921.49 1383.16,917.648 1387.34,913.646 1391.52,909.506 1395.7,905.244 1399.87,900.892 1404.05,896.446 1408.23,891.944 1412.41,887.4 \n",
       "  1416.59,882.839 1420.77,878.258 1424.95,873.694 1429.13,869.171 1433.31,864.691 1437.49,860.268 1441.67,855.909 1445.85,851.664 1450.03,847.509 1454.21,843.472 \n",
       "  1458.39,839.572 1462.57,835.794 1466.75,832.175 1470.93,828.716 1475.11,825.423 1479.29,822.294 1483.47,819.338 1487.65,816.582 1491.83,814.005 1496.01,811.639 \n",
       "  1500.19,809.46 1504.37,807.469 1508.55,805.711 1512.73,804.132 1516.91,802.77 1521.09,801.621 1525.27,800.675 1529.45,799.945 1533.63,799.421 1537.81,799.106 \n",
       "  1541.99,799.033 1546.17,799.144 1550.35,799.489 1554.53,800.055 1558.71,800.818 1562.89,801.81 1567.07,803.027 1571.25,804.48 1575.43,806.141 1579.61,808.023 \n",
       "  1583.79,810.119 1587.97,812.47 1592.15,815.03 1596.33,817.827 1600.51,820.85 1604.69,824.107 1608.87,827.604 1613.05,831.32 1617.23,835.279 1621.41,839.451 \n",
       "  1625.59,843.861 1629.77,848.49 1633.95,853.339 1638.13,858.398 1642.31,863.674 1646.49,869.162 1650.67,874.836 1654.85,880.699 1659.03,886.753 1663.21,892.958 \n",
       "  1667.39,899.334 1671.57,905.846 1675.75,912.482 1679.92,919.255 1684.1,926.109 1688.28,933.063 1692.46,940.067 1696.64,947.126 1700.82,954.219 1705,961.309 \n",
       "  1709.18,968.388 1713.36,975.443 1717.54,982.439 1721.72,989.35 1725.9,996.168 1730.08,1002.86 1734.26,1009.4 1738.44,1015.78 1742.62,1021.96 1746.8,1027.93 \n",
       "  1750.98,1033.65 1755.16,1039.13 1759.34,1044.32 1763.52,1049.19 1767.7,1053.74 1771.88,1057.96 1776.06,1061.8 1780.24,1065.25 1784.42,1068.29 1788.6,1070.9 \n",
       "  1792.78,1073.09 1796.96,1074.81 1801.14,1076.05 1805.32,1076.8 1809.5,1077.06 1813.68,1076.78 1817.86,1075.98 1822.04,1074.65 1826.22,1072.77 1830.4,1070.33 \n",
       "  1834.58,1067.34 1838.76,1063.78 1842.94,1059.64 1847.12,1054.95 1851.3,1049.68 1855.48,1043.84 1859.66,1037.42 1863.84,1030.47 1868.02,1022.97 1872.2,1014.91 \n",
       "  1876.38,1006.32 1880.56,997.225 1884.74,987.616 1888.92,977.548 1893.1,966.987 1897.28,955.997 1901.46,944.585 1905.64,932.787 1909.82,920.628 1914,908.12 \n",
       "  1918.18,895.309 1922.36,882.229 1926.54,868.908 1930.72,855.393 1934.9,841.698 1939.08,827.891 1943.26,813.989 1947.44,800.044 1951.62,786.063 1955.8,772.135 \n",
       "  1959.98,758.279 1964.15,744.538 1968.33,730.948 1972.51,717.554 1976.69,704.389 1980.87,691.505 1985.05,678.926 1989.23,666.697 1993.41,654.852 1997.59,643.44 \n",
       "  2001.77,632.464 2005.95,621.968 2010.13,611.997 2014.31,602.556 2018.49,593.683 2022.67,585.389 2026.85,577.71 2031.03,570.65 2035.21,564.234 2039.39,558.471 \n",
       "  2043.57,553.361 2047.75,548.926 2051.93,545.176 2056.11,542.104 2060.29,539.705 2064.47,537.99 2068.65,536.943 2072.83,536.577 2077.01,536.86 2081.19,537.791 \n",
       "  2085.37,539.359 2089.55,541.544 2093.73,544.338 2097.91,547.708 2102.09,551.636 2106.27,556.113 2110.45,561.097 2114.63,566.57 2118.81,572.51 2122.99,578.886 \n",
       "  2127.17,585.656 2131.35,592.818 2135.53,600.293 2139.71,608.122 2143.89,616.189 2148.07,624.514 2152.25,633.057 2156.43,641.793 2160.61,650.654 2164.79,659.647 \n",
       "  2168.97,668.707 2173.15,677.831 2177.33,686.956 2181.51,696.078 2185.69,705.161 2189.87,714.157 2194.05,723.07 2198.23,731.85 2202.41,740.48 2206.59,748.934 \n",
       "  2210.77,757.195 2214.95,765.235 2219.13,773.039 2223.31,780.583 2227.49,787.878 2231.67,794.869 2235.85,801.574 2240.03,807.99 2244.21,814.088 2248.38,819.871 \n",
       "  2252.56,825.331 2256.74,830.483 2260.92,835.288 2265.1,839.788 2269.28,843.954 2273.46,847.805 2277.64,851.34 2281.82,854.562 2286,857.494 2290.18,860.118 \n",
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       "  246.235,724.647 250.415,726.452 254.595,727.896 258.775,728.961 262.955,729.718 267.135,730.128 271.315,730.239 275.494,730.061 279.674,729.631 283.854,728.918 \n",
       "  288.034,728.002 292.214,726.873 296.394,725.569 300.574,724.101 304.753,722.497 308.933,720.764 313.113,718.955 317.293,717.058 321.473,715.119 325.653,713.138 \n",
       "  329.833,711.146 334.012,709.162 338.192,707.188 342.372,705.262 346.552,703.382 350.732,701.58 354.912,699.859 359.092,698.24 363.271,696.725 367.451,695.33 \n",
       "  371.631,694.079 375.811,692.972 379.991,692.006 384.171,691.222 388.35,690.6 392.53,690.159 396.71,689.911 400.89,689.854 405.07,690.001 409.25,690.337 \n",
       "  413.43,690.908 417.609,691.683 421.789,692.691 425.969,693.921 430.149,695.368 434.329,697.064 438.509,698.974 442.689,701.142 446.868,703.515 451.048,706.135 \n",
       "  455.228,708.996 459.408,712.083 463.588,715.396 467.768,718.93 471.948,722.701 476.127,726.682 480.307,730.867 484.487,735.27 488.667,739.865 492.847,744.642 \n",
       "  497.027,749.6 501.206,754.696 505.386,759.992 509.566,765.393 513.746,770.938 517.926,776.579 522.106,782.328 526.286,788.151 530.465,794.04 534.645,799.977 \n",
       "  538.825,805.928 543.005,811.884 547.185,817.841 551.365,823.751 555.545,829.605 559.724,835.408 563.904,841.09 568.084,846.67 572.264,852.113 576.444,857.4 \n",
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       "  622.422,900.314 626.602,902.461 630.782,904.293 634.962,905.765 639.142,906.912 643.321,907.709 647.501,908.179 651.681,908.32 655.861,908.118 660.041,907.586 \n",
       "  664.221,906.761 668.401,905.635 672.58,904.184 676.76,902.478 680.94,900.503 685.12,898.276 689.3,895.829 693.48,893.153 697.66,890.298 701.839,887.269 \n",
       "  706.019,884.091 710.199,880.783 714.379,877.359 718.559,873.855 722.739,870.296 726.919,866.712 731.098,863.099 735.278,859.483 739.458,855.917 743.638,852.383 \n",
       "  747.818,848.95 751.998,845.583 756.178,842.336 760.357,839.215 764.537,836.234 768.717,833.42 772.897,830.776 777.077,828.311 781.257,826.054 785.436,823.985 \n",
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       "  915.012,836.872 919.192,837.397 923.372,837.759 927.551,837.934 931.731,837.92 935.911,837.694 940.091,837.273 944.271,836.633 948.451,835.767 952.631,834.677 \n",
       "  956.81,833.374 960.99,831.834 965.17,830.074 969.35,828.094 973.53,825.905 977.71,823.498 981.89,820.891 986.069,818.083 990.249,815.112 994.429,811.966 \n",
       "  998.609,808.669 1002.79,805.234 1006.97,801.672 1011.15,798.007 1015.33,794.257 1019.51,790.445 1023.69,786.611 1027.87,782.726 1032.05,778.868 1036.23,775.02 \n",
       "  1040.41,771.241 1044.59,767.52 1048.77,763.904 1052.95,760.419 1057.13,757.072 1061.31,753.91 1065.49,750.939 1069.67,748.194 1073.85,745.688 1078.03,743.441 \n",
       "  1082.21,741.471 1086.39,739.828 1090.57,738.498 1094.75,737.492 1098.93,736.845 1103.11,736.554 1107.29,736.647 1111.47,737.121 1115.64,737.973 1119.82,739.222 \n",
       "  1124,740.857 1128.18,742.888 1132.36,745.303 1136.54,748.09 1140.72,751.232 1144.9,754.759 1149.08,758.597 1153.26,762.783 1157.44,767.273 1161.62,772.031 \n",
       "  1165.8,777.058 1169.98,782.325 1174.16,787.782 1178.34,793.432 1182.52,799.227 1186.7,805.128 1190.88,811.119 1195.06,817.164 1199.24,823.202 1203.42,829.259 \n",
       "  1207.6,835.243 1211.78,841.137 1215.96,846.919 1220.14,852.55 1224.32,858.002 1228.5,863.233 1232.68,868.248 1236.86,872.997 1241.04,877.447 1245.22,881.592 \n",
       "  1249.4,885.412 1253.58,888.896 1257.76,892.005 1261.94,894.749 1266.12,897.109 1270.3,899.093 1274.48,900.69 1278.66,901.9 1282.84,902.702 1287.02,903.143 \n",
       "  1291.2,903.187 1295.38,902.876 1299.56,902.204 1303.74,901.197 1307.92,899.857 1312.1,898.209 1316.28,896.27 1320.46,894.069 1324.64,891.605 1328.82,888.919 \n",
       "  1333,886.033 1337.18,882.977 1341.36,879.739 1345.54,876.392 1349.72,872.928 1353.9,869.366 1358.08,865.761 1362.26,862.107 1366.44,858.438 1370.62,854.764 \n",
       "  1374.8,851.12 1378.98,847.531 1383.16,843.983 1387.34,840.513 1391.52,837.13 1395.7,833.861 1399.87,830.708 1404.05,827.679 1408.23,824.771 1412.41,822.024 \n",
       "  1416.59,819.417 1420.77,816.964 1424.95,814.663 1429.13,812.521 1433.31,810.54 1437.49,808.712 1441.67,807.048 1445.85,805.531 1450.03,804.163 1454.21,802.947 \n",
       "  1458.39,801.863 1462.57,800.91 1466.75,800.088 1470.93,799.379 1475.11,798.787 1479.29,798.304 1483.47,797.914 1487.65,797.608 1491.83,797.387 1496.01,797.242 \n",
       "  1500.19,797.155 1504.37,797.138 1508.55,797.181 1512.73,797.255 1516.91,797.384 1521.09,797.539 1525.27,797.745 1529.45,797.983 1533.63,798.25 1537.81,798.556 \n",
       "  1541.99,798.894 1546.17,799.27 1550.35,799.659 1554.53,800.121 1558.71,800.613 1562.89,801.166 1567.07,801.776 1571.25,802.457 1575.43,803.215 1579.61,804.067 \n",
       "  1583.79,805.011 1587.97,806.065 1592.15,807.245 1596.33,808.562 1600.51,810.021 1604.69,811.651 1608.87,813.445 1613.05,815.437 1617.23,817.62 1621.41,820.021 \n",
       "  1625.59,822.639 1629.77,825.512 1633.95,828.621 1638.13,831.988 1642.31,835.62 1646.49,839.523 1650.67,843.694 1654.85,848.164 1659.03,852.904 1663.21,857.93 \n",
       "  1667.39,863.246 1671.57,868.83 1675.75,874.692 1679.92,880.819 1684.1,887.188 1688.28,893.808 1692.46,900.654 1696.64,907.705 1700.82,914.946 1705,922.361 \n",
       "  1709.18,929.914 1713.36,937.587 1717.54,945.361 1721.72,953.188 1725.9,961.053 1730.08,968.904 1734.26,976.74 1738.44,984.51 1742.62,992.163 1746.8,999.69 \n",
       "  1750.98,1007.02 1755.16,1014.15 1759.34,1021.04 1763.52,1027.64 1767.7,1033.9 1771.88,1039.82 1776.06,1045.35 1780.24,1050.44 1784.42,1055.08 1788.6,1059.23 \n",
       "  1792.78,1062.88 1796.96,1065.98 1801.14,1068.5 1805.32,1070.45 1809.5,1071.79 1813.68,1072.49 1817.86,1072.58 1822.04,1072.01 1826.22,1070.77 1830.4,1068.89 \n",
       "  1834.58,1066.34 1838.76,1063.14 1842.94,1059.27 1847.12,1054.76 1851.3,1049.6 1855.48,1043.82 1859.66,1037.44 1863.84,1030.47 1868.02,1022.92 1872.2,1014.84 \n",
       "  1876.38,1006.24 1880.56,997.148 1884.74,987.606 1888.92,977.654 1893.1,967.296 1897.28,956.584 1901.46,945.565 1905.64,934.281 1909.82,922.755 1914,911.036 \n",
       "  1918.18,899.165 1922.36,887.173 1926.54,875.112 1930.72,863.02 1934.9,850.945 1939.08,838.915 1943.26,826.973 1947.44,815.165 1951.62,803.514 1955.8,792.062 \n",
       "  1959.98,780.851 1964.15,769.895 1968.33,759.264 1972.51,748.934 1976.69,738.968 1980.87,729.395 1985.05,720.215 1989.23,711.456 1993.41,703.151 1997.59,695.298 \n",
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       "  1500.19,812.313 1504.37,809.772 1508.55,807.509 1512.73,805.508 1516.91,803.789 1521.09,802.338 1525.27,801.161 1529.45,800.233 1533.63,799.58 1537.81,799.188 \n",
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       "  1500.19,802.841 1504.37,801.838 1508.55,800.969 1512.73,800.263 1516.91,799.695 1521.09,799.266 1525.27,798.955 1529.45,798.787 1533.63,798.715 1537.81,798.777 \n",
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       "  1709.18,939.388 1713.36,946.884 1717.54,954.44 1721.72,962.035 1725.9,969.625 1730.08,977.213 1734.26,984.718 1738.44,992.147 1742.62,999.463 1746.8,1006.6 \n",
       "  1750.98,1013.56 1755.16,1020.31 1759.34,1026.78 1763.52,1032.97 1767.7,1038.84 1771.88,1044.34 1776.06,1049.47 1780.24,1054.17 1784.42,1058.42 1788.6,1062.2 \n",
       "  1792.78,1065.48 1796.96,1068.23 1801.14,1070.44 1805.32,1072.1 1809.5,1073.16 1813.68,1073.63 1817.86,1073.47 1822.04,1072.71 1826.22,1071.32 1830.4,1069.27 \n",
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       "  706.019,875.65 710.199,871.067 714.379,866.277 718.559,861.293 722.739,856.14 726.919,850.832 731.098,845.375 735.278,839.823 739.458,834.173 743.638,828.436 \n",
       "  747.818,822.665 751.998,816.849 756.178,811.028 760.357,805.212 764.537,799.417 768.717,793.682 772.897,788.012 777.077,782.432 781.257,776.947 785.436,771.591 \n",
       "  789.616,766.352 793.796,761.297 797.976,756.385 802.156,751.693 806.336,747.171 810.516,742.871 814.695,738.802 818.875,734.971 823.055,731.395 827.235,728.073 \n",
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       "  873.213,710.064 877.393,710.131 881.573,710.47 885.753,711.045 889.933,711.88 894.113,712.952 898.293,714.229 902.472,715.731 906.652,717.403 910.832,719.262 \n",
       "  915.012,721.264 919.192,723.395 923.372,725.649 927.551,728.002 931.731,730.413 935.911,732.878 940.091,735.376 944.271,737.874 948.451,740.364 952.631,742.828 \n",
       "  956.81,745.224 960.99,747.533 965.17,749.759 969.35,751.868 973.53,753.834 977.71,755.671 981.89,757.333 986.069,758.827 990.249,760.133 994.429,761.24 \n",
       "  998.609,762.143 1002.79,762.858 1006.97,763.351 1011.15,763.643 1015.33,763.731 1019.51,763.621 1023.69,763.312 1027.87,762.816 1032.05,762.157 1036.23,761.352 \n",
       "  1040.41,760.389 1044.59,759.29 1048.77,758.118 1052.95,756.829 1057.13,755.501 1061.31,754.138 1065.49,752.742 1069.67,751.365 1073.85,750.034 1078.03,748.767 \n",
       "  1082.21,747.581 1086.39,746.525 1090.57,745.613 1094.75,744.861 1098.93,744.308 1103.11,743.962 1107.29,743.872 1111.47,744.027 1115.64,744.469 1119.82,745.196 \n",
       "  1124,746.231 1128.18,747.584 1132.36,749.278 1136.54,751.308 1140.72,753.673 1144.9,756.391 1149.08,759.463 1153.26,762.861 1157.44,766.603 1161.62,770.678 \n",
       "  1165.8,775.077 1169.98,779.789 1174.16,784.778 1178.34,790.057 1182.52,795.592 1186.7,801.362 1190.88,807.34 1195.06,813.514 1199.24,819.856 1203.42,826.318 \n",
       "  1207.6,832.899 1211.78,839.559 1215.96,846.263 1220.14,852.974 1224.32,859.696 1228.5,866.354 1232.68,872.953 1236.86,879.439 1241.04,885.793 1245.22,891.994 \n",
       "  1249.4,897.988 1253.58,903.774 1257.76,909.317 1261.94,914.583 1266.12,919.567 1270.3,924.237 1274.48,928.578 1278.66,932.566 1282.84,936.191 1287.02,939.448 \n",
       "  1291.2,942.302 1295.38,944.761 1299.56,946.811 1303.74,948.459 1307.92,949.692 1312.1,950.517 1316.28,950.932 1320.46,950.924 1324.64,950.533 1328.82,949.747 \n",
       "  1333,948.574 1337.18,947.038 1341.36,945.15 1345.54,942.917 1349.72,940.367 1353.9,937.517 1358.08,934.386 1362.26,930.98 1366.44,927.346 1370.62,923.493 \n",
       "  1374.8,919.435 1378.98,915.222 1383.16,910.854 1387.34,906.361 1391.52,901.778 1395.7,897.112 1399.87,892.4 1404.05,887.649 1408.23,882.895 1412.41,878.146 \n",
       "  1416.59,873.429 1420.77,868.786 1424.95,864.185 1429.13,859.687 1433.31,855.289 1437.49,851.009 1441.67,846.841 1445.85,842.826 1450.03,838.957 1454.21,835.266 \n",
       "  1458.39,831.704 1462.57,828.351 1466.75,825.16 1470.93,822.154 1475.11,819.332 1479.29,816.695 1483.47,814.244 1487.65,811.986 1491.83,809.916 1496.01,808.012 \n",
       "  1500.19,806.33 1504.37,804.803 1508.55,803.465 1512.73,802.298 1516.91,801.323 1521.09,800.506 1525.27,799.87 1529.45,799.398 1533.63,799.096 1537.81,798.96 \n",
       "  1541.99,798.989 1546.17,799.182 1550.35,799.543 1554.53,800.073 1558.71,800.772 1562.89,801.629 1567.07,802.656 1571.25,803.862 1575.43,805.241 1579.61,806.794 \n",
       "  1583.79,808.533 1587.97,810.467 1592.15,812.585 1596.33,814.899 1600.51,817.405 1604.69,820.12 1608.87,823.052 1613.05,826.183 1617.23,829.523 1621.41,833.094 \n",
       "  1625.59,836.886 1629.77,840.895 1633.95,845.119 1638.13,849.567 1642.31,854.233 1646.49,859.141 1650.67,864.238 1654.85,869.579 1659.03,875.114 1663.21,880.851 \n",
       "  1667.39,886.787 1671.57,892.9 1675.75,899.2 1679.92,905.653 1684.1,912.27 1688.28,919.032 1692.46,925.885 1696.64,932.878 1700.82,939.935 1705,947.061 \n",
       "  1709.18,954.235 1713.36,961.448 1717.54,968.645 1721.72,975.83 1725.9,982.954 1730.08,990.017 1734.26,996.981 1738.44,1003.82 1742.62,1010.51 1746.8,1017 \n",
       "  1750.98,1023.31 1755.16,1029.36 1759.34,1035.16 1763.52,1040.68 1767.7,1045.86 1771.88,1050.72 1776.06,1055.2 1780.24,1059.27 1784.42,1062.93 1788.6,1066.16 \n",
       "  1792.78,1068.91 1796.96,1071.17 1801.14,1072.92 1805.32,1074.15 1809.5,1074.85 1813.68,1074.98 1817.86,1074.54 1822.04,1073.52 1826.22,1071.92 1830.4,1069.71 \n",
       "  1834.58,1066.9 1838.76,1063.49 1842.94,1059.48 1847.12,1054.86 1851.3,1049.65 1855.48,1043.84 1859.66,1037.44 1863.84,1030.47 1868.02,1022.95 1872.2,1014.87 \n",
       "  1876.38,1006.28 1880.56,997.191 1884.74,987.619 1888.92,977.574 1893.1,967.13 1897.28,956.277 1901.46,945.061 1905.64,933.498 1909.82,921.665 1914,909.555 \n",
       "  1918.18,897.222 1922.36,884.715 1926.54,872.048 1930.72,859.284 1934.9,846.475 1939.08,833.635 1943.26,820.832 1947.44,808.103 1951.62,795.482 1955.8,783.014 \n",
       "  1959.98,770.763 1964.15,758.734 1968.33,746.99 1972.51,735.579 1976.69,724.533 1980.87,713.876 1985.05,703.665 1989.23,693.91 1993.41,684.652 1997.59,675.936 \n",
       "  2001.77,667.757 2005.95,660.169 2010.13,653.157 2014.31,646.764 2018.49,641.011 2022.67,635.893 2026.85,631.425 2031.03,627.596 2035.21,624.431 2039.39,621.895 \n",
       "  2043.57,620.04 2047.75,618.801 2051.93,618.187 2056.11,618.19 2060.29,618.775 2064.47,619.954 2068.65,621.667 2072.83,623.915 2077.01,626.651 2081.19,629.866 \n",
       "  2085.37,633.526 2089.55,637.583 2093.73,642.013 2097.91,646.784 2102.09,651.86 2106.27,657.21 2110.45,662.786 2114.63,668.554 2118.81,674.507 2122.99,680.56 \n",
       "  2127.17,686.71 2131.35,692.917 2135.53,699.163 2139.71,705.385 2143.89,711.588 2148.07,717.708 2152.25,723.741 2156.43,729.664 2160.61,735.43 2164.79,741.042 \n",
       "  2168.97,746.469 2173.15,751.696 2177.33,756.717 2181.51,761.497 2185.69,766.034 2189.87,770.317 2194.05,774.345 2198.23,778.098 2202.41,781.579 2206.59,784.782 \n",
       "  2210.77,787.717 2214.95,790.362 2219.13,792.756 2223.31,794.877 2227.49,796.719 2231.67,798.302 2235.85,799.639 2240.03,800.717 2244.21,801.578 2248.38,802.212 \n",
       "  2252.56,802.635 2256.74,802.862 2260.92,802.896 2265.1,802.767 2269.28,802.484 2273.46,802.058 2277.64,801.5 2281.82,800.841 2286,800.083 2290.18,799.265 \n",
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       "  1291.2,908.053 1295.38,908.073 1299.56,907.722 1303.74,906.993 1307.92,905.906 1312.1,904.457 1316.28,902.682 1320.46,900.575 1324.64,898.174 1328.82,895.48 \n",
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       "  1458.39,793.384 1462.57,792.55 1466.75,791.939 1470.93,791.488 1475.11,791.245 1479.29,791.157 1483.47,791.214 1487.65,791.406 1491.83,791.721 1496.01,792.139 \n",
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       "  1667.39,841.698 1671.57,846.775 1675.75,852.228 1679.92,858.026 1684.1,864.181 1688.28,870.654 1692.46,877.467 1696.64,884.577 1700.82,891.985 1705,899.642 \n",
       "  1709.18,907.555 1713.36,915.649 1717.54,923.925 1721.72,932.346 1725.9,940.872 1730.08,949.446 1734.26,958.054 1738.44,966.644 1742.62,975.186 1746.8,983.605 \n",
       "  1750.98,991.889 1755.16,999.977 1759.34,1007.84 1763.52,1015.41 1767.7,1022.64 1771.88,1029.53 1776.06,1036.01 1780.24,1042.03 1784.42,1047.57 1788.6,1052.59 \n",
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       "  1500.19,802.843 1504.37,801.921 1508.55,801.118 1512.73,800.434 1516.91,799.872 1521.09,799.433 1525.27,799.103 1529.45,798.893 1533.63,798.794 1537.81,798.818 \n",
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       "  1750.98,1010.77 1755.16,1017.69 1759.34,1024.34 1763.52,1030.72 1767.7,1036.76 1771.88,1042.45 1776.06,1047.75 1780.24,1052.63 1784.42,1057.05 1788.6,1060.98 \n",
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       "  1500.19,803.834 1504.37,802.656 1508.55,801.657 1512.73,800.819 1516.91,800.139 1521.09,799.585 1525.27,799.196 1529.45,798.942 1533.63,798.821 1537.81,798.817 \n",
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       "  1500.19,792.211 1504.37,792.934 1508.55,793.655 1512.73,794.387 1516.91,795.118 1521.09,795.817 1525.27,796.507 1529.45,797.137 1533.63,797.747 1537.81,798.31 \n",
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       "  1709.18,918.577 1713.36,926.547 1717.54,934.661 1721.72,942.857 1725.9,951.124 1730.08,959.401 1734.26,967.674 1738.44,975.894 1742.62,984.025 1746.8,992.023 \n",
       "  1750.98,999.856 1755.16,1007.49 1759.34,1014.85 1763.52,1021.93 1767.7,1028.7 1771.88,1035.08 1776.06,1041.07 1780.24,1046.62 1784.42,1051.68 1788.6,1056.24 \n",
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       "  1918.18,900.153 1922.36,888.451 1926.54,876.743 1930.72,865.026 1934.9,853.388 1939.08,841.835 1943.26,830.434 1947.44,819.198 1951.62,808.212 1955.8,797.446 \n",
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       "  371.631,938.088 375.811,937.486 379.991,936.634 384.171,935.569 388.35,934.262 392.53,932.723 396.71,930.976 400.89,929.021 405.07,926.87 409.25,924.527 \n",
       "  413.43,922.033 417.609,919.348 421.789,916.554 425.969,913.654 430.149,910.639 434.329,907.556 438.509,904.427 442.689,901.256 446.868,898.08 451.048,894.916 \n",
       "  455.228,891.794 459.408,888.735 463.588,885.748 467.768,882.86 471.948,880.107 476.127,877.496 480.307,875.03 484.487,872.741 488.667,870.638 492.847,868.738 \n",
       "  497.027,867.068 501.206,865.608 505.386,864.371 509.566,863.378 513.746,862.635 517.926,862.122 522.106,861.857 526.286,861.828 530.465,862.036 534.645,862.484 \n",
       "  538.825,863.142 543.005,864.01 547.185,865.094 551.365,866.375 555.545,867.83 559.724,869.443 563.904,871.209 568.084,873.108 572.264,875.105 576.444,877.208 \n",
       "  580.624,879.382 584.804,881.611 588.983,883.881 593.163,886.158 597.343,888.426 601.523,890.661 605.703,892.865 609.883,894.981 614.063,897.016 618.242,898.93 \n",
       "  622.422,900.724 626.602,902.366 630.782,903.843 634.962,905.143 639.142,906.243 643.321,907.118 647.501,907.764 651.681,908.18 655.861,908.348 660.041,908.258 \n",
       "  664.221,907.886 668.401,907.269 672.58,906.356 676.76,905.176 680.94,903.705 685.12,901.971 689.3,899.948 693.48,897.661 697.66,895.117 701.839,892.317 \n",
       "  706.019,889.284 710.199,886.012 714.379,882.532 718.559,878.85 722.739,874.984 726.919,870.965 731.098,866.79 735.278,862.504 739.458,858.132 743.638,853.669 \n",
       "  747.818,849.168 751.998,844.642 756.178,840.116 760.357,835.605 764.537,831.164 768.717,826.778 772.897,822.51 777.077,818.356 781.257,814.339 785.436,810.505 \n",
       "  789.616,806.849 793.796,803.408 797.976,800.177 802.156,797.194 806.336,794.458 810.516,791.982 814.695,789.775 818.875,787.85 823.055,786.216 827.235,784.851 \n",
       "  831.415,783.792 835.595,783.004 839.775,782.485 843.954,782.244 848.134,782.26 852.314,782.538 856.494,783.033 860.674,783.755 864.854,784.678 869.034,785.778 \n",
       "  873.213,787.061 877.393,788.463 881.573,789.994 885.753,791.625 889.933,793.326 894.113,795.069 898.293,796.836 902.472,798.59 906.652,800.326 910.832,801.998 \n",
       "  915.012,803.606 919.192,805.122 923.372,806.499 927.551,807.761 931.731,808.86 935.911,809.774 940.091,810.518 944.271,811.048 948.451,811.359 952.631,811.458 \n",
       "  956.81,811.328 960.99,810.968 965.17,810.35 969.35,809.522 973.53,808.453 977.71,807.141 981.89,805.619 986.069,803.86 990.249,801.913 994.429,799.755 \n",
       "  998.609,797.426 1002.79,794.936 1006.97,792.302 1011.15,789.524 1015.33,786.645 1019.51,783.672 1023.69,780.623 1027.87,777.541 1032.05,774.432 1036.23,771.317 \n",
       "  1040.41,768.238 1044.59,765.207 1048.77,762.231 1052.95,759.356 1057.13,756.597 1061.31,753.974 1065.49,751.517 1069.67,749.233 1073.85,747.154 1078.03,745.295 \n",
       "  1082.21,743.679 1086.39,742.289 1090.57,741.193 1094.75,740.373 1098.93,739.847 1103.11,739.626 1107.29,739.728 1111.47,740.144 1115.64,740.909 1119.82,741.981 \n",
       "  1124,743.418 1128.18,745.19 1132.36,747.295 1136.54,749.743 1140.72,752.53 1144.9,755.639 1149.08,759.078 1153.26,762.825 1157.44,766.877 1161.62,771.234 \n",
       "  1165.8,775.863 1169.98,780.759 1174.16,785.911 1178.34,791.287 1182.52,796.868 1186.7,802.651 1190.88,808.596 1195.06,814.686 1199.24,820.901 1203.42,827.212 \n",
       "  1207.6,833.594 1211.78,840.003 1215.96,846.446 1220.14,852.861 1224.32,859.247 1228.5,865.549 1232.68,871.761 1236.86,877.839 1241.04,883.756 1245.22,889.508 \n",
       "  1249.4,895.02 1253.58,900.313 1257.76,905.347 1261.94,910.082 1266.12,914.499 1270.3,918.588 1274.48,922.343 1278.66,925.723 1282.84,928.73 1287.02,931.341 \n",
       "  1291.2,933.525 1295.38,935.328 1299.56,936.698 1303.74,937.644 1307.92,938.18 1312.1,938.287 1316.28,937.981 1320.46,937.283 1324.64,936.173 1328.82,934.691 \n",
       "  1333,932.834 1337.18,930.631 1341.36,928.088 1345.54,925.236 1349.72,922.086 1353.9,918.677 1358.08,915.012 1362.26,911.152 1366.44,907.084 1370.62,902.868 \n",
       "  1374.8,898.507 1378.98,894.04 1383.16,889.491 1387.34,884.892 1391.52,880.257 1395.7,875.641 1399.87,871.025 1404.05,866.468 1408.23,861.974 1412.41,857.568 \n",
       "  1416.59,853.262 1420.77,849.083 1424.95,845.044 1429.13,841.15 1433.31,837.403 1437.49,833.849 1441.67,830.459 1445.85,827.261 1450.03,824.235 1454.21,821.418 \n",
       "  1458.39,818.778 1462.57,816.319 1466.75,814.062 1470.93,811.974 1475.11,810.067 1479.29,808.351 1483.47,806.783 1487.65,805.363 1491.83,804.114 1496.01,803.013 \n",
       "  1500.19,802.057 1504.37,801.216 1508.55,800.514 1512.73,799.94 1516.91,799.475 1521.09,799.127 1525.27,798.876 1529.45,798.737 1533.63,798.699 1537.81,798.765 \n",
       "  1541.99,798.946 1546.17,799.214 1550.35,799.596 1554.53,800.092 1558.71,800.688 1562.89,801.423 1567.07,802.274 1571.25,803.248 1575.43,804.372 1579.61,805.648 \n",
       "  1583.79,807.073 1587.97,808.663 1592.15,810.423 1596.33,812.382 1600.51,814.521 1604.69,816.856 1608.87,819.411 1613.05,822.178 1617.23,825.175 1621.41,828.389 \n",
       "  1625.59,831.851 1629.77,835.563 1633.95,839.505 1638.13,843.695 1642.31,848.151 1646.49,852.848 1650.67,857.787 1654.85,862.983 1659.03,868.414 1663.21,874.079 \n",
       "  1667.39,879.988 1671.57,886.099 1675.75,892.413 1679.92,898.944 1684.1,905.638 1688.28,912.501 1692.46,919.506 1696.64,926.645 1700.82,933.894 1705,941.225 \n",
       "  1709.18,948.617 1713.36,956.058 1717.54,963.517 1721.72,970.962 1725.9,978.354 1730.08,985.696 1734.26,992.936 1738.44,1000.06 1742.62,1007.03 1746.8,1013.81 \n",
       "  1750.98,1020.38 1755.16,1026.72 1759.34,1032.78 1763.52,1038.53 1767.7,1043.96 1771.88,1049.04 1776.06,1053.72 1780.24,1058 1784.42,1061.85 1788.6,1065.23 \n",
       "  1792.78,1068.13 1796.96,1070.54 1801.14,1072.4 1805.32,1073.74 1809.5,1074.52 1813.68,1074.74 1817.86,1074.36 1822.04,1073.39 1826.22,1071.83 1830.4,1069.66 \n",
       "  1834.58,1066.88 1838.76,1063.47 1842.94,1059.46 1847.12,1054.86 1851.3,1049.64 1855.48,1043.82 1859.66,1037.44 1863.84,1030.46 1868.02,1022.95 1872.2,1014.88 \n",
       "  1876.38,1006.28 1880.56,997.188 1884.74,987.61 1888.92,977.579 1893.1,967.121 1897.28,956.252 1901.46,945.01 1905.64,933.414 1909.82,921.504 1914,909.313 \n",
       "  1918.18,896.868 1922.36,884.211 1926.54,871.376 1930.72,858.376 1934.9,845.267 1939.08,832.086 1943.26,818.854 1947.44,805.613 1951.62,792.386 1955.8,779.222 \n",
       "  1959.98,766.144 1964.15,753.187 1968.33,740.386 1972.51,727.76 1976.69,715.345 1980.87,703.173 1985.05,691.254 1989.23,679.631 1993.41,668.326 1997.59,657.34 \n",
       "  2001.77,646.717 2005.95,636.446 2010.13,626.575 2014.31,617.085 2018.49,608.021 2022.67,599.381 2026.85,591.156 2031.03,583.364 2035.21,576.024 2039.39,569.117 \n",
       "  2043.57,562.644 2047.75,556.632 2051.93,551.038 2056.11,545.878 2060.29,541.16 2064.47,536.841 2068.65,532.932 2072.83,529.443 2077.01,526.339 2081.19,523.6 \n",
       "  2085.37,521.245 2089.55,519.231 2093.73,517.55 2097.91,516.205 2102.09,515.159 2106.27,514.397 2110.45,513.931 2114.63,513.714 2118.81,513.74 2122.99,514.005 \n",
       "  2127.17,514.486 2131.35,515.158 2135.53,516.021 2139.71,517.055 2143.89,518.256 2148.07,519.591 2152.25,521.058 2156.43,522.661 2160.61,524.36 2164.79,526.161 \n",
       "  2168.97,528.054 2173.15,530.03 2177.33,532.08 2181.51,534.2 2185.69,536.366 2189.87,538.577 2194.05,540.836 2198.23,543.145 2202.41,545.464 2206.59,547.828 \n",
       "  2210.77,550.195 2214.95,552.582 2219.13,554.965 2223.31,557.37 2227.49,559.752 2231.67,562.135 2235.85,564.517 2240.03,566.872 2244.21,569.206 2248.38,571.513 \n",
       "  2252.56,573.777 2256.74,576.01 2260.92,578.201 2265.1,580.349 2269.28,582.437 2273.46,584.472 2277.64,586.462 2281.82,588.362 2286,590.214 2290.18,591.993 \n",
       "  \n",
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       "  246.235,1044.65 250.415,1058.68 254.595,1072.41 258.775,1085.79 262.955,1098.77 267.135,1111.32 271.315,1123.41 275.494,1134.96 279.674,1145.98 283.854,1156.43 \n",
       "  288.034,1166.26 292.214,1175.44 296.394,1183.95 300.574,1191.76 304.753,1198.87 308.933,1205.22 313.113,1210.84 317.293,1215.69 321.473,1219.76 325.653,1223.05 \n",
       "  329.833,1225.56 334.012,1227.28 338.192,1228.22 342.372,1228.4 346.552,1227.82 350.732,1226.5 354.912,1224.45 359.092,1221.7 363.271,1218.27 367.451,1214.18 \n",
       "  371.631,1209.49 375.811,1204.19 379.991,1198.36 384.171,1191.99 388.35,1185.15 392.53,1177.87 396.71,1170.19 400.89,1162.15 405.07,1153.79 409.25,1145.15 \n",
       "  413.43,1136.3 417.609,1127.25 421.789,1118.04 425.969,1108.74 430.149,1099.36 434.329,1089.95 438.509,1080.55 442.689,1071.18 446.868,1061.9 451.048,1052.72 \n",
       "  455.228,1043.68 459.408,1034.8 463.588,1026.1 467.768,1017.6 471.948,1009.36 476.127,1001.37 480.307,993.619 484.487,986.168 488.667,979.007 492.847,972.14 \n",
       "  497.027,965.588 501.206,959.349 505.386,953.443 509.566,947.849 513.746,942.586 517.926,937.646 522.106,933.018 526.286,928.715 530.465,924.737 534.645,921.065 \n",
       "  538.825,917.692 543.005,914.645 547.185,911.866 551.365,909.386 555.545,907.171 559.724,905.24 563.904,903.572 568.084,902.129 572.264,900.958 576.444,899.996 \n",
       "  580.624,899.265 584.804,898.748 588.983,898.413 593.163,898.268 597.343,898.299 601.523,898.492 605.703,898.822 609.883,899.297 614.063,899.877 618.242,900.57 \n",
       "  622.422,901.355 626.602,902.201 630.782,903.113 634.962,904.051 639.142,905.03 643.321,906.014 647.501,906.98 651.681,907.93 655.861,908.827 660.041,909.658 \n",
       "  664.221,910.425 668.401,911.083 672.58,911.656 676.76,912.105 680.94,912.407 685.12,912.568 689.3,912.565 693.48,912.4 697.66,912.062 701.839,911.545 \n",
       "  706.019,910.837 710.199,909.944 714.379,908.867 718.559,907.598 722.739,906.134 726.919,904.497 731.098,902.685 735.278,900.718 739.458,898.585 743.638,896.316 \n",
       "  747.818,893.918 751.998,891.409 756.178,888.802 760.357,886.134 764.537,883.398 768.717,880.63 772.897,877.854 777.077,875.086 781.257,872.352 785.436,869.661 \n",
       "  789.616,867.029 793.796,864.497 797.976,862.094 802.156,859.8 806.336,857.678 810.516,855.689 814.695,853.906 818.875,852.291 823.055,850.892 827.235,849.71 \n",
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       "  873.213,850.239 877.393,851.306 881.573,852.451 885.753,853.665 889.933,854.937 894.113,856.227 898.293,857.504 902.472,858.75 906.652,859.937 910.832,861.049 \n",
       "  915.012,862.031 919.192,862.863 923.372,863.553 927.551,864.029 931.731,864.302 935.911,864.335 940.091,864.119 944.271,863.628 948.451,862.843 952.631,861.754 \n",
       "  956.81,860.369 960.99,858.656 965.17,856.622 969.35,854.272 973.53,851.585 977.71,848.577 981.89,845.278 986.069,841.676 990.249,837.783 994.429,833.637 \n",
       "  998.609,829.226 1002.79,824.599 1006.97,819.781 1011.15,814.779 1015.33,809.642 1019.51,804.394 1023.69,799.072 1027.87,793.697 1032.05,788.335 1036.23,783.003 \n",
       "  1040.41,777.724 1044.59,772.579 1048.77,767.559 1052.95,762.725 1057.13,758.118 1061.31,753.762 1065.49,749.696 1069.67,745.947 1073.85,742.553 1078.03,739.522 \n",
       "  1082.21,736.916 1086.39,734.73 1090.57,732.984 1094.75,731.711 1098.93,730.895 1103.11,730.57 1107.29,730.738 1111.47,731.394 1115.64,732.55 1119.82,734.179 \n",
       "  1124,736.274 1128.18,738.833 1132.36,741.837 1136.54,745.268 1140.72,749.102 1144.9,753.295 1149.08,757.854 1153.26,762.71 1157.44,767.847 1161.62,773.227 \n",
       "  1165.8,778.822 1169.98,784.572 1174.16,790.452 1178.34,796.423 1182.52,802.422 1186.7,808.447 1190.88,814.427 1195.06,820.328 1199.24,826.13 1203.42,831.772 \n",
       "  1207.6,837.219 1211.78,842.474 1215.96,847.468 1220.14,852.185 1224.32,856.599 1228.5,860.694 1232.68,864.454 1236.86,867.841 1241.04,870.865 1245.22,873.502 \n",
       "  1249.4,875.751 1253.58,877.604 1257.76,879.055 1261.94,880.124 1266.12,880.8 1270.3,881.096 1274.48,881.024 1278.66,880.593 1282.84,879.817 1287.02,878.72 \n",
       "  1291.2,877.314 1295.38,875.624 1299.56,873.669 1303.74,871.473 1307.92,869.064 1312.1,866.453 1316.28,863.669 1320.46,860.752 1324.64,857.706 1328.82,854.568 \n",
       "  1333,851.354 1337.18,848.096 1341.36,844.812 1345.54,841.516 1349.72,838.248 1353.9,835.007 1358.08,831.829 1362.26,828.707 1366.44,825.678 1370.62,822.747 \n",
       "  1374.8,819.916 1378.98,817.227 1383.16,814.662 1387.34,812.242 1391.52,809.975 1395.7,807.84 1399.87,805.875 1404.05,804.064 1408.23,802.398 1412.41,800.906 \n",
       "  1416.59,799.565 1420.77,798.376 1424.95,797.323 1429.13,796.429 1433.31,795.656 1437.49,795.035 1441.67,794.532 1445.85,794.132 1450.03,793.845 1454.21,793.662 \n",
       "  1458.39,793.558 1462.57,793.554 1466.75,793.596 1470.93,793.714 1475.11,793.876 1479.29,794.096 1483.47,794.345 1487.65,794.615 1491.83,794.913 1496.01,795.229 \n",
       "  1500.19,795.558 1504.37,795.885 1508.55,796.216 1512.73,796.54 1516.91,796.872 1521.09,797.192 1525.27,797.535 1529.45,797.851 1533.63,798.179 1537.81,798.528 \n",
       "  1541.99,798.882 1546.17,799.257 1550.35,799.672 1554.53,800.112 1558.71,800.618 1562.89,801.173 1567.07,801.804 1571.25,802.524 1575.43,803.335 1579.61,804.268 \n",
       "  1583.79,805.329 1587.97,806.518 1592.15,807.865 1596.33,809.402 1600.51,811.106 1604.69,813.023 1608.87,815.131 1613.05,817.477 1617.23,820.055 1621.41,822.891 \n",
       "  1625.59,825.967 1629.77,829.306 1633.95,832.921 1638.13,836.816 1642.31,840.992 1646.49,845.453 1650.67,850.185 1654.85,855.204 1659.03,860.491 1663.21,866.07 \n",
       "  1667.39,871.894 1671.57,877.983 1675.75,884.295 1679.92,890.86 1684.1,897.624 1688.28,904.595 1692.46,911.732 1696.64,919.036 1700.82,926.466 1705,934.014 \n",
       "  1709.18,941.658 1713.36,949.334 1717.54,957.061 1721.72,964.798 1725.9,972.491 1730.08,980.145 1734.26,987.69 1738.44,995.123 1742.62,1002.41 1746.8,1009.52 \n",
       "  1750.98,1016.4 1755.16,1023.05 1759.34,1029.41 1763.52,1035.46 1767.7,1041.17 1771.88,1046.54 1776.06,1051.49 1780.24,1056.01 1784.42,1060.09 1788.6,1063.71 \n",
       "  1792.78,1066.81 1796.96,1069.41 1801.14,1071.46 1805.32,1072.95 1809.5,1073.87 1813.68,1074.21 1817.86,1073.95 1822.04,1073.07 1826.22,1071.58 1830.4,1069.47 \n",
       "  1834.58,1066.75 1838.76,1063.4 1842.94,1059.43 1847.12,1054.84 1851.3,1049.63 1855.48,1043.82 1859.66,1037.43 1863.84,1030.46 1868.02,1022.93 1872.2,1014.87 \n",
       "  1876.38,1006.27 1880.56,997.181 1884.74,987.616 1888.92,977.599 1893.1,967.157 1897.28,956.32 1901.46,945.12 1905.64,933.594 1909.82,921.766 1914,909.666 \n",
       "  1918.18,897.349 1922.36,884.829 1926.54,872.138 1930.72,859.333 1934.9,846.424 1939.08,833.476 1943.26,820.501 1947.44,807.551 1951.62,794.66 1955.8,781.827 \n",
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       "  1500.19,797.84 1504.37,797.571 1508.55,797.43 1512.73,797.371 1516.91,797.409 1521.09,797.513 1525.27,797.691 1529.45,797.923 1533.63,798.202 1537.81,798.529 \n",
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       "  1291.2,740.563 1295.38,737.486 1299.56,734.215 1303.74,730.72 1307.92,727.01 1312.1,723.07 1316.28,718.929 1320.46,714.573 1324.64,710.024 1328.82,705.29 \n",
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       "  1500.19,649.277 1504.37,655.731 1508.55,662.44 1512.73,669.372 1516.91,676.49 1521.09,683.761 1525.27,691.157 1529.45,698.636 1533.63,706.169 1537.81,713.701 \n",
       "  1541.99,721.235 1546.17,728.732 1550.35,736.14 1554.53,743.449 1558.71,750.629 1562.89,757.646 1567.07,764.484 1571.25,771.104 1575.43,777.524 1579.61,783.698 \n",
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       "  1750.98,894.157 1755.16,897.521 1759.34,901.028 1763.52,904.641 1767.7,908.356 1771.88,912.151 1776.06,916.013 1780.24,919.922 1784.42,923.852 1788.6,927.791 \n",
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       "  1124,880.583 1128.18,878.933 1132.36,877.161 1136.54,875.246 1140.72,873.222 1144.9,871.075 1149.08,868.797 1153.26,866.396 1157.44,863.86 1161.62,861.228 \n",
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       "  1207.6,825.296 1211.78,821.513 1215.96,817.653 1220.14,813.734 1224.32,809.753 1228.5,805.716 1232.68,801.637 1236.86,797.492 1241.04,793.301 1245.22,789.074 \n",
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       "  1416.59,619.107 1420.77,617.527 1424.95,616.272 1429.13,615.339 1433.31,614.75 1437.49,614.496 1441.67,614.616 1445.85,615.103 1450.03,615.973 1454.21,617.211 \n",
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       "  1500.19,655.759 1504.37,661.334 1508.55,667.19 1512.73,673.308 1516.91,679.674 1521.09,686.249 1525.27,693.007 1529.45,699.947 1533.63,707.011 1537.81,714.196 \n",
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       "  1625.59,844.178 1629.77,847.819 1633.95,851.184 1638.13,854.268 1642.31,857.093 1646.49,859.679 1650.67,862.026 1654.85,864.165 1659.03,866.106 1663.21,867.875 \n",
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       "  1709.18,881.986 1713.36,883.369 1717.54,884.836 1721.72,886.42 1725.9,888.121 1730.08,889.959 1734.26,891.946 1738.44,894.047 1742.62,896.322 1746.8,898.73 \n",
       "  1750.98,901.295 1755.16,903.99 1759.34,906.822 1763.52,909.779 1767.7,912.848 1771.88,916.016 1776.06,919.277 1780.24,922.614 1784.42,925.994 1788.6,929.425 \n",
       "  1792.78,932.852 1796.96,936.29 1801.14,939.698 1805.32,943.063 1809.5,946.36 1813.68,949.57 1817.86,952.678 1822.04,955.657 1826.22,958.495 1830.4,961.167 \n",
       "  1834.58,963.657 1838.76,965.955 1842.94,968.048 1847.12,969.916 1851.3,971.537 1855.48,972.932 1859.66,974.067 1863.84,974.954 1868.02,975.572 1872.2,975.935 \n",
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       "  1918.18,963.875 1922.36,961.578 1926.54,959.145 1930.72,956.586 1934.9,953.92 1939.08,951.178 1943.26,948.365 1947.44,945.505 1951.62,942.607 1955.8,939.683 \n",
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       "  580.624,833.084 584.804,824.78 588.983,816.546 593.163,808.419 597.343,800.389 601.523,792.48 605.703,784.719 609.883,777.106 614.063,769.656 618.242,762.397 \n",
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       "  664.221,697.224 668.401,692.85 672.58,688.774 676.76,685.012 680.94,681.519 685.12,678.335 689.3,675.47 693.48,672.898 697.66,670.627 701.839,668.664 \n",
       "  706.019,667.012 710.199,665.645 714.379,664.586 718.559,663.834 722.739,663.363 726.919,663.173 731.098,663.266 735.278,663.627 739.458,664.251 743.638,665.135 \n",
       "  747.818,666.25 751.998,667.603 756.178,669.172 760.357,670.95 764.537,672.93 768.717,675.082 772.897,677.394 777.077,679.868 781.257,682.47 785.436,685.198 \n",
       "  789.616,688.045 793.796,690.986 797.976,694.004 802.156,697.082 806.336,700.234 810.516,703.413 814.695,706.619 818.875,709.847 823.055,713.078 827.235,716.308 \n",
       "  831.415,719.524 835.595,722.711 839.775,725.879 843.954,728.991 848.134,732.069 852.314,735.098 856.494,738.074 860.674,740.979 864.854,743.833 869.034,746.616 \n",
       "  873.213,749.346 877.393,751.979 881.573,754.563 885.753,757.072 889.933,759.501 894.113,761.864 898.293,764.153 902.472,766.365 906.652,768.497 910.832,770.573 \n",
       "  915.012,772.555 919.192,774.477 923.372,776.323 927.551,778.085 931.731,779.782 935.911,781.396 940.091,782.914 944.271,784.375 948.451,785.734 952.631,787.024 \n",
       "  956.81,788.23 960.99,789.341 965.17,790.37 969.35,791.303 973.53,792.14 977.71,792.893 981.89,793.547 986.069,794.097 990.249,794.551 994.429,794.904 \n",
       "  998.609,795.152 1002.79,795.321 1006.97,795.374 1011.15,795.336 1015.33,795.215 1019.51,795.006 1023.69,794.699 1027.87,794.317 1032.05,793.856 1036.23,793.324 \n",
       "  1040.41,792.726 1044.59,792.075 1048.77,791.379 1052.95,790.639 1057.13,789.881 1061.31,789.093 1065.49,788.305 1069.67,787.515 1073.85,786.733 1078.03,785.978 \n",
       "  1082.21,785.255 1086.39,784.575 1090.57,783.953 1094.75,783.389 1098.93,782.911 1103.11,782.513 1107.29,782.2 1111.47,781.994 1115.64,781.88 1119.82,781.884 \n",
       "  1124,781.994 1128.18,782.213 1132.36,782.554 1136.54,783.005 1140.72,783.57 1144.9,784.23 1149.08,784.995 1153.26,785.852 1157.44,786.784 1161.62,787.807 \n",
       "  1165.8,788.884 1169.98,790.005 1174.16,791.152 1178.34,792.312 1182.52,793.48 1186.7,794.612 1190.88,795.707 1195.06,796.735 1199.24,797.693 1203.42,798.541 \n",
       "  1207.6,799.255 1211.78,799.839 1215.96,800.242 1220.14,800.467 1224.32,800.48 1228.5,800.272 1232.68,799.81 1236.86,799.114 1241.04,798.116 1245.22,796.853 \n",
       "  1249.4,795.286 1253.58,793.413 1257.76,791.223 1261.94,788.701 1266.12,785.87 1270.3,782.698 1274.48,779.222 1278.66,775.407 1282.84,771.281 1287.02,766.846 \n",
       "  1291.2,762.116 1295.38,757.111 1299.56,751.832 1303.74,746.288 1307.92,740.517 1312.1,734.539 1316.28,728.371 1320.46,722.041 1324.64,715.575 1328.82,708.988 \n",
       "  1333,702.321 1337.18,695.597 1341.36,688.849 1345.54,682.1 1349.72,675.394 1353.9,668.748 1358.08,662.222 1362.26,655.821 1366.44,649.569 1370.62,643.52 \n",
       "  1374.8,637.689 1378.98,632.126 1383.16,626.826 1387.34,621.842 1391.52,617.191 1395.7,612.891 1399.87,608.971 1404.05,605.449 1408.23,602.348 1412.41,599.679 \n",
       "  1416.59,597.47 1420.77,595.726 1424.95,594.44 1429.13,593.643 1433.31,593.327 1437.49,593.504 1441.67,594.172 1445.85,595.322 1450.03,596.965 1454.21,599.096 \n",
       "  1458.39,601.679 1462.57,604.733 1466.75,608.224 1470.93,612.152 1475.11,616.481 1479.29,621.218 1483.47,626.319 1487.65,631.763 1491.83,637.532 1496.01,643.605 \n",
       "  1500.19,649.964 1504.37,656.539 1508.55,663.329 1512.73,670.321 1516.91,677.462 1521.09,684.716 1525.27,692.07 1529.45,699.489 1533.63,706.935 1537.81,714.378 \n",
       "  1541.99,721.805 1546.17,729.175 1550.35,736.47 1554.53,743.63 1558.71,750.695 1562.89,757.572 1567.07,764.295 1571.25,770.822 1575.43,777.135 1579.61,783.211 \n",
       "  1583.79,789.059 1587.97,794.651 1592.15,799.989 1596.33,805.058 1600.51,809.851 1604.69,814.383 1608.87,818.661 1613.05,822.628 1617.23,826.37 1621.41,829.845 \n",
       "  1625.59,833.069 1629.77,836.063 1633.95,838.822 1638.13,841.384 1642.31,843.75 1646.49,845.936 1650.67,847.968 1654.85,849.848 1659.03,851.622 1663.21,853.295 \n",
       "  1667.39,854.861 1671.57,856.381 1675.75,857.864 1679.92,859.32 1684.1,860.783 1688.28,862.246 1692.46,863.748 1696.64,865.309 1700.82,866.929 1705,868.635 \n",
       "  1709.18,870.429 1713.36,872.323 1717.54,874.344 1721.72,876.472 1725.9,878.739 1730.08,881.135 1734.26,883.674 1738.44,886.341 1742.62,889.136 1746.8,892.084 \n",
       "  1750.98,895.14 1755.16,898.324 1759.34,901.619 1763.52,905.025 1767.7,908.514 1771.88,912.084 1776.06,915.714 1780.24,919.385 1784.42,923.092 1788.6,926.821 \n",
       "  1792.78,930.547 1796.96,934.231 1801.14,937.888 1805.32,941.486 1809.5,945 1813.68,948.414 1817.86,951.702 1822.04,954.854 1826.22,957.847 1830.4,960.672 \n",
       "  1834.58,963.289 1838.76,965.706 1842.94,967.9 1847.12,969.836 1851.3,971.539 1855.48,972.983 1859.66,974.128 1863.84,975.003 1868.02,975.602 1872.2,975.877 \n",
       "  1876.38,975.859 1880.56,975.535 1884.74,974.907 1888.92,973.982 1893.1,972.744 1897.28,971.21 1901.46,969.383 1905.64,967.272 1909.82,964.877 1914,962.213 \n",
       "  1918.18,959.285 1922.36,956.121 1926.54,952.732 1930.72,949.111 1934.9,945.295 1939.08,941.303 1943.26,937.128 1947.44,932.821 1951.62,928.377 1955.8,923.84 \n",
       "  1959.98,919.199 1964.15,914.495 1968.33,909.749 1972.51,904.969 1976.69,900.198 1980.87,895.433 1985.05,890.705 1989.23,886.051 1993.41,881.454 1997.59,876.974 \n",
       "  2001.77,872.59 2005.95,868.35 2010.13,864.247 2014.31,860.316 2018.49,856.579 2022.67,853.022 2026.85,849.682 2031.03,846.554 2035.21,843.657 2039.39,840.995 \n",
       "  2043.57,838.568 2047.75,836.394 2051.93,834.471 2056.11,832.796 2060.29,831.379 2064.47,830.193 2068.65,829.267 2072.83,828.586 2077.01,828.124 2081.19,827.883 \n",
       "  2085.37,827.864 2089.55,828.049 2093.73,828.429 2097.91,828.966 2102.09,829.663 2106.27,830.5 2110.45,831.465 2114.63,832.542 2118.81,833.702 2122.99,834.91 \n",
       "  2127.17,836.178 2131.35,837.456 2135.53,838.732 2139.71,840.003 2143.89,841.216 2148.07,842.37 2152.25,843.446 2156.43,844.417 2160.61,845.271 2164.79,845.995 \n",
       "  2168.97,846.559 2173.15,846.96 2177.33,847.184 2181.51,847.214 2185.69,847.048 2189.87,846.685 2194.05,846.094 2198.23,845.29 2202.41,844.26 2206.59,843.016 \n",
       "  2210.77,841.567 2214.95,839.885 2219.13,838.001 2223.31,835.921 2227.49,833.642 2231.67,831.191 2235.85,828.565 2240.03,825.792 2244.21,822.88 2248.38,819.839 \n",
       "  2252.56,816.702 2256.74,813.486 2260.92,810.192 2265.1,806.862 2269.28,803.507 2273.46,800.133 2277.64,796.771 2281.82,793.472 2286,790.226 2290.18,787.041 \n",
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       "  246.235,796.284 250.415,802.994 254.595,809.623 258.775,816.159 262.955,822.575 267.135,828.866 271.315,835.01 275.494,841.002 279.674,846.824 283.854,852.472 \n",
       "  288.034,857.919 292.214,863.179 296.394,868.22 300.574,873.032 304.753,877.631 308.933,882.016 313.113,886.146 317.293,890.039 321.473,893.696 325.653,897.1 \n",
       "  329.833,900.238 334.012,903.119 338.192,905.745 342.372,908.109 346.552,910.207 350.732,912.025 354.912,913.58 359.092,914.857 363.271,915.862 367.451,916.589 \n",
       "  371.631,917.045 375.811,917.212 379.991,917.116 384.171,916.734 388.35,916.094 392.53,915.162 396.71,913.967 400.89,912.505 405.07,910.798 409.25,908.819 \n",
       "  413.43,906.613 417.609,904.153 421.789,901.465 425.969,898.56 430.149,895.436 434.329,892.106 438.509,888.61 442.689,884.928 446.868,881.072 451.048,877.074 \n",
       "  455.228,872.949 459.408,868.706 463.588,864.353 467.768,859.921 471.948,855.413 476.127,850.843 480.307,846.228 484.487,841.591 488.667,836.938 492.847,832.281 \n",
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       "  538.825,783.831 543.005,779.9 547.185,776.029 551.365,772.28 555.545,768.613 559.724,765.063 563.904,761.616 568.084,758.283 572.264,755.046 576.444,751.918 \n",
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       "  622.422,726.465 626.602,725.16 630.782,724.06 634.962,723.175 639.142,722.543 643.321,722.153 647.501,722.04 651.681,722.176 655.861,722.614 660.041,723.352 \n",
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       "  915.012,919.5 919.192,916.777 923.372,913.984 927.551,911.139 931.731,908.267 935.911,905.384 940.091,902.53 944.271,899.704 948.451,896.944 952.631,894.258 \n",
       "  956.81,891.656 960.99,889.182 965.17,886.831 969.35,884.608 973.53,882.542 977.71,880.643 981.89,878.909 986.069,877.349 990.249,875.966 994.429,874.777 \n",
       "  998.609,873.769 1002.79,872.944 1006.97,872.302 1011.15,871.842 1015.33,871.546 1019.51,871.419 1023.69,871.446 1027.87,871.613 1032.05,871.929 1036.23,872.362 \n",
       "  1040.41,872.89 1044.59,873.511 1048.77,874.208 1052.95,874.975 1057.13,875.78 1061.31,876.613 1065.49,877.459 1069.67,878.273 1073.85,879.08 1078.03,879.832 \n",
       "  1082.21,880.55 1086.39,881.178 1090.57,881.706 1094.75,882.147 1098.93,882.457 1103.11,882.648 1107.29,882.698 1111.47,882.612 1115.64,882.361 1119.82,881.948 \n",
       "  1124,881.367 1128.18,880.626 1132.36,879.709 1136.54,878.625 1140.72,877.368 1144.9,875.954 1149.08,874.353 1153.26,872.599 1157.44,870.703 1161.62,868.652 \n",
       "  1165.8,866.456 1169.98,864.127 1174.16,861.679 1178.34,859.105 1182.52,856.424 1186.7,853.64 1190.88,850.756 1195.06,847.804 1199.24,844.761 1203.42,841.642 \n",
       "  1207.6,838.457 1211.78,835.208 1215.96,831.907 1220.14,828.554 1224.32,825.131 1228.5,821.678 1232.68,818.156 1236.86,814.589 1241.04,810.969 1245.22,807.3 \n",
       "  1249.4,803.565 1253.58,799.766 1257.76,795.9 1261.94,791.97 1266.12,787.957 1270.3,783.867 1274.48,779.688 1278.66,775.42 1282.84,771.062 1287.02,766.606 \n",
       "  1291.2,762.061 1295.38,757.39 1299.56,752.638 1303.74,747.784 1307.92,742.815 1312.1,737.772 1316.28,732.614 1320.46,727.381 1324.64,722.077 1328.82,716.7 \n",
       "  1333,711.27 1337.18,705.791 1341.36,700.284 1345.54,694.76 1349.72,689.24 1353.9,683.747 1358.08,678.281 1362.26,672.891 1366.44,667.587 1370.62,662.371 \n",
       "  1374.8,657.294 1378.98,652.368 1383.16,647.617 1387.34,643.068 1391.52,638.744 1395.7,634.663 1399.87,630.854 1404.05,627.327 1408.23,624.127 1412.41,621.246 \n",
       "  1416.59,618.723 1420.77,616.576 1424.95,614.799 1429.13,613.422 1433.31,612.459 1437.49,611.912 1441.67,611.8 1445.85,612.121 1450.03,612.885 1454.21,614.082 \n",
       "  1458.39,615.733 1462.57,617.807 1466.75,620.315 1470.93,623.26 1475.11,626.599 1479.29,630.361 1483.47,634.503 1487.65,639.03 1491.83,643.908 1496.01,649.12 \n",
       "  1500.19,654.656 1504.37,660.48 1508.55,666.576 1512.73,672.917 1516.91,679.473 1521.09,686.222 1525.27,693.134 1529.45,700.176 1533.63,707.324 1537.81,714.541 \n",
       "  1541.99,721.806 1546.17,729.099 1550.35,736.363 1554.53,743.602 1558.71,750.776 1562.89,757.85 1567.07,764.802 1571.25,771.622 1575.43,778.284 1579.61,784.763 \n",
       "  1583.79,791.027 1587.97,797.097 1592.15,802.932 1596.33,808.529 1600.51,813.875 1604.69,818.954 1608.87,823.792 1613.05,828.347 1617.23,832.647 1621.41,836.676 \n",
       "  1625.59,840.456 1629.77,843.979 1633.95,847.263 1638.13,850.304 1642.31,853.136 1646.49,855.752 1650.67,858.177 1654.85,860.413 1659.03,862.499 1663.21,864.457 \n",
       "  1667.39,866.282 1671.57,868.001 1675.75,869.631 1679.92,871.202 1684.1,872.74 1688.28,874.235 1692.46,875.724 1696.64,877.217 1700.82,878.751 1705,880.32 \n",
       "  1709.18,881.925 1713.36,883.621 1717.54,885.388 1721.72,887.237 1725.9,889.193 1730.08,891.242 1734.26,893.398 1738.44,895.662 1742.62,898.042 1746.8,900.513 \n",
       "  1750.98,903.112 1755.16,905.798 1759.34,908.579 1763.52,911.456 1767.7,914.409 1771.88,917.454 1776.06,920.534 1780.24,923.672 1784.42,926.833 1788.6,930.03 \n",
       "  1792.78,933.227 1796.96,936.415 1801.14,939.61 1805.32,942.75 1809.5,945.854 1813.68,948.891 1817.86,951.852 1822.04,954.746 1826.22,957.521 1830.4,960.208 \n",
       "  1834.58,962.769 1838.76,965.198 1842.94,967.506 1847.12,969.675 1851.3,971.69 1855.48,973.552 1859.66,975.272 1863.84,976.825 1868.02,978.227 1872.2,979.482 \n",
       "  1876.38,980.566 1880.56,981.519 1884.74,982.321 1888.92,982.97 1893.1,983.497 1897.28,983.887 1901.46,984.161 1905.64,984.322 1909.82,984.37 1914,984.319 \n",
       "  1918.18,984.18 1922.36,983.94 1926.54,983.637 1930.72,983.271 1934.9,982.853 1939.08,982.372 1943.26,981.849 1947.44,981.287 1951.62,980.692 1955.8,980.066 \n",
       "  1959.98,979.412 1964.15,978.74 1968.33,978.048 1972.51,977.335 1976.69,976.608 1980.87,975.86 1985.05,975.088 1989.23,974.3 1993.41,973.484 1997.59,972.656 \n",
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       "  1750.98,913.258 1755.16,915.41 1759.34,917.65 1763.52,919.963 1767.7,922.37 1771.88,924.849 1776.06,927.385 1780.24,929.98 1784.42,932.621 1788.6,935.317 \n",
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       "  1500.19,661.965 1504.37,666.647 1508.55,671.679 1512.73,677.055 1516.91,682.756 1521.09,688.733 1525.27,694.984 1529.45,701.466 1533.63,708.153 1537.81,715.024 \n",
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       "  1500.19,655.29 1504.37,661.024 1508.55,667.042 1512.73,673.321 1516.91,679.82 1521.09,686.527 1525.27,693.378 1529.45,700.383 1533.63,707.508 1537.81,714.688 \n",
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       "  1500.19,652.001 1504.37,658.259 1508.55,664.762 1512.73,671.477 1516.91,678.389 1521.09,685.44 1525.27,692.628 1529.45,699.891 1533.63,707.234 1537.81,714.601 \n",
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       "  1709.18,866.6 1713.36,868.544 1717.54,870.633 1721.72,872.854 1725.9,875.23 1730.08,877.745 1734.26,880.406 1738.44,883.224 1742.62,886.184 1746.8,889.28 \n",
       "  1750.98,892.508 1755.16,895.86 1759.34,899.333 1763.52,902.904 1767.7,906.56 1771.88,910.303 1776.06,914.097 1780.24,917.942 1784.42,921.803 1788.6,925.677 \n",
       "  1792.78,929.537 1796.96,933.375 1801.14,937.161 1805.32,940.87 1809.5,944.491 1813.68,948.02 1817.86,951.389 1822.04,954.635 1826.22,957.712 1830.4,960.582 \n",
       "  1834.58,963.25 1838.76,965.693 1842.94,967.906 1847.12,969.855 1851.3,971.532 1855.48,972.907 1859.66,973.99 1863.84,974.755 1868.02,975.201 1872.2,975.316 \n",
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       "  706.019,809.237 710.199,813.22 714.379,816.917 718.559,820.326 722.739,823.451 726.919,826.286 731.098,828.825 735.278,831.065 739.458,832.994 743.638,834.625 \n",
       "  747.818,835.943 751.998,836.949 756.178,837.666 760.357,838.063 764.537,838.164 768.717,837.977 772.897,837.482 777.077,836.708 781.257,835.648 785.436,834.324 \n",
       "  789.616,832.748 793.796,830.92 797.976,828.859 802.156,826.572 806.336,824.098 810.516,821.432 814.695,818.597 818.875,815.615 823.055,812.51 827.235,809.301 \n",
       "  831.415,806.022 835.595,802.677 839.775,799.315 843.954,795.952 848.134,792.613 852.314,789.335 856.494,786.145 860.674,783.07 864.854,780.135 869.034,777.365 \n",
       "  873.213,774.81 877.393,772.485 881.573,770.423 885.753,768.642 889.933,767.167 894.113,766.037 898.293,765.26 902.472,764.858 906.652,764.88 910.832,765.304 \n",
       "  915.012,766.17 919.192,767.479 923.372,769.242 927.551,771.479 931.731,774.172 935.911,777.345 940.091,780.986 944.271,785.095 948.451,789.659 952.631,794.676 \n",
       "  956.81,800.14 960.99,806.008 965.17,812.302 969.35,818.959 973.53,825.99 977.71,833.34 981.89,841.007 986.069,848.944 990.249,857.119 994.429,865.511 \n",
       "  998.609,874.08 1002.79,882.794 1006.97,891.599 1011.15,900.481 1015.33,909.392 1019.51,918.282 1023.69,927.149 1027.87,935.927 1032.05,944.582 1036.23,953.08 \n",
       "  1040.41,961.409 1044.59,969.503 1048.77,977.359 1052.95,984.933 1057.13,992.208 1061.31,999.139 1065.49,1005.72 1069.67,1011.91 1073.85,1017.71 1078.03,1023.1 \n",
       "  1082.21,1028.04 1086.39,1032.54 1090.57,1036.57 1094.75,1040.15 1098.93,1043.24 1103.11,1045.85 1107.29,1047.96 1111.47,1049.58 1115.64,1050.71 1119.82,1051.34 \n",
       "  1124,1051.47 1128.18,1051.11 1132.36,1050.27 1136.54,1048.94 1140.72,1047.11 1144.9,1044.81 1149.08,1042.05 1153.26,1038.82 1157.44,1035.12 1161.62,1030.98 \n",
       "  1165.8,1026.4 1169.98,1021.37 1174.16,1015.91 1178.34,1010.05 1182.52,1003.78 1186.7,997.121 1190.88,990.058 1195.06,982.626 1199.24,974.826 1203.42,966.67 \n",
       "  1207.6,958.185 1211.78,949.369 1215.96,940.241 1220.14,930.817 1224.32,921.099 1228.5,911.128 1232.68,900.908 1236.86,890.453 1241.04,879.778 1245.22,868.919 \n",
       "  1249.4,857.888 1253.58,846.697 1257.76,835.387 1261.94,823.965 1266.12,812.459 1270.3,800.9 1274.48,789.296 1278.66,777.699 1282.84,766.104 1287.02,754.554 \n",
       "  1291.2,743.085 1295.38,731.704 1299.56,720.443 1303.74,709.338 1307.92,698.405 1312.1,687.665 1316.28,677.169 1320.46,666.912 1324.64,656.952 1328.82,647.262 \n",
       "  1333,637.916 1337.18,628.921 1341.36,620.291 1345.54,612.05 1349.72,604.231 1353.9,596.83 1358.08,589.887 1362.26,583.384 1366.44,577.363 1370.62,571.835 \n",
       "  1374.8,566.821 1378.98,562.295 1383.16,558.297 1387.34,554.823 1391.52,551.889 1395.7,549.487 1399.87,547.617 1404.05,546.285 1408.23,545.5 1412.41,545.266 \n",
       "  1416.59,545.532 1420.77,546.339 1424.95,547.662 1429.13,549.495 1433.31,551.838 1437.49,554.654 1441.67,557.949 1445.85,561.701 1450.03,565.895 1454.21,570.515 \n",
       "  1458.39,575.527 1462.57,580.941 1466.75,586.712 1470.93,592.807 1475.11,599.223 1479.29,605.925 1483.47,612.898 1487.65,620.097 1491.83,627.499 1496.01,635.093 \n",
       "  1500.19,642.824 1504.37,650.679 1508.55,658.627 1512.73,666.62 1516.91,674.656 1521.09,682.691 1525.27,690.698 1529.45,698.648 1533.63,706.513 1537.81,714.275 \n",
       "  1541.99,721.89 1546.17,729.363 1550.35,736.652 1554.53,743.734 1558.71,750.596 1562.89,757.215 1567.07,763.583 1571.25,769.692 1575.43,775.536 1579.61,781.074 \n",
       "  1583.79,786.333 1587.97,791.304 1592.15,795.972 1596.33,800.339 1600.51,804.437 1604.69,808.236 1608.87,811.757 1613.05,815.028 1617.23,818.032 1621.41,820.797 \n",
       "  1625.59,823.353 1629.77,825.692 1633.95,827.84 1638.13,829.823 1642.31,831.673 1646.49,833.385 1650.67,834.995 1654.85,836.53 1659.03,838 1663.21,839.445 \n",
       "  1667.39,840.865 1671.57,842.288 1675.75,843.745 1679.92,845.247 1684.1,846.816 1688.28,848.458 1692.46,850.207 1696.64,852.058 1700.82,854.038 1705,856.152 \n",
       "  1709.18,858.391 1713.36,860.784 1717.54,863.335 1721.72,866.028 1725.9,868.887 1730.08,871.882 1734.26,875.045 1738.44,878.334 1742.62,881.76 1746.8,885.32 \n",
       "  1750.98,888.982 1755.16,892.748 1759.34,896.62 1763.52,900.559 1767.7,904.561 1771.88,908.599 1776.06,912.671 1780.24,916.747 1784.42,920.83 1788.6,924.876 \n",
       "  1792.78,928.882 1796.96,932.816 1801.14,936.685 1805.32,940.452 1809.5,944.117 1813.68,947.641 1817.86,951.029 1822.04,954.254 1826.22,957.316 1830.4,960.192 \n",
       "  1834.58,962.887 1838.76,965.385 1842.94,967.671 1847.12,969.745 1851.3,971.587 1855.48,973.227 1859.66,974.651 1863.84,975.851 1868.02,976.849 1872.2,977.614 \n",
       "  1876.38,978.179 1880.56,978.558 1884.74,978.747 1888.92,978.759 1893.1,978.6 1897.28,978.294 1901.46,977.849 1905.64,977.293 1909.82,976.612 1914,975.857 \n",
       "  1918.18,975.022 1922.36,974.154 1926.54,973.239 1930.72,972.327 1934.9,971.413 1939.08,970.535 1943.26,969.7 1947.44,968.939 1951.62,968.245 1955.8,967.669 \n",
       "  1959.98,967.199 1964.15,966.858 1968.33,966.677 1972.51,966.65 1976.69,966.792 1980.87,967.115 1985.05,967.621 1989.23,968.321 1993.41,969.223 1997.59,970.328 \n",
       "  2001.77,971.626 2005.95,973.122 2010.13,974.817 2014.31,976.709 2018.49,978.773 2022.67,981.021 2026.85,983.425 2031.03,985.975 2035.21,988.667 2039.39,991.49 \n",
       "  2043.57,994.409 2047.75,997.413 2051.93,1000.5 2056.11,1003.63 2060.29,1006.8 2064.47,1009.97 2068.65,1013.14 2072.83,1016.27 2077.01,1019.36 2081.19,1022.38 \n",
       "  2085.37,1025.31 2089.55,1028.14 2093.73,1030.83 2097.91,1033.38 2102.09,1035.77 2106.27,1037.98 2110.45,1040 2114.63,1041.83 2118.81,1043.41 2122.99,1044.78 \n",
       "  2127.17,1045.9 2131.35,1046.78 2135.53,1047.39 2139.71,1047.73 2143.89,1047.8 2148.07,1047.6 2152.25,1047.1 2156.43,1046.33 2160.61,1045.26 2164.79,1043.9 \n",
       "  2168.97,1042.23 2173.15,1040.28 2177.33,1038.04 2181.51,1035.49 2185.69,1032.65 2189.87,1029.5 2194.05,1026.07 2198.23,1022.33 2202.41,1018.29 2206.59,1013.97 \n",
       "  2210.77,1009.36 2214.95,1004.43 2219.13,999.214 2223.31,993.707 2227.49,987.896 2231.67,981.807 2235.85,975.401 2240.03,968.719 2244.21,961.754 2248.38,954.484 \n",
       "  2252.56,946.925 2256.74,939.105 2260.92,930.973 2265.1,922.587 2269.28,913.918 2273.46,904.982 2277.64,895.778 2281.82,886.33 2286,876.632 2290.18,866.688 \n",
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       "  246.235,673.941 250.415,677.463 254.595,681.245 258.775,685.288 262.955,689.568 267.135,694.086 271.315,698.841 275.494,703.818 279.674,709.014 283.854,714.405 \n",
       "  288.034,719.992 292.214,725.748 296.394,731.678 300.574,737.753 304.753,743.953 308.933,750.269 313.113,756.683 317.293,763.145 321.473,769.689 325.653,776.246 \n",
       "  329.833,782.803 334.012,789.333 338.192,795.82 342.372,802.219 346.552,808.522 350.732,814.685 354.912,820.699 359.092,826.505 363.271,832.088 367.451,837.425 \n",
       "  371.631,842.492 375.811,847.246 379.991,851.664 384.171,855.717 388.35,859.401 392.53,862.66 396.71,865.488 400.89,867.89 405.07,869.806 409.25,871.256 \n",
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       "  956.81,810.42 960.99,811.97 965.17,813.685 969.35,815.548 973.53,817.576 977.71,819.753 981.89,822.085 986.069,824.557 990.249,827.169 994.429,829.914 \n",
       "  998.609,832.803 1002.79,835.784 1006.97,838.872 1011.15,842.057 1015.33,845.311 1019.51,848.638 1023.69,851.995 1027.87,855.386 1032.05,858.801 1036.23,862.214 \n",
       "  1040.41,865.595 1044.59,868.951 1048.77,872.25 1052.95,875.49 1057.13,878.622 1061.31,881.676 1065.49,884.616 1069.67,887.421 1073.85,890.077 1078.03,892.591 \n",
       "  1082.21,894.929 1086.39,897.112 1090.57,899.094 1094.75,900.884 1098.93,902.487 1103.11,903.884 1107.29,905.074 1111.47,906.051 1115.64,906.812 1119.82,907.362 \n",
       "  1124,907.703 1128.18,907.816 1132.36,907.726 1136.54,907.445 1140.72,906.931 1144.9,906.223 1149.08,905.315 1153.26,904.205 1157.44,902.913 1161.62,901.415 \n",
       "  1165.8,899.73 1169.98,897.883 1174.16,895.841 1178.34,893.623 1182.52,891.217 1186.7,888.667 1190.88,885.934 1195.06,883.028 1199.24,879.966 1203.42,876.721 \n",
       "  1207.6,873.308 1211.78,869.728 1215.96,865.971 1220.14,862.049 1224.32,857.957 1228.5,853.666 1232.68,849.216 1236.86,844.574 1241.04,839.765 1245.22,834.752 \n",
       "  1249.4,829.575 1253.58,824.205 1257.76,818.636 1261.94,812.88 1266.12,806.961 1270.3,800.839 1274.48,794.547 1278.66,788.083 1282.84,781.439 1287.02,774.633 \n",
       "  1291.2,767.699 1295.38,760.606 1299.56,753.382 1303.74,746.052 1307.92,738.62 1312.1,731.093 1316.28,723.512 1320.46,715.88 1324.64,708.224 1328.82,700.568 \n",
       "  1333,692.928 1337.18,685.348 1341.36,677.82 1345.54,670.404 1349.72,663.105 1353.9,655.982 1358.08,649.018 1362.26,642.268 1366.44,635.749 1370.62,629.499 \n",
       "  1374.8,623.546 1378.98,617.908 1383.16,612.601 1387.34,607.666 1391.52,603.127 1395.7,598.997 1399.87,595.286 1404.05,592.035 1408.23,589.245 1412.41,586.912 \n",
       "  1416.59,585.089 1420.77,583.762 1424.95,582.943 1429.13,582.617 1433.31,582.814 1437.49,583.504 1441.67,584.722 1445.85,586.437 1450.03,588.631 1454.21,591.323 \n",
       "  1458.39,594.475 1462.57,598.083 1466.75,602.139 1470.93,606.599 1475.11,611.471 1479.29,616.724 1483.47,622.315 1487.65,628.231 1491.83,634.457 1496.01,640.943 \n",
       "  1500.19,647.681 1504.37,654.626 1508.55,661.766 1512.73,669.042 1516.91,676.448 1521.09,683.944 1525.27,691.501 1529.45,699.092 1533.63,706.675 1537.81,714.238 \n",
       "  1541.99,721.734 1546.17,729.14 1550.35,736.467 1554.53,743.636 1558.71,750.651 1562.89,757.497 1567.07,764.129 1571.25,770.558 1575.43,776.757 1579.61,782.718 \n",
       "  1583.79,788.431 1587.97,793.865 1592.15,799.016 1596.33,803.922 1600.51,808.522 1604.69,812.872 1608.87,816.928 1613.05,820.71 1617.23,824.227 1621.41,827.498 \n",
       "  1625.59,830.525 1629.77,833.312 1633.95,835.878 1638.13,838.23 1642.31,840.415 1646.49,842.415 1650.67,844.282 1654.85,845.998 1659.03,847.603 1663.21,849.136 \n",
       "  1667.39,850.587 1671.57,851.998 1675.75,853.378 1679.92,854.76 1684.1,856.155 1688.28,857.581 1692.46,859.058 1696.64,860.609 1700.82,862.243 1705,863.977 \n",
       "  1709.18,865.829 1713.36,867.803 1717.54,869.891 1721.72,872.145 1725.9,874.541 1730.08,877.073 1734.26,879.768 1738.44,882.612 1742.62,885.592 1746.8,888.723 \n",
       "  1750.98,891.987 1755.16,895.38 1759.34,898.892 1763.52,902.5 1767.7,906.208 1771.88,910 1776.06,913.847 1780.24,917.736 1784.42,921.651 1788.6,925.566 \n",
       "  1792.78,929.487 1796.96,933.35 1801.14,937.169 1805.32,940.918 1809.5,944.575 1813.68,948.101 1817.86,951.5 1822.04,954.747 1826.22,957.809 1830.4,960.684 \n",
       "  1834.58,963.338 1838.76,965.779 1842.94,967.957 1847.12,969.867 1851.3,971.519 1855.48,972.864 1859.66,973.915 1863.84,974.648 1868.02,975.053 1872.2,975.146 \n",
       "  1876.38,974.886 1880.56,974.279 1884.74,973.332 1888.92,972.02 1893.1,970.358 1897.28,968.334 1901.46,965.972 1905.64,963.215 1909.82,960.145 1914,956.691 \n",
       "  1918.18,952.905 1922.36,948.769 1926.54,944.295 1930.72,939.491 1934.9,934.363 1939.08,928.95 1943.26,923.195 1947.44,917.168 1951.62,910.856 1955.8,904.277 \n",
       "  1959.98,897.422 1964.15,890.349 1968.33,883.037 1972.51,875.522 1976.69,867.781 1980.87,859.879 1985.05,851.805 1989.23,843.592 1993.41,835.245 1997.59,826.783 \n",
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       "  1500.19,642.616 1504.37,650.231 1508.55,657.995 1512.73,665.862 1516.91,673.818 1521.09,681.809 1525.27,689.812 1529.45,697.779 1533.63,705.71 1537.81,713.556 \n",
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       "  1750.98,886.166 1755.16,890.059 1759.34,894.088 1763.52,898.219 1767.7,902.433 1771.88,906.739 1776.06,911.082 1780.24,915.461 1784.42,919.853 1788.6,924.227 \n",
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       "  1500.19,656.397 1504.37,661.913 1508.55,667.679 1512.73,673.732 1516.91,680.008 1521.09,686.509 1525.27,693.202 1529.45,700.057 1533.63,707.063 1537.81,714.195 \n",
       "  1541.99,721.426 1546.17,728.709 1550.35,736.052 1554.53,743.421 1558.71,750.789 1562.89,758.13 1567.07,765.419 1571.25,772.641 1575.43,779.771 1579.61,786.787 \n",
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       "  1500.19,657.543 1504.37,662.984 1508.55,668.697 1512.73,674.672 1516.91,680.891 1521.09,687.33 1525.27,693.951 1529.45,700.743 1533.63,707.676 1537.81,714.733 \n",
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       "  1709.18,898.581 1713.36,900.007 1717.54,901.433 1721.72,902.894 1725.9,904.383 1730.08,905.921 1734.26,907.502 1738.44,909.163 1742.62,910.878 1746.8,912.671 \n",
       "  1750.98,914.535 1755.16,916.478 1759.34,918.5 1763.52,920.597 1767.7,922.777 1771.88,925.014 1776.06,927.325 1780.24,929.691 1784.42,932.117 1788.6,934.596 \n",
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       "  956.81,806.285 960.99,810.013 965.17,813.878 969.35,817.883 973.53,822.041 977.71,826.311 981.89,830.714 986.069,835.182 990.249,839.774 994.429,844.43 \n",
       "  998.609,849.158 1002.79,853.917 1006.97,858.734 1011.15,863.556 1015.33,868.377 1019.51,873.187 1023.69,877.97 1027.87,882.699 1032.05,887.362 1036.23,891.951 \n",
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       "  1124,940.697 1128.18,939.841 1132.36,938.657 1136.54,937.175 1140.72,935.377 1144.9,933.277 1149.08,930.893 1153.26,928.22 1157.44,925.297 1161.62,922.09 \n",
       "  1165.8,918.634 1169.98,914.957 1174.16,911.052 1178.34,906.922 1182.52,902.603 1186.7,898.095 1190.88,893.416 1195.06,888.565 1199.24,883.575 1203.42,878.445 \n",
       "  1207.6,873.19 1211.78,867.82 1215.96,862.343 1220.14,856.77 1224.32,851.1 1228.5,845.353 1232.68,839.522 1236.86,833.622 1241.04,827.653 1245.22,821.625 \n",
       "  1249.4,815.541 1253.58,809.398 1257.76,803.201 1261.94,796.95 1266.12,790.65 1270.3,784.297 1274.48,777.903 1278.66,771.453 1282.84,764.966 1287.02,758.437 \n",
       "  1291.2,751.867 1295.38,745.267 1299.56,738.631 1303.74,731.961 1307.92,725.283 1312.1,718.578 1316.28,711.871 1320.46,705.17 1324.64,698.475 1328.82,691.814 \n",
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       "  1374.8,624.771 1378.98,619.749 1383.16,615.007 1387.34,610.554 1391.52,606.409 1395.7,602.61 1399.87,599.169 1404.05,596.11 1408.23,593.434 1412.41,591.187 \n",
       "  1416.59,589.366 1420.77,587.977 1424.95,587.049 1429.13,586.589 1433.31,586.597 1437.49,587.079 1441.67,588.045 1445.85,589.483 1450.03,591.41 1454.21,593.801 \n",
       "  1458.39,596.664 1462.57,599.978 1466.75,603.748 1470.93,607.939 1475.11,612.557 1479.29,617.556 1483.47,622.927 1487.65,628.648 1491.83,634.682 1496.01,641.03 \n",
       "  1500.19,647.631 1504.37,654.488 1508.55,661.547 1512.73,668.766 1516.91,676.141 1521.09,683.627 1525.27,691.19 1529.45,698.793 1533.63,706.41 1537.81,714.001 \n",
       "  1541.99,721.544 1546.17,729.002 1550.35,736.365 1554.53,743.574 1558.71,750.631 1562.89,757.488 1567.07,764.14 1571.25,770.57 1575.43,776.749 1579.61,782.678 \n",
       "  1583.79,788.32 1587.97,793.696 1592.15,798.781 1596.33,803.561 1600.51,808.049 1604.69,812.242 1608.87,816.158 1613.05,819.782 1617.23,823.125 1621.41,826.214 \n",
       "  1625.59,829.042 1629.77,831.627 1633.95,833.993 1638.13,836.158 1642.31,838.116 1646.49,839.935 1650.67,841.603 1654.85,843.139 1659.03,844.584 1663.21,845.956 \n",
       "  1667.39,847.269 1671.57,848.557 1675.75,849.836 1679.92,851.131 1684.1,852.463 1688.28,853.859 1692.46,855.325 1696.64,856.873 1700.82,858.536 1705,860.321 \n",
       "  1709.18,862.247 1713.36,864.315 1717.54,866.532 1721.72,868.915 1725.9,871.45 1730.08,874.172 1734.26,877.031 1738.44,880.077 1742.62,883.265 1746.8,886.605 \n",
       "  1750.98,890.096 1755.16,893.7 1759.34,897.439 1763.52,901.269 1767.7,905.194 1771.88,909.19 1776.06,913.229 1780.24,917.313 1784.42,921.407 1788.6,925.492 \n",
       "  1792.78,929.549 1796.96,933.544 1801.14,937.474 1805.32,941.3 1809.5,945.014 1813.68,948.594 1817.86,952.016 1822.04,955.261 1826.22,958.304 1830.4,961.126 \n",
       "  1834.58,963.727 1838.76,966.071 1842.94,968.155 1847.12,969.957 1851.3,971.479 1855.48,972.692 1859.66,973.59 1863.84,974.181 1868.02,974.449 1872.2,974.368 \n",
       "  1876.38,973.96 1880.56,973.22 1884.74,972.122 1888.92,970.69 1893.1,968.901 1897.28,966.787 1901.46,964.323 1905.64,961.517 1909.82,958.386 1914,954.918 \n",
       "  1918.18,951.122 1922.36,947.016 1926.54,942.586 1930.72,937.86 1934.9,932.829 1939.08,927.512 1943.26,921.917 1947.44,916.033 1951.62,909.908 1955.8,903.528 \n",
       "  1959.98,896.915 1964.15,890.064 1968.33,883.012 1972.51,875.756 1976.69,868.313 1980.87,860.705 1985.05,852.933 1989.23,845.029 1993.41,836.99 1997.59,828.861 \n",
       "  2001.77,820.647 2005.95,812.367 2010.13,804.038 2014.31,795.674 2018.49,787.304 2022.67,778.966 2026.85,770.67 2031.03,762.438 2035.21,754.283 2039.39,746.234 \n",
       "  2043.57,738.325 2047.75,730.567 2051.93,722.984 2056.11,715.598 2060.29,708.448 2064.47,701.534 2068.65,694.885 2072.83,688.508 2077.01,682.438 2081.19,676.698 \n",
       "  2085.37,671.278 2089.55,666.218 2093.73,661.508 2097.91,657.16 2102.09,653.189 2106.27,649.605 2110.45,646.4 2114.63,643.586 2118.81,641.141 2122.99,639.086 \n",
       "  2127.17,637.394 2131.35,636.067 2135.53,635.089 2139.71,634.451 2143.89,634.117 2148.07,634.072 2152.25,634.319 2156.43,634.812 2160.61,635.53 2164.79,636.446 \n",
       "  2168.97,637.528 2173.15,638.754 2177.33,640.095 2181.51,641.503 2185.69,642.957 2189.87,644.417 2194.05,645.865 2198.23,647.247 2202.41,648.545 2206.59,649.746 \n",
       "  2210.77,650.806 2214.95,651.671 2219.13,652.355 2223.31,652.819 2227.49,653.05 2231.67,653.02 2235.85,652.711 2240.03,652.124 2244.21,651.24 2248.38,650.056 \n",
       "  2252.56,648.559 2256.74,646.751 2260.92,644.662 2265.1,642.258 2269.28,639.586 2273.46,636.624 2277.64,633.412 2281.82,629.971 2286,626.296 2290.18,622.433 \n",
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       "  1082.21,877.458 1086.39,877.376 1090.57,877.262 1094.75,877.125 1098.93,876.954 1103.11,876.741 1107.29,876.485 1111.47,876.18 1115.64,875.789 1119.82,875.339 \n",
       "  1124,874.802 1128.18,874.184 1132.36,873.46 1136.54,872.619 1140.72,871.678 1144.9,870.617 1149.08,869.422 1153.26,868.082 1157.44,866.644 1161.62,865.023 \n",
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       "  1207.6,837.77 1211.78,834.446 1215.96,830.997 1220.14,827.435 1224.32,823.736 1228.5,819.932 1232.68,816.014 1236.86,811.979 1241.04,807.86 1245.22,803.635 \n",
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       "  1291.2,751.729 1295.38,746.605 1299.56,741.429 1303.74,736.196 1307.92,730.924 1312.1,725.618 1316.28,720.274 1320.46,714.901 1324.64,709.514 1328.82,704.103 \n",
       "  1333,698.696 1337.18,693.305 1341.36,687.929 1345.54,682.603 1349.72,677.306 1353.9,672.063 1358.08,666.904 1362.26,661.828 1366.44,656.876 1370.62,652.034 \n",
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       "  1458.39,612.349 1462.57,614.655 1466.75,617.373 1470.93,620.528 1475.11,624.088 1479.29,628.056 1483.47,632.415 1487.65,637.137 1491.83,642.216 1496.01,647.617 \n",
       "  1500.19,653.344 1504.37,659.351 1508.55,665.616 1512.73,672.131 1516.91,678.839 1521.09,685.729 1525.27,692.777 1529.45,699.937 1533.63,707.171 1537.81,714.469 \n",
       "  1541.99,721.799 1546.17,729.108 1550.35,736.395 1554.53,743.606 1558.71,750.73 1562.89,757.737 1567.07,764.608 1571.25,771.31 1575.43,777.817 1579.61,784.123 \n",
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       "  1667.39,859.79 1671.57,861.363 1675.75,862.867 1679.92,864.333 1684.1,865.793 1688.28,867.245 1692.46,868.721 1696.64,870.258 1700.82,871.832 1705,873.481 \n",
       "  1709.18,875.214 1713.36,877.033 1717.54,878.97 1721.72,881.005 1725.9,883.163 1730.08,885.45 1734.26,887.836 1738.44,890.372 1742.62,893.024 1746.8,895.786 \n",
       "  1750.98,898.663 1755.16,901.648 1759.34,904.729 1763.52,907.89 1767.7,911.149 1771.88,914.46 1776.06,917.83 1780.24,921.227 1784.42,924.654 1788.6,928.09 \n",
       "  1792.78,931.506 1796.96,934.922 1801.14,938.296 1805.32,941.621 1809.5,944.873 1813.68,948.066 1817.86,951.158 1822.04,954.162 1826.22,957.047 1830.4,959.818 \n",
       "  1834.58,962.467 1838.76,964.974 1842.94,967.355 1847.12,969.603 1851.3,971.694 1855.48,973.647 1859.66,975.465 1863.84,977.129 1868.02,978.655 1872.2,980.061 \n",
       "  1876.38,981.328 1880.56,982.459 1884.74,983.486 1888.92,984.392 1893.1,985.187 1897.28,985.888 1901.46,986.501 1905.64,987.024 1909.82,987.476 1914,987.846 \n",
       "  1918.18,988.143 1922.36,988.391 1926.54,988.572 1930.72,988.698 1934.9,988.764 1939.08,988.784 1943.26,988.749 1947.44,988.652 1951.62,988.496 1955.8,988.273 \n",
       "  1959.98,988.007 1964.15,987.654 1968.33,987.203 1972.51,986.668 1976.69,986.038 1980.87,985.306 1985.05,984.448 1989.23,983.47 1993.41,982.328 1997.59,981.052 \n",
       "  2001.77,979.61 2005.95,977.987 2010.13,976.171 2014.31,974.186 2018.49,971.977 2022.67,969.558 2026.85,966.92 2031.03,964.055 2035.21,960.941 2039.39,957.608 \n",
       "  2043.57,954.025 2047.75,950.202 2051.93,946.148 2056.11,941.844 2060.29,937.307 2064.47,932.56 2068.65,927.583 2072.83,922.39 2077.01,916.997 2081.19,911.423 \n",
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       "  1291.2,799.373 1295.38,795.946 1299.56,792.276 1303.74,788.351 1307.92,784.194 1312.1,779.807 1316.28,775.183 1320.46,770.331 1324.64,765.275 1328.82,760.022 \n",
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       "  1458.39,624.433 1462.57,625.38 1466.75,626.853 1470.93,628.823 1475.11,631.284 1479.29,634.233 1483.47,637.66 1487.65,641.536 1491.83,645.854 1496.01,650.592 \n",
       "  1500.19,655.71 1504.37,661.202 1508.55,667.02 1512.73,673.157 1516.91,679.547 1521.09,686.193 1525.27,693.025 1529.45,700.039 1533.63,707.178 1537.81,714.408 \n",
       "  1541.99,721.7 1546.17,729.01 1550.35,736.303 1554.53,743.553 1558.71,750.723 1562.89,757.788 1567.07,764.7 1571.25,771.456 1575.43,778.014 1579.61,784.34 \n",
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       "  1918.18,931.101 1922.36,924.97 1926.54,918.47 1930.72,911.658 1934.9,904.527 1939.08,897.114 1943.26,889.442 1947.44,881.547 1951.62,873.458 1955.8,865.175 \n",
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       "  2001.77,770.882 2005.95,762.689 2010.13,754.672 2014.31,746.811 2018.49,739.154 2022.67,731.71 2026.85,724.496 2031.03,717.495 2035.21,710.759 2039.39,704.259 \n",
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       "  1500.19,659.605 1504.37,664.656 1508.55,670.044 1512.73,675.725 1516.91,681.694 1521.09,687.919 1525.27,694.363 1529.45,701.034 1533.63,707.861 1537.81,714.846 \n",
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       "  1709.18,883.176 1713.36,884.589 1717.54,886.101 1721.72,887.707 1725.9,889.436 1730.08,891.275 1734.26,893.244 1738.44,895.34 1742.62,897.577 1746.8,899.939 \n",
       "  1750.98,902.437 1755.16,905.048 1759.34,907.777 1763.52,910.617 1767.7,913.555 1771.88,916.588 1776.06,919.701 1780.24,922.867 1784.42,926.089 1788.6,929.345 \n",
       "  1792.78,932.604 1796.96,935.876 1801.14,939.131 1805.32,942.346 1809.5,945.514 1813.68,948.624 1817.86,951.663 1822.04,954.596 1826.22,957.427 1830.4,960.15 \n",
       "  1834.58,962.731 1838.76,965.204 1842.94,967.505 1847.12,969.666 1851.3,971.671 1855.48,973.521 1859.66,975.207 1863.84,976.726 1868.02,978.095 1872.2,979.309 \n",
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       "  1959.98,985.789 1964.15,986.257 1968.33,986.838 1972.51,987.514 1976.69,988.314 1980.87,989.234 1985.05,990.267 1989.23,991.452 1993.41,992.747 1997.59,994.176 \n",
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       "  956.81,917.072 960.99,916.043 965.17,915.056 969.35,914.151 973.53,913.301 977.71,912.507 981.89,911.8 986.069,911.153 990.249,910.572 994.429,910.065 \n",
       "  998.609,909.615 1002.79,909.225 1006.97,908.889 1011.15,908.608 1015.33,908.353 1019.51,908.134 1023.69,907.942 1027.87,907.745 1032.05,907.571 1036.23,907.383 \n",
       "  1040.41,907.16 1044.59,906.921 1048.77,906.634 1052.95,906.274 1057.13,905.851 1061.31,905.351 1065.49,904.774 1069.67,904.078 1073.85,903.272 1078.03,902.352 \n",
       "  1082.21,901.298 1086.39,900.104 1090.57,898.778 1094.75,897.296 1098.93,895.667 1103.11,893.894 1107.29,891.961 1111.47,889.868 1115.64,887.635 1119.82,885.243 \n",
       "  1124,882.708 1128.18,880.037 1132.36,877.226 1136.54,874.292 1140.72,871.22 1144.9,868.043 1149.08,864.754 1153.26,861.367 1157.44,857.887 1161.62,854.327 \n",
       "  1165.8,850.685 1169.98,846.976 1174.16,843.226 1178.34,839.409 1182.52,835.55 1186.7,831.647 1190.88,827.714 1195.06,823.753 1199.24,819.767 1203.42,815.746 \n",
       "  1207.6,811.722 1211.78,807.651 1215.96,803.565 1220.14,799.457 1224.32,795.326 1228.5,791.167 1232.68,786.965 1236.86,782.734 1241.04,778.47 1245.22,774.152 \n",
       "  1249.4,769.796 1253.58,765.375 1257.76,760.907 1261.94,756.37 1266.12,751.766 1270.3,747.079 1274.48,742.34 1278.66,737.511 1282.84,732.607 1287.02,727.643 \n",
       "  1291.2,722.587 1295.38,717.475 1299.56,712.289 1303.74,707.036 1307.92,701.724 1312.1,696.374 1316.28,690.975 1320.46,685.534 1324.64,680.105 1328.82,674.663 \n",
       "  1333,669.226 1337.18,663.824 1341.36,658.453 1345.54,653.159 1349.72,647.946 1353.9,642.828 1358.08,637.844 1362.26,632.991 1366.44,628.296 1370.62,623.785 \n",
       "  1374.8,619.49 1378.98,615.418 1383.16,611.595 1387.34,608.036 1391.52,604.763 1395.7,601.781 1399.87,599.131 1404.05,596.824 1408.23,594.864 1412.41,593.264 \n",
       "  1416.59,592.052 1420.77,591.232 1424.95,590.812 1429.13,590.788 1433.31,591.181 1437.49,591.973 1441.67,593.197 1445.85,594.839 1450.03,596.888 1454.21,599.347 \n",
       "  1458.39,602.211 1462.57,605.476 1466.75,609.123 1470.93,613.14 1475.11,617.526 1479.29,622.251 1483.47,627.319 1487.65,632.687 1491.83,638.359 1496.01,644.308 \n",
       "  1500.19,650.513 1504.37,656.929 1508.55,663.571 1512.73,670.386 1516.91,677.371 1521.09,684.502 1525.27,691.735 1529.45,699.057 1533.63,706.438 1537.81,713.86 \n",
       "  1541.99,721.3 1546.17,728.713 1550.35,736.102 1554.53,743.439 1558.71,750.691 1562.89,757.845 1567.07,764.887 1571.25,771.789 1575.43,778.529 1579.61,785.105 \n",
       "  1583.79,791.501 1587.97,797.699 1592.15,803.668 1596.33,809.444 1600.51,814.976 1604.69,820.275 1608.87,825.35 1613.05,830.176 1617.23,834.76 1621.41,839.091 \n",
       "  1625.59,843.196 1629.77,847.063 1633.95,850.685 1638.13,854.096 1642.31,857.292 1646.49,860.267 1650.67,863.056 1654.85,865.661 1659.03,868.09 1663.21,870.349 \n",
       "  1667.39,872.483 1671.57,874.489 1675.75,876.372 1679.92,878.162 1684.1,879.879 1688.28,881.539 1692.46,883.145 1696.64,884.719 1700.82,886.285 1705,887.858 \n",
       "  1709.18,889.453 1713.36,891.07 1717.54,892.733 1721.72,894.463 1725.9,896.242 1730.08,898.12 1734.26,900.077 1738.44,902.12 1742.62,904.277 1746.8,906.525 \n",
       "  1750.98,908.881 1755.16,911.335 1759.34,913.894 1763.52,916.541 1767.7,919.287 1771.88,922.117 1776.06,925.013 1780.24,927.992 1784.42,931.007 1788.6,934.058 \n",
       "  1792.78,937.138 1796.96,940.21 1801.14,943.279 1805.32,946.304 1809.5,949.279 1813.68,952.181 1817.86,954.985 1822.04,957.683 1826.22,960.238 1830.4,962.61 \n",
       "  1834.58,964.828 1838.76,966.843 1842.94,968.633 1847.12,970.187 1851.3,971.482 1855.48,972.499 1859.66,973.249 1863.84,973.685 1868.02,973.818 1872.2,973.626 \n",
       "  1876.38,973.104 1880.56,972.256 1884.74,971.094 1888.92,969.587 1893.1,967.756 1897.28,965.614 1901.46,963.138 1905.64,960.377 1909.82,957.317 1914,953.99 \n",
       "  1918.18,950.4 1922.36,946.567 1926.54,942.521 1930.72,938.261 1934.9,933.86 1939.08,929.297 1943.26,924.619 1947.44,919.858 1951.62,915.023 1955.8,910.149 \n",
       "  1959.98,905.293 1964.15,900.441 1968.33,895.65 1972.51,890.94 1976.69,886.331 1980.87,881.841 1985.05,877.544 1989.23,873.398 1993.41,869.471 1997.59,865.762 \n",
       "  2001.77,862.3 2005.95,859.113 2010.13,856.164 2014.31,853.518 2018.49,851.164 2022.67,849.113 2026.85,847.369 2031.03,845.931 2035.21,844.804 2039.39,843.971 \n",
       "  2043.57,843.448 2047.75,843.229 2051.93,843.277 2056.11,843.605 2060.29,844.202 2064.47,845.034 2068.65,846.094 2072.83,847.364 2077.01,848.834 2081.19,850.466 \n",
       "  2085.37,852.247 2089.55,854.153 2093.73,856.166 2097.91,858.265 2102.09,860.401 2106.27,862.573 2110.45,864.767 2114.63,866.926 2118.81,869.049 2122.99,871.123 \n",
       "  2127.17,873.096 2131.35,874.962 2135.53,876.707 2139.71,878.307 2143.89,879.734 2148.07,880.984 2152.25,882.027 2156.43,882.871 2160.61,883.475 2164.79,883.838 \n",
       "  2168.97,883.966 2173.15,883.831 2177.33,883.418 2181.51,882.739 2185.69,881.773 2189.87,880.526 2194.05,878.995 2198.23,877.183 2202.41,875.073 2206.59,872.684 \n",
       "  2210.77,870.009 2214.95,867.038 2219.13,863.793 2223.31,860.279 2227.49,856.489 2231.67,852.436 2235.85,848.126 2240.03,843.566 2244.21,838.747 2248.38,833.7 \n",
       "  2252.56,828.422 2256.74,822.929 2260.92,817.221 2265.1,811.326 2269.28,805.215 2273.46,798.928 2277.64,792.481 2281.82,785.855 2286,779.079 2290.18,772.167 \n",
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       "  246.235,612.119 250.415,619.747 254.595,627.572 258.775,635.565 262.955,643.726 267.135,652.036 271.315,660.5 275.494,669.106 279.674,677.85 283.854,686.702 \n",
       "  288.034,695.663 292.214,704.728 296.394,713.877 300.574,723.106 304.753,732.368 308.933,741.691 313.113,751.038 317.293,760.387 321.473,769.719 325.653,779.037 \n",
       "  329.833,788.281 334.012,797.467 338.192,806.554 342.372,815.502 346.552,824.313 350.732,832.955 354.912,841.393 359.092,849.607 363.271,857.56 367.451,865.237 \n",
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       "  915.012,790.315 919.192,790.877 923.372,791.702 927.551,792.813 931.731,794.213 935.911,795.912 940.091,797.881 944.271,800.139 948.451,802.665 952.631,805.464 \n",
       "  956.81,808.512 960.99,811.805 965.17,815.347 969.35,819.119 973.53,823.115 977.71,827.311 981.89,831.687 986.069,836.256 990.249,840.995 994.429,845.866 \n",
       "  998.609,850.875 1002.79,855.994 1006.97,861.238 1011.15,866.554 1015.33,871.947 1019.51,877.403 1023.69,882.889 1027.87,888.397 1032.05,893.912 1036.23,899.427 \n",
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       "  1082.21,954.648 1086.39,958.76 1090.57,962.669 1094.75,966.333 1098.93,969.753 1103.11,972.918 1107.29,975.798 1111.47,978.394 1115.64,980.683 1119.82,982.672 \n",
       "  1124,984.318 1128.18,985.648 1132.36,986.608 1136.54,987.211 1140.72,987.446 1144.9,987.315 1149.08,986.789 1153.26,985.876 1157.44,984.562 1161.62,982.842 \n",
       "  1165.8,980.721 1169.98,978.2 1174.16,975.251 1178.34,971.892 1182.52,968.142 1186.7,963.977 1190.88,959.411 1195.06,954.447 1199.24,949.09 1203.42,943.361 \n",
       "  1207.6,937.246 1211.78,930.764 1215.96,923.96 1220.14,916.791 1224.32,909.314 1228.5,901.519 1232.68,893.448 1236.86,885.074 1241.04,876.463 1245.22,867.615 \n",
       "  1249.4,858.551 1253.58,849.293 1257.76,839.855 1261.94,830.259 1266.12,820.528 1270.3,810.688 1274.48,800.775 1278.66,790.773 1282.84,780.745 1287.02,770.695 \n",
       "  1291.2,760.634 1295.38,750.615 1299.56,740.631 1303.74,730.716 1307.92,720.902 1312.1,711.18 1316.28,701.602 1320.46,692.187 1324.64,682.941 1328.82,673.885 \n",
       "  1333,665.056 1337.18,656.46 1341.36,648.119 1345.54,640.054 1349.72,632.29 1353.9,624.829 1358.08,617.699 1362.26,610.936 1366.44,604.52 1370.62,598.497 \n",
       "  1374.8,592.873 1378.98,587.66 1383.16,582.887 1387.34,578.559 1391.52,574.684 1395.7,571.276 1399.87,568.348 1404.05,565.92 1408.23,563.988 1412.41,562.561 \n",
       "  1416.59,561.651 1420.77,561.258 1424.95,561.391 1429.13,562.038 1433.31,563.202 1437.49,564.889 1441.67,567.082 1445.85,569.776 1450.03,572.983 1454.21,576.645 \n",
       "  1458.39,580.782 1462.57,585.371 1466.75,590.39 1470.93,595.806 1475.11,601.621 1479.29,607.784 1483.47,614.289 1487.65,621.088 1491.83,628.161 1496.01,635.474 \n",
       "  1500.19,643.001 1504.37,650.701 1508.55,658.533 1512.73,666.456 1516.91,674.464 1521.09,682.49 1525.27,690.511 1529.45,698.497 1533.63,706.409 1537.81,714.211 \n",
       "  1541.99,721.863 1546.17,729.368 1550.35,736.661 1554.53,743.731 1558.71,750.564 1562.89,757.126 1567.07,763.399 1571.25,769.368 1575.43,775.027 1579.61,780.359 \n",
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       "  1625.59,818.058 1629.77,819.847 1633.95,821.455 1638.13,822.902 1642.31,824.218 1646.49,825.415 1650.67,826.535 1654.85,827.582 1659.03,828.603 1663.21,829.627 \n",
       "  1667.39,830.67 1671.57,831.761 1675.75,832.923 1679.92,834.18 1684.1,835.555 1688.28,837.046 1692.46,838.692 1696.64,840.511 1700.82,842.491 1705,844.643 \n",
       "  1709.18,847.01 1713.36,849.557 1717.54,852.299 1721.72,855.24 1725.9,858.375 1730.08,861.702 1734.26,865.216 1738.44,868.891 1742.62,872.722 1746.8,876.714 \n",
       "  1750.98,880.847 1755.16,885.083 1759.34,889.421 1763.52,893.839 1767.7,898.317 1771.88,902.849 1776.06,907.387 1780.24,911.949 1784.42,916.464 1788.6,920.958 \n",
       "  1792.78,925.384 1796.96,929.737 1801.14,933.984 1805.32,938.117 1809.5,942.115 1813.68,945.954 1817.86,949.635 1822.04,953.138 1826.22,956.438 1830.4,959.53 \n",
       "  1834.58,962.41 1838.76,965.057 1842.94,967.475 1847.12,969.66 1851.3,971.568 1855.48,973.237 1859.66,974.652 1863.84,975.807 1868.02,976.683 1872.2,977.305 \n",
       "  1876.38,977.687 1880.56,977.78 1884.74,977.628 1888.92,977.207 1893.1,976.533 1897.28,975.6 1901.46,974.427 1905.64,973.002 1909.82,971.344 1914,969.438 \n",
       "  1918.18,967.311 1922.36,964.943 1926.54,962.365 1930.72,959.565 1934.9,956.565 1939.08,953.357 1943.26,949.956 1947.44,946.36 1951.62,942.582 1955.8,938.62 \n",
       "  1959.98,934.514 1964.15,930.209 1968.33,925.769 1972.51,921.161 1976.69,916.423 1980.87,911.543 1985.05,906.526 1989.23,901.395 1993.41,896.16 1997.59,890.795 \n",
       "  2001.77,885.336 2005.95,879.784 2010.13,874.146 2014.31,868.416 2018.49,862.612 2022.67,856.733 2026.85,850.781 2031.03,844.78 2035.21,838.722 2039.39,832.598 \n",
       "  2043.57,826.436 2047.75,820.233 2051.93,813.978 2056.11,807.685 2060.29,801.351 2064.47,794.988 2068.65,788.605 2072.83,782.173 2077.01,775.724 2081.19,769.227 \n",
       "  2085.37,762.714 2089.55,756.184 2093.73,749.608 2097.91,743.011 2102.09,736.401 2106.27,729.749 2110.45,723.095 2114.63,716.403 2118.81,709.685 2122.99,702.957 \n",
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       "  1750.98,1135.7 1755.16,1145.63 1759.34,1155.4 1763.52,1164.98 1767.7,1174.35 1771.88,1183.39 1776.06,1192.13 1780.24,1200.48 1784.42,1208.41 1788.6,1215.87 \n",
       "  1792.78,1222.84 1796.96,1229.24 1801.14,1235.04 1805.32,1240.23 1809.5,1244.74 1813.68,1248.56 1817.86,1251.64 1822.04,1253.95 1826.22,1255.5 1830.4,1256.23 \n",
       "  1834.58,1256.16 1838.76,1255.25 1842.94,1253.5 1847.12,1250.89 1851.3,1247.44 1855.48,1243.16 1859.66,1238.01 1863.84,1232.05 1868.02,1225.27 1872.2,1217.7 \n",
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       "  1918.18,1089.31 1922.36,1074.47 1926.54,1059.3 1930.72,1043.8 1934.9,1028.07 1939.08,1012.12 1943.26,996.001 1947.44,979.764 1951.62,963.454 1955.8,947.122 \n",
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       "  706.019,921.431 710.199,923.5 714.379,925.168 718.559,926.428 722.739,927.275 726.919,927.716 731.098,927.751 735.278,927.404 739.458,926.661 743.638,925.576 \n",
       "  747.818,924.139 751.998,922.394 756.178,920.34 760.357,918.029 764.537,915.471 768.717,912.702 772.897,909.78 777.077,906.719 781.257,903.537 785.436,900.305 \n",
       "  789.616,897.04 793.796,893.789 797.976,890.562 802.156,887.418 806.336,884.391 810.516,881.497 814.695,878.779 818.875,876.243 823.055,873.923 827.235,871.852 \n",
       "  831.415,870.039 835.595,868.501 839.775,867.243 843.954,866.274 848.134,865.607 852.314,865.244 856.494,865.174 860.674,865.393 864.854,865.881 869.034,866.647 \n",
       "  873.213,867.652 877.393,868.892 881.573,870.342 885.753,871.968 889.933,873.743 894.113,875.64 898.293,877.639 902.472,879.687 906.652,881.745 910.832,883.805 \n",
       "  915.012,885.822 919.192,887.729 923.372,889.528 927.551,891.16 931.731,892.609 935.911,893.819 940.091,894.779 944.271,895.452 948.451,895.799 952.631,895.81 \n",
       "  956.81,895.467 960.99,894.74 965.17,893.614 969.35,892.081 973.53,890.123 977.71,887.772 981.89,884.979 986.069,881.77 990.249,878.158 994.429,874.156 \n",
       "  998.609,869.762 1002.79,865.012 1006.97,859.918 1011.15,854.535 1015.33,848.847 1019.51,842.917 1023.69,836.783 1027.87,830.483 1032.05,824.026 1036.23,817.502 \n",
       "  1040.41,810.922 1044.59,804.357 1048.77,797.823 1052.95,791.401 1057.13,785.112 1061.31,779.02 1065.49,773.149 1069.67,767.569 1073.85,762.305 1078.03,757.405 \n",
       "  1082.21,752.908 1086.39,748.86 1090.57,745.269 1094.75,742.179 1098.93,739.636 1103.11,737.627 1107.29,736.183 1111.47,735.335 1115.64,735.075 1119.82,735.412 \n",
       "  1124,736.347 1128.18,737.893 1132.36,740.004 1136.54,742.702 1140.72,745.958 1144.9,749.751 1149.08,754.062 1153.26,758.854 1157.44,764.088 1161.62,769.734 \n",
       "  1165.8,775.77 1169.98,782.125 1174.16,788.762 1178.34,795.631 1182.52,802.691 1186.7,809.883 1190.88,817.158 1195.06,824.463 1199.24,831.756 1203.42,838.956 \n",
       "  1207.6,846.03 1211.78,852.912 1215.96,859.549 1220.14,865.918 1224.32,871.95 1228.5,877.58 1232.68,882.802 1236.86,887.547 1241.04,891.807 1245.22,895.508 \n",
       "  1249.4,898.646 1253.58,901.198 1257.76,903.126 1261.94,904.425 1266.12,905.065 1270.3,905.033 1274.48,904.353 1278.66,902.992 1282.84,900.979 1287.02,898.293 \n",
       "  1291.2,894.977 1295.38,891.022 1299.56,886.461 1303.74,881.314 1307.92,875.591 1312.1,869.354 1316.28,862.621 1320.46,855.432 1324.64,847.808 1328.82,839.818 \n",
       "  1333,831.494 1337.18,822.871 1341.36,814.014 1345.54,804.962 1349.72,795.765 1353.9,786.458 1358.08,777.123 1362.26,767.784 1366.44,758.489 1370.62,749.296 \n",
       "  1374.8,740.258 1378.98,731.415 1383.16,722.802 1387.34,714.479 1391.52,706.458 1395.7,698.816 1399.87,691.559 1404.05,684.73 1408.23,678.37 1412.41,672.486 \n",
       "  1416.59,667.123 1420.77,662.29 1424.95,658.021 1429.13,654.298 1433.31,651.185 1437.49,648.654 1441.67,646.713 1445.85,645.368 1450.03,644.625 1454.21,644.494 \n",
       "  1458.39,644.94 1462.57,645.971 1466.75,647.56 1470.93,649.719 1475.11,652.389 1479.29,655.597 1483.47,659.289 1487.65,663.459 1491.83,668.061 1496.01,673.089 \n",
       "  1500.19,678.503 1504.37,684.269 1508.55,690.364 1512.73,696.761 1516.91,703.414 1521.09,710.297 1525.27,717.38 1529.45,724.63 1533.63,732.028 1537.81,739.517 \n",
       "  1541.99,747.101 1546.17,754.724 1550.35,762.376 1554.53,770.022 1558.71,777.656 1562.89,785.225 1567.07,792.751 1571.25,800.207 1575.43,807.576 1579.61,814.837 \n",
       "  1583.79,821.989 1587.97,829.038 1592.15,835.985 1596.33,842.801 1600.51,849.525 1604.69,856.148 1608.87,862.68 1613.05,869.143 1617.23,875.524 1621.41,881.868 \n",
       "  1625.59,888.166 1629.77,894.451 1633.95,900.752 1638.13,907.083 1642.31,913.437 1646.49,919.881 1650.67,926.42 1654.85,933.062 1659.03,939.83 1663.21,946.761 \n",
       "  1667.39,953.867 1671.57,961.151 1675.75,968.626 1679.92,976.326 1684.1,984.242 1688.28,992.387 1692.46,1000.76 1696.64,1009.36 1700.82,1018.19 1705,1027.23 \n",
       "  1709.18,1036.49 1713.36,1045.94 1717.54,1055.57 1721.72,1065.34 1725.9,1075.25 1730.08,1085.26 1734.26,1095.34 1738.44,1105.47 1742.62,1115.58 1746.8,1125.68 \n",
       "  1750.98,1135.69 1755.16,1145.57 1759.34,1155.29 1763.52,1164.81 1767.7,1174.09 1771.88,1183.04 1776.06,1191.66 1780.24,1199.9 1784.42,1207.71 1788.6,1215.04 \n",
       "  1792.78,1221.87 1796.96,1228.14 1801.14,1233.83 1805.32,1238.9 1809.5,1243.33 1813.68,1247.08 1817.86,1250.11 1822.04,1252.44 1826.22,1254.03 1830.4,1254.87 \n",
       "  1834.58,1254.94 1838.76,1254.25 1842.94,1252.8 1847.12,1250.58 1851.3,1247.59 1855.48,1243.86 1859.66,1239.38 1863.84,1234.18 1868.02,1228.26 1872.2,1221.66 \n",
       "  1876.38,1214.39 1880.56,1206.49 1884.74,1197.97 1888.92,1188.88 1893.1,1179.24 1897.28,1169.09 1901.46,1158.44 1905.64,1147.36 1909.82,1135.87 1914,1124.01 \n",
       "  1918.18,1111.82 1922.36,1099.34 1926.54,1086.6 1930.72,1073.63 1934.9,1060.49 1939.08,1047.21 1943.26,1033.83 1947.44,1020.36 1951.62,1006.87 1955.8,993.379 \n",
       "  1959.98,979.927 1964.15,966.54 1968.33,953.247 1972.51,940.086 1976.69,927.08 1980.87,914.259 1985.05,901.653 1989.23,889.285 1993.41,877.16 1997.59,865.318 \n",
       "  2001.77,853.766 2005.95,842.535 2010.13,831.635 2014.31,821.059 2018.49,810.835 2022.67,801.003 2026.85,791.513 2031.03,782.413 2035.21,773.699 2039.39,765.354 \n",
       "  2043.57,757.413 2047.75,749.846 2051.93,742.654 2056.11,735.86 2060.29,729.418 2064.47,723.353 2068.65,717.654 2072.83,712.304 2077.01,707.279 2081.19,702.609 \n",
       "  2085.37,698.256 2089.55,694.211 2093.73,690.456 2097.91,686.998 2102.09,683.812 2106.27,680.904 2110.45,678.233 2114.63,675.804 2118.81,673.612 2122.99,671.648 \n",
       "  2127.17,669.898 2131.35,668.348 2135.53,667.005 2139.71,665.849 2143.89,664.89 2148.07,664.115 2152.25,663.519 2156.43,663.11 2160.61,662.886 2164.79,662.835 \n",
       "  2168.97,662.97 2173.15,663.308 2177.33,663.822 2181.51,664.527 2185.69,665.444 2189.87,666.57 2194.05,667.901 2198.23,669.453 2202.41,671.23 2206.59,673.238 \n",
       "  2210.77,675.473 2214.95,677.963 2219.13,680.689 2223.31,683.671 2227.49,686.901 2231.67,690.393 2235.85,694.139 2240.03,698.148 2244.21,702.408 2248.38,706.909 \n",
       "  2252.56,711.667 2256.74,716.667 2260.92,721.897 2265.1,727.357 2269.28,733.031 2273.46,738.894 2277.64,744.974 2281.82,751.202 2286,757.585 2290.18,764.12 \n",
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       "  246.235,970.985 250.415,976.279 254.595,981.137 258.775,985.522 262.955,989.44 267.135,992.901 271.315,995.873 275.494,998.358 279.674,1000.38 283.854,1001.9 \n",
       "  288.034,1002.96 292.214,1003.54 296.394,1003.65 300.574,1003.32 304.753,1002.54 308.933,1001.34 313.113,999.738 317.293,997.739 321.473,995.365 325.653,992.636 \n",
       "  329.833,989.579 334.012,986.203 338.192,982.562 342.372,978.654 346.552,974.515 350.732,970.17 354.912,965.639 359.092,960.954 363.271,956.134 367.451,951.203 \n",
       "  371.631,946.196 375.811,941.129 379.991,936.014 384.171,930.889 388.35,925.775 392.53,920.68 396.71,915.633 400.89,910.631 405.07,905.704 409.25,900.866 \n",
       "  413.43,896.118 417.609,891.478 421.789,886.963 425.969,882.563 430.149,878.302 434.329,874.154 438.509,870.158 442.689,866.298 446.868,862.588 451.048,859.012 \n",
       "  455.228,855.579 459.408,852.285 463.588,849.133 467.768,846.116 471.948,843.244 476.127,840.507 480.307,837.9 484.487,835.435 488.667,833.103 492.847,830.904 \n",
       "  497.027,828.836 501.206,826.911 505.386,825.108 509.566,823.447 513.746,821.932 517.926,820.553 522.106,819.315 526.286,818.235 530.465,817.291 534.645,816.524 \n",
       "  538.825,815.919 543.005,815.468 547.185,815.205 551.365,815.094 555.545,815.179 559.724,815.443 563.904,815.899 568.084,816.538 572.264,817.371 576.444,818.39 \n",
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       "  706.019,893.843 710.199,895.18 714.379,896.315 718.559,897.264 722.739,898.014 726.919,898.586 731.098,898.961 735.278,899.173 739.458,899.224 743.638,899.105 \n",
       "  747.818,898.85 751.998,898.447 756.178,897.925 760.357,897.295 764.537,896.561 768.717,895.743 772.897,894.853 777.077,893.928 781.257,892.958 785.436,891.946 \n",
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       "  915.012,889.082 919.192,889.826 923.372,890.554 927.551,891.251 931.731,891.927 935.911,892.542 940.091,893.114 944.271,893.624 948.451,894.047 952.631,894.406 \n",
       "  956.81,894.672 960.99,894.86 965.17,894.955 969.35,894.939 973.53,894.857 977.71,894.634 981.89,894.31 986.069,893.888 990.249,893.35 994.429,892.708 \n",
       "  998.609,891.963 1002.79,891.111 1006.97,890.173 1011.15,889.139 1015.33,888.017 1019.51,886.814 1023.69,885.535 1027.87,884.211 1032.05,882.825 1036.23,881.408 \n",
       "  1040.41,879.958 1044.59,878.494 1048.77,877.025 1052.95,875.569 1057.13,874.123 1061.31,872.732 1065.49,871.398 1069.67,870.134 1073.85,868.941 1078.03,867.84 \n",
       "  1082.21,866.871 1086.39,866.016 1090.57,865.298 1094.75,864.733 1098.93,864.326 1103.11,864.103 1107.29,864.043 1111.47,864.177 1115.64,864.501 1119.82,865.023 \n",
       "  1124,865.761 1128.18,866.691 1132.36,867.831 1136.54,869.159 1140.72,870.687 1144.9,872.411 1149.08,874.326 1153.26,876.396 1157.44,878.626 1161.62,881.014 \n",
       "  1165.8,883.532 1169.98,886.158 1174.16,888.883 1178.34,891.678 1182.52,894.519 1186.7,897.385 1190.88,900.261 1195.06,903.118 1199.24,905.915 1203.42,908.618 \n",
       "  1207.6,911.23 1211.78,913.703 1215.96,916.005 1220.14,918.115 1224.32,919.997 1228.5,921.626 1232.68,922.964 1236.86,924.016 1241.04,924.738 1245.22,925.088 \n",
       "  1249.4,925.054 1253.58,924.636 1257.76,923.785 1261.94,922.518 1266.12,920.788 1270.3,918.603 1274.48,915.943 1278.66,912.815 1282.84,909.205 1287.02,905.126 \n",
       "  1291.2,900.569 1295.38,895.534 1299.56,890.038 1303.74,884.111 1307.92,877.727 1312.1,870.944 1316.28,863.776 1320.46,856.239 1324.64,848.354 1328.82,840.158 \n",
       "  1333,831.703 1337.18,822.975 1341.36,814.063 1345.54,804.978 1349.72,795.757 1353.9,786.459 1358.08,777.123 1362.26,767.777 1366.44,758.48 1370.62,749.272 \n",
       "  1374.8,740.19 1378.98,731.291 1383.16,722.612 1387.34,714.19 1391.52,706.078 1395.7,698.302 1399.87,690.924 1404.05,683.945 1408.23,677.424 1412.41,671.376 \n",
       "  1416.59,665.834 1420.77,660.84 1424.95,656.407 1429.13,652.53 1433.31,649.253 1437.49,646.581 1441.67,644.516 1445.85,643.07 1450.03,642.241 1454.21,642.034 \n",
       "  1458.39,642.435 1462.57,643.443 1466.75,645.045 1470.93,647.212 1475.11,649.944 1479.29,653.209 1483.47,656.989 1487.65,661.254 1491.83,665.984 1496.01,671.126 \n",
       "  1500.19,676.689 1504.37,682.616 1508.55,688.865 1512.73,695.412 1516.91,702.226 1521.09,709.261 1525.27,716.505 1529.45,723.892 1533.63,731.423 1537.81,739.039 \n",
       "  1541.99,746.735 1546.17,754.447 1550.35,762.186 1554.53,769.899 1558.71,777.585 1562.89,785.219 1567.07,792.768 1571.25,800.241 1575.43,807.612 1579.61,814.871 \n",
       "  1583.79,822.031 1587.97,829.068 1592.15,835.986 1596.33,842.795 1600.51,849.507 1604.69,856.117 1608.87,862.639 1613.05,869.092 1617.23,875.481 1621.41,881.823 \n",
       "  1625.59,888.133 1629.77,894.443 1633.95,900.762 1638.13,907.118 1642.31,913.517 1646.49,920.003 1650.67,926.567 1654.85,933.262 1659.03,940.07 1663.21,947.044 \n",
       "  1667.39,954.17 1671.57,961.486 1675.75,968.999 1679.92,976.694 1684.1,984.637 1688.28,992.767 1692.46,1001.13 1696.64,1009.71 1700.82,1018.5 1705,1027.51 \n",
       "  1709.18,1036.72 1713.36,1046.12 1717.54,1055.7 1721.72,1065.43 1725.9,1075.29 1730.08,1085.27 1734.26,1095.33 1738.44,1105.43 1742.62,1115.55 1746.8,1125.66 \n",
       "  1750.98,1135.72 1755.16,1145.68 1759.34,1155.51 1763.52,1165.14 1767.7,1174.57 1771.88,1183.72 1776.06,1192.55 1780.24,1201 1784.42,1209.07 1788.6,1216.67 \n",
       "  1792.78,1223.76 1796.96,1230.29 1801.14,1236.24 1805.32,1241.54 1809.5,1246.16 1813.68,1250.06 1817.86,1253.19 1822.04,1255.52 1826.22,1257.03 1830.4,1257.68 \n",
       "  1834.58,1257.45 1838.76,1256.3 1842.94,1254.25 1847.12,1251.23 1851.3,1247.29 1855.48,1242.37 1859.66,1236.51 1863.84,1229.69 1868.02,1221.91 1872.2,1213.22 \n",
       "  1876.38,1203.6 1880.56,1193.08 1884.74,1181.7 1888.92,1169.48 1893.1,1156.45 1897.28,1142.65 1901.46,1128.12 1905.64,1112.93 1909.82,1097.09 1914,1080.67 \n",
       "  1918.18,1063.75 1922.36,1046.33 1926.54,1028.5 1930.72,1010.35 1934.9,991.879 1939.08,973.186 1943.26,954.346 1947.44,935.396 1951.62,916.414 1955.8,897.459 \n",
       "  1959.98,878.586 1964.15,859.852 1968.33,841.333 1972.51,823.07 1976.69,805.124 1980.87,787.541 1985.05,770.365 1989.23,753.673 1993.41,737.485 1997.59,721.822 \n",
       "  2001.77,706.756 2005.95,692.316 2010.13,678.507 2014.31,665.387 2018.49,652.952 2022.67,641.252 2026.85,630.288 2031.03,620.075 2035.21,610.63 2039.39,601.963 \n",
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       "  1500.19,680.061 1504.37,685.62 1508.55,691.515 1512.73,697.716 1516.91,704.205 1521.09,710.955 1525.27,717.909 1529.45,725.042 1533.63,732.336 1537.81,739.758 \n",
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       "  1750.98,1135.69 1755.16,1145.6 1759.34,1155.35 1763.52,1164.9 1767.7,1174.21 1771.88,1183.21 1776.06,1191.89 1780.24,1200.2 1784.42,1208.08 1788.6,1215.5 \n",
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       "  664.221,879.913 668.401,884.52 672.58,889.009 676.76,893.319 680.94,897.432 685.12,901.341 689.3,905.018 693.48,908.438 697.66,911.596 701.839,914.47 \n",
       "  706.019,917.067 710.199,919.375 714.379,921.36 718.559,923.072 722.739,924.487 726.919,925.605 731.098,926.448 735.278,926.989 739.458,927.296 743.638,927.339 \n",
       "  747.818,927.129 751.998,926.718 756.178,926.096 760.357,925.291 764.537,924.303 768.717,923.179 772.897,921.928 777.077,920.56 781.257,919.097 785.436,917.57 \n",
       "  789.616,915.99 793.796,914.365 797.976,912.718 802.156,911.068 806.336,909.433 810.516,907.819 814.695,906.233 818.875,904.713 823.055,903.236 827.235,901.82 \n",
       "  831.415,900.484 835.595,899.214 839.775,898.042 843.954,896.943 848.134,895.926 852.314,895.008 856.494,894.176 860.674,893.434 864.854,892.773 869.034,892.193 \n",
       "  873.213,891.709 877.393,891.294 881.573,890.947 885.753,890.682 889.933,890.489 894.113,890.356 898.293,890.288 902.472,890.291 906.652,890.336 910.832,890.427 \n",
       "  915.012,890.577 919.192,890.77 923.372,891.015 927.551,891.307 931.731,891.618 935.911,891.991 940.091,892.39 944.271,892.828 948.451,893.306 952.631,893.81 \n",
       "  956.81,894.34 960.99,894.916 965.17,895.516 969.35,896.145 973.53,896.79 977.71,897.477 981.89,898.171 986.069,898.892 990.249,899.625 994.429,900.372 \n",
       "  998.609,901.139 1002.79,901.905 1006.97,902.668 1011.15,903.435 1015.33,904.205 1019.51,904.96 1023.69,905.716 1027.87,906.444 1032.05,907.162 1036.23,907.859 \n",
       "  1040.41,908.525 1044.59,909.162 1048.77,909.771 1052.95,910.358 1057.13,910.9 1061.31,911.411 1065.49,911.9 1069.67,912.351 1073.85,912.772 1078.03,913.175 \n",
       "  1082.21,913.55 1086.39,913.901 1090.57,914.235 1094.75,914.579 1098.93,914.902 1103.11,915.231 1107.29,915.561 1111.47,915.912 1115.64,916.283 1119.82,916.693 \n",
       "  1124,917.134 1128.18,917.607 1132.36,918.148 1136.54,918.717 1140.72,919.358 1144.9,920.056 1149.08,920.809 1153.26,921.633 1157.44,922.508 1161.62,923.448 \n",
       "  1165.8,924.459 1169.98,925.514 1174.16,926.606 1178.34,927.733 1182.52,928.887 1186.7,930.032 1190.88,931.197 1195.06,932.337 1199.24,933.434 1203.42,934.487 \n",
       "  1207.6,935.452 1211.78,936.318 1215.96,937.068 1220.14,937.662 1224.32,938.102 1228.5,938.343 1232.68,938.359 1236.86,938.136 1241.04,937.643 1245.22,936.855 \n",
       "  1249.4,935.758 1253.58,934.331 1257.76,932.544 1261.94,930.388 1266.12,927.841 1270.3,924.898 1274.48,921.53 1278.66,917.748 1282.84,913.551 1287.02,908.917 \n",
       "  1291.2,903.859 1295.38,898.365 1299.56,892.457 1303.74,886.153 1307.92,879.438 1312.1,872.354 1316.28,864.916 1320.46,857.125 1324.64,849.043 1328.82,840.676 \n",
       "  1333,832.063 1337.18,823.223 1341.36,814.211 1345.54,805.054 1349.72,795.79 1353.9,786.467 1358.08,777.117 1362.26,767.793 1366.44,758.537 1370.62,749.377 \n",
       "  1374.8,740.367 1378.98,731.555 1383.16,722.966 1387.34,714.657 1391.52,706.651 1395.7,699.017 1399.87,691.755 1404.05,684.912 1408.23,678.512 1412.41,672.614 \n",
       "  1416.59,667.215 1420.77,662.341 1424.95,658.015 1429.13,654.262 1433.31,651.083 1437.49,648.49 1441.67,646.494 1445.85,645.124 1450.03,644.336 1454.21,644.163 \n",
       "  1458.39,644.564 1462.57,645.56 1466.75,647.138 1470.93,649.267 1475.11,651.955 1479.29,655.148 1483.47,658.845 1487.65,663.01 1491.83,667.632 1496.01,672.686 \n",
       "  1500.19,678.12 1504.37,683.911 1508.55,690.045 1512.73,696.46 1516.91,703.155 1521.09,710.068 1525.27,717.195 1529.45,724.467 1533.63,731.895 1537.81,739.42 \n",
       "  1541.99,747.014 1546.17,754.669 1550.35,762.34 1554.53,770.001 1558.71,777.643 1562.89,785.235 1567.07,792.762 1571.25,800.224 1575.43,807.581 1579.61,814.843 \n",
       "  1583.79,821.993 1587.97,829.042 1592.15,835.977 1596.33,842.801 1600.51,849.524 1604.69,856.151 1608.87,862.668 1613.05,869.125 1617.23,875.518 1621.41,881.856 \n",
       "  1625.59,888.154 1629.77,894.453 1633.95,900.757 1638.13,907.069 1642.31,913.466 1646.49,919.913 1650.67,926.44 1654.85,933.103 1659.03,939.892 1663.21,946.814 \n",
       "  1667.39,953.93 1671.57,961.213 1675.75,968.697 1679.92,976.404 1684.1,984.314 1688.28,992.458 1692.46,1000.82 1696.64,1009.43 1700.82,1018.26 1705,1027.28 \n",
       "  1709.18,1036.54 1713.36,1045.97 1717.54,1055.58 1721.72,1065.35 1725.9,1075.26 1730.08,1085.26 1734.26,1095.35 1738.44,1105.46 1742.62,1115.57 1746.8,1125.67 \n",
       "  1750.98,1135.69 1755.16,1145.59 1759.34,1155.33 1763.52,1164.87 1767.7,1174.15 1771.88,1183.15 1776.06,1191.81 1780.24,1200.08 1784.42,1207.92 1788.6,1215.31 \n",
       "  1792.78,1222.16 1796.96,1228.47 1801.14,1234.2 1805.32,1239.3 1809.5,1243.76 1813.68,1247.51 1817.86,1250.58 1822.04,1252.9 1826.22,1254.46 1830.4,1255.27 \n",
       "  1834.58,1255.3 1838.76,1254.53 1842.94,1253 1847.12,1250.67 1851.3,1247.55 1855.48,1243.65 1859.66,1238.99 1863.84,1233.6 1868.02,1227.46 1872.2,1220.62 \n",
       "  1876.38,1213.1 1880.56,1204.9 1884.74,1196.08 1888.92,1186.67 1893.1,1176.7 1897.28,1166.2 1901.46,1155.22 1905.64,1143.8 1909.82,1131.97 1914,1119.79 \n",
       "  1918.18,1107.28 1922.36,1094.5 1926.54,1081.5 1930.72,1068.3 1934.9,1054.96 1939.08,1041.52 1943.26,1028.02 1947.44,1014.53 1951.62,1001.05 1955.8,987.654 \n",
       "  1959.98,974.368 1964.15,961.246 1968.33,948.306 1972.51,935.603 1976.69,923.154 1980.87,911.016 1985.05,899.208 1989.23,887.759 1993.41,876.699 1997.59,866.088 \n",
       "  2001.77,855.925 2005.95,846.232 2010.13,837.054 2014.31,828.392 2018.49,820.282 2022.67,812.746 2026.85,805.768 2031.03,799.427 2035.21,793.698 2039.39,788.586 \n",
       "  2043.57,784.134 2047.75,780.321 2051.93,777.182 2056.11,774.713 2060.29,772.916 2064.47,771.807 2068.65,771.368 2072.83,771.618 2077.01,772.557 2081.19,774.178 \n",
       "  2085.37,776.481 2089.55,779.447 2093.73,783.085 2097.91,787.377 2102.09,792.318 2106.27,797.899 2110.45,804.111 2114.63,810.916 2118.81,818.303 2122.99,826.279 \n",
       "  2127.17,834.806 2131.35,843.861 2135.53,853.439 2139.71,863.476 2143.89,873.985 2148.07,884.932 2152.25,896.273 2156.43,908.004 2160.61,920.064 2164.79,932.437 \n",
       "  2168.97,945.085 2173.15,957.986 2177.33,971.102 2181.51,984.373 2185.69,997.791 2189.87,1011.32 2194.05,1024.91 2198.23,1038.52 2202.41,1052.12 2206.59,1065.7 \n",
       "  2210.77,1079.18 2214.95,1092.55 2219.13,1105.76 2223.31,1118.8 2227.49,1131.61 2231.67,1144.15 2235.85,1156.42 2240.03,1168.37 2244.21,1179.96 2248.38,1191.19 \n",
       "  2252.56,1202.01 2256.74,1212.4 2260.92,1222.35 2265.1,1231.79 2269.28,1240.77 2273.46,1249.21 2277.64,1257.13 2281.82,1264.5 2286,1271.3 2290.18,1277.53 \n",
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       "  246.235,894.926 250.415,890.963 254.595,887.045 258.775,883.157 262.955,879.267 267.135,875.364 271.315,871.411 275.494,867.41 279.674,863.313 283.854,859.11 \n",
       "  288.034,854.787 292.214,850.3 296.394,845.644 300.574,840.794 304.753,835.731 308.933,830.465 313.113,824.939 317.293,819.18 321.473,813.178 325.653,806.903 \n",
       "  329.833,800.4 334.012,793.655 338.192,786.654 342.372,779.441 346.552,772.01 350.732,764.387 354.912,756.598 359.092,748.661 363.271,740.617 367.451,732.49 \n",
       "  371.631,724.286 375.811,716.088 379.991,707.903 384.171,699.774 388.35,691.753 392.53,683.86 396.71,676.158 400.89,668.682 405.07,661.47 409.25,654.554 \n",
       "  413.43,647.964 417.609,641.774 421.789,636.004 425.969,630.676 430.149,625.827 434.329,621.477 438.509,617.685 442.689,614.428 446.868,611.758 451.048,609.678 \n",
       "  455.228,608.203 459.408,607.341 463.588,607.103 467.768,607.471 471.948,608.475 476.127,610.077 480.307,612.297 484.487,615.101 488.667,618.484 492.847,622.413 \n",
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       "  538.825,694.444 543.005,702.72 547.185,711.111 551.365,719.562 555.545,728.062 559.724,736.557 563.904,745.005 568.084,753.376 572.264,761.629 576.444,769.736 \n",
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       "  622.422,840.151 626.602,844.256 630.782,847.914 634.962,851.114 639.142,853.858 643.321,856.146 647.501,857.972 651.681,859.354 655.861,860.289 660.041,860.782 \n",
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       "  706.019,842.41 710.199,839.181 714.379,835.823 718.559,832.353 722.739,828.812 726.919,825.246 731.098,821.666 735.278,818.11 739.458,814.607 743.638,811.205 \n",
       "  747.818,807.914 751.998,804.77 756.178,801.796 760.357,799.036 764.537,796.5 768.717,794.21 772.897,792.191 777.077,790.461 781.257,789.051 785.436,787.941 \n",
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       "  915.012,882.486 919.192,885.708 923.372,888.577 927.551,891.083 931.731,893.173 935.911,894.839 940.091,896.069 944.271,896.803 948.451,897.049 952.631,896.775 \n",
       "  956.81,895.982 960.99,894.653 965.17,892.776 969.35,890.351 973.53,887.378 977.71,883.85 981.89,879.8 986.069,875.209 990.249,870.113 994.429,864.518 \n",
       "  998.609,858.462 1002.79,851.954 1006.97,845.032 1011.15,837.739 1015.33,830.109 1019.51,822.166 1023.69,813.983 1027.87,805.577 1032.05,797.024 1036.23,788.35 \n",
       "  1040.41,779.632 1044.59,770.913 1048.77,762.232 1052.95,753.668 1057.13,745.267 1061.31,737.099 1065.49,729.197 1069.67,721.617 1073.85,714.441 1078.03,707.68 \n",
       "  1082.21,701.402 1086.39,695.65 1090.57,690.449 1094.75,685.859 1098.93,681.912 1103.11,678.628 1107.29,676.022 1111.47,674.127 1115.64,672.962 1119.82,672.53 \n",
       "  1124,672.845 1128.18,673.883 1132.36,675.638 1136.54,678.142 1140.72,681.33 1144.9,685.209 1149.08,689.727 1153.26,694.877 1157.44,700.612 1161.62,706.897 \n",
       "  1165.8,713.676 1169.98,720.914 1174.16,728.558 1178.34,736.546 1182.52,744.832 1186.7,753.365 1190.88,762.069 1195.06,770.881 1199.24,779.778 1203.42,788.646 \n",
       "  1207.6,797.449 1211.78,806.137 1215.96,814.633 1220.14,822.885 1224.32,830.846 1228.5,838.44 1232.68,845.638 1236.86,852.371 1241.04,858.625 1245.22,864.335 \n",
       "  1249.4,869.454 1253.58,873.974 1257.76,877.847 1261.94,881.048 1266.12,883.558 1270.3,885.367 1274.48,886.454 1278.66,886.822 1282.84,886.444 1287.02,885.36 \n",
       "  1291.2,883.535 1295.38,881.016 1299.56,877.785 1303.74,873.89 1307.92,869.325 1312.1,864.153 1316.28,858.385 1320.46,852.045 1324.64,845.199 1328.82,837.864 \n",
       "  1333,830.094 1337.18,821.939 1341.36,813.442 1345.54,804.661 1349.72,795.654 1353.9,786.45 1358.08,777.119 1362.26,767.728 1366.44,758.305 1370.62,748.927 \n",
       "  1374.8,739.629 1378.98,730.494 1383.16,721.55 1387.34,712.852 1391.52,704.465 1395.7,696.415 1399.87,688.754 1404.05,681.528 1408.23,674.761 1412.41,668.506 \n",
       "  1416.59,662.79 1420.77,657.627 1424.95,653.055 1429.13,649.084 1433.31,645.752 1437.49,643.035 1441.67,640.968 1445.85,639.55 1450.03,638.789 1454.21,638.659 \n",
       "  1458.39,639.17 1462.57,640.311 1466.75,642.053 1470.93,644.382 1475.11,647.286 1479.29,650.74 1483.47,654.71 1487.65,659.182 1491.83,664.093 1496.01,669.447 \n",
       "  1500.19,675.186 1504.37,681.286 1508.55,687.721 1512.73,694.423 1516.91,701.387 1521.09,708.564 1525.27,715.928 1529.45,723.44 1533.63,731.047 1537.81,738.763 \n",
       "  1541.99,746.525 1546.17,754.306 1550.35,762.087 1554.53,769.839 1558.71,777.554 1562.89,785.201 1567.07,792.767 1571.25,800.254 1575.43,807.625 1579.61,814.888 \n",
       "  1583.79,822.033 1587.97,829.07 1592.15,836 1596.33,842.798 1600.51,849.5 1604.69,856.108 1608.87,862.638 1613.05,869.076 1617.23,875.461 1621.41,881.803 \n",
       "  1625.59,888.123 1629.77,894.445 1633.95,900.765 1638.13,907.125 1642.31,913.527 1646.49,920.021 1650.67,926.594 1654.85,933.301 1659.03,940.11 1663.21,947.075 \n",
       "  1667.39,954.222 1671.57,961.53 1675.75,969.032 1679.92,976.742 1684.1,984.668 1688.28,992.798 1692.46,1001.16 1696.64,1009.74 1700.82,1018.52 1705,1027.53 \n",
       "  1709.18,1036.73 1713.36,1046.13 1717.54,1055.7 1721.72,1065.43 1725.9,1075.29 1730.08,1085.27 1734.26,1095.32 1738.44,1105.44 1742.62,1115.55 1746.8,1125.67 \n",
       "  1750.98,1135.72 1755.16,1145.67 1759.34,1155.5 1763.52,1165.13 1767.7,1174.56 1771.88,1183.71 1776.06,1192.53 1780.24,1200.99 1784.42,1209.04 1788.6,1216.64 \n",
       "  1792.78,1223.71 1796.96,1230.24 1801.14,1236.17 1805.32,1241.47 1809.5,1246.07 1813.68,1249.97 1817.86,1253.1 1822.04,1255.44 1826.22,1256.94 1830.4,1257.6 \n",
       "  1834.58,1257.38 1838.76,1256.25 1842.94,1254.2 1847.12,1251.22 1851.3,1247.28 1855.48,1242.39 1859.66,1236.53 1863.84,1229.73 1868.02,1221.95 1872.2,1213.24 \n",
       "  1876.38,1203.56 1880.56,1192.98 1884.74,1181.49 1888.92,1169.11 1893.1,1155.88 1897.28,1141.81 1901.46,1126.96 1905.64,1111.34 1909.82,1095 1914,1077.99 \n",
       "  1918.18,1060.33 1922.36,1042.07 1926.54,1023.29 1930.72,1004.02 1934.9,984.302 1939.08,964.2 1943.26,943.766 1947.44,923.071 1951.62,902.146 1955.8,881.071 \n",
       "  1959.98,859.887 1964.15,838.673 1968.33,817.474 1972.51,796.332 1976.69,775.326 1980.87,754.512 1985.05,733.932 1989.23,713.659 1993.41,693.716 1997.59,674.168 \n",
       "  2001.77,655.086 2005.95,636.472 2010.13,618.392 2014.31,600.895 2018.49,584.005 2022.67,567.758 2026.85,552.193 2031.03,537.33 2035.21,523.192 2039.39,509.821 \n",
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       "  1500.19,679.331 1504.37,684.961 1508.55,690.936 1512.73,697.228 1516.91,703.773 1521.09,710.578 1525.27,717.594 1529.45,724.798 1533.63,732.139 1537.81,739.606 \n",
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       "  1709.18,1036.53 1713.36,1045.97 1717.54,1055.59 1721.72,1065.36 1725.9,1075.26 1730.08,1085.26 1734.26,1095.34 1738.44,1105.45 1742.62,1115.57 1746.8,1125.67 \n",
       "  1750.98,1135.68 1755.16,1145.59 1759.34,1155.34 1763.52,1164.89 1767.7,1174.18 1771.88,1183.19 1776.06,1191.85 1780.24,1200.13 1784.42,1207.99 1788.6,1215.38 \n",
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       "  664.221,851.797 668.401,851.597 672.58,851.599 676.76,851.782 680.94,852.132 685.12,852.63 689.3,853.247 693.48,853.981 697.66,854.803 701.839,855.699 \n",
       "  706.019,856.644 710.199,857.638 714.379,858.655 718.559,859.678 722.739,860.725 726.919,861.744 731.098,862.749 735.278,863.728 739.458,864.662 743.638,865.562 \n",
       "  747.818,866.41 751.998,867.207 756.178,867.95 760.357,868.629 764.537,869.255 768.717,869.822 772.897,870.344 777.077,870.795 781.257,871.223 785.436,871.594 \n",
       "  789.616,871.922 793.796,872.218 797.976,872.497 802.156,872.742 806.336,872.982 810.516,873.214 814.695,873.447 818.875,873.69 823.055,873.939 827.235,874.2 \n",
       "  831.415,874.5 835.595,874.827 839.775,875.191 843.954,875.599 848.134,876.061 852.314,876.555 856.494,877.092 860.674,877.694 864.854,878.34 869.034,879.036 \n",
       "  873.213,879.778 877.393,880.565 881.573,881.386 885.753,882.249 889.933,883.145 894.113,884.06 898.293,884.993 902.472,885.931 906.652,886.868 910.832,887.804 \n",
       "  915.012,888.716 919.192,889.598 923.372,890.448 927.551,891.256 931.731,891.99 935.911,892.672 940.091,893.269 944.271,893.784 948.451,894.216 952.631,894.523 \n",
       "  956.81,894.742 960.99,894.861 965.17,894.837 969.35,894.702 973.53,894.43 977.71,894.044 981.89,893.505 986.069,892.854 990.249,892.089 994.429,891.191 \n",
       "  998.609,890.165 1002.79,889.026 1006.97,887.78 1011.15,886.431 1015.33,884.979 1019.51,883.462 1023.69,881.857 1027.87,880.208 1032.05,878.493 1036.23,876.754 \n",
       "  1040.41,874.982 1044.59,873.215 1048.77,871.45 1052.95,869.714 1057.13,868.004 1061.31,866.357 1065.49,864.774 1069.67,863.282 1073.85,861.878 1078.03,860.591 \n",
       "  1082.21,859.446 1086.39,858.423 1090.57,857.568 1094.75,856.867 1098.93,856.346 1103.11,856.012 1107.29,855.877 1111.47,855.95 1115.64,856.228 1119.82,856.714 \n",
       "  1124,857.409 1128.18,858.319 1132.36,859.452 1136.54,860.787 1140.72,862.342 1144.9,864.084 1149.08,866.018 1153.26,868.136 1157.44,870.419 1161.62,872.868 \n",
       "  1165.8,875.447 1169.98,878.157 1174.16,880.962 1178.34,883.852 1182.52,886.8 1186.7,889.79 1190.88,892.792 1195.06,895.773 1199.24,898.716 1203.42,901.582 \n",
       "  1207.6,904.346 1211.78,906.984 1215.96,909.492 1220.14,911.789 1224.32,913.876 1228.5,915.736 1232.68,917.299 1236.86,918.575 1241.04,919.532 1245.22,920.124 \n",
       "  1249.4,920.355 1253.58,920.194 1257.76,919.608 1261.94,918.608 1266.12,917.154 1270.3,915.234 1274.48,912.847 1278.66,909.988 1282.84,906.644 1287.02,902.804 \n",
       "  1291.2,898.493 1295.38,893.709 1299.56,888.434 1303.74,882.722 1307.92,876.551 1312.1,869.967 1316.28,862.973 1320.46,855.59 1324.64,847.857 1328.82,839.793 \n",
       "  1333,831.425 1337.18,822.797 1341.36,813.958 1345.54,804.922 1349.72,795.733 1353.9,786.457 1358.08,777.117 1362.26,767.766 1366.44,758.435 1370.62,749.196 \n",
       "  1374.8,740.072 1378.98,731.117 1383.16,722.369 1387.34,713.87 1391.52,705.689 1395.7,697.837 1399.87,690.379 1404.05,683.323 1408.23,676.726 1412.41,670.624 \n",
       "  1416.59,665.032 1420.77,659.971 1424.95,655.49 1429.13,651.58 1433.31,648.275 1437.49,645.575 1441.67,643.505 1445.85,642.063 1450.03,641.241 1454.21,641.059 \n",
       "  1458.39,641.489 1462.57,642.521 1466.75,644.172 1470.93,646.391 1475.11,649.173 1479.29,652.492 1483.47,656.337 1487.65,660.671 1491.83,665.445 1496.01,670.666 \n",
       "  1500.19,676.281 1504.37,682.254 1508.55,688.559 1512.73,695.157 1516.91,702.016 1521.09,709.105 1525.27,716.374 1529.45,723.793 1533.63,731.345 1537.81,738.982 \n",
       "  1541.99,746.684 1546.17,754.423 1550.35,762.165 1554.53,769.9 1558.71,777.575 1562.89,785.211 1567.07,792.766 1571.25,800.241 1575.43,807.603 1579.61,814.87 \n",
       "  1583.79,822.022 1587.97,829.059 1592.15,835.991 1596.33,842.807 1600.51,849.507 1604.69,856.121 1608.87,862.643 1613.05,869.089 1617.23,875.48 1621.41,881.827 \n",
       "  1625.59,888.132 1629.77,894.45 1633.95,900.758 1638.13,907.106 1642.31,913.516 1646.49,919.983 1650.67,926.545 1654.85,933.234 1659.03,940.027 1663.21,946.999 \n",
       "  1667.39,954.111 1671.57,961.419 1675.75,968.924 1679.92,976.638 1684.1,984.541 1688.28,992.691 1692.46,1001.04 1696.64,1009.62 1700.82,1018.42 1705,1027.44 \n",
       "  1709.18,1036.67 1713.36,1046.08 1717.54,1055.67 1721.72,1065.41 1725.9,1075.28 1730.08,1085.26 1734.26,1095.33 1738.44,1105.44 1742.62,1115.56 1746.8,1125.67 \n",
       "  1750.98,1135.71 1755.16,1145.65 1759.34,1155.43 1763.52,1165.03 1767.7,1174.39 1771.88,1183.48 1776.06,1192.23 1780.24,1200.61 1784.42,1208.58 1788.6,1216.08 \n",
       "  1792.78,1223.07 1796.96,1229.49 1801.14,1235.33 1805.32,1240.54 1809.5,1245.07 1813.68,1248.9 1817.86,1251.98 1822.04,1254.3 1826.22,1255.83 1830.4,1256.55 \n",
       "  1834.58,1256.43 1838.76,1255.47 1842.94,1253.64 1847.12,1250.96 1851.3,1247.42 1855.48,1243 1859.66,1237.72 1863.84,1231.6 1868.02,1224.64 1872.2,1216.87 \n",
       "  1876.38,1208.29 1880.56,1198.95 1884.74,1188.87 1888.92,1178.08 1893.1,1166.62 1897.28,1154.53 1901.46,1141.85 1905.64,1128.63 1909.82,1114.9 1914,1100.73 \n",
       "  1918.18,1086.17 1922.36,1071.25 1926.54,1056.06 1930.72,1040.64 1934.9,1025.04 1939.08,1009.35 1943.26,993.585 1947.44,977.834 1951.62,962.148 1955.8,946.591 \n",
       "  1959.98,931.216 1964.15,916.08 1968.33,901.228 1972.51,886.752 1976.69,872.69 1980.87,859.072 1985.05,845.954 1989.23,833.394 1993.41,821.436 1997.59,810.113 \n",
       "  2001.77,799.455 2005.95,789.508 2010.13,780.305 2014.31,771.846 2018.49,764.184 2022.67,757.332 2026.85,751.267 2031.03,746.04 2035.21,741.646 2039.39,738.067 \n",
       "  2043.57,735.308 2047.75,733.348 2051.93,732.19 2056.11,731.809 2060.29,732.173 2064.47,733.259 2068.65,735.031 2072.83,737.468 2077.01,740.503 2081.19,744.124 \n",
       "  2085.37,748.25 2089.55,752.871 2093.73,757.905 2097.91,763.32 2102.09,769.046 2106.27,775.036 2110.45,781.22 2114.63,787.556 2118.81,793.983 2122.99,800.44 \n",
       "  2127.17,806.859 2131.35,813.217 2135.53,819.423 2139.71,825.446 2143.89,831.248 2148.07,836.748 2152.25,841.923 2156.43,846.728 2160.61,851.138 2164.79,855.101 \n",
       "  2168.97,858.596 2173.15,861.595 2177.33,864.083 2181.51,866.034 2185.69,867.44 2189.87,868.284 2194.05,868.577 2198.23,868.309 2202.41,867.487 2206.59,866.12 \n",
       "  2210.77,864.216 2214.95,861.779 2219.13,858.851 2223.31,855.438 2227.49,851.574 2231.67,847.275 2235.85,842.574 2240.03,837.504 2244.21,832.104 2248.38,826.393 \n",
       "  2252.56,820.41 2256.74,814.2 2260.92,807.788 2265.1,801.199 2269.28,794.482 2273.46,787.663 2277.64,780.775 2281.82,773.87 2286,766.935 2290.18,760.019 \n",
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       "  246.235,904.495 250.415,903.264 254.595,902.389 258.775,901.869 262.955,901.707 267.135,901.91 271.315,902.474 275.494,903.392 279.674,904.663 283.854,906.274 \n",
       "  288.034,908.196 292.214,910.427 296.394,912.949 300.574,915.726 304.753,918.757 308.933,921.98 313.113,925.389 317.293,928.948 321.473,932.619 325.653,936.346 \n",
       "  329.833,940.126 334.012,943.895 338.192,947.628 342.372,951.278 346.552,954.804 350.732,958.179 354.912,961.334 359.092,964.276 363.271,966.937 367.451,969.296 \n",
       "  371.631,971.323 375.811,972.98 379.991,974.251 384.171,975.107 388.35,975.527 392.53,975.494 396.71,975.031 400.89,974.072 405.07,972.666 409.25,970.763 \n",
       "  413.43,968.413 417.609,965.602 421.789,962.341 425.969,958.661 430.149,954.562 434.329,950.077 438.509,945.215 442.689,940.05 446.868,934.582 451.048,928.833 \n",
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       "  664.221,866.199 668.401,867.45 672.58,868.399 676.76,869.053 680.94,869.392 685.12,869.42 689.3,869.134 693.48,868.542 697.66,867.648 701.839,866.447 \n",
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       "  873.213,841.621 877.393,845.883 881.573,850.211 885.753,854.573 889.933,858.93 894.113,863.245 898.293,867.474 902.472,871.548 906.652,875.462 910.832,879.178 \n",
       "  915.012,882.626 919.192,885.788 923.372,888.614 927.551,891.084 931.731,893.152 935.911,894.811 940.091,896.004 944.271,896.738 948.451,896.991 952.631,896.718 \n",
       "  956.81,895.96 960.99,894.66 965.17,892.852 969.35,890.518 973.53,887.681 977.71,884.357 981.89,880.529 986.069,876.256 990.249,871.55 994.429,866.441 \n",
       "  998.609,860.95 1002.79,855.114 1006.97,848.994 1011.15,842.618 1015.33,836.012 1019.51,829.262 1023.69,822.388 1027.87,815.439 1032.05,808.464 1036.23,801.529 \n",
       "  1040.41,794.676 1044.59,787.953 1048.77,781.413 1052.95,775.086 1057.13,769.029 1061.31,763.301 1065.49,757.909 1069.67,752.924 1073.85,748.371 1078.03,744.262 \n",
       "  1082.21,740.649 1086.39,737.545 1090.57,734.96 1094.75,732.945 1098.93,731.48 1103.11,730.59 1107.29,730.281 1111.47,730.533 1115.64,731.362 1119.82,732.759 \n",
       "  1124,734.694 1128.18,737.173 1132.36,740.176 1136.54,743.672 1140.72,747.635 1144.9,752.034 1149.08,756.869 1153.26,762.073 1157.44,767.619 1161.62,773.469 \n",
       "  1165.8,779.596 1169.98,785.955 1174.16,792.495 1178.34,799.168 1182.52,805.955 1186.7,812.799 1190.88,819.652 1195.06,826.483 1199.24,833.234 1203.42,839.867 \n",
       "  1207.6,846.349 1211.78,852.618 1215.96,858.66 1220.14,864.402 1224.32,869.831 1228.5,874.93 1232.68,879.594 1236.86,883.869 1241.04,887.676 1245.22,891.002 \n",
       "  1249.4,893.828 1253.58,896.129 1257.76,897.862 1261.94,899.039 1266.12,899.639 1270.3,899.629 1274.48,899.026 1278.66,897.831 1282.84,896.001 1287.02,893.571 \n",
       "  1291.2,890.537 1295.38,886.923 1299.56,882.711 1303.74,877.942 1307.92,872.618 1312.1,866.777 1316.28,860.42 1320.46,853.617 1324.64,846.357 1328.82,838.688 \n",
       "  1333,830.653 1337.18,822.302 1341.36,813.654 1345.54,804.77 1349.72,795.68 1353.9,786.451 1358.08,777.119 1362.26,767.738 1366.44,758.354 1370.62,749.019 \n",
       "  1374.8,739.783 1378.98,730.714 1383.16,721.832 1387.34,713.185 1391.52,704.85 1395.7,696.857 1399.87,689.236 1404.05,682.039 1408.23,675.309 1412.41,669.058 \n",
       "  1416.59,663.347 1420.77,658.189 1424.95,653.6 1429.13,649.62 1433.31,646.257 1437.49,643.505 1441.67,641.416 1445.85,639.95 1450.03,639.15 1454.21,638.978 \n",
       "  1458.39,639.455 1462.57,640.543 1466.75,642.255 1470.93,644.527 1475.11,647.394 1479.29,650.819 1483.47,654.748 1487.65,659.184 1491.83,664.092 1496.01,669.417 \n",
       "  1500.19,675.154 1504.37,681.232 1508.55,687.644 1512.73,694.359 1516.91,701.32 1521.09,708.505 1525.27,715.866 1529.45,723.382 1533.63,731.01 1537.81,738.719 \n",
       "  1541.99,746.488 1546.17,754.279 1550.35,762.056 1554.53,769.832 1558.71,777.546 1562.89,785.201 1567.07,792.77 1571.25,800.249 1575.43,807.624 1579.61,814.899 \n",
       "  1583.79,822.042 1587.97,829.077 1592.15,835.988 1596.33,842.798 1600.51,849.5 1604.69,856.102 1608.87,862.63 1613.05,869.064 1617.23,875.456 1621.41,881.804 \n",
       "  1625.59,888.12 1629.77,894.437 1633.95,900.762 1638.13,907.131 1642.31,913.548 1646.49,920.048 1650.67,926.636 1654.85,933.331 1659.03,940.163 1663.21,947.139 \n",
       "  1667.39,954.286 1671.57,961.61 1675.75,969.119 1679.92,976.831 1684.1,984.762 1688.28,992.895 1692.46,1001.25 1696.64,1009.82 1700.82,1018.61 1705,1027.6 \n",
       "  1709.18,1036.8 1713.36,1046.19 1717.54,1055.74 1721.72,1065.46 1725.9,1075.31 1730.08,1085.27 1734.26,1095.32 1738.44,1105.42 1742.62,1115.55 1746.8,1125.66 \n",
       "  1750.98,1135.73 1755.16,1145.71 1759.34,1155.56 1763.52,1165.24 1767.7,1174.71 1771.88,1183.91 1776.06,1192.81 1780.24,1201.35 1784.42,1209.49 1788.6,1217.15 \n",
       "  1792.78,1224.33 1796.96,1230.96 1801.14,1236.99 1805.32,1242.36 1809.5,1247.05 1813.68,1251 1817.86,1254.17 1822.04,1256.51 1826.22,1258 1830.4,1258.61 \n",
       "  1834.58,1258.28 1838.76,1256.99 1842.94,1254.73 1847.12,1251.47 1851.3,1247.17 1855.48,1241.83 1859.66,1235.46 1863.84,1228.01 1868.02,1219.51 1872.2,1209.94 \n",
       "  1876.38,1199.33 1880.56,1187.67 1884.74,1174.99 1888.92,1161.28 1893.1,1146.6 1897.28,1130.94 1901.46,1114.38 1905.64,1096.89 1909.82,1078.55 1914,1059.4 \n",
       "  1918.18,1039.47 1922.36,1018.82 1926.54,997.485 1930.72,975.53 1934.9,953.005 1939.08,929.963 1943.26,906.466 1947.44,882.569 1951.62,858.327 1955.8,833.808 \n",
       "  1959.98,809.065 1964.15,784.155 1968.33,759.142 1972.51,734.088 1976.69,709.049 1980.87,684.06 1985.05,659.202 1989.23,634.511 1993.41,610.039 1997.59,585.836 \n",
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       "  1750.98,1135.72 1755.16,1145.68 1759.34,1155.51 1763.52,1165.16 1767.7,1174.6 1771.88,1183.75 1776.06,1192.61 1780.24,1201.09 1784.42,1209.17 1788.6,1216.79 \n",
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       "  1500.19,678.286 1504.37,684.05 1508.55,690.165 1512.73,696.565 1516.91,703.235 1521.09,710.14 1525.27,717.238 1529.45,724.521 1533.63,731.927 1537.81,739.442 \n",
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       "  1500.19,674.601 1504.37,680.773 1508.55,687.249 1512.73,694.023 1516.91,701.044 1521.09,708.263 1525.27,715.69 1529.45,723.236 1533.63,730.894 1537.81,738.639 \n",
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       "  1709.18,1036.76 1713.36,1046.15 1717.54,1055.72 1721.72,1065.44 1725.9,1075.29 1730.08,1085.26 1734.26,1095.32 1738.44,1105.43 1742.62,1115.55 1746.8,1125.67 \n",
       "  1750.98,1135.72 1755.16,1145.68 1759.34,1155.51 1763.52,1165.16 1767.7,1174.58 1771.88,1183.72 1776.06,1192.56 1780.24,1201.01 1784.42,1209.05 1788.6,1216.63 \n",
       "  1792.78,1223.7 1796.96,1230.23 1801.14,1236.15 1805.32,1241.42 1809.5,1246 1813.68,1249.86 1817.86,1252.96 1822.04,1255.28 1826.22,1256.77 1830.4,1257.41 \n",
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       "  1500.19,679.435 1504.37,685.057 1508.55,691.015 1512.73,697.285 1516.91,703.834 1521.09,710.62 1525.27,717.632 1529.45,724.822 1533.63,732.167 1537.81,739.619 \n",
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       "  1709.18,935.203 1713.36,942.626 1717.54,950.13 1721.72,957.69 1725.9,965.276 1730.08,972.86 1734.26,980.409 1738.44,987.893 1742.62,995.276 1746.8,1002.53 \n",
       "  1750.98,1009.61 1755.16,1016.49 1759.34,1023.13 1763.52,1029.49 1767.7,1035.55 1771.88,1041.26 1776.06,1046.59 1780.24,1051.52 1784.42,1056 1788.6,1060.01 \n",
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       "  413.43,763.817 417.609,763.304 421.789,762.775 425.969,762.228 430.149,761.665 434.329,761.084 438.509,760.487 442.689,759.873 446.868,759.243 451.048,758.597 \n",
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       "  497.027,750.551 501.206,749.75 505.386,748.939 509.566,748.121 513.746,747.296 517.926,746.465 522.106,745.629 526.286,744.789 530.465,743.945 534.645,743.1 \n",
       "  538.825,742.252 543.005,741.405 547.185,740.558 551.365,739.713 555.545,738.871 559.724,738.033 563.904,737.199 568.084,736.371 572.264,735.55 576.444,734.737 \n",
       "  580.624,733.932 584.804,733.137 588.983,732.353 593.163,731.581 597.343,730.822 601.523,730.076 605.703,729.345 609.883,728.63 614.063,727.931 618.242,727.25 \n",
       "  622.422,726.587 626.602,725.945 630.782,725.322 634.962,724.721 639.142,724.143 643.321,723.588 647.501,723.058 651.681,722.554 655.861,722.077 660.041,721.627 \n",
       "  664.221,721.206 668.401,720.816 672.58,720.457 676.76,720.131 680.94,719.839 685.12,719.583 689.3,719.363 693.48,719.181 697.66,719.04 701.839,718.939 \n",
       "  706.019,718.882 710.199,718.869 714.379,718.902 718.559,718.983 722.739,719.114 726.919,719.296 731.098,719.531 735.278,719.821 739.458,720.168 743.638,720.574 \n",
       "  747.818,721.04 751.998,721.569 756.178,722.161 760.357,722.819 764.537,723.545 768.717,724.339 772.897,725.204 777.077,726.141 781.257,727.152 785.436,728.237 \n",
       "  789.616,729.398 793.796,730.635 797.976,731.95 802.156,733.344 806.336,734.815 810.516,736.366 814.695,737.996 818.875,739.705 823.055,741.492 827.235,743.357 \n",
       "  831.415,745.3 835.595,747.318 839.775,749.411 843.954,751.577 848.134,753.815 852.314,756.122 856.494,758.495 860.674,760.933 864.854,763.432 869.034,765.989 \n",
       "  873.213,768.602 877.393,771.265 881.573,773.976 885.753,776.731 889.933,779.524 894.113,782.353 898.293,785.212 902.472,788.096 906.652,791.001 910.832,793.922 \n",
       "  915.012,796.854 919.192,799.791 923.372,802.729 927.551,805.662 931.731,808.586 935.911,811.495 940.091,814.383 944.271,817.247 948.451,820.082 952.631,822.881 \n",
       "  956.81,825.641 960.99,828.358 965.17,831.027 969.35,833.643 973.53,836.204 977.71,838.705 981.89,841.143 986.069,843.515 990.249,845.817 994.429,848.047 \n",
       "  998.609,850.204 1002.79,852.284 1006.97,854.285 1011.15,856.207 1015.33,858.047 1019.51,859.805 1023.69,861.48 1027.87,863.071 1032.05,864.577 1036.23,865.999 \n",
       "  1040.41,867.336 1044.59,868.589 1048.77,869.757 1052.95,870.841 1057.13,871.841 1061.31,872.758 1065.49,873.592 1069.67,874.343 1073.85,875.013 1078.03,875.6 \n",
       "  1082.21,876.107 1086.39,876.532 1090.57,876.876 1094.75,877.138 1098.93,877.319 1103.11,877.417 1107.29,877.432 1111.47,877.363 1115.64,877.208 1119.82,876.966 \n",
       "  1124,876.634 1128.18,876.211 1132.36,875.695 1136.54,875.081 1140.72,874.367 1144.9,873.549 1149.08,872.625 1153.26,871.588 1157.44,870.436 1161.62,869.164 \n",
       "  1165.8,867.766 1169.98,866.239 1174.16,864.576 1178.34,862.773 1182.52,860.824 1186.7,858.725 1190.88,856.469 1195.06,854.051 1199.24,851.467 1203.42,848.711 \n",
       "  1207.6,845.779 1211.78,842.667 1215.96,839.37 1220.14,835.885 1224.32,832.209 1228.5,828.339 1232.68,824.274 1236.86,820.013 1241.04,815.554 1245.22,810.898 \n",
       "  1249.4,806.046 1253.58,801.002 1257.76,795.766 1261.94,790.344 1266.12,784.741 1270.3,778.963 1274.48,773.016 1278.66,766.91 1282.84,760.654 1287.02,754.258 \n",
       "  1291.2,747.735 1295.38,741.097 1299.56,734.358 1303.74,727.533 1307.92,720.639 1312.1,713.692 1316.28,706.712 1320.46,699.717 1324.64,692.726 1328.82,685.762 \n",
       "  1333,678.844 1337.18,671.996 1341.36,665.239 1345.54,658.597 1349.72,652.093 1353.9,645.75 1358.08,639.591 1362.26,633.641 1366.44,627.921 1370.62,622.456 \n",
       "  1374.8,617.266 1378.98,612.375 1383.16,607.802 1387.34,603.568 1391.52,599.692 1395.7,596.192 1399.87,593.084 1404.05,590.383 1408.23,588.104 1412.41,586.259 \n",
       "  1416.59,584.857 1420.77,583.907 1424.95,583.416 1429.13,583.388 1433.31,583.827 1437.49,584.733 1441.67,586.104 1445.85,587.937 1450.03,590.226 1454.21,592.964 \n",
       "  1458.39,596.14 1462.57,599.742 1466.75,603.757 1470.93,608.169 1475.11,612.96 1479.29,618.111 1483.47,623.6 1487.65,629.406 1491.83,635.505 1496.01,641.871 \n",
       "  1500.19,648.478 1504.37,655.3 1508.55,662.308 1512.73,669.474 1516.91,676.77 1521.09,684.167 1525.27,691.636 1529.45,699.148 1533.63,706.675 1537.81,714.189 \n",
       "  1541.99,721.664 1546.17,729.073 1550.35,736.392 1554.53,743.596 1558.71,750.665 1562.89,757.576 1567.07,764.311 1571.25,770.853 1575.43,777.186 1579.61,783.296 \n",
       "  1583.79,789.174 1587.97,794.808 1592.15,800.192 1596.33,805.321 1600.51,810.192 1604.69,814.803 1608.87,819.157 1613.05,823.256 1617.23,827.105 1621.41,830.712 \n",
       "  1625.59,834.084 1629.77,837.233 1633.95,840.169 1638.13,842.908 1642.31,845.462 1646.49,847.847 1650.67,850.08 1654.85,852.177 1659.03,854.157 1663.21,856.038 \n",
       "  1667.39,857.837 1671.57,859.573 1675.75,861.264 1679.92,862.928 1684.1,864.583 1688.28,866.243 1692.46,867.927 1696.64,869.648 1700.82,871.42 1705,873.256 \n",
       "  1709.18,875.168 1713.36,877.165 1717.54,879.255 1721.72,881.445 1725.9,883.742 1730.08,886.148 1734.26,888.666 1738.44,891.296 1742.62,894.036 1746.8,896.885 \n",
       "  1750.98,899.838 1755.16,902.888 1759.34,906.028 1763.52,909.25 1767.7,912.544 1771.88,915.898 1776.06,919.3 1780.24,922.737 1784.42,926.194 1788.6,929.658 \n",
       "  1792.78,933.112 1796.96,936.541 1801.14,939.928 1805.32,943.257 1809.5,946.512 1813.68,949.676 1817.86,952.734 1822.04,955.669 1826.22,958.466 1830.4,961.11 \n",
       "  1834.58,963.588 1838.76,965.885 1842.94,967.99 1847.12,969.891 1851.3,971.578 1855.48,973.041 1859.66,974.271 1863.84,975.263 1868.02,976.009 1872.2,976.506 \n",
       "  1876.38,976.749 1880.56,976.737 1884.74,976.469 1888.92,975.945 1893.1,975.167 1897.28,974.137 1901.46,972.859 1905.64,971.338 1909.82,969.58 1914,967.591 \n",
       "  1918.18,965.38 1922.36,962.955 1926.54,960.326 1930.72,957.502 1934.9,954.495 1939.08,951.314 1943.26,947.973 1947.44,944.483 1951.62,940.856 1955.8,937.106 \n",
       "  1959.98,933.244 1964.15,929.283 1968.33,925.237 1972.51,921.117 1976.69,916.937 1980.87,912.709 1985.05,908.445 1989.23,904.156 1993.41,899.855 1997.59,895.552 \n",
       "  2001.77,891.258 2005.95,886.983 2010.13,882.736 2014.31,878.528 2018.49,874.366 2022.67,870.258 2026.85,866.213 2031.03,862.236 2035.21,858.334 2039.39,854.513 \n",
       "  2043.57,850.779 2047.75,847.134 2051.93,843.584 2056.11,840.132 2060.29,836.781 2064.47,833.534 2068.65,830.391 2072.83,827.355 2077.01,824.426 2081.19,821.606 \n",
       "  2085.37,818.893 2089.55,816.288 2093.73,813.791 2097.91,811.4 2102.09,809.114 2106.27,806.931 2110.45,804.851 2114.63,802.869 2118.81,800.986 2122.99,799.197 \n",
       "  2127.17,797.501 2131.35,795.895 2135.53,794.376 2139.71,792.942 2143.89,791.588 2148.07,790.313 2152.25,789.114 2156.43,787.986 2160.61,786.928 2164.79,785.936 \n",
       "  2168.97,785.007 2173.15,784.139 2177.33,783.327 2181.51,782.57 2185.69,781.865 2189.87,781.209 2194.05,780.599 2198.23,780.032 2202.41,779.507 2206.59,779.02 \n",
       "  2210.77,778.569 2214.95,778.153 2219.13,777.769 2223.31,777.414 2227.49,777.087 2231.67,776.787 2235.85,776.511 2240.03,776.257 2244.21,776.025 2248.38,775.812 \n",
       "  2252.56,775.617 2256.74,775.439 2260.92,775.276 2265.1,775.127 2269.28,774.992 2273.46,774.869 2277.64,774.757 2281.82,774.655 2286,774.563 2290.18,774.48 \n",
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       "  246.235,819.109 250.415,819.032 254.595,818.951 258.775,818.867 262.955,818.779 267.135,818.688 271.315,818.594 275.494,818.497 279.674,818.396 283.854,818.293 \n",
       "  288.034,818.187 292.214,818.079 296.394,817.968 300.574,817.856 304.753,817.742 308.933,817.627 313.113,817.512 317.293,817.396 321.473,817.281 325.653,817.166 \n",
       "  329.833,817.053 334.012,816.942 338.192,816.835 342.372,816.73 346.552,816.631 350.732,816.537 354.912,816.449 359.092,816.369 363.271,816.297 367.451,816.234 \n",
       "  371.631,816.182 375.811,816.142 379.991,816.114 384.171,816.101 388.35,816.103 392.53,816.122 396.71,816.159 400.89,816.215 405.07,816.292 409.25,816.39 \n",
       "  413.43,816.512 417.609,816.658 421.789,816.831 425.969,817.03 430.149,817.257 434.329,817.514 438.509,817.802 442.689,818.121 446.868,818.472 451.048,818.857 \n",
       "  455.228,819.276 459.408,819.73 463.588,820.219 467.768,820.744 471.948,821.305 476.127,821.902 480.307,822.536 484.487,823.205 488.667,823.91 492.847,824.65 \n",
       "  497.027,825.425 501.206,826.233 505.386,827.073 509.566,827.945 513.746,828.846 517.926,829.775 522.106,830.731 526.286,831.71 530.465,832.712 534.645,833.732 \n",
       "  538.825,834.77 543.005,835.821 547.185,836.883 551.365,837.953 555.545,839.027 559.724,840.103 563.904,841.176 568.084,842.244 572.264,843.301 576.444,844.346 \n",
       "  580.624,845.373 584.804,846.379 588.983,847.36 593.163,848.313 597.343,849.233 601.523,850.117 605.703,850.962 609.883,851.765 614.063,852.52 618.242,853.227 \n",
       "  622.422,853.882 626.602,854.482 630.782,855.025 634.962,855.51 639.142,855.933 643.321,856.294 647.501,856.592 651.681,856.826 655.861,856.996 660.041,857.101 \n",
       "  664.221,857.143 668.401,857.122 672.58,857.04 676.76,856.899 680.94,856.7 685.12,856.447 689.3,856.143 693.48,855.79 697.66,855.395 701.839,854.96 \n",
       "  706.019,854.491 710.199,853.992 714.379,853.47 718.559,852.93 722.739,852.378 726.919,851.82 731.098,851.264 735.278,850.716 739.458,850.183 743.638,849.672 \n",
       "  747.818,849.189 751.998,848.743 756.178,848.339 760.357,847.985 764.537,847.687 768.717,847.451 772.897,847.284 777.077,847.192 781.257,847.18 785.436,847.252 \n",
       "  789.616,847.414 793.796,847.669 797.976,848.02 802.156,848.471 806.336,849.023 810.516,849.677 814.695,850.435 818.875,851.295 823.055,852.257 827.235,853.32 \n",
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       "  873.213,870.286 877.393,872.118 881.573,873.957 885.753,875.79 889.933,877.606 894.113,879.394 898.293,881.141 902.472,882.835 906.652,884.463 910.832,886.014 \n",
       "  915.012,887.476 919.192,888.838 923.372,890.088 927.551,891.216 931.731,892.211 935.911,893.066 940.091,893.77 944.271,894.318 948.451,894.701 952.631,894.916 \n",
       "  956.81,894.956 960.99,894.82 965.17,894.505 969.35,894.011 973.53,893.338 977.71,892.488 981.89,891.465 986.069,890.273 990.249,888.918 994.429,887.409 \n",
       "  998.609,885.754 1002.79,883.964 1006.97,882.049 1011.15,880.023 1015.33,877.9 1019.51,875.694 1023.69,873.422 1027.87,871.099 1032.05,868.745 1036.23,866.377 \n",
       "  1040.41,864.014 1044.59,861.675 1048.77,859.379 1052.95,857.147 1057.13,854.997 1061.31,852.95 1065.49,851.023 1069.67,849.235 1073.85,847.605 1078.03,846.149 \n",
       "  1082.21,844.883 1086.39,843.822 1090.57,842.98 1094.75,842.368 1098.93,841.998 1103.11,841.879 1107.29,842.018 1111.47,842.421 1115.64,843.09 1119.82,844.027 \n",
       "  1124,845.232 1128.18,846.702 1132.36,848.432 1136.54,850.415 1140.72,852.641 1144.9,855.099 1149.08,857.776 1153.26,860.655 1157.44,863.719 1161.62,866.948 \n",
       "  1165.8,870.321 1169.98,873.814 1174.16,877.402 1178.34,881.059 1182.52,884.758 1186.7,888.469 1190.88,892.162 1195.06,895.808 1199.24,899.374 1203.42,902.829 \n",
       "  1207.6,906.142 1211.78,909.281 1215.96,912.214 1220.14,914.91 1224.32,917.34 1228.5,919.473 1232.68,921.282 1236.86,922.741 1241.04,923.823 1245.22,924.506 \n",
       "  1249.4,924.768 1253.58,924.59 1257.76,923.954 1261.94,922.848 1266.12,921.258 1270.3,919.176 1274.48,916.596 1278.66,913.513 1282.84,909.929 1287.02,905.846 \n",
       "  1291.2,901.269 1295.38,896.209 1299.56,890.676 1303.74,884.686 1307.92,878.257 1312.1,871.411 1316.28,864.171 1320.46,856.564 1324.64,848.62 1328.82,840.369 \n",
       "  1333,831.846 1337.18,823.087 1341.36,814.129 1345.54,805.012 1349.72,795.777 1353.9,786.466 1358.08,777.122 1362.26,767.787 1366.44,758.506 1370.62,749.323 \n",
       "  1374.8,740.281 1378.98,731.424 1383.16,722.793 1387.34,714.431 1391.52,706.377 1395.7,698.669 1399.87,691.345 1404.05,684.438 1408.23,677.982 1412.41,672.005 \n",
       "  1416.59,666.535 1420.77,661.595 1424.95,657.209 1429.13,653.392 1433.31,650.161 1437.49,647.526 1441.67,645.497 1445.85,644.076 1450.03,643.267 1454.21,643.067 \n",
       "  1458.39,643.47 1462.57,644.467 1466.75,646.048 1470.93,648.198 1475.11,650.898 1479.29,654.128 1483.47,657.866 1487.65,662.086 1491.83,666.761 1496.01,671.862 \n",
       "  1500.19,677.359 1504.37,683.22 1508.55,689.412 1512.73,695.901 1516.91,702.655 1521.09,709.639 1525.27,716.82 1529.45,724.164 1533.63,731.64 1537.81,739.215 \n",
       "  1541.99,746.861 1546.17,754.548 1550.35,762.251 1554.53,769.945 1558.71,777.608 1562.89,785.22 1567.07,792.764 1571.25,800.226 1575.43,807.594 1579.61,814.858 \n",
       "  1583.79,822.013 1587.97,829.055 1592.15,835.984 1596.33,842.803 1600.51,849.516 1604.69,856.13 1608.87,862.656 1613.05,869.105 1617.23,875.493 1621.41,881.834 \n",
       "  1625.59,888.146 1629.77,894.447 1633.95,900.758 1638.13,907.1 1642.31,913.492 1646.49,919.955 1650.67,926.511 1654.85,933.18 1659.03,939.982 1663.21,946.934 \n",
       "  1667.39,954.053 1671.57,961.354 1675.75,968.852 1679.92,976.556 1684.1,984.475 1688.28,992.615 1692.46,1000.98 1696.64,1009.57 1700.82,1018.38 1705,1027.4 \n",
       "  1709.18,1036.63 1713.36,1046.05 1717.54,1055.64 1721.72,1065.39 1725.9,1075.27 1730.08,1085.26 1734.26,1095.33 1738.44,1105.44 1742.62,1115.57 1746.8,1125.67 \n",
       "  1750.98,1135.7 1755.16,1145.63 1759.34,1155.41 1763.52,1165 1767.7,1174.35 1771.88,1183.41 1776.06,1192.15 1780.24,1200.51 1784.42,1208.45 1788.6,1215.93 \n",
       "  1792.78,1222.89 1796.96,1229.3 1801.14,1235.12 1805.32,1240.31 1809.5,1244.82 1813.68,1248.64 1817.86,1251.72 1822.04,1254.04 1826.22,1255.58 1830.4,1256.31 \n",
       "  1834.58,1256.22 1838.76,1255.3 1842.94,1253.53 1847.12,1250.91 1851.3,1247.44 1855.48,1243.12 1859.66,1237.97 1863.84,1231.98 1868.02,1225.19 1872.2,1217.6 \n",
       "  1876.38,1209.24 1880.56,1200.14 1884.74,1190.33 1888.92,1179.84 1893.1,1168.71 1897.28,1156.98 1901.46,1144.69 1905.64,1131.88 1909.82,1118.6 1914,1104.9 \n",
       "  1918.18,1090.83 1922.36,1076.44 1926.54,1061.78 1930.72,1046.89 1934.9,1031.85 1939.08,1016.68 1943.26,1001.46 1947.44,986.221 1951.62,971.02 1955.8,955.906 \n",
       "  1959.98,940.925 1964.15,926.123 1968.33,911.543 1972.51,897.228 1976.69,883.216 1980.87,869.545 1985.05,856.25 1989.23,843.361 1993.41,830.91 1997.59,818.921 \n",
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   "source": [
    "posterior_plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
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   "source": [
    "## Differentiable Programming\n",
    "\n",
    "- ForwardDiff.jl\n",
    "- ReverseDiff.jl\n",
    "- Zygote.jl \n",
    "- Nabla.jl\n",
    "- http://blog.rogerluo.me/2018/10/23/write-an-ad-in-one-day/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "### AD in 10 minutes\n",
    "Lecture material originally from Alan Edelman\n"
   ]
  }
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