diff --git a/src/julia/CFIES_nov_2022.ipynb b/src/julia/CFIES_nov_2022.ipynb
index 15b4cbee26cd71be36a8fefc885b1d818bd32c56..327924e109faea686c37d0481a6f3b7d580228cc 100644
--- a/src/julia/CFIES_nov_2022.ipynb
+++ b/src/julia/CFIES_nov_2022.ipynb
@@ -6,9 +6,7 @@
    "source": [
     "# Introduction à `julia` pour les statistiques\n",
     "\n",
-    "Les fichiers sont disponibles ici : \n",
-    "\n",
-    "[https://gitlab.irit.fr/toc/ens-n7/tutoriels/etudiants](https://gitlab.irit.fr/toc/ens-n7/tutoriels/etudiants)\n",
+    "Les fichiers sont disponibles ici : [ressources](https://gitlab.irit.fr/toc/etu-n7/tutoriels)\n",
     "\n",
     "dans le répertoire `src/julia`\n",
     "\n",
@@ -33,27 +31,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "α = 1.0\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "2"
-      ]
-     },
-     "execution_count": 1,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "α = 1.    # \\alpha + TAB\n",
     "println(\"α = \", α)\n",
@@ -69,18 +49,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "typeof(a) = Int64\n",
-      "typeof(b) = Float64\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "a = 1\n",
     "println(\"typeof(a) = \", typeof(a))\n",
@@ -97,23 +68,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "3-element Vector{Int64}:\n",
-       " 1\n",
-       " 2\n",
-       " 3"
-      ]
-     },
-     "execution_count": 42,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# v est un vecteur d'entier (tableau à 1 dimension)\n",
     "v = [1,2,3]"
@@ -121,21 +78,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "1×3 Matrix{Int64}:\n",
-       " 1  2  3"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# v2 est une matrice\n",
     "v2 = [1 2 3]"
@@ -143,22 +88,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "2×3 Matrix{Float64}:\n",
-       " 1.0  2.0  3.0\n",
-       " 4.0  5.0  6.0"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# A est une matrice de réels (tableau à 2 dimensions)\n",
     "A = [1 2 3;4 5 6.]"
@@ -166,47 +98,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Matrix{Float64}\u001b[90m (alias for \u001b[39m\u001b[90mArray{Float64, 2}\u001b[39m\u001b[90m)\u001b[39m"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "typeof(A)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "2×3×2 Array{Float64, 3}:\n",
-       "[:, :, 1] =\n",
-       " 2.0e-323  1.5e-323  2.44474e-314\n",
-       " 4.0e-323  1.6e-322  4.94e-322\n",
-       "\n",
-       "[:, :, 2] =\n",
-       " 4.94e-321   1.0e-322     1.5e-323\n",
-       " 1.235e-321  2.1267e-314  1.6e-322"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# A est un tableau à 3 dimensions\n",
     "A = Array{Float64, 3}(undef, 2, 3,2) "
@@ -221,18 +124,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "A*B = [1.0 2.0 3.0; 4.0 5.0 6.0; 7.0 8.0 9.0]\n",
-      "A .* B = [1.0 0.0 0.0; 0.0 5.0 0.0; 0.0 0.0 9.0]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "A = [1. 2 3 ; 4 5 6 ; 7 8 9]\n",
     "B = [1 0 0 ; 0 1 0 ; 0 0 1]\n",
@@ -249,21 +143,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "A = [1.0 2.0 3.0; 999.0 5.0 6.0; 7.0 8.0 9.0]\n",
-      "objectid(A) = 14072187456381207373\n",
-      "objectid(B) = 14072187456381207373\n",
-      "objectid(a) = 7025260775834392554\n",
-      "objectid(b) = 6474972760534518197\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "B = A\n",
     "B[2,1] = 999    # Comme en python A va être modifiée\n",
@@ -289,20 +171,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "fct (generic function with 1 method)"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "function fct(x)\n",
     "    return 2*x+1\n",
@@ -311,43 +182,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "LoadError",
-     "evalue": "invalid redefinition of constant fct",
-     "output_type": "error",
-     "traceback": [
-      "invalid redefinition of constant fct",
-      "",
-      "Stacktrace:",
-      " [1] top-level scope",
-      "   @ In[11]:1",
-      " [2] eval",
-      "   @ ./boot.jl:368 [inlined]",
-      " [3] include_string(mapexpr::typeof(REPL.softscope), mod::Module, code::String, filename::String)",
-      "   @ Base ./loading.jl:1428"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "fct = [3,6]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "empirique([1.,2,3],1.5) = 1\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "\"\"\"\n",
     "   calcul le nombre d'éléments dans t < à une valeur x\n",
@@ -360,59 +206,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "LoadError",
-     "evalue": "MethodError: no method matching empirique(::Vector{ComplexF64}, ::Float64)\n\u001b[0mClosest candidates are:\n\u001b[0m  empirique(\u001b[91m::Vector{<:Real}\u001b[39m, ::Real) at In[12]:4",
-     "output_type": "error",
-     "traceback": [
-      "MethodError: no method matching empirique(::Vector{ComplexF64}, ::Float64)\n\u001b[0mClosest candidates are:\n\u001b[0m  empirique(\u001b[91m::Vector{<:Real}\u001b[39m, ::Real) at In[12]:4",
-      "",
-      "Stacktrace:",
-      " [1] top-level scope",
-      "   @ In[13]:1",
-      " [2] eval",
-      "   @ ./boot.jl:368 [inlined]",
-      " [3] include_string(mapexpr::typeof(REPL.softscope), mod::Module, code::String, filename::String)",
-      "   @ Base ./loading.jl:1428"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "println(\"empirique([1.+2im,2,3],1.5) = \", empirique([1.,2+2im,3],1.5))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1\n"
-     ]
-    },
-    {
-     "ename": "LoadError",
-     "evalue": "MethodError: no method matching fct1_1(::Int64)\n\u001b[0mClosest candidates are:\n\u001b[0m  fct1_1(\u001b[91m::Vector{<:Real}\u001b[39m) at In[14]:1",
-     "output_type": "error",
-     "traceback": [
-      "MethodError: no method matching fct1_1(::Int64)\n\u001b[0mClosest candidates are:\n\u001b[0m  fct1_1(\u001b[91m::Vector{<:Real}\u001b[39m) at In[14]:1",
-      "",
-      "Stacktrace:",
-      " [1] top-level scope",
-      "   @ In[14]:5",
-      " [2] eval",
-      "   @ ./boot.jl:368 [inlined]",
-      " [3] include_string(mapexpr::typeof(REPL.softscope), mod::Module, code::String, filename::String)",
-      "   @ Base ./loading.jl:1428"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "function fct1_1(x::Vector{<:Real})\n",
     "    return 1\n",
@@ -423,118 +228,9 @@
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   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
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-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "empirique2(t,x) = sum(t.<x) # calcul le nombre d'éléments dans t < à une valeur x\n",
     "u = rand(1000)\n",
@@ -553,18 +249,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "fct_g(5) = 25\n",
-      "fct_g(abc) = abcabc\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "fct_g(x) = x^2\n",
     "println(\"fct_g(5) = \", fct_g(5))\n",
@@ -573,18 +260,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "h(1) = 3\n",
-      "h(1) = 3\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "δ(f) = (x -> f(x+1)-f(x))\n",
     "function δ1(f)\n",
@@ -608,17 +286,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "h1.([1 10 100 1000]) = [3 21 201 2001]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "println(\"h1.([1 10 100 1000]) = \", h1.([1 10 100 1000]))   # la fonction vectorielle est définie"
    ]
@@ -632,20 +302,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "fct1 (generic function with 1 method)"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "function fct1(x::Real)\n",
     "    return x+1\n",
@@ -655,28 +314,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "fct1(1) = 0\n",
-      "fct1(1.) = 2.0\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "fct1 (generic function with 2 methods)"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "function fct1(x::Int)\n",
     "    return x-1\n",
@@ -718,133 +358,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "type de dist = TriangularDist{Float64}\n",
-      "params(dist) = (0.0, 2.0, 1.0)\n"
-     ]
-    },
-    {
-     "data": {
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-      ]
-     },
-     "execution_count": 52,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "using Distributions\n",
     "using Plots\n",
@@ -869,250 +385,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
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-       "  1803.94,807.843 1813.09,800.198 1822.23,792.647 1831.38,785.185 1840.53,777.809 1849.68,770.516 1858.82,763.304 1867.97,756.17 1877.12,749.112 1886.26,742.126 \n",
-       "  1895.41,735.212 1904.56,728.298 1913.7,721.312 1922.85,714.254 1932,707.12 1941.14,699.908 1950.29,692.615 1959.44,685.239 1968.59,677.777 1977.73,670.226 \n",
-       "  1986.88,662.581 1996.03,654.841 2005.17,647.001 2014.32,639.056 2023.47,631.004 2032.61,622.839 2041.76,614.557 2050.91,606.152 2060.05,597.618 2069.2,588.951 \n",
-       "  2078.35,580.142 2087.5,571.185 2096.64,562.072 2105.79,552.795 2114.94,543.345 2124.08,533.711 2133.23,523.882 2142.38,513.847 2151.52,503.59 2160.67,493.098 \n",
-       "  2169.82,482.353 2178.96,471.336 2188.11,460.025 2197.26,448.395 2206.41,436.417 2215.55,424.06 2224.7,411.282 2233.85,398.04 2242.99,384.278 2252.14,369.93 \n",
-       "  2261.29,354.913 2270.43,339.124 2279.58,322.431 2288.73,304.658 2297.87,285.563 2307.02,264.799 2316.17,241.831 2325.32,215.761 2334.46,184.838 2343.61,144.537 \n",
-       "  2352.76,47.2441 \n",
-       "  \"/>\n",
-       "</svg>\n"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# plot de la fonction de répartition F(x)\n",
     "p2 = plot(a-1:0.01:b+1, x->cdf(dist,x), linewidth=2, xlabel=(L\"x\"), ylabel=(L\"F(x)\"))  \n",
@@ -1123,422 +398,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-     },
-     "execution_count": 53,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Génération de nombres aléatoires\n",
     "t = rand(dist,10000)\n",
@@ -1555,157 +417,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "metadata": {},
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-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "n, p, N = 10, 0.2, 10^3\n",
     "bDist = Binomial(n,p)\n",
@@ -1730,29 +444,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[2.0, 2.0]\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "2×2 Matrix{Float64}:\n",
-       " 3.07787e-15  1.0\n",
-       " 2.0          1.0"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "using ForwardDiff\n",
     "\n",
@@ -1800,20 +494,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "algo_Newton"
-      ]
-     },
-     "execution_count": 58,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "using LinearAlgebra\n",
     "using ForwardDiff\n",
@@ -1879,20 +562,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "algo_Newton"
-      ]
-     },
-     "execution_count": 59,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "\"\"\"\n",
     "   Résout par l'algorithme de Newton Min f(x)\n",
@@ -1907,232 +579,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
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-      ]
-     },
-     "execution_count": 68,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "using Plots\n",
     "using LaTeXStrings\n",
@@ -2156,39 +605,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "(2.25, -0.703125, 3.0625, 4.5, 1)\n",
-      "(1.5694444444444444, -1.850293459933699, 0.46315586419753085, 3.138888888888889, 2)\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "┌ Info: Saved animation to /Users/gergaud/Control/Publi/CFIES2022/slides/Newton.gif\n",
-      "└ @ Plots /Users/gergaud/.julia/packages/Plots/kYFLA/src/animation.jl:149\n"
-     ]
-    },
-    {
-     "data": {
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\" />"
-      ],
-      "text/plain": [
-       "Plots.AnimatedGif(\"/Users/gergaud/Control/Publi/CFIES2022/slides/Newton.gif\")"
-      ]
-     },
-     "execution_count": 69,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "x = range(0,b, length=2)\n",
     "∇²fun(x) = ForwardDiff.derivative(∇fun,x)\n",
@@ -2265,31 +684,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "┌ Info: Saved animation to /Users/gergaud/Control/Publi/CFIES2022/slides/C14.gif\n",
-      "└ @ Plots /Users/gergaud/.julia/packages/Plots/kYFLA/src/animation.jl:149\n"
-     ]
-    },
-    {
-     "data": {
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-      ],
-      "text/plain": [
-       "Plots.AnimatedGif(\"/Users/gergaud/Control/Publi/CFIES2022/slides/C14.gif\")"
-      ]
-     },
-     "execution_count": 57,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "using DataFrames\n",
     "# Carbonne 14\n",
@@ -2347,159 +744,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Equations normales : βhat₀, βhat₁ = 1.6395753816793903, 0.024909351145038148\n",
-      "\\ de julia : βhat₀, βhat₁ = 1.639575381679389, 0.024909351145038172\n"
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-     },
-     "execution_count": 31,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "y=[1.8, 2.3, 2, 2.4, 2, 2.5, 2.6, 2.6, 2.9, 2.3, 2.4, 2.1, 2.5, 2.7, 2.7, 3, 3.1, 2.3, 2.5, 3, 3.3, 2.7, 3.1, 2.9, 3.4, 2.4, 3.4, 3.7, 2.8, 3.3, 3.5, 3.3, 2.6]\n",
     "x=[25, 25, 25, 25, 25, 25, 25, 35, 35, 35, 35, 35, 35, 35, 45, 45, 45, 45, 45, 45, 45, 45, 55, 55, 55, 55, 55, 65, 65, 65, 65, 65, 65]\n",
@@ -2518,29 +765,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0.10866889312977103\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "2×2 Matrix{Float64}:\n",
-       "  0.0360977    -0.000749172\n",
-       " -0.000749172   1.71091e-5"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "r = y-X*βhat\n",
     "σ²hat = sum(r.^2)/(n-2)\n",
@@ -2550,30 +777,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[1.639575381679391, 0.024909351145038124]\n",
-      "StatsModels.TableRegressionModel{LinearModel{GLM.LmResp{Vector{Float64}}, GLM.DensePredChol{Float64, CholeskyPivoted{Float64, Matrix{Float64}, Vector{Int64}}}}, Matrix{Float64}}\n",
-      "\n",
-      "chol ~ 1 + age\n",
-      "\n",
-      "Coefficients:\n",
-      "────────────────────────────────────────────────────────────────────────\n",
-      "                 Coef.  Std. Error     t  Pr(>|t|)  Lower 95%  Upper 95%\n",
-      "────────────────────────────────────────────────────────────────────────\n",
-      "(Intercept)  1.63958    0.189994    8.63    <1e-09  1.25208    2.02707\n",
-      "age          0.0249094  0.00413632  6.02    <1e-05  0.0164733  0.0333454\n",
-      "────────────────────────────────────────────────────────────────────────\n",
-      "Covariance matrix = [0.03609767024885637 -0.000749172474105529; -0.000749172474105529 1.7109129166423845e-5]\n",
-      "standard error of β = 0.18999386897701823, 0.004136318310578121\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "using DataFrames\n",
     "using Statistics\n",
@@ -2600,10181 +806,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Proportion de points dans l'ellipse : 0.9535\n"
-     ]
-    },
-    {
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-       "  1331.42,907.519 1337.73,911.127 1344.05,914.717 1350.37,918.288 1356.68,921.841 1363,925.374 1369.31,928.887 1375.62,932.381 1381.93,935.854 1388.23,939.307 \n",
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-       "  1518.69,1006.44 1524.76,1009.35 1530.81,1012.24 1536.84,1015.1 1542.85,1017.93 1548.84,1020.73 1554.81,1023.5 1560.76,1026.24 1566.69,1028.95 1572.6,1031.63 \n",
-       "  1578.48,1034.29 1584.35,1036.91 1590.18,1039.5 1596,1042.06 1601.78,1044.59 1607.55,1047.08 1613.28,1049.55 1618.99,1051.98 1624.67,1054.38 1630.33,1056.75 \n",
-       "  1635.95,1059.08 1641.55,1061.38 1647.12,1063.65 1652.66,1065.89 1658.16,1068.09 1663.64,1070.26 1669.08,1072.39 1674.49,1074.49 1679.87,1076.56 1685.22,1078.59 \n",
-       "  1690.53,1080.58 1695.8,1082.54 1701.04,1084.47 1706.25,1086.35 1711.42,1088.21 1716.55,1090.02 1721.65,1091.81 1726.71,1093.55 1731.73,1095.26 1736.71,1096.93 \n",
-       "  1741.65,1098.57 1746.56,1100.16 1751.42,1101.73 1756.24,1103.25 1761.03,1104.74 1765.77,1106.18 1770.46,1107.6 1775.12,1108.97 1779.73,1110.3 1784.3,1111.6 \n",
-       "  1788.83,1112.86 1793.31,1114.08 1797.75,1115.26 1802.14,1116.41 1806.48,1117.51 1810.78,1118.58 1815.03,1119.6 1819.24,1120.59 1823.4,1121.54 1827.51,1122.45 \n",
-       "  1831.57,1123.32 1835.59,1124.15 1839.55,1124.94 1843.47,1125.69 1847.34,1126.4 1851.15,1127.08 1854.92,1127.71 1858.63,1128.3 1862.3,1128.85 1865.91,1129.36 \n",
-       "  1869.47,1129.84 1872.98,1130.27 1876.43,1130.66 1879.83,1131.01 1883.18,1131.33 1886.48,1131.6 1889.72,1131.83 1892.9,1132.02 1896.03,1132.17 1899.11,1132.28 \n",
-       "  1902.13,1132.35 1905.1,1132.38 1908.01,1132.37 1910.86,1132.32 1913.66,1132.23 1916.4,1132.1 1919.08,1131.92 1921.7,1131.71 1924.27,1131.46 1926.78,1131.17 \n",
-       "  1929.24,1130.83 1931.63,1130.46 1933.96,1130.05 1936.24,1129.6 1938.46,1129.1 1940.62,1128.57 1942.71,1128 1944.75,1127.38 1946.73,1126.73 1948.65,1126.04 \n",
-       "  1950.51,1125.3 1952.31,1124.53 1954.05,1123.72 1955.72,1122.87 1957.34,1121.98 1958.89,1121.05 1960.39,1120.08 1961.82,1119.07 1963.19,1118.02 1964.5,1116.94 \n",
-       "  1965.74,1115.81 1966.93,1114.65 1968.05,1113.45 1969.11,1112.21 1970.11,1110.93 1971.05,1109.61 1971.92,1108.26 1972.73,1106.86 1973.48,1105.43 1974.16,1103.96 \n",
-       "  1974.78,1102.46 1975.34,1100.92 1975.84,1099.33 1976.27,1097.72 1976.64,1096.06 1976.95,1094.37 1977.2,1092.64 1977.38,1090.88 1977.49,1089.08 1977.55,1087.24 \n",
-       "  1977.54,1085.37 1977.47,1083.46 1977.33,1081.52 1977.14,1079.54 1976.88,1077.53 1976.55,1075.48 1976.16,1073.4 1975.71,1071.28 1975.2,1069.13 1974.62,1066.94 \n",
-       "  1973.99,1064.73 1973.28,1062.47 1972.52,1060.19 1971.69,1057.87 1970.8,1055.52 1969.85,1053.13 1968.83,1050.71 1967.76,1048.26 1966.62,1045.78 1965.42,1043.27 \n",
-       "  1964.15,1040.72 1962.83,1038.15 1961.44,1035.54 1959.99,1032.91 1958.48,1030.24 1956.91,1027.54 1955.28,1024.81 1953.59,1022.06 1951.83,1019.27 1950.02,1016.45 \n",
-       "  1948.14,1013.61 1946.21,1010.74 1944.21,1007.84 1942.16,1004.91 1940.05,1001.95 1937.87,998.968 1935.64,995.957 1933.35,992.92 1931,989.856 1928.59,986.766 \n",
-       "  1926.12,983.651 1923.59,980.51 1921.01,977.344 1918.37,974.153 1915.67,970.937 1912.91,967.698 1910.1,964.434 1907.23,961.147 1904.31,957.837 1901.33,954.504 \n",
-       "  1898.29,951.148 1895.2,947.77 1892.06,944.37 1888.86,940.949 1885.6,937.506 1882.29,934.043 1878.93,930.559 1875.51,927.055 1872.04,923.531 1868.52,919.988 \n",
-       "  1864.95,916.426 1861.32,912.845 1857.65,909.245 1853.92,905.628 1850.14,901.992 1846.31,898.34 1842.43,894.671 1838.5,890.985 1834.52,887.282 1830.49,883.564 \n",
-       "  1826.42,879.831 1822.29,876.082 1818.12,872.319 1813.9,868.542 1809.64,864.75 1805.33,860.945 1800.97,857.127 1796.56,853.296 1792.12,849.452 1787.62,845.597 \n",
-       "  1783.09,841.73 1778.5,837.851 1773.88,833.962 1769.21,830.062 1764.5,826.152 1759.75,822.232 1754.96,818.303 1750.13,814.365 1745.25,810.419 1740.34,806.464 \n",
-       "  1735.38,802.502 1730.39,798.532 1725.36,794.556 1720.29,790.572 1715.19,786.583 1710.04,782.588 1704.86,778.588 1699.65,774.582 1694.4,770.572 1689.11,766.558 \n",
-       "  1683.79,762.54 1678.44,758.519 1673.05,754.495 1667.63,750.468 1662.18,746.439 1656.69,742.409 1651.18,738.377 1645.63,734.344 1640.06,730.31 \n",
-       "  \"/>\n",
-       "</svg>\n"
-      ]
-     },
-     "execution_count": 34,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "#using Random\n",
     "#Random.seed!(0)   # initialisation pour la génération de nombres aléatoire\n",
@@ -12844,327 +878,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
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-       "  755.791,1237.26 757.952,1241.08 760.113,1244.86 762.274,1248.59 764.435,1252.28 766.596,1255.92 768.757,1259.51 770.918,1263.06 773.079,1266.56 775.24,1270.01 \n",
-       "  777.401,1273.41 779.562,1276.76 781.723,1280.07 783.884,1283.33 786.045,1286.53 788.206,1289.69 790.367,1292.81 792.528,1295.87 794.689,1298.88 796.85,1301.84 \n",
-       "  799.011,1304.75 801.172,1307.61 803.333,1310.43 805.494,1313.19 807.655,1315.9 809.816,1318.56 811.977,1321.17 814.138,1323.72 816.298,1326.23 818.459,1328.68 \n",
-       "  820.62,1331.09 822.781,1333.44 824.942,1335.74 827.103,1337.98 829.264,1340.18 831.425,1342.32 833.586,1344.41 835.747,1346.45 837.908,1348.44 840.069,1350.37 \n",
-       "  842.23,1352.25 844.391,1354.08 846.552,1355.85 848.713,1357.57 850.874,1359.24 853.035,1360.85 855.196,1362.42 857.357,1363.92 859.518,1365.38 861.679,1366.78 \n",
-       "  863.84,1368.13 866.001,1369.42 868.162,1370.66 870.323,1371.84 872.484,1372.98 874.645,1374.06 876.806,1375.08 878.967,1376.05 881.128,1376.97 883.289,1377.83 \n",
-       "  885.45,1378.64 887.611,1379.39 889.772,1380.09 891.933,1380.74 894.094,1381.33 896.255,1381.86 898.416,1382.34 900.577,1382.77 902.738,1383.15 904.899,1383.46 \n",
-       "  907.06,1383.73 909.221,1383.94 911.382,1384.09 913.543,1384.19 915.704,1384.24 917.865,1384.23 920.026,1384.17 922.187,1384.05 924.348,1383.87 926.509,1383.65 \n",
-       "  928.669,1383.36 930.83,1383.03 932.991,1382.64 935.152,1382.19 937.313,1381.69 939.474,1381.14 941.635,1380.53 943.796,1379.86 945.957,1379.14 948.118,1378.37 \n",
-       "  950.279,1377.54 952.44,1376.66 954.601,1375.73 956.762,1374.74 958.923,1373.69 961.084,1372.59 963.245,1371.44 965.406,1370.24 967.567,1368.98 969.728,1367.66 \n",
-       "  971.889,1366.3 974.05,1364.87 976.211,1363.4 978.372,1361.87 980.533,1360.29 982.694,1358.65 984.855,1356.97 987.016,1355.22 989.177,1353.43 991.338,1351.58 \n",
-       "  993.499,1349.68 995.66,1347.73 997.821,1345.72 999.982,1343.67 1002.14,1341.56 1004.3,1339.39 1006.46,1337.18 1008.63,1334.91 1010.79,1332.59 1012.95,1330.22 \n",
-       "  1015.11,1327.8 1017.27,1325.33 1019.43,1322.8 1021.59,1320.23 1023.75,1317.6 1025.91,1314.92 1028.07,1312.19 1030.24,1309.42 1032.4,1306.59 1034.56,1303.71 \n",
-       "  1036.72,1300.78 1038.88,1297.8 1041.04,1294.77 1043.2,1291.69 1045.36,1288.56 1047.52,1285.39 1049.68,1282.16 1051.85,1278.89 1054.01,1275.57 1056.17,1272.2 \n",
-       "  1058.33,1268.78 1060.49,1265.31 1062.65,1261.8 1064.81,1258.23 1066.97,1254.63 1069.13,1250.97 1071.29,1247.27 1073.46,1243.52 1075.62,1239.72 1077.78,1235.88 \n",
-       "  1079.94,1232 1082.1,1228.07 1084.26,1224.09 1086.42,1220.07 1088.58,1216 1090.74,1211.89 1092.9,1207.74 1095.07,1203.54 1097.23,1199.3 1099.39,1195.02 \n",
-       "  1101.55,1190.69 1103.71,1186.32 1105.87,1181.91 1108.03,1177.46 1110.19,1172.97 1112.35,1168.43 1114.51,1163.86 1116.67,1159.24 1118.84,1154.59 1121,1149.89 \n",
-       "  1123.16,1145.16 1125.32,1140.39 1127.48,1135.58 1129.64,1130.73 1131.8,1125.85 1133.96,1120.92 1136.12,1115.96 1138.28,1110.97 1140.45,1105.94 1142.61,1100.87 \n",
-       "  1144.77,1095.77 1146.93,1090.63 1149.09,1085.46 1151.25,1080.25 1153.41,1075.02 1155.57,1069.74 1157.73,1064.44 1159.89,1059.11 1162.06,1053.74 1164.22,1048.34 \n",
-       "  1166.38,1042.91 1168.54,1037.46 1170.7,1031.97 1172.86,1026.45 1175.02,1020.91 1177.18,1015.33 1179.34,1009.73 1181.5,1004.1 1183.67,998.449 1185.83,992.769 \n",
-       "  1187.99,987.062 1190.15,981.331 1192.31,975.576 1194.47,969.797 1196.63,963.995 1198.79,958.17 1200.95,952.323 1203.11,946.455 1205.28,940.565 1207.44,934.656 \n",
-       "  1209.6,928.727 1211.76,922.778 1213.92,916.811 1216.08,910.826 1218.24,904.824 1220.4,898.804 1222.56,892.769 1224.72,886.717 1226.88,880.651 1229.05,874.57 \n",
-       "  1231.21,868.475 1233.37,862.367 1235.53,856.246 1237.69,850.113 1239.85,843.969 1242.01,837.813 1244.17,831.647 1246.33,825.472 1248.49,819.287 1250.66,813.094 \n",
-       "  1252.82,806.892 1254.98,800.684 1257.14,794.468 1259.3,788.247 1261.46,782.02 1263.62,775.788 1265.78,769.552 1267.94,763.312 1270.1,757.068 1272.27,750.823 \n",
-       "  1274.43,744.575 1276.59,738.327 1278.75,732.077 1280.91,725.828 1283.07,719.579 1285.23,713.332 1287.39,707.086 1289.55,700.843 1291.71,694.603 1293.88,688.367 \n",
-       "  1296.04,682.135 1298.2,675.908 1300.36,669.687 1302.52,663.472 1304.68,657.264 1306.84,651.064 1309,644.871 1311.16,638.688 1313.32,632.514 1315.49,626.35 \n",
-       "  1317.65,620.197 1319.81,614.055 1321.97,607.925 1324.13,601.808 1326.29,595.704 1328.45,589.614 1330.61,583.539 1332.77,577.479 1334.93,571.435 1337.09,565.408 \n",
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-       "  1360.87,500.389 1363.03,494.611 1365.19,488.857 1367.35,483.127 1369.51,477.422 1371.67,471.743 1373.83,466.09 1375.99,460.463 1378.15,454.863 1380.31,449.291 \n",
-       "  1382.48,443.747 1384.64,438.232 1386.8,432.745 1388.96,427.288 1391.12,421.862 1393.28,416.465 1395.44,411.1 1397.6,405.767 1399.76,400.465 1401.92,395.196 \n",
-       "  1404.09,389.959 1406.25,384.756 1408.41,379.587 1410.57,374.451 1412.73,369.351 1414.89,364.286 1417.05,359.256 1419.21,354.262 1421.37,349.304 1423.53,344.383 \n",
-       "  1425.7,339.499 1427.86,334.653 1430.02,329.845 1432.18,325.075 1434.34,320.344 1436.5,315.652 1438.66,310.999 1440.82,306.386 1442.98,301.814 1445.14,297.282 \n",
-       "  1447.3,292.791 1449.47,288.341 1451.63,283.932 1453.79,279.566 1455.95,275.242 1458.11,270.961 1460.27,266.722 1462.43,262.527 1464.59,258.375 1466.75,254.267 \n",
-       "  1468.91,250.203 1471.08,246.184 1473.24,242.21 1475.4,238.28 1477.56,234.396 1479.72,230.557 1481.88,226.765 1484.04,223.018 1486.2,219.318 1488.36,215.664 \n",
-       "  1490.52,212.057 1492.69,208.498 1494.85,204.985 1497.01,201.521 1499.17,198.104 1501.33,194.735 1503.49,191.415 1505.65,188.143 1507.81,184.919 1509.97,181.744 \n",
-       "  1512.13,178.618 1514.3,175.54 1516.46,172.512 1518.62,169.534 1520.78,166.605 1522.94,163.726 1525.1,160.897 1527.26,158.118 1529.42,155.389 1531.58,152.711 \n",
-       "  1533.74,150.084 1535.91,147.508 1538.07,144.983 1540.23,142.509 1542.39,140.086 1544.55,137.716 1546.71,135.396 1548.87,133.129 1551.03,130.914 1553.19,128.751 \n",
-       "  1555.35,126.64 1557.51,124.582 1559.68,122.576 1561.84,120.623 1564,118.723 1566.16,116.876 1568.32,115.082 1570.48,113.341 1572.64,111.653 1574.8,110.019 \n",
-       "  1576.96,108.438 1579.12,106.911 1581.29,105.437 1583.45,104.018 1585.61,102.652 1587.77,101.34 1589.93,100.082 1592.09,98.8784 1594.25,97.7288 1596.41,96.6335 \n",
-       "  1598.57,95.5924 1600.73,94.6057 1602.9,93.6734 1605.06,92.7956 1607.22,91.9723 1609.38,91.2036 1611.54,90.4895 1613.7,89.83 1615.86,89.2251 1618.02,88.675 \n",
-       "  1620.18,88.1796 1622.34,87.7389 1624.51,87.353 1626.67,87.0219 1628.83,86.7455 1630.99,86.524 1633.15,86.3572 1635.31,86.2453 1637.47,86.1881 1639.63,86.1857 \n",
-       "  1641.79,86.238 1643.95,86.3451 1646.12,86.507 1648.28,86.7235 1650.44,86.9947 1652.6,87.3206 1654.76,87.7011 1656.92,88.1361 1659.08,88.6257 1661.24,89.1697 \n",
-       "  1663.4,89.7681 1665.56,90.421 1667.72,91.1281 1669.89,91.8895 1672.05,92.7051 1674.21,93.5748 1676.37,94.4985 1678.53,95.4762 1680.69,96.5078 1682.85,97.5932 \n",
-       "  1685.01,98.7323 1687.17,99.925 1689.33,101.171 1691.5,102.471 1693.66,103.824 1695.82,105.23 1697.98,106.689 1700.14,108.201 1702.3,109.767 1704.46,111.385 \n",
-       "  1706.62,113.056 1708.78,114.781 1710.94,116.558 1713.11,118.389 1715.27,120.272 1717.43,122.208 1719.59,124.196 1721.75,126.237 1723.91,128.331 1726.07,130.477 \n",
-       "  1728.23,132.675 1730.39,134.925 1732.55,137.227 1734.72,139.581 1736.88,141.987 1739.04,144.444 1741.2,146.953 1743.36,149.513 1745.52,152.124 1747.68,154.786 \n",
-       "  1749.84,157.499 1752,160.263 1754.16,163.077 1756.33,165.941 1758.49,168.856 1760.65,171.821 1762.81,174.835 1764.97,177.899 1767.13,181.013 1769.29,184.176 \n",
-       "  1771.45,187.387 1773.61,190.648 1775.77,193.957 1777.93,197.314 1780.1,200.72 1782.26,204.173 1784.42,207.674 1786.58,211.223 1788.74,214.818 1790.9,218.461 \n",
-       "  1793.06,222.15 1795.22,225.886 1797.38,229.668 1799.54,233.495 1801.71,237.369 1803.87,241.287 1806.03,245.251 1808.19,249.26 1810.35,253.313 1812.51,257.41 \n",
-       "  1814.67,261.551 1816.83,265.735 1818.99,269.963 1821.15,274.234 1823.32,278.548 1825.48,282.903 1827.64,287.301 1829.8,291.741 1831.96,296.221 1834.12,300.743 \n",
-       "  1836.28,305.305 1838.44,309.908 1840.6,314.551 1842.76,319.233 1844.93,323.954 1847.09,328.714 1849.25,333.512 1851.41,338.349 1853.57,343.223 1855.73,348.134 \n",
-       "  1857.89,353.083 1860.05,358.068 1862.21,363.089 1864.37,368.145 1866.54,373.237 1868.7,378.364 1870.86,383.525 1873.02,388.72 1875.18,393.948 1877.34,399.21 \n",
-       "  1879.5,404.503 1881.66,409.829 1883.82,415.186 1885.98,420.574 1888.15,425.992 1890.31,431.441 1892.47,436.918 1894.63,442.425 1896.79,447.961 1898.95,453.524 \n",
-       "  1901.11,459.115 1903.27,464.732 1905.43,470.376 1907.59,476.046 1909.75,481.742 1911.92,487.462 1914.08,493.207 1916.24,498.975 1918.4,504.767 1920.56,510.582 \n",
-       "  1922.72,516.418 1924.88,522.277 1927.04,528.156 1929.2,534.056 1931.36,539.977 1933.53,545.916 1935.69,551.875 1937.85,557.852 1940.01,563.847 1942.17,569.859 \n",
-       "  1944.33,575.888 1946.49,581.933 1948.65,587.993 1950.81,594.068 1952.97,600.158 1955.14,606.262 1957.3,612.379 1959.46,618.509 1961.62,624.65 1963.78,630.803 \n",
-       "  1965.94,636.967 1968.1,643.142 1970.26,649.326 1972.42,655.519 1974.58,661.721 1976.75,667.93 1978.91,674.147 1981.07,680.37 1983.23,686.6 1985.39,692.835 \n",
-       "  1987.55,699.074 1989.71,705.318 1991.87,711.566 1994.03,717.816 1996.19,724.069 1998.36,730.323 2000.52,736.579 2002.68,742.834 2004.84,749.09 2007,755.344 \n",
-       "  2009.16,761.597 2011.32,767.848 2013.48,774.096 2015.64,780.34 2017.8,786.581 2019.96,792.816 2022.13,799.046 2024.29,805.269 2026.45,811.486 2028.61,817.695 \n",
-       "  2030.77,823.896 2032.93,830.089 2035.09,836.271 2037.25,842.443 2039.41,848.605 2041.57,854.755 2043.74,860.892 2045.9,867.016 2048.06,873.127 2050.22,879.223 \n",
-       "  2052.38,885.304 2054.54,891.369 2056.7,897.418 2058.86,903.449 2061.02,909.463 2063.18,915.457 2065.35,921.433 2067.51,927.388 2069.67,933.323 2071.83,939.239 \n",
-       "  2073.99,945.134 2076.15,951.008 2078.31,956.861 2080.47,962.692 2082.63,968.5 2084.79,974.285 2086.96,980.046 2089.12,985.783 2091.28,991.495 2093.44,997.182 \n",
-       "  2095.6,1002.84 2097.76,1008.48 2099.92,1014.08 2102.08,1019.66 2104.24,1025.22 2106.4,1030.74 2108.57,1036.23 2110.73,1041.7 2112.89,1047.13 2115.05,1052.54 \n",
-       "  2117.21,1057.91 2119.37,1063.26 2121.53,1068.57 2123.69,1073.85 2125.85,1079.09 2128.01,1084.3 2130.17,1089.48 2132.34,1094.63 2134.5,1099.74 2136.66,1104.81 \n",
-       "  2138.82,1109.85 2140.98,1114.86 2143.14,1119.82 2145.3,1124.76 2147.46,1129.65 2149.62,1134.51 2151.78,1139.33 2153.95,1144.11 2156.11,1148.85 2158.27,1153.55 \n",
-       "  2160.43,1158.22 2162.59,1162.84 2164.75,1167.42 2166.91,1171.97 2169.07,1176.47 2171.23,1180.93 2173.39,1185.35 2175.56,1189.73 2177.72,1194.07 2179.88,1198.36 \n",
-       "  2182.04,1202.61 2184.2,1206.82 2186.36,1210.98 2188.52,1215.1 2190.68,1219.18 2192.84,1223.21 2195,1227.2 2197.17,1231.14 2199.33,1235.04 2201.49,1238.89 \n",
-       "  2203.65,1242.69 2205.81,1246.45 2207.97,1250.17 2210.13,1253.83 2212.29,1257.45 2214.45,1261.02 2216.61,1264.55 2218.78,1268.03 2220.94,1271.46 2223.1,1274.84 \n",
-       "  2225.26,1278.17 2227.42,1281.46 2229.58,1284.7 2231.74,1287.88 2233.9,1291.02 2236.06,1294.11 2238.22,1297.15 2240.38,1300.14 2242.55,1303.08 2244.71,1305.97 \n",
-       "  2246.87,1308.82 2249.03,1311.61 2251.19,1314.35 2253.35,1317.03 2255.51,1319.67 2257.67,1322.26 2259.83,1324.8 2261.99,1327.28 2264.16,1329.71 2266.32,1332.1 \n",
-       "  2268.48,1334.43 2270.64,1336.71 2272.8,1338.93 2274.96,1341.11 2277.12,1343.23 2279.28,1345.3 2281.44,1347.31 2283.6,1349.28 2285.77,1351.19 2287.93,1353.05 \n",
-       "  2290.09,1354.85 2292.25,1356.61 2294.41,1358.31 2296.57,1359.95 2298.73,1361.55 2300.89,1363.09 2303.05,1364.57 2305.21,1366 2307.38,1367.38 2309.54,1368.71 \n",
-       "  2311.7,1369.98 2313.86,1371.2 2316.02,1372.36 2318.18,1373.47 2320.34,1374.52 2322.5,1375.53 2324.66,1376.47 2326.82,1377.37 2328.99,1378.2 2331.15,1378.99 \n",
-       "  2333.31,1379.72 2335.47,1380.39 2337.63,1381.02 2339.79,1381.58 2341.95,1382.1 2344.11,1382.55 2346.27,1382.96 2348.43,1383.31 2350.59,1383.6 2352.76,1383.84 \n",
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-       "  388.424,1179.82 390.585,1183.81 392.746,1187.76 394.907,1191.68 397.068,1195.56 399.229,1199.41 401.39,1203.22 403.551,1206.99 405.712,1210.72 407.873,1214.42 \n",
-       "  410.034,1218.07 412.195,1221.69 414.356,1225.27 416.517,1228.8 418.678,1232.3 420.839,1235.75 423,1239.16 425.161,1242.53 427.322,1245.85 429.483,1249.13 \n",
-       "  431.644,1252.36 433.805,1255.55 435.966,1258.7 438.127,1261.8 440.288,1264.85 442.449,1267.85 444.61,1270.81 446.771,1273.72 448.932,1276.58 451.093,1279.39 \n",
-       "  453.254,1282.16 455.415,1284.87 457.576,1287.53 459.737,1290.14 461.898,1292.7 464.059,1295.21 466.22,1297.66 468.381,1300.06 470.542,1302.41 472.703,1304.71 \n",
-       "  474.864,1306.95 477.024,1309.14 479.185,1311.27 481.346,1313.35 483.507,1315.37 485.668,1317.34 487.829,1319.25 489.99,1321.11 492.151,1322.9 494.312,1324.64 \n",
-       "  496.473,1326.33 498.634,1327.95 500.795,1329.52 502.956,1331.03 505.117,1332.48 507.278,1333.87 509.439,1335.2 511.6,1336.47 513.761,1337.68 515.922,1338.83 \n",
-       "  518.083,1339.92 520.244,1340.95 522.405,1341.92 524.566,1342.83 526.727,1343.68 528.888,1344.47 531.049,1345.19 533.21,1345.86 535.371,1346.46 537.532,1347 \n",
-       "  539.693,1347.47 541.854,1347.89 544.015,1348.24 546.176,1348.54 548.337,1348.76 550.498,1348.93 552.659,1349.04 554.82,1349.08 556.981,1349.06 559.142,1348.97 \n",
-       "  561.303,1348.83 563.464,1348.62 565.625,1348.35 567.786,1348.02 569.947,1347.62 572.108,1347.16 574.269,1346.65 576.43,1346.06 578.591,1345.42 580.752,1344.72 \n",
-       "  582.913,1343.95 585.074,1343.12 587.235,1342.23 589.396,1341.28 591.556,1340.27 593.717,1339.2 595.878,1338.07 598.039,1336.88 600.2,1335.62 602.361,1334.31 \n",
-       "  604.522,1332.94 606.683,1331.51 608.844,1330.02 611.005,1328.47 613.166,1326.86 615.327,1325.2 617.488,1323.47 619.649,1321.69 621.81,1319.86 623.971,1317.96 \n",
-       "  626.132,1316.01 628.293,1314.01 630.454,1311.95 632.615,1309.83 634.776,1307.66 636.937,1305.43 639.098,1303.15 641.259,1300.82 643.42,1298.43 645.581,1295.99 \n",
-       "  647.742,1293.5 649.903,1290.96 652.064,1288.36 654.225,1285.72 656.386,1283.02 658.547,1280.28 660.708,1277.48 662.869,1274.64 665.03,1271.74 667.191,1268.8 \n",
-       "  669.352,1265.81 671.513,1262.78 673.674,1259.7 675.835,1256.57 677.996,1253.39 680.157,1250.17 682.318,1246.91 684.479,1243.6 686.64,1240.25 688.801,1236.86 \n",
-       "  690.962,1233.42 693.123,1229.94 695.284,1226.42 697.445,1222.86 699.606,1219.25 701.767,1215.61 703.927,1211.93 706.088,1208.21 708.249,1204.45 710.41,1200.65 \n",
-       "  712.571,1196.82 714.732,1192.95 716.893,1189.04 719.054,1185.09 721.215,1181.12 723.376,1177.1 725.537,1173.05 727.698,1168.97 729.859,1164.86 732.02,1160.71 \n",
-       "  734.181,1156.54 736.342,1152.33 738.503,1148.09 740.664,1143.81 742.825,1139.51 744.986,1135.18 747.147,1130.82 749.308,1126.43 751.469,1122.02 753.63,1117.57 \n",
-       "  755.791,1113.1 757.952,1108.61 760.113,1104.08 762.274,1099.53 764.435,1094.96 766.596,1090.36 768.757,1085.74 770.918,1081.09 773.079,1076.42 775.24,1071.73 \n",
-       "  777.401,1067.02 779.562,1062.28 781.723,1057.52 783.884,1052.74 786.045,1047.95 788.206,1043.13 790.367,1038.29 792.528,1033.43 794.689,1028.55 796.85,1023.66 \n",
-       "  799.011,1018.75 801.172,1013.82 803.333,1008.87 805.494,1003.91 807.655,998.927 809.816,993.932 811.977,988.92 814.138,983.894 816.298,978.853 818.459,973.798 \n",
-       "  820.62,968.729 822.781,963.646 824.942,958.55 827.103,953.442 829.264,948.321 831.425,943.187 833.586,938.042 835.747,932.886 837.908,927.719 840.069,922.541 \n",
-       "  842.23,917.352 844.391,912.153 846.552,906.945 848.713,901.728 850.874,896.501 853.035,891.265 855.196,886.021 857.357,880.769 859.518,875.51 861.679,870.242 \n",
-       "  863.84,864.967 866.001,859.686 868.162,854.398 870.323,849.103 872.484,843.802 874.645,838.496 876.806,833.184 878.967,827.868 881.128,822.546 883.289,817.221 \n",
-       "  885.45,811.891 887.611,806.557 889.772,801.22 891.933,795.879 894.094,790.535 896.255,785.188 898.416,779.839 900.577,774.487 902.738,769.133 904.899,763.777 \n",
-       "  907.06,758.42 909.221,753.061 911.382,747.701 913.543,742.341 915.704,736.98 917.865,731.619 920.026,726.257 922.187,720.897 924.348,715.536 926.509,710.177 \n",
-       "  928.669,704.819 930.83,699.463 932.991,694.108 935.152,688.755 937.313,683.404 939.474,678.056 941.635,672.711 943.796,667.37 945.957,662.031 948.118,656.697 \n",
-       "  950.279,651.366 952.44,646.04 954.601,640.719 956.762,635.402 958.923,630.091 961.084,624.786 963.245,619.486 965.406,614.193 967.567,608.906 969.728,603.625 \n",
-       "  971.889,598.352 974.05,593.087 976.211,587.829 978.372,582.579 980.533,577.338 982.694,572.105 984.855,566.881 987.016,561.667 989.177,556.462 991.338,551.268 \n",
-       "  993.499,546.083 995.66,540.909 997.821,535.747 999.982,530.595 1002.14,525.455 1004.3,520.328 1006.46,515.212 1008.63,510.109 1010.79,505.019 1012.95,499.943 \n",
-       "  1015.11,494.88 1017.27,489.831 1019.43,484.796 1021.59,479.776 1023.75,474.771 1025.91,469.782 1028.07,464.808 1030.24,459.85 1032.4,454.909 1034.56,449.984 \n",
-       "  1036.72,445.078 1038.88,440.189 1041.04,435.318 1043.2,430.466 1045.36,425.633 1047.52,420.82 1049.68,416.028 1051.85,411.256 1054.01,406.505 1056.17,401.775 \n",
-       "  1058.33,397.068 1060.49,392.383 1062.65,387.722 1064.81,383.083 1066.97,378.469 1069.13,373.879 1071.29,369.314 1073.46,364.775 1075.62,360.261 1077.78,355.774 \n",
-       "  1079.94,351.314 1082.1,346.88 1084.26,342.475 1086.42,338.098 1088.58,333.75 1090.74,329.431 1092.9,325.142 1095.07,320.883 1097.23,316.655 1099.39,312.459 \n",
-       "  1101.55,308.294 1103.71,304.161 1105.87,300.061 1108.03,295.994 1110.19,291.962 1112.35,287.963 1114.51,283.999 1116.67,280.071 1118.84,276.178 1121,272.322 \n",
-       "  1123.16,268.502 1125.32,264.72 1127.48,260.976 1129.64,257.27 1131.8,253.603 1133.96,249.975 1136.12,246.388 1138.28,242.84 1140.45,239.334 1142.61,235.87 \n",
-       "  1144.77,232.447 1146.93,229.067 1149.09,225.73 1151.25,222.436 1153.41,219.187 1155.57,215.983 1157.73,212.823 1159.89,209.71 1162.06,206.643 1164.22,203.622 \n",
-       "  1166.38,200.649 1168.54,197.724 1170.7,194.847 1172.86,192.02 1175.02,189.242 1177.18,186.512 1179.34,183.832 1181.5,181.201 1183.67,178.621 1185.83,176.091 \n",
-       "  1187.99,173.613 1190.15,171.187 1192.31,168.813 1194.47,166.492 1196.63,164.225 1198.79,162.011 1200.95,159.852 1203.11,157.748 1205.28,155.699 1207.44,153.706 \n",
-       "  1209.6,151.768 1211.76,149.888 1213.92,148.064 1216.08,146.298 1218.24,144.589 1220.4,142.939 1222.56,141.347 1224.72,139.813 1226.88,138.339 1229.05,136.924 \n",
-       "  1231.21,135.568 1233.37,134.273 1235.53,133.037 1237.69,131.862 1239.85,130.748 1242.01,129.694 1244.17,128.702 1246.33,127.771 1248.49,126.901 1250.66,126.093 \n",
-       "  1252.82,125.347 1254.98,124.663 1257.14,124.041 1259.3,123.481 1261.46,122.983 1263.62,122.548 1265.78,122.175 1267.94,121.865 1270.1,121.617 1272.27,121.432 \n",
-       "  1274.43,121.31 1276.59,121.251 1278.75,121.254 1280.91,121.32 1283.07,121.448 1285.23,121.64 1287.39,121.894 1289.55,122.21 1291.71,122.589 1293.88,123.03 \n",
-       "  1296.04,123.534 1298.2,124.1 1300.36,124.728 1302.52,125.418 1304.68,126.169 1306.84,126.982 1309,127.857 1311.16,128.793 1313.32,129.79 1315.49,130.848 \n",
-       "  1317.65,131.966 1319.81,133.145 1321.97,134.384 1324.13,135.683 1326.29,137.041 1328.45,138.458 1330.61,139.935 1332.77,141.47 1334.93,143.064 1337.09,144.715 \n",
-       "  1339.26,146.425 1341.42,148.191 1343.58,150.015 1345.74,151.894 1347.9,153.83 1350.06,155.822 1352.22,157.869 1354.38,159.97 1356.54,162.126 1358.7,164.336 \n",
-       "  1360.87,166.599 1363.03,168.917 1365.19,171.288 1367.35,173.712 1369.51,176.189 1371.67,178.718 1373.83,181.299 1375.99,183.931 1378.15,186.614 1380.31,189.347 \n",
-       "  1382.48,192.129 1384.64,194.961 1386.8,197.841 1388.96,200.77 1391.12,203.746 1393.28,206.769 1395.44,209.839 1397.6,212.955 1399.76,216.116 1401.92,219.323 \n",
-       "  1404.09,222.574 1406.25,225.869 1408.41,229.208 1410.57,232.589 1412.73,236.014 1414.89,239.48 1417.05,242.988 1419.21,246.537 1421.37,250.126 1423.53,253.755 \n",
-       "  1425.7,257.424 1427.86,261.132 1430.02,264.878 1432.18,268.662 1434.34,272.484 1436.5,276.342 1438.66,280.237 1440.82,284.168 1442.98,288.134 1445.14,292.135 \n",
-       "  1447.3,296.171 1449.47,300.24 1451.63,304.343 1453.79,308.479 1455.95,312.647 1458.11,316.847 1460.27,321.078 1462.43,325.34 1464.59,329.632 1466.75,333.955 \n",
-       "  1468.91,338.306 1471.08,342.686 1473.24,347.095 1475.4,351.531 1477.56,355.995 1479.72,360.485 1481.88,365.001 1484.04,369.544 1486.2,374.111 1488.36,378.703 \n",
-       "  1490.52,383.32 1492.69,387.96 1494.85,392.623 1497.01,397.309 1499.17,402.018 1501.33,406.747 1503.49,411.498 1505.65,416.27 1507.81,421.062 1509.97,425.874 \n",
-       "  1512.13,430.706 1514.3,435.557 1516.46,440.427 1518.62,445.316 1520.78,450.222 1522.94,455.147 1525.1,460.088 1527.26,465.047 1529.42,470.022 1531.58,475.013 \n",
-       "  1533.74,480.02 1535.91,485.043 1538.07,490.081 1540.23,495.133 1542.39,500.199 1544.55,505.28 1546.71,510.374 1548.87,515.481 1551.03,520.601 1553.19,525.734 \n",
-       "  1555.35,530.878 1557.51,536.035 1559.68,541.203 1561.84,546.381 1564,551.571 1566.16,556.771 1568.32,561.981 1570.48,567.201 1572.64,572.43 1574.8,577.668 \n",
-       "  1576.96,582.914 1579.12,588.169 1581.29,593.432 1583.45,598.703 1585.61,603.981 1587.77,609.266 1589.93,614.557 1592.09,619.855 1594.25,625.159 1596.41,630.469 \n",
-       "  1598.57,635.784 1600.73,641.104 1602.9,646.429 1605.06,651.759 1607.22,657.092 1609.38,662.43 1611.54,667.771 1613.7,673.115 1615.86,678.462 1618.02,683.812 \n",
-       "  1620.18,689.164 1622.34,694.518 1624.51,699.875 1626.67,705.232 1628.83,710.591 1630.99,715.95 1633.15,721.311 1635.31,726.671 1637.47,732.032 1639.63,737.392 \n",
-       "  1641.79,742.752 1643.95,748.112 1646.12,753.47 1648.28,758.827 1650.44,764.182 1652.6,769.536 1654.76,774.887 1656.92,780.237 1659.08,785.583 1661.24,790.927 \n",
-       "  1663.4,796.268 1665.56,801.605 1667.72,806.938 1669.89,812.268 1672.05,817.594 1674.21,822.915 1676.37,828.232 1678.53,833.544 1680.69,838.851 1682.85,844.153 \n",
-       "  1685.01,849.449 1687.17,854.739 1689.33,860.024 1691.5,865.302 1693.66,870.574 1695.82,875.839 1697.98,881.097 1700.14,886.348 1702.3,891.592 1704.46,896.827 \n",
-       "  1706.62,902.054 1708.78,907.272 1710.94,912.48 1713.11,917.679 1715.27,922.868 1717.43,928.046 1719.59,933.214 1721.75,938.37 1723.91,943.515 1726.07,948.649 \n",
-       "  1728.23,953.77 1730.39,958.878 1732.55,963.974 1734.72,969.056 1736.88,974.125 1739.04,979.18 1741.2,984.22 1743.36,989.246 1745.52,994.256 1747.68,999.251 \n",
-       "  1749.84,1004.23 1752,1009.19 1754.16,1014.14 1756.33,1019.07 1758.49,1023.98 1760.65,1028.87 1762.81,1033.74 1764.97,1038.6 1767.13,1043.44 1769.29,1048.25 \n",
-       "  1771.45,1053.05 1773.61,1057.83 1775.77,1062.58 1777.93,1067.31 1780.1,1072.03 1782.26,1076.71 1784.42,1081.38 1786.58,1086.02 1788.74,1090.64 1790.9,1095.24 \n",
-       "  1793.06,1099.81 1795.22,1104.36 1797.38,1108.88 1799.54,1113.37 1801.71,1117.84 1803.87,1122.28 1806.03,1126.69 1808.19,1131.08 1810.35,1135.43 1812.51,1139.76 \n",
-       "  1814.67,1144.06 1816.83,1148.33 1818.99,1152.56 1821.15,1156.77 1823.32,1160.95 1825.48,1165.09 1827.64,1169.2 1829.8,1173.28 1831.96,1177.32 1834.12,1181.34 \n",
-       "  1836.28,1185.31 1838.44,1189.25 1840.6,1193.16 1842.76,1197.03 1844.93,1200.86 1847.09,1204.65 1849.25,1208.41 1851.41,1212.13 1853.57,1215.81 1855.73,1219.45 \n",
-       "  1857.89,1223.05 1860.05,1226.61 1862.21,1230.13 1864.37,1233.61 1866.54,1237.05 1868.7,1240.45 1870.86,1243.81 1873.02,1247.12 1875.18,1250.4 1877.34,1253.63 \n",
-       "  1879.5,1256.81 1881.66,1259.95 1883.82,1263.04 1885.98,1266.09 1888.15,1269.09 1890.31,1272.04 1892.47,1274.95 1894.63,1277.8 1896.79,1280.61 1898.95,1283.37 \n",
-       "  1901.11,1286.07 1903.27,1288.73 1905.43,1291.33 1907.59,1293.88 1909.75,1296.38 1911.92,1298.83 1914.08,1301.22 1916.24,1303.56 1918.4,1305.85 1920.56,1308.08 \n",
-       "  1922.72,1310.25 1924.88,1312.37 1927.04,1314.44 1929.2,1316.45 1931.36,1318.4 1933.53,1320.29 1935.69,1322.13 1937.85,1323.91 1940.01,1325.63 1942.17,1327.29 \n",
-       "  1944.33,1328.89 1946.49,1330.44 1948.65,1331.92 1950.81,1333.35 1952.97,1334.72 1955.14,1336.02 1957.3,1337.27 1959.46,1338.45 1961.62,1339.58 1963.78,1340.64 \n",
-       "  1965.94,1341.64 1968.1,1342.58 1970.26,1343.46 1972.42,1344.28 1974.58,1345.04 1976.75,1345.73 1978.91,1346.37 1981.07,1346.94 1983.23,1347.45 1985.39,1347.89 \n",
-       "  1987.55,1348.28 1989.71,1348.6 1991.87,1348.86 1994.03,1349.05 1996.19,1349.19 1998.36,1349.26 2000.52,1349.27 2002.68,1349.22 2004.84,1349.1 2007,1348.92 \n",
-       "  2009.16,1348.68 2011.32,1348.38 2013.48,1348.02 2015.64,1347.59 2017.8,1347.1 2019.96,1346.55 2022.13,1345.94 2024.29,1345.26 2026.45,1344.53 2028.61,1343.73 \n",
-       "  2030.77,1342.87 2032.93,1341.95 2035.09,1340.97 2037.25,1339.93 2039.41,1338.83 2041.57,1337.67 2043.74,1336.45 2045.9,1335.17 2048.06,1333.83 2050.22,1332.43 \n",
-       "  2052.38,1330.97 2054.54,1329.46 2056.7,1327.88 2058.86,1326.25 2061.02,1324.56 2063.18,1322.82 2065.35,1321.01 2067.51,1319.15 2069.67,1317.23 2071.83,1315.26 \n",
-       "  2073.99,1313.23 2076.15,1311.14 2078.31,1309 2080.47,1306.8 2082.63,1304.55 2084.79,1302.25 2086.96,1299.89 2089.12,1297.48 2091.28,1295.01 2093.44,1292.5 \n",
-       "  2095.6,1289.93 2097.76,1287.31 2099.92,1284.64 2102.08,1281.92 2104.24,1279.15 2106.4,1276.33 2108.57,1273.47 2110.73,1270.55 2112.89,1267.59 2115.05,1264.58 \n",
-       "  2117.21,1261.52 2119.37,1258.42 2121.53,1255.27 2123.69,1252.08 2125.85,1248.84 2128.01,1245.56 2130.17,1242.23 2132.34,1238.86 2134.5,1235.45 2136.66,1232 \n",
-       "  2138.82,1228.5 2140.98,1224.96 2143.14,1221.39 2145.3,1217.77 2147.46,1214.11 2149.62,1210.41 2151.78,1206.68 2153.95,1202.91 2156.11,1199.1 2158.27,1195.25 \n",
-       "  2160.43,1191.36 2162.59,1187.44 2164.75,1183.48 2166.91,1179.49 2169.07,1175.47 2171.23,1171.41 2173.39,1167.31 2175.56,1163.18 2177.72,1159.02 2179.88,1154.83 \n",
-       "  2182.04,1150.61 2184.2,1146.36 2186.36,1142.07 2188.52,1137.75 2190.68,1133.41 2192.84,1129.04 2195,1124.63 2197.17,1120.2 2199.33,1115.75 2201.49,1111.26 \n",
-       "  2203.65,1106.75 2205.81,1102.22 2207.97,1097.65 2210.13,1093.07 2212.29,1088.45 2214.45,1083.82 2216.61,1079.16 2218.78,1074.48 2220.94,1069.78 2223.1,1065.05 \n",
-       "  2225.26,1060.3 2227.42,1055.54 2229.58,1050.75 2231.74,1045.94 2233.9,1041.12 2236.06,1036.27 2238.22,1031.41 2240.38,1026.52 2242.55,1021.62 2244.71,1016.7 \n",
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-      ]
-     },
-     "execution_count": 35,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Il nous faut tout d'abord importer les bons packages de Julia\n",
     "using DifferentialEquations\n",
@@ -13205,3728 +921,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "┌ Warning: To maintain consistency with solution indexing, keyword argument vars will be removed in a future version. Please use keyword argument idxs instead.\n",
-      "│   caller = ip:0x0\n",
-      "└ @ Core :-1\n"
-     ]
-    },
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-       "  841.807,971.758 839.968,973.005 838.12,974.23 836.262,975.433 834.395,976.614 832.519,977.771 830.634,978.906 828.74,980.018 826.838,981.106 824.928,982.171 \n",
-       "  823.009,983.212 821.082,984.228 819.148,985.221 817.206,986.188 815.256,987.131 813.3,988.049 811.336,988.942 809.366,989.81 807.388,990.652 805.405,991.468 \n",
-       "  803.415,992.259 801.419,993.023 799.417,993.761 797.409,994.473 795.397,995.158 793.378,995.817 791.355,996.448 789.327,997.053 787.294,997.63 785.257,998.18 \n",
-       "  783.216,998.702 781.171,999.197 779.122,999.664 777.07,1000.1 775.014,1000.51 772.955,1000.9 770.893,1001.25 768.829,1001.58 766.762,1001.88 764.694,1002.15 \n",
-       "  762.623,1002.39 760.55,1002.6 758.476,1002.79 756.401,1002.94 754.324,1003.07 752.247,1003.17 750.169,1003.23 748.091,1003.27 746.012,1003.29 743.933,1003.27 \n",
-       "  741.855,1003.22 739.777,1003.15 737.7,1003.04 735.624,1002.91 733.549,1002.75 731.476,1002.56 729.404,1002.34 727.333,1002.09 725.265,1001.82 723.199,1001.51 \n",
-       "  721.136,1001.18 719.075,1000.82 717.017,1000.43 714.963,1000.01 712.911,999.565 710.864,999.092 708.82,998.591 706.78,998.062 704.744,997.506 702.712,996.922 \n",
-       "  700.686,996.311 698.664,995.673 696.647,995.008 694.635,994.316 692.629,993.598 690.628,992.853 688.633,992.081 686.645,991.284 684.662,990.46 682.686,989.611 \n",
-       "  680.717,988.736 678.755,987.836 676.799,986.911 674.851,985.961 672.911,984.987 670.978,983.988 669.053,982.965 667.136,981.918 665.227,980.847 663.326,979.753 \n",
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-       "  557.472,615.54 558.409,613.428 559.362,611.322 560.331,609.221 561.317,607.128 562.319,605.04 563.337,602.959 564.371,600.885 565.421,598.818 566.487,596.757 \n",
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-       "  592.461,555.473 593.862,553.623 595.278,551.785 596.708,549.959 598.152,548.147 599.61,546.347 601.082,544.562 602.567,542.79 604.067,541.032 605.58,539.288 \n",
-       "  607.106,537.558 608.646,535.844 610.199,534.144 611.766,532.46 613.345,530.791 614.937,529.138 616.542,527.501 618.159,525.88 619.79,524.275 621.432,522.688 \n",
-       "  623.087,521.118 624.754,519.564 626.433,518.029 628.123,516.511 629.826,515.011 631.54,513.53 633.265,512.067 635.002,510.623 636.75,509.199 638.508,507.793 \n",
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-       "  1475.35,536.099 1478.12,532.281 1480.94,528.437 1483.81,524.565 1486.74,520.667 1489.71,516.743 1492.75,512.794 1495.84,508.82 1498.98,504.822 1502.18,500.8 \n",
-       "  1505.44,496.757 1508.75,492.692 1512.13,488.606 1515.55,484.502 1519.04,480.38 1522.58,476.242 1526.18,472.09 1529.84,467.924 1533.56,463.747 1537.34,459.56 \n",
-       "  1541.17,455.366 1545.06,451.166 1549.01,446.963 1553.02,442.759 1557.09,438.555 1561.21,434.355 1565.39,430.161 1569.63,425.975 1573.93,421.8 1578.29,417.64 \n",
-       "  1582.7,413.496 1587.17,409.372 1591.69,405.271 1596.27,401.197 1600.9,397.151 1605.59,393.139 1610.34,389.163 1615.13,385.226 1619.98,381.334 1624.89,377.488 \n",
-       "  1629.84,373.694 1634.85,369.954 1639.91,366.274 1645.01,362.658 1650.17,359.109 1655.37,355.632 1660.62,352.231 1665.92,348.911 1671.27,345.677 1676.65,342.534 \n",
-       "  1682.09,339.485 1687.56,336.537 1693.08,333.685 1698.63,330.933 1704.22,328.283 1709.85,325.74 1715.51,323.308 1721.2,320.991 1726.92,318.792 1732.67,316.714 \n",
-       "  1738.45,314.761 1744.25,312.936 1750.07,311.241 1755.92,309.679 1761.78,308.251 1767.66,306.962 1773.56,305.811 1779.47,304.801 1785.39,303.933 1791.33,303.209 \n",
-       "  1797.27,302.63 1803.22,302.197 1809.17,301.91 1815.13,301.77 1821.09,301.777 1827.04,301.931 1833,302.233 1838.95,302.681 1844.9,303.276 1850.83,304.016 \n",
-       "  1856.76,304.901 1862.68,305.93 1868.59,307.101 1874.47,308.413 1880.35,309.864 1886.2,311.452 1892.04,313.176 1897.85,315.032 1903.63,317.018 1909.4,319.131 \n",
-       "  1915.13,321.37 1920.83,323.729 1926.51,326.207 1932.15,328.8 1937.75,331.503 1943.32,334.313 1948.85,337.226 1954.34,340.237 1959.78,343.342 1965.19,346.537 \n",
-       "  1970.54,349.815 1975.85,353.173 1981.11,356.604 1986.31,360.104 1991.47,363.666 1996.56,367.285 2001.61,370.966 2006.6,374.706 2011.54,378.5 2016.43,382.345 \n",
-       "  2021.27,386.236 2026.05,390.172 2030.77,394.146 2035.44,398.157 2040.06,402.201 2044.62,406.274 2049.13,410.373 2053.57,414.495 2057.97,418.638 2062.3,422.797 \n",
-       "  2066.58,426.97 2070.8,431.155 2074.96,435.348 2079.07,439.548 2083.12,443.751 2087.11,447.955 2091.04,452.158 2094.92,456.358 2098.74,460.553 2102.49,464.74 \n",
-       "  2106.2,468.917 2109.84,473.084 2113.43,477.237 2116.96,481.376 2120.43,485.498 2123.85,489.603 2127.2,493.689 2130.51,497.754 2133.75,501.798 2136.94,505.82 \n",
-       "  2140.08,509.817 2143.16,513.79 2146.18,517.738 2149.15,521.659 2152.07,525.554 2154.93,529.422 2157.74,533.262 2160.5,537.073 2163.2,540.855 2165.86,544.606 \n",
-       "  2168.46,548.326 2171.01,552.016 2173.51,555.676 2175.97,559.305 2178.37,562.904 2180.72,566.472 2183.02,570.011 2185.28,573.519 2187.49,576.997 2189.64,580.446 \n",
-       "  2191.76,583.864 2193.82,587.254 2195.84,590.614 2197.81,593.945 2199.74,597.247 2201.62,600.521 2203.46,603.766 2205.25,606.983 2207,610.173 2208.71,613.334 \n",
-       "  2210.37,616.469 2211.98,619.577 2213.56,622.659 2215.09,625.715 2216.58,628.744 2218.03,631.749 2219.43,634.729 2220.8,637.684 2222.12,640.616 2223.41,643.524 \n",
-       "  2224.65,646.409 2225.86,649.272 2227.02,652.113 2228.14,654.933 2229.23,657.731 2230.28,660.51 2231.29,663.269 2232.26,666.009 2233.19,668.731 2234.09,671.434 \n",
-       "  2234.94,674.121 2235.77,676.792 2236.55,679.447 2237.3,682.086 2238.01,684.712 2238.69,687.324 2239.33,689.924 2239.93,692.511 2240.5,695.087 2241.04,697.653 \n",
-       "  2241.54,700.21 2242.01,702.757 2242.44,705.295 2242.83,707.825 2243.19,710.347 2243.52,712.862 2243.81,715.372 2244.07,717.876 2244.29,720.375 2244.48,722.87 \n",
-       "  2244.64,725.362 2244.76,727.851 2244.84,730.338 2244.9,732.824 2244.91,735.309 2244.9,737.795 2244.84,740.281 2244.76,742.769 2244.64,745.259 2244.48,747.751 \n",
-       "  2244.3,750.248 2244.07,752.748 2243.81,755.253 2243.52,757.764 2243.19,760.281 2242.83,762.804 2242.43,765.336 2242,767.875 2241.54,770.423 2241.03,772.981 \n",
-       "  2240.49,775.549 2239.92,778.127 2239.31,780.718 2238.67,783.32 2237.99,785.935 2237.27,788.563 2236.51,791.205 2235.72,793.862 2234.9,796.534 2234.03,799.223 \n",
-       "  2233.13,801.927 2232.19,804.649 2231.22,807.389 2230.2,810.148 2229.15,812.925 2228.06,815.722 2226.93,818.54 2225.77,821.378 2224.56,824.238 2223.31,827.121 \n",
-       "  2222.03,830.025 2220.7,832.951 2219.34,835.899 2217.93,838.87 2216.49,841.866 2215,844.886 2213.47,847.932 2211.9,851.005 2210.29,854.104 2208.63,857.231 \n",
-       "  2206.93,860.386 2205.18,863.57 2203.4,866.783 2201.56,870.025 2199.68,873.298 2197.76,876.601 2195.79,879.934 2193.77,883.298 2191.71,886.692 2189.6,890.118 \n",
-       "  2187.44,893.575 2185.23,897.063 2182.97,900.582 2180.67,904.132 2178.32,907.713 2175.91,911.325 2173.46,914.968 2170.95,918.64 2168.4,922.343 2165.79,926.075 \n",
-       "  2163.13,929.836 2160.42,933.626 2157.66,937.444 2154.85,941.29 2151.98,945.164 2149.06,949.063 2146.08,952.988 2143.05,956.939 2139.97,960.913 2136.83,964.911 \n",
-       "  2133.64,968.932 2130.39,972.974 2127.09,977.036 2123.73,981.118 2120.31,985.219 2116.84,989.337 2113.31,993.471 2109.72,997.62 2106.08,1001.78 2102.38,1005.96 \n",
-       "  2098.62,1010.14 2094.8,1014.35 2090.92,1018.56 2086.99,1022.77 2083,1026.99 2078.95,1031.21 2074.84,1035.43 2070.67,1039.64 2066.45,1043.84 2062.16,1048.03 \n",
-       "  2057.82,1052.2 2053.43,1056.35 2048.97,1060.47 2044.46,1064.57 2039.89,1068.64 2035.27,1072.68 2030.59,1076.68 2025.86,1080.64 2021.07,1084.56 2016.23,1088.42 \n",
-       "  2011.33,1092.24 2006.39,1096.01 2001.39,1099.72 1996.34,1103.37 1991.24,1106.96 1986.09,1110.48 1980.9,1113.93 1975.66,1117.3 1970.37,1120.6 1965.04,1123.82 \n",
-       "  1959.66,1126.96 1954.24,1130.01 1948.78,1132.97 1943.28,1135.84 1937.74,1138.61 1932.16,1141.28 1926.55,1143.85 1920.9,1146.31 1915.22,1148.66 1909.51,1150.9 \n",
-       "  1903.77,1153.02 1898,1155.02 1892.2,1156.9 1886.38,1158.66 1880.53,1160.28 1874.66,1161.77 1868.78,1163.13 1862.87,1164.34 1856.95,1165.42 1851.02,1166.34 \n",
-       "  1845.07,1167.12 1839.11,1167.75 1833.15,1168.22 1827.18,1168.53 1821.21,1168.7 1815.23,1168.73 1809.26,1168.61 1803.29,1168.34 1797.32,1167.92 1791.36,1167.36 \n",
-       "  1785.41,1166.65 1779.47,1165.79 1773.55,1164.8 1767.63,1163.66 1761.74,1162.39 1755.86,1160.97 1750,1159.43 1744.17,1157.74 1738.36,1155.93 1732.57,1153.99 \n",
-       "  \n",
-       "  \"/>\n",
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-       "  1495.95,735.266 1495.99,730.498 1496.11,725.729 1496.3,720.959 1496.58,716.186 1496.93,711.411 1497.36,706.632 1497.87,701.849 1498.46,697.062 1499.13,692.268 \n",
-       "  1499.88,687.469 1500.7,682.663 1501.61,677.85 1502.59,673.029 1503.65,668.201 1504.79,663.363 1506.02,658.517 1507.32,653.661 1508.7,648.795 1510.16,643.92 \n",
-       "  1511.7,639.034 1513.33,634.138 1515.03,629.232 1516.81,624.316 1518.68,619.389 1520.62,614.452 1522.65,609.506 1524.76,604.55 1526.95,599.584 1529.22,594.611 \n",
-       "  1531.57,589.629 1534.01,584.64 1536.52,579.644 1539.12,574.642 1541.81,569.636 1544.57,564.626 1547.42,559.614 1550.35,554.601 1553.36,549.587 1556.45,544.576 \n",
-       "  1559.63,539.569 1562.89,534.568 1566.23,529.574 1569.65,524.59 1573.15,519.617 1576.74,514.66 1580.41,509.719 1584.16,504.798 1587.99,499.9 1591.89,495.027 \n",
-       "  1595.88,490.182 1599.95,485.368 1604.1,480.589 1608.33,475.849 1612.63,471.151 1617.01,466.501 1621.47,461.901 1626,457.356 1630.61,452.869 1635.28,448.446 \n",
-       "  1640.04,444.09 1644.86,439.805 1649.75,435.597 1654.71,431.468 1659.74,427.425 1664.83,423.471 1669.99,419.611 1675.21,415.849 1680.49,412.191 1685.83,408.641 \n",
-       "  1691.23,405.203 1696.69,401.884 1702.19,398.687 1707.75,395.618 1713.36,392.678 1719.02,389.87 1724.72,387.2 1730.46,384.672 1736.24,382.291 1742.06,380.061 \n",
-       "  1747.92,377.986 1753.81,376.069 1759.72,374.315 1765.67,372.727 1771.63,371.306 1777.62,370.056 1783.63,368.978 1789.65,368.076 1795.69,367.349 1801.73,366.799 \n",
-       "  1807.79,366.429 1813.85,366.237 1819.91,366.224 1825.97,366.391 1832.02,366.737 1838.08,367.262 1844.12,367.964 1850.15,368.843 1856.17,369.897 1862.17,371.125 \n",
-       "  1868.15,372.524 1874.1,374.091 1880.03,375.825 1885.93,377.723 1891.8,379.78 1897.64,381.993 1903.44,384.359 1909.2,386.873 1914.91,389.531 1920.58,392.328 \n",
-       "  1926.2,395.259 1931.77,398.318 1937.28,401.502 1942.74,404.809 1948.14,408.235 1953.49,411.775 1958.78,415.423 1964.01,419.175 1969.17,423.027 1974.27,426.973 \n",
-       "  1979.31,431.009 1984.28,435.13 1989.18,439.332 1994.01,443.61 1998.77,447.96 2003.45,452.377 2008.07,456.858 2012.61,461.398 2017.07,465.993 2021.46,470.638 \n",
-       "  2025.77,475.331 2030.01,480.066 2034.16,484.841 2038.24,489.651 2042.24,494.492 2046.16,499.362 2050,504.257 2053.75,509.175 2057.43,514.112 2061.02,519.067 \n",
-       "  2064.54,524.037 2067.97,529.019 2071.32,534.011 2074.58,539.012 2077.77,544.019 2080.87,549.03 2083.89,554.044 2086.83,559.059 2089.69,564.074 2092.46,569.086 \n",
-       "  2095.16,574.095 2097.77,579.099 2100.29,584.097 2102.74,589.089 2105.1,594.073 2107.38,599.049 2109.58,604.016 2111.7,608.973 2113.73,613.921 2115.69,618.858 \n",
-       "  2117.56,623.784 2119.35,628.7 2121.06,633.605 2122.69,638.5 2124.24,643.385 2125.71,648.259 2127.1,653.125 2128.41,657.981 2129.64,662.826 2130.8,667.661 \n",
-       "  2131.87,672.486 2132.86,677.302 2133.78,682.11 2134.61,686.911 2135.37,691.706 2136.04,696.495 2136.64,701.279 2137.16,706.059 2137.6,710.836 2137.96,715.609 \n",
-       "  2138.25,720.381 2138.45,725.152 2138.58,729.922 2138.63,734.692 2138.6,739.463 2138.49,744.235 2138.3,749.008 2138.04,753.785 2137.69,758.564 2137.27,763.347 \n",
-       "  2136.77,768.134 2136.19,772.925 2135.53,777.722 2134.79,782.524 2133.98,787.333 2133.08,792.148 2132.1,796.97 2131.05,801.799 2129.92,806.637 2128.7,811.482 \n",
-       "  2127.41,816.336 2126.04,821.2 2124.59,826.072 2123.05,830.954 2121.44,835.846 2119.75,840.749 2117.97,845.662 2116.12,850.585 2114.18,855.52 2112.16,860.464 \n",
-       "  2110.07,865.417 2107.89,870.379 2105.63,875.348 2103.29,880.325 2100.87,885.309 2098.36,890.3 2095.78,895.297 2093.11,900.298 2090.36,905.303 2087.52,910.311 \n",
-       "  2084.6,915.319 2081.6,920.328 2078.52,925.335 2075.35,930.338 2072.1,935.336 2068.76,940.327 2065.35,945.308 2061.85,950.277 2058.27,955.233 2054.61,960.172 \n",
-       "  2050.86,965.092 2047.04,969.99 2043.13,974.864 2039.15,979.709 2035.09,984.524 2030.94,989.305 2026.72,994.049 2022.43,998.751 2018.05,1003.41 2013.6,1008.02 \n",
-       "  2009.08,1012.58 2004.48,1017.08 1999.82,1021.52 1995.07,1025.89 1990.26,1030.2 1985.38,1034.43 1980.43,1038.58 1975.42,1042.65 1970.33,1046.64 1965.19,1050.53 \n",
-       "  1959.98,1054.32 1954.71,1058 1949.38,1061.58 1943.99,1065.04 1938.54,1068.39 1933.04,1071.6 1927.48,1074.69 1921.88,1077.65 1916.23,1080.47 1910.53,1083.16 \n",
-       "  1904.8,1085.71 1899.02,1088.11 1893.21,1090.37 1887.36,1092.46 1881.48,1094.4 1875.57,1096.18 1869.64,1097.8 1863.68,1099.25 1857.71,1100.53 1851.71,1101.64 \n",
-       "  1845.7,1102.57 1839.67,1103.33 1833.64,1103.92 1827.6,1104.33 1821.55,1104.56 1815.5,1104.61 1809.45,1104.49 1803.4,1104.18 1797.35,1103.7 1791.32,1103.04 \n",
-       "  1785.29,1102.21 1779.28,1101.19 1773.29,1100.01 1767.31,1098.65 1761.35,1097.12 1755.42,1095.42 1749.51,1093.56 1743.63,1091.53 1737.78,1089.34 1731.97,1086.99 \n",
-       "  1726.19,1084.49 1720.46,1081.85 1714.76,1079.05 1709.11,1076.11 1703.51,1073.04 1697.95,1069.83 1692.45,1066.5 1687,1063.05 1681.61,1059.48 1676.29,1055.8 \n",
-       "  1671.02,1052.01 1665.82,1048.13 1660.69,1044.16 1655.63,1040.11 1650.64,1035.98 1645.73,1031.78 1640.89,1027.51 1636.12,1023.16 1631.43,1018.75 1626.81,1014.27 \n",
-       "  1622.26,1009.73 1617.78,1005.14 1613.39,1000.49 1609.07,995.805 1604.82,991.072 1600.66,986.3 1596.57,981.492 1592.56,976.651 1588.63,971.782 1584.78,966.886 \n",
-       "  1581.01,961.967 1577.32,957.029 1573.72,952.073 1570.19,947.102 1566.75,942.119 1563.39,937.125 1560.11,932.124 1556.91,927.117 1553.8,922.107 1550.77,917.094 \n",
-       "  1547.82,912.081 1544.95,907.069 1542.17,902.059 1539.47,897.053 1536.85,892.051 1534.32,887.055 1531.86,882.066 1529.49,877.084 1527.2,872.11 1524.99,867.144 \n",
-       "  1522.87,862.191 1520.82,857.25 1518.85,852.321 1516.97,847.403 1515.17,842.497 1513.44,837.601 1511.8,832.715 1510.24,827.84 1508.76,822.974 1507.36,818.116 \n",
-       "  1506.03,813.268 1504.79,808.427 1503.63,803.594 1502.54,798.768 1501.54,793.949 1500.61,789.136 1499.77,784.329 1499,779.527 1498.31,774.73 1497.7,769.938 \n",
-       "  1497.17,765.149 1496.72,760.363 1496.34,755.581 1496.05,750.8 1495.83,746.022 1495.69,741.245 1495.63,736.468 1495.65,731.692 1495.75,726.916 1495.93,722.138 \n",
-       "  1496.18,717.36 1496.52,712.579 1496.93,707.796 1497.42,703.011 1497.99,698.221 1498.64,693.428 1499.37,688.629 1500.17,683.826 1501.06,679.017 1502.02,674.201 \n",
-       "  1503.07,669.378 1504.19,664.548 1505.4,659.71 1506.68,654.863 1508.04,650.006 1509.48,645.14 1511,640.262 1512.61,635.374 1514.29,630.474 1516.05,625.563 \n",
-       "  1517.89,620.643 1519.81,615.716 1521.82,610.78 1523.9,605.836 1526.06,600.883 1528.31,595.923 1530.63,590.955 1533.04,585.98 1535.54,580.998 1538.11,576.011 \n",
-       "  1540.77,571.018 1543.51,566.022 1546.34,561.023 1549.24,556.023 1552.24,551.023 1555.31,546.024 1558.47,541.028 1561.71,536.037 1565.03,531.053 1568.44,526.077 \n",
-       "  1571.93,521.113 1575.5,516.162 1579.15,511.226 1582.89,506.308 1586.7,501.411 1590.6,496.538 1594.57,491.691 1598.62,486.874 1602.76,482.09 1606.97,477.341 \n",
-       "  1611.25,472.632 1615.61,467.965 1620.05,463.346 1624.56,458.776 1629.15,454.261 1633.81,449.805 1638.54,445.411 1643.34,441.083 1648.2,436.827 1653.14,432.647 \n",
-       "  1658.14,428.547 1663.21,424.533 1668.35,420.609 1673.54,416.78 1678.8,413.052 1684.12,409.43 1689.49,405.918 1694.92,402.524 1700.41,399.252 1705.95,396.109 \n",
-       "  1711.54,393.1 1717.18,390.231 1722.88,387.509 1728.61,384.94 1734.39,382.524 1740.21,380.26 1746.06,378.151 1751.95,376.201 1757.86,374.412 1763.8,372.786 \n",
-       "  1769.76,371.327 1775.75,370.035 1781.75,368.914 1787.77,367.964 1793.8,367.187 1799.84,366.585 1805.89,366.157 1811.95,365.905 1818,365.829 1824.05,365.929 \n",
-       "  1830.11,366.205 1836.15,366.657 1842.19,367.285 1848.21,368.087 1854.22,369.063 1860.21,370.212 1866.19,371.532 1872.14,373.02 1878.07,374.677 1883.98,376.498 \n",
-       "  1889.85,378.482 1895.69,380.627 1901.5,382.929 1907.27,385.385 1913.01,387.992 1918.7,390.746 1924.35,393.643 1929.95,396.68 1935.51,399.853 1941.01,403.155 \n",
-       "  1946.46,406.584 1951.86,410.134 1957.2,413.799 1962.48,417.574 1967.7,421.454 1972.85,425.432 1977.94,429.503 1982.95,433.659 1987.9,437.895 1992.78,442.204 \n",
-       "  1997.58,446.577 2002.3,451.009 2006.94,455.491 2011.51,460.018 2015.99,464.6 2020.4,469.233 2024.74,473.914 2028.99,478.638 2033.17,483.403 2037.27,488.204 \n",
-       "  2041.29,493.039 2045.23,497.904 2049.09,502.796 2052.87,507.711 2056.57,512.648 2060.19,517.603 2063.73,522.574 2067.19,527.557 2070.57,532.552 2073.86,537.555 \n",
-       "  2077.07,542.564 2080.2,547.578 2083.25,552.594 2086.21,557.611 2089.09,562.628 2091.89,567.642 2094.61,572.652 2097.24,577.657 2099.8,582.656 2102.26,587.648 \n",
-       "  2104.65,592.632 2106.95,597.608 2109.18,602.574 2111.32,607.531 2113.37,612.477 2115.35,617.413 2117.25,622.339 2119.06,627.254 2120.79,632.159 2122.45,637.054 \n",
-       "  2124.02,641.939 2125.51,646.815 2126.93,651.681 2128.26,656.529 2129.52,661.361 2130.69,666.178 2131.79,670.981 2132.81,675.773 2133.75,680.554 2134.61,685.327 \n",
-       "  2135.4,690.091 2136.1,694.85 2136.72,699.604 2137.27,704.354 2137.74,709.102 2138.13,713.848 2138.44,718.594 2138.67,723.34 2138.82,728.089 2138.89,732.839 \n",
-       "  2138.89,737.594 2138.81,742.352 2138.65,747.115 2138.4,751.884 2138.09,756.659 2137.69,761.441 2137.21,766.231 2136.65,771.029 2136.02,775.835 2135.3,780.649 \n",
-       "  2134.51,785.473 2133.64,790.307 2132.69,795.15 2131.66,800.003 2130.55,804.865 2129.36,809.738 2128.09,814.621 2126.74,819.514 2125.31,824.417 2123.8,829.33 \n",
-       "  2122.22,834.253 2120.55,839.185 2118.8,844.126 2116.97,849.076 2115.06,854.034 2113.07,859.001 2111,863.975 2108.85,868.956 2106.62,873.944 2104.3,878.937 \n",
-       "  2101.91,883.935 2099.43,888.938 2096.87,893.944 2094.23,898.953 2091.51,903.964 2088.7,908.975 2085.81,913.987 2082.84,918.997 2079.79,924.005 2076.65,929.009 \n",
-       "  2073.43,934.008 2070.13,939.002 2066.74,943.988 2063.27,948.966 2059.72,953.937 2056.08,958.9 2052.36,963.851 2048.56,968.786 2044.68,973.699 2040.72,978.586 \n",
-       "  2036.68,983.442 2032.56,988.264 2028.37,993.046 2024.09,997.785 2019.73,1002.47 2015.3,1007.11 2010.8,1011.69 2006.22,1016.21 2001.56,1020.67 1996.84,1025.05 \n",
-       "  1992.04,1029.36 1987.17,1033.59 1982.23,1037.74 1977.23,1041.8 1972.15,1045.78 1967.02,1049.65 1961.82,1053.43 1956.56,1057.11 1951.24,1060.68 1945.86,1064.14 \n",
-       "  1940.43,1067.48 1934.94,1070.71 1929.4,1073.81 1923.81,1076.79 1918.17,1079.64 1912.49,1082.35 1906.76,1084.93 1900.99,1087.36 1895.18,1089.65 1889.34,1091.79 \n",
-       "  1883.46,1093.78 1877.55,1095.62 1871.61,1097.29 1865.64,1098.8 1859.65,1100.15 1853.64,1101.33 1847.61,1102.33 1841.57,1103.16 1835.51,1103.8 1829.45,1104.26 \n",
-       "  1823.38,1104.54 1817.31,1104.63 1811.24,1104.52 1805.16,1104.22 1799.1,1103.73 1793.04,1103.06 1786.99,1102.2 1780.96,1101.17 1774.95,1099.96 1768.96,1098.59 \n",
-       "  1762.99,1097.04 1757.05,1095.33 1751.14,1093.46 1745.27,1091.43 1739.42,1089.25 1733.62,1086.91 1727.85,1084.43 1722.13,1081.81 1716.45,1079.04 1710.82,1076.14 \n",
-       "  1705.24,1073.11 1699.71,1069.95 1694.23,1066.67 1688.81,1063.26 1683.45,1059.74 1678.15,1056.1 1672.91,1052.36 1667.73,1048.51 1662.61,1044.56 1657.56,1040.51 \n",
-       "  1652.58,1036.37 1647.67,1032.14 1642.83,1027.83 1638.06,1023.44 1633.36,1018.97 1628.74,1014.43 1624.19,1009.82 1619.72,1005.15 1615.33,1000.43 1611.01,995.645 \n",
-       "  1606.78,990.814 1602.62,985.939 1598.54,981.022 1594.55,976.071 1590.63,971.088 1586.8,966.079 1583.05,961.049 1579.38,956.001 1575.8,950.942 1572.29,945.875 \n",
-       "  1568.87,940.806 1565.54,935.74 1562.28,930.681 1559.11,925.635 1556.02,920.607 1553.02,915.595 1550.09,910.585 1547.25,905.577 1544.5,900.571 1541.82,895.569 \n",
-       "  1539.23,890.57 1536.72,885.576 1534.29,880.587 1531.94,875.603 1529.67,870.626 1527.49,865.655 1525.38,860.691 1523.36,855.734 1521.42,850.784 1519.56,845.843 \n",
-       "  1517.78,840.909 1516.09,835.984 1514.47,831.067 1512.93,826.159 1511.48,821.259 1510.1,816.367 1508.81,811.484 1507.59,806.61 1506.46,801.743 1505.4,796.884 \n",
-       "  1504.43,792.034 1503.53,787.19 1502.72,782.354 1501.98,777.525 1501.33,772.702 1500.75,767.886 1500.25,763.074 1499.84,758.268 1499.5,753.466 1499.24,748.667 \n",
-       "  1499.06,743.872 1498.96,739.079 1498.94,734.288 1498.99,729.497 1499.13,724.707 1499.35,719.915 1499.64,715.121 1500.01,710.325 1500.46,705.524 1500.99,700.718 \n",
-       "  1501.6,695.907 1502.29,691.088 1503.05,686.268 1503.89,681.447 1504.81,676.623 1505.81,671.795 1506.89,666.963 1508.05,662.123 1509.29,657.276 1510.6,652.421 \n",
-       "  1512,647.556 1513.48,642.682 1515.04,637.797 1516.68,632.901 1518.41,627.993 1520.21,623.075 1522.1,618.145 1524.07,613.203 1526.12,608.25 1528.26,603.287 \n",
-       "  1530.48,598.313 1532.78,593.329 1535.16,588.336 1537.63,583.335 1540.18,578.326 1542.81,573.311 1545.52,568.292 1548.32,563.269 1551.2,558.243 1554.16,553.217 \n",
-       "  1557.21,548.192 1560.34,543.171 1563.54,538.154 1566.83,533.144 1570.21,528.144 1573.66,523.155 1577.19,518.181 1580.8,513.223 1584.5,508.285 1588.27,503.369 \n",
-       "  1592.12,498.479 1596.05,493.618 1600.06,488.788 1604.14,483.993 1608.31,479.237 1612.55,474.523 1616.86,469.856 1621.25,465.238 1625.72,460.674 1630.26,456.169 \n",
-       "  1634.87,451.725 1639.56,447.349 1644.32,443.043 1649.14,438.814 1654.04,434.665 1659.01,430.602 1664.05,426.63 1669.16,422.752 1674.33,418.965 1679.56,415.272 \n",
-       "  1684.85,411.68 1690.2,408.194 1695.6,404.822 1701.06,401.569 1706.57,398.441 1712.12,395.443 1717.73,392.58 1723.38,389.858 1729.07,387.279 1734.8,384.85 \n",
-       "  1740.57,382.573 1746.37,380.453 1752.21,378.492 1758.07,376.694 1763.97,375.062 1769.89,373.598 1775.83,372.304 1781.79,371.183 1787.77,370.235 1793.76,369.464 \n",
-       "  1799.77,368.869 1805.79,368.451 1811.81,368.212 1817.84,368.15 1823.87,368.268 1829.9,368.563 1835.93,369.035 1841.95,369.685 1847.95,370.51 1853.95,371.509 \n",
-       "  1859.93,372.68 1865.89,374.022 1871.84,375.532 1877.75,377.208 1883.64,379.047 1889.5,381.045 1895.33,383.2 1901.12,385.508 1906.87,387.965 1912.57,390.566 \n",
-       "  1918.23,393.307 1923.85,396.184 1929.4,399.191 1934.91,402.323 1940.35,405.578 1945.75,408.957 1951.08,412.453 1956.36,416.061 1961.57,419.775 1966.72,423.592 \n",
-       "  1971.81,427.504 1976.84,431.508 1981.8,435.598 1986.69,439.77 1991.51,444.018 1996.27,448.339 2000.95,452.728 2005.56,457.181 2010.09,461.693 2014.55,466.26 \n",
-       "  2018.94,470.879 2023.25,475.546 2027.48,480.257 2031.64,485.008 2035.72,489.797 2039.72,494.619 2043.64,499.472 2047.47,504.352 2051.23,509.257 2054.91,514.183 \n",
-       "  2058.5,519.128 2062.02,524.09 2065.45,529.066 2068.8,534.053 2072.06,539.05 2075.25,544.054 2078.35,549.064 2081.37,554.077 2084.3,559.091 2087.16,564.106 \n",
-       "  2089.93,569.119 2092.62,574.13 2095.22,579.137 2097.75,584.136 2100.19,589.127 2102.55,594.107 2104.83,599.079 2107.03,604.042 2109.15,608.995 2111.18,613.94 \n",
-       "  2113.14,618.876 2115.01,623.803 2116.8,628.722 2118.51,633.633 2120.15,638.536 2121.7,643.431 2123.17,648.318 2124.56,653.198 2125.87,658.071 2127.1,662.937 \n",
-       "  2128.25,667.796 2129.32,672.649 2130.31,677.496 2131.22,682.337 2132.05,687.173 2132.8,692.004 2133.47,696.83 2134.07,701.652 2134.58,706.47 2135.02,711.285 \n",
-       "  2135.37,716.096 2135.65,720.905 2135.85,725.712 2135.96,730.517 2136,735.321 2135.96,740.123 2135.84,744.926 2135.65,749.729 2135.37,754.533 2135.01,759.338 \n",
-       "  2134.58,764.144 2134.06,768.954 2133.47,773.766 2132.79,778.582 2132.04,783.402 2131.21,788.227 2130.3,793.057 2129.3,797.893 2128.23,802.737 2127.08,807.587 \n",
-       "  2125.85,812.446 2124.54,817.314 2123.15,822.192 2121.68,827.079 2120.13,831.978 2118.5,836.889 2116.79,841.809 2115,846.737 2113.13,851.672 2111.18,856.615 \n",
-       "  2109.15,861.565 2107.04,866.523 2104.85,871.488 2102.57,876.46 2100.21,881.439 2097.77,886.423 2095.25,891.413 2092.64,896.407 2089.95,901.404 2087.17,906.404 \n",
-       "  2084.32,911.405 2081.38,916.405 2078.35,921.403 2075.24,926.398 2072.05,931.388 2068.78,936.371 2065.43,941.345 2061.99,946.307 2058.47,951.257 2054.87,956.191 \n",
-       "  2051.18,961.106 2047.42,966.001 2043.58,970.872 2039.65,975.718 2035.65,980.533 2031.57,985.317 2027.41,990.064 2023.18,994.773 2018.87,999.439 2014.48,1004.06 \n",
-       "  2010.02,1008.63 2005.49,1013.15 2000.88,1017.6 1996.2,1022 1991.45,1026.33 1986.64,1030.59 1981.75,1034.78 1976.8,1038.88 1971.78,1042.91 1966.7,1046.84 \n",
-       "  1961.55,1050.68 1956.35,1054.42 1951.08,1058.05 1945.76,1061.58 1940.37,1064.99 1934.94,1068.28 1929.45,1071.44 1923.9,1074.47 1918.31,1077.36 1912.67,1080.11 \n",
-       "  1906.98,1082.71 1901.24,1085.15 1895.47,1087.45 1889.67,1089.59 1883.82,1091.58 1877.95,1093.41 1872.05,1095.07 1866.12,1096.58 1860.17,1097.91 1854.2,1099.07 \n",
-       "  \n",
-       "  \"/>\n",
-       "<polyline clip-path=\"url(#clip652)\" style=\"stroke:#00a98d; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
-       "  1603.05,735.266 1603.11,729.565 1603.28,723.865 1603.56,718.168 1603.95,712.475 1604.45,706.786 1605.07,701.104 1605.8,695.429 1606.63,689.763 1607.58,684.108 \n",
-       "  1608.65,678.464 1609.82,672.834 1611.1,667.218 1612.49,661.62 1614,656.039 1615.61,650.479 1617.33,644.942 1619.16,639.428 1621.1,633.94 1623.14,628.482 \n",
-       "  1625.29,623.054 1627.55,617.659 1629.92,612.301 1632.39,606.981 1634.96,601.702 1637.64,596.468 1640.42,591.282 1643.3,586.145 1646.28,581.063 1649.36,576.038 \n",
-       "  1652.54,571.074 1655.82,566.175 1659.19,561.344 1662.65,556.585 1666.21,551.903 1669.86,547.3 1673.6,542.782 1677.43,538.353 1681.34,534.016 1685.34,529.776 \n",
-       "  1689.42,525.637 1693.58,521.605 1697.82,517.683 1702.13,513.874 1706.52,510.184 1710.98,506.618 1715.51,503.18 1720.11,499.875 1724.76,496.709 1729.48,493.684 \n",
-       "  1734.26,490.805 1739.09,488.077 1743.98,485.502 1748.91,483.085 1753.89,480.829 1758.91,478.736 1763.97,476.811 1769.07,475.055 1774.2,473.471 1779.36,472.062 \n",
-       "  1784.55,470.83 1789.76,469.777 1794.99,468.905 1800.23,468.215 1805.49,467.709 1810.75,467.388 1816.02,467.252 1821.29,467.301 1826.55,467.535 1831.81,467.954 \n",
-       "  1837.06,468.556 1842.29,469.341 1847.51,470.308 1852.71,471.456 1857.88,472.781 1863.03,474.284 1868.14,475.96 1873.22,477.808 1878.26,479.825 1883.26,482.008 \n",
-       "  1888.22,484.354 1893.13,486.858 1897.98,489.517 1902.79,492.328 1907.53,495.285 1912.22,498.385 1916.85,501.625 1921.41,504.999 1925.9,508.504 1930.32,512.135 \n",
-       "  1934.67,515.887 1938.94,519.756 1943.14,523.737 1947.26,527.825 1951.3,532.017 1955.25,536.308 1959.12,540.693 1962.9,545.17 1966.59,549.732 1970.19,554.377 \n",
-       "  1973.7,559.1 1977.12,563.898 1980.44,568.766 1983.66,573.701 1986.79,578.698 1989.82,583.755 1992.75,588.867 1995.57,594.03 1998.3,599.243 2000.92,604.5 \n",
-       "  2003.44,609.8 2005.85,615.14 2008.16,620.518 2010.37,625.93 2012.46,631.375 2014.45,636.85 2016.33,642.353 2018.11,647.881 2019.77,653.432 2021.32,659.005 \n",
-       "  2022.77,664.598 2024.1,670.207 2025.33,675.833 2026.44,681.472 2027.44,687.124 2028.33,692.786 2029.11,698.457 2029.78,704.135 2030.34,709.821 2030.78,715.511 \n",
-       "  2031.11,721.204 2031.33,726.901 2031.44,732.599 2031.43,738.298 2031.32,743.996 2031.09,749.694 2030.75,755.389 2030.3,761.079 2029.74,766.764 2029.06,772.441 \n",
-       "  2028.27,778.11 2027.38,783.77 2026.37,789.419 2025.25,795.056 2024.02,800.679 2022.68,806.286 2021.23,811.876 2019.67,817.446 2017.99,822.996 2016.22,828.522 \n",
-       "  2014.33,834.023 2012.33,839.497 2010.23,844.94 2008.02,850.351 2005.7,855.727 2003.28,861.065 2000.76,866.363 1998.13,871.617 1995.4,876.826 1992.56,881.985 \n",
-       "  1989.63,887.092 1986.6,892.143 1983.46,897.136 1980.23,902.067 1976.91,906.935 1973.48,911.736 1969.97,916.465 1966.36,921.117 1962.66,925.685 1958.88,930.167 \n",
-       "  1955,934.556 1951.04,938.848 1947,943.038 1942.88,947.122 1938.68,951.095 1934.4,954.954 1930.04,958.693 1925.62,962.308 1921.12,965.796 1916.56,969.153 \n",
-       "  1911.93,972.373 1907.24,975.454 1902.49,978.392 1897.68,981.184 1892.82,983.824 1887.91,986.311 1882.95,988.641 1877.94,990.809 1872.9,992.814 1867.82,994.652 \n",
-       "  1862.7,996.32 1857.55,997.815 1852.37,999.134 1847.17,1000.27 1841.95,1001.23 1836.72,1002.01 1831.47,1002.6 1826.21,1003 1820.94,1003.22 1815.68,1003.26 \n",
-       "  1810.41,1003.11 1805.15,1002.78 1799.9,1002.26 1794.66,1001.56 1789.43,1000.68 1784.23,999.616 1779.05,998.377 1773.89,996.961 1768.77,995.37 1763.67,993.607 \n",
-       "  1758.61,991.674 1753.6,989.574 1748.62,987.309 1743.69,984.883 1738.81,982.299 1733.98,979.56 1729.21,976.671 1724.49,973.634 1719.83,970.455 1715.24,967.137 \n",
-       "  1710.71,963.685 1706.25,960.104 1701.86,956.398 1697.55,952.574 1693.31,948.636 1689.16,944.59 1685.08,940.441 1681.09,936.194 1677.18,931.85 1673.36,927.413 \n",
-       "  1669.63,922.887 1665.99,918.276 1662.43,913.585 1658.97,908.819 1655.61,903.981 1652.34,899.075 1649.17,894.105 1646.09,889.074 1643.12,883.986 1640.25,878.845 \n",
-       "  1637.47,873.654 1634.8,868.416 1632.24,863.134 1629.77,857.811 1627.42,852.449 1625.17,847.053 1623.02,841.623 1620.99,836.163 1619.06,830.675 1617.24,825.162 \n",
-       "  1615.52,819.624 1613.92,814.064 1612.43,808.485 1611.05,802.887 1609.77,797.273 1608.61,791.643 1607.56,786 1606.62,780.345 1605.79,774.681 1605.07,769.009 \n",
-       "  1604.46,763.33 1603.96,757.645 1603.57,751.955 1603.3,746.261 1603.13,740.563 1603.08,734.864 1603.15,729.163 1603.32,723.463 1603.61,717.764 1604.01,712.068 \n",
-       "  1604.52,706.376 1605.14,700.69 1605.88,695.011 1606.72,689.341 1607.68,683.681 1608.75,678.033 1609.94,672.4 1611.23,666.781 1612.63,661.18 1614.14,655.599 \n",
-       "  1615.77,650.039 1617.5,644.502 1619.34,638.991 1621.29,633.507 1623.34,628.053 1625.51,622.631 1627.77,617.244 1630.15,611.893 1632.63,606.582 1635.21,601.312 \n",
-       "  1637.89,596.086 1640.68,590.908 1643.57,585.779 1646.56,580.701 1649.64,575.678 1652.83,570.712 1656.11,565.81 1659.49,560.976 1662.96,556.214 1666.53,551.529 \n",
-       "  1670.19,546.926 1673.93,542.409 1677.76,537.983 1681.68,533.652 1685.69,529.421 1689.77,525.294 1693.94,521.275 1698.18,517.369 1702.5,513.58 1706.9,509.911 \n",
-       "  1711.36,506.368 1715.9,502.953 1720.49,499.671 1725.16,496.526 1729.88,493.521 1734.66,490.661 1739.5,487.949 1744.39,485.388 1749.32,482.984 1754.31,480.738 \n",
-       "  1759.33,478.655 1764.4,476.738 1769.5,474.99 1774.63,473.415 1779.79,472.016 1784.98,470.797 1790.19,469.76 1795.42,468.906 1800.66,468.236 1805.91,467.75 \n",
-       "  1811.17,467.449 1816.44,467.332 1821.7,467.4 1826.96,467.651 1832.22,468.085 1837.46,468.702 1842.68,469.5 1847.89,470.478 1853.08,471.635 1858.25,472.968 \n",
-       "  1863.38,474.477 1868.48,476.159 1873.55,478.012 1878.59,480.033 1883.58,482.221 1888.53,484.571 1893.43,487.081 1898.28,489.748 1903.08,492.568 1907.82,495.538 \n",
-       "  1912.5,498.654 1917.12,501.911 1921.68,505.307 1926.17,508.835 1930.6,512.492 1934.95,516.272 1939.22,520.172 1943.42,524.184 1947.53,528.305 1951.57,532.528 \n",
-       "  1955.52,536.848 1959.38,541.258 1963.16,545.753 1966.84,550.325 1970.43,554.976 1973.92,559.706 1977.33,564.51 1980.64,569.384 1983.85,574.324 1986.97,579.326 \n",
-       "  1989.98,584.388 1992.9,589.505 1995.72,594.674 1998.43,599.892 2001.04,605.156 2003.55,610.462 2005.95,615.808 2008.25,621.19 2010.44,626.607 2012.52,632.055 \n",
-       "  2014.5,637.532 2016.37,643.036 2018.13,648.565 2019.78,654.115 2021.32,659.686 2022.74,665.275 2024.06,670.881 2025.27,676.502 2026.37,682.136 2027.36,687.782 \n",
-       "  2028.23,693.439 2029,699.105 2029.65,704.779 2030.19,710.46 2030.62,716.148 2030.94,721.841 2031.15,727.537 2031.25,733.233 2031.23,738.929 2031.11,744.623 \n",
-       "  2030.87,750.316 2030.52,756.006 2030.06,761.693 2029.49,767.374 2028.8,773.049 2028.01,778.716 2027.1,784.374 2026.08,790.022 2024.95,795.657 2023.7,801.279 \n",
-       "  2022.35,806.885 2020.89,812.474 2019.31,818.043 2017.63,823.591 2015.84,829.115 2013.94,834.613 2011.93,840.083 2009.81,845.522 2007.59,850.928 2005.26,856.298 \n",
-       "  2002.83,861.63 2000.29,866.921 1997.65,872.167 1994.91,877.367 1992.06,882.516 1989.11,887.613 1986.07,892.652 1982.93,897.632 1979.69,902.549 1976.35,907.399 \n",
-       "  1972.92,912.178 1969.4,916.884 1965.78,921.512 1962.08,926.065 1958.28,930.536 1954.4,934.92 1950.43,939.21 1946.38,943.401 1942.25,947.487 1938.04,951.463 \n",
-       "  1933.76,955.323 1929.4,959.063 1924.97,962.677 1920.47,966.161 1915.9,969.511 1911.27,972.722 1906.57,975.79 1901.82,978.711 1897.01,981.482 1892.15,984.099 \n",
-       "  1887.24,986.558 1882.28,988.857 1877.28,990.993 1872.23,992.962 1867.15,994.763 1862.03,996.393 1856.88,997.849 1851.71,999.13 1846.5,1000.23 1841.28,1001.16 \n",
-       "  1836.04,1001.91 1830.79,1002.47 1825.53,1002.85 1820.26,1003.05 1814.99,1003.06 1809.72,1002.89 1804.46,1002.54 1799.2,1002 1793.96,1001.28 1788.74,1000.37 \n",
-       "  1783.54,999.275 1778.37,998 1773.21,996.546 1768.09,994.916 1763.01,993.115 1757.96,991.145 1752.95,989.01 1747.99,986.714 1743.07,984.26 1738.2,981.652 \n",
-       "  1733.38,978.893 1728.62,975.987 1723.92,972.938 1719.28,969.75 1714.71,966.427 1710.2,962.972 1705.76,959.39 1701.39,955.684 1697.09,951.859 1692.87,947.919 \n",
-       "  1688.73,943.868 1684.67,939.709 1680.7,935.449 1676.8,931.09 1673,926.637 1669.28,922.094 1665.65,917.467 1662.11,912.759 1658.67,907.975 1655.32,903.119 \n",
-       "  1652.07,898.197 1648.91,893.213 1645.86,888.172 1642.9,883.079 1640.04,877.936 1637.29,872.743 1634.64,867.504 1632.09,862.221 1629.64,856.896 1627.3,851.532 \n",
-       "  1625.06,846.132 1622.93,840.698 1620.91,835.232 1618.99,829.736 1617.18,824.214 1615.48,818.667 1613.89,813.097 1612.41,807.506 1611.04,801.896 1609.78,796.27 \n",
-       "  1608.64,790.629 1607.6,784.976 1606.68,779.311 1605.87,773.636 1605.17,767.954 1604.58,762.266 1604.1,756.573 1603.74,750.877 1603.49,745.18 1603.36,739.482 \n",
-       "  1603.34,733.785 1603.43,728.091 1603.63,722.4 1603.94,716.714 1604.37,711.033 1604.91,705.359 1605.56,699.693 1606.32,694.036 1607.19,688.388 1608.17,682.75 \n",
-       "  1609.27,677.124 1610.47,671.509 1611.78,665.906 1613.2,660.317 1614.72,654.745 1616.36,649.194 1618.11,643.665 1619.96,638.161 1621.92,632.683 1623.99,627.235 \n",
-       "  1626.17,621.819 1628.45,616.437 1630.84,611.092 1633.33,605.787 1635.93,600.525 1638.63,595.308 1641.43,590.14 1644.33,585.024 1647.34,579.964 1650.44,574.962 \n",
-       "  1653.64,570.022 1656.94,565.147 1660.33,560.342 1663.82,555.61 1667.4,550.955 1671.07,546.381 1674.82,541.891 1678.67,537.491 1682.6,533.184 1686.61,528.975 \n",
-       "  1690.71,524.869 1694.88,520.869 1699.13,516.98 1703.46,513.208 1707.86,509.556 1712.34,506.03 1716.87,502.629 1721.48,499.356 1726.15,496.215 1730.87,493.213 \n",
-       "  1735.65,490.355 1740.49,487.646 1745.38,485.089 1750.31,482.691 1755.28,480.454 1760.3,478.383 1765.36,476.48 1770.45,474.749 1775.57,473.193 1780.72,471.814 \n",
-       "  1785.89,470.614 1791.09,469.596 1796.3,468.762 1801.53,468.111 1806.77,467.646 1812.02,467.368 1817.28,467.276 1822.53,467.371 1827.79,467.653 1833.04,468.122 \n",
-       "  1838.28,468.776 1843.51,469.615 1848.72,470.638 1853.92,471.842 1859.09,473.226 1864.24,474.789 1869.35,476.527 1874.44,478.437 1879.48,480.517 1884.49,482.763 \n",
-       "  1889.45,485.172 1894.37,487.74 1899.23,490.462 1904.04,493.334 1908.78,496.351 1913.47,499.508 1918.09,502.799 1922.63,506.22 1927.11,509.763 1931.5,513.427 \n",
-       "  1935.83,517.213 1940.07,521.115 1944.24,525.129 1948.33,529.25 1952.34,533.474 1956.27,537.795 1960.11,542.209 1963.86,546.713 1967.52,551.3 1971.09,555.969 \n",
-       "  1974.57,560.713 1977.96,565.53 1981.25,570.415 1984.44,575.366 1987.54,580.377 1990.53,585.447 1993.43,590.57 1996.22,595.745 1998.91,600.968 2001.5,606.235 \n",
-       "  2003.98,611.545 2006.36,616.893 2008.63,622.279 2010.8,627.698 2012.86,633.148 2014.81,638.627 2016.66,644.134 2018.39,649.664 2020.02,655.218 2021.54,660.792 \n",
-       "  2022.95,666.381 2024.25,671.985 2025.45,677.604 2026.53,683.235 2027.51,688.878 2028.37,694.533 2029.13,700.198 2029.77,705.872 2030.3,711.555 2030.72,717.245 \n",
-       "  2031.03,722.94 2031.22,728.641 2031.3,734.345 2031.27,740.051 2031.12,745.758 2030.87,751.465 2030.5,757.169 2030.01,762.87 2029.41,768.565 2028.7,774.254 \n",
-       "  2027.88,779.934 2026.95,785.604 2025.9,791.262 2024.74,796.906 2023.47,802.534 2022.08,808.145 2020.59,813.736 2018.99,819.304 2017.28,824.85 2015.45,830.369 \n",
-       "  2013.52,835.859 2011.48,841.32 2009.34,846.747 2007.09,852.14 2004.73,857.494 2002.27,862.809 1999.7,868.081 1997.04,873.308 1994.27,878.487 1991.4,883.616 \n",
-       "  1988.43,888.692 1985.36,893.711 1982.19,898.672 1978.93,903.571 1975.57,908.405 1972.12,913.173 1968.58,917.869 1964.94,922.489 1961.22,927.026 1957.41,931.476 \n",
-       "  1953.51,935.833 1949.52,940.092 1945.46,944.248 1941.31,948.297 1937.09,952.233 1932.78,956.053 1928.41,959.751 1923.96,963.324 1919.45,966.767 1914.87,970.076 \n",
-       "  1910.22,973.247 1905.51,976.276 1900.75,979.16 1895.93,981.895 1891.06,984.478 1886.13,986.905 1881.16,989.173 1876.15,991.279 1871.1,993.22 1866.01,994.994 \n",
-       "  1860.88,996.596 1855.73,998.026 1850.55,999.28 1845.34,1000.36 1840.12,1001.25 1834.88,1001.97 1829.63,1002.5 1824.38,1002.84 1819.11,1002.99 1813.85,1002.96 \n",
-       "  1808.59,1002.74 1803.34,1002.33 1798.09,1001.73 1792.86,1000.95 1787.65,999.995 1782.46,998.857 1777.29,997.543 1772.15,996.055 1767.04,994.395 1761.97,992.565 \n",
-       "  1756.94,990.569 1751.94,988.41 1746.99,986.089 1742.09,983.611 1737.24,980.978 1732.44,978.193 1727.7,975.261 1723.01,972.184 1718.39,968.967 1713.83,965.612 \n",
-       "  1709.34,962.124 1704.92,958.507 1700.56,954.764 1696.29,950.901 1692.09,946.921 1687.96,942.829 1683.92,938.629 1679.96,934.326 1676.09,929.926 1672.3,925.432 \n",
-       "  1668.6,920.85 1664.99,916.184 1661.48,911.441 1658.06,906.626 1654.73,901.744 1651.51,896.801 1648.38,891.802 1645.35,886.753 1642.42,881.654 1639.59,876.503 \n",
-       "  1636.87,871.303 1634.24,866.056 1631.72,860.766 1629.3,855.434 1626.99,850.064 1624.78,844.658 1622.68,839.219 1620.69,833.749 1618.8,828.251 1617.03,822.727 \n",
-       "  1615.36,817.178 1613.8,811.608 1612.35,806.018 1611.01,800.411 1609.79,794.787 1608.67,789.15 1607.66,783.501 1606.77,777.841 1605.99,772.172 1605.32,766.497 \n",
-       "  1604.76,760.816 1604.32,755.13 1603.99,749.442 1603.77,743.752 1603.66,738.062 1603.66,732.373 1603.78,726.685 1604.01,721.001 1604.35,715.321 1604.8,709.645 \n",
-       "  1605.37,703.975 1606.04,698.311 1606.83,692.654 1607.72,687.004 1608.73,681.363 1609.84,675.733 1611.07,670.118 1612.4,664.518 1613.84,658.935 1615.4,653.372 \n",
-       "  1617.06,647.83 1618.83,642.311 1620.71,636.818 1622.7,631.352 1624.79,625.917 1627,620.514 1629.3,615.146 1631.72,609.816 1634.24,604.526 1636.86,599.28 \n",
-       "  1639.59,594.081 1642.41,588.931 1645.34,583.833 1648.37,578.792 1651.5,573.809 1654.72,568.89 1658.04,564.038 1661.45,559.255 1664.96,554.547 1668.56,549.916 \n",
-       "  1672.25,545.367 1676.03,540.905 1679.89,536.533 1683.84,532.255 1687.87,528.077 1691.98,524.002 1696.17,520.036 1700.44,516.182 1704.79,512.446 1709.2,508.833 \n",
-       "  1713.69,505.338 1718.24,501.968 1722.86,498.728 1727.53,495.624 1732.27,492.66 1737.06,489.843 1741.91,487.177 1746.8,484.666 1751.74,482.315 1756.72,480.127 \n",
-       "  1761.75,478.106 1766.81,476.255 1771.9,474.577 1777.02,473.075 1782.18,471.751 1787.35,470.607 1792.55,469.645 1797.77,468.867 1803,468.273 1808.24,467.866 \n",
-       "  1813.49,467.644 1818.74,467.609 1823.99,467.761 1829.24,468.099 1834.49,468.623 1839.73,469.331 1844.95,470.224 1850.15,471.299 1855.34,472.555 1860.5,473.989 \n",
-       "  1865.64,475.599 1870.74,477.383 1875.81,479.338 1880.84,481.46 1885.83,483.747 1890.77,486.193 1895.66,488.796 1900.49,491.551 1905.27,494.452 1909.99,497.496 \n",
-       "  1914.64,500.676 1919.22,503.988 1923.74,507.431 1928.18,511.003 1932.55,514.701 1936.85,518.517 1941.07,522.449 1945.22,526.49 1949.28,530.637 1953.26,534.884 \n",
-       "  1957.16,539.227 1960.97,543.662 1964.69,548.185 1968.33,552.79 1971.87,557.475 1975.32,562.235 1978.68,567.067 1981.93,571.966 1985.1,576.929 1988.16,581.952 \n",
-       "  1991.12,587.033 1993.99,592.167 1996.75,597.351 1999.41,602.583 2001.97,607.859 2004.42,613.176 2006.76,618.532 2009,623.924 2011.14,629.349 2013.16,634.805 \n",
-       "  2015.08,640.289 2016.89,645.799 2018.6,651.333 2020.19,656.888 2021.68,662.461 2023.06,668.049 2024.34,673.653 2025.5,679.272 2026.55,684.904 2027.5,690.549 \n",
-       "  2028.33,696.205 2029.05,701.871 2029.66,707.547 2030.16,713.232 2030.54,718.923 2030.82,724.62 2030.98,730.321 2031.02,736.025 2030.96,741.731 2030.78,747.437 \n",
-       "  2030.49,753.141 2030.08,758.843 2029.56,764.541 2028.93,770.232 2028.19,775.916 2027.33,781.59 2026.36,787.253 2025.28,792.903 2024.09,798.539 2022.79,804.157 \n",
-       "  2021.37,809.757 2019.85,815.336 2018.21,820.892 2016.47,826.424 2014.61,831.928 2012.65,837.404 2010.58,842.848 2008.41,848.259 2006.13,853.633 2003.74,858.97 \n",
-       "  2001.25,864.266 1998.66,869.518 1995.96,874.725 1993.16,879.884 1990.27,884.993 1987.27,890.048 1984.17,895.046 1980.98,899.987 1977.7,904.865 1974.32,909.68 \n",
-       "  1970.84,914.425 1967.27,919.096 1963.61,923.688 1959.87,928.194 1956.03,932.61 1952.11,936.931 1948.11,941.153 1944.02,945.269 1939.85,949.277 1935.61,953.171 \n",
-       "  1931.29,956.947 1926.9,960.601 1922.44,964.127 1917.91,967.524 1913.31,970.785 1908.65,973.908 1903.93,976.889 1899.15,979.724 1894.32,982.409 1889.44,984.942 \n",
-       "  1884.51,987.318 1879.53,989.535 1874.51,991.589 1869.45,993.478 1864.35,995.198 1859.23,996.747 1854.07,998.122 1848.89,999.321 1843.68,1000.34 1838.46,1001.18 \n",
-       "  1833.23,1001.83 1827.98,1002.3 1822.73,1002.59 1817.47,1002.69 1812.22,1002.6 1806.96,1002.34 1801.72,1001.88 1796.48,1001.24 1791.26,1000.42 1786.06,999.424 \n",
-       "  \n",
-       "  \"/>\n",
-       "<polyline clip-path=\"url(#clip652)\" style=\"stroke:#8e971d; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
-       "  1710.15,735.266 1710.2,731.055 1710.35,726.847 1710.6,722.646 1710.94,718.454 1711.39,714.277 1711.93,710.116 1712.57,705.975 1713.31,701.859 1714.14,697.769 \n",
-       "  1715.07,693.709 1716.09,689.684 1717.21,685.696 1718.42,681.748 1719.73,677.845 1721.12,673.99 1722.6,670.186 1724.18,666.436 1725.84,662.744 1727.59,659.114 \n",
-       "  1729.42,655.549 1731.33,652.053 1733.33,648.629 1735.4,645.28 1737.56,642.009 1739.78,638.822 1742.09,635.719 1744.46,632.706 1746.91,629.785 1749.42,626.959 \n",
-       "  1752,624.232 1754.64,621.606 1757.34,619.085 1760.1,616.672 1762.91,614.37 1765.78,612.181 1768.69,610.108 1771.66,608.154 1774.67,606.321 1777.72,604.612 \n",
-       "  1780.81,603.028 1783.93,601.571 1787.09,600.245 1790.27,599.049 1793.49,597.986 1796.73,597.058 1799.98,596.264 1803.26,595.608 1806.55,595.089 1809.84,594.708 \n",
-       "  1813.15,594.465 1816.46,594.362 1819.77,594.398 1823.08,594.574 1826.38,594.888 1829.67,595.341 1832.96,595.932 1836.22,596.659 1839.47,597.523 1842.69,598.522 \n",
-       "  1845.89,599.655 1849.07,600.919 1852.21,602.313 1855.31,603.837 1858.38,605.487 1861.41,607.261 1864.4,609.157 1867.34,611.173 1870.23,613.306 1873.07,615.554 \n",
-       "  1875.85,617.914 1878.58,620.383 1881.25,622.958 1883.86,625.636 1886.4,628.416 1888.88,631.292 1891.29,634.262 1893.63,637.323 1895.89,640.471 1898.08,643.702 \n",
-       "  1900.19,647.014 1902.23,650.403 1904.18,653.865 1906.06,657.398 1907.84,660.998 1909.55,664.661 1911.16,668.384 1912.69,672.162 1914.13,675.994 1915.48,679.875 \n",
-       "  1916.73,683.802 1917.9,687.771 1918.97,691.78 1919.94,695.824 1920.82,699.9 1921.6,704.004 1922.29,708.134 1922.87,712.286 1923.36,716.456 1923.76,720.641 \n",
-       "  1924.05,724.838 1924.24,729.044 1924.34,733.254 1924.34,737.466 1924.24,741.675 1924.04,745.88 1923.74,750.077 1923.34,754.261 1922.85,758.431 1922.25,762.581 \n",
-       "  1921.56,766.71 1920.78,770.813 1919.89,774.888 1918.92,778.93 1917.84,782.936 1916.68,786.903 1915.42,790.828 1914.06,794.706 1912.62,798.535 1911.09,802.311 \n",
-       "  1909.47,806.031 1907.76,809.69 1905.97,813.287 1904.1,816.816 1902.14,820.275 1900.1,823.661 1897.99,826.971 1895.79,830.2 1893.53,833.345 1891.19,836.404 \n",
-       "  1888.77,839.371 1886.3,842.244 1883.75,845.019 1881.14,847.694 1878.47,850.264 1875.74,852.728 1872.95,855.083 1870.11,857.325 1867.21,859.452 1864.27,861.462 \n",
-       "  1861.28,863.352 1858.25,865.119 1855.18,866.763 1852.07,868.28 1848.93,869.668 1845.76,870.927 1842.55,872.053 1839.33,873.046 1836.08,873.904 1832.81,874.626 \n",
-       "  1829.53,875.211 1826.24,875.658 1822.93,875.968 1819.62,876.138 1816.31,876.17 1813,876.063 1809.7,875.816 1806.4,875.431 1803.11,874.908 1799.84,874.246 \n",
-       "  1796.59,873.449 1793.35,872.515 1790.14,871.446 1786.95,870.245 1783.8,868.911 1780.67,867.448 1777.58,865.857 1774.54,864.14 1771.53,862.299 1768.56,860.337 \n",
-       "  1765.65,858.256 1762.78,856.06 1759.97,853.752 1757.21,851.334 1754.52,848.808 1751.88,846.177 1749.3,843.445 1746.79,840.614 1744.35,837.688 1741.98,834.67 \n",
-       "  1739.68,831.563 1737.45,828.371 1735.3,825.097 1733.23,821.745 1731.24,818.318 1729.33,814.818 1727.5,811.25 1725.76,807.618 1724.1,803.923 1722.53,800.171 \n",
-       "  1721.05,796.363 1719.66,792.505 1718.36,788.599 1717.16,784.648 1716.05,780.657 1715.03,776.629 1714.1,772.567 1713.28,768.475 1712.54,764.357 1711.91,760.215 \n",
-       "  1711.37,756.054 1710.93,751.876 1710.59,747.684 1710.34,743.482 1710.2,739.274 1710.15,735.062 1710.2,730.851 1710.35,726.643 1710.6,722.441 1710.95,718.25 \n",
-       "  1711.4,714.073 1711.95,709.913 1712.59,705.773 1713.33,701.657 1714.17,697.568 1715.11,693.51 1716.14,689.486 1717.26,685.499 1718.48,681.554 1719.79,677.653 \n",
-       "  1721.19,673.8 1722.68,669.998 1724.26,666.251 1725.93,662.563 1727.68,658.936 1729.52,655.374 1731.43,651.881 1733.43,648.461 1735.51,645.115 1737.67,641.847 \n",
-       "  1739.9,638.661 1742.21,635.561 1744.59,632.55 1747.03,629.632 1749.55,626.809 1752.13,624.087 1754.77,621.466 1757.47,618.951 1760.24,616.545 1763.05,614.249 \n",
-       "  1765.92,612.068 1768.84,610.002 1771.81,608.056 1774.82,606.231 1777.87,604.529 1780.96,602.953 1784.09,601.504 1787.25,600.184 1790.44,598.996 1793.66,597.94 \n",
-       "  1796.89,597.018 1800.15,596.232 1803.43,595.583 1806.72,595.071 1810.02,594.697 1813.32,594.461 1816.63,594.364 1819.94,594.405 1823.25,594.586 1826.55,594.905 \n",
-       "  1829.84,595.362 1833.12,595.957 1836.39,596.688 1839.63,597.556 1842.86,598.559 1846.05,599.696 1849.22,600.965 1852.36,602.365 1855.47,603.894 1858.53,605.551 \n",
-       "  1861.56,607.333 1864.54,609.237 1867.48,611.262 1870.37,613.406 1873.21,615.664 1876,618.035 1878.72,620.515 1881.39,623.102 1884,625.79 1886.54,628.578 \n",
-       "  1889.01,631.461 1891.42,634.436 1893.75,637.502 1896.01,640.654 1898.2,643.891 1900.31,647.207 1902.34,650.601 1904.29,654.068 1906.16,657.605 1907.94,661.208 \n",
-       "  1909.64,664.875 1911.25,668.601 1912.78,672.383 1914.21,676.218 1915.55,680.102 1916.8,684.031 1917.96,688.003 1919.02,692.014 1919.99,696.06 1920.86,700.139 \n",
-       "  1921.64,704.246 1922.32,708.377 1922.9,712.531 1923.38,716.703 1923.77,720.89 1924.06,725.088 1924.24,729.294 1924.33,733.504 1924.32,737.716 1924.22,741.925 \n",
-       "  1924.01,746.13 1923.71,750.326 1923.31,754.51 1922.81,758.678 1922.21,762.828 1921.52,766.956 1920.72,771.058 1919.84,775.131 1918.85,779.171 1917.78,783.175 \n",
-       "  1916.61,787.14 1915.34,791.061 1913.98,794.936 1912.54,798.762 1911,802.534 1909.38,806.249 1907.66,809.905 1905.87,813.497 1903.99,817.021 1902.02,820.476 \n",
-       "  1899.98,823.856 1897.86,827.16 1895.66,830.382 1893.38,833.521 1891.04,836.572 1888.62,839.533 1886.14,842.399 1883.59,845.167 1880.97,847.837 1878.3,850.404 \n",
-       "  1875.56,852.866 1872.77,855.219 1869.93,857.459 1867.03,859.584 1864.09,861.592 1861.1,863.478 1858.07,865.242 1854.99,866.88 1851.88,868.39 1848.74,869.771 \n",
-       "  1845.57,871.021 1842.37,872.138 1839.14,873.121 1835.89,873.969 1832.62,874.679 1829.34,875.253 1826.04,875.689 1822.74,875.986 1819.43,876.144 1816.11,876.164 \n",
-       "  1812.8,876.044 1809.49,875.786 1806.19,875.389 1802.91,874.855 1799.63,874.183 1796.38,873.376 1793.14,872.432 1789.93,871.354 1786.75,870.144 1783.59,868.802 \n",
-       "  1780.47,867.332 1777.38,865.734 1774.34,864.012 1771.33,862.166 1768.38,860.201 1765.46,858.117 1762.6,855.918 1759.8,853.605 1757.04,851.182 1754.35,848.651 \n",
-       "  1751.72,846.016 1749.15,843.278 1746.64,840.442 1744.21,837.51 1741.84,834.485 1739.55,831.37 1737.33,828.17 1735.18,824.888 1733.11,821.526 1731.13,818.089 \n",
-       "  1729.22,814.581 1727.4,811.005 1725.66,807.366 1724.01,803.667 1722.45,799.912 1720.97,796.102 1719.58,792.243 1718.28,788.336 1717.08,784.385 1715.96,780.394 \n",
-       "  1714.94,776.366 1714.02,772.303 1713.19,768.21 1712.46,764.09 1711.82,759.946 1711.28,755.782 1710.85,751.6 1710.51,747.405 1710.27,743.199 1710.13,738.987 \n",
-       "  1710.09,734.771 1710.15,730.555 1710.31,726.342 1710.57,722.136 1710.93,717.941 1711.39,713.759 1711.95,709.594 1712.61,705.45 1713.36,701.33 1714.22,697.238 \n",
-       "  1715.16,693.177 1716.21,689.151 1717.34,685.163 1718.58,681.216 1719.9,677.315 1721.31,673.463 1722.81,669.663 1724.4,665.919 1726.08,662.235 1727.83,658.613 \n",
-       "  1729.68,655.057 1731.6,651.568 1733.61,648.152 1735.7,644.811 1737.86,641.55 1740.1,638.372 1742.41,635.281 1744.8,632.279 1747.25,629.371 1749.77,626.559 \n",
-       "  1752.36,623.847 1755,621.237 1757.71,618.732 1760.48,616.336 1763.3,614.051 1766.18,611.88 1769.1,609.825 1772.07,607.888 1775.09,606.073 1778.14,604.381 \n",
-       "  1781.24,602.815 1784.37,601.376 1787.53,600.067 1790.72,598.89 1793.94,597.845 1797.18,596.935 1800.44,596.16 1803.72,595.52 1807.01,595.018 1810.31,594.653 \n",
-       "  1813.61,594.427 1816.92,594.339 1820.23,594.39 1823.54,594.58 1826.84,594.909 1830.13,595.376 1833.4,595.982 1836.67,596.724 1839.91,597.604 1843.13,598.618 \n",
-       "  1846.32,599.767 1849.49,601.049 1852.63,602.461 1855.73,604.004 1858.79,605.674 1861.82,607.469 1864.8,609.387 1867.74,611.426 1870.63,613.583 1873.46,615.855 \n",
-       "  1876.24,618.24 1878.97,620.733 1881.63,623.332 1884.24,626.033 1886.77,628.832 1889.24,631.725 1891.64,634.71 1893.97,637.783 1896.22,640.944 1898.4,644.188 \n",
-       "  1900.51,647.512 1902.53,650.913 1904.47,654.387 1906.33,657.93 1908.11,661.54 1909.8,665.212 1911.41,668.944 1912.92,672.731 1914.35,676.571 1915.68,680.46 \n",
-       "  1916.92,684.394 1918.07,688.37 1919.13,692.384 1920.08,696.434 1920.95,700.515 1921.71,704.625 1922.38,708.759 1922.96,712.915 1923.43,717.089 1923.81,721.277 \n",
-       "  1924.08,725.476 1924.26,729.683 1924.34,733.894 1924.33,738.106 1924.21,742.316 1923.99,746.52 1923.68,750.715 1923.27,754.898 1922.76,759.066 1922.16,763.214 \n",
-       "  1921.45,767.34 1920.65,771.44 1919.76,775.511 1918.77,779.548 1917.68,783.549 1916.5,787.511 1915.23,791.428 1913.86,795.299 1912.41,799.12 1910.87,802.887 \n",
-       "  1909.23,806.597 1907.51,810.247 1905.71,813.833 1903.82,817.351 1901.85,820.798 1899.8,824.172 1897.67,827.468 1895.46,830.683 1893.18,833.814 1890.82,836.857 \n",
-       "  1888.4,839.809 1885.91,842.667 1883.35,845.428 1880.73,848.087 1878.05,850.642 1875.31,853.091 1872.51,855.432 1869.66,857.662 1866.76,859.777 1863.81,861.775 \n",
-       "  1860.82,863.652 1857.78,865.406 1854.71,867.034 1851.59,868.535 1848.45,869.907 1845.27,871.147 1842.07,872.254 1838.84,873.226 1835.59,874.062 1832.32,874.762 \n",
-       "  1829.04,875.324 1825.74,875.747 1822.44,876.032 1819.13,876.177 1815.81,876.183 1812.5,876.049 1809.19,875.776 1805.89,875.365 1802.6,874.816 1799.33,874.13 \n",
-       "  1796.07,873.308 1792.84,872.351 1789.63,871.26 1786.45,870.038 1783.3,868.684 1780.18,867.2 1777.09,865.589 1774.05,863.853 1771.05,861.995 1768.09,860.016 \n",
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-       "  1739.32,831.081 1737.11,827.875 1734.97,824.587 1732.91,821.219 1730.93,817.777 1729.04,814.262 1727.22,810.68 1725.49,807.033 1723.85,803.324 1722.3,799.559 \n",
-       "  1720.83,795.741 1719.45,791.873 1718.17,787.961 1716.98,784.005 1715.88,780.01 1714.87,775.979 1713.95,771.914 1713.13,767.82 1712.41,763.699 1711.78,759.555 \n",
-       "  1711.25,755.391 1710.82,751.21 1710.49,747.016 1710.26,742.812 1710.12,738.602 1710.09,734.388 1710.16,730.175 1710.32,725.965 1710.59,721.761 1710.95,717.569 \n",
-       "  1711.42,713.39 1711.98,709.228 1712.65,705.087 1713.41,700.97 1714.26,696.88 1715.22,692.822 1716.27,688.798 1717.41,684.813 1718.65,680.869 1719.98,676.97 \n",
-       "  1721.41,673.119 1722.92,669.321 1724.52,665.579 1726.2,661.896 1727.98,658.277 1729.83,654.723 1731.77,651.24 1733.79,647.831 1735.88,644.499 1738.05,641.246 \n",
-       "  1740.3,638.075 1742.62,634.99 1745.01,631.995 1747.47,629.093 1750,626.288 1752.59,623.582 1755.24,620.979 1757.96,618.483 1760.73,616.095 1763.56,613.819 \n",
-       "  1766.44,611.658 1769.36,609.613 1772.34,607.688 1775.36,605.885 1778.42,604.205 1781.52,602.652 1784.65,601.226 1787.82,599.93 1791.01,598.765 1794.23,597.734 \n",
-       "  1797.48,596.836 1800.74,596.075 1804.02,595.45 1807.31,594.963 1810.61,594.615 1813.92,594.404 1817.23,594.332 1820.54,594.399 1823.85,594.605 1827.15,594.949 \n",
-       "  1830.44,595.43 1833.72,596.049 1836.98,596.805 1840.22,597.697 1843.44,598.723 1846.63,599.882 1849.8,601.174 1852.93,602.596 1856.03,604.147 1859.09,605.824 \n",
-       "  1862.11,607.627 1865.08,609.553 1868.01,611.599 1870.89,613.763 1873.72,616.042 1876.5,618.434 1879.22,620.936 1881.87,623.543 1884.47,626.254 1887,629.065 \n",
-       "  1889.47,631.972 1891.86,634.971 1894.18,638.059 1896.43,641.23 1898.6,644.482 1900.7,647.813 1902.72,651.221 1904.65,654.701 1906.51,658.251 1908.27,661.867 \n",
-       "  1909.96,665.545 1911.56,669.283 1913.06,673.075 1914.48,676.92 1915.81,680.814 1917.04,684.752 1918.19,688.733 1919.23,692.751 1920.18,696.804 1921.04,700.889 \n",
-       "  1921.8,705.001 1922.46,709.138 1923.02,713.296 1923.49,717.472 1923.86,721.662 1924.13,725.863 1924.29,730.071 1924.37,734.283 1924.34,738.496 1924.21,742.706 \n",
-       "  1923.98,746.91 1923.66,751.104 1923.24,755.286 1922.72,759.451 1922.1,763.597 1921.39,767.721 1920.58,771.819 1919.67,775.888 1918.67,779.923 1917.58,783.922 \n",
-       "  1916.39,787.88 1915.11,791.795 1913.73,795.663 1912.27,799.48 1910.72,803.243 1909.08,806.948 1907.35,810.592 1905.54,814.171 1903.65,817.683 1901.67,821.124 \n",
-       "  1899.61,824.49 1897.47,827.778 1895.26,830.984 1892.97,834.106 1890.61,837.141 1888.18,840.084 1885.68,842.932 1883.12,845.683 1880.49,848.334 1877.8,850.88 \n",
-       "  1875.06,853.319 1872.26,855.647 1869.4,857.864 1866.49,859.966 1863.54,861.952 1860.54,863.818 1857.5,865.561 1854.42,867.18 1851.31,868.67 1848.16,870.032 \n",
-       "  1844.98,871.262 1841.77,872.359 1838.54,873.321 1835.29,874.147 1832.02,874.837 1828.74,875.388 1825.44,875.8 1822.14,876.074 1818.83,876.207 1815.51,876.201 \n",
-       "  1812.2,876.055 1808.9,875.77 1805.6,875.346 1802.31,874.784 1799.04,874.084 1795.78,873.248 1792.55,872.276 1789.34,871.171 1786.16,869.934 1783,868.567 \n",
-       "  1779.89,867.072 1776.81,865.45 1773.77,863.703 1770.77,861.832 1767.82,859.842 1764.92,857.733 1762.06,855.509 1759.27,853.173 1756.52,850.728 1753.84,848.176 \n",
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-       "  1781.79,602.479 1784.93,601.065 1788.1,599.782 1791.29,598.631 1794.52,597.612 1797.76,596.729 1801.03,595.981 1804.31,595.37 1807.61,594.896 1810.91,594.56 \n",
-       "  1814.22,594.363 1817.53,594.305 1820.84,594.387 1824.15,594.608 1827.46,594.967 1830.75,595.465 1834.03,596.1 1837.29,596.871 1840.53,597.778 1843.75,598.819 \n",
-       "  1846.94,599.992 1850.1,601.296 1853.23,602.73 1856.33,604.292 1859.39,605.98 1862.4,607.791 1865.37,609.725 1868.3,611.778 1871.17,613.949 1873.99,616.234 \n",
-       "  1876.76,618.631 1879.47,621.138 1882.12,623.751 1884.71,626.468 1887.24,629.285 1889.69,632.199 1892.08,635.207 1894.4,638.306 1896.64,641.49 1898.81,644.758 \n",
-       "  1900.9,648.104 1902.91,651.526 1904.83,655.018 1906.68,658.577 1908.44,662.198 1910.11,665.882 1911.7,669.624 1913.2,673.421 1914.62,677.27 1915.94,681.168 \n",
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-       "  1924.19,726.254 1924.35,730.465 1924.41,734.68 1924.37,738.895 1924.24,743.107 1924,747.313 1923.66,751.51 1923.23,755.693 1922.7,759.859 1922.07,764.005 \n",
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-       "  1908.92,807.32 1907.18,810.962 1905.36,814.538 1903.46,818.046 1901.47,821.482 1899.41,824.842 1897.27,828.123 1895.05,831.322 1892.75,834.436 1890.39,837.46 \n",
-       "  1887.95,840.393 1885.45,843.23 1882.88,845.97 1880.25,848.608 1877.55,851.142 1874.8,853.569 1871.99,855.886 1869.13,858.09 1866.22,860.179 1863.26,862.15 \n",
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-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 \n",
-       "  1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 \n",
-       "  1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 \n",
-       "  1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 \n",
-       "  1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 \n",
-       "  1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 \n",
-       "  1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.265 \n",
-       "  1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 \n",
-       "  1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 \n",
-       "  1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 \n",
-       "  1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 \n",
-       "  1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 \n",
-       "  1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 \n",
-       "  1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 \n",
-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 \n",
-       "  1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.267 1281.75,735.268 1281.75,735.268 \n",
-       "  1281.75,735.268 1281.75,735.268 1281.75,735.268 1281.75,735.268 1281.75,735.269 1281.75,735.269 1281.75,735.269 1281.75,735.269 1281.75,735.269 1281.75,735.269 \n",
-       "  1281.75,735.27 1281.75,735.27 1281.75,735.27 1281.75,735.27 1281.75,735.27 1281.75,735.27 1281.75,735.271 1281.75,735.271 1281.75,735.271 1281.75,735.271 \n",
-       "  1281.75,735.271 1281.75,735.271 1281.75,735.272 1281.75,735.272 1281.75,735.272 1281.75,735.273 1281.75,735.273 1281.75,735.273 1281.75,735.274 1281.75,735.274 \n",
-       "  1281.74,735.274 1281.74,735.275 1281.74,735.276 1281.74,735.276 1281.74,735.277 1281.74,735.278 1281.74,735.279 1281.74,735.279 1281.74,735.28 1281.74,735.282 \n",
-       "  1281.74,735.283 1281.74,735.284 1281.74,735.285 1281.74,735.287 1281.73,735.289 1281.73,735.29 1281.73,735.292 1281.73,735.295 1281.73,735.297 1281.73,735.299 \n",
-       "  1281.72,735.302 1281.72,735.304 1281.72,735.307 1281.72,735.311 1281.71,735.314 1281.71,735.318 1281.71,735.321 1281.71,735.325 1281.7,735.33 1281.7,735.334 \n",
-       "  1281.7,735.339 1281.69,735.345 1281.69,735.35 1281.68,735.356 1281.68,735.363 1281.67,735.37 1281.67,735.377 1281.66,735.385 1281.66,735.393 1281.65,735.402 \n",
-       "  1281.64,735.412 1281.63,735.422 1281.63,735.433 1281.62,735.444 1281.61,735.457 1281.6,735.47 1281.59,735.484 1281.58,735.499 1281.56,735.516 1281.55,735.534 \n",
-       "  1281.54,735.553 1281.52,735.573 1281.5,735.595 1281.49,735.619 1281.47,735.645 1281.45,735.672 1281.43,735.702 1281.4,735.734 1281.38,735.768 1281.35,735.804 \n",
-       "  1281.32,735.844 1281.29,735.886 1281.25,735.931 1281.22,735.979 1281.18,736.03 1281.14,736.085 1281.09,736.144 1281.05,736.208 1281,736.276 1280.94,736.349 \n",
-       "  1280.88,736.427 1280.82,736.509 1280.76,736.598 1280.69,736.692 1280.61,736.792 1280.53,736.899 1280.44,737.014 1280.35,737.136 1280.25,737.268 1280.15,737.408 \n",
-       "  1280.04,737.559 1279.92,737.721 1279.79,737.895 1279.65,738.082 1279.5,738.283 1279.33,738.499 1279.16,738.731 1278.97,738.981 1278.77,739.249 1278.56,739.538 \n",
-       "  1278.33,739.847 1278.08,740.18 1277.81,740.537 1277.52,740.92 1277.22,741.33 1276.89,741.77 1276.54,742.24 1276.16,742.743 1275.76,743.281 1275.33,743.859 \n",
-       "  1274.86,744.479 1274.37,745.142 1273.84,745.852 1273.28,746.611 1272.67,747.421 1272.03,748.287 1271.34,749.211 1270.6,750.2 1269.81,751.258 1268.97,752.39 \n",
-       "  1268.06,753.602 1267.09,754.902 1266.05,756.295 1264.93,757.789 1263.73,759.393 1262.44,761.114 1261.06,762.961 1259.57,764.945 1257.97,767.074 1256.25,769.359 \n",
-       "  1254.41,771.81 1252.43,774.44 1250.31,777.259 1248.04,780.281 1245.6,783.517 1242.99,786.982 1240.19,790.688 1237.21,794.65 1234.01,798.882 1230.61,803.397 \n",
-       "  1226.97,808.217 1223.08,813.37 1218.92,818.884 1214.46,824.784 1209.68,831.093 1204.56,837.834 1199.06,845.03 1193.17,852.699 1186.87,860.86 1180.11,869.532 \n",
-       "  1172.89,878.73 1165.17,888.468 1156.93,898.761 1148.14,909.62 1138.77,921.055 1128.8,933.077 1118.2,945.694 1106.93,958.911 1094.97,972.674 1082.27,986.861 \n",
-       "  1068.81,1001.45 1054.56,1016.39 1039.51,1031.61 1023.66,1047.05 1006.99,1062.59 989.515,1078.11 971.256,1093.47 952.23,1108.51 932.467,1123.04 912.002,1136.86 \n",
-       "  890.88,1149.76 869.15,1161.49 846.872,1171.8 824.11,1180.39 800.937,1186.98 777.433,1191.24 753.722,1192.97 729.987,1192.34 706.351,1189.48 682.926,1184.54 \n",
-       "  659.814,1177.64 637.109,1168.96 614.895,1158.65 593.249,1146.9 572.236,1133.88 551.915,1119.79 532.334,1104.84 513.534,1089.25 495.544,1073.23 478.386,1057.03 \n",
-       "  462.074,1040.9 446.61,1025.08 431.975,1009.71 418.128,994.727 405.046,980.182 392.702,966.113 381.071,952.554 370.125,939.531 359.839,927.066 350.184,915.173 \n",
-       "  341.133,903.862 332.658,893.136 324.731,882.992 317.321,873.42 310.399,864.406 303.936,855.927 297.902,847.957 292.264,840.462 286.993,833.405 282.066,826.764 \n",
-       "  277.466,820.521 273.178,814.656 269.185,809.147 265.471,803.976 262.021,799.121 258.821,794.565 255.855,790.288 253.11,786.271 250.572,782.497 248.229,778.948 \n",
-       "  246.067,775.607 244.075,772.456 242.239,769.479 240.55,766.661 238.995,763.984 237.571,761.439 236.275,759.017 235.101,756.709 234.044,754.503 233.1,752.39 \n",
-       "  232.264,750.36 231.532,748.403 230.901,746.509 230.367,744.67 229.928,742.876 229.58,741.117 229.323,739.386 229.154,737.674 229.072,735.972 229.079,734.273 \n",
-       "  229.173,732.57 229.356,730.854 229.629,729.118 229.993,727.353 230.451,725.55 231.003,723.701 231.653,721.797 232.404,719.828 233.259,717.785 234.222,715.658 \n",
-       "  235.297,713.437 236.489,711.112 237.805,708.672 239.25,706.105 240.832,703.401 242.558,700.545 244.436,697.525 246.476,694.327 248.687,690.936 251.08,687.336 \n",
-       "  253.666,683.512 256.457,679.445 259.466,675.12 262.706,670.516 266.189,665.617 269.931,660.403 273.95,654.85 278.267,648.932 282.902,642.626 287.877,635.91 \n",
-       "  293.214,628.76 298.937,621.156 305.068,613.076 311.634,604.498 318.659,595.404 326.171,585.773 334.196,575.585 342.763,564.824 351.901,553.47 361.628,541.538 \n",
-       "  371.978,529.035 382.992,515.948 394.709,502.283 407.161,488.068 420.376,473.35 434.374,458.196 449.172,442.694 464.781,426.952 481.204,411.096 498.442,395.276 \n",
-       "  516.488,379.659 535.331,364.433 554.954,349.798 575.33,335.879 596.398,322.958 618.089,311.329 640.328,301.243 663.034,292.912 686.119,286.501 709.491,282.134 \n",
-       "  733.05,279.895 756.691,279.821 780.306,281.911 803.775,286.118 826.979,292.354 849.787,300.488 872.091,310.374 893.83,321.808 914.941,334.528 935.37,348.286 \n",
-       "  955.072,362.852 974.01,378.013 992.156,393.571 1009.49,409.346 1026,425.175 1041.69,440.91 1056.57,456.421 1070.64,471.596 1083.94,486.336 1096.48,500.578 \n",
-       "  1108.3,514.292 1119.43,527.456 1129.89,540.053 1139.71,552.072 1148.92,563.507 1157.55,574.357 1165.64,584.628 1173.19,594.328 1180.26,603.475 1186.86,612.087 \n",
-       "  1193.03,620.192 1198.8,627.821 1204.19,634.998 1209.23,641.745 1213.93,648.083 1218.3,654.033 1222.38,659.618 1226.17,664.859 1229.7,669.775 1232.97,674.388 \n",
-       "  1236.01,678.715 1238.83,682.778 1241.45,686.594 1243.87,690.182 1246.11,693.56 1248.19,696.745 1250.11,699.752 1251.88,702.593 1253.5,705.279 1254.99,707.822 \n",
-       "  1256.36,710.234 1257.6,712.525 1258.72,714.707 1259.73,716.79 1260.63,718.784 1261.44,720.699 1262.14,722.545 1262.76,724.331 1263.28,726.066 1263.71,727.757 \n",
-       "  1264.06,729.413 1264.32,731.041 1264.5,732.648 1264.6,734.241 1264.61,735.83 1264.54,737.42 1264.38,739.021 1264.15,740.639 1263.82,742.284 1263.42,743.963 \n",
-       "  1262.92,745.683 1262.33,747.454 1261.65,749.284 1260.88,751.18 1260,753.153 1259.02,755.21 1257.93,757.363 1256.73,759.621 1255.4,761.996 1253.95,764.497 \n",
-       "  1252.36,767.138 1250.64,769.931 1248.76,772.887 1246.73,776.021 1244.53,779.347 1242.16,782.88 1239.59,786.637 1236.83,790.634 1233.85,794.888 1230.64,799.418 \n",
-       "  1227.18,804.244 1223.47,809.386 1219.48,814.863 1215.2,820.699 1210.61,826.914 1205.68,833.533 1200.4,840.58 1194.75,848.068 1188.7,856.027 1182.23,864.488 \n",
-       "  1175.31,873.479 1167.9,883.019 1159.97,893.126 1151.5,903.811 1142.46,915.079 1132.81,926.932 1122.54,939.365 1111.6,952.368 1099.98,965.926 1087.65,980.02 \n",
-       "  1074.57,994.622 1060.74,1009.66 1046.11,1025.06 1030.68,1040.7 1014.42,1056.47 997.336,1072.24 979.433,1087.84 960.728,1103.11 941.246,1117.86 921.023,1131.87 \n",
-       "  900.103,1144.93 878.541,1156.79 856.401,1167.19 833.759,1175.87 810.721,1182.66 787.4,1187.45 763.903,1190.15 740.338,1190.71 716.805,1189.13 693.405,1185.42 \n",
-       "  670.234,1179.67 647.386,1171.96 624.953,1162.45 603.021,1151.31 581.676,1138.75 561.001,1125.04 541.074,1110.45 521.971,1095.33 503.695,1079.84 486.232,1064.11 \n",
-       "  469.584,1048.3 453.751,1032.56 438.724,1017.02 424.493,1001.79 411.043,986.949 398.354,972.582 386.401,958.74 375.156,945.456 364.584,932.749 354.651,920.632 \n",
-       "  345.326,909.112 336.58,898.179 328.386,887.819 320.717,878.018 313.544,868.76 306.842,860.029 300.584,851.805 294.745,844.07 289.299,836.801 284.222,829.975 \n",
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-       "  1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.266 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 \n",
-       "  1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.265 1281.75,735.264 1281.75,735.264 1281.75,735.264 1281.75,735.264 1281.75,735.264 \n",
-       "  1281.75,735.264 1281.75,735.263 1281.75,735.263 1281.75,735.263 1281.75,735.263 1281.75,735.263 1281.75,735.263 1281.75,735.263 1281.75,735.262 1281.75,735.262 \n",
-       "  1281.75,735.262 1281.75,735.262 1281.75,735.262 1281.75,735.262 1281.75,735.262 1281.75,735.261 1281.75,735.261 1281.75,735.261 1281.75,735.261 1281.75,735.261 \n",
-       "  1281.75,735.26 1281.76,735.26 1281.76,735.26 1281.76,735.259 1281.76,735.259 1281.76,735.259 1281.76,735.258 1281.76,735.258 1281.76,735.257 1281.76,735.257 \n",
-       "  1281.76,735.256 1281.76,735.255 1281.76,735.255 1281.76,735.254 1281.76,735.253 1281.76,735.252 1281.76,735.251 1281.76,735.25 1281.76,735.248 1281.77,735.247 \n",
-       "  1281.77,735.245 1281.77,735.244 1281.77,735.242 1281.77,735.24 1281.77,735.238 1281.77,735.236 1281.78,735.234 1281.78,735.231 1281.78,735.228 1281.78,735.226 \n",
-       "  1281.78,735.223 1281.79,735.219 1281.79,735.216 1281.79,735.212 1281.79,735.208 1281.8,735.204 1281.8,735.199 1281.8,735.194 1281.81,735.189 1281.81,735.184 \n",
-       "  1281.82,735.178 1281.82,735.171 1281.83,735.165 1281.83,735.157 1281.84,735.15 1281.84,735.142 1281.85,735.134 1281.86,735.125 1281.86,735.115 1281.87,735.105 \n",
-       "  1281.88,735.094 1281.89,735.082 1281.9,735.069 1281.91,735.056 1281.92,735.041 1281.93,735.026 1281.94,735.009 1281.96,734.99 1281.97,734.971 1281.99,734.95 \n",
-       "  1282,734.927 1282.02,734.903 1282.04,734.876 1282.06,734.848 1282.09,734.817 1282.11,734.785 1282.14,734.749 1282.17,734.711 1282.2,734.671 1282.23,734.627 \n",
-       "  1282.26,734.581 1282.3,734.531 1282.34,734.477 1282.38,734.42 1282.43,734.359 1282.48,734.294 1282.53,734.223 1282.59,734.147 1282.65,734.065 1282.71,733.979 \n",
-       "  1282.78,733.886 1282.86,733.788 1282.93,733.684 1283.02,733.573 1283.11,733.454 1283.2,733.328 1283.3,733.193 1283.41,733.049 1283.52,732.895 1283.65,732.73 \n",
-       "  1283.78,732.553 1283.92,732.363 1284.07,732.159 1284.24,731.939 1284.41,731.704 1284.6,731.45 1284.81,731.177 1285.03,730.884 1285.26,730.568 1285.52,730.229 \n",
-       "  1285.79,729.864 1286.08,729.471 1286.4,729.05 1286.74,728.597 1287.1,728.111 1287.49,727.591 1287.91,727.032 1288.35,726.435 1288.83,725.796 1289.34,725.112 \n",
-       "  1289.89,724.382 1290.47,723.598 1291.1,722.758 1291.77,721.858 1292.49,720.895 1293.26,719.866 1294.07,718.766 1294.95,717.589 1295.89,716.331 1296.89,714.985 \n",
-       "  1297.97,713.544 1299.12,712.002 1300.35,710.348 1301.68,708.577 1303.1,706.677 1304.63,704.639 1306.26,702.454 1308.02,700.109 1309.91,697.594 1311.94,694.897 \n",
-       "  1314.12,692.004 1316.46,688.902 1318.97,685.578 1321.65,682.017 1324.53,678.204 1327.62,674.123 1330.92,669.758 1334.45,665.092 1338.23,660.108 1342.26,654.795 \n",
-       "  1346.55,649.141 1351.13,643.108 1356.03,636.66 1361.27,629.765 1366.9,622.396 1372.93,614.528 1379.39,606.139 1386.32,597.213 1393.74,587.734 1401.67,577.693 \n",
-       "  1410.15,567.083 1419.19,555.9 1428.84,544.146 1439.11,531.823 1450.03,518.939 1461.63,505.506 1473.94,491.537 1486.97,477.051 1500.76,462.075 1515.37,446.705 \n",
-       "  1530.81,431.089 1547.07,415.378 1564.16,399.727 1582.05,384.294 1600.73,369.244 1620.15,354.744 1640.29,340.965 1661.09,328.083 1682.51,316.276 1704.48,305.73 \n",
-       "  1726.94,296.632 1749.82,289.174 1773.03,283.551 1796.48,279.965 1820.08,278.618 1843.73,279.721 1867.28,283.334 1890.58,289.178 1913.54,297.012 1936.04,306.602 \n",
-       "  1958.01,317.72 1979.37,330.146 2000.06,343.668 2020.02,358.079 2039.21,373.179 2057.6,388.775 2075.16,404.682 2091.89,420.72 2107.78,436.717 2122.84,452.509 \n",
-       "  2137.09,467.936 2150.57,482.852 2163.3,497.229 2175.31,511.069 2186.62,524.364 2197.26,537.107 2207.25,549.295 2216.63,560.925 2225.42,572.001 2233.63,582.525 \n",
-       "  2241.32,592.505 2248.48,601.95 2255.16,610.871 2261.38,619.284 2267.17,627.206 2272.55,634.656 2277.55,641.657 2282.2,648.234 2286.51,654.414 2290.53,660.228 \n",
-       "  2294.27,665.709 2297.75,670.883 2300.98,675.767 2303.95,680.38 2306.7,684.739 2309.23,688.861 2311.54,692.763 2313.65,696.461 2315.58,699.974 2317.32,703.316 \n",
-       "  2318.88,706.503 2320.29,709.553 2321.53,712.479 2322.63,715.298 2323.58,718.025 2324.4,720.674 2325.09,723.26 2325.65,725.792 2326.07,728.28 2326.38,730.735 \n",
-       "  2326.55,733.167 2326.6,735.588 2326.52,738.01 2326.32,740.444 2325.98,742.901 2325.52,745.394 2324.93,747.936 2324.2,750.538 2323.34,753.213 2322.33,755.974 \n",
-       "  2321.18,758.834 2319.88,761.807 2318.43,764.905 2316.81,768.142 2315.02,771.534 2313.04,775.097 2310.88,778.846 2308.52,782.798 2305.95,786.972 2303.15,791.386 \n",
-       "  2300.12,796.059 2296.83,801.011 2293.28,806.263 2289.46,811.837 2285.33,817.753 2280.9,824.025 2276.14,830.684 2271.03,837.763 2265.53,845.289 2259.63,853.287 \n",
-       "  2253.29,861.781 2246.49,870.789 2239.21,880.329 2231.42,890.416 2223.08,901.059 2214.17,912.268 2204.67,924.048 2194.55,936.401 2183.77,949.328 2172.31,962.826 \n",
-       "  2160.15,976.874 2147.25,991.403 2133.59,1006.36 2119.14,1021.68 2103.87,1037.27 2087.78,1053.02 2070.87,1068.8 2053.13,1084.47 2034.6,1099.84 2015.28,1114.74 \n",
-       "  1995.22,1128.94 1974.45,1142.22 1953.03,1154.32 1931.01,1164.97 1908.48,1173.92 1885.54,1181.02 1862.3,1186.14 1838.88,1189.2 1815.36,1190.14 1791.87,1188.94 \n",
-       "  1768.48,1185.61 1745.3,1180.21 1722.42,1172.85 1699.94,1163.65 1677.94,1152.77 1656.5,1140.44 1635.72,1126.89 1615.67,1112.4 1596.43,1097.3 1578.04,1081.87 \n",
-       "  1560.47,1066.17 1543.72,1050.36 1527.78,1034.6 1512.65,1019.01 1498.32,1003.71 1484.77,988.783 1471.99,974.314 1459.95,960.355 1448.62,946.947 1437.98,934.106 \n",
-       "  1427.98,921.85 1418.59,910.187 1409.79,899.106 1401.55,888.596 1393.84,878.64 1386.64,869.224 1379.92,860.331 1373.65,851.941 1367.8,844.036 1362.36,836.593 \n",
-       "  1357.3,829.59 1352.59,823.004 1348.22,816.809 1344.15,810.978 1340.37,805.483 1336.86,800.302 1333.61,795.416 1330.61,790.807 1327.84,786.455 1325.29,782.342 \n",
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-       "  250.729,664.794 251.253,664.265 251.781,663.73 252.313,663.187 252.85,662.638 253.39,662.082 253.935,661.519 254.484,660.949 255.037,660.372 255.594,659.787 \n",
-       "  256.156,659.196 256.722,658.597 257.292,657.991 257.867,657.378 258.447,656.757 259.031,656.129 259.62,655.494 260.214,654.851 260.812,654.2 261.415,653.542 \n",
-       "  262.024,652.876 262.637,652.202 263.255,651.521 263.878,650.832 264.507,650.134 265.14,649.429 265.779,648.716 266.424,647.995 267.073,647.265 267.728,646.528 \n",
-       "  268.389,645.782 269.055,645.028 269.726,644.265 270.404,643.495 271.087,642.715 271.776,641.927 272.471,641.131 273.171,640.326 273.878,639.512 274.591,638.689 \n",
-       "  275.31,637.858 276.035,637.018 276.767,636.168 277.504,635.31 278.248,634.443 278.999,633.566 279.756,632.68 280.52,631.785 281.29,630.881 282.068,629.967 \n",
-       "  282.852,629.044 283.642,628.112 284.44,627.169 285.245,626.217 286.057,625.256 286.876,624.284 287.702,623.303 288.536,622.312 289.377,621.311 290.225,620.3 \n",
-       "  291.081,619.279 291.945,618.247 292.816,617.206 293.695,616.154 294.581,615.092 295.476,614.02 296.378,612.937 297.289,611.843 298.208,610.739 299.135,609.624 \n",
-       "  300.07,608.499 301.014,607.362 301.966,606.215 302.927,605.057 303.896,603.888 304.874,602.707 305.861,601.516 306.857,600.313 307.862,599.099 308.876,597.874 \n",
-       "  309.899,596.638 310.931,595.39 311.972,594.13 313.023,592.859 314.083,591.577 315.153,590.282 316.233,588.977 317.322,587.659 318.421,586.33 319.53,584.989 \n",
-       "  320.649,583.636 321.778,582.271 322.918,580.894 324.067,579.505 325.227,578.104 326.397,576.691 327.578,575.266 328.77,573.829 329.972,572.38 331.185,570.918 \n",
-       "  332.408,569.445 333.643,567.959 334.889,566.46 336.146,564.95 337.414,563.427 338.694,561.891 339.985,560.344 341.287,558.783 342.601,557.211 343.927,555.625 \n",
-       "  345.265,554.028 346.614,552.417 347.975,550.795 349.349,549.159 350.735,547.511 352.132,545.851 353.543,544.177 354.965,542.492 356.401,540.793 357.848,539.082 \n",
-       "  359.309,537.358 360.782,535.623 362.268,533.874 363.767,532.114 365.279,530.341 366.804,528.555 368.342,526.758 369.894,524.948 371.459,523.125 373.038,521.29 \n",
-       "  374.63,519.443 376.237,517.584 377.857,515.713 379.491,513.829 381.139,511.934 382.801,510.026 384.477,508.107 386.168,506.175 387.873,504.232 389.593,502.278 \n",
-       "  391.327,500.312 393.076,498.334 394.84,496.345 396.618,494.346 398.412,492.335 400.22,490.313 402.044,488.28 403.882,486.237 405.736,484.184 407.605,482.12 \n",
-       "  409.49,480.046 411.39,477.962 413.305,475.869 415.236,473.766 417.183,471.654 419.145,469.533 421.123,467.403 423.117,465.264 425.127,463.117 427.153,460.961 \n",
-       "  429.194,458.798 431.252,456.627 433.326,454.449 435.416,452.264 437.522,450.072 439.644,447.873 441.783,445.668 443.938,443.457 446.109,441.24 448.297,439.018 \n",
-       "  450.501,436.791 452.722,434.559 454.959,432.323 457.213,430.083 459.483,427.839 461.77,425.592 464.074,423.341 466.394,421.088 468.731,418.833 471.085,416.576 \n",
-       "  473.456,414.318 475.843,412.058 478.247,409.797 480.668,407.536 483.106,405.274 485.56,403.013 488.031,400.752 490.519,398.493 493.024,396.236 495.545,393.982 \n",
-       "  498.083,391.731 500.638,389.484 503.209,387.241 505.797,385.004 508.401,382.772 511.022,380.547 513.66,378.329 516.314,376.118 518.984,373.915 521.671,371.721 \n",
-       "  524.373,369.537 527.092,367.362 529.828,365.199 532.579,363.046 535.346,360.905 538.129,358.777 540.927,356.662 543.741,354.561 546.571,352.474 549.416,350.402 \n",
-       "  552.277,348.345 555.152,346.305 558.043,344.282 560.949,342.276 563.869,340.288 566.804,338.319 569.754,336.369 572.718,334.44 575.697,332.531 578.689,330.643 \n",
-       "  581.695,328.777 584.715,326.934 587.749,325.114 590.796,323.318 593.856,321.546 596.929,319.799 600.015,318.079 603.114,316.384 606.225,314.717 609.349,313.077 \n",
-       "  612.484,311.465 615.632,309.883 618.79,308.33 621.961,306.807 625.142,305.316 628.335,303.856 631.538,302.428 634.751,301.033 637.975,299.672 641.209,298.344 \n",
-       "  644.452,297.052 647.705,295.795 650.967,294.575 654.238,293.391 657.518,292.245 660.806,291.137 664.102,290.067 667.406,289.037 670.717,288.048 674.036,287.099 \n",
-       "  677.361,286.192 680.693,285.326 684.031,284.503 687.374,283.721 690.724,282.983 694.078,282.287 697.437,281.633 700.8,281.023 704.168,280.457 707.539,279.933 \n",
-       "  710.914,279.453 714.291,279.017 717.672,278.625 721.055,278.277 724.44,277.972 727.826,277.712 731.215,277.496 734.604,277.324 737.994,277.196 741.385,277.113 \n",
-       "  744.776,277.073 748.167,277.078 751.557,277.127 754.946,277.22 758.335,277.358 761.722,277.539 765.108,277.764 768.491,278.033 771.873,278.345 775.252,278.701 \n",
-       "  778.628,279.101 782,279.543 785.37,280.029 788.735,280.557 792.097,281.128 795.454,281.742 798.807,282.398 802.155,283.095 805.498,283.834 808.835,284.615 \n",
-       "  812.167,285.437 815.492,286.299 818.812,287.202 822.124,288.145 825.43,289.127 828.729,290.149 832.021,291.21 835.305,292.31 838.581,293.448 841.849,294.623 \n",
-       "  845.109,295.836 848.36,297.085 851.602,298.371 854.835,299.693 858.059,301.05 861.273,302.442 864.477,303.869 867.671,305.329 870.854,306.822 874.027,308.348 \n",
-       "  877.189,309.906 880.34,311.495 883.479,313.115 886.607,314.766 889.723,316.446 892.827,318.155 895.919,319.892 898.998,321.656 902.065,323.447 905.118,325.265 \n",
-       "  908.159,327.107 911.186,328.975 914.199,330.866 917.198,332.78 920.184,334.716 923.155,336.673 926.111,338.652 929.053,340.65 931.98,342.667 934.892,344.702 \n",
-       "  937.788,346.754 940.669,348.822 943.535,350.905 946.384,353.003 949.217,355.115 952.034,357.239 954.835,359.374 957.618,361.52 960.385,363.676 963.135,365.84 \n",
-       "  965.867,368.011 968.582,370.189 971.28,372.374 973.962,374.568 976.627,376.77 979.276,378.98 981.908,381.197 984.524,383.42 987.123,385.649 989.706,387.884 \n",
-       "  992.272,390.123 994.822,392.367 997.354,394.615 999.871,396.865 1002.37,399.119 1004.85,401.375 1007.32,403.632 1009.77,405.891 1012.2,408.151 1014.62,410.411 \n",
-       "  1017.02,412.671 1019.4,414.931 1021.77,417.19 1024.12,419.447 1026.45,421.703 1028.77,423.956 1031.06,426.207 1033.35,428.454 1035.61,430.699 1037.86,432.939 \n",
-       "  1040.1,435.176 1042.31,437.408 1044.51,439.635 1046.7,441.857 1048.86,444.074 1051.02,446.285 1053.15,448.49 1055.27,450.688 1057.37,452.88 1059.45,455.064 \n",
-       "  1061.52,457.242 1063.58,459.412 1065.61,461.574 1067.64,463.728 1069.64,465.873 1071.63,468.011 1073.6,470.139 1075.56,472.258 1077.5,474.369 1079.43,476.469 \n",
-       "  1081.34,478.561 1083.23,480.642 1085.11,482.713 1086.98,484.775 1088.83,486.826 1090.66,488.867 1092.48,490.897 1094.28,492.916 1096.07,494.925 1097.85,496.923 \n",
-       "  1099.6,498.909 1101.35,500.885 1103.08,502.849 1104.79,504.802 1106.5,506.743 1108.18,508.672 1109.85,510.589 1111.51,512.494 1113.16,514.387 1114.79,516.268 \n",
-       "  1116.41,518.136 1118.01,519.993 1119.6,521.837 1121.17,523.669 1122.74,525.489 1124.28,527.297 1125.82,529.092 1127.34,530.875 1128.85,532.646 1130.35,534.404 \n",
-       "  1131.83,536.15 1133.3,537.884 1134.76,539.605 1136.2,541.314 1137.64,543.011 1139.06,544.696 1140.46,546.368 1141.86,548.027 1143.24,549.675 1144.61,551.31 \n",
-       "  1145.97,552.932 1147.32,554.542 1148.65,556.14 1149.97,557.726 1151.28,559.299 1152.58,560.86 1153.87,562.409 1155.15,563.945 1156.41,565.469 1157.67,566.981 \n",
-       "  1158.91,568.481 1160.14,569.968 1161.36,571.444 1162.57,572.907 1163.77,574.358 1164.96,575.796 1166.13,577.223 1167.3,578.638 1168.46,580.04 1169.6,581.431 \n",
-       "  1170.74,582.81 1171.86,584.176 1172.98,585.531 1174.08,586.874 1175.18,588.205 1176.26,589.525 1177.34,590.832 1178.4,592.128 1179.46,593.413 1180.51,594.685 \n",
-       "  1181.54,595.947 1182.57,597.196 1183.59,598.434 1184.6,599.661 1185.6,600.877 1186.59,602.081 1187.57,603.274 1188.54,604.455 1189.51,605.626 1190.46,606.785 \n",
-       "  1191.41,607.934 1192.35,609.072 1193.28,610.198 1194.2,611.314 1195.11,612.42 1196.02,613.514 1196.92,614.598 1197.81,615.672 1198.69,616.735 1199.56,617.787 \n",
-       "  1200.43,618.83 1201.29,619.862 1202.14,620.884 1202.98,621.896 1203.82,622.898 1204.64,623.89 1205.46,624.872 1206.28,625.845 1207.09,626.808 1207.89,627.761 \n",
-       "  1208.68,628.705 1209.46,629.64 1210.24,630.565 1211.02,631.481 1211.78,632.388 1212.54,633.285 1213.3,634.174 1214.04,635.053 1214.78,635.923 1215.52,636.784 \n",
-       "  1216.24,637.636 1216.96,638.48 1217.68,639.314 1218.39,640.14 1219.09,640.957 1219.79,641.765 1220.48,642.565 1221.16,643.356 1221.84,644.139 1222.51,644.914 \n",
-       "  1223.18,645.68 1223.84,646.437 1224.5,647.187 1225.15,647.928 1225.79,648.662 1226.43,649.387 1227.07,650.104 1227.7,650.813 1228.32,651.515 1228.94,652.208 \n",
-       "  1229.55,652.894 1230.16,653.572 1230.76,654.242 1231.36,654.905 1231.96,655.56 1232.54,656.207 1233.13,656.847 1233.71,657.48 1234.28,658.105 1234.85,658.723 \n",
-       "  1235.42,659.334 1235.98,659.938 1236.53,660.534 1237.08,661.123 1237.63,661.705 1238.18,662.28 1238.71,662.849 1239.25,663.41 1239.78,663.964 1240.3,664.512 \n",
-       "  1240.83,665.052 1241.35,665.587 1241.86,666.114 1242.37,666.635 1242.88,667.149 1243.38,667.656 1243.88,668.157 1244.37,668.652 1244.86,669.14 1245.35,669.622 \n",
-       "  1245.84,670.098 1246.32,670.567 1246.8,671.03 1247.27,671.487 1247.74,671.937 1248.21,672.382 1248.67,672.821 1249.13,673.253 1249.59,673.68 1250.04,674.1 \n",
-       "  1250.5,674.515 1250.94,674.924 1251.39,675.327 1251.83,675.724 1252.27,676.115 1252.71,676.501 1253.14,676.881 1253.57,677.256 1254,677.625 1254.43,677.988 \n",
-       "  1254.85,678.346 1255.27,678.699 1255.69,679.045 1256.11,679.387 1256.52,679.723 1256.93,680.054 1257.34,680.379 1257.74,680.7 1258.15,681.014 1258.55,681.324 \n",
-       "  1258.95,681.628 1259.34,681.927 1259.74,682.221 1260.13,682.51 1260.52,682.794 1260.91,683.072 1261.29,683.346 1261.68,683.614 1262.06,683.878 1262.44,684.136 \n",
-       "  1262.82,684.389 1263.2,684.638 1263.57,684.881 1263.94,685.12 1264.31,685.353 1264.68,685.582 1265.05,685.806 1265.42,686.025 1265.78,686.239 1266.14,686.448 \n",
-       "  1266.51,686.653 1266.87,686.852 1267.22,687.047 1267.58,687.238 1267.94,687.423 1268.29,687.604 1268.64,687.78 1268.99,687.952 1269.34,688.118 1269.69,688.28 \n",
-       "  1270.04,688.438 1270.39,688.591 1270.73,688.739 1271.08,688.883 1271.42,689.022 1271.76,689.157 1272.1,689.287 1272.44,689.412 1272.78,689.534 1273.12,689.65 \n",
-       "  1273.46,689.762 1273.8,689.87 1274.13,689.973 1274.47,690.071 1274.8,690.165 1275.14,690.255 1275.47,690.34 1275.8,690.421 1276.13,690.498 1276.46,690.57 \n",
-       "  1276.79,690.637 1277.13,690.701 1277.46,690.76 1277.78,690.814 1278.11,690.864 1278.44,690.91 1278.77,690.951 1279.1,690.988 1279.43,691.021 1279.75,691.049 \n",
-       "  1280.08,691.073 1280.41,691.093 1280.74,691.108 1281.06,691.119 1281.39,691.126 1281.72,691.128 1282.05,691.126 1282.37,691.12 1282.7,691.11 1283.03,691.095 \n",
-       "  1283.35,691.075 1283.68,691.052 1284.01,691.024 1284.34,690.992 1284.67,690.955 1284.99,690.914 1285.32,690.869 1285.65,690.82 1285.98,690.766 1286.31,690.708 \n",
-       "  1286.64,690.645 1286.97,690.578 1287.31,690.507 1287.64,690.431 1287.97,690.351 1288.3,690.266 1288.64,690.177 1288.97,690.084 1289.31,689.986 1289.64,689.884 \n",
-       "  1289.98,689.777 1290.32,689.666 1290.66,689.55 1291,689.43 1291.34,689.306 1291.68,689.176 1292.02,689.043 1292.36,688.905 1292.71,688.762 1293.05,688.615 \n",
-       "  1293.4,688.463 1293.75,688.306 1294.1,688.145 1294.45,687.979 1294.8,687.809 1295.15,687.634 1295.5,687.454 1295.86,687.27 1296.21,687.081 1296.57,686.887 \n",
-       "  1296.93,686.688 1297.29,686.485 1297.65,686.277 1298.02,686.064 1298.38,685.846 1298.75,685.624 1299.12,685.396 1299.49,685.164 1299.86,684.927 1300.24,684.685 \n",
-       "  1300.61,684.438 1300.99,684.185 1301.37,683.928 1301.75,683.666 1302.13,683.399 1302.52,683.127 1302.91,682.849 1303.3,682.567 1303.69,682.279 1304.08,681.987 \n",
-       "  1304.48,681.689 1304.88,681.385 1305.28,681.077 1305.68,680.763 1306.08,680.444 1306.49,680.12 1306.9,679.79 1307.31,679.455 1307.73,679.114 1308.15,678.768 \n",
-       "  1308.57,678.416 1308.99,678.059 1309.41,677.697 1309.84,677.328 1310.27,676.955 1310.71,676.575 1311.14,676.19 1311.58,675.799 1312.03,675.402 1312.47,675 \n",
-       "  1312.92,674.592 1313.37,674.178 1313.82,673.758 1314.28,673.332 1314.74,672.9 1315.21,672.462 1315.67,672.018 1316.14,671.568 1316.62,671.112 1317.1,670.649 \n",
-       "  1317.58,670.181 1318.06,669.706 1318.55,669.225 1319.04,668.738 1319.53,668.245 1320.03,667.745 1320.53,667.239 1321.04,666.726 1321.55,666.207 1322.06,665.681 \n",
-       "  1322.57,665.149 1323.09,664.61 1323.62,664.064 1324.15,663.511 1324.68,662.952 1325.21,662.386 1325.75,661.812 1326.3,661.232 1326.85,660.644 1327.4,660.05 \n",
-       "  1327.96,659.448 1328.52,658.839 1329.08,658.223 1329.65,657.599 1330.23,656.968 1330.81,656.329 1331.39,655.683 1331.98,655.029 1332.58,654.368 1333.18,653.699 \n",
-       "  1333.78,653.022 1334.39,652.337 1335,651.645 1335.62,650.944 1336.25,650.236 1336.88,649.519 1337.52,648.795 1338.16,648.062 1338.8,647.321 1339.46,646.572 \n",
-       "  1340.11,645.814 1340.78,645.049 1341.45,644.274 1342.12,643.491 1342.8,642.7 1343.49,641.9 1344.18,641.092 1344.88,640.274 1345.59,639.448 1346.3,638.613 \n",
-       "  1347.02,637.769 1347.74,636.917 1348.47,636.055 1349.21,635.184 1349.95,634.304 1350.7,633.415 1351.46,632.517 1352.22,631.61 1353,630.693 1353.77,629.766 \n",
-       "  1354.56,628.831 1355.35,627.886 1356.15,626.931 1356.96,625.967 1357.77,624.993 1358.59,624.009 1359.42,623.015 1360.26,622.012 1361.1,620.999 1361.95,619.976 \n",
-       "  1362.81,618.943 1363.68,617.899 1364.55,616.846 1365.43,615.783 1366.33,614.709 1367.22,613.625 1368.13,612.531 1369.05,611.426 1369.97,610.311 1370.9,609.185 \n",
-       "  1371.84,608.049 1372.79,606.902 1373.75,605.745 1374.72,604.576 1375.69,603.397 1376.68,602.208 1377.67,601.007 1378.67,599.795 1379.68,598.573 1380.7,597.339 \n",
-       "  1381.73,596.094 1382.77,594.838 1383.82,593.571 1384.88,592.292 1385.94,591.002 1387.02,589.701 1388.11,588.389 1389.2,587.064 1390.31,585.729 1391.43,584.381 \n",
-       "  1392.55,583.022 1393.69,581.651 1394.83,580.269 1395.99,578.875 1397.16,577.468 1398.34,576.05 1399.52,574.62 1400.72,573.178 1401.93,571.723 1403.15,570.257 \n",
-       "  1404.38,568.778 1405.63,567.287 1406.88,565.783 1408.14,564.268 1409.42,562.739 1410.71,561.199 1412,559.645 1413.31,558.079 1414.63,556.501 1415.97,554.91 \n",
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-       "  1463.58,499.324 1465.33,497.34 1467.1,495.344 1468.89,493.337 1470.69,491.319 1472.51,489.291 1474.34,487.252 1476.18,485.203 1478.04,483.143 1479.92,481.073 \n",
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-       "  1501.59,446.088 1503.74,443.912 1505.91,441.727 1508.09,439.535 1510.29,437.336 1512.5,435.13 1514.74,432.918 1516.98,430.7 1519.25,428.476 1521.53,426.247 \n",
-       "  1523.83,424.014 1526.14,421.776 1528.47,419.534 1530.82,417.288 1533.19,415.039 1535.57,412.788 1537.97,410.534 1540.38,408.278 1542.81,406.021 1545.26,403.763 \n",
-       "  1547.73,401.504 1550.21,399.246 1552.71,396.987 1555.22,394.73 1557.76,392.474 1560.31,390.22 1562.87,387.968 1565.46,385.72 1568.06,383.474 1570.67,381.233 \n",
-       "  1573.31,378.996 1575.96,376.764 1578.62,374.538 1581.31,372.318 1584.01,370.104 1586.72,367.898 1589.46,365.699 1592.2,363.509 1594.97,361.328 1597.75,359.156 \n",
-       "  1600.55,356.994 1603.36,354.844 1606.19,352.704 1609.03,350.577 1611.89,348.462 1614.77,346.36 1617.66,344.272 1620.57,342.199 1623.49,340.141 1626.43,338.099 \n",
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-       "  1724.12,286.561 1727.45,285.41 1730.78,284.298 1734.13,283.226 1737.48,282.194 1740.84,281.202 1744.21,280.251 1747.58,279.341 1750.96,278.472 1754.35,277.645 \n",
-       "  1757.74,276.86 1761.13,276.117 1764.54,275.416 1767.94,274.758 1771.35,274.143 1774.76,273.572 1778.18,273.043 1781.6,272.559 1785.02,272.118 1788.45,271.72 \n",
-       "  1791.88,271.367 1795.31,271.058 1798.74,270.794 1802.17,270.573 1805.61,270.397 1809.04,270.266 1812.48,270.179 1815.92,270.136 1819.35,270.138 1822.79,270.185 \n",
-       "  1826.22,270.276 1829.66,270.412 1833.09,270.592 1836.52,270.817 1839.95,271.086 1843.38,271.399 1846.8,271.756 1850.22,272.157 1853.64,272.602 1857.06,273.091 \n",
-       "  1860.47,273.623 1863.88,274.198 1867.28,274.817 1870.68,275.478 1874.08,276.182 1877.47,276.928 1880.85,277.716 1884.23,278.546 1887.61,279.418 1890.97,280.331 \n",
-       "  1894.33,281.284 1897.69,282.278 1901.04,283.312 1904.38,284.386 1907.71,285.5 1911.04,286.652 1914.35,287.842 1917.66,289.071 1920.96,290.337 1924.26,291.641 \n",
-       "  1927.54,292.981 1930.81,294.357 1934.08,295.769 1937.33,297.215 1940.58,298.697 1943.81,300.212 1947.04,301.76 1950.25,303.341 1953.45,304.955 1956.65,306.599 \n",
-       "  1959.83,308.275 1962.99,309.981 1966.15,311.716 1969.29,313.48 1972.43,315.272 1975.54,317.091 1978.65,318.937 1981.74,320.809 1984.82,322.706 1987.89,324.627 \n",
-       "  1990.94,326.571 1993.98,328.538 1997,330.527 2000.01,332.537 2003.01,334.567 2005.99,336.616 2008.95,338.683 2011.9,340.768 2014.83,342.869 2017.75,344.986 \n",
-       "  2020.65,347.117 2023.54,349.261 2026.4,351.418 2029.26,353.587 2032.09,355.766 2034.91,357.954 2037.71,360.151 2040.49,362.355 2043.26,364.566 2046,366.781 \n",
-       "  2048.73,369 2051.44,371.223 2054.13,373.446 2056.81,375.673 2059.46,377.905 2062.1,380.143 2064.73,382.385 2067.34,384.632 2069.93,386.882 2072.5,389.135 \n",
-       "  2075.06,391.39 2077.6,393.648 2080.12,395.906 2082.63,398.166 2085.12,400.427 2087.59,402.687 2090.05,404.947 2092.49,407.206 2094.91,409.463 2097.32,411.719 \n",
-       "  2099.71,413.972 2102.08,416.223 2104.44,418.47 2106.78,420.714 2109.1,422.954 2111.41,425.189 2113.7,427.42 2115.97,429.646 2118.23,431.867 2120.47,434.081 \n",
-       "  \n",
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-       "  382.186,475.706 384.117,473.79 386.063,471.861 388.022,469.918 389.996,467.962 391.985,465.993 393.988,464.012 396.005,462.017 398.038,460.01 400.086,457.991 \n",
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-       "  525.801,345.996 528.694,343.824 531.604,341.664 534.529,339.517 537.471,337.382 540.428,335.26 543.401,333.153 546.389,331.061 549.393,328.985 552.412,326.926 \n",
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-       "  1082.81,448.634 1084.93,450.707 1087.03,452.769 1089.11,454.819 1091.19,456.857 1093.24,458.883 1095.28,460.897 1097.31,462.897 1099.32,464.885 1101.32,466.86 \n",
-       "  1103.3,468.822 1105.27,470.77 1107.22,472.705 1109.16,474.627 1111.09,476.535 1113,478.429 1114.89,480.31 1116.78,482.176 1118.65,484.029 1120.5,485.868 \n",
-       "  1122.34,487.692 1124.17,489.502 1125.99,491.298 1127.79,493.079 1129.58,494.846 1131.36,496.598 1133.12,498.336 1134.87,500.059 1136.61,501.767 1138.33,503.46 \n",
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-       "  1212.24,569.252 1213.47,570.141 1214.69,571.015 1215.91,571.874 1217.11,572.718 1218.32,573.547 1219.51,574.361 1220.7,575.161 1221.89,575.945 1223.06,576.715 \n",
-       "  1224.24,577.471 1225.4,578.211 1226.57,578.937 1227.72,579.649 1228.87,580.346 1230.02,581.028 1231.16,581.696 1232.3,582.35 1233.43,582.989 1234.56,583.614 \n",
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-       "  1257.32,593.474 1258.37,593.791 1259.41,594.093 1260.46,594.382 1261.5,594.657 1262.54,594.918 1263.58,595.166 1264.62,595.4 1265.66,595.62 1266.69,595.827 \n",
-       "  1267.72,596.02 1268.75,596.199 1269.78,596.365 1270.81,596.517 1271.84,596.655 1272.87,596.78 1273.89,596.891 1274.92,596.989 1275.94,597.073 1276.97,597.143 \n",
-       "  1277.99,597.2 1279.01,597.243 1280.04,597.273 1281.06,597.289 1282.08,597.292 1283.1,597.281 1284.13,597.256 1285.15,597.218 1286.17,597.166 1287.2,597.101 \n",
-       "  1288.22,597.022 1289.25,596.929 1290.27,596.823 1291.3,596.703 1292.32,596.57 1293.35,596.423 1294.38,596.263 1295.41,596.089 1296.45,595.901 1297.48,595.699 \n",
-       "  1298.52,595.484 1299.55,595.255 1300.59,595.013 1301.63,594.757 1302.67,594.487 1303.72,594.203 1304.76,593.906 1305.81,593.594 1306.86,593.269 1307.92,592.93 \n",
-       "  1308.97,592.578 1310.03,592.211 1311.09,591.83 1312.16,591.436 1313.22,591.027 1314.29,590.604 1315.36,590.168 1316.44,589.717 1317.52,589.252 1318.6,588.773 \n",
-       "  1319.69,588.28 1320.78,587.773 1321.88,587.252 1322.97,586.716 1324.08,586.166 1325.18,585.602 1326.29,585.024 1327.41,584.431 1328.53,583.824 1329.65,583.203 \n",
-       "  1330.78,582.567 1331.91,581.917 1333.05,581.252 1334.2,580.573 1335.34,579.879 1336.5,579.171 1337.66,578.448 1338.82,577.711 1339.99,576.959 1341.17,576.192 \n",
-       "  1342.35,575.411 1343.54,574.615 1344.73,573.805 1345.93,572.979 1347.14,572.139 1348.35,571.284 1349.57,570.414 1350.79,569.53 1352.03,568.63 1353.26,567.716 \n",
-       "  1354.51,566.787 1355.76,565.842 1357.02,564.883 1358.29,563.909 1359.56,562.919 1360.85,561.915 1362.13,560.896 1363.43,559.861 1364.74,558.811 1366.05,557.746 \n",
-       "  1367.37,556.666 1368.7,555.571 1370.03,554.46 1371.38,553.334 1372.73,552.193 1374.1,551.036 1375.47,549.864 1376.85,548.677 1378.23,547.474 1379.63,546.256 \n",
-       "  1381.04,545.022 1382.45,543.773 1383.88,542.508 1385.31,541.228 1386.76,539.932 1388.21,538.62 1389.68,537.293 1391.15,535.95 1392.63,534.591 1394.13,533.217 \n",
-       "  1395.63,531.826 1397.14,530.42 1398.67,528.999 1400.2,527.561 1401.75,526.107 1403.3,524.638 1404.87,523.152 1406.45,521.651 1408.04,520.134 1409.64,518.6 \n",
-       "  1411.25,517.052 1412.87,515.488 1414.51,513.909 1416.15,512.315 1417.81,510.706 1419.48,509.081 1421.16,507.442 1422.85,505.786 1424.56,504.116 1426.27,502.43 \n",
-       "  1428,500.73 1429.75,499.014 1431.5,497.282 1433.27,495.536 1435.05,493.775 1436.85,491.999 1438.66,490.207 1440.48,488.401 1442.31,486.581 1444.16,484.745 \n",
-       "  1446.03,482.895 1447.9,481.031 1449.79,479.153 1451.7,477.26 1453.62,475.353 1455.55,473.433 1457.5,471.498 1459.46,469.55 1461.44,467.589 1463.43,465.615 \n",
-       "  1465.43,463.627 1467.46,461.627 1469.49,459.614 1471.54,457.589 1473.61,455.552 1475.69,453.503 1477.79,451.442 1479.9,449.369 1482.03,447.286 1484.17,445.191 \n",
-       "  1486.33,443.086 1488.51,440.971 1490.7,438.845 1492.91,436.71 1495.13,434.565 1497.37,432.411 1499.62,430.248 1501.89,428.077 1504.18,425.897 1506.48,423.71 \n",
-       "  1508.8,421.515 1511.13,419.313 1513.49,417.104 1515.85,414.889 1518.24,412.668 1520.64,410.442 1523.06,408.21 1525.49,405.973 1527.94,403.733 1530.41,401.488 \n",
-       "  1532.89,399.239 1535.39,396.988 1537.9,394.734 1540.44,392.478 1542.99,390.22 1545.55,387.962 1548.14,385.702 1550.74,383.442 1553.35,381.183 1555.98,378.924 \n",
-       "  1558.63,376.667 1561.3,374.412 1563.98,372.159 1566.68,369.909 1569.4,367.662 1572.13,365.42 1574.88,363.182 1577.65,360.949 1580.43,358.719 1583.23,356.494 \n",
-       "  1586.05,354.274 1588.88,352.06 1591.73,349.853 1594.6,347.655 1597.48,345.466 1600.38,343.286 1603.29,341.118 1606.22,338.962 1609.17,336.818 1612.13,334.688 \n",
-       "  1615.11,332.573 1618.1,330.473 1621.11,328.389 1624.14,326.322 1627.18,324.274 1630.23,322.244 1633.3,320.234 1636.38,318.244 1639.48,316.276 1642.59,314.329 \n",
-       "  1645.72,312.405 1648.86,310.505 1652.01,308.629 1655.18,306.777 1658.36,304.952 1661.56,303.153 1664.77,301.381 1667.99,299.637 1671.22,297.921 1674.47,296.235 \n",
-       "  1677.73,294.578 1681,292.952 1684.28,291.357 1687.57,289.793 1690.88,288.262 1694.2,286.764 1697.53,285.299 1700.86,283.868 1704.21,282.472 1707.57,281.111 \n",
-       "  1710.94,279.786 1714.32,278.497 1717.71,277.244 1721.11,276.029 1724.52,274.852 1727.93,273.713 1731.36,272.613 1734.79,271.552 1738.23,270.531 1741.68,269.55 \n",
-       "  1745.13,268.609 1748.59,267.709 1752.06,266.851 1755.54,266.034 1759.02,265.26 1762.51,264.528 1766,263.839 1769.5,263.193 1773,262.59 1776.51,262.032 \n",
-       "  1780.02,261.517 1783.53,261.048 1787.05,260.623 1790.57,260.243 1794.1,259.908 1797.62,259.619 1801.15,259.376 1804.68,259.179 1808.21,259.028 1811.74,258.924 \n",
-       "  1815.28,258.867 1818.81,258.856 1822.34,258.893 1825.88,258.977 1829.41,259.108 1832.94,259.287 1836.47,259.514 1839.99,259.788 1843.52,260.111 1847.04,260.482 \n",
-       "  1850.56,260.905 1854.07,261.378 1857.58,261.9 1861.08,262.471 1864.59,263.09 1868.08,263.756 1871.57,264.469 1875.06,265.228 1878.54,266.032 1882.01,266.88 \n",
-       "  1885.48,267.772 1888.93,268.707 1892.39,269.684 1895.83,270.703 1899.27,271.762 1902.7,272.862 1906.12,274.001 1909.53,275.179 1912.94,276.395 1916.33,277.648 \n",
-       "  1919.71,278.937 1923.09,280.263 1926.46,281.624 1929.81,283.019 1933.16,284.449 1936.49,285.911 1939.81,287.406 1943.13,288.932 1946.43,290.49 1949.72,292.078 \n",
-       "  1952.99,293.696 1956.26,295.343 1959.51,297.018 1962.75,298.721 1965.98,300.451 1969.2,302.208 1972.4,303.99 1975.59,305.797 1978.77,307.629 1981.93,309.484 \n",
-       "  1985.08,311.362 1988.21,313.263 1991.33,315.186 1994.44,317.129 1997.53,319.093 2000.61,321.077 2003.67,323.08 2006.72,325.101 2009.75,327.141 2012.77,329.197 \n",
-       "  2015.78,331.27 2018.76,333.359 2021.74,335.463 2024.69,337.582 2027.63,339.715 2030.56,341.862 2033.47,344.021 2036.36,346.192 2039.24,348.375 2042.1,350.568 \n",
-       "  2044.95,352.772 2047.77,354.986 2050.59,357.208 2053.38,359.439 2056.16,361.678 2058.93,363.924 2061.67,366.177 2064.4,368.435 2067.11,370.699 2069.81,372.968 \n",
-       "  2072.49,375.241 2075.15,377.517 2077.8,379.797 2080.42,382.079 2083.04,384.362 2085.63,386.647 2088.21,388.932 2090.77,391.218 2093.31,393.503 2095.84,395.786 \n",
-       "  2098.35,398.068 2100.84,400.348 2103.32,402.625 2105.77,404.898 2108.22,407.167 2110.64,409.432 2113.05,411.691 2115.44,413.945 2117.81,416.192 2120.17,418.432 \n",
-       "  2122.51,420.665 2124.84,422.89 2127.15,425.107 2129.44,427.314 2131.71,429.511 2133.97,431.699 2136.21,433.875 2138.44,436.04 2140.65,438.194 2142.84,440.335 \n",
-       "  2145.02,442.463 2147.19,444.579 2149.33,446.684 2151.46,448.778 2153.58,450.861 2155.68,452.932 2157.76,454.992 2159.83,457.04 2161.89,459.076 2163.93,461.1 \n",
-       "  2165.95,463.112 2167.96,465.112 2169.96,467.099 2171.94,469.074 2173.91,471.036 2175.86,472.985 2177.79,474.921 2179.72,476.845 2181.63,478.755 2183.52,480.651 \n",
-       "  2185.4,482.535 2187.27,484.405 2189.12,486.261 2190.96,488.103 2192.79,489.932 2194.6,491.747 2196.4,493.547 2198.18,495.334 2199.96,497.106 2201.72,498.864 \n",
-       "  2203.46,500.608 2205.2,502.338 2206.92,504.052 2208.63,505.753 2210.32,507.438 2212.01,509.109 2213.68,510.765 2215.34,512.406 2216.98,514.032 2218.62,515.644 \n",
-       "  2220.24,517.24 2221.85,518.821 2223.45,520.387 2225.04,521.938 2226.62,523.473 2228.18,524.994 2229.73,526.499 2231.28,527.988 2232.81,529.463 2234.33,530.921 \n",
-       "  2235.84,532.365 2237.34,533.793 2238.83,535.205 2240.3,536.602 2241.77,537.984 2243.23,539.35 2244.68,540.7 2246.11,542.035 2247.54,543.355 2248.96,544.658 \n",
-       "  2250.37,545.947 2251.77,547.22 2253.15,548.477 2254.53,549.718 2255.9,550.945 2257.27,552.155 2258.62,553.351 2259.96,554.53 2261.3,555.695 2262.62,556.844 \n",
-       "  2263.94,557.977 2265.25,559.095 2266.55,560.198 2267.84,561.286 2269.12,562.359 2270.4,563.416 2271.67,564.458 2272.93,565.485 2274.18,566.497 2275.43,567.494 \n",
-       "  2276.67,568.476 2277.9,569.444 2279.13,570.396 2280.34,571.334 2281.55,572.257 2282.76,573.166 2283.96,574.06 2285.15,574.939 2286.33,575.804 2287.51,576.655 \n",
-       "  2288.68,577.492 2289.85,578.315 2291.01,579.123 2292.16,579.917 2293.31,580.696 2294.46,581.462 2295.59,582.213 2296.72,582.95 2297.85,583.672 2298.97,584.381 \n",
-       "  2300.09,585.075 2301.2,585.755 2302.3,586.422 2303.4,587.074 2304.5,587.712 2305.59,588.337 2306.68,588.947 2307.76,589.544 2308.84,590.127 2309.91,590.696 \n",
-       "  2310.98,591.251 2312.05,591.793 2313.11,592.321 2314.17,592.835 2315.22,593.336 2316.27,593.822 2317.32,594.296 2318.36,594.756 2319.4,595.202 2320.44,595.635 \n",
-       "  \n",
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-       "  616.539,273.52 619.967,271.977 623.407,270.469 626.857,268.995 630.318,267.557 633.789,266.155 637.271,264.789 640.762,263.462 644.264,262.172 647.774,260.921 \n",
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-       "  686.93,249.873 690.53,249.127 694.136,248.427 697.748,247.771 701.364,247.162 704.984,246.598 708.609,246.081 712.237,245.61 715.869,245.186 719.504,244.809 \n",
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-       "  831.697,256.703 835.239,257.808 838.773,258.953 842.299,260.137 845.815,261.361 849.323,262.624 852.821,263.925 856.309,265.263 859.787,266.639 863.255,268.05 \n",
-       "  866.712,269.497 870.159,270.979 873.595,272.495 877.019,274.045 880.432,275.628 883.833,277.243 887.223,278.89 890.6,280.567 893.964,282.274 897.316,284.011 \n",
-       "  900.655,285.776 903.981,287.569 907.294,289.389 910.593,291.235 913.878,293.107 917.15,295.003 920.408,296.922 923.651,298.865 926.879,300.829 930.094,302.815 \n",
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-       "  1021.85,370.464 1024.54,372.721 1027.22,374.976 1029.88,377.228 1032.53,379.477 1035.16,381.722 1037.77,383.963 1040.37,386.199 1042.95,388.429 1045.51,390.655 \n",
-       "  1048.06,392.873 1050.59,395.086 1053.1,397.291 1055.6,399.489 1058.08,401.678 1060.55,403.859 1062.99,406.032 1065.43,408.195 1067.84,410.349 1070.24,412.493 \n",
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-       "  1137.26,472.429 1139.2,474.114 1141.13,475.782 1143.05,477.433 1144.96,479.066 1146.85,480.683 1148.73,482.281 1150.6,483.863 1152.46,485.427 1154.3,486.973 \n",
-       "  1156.14,488.501 1157.96,490.012 1159.78,491.505 1161.58,492.979 1163.37,494.436 1165.15,495.875 1166.92,497.295 1168.68,498.698 1170.43,500.082 1172.17,501.447 \n",
-       "  1173.89,502.795 1175.61,504.124 1177.32,505.435 1179.02,506.727 1180.71,508 1182.39,509.255 1184.06,510.492 1185.72,511.71 1187.37,512.909 1189.02,514.09 \n",
-       "  1190.65,515.252 1192.28,516.395 1193.9,517.519 1195.51,518.625 1197.11,519.712 1198.7,520.78 1200.29,521.83 1201.87,522.861 1203.44,523.873 1205,524.866 \n",
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-       "  1264.39,549.65 1265.76,549.87 1267.13,550.072 1268.51,550.256 1269.88,550.422 1271.25,550.57 1272.61,550.7 1273.98,550.811 1275.35,550.905 1276.71,550.98 \n",
-       "  1278.08,551.038 1279.45,551.077 1280.81,551.099 1282.18,551.102 1283.54,551.088 1284.91,551.055 1286.27,551.004 1287.64,550.936 1289,550.849 1290.37,550.744 \n",
-       "  1291.74,550.621 1293.11,550.48 1294.48,550.321 1295.85,550.144 1297.22,549.949 1298.6,549.735 1299.97,549.504 1301.35,549.255 1302.73,548.987 1304.11,548.701 \n",
-       "  1305.5,548.397 1306.88,548.075 1308.27,547.735 1309.66,547.377 1311.06,547 1312.46,546.605 1313.86,546.192 1315.26,545.761 1316.67,545.312 1318.08,544.844 \n",
-       "  1319.49,544.358 1320.91,543.853 1322.33,543.33 1323.75,542.789 1325.18,542.23 1326.61,541.652 1328.05,541.055 1329.49,540.44 1330.94,539.807 1332.39,539.155 \n",
-       "  1333.85,538.485 1335.31,537.796 1336.78,537.088 1338.25,536.362 1339.72,535.617 1341.21,534.854 1342.69,534.073 1344.19,533.273 1345.69,532.455 1347.19,531.618 \n",
-       "  1348.7,530.763 1350.22,529.889 1351.74,528.996 1353.27,528.085 1354.81,527.155 1356.35,526.206 1357.91,525.239 1359.46,524.252 1361.03,523.247 1362.6,522.223 \n",
-       "  1364.18,521.18 1365.77,520.118 1367.37,519.038 1368.98,517.939 1370.59,516.82 1372.21,515.683 1373.84,514.528 1375.48,513.353 1377.13,512.16 1378.79,510.947 \n",
-       "  1380.45,509.716 1382.13,508.467 1383.81,507.199 1385.51,505.912 1387.21,504.606 1388.93,503.282 1390.65,501.94 1392.38,500.579 1394.13,499.199 1395.88,497.801 \n",
-       "  1397.65,496.385 1399.43,494.951 1401.21,493.499 1403.01,492.028 1404.82,490.54 1406.64,489.033 1408.47,487.509 1410.32,485.967 1412.17,484.407 1414.04,482.83 \n",
-       "  1415.92,481.235 1417.81,479.623 1419.71,477.993 1421.62,476.347 1423.55,474.683 1425.49,473.002 1427.44,471.305 1429.4,469.591 1431.38,467.86 1433.37,466.112 \n",
-       "  1435.38,464.349 1437.39,462.569 1439.42,460.773 1441.46,458.961 1443.52,457.133 1445.59,455.29 1447.67,453.431 1449.77,451.557 1451.88,449.668 1454.01,447.764 \n",
-       "  1456.15,445.844 1458.3,443.911 1460.47,441.962 1462.65,440 1464.85,438.023 1467.06,436.032 1469.29,434.027 1471.53,432.009 1473.78,429.978 1476.05,427.933 \n",
-       "  1478.34,425.875 1480.64,423.804 1482.96,421.721 1485.29,419.626 1487.64,417.518 1490,415.399 1492.38,413.269 1494.77,411.128 1497.18,408.977 1499.61,406.816 \n",
-       "  1502.05,404.646 1504.51,402.467 1506.98,400.279 1509.47,398.083 1511.98,395.88 1514.5,393.669 1517.04,391.452 1519.6,389.228 1522.17,386.999 1524.76,384.764 \n",
-       "  1527.37,382.525 1529.99,380.281 1532.63,378.033 1535.28,375.783 1537.96,373.529 1540.65,371.274 1543.35,369.017 1546.08,366.758 1548.82,364.5 1551.57,362.241 \n",
-       "  1554.35,359.983 1557.14,357.726 1559.94,355.471 1562.77,353.219 1565.61,350.969 1568.47,348.724 1571.34,346.482 1574.23,344.246 1577.14,342.015 1580.06,339.79 \n",
-       "  1583,337.573 1585.96,335.362 1588.93,333.16 1591.92,330.967 1594.93,328.784 1597.95,326.611 1600.99,324.449 1604.04,322.299 1607.11,320.161 1610.2,318.036 \n",
-       "  1613.3,315.925 1616.42,313.829 1619.55,311.749 1622.7,309.684 1625.86,307.637 1629.04,305.607 1632.23,303.596 1635.44,301.605 1638.66,299.633 1641.89,297.683 \n",
-       "  1645.14,295.754 1648.41,293.847 1651.69,291.965 1654.98,290.106 1658.29,288.273 1661.61,286.466 1664.94,284.685 1668.29,282.933 1671.64,281.209 1675.02,279.514 \n",
-       "  1678.4,277.85 1681.8,276.217 1685.2,274.617 1688.62,273.05 1692.06,271.516 1695.5,270.018 1698.95,268.555 1702.42,267.126 1705.89,265.733 1709.38,264.377 \n",
-       "  1712.88,263.057 1716.38,261.776 1719.89,260.533 1723.42,259.329 1726.95,258.165 1730.49,257.041 1734.03,255.958 1737.59,254.917 1741.15,253.917 1744.72,252.96 \n",
-       "  1748.3,252.046 1751.88,251.175 1755.46,250.348 1759.06,249.566 1762.65,248.828 1766.26,248.135 1769.87,247.487 1773.48,246.885 1777.09,246.329 1780.71,245.82 \n",
-       "  1784.33,245.357 1787.96,244.94 1791.59,244.571 1795.22,244.248 1798.85,243.974 1802.48,243.746 1806.12,243.566 1809.75,243.434 1813.39,243.35 1817.03,243.313 \n",
-       "  1820.67,243.325 1824.3,243.384 1827.94,243.491 1831.58,243.646 1835.21,243.849 1838.84,244.1 1842.47,244.398 1846.1,244.744 1849.73,245.138 1853.35,245.578 \n",
-       "  1856.97,246.066 1860.59,246.6 1864.21,247.181 1867.82,247.809 1871.42,248.482 1875.02,249.201 1878.62,249.966 1882.21,250.776 1885.79,251.631 1889.37,252.53 \n",
-       "  1892.95,253.473 1896.51,254.46 1900.07,255.49 1903.63,256.563 1907.17,257.677 1910.71,258.834 1914.24,260.031 1917.76,261.269 1921.27,262.548 1924.78,263.865 \n",
-       "  1928.27,265.221 1931.76,266.616 1935.24,268.047 1938.7,269.516 1942.16,271.02 1945.6,272.56 1949.03,274.134 1952.46,275.743 1955.87,277.384 1959.27,279.057 \n",
-       "  1962.65,280.761 1966.03,282.496 1969.39,284.261 1972.74,286.054 1976.07,287.874 1979.4,289.722 1982.7,291.595 1986,293.493 1989.28,295.415 1992.54,297.359 \n",
-       "  1995.79,299.325 1999.03,301.312 2002.24,303.318 2005.45,305.342 2008.63,307.383 2011.8,309.44 2014.96,311.512 2018.09,313.598 2021.21,315.696 2024.31,317.807 \n",
-       "  2027.4,319.933 2030.47,322.072 2033.52,324.224 2036.56,326.388 2039.58,328.563 2042.59,330.749 2045.58,332.945 2048.55,335.149 2051.51,337.362 2054.45,339.582 \n",
-       "  2057.37,341.81 2060.28,344.043 2063.17,346.282 2066.04,348.526 2068.9,350.774 2071.74,353.026 2074.57,355.281 2077.37,357.537 2080.16,359.796 2082.94,362.056 \n",
-       "  2085.7,364.316 2088.44,366.576 2091.16,368.835 2093.87,371.094 2096.56,373.35 2099.24,375.604 2101.89,377.855 2104.54,380.103 2107.16,382.347 2109.77,384.586 \n",
-       "  2112.36,386.82 2114.94,389.049 2117.5,391.273 2120.04,393.489 2122.56,395.699 2125.07,397.902 2127.57,400.097 2130.04,402.284 2132.51,404.463 2134.95,406.632 \n",
-       "  2137.38,408.792 2139.79,410.943 2142.19,413.083 2144.57,415.213 2146.94,417.332 2149.29,419.44 2151.62,421.537 2153.94,423.622 2156.24,425.695 2158.53,427.755 \n",
-       "  2160.8,429.802 2163.06,431.837 2165.3,433.858 2167.53,435.866 2169.74,437.86 2171.93,439.84 2174.12,441.806 2176.28,443.757 2178.44,445.693 2180.58,447.615 \n",
-       "  2182.7,449.522 2184.81,451.413 2186.91,453.289 2188.99,455.149 2191.06,456.994 2193.12,458.822 2195.16,460.635 2197.19,462.431 2199.2,464.21 2201.21,465.972 \n",
-       "  2203.2,467.717 2205.17,469.445 2207.14,471.155 2209.09,472.847 2211.03,474.523 2212.96,476.181 2214.87,477.821 2216.77,479.444 2218.66,481.049 2220.54,482.637 \n",
-       "  2222.41,484.207 2224.27,485.759 2226.11,487.293 2227.94,488.81 2229.77,490.308 2231.58,491.789 2233.38,493.252 2235.17,494.697 2236.94,496.124 2238.71,497.533 \n",
-       "  2240.47,498.924 2242.22,500.297 2243.95,501.651 2245.68,502.988 2247.4,504.306 2249.11,505.606 2250.81,506.888 2252.49,508.151 2254.17,509.397 2255.84,510.623 \n",
-       "  2257.51,511.832 2259.16,513.022 2260.8,514.194 2262.44,515.347 2264.06,516.482 2265.68,517.599 2267.29,518.697 2268.89,519.776 2270.49,520.837 2272.07,521.88 \n",
-       "  2273.65,522.904 2275.22,523.909 2276.78,524.896 2278.34,525.865 2279.89,526.815 2281.43,527.746 2282.97,528.658 2284.49,529.552 2286.02,530.428 2287.53,531.285 \n",
-       "  2289.04,532.123 2290.54,532.942 2292.04,533.743 2293.53,534.526 2295.01,535.289 2296.49,536.034 2297.97,536.761 2299.43,537.469 2300.9,538.158 2302.36,538.829 \n",
-       "  2303.81,539.481 2305.26,540.114 2306.7,540.729 2308.14,541.326 2309.57,541.903 2311,542.463 2312.43,543.003 2313.85,543.526 2315.27,544.029 2316.69,544.514 \n",
-       "  2318.1,544.981 2319.51,545.429 2320.91,545.859 2322.31,546.27 2323.71,546.663 2325.11,547.038 2326.5,547.394 2327.89,547.732 2329.28,548.051 2330.66,548.352 \n",
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-       "  2373.2,548.606 2374.58,548.321 2375.96,548.017 2377.35,547.696 2378.74,547.356 2380.13,546.998 2381.53,546.622 2382.92,546.227 2384.32,545.815 2385.73,545.384 \n",
-       "  2387.13,544.934 2388.55,544.467 2389.96,543.981 2391.38,543.478 2392.8,542.956 2394.23,542.415 2395.66,541.857 2397.09,541.28 2398.53,540.685 2399.97,540.072 \n",
-       "  2401.42,539.441 2402.88,538.791 2404.33,538.123 2405.8,537.437 2407.27,536.733 2408.74,536.01 2410.22,535.27 2411.71,534.511 2413.2,533.734 2414.7,532.938 \n",
-       "  2416.2,532.124 2417.71,531.292 2419.22,530.442 2420.75,529.574 2422.28,528.687 2423.81,527.782 2425.36,526.859 2426.91,525.917 2428.46,524.957 2430.03,523.979 \n",
-       "  2431.6,522.982 2433.18,521.967 2434.77,520.934 2436.36,519.882 2437.96,518.812 2439.58,517.724 2441.19,516.617 2442.82,515.492 2444.46,514.349 2446.1,513.187 \n",
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-       "  2482.84,484.512 2484.71,482.941 2486.58,481.352 2488.47,479.745 2490.37,478.121 2492.28,476.479 2494.21,474.82 2496.15,473.144 2498.09,471.45 2500.06,469.74 \n",
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-       "  1787.86,225.623 1791.64,225.26 1795.41,224.947 1799.19,224.685 1802.97,224.472 1806.75,224.31 1810.54,224.198 1814.32,224.136 1818.11,224.125 1821.89,224.164 \n",
-       "  1825.68,224.254 1829.46,224.393 1833.24,224.584 1837.03,224.824 1840.81,225.114 1844.59,225.454 1848.37,225.843 1852.14,226.282 1855.91,226.77 1859.68,227.307 \n",
-       "  1863.45,227.893 1867.21,228.526 1870.97,229.208 1874.72,229.937 1878.47,230.713 1882.21,231.536 1885.94,232.405 1889.67,233.32 1893.4,234.28 1897.11,235.284 \n",
-       "  1900.82,236.333 1904.53,237.425 1908.22,238.56 1911.91,239.737 1915.58,240.956 1919.25,242.215 1922.91,243.515 1926.56,244.854 1930.19,246.231 1933.82,247.646 \n",
-       "  1937.44,249.098 1941.04,250.586 1944.63,252.109 1948.21,253.667 1951.78,255.257 1955.33,256.88 1958.87,258.534 1962.4,260.219 1965.92,261.936 1969.42,263.684 \n",
-       "  1972.9,265.461 1976.38,267.267 1979.84,269.101 1983.29,270.961 1986.72,272.848 1990.14,274.758 1993.54,276.693 1996.93,278.651 2000.31,280.63 2003.67,282.631 \n",
-       "  2007.02,284.652 2010.35,286.692 2013.66,288.75 2016.96,290.826 2020.25,292.919 2023.52,295.027 2026.77,297.151 2030.01,299.288 2033.23,301.439 2036.44,303.602 \n",
-       "  2039.63,305.777 2042.81,307.963 2045.97,310.159 2049.11,312.364 2052.24,314.577 2055.35,316.799 2058.44,319.027 2061.52,321.262 2064.58,323.502 2067.62,325.747 \n",
-       "  2070.65,327.996 2073.66,330.248 2076.66,332.503 2079.64,334.76 2082.6,337.019 2085.54,339.278 2088.47,341.537 2091.38,343.796 2094.28,346.053 2097.15,348.308 \n",
-       "  2100.01,350.561 2102.86,352.811 2105.69,355.057 2108.5,357.298 2111.29,359.535 2114.07,361.766 2116.83,363.992 2119.58,366.21 2122.31,368.422 2125.02,370.626 \n",
-       "  2127.71,372.821 2130.39,375.008 2133.06,377.186 2135.7,379.354 2138.33,381.512 2140.95,383.659 2143.55,385.795 2146.13,387.92 2148.7,390.032 2151.25,392.132 \n",
-       "  2153.79,394.219 2156.31,396.293 2158.81,398.353 2161.3,400.399 2163.78,402.43 2166.24,404.447 2168.68,406.448 2171.11,408.433 2173.53,410.402 2175.93,412.355 \n",
-       "  2178.31,414.291 2180.68,416.21 2183.04,418.112 2185.39,419.997 2187.72,421.864 2190.03,423.714 2192.33,425.546 2194.62,427.36 2196.9,429.156 2199.16,430.934 \n",
-       "  2201.41,432.694 2203.65,434.434 2205.87,436.156 2208.08,437.859 2210.28,439.543 2212.47,441.208 2214.64,442.853 2216.8,444.479 2218.95,446.085 2221.09,447.671 \n",
-       "  2223.22,449.238 2225.33,450.784 2227.44,452.31 2229.53,453.816 2231.61,455.301 2233.68,456.766 2235.74,458.21 2237.79,459.633 2239.83,461.036 2241.85,462.417 \n",
-       "  2243.87,463.777 2245.88,465.116 2247.88,466.434 2249.87,467.73 2251.85,469.005 2253.81,470.258 2255.78,471.49 2257.73,472.7 2259.67,473.888 2261.6,475.054 \n",
-       "  2263.53,476.198 2265.44,477.32 2267.35,478.42 2269.25,479.498 2271.14,480.553 2273.03,481.586 2274.9,482.597 2276.77,483.586 2278.64,484.552 2280.49,485.496 \n",
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-       "  2318.09,500.077 2319.84,500.522 2321.57,500.944 2323.31,501.343 2325.04,501.72 2326.77,502.075 2328.5,502.406 2330.22,502.714 2331.94,502.998 2333.66,503.259 \n",
-       "  2335.37,503.496 2337.09,503.71 2338.8,503.9 2340.51,504.067 2342.22,504.211 2343.92,504.331 2345.63,504.428 2347.33,504.502 2349.03,504.552 2350.73,504.579 \n",
-       "  2352.44,504.583 2354.14,504.564 2355.84,504.522 2357.54,504.457 2359.24,504.368 2360.95,504.257 2362.65,504.123 2364.36,503.965 2366.06,503.785 2367.77,503.582 \n",
-       "  2369.48,503.356 2371.19,503.107 2372.91,502.836 2374.62,502.541 2376.34,502.224 2378.06,501.885 2379.78,501.522 2381.51,501.138 2383.24,500.73 2384.97,500.3 \n",
-       "  2386.71,499.848 2388.45,499.373 2390.19,498.875 2391.94,498.355 2393.7,497.813 2395.45,497.249 2397.22,496.662 2398.98,496.053 2400.75,495.422 2402.53,494.769 \n",
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-       "  2577.24,373.328 2579.93,371.136 2582.64,368.935 2585.37,366.727 2588.11,364.511 2590.86,362.288 2593.64,360.059 2596.43,357.824 2599.23,355.584 2602.06,353.339 \n",
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-       "  2634.22,328.516 2637.24,326.264 2640.28,324.016 2643.34,321.772 2646.42,319.534 2649.51,317.302 2652.61,315.077 2655.74,312.859 2658.88,310.65 2662.03,308.449 \n",
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-       "  1701.37,223.948 1705.16,222.543 1708.96,221.178 1712.77,219.855 1716.59,218.575 1720.43,217.338 1724.26,216.145 1728.11,214.997 1731.97,213.894 1735.83,212.837 \n",
-       "  1739.7,211.826 1743.58,210.862 1747.47,209.946 1751.36,209.077 1755.26,208.257 1759.16,207.486 1763.07,206.764 1766.99,206.091 1770.91,205.469 1774.83,204.896 \n",
-       "  1778.76,204.374 1782.7,203.903 1786.63,203.483 1790.57,203.114 1794.52,202.797 1798.46,202.531 1802.41,202.317 1806.36,202.154 1810.31,202.044 1814.26,201.985 \n",
-       "  1818.22,201.979 1822.17,202.024 1826.12,202.121 1830.08,202.27 1834.03,202.47 1837.98,202.722 1841.93,203.026 1845.88,203.381 1849.82,203.787 1853.76,204.244 \n",
-       "  1857.7,204.751 1861.64,205.309 1865.57,205.916 1869.5,206.573 1873.42,207.28 1877.33,208.036 1881.25,208.839 1885.15,209.691 1889.05,210.591 1892.94,211.538 \n",
-       "  1896.82,212.531 1900.7,213.57 1904.57,214.654 1908.43,215.783 1912.28,216.957 1916.12,218.173 1919.95,219.433 1923.76,220.734 1927.57,222.078 1931.37,223.464 \n",
-       "  1935.16,224.891 1938.94,226.357 1942.7,227.863 1946.45,229.405 1950.2,230.985 1953.93,232.599 1957.64,234.249 1961.35,235.931 1965.04,237.646 1968.72,239.393 \n",
-       "  1972.39,241.169 1976.04,242.975 1979.68,244.81 1983.31,246.671 1986.92,248.559 1990.52,250.473 1994.1,252.411 1997.67,254.372 2001.23,256.356 2004.77,258.361 \n",
-       "  2008.29,260.387 2011.8,262.433 2015.3,264.497 2018.78,266.58 2022.25,268.679 2025.7,270.794 2029.13,272.925 2032.55,275.07 2035.95,277.228 2039.34,279.398 \n",
-       "  2042.71,281.581 2046.07,283.774 2049.41,285.977 2052.73,288.189 2056.04,290.41 2059.33,292.638 2062.6,294.873 2065.86,297.113 2069.1,299.359 2072.32,301.608 \n",
-       "  2075.53,303.862 2078.72,306.118 2081.9,308.376 2085.05,310.635 2088.19,312.894 2091.32,315.153 2094.43,317.411 2097.52,319.667 2100.59,321.921 2103.65,324.171 \n",
-       "  2106.69,326.418 2109.71,328.659 2112.72,330.896 2115.71,333.126 2118.69,335.35 2121.64,337.566 2124.59,339.774 2127.51,341.974 2130.42,344.164 2133.31,346.344 \n",
-       "  2136.19,348.513 2139.05,350.671 2141.89,352.817 2144.72,354.951 2147.53,357.072 2150.33,359.179 2153.11,361.272 2155.87,363.349 2158.62,365.412 2161.36,367.458 \n",
-       "  2164.07,369.488 2166.78,371.501 2169.47,373.497 2172.14,375.475 2174.8,377.435 2177.45,379.377 2180.08,381.301 2182.69,383.207 2185.3,385.093 2187.88,386.96 \n",
-       "  2190.46,388.808 2193.02,390.636 2195.57,392.443 2198.1,394.231 2200.62,395.998 2203.13,397.745 2205.63,399.47 2208.11,401.174 2210.58,402.857 2213.04,404.518 \n",
-       "  2215.48,406.157 2217.92,407.774 2220.34,409.369 2222.75,410.941 2225.15,412.49 2227.53,414.017 2229.91,415.52 2232.28,417 2234.63,418.457 2236.97,419.89 \n",
-       "  2239.31,421.299 2241.63,422.684 2243.94,424.045 2246.24,425.381 2248.54,426.693 2250.82,427.981 2253.09,429.243 2255.36,430.481 2257.61,431.693 2259.86,432.88 \n",
-       "  2262.1,434.042 2264.33,435.179 2266.55,436.29 2268.76,437.375 2270.96,438.434 2273.16,439.467 2275.35,440.475 2277.53,441.456 2279.71,442.411 2281.87,443.34 \n",
-       "  2284.03,444.243 2286.19,445.118 2288.34,445.968 2290.48,446.791 2292.61,447.587 2294.74,448.357 2296.86,449.099 2298.98,449.815 2301.1,450.504 2303.2,451.166 \n",
-       "  2305.31,451.802 2307.4,452.41 2309.5,452.991 2311.59,453.545 2313.67,454.073 2315.76,454.573 2317.83,455.046 2319.91,455.492 2321.98,455.911 2324.05,456.303 \n",
-       "  2326.12,456.668 2328.18,457.006 2330.24,457.317 2332.3,457.601 2334.36,457.858 2336.41,458.087 2338.46,458.289 2340.51,458.464 2342.56,458.611 2344.61,458.73 \n",
-       "  2346.66,458.821 2348.7,458.885 2350.75,458.921 2352.79,458.93 2354.83,458.911 2356.88,458.864 2358.92,458.79 2360.96,458.688 2363.01,458.559 2365.06,458.402 \n",
-       "  2367.1,458.218 2369.15,458.006 2371.2,457.767 2373.25,457.5 2375.31,457.206 2377.36,456.885 2379.42,456.536 2381.48,456.16 2383.55,455.757 2385.62,455.326 \n",
-       "  2387.69,454.869 2389.76,454.384 2391.84,453.873 2393.93,453.334 2396.02,452.769 2398.11,452.177 2400.2,451.558 2402.31,450.912 2404.41,450.24 2406.53,449.541 \n",
-       "  2408.64,448.815 2410.77,448.063 2412.9,447.285 2415.03,446.481 2417.18,445.65 2419.33,444.793 2421.48,443.91 2423.64,443.002 2425.81,442.067 2427.99,441.107 \n",
-       "  2430.18,440.121 2432.37,439.109 2434.57,438.073 2436.78,437.01 2439,435.923 2441.22,434.81 2443.45,433.673 2445.7,432.51 2447.95,431.323 2450.21,430.111 \n",
-       "  2452.48,428.875 2454.76,427.614 2457.05,426.329 2459.35,425.02 2461.66,423.687 2463.98,422.33 2466.31,420.949 2468.65,419.544 2471,418.116 2473.36,416.665 \n",
-       "  2475.73,415.191 2478.11,413.693 2480.51,412.173 2482.91,410.629 2485.33,409.064 2487.76,407.476 2490.2,405.865 2492.66,404.233 2495.12,402.578 2497.6,400.902 \n",
-       "  2500.09,399.204 2502.59,397.485 2505.1,395.745 2507.63,393.983 2510.17,392.201 2512.73,390.398 2515.29,388.574 2517.87,386.73 2520.47,384.866 2523.07,382.982 \n",
-       "  2525.69,381.078 2528.33,379.155 2530.98,377.212 2533.64,375.25 2536.31,373.269 2539,371.271 2541.71,369.255 2544.43,367.224 2547.16,365.177 2549.92,363.115 \n",
-       "  2552.68,361.038 2555.46,358.947 2558.26,356.842 2561.07,354.723 2563.9,352.592 2566.74,350.449 2569.6,348.294 2572.48,346.128 2575.37,343.951 2578.28,341.764 \n",
-       "  2581.21,339.568 2584.15,337.363 2587.1,335.15 2590.08,332.929 2593.07,330.701 2596.08,328.467 2599.1,326.228 2602.14,323.983 2605.2,321.734 2608.27,319.482 \n",
-       "  2611.36,317.226 2614.47,314.969 2617.59,312.71 2620.74,310.45 2623.89,308.191 2627.07,305.932 2630.26,303.674 2633.47,301.42 2636.69,299.168 2639.93,296.92 \n",
-       "  2643.19,294.677 2646.46,292.44 2649.76,290.209 2653.06,287.986 2656.39,285.77 2659.73,283.564 2663.08,281.368 2666.46,279.183 2669.85,277.009 2673.25,274.849 \n",
-       "  2676.67,272.702 2680.11,270.569 2683.56,268.453 2687.03,266.352 2690.51,264.27 2694.01,262.206 2697.52,260.161 2701.05,258.137 2704.6,256.135 2708.16,254.155 \n",
-       "  2711.73,252.196 2715.32,250.258 2718.92,248.343 2722.54,246.452 2726.17,244.587 2729.82,242.748 2733.48,240.938 2737.15,239.156 2740.83,237.405 2744.53,235.685 \n",
-       "  2748.24,233.998 2751.96,232.344 2755.7,230.725 2759.44,229.141 2763.2,227.595 2766.97,226.085 2770.75,224.615 2774.53,223.184 2778.33,221.793 2782.14,220.443 \n",
-       "  2785.96,219.135 2789.79,217.87 2793.62,216.648 2797.47,215.471 2801.32,214.338 2805.18,213.251 2809.05,212.21 2812.93,211.216 2816.81,210.27 2820.7,209.371 \n",
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-       "  2863.82,202.766 2867.77,202.472 2871.71,202.231 2875.66,202.042 2879.61,201.906 2883.56,201.821 2887.51,201.79 2891.46,201.811 2895.41,201.884 2899.36,202.009 \n",
-       "  2903.31,202.187 2907.26,202.418 2911.21,202.7 2915.16,203.034 2919.1,203.419 2923.04,203.856 2926.98,204.345 2930.92,204.884 2934.85,205.473 2938.78,206.113 \n",
-       "  2942.7,206.803 2946.62,207.542 2950.54,208.329 2954.44,209.166 2958.35,210.05 2962.24,210.982 2966.13,211.96 2970.02,212.985 2973.89,214.056 2977.76,215.171 \n",
-       "  2981.62,216.331 2985.47,217.534 2989.31,218.78 2993.14,220.068 2996.96,221.398 3000.77,222.768 3004.57,224.177 3008.36,225.625 3012.14,227.111 3015.9,228.634 \n",
-       "  3019.65,230.193 3023.39,231.786 3027.12,233.414 3030.83,235.075 3034.53,236.77 3038.22,238.498 3041.9,240.256 3045.56,242.045 3049.21,243.863 3052.84,245.709 \n",
-       "  3056.46,247.583 3060.07,249.482 3063.67,251.407 3067.24,253.357 3070.81,255.33 3074.36,257.325 3077.89,259.341 3081.41,261.378 3084.92,263.435 3088.41,265.51 \n",
-       "  3091.88,267.603 3095.34,269.712 3098.78,271.838 3102.21,273.978 3105.62,276.132 3109.02,278.3 3112.4,280.48 3115.76,282.671 3119.11,284.872 3122.44,287.083 \n",
-       "  3125.75,289.303 3129.05,291.531 3132.33,293.766 3135.6,296.007 3138.84,298.253 3142.08,300.504 3145.29,302.759 3148.49,305.016 3151.67,307.275 3154.83,309.536 \n",
-       "  3157.98,311.797 3161.11,314.058 3164.23,316.317 3167.32,318.575 3170.4,320.83 3173.47,323.082 3176.51,325.329 3179.54,327.571 3182.56,329.808 3185.56,332.038 \n",
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-       "  1421.55,364.936 1424.31,363.282 1427.08,361.604 1429.86,359.902 1432.66,358.176 1435.47,356.427 1438.29,354.655 1441.12,352.86 1443.97,351.042 1446.83,349.202 \n",
-       "  1449.7,347.341 1452.59,345.457 1455.49,343.552 1458.4,341.626 1461.33,339.68 1464.27,337.712 1467.23,335.725 1470.2,333.717 1473.18,331.691 1476.18,329.645 \n",
-       "  1479.19,327.582 1482.22,325.503 1485.27,323.408 1488.33,321.298 1491.4,319.174 1494.5,317.036 1497.6,314.886 1500.73,312.722 1503.87,310.548 1507.02,308.362 \n",
-       "  1510.2,306.166 1513.38,303.96 1516.59,301.746 1519.81,299.523 1523.05,297.294 1526.3,295.057 1529.58,292.815 1532.86,290.568 1536.17,288.317 1539.49,286.063 \n",
-       "  1542.83,283.806 1546.18,281.547 1549.55,279.287 1552.94,277.028 1556.35,274.77 1559.77,272.513 1563.21,270.259 1566.67,268.009 1570.14,265.763 1573.63,263.523 \n",
-       "  1577.13,261.289 1580.65,259.062 1584.19,256.844 1587.75,254.636 1591.32,252.437 1594.9,250.25 1598.51,248.076 1602.13,245.915 1605.76,243.768 1609.41,241.637 \n",
-       "  1613.08,239.522 1616.76,237.425 1620.46,235.347 1624.17,233.289 1627.9,231.252 1631.64,229.236 1635.4,227.244 1639.18,225.277 1642.96,223.334 1646.77,221.416 \n",
-       "  1650.58,219.522 1654.41,217.655 1658.26,215.815 1662.12,214.004 1665.99,212.223 1669.87,210.474 1673.77,208.757 1677.68,207.075 1681.6,205.428 1685.54,203.817 \n",
-       "  1689.48,202.243 1693.44,200.708 1697.41,199.213 1701.39,197.758 1705.37,196.345 1709.37,194.974 1713.38,193.647 1717.4,192.363 1721.42,191.125 1725.46,189.933 \n",
-       "  1729.5,188.788 1733.55,187.69 1737.61,186.641 1741.67,185.64 1745.75,184.688 1749.83,183.787 1753.91,182.936 1758,182.136 1762.1,181.389 1766.2,180.693 \n",
-       "  1770.31,180.049 1774.42,179.459 1778.53,178.922 1782.65,178.439 1786.77,178.009 1790.9,177.634 1795.03,177.313 1799.16,177.047 1803.29,176.835 1807.43,176.679 \n",
-       "  1811.56,176.577 1815.7,176.53 1819.84,176.539 1823.97,176.602 1828.11,176.721 1832.25,176.894 1836.38,177.122 1840.52,177.405 1844.65,177.742 1848.78,178.134 \n",
-       "  1852.91,178.579 1857.03,179.078 1861.15,179.631 1865.27,180.236 1869.38,180.894 1873.49,181.605 1877.6,182.367 1881.7,183.18 1885.79,184.045 1889.88,184.959 \n",
-       "  1893.96,185.923 1898.04,186.935 1902.1,187.997 1906.16,189.105 1910.21,190.261 1914.26,191.462 1918.29,192.709 1922.32,194.001 1926.33,195.336 1930.34,196.713 \n",
-       "  1934.33,198.133 1938.32,199.593 1942.29,201.093 1946.25,202.631 1950.2,204.208 1954.14,205.821 1958.06,207.469 1961.97,209.151 1965.86,210.867 1969.75,212.614 \n",
-       "  1973.61,214.394 1977.47,216.205 1981.31,218.047 1985.13,219.919 1988.94,221.819 1992.74,223.746 1996.53,225.699 2000.29,227.677 2004.05,229.678 2007.79,231.702 \n",
-       "  2011.51,233.748 2015.22,235.814 2018.91,237.899 2022.59,240.002 2026.25,242.122 2029.9,244.259 2033.53,246.41 2037.14,248.575 2040.74,250.754 2044.33,252.944 \n",
-       "  2047.89,255.145 2051.44,257.356 2054.98,259.576 2058.49,261.804 2062,264.039 2065.48,266.28 2068.95,268.527 2072.4,270.777 2075.84,273.031 2079.25,275.287 \n",
-       "  2082.66,277.545 2086.04,279.804 2089.41,282.062 2092.76,284.319 2096.1,286.575 2099.42,288.827 2102.72,291.076 2106,293.321 2109.27,295.561 2112.52,297.795 \n",
-       "  2115.76,300.022 2118.98,302.241 2122.18,304.453 2125.37,306.655 2128.54,308.848 2131.69,311.03 2134.83,313.202 2137.95,315.361 2141.05,317.508 2144.14,319.642 \n",
-       "  2147.22,321.762 2150.27,323.868 2153.32,325.959 2156.34,328.034 2159.35,330.092 2162.35,332.134 2165.33,334.158 2168.3,336.165 2171.25,338.152 2174.18,340.121 \n",
-       "  2177.1,342.069 2180.01,343.997 2182.91,345.904 2185.78,347.79 2188.65,349.654 2191.5,351.495 2194.34,353.314 2197.16,355.11 2199.97,356.883 2202.77,358.633 \n",
-       "  2205.56,360.359 2208.33,362.061 2211.09,363.739 2213.83,365.392 2216.57,367.02 2219.29,368.624 2222,370.201 2224.7,371.754 2227.39,373.28 2230.07,374.78 \n",
-       "  2232.74,376.254 2235.39,377.702 2238.04,379.122 2240.67,380.516 2243.3,381.882 2245.91,383.221 2248.52,384.532 2251.11,385.815 2253.7,387.07 2256.28,388.297 \n",
-       "  2258.84,389.495 2261.4,390.665 2263.95,391.806 2266.5,392.917 2269.03,394 2271.56,395.053 2274.07,396.077 2276.59,397.071 2279.09,398.035 2281.59,398.97 \n",
-       "  2284.08,399.874 2286.56,400.748 2289.04,401.592 2291.51,402.405 2293.97,403.188 2296.43,403.94 2298.89,404.661 2301.33,405.351 2303.78,406.01 2306.22,406.638 \n",
-       "  2308.65,407.235 2311.08,407.801 2313.5,408.335 2315.93,408.838 2318.34,409.31 2320.76,409.75 2323.17,410.158 2325.58,410.535 2327.98,410.88 2330.39,411.193 \n",
-       "  2332.79,411.475 2335.19,411.724 2337.58,411.942 2339.98,412.129 2342.37,412.283 2344.77,412.405 2347.16,412.496 2349.55,412.555 2351.94,412.582 2354.33,412.577 \n",
-       "  2356.72,412.54 2359.12,412.472 2361.51,412.372 2363.9,412.24 2366.3,412.076 2368.69,411.882 2371.09,411.656 2373.48,411.398 2375.88,411.109 2378.28,410.789 \n",
-       "  2380.68,410.437 2383.08,410.053 2385.49,409.638 2387.89,409.191 2390.3,408.712 2392.72,408.202 2395.13,407.66 2397.55,407.086 2399.98,406.48 2402.41,405.843 \n",
-       "  2404.84,405.175 2407.28,404.474 2409.73,403.743 2412.18,402.979 2414.63,402.185 2417.1,401.359 2419.56,400.502 2422.04,399.614 2424.52,398.695 2427.01,397.746 \n",
-       "  2429.51,396.765 2432.02,395.754 2434.53,394.713 2437.05,393.641 2439.58,392.539 2442.12,391.408 2444.67,390.246 2447.23,389.055 2449.79,387.835 2452.37,386.586 \n",
-       "  2454.96,385.307 2457.55,384 2460.16,382.665 2462.78,381.301 2465.41,379.91 2468.05,378.491 2470.7,377.044 2473.36,375.571 2476.03,374.07 2478.72,372.543 \n",
-       "  2481.41,370.99 2484.12,369.411 2486.84,367.807 2489.58,366.177 2492.33,364.523 2495.08,362.844 2497.86,361.141 2500.64,359.414 2503.44,357.664 2506.25,355.891 \n",
-       "  2509.08,354.096 2511.92,352.278 2514.77,350.438 2517.64,348.578 2520.52,346.696 2523.41,344.794 2526.32,342.872 2529.24,340.931 2532.18,338.971 2535.14,336.992 \n",
-       "  2538.1,334.995 2541.09,332.981 2544.08,330.95 2547.1,328.902 2550.12,326.838 2553.17,324.759 2556.23,322.665 2559.3,320.557 2562.39,318.435 2565.49,316.3 \n",
-       "  2568.61,314.153 2571.75,311.993 2574.9,309.822 2578.07,307.641 2581.25,305.449 2584.45,303.248 2587.67,301.038 2590.9,298.82 2594.14,296.594 2597.41,294.361 \n",
-       "  2600.69,292.122 2603.98,289.878 2607.29,287.629 2610.62,285.376 2613.96,283.119 2617.32,280.86 2620.7,278.599 2624.1,276.335 2627.51,274.072 2630.93,271.809 \n",
-       "  2634.38,269.548 2637.84,267.291 2641.32,265.037 2644.81,262.79 2648.32,260.549 2651.85,258.316 2655.39,256.091 2658.95,253.877 2662.53,251.674 2666.12,249.484 \n",
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-       "  2706.68,226.508 2710.46,224.548 2714.25,222.615 2718.06,220.708 2721.88,218.828 2725.71,216.978 2729.56,215.157 2733.42,213.367 2737.3,211.609 2741.18,209.883 \n",
-       "  2745.08,208.19 2749,206.532 2752.92,204.909 2756.86,203.322 2760.81,201.772 2764.77,200.261 2768.74,198.787 2772.72,197.353 2776.71,195.96 2780.71,194.608 \n",
-       "  2784.73,193.298 2788.75,192.031 2792.78,190.807 2796.82,189.628 2800.87,188.494 2804.93,187.406 2808.99,186.365 2813.07,185.371 2817.15,184.426 2821.23,183.53 \n",
-       "  2825.33,182.683 2829.43,181.887 2833.53,181.142 2837.64,180.449 2841.76,179.808 2845.88,179.22 2850,178.687 2854.13,178.208 2858.26,177.784 2862.39,177.419 \n",
-       "  2866.53,177.117 2870.67,176.878 2874.8,176.702 2878.94,176.586 2883.08,176.532 2887.22,176.537 2891.36,176.602 2895.5,176.726 2899.64,176.907 2903.77,177.146 \n",
-       "  2907.9,177.442 2912.03,177.794 2916.16,178.201 2920.28,178.663 2924.4,179.179 2928.52,179.748 2932.63,180.369 2936.73,181.042 2940.83,181.766 2944.93,182.541 \n",
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-       "  3029.01,209.106 3032.9,210.797 3036.78,212.52 3040.64,214.275 3044.49,216.06 3048.33,217.876 3052.15,219.721 3055.96,221.595 3059.76,223.496 3063.54,225.423 \n",
-       "  3067.31,227.377 3071.07,229.356 3074.81,231.359 3078.53,233.385 3082.24,235.434 3085.94,237.504 3089.62,239.595 3093.28,241.706 3096.93,243.836 3100.57,245.984 \n",
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-       "  3205.11,316.528 3208.21,318.764 3211.3,320.986 3214.37,323.194 3217.42,325.387 3220.46,327.563 3223.48,329.721 3226.48,331.861 3229.47,333.982 3232.45,336.082 \n",
-       "  3235.4,338.16 3238.34,340.216 3241.27,342.248 3244.18,344.255 3247.07,346.237 3249.95,348.191 3252.81,350.117 3255.66,352.015 3258.49,353.889 3261.31,355.741 \n",
-       "  3264.12,357.572 3266.91,359.38 3269.69,361.166 3272.46,362.928 3275.21,364.668 3277.95,366.384 3280.68,368.076 3283.4,369.744 3286.1,371.388 3288.79,373.007 \n",
-       "  3291.47,374.601 3294.14,376.171 3296.79,377.714 3299.44,379.232 3302.07,380.724 3304.69,382.19 3307.31,383.63 3309.91,385.043 3312.5,386.429 3315.08,387.788 \n",
-       "  3317.65,389.12 3320.21,390.425 3322.76,391.701 3325.31,392.95 3327.84,394.171 3330.36,395.364 3332.88,396.528 3335.39,397.664 3337.88,398.771 3340.38,399.849 \n",
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-       "  3391.19,415.598 3393.56,416.012 3395.92,416.395 3398.28,416.747 3400.64,417.068 3403,417.358 3405.35,417.617 3407.71,417.845 3410.06,418.042 3412.41,418.208 \n",
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-       "  1263.11,366.117 1265.84,366.347 1268.58,366.54 1271.31,366.697 1274.04,366.818 1276.77,366.902 1279.5,366.951 1282.23,366.962 1284.96,366.938 1287.69,366.878 \n",
-       "  1290.42,366.781 1293.15,366.648 1295.89,366.479 1298.62,366.274 1301.35,366.032 1304.09,365.755 1306.83,365.441 1309.57,365.092 1312.31,364.706 1315.05,364.284 \n",
-       "  1317.8,363.826 1320.55,363.332 1323.3,362.803 1326.06,362.237 1328.82,361.636 1331.59,360.999 1334.36,360.326 1337.14,359.618 1339.92,358.874 1342.71,358.095 \n",
-       "  1345.51,357.281 1348.31,356.433 1351.12,355.549 1353.93,354.631 1356.75,353.678 1359.58,352.692 1362.42,351.671 1365.26,350.616 1368.12,349.528 1370.98,348.407 \n",
-       "  1373.85,347.252 1376.73,346.065 1379.62,344.845 1382.51,343.593 1385.42,342.309 1388.34,340.993 1391.27,339.646 1394.21,338.268 1397.15,336.86 1400.11,335.421 \n",
-       "  1403.08,333.952 1406.07,332.453 1409.06,330.925 1412.07,329.369 1415.08,327.784 1418.11,326.171 1421.15,324.53 1424.21,322.862 1427.27,321.168 1430.35,319.447 \n",
-       "  1433.44,317.701 1436.55,315.929 1439.67,314.132 1442.8,312.311 1445.94,310.466 1449.1,308.598 1452.28,306.708 1455.46,304.794 1458.67,302.86 1461.88,300.904 \n",
-       "  1465.11,298.927 1468.36,296.931 1471.62,294.915 1474.89,292.881 1478.18,290.828 1481.49,288.758 1484.81,286.671 1488.14,284.568 1491.49,282.449 1494.86,280.315 \n",
-       "  1498.24,278.168 1501.64,276.006 1505.05,273.832 1508.48,271.645 1511.93,269.448 1515.39,267.239 1518.87,265.021 1522.36,262.794 1525.87,260.558 1529.4,258.314 \n",
-       "  1532.94,256.065 1536.5,253.81 1540.08,251.551 1543.68,249.289 1547.29,247.025 1550.91,244.761 1554.56,242.498 1558.22,240.236 1561.9,237.977 1565.59,235.722 \n",
-       "  1569.3,233.472 1573.03,231.228 1576.77,228.992 1580.54,226.764 1584.31,224.546 1588.11,222.339 1591.92,220.144 1595.74,217.961 1599.59,215.793 1603.44,213.64 \n",
-       "  1607.32,211.503 1611.21,209.384 1615.11,207.284 1619.04,205.203 1622.97,203.143 1626.92,201.106 1630.89,199.091 1634.87,197.1 1638.87,195.135 1642.88,193.196 \n",
-       "  1646.91,191.284 1650.94,189.401 1655,187.548 1659.06,185.725 1663.14,183.934 1667.24,182.177 1671.34,180.453 1675.46,178.764 1679.59,177.112 1683.74,175.497 \n",
-       "  1687.89,173.92 1692.06,172.382 1696.24,170.886 1700.43,169.43 1704.63,168.018 1708.84,166.649 1713.06,165.325 1717.29,164.047 1721.52,162.815 1725.77,161.632 \n",
-       "  1730.03,160.498 1734.29,159.414 1738.56,158.381 1742.84,157.404 1747.13,156.49 1751.42,155.638 1755.72,154.847 1760.03,154.118 1764.33,153.451 1768.65,152.844 \n",
-       "  1772.96,152.299 1777.28,151.813 1781.6,151.388 1785.93,151.023 1790.25,150.717 1794.58,150.47 1798.91,150.281 1803.24,150.151 1807.57,150.079 1811.9,150.065 \n",
-       "  1816.23,150.108 1820.56,150.207 1824.89,150.363 1829.21,150.574 1833.53,150.841 1837.85,151.163 1842.17,151.539 1846.48,151.97 1850.79,152.454 1855.1,152.99 \n",
-       "  1859.4,153.58 1863.69,154.221 1867.98,154.913 1872.27,155.656 1876.55,156.45 1880.82,157.293 1885.09,158.186 1889.35,159.126 1893.6,160.115 1897.84,161.151 \n",
-       "  1902.08,162.234 1906.31,163.363 1910.53,164.537 1914.74,165.755 1918.94,167.018 1923.13,168.324 1927.32,169.673 1931.49,171.063 1935.65,172.495 1939.8,173.967 \n",
-       "  1943.95,175.479 1948.08,177.03 1952.2,178.619 1956.3,180.245 1960.4,181.908 1964.48,183.607 1968.56,185.341 1972.61,187.11 1976.66,188.911 1980.7,190.745 \n",
-       "  1984.72,192.611 1988.72,194.508 1992.72,196.434 1996.7,198.39 2000.67,200.374 2004.62,202.385 2008.56,204.422 2012.48,206.485 2016.39,208.572 2020.29,210.683 \n",
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-       "  2227.22,340.19 2230.14,341.691 2233.05,343.164 2235.95,344.607 2238.84,346.021 2241.72,347.405 2244.59,348.758 2247.45,350.082 2250.3,351.374 2253.14,352.636 \n",
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-       "  2364.48,375.583 2367.15,375.41 2369.82,375.204 2372.48,374.967 2375.15,374.699 2377.81,374.398 2380.48,374.066 2383.15,373.701 2385.82,373.304 2388.49,372.874 \n",
-       "  2391.16,372.41 2393.84,371.913 2396.51,371.383 2399.2,370.819 2401.88,370.221 2404.57,369.588 2407.27,368.922 2409.97,368.221 2412.67,367.485 2415.38,366.715 \n",
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-       "  874.337,142.312 878.726,143.875 883.104,145.48 887.469,147.124 891.822,148.807 896.162,150.528 900.49,152.285 904.805,154.078 909.106,155.905 913.393,157.765 \n",
-       "  917.667,159.656 921.927,161.579 926.172,163.53 930.403,165.509 934.619,167.516 938.82,169.547 943.006,171.603 947.177,173.681 951.332,175.781 955.472,177.901 \n",
-       "  959.596,180.04 963.704,182.196 967.796,184.369 971.872,186.556 975.932,188.756 979.975,190.967 984.001,193.189 988.011,195.42 992.005,197.658 995.981,199.903 \n",
-       "  999.941,202.154 1003.88,204.408 1007.81,206.666 1011.72,208.926 1015.61,211.186 1019.49,213.446 1023.35,215.704 1027.19,217.959 1031.02,220.21 1034.82,222.457 \n",
-       "  1038.62,224.697 1042.39,226.929 1046.15,229.154 1049.9,231.369 1053.62,233.574 1057.33,235.767 1061.03,237.949 1064.71,240.116 1068.37,242.27 1072.02,244.409 \n",
-       "  1075.65,246.531 1079.26,248.637 1082.86,250.724 1086.45,252.793 1090.02,254.843 1093.57,256.872 1097.11,258.88 1100.63,260.866 1104.14,262.829 1107.64,264.769 \n",
-       "  1111.12,266.685 1114.59,268.577 1118.04,270.442 1121.48,272.281 1124.9,274.094 1128.31,275.879 1131.71,277.636 1135.1,279.364 1138.47,281.064 1141.83,282.733 \n",
-       "  1145.18,284.372 1148.52,285.98 1151.84,287.556 1155.15,289.101 1158.45,290.613 1161.75,292.093 1165.02,293.539 1168.29,294.952 1171.55,296.331 1174.8,297.675 \n",
-       "  1178.04,298.984 1181.27,300.258 1184.49,301.496 1187.7,302.697 1190.9,303.862 1194.09,304.99 1197.28,306.081 1200.45,307.134 1203.62,308.15 1206.78,309.129 \n",
-       "  1209.94,310.07 1213.09,310.972 1216.23,311.836 1219.36,312.662 1222.49,313.449 1225.62,314.197 1228.73,314.906 1231.85,315.576 1234.95,316.206 1238.06,316.797 \n",
-       "  1241.16,317.348 1244.25,317.86 1247.35,318.332 1250.44,318.764 1253.52,319.155 1256.6,319.507 1259.69,319.818 1262.76,320.09 1265.84,320.32 1268.92,320.511 \n",
-       "  1271.99,320.661 1275.06,320.77 1278.14,320.839 1281.21,320.868 1284.28,320.855 1287.35,320.803 1290.43,320.709 1293.5,320.576 1296.58,320.401 1299.65,320.186 \n",
-       "  1302.73,319.931 1305.81,319.636 1308.89,319.3 1311.98,318.923 1315.07,318.507 1318.16,318.05 1321.25,317.553 1324.35,317.017 1327.45,316.44 1330.56,315.824 \n",
-       "  1333.67,315.168 1336.79,314.473 1339.91,313.738 1343.04,312.964 1346.17,312.151 1349.31,311.3 1352.46,310.409 1355.61,309.48 1358.77,308.513 1361.94,307.507 \n",
-       "  1365.11,306.464 1368.29,305.384 1371.48,304.267 1374.68,303.113 1377.89,301.923 1381.1,300.697 1384.33,299.435 1387.56,298.138 1390.8,296.806 1394.06,295.439 \n",
-       "  1397.32,294.038 1400.59,292.603 1403.88,291.134 1407.18,289.633 1410.48,288.098 1413.8,286.532 1417.13,284.934 1420.48,283.305 1423.83,281.645 1427.2,279.955 \n",
-       "  1430.58,278.235 1433.97,276.487 1437.38,274.71 1440.8,272.906 1444.24,271.074 1447.68,269.216 1451.15,267.333 1454.62,265.424 1458.11,263.491 1461.62,261.534 \n",
-       "  1465.14,259.554 1468.67,257.552 1472.22,255.529 1475.79,253.485 1479.37,251.421 1482.96,249.338 1486.57,247.237 1490.2,245.12 1493.84,242.985 1497.5,240.836 \n",
-       "  1501.17,238.671 1504.87,236.493 1508.57,234.303 1512.29,232.101 1516.03,229.888 1519.79,227.666 1523.56,225.435 1527.35,223.197 1531.15,220.952 1534.97,218.701 \n",
-       "  1538.81,216.447 1542.67,214.189 1546.54,211.929 1550.42,209.669 1554.33,207.408 1558.25,205.149 1562.19,202.893 1566.14,200.641 1570.11,198.394 1574.1,196.153 \n",
-       "  1578.11,193.919 1582.13,191.692 1586.17,189.472 1590.22,187.263 1594.29,185.065 1598.38,182.881 1602.48,180.711 1606.6,178.558 1610.74,176.424 1614.89,174.308 \n",
-       "  1619.05,172.214 1623.24,170.143 1627.43,168.096 1631.65,166.074 1635.87,164.08 1640.11,162.113 1644.37,160.177 1648.64,158.271 1652.92,156.398 1657.22,154.558 \n",
-       "  1661.53,152.753 1665.85,150.984 1670.19,149.253 1674.54,147.559 1678.9,145.905 1683.27,144.292 1687.66,142.721 1692.05,141.192 1696.46,139.707 1700.88,138.267 \n",
-       "  1705.31,136.872 1709.75,135.524 1714.2,134.224 1718.66,132.972 1723.12,131.769 1727.6,130.616 1732.09,129.515 1736.58,128.464 1741.08,127.467 1745.59,126.522 \n",
-       "  1750.1,125.632 1754.63,124.795 1759.15,124.014 1763.69,123.289 1768.23,122.62 1772.77,122.008 1777.32,121.453 1781.87,120.956 1786.43,120.517 1790.99,120.137 \n",
-       "  1795.55,119.816 1800.11,119.555 1804.68,119.354 1809.25,119.213 1813.82,119.132 1818.38,119.113 1822.95,119.154 1827.52,119.257 1832.09,119.421 1836.65,119.647 \n",
-       "  1841.21,119.937 1845.77,120.293 1850.33,120.713 1854.88,121.198 1859.42,121.745 1863.97,122.354 1868.5,123.024 1873.03,123.752 1877.56,124.539 1882.08,125.383 \n",
-       "  1886.59,126.283 1891.1,127.238 1895.59,128.247 1900.08,129.309 1904.56,130.422 1909.04,131.586 1913.5,132.799 1917.96,134.06 1922.4,135.368 1926.84,136.723 \n",
-       "  1931.26,138.122 1935.68,139.565 1940.08,141.051 1944.47,142.578 1948.85,144.145 1953.22,145.752 1957.58,147.397 1961.93,149.079 1966.26,150.797 1970.58,152.55 \n",
-       "  1974.89,154.336 1979.19,156.155 1983.47,158.006 1987.74,159.886 1991.99,161.796 1996.23,163.733 2000.46,165.698 2004.67,167.688 2008.87,169.703 2013.05,171.741 \n",
-       "  2017.22,173.801 2021.38,175.883 2025.51,177.985 2029.64,180.105 2033.74,182.243 2037.84,184.398 2041.91,186.569 2045.97,188.753 2050.02,190.951 2054.05,193.161 \n",
-       "  2058.06,195.381 2062.06,197.611 2066.04,199.85 2070,202.096 2073.95,204.349 2077.88,206.606 2081.8,208.868 2085.7,211.132 2089.58,213.398 2093.45,215.664 \n",
-       "  2097.29,217.93 2101.13,220.194 2104.94,222.454 2108.74,224.711 2112.52,226.962 2116.29,229.207 2120.04,231.444 2123.77,233.672 2127.49,235.89 2131.19,238.097 \n",
-       "  2134.87,240.292 2138.54,242.473 2142.19,244.64 2145.83,246.79 2149.44,248.924 2153.05,251.039 2156.63,253.135 2160.2,255.211 2163.76,257.265 2167.3,259.296 \n",
-       "  2170.82,261.302 2174.33,263.284 2177.82,265.239 2181.3,267.166 2184.76,269.065 2188.21,270.936 2191.65,272.78 2195.07,274.598 2198.48,276.387 2201.87,278.149 \n",
-       "  2205.25,279.882 2208.62,281.585 2211.98,283.259 2215.32,284.903 2218.65,286.516 2221.97,288.098 2225.28,289.648 2228.58,291.167 2231.86,292.653 2235.14,294.106 \n",
-       "  2238.4,295.526 2241.66,296.912 2244.9,298.264 2248.14,299.582 2251.36,300.865 2254.58,302.113 2257.78,303.326 2260.98,304.503 2264.17,305.643 2267.35,306.748 \n",
-       "  2270.52,307.815 2273.69,308.846 2276.85,309.839 2280,310.795 2283.14,311.713 2286.28,312.592 2289.41,313.434 2292.53,314.237 2295.65,315.002 2298.76,315.727 \n",
-       "  2301.87,316.413 2304.98,317.06 2308.07,317.668 2311.17,318.236 2314.26,318.764 2317.34,319.253 2320.42,319.701 2323.5,320.109 2326.58,320.477 2329.65,320.804 \n",
-       "  2332.72,321.091 2335.79,321.338 2338.86,321.543 2341.93,321.709 2344.99,321.833 2348.05,321.917 2351.12,321.96 2354.18,321.962 2357.24,321.924 2360.31,321.845 \n",
-       "  2363.37,321.725 2366.44,321.564 2369.51,321.363 2372.57,321.121 2375.65,320.839 2378.72,320.516 2381.79,320.155 2384.87,319.755 2387.95,319.317 2391.03,318.84 \n",
-       "  2394.11,318.325 2397.19,317.771 2400.28,317.179 2403.37,316.547 2406.47,315.877 2409.57,315.168 2412.68,314.421 2415.79,313.634 2418.91,312.809 2422.03,311.945 \n",
-       "  2425.16,311.043 2428.3,310.102 2431.44,309.123 2434.59,308.105 2437.75,307.05 2440.92,305.956 2444.1,304.825 2447.28,303.657 2450.48,302.451 2453.68,301.209 \n",
-       "  2456.9,299.93 2460.12,298.614 2463.36,297.263 2466.6,295.876 2469.86,294.454 2473.13,292.997 2476.41,291.506 2479.7,289.98 2483.01,288.421 2486.32,286.829 \n",
-       "  2489.65,285.205 2492.99,283.549 2496.35,281.861 2499.72,280.142 2503.1,278.392 2506.49,276.613 2509.9,274.805 2513.33,272.968 2516.77,271.104 2520.22,269.212 \n",
-       "  2523.68,267.294 2527.17,265.35 2530.66,263.382 2534.17,261.388 2537.7,259.372 2541.24,257.333 2544.8,255.272 2548.37,253.19 2551.96,251.088 2555.57,248.967 \n",
-       "  2559.19,246.827 2562.82,244.67 2566.48,242.497 2570.15,240.308 2573.83,238.105 2577.53,235.888 2581.25,233.659 2584.98,231.419 2588.73,229.168 2592.5,226.908 \n",
-       "  2596.29,224.64 2600.09,222.365 2603.9,220.084 2607.74,217.798 2611.59,215.509 2615.46,213.218 2619.34,210.926 2623.24,208.634 2627.16,206.343 2631.09,204.056 \n",
-       "  2635.04,201.772 2639.01,199.494 2642.99,197.223 2646.99,194.96 2651.01,192.707 2655.04,190.465 2659.09,188.235 2663.15,186.019 2667.23,183.819 2671.33,181.635 \n",
-       "  2675.44,179.47 2679.57,177.325 2683.71,175.202 2687.87,173.101 2692.05,171.025 2696.24,168.97 2700.44,166.936 2704.67,164.926 2708.9,162.94 2713.15,160.982 \n",
-       "  2717.42,159.052 2721.7,157.152 2725.99,155.283 2730.3,153.447 2734.62,151.647 2738.95,149.882 2743.3,148.154 2747.66,146.466 2752.03,144.817 2756.41,143.21 \n",
-       "  2760.8,141.645 2765.21,140.124 2769.62,138.648 2774.05,137.218 2778.49,135.836 2782.93,134.501 2787.39,133.215 2791.85,131.98 2796.33,130.795 2800.81,129.662 \n",
-       "  2805.3,128.582 2809.8,127.555 2814.3,126.583 2818.82,125.665 2823.34,124.802 2827.86,123.996 2832.39,123.246 2836.93,122.554 2841.47,121.919 2846.02,121.342 \n",
-       "  2850.57,120.823 2855.12,120.363 2859.68,119.963 2864.24,119.622 2868.81,119.34 2873.37,119.118 2877.94,118.956 2882.51,118.855 2887.08,118.813 2891.65,118.831 \n",
-       "  2896.22,118.91 2900.79,119.049 2905.36,119.247 2909.92,119.506 2914.49,119.824 2919.05,120.201 2923.61,120.637 2928.17,121.133 2932.72,121.686 2937.27,122.298 \n",
-       "  2941.81,122.968 2946.35,123.694 2950.89,124.477 2955.41,125.316 2959.93,126.211 2964.45,127.16 2968.95,128.164 2973.45,129.221 2977.94,130.332 2982.41,131.5 \n",
-       "  2986.88,132.722 2991.34,133.996 2995.79,135.322 3000.23,136.697 3004.66,138.121 3009.07,139.592 3013.48,141.107 3017.87,142.667 3022.25,144.269 3026.62,145.912 \n",
-       "  3030.97,147.594 3035.32,149.314 3039.65,151.071 3043.97,152.864 3048.27,154.69 3052.56,156.548 3056.84,158.438 3061.1,160.357 3065.35,162.305 3069.59,164.28 \n",
-       "  3073.81,166.281 3078.01,168.306 3082.2,170.354 3086.38,172.424 3090.54,174.515 3094.69,176.625 3098.82,178.753 3102.93,180.897 3107.03,183.058 3111.11,185.232 \n",
-       "  3115.18,187.42 3119.23,189.62 3123.27,191.83 3127.29,194.05 3131.29,196.278 3135.28,198.513 3139.25,200.755 3143.21,203.001 3147.15,205.252 3151.07,207.504 \n",
-       "  3154.97,209.759 3158.86,212.014 3162.74,214.268 3166.59,216.521 3170.43,218.77 3174.26,221.016 3178.07,223.258 3181.86,225.493 3185.63,227.721 3189.39,229.942 \n",
-       "  3193.13,232.154 3196.86,234.355 3200.57,236.546 3204.26,238.725 3207.94,240.892 3211.6,243.044 3215.24,245.182 3218.87,247.305 3222.49,249.411 3226.08,251.499 \n",
-       "  3229.67,253.57 3233.23,255.621 3236.78,257.652 3240.32,259.662 3243.84,261.651 3247.35,263.617 3250.84,265.56 3254.32,267.478 3257.78,269.372 3261.23,271.239 \n",
-       "  3264.67,273.081 3268.09,274.895 3271.5,276.68 3274.89,278.438 3278.27,280.165 3281.64,281.862 3285,283.529 3288.34,285.163 3291.67,286.765 3294.99,288.334 \n",
-       "  3298.3,289.87 3301.6,291.371 3304.88,292.838 3308.15,294.271 3311.42,295.67 3314.67,297.033 3317.91,298.362 3321.14,299.655 3324.37,300.912 3327.58,302.134 \n",
-       "  3330.78,303.319 3333.98,304.468 3337.17,305.58 3340.35,306.655 3343.52,307.693 3346.68,308.693 3349.84,309.656 3352.99,310.581 3356.13,311.467 3359.27,312.316 \n",
-       "  3362.4,313.126 3365.52,313.898 3368.64,314.631 3371.76,315.325 3374.87,315.98 3377.97,316.595 3381.07,317.172 3384.17,317.708 3387.26,318.206 3390.35,318.663 \n",
-       "  3393.44,319.081 3396.52,319.459 3399.6,319.797 3402.68,320.095 3405.76,320.353 3408.84,320.57 3411.91,320.747 3414.98,320.885 3418.06,320.981 3421.13,321.038 \n",
-       "  3424.2,321.054 3427.27,321.029 3430.34,320.965 3433.41,320.86 3436.49,320.714 3439.56,320.529 3442.64,320.302 3445.72,320.036 3448.8,319.73 3451.88,319.383 \n",
-       "  3454.97,318.996 3458.05,318.569 3461.15,318.102 3464.24,317.595 3467.34,317.049 3470.44,316.462 3473.55,315.836 3476.66,315.171 3479.78,314.466 3482.9,313.722 \n",
-       "  3486.03,312.939 3489.17,312.118 3492.31,311.257 3495.45,310.358 3498.61,309.42 3501.77,308.444 3504.93,307.43 3508.11,306.378 3511.29,305.289 3514.48,304.162 \n",
-       "  3517.68,302.998 3520.89,301.797 3524.11,300.56 3527.34,299.288 3530.57,297.982 3533.81,296.642 3537.07,295.268 3540.33,293.86 3543.6,292.419 3546.89,290.945 \n",
-       "  3550.18,289.439 3553.49,287.9 3556.81,286.33 3560.14,284.729 3563.48,283.097 3566.83,281.435 3570.2,279.743 3573.58,278.021 3576.97,276.271 3580.38,274.493 \n",
-       "  3583.8,272.687 3587.23,270.854 3590.68,268.995 3594.14,267.11 3597.61,265.199 3601.1,263.265 3604.61,261.306 3608.13,259.325 3611.66,257.321 3615.21,255.296 \n",
-       "  3618.78,253.25 3622.36,251.183 3625.95,249.098 3629.57,246.994 3633.2,244.873 3636.84,242.735 3640.5,240.581 3644.18,238.412 3647.87,236.23 3651.58,234.034 \n",
-       "  3655.31,231.826 3659.05,229.607 3662.81,227.378 3666.59,225.14 3670.38,222.894 3674.19,220.641 3678.01,218.382 3681.86,216.119 3685.72,213.851 3689.59,211.581 \n",
-       "  3693.49,209.31 3697.4,207.038 3701.32,204.767 3705.27,202.499 3709.23,200.234 3713.2,197.973 3717.2,195.719 3721.21,193.471 3725.23,191.232 3729.28,189.003 \n",
-       "  3733.34,186.786 3737.41,184.58 3741.5,182.389 3745.61,180.213 3749.73,178.054 3753.87,175.913 3758.03,173.792 3762.2,171.691 3766.38,169.614 3770.58,167.561 \n",
-       "  3774.8,165.533 3779.03,163.533 3783.27,161.561 3787.53,159.62 3791.8,157.711 3796.09,155.836 3800.39,153.996 3804.71,152.194 3809.04,150.429 3813.38,148.703 \n",
-       "  3817.73,147.015 3822.1,145.364 3826.48,143.754 3830.87,142.185 3835.27,140.658 3839.68,139.175 3844.11,137.737 3848.54,136.345 3852.99,135 3857.44,133.703 \n",
-       "  3861.91,132.455 3866.38,131.257 3870.86,130.111 3875.35,129.017 3879.85,127.975 3884.35,126.987 3888.86,126.053 3893.38,125.174 3897.91,124.351 3902.44,123.584 \n",
-       "  3906.97,122.875 3911.51,122.222 3916.06,121.628 3920.61,121.091 3925.17,120.614 3929.72,120.196 3934.28,119.837 3938.85,119.538 3943.41,119.299 3947.98,119.12 \n",
-       "  3952.55,119.001 3957.11,118.943 3961.68,118.945 3966.25,119.007 3970.82,119.13 3975.39,119.313 3979.95,119.557 3984.52,119.861 3989.08,120.224 3993.63,120.647 \n",
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-       "  426.872,201.506 430.836,199.341 434.817,197.162 438.813,194.968 442.826,192.763 446.856,190.547 450.902,188.32 454.964,186.085 459.043,183.843 463.139,181.594 \n",
-       "  467.252,179.339 471.381,177.081 475.527,174.821 479.689,172.559 483.869,170.298 488.065,168.039 492.278,165.784 496.507,163.533 500.754,161.288 505.017,159.051 \n",
-       "  509.296,156.823 513.592,154.605 517.904,152.4 522.233,150.207 526.578,148.029 530.939,145.868 535.316,143.724 539.708,141.599 544.117,139.494 548.54,137.412 \n",
-       "  552.98,135.353 557.434,133.318 561.903,131.31 566.388,129.329 570.886,127.378 575.4,125.457 579.927,123.568 584.468,121.713 589.023,119.893 593.591,118.109 \n",
-       "  598.172,116.362 602.766,114.655 607.372,112.989 611.991,111.365 616.621,109.785 621.264,108.249 625.917,106.757 630.582,105.312 635.258,103.914 639.943,102.565 \n",
-       "  644.639,101.266 649.344,100.018 654.057,98.8233 658.779,97.6817 663.51,96.5947 668.247,95.5633 672.992,94.5884 677.744,93.6708 682.502,92.8114 687.266,92.0109 \n",
-       "  692.036,91.2701 696.81,90.5896 701.59,89.97 706.373,89.4118 711.16,88.9155 715.95,88.4816 720.743,88.1105 725.539,87.8024 730.337,87.5577 735.136,87.3765 \n",
-       "  739.936,87.2591 744.737,87.2055 749.538,87.2158 754.339,87.2899 759.14,87.4279 763.939,87.6296 768.737,87.8948 773.533,88.2234 778.326,88.615 783.117,89.0694 \n",
-       "  787.904,89.5861 792.688,90.1647 797.467,90.8048 802.242,91.5057 807.012,92.2669 811.776,93.0877 816.534,93.9674 821.286,94.9053 826.032,95.9005 830.769,96.9521 \n",
-       "  835.499,98.0592 840.221,99.2209 844.935,100.436 849.639,101.704 854.333,103.023 859.018,104.392 863.692,105.809 868.355,107.275 873.007,108.786 877.648,110.342 \n",
-       "  882.276,111.941 886.891,113.582 891.493,115.264 896.082,116.985 900.659,118.746 905.222,120.545 909.772,122.379 914.308,124.248 918.829,126.15 923.337,128.084 \n",
-       "  927.83,130.048 932.309,132.04 936.773,134.06 941.221,136.105 945.655,138.174 950.073,140.266 954.475,142.379 958.862,144.511 963.233,146.662 967.588,148.83 \n",
-       "  971.927,151.014 976.25,153.211 980.556,155.421 984.846,157.642 989.12,159.873 993.376,162.112 997.617,164.359 1001.84,166.61 1006.05,168.866 1010.24,171.125 \n",
-       "  1014.41,173.385 1018.57,175.646 1022.71,177.905 1026.83,180.161 1030.94,182.414 1035.03,184.661 1039.1,186.902 1043.16,189.134 1047.2,191.358 1051.22,193.571 \n",
-       "  1055.23,195.772 1059.22,197.96 1063.19,200.133 1067.15,202.292 1071.09,204.434 1075.02,206.558 1078.93,208.665 1082.83,210.752 1086.71,212.819 1090.57,214.864 \n",
-       "  1094.42,216.887 1098.25,218.887 1102.07,220.864 1105.88,222.815 1109.67,224.74 1113.45,226.64 1117.21,228.511 1120.96,230.355 1124.7,232.169 1128.42,233.954 \n",
-       "  1132.13,235.708 1135.83,237.431 1139.51,239.123 1143.18,240.781 1146.84,242.407 1150.49,243.998 1154.13,245.555 1157.75,247.077 1161.37,248.563 1164.97,250.013 \n",
-       "  1168.56,251.426 1172.14,252.801 1175.71,254.139 1179.28,255.438 1182.83,256.698 1186.37,257.919 1189.91,259.101 1193.43,260.241 1196.95,261.342 1200.46,262.401 \n",
-       "  1203.96,263.419 1207.45,264.395 1210.94,265.329 1214.42,266.221 1217.89,267.07 1221.36,267.876 1224.82,268.639 1228.28,269.358 1231.73,270.034 1235.17,270.666 \n",
-       "  1238.62,271.253 1242.05,271.797 1245.49,272.296 1248.92,272.751 1252.34,273.161 1255.77,273.527 1259.19,273.848 1262.61,274.123 1266.02,274.353 1269.44,274.538 \n",
-       "  1272.85,274.677 1276.26,274.771 1279.67,274.819 1283.08,274.822 1286.49,274.779 1289.9,274.69 1293.31,274.556 1296.73,274.377 1300.14,274.152 1303.56,273.882 \n",
-       "  1306.97,273.567 1310.4,273.207 1313.82,272.801 1317.25,272.351 1320.68,271.856 1324.11,271.317 1327.55,270.734 1331,270.106 1334.45,269.435 1337.9,268.719 \n",
-       "  1341.36,267.961 1344.83,267.16 1348.3,266.315 1351.78,265.429 1355.27,264.5 1358.76,263.529 1362.26,262.517 1365.77,261.463 1369.29,260.369 1372.81,259.235 \n",
-       "  1376.35,258.06 1379.89,256.846 1383.44,255.593 1387,254.302 1390.58,252.972 1394.16,251.604 1397.75,250.2 1401.35,248.759 1404.97,247.282 1408.59,245.769 \n",
-       "  1412.23,244.221 1415.88,242.639 1419.54,241.023 1423.21,239.374 1426.89,237.693 1430.59,235.979 1434.3,234.235 1438.02,232.46 1441.76,230.655 1445.5,228.821 \n",
-       "  1449.27,226.958 1453.04,225.068 1456.83,223.151 1460.64,221.208 1464.46,219.239 1468.29,217.246 1472.14,215.229 1476,213.189 1479.88,211.128 1483.77,209.045 \n",
-       "  1487.68,206.942 1491.6,204.819 1495.54,202.678 1499.5,200.52 1503.47,198.346 1507.46,196.157 1511.46,193.956 1515.48,191.742 1519.52,189.518 1523.57,187.285 \n",
-       "  1527.64,185.044 1531.73,182.796 1535.83,180.543 1539.95,178.287 1544.09,176.028 1548.24,173.767 1552.41,171.507 1556.6,169.249 1560.81,166.993 1565.03,164.742 \n",
-       "  1569.26,162.496 1573.52,160.257 1577.79,158.027 1582.07,155.806 1586.38,153.597 1590.7,151.4 1595.03,149.217 1599.39,147.049 1603.75,144.898 1608.14,142.765 \n",
-       "  1612.54,140.651 1616.95,138.559 1621.38,136.488 1625.83,134.441 1630.29,132.42 1634.77,130.424 1639.26,128.457 1643.76,126.519 1648.28,124.612 1652.82,122.736 \n",
-       "  1657.36,120.895 1661.93,119.088 1666.5,117.318 1671.09,115.586 1675.69,113.893 1680.3,112.24 1684.92,110.63 1689.56,109.064 1694.21,107.543 1698.86,106.068 \n",
-       "  1703.53,104.641 1708.21,103.264 1712.9,101.938 1717.6,100.664 1722.31,99.4453 1727.03,98.2839 1731.75,97.1802 1736.49,96.1346 1741.23,95.1475 1745.97,94.2195 \n",
-       "  1750.73,93.3508 1755.49,92.5419 1760.25,91.793 1765.02,91.1045 1769.79,90.4766 1774.57,89.9095 1779.35,89.4035 1784.13,88.9586 1788.92,88.5751 1793.71,88.2529 \n",
-       "  1798.5,87.9922 1803.29,87.793 1808.08,87.6552 1812.87,87.5789 1817.66,87.5639 1822.45,87.6102 1827.24,87.7176 1832.03,87.886 1836.82,88.1151 1841.61,88.4047 \n",
-       "  1846.39,88.7546 1851.17,89.1644 1855.94,89.6337 1860.72,90.1624 1865.48,90.7498 1870.25,91.3956 1875.01,92.0994 1879.76,92.8606 1884.51,93.6787 1889.25,94.5531 \n",
-       "  1893.98,95.4832 1898.71,96.4685 1903.44,97.5082 1908.15,98.6016 1912.86,99.748 1917.55,100.947 1922.24,102.197 1926.92,103.498 1931.6,104.848 1936.26,106.247 \n",
-       "  1940.91,107.695 1945.55,109.189 1950.19,110.729 1954.81,112.314 1959.42,113.944 1964.02,115.615 1968.61,117.329 1973.18,119.083 1977.75,120.877 1982.3,122.708 \n",
-       "  1986.83,124.577 1991.36,126.48 1995.87,128.419 2000.37,130.39 2004.86,132.392 2009.33,134.425 2013.78,136.486 2018.23,138.575 2022.65,140.689 2027.07,142.827 \n",
-       "  2031.46,144.988 2035.84,147.169 2040.21,149.37 2044.56,151.588 2048.89,153.822 2053.21,156.07 2057.51,158.33 2061.8,160.601 2066.06,162.881 2070.31,165.167 \n",
-       "  2074.54,167.458 2078.76,169.752 2082.95,172.047 2087.13,174.34 2091.29,176.631 2095.44,178.916 2099.56,181.194 2103.67,183.462 2107.75,185.719 2111.82,187.962 \n",
-       "  2115.87,190.19 2119.9,192.408 2123.92,194.615 2127.91,196.81 2131.9,198.991 2135.86,201.158 2139.81,203.309 2143.75,205.444 2147.67,207.561 2151.57,209.66 \n",
-       "  2155.46,211.739 2159.33,213.797 2163.19,215.834 2167.03,217.848 2170.86,219.839 2174.67,221.805 2178.47,223.746 2182.26,225.661 2186.03,227.55 2189.78,229.41 \n",
-       "  2193.53,231.242 2197.26,233.045 2200.97,234.818 2204.68,236.56 2208.37,238.27 2212.05,239.948 2215.71,241.594 2219.37,243.205 2223.01,244.783 2226.64,246.326 \n",
-       "  2230.26,247.833 2233.87,249.304 2237.46,250.739 2241.05,252.136 2244.63,253.496 2248.19,254.818 2251.75,256.101 2255.3,257.344 2258.84,258.549 2262.37,259.713 \n",
-       "  2265.89,260.837 2269.4,261.92 2272.9,262.961 2276.4,263.962 2279.89,264.92 2283.37,265.836 2286.85,266.71 2290.32,267.541 2293.78,268.329 2297.24,269.074 \n",
-       "  2300.69,269.775 2304.14,270.432 2307.58,271.046 2311.02,271.616 2314.46,272.142 2317.89,272.623 2321.31,273.062 2324.73,273.456 2328.15,273.808 2331.56,274.115 \n",
-       "  2334.97,274.378 2338.37,274.596 2341.77,274.77 2345.17,274.898 2348.57,274.982 2351.97,275.02 2355.36,275.012 2358.76,274.959 2362.16,274.861 2365.55,274.716 \n",
-       "  2368.95,274.526 2372.35,274.29 2375.75,274.008 2379.16,273.68 2382.56,273.306 2385.97,272.887 2389.39,272.421 2392.81,271.91 2396.23,271.354 2399.66,270.752 \n",
-       "  2403.09,270.105 2406.53,269.413 2409.98,268.676 2413.43,267.894 2416.89,267.068 2420.35,266.198 2423.82,265.284 2427.31,264.327 2430.8,263.326 2434.29,262.282 \n",
-       "  2437.8,261.196 2441.32,260.068 2444.84,258.898 2448.38,257.687 2451.92,256.435 2455.48,255.143 2459.04,253.81 2462.62,252.439 2466.21,251.029 2469.81,249.58 \n",
-       "  2473.42,248.094 2477.04,246.571 2480.67,245.011 2484.32,243.416 2487.98,241.786 2491.65,240.121 2495.34,238.422 2499.04,236.691 2502.75,234.927 2506.48,233.132 \n",
-       "  2510.22,231.306 2513.97,229.451 2517.74,227.566 2521.52,225.653 2525.32,223.713 2529.13,221.747 2532.96,219.756 2536.8,217.739 2540.65,215.7 2544.52,213.638 \n",
-       "  2548.41,211.554 2552.31,209.45 2556.23,207.326 2560.16,205.184 2564.11,203.025 2568.08,200.85 2572.06,198.659 2576.05,196.455 2580.06,194.238 2584.09,192.01 \n",
-       "  2588.14,189.771 2592.2,187.524 2596.27,185.268 2600.37,183.007 2604.47,180.74 2608.6,178.469 2612.74,176.196 2616.9,173.922 2621.07,171.648 2625.26,169.376 \n",
-       "  2629.47,167.106 2633.69,164.842 2637.93,162.584 2642.18,160.333 2646.46,158.091 2650.74,155.86 2655.05,153.639 2659.37,151.427 2663.7,149.227 2668.06,147.038 \n",
-       "  2672.42,144.865 2676.81,142.709 2681.21,140.57 2685.63,138.452 2690.06,136.357 2694.51,134.285 2698.97,132.238 2703.45,130.218 2707.94,128.228 2712.45,126.267 \n",
-       "  2716.97,124.339 2721.51,122.443 2726.05,120.583 2730.62,118.759 2735.19,116.972 2739.78,115.225 2744.38,113.518 2749,111.852 2753.62,110.23 2758.26,108.652 \n",
-       "  2762.91,107.118 2767.57,105.632 2772.24,104.193 2776.92,102.803 2781.61,101.462 2786.31,100.172 2791.03,98.9338 2795.75,97.7481 2800.47,96.616 2805.21,95.5381 \n",
-       "  2809.95,94.5154 2814.71,93.5487 2819.47,92.6387 2824.23,91.7861 2829,90.9916 2833.78,90.2558 2838.57,89.5794 2843.36,88.9628 2848.15,88.4067 2852.95,87.9116 \n",
-       "  2857.75,87.4778 2862.55,87.1059 2867.36,86.7961 2872.17,86.5489 2876.98,86.3646 2881.79,86.2434 2886.6,86.1857 2891.41,86.1915 2896.23,86.2611 2901.04,86.3946 \n",
-       "  2905.85,86.5921 2910.66,86.8537 2915.46,87.1793 2920.27,87.569 2925.07,88.0268 2929.86,88.5582 2934.65,89.1615 2939.43,89.8353 2944.21,90.5777 2948.98,91.387 \n",
-       "  2953.74,92.2617 2958.5,93.2001 2963.25,94.2005 2967.99,95.2613 2972.72,96.3808 2977.45,97.5576 2982.16,98.7899 2986.87,100.076 2991.56,101.415 2996.25,102.804 \n",
-       "  3000.92,104.243 3005.59,105.73 3010.24,107.263 3014.88,108.84 3019.51,110.46 3024.13,112.123 3028.73,113.825 3033.33,115.566 3037.91,117.344 3042.48,119.158 \n",
-       "  3047.03,121.006 3051.57,122.887 3056.1,124.8 3060.61,126.742 3065.11,128.713 3069.6,130.711 3074.07,132.734 3078.52,134.783 3082.96,136.854 3087.39,138.946 \n",
-       "  3091.8,141.059 3096.2,143.191 3100.58,145.341 3104.94,147.507 3109.29,149.688 3113.62,151.882 3117.94,154.089 3122.24,156.307 3126.53,158.535 3130.8,160.771 \n",
-       "  3135.05,163.015 3139.29,165.264 3143.51,167.519 3147.71,169.777 3151.9,172.038 3156.07,174.3 3160.22,176.561 3164.36,178.822 3168.48,181.081 3172.59,183.336 \n",
-       "  3176.68,185.586 3180.75,187.831 3184.8,190.068 3188.84,192.298 3192.86,194.519 3196.87,196.729 3200.86,198.929 3204.83,201.115 3208.79,203.289 3212.73,205.448 \n",
-       "  3216.66,207.591 3220.57,209.718 3224.46,211.827 3228.34,213.918 3232.2,215.989 3236.05,218.04 3239.88,220.069 3243.69,222.076 3247.5,224.059 3251.28,226.017 \n",
-       "  3255.05,227.95 3258.81,229.857 3262.56,231.737 3266.28,233.588 3270,235.411 3273.7,237.203 3277.39,238.965 3281.06,240.695 3284.73,242.393 3288.38,244.057 \n",
-       "  3292.01,245.687 3295.64,247.281 3299.25,248.84 3302.85,250.363 3306.44,251.848 3310.02,253.294 3313.59,254.702 3317.15,256.069 3320.69,257.396 3324.23,258.682 \n",
-       "  3327.76,259.926 3331.28,261.127 3334.79,262.285 3338.29,263.398 3341.78,264.466 3345.27,265.491 3348.75,266.473 3352.21,267.413 3355.68,268.31 3359.13,269.163 \n",
-       "  3362.58,269.974 3366.02,270.741 3369.46,271.464 3372.89,272.143 3376.32,272.779 3379.74,273.37 3383.15,273.917 3386.57,274.42 3389.98,274.878 3393.38,275.291 \n",
-       "  3396.78,275.66 3400.19,275.984 3403.58,276.263 3406.98,276.498 3410.38,276.687 3413.77,276.831 3417.17,276.931 3420.56,276.986 3423.95,276.995 3427.35,276.96 \n",
-       "  3430.74,276.88 3434.14,276.755 3437.54,276.586 3440.94,276.371 3444.34,276.113 3447.74,275.81 3451.15,275.462 3454.56,275.07 3457.97,274.635 3461.39,274.155 \n",
-       "  3464.81,273.632 3468.23,273.065 3471.66,272.455 3475.1,271.802 3478.54,271.106 3481.98,270.367 3485.44,269.586 3488.89,268.762 3492.36,267.897 3495.83,266.99 \n",
-       "  3499.31,266.042 3502.79,265.053 3506.28,264.023 3509.79,262.953 3513.29,261.843 3516.81,260.693 3520.34,259.504 3523.87,258.276 3527.42,257.01 3530.97,255.706 \n",
-       "  3534.53,254.364 3538.11,252.984 3541.69,251.569 3545.29,250.116 3548.89,248.628 3552.51,247.105 3556.13,245.547 3559.77,243.954 3563.42,242.328 3567.09,240.669 \n",
-       "  3570.76,238.977 3574.45,237.253 3578.15,235.497 3581.86,233.71 3585.59,231.893 3589.32,230.046 3593.08,228.171 3596.84,226.266 3600.62,224.334 3604.42,222.375 \n",
-       "  3608.23,220.389 3612.05,218.378 3615.89,216.343 3619.74,214.285 3623.61,212.206 3627.5,210.107 3631.4,207.988 3635.32,205.852 3639.25,203.699 3643.2,201.531 \n",
-       "  3647.16,199.349 3651.14,197.154 3655.14,194.947 3659.15,192.731 3663.18,190.505 3667.23,188.272 3671.29,186.032 3675.37,183.787 3679.47,181.538 3683.58,179.287 \n",
-       "  3687.71,177.034 3691.86,174.782 3696.02,172.53 3700.2,170.281 3704.4,168.036 3708.61,165.796 3712.84,163.563 3717.09,161.337 3721.35,159.12 3725.63,156.913 \n",
-       "  3729.93,154.718 3734.24,152.536 3738.57,150.368 3742.91,148.216 3747.27,146.08 3751.64,143.963 3756.04,141.865 3760.44,139.788 3764.86,137.733 3769.3,135.701 \n",
-       "  3773.75,133.694 3778.22,131.713 3782.7,129.76 3787.2,127.835 3791.7,125.94 3796.23,124.077 3800.76,122.247 3805.32,120.45 3809.88,118.689 3814.46,116.964 \n",
-       "  3819.04,115.278 3823.65,113.631 3828.26,112.025 3832.88,110.461 3837.52,108.941 3842.17,107.465 3846.83,106.036 3851.5,104.654 3856.17,103.321 3860.86,102.038 \n",
-       "  3865.56,100.807 3870.27,99.6294 3874.98,98.5059 3879.71,97.4382 3884.44,96.4276 3889.18,95.4756 3893.92,94.5834 3898.67,93.7526 3903.43,92.9844 3908.2,92.2804 \n",
-       "  3912.96,91.6418 3917.74,91.0714 3922.51,90.5698 3927.29,90.1366 3932.07,89.7714 3936.86,89.4735 3941.64,89.2427 3946.43,89.0782 3951.21,88.9797 3956,88.9465 \n",
-       "  3960.78,88.9782 3965.57,89.074 3970.35,89.2335 3975.13,89.4561 3979.91,89.741 3984.69,90.0877 3989.46,90.4955 3994.23,90.9637 3998.99,91.4916 4003.75,92.0787 \n",
-       "  4008.51,92.724 4013.26,93.4269 4018.01,94.1867 4022.74,95.0025 4027.48,95.8736 4032.2,96.7992 4036.92,97.7785 4041.63,98.8106 4046.34,99.8947 4051.03,101.03 \n",
-       "  4055.72,102.215 4060.4,103.45 4065.07,104.733 4069.73,106.064 4074.38,107.442 4079.02,108.865 4083.65,110.332 4088.26,111.844 4092.87,113.398 4097.47,114.993 \n",
-       "  4102.05,116.629 4106.63,118.305 4111.19,120.019 4115.74,121.771 4120.27,123.558 4124.8,125.381 4129.31,127.238 4133.81,129.128 4138.29,131.05 4142.76,133.002 \n",
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-       "  428.312,1230.79 424.645,1228.63 420.995,1226.48 417.361,1224.35 413.743,1222.24 410.14,1220.15 406.554,1218.07 402.982,1216.02 399.426,1213.99 395.885,1211.97 \n",
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-       "  1928.28,1274.24 1924.28,1275.59 1920.27,1276.89 1916.25,1278.15 1912.23,1279.37 1908.19,1280.54 1904.14,1281.66 1900.09,1282.74 1896.03,1283.77 1891.96,1284.75 \n",
-       "  1887.88,1285.69 1883.8,1286.57 1879.71,1287.41 1875.61,1288.2 1871.51,1288.93 1867.4,1289.61 1863.29,1290.24 1859.17,1290.82 1855.05,1291.35 1850.93,1291.82 \n",
-       "  1846.8,1292.24 1842.67,1292.6 1838.54,1292.9 1834.41,1293.15 1830.27,1293.35 1826.13,1293.49 1822,1293.57 1817.86,1293.6 1813.72,1293.58 1809.58,1293.5 \n",
-       "  1805.45,1293.36 1801.31,1293.18 1797.18,1292.93 1793.05,1292.64 1788.92,1292.28 1784.79,1291.88 1780.67,1291.42 1776.55,1290.92 1772.44,1290.35 1768.33,1289.74 \n",
-       "  1764.22,1289.08 1760.12,1288.36 1756.03,1287.6 1751.94,1286.78 1747.86,1285.91 1743.78,1285 1739.72,1284.04 1735.65,1283.03 1731.6,1281.97 1727.55,1280.86 \n",
-       "  1723.52,1279.71 1719.49,1278.52 1715.47,1277.28 1711.46,1275.99 1707.45,1274.66 1703.46,1273.29 1699.48,1271.88 1695.51,1270.43 1691.55,1268.94 1687.6,1267.4 \n",
-       "  1683.66,1265.83 1679.73,1264.22 1675.82,1262.58 1671.92,1260.89 1668.02,1259.18 1664.15,1257.43 1660.28,1255.64 1656.43,1253.83 1652.59,1251.98 1648.76,1250.11 \n",
-       "  1644.95,1248.2 1641.15,1246.27 1637.37,1244.31 1633.6,1242.32 1629.84,1240.31 1626.11,1238.28 1622.38,1236.22 1618.67,1234.14 1614.98,1232.05 1611.3,1229.93 \n",
-       "  1607.64,1227.8 1603.99,1225.65 1600.36,1223.49 1596.75,1221.32 1593.15,1219.13 1589.57,1216.93 1586.01,1214.72 1582.46,1212.51 1578.93,1210.29 1575.42,1208.06 \n",
-       "  1571.92,1205.82 1568.44,1203.57 1564.98,1201.33 1561.53,1199.07 1558.1,1196.82 1554.69,1194.56 1551.3,1192.3 1547.92,1190.04 1544.55,1187.78 1541.21,1185.52 \n",
-       "  1537.88,1183.26 1534.57,1181.01 1531.27,1178.76 1527.99,1176.52 1524.73,1174.28 1521.48,1172.04 1518.25,1169.82 1515.04,1167.6 1511.85,1165.39 1508.66,1163.19 \n",
-       "  1505.5,1161 1502.35,1158.82 1499.22,1156.65 1496.11,1154.49 1493.01,1152.35 1489.92,1150.22 1486.85,1148.1 1483.8,1146 1480.76,1143.91 1477.74,1141.84 \n",
-       "  1474.74,1139.78 1471.75,1137.75 1468.77,1135.73 1465.81,1133.72 1462.86,1131.74 1459.93,1129.77 1457.01,1127.83 1454.11,1125.9 1451.22,1124 1448.35,1122.11 \n",
-       "  1445.49,1120.25 1442.64,1118.41 1439.81,1116.59 1436.99,1114.79 1434.18,1113.02 1431.39,1111.27 1428.61,1109.54 1425.84,1107.84 1423.08,1106.16 1420.34,1104.51 \n",
-       "  1417.61,1102.88 1414.89,1101.28 1412.19,1099.71 1409.49,1098.16 1406.81,1096.64 1404.13,1095.14 1401.47,1093.67 1398.82,1092.23 1396.18,1090.81 1393.55,1089.42 \n",
-       "  1390.93,1088.06 1388.32,1086.73 1385.72,1085.42 1383.13,1084.14 1380.55,1082.89 1377.98,1081.67 1375.41,1080.48 1372.86,1079.31 1370.31,1078.18 1367.78,1077.07 \n",
-       "  1365.25,1076 1362.72,1074.95 1360.21,1073.93 1357.7,1072.94 1355.2,1071.98 1352.71,1071.05 1350.22,1070.15 1347.74,1069.28 1345.27,1068.44 1342.8,1067.63 \n",
-       "  1340.34,1066.85 1337.89,1066.1 1335.44,1065.39 1332.99,1064.7 1330.55,1064.04 1328.12,1063.42 1325.69,1062.82 1323.26,1062.26 1320.84,1061.73 1318.42,1061.23 \n",
-       "  1316.01,1060.76 1313.59,1060.32 1311.19,1059.91 1308.78,1059.54 1306.38,1059.19 1303.98,1058.88 1301.58,1058.6 1299.18,1058.35 1296.79,1058.13 1294.4,1057.95 \n",
-       "  1292.01,1057.79 1289.62,1057.67 1287.23,1057.58 1284.84,1057.52 1282.45,1057.5 1280.06,1057.5 1277.67,1057.54 1275.28,1057.61 1272.9,1057.71 1270.5,1057.84 \n",
-       "  1268.11,1058 1265.72,1058.2 1263.33,1058.43 1260.93,1058.69 1258.53,1058.98 1256.13,1059.3 1253.73,1059.65 1251.32,1060.04 1248.91,1060.46 1246.5,1060.9 \n",
-       "  1244.09,1061.38 1241.67,1061.89 1239.25,1062.44 1236.83,1063.01 1234.4,1063.62 1231.96,1064.25 1229.53,1064.92 1227.08,1065.62 1224.63,1066.35 1222.18,1067.11 \n",
-       "  1219.72,1067.9 1217.25,1068.72 1214.78,1069.57 1212.3,1070.46 1209.82,1071.37 1207.33,1072.32 1204.83,1073.29 1202.32,1074.3 1199.8,1075.33 1197.28,1076.4 \n",
-       "  1194.75,1077.49 1192.21,1078.61 1189.66,1079.77 1187.1,1080.95 1184.54,1082.16 1181.96,1083.4 1179.38,1084.67 1176.78,1085.97 1174.18,1087.29 1171.56,1088.64 \n",
-       "  1168.94,1090.02 1166.3,1091.43 1163.66,1092.87 1161,1094.33 1158.33,1095.82 1155.65,1097.33 1152.96,1098.87 1150.26,1100.44 1147.54,1102.03 1144.82,1103.65 \n",
-       "  1142.08,1105.29 1139.33,1106.96 1136.56,1108.65 1133.79,1110.36 1131,1112.1 1128.2,1113.86 1125.38,1115.64 1122.55,1117.45 1119.71,1119.27 1116.86,1121.12 \n",
-       "  1113.99,1122.99 1111.11,1124.88 1108.21,1126.79 1105.3,1128.72 1102.37,1130.67 1099.43,1132.64 1096.48,1134.63 1093.51,1136.64 1090.52,1138.66 1087.52,1140.7 \n",
-       "  1084.51,1142.76 1081.48,1144.83 1078.44,1146.92 1075.38,1149.03 1072.3,1151.15 1069.21,1153.28 1066.1,1155.43 1062.98,1157.59 1059.84,1159.76 1056.69,1161.95 \n",
-       "  1053.52,1164.15 1050.33,1166.35 1047.13,1168.57 1043.91,1170.79 1040.67,1173.03 1037.42,1175.27 1034.15,1177.51 1030.86,1179.76 1027.56,1182.02 1024.24,1184.27 \n",
-       "  1020.9,1186.53 1017.55,1188.8 1014.18,1191.06 1010.79,1193.32 1007.39,1195.58 1003.97,1197.84 1000.53,1200.09 997.077,1202.34 993.606,1204.59 990.119,1206.83 \n",
-       "  986.615,1209.06 983.095,1211.29 979.558,1213.5 976.005,1215.71 972.436,1217.9 968.85,1220.09 965.248,1222.26 961.63,1224.41 957.996,1226.55 954.346,1228.68 \n",
-       "  950.681,1230.79 947,1232.88 943.303,1234.96 939.592,1237.01 935.865,1239.05 932.123,1241.06 928.366,1243.05 924.594,1245.01 920.809,1246.95 917.008,1248.87 \n",
-       "  913.194,1250.76 909.366,1252.62 905.524,1254.45 901.669,1256.26 897.8,1258.03 893.919,1259.77 890.025,1261.48 886.118,1263.15 882.199,1264.79 878.268,1266.4 \n",
-       "  874.325,1267.96 870.371,1269.49 866.405,1270.98 862.429,1272.43 858.442,1273.84 854.445,1275.21 850.438,1276.53 846.421,1277.81 842.395,1279.04 838.36,1280.23 \n",
-       "  834.316,1281.37 830.264,1282.46 826.204,1283.5 822.137,1284.49 818.063,1285.43 813.983,1286.32 809.896,1287.16 805.804,1287.95 801.706,1288.68 797.604,1289.36 \n",
-       "  793.497,1290 789.387,1290.58 785.272,1291.1 781.154,1291.58 777.034,1292 772.911,1292.36 768.785,1292.68 764.659,1292.94 760.53,1293.15 756.401,1293.3 \n",
-       "  752.272,1293.4 748.142,1293.45 744.012,1293.45 739.883,1293.39 735.754,1293.28 731.627,1293.11 727.502,1292.89 723.379,1292.62 719.258,1292.3 715.139,1291.92 \n",
-       "  711.024,1291.49 706.912,1291.01 702.804,1290.48 698.7,1289.89 694.6,1289.26 690.505,1288.57 686.415,1287.84 682.331,1287.05 678.252,1286.21 674.18,1285.33 \n",
-       "  670.113,1284.4 666.054,1283.41 662.001,1282.38 657.956,1281.31 653.918,1280.18 649.889,1279.01 645.868,1277.8 641.855,1276.54 637.851,1275.23 633.856,1273.89 \n",
-       "  629.871,1272.5 625.895,1271.06 621.93,1269.59 617.975,1268.08 614.03,1266.52 610.096,1264.93 606.174,1263.3 602.263,1261.63 598.363,1259.93 594.476,1258.19 \n",
-       "  590.601,1256.41 586.738,1254.6 582.888,1252.76 579.052,1250.89 575.228,1248.99 571.418,1247.06 567.622,1245.1 563.84,1243.11 560.072,1241.1 556.319,1239.06 \n",
-       "  552.58,1237 548.857,1234.92 545.149,1232.81 541.456,1230.69 537.779,1228.54 534.118,1226.38 530.473,1224.2 526.844,1222.01 523.232,1219.8 519.637,1217.59 \n",
-       "  516.059,1215.36 512.498,1213.12 508.955,1210.88 505.429,1208.63 501.921,1206.37 498.431,1204.11 494.959,1201.85 491.506,1199.59 488.072,1197.33 484.655,1195.07 \n",
-       "  481.255,1192.82 477.873,1190.56 474.507,1188.3 471.158,1186.04 467.825,1183.78 464.51,1181.53 461.211,1179.28 457.929,1177.03 454.663,1174.79 451.414,1172.56 \n",
-       "  448.181,1170.33 444.965,1168.11 441.765,1165.9 438.582,1163.7 435.414,1161.51 432.263,1159.32 429.128,1157.15 426.009,1154.99 422.906,1152.85 419.818,1150.71 \n",
-       "  416.746,1148.59 413.69,1146.48 410.649,1144.39 407.624,1142.32 404.614,1140.26 401.619,1138.21 398.639,1136.19 395.674,1134.18 392.724,1132.19 389.788,1130.22 \n",
-       "  386.867,1128.26 383.96,1126.33 381.068,1124.42 378.19,1122.53 375.326,1120.65 372.475,1118.8 369.638,1116.98 366.815,1115.17 364.005,1113.39 361.208,1111.63 \n",
-       "  358.425,1109.9 355.654,1108.19 352.895,1106.5 350.15,1104.84 347.416,1103.2 344.695,1101.59 341.986,1100 339.288,1098.44 336.602,1096.9 333.927,1095.4 \n",
-       "  331.263,1093.91 328.611,1092.46 325.969,1091.03 323.337,1089.63 320.716,1088.26 318.105,1086.92 315.504,1085.6 312.912,1084.31 310.33,1083.05 307.756,1081.82 \n",
-       "  305.192,1080.61 302.637,1079.44 300.091,1078.3 297.554,1077.18 295.026,1076.1 292.506,1075.05 289.994,1074.03 287.49,1073.04 284.993,1072.08 282.504,1071.15 \n",
-       "  280.022,1070.25 277.546,1069.38 275.077,1068.55 272.614,1067.74 270.158,1066.97 267.707,1066.22 265.261,1065.51 262.821,1064.83 260.385,1064.18 257.955,1063.56 \n",
-       "  255.529,1062.97 253.106,1062.41 250.688,1061.88 248.274,1061.39 245.863,1060.92 243.455,1060.49 241.05,1060.09 238.648,1059.72 236.249,1059.38 233.851,1059.07 \n",
-       "  231.456,1058.79 229.062,1058.54 226.67,1058.32 224.279,1058.14 221.889,1057.99 219.499,1057.86 217.111,1057.77 214.722,1057.71 212.334,1057.68 209.945,1057.68 \n",
-       "  207.556,1057.72 205.167,1057.78 202.776,1057.87 200.385,1058 197.992,1058.16 195.597,1058.34 193.201,1058.56 190.803,1058.81 188.402,1059.09 185.999,1059.4 \n",
-       "  183.594,1059.74 181.185,1060.12 178.774,1060.52 176.358,1060.95 173.94,1061.42 171.518,1061.91 169.091,1062.44 166.661,1062.99 164.226,1063.58 161.786,1064.2 \n",
-       "  159.342,1064.84 156.892,1065.52 154.437,1066.23 151.977,1066.97 149.511,1067.74 147.039,1068.54 144.561,1069.37 142.077,1070.22 139.586,1071.11 137.088,1072.03 \n",
-       "  134.584,1072.98 132.072,1073.96 129.553,1074.97 127.027,1076 124.493,1077.07 121.951,1078.17 119.4,1079.29 116.842,1080.45 114.275,1081.63 111.699,1082.85 \n",
-       "  109.115,1084.09 106.521,1085.36 103.918,1086.66 101.306,1087.99 98.6838,1089.35 96.0519,1090.74 93.4101,1092.16 90.758,1093.6 88.0956,1095.07 85.4226,1096.58 \n",
-       "  82.7388,1098.1 80.044,1099.66 77.3378,1101.24 74.6202,1102.85 71.8907,1104.48 69.1492,1106.13 66.3955,1107.81 63.6293,1109.52 60.8504,1111.25 58.0587,1113 \n",
-       "  55.2539,1114.78 52.4358,1116.58 49.6042,1118.4 46.759,1120.24 43.8999,1122.1 41.0268,1123.99 38.1396,1125.9 35.238,1127.83 32.3219,1129.77 29.3911,1131.74 \n",
-       "  26.4455,1133.73 23.485,1135.73 20.5094,1137.75 17.5186,1139.79 14.5125,1141.85 11.4909,1143.93 8.45371,1146.01 5.40085,1148.12 2.33221,1150.24 -0.752308,1152.37 \n",
-       "  -3.8528,1154.52 -6.96935,1156.68 -10.102,1158.85 -13.251,1161.03 -16.4162,1163.22 -19.5977,1165.42 -22.7957,1167.64 -26.0101,1169.86 -29.241,1172.08 -32.4885,1174.32 \n",
-       "  -35.7526,1176.56 -39.0333,1178.81 -42.3306,1181.06 -45.6446,1183.32 -48.9753,1185.57 -52.3227,1187.83 -55.6868,1190.1 -59.0676,1192.36 -62.465,1194.62 -65.8792,1196.88 \n",
-       "  -69.31,1199.14 -72.7574,1201.39 -76.2214,1203.64 -79.702,1205.89 -83.1991,1208.13 -86.7127,1210.36 -90.2428,1212.58 -93.7892,1214.8 -97.3519,1217 -100.931,1219.2 \n",
-       "  -104.526,1221.38 -108.137,1223.55 -111.764,1225.7 -115.408,1227.84 -119.066,1229.96 -122.741,1232.06 -126.432,1234.15 -130.138,1236.22 -133.86,1238.27 -137.598,1240.31 \n",
-       "  -141.351,1242.32 -145.118,1244.31 -148.901,1246.28 -152.698,1248.22 -156.509,1250.14 -160.334,1252.03 -164.173,1253.89 -168.025,1255.72 -171.891,1257.52 -175.769,1259.29 \n",
-       "  -179.66,1261.02 -183.564,1262.72 -187.479,1264.38 -191.406,1266.01 -195.345,1267.6 -199.295,1269.14 -203.256,1270.65 -207.228,1272.12 -211.21,1273.54 -215.202,1274.93 \n",
-       "  -219.203,1276.27 -223.214,1277.56 -227.235,1278.81 -231.264,1280.01 -235.301,1281.17 -239.347,1282.28 -243.4,1283.34 -247.461,1284.35 -251.53,1285.31 -255.605,1286.22 \n",
-       "  -259.686,1287.09 -263.774,1287.9 -267.868,1288.66 -271.967,1289.37 -276.072,1290.02 -280.181,1290.63 -284.294,1291.18 -288.412,1291.67 -292.534,1292.12 -296.659,1292.51 \n",
-       "  -300.787,1292.84 -304.917,1293.12 -309.05,1293.35 -313.185,1293.52 -317.321,1293.64 -321.458,1293.71 -325.597,1293.72 -329.735,1293.67 -333.874,1293.57 -338.012,1293.42 \n",
-       "  -342.149,1293.21 -346.285,1292.95 -350.42,1292.63 -354.552,1292.26 -358.683,1291.84 -362.81,1291.36 -366.934,1290.83 -371.054,1290.25 -375.171,1289.61 -379.283,1288.92 \n",
-       "  -383.389,1288.19 -387.491,1287.4 -391.587,1286.56 -395.676,1285.67 -399.759,1284.73 -403.835,1283.74 -407.903,1282.7 -411.964,1281.62 -416.015,1280.49 -420.058,1279.31 \n",
-       "  -424.092,1278.09 -428.116,1276.83 -432.129,1275.52 -436.132,1274.16 -440.123,1272.77 -444.103,1271.33 -448.071,1269.85 -452.027,1268.34 -455.971,1266.78 -459.904,1265.18 \n",
-       "  -463.823,1263.54 -467.731,1261.87 -471.625,1260.17 -475.506,1258.43 -479.375,1256.65 -483.229,1254.85 -487.071,1253.01 -490.898,1251.15 -494.712,1249.25 -498.511,1247.33 \n",
-       "  -502.296,1245.39 -506.067,1243.42 -509.823,1241.42 -513.564,1239.41 -517.291,1237.37 -521.002,1235.31 -524.699,1233.23 -528.38,1231.13 -532.045,1229.02 -535.695,1226.89 \n",
-       "  -539.33,1224.75 -542.949,1222.59 -546.552,1220.41 -550.139,1218.23 -553.71,1216.03 -557.265,1213.83 -560.804,1211.61 -564.326,1209.39 -567.832,1207.16 -571.322,1204.92 \n",
-       "  -574.796,1202.68 -578.253,1200.43 -581.694,1198.18 -585.118,1195.92 -588.526,1193.67 -591.917,1191.41 -595.291,1189.15 -598.649,1186.89 -601.991,1184.64 -605.315,1182.38 \n",
-       "  -608.624,1180.13 -611.915,1177.89 -615.19,1175.65 -618.448,1173.41 -621.69,1171.18 -624.916,1168.95 -628.125,1166.74 -631.318,1164.53 -634.494,1162.33 -637.654,1160.14 \n",
-       "  -640.798,1157.97 -643.925,1155.8 -647.037,1153.64 -650.132,1151.5 -653.212,1149.37 -656.276,1147.26 -659.324,1145.16 -662.356,1143.07 -665.373,1141 -668.374,1138.95 \n",
-       "  -671.361,1136.91 -674.332,1134.89 -677.288,1132.89 -680.229,1130.91 -683.155,1128.95 -686.067,1127.01 -688.964,1125.09 -691.847,1123.18 -694.716,1121.3 -697.571,1119.45 \n",
-       "  -700.412,1117.61 -703.239,1115.8 -706.053,1114.01 -708.854,1112.25 -711.642,1110.5 -714.417,1108.79 -717.179,1107.09 -719.929,1105.42 -722.667,1103.78 -725.392,1102.16 \n",
-       "  -728.106,1100.57 -730.808,1099 -733.498,1097.46 -736.177,1095.94 -738.845,1094.45 -741.502,1092.99 -744.148,1091.55 -746.784,1090.15 -749.41,1088.76 -752.025,1087.41 \n",
-       "  -754.631,1086.08 -757.226,1084.79 -759.813,1083.51 -762.389,1082.27 -764.957,1081.06 -767.516,1079.87 -770.067,1078.72 -772.609,1077.59 -775.142,1076.49 -777.668,1075.43 \n",
-       "  -780.186,1074.39 -782.696,1073.38 -785.199,1072.4 -787.694,1071.45 -790.183,1070.53 -792.665,1069.64 -795.14,1068.78 -797.61,1067.95 -800.073,1067.15 -802.53,1066.39 \n",
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-       "  1983.38,1223.78 1979.75,1225.63 1976.11,1227.46 1972.45,1229.25 1968.78,1231.02 1965.1,1232.76 1961.41,1234.47 1957.7,1236.14 1953.98,1237.78 1950.25,1239.39 \n",
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-       "  1908.5,1254.57 1904.64,1255.7 1900.78,1256.79 1896.91,1257.83 1893.03,1258.83 1889.15,1259.77 1885.26,1260.67 1881.36,1261.53 1877.46,1262.33 1873.55,1263.08 \n",
-       "  1869.63,1263.79 1865.71,1264.44 1861.79,1265.05 1857.86,1265.6 1853.93,1266.11 1849.99,1266.56 1846.06,1266.97 1842.11,1267.32 1838.17,1267.62 1834.23,1267.87 \n",
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-       "  862.271,1246.3 858.478,1247.71 854.675,1249.09 850.862,1250.42 847.039,1251.71 843.208,1252.95 839.368,1254.16 835.52,1255.32 831.663,1256.44 827.799,1257.51 \n",
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-       "  456.773,1144.35 453.749,1142.11 450.74,1139.88 447.748,1137.65 444.773,1135.43 441.814,1133.22 438.872,1131.02 435.945,1128.82 433.035,1126.64 430.141,1124.46 \n",
-       "  427.264,1122.3 424.402,1120.14 421.556,1118 418.726,1115.87 415.912,1113.75 413.114,1111.65 410.331,1109.56 407.564,1107.49 404.812,1105.42 402.075,1103.38 \n",
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-       "  347.903,1064.65 345.467,1063.04 343.044,1061.45 340.632,1059.88 338.232,1058.34 335.843,1056.82 333.466,1055.32 331.099,1053.85 328.743,1052.4 326.398,1050.97 \n",
-       "  324.063,1049.57 321.739,1048.19 319.425,1046.84 317.12,1045.51 314.826,1044.21 312.54,1042.93 310.265,1041.67 307.998,1040.44 305.74,1039.23 303.492,1038.05 \n",
-       "  301.251,1036.9 299.02,1035.77 296.796,1034.66 294.581,1033.58 292.373,1032.53 290.173,1031.5 287.981,1030.49 285.796,1029.52 283.618,1028.57 281.447,1027.64 \n",
-       "  279.283,1026.74 277.125,1025.87 274.974,1025.02 272.829,1024.2 270.69,1023.41 268.556,1022.64 266.429,1021.9 264.306,1021.18 262.189,1020.49 260.077,1019.83 \n",
-       "  257.97,1019.2 255.867,1018.59 253.769,1018 251.675,1017.45 249.585,1016.92 247.498,1016.42 245.416,1015.95 243.337,1015.5 241.261,1015.08 239.188,1014.69 \n",
-       "  237.118,1014.32 235.051,1013.98 232.986,1013.67 230.923,1013.39 228.863,1013.13 226.804,1012.9 224.747,1012.7 222.691,1012.53 220.637,1012.38 218.583,1012.26 \n",
-       "  216.531,1012.17 214.479,1012.1 212.427,1012.06 210.375,1012.05 208.324,1012.07 206.272,1012.11 204.22,1012.18 202.167,1012.28 200.114,1012.41 198.059,1012.56 \n",
-       "  196.003,1012.74 193.946,1012.95 191.887,1013.19 189.826,1013.45 187.763,1013.74 185.698,1014.06 183.632,1014.4 181.564,1014.77 179.494,1015.17 177.422,1015.6 \n",
-       "  175.348,1016.05 173.27,1016.53 171.189,1017.04 169.105,1017.57 167.017,1018.13 164.926,1018.72 162.83,1019.33 160.729,1019.98 158.624,1020.65 156.514,1021.34 \n",
-       "  154.399,1022.07 152.278,1022.82 150.152,1023.6 148.019,1024.4 145.881,1025.24 143.736,1026.09 141.584,1026.98 139.426,1027.89 137.26,1028.83 135.087,1029.8 \n",
-       "  132.907,1030.79 130.718,1031.81 128.522,1032.86 126.318,1033.93 124.105,1035.03 121.883,1036.16 119.653,1037.31 117.413,1038.49 115.165,1039.69 112.907,1040.92 \n",
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-       "  2008.1,1185.01 2004.76,1187.03 2001.4,1189.04 1998.03,1191.02 1994.65,1192.98 1991.25,1194.92 1987.83,1196.83 1984.4,1198.72 1980.96,1200.59 1977.51,1202.43 \n",
-       "  1974.04,1204.24 1970.55,1206.03 1967.06,1207.78 1963.55,1209.51 1960.03,1211.2 1956.49,1212.87 1952.95,1214.5 1949.39,1216.1 1945.82,1217.67 1942.24,1219.2 \n",
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-       "  320.676,1004.5 318.685,1003.15 316.704,1001.82 314.734,1000.51 312.772,999.227 310.821,997.963 308.879,996.721 306.945,995.501 305.021,994.302 303.106,993.126 \n",
-       "  301.2,991.971 299.302,990.838 297.412,989.727 295.53,988.638 293.657,987.572 291.791,986.527 289.933,985.504 288.083,984.503 286.239,983.524 284.403,982.567 \n",
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-       "  1312.97,924.069 1311.57,923.666 1310.17,923.282 1308.78,922.916 1307.39,922.569 1306.01,922.239 1304.62,921.928 1303.24,921.635 1301.86,921.36 1300.48,921.103 \n",
-       "  1299.1,920.864 1297.73,920.644 1296.36,920.442 1294.98,920.257 1293.61,920.092 1292.24,919.944 1290.88,919.814 1289.51,919.703 1288.14,919.61 1286.78,919.535 \n",
-       "  1285.41,919.478 1284.05,919.439 1282.68,919.419 1281.32,919.417 1279.95,919.433 1278.59,919.467 1277.22,919.519 1275.86,919.589 1274.49,919.677 1273.12,919.784 \n",
-       "  1271.76,919.909 1270.39,920.051 1269.02,920.212 1267.65,920.391 1266.27,920.589 1264.9,920.804 1263.52,921.038 1262.15,921.289 1260.77,921.559 1259.39,921.847 \n",
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-       "  950.156,1154.79 947.039,1156.88 943.906,1158.95 940.758,1161.01 937.595,1163.05 934.417,1165.07 931.224,1167.08 928.016,1169.06 924.794,1171.02 921.557,1172.96 \n",
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-       "  779.055,1225.11 775.423,1225.51 771.787,1225.85 768.149,1226.14 764.51,1226.38 760.868,1226.57 757.226,1226.7 753.582,1226.78 749.939,1226.81 746.295,1226.79 \n",
-       "  742.652,1226.71 739.009,1226.59 735.368,1226.41 731.729,1226.19 728.091,1225.92 724.456,1225.6 720.823,1225.23 717.194,1224.81 713.568,1224.34 709.945,1223.83 \n",
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-       "  568.422,1169.03 565.216,1167.04 562.026,1165.03 558.85,1162.99 555.69,1160.94 552.544,1158.86 549.414,1156.77 546.299,1154.65 543.199,1152.52 540.115,1150.37 \n",
-       "  537.047,1148.2 533.995,1146.02 530.958,1143.82 527.938,1141.61 524.934,1139.38 521.947,1137.14 518.975,1134.89 516.02,1132.62 513.082,1130.34 510.16,1128.06 \n",
-       "  507.255,1125.76 504.367,1123.45 501.496,1121.14 498.641,1118.82 495.804,1116.49 492.984,1114.16 490.18,1111.82 487.394,1109.48 484.625,1107.13 481.873,1104.78 \n",
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-       "  452.742,1078.97 450.197,1076.64 447.67,1074.33 445.16,1072.02 442.667,1069.73 440.191,1067.44 437.732,1065.16 435.291,1062.9 432.866,1060.65 430.458,1058.41 \n",
-       "  428.067,1056.19 425.693,1053.98 423.335,1051.79 420.995,1049.61 418.67,1047.45 416.363,1045.32 414.072,1043.2 411.797,1041.1 409.537,1039.02 407.294,1036.94 \n",
-       "  405.065,1034.89 402.852,1032.84 400.654,1030.81 398.471,1028.79 396.302,1026.78 394.149,1024.79 392.01,1022.81 389.886,1020.84 387.777,1018.89 385.681,1016.96 \n",
-       "  383.6,1015.03 381.534,1013.12 379.481,1011.23 377.442,1009.35 375.417,1007.49 373.406,1005.64 371.408,1003.8 369.424,1001.98 367.454,1000.18 365.496,998.39 \n",
-       "  363.552,996.617 361.621,994.86 359.702,993.119 357.797,991.394 355.904,989.685 354.024,987.992 352.156,986.316 350.301,984.656 348.458,983.012 346.627,981.385 \n",
-       "  344.808,979.775 343,978.182 341.205,976.605 339.421,975.045 337.649,973.503 335.888,971.977 334.139,970.469 332.4,968.978 330.673,967.504 328.956,966.047 \n",
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-       "  280.442,929.68 279.005,928.79 277.574,927.919 276.15,927.065 274.732,926.228 273.32,925.409 271.914,924.607 270.513,923.822 269.118,923.054 267.729,922.305 \n",
-       "  266.346,921.573 264.968,920.859 263.595,920.164 262.228,919.486 260.865,918.826 259.508,918.183 258.155,917.558 256.807,916.951 255.464,916.361 254.125,915.789 \n",
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-       "  214.075,906.492 212.807,906.459 211.54,906.443 210.272,906.443 209.004,906.46 207.736,906.493 206.468,906.543 205.199,906.609 203.93,906.692 202.659,906.791 \n",
-       "  201.388,906.906 200.116,907.038 198.842,907.187 197.568,907.352 196.291,907.534 195.014,907.732 193.735,907.947 192.454,908.178 191.171,908.426 189.886,908.69 \n",
-       "  188.599,908.971 187.309,909.269 186.018,909.583 184.723,909.914 183.426,910.261 182.127,910.625 180.824,911.006 179.519,911.404 178.21,911.818 176.898,912.25 \n",
-       "  175.583,912.698 174.265,913.163 172.942,913.644 171.616,914.143 170.286,914.659 168.953,915.191 167.615,915.741 166.273,916.308 164.926,916.892 163.575,917.493 \n",
-       "  162.22,918.111 160.86,918.747 159.495,919.4 158.125,920.07 156.75,920.757 155.37,921.462 153.985,922.185 152.594,922.925 151.198,923.683 149.796,924.458 \n",
-       "  148.389,925.251 146.976,926.062 145.556,926.89 144.131,927.737 142.699,928.601 141.261,929.484 139.817,930.384 138.366,931.303 136.908,932.24 135.444,933.195 \n",
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-       "  102.852,957.379 101.201,958.725 99.5392,960.089 97.8676,961.47 96.1857,962.868 94.4934,964.284 92.7905,965.718 91.0769,967.169 89.3525,968.637 87.6171,970.123 \n",
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-       "  1976.9,1165.01 1973.71,1166.82 1970.51,1168.6 1967.29,1170.36 1964.06,1172.08 1960.81,1173.78 1957.56,1175.45 1954.29,1177.09 1951.01,1178.7 1947.72,1180.28 \n",
-       "  1944.41,1181.82 1941.1,1183.34 1937.77,1184.82 1934.43,1186.27 1931.09,1187.68 1927.73,1189.06 1924.36,1190.4 1920.98,1191.71 1917.59,1192.98 1914.2,1194.21 \n",
-       "  1910.79,1195.4 1907.38,1196.56 1903.95,1197.68 1900.52,1198.76 1897.08,1199.79 1893.63,1200.79 1890.18,1201.75 1886.72,1202.67 1883.25,1203.54 1879.78,1204.37 \n",
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-       "  1736.08,1199.3 1732.65,1198.25 1729.23,1197.16 1725.81,1196.03 1722.4,1194.86 1719,1193.65 1715.61,1192.41 1712.23,1191.13 1708.86,1189.81 1705.49,1188.46 \n",
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-       "  1607.3,1132.19 1604.36,1130.04 1601.44,1127.88 1598.54,1125.7 1595.65,1123.52 1592.77,1121.33 1589.92,1119.13 1587.08,1116.92 1584.26,1114.71 1581.45,1112.49 \n",
-       "  1578.67,1110.27 1575.89,1108.04 1573.14,1105.8 1570.4,1103.56 1567.68,1101.32 1564.98,1099.07 1562.29,1096.82 1559.62,1094.56 1556.96,1092.3 1554.32,1090.05 \n",
-       "  1551.7,1087.79 1549.1,1085.53 1546.51,1083.27 1543.94,1081.01 1541.39,1078.75 1538.85,1076.49 1536.33,1074.24 1533.82,1071.99 1531.34,1069.74 1528.86,1067.49 \n",
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-       "  1441.22,982.74 1439.39,980.929 1437.58,979.133 1435.78,977.352 1433.99,975.586 1432.22,973.835 1430.45,972.099 1428.7,970.377 1426.97,968.671 1425.24,966.98 \n",
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-       "  1377.41,922.165 1376.03,920.967 1374.66,919.785 1373.3,918.619 1371.94,917.467 1370.6,916.332 1369.26,915.212 1367.93,914.107 1366.61,913.018 1365.29,911.944 \n",
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-       "  1351.35,901.145 1350.12,900.254 1348.9,899.379 1347.69,898.518 1346.48,897.673 1345.28,896.842 1344.09,896.027 1342.9,895.226 1341.72,894.44 1340.54,893.669 \n",
-       "  1339.37,892.912 1338.21,892.171 1337.05,891.443 1335.9,890.731 1334.75,890.033 1333.6,889.349 1332.46,888.68 1331.33,888.025 1330.2,887.384 1329.07,886.758 \n",
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-       "  1005.78,1092.94 1003.12,1095.19 1000.44,1097.45 997.746,1099.7 995.035,1101.95 992.308,1104.2 989.564,1106.44 986.803,1108.67 984.027,1110.9 981.233,1113.13 \n",
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-       "  819.617,1201.9 816.161,1202.83 812.698,1203.71 809.229,1204.55 805.754,1205.35 802.274,1206.1 798.788,1206.81 795.296,1207.48 791.801,1208.1 788.3,1208.67 \n",
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-       "  2272.88,875.571 2271.83,876.598 2270.78,877.638 2269.72,878.69 2268.66,879.754 2267.58,880.831 2266.5,881.92 2265.41,883.022 2264.31,884.136 2263.2,885.263 \n",
-       "  2262.08,886.403 2260.96,887.556 2259.83,888.722 2258.68,889.901 2257.53,891.092 2256.37,892.297 2255.21,893.514 2254.03,894.745 2252.84,895.989 2251.65,897.246 \n",
-       "  2250.44,898.517 2249.23,899.8 2248,901.097 2246.77,902.407 2245.52,903.731 2244.27,905.068 2243.01,906.418 2241.73,907.782 2240.45,909.16 2239.15,910.551 \n",
-       "  2237.85,911.955 2236.53,913.373 2235.21,914.805 2233.87,916.25 2232.53,917.708 2231.17,919.181 2229.8,920.667 2228.42,922.166 2227.03,923.68 2225.63,925.207 \n",
-       "  2224.21,926.747 2222.79,928.302 2221.35,929.87 2219.9,931.451 2218.44,933.047 2216.97,934.656 2215.49,936.279 2213.99,937.915 2212.48,939.565 2210.96,941.229 \n",
-       "  2209.43,942.906 2207.88,944.598 2206.32,946.302 2204.75,948.021 2203.17,949.753 2201.57,951.498 2199.96,953.256 2198.34,955.028 2196.71,956.813 2195.06,958.611 \n",
-       "  2193.4,960.423 2191.72,962.248 2190.03,964.085 2188.33,965.936 2186.61,967.8 2184.88,969.677 2183.14,971.567 2181.38,973.469 2179.61,975.384 2177.82,977.311 \n",
-       "  2176.02,979.251 2174.2,981.204 2172.37,983.168 2170.53,985.144 2168.67,987.133 2166.8,989.133 2164.91,991.144 2163,993.167 2161.08,995.201 2159.15,997.247 \n",
-       "  2157.2,999.303 2155.23,1001.37 2153.25,1003.45 2151.26,1005.53 2149.24,1007.63 2147.22,1009.74 2145.17,1011.86 2143.12,1013.98 2141.04,1016.12 2138.95,1018.26 \n",
-       "  2136.85,1020.41 2134.72,1022.58 2132.59,1024.74 2130.43,1026.92 2128.26,1029.11 2126.08,1031.3 2123.87,1033.5 2121.65,1035.7 2119.42,1037.91 2117.17,1040.13 \n",
-       "  2114.9,1042.35 2112.62,1044.58 2110.31,1046.81 2108,1049.05 2105.66,1051.29 2103.31,1053.54 2100.94,1055.78 2098.56,1058.04 2096.16,1060.29 2093.74,1062.55 \n",
-       "  2091.31,1064.81 2088.86,1067.07 2086.39,1069.33 2083.9,1071.59 2081.4,1073.85 2078.89,1076.11 2076.35,1078.37 2073.8,1080.63 2071.23,1082.89 2068.65,1085.14 \n",
-       "  2066.04,1087.39 2063.43,1089.64 2060.79,1091.88 2058.14,1094.12 2055.47,1096.35 2052.79,1098.57 2050.09,1100.79 2047.37,1103 2044.63,1105.2 2041.88,1107.39 \n",
-       "  2039.12,1109.57 2036.33,1111.75 2033.54,1113.91 2030.72,1116.06 2027.89,1118.2 2025.04,1120.32 2022.18,1122.44 2019.3,1124.54 2016.41,1126.62 2013.5,1128.69 \n",
-       "  2010.58,1130.75 2007.64,1132.78 2004.68,1134.8 2001.71,1136.81 1998.73,1138.79 1995.73,1140.75 1992.72,1142.7 1989.69,1144.62 1986.65,1146.53 1983.59,1148.41 \n",
-       "  1980.53,1150.27 1977.44,1152.1 1974.35,1153.92 1971.24,1155.7 1968.11,1157.47 1964.98,1159.2 1961.83,1160.91 1958.67,1162.6 1955.49,1164.25 1952.31,1165.88 \n",
-       "  1949.11,1167.47 1945.9,1169.04 1942.68,1170.57 1939.45,1172.08 1936.2,1173.55 1932.95,1174.99 1929.69,1176.39 1926.41,1177.76 1923.13,1179.09 1919.83,1180.39 \n",
-       "  1916.53,1181.65 1913.21,1182.88 1909.89,1184.07 1906.56,1185.22 1903.22,1186.33 1899.87,1187.4 1896.52,1188.43 1893.16,1189.42 1889.79,1190.38 1886.41,1191.29 \n",
-       "  1883.03,1192.16 1879.64,1192.99 1876.25,1193.78 1872.85,1194.52 1869.44,1195.22 1866.03,1195.88 1862.62,1196.5 1859.2,1197.07 1855.78,1197.6 1852.36,1198.09 \n",
-       "  1848.93,1198.53 1845.5,1198.93 1842.07,1199.28 1838.63,1199.59 1835.2,1199.85 1831.76,1200.07 1828.32,1200.25 1824.88,1200.38 1821.44,1200.46 1817.99,1200.5 \n",
-       "  1814.55,1200.49 1811.11,1200.44 1807.67,1200.35 1804.23,1200.2 1800.79,1200.02 1797.36,1199.78 1793.92,1199.51 1790.49,1199.18 1787.06,1198.82 1783.63,1198.41 \n",
-       "  1780.2,1197.95 1776.78,1197.45 1773.37,1196.91 1769.95,1196.32 1766.54,1195.69 1763.14,1195.01 1759.74,1194.29 1756.34,1193.53 1752.95,1192.73 1749.57,1191.88 \n",
-       "  1746.19,1191 1742.82,1190.07 1739.45,1189.1 1736.09,1188.09 1732.74,1187.04 1729.39,1185.94 1726.06,1184.81 1722.73,1183.64 1719.41,1182.44 1716.1,1181.19 \n",
-       "  1712.79,1179.91 1709.5,1178.59 1706.21,1177.23 1702.94,1175.84 1699.67,1174.41 1696.42,1172.95 1693.17,1171.45 1689.94,1169.92 1686.71,1168.36 1683.5,1166.77 \n",
-       "  1680.3,1165.14 1677.11,1163.49 1673.93,1161.8 1670.77,1160.09 1667.62,1158.35 1664.48,1156.58 1661.35,1154.78 1658.24,1152.96 1655.14,1151.11 1652.06,1149.24 \n",
-       "  1648.98,1147.35 1645.93,1145.43 1642.89,1143.5 1639.86,1141.54 1636.85,1139.56 1633.85,1137.57 1630.87,1135.56 1627.9,1133.53 1624.96,1131.49 1622.02,1129.43 \n",
-       "  1619.11,1127.36 1616.21,1125.28 1613.33,1123.18 1610.46,1121.07 1607.61,1118.95 1604.77,1116.81 1601.95,1114.66 1599.15,1112.5 1596.36,1110.33 1593.59,1108.15 \n",
-       "  1590.83,1105.96 1588.09,1103.76 1585.37,1101.55 1582.66,1099.34 1579.97,1097.12 1577.3,1094.89 1574.64,1092.66 1572,1090.42 1569.38,1088.18 1566.77,1085.93 \n",
-       "  1564.18,1083.68 1561.61,1081.43 1559.05,1079.17 1556.51,1076.91 1553.98,1074.65 1551.48,1072.39 1548.98,1070.13 1546.51,1067.87 1544.05,1065.61 1541.61,1063.36 \n",
-       "  1539.19,1061.1 1536.78,1058.84 1534.39,1056.59 1532.02,1054.34 1529.66,1052.09 1527.32,1049.85 1524.99,1047.61 1522.69,1045.38 1520.4,1043.15 1518.12,1040.92 \n",
-       "  1515.86,1038.7 1513.62,1036.49 1511.4,1034.28 1509.19,1032.08 1507,1029.88 1504.82,1027.7 1502.66,1025.52 1500.52,1023.35 1498.39,1021.18 1496.28,1019.03 \n",
-       "  1494.19,1016.88 1492.11,1014.74 1490.04,1012.61 1487.99,1010.49 1485.96,1008.38 1483.95,1006.28 1481.95,1004.19 1479.96,1002.11 1477.99,1000.04 1476.03,997.984 \n",
-       "  1474.09,995.937 1472.17,993.901 1470.26,991.877 1468.37,989.864 1466.49,987.863 1464.62,985.874 1462.77,983.896 1460.93,981.931 1459.11,979.977 1457.31,978.036 \n",
-       "  1455.51,976.107 1453.74,974.191 1451.97,972.286 1450.22,970.395 1448.48,968.515 1446.76,966.649 1445.05,964.795 1443.36,962.954 1441.68,961.126 1440.01,959.31 \n",
-       "  1438.35,957.508 1436.71,955.719 1435.08,953.943 1433.47,952.18 1431.87,950.43 1430.28,948.693 1428.7,946.97 1427.14,945.26 1425.59,943.563 1424.05,941.88 \n",
-       "  1422.52,940.21 1421.01,938.553 1419.51,936.911 1418.02,935.281 1416.54,933.666 1415.08,932.063 1413.62,930.475 1412.18,928.9 1410.75,927.339 1409.33,925.791 \n",
-       "  1407.93,924.257 1406.53,922.737 1405.15,921.231 1403.77,919.738 1402.41,918.259 1401.06,916.793 1399.72,915.341 1398.39,913.903 1397.07,912.479 1395.76,911.068 \n",
-       "  1394.46,909.671 1393.18,908.288 1391.9,906.918 1390.63,905.562 1389.38,904.219 1388.13,902.89 1386.89,901.574 1385.66,900.272 1384.45,898.983 1383.24,897.708 \n",
-       "  1382.04,896.446 1380.85,895.198 1379.67,893.963 1378.5,892.741 1377.34,891.532 1376.18,890.336 1375.04,889.154 1373.9,887.984 1372.78,886.828 1371.66,885.684 \n",
-       "  1370.55,884.554 1369.45,883.436 1368.35,882.331 1367.27,881.238 1366.19,880.158 1365.12,879.091 1364.06,878.036 1363.01,876.993 1361.96,875.963 1360.92,874.945 \n",
-       "  1359.89,873.939 1358.87,872.945 1357.85,871.963 1356.84,870.993 1355.84,870.035 1354.84,869.089 1353.85,868.155 1352.87,867.233 1351.9,866.323 1350.93,865.425 \n",
-       "  1349.96,864.539 1349.01,863.664 1348.06,862.8 1347.12,861.949 1346.18,861.109 1345.25,860.28 1344.33,859.463 1343.41,858.657 1342.5,857.863 1341.59,857.079 \n",
-       "  1340.69,856.307 1339.79,855.547 1338.91,854.797 1338.02,854.058 1337.14,853.331 1336.27,852.614 1335.4,851.909 1334.54,851.214 1333.68,850.53 1332.83,849.857 \n",
-       "  1331.98,849.194 1331.14,848.543 1330.3,847.902 1329.47,847.272 1328.64,846.652 1327.82,846.043 1327,845.444 1326.18,844.856 1325.37,844.278 1324.57,843.71 \n",
-       "  1323.77,843.153 1322.97,842.607 1322.18,842.07 1321.39,841.544 1320.6,841.028 1319.82,840.522 1319.04,840.026 1318.27,839.54 1317.49,839.064 1316.73,838.599 \n",
-       "  1315.96,838.143 1315.2,837.697 1314.45,837.261 1313.69,836.835 1312.94,836.419 1312.19,836.012 1311.45,835.616 1310.71,835.229 1309.97,834.852 1309.23,834.484 \n",
-       "  1308.5,834.126 1307.77,833.778 1307.04,833.439 1306.31,833.11 1305.59,832.791 1304.87,832.481 1304.15,832.18 1303.43,831.889 1302.72,831.607 1302,831.335 \n",
-       "  1301.29,831.072 1300.58,830.819 1299.88,830.575 1299.17,830.34 1298.47,830.114 1297.77,829.898 1297.07,829.691 1296.37,829.493 1295.67,829.304 1294.97,829.125 \n",
-       "  1294.28,828.954 1293.58,828.793 1292.89,828.641 1292.2,828.498 1291.51,828.364 1290.82,828.239 1290.13,828.123 1289.44,828.017 1288.76,827.919 1288.07,827.831 \n",
-       "  1287.38,827.752 1286.7,827.681 1286.01,827.62 1285.33,827.568 1284.64,827.525 1283.96,827.491 1283.28,827.466 1282.59,827.451 1281.91,827.444 1281.23,827.446 \n",
-       "  1280.54,827.458 1279.86,827.478 1279.18,827.507 1278.49,827.546 1277.81,827.594 1277.12,827.65 1276.44,827.716 1275.75,827.791 1275.07,827.875 1274.38,827.968 \n",
-       "  1273.69,828.071 1273,828.182 1272.31,828.302 1271.62,828.432 1270.93,828.571 1270.24,828.719 1269.55,828.876 1268.85,829.042 1268.16,829.217 1267.46,829.402 \n",
-       "  1266.76,829.596 1266.06,829.799 1265.36,830.012 1264.66,830.233 1263.95,830.464 1263.25,830.705 1262.54,830.954 1261.83,831.213 1261.12,831.481 1260.4,831.759 \n",
-       "  1259.69,832.046 1258.97,832.343 1258.25,832.649 1257.52,832.965 1256.8,833.29 1256.07,833.624 1255.34,833.968 1254.61,834.322 1253.87,834.685 1253.13,835.058 \n",
-       "  1252.39,835.441 1251.65,835.833 1250.9,836.235 1250.15,836.647 1249.4,837.069 1248.64,837.5 1247.88,837.941 1247.12,838.393 1246.36,838.854 1245.59,839.325 \n",
-       "  1244.81,839.806 1244.04,840.297 1243.26,840.798 1242.47,841.309 1241.68,841.831 1240.89,842.362 1240.1,842.904 1239.3,843.456 1238.49,844.018 1237.68,844.591 \n",
-       "  1236.87,845.174 1236.05,845.768 1235.23,846.372 1234.41,846.986 1233.58,847.611 1232.74,848.247 1231.9,848.893 1231.06,849.55 1230.21,850.217 1229.36,850.894 \n",
-       "  1228.5,851.583 1227.64,852.282 1226.77,852.992 1225.9,853.713 1225.02,854.445 1224.14,855.188 1223.25,855.942 1222.35,856.708 1221.45,857.485 1220.55,858.273 \n",
-       "  1219.64,859.073 1218.72,859.884 1217.8,860.706 1216.87,861.541 1215.94,862.387 1214.99,863.245 1214.05,864.115 1213.09,864.996 1212.13,865.89 1211.17,866.796 \n",
-       "  1210.19,867.714 1209.21,868.643 1208.22,869.586 1207.23,870.54 1206.22,871.507 1205.21,872.486 1204.2,873.477 1203.17,874.481 1202.14,875.497 1201.1,876.526 \n",
-       "  1200.05,877.568 1199,878.622 1197.93,879.689 1196.86,880.768 1195.78,881.86 1194.69,882.966 1193.6,884.083 1192.49,885.214 1191.38,886.358 1190.25,887.515 \n",
-       "  1189.12,888.684 1187.98,889.867 1186.83,891.062 1185.67,892.271 1184.51,893.493 1183.33,894.727 1182.14,895.975 1180.95,897.237 1179.74,898.511 1178.53,899.798 \n",
-       "  1177.3,901.099 1176.07,902.413 1174.82,903.74 1173.57,905.081 1172.3,906.434 1171.03,907.801 1169.74,909.182 1168.45,910.575 1167.14,911.982 1165.82,913.402 \n",
-       "  1164.49,914.836 1163.15,916.283 1161.81,917.743 1160.44,919.217 1159.07,920.704 1157.69,922.204 1156.3,923.718 1154.89,925.244 1153.47,926.785 1152.04,928.338 \n",
-       "  1150.6,929.905 1149.15,931.486 1147.69,933.079 1146.21,934.686 1144.72,936.306 1143.22,937.94 1141.71,939.586 1140.19,941.246 1138.65,942.919 1137.1,944.606 \n",
-       "  1135.54,946.305 1133.97,948.018 1132.38,949.744 1130.78,951.483 1129.17,953.235 1127.54,955 1125.9,956.778 1124.25,958.569 1122.58,960.373 1120.91,962.191 \n",
-       "  1119.21,964.021 1117.51,965.863 1115.79,967.719 1114.06,969.588 1112.31,971.469 1110.55,973.363 1108.78,975.27 1106.99,977.19 1105.19,979.122 1103.37,981.066 \n",
-       "  1101.54,983.023 1099.69,984.993 1097.83,986.975 1095.96,988.97 1094.07,990.977 1092.17,992.996 1090.25,995.027 1088.32,997.07 1086.37,999.125 1084.4,1001.19 \n",
-       "  1082.43,1003.26 1080.43,1005.35 1078.42,1007.45 1076.4,1009.55 1074.36,1011.67 1072.31,1013.79 1070.23,1015.93 1068.15,1018.07 1066.04,1020.22 1063.93,1022.38 \n",
-       "  1061.79,1024.55 1059.64,1026.72 1057.47,1028.91 1055.29,1031.1 1053.09,1033.29 1050.87,1035.5 1048.64,1037.71 1046.39,1039.92 1044.12,1042.15 1041.84,1044.37 \n",
-       "  1039.54,1046.61 1037.23,1048.84 1034.89,1051.08 1032.54,1053.33 1030.18,1055.58 1027.79,1057.83 1025.39,1060.08 1022.98,1062.33 1020.54,1064.59 1018.09,1066.85 \n",
-       "  1015.63,1069.11 1013.14,1071.37 1010.64,1073.63 1008.12,1075.89 1005.59,1078.14 1003.04,1080.4 1000.47,1082.65 997.886,1084.9 995.285,1087.15 992.667,1089.4 \n",
-       "  990.032,1091.64 987.381,1093.87 984.714,1096.1 982.03,1098.32 979.329,1100.54 976.612,1102.75 973.879,1104.95 971.13,1107.15 968.364,1109.33 965.582,1111.51 \n",
-       "  962.785,1113.68 959.971,1115.83 957.142,1117.98 954.297,1120.11 951.436,1122.23 948.559,1124.33 945.668,1126.42 942.76,1128.5 939.838,1130.56 936.901,1132.61 \n",
-       "  933.948,1134.64 930.981,1136.65 927.998,1138.64 925.002,1140.61 921.99,1142.57 918.965,1144.5 915.925,1146.41 912.871,1148.3 909.803,1150.17 906.721,1152.01 \n",
-       "  903.626,1153.83 900.517,1155.62 897.395,1157.39 894.26,1159.13 891.111,1160.84 887.95,1162.53 884.777,1164.18 881.591,1165.82 878.393,1167.42 875.183,1168.99 \n",
-       "  871.962,1170.53 868.73,1172.05 865.487,1173.53 862.233,1174.97 858.969,1176.39 855.695,1177.77 852.411,1179.11 849.118,1180.43 845.815,1181.7 842.504,1182.94 \n",
-       "  839.184,1184.14 835.855,1185.3 832.519,1186.43 829.175,1187.52 825.823,1188.56 822.464,1189.57 819.099,1190.54 815.726,1191.46 812.348,1192.35 808.963,1193.19 \n",
-       "  805.573,1193.99 802.177,1194.75 798.777,1195.47 795.371,1196.14 791.961,1196.77 788.546,1197.36 785.128,1197.9 781.706,1198.39 778.28,1198.85 774.852,1199.25 \n",
-       "  771.421,1199.62 767.987,1199.93 764.551,1200.21 761.113,1200.43 757.674,1200.62 754.233,1200.75 750.791,1200.84 747.349,1200.89 743.906,1200.88 740.463,1200.84 \n",
-       "  737.021,1200.74 733.579,1200.6 730.137,1200.42 726.697,1200.19 723.258,1199.91 719.821,1199.59 716.386,1199.23 712.954,1198.81 709.524,1198.36 706.096,1197.85 \n",
-       "  702.673,1197.31 699.252,1196.72 695.836,1196.08 692.424,1195.4 689.016,1194.68 685.613,1193.92 682.215,1193.11 678.822,1192.26 675.436,1191.36 672.055,1190.43 \n",
-       "  668.68,1189.45 665.312,1188.43 661.952,1187.38 658.598,1186.28 655.252,1185.14 651.914,1183.96 648.584,1182.75 645.262,1181.5 641.95,1180.21 638.646,1178.88 \n",
-       "  635.352,1177.52 632.068,1176.12 628.794,1174.69 625.53,1173.22 622.277,1171.72 619.035,1170.19 615.804,1168.62 612.585,1167.02 609.378,1165.4 606.183,1163.74 \n",
-       "  603.001,1162.06 599.832,1160.34 596.676,1158.6 593.534,1156.84 590.406,1155.05 587.292,1153.23 584.192,1151.39 581.107,1149.53 578.038,1147.65 574.984,1145.75 \n",
-       "  571.946,1143.82 568.924,1141.88 565.917,1139.92 562.925,1137.94 559.948,1135.95 556.985,1133.93 554.038,1131.9 551.106,1129.85 548.189,1127.78 545.287,1125.7 \n",
-       "  542.401,1123.6 539.531,1121.49 536.676,1119.37 533.837,1117.23 531.014,1115.08 528.206,1112.92 525.415,1110.75 522.64,1108.57 519.881,1106.38 517.138,1104.18 \n",
-       "  514.412,1101.98 511.702,1099.76 509.008,1097.54 506.331,1095.32 503.67,1093.08 501.026,1090.85 498.398,1088.6 495.787,1086.36 493.193,1084.11 490.615,1081.85 \n",
-       "  488.054,1079.6 485.51,1077.34 482.983,1075.08 480.472,1072.82 477.978,1070.56 475.501,1068.3 473.041,1066.04 470.597,1063.78 468.17,1061.52 465.76,1059.27 \n",
-       "  463.367,1057.02 460.99,1054.77 458.63,1052.52 456.287,1050.28 453.96,1048.04 451.65,1045.8 449.357,1043.57 447.08,1041.35 444.819,1039.13 442.575,1036.91 \n",
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-       "  2272.42,851.254 2271.56,852.285 2270.69,853.327 2269.81,854.379 2268.92,855.441 2268.03,856.514 2267.12,857.597 2266.21,858.69 2265.29,859.795 2264.37,860.909 \n",
-       "  2263.43,862.035 2262.49,863.172 2261.53,864.319 2260.57,865.477 2259.6,866.646 2258.63,867.826 2257.64,869.017 2256.64,870.219 2255.64,871.432 2254.63,872.657 \n",
-       "  2253.6,873.893 2252.57,875.14 2251.53,876.399 2250.48,877.669 2249.42,878.951 2248.35,880.245 2247.27,881.55 2246.18,882.867 2245.08,884.196 2243.97,885.537 \n",
-       "  2242.85,886.89 2241.73,888.255 2240.59,889.631 2239.44,891.02 2238.28,892.421 2237.11,893.834 2235.93,895.259 2234.74,896.697 2233.53,898.147 2232.32,899.609 \n",
-       "  2231.1,901.083 2229.86,902.57 2228.62,904.069 2227.36,905.58 2226.09,907.104 2224.81,908.64 2223.52,910.189 2222.22,911.75 2220.9,913.324 2219.58,914.91 \n",
-       "  2218.24,916.509 2216.89,918.12 2215.53,919.744 2214.16,921.38 2212.77,923.028 2211.37,924.689 2209.96,926.363 2208.54,928.049 2207.1,929.748 2205.65,931.459 \n",
-       "  2204.19,933.182 2202.72,934.918 2201.23,936.667 2199.73,938.427 2198.22,940.201 2196.7,941.986 2195.16,943.784 2193.6,945.594 2192.04,947.416 2190.46,949.251 \n",
-       "  2188.87,951.098 2187.26,952.957 2185.64,954.828 2184,956.711 2182.36,958.607 2180.69,960.514 2179.02,962.433 2177.33,964.364 2175.62,966.307 2173.9,968.261 \n",
-       "  2172.17,970.226 2170.42,972.202 2168.66,974.19 2166.88,976.188 2165.09,978.198 2163.28,980.218 2161.46,982.249 2159.62,984.291 2157.76,986.343 2155.9,988.405 \n",
-       "  2154.01,990.478 2152.11,992.56 2150.2,994.652 2148.27,996.754 2146.32,998.865 2144.36,1000.99 2142.38,1003.12 2140.39,1005.25 2138.38,1007.4 2136.36,1009.56 \n",
-       "  2134.31,1011.72 2132.26,1013.89 2130.18,1016.07 2128.09,1018.25 2125.99,1020.45 2123.87,1022.65 2121.73,1024.85 2119.57,1027.06 2117.4,1029.28 2115.21,1031.5 \n",
-       "  2113.01,1033.73 2110.79,1035.97 2108.55,1038.2 2106.29,1040.44 2104.02,1042.69 2101.73,1044.94 2099.43,1047.19 2097.11,1049.44 2094.77,1051.7 2092.42,1053.96 \n",
-       "  2090.05,1056.22 2087.66,1058.48 2085.25,1060.74 2082.83,1063 2080.4,1065.26 2077.94,1067.52 2075.47,1069.78 2072.98,1072.03 2070.48,1074.29 2067.96,1076.54 \n",
-       "  2065.42,1078.78 2062.86,1081.03 2060.29,1083.27 2057.7,1085.5 2055.1,1087.73 2052.48,1089.95 2049.84,1092.17 2047.19,1094.38 2044.52,1096.58 2041.83,1098.77 \n",
-       "  2039.13,1100.95 2036.41,1103.13 2033.68,1105.3 2030.93,1107.46 2028.16,1109.6 2025.38,1111.74 2022.58,1113.86 2019.76,1115.98 2016.93,1118.07 2014.09,1120.16 \n",
-       "  2011.22,1122.22 2008.35,1124.28 2005.46,1126.31 2002.55,1128.33 1999.63,1130.33 1996.69,1132.3 1993.74,1134.26 1990.78,1136.2 1987.8,1138.12 1984.81,1140.01 \n",
-       "  1981.8,1141.89 1978.78,1143.73 1975.75,1145.56 1972.7,1147.36 1969.64,1149.13 1966.56,1150.88 1963.48,1152.6 1960.38,1154.29 1957.27,1155.96 1954.14,1157.59 \n",
-       "  1951.01,1159.2 1947.86,1160.78 1944.7,1162.32 1941.53,1163.84 1938.35,1165.32 1935.16,1166.77 1931.96,1168.19 1928.74,1169.58 1925.52,1170.93 1922.29,1172.24 \n",
-       "  1919.04,1173.53 1915.79,1174.77 1912.53,1175.98 1909.26,1177.16 1905.98,1178.29 1902.69,1179.39 1899.4,1180.45 1896.09,1181.48 1892.78,1182.46 1889.46,1183.41 \n",
-       "  1886.14,1184.31 1882.8,1185.18 1879.47,1186 1876.12,1186.79 1872.77,1187.53 1869.42,1188.24 1866.05,1188.9 1862.69,1189.51 1859.32,1190.09 1855.94,1190.62 \n",
-       "  1852.57,1191.11 1849.18,1191.56 1845.8,1191.96 1842.41,1192.32 1839.02,1192.63 1835.63,1192.9 1832.24,1193.13 1828.84,1193.31 1825.44,1193.44 1822.05,1193.53 \n",
-       "  1818.65,1193.57 1815.25,1193.57 1811.86,1193.51 1808.46,1193.42 1805.06,1193.27 1801.67,1193.08 1798.28,1192.84 1794.89,1192.56 1791.5,1192.23 1788.12,1191.85 \n",
-       "  1784.74,1191.44 1781.36,1190.97 1777.99,1190.47 1774.62,1189.91 1771.25,1189.32 1767.89,1188.69 1764.53,1188.01 1761.18,1187.29 1757.84,1186.53 1754.5,1185.72 \n",
-       "  1751.17,1184.88 1747.84,1184 1744.52,1183.08 1741.21,1182.12 1737.9,1181.12 1734.6,1180.08 1731.31,1179 1728.03,1177.89 1724.76,1176.74 1721.49,1175.55 \n",
-       "  1718.24,1174.33 1714.99,1173.08 1711.75,1171.79 1708.53,1170.46 1705.31,1169.1 1702.1,1167.71 1698.9,1166.28 1695.71,1164.83 1692.54,1163.34 1689.37,1161.82 \n",
-       "  1686.22,1160.27 1683.08,1158.69 1679.94,1157.08 1676.82,1155.44 1673.72,1153.78 1670.62,1152.08 1667.54,1150.36 1664.47,1148.62 1661.41,1146.84 1658.37,1145.05 \n",
-       "  1655.34,1143.22 1652.32,1141.38 1649.31,1139.51 1646.32,1137.62 1643.35,1135.7 1640.38,1133.76 1637.44,1131.81 1634.5,1129.83 1631.58,1127.83 1628.68,1125.82 \n",
-       "  1625.79,1123.78 1622.91,1121.73 1620.05,1119.66 1617.21,1117.58 1614.38,1115.48 1611.56,1113.37 1608.76,1111.24 1605.98,1109.09 1603.21,1106.94 1600.46,1104.77 \n",
-       "  1597.73,1102.59 1595.01,1100.4 1592.31,1098.2 1589.62,1096 1586.95,1093.78 1584.3,1091.56 1581.66,1089.32 1579.04,1087.09 1576.44,1084.84 1573.85,1082.6 \n",
-       "  1571.28,1080.35 1568.73,1078.09 1566.2,1075.84 1563.68,1073.58 1561.18,1071.32 1558.7,1069.06 1556.23,1066.8 1553.78,1064.54 1551.35,1062.28 1548.93,1060.02 \n",
-       "  1546.54,1057.77 1544.15,1055.51 1541.79,1053.25 1539.44,1050.99 1537.11,1048.74 1534.79,1046.49 1532.5,1044.24 1530.22,1041.99 1527.95,1039.75 1525.7,1037.51 \n",
-       "  1523.47,1035.27 1521.25,1033.04 1519.06,1030.82 1516.87,1028.6 1514.71,1026.38 1512.56,1024.17 1510.42,1021.97 1508.31,1019.77 1506.21,1017.58 1504.12,1015.39 \n",
-       "  1502.05,1013.21 1500,1011.04 1497.96,1008.88 1495.94,1006.73 1493.94,1004.58 1491.95,1002.44 1489.98,1000.31 1488.02,998.194 1486.08,996.082 1484.15,993.98 \n",
-       "  1482.24,991.887 1480.35,989.804 1478.47,987.731 1476.6,985.668 1474.75,983.615 1472.92,981.572 1471.1,979.54 1469.3,977.519 1467.51,975.508 1465.74,973.509 \n",
-       "  1463.98,971.521 1462.23,969.543 1460.5,967.578 1458.79,965.624 1457.09,963.681 1455.4,961.75 1453.73,959.831 1452.07,957.924 1450.43,956.028 1448.8,954.145 \n",
-       "  1447.18,952.274 1445.58,950.415 1444,948.568 1442.42,946.734 1440.86,944.911 1439.31,943.101 1437.78,941.304 1436.26,939.519 1434.75,937.746 1433.26,935.985 \n",
-       "  1431.78,934.237 1430.31,932.501 1428.85,930.778 1427.41,929.067 1425.98,927.368 1424.56,925.682 1423.16,924.01 1421.76,922.349 1420.38,920.702 1419.01,919.067 \n",
-       "  1417.66,917.445 1416.31,915.835 1414.98,914.238 1413.66,912.654 1412.35,911.082 1411.05,909.522 1409.76,907.975 1408.48,906.44 1407.22,904.917 1405.96,903.407 \n",
-       "  1404.72,901.909 1403.49,900.423 1402.27,898.949 1401.06,897.488 1399.86,896.038 1398.67,894.601 1397.5,893.175 1396.33,891.762 1395.17,890.36 1394.03,888.97 \n",
-       "  1392.89,887.592 1391.77,886.226 1390.65,884.871 1389.54,883.528 1388.45,882.197 1387.36,880.877 1386.29,879.569 1385.22,878.272 1384.16,876.987 1383.12,875.713 \n",
-       "  1382.08,874.451 1381.05,873.2 1380.03,871.96 1379.02,870.731 1378.02,869.513 1377.03,868.307 1376.05,867.111 1375.07,865.927 1374.11,864.753 1373.15,863.59 \n",
-       "  1372.21,862.438 1371.27,861.297 1370.34,860.167 1369.42,859.047 1368.5,857.938 1367.6,856.839 1366.7,855.751 1365.81,854.673 1364.93,853.606 1364.06,852.549 \n",
-       "  1363.19,851.502 1362.34,850.466 1361.49,849.439 1360.64,848.423 1359.81,847.417 1358.98,846.42 1358.16,845.434 1357.35,844.458 1356.55,843.491 1355.75,842.534 \n",
-       "  1354.96,841.587 1354.18,840.649 1353.4,839.721 1352.63,838.802 1351.87,837.893 1351.11,836.993 1350.36,836.102 1349.62,835.221 1348.89,834.349 1348.16,833.486 \n",
-       "  1347.43,832.632 1346.72,831.786 1346.01,830.95 1345.3,830.123 1344.6,829.304 1343.91,828.494 1343.23,827.693 1342.55,826.9 1341.87,826.116 1341.2,825.34 \n",
-       "  1340.54,824.572 1339.88,823.813 1339.23,823.062 1338.58,822.319 1337.94,821.584 1337.31,820.857 1336.67,820.138 1336.05,819.427 1335.43,818.723 1334.81,818.027 \n",
-       "  1334.2,817.339 1333.6,816.659 1333,815.986 1332.4,815.32 1331.81,814.662 1331.22,814.011 1330.64,813.368 1330.07,812.732 1329.49,812.103 1328.93,811.482 \n",
-       "  1328.36,810.868 1327.8,810.261 1327.25,809.661 1326.7,809.068 1326.16,808.482 1325.61,807.903 1325.08,807.33 1324.55,806.765 1324.02,806.207 1323.49,805.655 \n",
-       "  1322.97,805.11 1322.46,804.572 1321.95,804.04 1321.44,803.515 1320.93,802.996 1320.43,802.484 1319.94,801.979 1319.44,801.479 1318.95,800.987 1318.47,800.5 \n",
-       "  1317.99,800.02 1317.51,799.546 1317.03,799.078 1316.56,798.616 1316.09,798.161 1315.63,797.711 1315.17,797.268 1314.71,796.83 1314.26,796.399 1313.8,795.973 \n",
-       "  1313.36,795.554 1312.91,795.14 1312.47,794.732 1312.03,794.329 1311.59,793.933 1311.16,793.542 1310.73,793.157 1310.3,792.777 1309.88,792.403 1309.45,792.035 \n",
-       "  1309.04,791.672 1308.62,791.315 1308.21,790.963 1307.79,790.616 1307.39,790.275 1306.98,789.94 1306.57,789.609 1306.17,789.284 1305.77,788.964 1305.38,788.649 \n",
-       "  1304.98,788.34 1304.59,788.036 1304.2,787.737 1303.81,787.443 1303.43,787.154 1303.05,786.87 1302.66,786.591 1302.29,786.317 1301.91,786.048 1301.53,785.784 \n",
-       "  1301.16,785.525 1300.79,785.271 1300.42,785.022 1300.05,784.777 1299.68,784.538 1299.32,784.303 1298.96,784.073 1298.6,783.847 1298.24,783.627 1297.88,783.411 \n",
-       "  1297.52,783.2 1297.17,782.993 1296.82,782.791 1296.46,782.594 1296.11,782.401 1295.77,782.213 1295.42,782.029 1295.07,781.85 1294.73,781.676 1294.38,781.506 \n",
-       "  1294.04,781.341 1293.7,781.18 1293.36,781.024 1293.02,780.872 1292.68,780.724 1292.35,780.581 1292.01,780.443 1291.68,780.309 1291.34,780.179 1291.01,780.054 \n",
-       "  1290.68,779.933 1290.35,779.817 1290.02,779.704 1289.69,779.597 1289.36,779.493 1289.03,779.394 1288.7,779.3 1288.38,779.209 1288.05,779.124 1287.73,779.042 \n",
-       "  1287.4,778.965 1287.08,778.891 1286.76,778.823 1286.43,778.758 1286.11,778.698 1285.79,778.642 1285.47,778.591 1285.15,778.543 1284.83,778.5 1284.51,778.462 \n",
-       "  1284.19,778.427 1283.87,778.397 1283.55,778.371 1283.23,778.349 1282.91,778.332 1282.59,778.319 1282.27,778.31 1281.95,778.305 1281.63,778.304 1281.31,778.308 \n",
-       "  1281,778.316 1280.68,778.328 1280.36,778.345 1280.04,778.366 1279.72,778.391 1279.4,778.42 1279.08,778.454 1278.76,778.491 1278.44,778.533 1278.12,778.58 \n",
-       "  1277.8,778.63 1277.48,778.685 1277.15,778.744 1276.83,778.808 1276.51,778.875 1276.19,778.947 1275.86,779.024 1275.54,779.104 1275.21,779.189 1274.89,779.278 \n",
-       "  1274.56,779.372 1274.23,779.47 1273.9,779.572 1273.58,779.678 1273.25,779.789 1272.92,779.904 1272.59,780.024 1272.25,780.148 1271.92,780.276 1271.59,780.409 \n",
-       "  1271.25,780.546 1270.91,780.687 1270.58,780.833 1270.24,780.984 1269.9,781.139 1269.56,781.298 1269.22,781.462 1268.87,781.63 1268.53,781.803 1268.18,781.98 \n",
-       "  1267.84,782.162 1267.49,782.349 1267.14,782.54 1266.79,782.736 1266.44,782.936 1266.08,783.141 1265.73,783.351 1265.37,783.566 1265.01,783.785 1264.65,784.009 \n",
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-       "  2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 \n",
-       "  2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 \n",
-       "  2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 \n",
-       "  2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 \n",
-       "  2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 \n",
-       "  2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 \n",
-       "  2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 \n",
-       "  2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 \n",
-       "  2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 \n",
-       "  2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 \n",
-       "  2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 \n",
-       "  2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 \n",
-       "  2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 \n",
-       "  2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 \n",
-       "  2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 \n",
-       "  2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 \n",
-       "  2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 2352.76,735.266 \n",
-       "  \n",
-       "  \"/>\n",
-       "<circle clip-path=\"url(#clip652)\" cx=\"210.746\" cy=\"735.266\" r=\"14.4\" fill=\"#c271d2\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"3.2\"/>\n",
-       "<circle clip-path=\"url(#clip652)\" cx=\"746.248\" cy=\"735.266\" r=\"14.4\" fill=\"#ac8d18\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"3.2\"/>\n",
-       "<circle clip-path=\"url(#clip652)\" cx=\"1281.75\" cy=\"735.266\" r=\"14.4\" fill=\"#00a9ad\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"3.2\"/>\n",
-       "<circle clip-path=\"url(#clip652)\" cx=\"1817.25\" cy=\"735.266\" r=\"14.4\" fill=\"#ed5d92\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"3.2\"/>\n",
-       "<circle clip-path=\"url(#clip652)\" cx=\"2352.76\" cy=\"735.266\" r=\"14.4\" fill=\"#c68125\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"3.2\"/>\n",
-       "</svg>\n"
-      ]
-     },
-     "execution_count": 36,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Diagramme de phase\n",
     "#\n",
@@ -16990,24 +987,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "x variable globale\n",
-      "  0.026855 seconds (3.64 k allocations: 77.156 KiB, 98.99% compilation time)\n",
-      "  0.000137 seconds (3.49 k allocations: 70.156 KiB)\n",
-      "\n",
-      "x en argument\n",
-      "  0.007270 seconds (3.96 k allocations: 193.953 KiB, 99.74% compilation time)\n",
-      "  0.000010 seconds (1 allocation: 16 bytes)\n",
-      "\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "x = rand(1000)\n",
     "\n",
@@ -17046,22 +1028,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Avant fct2\n",
-      "a, b =0, 1\n",
-      "Dans fct2\n",
-      "a, b =0, 0\n",
-      "Après fct2\n",
-      "a, b =0, 1\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "function fct2(a,b)\n",
     "    b = a\n",
@@ -17088,23 +1057,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Avant fct3\n",
-      "a, b =[0, 0], [1, 1]\n",
-      "Dans fct3\n",
-      "a, b =[0, 0], [0, 0]\n",
-      "Après fct3\n",
-      "a, b =[0, 0], [0, 0]\n",
-      "a, b, c =[0, 0], [10, 0], [10, 0]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "function fct3(a,b)\n",
     "    b[1] = a[1]\n",
@@ -17140,20 +1095,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "fct4(a) = [2]\n",
-      "a = [2]\n",
-      "fct5!(a) = [3]\n",
-      "a = [3]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "function fct4(x)\n",
     "    x[1]=2\n",
@@ -17180,7 +1124,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.8.3",
+   "display_name": "Julia 1.8.2",
    "language": "julia",
    "name": "julia-1.8"
   },
diff --git a/src/julia/intro-julia.ipynb b/src/julia/intro-julia.ipynb
index e892406a612223343a7ce3c360799b8b108e8d27..11d8268730fbeff18421ab27ad83634f18f3c431 100644
--- a/src/julia/intro-julia.ipynb
+++ b/src/julia/intro-julia.ipynb
@@ -937,9 +937,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.6.0",
+   "display_name": "Julia 1.8.2",
    "language": "julia",
-   "name": "julia-1.6"
+   "name": "julia-1.8"
   },
   "language_info": {
    "file_extension": ".jl",