Metavoxel GPU Validation 3.ipynb

    "            A = edge[\"area\"]\n",
    "            G=1.0#todo shear_modulus\n",
    "            ixx = 1.0#todo section ixx\n",
    "            iyy = 1.0#todo section.iyy#\n",
    "            l0=length\n",
    "            j=1.0;#todo check\n",
    "            l02 = l0 * l0\n",
    "            l03 = l0 * l0 * l0\n",
    "            \n",
    "            ################################\n",
    "            mass=1\n",
    "            nu=0.35\n",
    "            W = 75\n",
    "            L = W/sqrt(2)\n",
    "            L=length\n",
    "            n_min = 1\n",
    "            n_max = 7\n",
    "            # Cross Section inputs, must be floats\n",
    "            E = 2000e9  # MPa\n",
    "            G = E * 1 / 3  # MPa\n",
    "            h = 2.38/100.0  # mm\n",
    "            b = 2.38/100.0  # mm\n",
    "            rho = 7.85e-9 / 3  # kg/mm^3\n",
    "            S = h * b\n",
    "            Sy = (S * (6 + 12 * nu + 6 * nu^2)/ (7 + 12 * nu + 4 * nu^2))\n",
    "            # For solid rectangular cross section (width=b, depth=d & ( b < d )):\n",
    "            Q = 1 / 3 - 0.2244 / (min(h / b, b / h) + 0.1607)\n",
    "            J = Q * min(h * b^3, b * h^3)\n",
    "            \n",
    "            \n",
    "            ##if voxels\n",
    "            #nu=0\n",
    "            #L=l\n",
    "            #a1 = E*L # EA/L : Units of N/m\n",
    "            #a2 = E * L*L*L / (12.0*(1+nu)) # GJ/L : Units of N-m\n",
    "            #b1 = E*L # 12EI/L^3 : Units of N/m\n",
    "            #b2 = E*L*L/2.0 # 6EI/L^2 : Units of N (or N-m/m: torque related to linear distance)\n",
    "            #b3 = E*L*L*L/6.0 # 2EI/L : Units of N-m\n",
    "            \n",
    "            I= b*h^3/12\n",
    "#             J=b*h*(b*b+h*h)/12\n",
    "            a1=E*b*h/L\n",
    "            a2=G*J/L\n",
    "            b1=12*E*I/(L^3)\n",
    "            b2=6*E*I/(L^2)\n",
    "            b3=2*E*I/(L)\n",
    "            \n",
    "            # Cm = rho * area * length /6.0\n",
    "            # Ck= E * area / length \n",
    "\n",
    "            # m = [[2 1];[1 2]]\n",
    "            # k = [[1 -1];[-1 1]]\n",
    "            \n",
    "\n",
    "            k = [[E*A/l0  0  0  0  0  0  -E*A/l0  0  0  0  0  0];[0  12*E*ixx/l03  0  0  0  6*E*ixx/l02  0  -12*E*ixx/l03  0  0  0  6*E*ixx/l02];[0  0  12*E*iyy/l03  0  -6*E*iyy/l02  0  0  0  -12*E*iyy/l03  0  -6*E*iyy/l02  0];[0  0  0  G*j/l0  0  0  0  0  0  -G*j/l0  0  0];[0  0  -6*E*iyy/l02  0  4*E*iyy/l0  0  0  0  6*E*iyy/l02  0  2*E*iyy/l0  0];[0  6*E*ixx/l02  0  0  0  4*E*ixx/l0  0  -6*E*ixx/l02  0  0  0  2*E*ixx/l0];[-E*A/l0  0  0  0  0  0  E*A/l0  0  0  0  0  0];[0  -12*E*ixx/l03  0  0  0  -6*E*ixx/l02  0  12*E*ixx/l03  0  0  0  -6*E*ixx/l02];[0  0  -12*E*iyy/l03  0  6*E*iyy/l02  0  0  0  12*E*iyy/l03  0  6*E*iyy/l02  0];[0  0  0  -G*j/l0  0  0  0  0  0  G*j/l0  0  0];[0  0  -6*E*iyy/l02  0  2*E*iyy/l0  0  0  0  6*E*iyy/l02  0  4*E*iyy/l0  0];[0  6*E*ixx/l02  0  0  0  2*E*ixx/l0  0  -6*E*ixx/l02  0  0  0  4*E*ixx/l0]]\n",
    "            k= [[ a1  0  0  0   0   0  -a1  0   0   0   0   0  ];\n",
    "                [  0 b1  0  0   0   b2  0  -b1  0   0   0   b2 ];\n",
    "                [  0  0  b1 0  -b2  0   0   0  -b1  0  -b2  0  ];\n",
    "                [  0  0  0  a2  0   0   0   0   0  -a2  0   0  ];\n",
    "                [  0  0  0  0  2b3  0   0   0   b2  0   b3  0  ];\n",
    "                [  0  0  0  0   0  2b3  0  -b2  0   0   0   b3 ];\n",
    "                [  0  0  0  0   0   0   a1  0   0   0   0   0  ];\n",
    "                [  0  0  0  0   0   0   0   b1  0   0   0  -b2 ];\n",
    "                [  0  0  0  0   0   0   0   0   b1  0   b2  0  ];\n",
    "                [  0  0  0  0   0   0   0   0   0   a2  0   0  ];\n",
    "                [  0  0  0  0   0   0   0   0   0    0 2b3  0  ];\n",
    "                [  0  0  0  0   0   0   0   0   0    0  0  2b3 ]]\n",
    "            # find rotated mass and stifness matrices\n",
    "            tau = rotation_matrix(element_vector, x_axis,y_axis,z_axis)\n",
    "\n",
    "            # m_r=transpose(tau)*m*tau\n",
    "            k_r=transpose(tau)*k*tau\n",
    "\n",
    "            # change from element to global coordinate\n",
    "            index= dofs.+1\n",
    "\n",
    "            B=zeros((12,ndofs))\n",
    "            for i in 1:12\n",
    "                  B[i,index[i]]=1.0\n",
    "            end\n",
    "\n",
    "\n",
    "            # M_rG= transpose(B)*m_r*B\n",
    "            K_rG= transpose(B)*k_r*B\n",
    "\n",
    "            # M += Cm .* M_rG\n",
    "            # K += Ck .* K_rG\n",
    "            K +=  K_rG\n",
    "\n",
    "        end\n",
    "        \n",
    "        \n",
    "        # construct the force vector\n",
    "        F=zeros(ndofs)\n",
    "        remove_indices=[];\n",
    "        for node in nodes\n",
    "            #insert!(F,i, value);\n",
    "            #F=vcat(F,value)\n",
    "            \n",
    "            \n",
    "            i=parse(Int,node[\"id\"][2:end])\n",
    "            f=node[\"force\"]\n",
    "            \n",
    "            # println(f)\n",
    "            F[(i)*6+1]=f[\"x\"]/1.0\n",
    "            F[(i)*6+2]=f[\"y\"]/1.0\n",
    "            F[(i)*6+3]=f[\"z\"]/1.0\n",
    "            F[(i)*6+4]=0\n",
    "            F[(i)*6+5]=0\n",
    "            F[(i)*6+6]=0\n",
    "            Load+=f[\"y\"]/1.0\n",
    "            if (F[(i)*6+2]!=0)\n",
    "                append!(topNodesIndices,i)\n",
    "            end\n",
    "            \n",
    "            dofs = convert(Array{Int}, node[\"degrees_of_freedom\"]).+1\n",
    "            restrained_dofs=node[\"restrained_degrees_of_freedom\"]\n",
    "            for (index, value) in enumerate(dofs)\n",
    "                if restrained_dofs[index]\n",
    "                    append!( remove_indices, value)\n",
    "                end\n",
    "            end\n",
    "            \n",
    "        end\n",
    "\n",
    "        #println(remove_indices)\n",
    "        #print(K)\n",
    "        #print(F)\n",
    "        \n",
    "\n",
    "        #M = M[setdiff(1:end, remove_indices), :]\n",
    "        K = K[setdiff(1:end, remove_indices), :]\n",
    "\n",
    "        #M = M[:,setdiff(1:end, remove_indices)]\n",
    "        K = K[:,setdiff(1:end, remove_indices)]\n",
    "\n",
    "        F = F[setdiff(1:end, remove_indices)]\n",
    "        U=zeros(ndofs)\n",
    "        \n",
    "        return M,K,F,U,remove_indices\n",
    "    end\n",
    "\n",
    "    \n",
    "    function updateDisplacement(setup, X)\n",
    "        nodes= setup[\"nodes\"]\n",
    "        i=0\n",
    "        for node in nodes\n",
    "            \n",
    "#             if !node[\"restrained_degrees_of_freedom\"][2]\n",
    "                #i=parse(Int,node[\"id\"][2:end])\n",
    "                node[\"displacement\"][\"x\"]=X[(i)*6+1]/15\n",
    "                node[\"displacement\"][\"y\"]=X[(i)*6+2]/15\n",
    "                node[\"displacement\"][\"z\"]=X[(i)*6+3]/15\n",
    "                node[\"angle\"][\"x\"]=X[(i)*6+4]\n",
    "                node[\"angle\"][\"y\"]=X[(i)*6+5]\n",
    "                node[\"angle\"][\"z\"]=X[(i)*6+6]\n",
    "                append!(displacementFEA,[Vector3(X[(i)*6+1],X[(i)*6+2],X[(i)*6+3])])\n",
    "                i=i+1\n",
    "#             else\n",
    "#                 append!(displacementFEA,[Vector3(0,0,0)])\n",
    "#             end\n",
    "        end\n",
    "    end\n",
    "    \n",
    "    #######################################################\n",
    "\n",
    "    function get_stresses(setup)\n",
    "        nodes      = setup[\"nodes\"]\n",
    "        edges      = setup[\"edges\"]\n",
    "        ndofs      = length(nodes)*6\n",
    "\n",
    "        x_axis     = [1 0 0]\n",
    "        y_axis     = [0 1 0]\n",
    "        z_axis     = [0 0 1]\n",
    "\n",
    "        # find the stresses in each member\n",
    "        stresses=zeros(length(edges))\n",
    "        max11=-10e6\n",
    "        min11=10e6\n",
    "        for edge in edges\n",
    "            #degrees_of_freedom = properties[\"degrees_of_freedom\"]\n",
    "\n",
    "            element=parse(Int,edge[\"id\"][2:end])\n",
    "\n",
    "            # find the nodes that the lements connects\n",
    "            fromNode = nodes[edge[\"source\"]+1]\n",
    "            toNode = nodes[edge[\"target\"]+1]\n",
    "\n",
    "            # the coordinates for each node\n",
    "            fromPoint = [fromNode[\"position\"][\"x\"]/100.0 fromNode[\"position\"][\"y\"]/100.0 fromNode[\"position\"][\"z\"]/100.0]\n",
    "            toPoint = [toNode[\"position\"][\"x\"]/100.0 toNode[\"position\"][\"y\"]/100.0 toNode[\"position\"][\"z\"]/100.0]\n",
    "\n",
    "            # find the degrees of freedom for each node\n",
    "            dofs = convert(Array{Int}, fromNode[\"degrees_of_freedom\"])\n",
    "            dofs=vcat(dofs,convert(Array{Int}, toNode[\"degrees_of_freedom\"]))\n",
    "\n",
    "            element_vector=toPoint-fromPoint\n",
    "\n",
    "\n",
    "            # find rotated mass and stifness matrices\n",
    "            tau = rotation_matrix(element_vector, x_axis,y_axis,z_axis)\n",
    "\n",
    "            # i1=parse(Int,fromNode[\"id\"][2:end])\n",
    "            # i2=parse(Int,toNode[\"id\"][2:end])\n",
    "\n",
    "            # global_displacements=[X[(i1)*6+1] X[(i1)*6+2] X[(i1)*6+3] X[(i1)*6+4] X[(i1)*6+5] X[(i1)*6+6] X[(i2)*6+1] X[(i2)*6+2] X[(i2)*6+3] X[(i2)*6+4] X[(i2)*6+5] X[(i2)*6+6]] # todo change\n",
    "            global_displacements=[fromNode[\"displacement\"][\"x\"] fromNode[\"displacement\"][\"y\"] fromNode[\"displacement\"][\"z\"] fromNode[\"angle\"][\"x\"] fromNode[\"angle\"][\"y\"] fromNode[\"angle\"][\"z\"] toNode[\"displacement\"][\"x\"] toNode[\"displacement\"][\"y\"] toNode[\"displacement\"][\"z\"] toNode[\"angle\"][\"x\"] toNode[\"angle\"][\"y\"] toNode[\"angle\"][\"z\"]] # todo change\n",
    "\n",
    "            # nodal displacement\n",
    "\n",
    "            q=tau*transpose(global_displacements)\n",
    "            # println(q)\n",
    "            # calculate the strain and stresses\n",
    "            strain =(q[7]-q[1])/norm(element_vector)\n",
    "            E = edge[\"stiffness\"]# youngs modulus\n",
    "            stress=E.*strain\n",
    "            edge[\"stress\"]=stress\n",
    "            if stress>max11\n",
    "                max11=stress\n",
    "            end\n",
    "            if stress<min11\n",
    "                min11=stress\n",
    "            end\n",
    "            # println(element)\n",
    "            # println(stress)\n",
    "        end\n",
    "\n",
    "\n",
    "\n",
    "        setup[\"viz\"][\"minStress\"]=min11\n",
    "        setup[\"viz\"][\"maxStress\"]=max11\n",
    "        return stresses\n",
    "    end\n",
    "    \n",
    "    function initialize(setup)\n",
    "        nodes      = setup[\"nodes\"]\n",
    "        ndofs      = length(nodes)*6\n",
    "        \n",
    "        i=0\n",
    "        for node in nodes\n",
    "            dg=[]\n",
    "            for ii in 0:5\n",
    "                append!(dg,i+ii) \n",
    "            end\n",
    "            i+=6\n",
    "            node[\"degrees_of_freedom\"]=dg\n",
    "        end\n",
    "    end\n",
    "\n",
    "    #######################################################\n",
    "    function solveFea(setup)\n",
    "        // # determine the global matrices\n",
    "        initialize(setup)\n",
    "        M,K,F,U,ind=get_matrices(setup)\n",
    "        \n",
    "        #println(M)\n",
    "        #println(K)\n",
    "        #println(F)\n",
    "\n",
    "        #evals=eigvals(K,M)\n",
    "        #evecs=eigvecs(K,M)\n",
    "        #frequencies=sqrt.(evals)\n",
    "        X=inv(K)*F\n",
    "        U[setdiff(1:end, ind)]=X\n",
    "\n",
    "        updateDisplacement(setup, U)\n",
    "\n",
    "        # determine the stresses in each element\n",
    "        stresses=get_stresses(setup)\n",
    "    end\n",
    "    #######################################################\n",
    "    displacementFEA=[]\n",
    "    Load=0\n",
    "    topNodesIndices=[]\n",
    "    solveFea(setup)\n",
    "    return displacementFEA,Load,topNodesIndices\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "recommendedTimeStep (generic function with 1 method)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function recommendedTimeStep()\n",
    "    \n",
    "    \n",
    "#     #find the largest natural frequency (sqrt(k/m)) that anything in the simulation will experience, then multiply by 2*pi and invert to get the optimally largest timestep that should retain stability\n",
    "#     MaxFreq2 = 0.0; #maximum frequency in the simulation in rad/sec\n",
    "    \n",
    "#     for e in 1:length(edges) #for each edge\n",
    "#         CVX_Link* pL = (*it);\n",
    "#         #axial\n",
    "#         m1 = mass(),  m2 = mass()\n",
    "#         thisMaxFreq2 = axialStiffness()/(m1<m2?m1:m2)\n",
    "#         if (thisMaxFreq2 > MaxFreq2) \n",
    "#             MaxFreq2 = thisMaxFreq2;\n",
    "#         end\n",
    "\n",
    "#         #rotational will always be less than or equal\n",
    "#     end\n",
    "        \n",
    "\n",
    "#     if (MaxFreq2 <= 0.0) #didn't find anything (i.e no links) check for individual voxelss\n",
    "#         for n in 1:length(nodes) #for each node\n",
    "#             thisMaxFreq2 = youngsModulus*nomSize/mass;\n",
    "#             #thisMaxFreq2 = (*it)->mat->youngsModulus()*(*it)->mat->nomSize/(*it)->mat->mass();\n",
    "#             if (thisMaxFreq2 > MaxFreq2) \n",
    "#                     MaxFreq2 = thisMaxFreq2;\n",
    "#             end\n",
    "#         end\n",
    "#     end\n",
    "\n",
    "#     if (MaxFreq2 <= 0.0) \n",
    "#         return 0.0\n",
    "#     else \n",
    "#         return 1.0/(6.283185*sqrt(MaxFreq2)) #the optimal timestep is to advance one radian of the highest natural frequency\n",
    "#     end\n",
    "    MaxFreq2=E*size/mass\n",
    "    return 1/(6.283185*sqrt(MaxFreq2))\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "getSetup (generic function with 1 method)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function getSetup(latticeSize)\n",
    "    setup = Dict()\n",
    "    name=string(\"../json/setupTestUni$latticeSize\",\".json\")\n",
    "#     open(\"../json/setupValid2.json\", \"r\") do f\n",
    "#     open(\"../json/setupTest.json\", \"r\") do f\n",
    "    # open(\"../json/trialJulia.json\", \"r\") do f\n",
    "#     open(\"../json/setupTestUni4.json\", \"r\") do f\n",
    "    # open(\"../json/setupChiral.json\", \"r\") do f\n",
    "#     open(\"../json/setupTestCubeUni10.json\", \"r\") do f\n",
    "    open(name, \"r\") do f\n",
    "#         global setup\n",
    "        dicttxt = String(read(f))  # file information to string\n",
    "        setup=JSON.parse(dicttxt)  # parse and transform data\n",
    "    end\n",
    "\n",
    "    setup=setup[\"setup\"]\n",
    "    return setup\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4-element Array{Any,1}:\n",
       " 4\n",
       " 7\n",
       " 8\n",
       " 9"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "latticeSize=1\n",
    "setup=getSetup(latticeSize)\n",
    "displacementFEA,Load,topNodesIndices=fea(setup)\n",
    "topNodesIndices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5-element Array{Float64,1}:\n",
       " 0.0\n",
       " 0.0\n",
       " 0.0\n",
       " 0.0\n",
       " 0.0"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DDisplacements=[[],[],[],[],[]]\n",
    "DDisplacementsFEA=[[],[],[],[],[]]\n",
    "EsFEA=[0.0,0,0,0,0]\n",
    "Es=[0.0,0,0,0,0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "latticeSize=5\n",
    "setup=getSetup(latticeSize)\n",
    "displacementFEA,Load,topNodesIndices=fea(setup);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dt: 7.294855212986817e-7\n",
      "first timestep took 0.0006283 seconds\n",
      "ran latticeSize 5 with 540 voxels and 1800 edges for 2000 time steps took 0.8313075 seconds\n",
      "EsFEA:[4.516432560172212, 7.389712166701619, 9.998185539814536, 12.509610413282042, 14.980612218071958]\n",
      "Es:[-1.7207658256817755, -1.7187653726043761, -1.8909709475438676, -2.125645742684135, -2.322015017271702]\n",
      "FEA displacement= -8.696319301969073e-10,converged displacement= 3.0929663544073403e-9\n"
     ]
    },
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       "  407.037,1425.62 2352.76,1425.62 \n",
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       "<polyline clip-path=\"url(#clip0800)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
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       "  \"/>\n",
       "<polyline clip-path=\"url(#clip0800)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
       "  407.037,1415.51 430.386,1415.51 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip0800)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
       "  407.037,1209.98 430.386,1209.98 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip0800)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
       "  407.037,1004.45 430.386,1004.45 \n",
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       "<polyline clip-path=\"url(#clip0800)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
       "  407.037,798.913 430.386,798.913 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip0800)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
       "  407.037,593.381 430.386,593.381 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip0800)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
       "  407.037,387.849 430.386,387.849 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip0800)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
       "  407.037,182.317 430.386,182.317 \n",
       "  \"/>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 461.187, 1479.62)\" x=\"461.187\" y=\"1479.62\">0</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 920.083, 1479.62)\" x=\"920.083\" y=\"1479.62\">500</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 1378.98, 1479.62)\" x=\"1378.98\" y=\"1479.62\">1000</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 1837.87, 1479.62)\" x=\"1837.87\" y=\"1479.62\">1500</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 2296.77, 1479.62)\" x=\"2296.77\" y=\"1479.62\">2000</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 201.946, 1439.24)\" x=\"201.946\" y=\"1439.24\">-</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 230.056, 1439.24)\" x=\"230.056\" y=\"1439.24\">1×10</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:38px; text-anchor:start;\" transform=\"rotate(0, 338.454, 1411.83)\" x=\"338.454\" y=\"1411.83\">-</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:38px; text-anchor:start;\" transform=\"rotate(0, 361.293, 1411.83)\" x=\"361.293\" y=\"1411.83\">7</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 383.037, 1227.48)\" x=\"383.037\" y=\"1227.48\">0</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 230.056, 1028.17)\" x=\"230.056\" y=\"1028.17\">1×10</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:38px; text-anchor:start;\" transform=\"rotate(0, 338.454, 1000.76)\" x=\"338.454\" y=\"1000.76\">-</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:38px; text-anchor:start;\" transform=\"rotate(0, 361.293, 1000.76)\" x=\"361.293\" y=\"1000.76\">7</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 230.056, 822.641)\" x=\"230.056\" y=\"822.641\">2×10</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:38px; text-anchor:start;\" transform=\"rotate(0, 338.454, 795.231)\" x=\"338.454\" y=\"795.231\">-</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:38px; text-anchor:start;\" transform=\"rotate(0, 361.293, 795.231)\" x=\"361.293\" y=\"795.231\">7</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 230.056, 617.109)\" x=\"230.056\" y=\"617.109\">3×10</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:38px; text-anchor:start;\" transform=\"rotate(0, 338.454, 589.699)\" x=\"338.454\" y=\"589.699\">-</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:38px; text-anchor:start;\" transform=\"rotate(0, 361.293, 589.699)\" x=\"361.293\" y=\"589.699\">7</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 230.056, 411.577)\" x=\"230.056\" y=\"411.577\">4×10</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:38px; text-anchor:start;\" transform=\"rotate(0, 338.454, 384.167)\" x=\"338.454\" y=\"384.167\">-</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:38px; text-anchor:start;\" transform=\"rotate(0, 361.293, 384.167)\" x=\"361.293\" y=\"384.167\">7</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 230.056, 206.045)\" x=\"230.056\" y=\"206.045\">5×10</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:38px; text-anchor:start;\" transform=\"rotate(0, 338.454, 178.634)\" x=\"338.454\" y=\"178.634\">-</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:38px; text-anchor:start;\" transform=\"rotate(0, 361.293, 178.634)\" x=\"361.293\" y=\"178.634\">7</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:84px; text-anchor:middle;\" transform=\"rotate(0, 1379.9, 73.2)\" x=\"1379.9\" y=\"73.2\">5 Voxel Convergence Study</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:66px; text-anchor:middle;\" transform=\"rotate(0, 1379.9, 1559.48)\" x=\"1379.9\" y=\"1559.48\">timestep</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0800)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:66px; text-anchor:middle;\" transform=\"rotate(-90, 89.2861, 773.647)\" x=\"89.2861\" y=\"773.647\">displacement</text>\n",
       "</g>\n",
       "<polyline clip-path=\"url(#clip0802)\" style=\"stroke:#009af9; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
       "  462.105,1209.98 463.023,1206.46 463.941,1200.48 464.858,1192.66 465.776,1183.43 466.694,1173.09 467.612,1161.87 468.529,1149.96 469.447,1137.5 470.365,1124.62 \n",
       "  471.283,1111.41 472.201,1097.95 473.118,1084.3 474.036,1070.52 474.954,1056.65 475.872,1042.73 476.79,1028.78 477.707,1014.84 478.625,1000.92 479.543,987.061 \n",
       "  480.461,973.266 481.379,959.559 482.296,945.958 483.214,932.481 484.132,919.147 485.05,905.972 485.968,892.976 486.885,880.175 487.803,867.589 488.721,855.233 \n",
       "  489.639,843.125 490.556,831.282 491.474,819.717 492.392,808.444 493.31,797.476 494.228,786.823 495.145,776.493 496.063,766.492 496.981,756.824 497.899,747.491 \n",
       "  498.817,738.491 499.734,729.822 500.652,721.477 501.57,713.447 502.488,705.721 503.406,698.287 504.323,691.128 505.241,684.226 506.159,677.562 507.077,671.115 \n",
       "  507.995,664.861 508.912,658.777 509.83,652.838 510.748,647.016 511.666,641.286 512.583,635.62 513.501,629.992 514.419,624.375 515.337,618.743 516.255,613.07 \n",
       "  517.172,607.331 518.09,601.502 519.008,595.562 519.926,589.488 520.844,583.263 521.761,576.868 522.679,570.287 523.597,563.508 524.515,556.518 525.433,549.308 \n",
       "  526.35,541.871 527.268,534.201 528.186,526.297 529.104,518.157 530.022,509.783 530.939,501.179 531.857,492.351 532.775,483.307 533.693,474.057 534.61,464.612 \n",
       "  535.528,454.987 536.446,445.196 537.364,435.256 538.282,425.187 539.199,415.006 540.117,404.735 541.035,394.396 541.953,384.01 542.871,373.602 543.788,363.196 \n",
       "  544.706,352.814 545.624,342.483 546.542,332.226 547.46,322.069 548.377,312.036 549.295,302.152 550.213,292.441 551.131,282.925 552.049,273.629 552.966,264.575 \n",
       "  553.884,255.784 554.802,247.276 555.72,239.073 556.637,231.191 557.555,223.65 558.473,216.465 559.391,209.652 560.309,203.225 561.226,197.196 562.144,191.578 \n",
       "  563.062,186.381 563.98,181.612 564.898,177.281 565.815,173.393 566.733,169.954 567.651,166.966 568.569,164.433 569.487,162.355 570.404,160.733 571.322,159.564 \n",
       "  572.24,158.848 573.158,158.579 574.076,158.754 574.993,159.367 575.911,160.412 576.829,161.88 577.747,163.764 578.664,166.055 579.582,168.742 580.5,171.816 \n",
       "  581.418,175.265 582.336,179.078 583.253,183.241 584.171,187.744 585.089,192.573 586.007,197.714 586.925,203.154 587.842,208.879 588.76,214.876 589.678,221.131 \n",
       "  590.596,227.628 591.514,234.356 592.431,241.298 593.349,248.442 594.267,255.774 595.185,263.279 596.103,270.946 597.02,278.759 597.938,286.707 598.856,294.777 \n",
       "  599.774,302.956 600.691,311.233 601.609,319.595 602.527,328.032 603.445,336.533 604.363,345.086 605.28,353.682 606.198,362.311 607.116,370.965 608.034,379.633 \n",
       "  608.952,388.307 609.869,396.981 610.787,405.645 611.705,414.293 612.623,422.917 613.541,431.513 614.458,440.072 615.376,448.591 616.294,457.064 617.212,465.485 \n",
       "  618.13,473.85 619.047,482.155 619.965,490.397 620.883,498.571 621.801,506.674 622.718,514.704 623.636,522.656 624.554,530.53 625.472,538.323 626.39,546.032 \n",
       "  627.307,553.655 628.225,561.192 629.143,568.64 630.061,575.998 630.979,583.264 631.896,590.438 632.814,597.519 633.732,604.505 634.65,611.396 635.568,618.191 \n",
       "  636.485,624.889 637.403,631.489 638.321,637.991 639.239,644.395 640.157,650.699 641.074,656.903 641.992,663.006 642.91,669.008 643.828,674.908 644.745,680.705 \n",
       "  645.663,686.399 646.581,691.989 647.499,697.475 648.417,702.855 649.334,708.129 650.252,713.295 651.17,718.354 652.088,723.304 653.006,728.144 653.923,732.874 \n",
       "  654.841,737.491 655.759,741.996 656.677,746.387 657.595,750.662 658.512,754.822 659.43,758.863 660.348,762.786 661.266,766.589 662.184,770.271 663.101,773.83 \n",
       "  664.019,777.266 664.937,780.576 665.855,783.76 666.772,786.816 667.69,789.743 668.608,792.54 669.526,795.205 670.444,797.737 671.361,800.135 672.279,802.398 \n",
       "  673.197,804.525 674.115,806.514 675.033,808.364 675.95,810.075 676.868,811.645 677.786,813.073 678.704,814.359 679.622,815.502 680.539,816.5 681.457,817.354 \n",
       "  682.375,818.063 683.293,818.626 684.211,819.043 685.128,819.313 686.046,819.436 686.964,819.412 687.882,819.242 688.799,818.924 689.717,818.459 690.635,817.848 \n",
       "  691.553,817.09 692.471,816.186 693.388,815.137 694.306,813.943 695.224,812.605 696.142,811.124 697.06,809.501 697.977,807.736 698.895,805.832 699.813,803.788 \n",
       "  700.731,801.607 701.649,799.291 702.566,796.84 703.484,794.257 704.402,791.543 705.32,788.7 706.238,785.731 707.155,782.636 708.073,779.42 708.991,776.083 \n",
       "  709.909,772.629 710.826,769.059 711.744,765.377 712.662,761.586 713.58,757.687 714.498,753.684 715.415,749.58 716.333,745.377 717.251,741.08 718.169,736.691 \n",
       "  719.087,732.213 720.004,727.65 720.922,723.005 721.84,718.282 722.758,713.484 723.676,708.614 724.593,703.677 725.511,698.675 726.429,693.614 727.347,688.496 \n",
       "  728.265,683.325 729.182,678.105 730.1,672.84 731.018,667.533 731.936,662.19 732.853,656.813 733.771,651.406 734.689,645.974 735.607,640.52 736.525,635.049 \n",
       "  737.442,629.564 738.36,624.069 739.278,618.568 740.196,613.065 741.114,607.564 742.031,602.069 742.949,596.584 743.867,591.113 744.785,585.658 745.703,580.225 \n",
       "  746.62,574.817 747.538,569.437 748.456,564.089 749.374,558.777 750.292,553.505 751.209,548.275 752.127,543.092 753.045,537.958 753.963,532.877 754.88,527.853 \n",
       "  755.798,522.888 756.716,517.986 757.634,513.149 758.552,508.381 759.469,503.685 760.387,499.063 761.305,494.518 762.223,490.054 763.141,485.671 764.058,481.374 \n",
       "  764.976,477.164 765.894,473.044 766.812,469.016 767.73,465.082 768.647,461.245 769.565,457.506 770.483,453.867 771.401,450.33 772.319,446.897 773.236,443.57 \n",
       "  774.154,440.35 775.072,437.238 775.99,434.235 776.907,431.344 777.825,428.566 778.743,425.9 779.661,423.349 780.579,420.913 781.496,418.594 782.414,416.391 \n",
       "  783.332,414.305 784.25,412.338 785.168,410.489 786.085,408.759 787.003,407.148 787.921,405.656 788.839,404.284 789.757,403.031 790.674,401.898 791.592,400.883 \n",
       "  792.51,399.988 793.428,399.212 794.346,398.554 795.263,398.014 796.181,397.591 797.099,397.286 798.017,397.096 798.934,397.022 799.852,397.062 800.77,397.216 \n",
       "  801.688,397.483 802.606,397.862 803.523,398.351 804.441,398.95 805.359,399.657 806.277,400.471 807.195,401.391 808.112,402.415 809.03,403.543 809.948,404.771 \n",
       "  810.866,406.1 811.784,407.527 812.701,409.051 813.619,410.67 814.537,412.383 815.455,414.187 816.373,416.081 817.29,418.062 818.208,420.13 819.126,422.282 \n",
       "  820.044,424.516 820.962,426.831 821.879,429.223 822.797,431.692 823.715,434.235 824.633,436.85 825.55,439.534 826.468,442.286 827.386,445.104 828.304,447.985 \n",
       "  829.222,450.927 830.139,453.928 831.057,456.985 831.975,460.096 832.893,463.26 833.811,466.473 834.728,469.733 835.646,473.038 836.564,476.386 837.482,479.774 \n",
       "  838.4,483.2 839.317,486.662 840.235,490.156 841.153,493.682 842.071,497.235 842.989,500.815 843.906,504.418 844.824,508.043 845.742,511.686 846.66,515.346 \n",
       "  847.577,519.02 848.495,522.706 849.413,526.401 850.331,530.103 851.249,533.81 852.166,537.519 853.084,541.229 854.002,544.936 854.92,548.638 855.838,552.334 \n",
       "  856.755,556.021 857.673,559.696 858.591,563.358 859.509,567.005 860.427,570.633 861.344,574.241 862.262,577.828 863.18,581.39 864.098,584.925 865.016,588.433 \n",
       "  865.933,591.909 866.851,595.354 867.769,598.764 868.687,602.138 869.604,605.473 870.522,608.769 871.44,612.022 872.358,615.232 873.276,618.397 874.193,621.514 \n",
       "  875.111,624.582 876.029,627.6 876.947,630.566 877.865,633.477 878.782,636.334 879.7,639.134 880.618,641.875 881.536,644.557 882.454,647.178 883.371,649.736 \n",
       "  884.289,652.231 885.207,654.661 886.125,657.025 887.043,659.322 887.96,661.551 888.878,663.711 889.796,665.8 890.714,667.818 891.631,669.764 892.549,671.637 \n",
       "  893.467,673.436 894.385,675.161 895.303,676.81 896.22,678.384 897.138,679.881 898.056,681.302 898.974,682.645 899.892,683.91 900.809,685.097 901.727,686.205 \n",
       "  902.645,687.235 903.563,688.185 904.481,689.056 905.398,689.848 906.316,690.561 907.234,691.193 908.152,691.747 909.07,692.221 909.987,692.616 910.905,692.932 \n",
       "  911.823,693.169 912.741,693.328 913.658,693.408 914.576,693.411 915.494,693.336 916.412,693.184 917.33,692.956 918.247,692.653 919.165,692.274 920.083,691.821 \n",
       "  921.001,691.293 921.919,690.693 922.836,690.021 923.754,689.277 924.672,688.463 925.59,687.579 926.508,686.627 927.425,685.607 928.343,684.521 929.261,683.369 \n",
       "  930.179,682.152 931.097,680.873 932.014,679.532 932.932,678.129 933.85,676.668 934.768,675.148 935.685,673.571 936.603,671.939 937.521,670.252 938.439,668.513 \n",
       "  939.357,666.722 940.274,664.882 941.192,662.993 942.11,661.057 943.028,659.076 943.946,657.052 944.863,654.984 945.781,652.877 946.699,650.73 947.617,648.546 \n",
       "  948.535,646.326 949.452,644.072 950.37,641.785 951.288,639.468 952.206,637.122 953.124,634.748 954.041,632.348 954.959,629.925 955.877,627.479 956.795,625.013 \n",
       "  957.712,622.527 958.63,620.025 959.548,617.507 960.466,614.976 961.384,612.432 962.301,609.878 963.219,607.316 964.137,604.747 965.055,602.173 965.973,599.595 \n",
       "  966.89,597.015 967.808,594.436 968.726,591.858 969.644,589.283 970.562,586.713 971.479,584.15 972.397,581.595 973.315,579.05 974.233,576.515 975.151,573.994 \n",
       "  976.068,571.487 976.986,568.997 977.904,566.523 978.822,564.069 979.739,561.635 980.657,559.223 981.575,556.834 982.493,554.47 983.411,552.132 984.328,549.821 \n",
       "  985.246,547.539 986.164,545.287 987.082,543.067 988,540.879 988.917,538.724 989.835,536.605 990.753,534.522 991.671,532.475 992.589,530.468 993.506,528.499 \n",
       "  994.424,526.571 995.342,524.684 996.26,522.839 997.178,521.038 998.095,519.281 999.013,517.569 999.931,515.902 1000.85,514.283 1001.77,512.71 1002.68,511.186 \n",
       "  1003.6,509.71 1004.52,508.284 1005.44,506.908 1006.36,505.583 1007.27,504.308 1008.19,503.086 1009.11,501.915 1010.03,500.797 1010.94,499.732 1011.86,498.72 \n",
       "  1012.78,497.762 1013.7,496.858 1014.62,496.008 1015.53,495.213 1016.45,494.472 1017.37,493.786 1018.29,493.154 1019.2,492.578 1020.12,492.056 1021.04,491.59 \n",
       "  1021.96,491.178 1022.88,490.821 1023.79,490.519 1024.71,490.272 1025.63,490.079 1026.55,489.94 1027.46,489.855 1028.38,489.824 1029.3,489.846 1030.22,489.922 \n",
       "  1031.14,490.05 1032.05,490.23 1032.97,490.463 1033.89,490.747 1034.81,491.081 1035.72,491.467 1036.64,491.902 1037.56,492.386 1038.48,492.919 1039.4,493.5 \n",
       "  1040.31,494.129 1041.23,494.804 1042.15,495.525 1043.07,496.292 1043.98,497.103 1044.9,497.957 1045.82,498.855 1046.74,499.795 1047.66,500.776 1048.57,501.797 \n",
       "  1049.49,502.858 1050.41,503.957 1051.33,505.094 1052.25,506.268 1053.16,507.478 1054.08,508.722 1055,510 1055.92,511.31 1056.83,512.652 1057.75,514.025 \n",
       "  1058.67,515.428 1059.59,516.859 1060.51,518.317 1061.42,519.802 1062.34,521.311 1063.26,522.845 1064.18,524.402 1065.09,525.981 1066.01,527.581 1066.93,529.2 \n",
       "  1067.85,530.837 1068.77,532.492 1069.68,534.162 1070.6,535.848 1071.52,537.547 1072.44,539.259 1073.35,540.983 1074.27,542.716 1075.19,544.459 1076.11,546.21 \n",
       "  1077.03,547.967 1077.94,549.73 1078.86,551.497 1079.78,553.268 1080.7,555.041 1081.61,556.814 1082.53,558.588 1083.45,560.36 1084.37,562.13 1085.29,563.896 \n",
       "  1086.2,565.657 1087.12,567.413 1088.04,569.162 1088.96,570.902 1089.87,572.634 1090.79,574.356 1091.71,576.067 1092.63,577.765 1093.55,579.45 1094.46,581.121 \n",
       "  1095.38,582.777 1096.3,584.417 1097.22,586.04 1098.13,587.645 1099.05,589.23 1099.97,590.796 1100.89,592.342 1101.81,593.865 1102.72,595.366 1103.64,596.844 \n",
       "  1104.56,598.298 1105.48,599.727 1106.39,601.13 1107.31,602.507 1108.23,603.856 1109.15,605.178 1110.07,606.471 1110.98,607.736 1111.9,608.97 1112.82,610.174 \n",
       "  1113.74,611.347 1114.65,612.488 1115.57,613.597 1116.49,614.673 1117.41,615.717 1118.33,616.726 1119.24,617.702 1120.16,618.643 1121.08,619.549 1122,620.42 \n",
       "  1122.91,621.255 1123.83,622.055 1124.75,622.818 1125.67,623.544 1126.59,624.234 1127.5,624.887 1128.42,625.502 1129.34,626.08 1130.26,626.621 1131.18,627.124 \n",
       "  1132.09,627.589 1133.01,628.017 1133.93,628.406 1134.85,628.758 1135.76,629.071 1136.68,629.347 1137.6,629.585 1138.52,629.786 1139.44,629.948 1140.35,630.073 \n",
       "  1141.27,630.161 1142.19,630.211 1143.11,630.225 1144.02,630.201 1144.94,630.141 1145.86,630.045 1146.78,629.912 1147.7,629.744 1148.61,629.541 1149.53,629.302 \n",
       "  1150.45,629.028 1151.37,628.72 1152.28,628.379 1153.2,628.003 1154.12,627.595 1155.04,627.154 1155.96,626.68 1156.87,626.175 1157.79,625.639 1158.71,625.073 \n",
       "  1159.63,624.476 1160.54,623.85 1161.46,623.194 1162.38,622.511 1163.3,621.8 1164.22,621.061 1165.13,620.296 1166.05,619.506 1166.97,618.69 1167.89,617.849 \n",
       "  1168.8,616.985 1169.72,616.098 1170.64,615.188 1171.56,614.257 1172.48,613.304 1173.39,612.332 1174.31,611.34 1175.23,610.329 1176.15,609.3 1177.06,608.254 \n",
       "  1177.98,607.192 1178.9,606.113 1179.82,605.021 1180.74,603.914 1181.65,602.793 1182.57,601.66 1183.49,600.516 1184.41,599.361 1185.32,598.195 1186.24,597.021 \n",
       "  1187.16,595.837 1188.08,594.647 1189,593.449 1189.91,592.245 1190.83,591.037 1191.75,589.823 1192.67,588.606 1193.58,587.387 1194.5,586.165 1195.42,584.942 \n",
       "  1196.34,583.719 1197.26,582.496 1198.17,581.274 1199.09,580.054 1200.01,578.837 1200.93,577.623 1201.85,576.414 1202.76,575.209 1203.68,574.01 1204.6,572.818 \n",
       "  1205.52,571.632 1206.43,570.455 1207.35,569.286 1208.27,568.127 1209.19,566.977 1210.11,565.839 1211.02,564.711 1211.94,563.595 1212.86,562.493 1213.78,561.403 \n",
       "  1214.69,560.327 1215.61,559.266 1216.53,558.22 1217.45,557.189 1218.37,556.175 1219.28,555.177 1220.2,554.197 1221.12,553.235 1222.04,552.291 1222.95,551.366 \n",
       "  1223.87,550.46 1224.79,549.574 1225.71,548.708 1226.63,547.863 1227.54,547.039 1228.46,546.236 1229.38,545.456 1230.3,544.698 1231.21,543.962 1232.13,543.249 \n",
       "  1233.05,542.56 1233.97,541.894 1234.89,541.252 1235.8,540.634 1236.72,540.04 1237.64,539.471 1238.56,538.927 1239.47,538.408 1240.39,537.914 1241.31,537.446 \n",
       "  1242.23,537.003 1243.15,536.586 1244.06,536.194 1244.98,535.829 1245.9,535.489 1246.82,535.176 1247.73,534.888 1248.65,534.627 1249.57,534.391 1250.49,534.182 \n",
       "  1251.41,533.999 1252.32,533.842 1253.24,533.711 1254.16,533.606 1255.08,533.527 1255.99,533.473 1256.91,533.445 1257.83,533.443 1258.75,533.466 1259.67,533.514 \n",
       "  1260.58,533.587 1261.5,533.685 1262.42,533.807 1263.34,533.954 1264.25,534.125 1265.17,534.32 1266.09,534.538 1267.01,534.78 1267.93,535.045 1268.84,535.332 \n",
       "  1269.76,535.642 1270.68,535.974 1271.6,536.327 1272.52,536.702 1273.43,537.098 1274.35,537.515 1275.27,537.952 1276.19,538.409 1277.1,538.885 1278.02,539.38 \n",
       "  1278.94,539.893 1279.86,540.425 1280.78,540.975 1281.69,541.541 1282.61,542.125 1283.53,542.725 1284.45,543.34 1285.36,543.971 1286.28,544.617 1287.2,545.277 \n",
       "  1288.12,545.951 1289.04,546.638 1289.95,547.338 1290.87,548.05 1291.79,548.774 1292.71,549.509 1293.62,550.254 1294.54,551.01 1295.46,551.775 1296.38,552.55 \n",
       "  1297.3,553.333 1298.21,554.123 1299.13,554.921 1300.05,555.726 1300.97,556.538 1301.88,557.354 1302.8,558.176 1303.72,559.003 1304.64,559.834 1305.56,560.668 \n",
       "  1306.47,561.504 1307.39,562.344 1308.31,563.185 1309.23,564.027 1310.14,564.87 1311.06,565.713 1311.98,566.556 1312.9,567.398 1313.82,568.239 1314.73,569.077 \n",
       "  1315.65,569.913 1316.57,570.746 1317.49,571.575 1318.4,572.4 1319.32,573.221 1320.24,574.037 1321.16,574.847 1322.08,575.651 1322.99,576.448 1323.91,577.239 \n",
       "  1324.83,578.022 1325.75,578.797 1326.66,579.564 1327.58,580.322 1328.5,581.071 1329.42,581.81 1330.34,582.539 1331.25,583.257 1332.17,583.965 1333.09,584.661 \n",
       "  1334.01,585.345 1334.92,586.018 1335.84,586.678 1336.76,587.326 1337.68,587.96 1338.6,588.581 1339.51,589.188 1340.43,589.781 1341.35,590.36 1342.27,590.924 \n",
       "  1343.18,591.474 1344.1,592.008 1345.02,592.527 1345.94,593.03 1346.86,593.517 1347.77,593.988 1348.69,594.443 1349.61,594.881 1350.53,595.303 1351.45,595.708 \n",
       "  1352.36,596.096 1353.28,596.466 1354.2,596.82 1355.12,597.156 1356.03,597.474 1356.95,597.775 1357.87,598.058 1358.79,598.323 1359.71,598.57 1360.62,598.8 \n",
       "  1361.54,599.011 1362.46,599.205 1363.38,599.38 1364.29,599.538 1365.21,599.677 1366.13,599.799 1367.05,599.903 1367.97,599.988 1368.88,600.056 1369.8,600.106 \n",
       "  1370.72,600.138 1371.64,600.153 1372.55,600.15 1373.47,600.13 1374.39,600.092 1375.31,600.037 1376.23,599.966 1377.14,599.877 1378.06,599.771 1378.98,599.649 \n",
       "  1379.9,599.511 1380.81,599.356 1381.73,599.185 1382.65,598.998 1383.57,598.796 1384.49,598.579 1385.4,598.346 1386.32,598.098 1387.24,597.836 1388.16,597.559 \n",
       "  1389.07,597.268 1389.99,596.964 1390.91,596.645 1391.83,596.314 1392.75,595.969 1393.66,595.612 1394.58,595.242 1395.5,594.86 1396.42,594.466 1397.33,594.061 \n",
       "  1398.25,593.645 1399.17,593.217 1400.09,592.78 1401.01,592.332 1401.92,591.875 1402.84,591.408 1403.76,590.932 1404.68,590.447 1405.59,589.954 1406.51,589.453 \n",
       "  1407.43,588.944 1408.35,588.428 1409.27,587.906 1410.18,587.376 1411.1,586.841 1412.02,586.3 1412.94,585.753 1413.85,585.202 1414.77,584.646 1415.69,584.086 \n",
       "  1416.61,583.522 1417.53,582.954 1418.44,582.384 1419.36,581.811 1420.28,581.235 1421.2,580.658 1422.12,580.079 1423.03,579.499 1423.95,578.918 1424.87,578.337 \n",
       "  1425.79,577.756 1426.7,577.175 1427.62,576.595 1428.54,576.016 1429.46,575.438 1430.38,574.862 1431.29,574.289 1432.21,573.718 1433.13,573.15 1434.05,572.585 \n",
       "  1434.96,572.024 1435.88,571.466 1436.8,570.913 1437.72,570.365 1438.64,569.821 1439.55,569.283 1440.47,568.75 1441.39,568.223 1442.31,567.702 1443.22,567.188 \n",
       "  1444.14,566.68 1445.06,566.18 1445.98,565.686 1446.9,565.201 1447.81,564.723 1448.73,564.253 1449.65,563.792 1450.57,563.339 1451.48,562.895 1452.4,562.46 \n",
       "  1453.32,562.034 1454.24,561.618 1455.16,561.212 1456.07,560.816 1456.99,560.429 1457.91,560.053 1458.83,559.688 1459.74,559.333 1460.66,558.989 1461.58,558.656 \n",
       "  1462.5,558.334 1463.42,558.024 1464.33,557.725 1465.25,557.437 1466.17,557.161 1467.09,556.897 1468,556.644 1468.92,556.404 1469.84,556.176 1470.76,555.959 \n",
       "  1471.68,555.755 1472.59,555.563 1473.51,555.384 1474.43,555.216 1475.35,555.061 1476.26,554.919 1477.18,554.789 1478.1,554.671 1479.02,554.566 1479.94,554.473 \n",
       "  1480.85,554.392 1481.77,554.324 1482.69,554.268 1483.61,554.225 1484.52,554.193 1485.44,554.174 1486.36,554.167 1487.28,554.172 1488.2,554.189 1489.11,554.219 \n",
       "  1490.03,554.259 1490.95,554.312 1491.87,554.376 1492.79,554.452 1493.7,554.539 1494.62,554.638 1495.54,554.747 1496.46,554.868 1497.37,554.999 1498.29,555.141 \n",
       "  1499.21,555.294 1500.13,555.457 1501.05,555.63 1501.96,555.814 1502.88,556.007 1503.8,556.21 1504.72,556.423 1505.63,556.645 1506.55,556.876 1507.47,557.115 \n",
       "  1508.39,557.364 1509.31,557.621 1510.22,557.887 1511.14,558.16 1512.06,558.441 1512.98,558.73 1513.89,559.027 1514.81,559.33 1515.73,559.641 1516.65,559.958 \n",
       "  1517.57,560.281 1518.48,560.611 1519.4,560.947 1520.32,561.288 1521.24,561.635 1522.15,561.987 1523.07,562.343 1523.99,562.705 1524.91,563.071 1525.83,563.441 \n",
       "  1526.74,563.815 1527.66,564.193 1528.58,564.574 1529.5,564.958 1530.41,565.345 1531.33,565.734 1532.25,566.126 1533.17,566.52 1534.09,566.915 1535,567.312 \n",
       "  1535.92,567.71 1536.84,568.11 1537.76,568.51 1538.67,568.91 1539.59,569.311 1540.51,569.711 1541.43,570.112 1542.35,570.511 1543.26,570.91 1544.18,571.308 \n",
       "  1545.1,571.705 1546.02,572.1 1546.93,572.493 1547.85,572.884 1548.77,573.272 1549.69,573.659 1550.61,574.042 1551.52,574.423 1552.44,574.8 1553.36,575.174 \n",
       "  1554.28,575.544 1555.19,575.91 1556.11,576.272 1557.03,576.63 1557.95,576.983 1558.87,577.332 1559.78,577.676 1560.7,578.015 1561.62,578.348 1562.54,578.676 \n",
       "  1563.46,578.998 1564.37,579.315 1565.29,579.625 1566.21,579.93 1567.13,580.228 1568.04,580.52 1568.96,580.805 1569.88,581.083 1570.8,581.354 1571.72,581.619 \n",
       "  1572.63,581.876 1573.55,582.126 1574.47,582.369 1575.39,582.604 1576.3,582.832 1577.22,583.051 1578.14,583.263 1579.06,583.468 1579.98,583.664 1580.89,583.852 \n",
       "  1581.81,584.032 1582.73,584.204 1583.65,584.367 1584.56,584.523 1585.48,584.67 1586.4,584.808 1587.32,584.938 1588.24,585.06 1589.15,585.173 1590.07,585.277 \n",
       "  1590.99,585.374 1591.91,585.461 1592.82,585.54 1593.74,585.61 1594.66,585.672 1595.58,585.726 1596.5,585.77 1597.41,585.807 1598.33,585.834 1599.25,585.854 \n",
       "  1600.17,585.865 1601.08,585.867 1602,585.862 1602.92,585.848 1603.84,585.826 1604.76,585.795 1605.67,585.757 1606.59,585.711 1607.51,585.656 1608.43,585.594 \n",
       "  1609.34,585.524 1610.26,585.447 1611.18,585.362 1612.1,585.269 1613.02,585.169 1613.93,585.062 1614.85,584.948 1615.77,584.827 1616.69,584.698 1617.6,584.563 \n",
       "  1618.52,584.422 1619.44,584.274 1620.36,584.119 1621.28,583.958 1622.19,583.791 1623.11,583.618 1624.03,583.44 1624.95,583.255 1625.86,583.065 1626.78,582.87 \n",
       "  1627.7,582.669 1628.62,582.464 1629.54,582.253 1630.45,582.038 1631.37,581.819 1632.29,581.594 1633.21,581.366 1634.12,581.134 1635.04,580.897 1635.96,580.657 \n",
       "  1636.88,580.414 1637.8,580.167 1638.71,579.917 1639.63,579.664 1640.55,579.408 1641.47,579.15 1642.39,578.889 1643.3,578.626 1644.22,578.36 1645.14,578.093 \n",
       "  1646.06,577.824 1646.97,577.554 1647.89,577.282 1648.81,577.009 1649.73,576.735 1650.65,576.461 1651.56,576.185 1652.48,575.909 1653.4,575.633 1654.32,575.357 \n",
       "  1655.23,575.081 1656.15,574.805 1657.07,574.53 1657.99,574.255 1658.91,573.981 1659.82,573.708 1660.74,573.436 1661.66,573.165 1662.58,572.896 1663.49,572.629 \n",
       "  1664.41,572.363 1665.33,572.099 1666.25,571.838 1667.17,571.578 1668.08,571.321 1669,571.067 1669.92,570.815 1670.84,570.566 1671.75,570.32 1672.67,570.077 \n",
       "  1673.59,569.838 1674.51,569.602 1675.43,569.369 1676.34,569.14 1677.26,568.915 1678.18,568.694 1679.1,568.477 1680.01,568.264 1680.93,568.055 1681.85,567.851 \n",
       "  1682.77,567.651 1683.69,567.456 1684.6,567.265 1685.52,567.079 1686.44,566.898 1687.36,566.722 1688.27,566.551 1689.19,566.385 1690.11,566.225 1691.03,566.069 \n",
       "  1691.95,565.919 1692.86,565.774 1693.78,565.635 1694.7,565.501 1695.62,565.373 1696.53,565.25 1697.45,565.133 1698.37,565.022 1699.29,564.917 1700.21,564.817 \n",
       "  1701.12,564.723 1702.04,564.635 1702.96,564.552 1703.88,564.476 1704.79,564.405 1705.71,564.341 1706.63,564.282 1707.55,564.229 1708.47,564.182 1709.38,564.141 \n",
       "  1710.3,564.106 1711.22,564.077 1712.14,564.053 1713.06,564.035 1713.97,564.024 1714.89,564.017 1715.81,564.017 1716.73,564.023 1717.64,564.034 1718.56,564.05 \n",
       "  1719.48,564.073 1720.4,564.101 1721.32,564.134 1722.23,564.173 1723.15,564.217 1724.07,564.267 1724.99,564.321 1725.9,564.381 1726.82,564.447 1727.74,564.517 \n",
       "  1728.66,564.592 1729.58,564.672 1730.49,564.757 1731.41,564.846 1732.33,564.941 1733.25,565.04 1734.16,565.143 1735.08,565.251 1736,565.362 1736.92,565.479 \n",
       "  1737.84,565.599 1738.75,565.723 1739.67,565.851 1740.59,565.983 1741.51,566.119 1742.42,566.258 1743.34,566.401 1744.26,566.546 1745.18,566.696 1746.1,566.848 \n",
       "  1747.01,567.003 1747.93,567.161 1748.85,567.322 1749.77,567.486 1750.68,567.652 1751.6,567.82 1752.52,567.991 1753.44,568.164 1754.36,568.339 1755.27,568.516 \n",
       "  1756.19,568.694 1757.11,568.875 1758.03,569.056 1758.94,569.24 1759.86,569.424 1760.78,569.61 1761.7,569.796 1762.62,569.984 1763.53,570.172 1764.45,570.361 \n",
       "  1765.37,570.551 1766.29,570.741 1767.2,570.931 1768.12,571.121 1769.04,571.312 1769.96,571.502 1770.88,571.692 1771.79,571.882 1772.71,572.071 1773.63,572.26 \n",
       "  1774.55,572.448 1775.46,572.635 1776.38,572.821 1777.3,573.007 1778.22,573.191 1779.14,573.374 1780.05,573.555 1780.97,573.735 1781.89,573.913 1782.81,574.09 \n",
       "  1783.73,574.265 1784.64,574.438 1785.56,574.609 1786.48,574.778 1787.4,574.945 1788.31,575.109 1789.23,575.272 1790.15,575.431 1791.07,575.588 1791.99,575.743 \n",
       "  1792.9,575.894 1793.82,576.043 1794.74,576.189 1795.66,576.333 1796.57,576.473 1797.49,576.61 1798.41,576.743 1799.33,576.874 1800.25,577.001 1801.16,577.125 \n",
       "  1802.08,577.246 1803,577.363 1803.92,577.476 1804.83,577.586 1805.75,577.692 1806.67,577.795 1807.59,577.893 1808.51,577.988 1809.42,578.08 1810.34,578.167 \n",
       "  1811.26,578.251 1812.18,578.33 1813.09,578.406 1814.01,578.478 1814.93,578.545 1815.85,578.609 1816.77,578.669 1817.68,578.724 1818.6,578.776 1819.52,578.824 \n",
       "  1820.44,578.867 1821.35,578.907 1822.27,578.942 1823.19,578.973 1824.11,579.001 1825.03,579.024 1825.94,579.043 1826.86,579.058 1827.78,579.069 1828.7,579.077 \n",
       "  1829.61,579.08 1830.53,579.079 1831.45,579.074 1832.37,579.065 1833.29,579.053 1834.2,579.037 1835.12,579.016 1836.04,578.992 1836.96,578.965 1837.87,578.933 \n",
       "  1838.79,578.898 1839.71,578.859 1840.63,578.817 1841.55,578.771 1842.46,578.722 1843.38,578.669 1844.3,578.613 1845.22,578.554 1846.13,578.491 1847.05,578.426 \n",
       "  1847.97,578.357 1848.89,578.285 1849.81,578.21 1850.72,578.132 1851.64,578.051 1852.56,577.967 1853.48,577.881 1854.39,577.792 1855.31,577.7 1856.23,577.606 \n",
       "  1857.15,577.51 1858.07,577.411 1858.98,577.31 1859.9,577.206 1860.82,577.101 1861.74,576.993 1862.66,576.884 1863.57,576.772 1864.49,576.659 1865.41,576.544 \n",
       "  1866.33,576.428 1867.24,576.31 1868.16,576.19 1869.08,576.069 1870,575.947 1870.92,575.823 1871.83,575.699 1872.75,575.573 1873.67,575.447 1874.59,575.319 \n",
       "  1875.5,575.191 1876.42,575.062 1877.34,574.933 1878.26,574.803 1879.18,574.673 1880.09,574.542 1881.01,574.411 1881.93,574.28 1882.85,574.149 1883.76,574.017 \n",
       "  1884.68,573.886 1885.6,573.755 1886.52,573.625 1887.44,573.494 1888.35,573.364 1889.27,573.235 1890.19,573.106 1891.11,572.978 1892.02,572.85 1892.94,572.724 \n",
       "  1893.86,572.598 1894.78,572.473 1895.7,572.349 1896.61,572.226 1897.53,572.105 1898.45,571.985 1899.37,571.866 1900.28,571.748 1901.2,571.632 1902.12,571.518 \n",
       "  1903.04,571.405 1903.96,571.293 1904.87,571.184 1905.79,571.076 1906.71,570.97 1907.63,570.866 1908.54,570.764 1909.46,570.664 1910.38,570.566 1911.3,570.47 \n",
       "  1912.22,570.376 1913.13,570.284 1914.05,570.195 1914.97,570.108 1915.89,570.023 1916.8,569.94 1917.72,569.86 1918.64,569.783 1919.56,569.708 1920.48,569.635 \n",
       "  1921.39,569.565 1922.31,569.498 1923.23,569.433 1924.15,569.371 1925.06,569.311 1925.98,569.254 1926.9,569.2 1927.82,569.149 1928.74,569.1 1929.65,569.054 \n",
       "  1930.57,569.011 1931.49,568.97 1932.41,568.933 1933.33,568.898 1934.24,568.866 1935.16,568.837 1936.08,568.81 1937,568.786 1937.91,568.766 1938.83,568.747 \n",
       "  1939.75,568.732 1940.67,568.72 1941.59,568.71 1942.5,568.703 1943.42,568.699 1944.34,568.697 1945.26,568.699 1946.17,568.703 1947.09,568.709 1948.01,568.719 \n",
       "  1948.93,568.731 1949.85,568.745 1950.76,568.763 1951.68,568.782 1952.6,568.805 1953.52,568.829 1954.43,568.857 1955.35,568.887 1956.27,568.919 1957.19,568.953 \n",
       "  1958.11,568.99 1959.02,569.03 1959.94,569.071 1960.86,569.115 1961.78,569.161 1962.69,569.209 1963.61,569.259 1964.53,569.311 1965.45,569.366 1966.37,569.422 \n",
       "  1967.28,569.48 1968.2,569.54 1969.12,569.602 1970.04,569.665 1970.95,569.731 1971.87,569.798 1972.79,569.866 1973.71,569.936 1974.63,570.008 1975.54,570.081 \n",
       "  1976.46,570.156 1977.38,570.231 1978.3,570.309 1979.21,570.387 1980.13,570.466 1981.05,570.547 1981.97,570.629 1982.89,570.711 1983.8,570.795 1984.72,570.879 \n",
       "  1985.64,570.965 1986.56,571.051 1987.47,571.138 1988.39,571.225 1989.31,571.313 1990.23,571.401 1991.15,571.49 1992.06,571.58 1992.98,571.669 1993.9,571.759 \n",
       "  1994.82,571.849 1995.73,571.94 1996.65,572.03 1997.57,572.121 1998.49,572.211 1999.41,572.301 2000.32,572.392 2001.24,572.482 2002.16,572.572 2003.08,572.661 \n",
       "  2004,572.75 2004.91,572.839 2005.83,572.927 2006.75,573.015 2007.67,573.102 2008.58,573.189 2009.5,573.275 2010.42,573.36 2011.34,573.444 2012.26,573.528 \n",
       "  2013.17,573.61 2014.09,573.692 2015.01,573.773 2015.93,573.853 2016.84,573.931 2017.76,574.009 2018.68,574.085 2019.6,574.16 2020.52,574.234 2021.43,574.307 \n",
       "  2022.35,574.379 2023.27,574.449 2024.19,574.517 2025.1,574.585 2026.02,574.65 2026.94,574.715 2027.86,574.777 2028.78,574.839 2029.69,574.898 2030.61,574.956 \n",
       "  2031.53,575.013 2032.45,575.067 2033.36,575.12 2034.28,575.172 2035.2,575.221 2036.12,575.269 2037.04,575.315 2037.95,575.359 2038.87,575.402 2039.79,575.442 \n",
       "  2040.71,575.481 2041.62,575.518 2042.54,575.553 2043.46,575.586 2044.38,575.617 2045.3,575.647 2046.21,575.674 2047.13,575.699 2048.05,575.723 2048.97,575.745 \n",
       "  2049.88,575.764 2050.8,575.782 2051.72,575.798 2052.64,575.812 2053.56,575.824 2054.47,575.834 2055.39,575.842 2056.31,575.848 2057.23,575.852 2058.14,575.855 \n",
       "  2059.06,575.855 2059.98,575.854 2060.9,575.851 2061.82,575.846 2062.73,575.839 2063.65,575.83 2064.57,575.819 2065.49,575.807 2066.4,575.793 2067.32,575.777 \n",
       "  2068.24,575.76 2069.16,575.74 2070.08,575.719 2070.99,575.697 2071.91,575.672 2072.83,575.647 2073.75,575.619 2074.67,575.59 2075.58,575.56 2076.5,575.528 \n",
       "  2077.42,575.494 2078.34,575.459 2079.25,575.423 2080.17,575.385 2081.09,575.346 2082.01,575.305 2082.93,575.264 2083.84,575.221 2084.76,575.177 2085.68,575.131 \n",
       "  2086.6,575.085 2087.51,575.037 2088.43,574.989 2089.35,574.939 2090.27,574.888 2091.19,574.837 2092.1,574.784 2093.02,574.731 2093.94,574.677 2094.86,574.622 \n",
       "  2095.77,574.566 2096.69,574.51 2097.61,574.452 2098.53,574.395 2099.45,574.336 2100.36,574.277 2101.28,574.218 2102.2,574.158 2103.12,574.098 2104.03,574.037 \n",
       "  2104.95,573.976 2105.87,573.914 2106.79,573.853 2107.71,573.791 2108.62,573.729 2109.54,573.667 2110.46,573.605 2111.38,573.542 2112.29,573.48 2113.21,573.417 \n",
       "  2114.13,573.355 2115.05,573.293 2115.97,573.231 2116.88,573.169 2117.8,573.108 2118.72,573.046 2119.64,572.985 2120.55,572.924 2121.47,572.864 2122.39,572.804 \n",
       "  2123.31,572.744 2124.23,572.685 2125.14,572.627 2126.06,572.569 2126.98,572.511 2127.9,572.455 2128.81,572.398 2129.73,572.343 2130.65,572.288 2131.57,572.234 \n",
       "  2132.49,572.181 2133.4,572.128 2134.32,572.077 2135.24,572.026 2136.16,571.976 2137.07,571.927 2137.99,571.879 2138.91,571.832 2139.83,571.786 2140.75,571.741 \n",
       "  2141.66,571.697 2142.58,571.654 2143.5,571.612 2144.42,571.571 2145.33,571.531 2146.25,571.493 2147.17,571.455 2148.09,571.419 2149.01,571.384 2149.92,571.35 \n",
       "  2150.84,571.318 2151.76,571.286 2152.68,571.256 2153.6,571.227 2154.51,571.2 2155.43,571.173 2156.35,571.148 2157.27,571.124 2158.18,571.102 2159.1,571.081 \n",
       "  2160.02,571.061 2160.94,571.042 2161.86,571.025 2162.77,571.009 2163.69,570.995 2164.61,570.982 2165.53,570.97 2166.44,570.959 2167.36,570.95 2168.28,570.942 \n",
       "  2169.2,570.936 2170.12,570.93 2171.03,570.926 2171.95,570.924 2172.87,570.922 2173.79,570.922 2174.7,570.924 2175.62,570.926 2176.54,570.93 2177.46,570.935 \n",
       "  2178.38,570.942 2179.29,570.949 2180.21,570.958 2181.13,570.968 2182.05,570.979 2182.96,570.992 2183.88,571.005 2184.8,571.02 2185.72,571.036 2186.64,571.053 \n",
       "  2187.55,571.071 2188.47,571.09 2189.39,571.111 2190.31,571.132 2191.22,571.154 2192.14,571.178 2193.06,571.202 2193.98,571.227 2194.9,571.254 2195.81,571.281 \n",
       "  2196.73,571.309 2197.65,571.338 2198.57,571.368 2199.48,571.398 2200.4,571.43 2201.32,571.462 2202.24,571.495 2203.16,571.529 2204.07,571.563 2204.99,571.598 \n",
       "  2205.91,571.634 2206.83,571.67 2207.74,571.707 2208.66,571.745 2209.58,571.783 2210.5,571.821 2211.42,571.861 2212.33,571.9 2213.25,571.94 2214.17,571.98 \n",
       "  2215.09,572.021 2216,572.062 2216.92,572.104 2217.84,572.145 2218.76,572.187 2219.68,572.229 2220.59,572.272 2221.51,572.314 2222.43,572.357 2223.35,572.4 \n",
       "  2224.27,572.443 2225.18,572.486 2226.1,572.528 2227.02,572.571 2227.94,572.614 2228.85,572.657 2229.77,572.7 2230.69,572.743 2231.61,572.786 2232.53,572.828 \n",
       "  2233.44,572.87 2234.36,572.912 2235.28,572.954 2236.2,572.996 2237.11,573.037 2238.03,573.078 2238.95,573.119 2239.87,573.159 2240.79,573.199 2241.7,573.238 \n",
       "  2242.62,573.277 2243.54,573.316 2244.46,573.354 2245.37,573.392 2246.29,573.429 2247.21,573.465 2248.13,573.501 2249.05,573.537 2249.96,573.572 2250.88,573.606 \n",
       "  2251.8,573.64 2252.72,573.672 2253.63,573.705 2254.55,573.736 2255.47,573.767 2256.39,573.797 2257.31,573.827 2258.22,573.856 2259.14,573.884 2260.06,573.911 \n",
       "  2260.98,573.937 2261.89,573.963 2262.81,573.987 2263.73,574.011 2264.65,574.035 2265.57,574.057 2266.48,574.078 2267.4,574.099 2268.32,574.118 2269.24,574.137 \n",
       "  2270.15,574.155 2271.07,574.172 2271.99,574.188 2272.91,574.204 2273.83,574.218 2274.74,574.232 2275.66,574.244 2276.58,574.256 2277.5,574.266 2278.41,574.276 \n",
       "  2279.33,574.285 2280.25,574.293 2281.17,574.3 2282.09,574.306 2283,574.311 2283.92,574.316 2284.84,574.319 2285.76,574.322 2286.67,574.323 2287.59,574.324 \n",
       "  2288.51,574.324 2289.43,574.323 2290.35,574.321 2291.26,574.318 2292.18,574.314 2293.1,574.309 2294.02,574.304 2294.94,574.298 2295.85,574.29 2296.77,574.283 \n",
       "  2297.69,574.274 \n",
       "  \"/>\n",
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       "  471.283,1388.71 472.201,1388.71 473.118,1388.71 474.036,1388.71 474.954,1388.71 475.872,1388.71 476.79,1388.71 477.707,1388.71 478.625,1388.71 479.543,1388.71 \n",
       "  480.461,1388.71 481.379,1388.71 482.296,1388.71 483.214,1388.71 484.132,1388.71 485.05,1388.71 485.968,1388.71 486.885,1388.71 487.803,1388.71 488.721,1388.71 \n",
       "  489.639,1388.71 490.556,1388.71 491.474,1388.71 492.392,1388.71 493.31,1388.71 494.228,1388.71 495.145,1388.71 496.063,1388.71 496.981,1388.71 497.899,1388.71 \n",
       "  498.817,1388.71 499.734,1388.71 500.652,1388.71 501.57,1388.71 502.488,1388.71 503.406,1388.71 504.323,1388.71 505.241,1388.71 506.159,1388.71 507.077,1388.71 \n",
       "  507.995,1388.71 508.912,1388.71 509.83,1388.71 510.748,1388.71 511.666,1388.71 512.583,1388.71 513.501,1388.71 514.419,1388.71 515.337,1388.71 516.255,1388.71 \n",
       "  517.172,1388.71 518.09,1388.71 519.008,1388.71 519.926,1388.71 520.844,1388.71 521.761,1388.71 522.679,1388.71 523.597,1388.71 524.515,1388.71 525.433,1388.71 \n",
       "  526.35,1388.71 527.268,1388.71 528.186,1388.71 529.104,1388.71 530.022,1388.71 530.939,1388.71 531.857,1388.71 532.775,1388.71 533.693,1388.71 534.61,1388.71 \n",
       "  535.528,1388.71 536.446,1388.71 537.364,1388.71 538.282,1388.71 539.199,1388.71 540.117,1388.71 541.035,1388.71 541.953,1388.71 542.871,1388.71 543.788,1388.71 \n",
       "  544.706,1388.71 545.624,1388.71 546.542,1388.71 547.46,1388.71 548.377,1388.71 549.295,1388.71 550.213,1388.71 551.131,1388.71 552.049,1388.71 552.966,1388.71 \n",
       "  553.884,1388.71 554.802,1388.71 555.72,1388.71 556.637,1388.71 557.555,1388.71 558.473,1388.71 559.391,1388.71 560.309,1388.71 561.226,1388.71 562.144,1388.71 \n",
       "  563.062,1388.71 563.98,1388.71 564.898,1388.71 565.815,1388.71 566.733,1388.71 567.651,1388.71 568.569,1388.71 569.487,1388.71 570.404,1388.71 571.322,1388.71 \n",
       "  572.24,1388.71 573.158,1388.71 574.076,1388.71 574.993,1388.71 575.911,1388.71 576.829,1388.71 577.747,1388.71 578.664,1388.71 579.582,1388.71 580.5,1388.71 \n",
       "  581.418,1388.71 582.336,1388.71 583.253,1388.71 584.171,1388.71 585.089,1388.71 586.007,1388.71 586.925,1388.71 587.842,1388.71 588.76,1388.71 589.678,1388.71 \n",
       "  590.596,1388.71 591.514,1388.71 592.431,1388.71 593.349,1388.71 594.267,1388.71 595.185,1388.71 596.103,1388.71 597.02,1388.71 597.938,1388.71 598.856,1388.71 \n",
       "  599.774,1388.71 600.691,1388.71 601.609,1388.71 602.527,1388.71 603.445,1388.71 604.363,1388.71 605.28,1388.71 606.198,1388.71 607.116,1388.71 608.034,1388.71 \n",
       "  608.952,1388.71 609.869,1388.71 610.787,1388.71 611.705,1388.71 612.623,1388.71 613.541,1388.71 614.458,1388.71 615.376,1388.71 616.294,1388.71 617.212,1388.71 \n",
       "  618.13,1388.71 619.047,1388.71 619.965,1388.71 620.883,1388.71 621.801,1388.71 622.718,1388.71 623.636,1388.71 624.554,1388.71 625.472,1388.71 626.39,1388.71 \n",
       "  627.307,1388.71 628.225,1388.71 629.143,1388.71 630.061,1388.71 630.979,1388.71 631.896,1388.71 632.814,1388.71 633.732,1388.71 634.65,1388.71 635.568,1388.71 \n",
       "  636.485,1388.71 637.403,1388.71 638.321,1388.71 639.239,1388.71 640.157,1388.71 641.074,1388.71 641.992,1388.71 642.91,1388.71 643.828,1388.71 644.745,1388.71 \n",
       "  645.663,1388.71 646.581,1388.71 647.499,1388.71 648.417,1388.71 649.334,1388.71 650.252,1388.71 651.17,1388.71 652.088,1388.71 653.006,1388.71 653.923,1388.71 \n",
       "  654.841,1388.71 655.759,1388.71 656.677,1388.71 657.595,1388.71 658.512,1388.71 659.43,1388.71 660.348,1388.71 661.266,1388.71 662.184,1388.71 663.101,1388.71 \n",
       "  664.019,1388.71 664.937,1388.71 665.855,1388.71 666.772,1388.71 667.69,1388.71 668.608,1388.71 669.526,1388.71 670.444,1388.71 671.361,1388.71 672.279,1388.71 \n",
       "  673.197,1388.71 674.115,1388.71 675.033,1388.71 675.95,1388.71 676.868,1388.71 677.786,1388.71 678.704,1388.71 679.622,1388.71 680.539,1388.71 681.457,1388.71 \n",
       "  682.375,1388.71 683.293,1388.71 684.211,1388.71 685.128,1388.71 686.046,1388.71 686.964,1388.71 687.882,1388.71 688.799,1388.71 689.717,1388.71 690.635,1388.71 \n",
       "  691.553,1388.71 692.471,1388.71 693.388,1388.71 694.306,1388.71 695.224,1388.71 696.142,1388.71 697.06,1388.71 697.977,1388.71 698.895,1388.71 699.813,1388.71 \n",
       "  700.731,1388.71 701.649,1388.71 702.566,1388.71 703.484,1388.71 704.402,1388.71 705.32,1388.71 706.238,1388.71 707.155,1388.71 708.073,1388.71 708.991,1388.71 \n",
       "  709.909,1388.71 710.826,1388.71 711.744,1388.71 712.662,1388.71 713.58,1388.71 714.498,1388.71 715.415,1388.71 716.333,1388.71 717.251,1388.71 718.169,1388.71 \n",
       "  719.087,1388.71 720.004,1388.71 720.922,1388.71 721.84,1388.71 722.758,1388.71 723.676,1388.71 724.593,1388.71 725.511,1388.71 726.429,1388.71 727.347,1388.71 \n",
       "  728.265,1388.71 729.182,1388.71 730.1,1388.71 731.018,1388.71 731.936,1388.71 732.853,1388.71 733.771,1388.71 734.689,1388.71 735.607,1388.71 736.525,1388.71 \n",
       "  737.442,1388.71 738.36,1388.71 739.278,1388.71 740.196,1388.71 741.114,1388.71 742.031,1388.71 742.949,1388.71 743.867,1388.71 744.785,1388.71 745.703,1388.71 \n",
       "  746.62,1388.71 747.538,1388.71 748.456,1388.71 749.374,1388.71 750.292,1388.71 751.209,1388.71 752.127,1388.71 753.045,1388.71 753.963,1388.71 754.88,1388.71 \n",
       "  755.798,1388.71 756.716,1388.71 757.634,1388.71 758.552,1388.71 759.469,1388.71 760.387,1388.71 761.305,1388.71 762.223,1388.71 763.141,1388.71 764.058,1388.71 \n",
       "  764.976,1388.71 765.894,1388.71 766.812,1388.71 767.73,1388.71 768.647,1388.71 769.565,1388.71 770.483,1388.71 771.401,1388.71 772.319,1388.71 773.236,1388.71 \n",
       "  774.154,1388.71 775.072,1388.71 775.99,1388.71 776.907,1388.71 777.825,1388.71 778.743,1388.71 779.661,1388.71 780.579,1388.71 781.496,1388.71 782.414,1388.71 \n",
       "  783.332,1388.71 784.25,1388.71 785.168,1388.71 786.085,1388.71 787.003,1388.71 787.921,1388.71 788.839,1388.71 789.757,1388.71 790.674,1388.71 791.592,1388.71 \n",
       "  792.51,1388.71 793.428,1388.71 794.346,1388.71 795.263,1388.71 796.181,1388.71 797.099,1388.71 798.017,1388.71 798.934,1388.71 799.852,1388.71 800.77,1388.71 \n",
       "  801.688,1388.71 802.606,1388.71 803.523,1388.71 804.441,1388.71 805.359,1388.71 806.277,1388.71 807.195,1388.71 808.112,1388.71 809.03,1388.71 809.948,1388.71 \n",
       "  810.866,1388.71 811.784,1388.71 812.701,1388.71 813.619,1388.71 814.537,1388.71 815.455,1388.71 816.373,1388.71 817.29,1388.71 818.208,1388.71 819.126,1388.71 \n",
       "  820.044,1388.71 820.962,1388.71 821.879,1388.71 822.797,1388.71 823.715,1388.71 824.633,1388.71 825.55,1388.71 826.468,1388.71 827.386,1388.71 828.304,1388.71 \n",
       "  829.222,1388.71 830.139,1388.71 831.057,1388.71 831.975,1388.71 832.893,1388.71 833.811,1388.71 834.728,1388.71 835.646,1388.71 836.564,1388.71 837.482,1388.71 \n",
       "  838.4,1388.71 839.317,1388.71 840.235,1388.71 841.153,1388.71 842.071,1388.71 842.989,1388.71 843.906,1388.71 844.824,1388.71 845.742,1388.71 846.66,1388.71 \n",
       "  847.577,1388.71 848.495,1388.71 849.413,1388.71 850.331,1388.71 851.249,1388.71 852.166,1388.71 853.084,1388.71 854.002,1388.71 854.92,1388.71 855.838,1388.71 \n",
       "  856.755,1388.71 857.673,1388.71 858.591,1388.71 859.509,1388.71 860.427,1388.71 861.344,1388.71 862.262,1388.71 863.18,1388.71 864.098,1388.71 865.016,1388.71 \n",
       "  865.933,1388.71 866.851,1388.71 867.769,1388.71 868.687,1388.71 869.604,1388.71 870.522,1388.71 871.44,1388.71 872.358,1388.71 873.276,1388.71 874.193,1388.71 \n",
       "  875.111,1388.71 876.029,1388.71 876.947,1388.71 877.865,1388.71 878.782,1388.71 879.7,1388.71 880.618,1388.71 881.536,1388.71 882.454,1388.71 883.371,1388.71 \n",
       "  884.289,1388.71 885.207,1388.71 886.125,1388.71 887.043,1388.71 887.96,1388.71 888.878,1388.71 889.796,1388.71 890.714,1388.71 891.631,1388.71 892.549,1388.71 \n",
       "  893.467,1388.71 894.385,1388.71 895.303,1388.71 896.22,1388.71 897.138,1388.71 898.056,1388.71 898.974,1388.71 899.892,1388.71 900.809,1388.71 901.727,1388.71 \n",
       "  902.645,1388.71 903.563,1388.71 904.481,1388.71 905.398,1388.71 906.316,1388.71 907.234,1388.71 908.152,1388.71 909.07,1388.71 909.987,1388.71 910.905,1388.71 \n",
       "  911.823,1388.71 912.741,1388.71 913.658,1388.71 914.576,1388.71 915.494,1388.71 916.412,1388.71 917.33,1388.71 918.247,1388.71 919.165,1388.71 920.083,1388.71 \n",
       "  921.001,1388.71 921.919,1388.71 922.836,1388.71 923.754,1388.71 924.672,1388.71 925.59,1388.71 926.508,1388.71 927.425,1388.71 928.343,1388.71 929.261,1388.71 \n",
       "  930.179,1388.71 931.097,1388.71 932.014,1388.71 932.932,1388.71 933.85,1388.71 934.768,1388.71 935.685,1388.71 936.603,1388.71 937.521,1388.71 938.439,1388.71 \n",
       "  939.357,1388.71 940.274,1388.71 941.192,1388.71 942.11,1388.71 943.028,1388.71 943.946,1388.71 944.863,1388.71 945.781,1388.71 946.699,1388.71 947.617,1388.71 \n",
       "  948.535,1388.71 949.452,1388.71 950.37,1388.71 951.288,1388.71 952.206,1388.71 953.124,1388.71 954.041,1388.71 954.959,1388.71 955.877,1388.71 956.795,1388.71 \n",
       "  957.712,1388.71 958.63,1388.71 959.548,1388.71 960.466,1388.71 961.384,1388.71 962.301,1388.71 963.219,1388.71 964.137,1388.71 965.055,1388.71 965.973,1388.71 \n",
       "  966.89,1388.71 967.808,1388.71 968.726,1388.71 969.644,1388.71 970.562,1388.71 971.479,1388.71 972.397,1388.71 973.315,1388.71 974.233,1388.71 975.151,1388.71 \n",
       "  976.068,1388.71 976.986,1388.71 977.904,1388.71 978.822,1388.71 979.739,1388.71 980.657,1388.71 981.575,1388.71 982.493,1388.71 983.411,1388.71 984.328,1388.71 \n",
       "  985.246,1388.71 986.164,1388.71 987.082,1388.71 988,1388.71 988.917,1388.71 989.835,1388.71 990.753,1388.71 991.671,1388.71 992.589,1388.71 993.506,1388.71 \n",
       "  994.424,1388.71 995.342,1388.71 996.26,1388.71 997.178,1388.71 998.095,1388.71 999.013,1388.71 999.931,1388.71 1000.85,1388.71 1001.77,1388.71 1002.68,1388.71 \n",
       "  1003.6,1388.71 1004.52,1388.71 1005.44,1388.71 1006.36,1388.71 1007.27,1388.71 1008.19,1388.71 1009.11,1388.71 1010.03,1388.71 1010.94,1388.71 1011.86,1388.71 \n",
       "  1012.78,1388.71 1013.7,1388.71 1014.62,1388.71 1015.53,1388.71 1016.45,1388.71 1017.37,1388.71 1018.29,1388.71 1019.2,1388.71 1020.12,1388.71 1021.04,1388.71 \n",
       "  1021.96,1388.71 1022.88,1388.71 1023.79,1388.71 1024.71,1388.71 1025.63,1388.71 1026.55,1388.71 1027.46,1388.71 1028.38,1388.71 1029.3,1388.71 1030.22,1388.71 \n",
       "  1031.14,1388.71 1032.05,1388.71 1032.97,1388.71 1033.89,1388.71 1034.81,1388.71 1035.72,1388.71 1036.64,1388.71 1037.56,1388.71 1038.48,1388.71 1039.4,1388.71 \n",
       "  1040.31,1388.71 1041.23,1388.71 1042.15,1388.71 1043.07,1388.71 1043.98,1388.71 1044.9,1388.71 1045.82,1388.71 1046.74,1388.71 1047.66,1388.71 1048.57,1388.71 \n",
       "  1049.49,1388.71 1050.41,1388.71 1051.33,1388.71 1052.25,1388.71 1053.16,1388.71 1054.08,1388.71 1055,1388.71 1055.92,1388.71 1056.83,1388.71 1057.75,1388.71 \n",
       "  1058.67,1388.71 1059.59,1388.71 1060.51,1388.71 1061.42,1388.71 1062.34,1388.71 1063.26,1388.71 1064.18,1388.71 1065.09,1388.71 1066.01,1388.71 1066.93,1388.71 \n",
       "  1067.85,1388.71 1068.77,1388.71 1069.68,1388.71 1070.6,1388.71 1071.52,1388.71 1072.44,1388.71 1073.35,1388.71 1074.27,1388.71 1075.19,1388.71 1076.11,1388.71 \n",
       "  1077.03,1388.71 1077.94,1388.71 1078.86,1388.71 1079.78,1388.71 1080.7,1388.71 1081.61,1388.71 1082.53,1388.71 1083.45,1388.71 1084.37,1388.71 1085.29,1388.71 \n",
       "  1086.2,1388.71 1087.12,1388.71 1088.04,1388.71 1088.96,1388.71 1089.87,1388.71 1090.79,1388.71 1091.71,1388.71 1092.63,1388.71 1093.55,1388.71 1094.46,1388.71 \n",
       "  1095.38,1388.71 1096.3,1388.71 1097.22,1388.71 1098.13,1388.71 1099.05,1388.71 1099.97,1388.71 1100.89,1388.71 1101.81,1388.71 1102.72,1388.71 1103.64,1388.71 \n",
       "  1104.56,1388.71 1105.48,1388.71 1106.39,1388.71 1107.31,1388.71 1108.23,1388.71 1109.15,1388.71 1110.07,1388.71 1110.98,1388.71 1111.9,1388.71 1112.82,1388.71 \n",
       "  1113.74,1388.71 1114.65,1388.71 1115.57,1388.71 1116.49,1388.71 1117.41,1388.71 1118.33,1388.71 1119.24,1388.71 1120.16,1388.71 1121.08,1388.71 1122,1388.71 \n",
       "  1122.91,1388.71 1123.83,1388.71 1124.75,1388.71 1125.67,1388.71 1126.59,1388.71 1127.5,1388.71 1128.42,1388.71 1129.34,1388.71 1130.26,1388.71 1131.18,1388.71 \n",
       "  1132.09,1388.71 1133.01,1388.71 1133.93,1388.71 1134.85,1388.71 1135.76,1388.71 1136.68,1388.71 1137.6,1388.71 1138.52,1388.71 1139.44,1388.71 1140.35,1388.71 \n",
       "  1141.27,1388.71 1142.19,1388.71 1143.11,1388.71 1144.02,1388.71 1144.94,1388.71 1145.86,1388.71 1146.78,1388.71 1147.7,1388.71 1148.61,1388.71 1149.53,1388.71 \n",
       "  1150.45,1388.71 1151.37,1388.71 1152.28,1388.71 1153.2,1388.71 1154.12,1388.71 1155.04,1388.71 1155.96,1388.71 1156.87,1388.71 1157.79,1388.71 1158.71,1388.71 \n",
       "  1159.63,1388.71 1160.54,1388.71 1161.46,1388.71 1162.38,1388.71 1163.3,1388.71 1164.22,1388.71 1165.13,1388.71 1166.05,1388.71 1166.97,1388.71 1167.89,1388.71 \n",
       "  1168.8,1388.71 1169.72,1388.71 1170.64,1388.71 1171.56,1388.71 1172.48,1388.71 1173.39,1388.71 1174.31,1388.71 1175.23,1388.71 1176.15,1388.71 1177.06,1388.71 \n",
       "  1177.98,1388.71 1178.9,1388.71 1179.82,1388.71 1180.74,1388.71 1181.65,1388.71 1182.57,1388.71 1183.49,1388.71 1184.41,1388.71 1185.32,1388.71 1186.24,1388.71 \n",
       "  1187.16,1388.71 1188.08,1388.71 1189,1388.71 1189.91,1388.71 1190.83,1388.71 1191.75,1388.71 1192.67,1388.71 1193.58,1388.71 1194.5,1388.71 1195.42,1388.71 \n",
       "  1196.34,1388.71 1197.26,1388.71 1198.17,1388.71 1199.09,1388.71 1200.01,1388.71 1200.93,1388.71 1201.85,1388.71 1202.76,1388.71 1203.68,1388.71 1204.6,1388.71 \n",
       "  1205.52,1388.71 1206.43,1388.71 1207.35,1388.71 1208.27,1388.71 1209.19,1388.71 1210.11,1388.71 1211.02,1388.71 1211.94,1388.71 1212.86,1388.71 1213.78,1388.71 \n",
       "  1214.69,1388.71 1215.61,1388.71 1216.53,1388.71 1217.45,1388.71 1218.37,1388.71 1219.28,1388.71 1220.2,1388.71 1221.12,1388.71 1222.04,1388.71 1222.95,1388.71 \n",
       "  1223.87,1388.71 1224.79,1388.71 1225.71,1388.71 1226.63,1388.71 1227.54,1388.71 1228.46,1388.71 1229.38,1388.71 1230.3,1388.71 1231.21,1388.71 1232.13,1388.71 \n",
       "  1233.05,1388.71 1233.97,1388.71 1234.89,1388.71 1235.8,1388.71 1236.72,1388.71 1237.64,1388.71 1238.56,1388.71 1239.47,1388.71 1240.39,1388.71 1241.31,1388.71 \n",
       "  1242.23,1388.71 1243.15,1388.71 1244.06,1388.71 1244.98,1388.71 1245.9,1388.71 1246.82,1388.71 1247.73,1388.71 1248.65,1388.71 1249.57,1388.71 1250.49,1388.71 \n",
       "  1251.41,1388.71 1252.32,1388.71 1253.24,1388.71 1254.16,1388.71 1255.08,1388.71 1255.99,1388.71 1256.91,1388.71 1257.83,1388.71 1258.75,1388.71 1259.67,1388.71 \n",
       "  1260.58,1388.71 1261.5,1388.71 1262.42,1388.71 1263.34,1388.71 1264.25,1388.71 1265.17,1388.71 1266.09,1388.71 1267.01,1388.71 1267.93,1388.71 1268.84,1388.71 \n",
       "  1269.76,1388.71 1270.68,1388.71 1271.6,1388.71 1272.52,1388.71 1273.43,1388.71 1274.35,1388.71 1275.27,1388.71 1276.19,1388.71 1277.1,1388.71 1278.02,1388.71 \n",
       "  1278.94,1388.71 1279.86,1388.71 1280.78,1388.71 1281.69,1388.71 1282.61,1388.71 1283.53,1388.71 1284.45,1388.71 1285.36,1388.71 1286.28,1388.71 1287.2,1388.71 \n",
       "  1288.12,1388.71 1289.04,1388.71 1289.95,1388.71 1290.87,1388.71 1291.79,1388.71 1292.71,1388.71 1293.62,1388.71 1294.54,1388.71 1295.46,1388.71 1296.38,1388.71 \n",
       "  1297.3,1388.71 1298.21,1388.71 1299.13,1388.71 1300.05,1388.71 1300.97,1388.71 1301.88,1388.71 1302.8,1388.71 1303.72,1388.71 1304.64,1388.71 1305.56,1388.71 \n",
       "  1306.47,1388.71 1307.39,1388.71 1308.31,1388.71 1309.23,1388.71 1310.14,1388.71 1311.06,1388.71 1311.98,1388.71 1312.9,1388.71 1313.82,1388.71 1314.73,1388.71 \n",
       "  1315.65,1388.71 1316.57,1388.71 1317.49,1388.71 1318.4,1388.71 1319.32,1388.71 1320.24,1388.71 1321.16,1388.71 1322.08,1388.71 1322.99,1388.71 1323.91,1388.71 \n",
       "  1324.83,1388.71 1325.75,1388.71 1326.66,1388.71 1327.58,1388.71 1328.5,1388.71 1329.42,1388.71 1330.34,1388.71 1331.25,1388.71 1332.17,1388.71 1333.09,1388.71 \n",
       "  1334.01,1388.71 1334.92,1388.71 1335.84,1388.71 1336.76,1388.71 1337.68,1388.71 1338.6,1388.71 1339.51,1388.71 1340.43,1388.71 1341.35,1388.71 1342.27,1388.71 \n",
       "  1343.18,1388.71 1344.1,1388.71 1345.02,1388.71 1345.94,1388.71 1346.86,1388.71 1347.77,1388.71 1348.69,1388.71 1349.61,1388.71 1350.53,1388.71 1351.45,1388.71 \n",
       "  1352.36,1388.71 1353.28,1388.71 1354.2,1388.71 1355.12,1388.71 1356.03,1388.71 1356.95,1388.71 1357.87,1388.71 1358.79,1388.71 1359.71,1388.71 1360.62,1388.71 \n",
       "  1361.54,1388.71 1362.46,1388.71 1363.38,1388.71 1364.29,1388.71 1365.21,1388.71 1366.13,1388.71 1367.05,1388.71 1367.97,1388.71 1368.88,1388.71 1369.8,1388.71 \n",
       "  1370.72,1388.71 1371.64,1388.71 1372.55,1388.71 1373.47,1388.71 1374.39,1388.71 1375.31,1388.71 1376.23,1388.71 1377.14,1388.71 1378.06,1388.71 1378.98,1388.71 \n",
       "  1379.9,1388.71 1380.81,1388.71 1381.73,1388.71 1382.65,1388.71 1383.57,1388.71 1384.49,1388.71 1385.4,1388.71 1386.32,1388.71 1387.24,1388.71 1388.16,1388.71 \n",
       "  1389.07,1388.71 1389.99,1388.71 1390.91,1388.71 1391.83,1388.71 1392.75,1388.71 1393.66,1388.71 1394.58,1388.71 1395.5,1388.71 1396.42,1388.71 1397.33,1388.71 \n",
       "  1398.25,1388.71 1399.17,1388.71 1400.09,1388.71 1401.01,1388.71 1401.92,1388.71 1402.84,1388.71 1403.76,1388.71 1404.68,1388.71 1405.59,1388.71 1406.51,1388.71 \n",
       "  1407.43,1388.71 1408.35,1388.71 1409.27,1388.71 1410.18,1388.71 1411.1,1388.71 1412.02,1388.71 1412.94,1388.71 1413.85,1388.71 1414.77,1388.71 1415.69,1388.71 \n",
       "  1416.61,1388.71 1417.53,1388.71 1418.44,1388.71 1419.36,1388.71 1420.28,1388.71 1421.2,1388.71 1422.12,1388.71 1423.03,1388.71 1423.95,1388.71 1424.87,1388.71 \n",
       "  1425.79,1388.71 1426.7,1388.71 1427.62,1388.71 1428.54,1388.71 1429.46,1388.71 1430.38,1388.71 1431.29,1388.71 1432.21,1388.71 1433.13,1388.71 1434.05,1388.71 \n",
       "  1434.96,1388.71 1435.88,1388.71 1436.8,1388.71 1437.72,1388.71 1438.64,1388.71 1439.55,1388.71 1440.47,1388.71 1441.39,1388.71 1442.31,1388.71 1443.22,1388.71 \n",
       "  1444.14,1388.71 1445.06,1388.71 1445.98,1388.71 1446.9,1388.71 1447.81,1388.71 1448.73,1388.71 1449.65,1388.71 1450.57,1388.71 1451.48,1388.71 1452.4,1388.71 \n",
       "  1453.32,1388.71 1454.24,1388.71 1455.16,1388.71 1456.07,1388.71 1456.99,1388.71 1457.91,1388.71 1458.83,1388.71 1459.74,1388.71 1460.66,1388.71 1461.58,1388.71 \n",
       "  1462.5,1388.71 1463.42,1388.71 1464.33,1388.71 1465.25,1388.71 1466.17,1388.71 1467.09,1388.71 1468,1388.71 1468.92,1388.71 1469.84,1388.71 1470.76,1388.71 \n",
       "  1471.68,1388.71 1472.59,1388.71 1473.51,1388.71 1474.43,1388.71 1475.35,1388.71 1476.26,1388.71 1477.18,1388.71 1478.1,1388.71 1479.02,1388.71 1479.94,1388.71 \n",
       "  1480.85,1388.71 1481.77,1388.71 1482.69,1388.71 1483.61,1388.71 1484.52,1388.71 1485.44,1388.71 1486.36,1388.71 1487.28,1388.71 1488.2,1388.71 1489.11,1388.71 \n",
       "  1490.03,1388.71 1490.95,1388.71 1491.87,1388.71 1492.79,1388.71 1493.7,1388.71 1494.62,1388.71 1495.54,1388.71 1496.46,1388.71 1497.37,1388.71 1498.29,1388.71 \n",
       "  1499.21,1388.71 1500.13,1388.71 1501.05,1388.71 1501.96,1388.71 1502.88,1388.71 1503.8,1388.71 1504.72,1388.71 1505.63,1388.71 1506.55,1388.71 1507.47,1388.71 \n",
       "  1508.39,1388.71 1509.31,1388.71 1510.22,1388.71 1511.14,1388.71 1512.06,1388.71 1512.98,1388.71 1513.89,1388.71 1514.81,1388.71 1515.73,1388.71 1516.65,1388.71 \n",
       "  1517.57,1388.71 1518.48,1388.71 1519.4,1388.71 1520.32,1388.71 1521.24,1388.71 1522.15,1388.71 1523.07,1388.71 1523.99,1388.71 1524.91,1388.71 1525.83,1388.71 \n",
       "  1526.74,1388.71 1527.66,1388.71 1528.58,1388.71 1529.5,1388.71 1530.41,1388.71 1531.33,1388.71 1532.25,1388.71 1533.17,1388.71 1534.09,1388.71 1535,1388.71 \n",
       "  1535.92,1388.71 1536.84,1388.71 1537.76,1388.71 1538.67,1388.71 1539.59,1388.71 1540.51,1388.71 1541.43,1388.71 1542.35,1388.71 1543.26,1388.71 1544.18,1388.71 \n",
       "  1545.1,1388.71 1546.02,1388.71 1546.93,1388.71 1547.85,1388.71 1548.77,1388.71 1549.69,1388.71 1550.61,1388.71 1551.52,1388.71 1552.44,1388.71 1553.36,1388.71 \n",
       "  1554.28,1388.71 1555.19,1388.71 1556.11,1388.71 1557.03,1388.71 1557.95,1388.71 1558.87,1388.71 1559.78,1388.71 1560.7,1388.71 1561.62,1388.71 1562.54,1388.71 \n",
       "  1563.46,1388.71 1564.37,1388.71 1565.29,1388.71 1566.21,1388.71 1567.13,1388.71 1568.04,1388.71 1568.96,1388.71 1569.88,1388.71 1570.8,1388.71 1571.72,1388.71 \n",
       "  1572.63,1388.71 1573.55,1388.71 1574.47,1388.71 1575.39,1388.71 1576.3,1388.71 1577.22,1388.71 1578.14,1388.71 1579.06,1388.71 1579.98,1388.71 1580.89,1388.71 \n",
       "  1581.81,1388.71 1582.73,1388.71 1583.65,1388.71 1584.56,1388.71 1585.48,1388.71 1586.4,1388.71 1587.32,1388.71 1588.24,1388.71 1589.15,1388.71 1590.07,1388.71 \n",
       "  1590.99,1388.71 1591.91,1388.71 1592.82,1388.71 1593.74,1388.71 1594.66,1388.71 1595.58,1388.71 1596.5,1388.71 1597.41,1388.71 1598.33,1388.71 1599.25,1388.71 \n",
       "  1600.17,1388.71 1601.08,1388.71 1602,1388.71 1602.92,1388.71 1603.84,1388.71 1604.76,1388.71 1605.67,1388.71 1606.59,1388.71 1607.51,1388.71 1608.43,1388.71 \n",
       "  1609.34,1388.71 1610.26,1388.71 1611.18,1388.71 1612.1,1388.71 1613.02,1388.71 1613.93,1388.71 1614.85,1388.71 1615.77,1388.71 1616.69,1388.71 1617.6,1388.71 \n",
       "  1618.52,1388.71 1619.44,1388.71 1620.36,1388.71 1621.28,1388.71 1622.19,1388.71 1623.11,1388.71 1624.03,1388.71 1624.95,1388.71 1625.86,1388.71 1626.78,1388.71 \n",
       "  1627.7,1388.71 1628.62,1388.71 1629.54,1388.71 1630.45,1388.71 1631.37,1388.71 1632.29,1388.71 1633.21,1388.71 1634.12,1388.71 1635.04,1388.71 1635.96,1388.71 \n",
       "  1636.88,1388.71 1637.8,1388.71 1638.71,1388.71 1639.63,1388.71 1640.55,1388.71 1641.47,1388.71 1642.39,1388.71 1643.3,1388.71 1644.22,1388.71 1645.14,1388.71 \n",
       "  1646.06,1388.71 1646.97,1388.71 1647.89,1388.71 1648.81,1388.71 1649.73,1388.71 1650.65,1388.71 1651.56,1388.71 1652.48,1388.71 1653.4,1388.71 1654.32,1388.71 \n",
       "  1655.23,1388.71 1656.15,1388.71 1657.07,1388.71 1657.99,1388.71 1658.91,1388.71 1659.82,1388.71 1660.74,1388.71 1661.66,1388.71 1662.58,1388.71 1663.49,1388.71 \n",
       "  1664.41,1388.71 1665.33,1388.71 1666.25,1388.71 1667.17,1388.71 1668.08,1388.71 1669,1388.71 1669.92,1388.71 1670.84,1388.71 1671.75,1388.71 1672.67,1388.71 \n",
       "  1673.59,1388.71 1674.51,1388.71 1675.43,1388.71 1676.34,1388.71 1677.26,1388.71 1678.18,1388.71 1679.1,1388.71 1680.01,1388.71 1680.93,1388.71 1681.85,1388.71 \n",
       "  1682.77,1388.71 1683.69,1388.71 1684.6,1388.71 1685.52,1388.71 1686.44,1388.71 1687.36,1388.71 1688.27,1388.71 1689.19,1388.71 1690.11,1388.71 1691.03,1388.71 \n",
       "  1691.95,1388.71 1692.86,1388.71 1693.78,1388.71 1694.7,1388.71 1695.62,1388.71 1696.53,1388.71 1697.45,1388.71 1698.37,1388.71 1699.29,1388.71 1700.21,1388.71 \n",
       "  1701.12,1388.71 1702.04,1388.71 1702.96,1388.71 1703.88,1388.71 1704.79,1388.71 1705.71,1388.71 1706.63,1388.71 1707.55,1388.71 1708.47,1388.71 1709.38,1388.71 \n",
       "  1710.3,1388.71 1711.22,1388.71 1712.14,1388.71 1713.06,1388.71 1713.97,1388.71 1714.89,1388.71 1715.81,1388.71 1716.73,1388.71 1717.64,1388.71 1718.56,1388.71 \n",
       "  1719.48,1388.71 1720.4,1388.71 1721.32,1388.71 1722.23,1388.71 1723.15,1388.71 1724.07,1388.71 1724.99,1388.71 1725.9,1388.71 1726.82,1388.71 1727.74,1388.71 \n",
       "  1728.66,1388.71 1729.58,1388.71 1730.49,1388.71 1731.41,1388.71 1732.33,1388.71 1733.25,1388.71 1734.16,1388.71 1735.08,1388.71 1736,1388.71 1736.92,1388.71 \n",
       "  1737.84,1388.71 1738.75,1388.71 1739.67,1388.71 1740.59,1388.71 1741.51,1388.71 1742.42,1388.71 1743.34,1388.71 1744.26,1388.71 1745.18,1388.71 1746.1,1388.71 \n",
       "  1747.01,1388.71 1747.93,1388.71 1748.85,1388.71 1749.77,1388.71 1750.68,1388.71 1751.6,1388.71 1752.52,1388.71 1753.44,1388.71 1754.36,1388.71 1755.27,1388.71 \n",
       "  1756.19,1388.71 1757.11,1388.71 1758.03,1388.71 1758.94,1388.71 1759.86,1388.71 1760.78,1388.71 1761.7,1388.71 1762.62,1388.71 1763.53,1388.71 1764.45,1388.71 \n",
       "  1765.37,1388.71 1766.29,1388.71 1767.2,1388.71 1768.12,1388.71 1769.04,1388.71 1769.96,1388.71 1770.88,1388.71 1771.79,1388.71 1772.71,1388.71 1773.63,1388.71 \n",
       "  1774.55,1388.71 1775.46,1388.71 1776.38,1388.71 1777.3,1388.71 1778.22,1388.71 1779.14,1388.71 1780.05,1388.71 1780.97,1388.71 1781.89,1388.71 1782.81,1388.71 \n",
       "  1783.73,1388.71 1784.64,1388.71 1785.56,1388.71 1786.48,1388.71 1787.4,1388.71 1788.31,1388.71 1789.23,1388.71 1790.15,1388.71 1791.07,1388.71 1791.99,1388.71 \n",
       "  1792.9,1388.71 1793.82,1388.71 1794.74,1388.71 1795.66,1388.71 1796.57,1388.71 1797.49,1388.71 1798.41,1388.71 1799.33,1388.71 1800.25,1388.71 1801.16,1388.71 \n",
       "  1802.08,1388.71 1803,1388.71 1803.92,1388.71 1804.83,1388.71 1805.75,1388.71 1806.67,1388.71 1807.59,1388.71 1808.51,1388.71 1809.42,1388.71 1810.34,1388.71 \n",
       "  1811.26,1388.71 1812.18,1388.71 1813.09,1388.71 1814.01,1388.71 1814.93,1388.71 1815.85,1388.71 1816.77,1388.71 1817.68,1388.71 1818.6,1388.71 1819.52,1388.71 \n",
       "  1820.44,1388.71 1821.35,1388.71 1822.27,1388.71 1823.19,1388.71 1824.11,1388.71 1825.03,1388.71 1825.94,1388.71 1826.86,1388.71 1827.78,1388.71 1828.7,1388.71 \n",
       "  1829.61,1388.71 1830.53,1388.71 1831.45,1388.71 1832.37,1388.71 1833.29,1388.71 1834.2,1388.71 1835.12,1388.71 1836.04,1388.71 1836.96,1388.71 1837.87,1388.71 \n",
       "  1838.79,1388.71 1839.71,1388.71 1840.63,1388.71 1841.55,1388.71 1842.46,1388.71 1843.38,1388.71 1844.3,1388.71 1845.22,1388.71 1846.13,1388.71 1847.05,1388.71 \n",
       "  1847.97,1388.71 1848.89,1388.71 1849.81,1388.71 1850.72,1388.71 1851.64,1388.71 1852.56,1388.71 1853.48,1388.71 1854.39,1388.71 1855.31,1388.71 1856.23,1388.71 \n",
       "  1857.15,1388.71 1858.07,1388.71 1858.98,1388.71 1859.9,1388.71 1860.82,1388.71 1861.74,1388.71 1862.66,1388.71 1863.57,1388.71 1864.49,1388.71 1865.41,1388.71 \n",