Metavoxel GPU Validation.ipynb

    "            Q = 1 / 3 - 0.2244 / (min(h / b, b / h) + 0.1607)\n",
    "            Jxx = 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\"]/100.0\n",
    "            F[(i)*6+2]=f[\"y\"]/100.0\n",
    "            F[(i)*6+3]=f[\"z\"]/100.0\n",
    "            F[(i)*6+4]=0\n",
    "            F[(i)*6+5]=0\n",
    "            F[(i)*6+6]=0\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",
    "        return M,K,F\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\"][1]\n",
    "                #i=parse(Int,node[\"id\"][2:end])\n",
    "                node[\"displacement\"][\"x\"]=X[(i)*6+1]\n",
    "                node[\"displacement\"][\"y\"]=X[(i)*6+2]\n",
    "                node[\"displacement\"][\"z\"]=X[(i)*6+3]\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\"] fromNode[\"position\"][\"y\"] fromNode[\"position\"][\"z\"]]\n",
    "            toPoint = [toNode[\"position\"][\"x\"] toNode[\"position\"][\"y\"] toNode[\"position\"][\"z\"]]\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",
    "        \n",
    "        M,K,F=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",
    "        # println(X)\n",
    "\n",
    "\n",
    "        #updateDisplacement(displacements);\n",
    "        updateDisplacement(setup, X)\n",
    "\n",
    "        # determine the stresses in each element\n",
    "        stresses=get_stresses(setup)\n",
    "    end\n",
    "    #######################################################\n",
    "    displacementFEA=[]\n",
    "    solveFea(setup)\n",
    "    return displacementFEA\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "getSetup (generic function with 1 method)"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function getSetup()\n",
    "    setup = Dict()\n",
    "\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",
    "#         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": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "first timestep took 0.9752327 seconds\n",
      "ran latticeSize 4 with 8 voxels and 12 edges for 3000 time steps took 1.0615292 seconds\n",
      "FEA displacement= -0.003114564315143315,converged displacement= -0.00026102125581191663\n"
     ]
    },
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       "  888.01,283.738 888.676,283.599 889.342,283.458 890.008,283.317 890.673,283.175 891.339,283.032 892.005,282.887 892.671,282.742 893.337,282.596 894.002,282.449 \n",
       "  894.668,282.302 895.334,282.153 896,282.003 896.666,281.853 897.331,281.701 897.997,281.549 898.663,281.396 899.329,281.241 899.995,281.086 900.66,280.93 \n",
       "  901.326,280.774 901.992,280.616 902.658,280.457 903.324,280.298 903.989,280.137 904.655,279.976 905.321,279.814 905.987,279.651 906.653,279.487 907.318,279.323 \n",
       "  907.984,279.157 908.65,278.991 909.316,278.824 909.982,278.656 910.647,278.487 911.313,278.318 911.979,278.147 912.645,277.976 913.31,277.804 913.976,277.631 \n",
       "  914.642,277.457 915.308,277.283 915.974,277.108 916.639,276.931 917.305,276.755 917.971,276.577 918.637,276.399 919.303,276.219 919.968,276.039 920.634,275.859 \n",
       "  921.3,275.677 921.966,275.495 922.632,275.312 923.297,275.128 923.963,274.944 924.629,274.758 925.295,274.572 925.961,274.386 926.626,274.198 927.292,274.01 \n",
       "  927.958,273.821 928.624,273.632 929.29,273.441 929.955,273.25 930.621,273.058 931.287,272.866 931.953,272.673 932.618,272.479 933.284,272.285 933.95,272.089 \n",
       "  934.616,271.893 935.282,271.697 935.947,271.5 936.613,271.302 937.279,271.103 937.945,270.904 938.611,270.704 939.276,270.504 939.942,270.303 940.608,270.101 \n",
       "  941.274,269.898 941.94,269.695 942.605,269.492 943.271,269.287 943.937,269.082 944.603,268.877 945.269,268.671 945.934,268.464 946.6,268.257 947.266,268.049 \n",
       "  947.932,267.84 948.598,267.631 949.263,267.421 949.929,267.211 950.595,267 951.261,266.789 951.926,266.577 952.592,266.364 953.258,266.151 953.924,265.937 \n",
       "  954.59,265.723 955.255,265.509 955.921,265.293 956.587,265.077 957.253,264.861 957.919,264.644 958.584,264.427 959.25,264.209 959.916,263.99 960.582,263.771 \n",
       "  961.248,263.552 961.913,263.332 962.579,263.112 963.245,262.891 963.911,262.669 964.577,262.447 965.242,262.225 965.908,262.002 966.574,261.779 967.24,261.555 \n",
       "  967.906,261.331 968.571,261.106 969.237,260.881 969.903,260.655 970.569,260.429 971.234,260.203 971.9,259.976 972.566,259.749 973.232,259.521 973.898,259.293 \n",
       "  974.563,259.064 975.229,258.835 975.895,258.606 976.561,258.376 977.227,258.146 977.892,257.915 978.558,257.684 979.224,257.453 979.89,257.221 980.556,256.989 \n",
       "  981.221,256.757 981.887,256.524 982.553,256.291 983.219,256.057 983.885,255.823 984.55,255.589 985.216,255.354 985.882,255.119 986.548,254.884 987.214,254.649 \n",
       "  987.879,254.413 988.545,254.176 989.211,253.94 989.877,253.703 990.543,253.466 991.208,253.228 991.874,252.991 992.54,252.753 993.206,252.514 993.871,252.276 \n",
       "  994.537,252.037 995.203,251.797 995.869,251.558 996.535,251.318 997.2,251.078 997.866,250.838 998.532,250.598 999.198,250.357 999.864,250.116 1000.53,249.875 \n",
       "  1001.2,249.633 1001.86,249.391 1002.53,249.149 1003.19,248.907 1003.86,248.665 1004.52,248.422 1005.19,248.18 1005.86,247.937 1006.52,247.693 1007.19,247.45 \n",
       "  1007.85,247.206 1008.52,246.963 1009.18,246.719 1009.85,246.475 1010.52,246.23 1011.18,245.986 1011.85,245.741 1012.51,245.497 1013.18,245.252 1013.85,245.006 \n",
       "  1014.51,244.761 1015.18,244.516 1015.84,244.27 1016.51,244.025 1017.17,243.779 1017.84,243.533 1018.51,243.287 1019.17,243.041 1019.84,242.795 1020.5,242.548 \n",
       "  1021.17,242.302 1021.83,242.055 1022.5,241.809 1023.17,241.562 1023.83,241.315 1024.5,241.068 1025.16,240.821 1025.83,240.574 1026.5,240.327 1027.16,240.08 \n",
       "  1027.83,239.833 1028.49,239.585 1029.16,239.338 1029.82,239.091 1030.49,238.843 1031.16,238.596 1031.82,238.348 1032.49,238.101 1033.15,237.853 1033.82,237.605 \n",
       "  1034.48,237.358 1035.15,237.11 1035.82,236.863 1036.48,236.615 1037.15,236.367 1037.81,236.12 1038.48,235.872 1039.15,235.625 1039.81,235.377 1040.48,235.129 \n",
       "  1041.14,234.882 1041.81,234.634 1042.47,234.387 1043.14,234.139 1043.81,233.892 1044.47,233.645 1045.14,233.397 1045.8,233.15 1046.47,232.903 1047.13,232.656 \n",
       "  1047.8,232.409 1048.47,232.162 1049.13,231.915 1049.8,231.668 1050.46,231.421 1051.13,231.175 1051.8,230.928 1052.46,230.682 1053.13,230.435 1053.79,230.189 \n",
       "  1054.46,229.943 1055.12,229.697 1055.79,229.451 1056.46,229.205 1057.12,228.96 1057.79,228.714 1058.45,228.469 1059.12,228.223 1059.79,227.978 1060.45,227.733 \n",
       "  1061.12,227.489 1061.78,227.244 1062.45,226.999 1063.11,226.755 1063.78,226.511 1064.45,226.267 1065.11,226.023 1065.78,225.779 1066.44,225.536 1067.11,225.292 \n",
       "  1067.77,225.049 1068.44,224.806 1069.11,224.564 1069.77,224.321 1070.44,224.079 1071.1,223.837 1071.77,223.595 1072.44,223.353 1073.1,223.112 1073.77,222.87 \n",
       "  1074.43,222.629 1075.1,222.388 1075.76,222.148 1076.43,221.908 1077.1,221.667 1077.76,221.428 1078.43,221.188 1079.09,220.949 1079.76,220.71 1080.42,220.471 \n",
       "  1081.09,220.232 1081.76,219.994 1082.42,219.756 1083.09,219.518 1083.75,219.281 1084.42,219.044 1085.09,218.807 1085.75,218.57 1086.42,218.334 1087.08,218.098 \n",
       "  1087.75,217.862 1088.41,217.627 1089.08,217.392 1089.75,217.157 1090.41,216.922 1091.08,216.688 1091.74,216.454 1092.41,216.221 1093.07,215.988 1093.74,215.755 \n",
       "  1094.41,215.522 1095.07,215.29 1095.74,215.059 1096.4,214.827 1097.07,214.596 1097.74,214.365 1098.4,214.135 1099.07,213.905 1099.73,213.675 1100.4,213.446 \n",
       "  1101.06,213.217 1101.73,212.988 1102.4,212.76 1103.06,212.532 1103.73,212.305 1104.39,212.078 1105.06,211.851 1105.72,211.625 1106.39,211.399 1107.06,211.174 \n",
       "  1107.72,210.949 1108.39,210.724 1109.05,210.5 1109.72,210.276 1110.39,210.053 1111.05,209.83 1111.72,209.607 1112.38,209.385 1113.05,209.163 1113.71,208.942 \n",
       "  1114.38,208.721 1115.05,208.501 1115.71,208.281 1116.38,208.062 1117.04,207.843 1117.71,207.624 1118.37,207.406 1119.04,207.188 1119.71,206.971 1120.37,206.754 \n",
       "  1121.04,206.538 1121.7,206.322 1122.37,206.107 1123.04,205.892 1123.7,205.678 1124.37,205.464 1125.03,205.251 1125.7,205.038 1126.36,204.825 1127.03,204.614 \n",
       "  1127.7,204.402 1128.36,204.191 1129.03,203.981 1129.69,203.771 1130.36,203.562 1131.02,203.353 1131.69,203.144 1132.36,202.937 1133.02,202.729 1133.69,202.522 \n",
       "  1134.35,202.316 1135.02,202.111 1135.69,201.905 1136.35,201.701 1137.02,201.497 1137.68,201.293 1138.35,201.09 1139.01,200.887 1139.68,200.686 1140.35,200.484 \n",
       "  1141.01,200.283 1141.68,200.083 1142.34,199.883 1143.01,199.684 1143.68,199.486 1144.34,199.288 1145.01,199.09 1145.67,198.893 1146.34,198.697 1147,198.501 \n",
       "  1147.67,198.306 1148.34,198.112 1149,197.918 1149.67,197.724 1150.33,197.531 1151,197.339 1151.66,197.148 1152.33,196.957 1153,196.766 1153.66,196.577 \n",
       "  1154.33,196.387 1154.99,196.199 1155.66,196.011 1156.33,195.823 1156.99,195.637 1157.66,195.451 1158.32,195.265 1158.99,195.08 1159.65,194.896 1160.32,194.712 \n",
       "  1160.99,194.529 1161.65,194.347 1162.32,194.165 1162.98,193.984 1163.65,193.804 1164.31,193.624 1164.98,193.445 1165.65,193.266 1166.31,193.088 1166.98,192.911 \n",
       "  1167.64,192.734 1168.31,192.558 1168.98,192.383 1169.64,192.209 1170.31,192.035 1170.97,191.861 1171.64,191.689 1172.3,191.517 1172.97,191.345 1173.64,191.175 \n",
       "  1174.3,191.005 1174.97,190.835 1175.63,190.667 1176.3,190.499 1176.96,190.332 1177.63,190.165 1178.3,189.999 1178.96,189.834 1179.63,189.669 1180.29,189.506 \n",
       "  1180.96,189.342 1181.63,189.18 1182.29,189.018 1182.96,188.857 1183.62,188.697 1184.29,188.537 1184.95,188.378 1185.62,188.22 1186.29,188.062 1186.95,187.906 \n",
       "  1187.62,187.749 1188.28,187.594 1188.95,187.439 1189.61,187.285 1190.28,187.132 1190.95,186.979 1191.61,186.828 1192.28,186.676 1192.94,186.526 1193.61,186.376 \n",
       "  1194.28,186.227 1194.94,186.079 1195.61,185.932 1196.27,185.785 1196.94,185.639 1197.6,185.493 1198.27,185.349 1198.94,185.205 1199.6,185.062 1200.27,184.92 \n",
       "  1200.93,184.778 1201.6,184.637 1202.26,184.497 1202.93,184.357 1203.6,184.219 1204.26,184.081 1204.93,183.944 1205.59,183.807 1206.26,183.672 1206.93,183.537 \n",
       "  1207.59,183.403 1208.26,183.269 1208.92,183.137 1209.59,183.005 1210.25,182.873 1210.92,182.743 1211.59,182.613 1212.25,182.485 1212.92,182.357 1213.58,182.229 \n",
       "  1214.25,182.103 1214.91,181.977 1215.58,181.852 1216.25,181.728 1216.91,181.604 1217.58,181.481 1218.24,181.359 1218.91,181.238 1219.58,181.118 1220.24,180.998 \n",
       "  1220.91,180.879 1221.57,180.761 1222.24,180.644 1222.9,180.527 1223.57,180.412 1224.24,180.297 1224.9,180.182 1225.57,180.069 1226.23,179.956 1226.9,179.845 \n",
       "  1227.56,179.733 1228.23,179.623 1228.9,179.514 1229.56,179.405 1230.23,179.297 1230.89,179.19 1231.56,179.084 1232.23,178.978 1232.89,178.873 1233.56,178.769 \n",
       "  1234.22,178.666 1234.89,178.564 1235.55,178.462 1236.22,178.361 1236.89,178.261 1237.55,178.162 1238.22,178.064 1238.88,177.966 1239.55,177.869 1240.22,177.773 \n",
       "  1240.88,177.678 1241.55,177.584 1242.21,177.49 1242.88,177.397 1243.54,177.305 1244.21,177.214 1244.88,177.124 1245.54,177.034 1246.21,176.945 1246.87,176.857 \n",
       "  1247.54,176.77 1248.2,176.683 1248.87,176.598 1249.54,176.513 1250.2,176.429 1250.87,176.346 1251.53,176.263 1252.2,176.182 1252.87,176.101 1253.53,176.021 \n",
       "  1254.2,175.942 1254.86,175.864 1255.53,175.786 1256.19,175.709 1256.86,175.633 1257.53,175.558 1258.19,175.484 1258.86,175.41 1259.52,175.337 1260.19,175.266 \n",
       "  1260.85,175.194 1261.52,175.124 1262.19,175.055 1262.85,174.986 1263.52,174.918 1264.18,174.851 1264.85,174.785 1265.52,174.719 1266.18,174.655 1266.85,174.591 \n",
       "  1267.51,174.528 1268.18,174.466 1268.84,174.404 1269.51,174.343 1270.18,174.284 1270.84,174.225 1271.51,174.166 1272.17,174.109 1272.84,174.053 1273.5,173.997 \n",
       "  1274.17,173.942 1274.84,173.888 1275.5,173.834 1276.17,173.782 1276.83,173.73 1277.5,173.679 1278.17,173.629 1278.83,173.58 1279.5,173.531 1280.16,173.483 \n",
       "  1280.83,173.436 1281.49,173.39 1282.16,173.345 1282.83,173.301 1283.49,173.257 1284.16,173.214 1284.82,173.172 1285.49,173.131 1286.15,173.09 1286.82,173.05 \n",
       "  1287.49,173.012 1288.15,172.973 1288.82,172.936 1289.48,172.9 1290.15,172.864 1290.82,172.829 1291.48,172.795 1292.15,172.762 1292.81,172.729 1293.48,172.698 \n",
       "  1294.14,172.667 1294.81,172.636 1295.48,172.607 1296.14,172.579 1296.81,172.551 1297.47,172.524 1298.14,172.498 1298.8,172.472 1299.47,172.448 1300.14,172.424 \n",
       "  1300.8,172.401 1301.47,172.379 1302.13,172.358 1302.8,172.337 1303.47,172.317 1304.13,172.298 1304.8,172.28 1305.46,172.262 1306.13,172.246 1306.79,172.23 \n",
       "  1307.46,172.215 1308.13,172.2 1308.79,172.187 1309.46,172.174 1310.12,172.162 1310.79,172.151 1311.45,172.14 1312.12,172.13 1312.79,172.122 1313.45,172.113 \n",
       "  1314.12,172.106 1314.78,172.1 1315.45,172.094 1316.12,172.089 1316.78,172.084 1317.45,172.081 1318.11,172.078 1318.78,172.076 1319.44,172.075 1320.11,172.074 \n",
       "  1320.78,172.075 1321.44,172.076 1322.11,172.078 1322.77,172.08 1323.44,172.084 1324.11,172.088 1324.77,172.093 1325.44,172.098 1326.1,172.105 1326.77,172.112 \n",
       "  1327.43,172.12 1328.1,172.128 1328.77,172.138 1329.43,172.148 1330.1,172.159 1330.76,172.17 1331.43,172.183 1332.09,172.196 1332.76,172.21 1333.43,172.224 \n",
       "  1334.09,172.24 1334.76,172.256 1335.42,172.272 1336.09,172.29 1336.76,172.308 1337.42,172.327 1338.09,172.347 1338.75,172.368 1339.42,172.389 1340.08,172.411 \n",
       "  1340.75,172.433 1341.42,172.457 1342.08,172.481 1342.75,172.506 1343.41,172.531 1344.08,172.558 1344.74,172.585 1345.41,172.612 1346.08,172.641 1346.74,172.67 \n",
       "  1347.41,172.7 1348.07,172.73 1348.74,172.761 1349.41,172.793 1350.07,172.826 1350.74,172.859 1351.4,172.894 1352.07,172.928 1352.73,172.964 1353.4,173 \n",
       "  1354.07,173.037 1354.73,173.074 1355.4,173.113 1356.06,173.152 1356.73,173.191 1357.39,173.232 1358.06,173.273 1358.73,173.314 1359.39,173.357 1360.06,173.4 \n",
       "  1360.72,173.444 1361.39,173.488 1362.06,173.533 1362.72,173.579 1363.39,173.625 1364.05,173.673 1364.72,173.72 1365.38,173.769 1366.05,173.818 1366.72,173.868 \n",
       "  1367.38,173.918 1368.05,173.969 1368.71,174.021 1369.38,174.074 1370.04,174.127 1370.71,174.18 1371.38,174.235 1372.04,174.29 1372.71,174.346 1373.37,174.402 \n",
       "  1374.04,174.459 1374.71,174.517 1375.37,174.575 1376.04,174.634 1376.7,174.693 1377.37,174.753 1378.03,174.814 1378.7,174.876 1379.37,174.938 1380.03,175 \n",
       "  1380.7,175.064 1381.36,175.128 1382.03,175.192 1382.69,175.258 1383.36,175.323 1384.03,175.39 1384.69,175.457 1385.36,175.524 1386.02,175.593 1386.69,175.662 \n",
       "  1387.36,175.731 1388.02,175.801 1388.69,175.872 1389.35,175.943 1390.02,176.015 1390.68,176.088 1391.35,176.161 1392.02,176.234 1392.68,176.308 1393.35,176.383 \n",
       "  1394.01,176.459 1394.68,176.535 1395.34,176.611 1396.01,176.688 1396.68,176.766 1397.34,176.845 1398.01,176.923 1398.67,177.003 1399.34,177.083 1400.01,177.164 \n",
       "  1400.67,177.245 1401.34,177.326 1402,177.409 1402.67,177.491 1403.33,177.575 1404,177.659 1404.67,177.743 1405.33,177.828 1406,177.914 1406.66,178 \n",
       "  1407.33,178.087 1408,178.174 1408.66,178.262 1409.33,178.35 1409.99,178.439 1410.66,178.528 1411.32,178.618 1411.99,178.708 1412.66,178.799 1413.32,178.891 \n",
       "  1413.99,178.983 1414.65,179.075 1415.32,179.168 1415.98,179.262 1416.65,179.356 1417.32,179.45 1417.98,179.545 1418.65,179.641 1419.31,179.737 1419.98,179.833 \n",
       "  1420.65,179.93 1421.31,180.028 1421.98,180.126 1422.64,180.224 1423.31,180.323 1423.97,180.423 1424.64,180.523 1425.31,180.623 1425.97,180.724 1426.64,180.826 \n",
       "  1427.3,180.927 1427.97,181.03 1428.63,181.133 1429.3,181.236 1429.97,181.34 1430.63,181.444 1431.3,181.548 1431.96,181.653 1432.63,181.759 1433.3,181.865 \n",
       "  1433.96,181.971 1434.63,182.078 1435.29,182.186 1435.96,182.293 1436.62,182.402 1437.29,182.51 1437.96,182.619 1438.62,182.729 1439.29,182.839 1439.95,182.949 \n",
       "  1440.62,183.06 1441.28,183.171 1441.95,183.283 1442.62,183.395 1443.28,183.507 1443.95,183.62 1444.61,183.733 1445.28,183.847 1445.95,183.961 1446.61,184.076 \n",
       "  1447.28,184.191 1447.94,184.306 1448.61,184.422 1449.27,184.538 1449.94,184.654 1450.61,184.771 1451.27,184.888 1451.94,185.006 1452.6,185.124 1453.27,185.242 \n",
       "  1453.93,185.361 1454.6,185.48 1455.27,185.599 1455.93,185.719 1456.6,185.839 1457.26,185.96 1457.93,186.081 1458.6,186.202 1459.26,186.324 1459.93,186.446 \n",
       "  1460.59,186.568 1461.26,186.691 1461.92,186.814 1462.59,186.937 1463.26,187.061 1463.92,187.185 1464.59,187.309 1465.25,187.434 1465.92,187.559 1466.58,187.684 \n",
       "  1467.25,187.81 1467.92,187.936 1468.58,188.062 1469.25,188.189 1469.91,188.316 1470.58,188.443 1471.25,188.57 1471.91,188.698 1472.58,188.826 1473.24,188.955 \n",
       "  1473.91,189.083 1474.57,189.212 1475.24,189.342 1475.91,189.471 1476.57,189.601 1477.24,189.731 1477.9,189.862 1478.57,189.993 1479.23,190.124 1479.9,190.255 \n",
       "  1480.57,190.386 1481.23,190.518 1481.9,190.65 1482.56,190.783 1483.23,190.915 1483.9,191.048 1484.56,191.181 1485.23,191.314 1485.89,191.448 1486.56,191.582 \n",
       "  1487.22,191.716 1487.89,191.85 1488.56,191.985 1489.22,192.12 1489.89,192.255 1490.55,192.39 1491.22,192.525 1491.88,192.661 1492.55,192.797 1493.22,192.933 \n",
       "  1493.88,193.07 1494.55,193.206 1495.21,193.343 1495.88,193.48 1496.55,193.617 1497.21,193.755 1497.88,193.892 1498.54,194.03 1499.21,194.168 1499.87,194.306 \n",
       "  1500.54,194.445 1501.21,194.583 1501.87,194.722 1502.54,194.861 1503.2,195 1503.87,195.139 1504.54,195.279 1505.2,195.418 1505.87,195.558 1506.53,195.698 \n",
       "  1507.2,195.838 1507.86,195.979 1508.53,196.119 1509.2,196.26 1509.86,196.4 1510.53,196.541 1511.19,196.682 1511.86,196.824 1512.52,196.965 1513.19,197.106 \n",
       "  1513.86,197.248 1514.52,197.39 1515.19,197.532 1515.85,197.674 1516.52,197.816 1517.19,197.958 1517.85,198.101 1518.52,198.243 1519.18,198.386 1519.85,198.529 \n",
       "  1520.51,198.672 1521.18,198.815 1521.85,198.958 1522.51,199.101 1523.18,199.244 1523.84,199.387 1524.51,199.531 1525.17,199.675 1525.84,199.818 1526.51,199.962 \n",
       "  1527.17,200.106 1527.84,200.25 1528.5,200.394 1529.17,200.538 1529.84,200.682 1530.5,200.826 1531.17,200.971 1531.83,201.115 1532.5,201.259 1533.16,201.404 \n",
       "  1533.83,201.548 1534.5,201.693 1535.16,201.838 1535.83,201.982 1536.49,202.127 1537.16,202.272 1537.82,202.417 1538.49,202.562 1539.16,202.707 1539.82,202.852 \n",
       "  1540.49,202.997 1541.15,203.142 1541.82,203.287 1542.49,203.432 1543.15,203.577 1543.82,203.722 1544.48,203.867 1545.15,204.013 1545.81,204.158 1546.48,204.303 \n",
       "  1547.15,204.448 1547.81,204.593 1548.48,204.739 1549.14,204.884 1549.81,205.029 1550.47,205.174 1551.14,205.32 1551.81,205.465 1552.47,205.61 1553.14,205.755 \n",
       "  1553.8,205.9 1554.47,206.045 1555.14,206.191 1555.8,206.336 1556.47,206.481 1557.13,206.626 1557.8,206.771 1558.46,206.916 1559.13,207.061 1559.8,207.206 \n",
       "  1560.46,207.351 1561.13,207.496 1561.79,207.64 1562.46,207.785 1563.12,207.93 1563.79,208.074 1564.46,208.219 1565.12,208.364 1565.79,208.508 1566.45,208.652 \n",
       "  1567.12,208.797 1567.79,208.941 1568.45,209.085 1569.12,209.229 1569.78,209.373 1570.45,209.517 1571.11,209.661 1571.78,209.805 1572.45,209.949 1573.11,210.093 \n",
       "  1573.78,210.236 1574.44,210.38 1575.11,210.523 1575.77,210.666 1576.44,210.81 1577.11,210.953 1577.77,211.096 1578.44,211.239 1579.1,211.381 1579.77,211.524 \n",
       "  1580.44,211.667 1581.1,211.809 1581.77,211.951 1582.43,212.094 1583.1,212.236 1583.76,212.378 1584.43,212.519 1585.1,212.661 1585.76,212.803 1586.43,212.944 \n",
       "  1587.09,213.086 1587.76,213.227 1588.43,213.368 1589.09,213.509 1589.76,213.65 1590.42,213.79 1591.09,213.931 1591.75,214.071 1592.42,214.211 1593.09,214.351 \n",
       "  1593.75,214.491 1594.42,214.631 1595.08,214.77 1595.75,214.91 1596.41,215.049 1597.08,215.188 1597.75,215.327 1598.41,215.466 1599.08,215.604 1599.74,215.742 \n",
       "  1600.41,215.881 1601.08,216.019 1601.74,216.157 1602.41,216.294 1603.07,216.432 1603.74,216.569 1604.4,216.706 1605.07,216.843 1605.74,216.98 1606.4,217.116 \n",
       "  1607.07,217.252 1607.73,217.388 1608.4,217.524 1609.06,217.66 1609.73,217.796 1610.4,217.931 1611.06,218.066 1611.73,218.201 1612.39,218.335 1613.06,218.47 \n",
       "  1613.73,218.604 1614.39,218.738 1615.06,218.872 1615.72,219.005 1616.39,219.139 1617.05,219.272 1617.72,219.404 1618.39,219.537 1619.05,219.669 1619.72,219.802 \n",
       "  1620.38,219.934 1621.05,220.065 1621.71,220.197 1622.38,220.328 1623.05,220.459 1623.71,220.589 1624.38,220.72 1625.04,220.85 1625.71,220.98 1626.38,221.11 \n",
       "  1627.04,221.239 1627.71,221.368 1628.37,221.497 1629.04,221.626 1629.7,221.754 1630.37,221.882 1631.04,222.01 1631.7,222.138 1632.37,222.265 1633.03,222.392 \n",
       "  1633.7,222.519 1634.36,222.645 1635.03,222.771 1635.7,222.897 1636.36,223.023 1637.03,223.148 1637.69,223.273 1638.36,223.398 1639.03,223.522 1639.69,223.646 \n",
       "  1640.36,223.77 1641.02,223.894 1641.69,224.017 1642.35,224.14 1643.02,224.263 1643.69,224.385 1644.35,224.507 1645.02,224.629 1645.68,224.751 1646.35,224.872 \n",
       "  1647.01,224.993 1647.68,225.113 1648.35,225.233 1649.01,225.353 1649.68,225.473 1650.34,225.592 1651.01,225.711 1651.68,225.83 1652.34,225.948 1653.01,226.066 \n",
       "  1653.67,226.184 1654.34,226.301 1655,226.418 1655.67,226.535 1656.34,226.651 1657,226.767 1657.67,226.883 1658.33,226.998 1659,227.113 1659.66,227.228 \n",
       "  1660.33,227.342 1661,227.456 1661.66,227.57 1662.33,227.683 1662.99,227.796 1663.66,227.908 1664.33,228.021 1664.99,228.133 1665.66,228.244 1666.32,228.355 \n",
       "  1666.99,228.466 1667.65,228.576 1668.32,228.687 1668.99,228.796 1669.65,228.906 1670.32,229.015 1670.98,229.123 1671.65,229.232 1672.32,229.34 1672.98,229.447 \n",
       "  1673.65,229.554 1674.31,229.661 1674.98,229.767 1675.64,229.874 1676.31,229.979 1676.98,230.084 1677.64,230.189 1678.31,230.294 1678.97,230.398 1679.64,230.502 \n",
       "  1680.3,230.605 1680.97,230.708 1681.64,230.811 1682.3,230.913 1682.97,231.015 1683.63,231.117 1684.3,231.218 1684.97,231.318 1685.63,231.419 1686.3,231.518 \n",
       "  1686.96,231.618 1687.63,231.717 1688.29,231.816 1688.96,231.914 1689.63,232.012 1690.29,232.11 1690.96,232.207 1691.62,232.303 1692.29,232.4 1692.95,232.496 \n",
       "  1693.62,232.591 1694.29,232.686 1694.95,232.781 1695.62,232.875 1696.28,232.969 1696.95,233.062 1697.62,233.155 1698.28,233.248 1698.95,233.34 1699.61,233.432 \n",
       "  1700.28,233.523 1700.94,233.614 1701.61,233.705 1702.28,233.795 1702.94,233.885 1703.61,233.974 1704.27,234.063 1704.94,234.151 1705.6,234.239 1706.27,234.327 \n",
       "  1706.94,234.414 1707.6,234.501 1708.27,234.587 1708.93,234.673 1709.6,234.758 1710.27,234.843 1710.93,234.928 1711.6,235.012 1712.26,235.096 1712.93,235.179 \n",
       "  1713.59,235.262 1714.26,235.344 1714.93,235.426 1715.59,235.508 1716.26,235.589 1716.92,235.67 1717.59,235.75 1718.25,235.83 1718.92,235.909 1719.59,235.988 \n",
       "  1720.25,236.066 1720.92,236.144 1721.58,236.222 1722.25,236.299 1722.92,236.376 1723.58,236.452 1724.25,236.528 1724.91,236.603 1725.58,236.678 1726.24,236.752 \n",
       "  1726.91,236.826 1727.58,236.9 1728.24,236.973 1728.91,237.045 1729.57,237.118 1730.24,237.189 1730.9,237.261 1731.57,237.331 1732.24,237.402 1732.9,237.472 \n",
       "  1733.57,237.541 1734.23,237.61 1734.9,237.679 1735.57,237.747 1736.23,237.814 1736.9,237.882 1737.56,237.948 1738.23,238.014 1738.89,238.08 1739.56,238.146 \n",
       "  1740.23,238.21 1740.89,238.275 1741.56,238.339 1742.22,238.402 1742.89,238.465 1743.55,238.528 1744.22,238.59 1744.89,238.652 1745.55,238.713 1746.22,238.773 \n",
       "  1746.88,238.834 1747.55,238.893 1748.22,238.953 1748.88,239.012 1749.55,239.07 1750.21,239.128 1750.88,239.185 1751.54,239.242 1752.21,239.299 1752.88,239.355 \n",
       "  1753.54,239.41 1754.21,239.465 1754.87,239.52 1755.54,239.574 1756.2,239.628 1756.87,239.681 1757.54,239.734 1758.2,239.786 1758.87,239.838 1759.53,239.889 \n",
       "  1760.2,239.94 1760.87,239.99 1761.53,240.04 1762.2,240.09 1762.86,240.139 1763.53,240.187 1764.19,240.235 1764.86,240.283 1765.53,240.33 1766.19,240.376 \n",
       "  1766.86,240.422 1767.52,240.468 1768.19,240.513 1768.86,240.558 1769.52,240.602 1770.19,240.646 1770.85,240.689 1771.52,240.732 1772.18,240.774 1772.85,240.816 \n",
       "  1773.52,240.858 1774.18,240.899 1774.85,240.939 1775.51,240.979 1776.18,241.018 1776.84,241.057 1777.51,241.096 1778.18,241.134 1778.84,241.172 1779.51,241.209 \n",
       "  1780.17,241.245 1780.84,241.281 1781.51,241.317 1782.17,241.352 1782.84,241.387 1783.5,241.421 1784.17,241.455 1784.83,241.488 1785.5,241.521 1786.17,241.554 \n",
       "  1786.83,241.586 1787.5,241.617 1788.16,241.648 1788.83,241.678 1789.49,241.708 1790.16,241.738 1790.83,241.767 1791.49,241.796 1792.16,241.824 1792.82,241.851 \n",
       "  1793.49,241.878 1794.16,241.905 1794.82,241.931 1795.49,241.957 1796.15,241.982 1796.82,242.007 1797.48,242.031 1798.15,242.055 1798.82,242.079 1799.48,242.102 \n",
       "  1800.15,242.124 1800.81,242.146 1801.48,242.168 1802.14,242.189 1802.81,242.209 1803.48,242.229 1804.14,242.249 1804.81,242.268 1805.47,242.287 1806.14,242.305 \n",
       "  1806.81,242.323 1807.47,242.34 1808.14,242.357 1808.8,242.373 1809.47,242.389 1810.13,242.404 1810.8,242.419 1811.47,242.434 1812.13,242.448 1812.8,242.461 \n",
       "  1813.46,242.475 1814.13,242.487 1814.79,242.499 1815.46,242.511 1816.13,242.522 1816.79,242.533 1817.46,242.543 1818.12,242.553 1818.79,242.563 1819.46,242.572 \n",
       "  1820.12,242.58 1820.79,242.588 1821.45,242.596 1822.12,242.603 1822.78,242.609 1823.45,242.616 1824.12,242.621 1824.78,242.627 1825.45,242.631 1826.11,242.636 \n",
       "  1826.78,242.64 1827.44,242.643 1828.11,242.646 1828.78,242.649 1829.44,242.651 1830.11,242.652 1830.77,242.654 1831.44,242.654 1832.11,242.655 1832.77,242.655 \n",
       "  1833.44,242.654 1834.1,242.653 1834.77,242.651 1835.43,242.65 1836.1,242.647 1836.77,242.644 1837.43,242.641 1838.1,242.637 1838.76,242.633 1839.43,242.629 \n",
       "  1840.09,242.624 1840.76,242.618 1841.43,242.612 1842.09,242.606 1842.76,242.599 1843.42,242.592 1844.09,242.584 1844.76,242.576 1845.42,242.567 1846.09,242.558 \n",
       "  1846.75,242.549 1847.42,242.539 1848.08,242.529 1848.75,242.518 1849.42,242.507 1850.08,242.495 1850.75,242.483 1851.41,242.471 1852.08,242.458 1852.75,242.445 \n",
       "  1853.41,242.431 1854.08,242.417 1854.74,242.402 1855.41,242.387 1856.07,242.372 1856.74,242.356 1857.41,242.34 1858.07,242.323 1858.74,242.306 1859.4,242.289 \n",
       "  1860.07,242.271 1860.73,242.252 1861.4,242.233 1862.07,242.214 1862.73,242.195 1863.4,242.175 1864.06,242.154 1864.73,242.133 1865.4,242.112 1866.06,242.09 \n",
       "  1866.73,242.068 1867.39,242.046 1868.06,242.023 1868.72,242 1869.39,241.976 1870.06,241.952 1870.72,241.927 1871.39,241.902 1872.05,241.877 1872.72,241.851 \n",
       "  1873.38,241.825 1874.05,241.799 1874.72,241.772 1875.38,241.745 1876.05,241.717 1876.71,241.689 1877.38,241.66 1878.05,241.631 1878.71,241.602 1879.38,241.573 \n",
       "  1880.04,241.543 1880.71,241.512 1881.37,241.481 1882.04,241.45 1882.71,241.418 1883.37,241.386 1884.04,241.354 1884.7,241.321 1885.37,241.288 1886.03,241.255 \n",
       "  1886.7,241.221 1887.37,241.187 1888.03,241.152 1888.7,241.117 1889.36,241.082 1890.03,241.046 1890.7,241.01 1891.36,240.973 1892.03,240.936 1892.69,240.899 \n",
       "  1893.36,240.861 1894.02,240.823 1894.69,240.785 1895.36,240.746 1896.02,240.707 1896.69,240.668 1897.35,240.628 1898.02,240.588 1898.68,240.548 1899.35,240.507 \n",
       "  1900.02,240.465 1900.68,240.424 1901.35,240.382 1902.01,240.34 1902.68,240.297 1903.35,240.254 1904.01,240.211 1904.68,240.167 1905.34,240.123 1906.01,240.079 \n",
       "  1906.67,240.034 1907.34,239.989 1908.01,239.944 1908.67,239.898 1909.34,239.852 1910,239.805 1910.67,239.759 1911.33,239.712 1912,239.664 1912.67,239.616 \n",
       "  1913.33,239.568 1914,239.52 1914.66,239.471 1915.33,239.422 1916,239.373 1916.66,239.323 1917.33,239.273 1917.99,239.223 1918.66,239.172 1919.32,239.121 \n",
       "  1919.99,239.07 1920.66,239.018 1921.32,238.966 1921.99,238.914 1922.65,238.861 1923.32,238.808 1923.98,238.755 1924.65,238.702 1925.32,238.648 1925.98,238.594 \n",
       "  1926.65,238.539 1927.31,238.485 1927.98,238.43 1928.65,238.374 1929.31,238.319 1929.98,238.263 1930.64,238.207 1931.31,238.15 1931.97,238.093 1932.64,238.036 \n",
       "  1933.31,237.979 1933.97,237.921 1934.64,237.863 1935.3,237.805 1935.97,237.746 1936.64,237.688 1937.3,237.629 1937.97,237.569 1938.63,237.51 1939.3,237.45 \n",
       "  1939.96,237.389 1940.63,237.329 1941.3,237.268 1941.96,237.207 1942.63,237.146 1943.29,237.084 1943.96,237.022 1944.62,236.96 1945.29,236.898 1945.96,236.835 \n",
       "  1946.62,236.772 1947.29,236.709 1947.95,236.646 1948.62,236.582 1949.29,236.518 1949.95,236.454 1950.62,236.389 1951.28,236.325 1951.95,236.26 1952.61,236.195 \n",
       "  1953.28,236.129 1953.95,236.063 1954.61,235.997 1955.28,235.931 1955.94,235.865 1956.61,235.798 1957.27,235.731 1957.94,235.664 1958.61,235.597 1959.27,235.529 \n",
       "  1959.94,235.461 1960.6,235.393 1961.27,235.325 1961.94,235.256 1962.6,235.187 1963.27,235.118 1963.93,235.049 1964.6,234.98 1965.26,234.91 1965.93,234.84 \n",
       "  1966.6,234.77 1967.26,234.7 1967.93,234.629 1968.59,234.558 1969.26,234.487 1969.92,234.416 1970.59,234.345 1971.26,234.273 1971.92,234.202 1972.59,234.129 \n",
       "  1973.25,234.057 1973.92,233.985 1974.59,233.912 1975.25,233.839 1975.92,233.766 1976.58,233.693 1977.25,233.62 1977.91,233.546 1978.58,233.472 1979.25,233.398 \n",
       "  1979.91,233.324 1980.58,233.25 1981.24,233.175 1981.91,233.101 1982.57,233.026 1983.24,232.951 1983.91,232.875 1984.57,232.8 1985.24,232.724 1985.9,232.649 \n",
       "  1986.57,232.573 1987.24,232.496 1987.9,232.42 1988.57,232.344 1989.23,232.267 1989.9,232.19 1990.56,232.113 1991.23,232.036 1991.9,231.959 1992.56,231.881 \n",
       "  1993.23,231.804 1993.89,231.726 1994.56,231.648 1995.22,231.57 1995.89,231.492 1996.56,231.413 1997.22,231.335 1997.89,231.256 1998.55,231.177 1999.22,231.098 \n",
       "  1999.89,231.019 2000.55,230.94 2001.22,230.861 2001.88,230.781 2002.55,230.702 2003.21,230.622 2003.88,230.542 2004.55,230.462 2005.21,230.382 2005.88,230.301 \n",
       "  2006.54,230.221 2007.21,230.14 2007.87,230.06 2008.54,229.979 2009.21,229.898 2009.87,229.817 2010.54,229.736 2011.2,229.654 2011.87,229.573 2012.54,229.491 \n",
       "  2013.2,229.41 2013.87,229.328 2014.53,229.246 2015.2,229.164 2015.86,229.082 2016.53,229 2017.2,228.918 2017.86,228.836 2018.53,228.753 2019.19,228.671 \n",
       "  2019.86,228.588 2020.52,228.505 2021.19,228.422 2021.86,228.339 2022.52,228.256 2023.19,228.173 2023.85,228.09 2024.52,228.007 2025.19,227.924 2025.85,227.84 \n",
       "  2026.52,227.757 2027.18,227.673 2027.85,227.589 2028.51,227.506 2029.18,227.422 2029.85,227.338 2030.51,227.254 2031.18,227.17 2031.84,227.086 2032.51,227.002 \n",
       "  2033.18,226.917 2033.84,226.833 2034.51,226.749 2035.17,226.664 2035.84,226.58 2036.5,226.495 2037.17,226.411 2037.84,226.326 2038.5,226.241 2039.17,226.157 \n",
       "  2039.83,226.072 2040.5,225.987 2041.16,225.902 2041.83,225.817 2042.5,225.732 2043.16,225.647 2043.83,225.562 2044.49,225.477 2045.16,225.392 2045.83,225.307 \n",
       "  2046.49,225.221 2047.16,225.136 2047.82,225.051 2048.49,224.966 2049.15,224.88 2049.82,224.795 2050.49,224.71 2051.15,224.624 2051.82,224.539 2052.48,224.453 \n",
       "  2053.15,224.368 2053.81,224.282 2054.48,224.197 2055.15,224.111 2055.81,224.026 2056.48,223.94 2057.14,223.855 2057.81,223.769 2058.48,223.684 2059.14,223.598 \n",
       "  2059.81,223.512 2060.47,223.427 2061.14,223.341 2061.8,223.256 2062.47,223.17 2063.14,223.085 2063.8,222.999 2064.47,222.913 2065.13,222.828 2065.8,222.742 \n",
       "  2066.46,222.657 2067.13,222.571 2067.8,222.486 2068.46,222.4 2069.13,222.315 2069.79,222.229 2070.46,222.144 2071.13,222.058 2071.79,221.973 2072.46,221.887 \n",
       "  2073.12,221.802 2073.79,221.717 2074.45,221.631 2075.12,221.546 2075.79,221.461 2076.45,221.376 2077.12,221.291 2077.78,221.205 2078.45,221.12 2079.11,221.035 \n",
       "  2079.78,220.95 2080.45,220.865 2081.11,220.78 2081.78,220.695 2082.44,220.61 2083.11,220.526 2083.78,220.441 2084.44,220.356 2085.11,220.271 2085.77,220.187 \n",
       "  2086.44,220.102 2087.1,220.018 2087.77,219.933 2088.44,219.849 2089.1,219.764 2089.77,219.68 2090.43,219.596 2091.1,219.512 2091.76,219.428 2092.43,219.343 \n",
       "  2093.1,219.26 2093.76,219.176 2094.43,219.092 2095.09,219.008 2095.76,218.924 2096.43,218.841 2097.09,218.757 2097.76,218.674 2098.42,218.59 2099.09,218.507 \n",
       "  2099.75,218.424 2100.42,218.34 2101.09,218.257 2101.75,218.174 2102.42,218.091 2103.08,218.009 2103.75,217.926 2104.41,217.843 2105.08,217.761 2105.75,217.678 \n",
       "  2106.41,217.596 2107.08,217.514 2107.74,217.431 2108.41,217.349 2109.08,217.267 2109.74,217.185 2110.41,217.104 2111.07,217.022 2111.74,216.94 2112.4,216.859 \n",
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       "  681.614,1446.71 682.28,1446.71 682.946,1446.71 683.612,1446.71 684.278,1446.71 684.943,1446.71 685.609,1446.71 686.275,1446.71 686.941,1446.71 687.606,1446.71 \n",
       "  688.272,1446.71 688.938,1446.71 689.604,1446.71 690.27,1446.71 690.935,1446.71 691.601,1446.71 692.267,1446.71 692.933,1446.71 693.599,1446.71 694.264,1446.71 \n",
       "  694.93,1446.71 695.596,1446.71 696.262,1446.71 696.928,1446.71 697.593,1446.71 698.259,1446.71 698.925,1446.71 699.591,1446.71 700.257,1446.71 700.922,1446.71 \n",
       "  701.588,1446.71 702.254,1446.71 702.92,1446.71 703.586,1446.71 704.251,1446.71 704.917,1446.71 705.583,1446.71 706.249,1446.71 706.915,1446.71 707.58,1446.71 \n",
       "  708.246,1446.71 708.912,1446.71 709.578,1446.71 710.243,1446.71 710.909,1446.71 711.575,1446.71 712.241,1446.71 712.907,1446.71 713.572,1446.71 714.238,1446.71 \n",
       "  714.904,1446.71 715.57,1446.71 716.236,1446.71 716.901,1446.71 717.567,1446.71 718.233,1446.71 718.899,1446.71 719.565,1446.71 720.23,1446.71 720.896,1446.71 \n",
       "  721.562,1446.71 722.228,1446.71 722.894,1446.71 723.559,1446.71 724.225,1446.71 724.891,1446.71 725.557,1446.71 726.223,1446.71 726.888,1446.71 727.554,1446.71 \n",
       "  728.22,1446.71 728.886,1446.71 729.551,1446.71 730.217,1446.71 730.883,1446.71 731.549,1446.71 732.215,1446.71 732.88,1446.71 733.546,1446.71 734.212,1446.71 \n",
       "  734.878,1446.71 735.544,1446.71 736.209,1446.71 736.875,1446.71 737.541,1446.71 738.207,1446.71 738.873,1446.71 739.538,1446.71 740.204,1446.71 740.87,1446.71 \n",
       "  741.536,1446.71 742.202,1446.71 742.867,1446.71 743.533,1446.71 744.199,1446.71 744.865,1446.71 745.531,1446.71 746.196,1446.71 746.862,1446.71 747.528,1446.71 \n",
       "  748.194,1446.71 748.859,1446.71 749.525,1446.71 750.191,1446.71 750.857,1446.71 751.523,1446.71 752.188,1446.71 752.854,1446.71 753.52,1446.71 754.186,1446.71 \n",
       "  754.852,1446.71 755.517,1446.71 756.183,1446.71 756.849,1446.71 757.515,1446.71 758.181,1446.71 758.846,1446.71 759.512,1446.71 760.178,1446.71 760.844,1446.71 \n",
       "  761.51,1446.71 762.175,1446.71 762.841,1446.71 763.507,1446.71 764.173,1446.71 764.839,1446.71 765.504,1446.71 766.17,1446.71 766.836,1446.71 767.502,1446.71 \n",
       "  768.167,1446.71 768.833,1446.71 769.499,1446.71 770.165,1446.71 770.831,1446.71 771.496,1446.71 772.162,1446.71 772.828,1446.71 773.494,1446.71 774.16,1446.71 \n",
       "  774.825,1446.71 775.491,1446.71 776.157,1446.71 776.823,1446.71 777.489,1446.71 778.154,1446.71 778.82,1446.71 779.486,1446.71 780.152,1446.71 780.818,1446.71 \n",
       "  781.483,1446.71 782.149,1446.71 782.815,1446.71 783.481,1446.71 784.147,1446.71 784.812,1446.71 785.478,1446.71 786.144,1446.71 786.81,1446.71 787.476,1446.71 \n",
       "  788.141,1446.71 788.807,1446.71 789.473,1446.71 790.139,1446.71 790.804,1446.71 791.47,1446.71 792.136,1446.71 792.802,1446.71 793.468,1446.71 794.133,1446.71 \n",
       "  794.799,1446.71 795.465,1446.71 796.131,1446.71 796.797,1446.71 797.462,1446.71 798.128,1446.71 798.794,1446.71 799.46,1446.71 800.126,1446.71 800.791,1446.71 \n",
       "  801.457,1446.71 802.123,1446.71 802.789,1446.71 803.455,1446.71 804.12,1446.71 804.786,1446.71 805.452,1446.71 806.118,1446.71 806.784,1446.71 807.449,1446.71 \n",
       "  808.115,1446.71 808.781,1446.71 809.447,1446.71 810.112,1446.71 810.778,1446.71 811.444,1446.71 812.11,1446.71 812.776,1446.71 813.441,1446.71 814.107,1446.71 \n",
       "  814.773,1446.71 815.439,1446.71 816.105,1446.71 816.77,1446.71 817.436,1446.71 818.102,1446.71 818.768,1446.71 819.434,1446.71 820.099,1446.71 820.765,1446.71 \n",
       "  821.431,1446.71 822.097,1446.71 822.763,1446.71 823.428,1446.71 824.094,1446.71 824.76,1446.71 825.426,1446.71 826.092,1446.71 826.757,1446.71 827.423,1446.71 \n",
       "  828.089,1446.71 828.755,1446.71 829.42,1446.71 830.086,1446.71 830.752,1446.71 831.418,1446.71 832.084,1446.71 832.749,1446.71 833.415,1446.71 834.081,1446.71 \n",
       "  834.747,1446.71 835.413,1446.71 836.078,1446.71 836.744,1446.71 837.41,1446.71 838.076,1446.71 838.742,1446.71 839.407,1446.71 840.073,1446.71 840.739,1446.71 \n",
       "  841.405,1446.71 842.071,1446.71 842.736,1446.71 843.402,1446.71 844.068,1446.71 844.734,1446.71 845.4,1446.71 846.065,1446.71 846.731,1446.71 847.397,1446.71 \n",
       "  848.063,1446.71 848.729,1446.71 849.394,1446.71 850.06,1446.71 850.726,1446.71 851.392,1446.71 852.057,1446.71 852.723,1446.71 853.389,1446.71 854.055,1446.71 \n",
       "  854.721,1446.71 855.386,1446.71 856.052,1446.71 856.718,1446.71 857.384,1446.71 858.05,1446.71 858.715,1446.71 859.381,1446.71 860.047,1446.71 860.713,1446.71 \n",
       "  861.379,1446.71 862.044,1446.71 862.71,1446.71 863.376,1446.71 864.042,1446.71 864.708,1446.71 865.373,1446.71 866.039,1446.71 866.705,1446.71 867.371,1446.71 \n",
       "  868.037,1446.71 868.702,1446.71 869.368,1446.71 870.034,1446.71 870.7,1446.71 871.365,1446.71 872.031,1446.71 872.697,1446.71 873.363,1446.71 874.029,1446.71 \n",
       "  874.694,1446.71 875.36,1446.71 876.026,1446.71 876.692,1446.71 877.358,1446.71 878.023,1446.71 878.689,1446.71 879.355,1446.71 880.021,1446.71 880.687,1446.71 \n",
       "  881.352,1446.71 882.018,1446.71 882.684,1446.71 883.35,1446.71 884.016,1446.71 884.681,1446.71 885.347,1446.71 886.013,1446.71 886.679,1446.71 887.345,1446.71 \n",
       "  888.01,1446.71 888.676,1446.71 889.342,1446.71 890.008,1446.71 890.673,1446.71 891.339,1446.71 892.005,1446.71 892.671,1446.71 893.337,1446.71 894.002,1446.71 \n",
       "  894.668,1446.71 895.334,1446.71 896,1446.71 896.666,1446.71 897.331,1446.71 897.997,1446.71 898.663,1446.71 899.329,1446.71 899.995,1446.71 900.66,1446.71 \n",
       "  901.326,1446.71 901.992,1446.71 902.658,1446.71 903.324,1446.71 903.989,1446.71 904.655,1446.71 905.321,1446.71 905.987,1446.71 906.653,1446.71 907.318,1446.71 \n",
       "  907.984,1446.71 908.65,1446.71 909.316,1446.71 909.982,1446.71 910.647,1446.71 911.313,1446.71 911.979,1446.71 912.645,1446.71 913.31,1446.71 913.976,1446.71 \n",
       "  914.642,1446.71 915.308,1446.71 915.974,1446.71 916.639,1446.71 917.305,1446.71 917.971,1446.71 918.637,1446.71 919.303,1446.71 919.968,1446.71 920.634,1446.71 \n",
       "  921.3,1446.71 921.966,1446.71 922.632,1446.71 923.297,1446.71 923.963,1446.71 924.629,1446.71 925.295,1446.71 925.961,1446.71 926.626,1446.71 927.292,1446.71 \n",
       "  927.958,1446.71 928.624,1446.71 929.29,1446.71 929.955,1446.71 930.621,1446.71 931.287,1446.71 931.953,1446.71 932.618,1446.71 933.284,1446.71 933.95,1446.71 \n",
       "  934.616,1446.71 935.282,1446.71 935.947,1446.71 936.613,1446.71 937.279,1446.71 937.945,1446.71 938.611,1446.71 939.276,1446.71 939.942,1446.71 940.608,1446.71 \n",
       "  941.274,1446.71 941.94,1446.71 942.605,1446.71 943.271,1446.71 943.937,1446.71 944.603,1446.71 945.269,1446.71 945.934,1446.71 946.6,1446.71 947.266,1446.71 \n",
       "  947.932,1446.71 948.598,1446.71 949.263,1446.71 949.929,1446.71 950.595,1446.71 951.261,1446.71 951.926,1446.71 952.592,1446.71 953.258,1446.71 953.924,1446.71 \n",
       "  954.59,1446.71 955.255,1446.71 955.921,1446.71 956.587,1446.71 957.253,1446.71 957.919,1446.71 958.584,1446.71 959.25,1446.71 959.916,1446.71 960.582,1446.71 \n",
       "  961.248,1446.71 961.913,1446.71 962.579,1446.71 963.245,1446.71 963.911,1446.71 964.577,1446.71 965.242,1446.71 965.908,1446.71 966.574,1446.71 967.24,1446.71 \n",
       "  967.906,1446.71 968.571,1446.71 969.237,1446.71 969.903,1446.71 970.569,1446.71 971.234,1446.71 971.9,1446.71 972.566,1446.71 973.232,1446.71 973.898,1446.71 \n",
       "  974.563,1446.71 975.229,1446.71 975.895,1446.71 976.561,1446.71 977.227,1446.71 977.892,1446.71 978.558,1446.71 979.224,1446.71 979.89,1446.71 980.556,1446.71 \n",
       "  981.221,1446.71 981.887,1446.71 982.553,1446.71 983.219,1446.71 983.885,1446.71 984.55,1446.71 985.216,1446.71 985.882,1446.71 986.548,1446.71 987.214,1446.71 \n",
       "  987.879,1446.71 988.545,1446.71 989.211,1446.71 989.877,1446.71 990.543,1446.71 991.208,1446.71 991.874,1446.71 992.54,1446.71 993.206,1446.71 993.871,1446.71 \n",
       "  994.537,1446.71 995.203,1446.71 995.869,1446.71 996.535,1446.71 997.2,1446.71 997.866,1446.71 998.532,1446.71 999.198,1446.71 999.864,1446.71 1000.53,1446.71 \n",
       "  1001.2,1446.71 1001.86,1446.71 1002.53,1446.71 1003.19,1446.71 1003.86,1446.71 1004.52,1446.71 1005.19,1446.71 1005.86,1446.71 1006.52,1446.71 1007.19,1446.71 \n",
       "  1007.85,1446.71 1008.52,1446.71 1009.18,1446.71 1009.85,1446.71 1010.52,1446.71 1011.18,1446.71 1011.85,1446.71 1012.51,1446.71 1013.18,1446.71 1013.85,1446.71 \n",
       "  1014.51,1446.71 1015.18,1446.71 1015.84,1446.71 1016.51,1446.71 1017.17,1446.71 1017.84,1446.71 1018.51,1446.71 1019.17,1446.71 1019.84,1446.71 1020.5,1446.71 \n",
       "  1021.17,1446.71 1021.83,1446.71 1022.5,1446.71 1023.17,1446.71 1023.83,1446.71 1024.5,1446.71 1025.16,1446.71 1025.83,1446.71 1026.5,1446.71 1027.16,1446.71 \n",
       "  1027.83,1446.71 1028.49,1446.71 1029.16,1446.71 1029.82,1446.71 1030.49,1446.71 1031.16,1446.71 1031.82,1446.71 1032.49,1446.71 1033.15,1446.71 1033.82,1446.71 \n",
       "  1034.48,1446.71 1035.15,1446.71 1035.82,1446.71 1036.48,1446.71 1037.15,1446.71 1037.81,1446.71 1038.48,1446.71 1039.15,1446.71 1039.81,1446.71 1040.48,1446.71 \n",
       "  1041.14,1446.71 1041.81,1446.71 1042.47,1446.71 1043.14,1446.71 1043.81,1446.71 1044.47,1446.71 1045.14,1446.71 1045.8,1446.71 1046.47,1446.71 1047.13,1446.71 \n",
       "  1047.8,1446.71 1048.47,1446.71 1049.13,1446.71 1049.8,1446.71 1050.46,1446.71 1051.13,1446.71 1051.8,1446.71 1052.46,1446.71 1053.13,1446.71 1053.79,1446.71 \n",
       "  1054.46,1446.71 1055.12,1446.71 1055.79,1446.71 1056.46,1446.71 1057.12,1446.71 1057.79,1446.71 1058.45,1446.71 1059.12,1446.71 1059.79,1446.71 1060.45,1446.71 \n",
       "  1061.12,1446.71 1061.78,1446.71 1062.45,1446.71 1063.11,1446.71 1063.78,1446.71 1064.45,1446.71 1065.11,1446.71 1065.78,1446.71 1066.44,1446.71 1067.11,1446.71 \n",
       "  1067.77,1446.71 1068.44,1446.71 1069.11,1446.71 1069.77,1446.71 1070.44,1446.71 1071.1,1446.71 1071.77,1446.71 1072.44,1446.71 1073.1,1446.71 1073.77,1446.71 \n",
       "  1074.43,1446.71 1075.1,1446.71 1075.76,1446.71 1076.43,1446.71 1077.1,1446.71 1077.76,1446.71 1078.43,1446.71 1079.09,1446.71 1079.76,1446.71 1080.42,1446.71 \n",
       "  1081.09,1446.71 1081.76,1446.71 1082.42,1446.71 1083.09,1446.71 1083.75,1446.71 1084.42,1446.71 1085.09,1446.71 1085.75,1446.71 1086.42,1446.71 1087.08,1446.71 \n",
       "  1087.75,1446.71 1088.41,1446.71 1089.08,1446.71 1089.75,1446.71 1090.41,1446.71 1091.08,1446.71 1091.74,1446.71 1092.41,1446.71 1093.07,1446.71 1093.74,1446.71 \n",
       "  1094.41,1446.71 1095.07,1446.71 1095.74,1446.71 1096.4,1446.71 1097.07,1446.71 1097.74,1446.71 1098.4,1446.71 1099.07,1446.71 1099.73,1446.71 1100.4,1446.71 \n",
       "  1101.06,1446.71 1101.73,1446.71 1102.4,1446.71 1103.06,1446.71 1103.73,1446.71 1104.39,1446.71 1105.06,1446.71 1105.72,1446.71 1106.39,1446.71 1107.06,1446.71 \n",
       "  1107.72,1446.71 1108.39,1446.71 1109.05,1446.71 1109.72,1446.71 1110.39,1446.71 1111.05,1446.71 1111.72,1446.71 1112.38,1446.71 1113.05,1446.71 1113.71,1446.71 \n",
       "  1114.38,1446.71 1115.05,1446.71 1115.71,1446.71 1116.38,1446.71 1117.04,1446.71 1117.71,1446.71 1118.37,1446.71 1119.04,1446.71 1119.71,1446.71 1120.37,1446.71 \n",
       "  1121.04,1446.71 1121.7,1446.71 1122.37,1446.71 1123.04,1446.71 1123.7,1446.71 1124.37,1446.71 1125.03,1446.71 1125.7,1446.71 1126.36,1446.71 1127.03,1446.71 \n",
       "  1127.7,1446.71 1128.36,1446.71 1129.03,1446.71 1129.69,1446.71 1130.36,1446.71 1131.02,1446.71 1131.69,1446.71 1132.36,1446.71 1133.02,1446.71 1133.69,1446.71 \n",
       "  1134.35,1446.71 1135.02,1446.71 1135.69,1446.71 1136.35,1446.71 1137.02,1446.71 1137.68,1446.71 1138.35,1446.71 1139.01,1446.71 1139.68,1446.71 1140.35,1446.71 \n",
       "  1141.01,1446.71 1141.68,1446.71 1142.34,1446.71 1143.01,1446.71 1143.68,1446.71 1144.34,1446.71 1145.01,1446.71 1145.67,1446.71 1146.34,1446.71 1147,1446.71 \n",
       "  1147.67,1446.71 1148.34,1446.71 1149,1446.71 1149.67,1446.71 1150.33,1446.71 1151,1446.71 1151.66,1446.71 1152.33,1446.71 1153,1446.71 1153.66,1446.71 \n",
       "  1154.33,1446.71 1154.99,1446.71 1155.66,1446.71 1156.33,1446.71 1156.99,1446.71 1157.66,1446.71 1158.32,1446.71 1158.99,1446.71 1159.65,1446.71 1160.32,1446.71 \n",
       "  1160.99,1446.71 1161.65,1446.71 1162.32,1446.71 1162.98,1446.71 1163.65,1446.71 1164.31,1446.71 1164.98,1446.71 1165.65,1446.71 1166.31,1446.71 1166.98,1446.71 \n",
       "  1167.64,1446.71 1168.31,1446.71 1168.98,1446.71 1169.64,1446.71 1170.31,1446.71 1170.97,1446.71 1171.64,1446.71 1172.3,1446.71 1172.97,1446.71 1173.64,1446.71 \n",
       "  1174.3,1446.71 1174.97,1446.71 1175.63,1446.71 1176.3,1446.71 1176.96,1446.71 1177.63,1446.71 1178.3,1446.71 1178.96,1446.71 1179.63,1446.71 1180.29,1446.71 \n",
       "  1180.96,1446.71 1181.63,1446.71 1182.29,1446.71 1182.96,1446.71 1183.62,1446.71 1184.29,1446.71 1184.95,1446.71 1185.62,1446.71 1186.29,1446.71 1186.95,1446.71 \n",
       "  1187.62,1446.71 1188.28,1446.71 1188.95,1446.71 1189.61,1446.71 1190.28,1446.71 1190.95,1446.71 1191.61,1446.71 1192.28,1446.71 1192.94,1446.71 1193.61,1446.71 \n",
       "  1194.28,1446.71 1194.94,1446.71 1195.61,1446.71 1196.27,1446.71 1196.94,1446.71 1197.6,1446.71 1198.27,1446.71 1198.94,1446.71 1199.6,1446.71 1200.27,1446.71 \n",
       "  1200.93,1446.71 1201.6,1446.71 1202.26,1446.71 1202.93,1446.71 1203.6,1446.71 1204.26,1446.71 1204.93,1446.71 1205.59,1446.71 1206.26,1446.71 1206.93,1446.71 \n",
       "  1207.59,1446.71 1208.26,1446.71 1208.92,1446.71 1209.59,1446.71 1210.25,1446.71 1210.92,1446.71 1211.59,1446.71 1212.25,1446.71 1212.92,1446.71 1213.58,1446.71 \n",
       "  1214.25,1446.71 1214.91,1446.71 1215.58,1446.71 1216.25,1446.71 1216.91,1446.71 1217.58,1446.71 1218.24,1446.71 1218.91,1446.71 1219.58,1446.71 1220.24,1446.71 \n",
       "  1220.91,1446.71 1221.57,1446.71 1222.24,1446.71 1222.9,1446.71 1223.57,1446.71 1224.24,1446.71 1224.9,1446.71 1225.57,1446.71 1226.23,1446.71 1226.9,1446.71 \n",
       "  1227.56,1446.71 1228.23,1446.71 1228.9,1446.71 1229.56,1446.71 1230.23,1446.71 1230.89,1446.71 1231.56,1446.71 1232.23,1446.71 1232.89,1446.71 1233.56,1446.71 \n",
       "  1234.22,1446.71 1234.89,1446.71 1235.55,1446.71 1236.22,1446.71 1236.89,1446.71 1237.55,1446.71 1238.22,1446.71 1238.88,1446.71 1239.55,1446.71 1240.22,1446.71 \n",
       "  1240.88,1446.71 1241.55,1446.71 1242.21,1446.71 1242.88,1446.71 1243.54,1446.71 1244.21,1446.71 1244.88,1446.71 1245.54,1446.71 1246.21,1446.71 1246.87,1446.71 \n",
       "  1247.54,1446.71 1248.2,1446.71 1248.87,1446.71 1249.54,1446.71 1250.2,1446.71 1250.87,1446.71 1251.53,1446.71 1252.2,1446.71 1252.87,1446.71 1253.53,1446.71 \n",
       "  1254.2,1446.71 1254.86,1446.71 1255.53,1446.71 1256.19,1446.71 1256.86,1446.71 1257.53,1446.71 1258.19,1446.71 1258.86,1446.71 1259.52,1446.71 1260.19,1446.71 \n",
       "  1260.85,1446.71 1261.52,1446.71 1262.19,1446.71 1262.85,1446.71 1263.52,1446.71 1264.18,1446.71 1264.85,1446.71 1265.52,1446.71 1266.18,1446.71 1266.85,1446.71 \n",
       "  1267.51,1446.71 1268.18,1446.71 1268.84,1446.71 1269.51,1446.71 1270.18,1446.71 1270.84,1446.71 1271.51,1446.71 1272.17,1446.71 1272.84,1446.71 1273.5,1446.71 \n",
       "  1274.17,1446.71 1274.84,1446.71 1275.5,1446.71 1276.17,1446.71 1276.83,1446.71 1277.5,1446.71 1278.17,1446.71 1278.83,1446.71 1279.5,1446.71 1280.16,1446.71 \n",
       "  1280.83,1446.71 1281.49,1446.71 1282.16,1446.71 1282.83,1446.71 1283.49,1446.71 1284.16,1446.71 1284.82,1446.71 1285.49,1446.71 1286.15,1446.71 1286.82,1446.71 \n",
       "  1287.49,1446.71 1288.15,1446.71 1288.82,1446.71 1289.48,1446.71 1290.15,1446.71 1290.82,1446.71 1291.48,1446.71 1292.15,1446.71 1292.81,1446.71 1293.48,1446.71 \n",
       "  1294.14,1446.71 1294.81,1446.71 1295.48,1446.71 1296.14,1446.71 1296.81,1446.71 1297.47,1446.71 1298.14,1446.71 1298.8,1446.71 1299.47,1446.71 1300.14,1446.71 \n",
       "  1300.8,1446.71 1301.47,1446.71 1302.13,1446.71 1302.8,1446.71 1303.47,1446.71 1304.13,1446.71 1304.8,1446.71 1305.46,1446.71 1306.13,1446.71 1306.79,1446.71 \n",
       "  1307.46,1446.71 1308.13,1446.71 1308.79,1446.71 1309.46,1446.71 1310.12,1446.71 1310.79,1446.71 1311.45,1446.71 1312.12,1446.71 1312.79,1446.71 1313.45,1446.71 \n",
       "  1314.12,1446.71 1314.78,1446.71 1315.45,1446.71 1316.12,1446.71 1316.78,1446.71 1317.45,1446.71 1318.11,1446.71 1318.78,1446.71 1319.44,1446.71 1320.11,1446.71 \n",
       "  1320.78,1446.71 1321.44,1446.71 1322.11,1446.71 1322.77,1446.71 1323.44,1446.71 1324.11,1446.71 1324.77,1446.71 1325.44,1446.71 1326.1,1446.71 1326.77,1446.71 \n",
       "  1327.43,1446.71 1328.1,1446.71 1328.77,1446.71 1329.43,1446.71 1330.1,1446.71 1330.76,1446.71 1331.43,1446.71 1332.09,1446.71 1332.76,1446.71 1333.43,1446.71 \n",
       "  1334.09,1446.71 1334.76,1446.71 1335.42,1446.71 1336.09,1446.71 1336.76,1446.71 1337.42,1446.71 1338.09,1446.71 1338.75,1446.71 1339.42,1446.71 1340.08,1446.71 \n",
       "  1340.75,1446.71 1341.42,1446.71 1342.08,1446.71 1342.75,1446.71 1343.41,1446.71 1344.08,1446.71 1344.74,1446.71 1345.41,1446.71 1346.08,1446.71 1346.74,1446.71 \n",
       "  1347.41,1446.71 1348.07,1446.71 1348.74,1446.71 1349.41,1446.71 1350.07,1446.71 1350.74,1446.71 1351.4,1446.71 1352.07,1446.71 1352.73,1446.71 1353.4,1446.71 \n",
       "  1354.07,1446.71 1354.73,1446.71 1355.4,1446.71 1356.06,1446.71 1356.73,1446.71 1357.39,1446.71 1358.06,1446.71 1358.73,1446.71 1359.39,1446.71 1360.06,1446.71 \n",
       "  1360.72,1446.71 1361.39,1446.71 1362.06,1446.71 1362.72,1446.71 1363.39,1446.71 1364.05,1446.71 1364.72,1446.71 1365.38,1446.71 1366.05,1446.71 1366.72,1446.71 \n",
       "  1367.38,1446.71 1368.05,1446.71 1368.71,1446.71 1369.38,1446.71 1370.04,1446.71 1370.71,1446.71 1371.38,1446.71 1372.04,1446.71 1372.71,1446.71 1373.37,1446.71 \n",
       "  1374.04,1446.71 1374.71,1446.71 1375.37,1446.71 1376.04,1446.71 1376.7,1446.71 1377.37,1446.71 1378.03,1446.71 1378.7,1446.71 1379.37,1446.71 1380.03,1446.71 \n",
       "  1380.7,1446.71 1381.36,1446.71 1382.03,1446.71 1382.69,1446.71 1383.36,1446.71 1384.03,1446.71 1384.69,1446.71 1385.36,1446.71 1386.02,1446.71 1386.69,1446.71 \n",
       "  1387.36,1446.71 1388.02,1446.71 1388.69,1446.71 1389.35,1446.71 1390.02,1446.71 1390.68,1446.71 1391.35,1446.71 1392.02,1446.71 1392.68,1446.71 1393.35,1446.71 \n",
       "  1394.01,1446.71 1394.68,1446.71 1395.34,1446.71 1396.01,1446.71 1396.68,1446.71 1397.34,1446.71 1398.01,1446.71 1398.67,1446.71 1399.34,1446.71 1400.01,1446.71 \n",
       "  1400.67,1446.71 1401.34,1446.71 1402,1446.71 1402.67,1446.71 1403.33,1446.71 1404,1446.71 1404.67,1446.71 1405.33,1446.71 1406,1446.71 1406.66,1446.71 \n",
       "  1407.33,1446.71 1408,1446.71 1408.66,1446.71 1409.33,1446.71 1409.99,1446.71 1410.66,1446.71 1411.32,1446.71 1411.99,1446.71 1412.66,1446.71 1413.32,1446.71 \n",
       "  1413.99,1446.71 1414.65,1446.71 1415.32,1446.71 1415.98,1446.71 1416.65,1446.71 1417.32,1446.71 1417.98,1446.71 1418.65,1446.71 1419.31,1446.71 1419.98,1446.71 \n",
       "  1420.65,1446.71 1421.31,1446.71 1421.98,1446.71 1422.64,1446.71 1423.31,1446.71 1423.97,1446.71 1424.64,1446.71 1425.31,1446.71 1425.97,1446.71 1426.64,1446.71 \n",
       "  1427.3,1446.71 1427.97,1446.71 1428.63,1446.71 1429.3,1446.71 1429.97,1446.71 1430.63,1446.71 1431.3,1446.71 1431.96,1446.71 1432.63,1446.71 1433.3,1446.71 \n",
       "  1433.96,1446.71 1434.63,1446.71 1435.29,1446.71 1435.96,1446.71 1436.62,1446.71 1437.29,1446.71 1437.96,1446.71 1438.62,1446.71 1439.29,1446.71 1439.95,1446.71 \n",
       "  1440.62,1446.71 1441.28,1446.71 1441.95,1446.71 1442.62,1446.71 1443.28,1446.71 1443.95,1446.71 1444.61,1446.71 1445.28,1446.71 1445.95,1446.71 1446.61,1446.71 \n",
       "  1447.28,1446.71 1447.94,1446.71 1448.61,1446.71 1449.27,1446.71 1449.94,1446.71 1450.61,1446.71 1451.27,1446.71 1451.94,1446.71 1452.6,1446.71 1453.27,1446.71 \n",
       "  1453.93,1446.71 1454.6,1446.71 1455.27,1446.71 1455.93,1446.71 1456.6,1446.71 1457.26,1446.71 1457.93,1446.71 1458.6,1446.71 1459.26,1446.71 1459.93,1446.71 \n",
       "  1460.59,1446.71 1461.26,1446.71 1461.92,1446.71 1462.59,1446.71 1463.26,1446.71 1463.92,1446.71 1464.59,1446.71 1465.25,1446.71 1465.92,1446.71 1466.58,1446.71 \n",
       "  1467.25,1446.71 1467.92,1446.71 1468.58,1446.71 1469.25,1446.71 1469.91,1446.71 1470.58,1446.71 1471.25,1446.71 1471.91,1446.71 1472.58,1446.71 1473.24,1446.71 \n",
       "  1473.91,1446.71 1474.57,1446.71 1475.24,1446.71 1475.91,1446.71 1476.57,1446.71 1477.24,1446.71 1477.9,1446.71 1478.57,1446.71 1479.23,1446.71 1479.9,1446.71 \n",
       "  1480.57,1446.71 1481.23,1446.71 1481.9,1446.71 1482.56,1446.71 1483.23,1446.71 1483.9,1446.71 1484.56,1446.71 1485.23,1446.71 1485.89,1446.71 1486.56,1446.71 \n",
       "  1487.22,1446.71 1487.89,1446.71 1488.56,1446.71 1489.22,1446.71 1489.89,1446.71 1490.55,1446.71 1491.22,1446.71 1491.88,1446.71 1492.55,1446.71 1493.22,1446.71 \n",
       "  1493.88,1446.71 1494.55,1446.71 1495.21,1446.71 1495.88,1446.71 1496.55,1446.71 1497.21,1446.71 1497.88,1446.71 1498.54,1446.71 1499.21,1446.71 1499.87,1446.71 \n",
       "  1500.54,1446.71 1501.21,1446.71 1501.87,1446.71 1502.54,1446.71 1503.2,1446.71 1503.87,1446.71 1504.54,1446.71 1505.2,1446.71 1505.87,1446.71 1506.53,1446.71 \n",
       "  1507.2,1446.71 1507.86,1446.71 1508.53,1446.71 1509.2,1446.71 1509.86,1446.71 1510.53,1446.71 1511.19,1446.71 1511.86,1446.71 1512.52,1446.71 1513.19,1446.71 \n",
       "  1513.86,1446.71 1514.52,1446.71 1515.19,1446.71 1515.85,1446.71 1516.52,1446.71 1517.19,1446.71 1517.85,1446.71 1518.52,1446.71 1519.18,1446.71 1519.85,1446.71 \n",
       "  1520.51,1446.71 1521.18,1446.71 1521.85,1446.71 1522.51,1446.71 1523.18,1446.71 1523.84,1446.71 1524.51,1446.71 1525.17,1446.71 1525.84,1446.71 1526.51,1446.71 \n",
       "  1527.17,1446.71 1527.84,1446.71 1528.5,1446.71 1529.17,1446.71 1529.84,1446.71 1530.5,1446.71 1531.17,1446.71 1531.83,1446.71 1532.5,1446.71 1533.16,1446.71 \n",
       "  1533.83,1446.71 1534.5,1446.71 1535.16,1446.71 1535.83,1446.71 1536.49,1446.71 1537.16,1446.71 1537.82,1446.71 1538.49,1446.71 1539.16,1446.71 1539.82,1446.71 \n",
       "  1540.49,1446.71 1541.15,1446.71 1541.82,1446.71 1542.49,1446.71 1543.15,1446.71 1543.82,1446.71 1544.48,1446.71 1545.15,1446.71 1545.81,1446.71 1546.48,1446.71 \n",
       "  1547.15,1446.71 1547.81,1446.71 1548.48,1446.71 1549.14,1446.71 1549.81,1446.71 1550.47,1446.71 1551.14,1446.71 1551.81,1446.71 1552.47,1446.71 1553.14,1446.71 \n",
       "  1553.8,1446.71 1554.47,1446.71 1555.14,1446.71 1555.8,1446.71 1556.47,1446.71 1557.13,1446.71 1557.8,1446.71 1558.46,1446.71 1559.13,1446.71 1559.8,1446.71 \n",
       "  1560.46,1446.71 1561.13,1446.71 1561.79,1446.71 1562.46,1446.71 1563.12,1446.71 1563.79,1446.71 1564.46,1446.71 1565.12,1446.71 1565.79,1446.71 1566.45,1446.71 \n",
       "  1567.12,1446.71 1567.79,1446.71 1568.45,1446.71 1569.12,1446.71 1569.78,1446.71 1570.45,1446.71 1571.11,1446.71 1571.78,1446.71 1572.45,1446.71 1573.11,1446.71 \n",
       "  1573.78,1446.71 1574.44,1446.71 1575.11,1446.71 1575.77,1446.71 1576.44,1446.71 1577.11,1446.71 1577.77,1446.71 1578.44,1446.71 1579.1,1446.71 1579.77,1446.71 \n",
       "  1580.44,1446.71 1581.1,1446.71 1581.77,1446.71 1582.43,1446.71 1583.1,1446.71 1583.76,1446.71 1584.43,1446.71 1585.1,1446.71 1585.76,1446.71 1586.43,1446.71 \n",
       "  1587.09,1446.71 1587.76,1446.71 1588.43,1446.71 1589.09,1446.71 1589.76,1446.71 1590.42,1446.71 1591.09,1446.71 1591.75,1446.71 1592.42,1446.71 1593.09,1446.71 \n",
       "  1593.75,1446.71 1594.42,1446.71 1595.08,1446.71 1595.75,1446.71 1596.41,1446.71 1597.08,1446.71 1597.75,1446.71 1598.41,1446.71 1599.08,1446.71 1599.74,1446.71 \n",
       "  1600.41,1446.71 1601.08,1446.71 1601.74,1446.71 1602.41,1446.71 1603.07,1446.71 1603.74,1446.71 1604.4,1446.71 1605.07,1446.71 1605.74,1446.71 1606.4,1446.71 \n",
       "  1607.07,1446.71 1607.73,1446.71 1608.4,1446.71 1609.06,1446.71 1609.73,1446.71 1610.4,1446.71 1611.06,1446.71 1611.73,1446.71 1612.39,1446.71 1613.06,1446.71 \n",
       "  1613.73,1446.71 1614.39,1446.71 1615.06,1446.71 1615.72,1446.71 1616.39,1446.71 1617.05,1446.71 1617.72,1446.71 1618.39,1446.71 1619.05,1446.71 1619.72,1446.71 \n",
       "  1620.38,1446.71 1621.05,1446.71 1621.71,1446.71 1622.38,1446.71 1623.05,1446.71 1623.71,1446.71 1624.38,1446.71 1625.04,1446.71 1625.71,1446.71 1626.38,1446.71 \n",
       "  1627.04,1446.71 1627.71,1446.71 1628.37,1446.71 1629.04,1446.71 1629.7,1446.71 1630.37,1446.71 1631.04,1446.71 1631.7,1446.71 1632.37,1446.71 1633.03,1446.71 \n",
       "  1633.7,1446.71 1634.36,1446.71 1635.03,1446.71 1635.7,1446.71 1636.36,1446.71 1637.03,1446.71 1637.69,1446.71 1638.36,1446.71 1639.03,1446.71 1639.69,1446.71 \n",
       "  1640.36,1446.71 1641.02,1446.71 1641.69,1446.71 1642.35,1446.71 1643.02,1446.71 1643.69,1446.71 1644.35,1446.71 1645.02,1446.71 1645.68,1446.71 1646.35,1446.71 \n",
       "  1647.01,1446.71 1647.68,1446.71 1648.35,1446.71 1649.01,1446.71 1649.68,1446.71 1650.34,1446.71 1651.01,1446.71 1651.68,1446.71 1652.34,1446.71 1653.01,1446.71 \n",
       "  1653.67,1446.71 1654.34,1446.71 1655,1446.71 1655.67,1446.71 1656.34,1446.71 1657,1446.71 1657.67,1446.71 1658.33,1446.71 1659,1446.71 1659.66,1446.71 \n",
       "  1660.33,1446.71 1661,1446.71 1661.66,1446.71 1662.33,1446.71 1662.99,1446.71 1663.66,1446.71 1664.33,1446.71 1664.99,1446.71 1665.66,1446.71 1666.32,1446.71 \n",
       "  1666.99,1446.71 1667.65,1446.71 1668.32,1446.71 1668.99,1446.71 1669.65,1446.71 1670.32,1446.71 1670.98,1446.71 1671.65,1446.71 1672.32,1446.71 1672.98,1446.71 \n",
       "  1673.65,1446.71 1674.31,1446.71 1674.98,1446.71 1675.64,1446.71 1676.31,1446.71 1676.98,1446.71 1677.64,1446.71 1678.31,1446.71 1678.97,1446.71 1679.64,1446.71 \n",
       "  1680.3,1446.71 1680.97,1446.71 1681.64,1446.71 1682.3,1446.71 1682.97,1446.71 1683.63,1446.71 1684.3,1446.71 1684.97,1446.71 1685.63,1446.71 1686.3,1446.71 \n",
       "  1686.96,1446.71 1687.63,1446.71 1688.29,1446.71 1688.96,1446.71 1689.63,1446.71 1690.29,1446.71 1690.96,1446.71 1691.62,1446.71 1692.29,1446.71 1692.95,1446.71 \n",
       "  1693.62,1446.71 1694.29,1446.71 1694.95,1446.71 1695.62,1446.71 1696.28,1446.71 1696.95,1446.71 1697.62,1446.71 1698.28,1446.71 1698.95,1446.71 1699.61,1446.71 \n",
       "  1700.28,1446.71 1700.94,1446.71 1701.61,1446.71 1702.28,1446.71 1702.94,1446.71 1703.61,1446.71 1704.27,1446.71 1704.94,1446.71 1705.6,1446.71 1706.27,1446.71 \n",
       "  1706.94,1446.71 1707.6,1446.71 1708.27,1446.71 1708.93,1446.71 1709.6,1446.71 1710.27,1446.71 1710.93,1446.71 1711.6,1446.71 1712.26,1446.71 1712.93,1446.71 \n",
       "  1713.59,1446.71 1714.26,1446.71 1714.93,1446.71 1715.59,1446.71 1716.26,1446.71 1716.92,1446.71 1717.59,1446.71 1718.25,1446.71 1718.92,1446.71 1719.59,1446.71 \n",
       "  1720.25,1446.71 1720.92,1446.71 1721.58,1446.71 1722.25,1446.71 1722.92,1446.71 1723.58,1446.71 1724.25,1446.71 1724.91,1446.71 1725.58,1446.71 1726.24,1446.71 \n",
       "  1726.91,1446.71 1727.58,1446.71 1728.24,1446.71 1728.91,1446.71 1729.57,1446.71 1730.24,1446.71 1730.9,1446.71 1731.57,1446.71 1732.24,1446.71 1732.9,1446.71 \n",
       "  1733.57,1446.71 1734.23,1446.71 1734.9,1446.71 1735.57,1446.71 1736.23,1446.71 1736.9,1446.71 1737.56,1446.71 1738.23,1446.71 1738.89,1446.71 1739.56,1446.71 \n",
       "  1740.23,1446.71 1740.89,1446.71 1741.56,1446.71 1742.22,1446.71 1742.89,1446.71 1743.55,1446.71 1744.22,1446.71 1744.89,1446.71 1745.55,1446.71 1746.22,1446.71 \n",
       "  1746.88,1446.71 1747.55,1446.71 1748.22,1446.71 1748.88,1446.71 1749.55,1446.71 1750.21,1446.71 1750.88,1446.71 1751.54,1446.71 1752.21,1446.71 1752.88,1446.71 \n",
       "  1753.54,1446.71 1754.21,1446.71 1754.87,1446.71 1755.54,1446.71 1756.2,1446.71 1756.87,1446.71 1757.54,1446.71 1758.2,1446.71 1758.87,1446.71 1759.53,1446.71 \n",
       "  1760.2,1446.71 1760.87,1446.71 1761.53,1446.71 1762.2,1446.71 1762.86,1446.71 1763.53,1446.71 1764.19,1446.71 1764.86,1446.71 1765.53,1446.71 1766.19,1446.71 \n",
       "  1766.86,1446.71 1767.52,1446.71 1768.19,1446.71 1768.86,1446.71 1769.52,1446.71 1770.19,1446.71 1770.85,1446.71 1771.52,1446.71 1772.18,1446.71 1772.85,1446.71 \n",
       "  1773.52,1446.71 1774.18,1446.71 1774.85,1446.71 1775.51,1446.71 1776.18,1446.71 1776.84,1446.71 1777.51,1446.71 1778.18,1446.71 1778.84,1446.71 1779.51,1446.71 \n",
       "  1780.17,1446.71 1780.84,1446.71 1781.51,1446.71 1782.17,1446.71 1782.84,1446.71 1783.5,1446.71 1784.17,1446.71 1784.83,1446.71 1785.5,1446.71 1786.17,1446.71 \n",
       "  1786.83,1446.71 1787.5,1446.71 1788.16,1446.71 1788.83,1446.71 1789.49,1446.71 1790.16,1446.71 1790.83,1446.71 1791.49,1446.71 1792.16,1446.71 1792.82,1446.71 \n",
       "  1793.49,1446.71 1794.16,1446.71 1794.82,1446.71 1795.49,1446.71 1796.15,1446.71 1796.82,1446.71 1797.48,1446.71 1798.15,1446.71 1798.82,1446.71 1799.48,1446.71 \n",
       "  1800.15,1446.71 1800.81,1446.71 1801.48,1446.71 1802.14,1446.71 1802.81,1446.71 1803.48,1446.71 1804.14,1446.71 1804.81,1446.71 1805.47,1446.71 1806.14,1446.71 \n",
       "  1806.81,1446.71 1807.47,1446.71 1808.14,1446.71 1808.8,1446.71 1809.47,1446.71 1810.13,1446.71 1810.8,1446.71 1811.47,1446.71 1812.13,1446.71 1812.8,1446.71 \n",
       "  1813.46,1446.71 1814.13,1446.71 1814.79,1446.71 1815.46,1446.71 1816.13,1446.71 1816.79,1446.71 1817.46,1446.71 1818.12,1446.71 1818.79,1446.71 1819.46,1446.71 \n",
       "  1820.12,1446.71 1820.79,1446.71 1821.45,1446.71 1822.12,1446.71 1822.78,1446.71 1823.45,1446.71 1824.12,1446.71 1824.78,1446.71 1825.45,1446.71 1826.11,1446.71 \n",
       "  1826.78,1446.71 1827.44,1446.71 1828.11,1446.71 1828.78,1446.71 1829.44,1446.71 1830.11,1446.71 1830.77,1446.71 1831.44,1446.71 1832.11,1446.71 1832.77,1446.71 \n",
       "  1833.44,1446.71 1834.1,1446.71 1834.77,1446.71 1835.43,1446.71 1836.1,1446.71 1836.77,1446.71 1837.43,1446.71 1838.1,1446.71 1838.76,1446.71 1839.43,1446.71 \n",
       "  1840.09,1446.71 1840.76,1446.71 1841.43,1446.71 1842.09,1446.71 1842.76,1446.71 1843.42,1446.71 1844.09,1446.71 1844.76,1446.71 1845.42,1446.71 1846.09,1446.71 \n",
       "  1846.75,1446.71 1847.42,1446.71 1848.08,1446.71 1848.75,1446.71 1849.42,1446.71 1850.08,1446.71 1850.75,1446.71 1851.41,1446.71 1852.08,1446.71 1852.75,1446.71 \n",
       "  1853.41,1446.71 1854.08,1446.71 1854.74,1446.71 1855.41,1446.71 1856.07,1446.71 1856.74,1446.71 1857.41,1446.71 1858.07,1446.71 1858.74,1446.71 1859.4,1446.71 \n",
       "  1860.07,1446.71 1860.73,1446.71 1861.4,1446.71 1862.07,1446.71 1862.73,1446.71 1863.4,1446.71 1864.06,1446.71 1864.73,1446.71 1865.4,1446.71 1866.06,1446.71 \n",
       "  1866.73,1446.71 1867.39,1446.71 1868.06,1446.71 1868.72,1446.71 1869.39,1446.71 1870.06,1446.71 1870.72,1446.71 1871.39,1446.71 1872.05,1446.71 1872.72,1446.71 \n",
       "  1873.38,1446.71 1874.05,1446.71 1874.72,1446.71 1875.38,1446.71 1876.05,1446.71 1876.71,1446.71 1877.38,1446.71 1878.05,1446.71 1878.71,1446.71 1879.38,1446.71 \n",
       "  1880.04,1446.71 1880.71,1446.71 1881.37,1446.71 1882.04,1446.71 1882.71,1446.71 1883.37,1446.71 1884.04,1446.71 1884.7,1446.71 1885.37,1446.71 1886.03,1446.71 \n",
       "  1886.7,1446.71 1887.37,1446.71 1888.03,1446.71 1888.7,1446.71 1889.36,1446.71 1890.03,1446.71 1890.7,1446.71 1891.36,1446.71 1892.03,1446.71 1892.69,1446.71 \n",
       "  1893.36,1446.71 1894.02,1446.71 1894.69,1446.71 1895.36,1446.71 1896.02,1446.71 1896.69,1446.71 1897.35,1446.71 1898.02,1446.71 1898.68,1446.71 1899.35,1446.71 \n",
       "  1900.02,1446.71 1900.68,1446.71 1901.35,1446.71 1902.01,1446.71 1902.68,1446.71 1903.35,1446.71 1904.01,1446.71 1904.68,1446.71 1905.34,1446.71 1906.01,1446.71 \n",
       "  1906.67,1446.71 1907.34,1446.71 1908.01,1446.71 1908.67,1446.71 1909.34,1446.71 1910,1446.71 1910.67,1446.71 1911.33,1446.71 1912,1446.71 1912.67,1446.71 \n",
       "  1913.33,1446.71 1914,1446.71 1914.66,1446.71 1915.33,1446.71 1916,1446.71 1916.66,1446.71 1917.33,1446.71 1917.99,1446.71 1918.66,1446.71 1919.32,1446.71 \n",
       "  1919.99,1446.71 1920.66,1446.71 1921.32,1446.71 1921.99,1446.71 1922.65,1446.71 1923.32,1446.71 1923.98,1446.71 1924.65,1446.71 1925.32,1446.71 1925.98,1446.71 \n",
       "  1926.65,1446.71 1927.31,1446.71 1927.98,1446.71 1928.65,1446.71 1929.31,1446.71 1929.98,1446.71 1930.64,1446.71 1931.31,1446.71 1931.97,1446.71 1932.64,1446.71 \n",
       "  1933.31,1446.71 1933.97,1446.71 1934.64,1446.71 1935.3,1446.71 1935.97,1446.71 1936.64,1446.71 1937.3,1446.71 1937.97,1446.71 1938.63,1446.71 1939.3,1446.71 \n",
       "  1939.96,1446.71 1940.63,1446.71 1941.3,1446.71 1941.96,1446.71 1942.63,1446.71 1943.29,1446.71 1943.96,1446.71 1944.62,1446.71 1945.29,1446.71 1945.96,1446.71 \n",
       "  1946.62,1446.71 1947.29,1446.71 1947.95,1446.71 1948.62,1446.71 1949.29,1446.71 1949.95,1446.71 1950.62,1446.71 1951.28,1446.71 1951.95,1446.71 1952.61,1446.71 \n",
       "  1953.28,1446.71 1953.95,1446.71 1954.61,1446.71 1955.28,1446.71 1955.94,1446.71 1956.61,1446.71 1957.27,1446.71 1957.94,1446.71 1958.61,1446.71 1959.27,1446.71 \n",
       "  1959.94,1446.71 1960.6,1446.71 1961.27,1446.71 1961.94,1446.71 1962.6,1446.71 1963.27,1446.71 1963.93,1446.71 1964.6,1446.71 1965.26,1446.71 1965.93,1446.71 \n",
       "  1966.6,1446.71 1967.26,1446.71 1967.93,1446.71 1968.59,1446.71 1969.26,1446.71 1969.92,1446.71 1970.59,1446.71 1971.26,1446.71 1971.92,1446.71 1972.59,1446.71 \n",
       "  1973.25,1446.71 1973.92,1446.71 1974.59,1446.71 1975.25,1446.71 1975.92,1446.71 1976.58,1446.71 1977.25,1446.71 1977.91,1446.71 1978.58,1446.71 1979.25,1446.71 \n",
       "  1979.91,1446.71 1980.58,1446.71 1981.24,1446.71 1981.91,1446.71 1982.57,1446.71 1983.24,1446.71 1983.91,1446.71 1984.57,1446.71 1985.24,1446.71 1985.9,1446.71 \n",
       "  1986.57,1446.71 1987.24,1446.71 1987.9,1446.71 1988.57,1446.71 1989.23,1446.71 1989.9,1446.71 1990.56,1446.71 1991.23,1446.71 1991.9,1446.71 1992.56,1446.71 \n",
       "  1993.23,1446.71 1993.89,1446.71 1994.56,1446.71 1995.22,1446.71 1995.89,1446.71 1996.56,1446.71 1997.22,1446.71 1997.89,1446.71 1998.55,1446.71 1999.22,1446.71 \n",
       "  1999.89,1446.71 2000.55,1446.71 2001.22,1446.71 2001.88,1446.71 2002.55,1446.71 2003.21,1446.71 2003.88,1446.71 2004.55,1446.71 2005.21,1446.71 2005.88,1446.71 \n",
       "  2006.54,1446.71 2007.21,1446.71 2007.87,1446.71 2008.54,1446.71 2009.21,1446.71 2009.87,1446.71 2010.54,1446.71 2011.2,1446.71 2011.87,1446.71 2012.54,1446.71 \n",
       "  2013.2,1446.71 2013.87,1446.71 2014.53,1446.71 2015.2,1446.71 2015.86,1446.71 2016.53,1446.71 2017.2,1446.71 2017.86,1446.71 2018.53,1446.71 2019.19,1446.71 \n",
       "  2019.86,1446.71 2020.52,1446.71 2021.19,1446.71 2021.86,1446.71 2022.52,1446.71 2023.19,1446.71 2023.85,1446.71 2024.52,1446.71 2025.19,1446.71 2025.85,1446.71 \n",
       "  2026.52,1446.71 2027.18,1446.71 2027.85,1446.71 2028.51,1446.71 2029.18,1446.71 2029.85,1446.71 2030.51,1446.71 2031.18,1446.71 2031.84,1446.71 2032.51,1446.71 \n",
       "  2033.18,1446.71 2033.84,1446.71 2034.51,1446.71 2035.17,1446.71 2035.84,1446.71 2036.5,1446.71 2037.17,1446.71 2037.84,1446.71 2038.5,1446.71 2039.17,1446.71 \n",
       "  2039.83,1446.71 2040.5,1446.71 2041.16,1446.71 2041.83,1446.71 2042.5,1446.71 2043.16,1446.71 2043.83,1446.71 2044.49,1446.71 2045.16,1446.71 2045.83,1446.71 \n",
       "  2046.49,1446.71 2047.16,1446.71 2047.82,1446.71 2048.49,1446.71 2049.15,1446.71 2049.82,1446.71 2050.49,1446.71 2051.15,1446.71 2051.82,1446.71 2052.48,1446.71 \n",
       "  2053.15,1446.71 2053.81,1446.71 2054.48,1446.71 2055.15,1446.71 2055.81,1446.71 2056.48,1446.71 2057.14,1446.71 2057.81,1446.71 2058.48,1446.71 2059.14,1446.71 \n",
       "  2059.81,1446.71 2060.47,1446.71 2061.14,1446.71 2061.8,1446.71 2062.47,1446.71 2063.14,1446.71 2063.8,1446.71 2064.47,1446.71 2065.13,1446.71 2065.8,1446.71 \n",
       "  2066.46,1446.71 2067.13,1446.71 2067.8,1446.71 2068.46,1446.71 2069.13,1446.71 2069.79,1446.71 2070.46,1446.71 2071.13,1446.71 2071.79,1446.71 2072.46,1446.71 \n",
       "  2073.12,1446.71 2073.79,1446.71 2074.45,1446.71 2075.12,1446.71 2075.79,1446.71 2076.45,1446.71 2077.12,1446.71 2077.78,1446.71 2078.45,1446.71 2079.11,1446.71 \n",
       "  2079.78,1446.71 2080.45,1446.71 2081.11,1446.71 2081.78,1446.71 2082.44,1446.71 2083.11,1446.71 2083.78,1446.71 2084.44,1446.71 2085.11,1446.71 2085.77,1446.71 \n",
       "  2086.44,1446.71 2087.1,1446.71 2087.77,1446.71 2088.44,1446.71 2089.1,1446.71 2089.77,1446.71 2090.43,1446.71 2091.1,1446.71 2091.76,1446.71 2092.43,1446.71 \n",
       "  2093.1,1446.71 2093.76,1446.71 2094.43,1446.71 2095.09,1446.71 2095.76,1446.71 2096.43,1446.71 2097.09,1446.71 2097.76,1446.71 2098.42,1446.71 2099.09,1446.71 \n",
       "  2099.75,1446.71 2100.42,1446.71 2101.09,1446.71 2101.75,1446.71 2102.42,1446.71 2103.08,1446.71 2103.75,1446.71 2104.41,1446.71 2105.08,1446.71 2105.75,1446.71 \n",
       "  2106.41,1446.71 2107.08,1446.71 2107.74,1446.71 2108.41,1446.71 2109.08,1446.71 2109.74,1446.71 2110.41,1446.71 2111.07,1446.71 2111.74,1446.71 2112.4,1446.71 \n",
       "  2113.07,1446.71 2113.74,1446.71 2114.4,1446.71 2115.07,1446.71 2115.73,1446.71 2116.4,1446.71 2117.07,1446.71 2117.73,1446.71 2118.4,1446.71 2119.06,1446.71 \n",
       "  2119.73,1446.71 2120.39,1446.71 2121.06,1446.71 2121.73,1446.71 2122.39,1446.71 2123.06,1446.71 2123.72,1446.71 2124.39,1446.71 2125.05,1446.71 2125.72,1446.71 \n",
       "  2126.39,1446.71 2127.05,1446.71 2127.72,1446.71 2128.38,1446.71 2129.05,1446.71 2129.72,1446.71 2130.38,1446.71 2131.05,1446.71 2131.71,1446.71 2132.38,1446.71 \n",
       "  2133.04,1446.71 2133.71,1446.71 2134.38,1446.71 2135.04,1446.71 2135.71,1446.71 2136.37,1446.71 2137.04,1446.71 2137.7,1446.71 2138.37,1446.71 2139.04,1446.71 \n",
       "  2139.7,1446.71 2140.37,1446.71 2141.03,1446.71 2141.7,1446.71 2142.37,1446.71 2143.03,1446.71 2143.7,1446.71 2144.36,1446.71 2145.03,1446.71 2145.69,1446.71 \n",
       "  2146.36,1446.71 2147.03,1446.71 2147.69,1446.71 2148.36,1446.71 2149.02,1446.71 2149.69,1446.71 2150.35,1446.71 2151.02,1446.71 2151.69,1446.71 2152.35,1446.71 \n",
       "  2153.02,1446.71 2153.68,1446.71 2154.35,1446.71 2155.02,1446.71 2155.68,1446.71 2156.35,1446.71 2157.01,1446.71 2157.68,1446.71 2158.34,1446.71 2159.01,1446.71 \n",
       "  2159.68,1446.71 2160.34,1446.71 2161.01,1446.71 2161.67,1446.71 2162.34,1446.71 2163,1446.71 2163.67,1446.71 2164.34,1446.71 2165,1446.71 2165.67,1446.71 \n",
       "  2166.33,1446.71 2167,1446.71 2167.67,1446.71 2168.33,1446.71 2169,1446.71 2169.66,1446.71 2170.33,1446.71 2170.99,1446.71 2171.66,1446.71 2172.33,1446.71 \n",
       "  2172.99,1446.71 2173.66,1446.71 2174.32,1446.71 2174.99,1446.71 2175.65,1446.71 2176.32,1446.71 2176.99,1446.71 2177.65,1446.71 2178.32,1446.71 2178.98,1446.71 \n",
       "  2179.65,1446.71 2180.32,1446.71 2180.98,1446.71 2181.65,1446.71 2182.31,1446.71 2182.98,1446.71 2183.64,1446.71 2184.31,1446.71 2184.98,1446.71 2185.64,1446.71 \n",
       "  2186.31,1446.71 2186.97,1446.71 2187.64,1446.71 2188.3,1446.71 2188.97,1446.71 2189.64,1446.71 2190.3,1446.71 2190.97,1446.71 2191.63,1446.71 2192.3,1446.71 \n",
       "  2192.97,1446.71 2193.63,1446.71 2194.3,1446.71 2194.96,1446.71 2195.63,1446.71 2196.29,1446.71 2196.96,1446.71 2197.63,1446.71 2198.29,1446.71 2198.96,1446.71 \n",
       "  2199.62,1446.71 2200.29,1446.71 2200.95,1446.71 2201.62,1446.71 2202.29,1446.71 2202.95,1446.71 2203.62,1446.71 2204.28,1446.71 2204.95,1446.71 2205.62,1446.71 \n",
       "  2206.28,1446.71 2206.95,1446.71 2207.61,1446.71 2208.28,1446.71 2208.94,1446.71 2209.61,1446.71 2210.28,1446.71 2210.94,1446.71 2211.61,1446.71 2212.27,1446.71 \n",
       "  2212.94,1446.71 2213.61,1446.71 2214.27,1446.71 2214.94,1446.71 2215.6,1446.71 2216.27,1446.71 2216.93,1446.71 2217.6,1446.71 2218.27,1446.71 2218.93,1446.71 \n",
       "  2219.6,1446.71 2220.26,1446.71 2220.93,1446.71 2221.59,1446.71 2222.26,1446.71 2222.93,1446.71 2223.59,1446.71 2224.26,1446.71 2224.92,1446.71 2225.59,1446.71 \n",
       "  2226.26,1446.71 2226.92,1446.71 2227.59,1446.71 2228.25,1446.71 2228.92,1446.71 2229.58,1446.71 2230.25,1446.71 2230.92,1446.71 2231.58,1446.71 2232.25,1446.71 \n",
       "  2232.91,1446.71 2233.58,1446.71 2234.24,1446.71 2234.91,1446.71 2235.58,1446.71 2236.24,1446.71 2236.91,1446.71 2237.57,1446.71 2238.24,1446.71 2238.91,1446.71 \n",
       "  2239.57,1446.71 2240.24,1446.71 2240.9,1446.71 2241.57,1446.71 2242.23,1446.71 2242.9,1446.71 2243.57,1446.71 2244.23,1446.71 2244.9,1446.71 2245.56,1446.71 \n",
       "  2246.23,1446.71 2246.89,1446.71 2247.56,1446.71 2248.23,1446.71 2248.89,1446.71 2249.56,1446.71 2250.22,1446.71 2250.89,1446.71 2251.56,1446.71 2252.22,1446.71 \n",