{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "580d97aa-2f88-42e4-9c59-b1197ed294eb", "metadata": {}, "outputs": [], "source": [ "using LinearAlgebra, Plots" ] }, { "cell_type": "code", "execution_count": 2, "id": "47feb8bd-6a7c-4384-9d61-b6ae74d3cb54", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "image/svg+xml": [ "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "text/html": [ "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "include(\"../11-09/TestFunctions/TestFunctions.jl\")\n", "TF = TestFunctions()\n", "\n", "function displayTF(tf, xyrange; levels=nothing)\n", " f(x, y) = tf([x, y])[1]\n", " xrange = LinRange(xyrange[1][1], xyrange[2][1], 1000)\n", " yrange = LinRange(xyrange[1][2], xyrange[2][2], 1000)\n", "\n", " if isnothing(levels)\n", " plt = contour(xrange, yrange, f)\n", " else\n", " plt = contour(xrange, yrange, f, levels=levels)\n", " end\n", " return plt\n", "end\n", "\n", "plt = displayTF(TF[9], ([-0.2,-0.2],[0.2,0.2]))" ] }, { "cell_type": "code", "execution_count": 3, "id": "7dcc72e1-18b4-4175-b3d5-a1d9f9c39b5e", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "image/svg+xml": [ "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "text/html": [ "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "([0.06848778366515851, 0.0028997525713992125], \"stopped\")" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "include(\"../11-09/SDG.jl\")\n", "SDG(TF[9], plt=plt, Plotf=1, plotatend=true, printing=false)" ] }, { "cell_type": "code", "execution_count": 4, "id": "1f912cb6-358f-4771-9d35-a275c7c003b6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Gradient method\n", "feval\trel gap\t\t|| g(x) ||\trate\t\tls feval\ta*\n", "\n", " 2\t2.8571e-02\t1.4422e+01 \t 1 19\t2.8120e-03\n", " 22\t2.8285e-02\t2.8182e+00\t9.8997e-01 1 6\t9.9929e-03\n", " 29\t2.5109e-02\t1.7530e+01\t8.8773e-01 1 19\t1.3092e-03\n", " 49\t2.2903e-02\t2.8692e+00\t9.1214e-01 1 6\t8.4683e-03\n", " 56\t2.2768e-02\t1.7407e+01\t9.9409e-01 1 18\t1.4107e-03\n", " 75\t2.1981e-02\t2.9346e+00\t9.6544e-01 1 7\t8.5834e-03\n", " 83\t2.0165e-02\t1.7303e+01\t9.1738e-01 1 18\t1.3333e-03\n", " 102\t1.9666e-02\t2.9851e+00\t9.7526e-01 1 6\t6.8498e-03\n", " 109\t5.5060e-03\t1.7207e+01\t2.7997e-01 1 35\t9.3657e-05\n", " 145\t5.3144e-03\t2.9259e+00\t9.6519e-01 1 9\t5.0483e-04\n", " 155\t4.6015e-03\t1.7200e+01\t8.6586e-01 1 43\t2.7826e-05\n", " 199\t4.5462e-03\t2.9244e+00\t9.8798e-01 1 9\t1.4490e-04\n", " 209\t4.2695e-03\t1.7197e+01\t9.3913e-01 1 58\t2.9161e-06\n", " 268\t4.2635e-03\t2.9235e+00\t9.9861e-01 1 7\t1.5274e-05\n", " 276\t4.2357e-03\t1.7197e+01\t9.9347e-01 1 71\t4.1456e-07\n", " 348\t4.2350e-03\t2.9234e+00\t9.9985e-01 1 8\t2.3145e-06\n", " 357\t4.2326e-03\t1.7197e+01\t9.9943e-01 1 76\t1.9580e-07\n", " 434\t4.2324e-03\t2.9234e+00\t9.9993e-01 1 17\t1.0100e-06\n", " 452\t4.2302e-03\t1.7197e+01\t9.9948e-01 1 104\t2.9360e-09\n", " 557\t4.2302e-03\t2.9234e+00\t1.0000e+00 1 14\t1.6104e-08\n", " 572\t4.2301e-03\t1.7197e+01\t9.9999e-01 1 113\t7.6113e-10\n", " 686\t4.2301e-03\t2.9234e+00\t1.0000e+00 1 10\t4.3552e-09\n", " 697\t4.2301e-03\t1.7197e+01\t1.0000e+00 1 116\t4.8532e-10\n", " 814\t4.2301e-03\t2.9234e+00\t1.0000e+00 1 16\t2.7301e-09\n", " 831\t4.2301e-03\t1.7197e+01\t1.0000e+00 1 120\t2.6635e-10\n", " 952\t4.2301e-03\t2.9234e+00\t1.0000e+00 1 16\t1.4046e-09\n", " 969\t4.2301e-03\t1.7197e+01\t1.0000e+00 1 136\t2.4163e-11\n", "1106\t4.2301e-03\t2.9234e+00\t1.0000e+00 1 16\t1.3299e-10\n", "1123\t4.2301e-03\t1.7197e+01\t1.0000e+00 1 143\t8.4557e-12\n", "1267\t4.2301e-03\t2.9234e+00\t1.0000e+00 1 16\t4.8161e-11\n", "1284\t4.2301e-03\t1.7197e+01\t1.0000e+00 1 146\t5.3916e-12\n", "1431\t4.2301e-03\t2.9234e+00\t1.0000e+00 1 16\t2.9654e-11\n", "1448\t4.2301e-03\t1.7197e+01\t1.0000e+00 1 154\t1.6239e-12\n", "1603\t4.2301e-03\t2.9234e+00\t1.0000e+00 1 18\t8.4866e-12\n", "1622\t4.2301e-03\t1.7197e+01\t1.0000e+00 1 172\t1.0914e-13\n", "1795\t4.2301e-03\t2.9234e+00\t1.0000e+00 1 16\t6.4282e-13\n", "1812\t4.2301e-03\t1.7197e+01\t1.0000e+00 1 174\t8.0853e-14\n", "1987\t4.2301e-03\t2.9234e+00\t1.0000e+00 1 18\t4.3039e-13\n", "2006\t4.2301e-03\t1.7197e+01\t1.0000e+00 1 187\t1.1503e-14\n", "2194\t4.2301e-03\t2.9234e+00\t1.0000e+00 1 19\t6.5210e-14\n", "2214\t4.2301e-03\t1.7197e+01\t1.0000e+00 1 191\t6.3132e-15\n", "2406\t4.2301e-03\t2.9234e+00\t1.0000e+00 1 22\t3.3029e-14\n", "2429\t4.2301e-03\t1.7197e+01\t1.0000e+00 1 211\t3.1432e-16\n", "2641\t4.2301e-03\t2.9234e+00\t1.0000e+00 1 23\t1.7039e-15\n", "2665\t4.2301e-03\t1.7197e+01\t1.0000e+00 1 219\t9.4673e-17\n", "\n" ] }, { "data": { "text/plain": [ "([0.06835789061532771, -2.536571562173291e-16], \"error\")" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "SDG(TF[9], plotatend=false, MaxFeval=3000) # error :(" ] }, { "cell_type": "code", "execution_count": 5, "id": "7c530803-9e06-4674-af1f-e15788c88cf3", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "image/svg+xml": [ "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "text/html": [ "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scatter!(plt, [1/9], [0])" ] }, { "cell_type": "code", "execution_count": 6, "id": "13ddf329-0ce7-482a-a5f9-8ca27f16fb04", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "image/svg+xml": [ "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "text/html": [ "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "([0.00223831074082565, 1.2247785081795393e-6], \"stopped\")" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "include(\"SGM.jl\")\n", "SGM(TF[9], eps=0, plt=plt, Plotf=1, plotatend=true, printing=false)" ] }, { "cell_type": "code", "execution_count": 7, "id": "4ce5df10-5c98-494a-9f0f-6683d5a412dc", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "image/svg+xml": [ "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "text/html": [ "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "([0.02082862839478792, 2.52327638766942e-5], \"stopped\")" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "SGM(TF[9], eps=0, astart=1e-3, plt=plt, Plotf=1, plotatend=true, printing=false)" ] }, { "cell_type": "code", "execution_count": 8, "id": "408d1e94-03ec-4913-ae71-005ac53ca9cc", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "image/svg+xml": [ "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "text/html": [ "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "([0.10892006684883124, -9.347494027137819e-7], \"stopped\")" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "SGM(TF[9], eps=0, astart=1e-2, plt=plt, Plotf=1, plotatend=true, printing=false)" ] }, { "cell_type": "code", "execution_count": 9, "id": "dcb96c21-fb27-4621-b40c-b8571a39cdef", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "image/svg+xml": [ "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "text/html": [ "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "([0.10994722422509796, 4.971892268066165e-8], \"stopped\")" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "SGM(TF[9], eps=0, astart=1e-2, MaxFeval=10000, plt=plt, Plotf=1, plotatend=true, printing=false)" ] }, { "cell_type": "code", "execution_count": 10, "id": "731eab43-af59-4b1d-b00f-465fb7eb467b", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAIAAAD9V4nPAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdZ1xTZxcA8JudsPdG9pDpxKq4FbeoOHALCoito44qItZVR61Vux24J6JgwY1Y3BMVUJZhhR1GSMhe74e0kTcEZWRAOP9fPyRP7r3PwQKH545zUGKxGAEAAAC6K7S6AwAAAADUCRIhAACAbg0SIQAAgG4NEiEAAIBuDRIhAACAbg2r7gAAAACAFtFotFevXhUUFAwePNjT01MyWF5enpycTCaTSSTSmDFjBg8e3JEpYEUIAACg8woICNiwYUNMTExqaqp08NmzZ69evbK0tBQKhVOmTDly5EhHpoAVIQAAgM7r6dOnGAxmzJgxTQenT58+ffp0yWszM7OzZ8+Gh4e3ewpYEQIAAOi8MBjMZz7l8/mvXr2SnjJtH0iEAAAAup7c3FwnJycjI6OPHz/u37+/I4fqGqdGf/3114kTJzo6OrZ+F4FAgMV2ja+u3fh8Pg6HU3cUytUd/j+KxWKhUKjxXyZ8u4KW5ObmxsTEyAyOGTMmLCzsM3s5Ozu/fPmyuLj4u+++W7FiRWxsbLsD6Br/z65fv+7q6tr6RCgWi7lcrsZ/R3I4HI3/zcLlctFoNBqtyacuRCIRj8eDb1cNwOFwdHR01B1F15OdnV1UVLR+/fqmg15eXp/fC4PBGBkZGRkZ7d69e8iQIceOHUOhUO0LQMN/9gAAAHR+1tbWM2fObP32HA6HSCRKXqenp9vY2LQ7CyKQCAEAAHRmu3fvTk1NTU9Pp1Aof//9d0xMzNChQ0NCQqqqquzs7MrKyl69enXu3LmOTAGJEAAAQOcVHBwcEBAgfSu5RhYbG/vs2bOysjITE5OBAwcaGBh0ZApIhAAAADovBwcHBwcHmUEtLa2RI0cqagpNvgcBAAAA+CJIhAAAALo1SIQAAAC6NUiEAAAAujVIhAAA0J2Ja9/f4DGq1R2GOkEiBACAbopTT/lwZlHpoz9QGl286Ys08/GJZcuW1dTUfL5meSfk6+sbHR2t7igAAN2AWFT15nLx3d1GbmPcgw+jcSR1B6ROmpkIT548efLkya5VvLGgoODy5cuQCAEAysai5hckRTOrsnuMWmfpt0jd4ahfV0oVbRIUFITH49UdRRu8fv368uXL6o4CAKDJxCJh+bPY0n9+wetbeYVe1jZ3V3dEnYLGJkIAAABNMSuzycmbmBXvjdxGO03ZgyXqqTuizgISIQAAaDiRgFOa9lv501gEhfQYtc56UBiCtL9Xg+aBRAgAAJqMQXlNTo5m1xTg9Sxcgw7q2vRRd0SdDiRCAADQTEJuY/G9fdXpcWKx0MB5qMvUn7CkDnVp0FSQCAEAQAPRPj4ouLEFQRAUBmc9aLnt0K8RVLd+WPAzIBECAIBGEXAaSu79RCt4TDSyZ1Hz3Wb/YeDor+6gOjXFJMKKiorY2Nja2trAwMDhw4fLfEomk+Pj45uOBAcH29nZvXz5MjU1VToYHh5uaGiokHg6p/v37//9998lJSU2NjbLly93c3NTd0QAAE1Tn5dacHOrjpUPQc9CLOT7LE3A65qpO6jOTgErZTqdPmDAgNLSUkdHx5kzZyYkJMhswOfz6/+TmZm5efNmHA6HIMiDBw/OnTsn/UgkEnU8mM5s69atZmZmCxcuJBAIfn5+hYWF6o4IAKA5+I3UvPgVJan7rQeFMys/aFt4eCw4pfosKBJUCAXFbfpPJKQiiDp//ytgRXjmzBl7e/u//voLQRBdXd3du3dPmzat6Qbu7u579uyRvN68efO4ceOsrKwkb/v16yf9SGNkZ2cXFhZOmDBB8jY3Nzc/P3/SpElpaWmSkcDAwMePH9+4cePrr79WX5gAAM1R++Fm4a0dZr7T9ez8KA9+dZq4w8g9QC2R8FjXRYKqNu3CZ2eLxXwlxdMaCkiEDx48GDNmjOT16NGjQ0JC2Gw2iSSncp1IJDp9+vQvv/wiHcnPz9+1a5elpeW0adMMDDTkdiZtbe25c+eWlJTo6ekhCBITE9OvX79JkyZJNxAIBOXl5ZaWluqLEQCgIbi0UvL1GAGrzjXoYOWrc7TCJ96h8URDW3XFQ9Rb2tZdCDqJKNQpZQTTSgpIhJWVlSNGjJC8NjMzQxCkvLzcycmp+Za3b9/mcrkTJ06UvDU1Ne3ZsyeXy7106VJUVNTTp08dHBzkTlFWVnbgwIG4uDjJ2/nz5w8YMKD1ETLuXebkprd++7YiOHnrjZ0rfdujRw9/f/+LFy+Gh4fX1NTcunXrt99+a7r91q1bTU1NAwMDZY4jFotZLFbr52Wz2V2usHhbsVgssViM1ujS+EKhkMvlqjsKpesm366q/V4V12ZcrXz0m2n/hTo9BnxM2qhj299p9gkRBtem3ySth8fju1YN51ZSwJeEw+EEAoHkteQFgUCQu2VsbOzChQslFwgRBFm4cOHChQslr2fPnr179+4jR47I3VFbW9vV1dXDwwNBEDQa7eDg0NIUcpF8B+NtnVu/fVthDGXPwkdGRkZHR4eHh8fGxk6YMEHy94HE77//fuHChbS0tOa/FFAoVJu+Lh6P16btuyKBQEAgEDQ+ESIt/9RojO7w7crn81X2NXLqigtvxIhFwp4LzzHLM4oSVvQYs8nYY4JSJ9XUn0QFJEIrK6uysjLJ69LSUgwGY25u3nyz2tra5OTk9HT5K7OBAwdev369pSkMDAwmTpw4duzY9kWINbHCmli1b9/2GT9+/IoVK169ehUbG3v48GHp+LFjx/bt23f//n0bGxu5O7bpT2YMBqPxf2JLvkZN/fGT6j7/K9UdhXKp5muUFM6ueHbC2n+Zee9Zhbd3MijpHgtOa5m6KHtqTaWA3y9TpkxJTEzk8XgIgsTFxY0fP16y5nv58mVxcbF0s9OnT/fp00eyqpOQLt4FAkFycrK3t3fHg+kk0Gh0WFjYkiVLUCiU9HmSU6dObdmy5datWy2dAQYAgM9jVuVkHp9JL37hs/SqgdPQzOMzxUK+z9KrkAU7QgGJMDAw0NLS0t/ff+7cuYcOHdq2bZtkfPXq1U37Cp08eTI0NLTpjiNGjBgzZsy8efM8PDxqa2s1rBVfWFhYbm5ueHg4CvVvcdtvvvlGconUycnJyclp37596o0QANCFiARcStqv2edCzPvM7jnnGL3kVdbJYLPeM50Df+zmbXU7TjHXCO/cuZOWlkaj0Q4dOmRqaioZj42NlT4gLxQKjx8/7unp2XTH69evv3r1ik6nr1ixws/PT8NOf3E4HDwev2jRp6aXFApFLBZL3xKJRHXEBQDoehiUdHLyJi0zN99l1zEEnaLbO+s/PvCYfwoaCiqEYu7/wWKxo0aNkhl0d//0fwiDwfTt21dmAxMTk3HjxikkgM4mMTHxt99+W7x4sYmJiXRQY54PAQCojIjPLn3wOzUz0WHcFiP3AG5Dec7FCLyOqfeSeGgoqCgaeCNsZ/D+/fuJEycuW7ZM3YEAALowGvlBwfUtenZ+vhHXsST9+rxUcnK05Vch0FBQsSARfpKZmbn/wP679+420Oi6erpjRo1e++1aX1/fdhxKw653AgBUTMChl9zb11D4xGnyLn2HQWKRkJL2K/XdFbdZf+ja9FZ3dJpGoy7LdcThw4f79e93r+Sh0Wxbt/V9TOb2+Kf8id8Av6Z1cDooKSkpJCQkICBg/vz5t2/fVtRhAQAapj4v9d3hSQiC+IQn6TsM4jGq3p+ez6C88l5yBbJgU2w2WyFFqiERIgiC3L9/f9WaVe7r+jmGeBr5muk46Bv5mDks8vDY0P+7qA23bt1SyCy1tbUjRozYsGHD4MGDZ8yYce/ePYUcFgCgMfiN1Lz4lSWp+11n/OI4cQcGr9VQ9Cwzdoa+wyCPeSdw2sbqDlANfvjhB39/fxMTk6NHj0oHjx496uTkZGxsrKurO3/+/A5W0oFEiCAIEhUTZTXRwaCn7DeZnquRzVSnjZs3tulob9++lVaDQxAkIyPj4sWLCIIsXrx44cKFo0aNioyMnDx5ctMWVAAAUPvh5rsjgUTDHt5hCbrWvRBEXPbkSH7CWucpe2yHrei2bXUtLS2joqJcXFw4HI50UFdXNyEhgclklpSU5OTk/PDDDx2ZAq4RIgwG48XTF/1/lr3rVcJ0sPXzC3dramqa3v/5eSYmJkOHDg0ICJDcJrp161Z//3+7YnK5XBaLlZ2d/eTJk/DwcIXEDwDo6ri0MvL1zQJmbc85R7UtPREEEbDq8xPXi/hsaCgoeQD94MGDTQeDg4MlL4yNjSdNmpSRkdGRKbrpnxhNVVZWohAU0Vj+U314fQKOiCsvL2/9AW1sbEaOHHn+/HnJwe/evbtgwQLJR6dOnXJycvL39588efLQoUM7HjwAoIsTV6VfyowN0ncY6B2WIMmCjeWZGbFBJGN7tTQU7FokhcmaN4RvE0iEiI6OjkgkEvLkX3EVC0V8Ll9HR6dNx4yMjJSUGI2NjQ0MDJQWGQgPD6+rq6uoqHj+/Pnu3bs7GDkAoEvj1BW/P72QmpHguei89aBwFAqDIOKKF6dyLi1zGP+9/djNKHR3OWlHo9Fe/7+qqlY1NVyzZg2BQFi+fHlHZu8u/8qfYWFhYWJu0pBda9RLzl9eDbl1egZ6dnZ2bTpmQEDAypUrnz17duLEiRMnTsh8am5uHhwcfOfOnfYHDQDoyiSFs8ufHLUaFGY9cKnk+p+Q20hO2sShlXqHXCIYyK/Lr6nevn0bERHRdCQoKCgqKurze0VHRz98+DA1NbWDzaEgESIoFCoyYvkf5/808DBG4/+vcryILyq/UhC+NLytFeVRKNTSpUtDQ0MJBMKQIUMkg3l5ea6urgiCMJnM5OTkfv36KepLAAB0IayqXHJSFFbbyCfsGkH/38Y4zMoPefEr9R0Gek/bj8Lg1Buh6g0fPjwhIaFNu2zbtu3q1av//POPtJZnu8GpUQRBkKiNG3sY2OTsS2eWMqSDrPLG3P3pFkTTLTFb2nHM0NDQwsLCpnfETJs2zd7evk+fPtbW1jo6OjExMQoIHQDQdUgKZ384t9isz+yec45JsyA1IzH7/JIeI9Y4TtzRDbPg52VlZaWkpNTV1eXm5qakpEhOmR48eHDfvn2bN2/OzMxMSUl5+fJlR6aAFSGCIAiJRHpw/8G3a789GXNSx0xPy1SbXctiVDYsWLjg4M8H23qBUILBYODxeOltMgiCvH//vri4mEaj2djYGBt3x+eBAOjOGKXp5KRNREM7n7Br0ltgRAJO4c3tjNI3ngvOkEyV2D+860pKSkpNTTUyMsrNzd27d29MTIy5uXltbe3AgQNPnjwp2aZnz579+/dv9xSQCP+lo6Nz9PDRPbv2PHnypKKiwsLCYtCgQa1/ZELG6dOnjx07FhYWZmRk1HTczs6urZcbAQBdnbRwtv3YGOOenxqMs2sL8+JXaFt4+Cy9Cq2UWhIVFdX8YuGOHTsUOAUkwv9jbGw8efLkjh+HQqEsWLBg4cKFHT8UAKBLo5EfFlyP0bH29Y1IxpI+taCpyfy78M4PPUasMe8zW43hKZygaBfCLW3TLsKyQkQBhdLaDxKhUkDRbQCApHA2reCx06Qf9B0HS8dFQl5Jyo/15Aee809rmbupMUJlwJhOEQuZbdoFbZiGoB4pKZ7WgESoamKx+Ntvv8XhcNChHgANVp+XWnBzm6HzUN+IZAxeSzrObSjLi1+F1zXzDtXMhoIoba+2NohCaVUgqKdKiaZ1IBGq2tGjRxMTE6FJLwCais+sKby5nVmV7TJ1n56dX9OP6vPukZOiLQeGWg+CCoudCDw+oXjSKtsSTWtwl5eXHzp06ItPiQIAuihp4WzfZdebZkFJQ8HCWzvcZv8JWbCzgRWh4pmamkZERAQEBEhuGd2yZcvo0aMlH0VGRu7atYvNZqs1QACA4nFpZUV/bxJx6nsGH9a29Gr6EY9RlXdlFZao5xN2DUvSV1eEoCXdIhEW36qu/8D48nbtZeCibT/ZQvrW0tIyICDg7NmzK1euLC0tvX//vuRhl1OnTpFIpMDAwKbrRQBA1yeuSo+j3D9g6DPTcdQqmQKhDUXPPiauN+s9y3bo1922lVIn1y0SodVgI2MvXeUdn2AgWwkiMjLym2++WbFiRWxsbFBQkJGRUXV19c6dOx89UuedUQAAhePUFZOTN4tFfM9F54VEs//PguKyJ0crnp9ymbpP32GQ2kIEX9ItEiFOF4vTVelXOnLkSBQK9ejRoxMnTly4cAFBkOzs7I8fP1pYfFo4olAoOp2uq6vEDA0AUJ7mhbMbGxulnwpY9fmJ60QCrk9YIl7HVI1xgi+CdbqyhIWFhYaG6unpDRw4EEGQYcOGif9z4cIFX19fsVgMWRCALopVlZt1fCa96IVP2DXrQeEy5zwZlNfvjgaSjB085p+CLNj5QSJUlkWLFpWVlck0FgEAdHX/Vzh77qfC2f8RV7w4lRu/0mniTvuxm1HotjWuAWrRLU6NqkVtbS0ej58/f37zj4KDg4ODg1UfEgCggxil6eSkaKJhD5+wRLyuucynIh4zL34Tt1s2FOzSIBEqxcmTJ//888/ly5fr68Ot0gBogiaFszcb9xzXfANmxfv8yysMnQa7dMuGgl0aJEKlYDKZ33zzDSz7ANAM9OIX5ORobQsPmcLZUtSMxOKUvZbD1lv3na768EAHQSJUiq+//lrdIQAAFOBT4eyJO5oWzpYS8lgF1zczq3I8F5wRkiyabwA6P0iEqnPmzJmkpKSmbwkEghrjAQB8XpPC2UkYvHbzDdg1BXlXVmpbePgsuYLGkZo+PgG6EEiEqpORkcHn8+fOnSt5i8HA7WQAdFJ8Zk1xyo+M0jcuU3/Usxsgdxtq5rWiO7t6jFhr3meWisMDigWJUPFevXr15s2bsLAwydvnz5+/f/8+NDQUQZCePXvOnDlTrdEBAL6g9sPNwts7zXym+S67jsbgm2+g2Q0FuyF4jlDx7Ozs1q1bR6VSJW+3bdvG5XIlr5OSksaNG7ds2bKsrCz1BQgAkI/HqM6NW1766A/34MM9Rq2TmwW5DWXvT87l0it8llyBLKgZusWKMPPhjrL868o7vpXTWJ9h26RvTU1NJ0yYcObMmTVr1lAolIcPH54/fx5BkMGDB/fp08fQ0DAtLc3Pz+/FixdeXl4tHxUAoEr/Fs427zfPNehQS88/1OfdIyfHWPtHWPotUnF8QHm6RSJ091vl6LNQecfHEWRvp46MjAwPD//222+PHDkye/ZsSRveqVOnSj4dN25cUVFRbGzsgQMHlBcVAKCVOPUlBcmbRQKe56LzJBNHuduIRULK/QM175PdZv+ha91LxRECpeoWiRBH0MMR9FQ549ChQ3E4XGpq6okTJxISEppvYGVlVV9fr8qQAADNiUXCyldnyx7+aTkwVFI4W+5mPHpl3tXVWKI+NBTUSN0iEapFRETEkiVLzMzM+vfvLxl5/vy5n58fCoXKzs4+f/78jz/+qN4IAejmWFW55ORNWJKB99IrBH3rljaDhoJtQ88VC9vWe1zcWIiIhUoKpzUgESrLggULNmzYEBUVJR1ZsWJFdna2gYFBQ0PDypUr5ZYhBQCogFgkKH92vOLZCdvhq837zEIQVEsbQkPBthJl/4gwPrZtH3ItIrT68mZKA4lQWSoqKvB4vPSpQQRBXrx4wWAw6HS6lZUVCtXSDx4AQLkYpW/IydFEA1u5hbOl+Ky6jwnrREI+NBRsE/SA2LbugmpMRN6eUkYwrQSJUCl++eWXEydOrFq1SqbjoK6uLvQgBEBdvlg4W4pe8io/YY2p1xTbkd+iUFD7QsNBIlQKIyOjmJiYwMBAdQcCAPgXveQlOSla26JnS4Wz/yOueHG6/PERp8m7DZyHqi4+oD6QCJUCrv8B0HkIuYzilB9pBY8cJ+4wcPT/7JaN5KQoLq3MKySOYNDi7TNAw8AdUCr19u3bqVOnurm5DR8+/NGjR+oOBwDNV59//+1fkxAE8Y1I/nwWZFa8zzgaiCUZeIVcgizYrcCKUHVycnLGjBmzefPmPXv2VFVVaWvLKWYPAFAUPrO2OGXv5wtnS0kaCjqMizH2mKCa8EAr1dbWvnr1qri4ePDgwZ6enpJBoVCYk5Pz9u1bLpcrqeTcEZAIFS89Pf3FixfLli2TvH369Glubu7ixYt37tw5b968VatWIQji7u6u1hgB0HCfCmdHJKOxn+t3JmkoyK4hey2+SDSyU1mEoJUmTpwoFouLi4ujo6OliTA1NXXx4sX29vZv3rzpeCKEU6OKZ2dnt379+oqKCsnb77//ns/nIwjy8uVLFxeXRYsWBQQE/PzzzwKBQK1hAqCZZAtnfzYLsmsKso7PRKGxkAU7radPnz5//tzb27vp4OjRo8vKyn777TeFTNEtVoTr3mUllJUr7/jjLc1/6+0rfWtsbDx16tTTp09v2LChsLDw+fPnV65cQRCEQqHs27fvjz/+MDAwWLZsWX19/Y4dO5QXFQDdT6sKZ0tRM68V3f7BbtR6s97QHK3zkvvUtWIfxe4WiXCrp/tyZwflHd+sWaP5yMjIBQsWrF+//siRI3PnzpU8O6ivr7906dIJEyYgCLJ9+/a1a9dCIgRAUZoUzj5HMnH6/MYiAbfk3j4a+aHnwrNaZq6qiRB0Wt0iEepgsTpYlX6lgwYNMjAwuHv37qlTp5KTkyWDTk5O+vr/luvV19dnsViqDAkATdW0cLbVwCVffP6dU1eUd2UVwcDWe0k8hgAFLjqFx48fjxkzpunItGnTli9frprZu0UiVIuwsLAlS5bY2Nj06dNHMrJ48eLY2NjQ0FAikRgbGzty5Ej1RgiABmBV55GTotA4klfIpdZc5KvLTSm4vgUaCnY2Li4uGzZsaDri4KDE03gyIBEqy7x589auXbtt26eGvSEhIS9evLC3t8disb169Tp58qT6ogOgy2t14Wzp9tBQsPMyMzMbPXq0umaHRKgsxcXFRCIxODhYOoLBYI4cOfLLL7+gUChCs8uKAIDWa2XhbCkevTLvymosCRoKdj0xMTE3b97Mz8/Pzc09derUnj17Ro8eTaVSx48fz2KxuFxuv379LC0tk5KS2j0FJEKlOHDgwLFjx9atW9f8qXkikaiWkADQDCIBpzTtN2pmYo+R60x9prZml4aiZx8T15n1ng0NBbui0NDQqVM//Y92dHREEMTAwODw4cPSQTwe35EpIBEqhamp6f79+wMCAtQdCAAa5VPh7PAkrJbhF7cXi4WlD/6oTr/oPPUnfYeBKogQKJyDg0Pz64U4HK5v376KmgISoVJA0W0AFEtSOLs+/x+H8d8bubXqYlLThoI4aCgIWgaJUHVCQkJKS0ulbwcPHrx161b1hQNAl1Gf/0/hza0GTkN6Lb+FwbeqSC+95GX+1TWm3oHQUBB8ESRC1Vm3bh2Hw5G8DgoKmj59unrjAaDz+7dwNiXdacoeffuvWrfTfw0Fp+w2cIKGguDL4Lqx4j179mzfvn3St/fv35cUxPP09Ozbt2/fvn1RKFR1dfWcOXPUFyMAXUDth5vvjkzBEvV8I5JamQWFXEbu5RU1mX97hcRBFgStBIlQ8dzd3Xfu3Fle/m910x07dsjcO3r8+PGgoCADg8/0yAagW+M1UnPjlpc+/N199l/2YzejcaTW7MWsyMo4OpWgZ+G1+CI0FASt1y1OjbLOPOA9zVXe8fH9nLRCP5WJMTAwmD59+okTJ6Kjo8lk8tu3b5s+4MLhcM6fPy8pww0AaEZclR5XkrrfvPes1hTOlqpKv1Ry/2fH8VuNPcYrNT7wecKUFWJaYdt2eVGJ8I2UFE9rdItEqDVnMGn6F9pydgSKIPvPGBkZOXPmzI0bN/7111/z5s1ruiK8evWqgYHBsGHDlBcPAF0Up55SkBwtEnC9Fp0nmTq3ci8hj1mQvJldW+gdEgetlNQO7bkQ4TPatkv9YyT3hZLiaY1ukQgRLAaFVeltY35+fmZmZjdu3Dh9+vTt27ebfnT8+PElS5ag0XBSGoBP2lo4W4pdQ86LX6lt6em1+EIrz6ACpUJZ9m/zLqZ0BJ2ujGBaqXskQnWIiIgICwtzdnbu1etTVcOioqK0tLQTJ06oMTAAOhtWdR45aRMaS/AKuUg0sm/9jtSMxKI7u6ChIOggSITKMmfOnNWrV4eHhzcdvHHjRnBwsK2trbqiAqBTaWvhbCloKAgUSGGJsLy8HIfDmZq2rXyDWCymUCh6enqadwtlXl4eiUSaNWtW08Hly5errMMWAJ0co+xtQVI0wcDGZ2kCXs+i9Tty6ory4leSzFy9lyZg8FrKixB0Ewq4UtXY2Dh69Gg/Pz8vL6958+YJBAKZDR4+fIhq4vz585JxCoXi6+s7YsQIR0fH6OjojkfSeWzfvn3WrFkbN24kkeCiBQCyRAJOyb2f8uK+thoU5h58uE1ZsC43JevkXNNeQS5Tf4IsCBRCASvCAwcOIAhSXFzM5XIHDBhw4cKFBQsWyGzj6emZlZUlM7hp06ZBgwb99ddfFRUVvr6+U6ZMGTBAifd2qlLv3r1HjBgxZMgQdQcCQKdDL3lFTt6kbd7TNyK5NYWzpaQNBd1n/6lj7au8CEF3o4BEeOHChe3bt2MwGC0trZCQkPPnzzdPhAiCsFgsIpEovVuSx+Ndvnz55cuXCIJYWlpOmzbt/PnzGpMIJ0+erO4QAOh0hFwG5Z9Dtdm3W184W4pHr8i7shqrZegTfg1LhIaCQJEUcGq0qKjIxcVF8trZ2bmoqKj5Njk5OdbW1tra2sHBwXV1dQiCVFZWcrncL+4owePx8vPzX79+/fr16zdv3kgrdnYtNTU18+fPt7a2trOzi4yMZLPZ6o4IANVhFD1+d3iySMDttfxWW7NgQ+HTzOMz9R393Wf9AVkQKFxHV4R8Pp/D4UivhGlra9PpdJltPD09KRSKpaUllUoNDg5etWrVmTNnGAwGGo2WNmqXu++XQlsAACAASURBVKNUSUnJwYMHY2NjJW+joqLGj+96xSPWrVvX2NiYnZ3N5XKnTJmyZ8+ebdu2Nd1AJBIxGG14ELWxsVHRMXY6LBZLIBBo9mOXQqGQx+MJhUJ1B6IsQi696tGvjOLn1mO26Nj2Z3FFCLe13+disZD6PLb+/TXb8bu1rHoxGplKDbWDmEymWCxWdxRKRCQScbjW1vrpQjqaCHE4nKGhIY1Gk7ytq6szNzeX2cbI6N/aOaampps3b549ezaCIGZmZiKRqKGhQXK/qNwdpZydnb/99tuxY8d2MFrVePjw4d27d7dv3y55e+vWrXfv3m3YsCE/Pz80NFRPTw9BkLFjx+bmylZ9Q6PRurq6bZqrrdt3OWg0mkQiaXwi5HK5Wlqaed9H7Yebhbd3mniMt1wYp2fYtrvK+ay6/IS1iEjou/RKl2goiEKhdHR01B0FaDMF/H7x9fV9/vy55PXz58+bPj/eXF1dneQbxcTExMbGpvU7diE+Pj6HDh0qKSmRvN21a5eVlRWCIBEREX/++WdqauqNGzcuXry4ZMkStYYJgHLxGqm5l7+WFs5GYYlt2p1e8jLjSKCOhWfP+Se6RBYEXZcCbpb55ptvVqxY4e3tTafTY2Nj79y5gyCIQCDw9fWNi4vz9PQ8efIkiURycHAgk8kbNmyQPGOOQqGWL1++ceNGQ0PDd+/ePXz48OjRox0PRq6C61uq0i8q6eAIgpj6TnOeslf6Vl9ff/bs2SdOnPj+++9zcnKysrKCgoIQBBk2bNiRI0fWrFkjuTjau3dv5YUEgFqJqRnXilN+NPOd7jr9YOsLZ0t3/6+h4B4DJ7j1GiidAhLh9OnTaTTatm3b8Hj8qVOn+vfvjyAICoXq3bu35GyPoaHhyZMny8vLLS0tt2/fvnDhQsmO3333HQqF+vbbb01MTG7dumVh0YZnidrEceJ2x4nblXRwub7++uvJkydv3rz58OHDixYtkvw7zJgxY9asWevXr0cQZNWqVREREfHx8aqMCgAV4NRTCq5vFvE5ngtOt75wtpSATfuYuJ7PqvMKjSPoQysloAqKqSwTGhoaGhradASDwZw9e1byOjAwMDAwsPleGAxm48aNGzduVEgMnYqvr6+VldW1a9fOnTt3//59BEHEYnFGRsZff/0l2WDUqFFr1qxRa4wAKJpYVPXmMuX+gbYWzpZiVmTlXVll6DLCbfafKDQUgAQqAt9qyhIZGRkeHu7h4eHp6YkgCAqF6tevX2xsrK+vL4/HO3nypGTpDIBm+FQ4e/FForF9O47wb0PBCduMe45TdHQAfI4m34ynXrNmzeJwOBEREdKRkydPkslkCwsLe3t7NBp98OBBNYYHgKKIRYKyJ0c+nF1k1num56Kz7ciCQh4z7+rqqtcXvEMvQxYEqgcrQmXJysrS1taW3CYj4eLiItObEICujlmZTU6KwuuatbVwthS7hpwbv0LH0ssr5CK6jXeWAqAQkAiVYt26dfHx8TExMUQi/GADzSQScErTfqNmJPQYtd7UZ2r7DvJvQ8HR35n1mqHY8ABoPUiESjFs2LC5c+f26dNH3YEAoBT0klcFydFa5u5tLZwtJRJwi27vpJe8hIaCQO0gESoFFN0GmkrIbaT8c7B9hbOlOLVFuVdWaJm5+SxNQOOgVRlQM0iEAIDWqv+YVnjjewOnIb0ib2II7awlVpebUnB9i7V/hKXfIsWGBzoDYfEbMbdtJWGF5dmISJ21diERAgC+jM+qK7q9s7E8y3nqPr0e7XzyRyzkF93dTfv4wKz3DBypPSdUQefHf3FZVFvcpl0EmaViQXtup+ByuTwer+MllyERAgC+oCYrqejuHlPvQN+IXe2+sZPPqMiK24TTMtS17UN9l+A+R1klFYF6EWfuausuhMRE1KlTLX26Y8eO69ev5+fn79mzJywsTDq+a9euvXv34nA4b2/vy5cvm5iYtDNieI4QAPAZvEZq7uVvyh4fdp/9p93o79qdBevz/yFfWKhl5spn01hVOV4hl7TN3RUbKtBUtra2W7dudXNza9qJ9uXLlz///HNGRgaVSrW0tNyyZUtHptDMRGhkZEQgEFBdSr9+/czMzNT9LweAlJiakZhxJJBkZO+zNEHHyqedRxELKWm/Ftz43tBjSl3uXYKehVfIJYK+lWJjBRps8eLF48aN09bWbjp45syZoKAgOzs7FAq1evXqs2fPikSidk+hmadGy8vLWSyWzD8cAKCVuLRScvJmAZvWc+4xbQuPdh+Hz6zNT1grFvIMXYZXvT5t2X++fcAmBKWZf38DVSKTyaNH/3vTsru7O4PBoFKpn2lq+3mamQgBAO3U4cLZUvTiF/kJa/XsB3DrSqhvr9gEbLX1C1ZgpECT0Gi0169fNx2xtrb+TEuihoYG6VJH8oJGo0EiBAB0FIuaT07ahMbg2l04+z//NhQ08Q6kZiSKxcKe80+gDOGiIGjR27dvm1ZmRhBkxowZn+lNZGZmRqPRJK8bGhokI+2eHRIhAAARiwTlz45XPDth7b/Msv+Cjpy9FLBp+YnrhByGoeuI8mfHtUyd3WcfJhhYMxgMBQYMNMzw4cMTEhJav72Xl5d0Bfnq1Stra2tDw/Y/kAOJEIDujlmZTU7ehNc28Vl6Fa9n2ZFDNVZk5V9ZpWPlI+JzqtLjDJyGugYdwBA6+pgX6M6ysrIqKyvr6upyc3NTUlK8vb3Nzc1DQ0N9fHyuXr3q5eUVExOzbNmyjkwBiRCA7ktSOLv6bbztiG/N+8zu4NEkDQVNPCbU5tzhN1It/RbaBUR15CojAAiCJCUlpaamGhkZ5ebm7t27NyYmxtzc3N7ePi4ubteuXXV1dYGBgR1s8A6JEIBuikF5TU7apGXu7ht5A6dl1JFDCXlMcnI0p7bQ2H1M1euLCApxGP+9Rb95igoVdGdRUVFRUVHNx8eNGzdunGK6V0IiBKDb+VQ4e9wWI/cxHTwam/ox98pKgr4VBq9TlR6HJem7zvhV3/4rhYQKgApAIgSge6F9fFBwY4uenZ9vRDKWpN/Bo1EzEotT9hq5janPT+UxqolGdu7BR0jGDgoJFQDVgEQIQHchYNUX3t7ZWJ7hHLhXz25AB48m4rMLbm5tLM80cPSvyfpbJOTrOw52DTqEJeopJFoAVAYSIQDdQu2Hm4W3dhi5jfIN/7vjLQAlDQXxuuY4kiGd8hqN0zLxGuUw/nsUGn6lgK4HvmsB0HD8RmrBzW2cuiL34L/aXTK0qbqcuwU3vtd3HMSgpOO0jEQ8luXAUOtB4R0/MgBqAYkQAA0mpmZcK0750cx3usv0n9EYfAcPJxLySlJ+rMtN0XccRC98qu84mEZ+6DRlt6HLCIWEC4BaQCIEQDP9Vzi7voOFs6V49Iq8+FUoLIFoZMeuKdB38meUvPZccIZk6tzxgwOgRlAGHgCNIxZVpV/KjJ2h7zjIe+lVhWTB+vz7Gcem4/UtefRyomEPooE1p67YK+QSZEGgAWBFCIBGYVHzC5KiURis5+ILCnmMQSwWlj74g/ruioHTENrHB9ZDImsyrmmZu3tO+xmFwXX8+ACoHSRCADSEWCQsfxarkMLZUpKGgkIOnWBgw6LmO07cXnRnl6lvkO2wFR0/OACdBCRCADQBsyqHnBSlkMLZUvTiF/kJa7RMXQWcBn1LTz07v4Ib3ztO3GHkNlohxwegk4BECEDXptjC2f8Rlz05WvH8lL7DwIaCJ/Zjo7kNZcX3fuo555i2paeCpgCaqT52l6CqtE270D8UirliJcXTGpAIAejCGJR0cvImLTO3jhfOlpI0FOQ31pCMHdjUfI/5J8ufHuPUFvksicfpmCpkCqDBtIdNEXOYbdqFpJOGSnmkpHhaAxIhAF2SiM8uffA7NfOaw7gYI/cARR22sSIrL34lycheyGdpmbnaDl/9MXEdTsfMY+FpNJaoqFmABsM7e7V1F9zHCgTzVBnBtBIkQgC6HsUWzpaSNBTUs+1Lp7y2G7lOx9r3/el5Jh4Te4xaiyAoRc0CQGcDiRCArkTAoZfc29dQ+MRp8i59h0GKOqyQxyQnRbOoedrm7uzaAs8FZ3j0yg9nF9mPiTLxnqKoWQDonCARAtBl1OelFtzcaug8zCc8CYPXUtRhmZXZeVdWYon6YqEAr2vuPvuvqjdx5U9j3YOP6Fh5K2oWADotSIQAdAH8Rmrhre3smgK3Gb/qWPsq8MiShoI6Vt6Msnc2Q5Zb9JtfeGsHo/S11+KLBH0rBU4EQKcFiRCAzk7SQcnMd7rztP0dL5wtJRJwC29tbyh8qmXmyqkr9px/Gq9nkX0uBEPU8w6J63irJgC6CkiEAHReXFoZ+fpmAauu55yjin2Aj11bmBe/AoPTQqGxGIKu95Lf+MzarBOzDJyG2AdsUkhVGgC6CkiEAHRO4qr0OMr9A5YDQ60GLkGhMAo8dF3OnYIbW0kmTuwasrV/hKXfooaCx/mJ6+1GrTf1nabAiQDoEiARAtDpcOqKycnRYpFQUYWzpaQNBUkmjtyGUkmr3qr0S5S0X1yDDurZ+SlwLgC6CkiEAHQiyiicLcVtKM+/slok5KFxRCxRz23WHxiCdtHtnQ1Fz7xDLhEMbBQ4FwBdCCRCADoLZlUOOWkTTtvIe8kVhd+xWZ9/n5y0iWhox6NXWg4MtR4UJuSxci9FikVCr8UXMARdxU4HQBcCiRAA9RMJuJS02KrX522Hr1Zc4ex/iUXC0od/VL+5RDJ24DaUu83+U9emN6e+JOdihF6Pfg7jt6LQirwACUCXA4kQADVrLH1DTt6kY9HTNyIZp22s2IPzmbX5CWu49Ao0joQh6vnM+hNL0mdQ0vPiV1gPWW7Rb55ipwOgK4JECIDaSAtnW434ztJ3ssKPTy9+np+wjmBgI+QyzfsE2w79GkGhq9/Gl6T+7DL9Z337rxQ+IwBdESRCANSDRn5QcH2Lnp2f19JrQrTCGzuIy54cLX8aSzJy4NEr3Gb8qmvbB0HElLRfa7L+9lx4lmTiqOgZAeiqIBECoGqSwtm0gseSwtlCoVDI5Sry+Kz6/MT1XBoFp22MxhG8l8TjtE2EPNbHxHVCHst7STyWqLCGFQBoAEiEAKiUtHC2b0SyAgtnSzWWZ+ZdWYXBawk4DPO+cySnQ3n0ypy4SB1LT9cZv6DQ8FMPupgPHz7ExcU1NjbOmDHjq68Uf0ofCikBoCL8Rmpe/MqS1P2uM35xnLhDGVmwKv1S9vklOC0jAaveZdpPtsNWICg0o+xt5vEZxh7jHSfuhCwIupxnz575+/sTiUR7e/upU6feuXNH4VPATwUAqtCkcPZPCiycLSXkNpKToxvL3mFJ+mgcyTssEa9jiiBI7fsbhbd3OE36wdB1pMInBUAF9u/fv2zZso0bNyIIQiQSf/jhh4CAAMVOAYkQAOXi0soKrsfwmTUKL5wtxaz8kHdlFQqFFvE5Zp6TbEd+i0JhEERMSfutJjPRY8FpLVMXZcwLgApUVFSMGTNG8trBweHx48cCgQCLVWTygkQIgPL8WzjbvN88myGRSjotSc1ILL67h2jYg9tQ5jx1n4HTEARBRAIuOWkTl1bmFRKn8GcTAfgMVk6OiMVq0y6cggKxUNjSpz4+PikpKeHh4QiC3L17VygUVlVVWVtbdzTQJiARAqAUnLpicvJmsYjvuei8kp5VEAk4hbd21OfeQ+OIKAzOe2kCXtcMQRAeozo3LpJoZOex4BQaS1DG1AC0pP72bW5FRZt2acjPf/LkiXTZJxEYGPjNN98gCLJ58+axY8cOGDBAW1sbj8cjCKKlpeDr65AIAVAwSeHs8idHrQaFWQ9cqqTefpKGgmKRAEGhjNxG243ZKFlxMqtyci8tM/UNsh22QhnzAvB51qtWtXUX88REl8rKDRs2NB10dPz3z0crK6s3b95kZWWRSKTq6urXr18bGhoqJtb/QCIEQJFYVbnkpCistpFP2DWFF86Wqsn8u/D2TixRV8TnOE3ZY+g8TDJem3278OZWx4k7jNxGK2lqAJTBzMxs9Gj537RisRiLxfbq1YvP569du3b+/PkKnx0SIQCKIRJwyx4fUVLh7E+zCHklKT/WvL+BJRlgibqu8w9J2ydVvDhV/vR4zzlHtS29lDQ7AKqXlpa2fv16JyenN2/e2Nra7tixQ+FTQCIEQAEYpenkpGiiYQ+fsGuSC3XKwG0oz7uyiseoEosEhs5D7UZvQGFwCIKIhLyC5M2s6jzvkEt4PQslzQ6AWgwZMuS3334rKSlZvXr1gAEDUCiUwqeARAhAh/xXODvRfmyMcc+xypuoPi+VnByNwWuJBFzHiduNe46TjAtY9bmXv8HpmHgtvoDGkZQXAABqgcFgBgwYMGDAAOVNAYkQgPajkR8WXI/Rsfb1jUjGkgyUNIukoWDli9NovBaGqN9z3kmioa3kI1Z1Xs6lZSYeE3qMXKOku3IA0HiQCAFoj0+Fsyf9oO84WHkT8RhVeVdWs2s+Sk6HOozbIjkdiiAIjfzg47UNdmM2mnoHKi8AADQeJEIA2qw+L7Xg5jZD56FKKpwt1VD07GPiejQWj0JhHCdtM/acIP2o4sWp8ifH3IMP61j5KC8AALoDSIQAtAGfWVN4czuzKttl6j49Oz9lTiUue3K09MHvaBwRp23cc+5xopHdvx+IhEW3d9Ipr7xCLhL0FVlfA4DuCRIhAK1V++Fm4e2dZj7TlFQ4W0rSUJBZkYXG4A2dhzlO2Ca9C0bAbsiLX4HGErwWXcAQdJQXAwDdByRCAL7sU+Hs4MPKfkqvsTwz78pKIacRQSEO47eYeE2WfsSpK865GG7gNMQ+YBPcGgOAoigmEWZmZh46dKi2tjYwMHDx4sUyn9bV1V24cOHZs2c8Hm/w4MEREREEAgFBkIcPH16/fl262fr1642NoTow6GxUUThbOlfFi9Olab+icUScjolr0CEtM1fpZw2FT/IT1tmNWmfqO12ZMQDQ7Sjgp7q6unr48OHr168PDAxctWqVQCBYunRp0w1SU1MfPnw4ceJEEon0ww8/vHz58syZMwiCvHjx4uHDh4sWLZJshsPhOh4MAArEqS8pSN4sEvKUVzhbSshtJCdtopEfIAii7zCo6elQBEGq0i9R0n5xDTqgZ6fEp6kA6J4UkAhPnDjx1VdfSbomcrncLVu2yCTCGTNmzJgxQ/LaxsZmxIgRp06dQqPRCIK4ublJmmsA0KmopnC2FLs6Jzf5O14jFYXG2I3e0LRCm1gspKQeqM2947XwHNHYXqlhANA9KSARvnz50t/fX/La398/Ozu7sbFRR0f+ZfySkhILCwtJFkQQ5M2bNxERERYWFosWLZLWGgdAvf4tnK2l3MLZUjWZ14pu78DgSAQ9C9egX7TM3aQfCXnM/KtrxEK+z5IrGIKusiMBoHtSQCKsqqqSXtszMTFBEKSiosLFRU5HbCqVunbt2j179kjeOjk5zZgxw8rK6tmzZz4+Po8ePerVq5fcKQoLCzds2LB3717J21WrVo0aNeozIYnFYjabLRaL2/1FdQlMJlMZZfc6FRaLJRQKpX85KZtYJKhJP1vz+qz5oOVG3tP4CIrf2Ki86UQCTnnqXlp2MoKgtJ2GWY+KFuFIjf/NyGsoK7q2Stuql/XIKDYfhfCVGIkKdIdvVyaTqe4QlItIJCq2NXwnoYAvSUtLi8PhSF6z2WwEQeQuB2k02tixYxcsWDBv3jzJyNSpU6dOnYogSEhIiFgs/vnnn0+fPi13CnNz8wkTJvTr10/ytk+fPi2tOCXEYjEajdbW1m7v19Q1iMXiz/87aAAUCkUikVSTCKWFs33Dr+F1zZU9Hbu2kBy/gksrRWOJ5oOX2/mH/V8wlPTC+BXW/pEW/RXfdEYtusO3K9LCbz/QySkgEdra2hYVFUleFxUVEQgEMzPZ6vt0On3cuHHDhw/ftWuX3IO4u7vfvn27pSm0tLR69+7dUrcqADqoSeHszdJi1kpVk/l3wY3vxSIhXs/CedoBjIFD00+r38aXpP7sMm2/vsNAFQQDQDengD+0Z86ceeXKlYaGBgRBTpw4MX36dAwGgyBIUlJSZmYmgiBMJnPy5Mne3t779+9vuiOFQpG8oNPpFy5c+OqrrzoeDABtRS9+8e5IIIdG8Y1IVkEWFAl5Rbd3kpM2iUVCAyd/7yXxWubuTT4XU9J+LXt82HPhGciCAKiGAlaEAQEBw4YN8/b2trGxqaioSElJkYzv2bNn2rRp3t7e586de/DgQUZGxpUrVyQf5eXlmZiYzJw5s7a21szM7MOHD0OHDt2wYUPHgwGg9aSFsx0nbjdw9FfBjNyGsrz4VY0VWSg0xnbYN9aDwhEEEQqFkk+FPNbHxHV8Vr1XyCWclpEK4gEAIApJhCgU6vTp02Qyua6urlevXtLHAW/cuIHH4xEEWbRo0cyZM5vuYmBggCDI48eP8/PzGxoa7OzsLCygmyhQqfr8+wU3tho6D/WNSMLgVXE5uT7v3sdrGwWcBoK+lUvQQV3r/7s1jMeoyrkUqW3R03XGL0p+bB8A8H8U9vPm5OTk5OTUdERfX1/ygkAgSErJyMBgMO7u7s3HAVAqPrOmOOVHRukbl6k/qub5dElDwdKHvyNisaHrSOfAvViiftMNWBWZxUnrLPwWSNaIAHRdWVsOsUrK27RLfkm+EM9RUjytAX94gu6F+i6h+N6PZr1n+S7bqdTC2VI8emXeldWM0nQUGms3er3lV4sR5P+eIqh9f7347i7nwL2GzsNUEA8ASuUQOkPE4bZpF/K9u+jbN5QUT2tAIgTdBY9RXXhzK4dGcZ9zVEfJhbOlGoqe5Ses5TdS8XoWrtMP6tr2+f/PxWVPjla9Ou8Y9IehfR/5hwCgS9G2b3NrMFKOOQqjziLykAhBd/CpcLZr0CFph3dlT1r25Cgl9YBYLNR3GOgybT9O26TpxyIBl5wcza2neCy+JMJC1RgA1AYSIdBw/xbOFvA8F50jmTh9eQdFELDq8xPX0cgPUSiMzdAVtkO/lqlWymuk5l5aRjTs4bHglBiF43LbdioJAKBAkAiBxhKLhJWvzpY9/NNyYKgKCmdL0Ute5V9dzWNU47SNXabt13cYJLMBqyo351KEqW+Q7bBvEAQlfXwCAKAWkAiBGoiEvJyLEY4TthENeyhpCmZlNjl5E07LyHvpFYJ+my9atJe4/GlsSep+sUio7zjYZepPOG3ZFpt1OXcKbnzvOGG7kfsYVUUFAPgcSIRADSipPzcUPGbXkJWRCEVCXumD36vfxNmN+s7Ud5rCj98SAafh47WN9Xn3UCiM7bCVNkOWN1+Dlj0+XPX6Qs+5sdoWHioLDADweZAIgarRi1/UfLhh3HMsj1Gl8IMzSt+Qk6OJBrY+YYkqKJwtxax4n3dlFae+BKdl5Dztp+Z1akRCXsH1GFZVjtfiC3g9S5UFBgD4InXesdppZe8+wqmqlRnk1DMeRx1rvnHFu6JHh643Hy9OL761/1bz8YZqxu+RZ+XOu3/1uYqiGjmHKqzYsvaPL8fdFQg49I/XvnOauFPLzI1HV2QiFPHZJfd+yotfYTt0hXvwYVVmQWpGYtbJOZz6Er0e/X3C/26eBQVsWva5UBGP7bX4ImRBADobSIRy1L3KEvF4MoPM8toGspxyCdTcckYFrfl4aSaFUU2XM55bSS2pkztv2rU3OIKcNfrblzl1tQ1fjrsrKLixxch9rIHzULyuuQJXhPSSl58KZ3uMV9Rhv0jIY+UnrPl47TuRgGvpt9BjwSm8rmzrFVZ1Xsax6brWvVyDDqJxJJXFBgBoJTg1Kge/kYnVkS0+yaU1EgzkdBpjUunaJnIeAqNV0PQt9ZuPV5fUmvaQU0+ZSWezmRxjCzm75GWXuPa0a1XonRv13VV2db7zlD0IguD1FJMIhVxGccqPtIJHjhN3qKZwthS7piDvykpWdR5Wy9AlcJ+B89Dm29DIDz9e+85u9AZTn6mqjA0A0HqwIpRD0MjC6mjJDHJpTLzcRFjD0DbRaz7eUNFgYGnQfJxaUmdmJ3snIYIgZQVUG0czuS2883OKXdyVdXelynBppcUpP7pM+xmNJSIIgte16HgirM+///avSQiC+EYkqzgLUjOvZRybxqrO07Hy9llyVW4WrEq/9PHvja4zfoUsCEAHcblcOl3OOTaFgBWhLCGHi8Jg0DjZfxkurZFgIKdHAauWYd3Xsfk4rbJB30J+IvQc4tJ8vJRcbeMke1ZN4mMuxdmtaydCsUiYn7DW2n+ZlrmbZASva96Ra4R8Zm1xyl5G6RvnwL369irtZCkScEvu7at4cRpBUJZ+C+3GbGzeLEIsEhbd3kkveekdGqfChzcA0ECNjY3z5s179OiRrq4uiUQ6d+5cnz4KrkcIK0JZQiYbqy3nQg6vgUnQl7sipGsbyzk1Sq9s0Jd3nrOGUm9iY9h8vJRcbS0vEfJ5gvLSagcnqy+H3omVPfoDjdeyHLBIOoIl6YuEPBGf3Y6j1X64+e7IFLyOmW9EsoqzILeh7P2peRUvTmMIuq4zDtmP3dw8Cwo4DdnnQjg0itfii5AFAeigX3/9taqqqry8vKioaObMmStWrFD4FLAilCVgsrHasudFEQThNjB1bU2bj7NqG7XkXSNsqGzQs5BzypRKqTO1lXONsKyg2usrOQXACsll1rbm2GYr1C6ksSKr8tV5n6VXZbou4HXNeIwqopF96w/1qXB28GGVFc6WkjYU1Lb0cg06RDS0bb4Np64451KEgaO/fcAmldWyAUCD1dXVeXp6Snr59e3bNy4uTuFTdOFfr0oiYLLkrwjpTLyenDtWWLUMLSPZlSKPzRPwBFr6sglVLBLXVzYYW8tZEZYVUsfOkbO4IedRnFxtWht95yPis/MT1jiMi2n+2IDkxtFWJ0JxVXpcSep+896zVFg4+7+5RULK/QNlT44iiNi8Em1nbwAAIABJREFUz2yHcVvkBiAprmY7/FuzXkGqDA8ADRYZGRkYGLhnzx5TU9M//vhjx44dCp8CEqEsAYsjNxFyG5h4fdlrhGKhiENnk5pdO6RX0fXM5SwHadV0HUMtLB7T/KPywhorBzkrzoL8UicX+YmwsJAiFIi0tEm6utqGhgYkElHuZupVeGuHXo/+xh4Tmn/U+suE0sLZXosvqKxwthSPXpl3dTWDko4h6DhN3GnsKedrQRCkKj2OknbIdfrPqmn2C4AmodFor1+/bjpibW1tYWGBIAiRSLS2tk5LSzMxMRGJRAYGcu696CBIhLKELDZGS04i5DNYeF3ZFR67gUXQJTXvpMWg0vXM5CTCmlKa3OUgnyug1TDM5H1UkF/61RCf5uNsNmfU8Jmubk7MRhad3kijNWAwGGtrCysrczt7G0cnexcXB/eezs7ODlisnLyrGnW5KfTi5z7hf8v9FK9nwWVUfv4IYpGw8uXp8kd/WQ4MtRq4BIVS9dfSUPQs/+oaPrNG28LDNegQ0UjOWQGxWEhJPVCbc8dz4VmSsYOKIwRAA7x9+zYiIqLpyKxZs7777jsEQdavX+/m5nbo0CEEQVJSUmbPnl1VVYXFKjJ5QSKUJWjpZhkGC68nu/Jj1zVqGcm5lZReJT8R1pbVy02EFcU1ZtaGaHmtKQvyy+aEyFmCZH/Id3C0e/z0U45pbGSVlVWUlVUWF1IKCkouXriW/SGvtLTCzd25dx+vfn19/Ab07unhgkar6MIVj1FdcH2L26zfMXg5/0QIguB1zTl1xZ85Aqs6j3xtA5ag7RVysU2XEhVEXPbkaEnqz4hYZOoz1XHidsmDHzKEPGZ+wlqRgOu9JB5LlPM/HQDwRcOHD09ISJD7EYVCGTx4sOS1u7t7XV0dk8nU15dzK2K7QSKUJWRzMPLOMfLobLyebIJk05gkQzm3kjKoDF25ibCcZmwlZ11fUVJraW/SfBxBkMKPZY7Ocu48/PAhz939/04S6uhoubk5ubn93yCLxX6flZuenvn06etDB49VVdcMHNh3yNABw4cP8u3locykKCYnb7LoN1fXpndLW+B1zenFL+TvLBKUPzte8eyE2cBImwHz0GhVLwT5rLqPCetoBY8weC3HiTtNvCbJ3YxLK825GKFr28dh/PfNbx8FAHTc6NGjf//99wEDBpiYmGzZssXPz0+xWRCBRNickMXBaMlLhAwWvtlT9uy6RpKhvBVhNUPXVM6tpHVlNGNreYmwqMbSTk4irK+ji8ViIxM5/9ezP+S7uTvL/RKa0tIi9ffr1d+vl+RtDbXu8eOXD9KeLQ1dW02tGTXKP2Ds8LFjhxubyFmndkTF85MCVr21/7LPbNNScRlG2Vty0iZJ4Ww+WkfmXlMVkDYUJJk4uc74RctUznOfCIIwStPz4ldaDQq39Fuo4ggB6D42btyIw+FWrlzJYrH69et39epVhU8BiVCW3BWhSCAU8vhYEl5mnE1jNr9TBkEQBpVu20vOI/B1FTTHXnLuua8sqbWUV26miFxu7yT/QbTs7Py589pcr8TE1Chw6tjAqWMRBCkrq7x7Oy3p7ztrvt3q7e0+afKYwKlj7e3lhNdWLGp+6aO/vEMufX6RRGhWblQk4JSm/UbNTOwxcp2kGgufyex4PG0hrnhxuvjuXrFIYOoz1XHCtpaqg9a8v150e6fT5N2GLsNVGyEAnVrF0/c8OqtNu1DffBQJWmxPjcfjo6KioqKiOhxaiyARyhKyuThD2bOa/EY2XoeENKt/xq5nyl0RMmoYuvIeLqwrbzCykrO8qyyuGTzBt/l44ccy+xYepc/NIbu4yqlo03rW1haLQ2cvDp3N5fIepD29du3OMP/pNraWQTMmzpg5qUePdj4JLhLyPiastR+98YtX9XA6ZnxmrVgslNwCQy95SU6O1jbv6RuehNVS8Aq1NYTcRnJSVG32bTSW6DB+q3mfWS1sKKak/VaTec1z4VnV38IKQCdX8eQ9s1y2e8/nUT9+LhGqACRCWUIOl0gkyAzyG9k4HTkrA04DiyhvRdhY0yg/EVbQjOQVIK0sqbPoIWdFWFJYYe8op2sPm82pqqLa2SmmagmBgB8TMGxMwLBDv2x/9OhF/OXr/oMCXV0d58yZGjRjooFh207Hl9z7iWDYozUdcVFoDI5kwG+sxeBJxSk/1uf/4zD+eyO30e39OjqEWfE+78pKTj2FZOzgOuNXLTNXuZuJ+Oz8hLV8Vp1XaBxOS05hBAC6uT5rW/oLskW1iYkvT51SRjCtBJUvZMk9NcprIRGyaUxis6fmEQRh1DB0TOTcRFNfSTeQV26msqTWXF4iLCoo7+EgZ0WYn1fg4NgDg1HwLSQYDGbYsIG//raTXPhs7bpl//zztKf7sAXzVty9kyYSiVpzhIaCx7XZt50m/dDKGfG65lXpl97+OQGFxvZafktdWbDy1bmsE7M59RRT70CfsMSWsiCPXpF1MhirZei58CxkQQA0BqwIZQk5PAxR9logv5Ejf0XYwjXCxtpGHWPZRMiksXAELKHZhUY+T9BQ12girzBpSWGlnbwVYW4uWebuUMXC4bDjJ4wcP2FkA41+OS5px/aD3yyPXrh45uKQ2dbWFi3tJWDTPiZFOU/ZiyW1ahHJZ9YK+eza98muQQd1bfsqLvw2EPKYBcmba95fR2OJTpN+MOs9s6UtG8szcuO+tvoq1PKrEFVGCABQNlgRyhJyuJhmp0YFLA5OW86tpBw6m9DsmQo+hy/ii4i6stvXVTYYyutQWFNOM7HQl/sQYXFhRQ97OYknL69AqYlQSlcbt2j++AePEq4kHKuh1g3oP3H2zGX37j0Si8XNNyYnbzbxmKDvMLA1R6ZmXnt3eLJIwLXwW6iuLMiqzss8Nr3m/XWisb1XaNxnsmDt+xs5FyMcJ26HLAiA5oFEKEvE4aKbXyNktpQIWc1PjTLrmNrynrKnVTEM5D1cWFVaZ2Yjr1Uvk81mckzN5dw2kp9X4OyiigompY/+LE37FUEQL2/3A4e25eY/HDdueHTUnt4+Y/768zSD8emWzuq38dz6EtuRa754TB69IudCWMWz4z3nHDXvPYtH/0JxGSWhvkvIPD6TXVto7DHBZ8lVbXP3FjYUU9J+LU79yWP+KUOXESoNEQCgEpAIZQm5PAyh2dlLJgcr7+FCTgOLqCebCBvrGuUnwsoGQ3kXCKtL6+UmQkpRlY2dudxWvXl5ha4du2W0VcQiasa1pgPa2lohS4KfvUj+/c/djx6+6Ok2NGrDrpKSMk49peTeT86B+9AY2X86mSNWpV96dyRQy8zNOzRe29IT3+wJChUQCbhFt3d+/HsDIhLaj412DTqIIci5oItI7oBN/K6B/NA7NK6lC4cAgK4OrhHKEnF5aHmJUO6KkEtnE5udGmXWMrWbXSBEEIRGlb8ipJbVy60ySimutLWTf0GO/LHQRfkrQlrBYx69Qu6zgIP9+w/270+hlP/1x+khg6YcWoix6TdD2nRXLk49pSA5WiTgei06TzL9txQAXs9CxStCTl1RXvxKZlUOQd/KJeigrnWvlrbkNVJzL0USDG08Fp6WW1wNAKAZYEUoS+6KUMDi4LRkz5ciYjGvkUPQbZYI6xp15J8apeubyXmmorqs3lRuIiyqtLEzbz5eWVlNJBL19OUcSrGo764SjeyQlsuw2dpa/bB7Y+qJeSRdo/kb/p44bv69e4+abyYWC8ufHss6PtPQbbTX4gvSLIhIWhI2Vislenlqs29nHJvOrMoxch/jE/73Z7IgszI76/hMI7fRrtMPQBYEQLPBilCWiMdH42VbzQnYPEKzu0O5TC6WiG/eeoJZz9KS95R9A5XRw1POsxDU8vo+w+Sspcoo1TY95PSs/5hf5Oxi3/JXoBgCDp1Gfmjed45Y/LkHJxorsuqzroxYkZi5zvByXNJ363aQSMTvNiyfNHmMpJApqyqXnBSFIel7L4knGMj2k1LZilAs5Ben/Fjx4hQKjbUPiLIcsPgzldvqclMKrsc4jN9q3HOsCmIDAKgXJEJZIi4fTWiWCFkcbUvZy3hcBpvQ7NZQBEGY9UxtuYmwmmEgrwBpTTlN7oqwtLiq31cezcfJ5GJnZ6WfF619n6zv5I/Bawv5n6uWVPbwD5shy/E6pgiCzJ03bc7cqdeTU/7H3nmHNXW9cfzcm5u9E0LYIEvBXfdeddZt3du6quKus9ZV2zrrrFucaFXcdbTuVfcWEUH2Ssjeyc29vz+ISYCgqPCrtefz+Pgkr+feewJ4v5xz3/f7Lv1lw6KFv86YMaahT4bswYGg1tO9a/X0KDwUGhsgqN2io9ArcIFr0eS8ip+sy370zu1QAED2zS15d/dF9d/K9q1WcVOCQCCfDlAIi0NYrSitxNaoyYIxi2+NetwXBQAY1Uaxp+p4jVzH8ySE8hyVlye7mexMmX+gh63R1ylpoWEeuuKVL7JH8YEtJ+uzH7/FL9SsSNNm3o/osdIZQRCkc5e2nbu0vXhsr/rmgrM6IGo87YsaPd6y/KJxva06GbPChNDZUFAY0TK82zKMWWpXT9JuS/ljnjEvodqw/XS+Z2c7CATy+QGfERaHsNpQavFbP262lhTC0laERpWBJfRgN6OR6/klhJCwE+oCvVjqob4wp5St0ZSU9NBQD47e5YhJnmzVyfihjUmSQJBSf0hybu3wqTuomC01gZszLqzgp25sNmhhRJ+Nm2JP1a3d4fChU6V509C4FbU7SpL2zCvrEvYOw02qgOYxVfpueosK4iZ1wr4RhNVQbfjvUAUhkP8UUAiLQpKk3e5BCE3Wkq0nrHoLjeNJCDUmVoniQpIkdUo9r0Q2qUqu4wrZFKz4N8JoNJtMFqHYQ5bp69cZoaEVuyKUPY6X1OiOIBSSwEtbEdoMCkXCGZ86/dyD2ox7j7d0Nasza445JanRvVWrxucvHly+6ocN63c2qPfVyRN/lqzEL60Z00diMyoT40ZlXV1HZYmiBuwIbBEDSld0syLtaWwftrRyZK81pbWbgEAgnytwa7QIhA1HMKxklwncZCnpu2bRm2ieaiqMagNLUFwIjRoTnUnDaMXdQRV5Go/marlZcl9/icciwtTUjApdEZKEveDpiejBewpfI6U0xc27t09ctROVIyl8a7foMi+vUbw4V9I4u02bpm3aND175tKC+SuXL9u4eMmMFi1c7jMVUUqozbj76sgUq07GD2kY0WOlc5IeUb++nnxsRvCXMwobP0EgkP8aUAiLQNjwkstBAIDdbMVKCKHVYPEohCa1qaQQagv0PE823AV5ao8PCHOy5H4BHm7fKqUaACAUlbrF9/GoU67SBYFMr1AAQGkrQsJmyr+/v9rQ/Y5ZJV14fWahKLJNrXFnKTQPiUIAgA4dW7Xv0DL+8B/Lf/mtadP6TsdwGldqlL0qv+mT2Te2ZF5eDUgQ2HJSQNNv37IQBADk3tmdc3NL5T4buAG1y28OEAjk3wQUwiKQNhzxJIS42UNXXqveTOOUKC4EwKQ1MUtU2WsVBq6nKntlnlbkyW4mN7vAoxCmpmaWS+/ct6BM/MurehfHG8IOPK0IZY+PcANqM8QhNqMy7exifd7ziB6reEF1335mBEG+7t35696d3YM0rlSd4qH68APATZrk4zNUry5ROZKIHiv5IQ3fMpgk8NQzi3TZD6sN/53OL5+GVhAI5N8IFMIiEDiOYp5WhB5914ylrAg1Jia/uBDqlHqupyp7RZ7Gc6ZMltzX36tkPD09KySkeDVe+aJNv+3X6JvC1x63RknSnnt7Z3jXpYqEM6nnfvSK7lhz1PEPfrRG4/mUy9aoIfdZUvwksyqTF1w/oscqGtdDnpET3KxJOjwRQanVhsZVaOUGBAL59IFCWAQSxxHPQmijlCgutBosHlpPWGwkSVIZxQfrlIaSmTIAAKVMGxjhoUYiP6egRh0PVfZpaRW7IrRq8+xWY+G+KChFCJWJ50m7LfvGJqs2L6rf5o+styuXZ4R5d/em/fUzSdgDmo0LaBFT2PK+NMzKtBcHRosiWgd9+d3bR0IgkP8CMGu0CIQNRzEPd0bPQmi00Er4rpm15pLuowAAvdLIEXmoqVDKtCJPBqS5OQU+vh6KEdPTs4IrckWozbjLC6rrLPsjSXsJqSBz/95u0xdw/GtVH3nk46vOaWyx3aQhCfzDDrdbDUnxk1PPLsLo3Kj+WwNbTn67tmnSbj3bOcC/0ajgtrOgCkIgEABXhMUg7QRSZiG0GS1UVvH9UrPOxOR52C/VKjxvjapKEcK8HIWPnwchzEjPbt++ZSnTLwe06Xe5QfWcb4sly5iV6SmnvrfqZTVGHXO3DP0oEBRji6062QdU7xllSUmHY0yKVG5gncheq2lcD2trd2QPD2VcXh3ZazUvuP6HThcCgXxuQCEswnttjdqMVmqJKnuT1szwZDejVxmlIR6e+ankWqHHJoU5Cqmf52eEQUEVmNmhzbgrrTvA+da5NWq327L/js2/vZ3ErUFtppebCgIAAKBzpVZd/vsKofzxkddnFhI2s1/jUUGtppZW5uFEnXI18+r6akPjGKIK9+WBQCD/IqAQFoHA7SU7xRO4HSAAKdGEoZQVodnjilCvMnI82c0o87XCEi0pzCarXmcUijwkcWRl5gRWmBDaDApTwWsq0y15h7ADlJJw+7LmzA84nVO9z/Lk4zO9a/Ys3+u+r/U2gZtTzyySPTqMMfmRvVaXpV+uRZOdfGJ25a/XQRWEQCqUU5Njlanv11Lmft5zm8BSQfMpC1AIi+Bxa5Sw4pQS/SgAADazhxWhWW+msz3UVOhVhpJCiNvsZqOVW6LoMC+3gMtjl6ymV6s0KIXC43nuIvvxaDPuAkBatHk0nm9hxI7bXpzaSDNn8TRN5F8OVib+Ia3Tv9y9V94rX8asSHsZH2PMf8nxrxnZa3VZKh8IuzXp8ET/xiO5gV983EwhEMg7aDShI262vtchxMVz6Rf+qKD5lAUohEUg7XaEUlwI7TacQvPwhbKZbFRmcYE068wMjy0p1EZ2CcHTKPQ8kQfBU8jVIWEe9gkzM3MCAyvQBlObfhcA4Gy/9/T6OcOLWyjwlvTZi624Kqnlkx53ttb4c+V+3bK7rCkSzqScmmu3GHwbDAtu8x1C8fALSknSzv1EFwT4Nhj2UbOEQCBlQBzuuZ34WxAkSxC0VF/+/wNQCItAEkTJLVDCiqOehNCjAalFb6F7MiA1qE3sEsWF6gKdwFNNhSxP6e1TvOsTACArKzcgwPct8/9IDDlPAQAolaHXqu9tns403CeYzOie3yXLAS5kBLw6Lo7uSGV5mNhHQuNKDXkJbx9D2m3p55fm3tlNoXMr914vqtK2jCeXPz2uTfu7+sgjb+mAAYFA/stAISwCaSdKNmQvzXfNZrZSPRiQmhme7GYMGlPJFaFK7rlDoTxf5VkIM3MDKnJFaFZnAgCeXztjf7STQgkOGXVceWURglIUD16DCBH1wVanp1r5QuNKrdq3rQgtmpyk+En67Mds32qRvdYwhGWtpDTKktL/+iV60K7SjN8gEAgECmFRCKJkx/nShBA327ASqaRmg4Vewm6GsBMWo4VVYstUo9DzPa0I5fkqidRTq96snIpbERI2k82gBADYH223RY9r1ucbAICCwBEU83qVj3xJsg01GOKQirj0258RqlOuphyfgZvUPnUHBrebjVKK//JRGnaLPulwTEjb2SzvyHKaKQQC+QyBQlgEj1ujdpvdY5U9brFhJRxkrAZLye67Jp2ZwaaX3ATXKg18kWchrFnXg61MdnZeq9ZN3v4RPpjbR7YCQAIAIr49IZI6MlBIwq7WmsQG3A4yOWHNKujSNJ7UqpMBQBbbvSRJe96N9bLbOyg0VmTP1eKqnd7nrGTKyTn8So29qnct39lCIJDPDCiERSFIUEKuCBynlHlFaDFYSmaNGjQmVokHhAAAdYGO77ElhczzivBlYkrf/uXfKkiek/li5xQqnlAoQ0Jvt2fdpD07TWaTsvmZ933rDyn3SxeCYgyUSsdNGvfGuTa9POnIVG36bZa0cuVe6953MZp7e6dFkxPeY0U5zxUCgfx/iY2Nlclc9RhBQUH9+/cv30tAi7UikCRZMoeTxO0e7GZI0m7DMXpxgbQarSV914xaM8uT75pWaeAJPTy7ksvUEm8PjZYy0rMEfA/V9x/Dtb1rXm/tSgC+T4tJAACUQnM3HiMJuz5LZfKn2QwKdkVuMBZ7TKhNv/14a3dt+m1R9R5Vh/3+viqoy7yffXNb5Ndry76PCoFAPk20Wq3qDRs2bLh161a5XwKuCIvgOWvUTpSsssetOIpRSrbwtRitdHbxm69Ra2J59F1TGap84aG+u0CuEks8CKHJbK4SVW6WLtmpSa/3TKMSSlqrnxq06Jh+fmlh3N1omyRwer4Oq4ZyhbXf3tjvI6Fxfay6fJa0MgBk9vXNmZfXIBgtvNsyVlhbZzlHGbEZCpKOTAnv+ssHeLZBIJBPjUmTJhW+UKvVa9euHT58eLlfAgphUYo/pQIAAMJmR6kliguteMl9UQCA1WihlqipMOlKXRF67s0kV4u9iguhVqtHUZTLLYfsR5Ikr2xbwsw+ZOe3bDDuEI3OAABY1NkAAMJu1WbcdXbyIwm7l8pMYjqu/zt6DX4khaWEuEmdfOw7VfIVpiS8cq+1TEm4wWB4r/OQpP3VkanetXoLKuyJJgQC+UfYu3dv1apVa9WqVe5nhkJYBJIkSJwoHvRYZW/1XGVvNdnoJXzXjFoz01OVvVblYWvUYDBRUAqzxP5qbm6+r+87TKXLQsqzB/nxsxiEldl+dYPGLnMy3KQufGFRZYI3QmjHrTwc0SoTePXK2VatGDSuVJV8OevaBosmR1Kje2inhR/mX5N5aTVCoQY2H1/uM4RAIP8sO3bsGDVqVEWcGQphEcx5ClOuvFiQJMiSCZ+4Fcc8CmEpK0KPQqhTG7mC4kKokGtEXh5a9eblyXx83tZs9p3guO365h8YBactkk7NRi/CsCIrWsLucEVybzdhMVvyuQiieM32+9h2S++Ym1GlTPwLxRhhnZd41+79YSdRJV0oeHayxqhjFbqLC4FAyp0bN260bVvEJaNLly4TJ050vn3y5EliYmK/fv0q4upQCIvAkIrZwcUL9QjcQ/lEaStCm8lGKymEejPTU5W9TmXgljAgVRaUIoS5ch9fydvn/xYSbl/WnFlAA1TJ17Fh1TxYbpJ2W+ELbeY9Sc3uhXvEdtxm4yklPlUrLuvEbtGnnJqrSDhD5UiiB+xgST3UjZQFsyoj5dS8Kv02uaeeQiCQfwUREREzZ850j4SFhbm/3bJlS69evYRCD+n0Hw8UwnfjubiwNCE020q2pzfrLR6FUK8xlXTcVio0Ii9PHQo/dEVoNZtubpnNVF02S3u2GDMXLaVdkVMIZQ8P+dTp7+i4i9sQWi43qMEHXLcsGPNfvoyPMSvSuIF17Fb9B6sggZuTDk8MaD6e41ejfGcIgUD+D3h7e3/55Zel/avZbI6Li4uPj6+gq0MhfDek3aPdjIcMGgCA1WyjlXTi1lu8gopbppkNFgqGUkuoqapAKxJ76lCYJ5f6vPeK8NGVM+aLizFU7DfoQGBYlbeMJN4IIQDAmTKE2O0YksELqpBHbrJHh1PPLAIkUanjfK/oTg9/a//Bp0o9s4gpCfepO7AcpweBQD4Rjhw5IhAIWrRoUUHnh0JYBAQBJFk86PEZod3mucreZrJ6eEaotzBKVNnrNCYO31OHQoVGKPawNZqfL69eI+qt0y+CXqe5t3E603jPGjGs+aBJ7xxP2l2dU1LPLKw24mBhFMW13IDaZb9uWSBsptdnFsofH2EIAyN7rWH7VgOAJGwmAregmIel89uRPTykz35c/ZvD5TtJCATyidC0adMLFy6gJXbmygsohO/G89YoTlAwDxWHJEFSSqwUzQYPQmjQGDme7GaUCq3Hlryy/AJvqYee9R658/sm4sUOCuJfaeQx74BgwmxEGSwAgP7qcXaTrwBuAxgVoRT57hN23PnapEglCRxBMYQkEH4lCr08OyCaFKlJh2OMsiRRlXbhXX+m0As/LELjelt1+Qxh0HudzZCXkHFpVdWhceXeJRECgXwiBAW9323hfYHJdUVBEEAWL58ABFmycN7j1ihu8eA1AwCwGK2MElX2eq2J7am4UKPSCUWenhHmy6Xe7xZCZXbm5QW9iRdbLeK2kWw/74BgAIBiyw/mhLsAAM2pWOvr5+rjWw3XThQ7kEJ15bXiZs3THb0BAIC00yXlmS+qSDj9dFtPkyI1pN2cyr3XvVFBAN6zPe+beWqTDk+s1OEHprhSOU4SAoH8pygfIbTZbDdv3rx37x5BlFCRNyQkJFy5ckWv17sHDQbDlStXnj17Vi7TKAcQBJTcGvXku+YxlbS0mgrPK0KtieNJCFVKncCTEMplCom3+K2zB9dilydt7Q4AiBwZ32LCjwC3WV49BgDYtUrjvfOkHSetZnPSQ8Kos6S9KHYshVHkoiZ5si7zAQJIBv+jajackHZb6tlFSfGTMSa/2tA43wbDipkXvLMZU8lTJh+fKYxsLY7uWC4zhEAg/03KYWtUJpO1aNFCIBAYjUYej3fu3DkWq/ijrxEjRly8eDEiIuLZs2enT5+uXbs2AODZs2ft2rWLjo5+/fp1o0aN9u7dW1Jv/s8gCEJ6eEjo0YnbgxB6TBkFhb5rJarsDVpzyVa9AAC1SicQFt8aJQhCpVKLxaU2xc1/9SJx3ywGyCWrjGzZ79vCIKdFD93lo/SImoRJb3p+h6dRAAAsLx+gLK4tP7PYGTBGkQeTBG55FD+PCuzb4w683ntr9pRZ9erVK+3q78SiyU46PEmf80QY0Sq82zKM6eEh6PuuCLNvbMFNquDe6z54VhAIBALKZUW4cuXKatWq/f333w9P/XlGAAAgAElEQVQePCAIYufOncUG3Lhx4/Tp0w8ePPjrr79iYmJmz55dGP/+++9HjBhx/vz5R48eXbt27cKFCx8/mY/FU7YM6WFntFQDUo8rQovBgxDqtSY2t6xCqFSoeXwu5qkbFADg7OpJafsGEBROVMyphm9UEADAqtvGlvESz88kTAZ6aFXjnb8oQm9cloUr8+0qmV2jcD8Jxih+UUz3ikRxogE/LUree1y/pSuXebz6O1G9uvRka3dD3vPgNt9V6bfJowqCNy5rZTynJu1W3t09kb3WuJf/QyAQyAdQDjeRw4cPr1mzBgBAoVAGDBgQHx8/btw49wHx8fFdunQRiUQAgCFDhsybN0+j0dDp9FOnTi1fvhwAwOPxevToER8f/5Y6kv8PCIqSJXd3PSkhgRNoiWSZUoXQ5EEIjToz25MTt0at5wuKJ6fICxQSLw/7oq/uns89uVyAaDMElRp2+ponLrKNiVBp7MadtGf3ogwmq25rzYntFJ4Y9Q02J9zFRFJL8hNWHZfFGoXhWZ+sNJQbKuDE8Dcs+23IgMG+vu/RGZgk7JmXV2ff2ELjSav03cQNrPOWwTSuVJf1qCyntepkycemh3dfQeOWg+ccBAIpR15efWnSmN7rkNS7qXbcXkHzKQsfK4QkSWZnZwcHO1oohISEZGYW33PLzMysWbNm4Wt/f38KhZKdnc1kMu12u/PA4ODgixcvlnYVvV5/9epVjUYDAEAQpHnz5hLJ2yrqSJIkCOItDyxLPRABpL34gQRJABIUC9pxHCBIsaDVZMXoWMnrWkxWjEYpFjdojUwOveRgjUrH5bOKxWX5BV4SUbHg1XUzvGx/m6lRX0zYW9mWf+NIP7vN4hvWgUp3Pe1jNu4k+3E4hS+mRzcgfl9L8Q6kR9QyJ9ylRdbWnNzOqO2qy6GUWBEWwrAJALAiFIRVW3Dx4sWydwKz6uUpx6Zp0+/wQ5uGdVtGZRWffzEwtrdVm1/8i1/i+0gSeFL8JGndQdyg+h/wLf4EId7wT0+kYoGf8TOgLAUMSVdfKjMV7xzmTlraazvybxZCu91us9loNMdyh06nm0zFfxcwmUzOAQiCUKlUk8mEIAiKohiGveVAJwqF4vLlyy9eOPI72Gx28+bN3zIrkiQLL/G+HwcR83Wv0gqevWSFBjqDdF9h7u2EgpQslq/rER3Th5d1LyUvKYsX4ArS+DR1nibxemLQF0WSfaUh4gt7bnYcV2TOkgDBofUXu41qViyh1D/I+9DeP/sObece5Au4iS+SHz58Wrmyy3aIZpEZ/EY1HjgUAEClhkQ1XZSdcorGDeOJ3coNKXRq9aaELMNkJ6lV6pB2ggiKAgCgVRthKMVoNLo+O9NzSirXwgVAAQAgaUCpVLof8hb0mXczT8+xm9TSxuO864+wAdT2rgMJKt+izS12fpPJRJKk+3+/3CurAJUtqDWwjDP59LHb7RaL5Z+eRYVjMpkoJczrPzNMJlPF1bp9CjAYDOdNuzS6fN/1fU/LPybM2JX1oZMqBz5WCDEME4vFCoVD/wsKCkpunfn6+joHGI1Go9Ho6+vLYDAIglCpVGKxuPBAHx8fUArBwcFTpkxp376sziOFt042+707FnHCOVWmj0iav6FB7M9UgWOFxKkbVX3kV3dm7eiwdzbGdCR/cupENJ3Y6cyk3YOPTKexHTucHA5n0LpBBybtn3xqitDf5Yk3ddc3c9usDK0RVKeDqxSh67AWifcyVsbsX3JgHOqWjLPt9wVft51WpWpok5aubiO1alX7ZdncoYMmXbl2VOzlOHPD6Tu5XNcyjlOtZ1g1Dz0iGB0HmhPucjgcWuuvcVkWKzQKtOrFr1YfVC9inGb3icwGgM73YwiDCrJens3V6at695flPBTnAUAFAJDptvqj63M476opJInsG5szL6/F2KKoQbHOjk7vhGSG4AYFh81yt8xGEITJZDpvLooXZ/WpV6uPjC/5RPPfi91up1KpJVPMPjNIknz3D8+/n//CZ/z8KIdfXho0aHD16tXC11euXGnQoLgvpfuAq1evBgcH+/j4iESiyMhI93jDhmW9Y1YoPm2b+LRt8nj2KtJtz7rKoC/F0cE35mx3T6WpPah5YP3wk5N3koQrGNUqqtXYVtuHbbMaXUYtIl/+9L0jN8Xsz3yR636tqb8O0GtNWxYcdQ8Ghfis3zl70jfLUpOz3eMDBvbo9fVX/ft9a7W6e6G9G0ziz2nRHQBAC4li1W8LEITfbVTJp54MURAAwK/xqOjBu+tPuRJ/hbidYQUAmCgoAEBxI9ebFJX85hYDN6lfHBidcelXXnC9mqOOlV0FAQAIhUph8GxGZWkDTIrU1DMLI79ei5XyOBMCgUA+gHIQwqlTpy5dujQ2Nnbt2rVxcXHjx48HAOA4zmazHz58CADo379/Zmbmd999d/jw4YkTJ06dOrXwF/xp06ZNnTr14MGDc+fOff78+eDBgz9+Mh8CSebv3UviLl+VsLH9MDYjcVWs+6j68wabCzSPNxapQ/9yfm+rwXx15Un3YMsxrfyq+u+btM+9EiPsi6BhP/dc1n+LTuHqNItRKT/Gjb105N65/beKXKtJte/mD/2mzwKNukjZ5fyF00Qi4aSY7z/i05YKneeLUmh0vj8AgMFgXDx9wfcFhyBB5s7014sf1cWrnT76x9vPoM999mRbT3XyNf/Go6MGxVI57+2MSuN6l1ZKSNhMSYcmBLWexvaJft/TQiAQyFsoByFs1arVoUOHrl69+uzZswsXLlSpUgUAgKLolClTpFIpAIDNZl+/fh3H8aNHj86bNy8mJqbwwNGjR//8888nTpzQ6/U3btwQCP6h7jkIYk5JyV6/3hVAkWoLJ6oeJGQd/csZpNCwFqvHpxy7kfHXfWcQxSjdN4xM/ON+wom77qfss6yPNl97buVZ92CTr+s07lVn+cCtNrNLdPkiztJDE9bPOvj8zmv3wX2HtG/Vvt6EoT/jbgtTFEW3x6589ChhzeptH/2xS4CgdGGA0+rT39//8L5DVAb32MYjKU+Sd26J5fE8lPk7yb2z61lsX8JqjBq4PajNdAT5kKdBNJ6PVZfn8Z9S/pjH8a/pXevrDzgtBAKBvA3y30D79u3Pnj1b9vEEQej1+rKPtxuNL0ePLjh+3D1ozMy73GGk8kGCe1CRkH6w2WRlYoZ7UPYye23dmTmP09yDWpl2Yd0Fj04+LDIxOzGt0c/L+m0uNoGbZ590C52en6lwD+K4fVivefOmbig2ODMzJyyk0ek/Lmi12rJ/xrIgf3rSZlC6R3RZj955FG7WvTw04eaiiGc7+1u0eR8zgZQ/fsi7t889otfr7XZ73r19j7d0tdtMH3PyTxYcxw0Gwz89iwqn3H9cP0F0Ot0/PYV/JUePHu3evfs/OIHPOcGp7KBMZsiCBflxcfrHj51BZoC0+qKJT79f7d6zXhQVVH/uwMsT15uVWmdQEunX8ecBR8du0edrnEGuhPvNzpGHZh/OeubKhkJQ5Me/psgyVac3XXafQKP21ftNajer9wazwZU9SKGg62Jn/X318d5tRfYkAwJ8DxzcOHb0zBcJr8rhw7vhVa0zxirS95LjX/Pth5jkyU9j+yhe/Olbf0j04N0fWdhH40otJbZG9TlPMq+sj/x6HYp5KLuEQCCQj4SyYMGCf3oO72bv3r2NGjUKDw8v+yHuRR1lgcLlMsPDM375hd+0KeVN3hfTX4pgWPL6vb4dW6Bvmi4Jwv0sav3z2HOhnRs6+xSKQqV2K35j7emq3es7rdd43jxxsHj/5Lg6PerQ33iNYjSsdtvojePjgqL9fCq5KhaqNQhLuJ92/uCd1r3qOgs/aHRqy3b1po5eUbVGWFCIK6vWz98nIMB39MgZz54lPnzwLCU5TSYrsFptGEZhMv9/aiF/cizx4LeE1RTZc6Vvw+EI8rG/V5lVGUZ5kqiyy1fBrFMkHxpTqcP33MAvPvLknywkSRYmjv7TE6lYrFYrnf7ePbb+XVit1ve67UAKSUxMfPz4cb9+/f6pCcAVoQtOrVre/fqlLVhAuFU0BvXtyKsS+mzhevd80Zrju9MF7DtL9rkf3nBsO0Gg19nZce7Bml/VbDig4fYR23Cr67mgJFA0defw9WP35LySuQ+evmagukC3bfFx92BQiM+GXXNKJpH27tMl7sD6Vq2b0Oi0Bw+fbdq4Z/CgmOiolmJBdPXoVm3b9B06eNJ30xYvX7Zxz+7DZ05fvHvnUWpqhlZbJPvmgyFwy+s/vk8+PoPlFVZz9HFRlXbvPqYMFHdZI4mMM3PE0Z3K6/wQCARSEk8e058eHTp0eN86QqPR+AF1hACArF9/tet0wfPmOQsMCBt+f/xCcf0aoSN7O4fhRsuZgT9F9m5ReUBrV9Bs29d3VZVOXzQY09Z9MrvG7KQxaQPWFOmffmnfrWO/nv/p/FS2wFVApi7QjWr+05gFPb7sU9998O+7z21effjoxV/d3dd0Op17HWEhRqMpKytXLlPk5OTJZAX5efL8/AK5XKFQqOQyhUKhNJstQqFAKOQLhHw+n8fjcXh8roDPY3NYLBaTy2Gz2CwajcrjcVAKhcthF9bPsjks6ps1sV2bpbq2CFe9ZkV8xasXA1DMbLKYzRYAgF5vsOG40WC0Wm1ajc5kNuv1Rq1Gp9HqtBqtWq1TqzUWi/X6zWMea6uN8ldJ8ZNqjT1d+DbzyjrV67+rDt5FwT7n1VJhQf1nX0fo8cf1M0Ov18M6wg/g2LFju3btOnr06LuHVgzQsLg4/jExr7/7Ln/vXumbcg6UitX8Zfrt4bM5YUHerRyFdBiL3mp9zNlBP/FDfX0aOpxcMAa15+Yxe3ou94rwDWvtqJ1HEGTAmoFru625uPFi629dqtlqYMPMhNxfh++cfWiss8evwIv7y6EJkzut9AuVRNd19djrO6T9q8SMCUN/jo1fVJr1diEsFjMyMjQyMrS0AVarTaVSq1QatUqr0Wi1Wp1Oq1epNUaDKTcn/5XBaNAbbDZcq9ERBKHTG3AcBwAY9EabDQcAfBFoHtZQjSDkrlvCe/seIsgINodNEASNRsUwjMGgUzGMyWKyWEw2m8lgMNhslkDICwry5/G5AgFPIOD5+klLcxhx78SkSf1b9vBg2IC9CPqZ25FAIJB/mH8wUafsVHTWqPn5Pfe3NqXyxaBB6mvX3IOaxNeX24/UvSqSGpp3N/FQiynajHz3YPbD1LV1Z8qTctyDqmzVD7XmPT//3D1ox+0/fb1xx8zDxeZz/Y9HPcK/k2Wr3IMlk0j/z2l4dtySenbxzUURj7d2NynTK+gqt3+piVv0Fk3OvVWNNel3C7NGK+hanwgwa/SzAWaNfhgwa/QTgCTVu5bp/zrkDGBCYfD8+dlr15pTU51BXuVKlacNf/Tdcpta5wxK61auMa7r5Zh1NoPZGfSrFdJ6bs8jozeb1a7aeYGfYPi2EXGT4/JfuZ6BoRR00vahTy4l/hV7w31GTTrV7PVt61m915vd7GkKk0hvXXuyZ+upcvrk74FVm5uwa1Dund2SGt2rDdvPEAa9+5gPgsr1tqizk+Kn+DUeyQuqW0FXgUAgECdQCAFAEPG0VbqjWy0vXJXyzPBwv3Hj0hYswDWuigifto192jd9PHulu/taZJ+W3nUqX5+5xd1orWr3+pEdah0bv52wu6zoQ+qEdPuh29ahW4xql1s0i8ecuX/0oV/OPL9epBZi4NQOlaL9loyOJd0e4nK4rG0HF2xYceD6pYfl9OHLhCrp4uPNXY0FyZG9Vod3W1ahZQx0rk/KiVk0rsS3wbCKuwoEAoE4gUIIAACYt79o3I/KdXNweY4zKGjZUtCiRcaPPxZxXxvdF2OzElfucD+83uz+uNHyaN0R92CL77phdOqRsVuKjOxdr0bHmrGjYgncJZA+oZJJ24au+WZXfmqB++CZ64cU5Khifyri3xYU4rN2x6zJI5cXSyKtIEjCnnFhReLv39L5vjVGHhFHd6roK9K4UtyqD+vyMwDv3TwEAoFAPgAohA7o1epzuw5XrJpGWly1Ez7Dh6MMRs6mTc4IgiLVFsWoHyVmHXG5r6EYpfnKb9PO3E3947b7yK9WDcl/mvEo7rr7hTrP6UxlUI/8UEQ1qzaL+HpGh2X9t5p0ri1WKh1bcmDc6T03Lx255z64fpNqMxYMG9F7vlZjABWJVSdL2DMk++YW6Re9q404yBCFVOjlCvGpNyiq3xYKHabeQSCQ/xNQCF1wOvSjVYpSblrgKhlEkMDZs/WPHilPn3YOw1jMWstnpGw9qHqQ4AzShZxW62LuLT2geJ7mDDIF7IEHp15ffSrztmvbE6WgQ34bknzj1Y3dRZ4LtvumaXTT8DUjd7nvpoq8eb8cGr9qStzLh+nug/sMbtemY4OYoUvj952/+/dzWV6pHRs+GG367afbeuhznoZ1XhL61Y//N1cXjn/N/4/iQiAQSCHQWaYIjBqN9Od+t6sL6FEOHxOUSuXWqZO5bBkrKorm7V0YpPI4vMqVns1f592qAZXrqFZkiHm8YOnNuTtCOjagvulQyOCzpFUDT0yOrdyhNoPvKBTD6FiVVlFxE/cF1gwSBbr6+tZsHXUl7nbmi9yaras4gyIpPzDc+8dRsW2+rsfiutSoScvaCrnqyYNXp+Kv/rbq4Kolu48fvHz5z3v3biUkvUjPy1bodAYURZkshnuzw7JBZt/cmnJ8Fo3nHT0wVhD+th7IFY3NZqNSqR/QY/lfBAmdZT4XoLPMh/GPO8vAOsIiIFSaeMoK2bzB1KBwZp2WhUG6v3/QzJkZP/4YvnYt9Y0WiupVrzS0+6PvltfftpjyxtUssHVtdXL25cnr2+2YQaE77mvBjSs3ntAhftSmQUem01iOG4FXiNfg34bs/nbXxOOTvEIcRmsUDJ2yc8TcL1cGRvm2HODq/NesS+20xNzZfTas/3MGnek4LYWCDh3bxVmhbDSaM9PyMtPzs9LzszNlzx4m52TJszNlSoVG7MX3C/D28hb4+kvEEr6vv5fIi+8lEUi8hV7eQhq9yP0XN6lfHZuuTr4qqdE9tNNClMos768xBAKBfFpAZxkAACCUWagowPnWmvK8YPlkyfebqAFhzmDBkSOq8+fDfv0VdfutNuGnzTatvubPU119bkny2ndbUBrW5Kdv3C9x7vv9Brm2x8bRiNv67Mau69dir00+OYXhttTLTspf8NXa6Xu+qdzQVRRPkuTib7YTBDk/dqRzeVQWqw4ct8vzVTlZMnm+Ki9HoZCrC/9WFKhl+SqVQoMiqEDMEwg5QhEv1Nfa0v8yAzXl0NqZhG3YHBaLTefy2Cw2g0rF+EIuiiJcHhvDKHQ6FaOW6bcog96E43arxWYyWUxGs8Vss9lsdRqUtaegwWBw71D/WQKdZT4boLPMh/GPO8tAIQSAJPU/NmH0XIhVdfmiGa+f1sZv8V68G+W4mvBlrlhBWixBc+a4u689iFks/KJq2Og+zmG42frnkF9COjWIHuaaMIHbDwxeF1AntPn0ru4XPzz7kCpbNXLnKHeBfHT+xcYJcT/+NUXitnFqNdtiOqxo3KHG0FlfFUbK5c5iNJrVCq1KqVM9P4K+jsUpwtfUfvk6jl5nNOhNRoO58IXNhmvVeoIgdVoDAMBgMOM2nM6gkSRJp9OK7b6azVaL2VEByWYzMSqFSqOyWHQGk05n0KQ+os37f6BQyqRtUAg/G6AQQkoDCmGZqOgVoT3jsXHbcPb431FphDOoiVttTUuSzFwH3viBkTZbyvTpvAYNvAcMcA6zqjS3h82JnDRY2rqhM2jIU54d8FPDhUP9m1V3Bk0q/e4ey5tN6xLdxVUnbrfZNw3YFFQzsMv3RQTyj42Xr8TdXnxuCp3leuSgzNeMav5TzNK+Lbt/AcrvzmK3GlJOzlUknBZVaRfe9WcK/f3OqdMaCKLITxGDQaMzyudJCRTCzwYohP8RlvbdnP3Sc3vt0nitSbSHa878dfrdQyuIf8jR5v2oaIs1kiStd+N1P7UgjGpXyG6X/zJBtXtFkWEKRcKAAZqbN92D2sTXl9t/o32Z6h6UPUo+2Hyy+nURozVZYvbaujNznxTxJzOoDIsbLbpz6E6xKW2KiVs+cCthJ9yDLx+ldw6a8vJROllOnlX63IQH67+8taRqzu2dH3+2cgdarH02QIu1/wiKbFV+asF7/dm5eXe3rt3eflqCIHJzc9/3xl5GoBC6MB1fbNg0iLTjzojdoM2d2kN/5YT7MENi4vPevU1pRU1Hz9+81m2cRalxDyYfvX7sq9kWTZF7XNKfj39rPFeXr3YP5r7MnVttbuq9VPegzYL/0HH1/sUni83z0tH7PSNnKPLUH39nkT0+euvnGvfXtChLJ/p/BCiEnw1QCCGl8U6v0fPnz1eqVEksFvP5/Hnz5pX7BD7nHaf3hdF5NgDAfPJnZwRlcb2mrdLErbUmP3UGWZUr+44ZkzZ/vl3nZjrappFvp+ZPirqvhXVvEtCi5rXpm0i30sCItjVqDWx2dOwW3GJzBn0ifQasHhA7coc6R+0MYjTKtN3fXD90/8Zhl/cbAKBl9y+6Dm8+u+9vVrMNfCgEbk45NTf5+AxBaJMao4+/sxM9BAKB/CO8fv26V69ea9asKSgoUCqVo0ePLvdLQCF0A6Uwh6zHE87b7rlsXzC/ENGY+YrVM+xKVxNdYZs2/CZN0pcsIe0u2Qsd2YfK4yQu3+5+yi+m9QYIcn/FQfdgo289tPCNbhPdYnTLbcO2Wk0uo22eF2fG/lE7Zx9Jvl+koH7IzE6+IV4rJsQ9vZWiVb23v4xJkfp0+9fyx0eC2kyv3GcDxuC/7xkgEAjk/8PmzZs7derUpUsXAACKogEBAe885H2BQlgEhMlnjdhqPvGjPeORM8io3ZTTrq/i1+mkzSVRPt98g1AouZs3u45FkWoLY9RPkzIPn3MLos1WjMm+9jT5qJvRGoJ0XDpIkZJ3e7PLpw0A0Prb1n5RfnGT9pFuGUxB0X5j1/VfOXi7MlfjdgJk9sZhAgl33czf+0TP+Spwyrdtlv48dueKiXtP77mR9CjDoDWBUlAm/vl0+9e4WVd1aJx/49HQ0hMCgXzKJCQkMJnM2rVri8XiRo0aPX/+vNwvAbNGAQAAmJWA4SpUwJ//ZY7/gT35OMLzdp5RueF7QKGIvl3kHGY3GJJjYiR9+4rcJmbKkd0Z+X31xZNEdao6g9q0vHNDl7ZYPd67tsscR5en3tNzefsf+ztb+AIAcCu+4ev1VVpWaT+1g/sEj68+f+v4o4VnJtEYrvp3ZxqeSq5Lf5mblSz7+9xTq9kqz9Fkp8podKp/JYlviJdviJdvsFgaKJb6c4nUnbKH+4QRrcK7LcOY/4KFIMwa/WyAWaOQ0jh27Njy5csXLlzoHqxcuXJgYCAAoGHDhsnJyXfu3AkNDZ03b96xY8eePn1aypk+ECiEAAAS3xpJabcJCW7jDFnOr8MTLrLH/Q4wRxkAabXIF37DbNyB+9Ug17CsrJSpU0MWLGBFuyrElfefP523pv7WxUx/qTOYc+PZzXmxHffNZfu6FDfnUVr8qE394yZ5Rfg6gzq57tdOq7ot6F7zqyLP7daP3YNb7ZO2Dy1jQb1Sps1JleelK3LSCvLSC3T56XUCT0sEymv3w1/k1pUGeol9+BJ/gdiH7+UrEEp4Xr58gRfXXWg/BaAQfjZAIYSUxrFjx0aPHl2zZpE7XqdOnaZMmQIA6Nq1q5eX144dOwAABQUFEokkLy9PKpV6PtcHAYUQAADIrOv4qUFYv4uI4I2ZC0mado8HdDaz33LnMLsiX/bDUOGY+YwajZxB3d27WatWha9dS5VInMHMw+eyjvxZb9uPGMtlUZaw68/UU3+33zMbc6uxe37szvXVfww5OoMpdM0261nWpv6bxu4fG1DNtRtuM9sWdl1fq03U1zMdi8Wy31lUry4lH5+BUpmRPVcT7MiCHHV+lrIgV1OQoy7IVSvyNCqZtiBPo5JrqTRMKOEKvLh8EYfvxeEKWHwRh81ncgUsDp/J4jBYXAaHz2KwaHQmlcOv8Hs3FMLPBiiEkNJ4e0H9vHnzXr16deDAAQBARkZGcHCwWq3m88tzQwsKoQPi8Vbi8Was3yVAc/xfJa1G49qe1AZ9ac2GO4dZkx4rfp0u+WEb5hvsDMoPHVJfvhy2apW7+9qLX7ZaFOqaS6e7W8bc/H4HbrI0XzEWuLlIX156LO9JRp9d41GM4gw+/uNx/JzDE+JjvMO9nUF1vnbul6uGLOneoGstULY7C0nYs679lnVtAz+4fkTPVVS219vHG3VmZb5WrdBplQaNQq9VGbQqg05l1GuMeo3JqDeb9Bad2mg2Wq0mq15rotIwBotGwSiFhuA0OkZnvqOUniTIbdfnotBZ5g1QCD8boBB+GG8XwoyMjFq1am3fvr169epz5swxGo2nTp0q3wlAIXRhPz8BGAsoXfc780cIZZZhbQ/mwDVYRGPnMMOlY7rTe70X7kRZrp/4zGXLSLs9aNYsp8KRuP3+hEXC2tFhY/q6LmHF/xy2lBfq2+THEa7ZEmT86E08P1G7Ra6RAICdo2MV6YpJJydjNJerZ+qTrCU9f5t7ZFylGgHvvLPYDIpXR6dq0+74NxsX2Hw8QMpfTmxW3Gy04ja7SW8GAFjNNkvpRR0UDMUwCpvPkvgJynh+KISfDVAIIaXxTou1q1evLlmyRKVSNW3adP78+eW7HAQAOsu4g1tsB9rgN390j9le/a39oY69oIgXjCp2qXzZJJJwFXoTFsurCRPy9+93H2ZRaq51H5/3V1EbmvT83xvHpJ+/7x4060zb2i1+sPdqsU8RO2rHvol7i03z1vGH46rNV+Vp3l6hrEm7dXdV47srG6pTrr9l2CcOLKj/bIAF9ZDSeGdBfUXzOf+i/d5QaFiXOPLZbuWo8GoAACAASURBVCL5hDOGhTekt51o3DGKtLjK9fiDp5IWk+b3Dc4IQqMFL1igOHFCe9vVpJ4m5NVc9l3iih3al6nOIDfI+8ut024v2K1KynIG6RxGr61jb6w9nXHL1cIXQZABawbmvMi5uPGi+zQbdK3VenDD5YO22Upde5HZN7ck7BnGFIfWGH2CH9rk/b8WEAgE8l8BCmFRWN6Urgfs52PIAlf3eVrTIVhwbdP+qc7O9QgFE09aarr1l/FvV8kgVSwO/uGHrJUrLRkZziA3Ijhq5sjHM5Zbla4qQFF0cL25Ay7HrDOrXN40giCvLquHnZi0Q51R4Lo0kzZy16grWy4nXHDNBwDQ87v2kkDR9qnxKQ8zLG4F+AAA3Kh6ETcq48JKv0bfRA/eSeNIAAQCgUBKBwohAAAAU47zJSKtTWmx1H6iDzCrnEFGr8WkrsDy5xpnBOUKxNNWqXetsKUmOoOsKlV8R41Kmz/frtc7g96tGvh3afV41grC6lrAhXSoX6lzw6tTfiNsuDMY3Khyk5iO8aM2WQ1mZ1DgKxi+bUTc5Li8JJehO4Ig434byOYzt0w6MDJ0TkztRcsHbI1bePLazt8fbOyqy3kSNWBrUJvpCOLKvoFAIBCIRygLFiz4p+fwbvbu3duoUaPw8PB3D32DzWaj0crYCYi0/9kQ4UUiHEcbXkRSjdRlEw83olX6OBJMUAo1uo05fi4qCkSljmlQ+CJMGqDcvJDVuAPKcJRJMMPCbDKZ4sQJQatWyJsUD2Ht6IKbD1V3n0qa13NeVVqvStalR/n3kwJauqpnfGsEFyTlPD18K6pzHWe9oMBPwPXmHpp5sE7PurQ3OZkUjFKlWaWvxrbuPuXLL9pGC3x4qPIsXblJIef8vu+LCwdzH5x7nnQ3LS9FplcaSRIwuYwyJmp+UthsNiqViiCfs/0NSZJ2u51K/bQqOMsdq9VKd0ur/iyxWq1lvu1AXCQmJj5+/Lhfv37/1ASgEAIAEERcl7j9DerXCdAd1e5oUEvi5SFS/gQNcXTrRegsSlgD054J1CotEa6jCIHqX4k06nTHY1lNOyGoY/nFqV1bfemSKSWFW7eu8wqSJnVSY+MJG86vFvEmhgS0qPn4txOAIL2qV3LOplLzqCeH/la+zg9pUsUZ9I/21+Rpr2y5XKdHHaeeFd5ZEBRhsUnTi5VE/km/BoPqfbu188SvGnav7R8ppVDQvLSCxxdenNt6NW7RyYu7/r5/9tmLmymZL3IV2SqTzoxSUAab/inLDBTCzwYohJDS+MeFEHv3kP8AiLgBWu17+80BlNYXAJULAAAIBeu0C9/fgpBUR6MdVjKUgOqM7vONO0axJx9H2MLCIK/naFtGsjr2F+GoeY6zoWjQnDnJEyeqQkOF7do5jmXSa62Yceeb7zmVAkX1Hd16MRa91fqYs4N+4of5+jSIKgyiGKX7+pG7eyyTVPaL7uZaQXae3Xnb8G1H5h3p/Utv98kb8hKS4ifhJk2V/luE4S0Kg14BQq8AYY1WLim140RBlkqWVpCfppClK+6ffSbPVMkzFHq1SSjlif0FXoEikQ9f7C8Q+vIF3jyhD08o5VE/MaMZCAQCKXegEDpAKg1F1E+JO6PQxnGO7VCGgNLtd/xge0RUBfFxrO2oX3Sz5ySYdo9njdkNUAwAABBE9O1C2fzh+j8Pctr1KRxG4XBCFi5MmTaNHhjIinIoHMNHUv3HyU/mrKq3dTErwKcwyPH3arZ8zNVpmzrsnc0NdNTOM4XsXlvH7h+wRhgi8a0Z4pghigzZMGR1l1+v77zedFjTwqD8ybHXp+ezvMKiB8bSBW8zZadgqDRELA0RVy8at1lwZY5akaMuyFQpc9W5KbLn116pZVplrkYt02FUikDKE3hzOUI2T8zmeXE4IjZHwGILWGwBkyfm0Jg0joDJ4DAo2L9v3xUCgUAALKgvAmEjrnYHXg3RavNcsdeniQuTsAHXANvnTchu3D4ClYQyus93DsPl2fL5w0UTfqJH13UGdXfuZK1eHb52LdXL5eeSdex8xv4/6u/4CWO73NeSDl5J3He+4745VI4rmHzh6Z/zDgw+8h3Xx1V+rkhXrOm6etD6weGNgpJO/qB6dty3/uDgL2cilApZupl0ZlWeVqvQ6xR6jVyvUxp0Cr1BbdKrjQa10aAxmXTmwr8pGFooihgdozNpVAaVxqAyWDSMhmE0CgWjUKiUwg1OGoM2ZEl36CzjBBbUfzbAgvoP450F9RUNXBG6gVLRRrvsF1qRghpIQDdHLLQTkD/FT/TD+pwDFDoAAKAU5qB1hjXdbHeiqPUdS0BM4i+a8JNy/RzJwlhM4l8Y5Nav79W9e9qCBWErVzrd1wK6f6l/lf503ppaK2Y63dci+7RQJ2Ven7m15boYZzC8TfWCV7lHx24ZcGAK9maLUhwsHrJp6OHp69r2e4kb8yN7rRZHd6y4LwmTy2ByGX4R3u8caTPbLCabQWOymW1Ws81qttnMNtxmNxsshQOMWjNJkAAAOpP6b0zbgUAgnyvwflQUuhfaeB/xYBqpcbW8QhvMQLgB9guTnRGEyWON2GY+9Ys9/aHr0Oi63O7fKFZOI81GZ1DSpw89ICDr11+B28q78tRhhMWavLFIY966s/rjZuvDNfHuwYZj2wkreZ+Zudf9cAEnoUWni4pMTVD32ApVwfeCyqByhCxpiDigik9orcAqDUOrt6xcu210o+61C/+0GdLoy2GNvxzWuFnfeu8+HQQCgfy/gFujAABAGl8irMqut5nxxNNFlC8vAdqblkk2A36gNVptGFr7W+cw/MUl08FZnMnHEb6PM6jaupjQa8WTlzlNRwmL5fX06fymTSV9XVaiNo3u9og54aP7+rRv6gxa1Poz/ZfUHN+tUueGrqtYbHH9Vke0rdFoXHvCbs04vyz3zm7pF30f3aqWnZDf5ts2/tUC+D7/gs6CHwbcGv1sgFuj/xHuXkjQa0ptDO6R63cu33l25eSpE+8eWjHArVEAAImnzKL4jULFnQrfI4G9EPUT4u+haPOjAMEAAIDKpnQ7iO9viYijkKCWhcOwqFa0pkONsWPYEw4CzLHzKRg+S/7jGO2RrbxeowsjKJ0ePH9+8sSJjEqVuPXrFwapfG6tZTPuj1/ECvTlRTvqF+kCTst1MX+NWM4NljoLKjA6teem0Xt6LhcGYTbZJpM8OaLnr15VvwppT/yx8tTVbVeznmeTBOFfLcAvys8vytcv2l8aKaXSYbYnBAL5B7h78UVeesG7x7nxMjPZzrRX0HzKAlwRAgAAaUrBX47FItYg7Df9dUmCuN4HcMPRWr+4hmVewU8Pw/pdQvghziuZ9k0CKMYcsMo5zK5RyuYNEQyeyqzX2hk0vniRNn9+2MqV9MBAZ1B+7V7i8u31d/xE9xI6g1mXH99evKfT/u+Z3q4cmdd//Z5zdTFLGhQ9YCND5OgA5fwVW5uvzU7IzknIyUnIyXuZK0uRCfyEvlV8pRHSwr+9w73/pdIIV4SfDXBFCCkNmCzzSYAwwyjBc/Hk77DoPQhVBAAACIo23G6/0JpMq46EDHQMC2xBaTDTfqIP1u8SoLIBAABBmH2XGdb1sl7ZSmsxqnAYhS/ymrJCvjQG8wmiBjpMAFhRUYXua+Fr11Le/FeRNKurT8l8PGNF3U0LUJpDqAJa1lS/yro8aX27nTModFphQ8H82xuYPk3uxUujBopLzp8n5fGkvKhWjjoNAifkqfLcxNy8pLynZ578tTa/IFXOk/K8w6TScG9JqEQS6u1VyUvoJ3TvlQiBQCD/TaAQOkCFLUnjSzz5O2qVTQChAgAAlU9pst9+qRPKq4yIHEURaK2xpOyJ/ewoSpd9jraFVAZz+FbDmu6oT2WscvPCYdRKVQRDpytWTvX+cQ/KcTzAE7Zta0pJyViyJGTJEqf7WqWh3fXJGQk/b6k2f7xzMtVGdlInZ/89f1f9OV2Sjkwx5D4P+2qxd+3eBvPJo99u7bd3onsLXw+fBUOlEVJphNQZIeyEMkOZn5wvS5FlP8t+dPKR/LXcoDSIg8XiEC+vYC9xkEgc7CUKFIkCRXT2Z27/AYFAIO7ArdEix+HJ0wHVCwue7QrlniXuT6F8eQkw3mTE2C34oY5oSFu0oWuYPfWucedY9oTDqMRllqY5sM6a/Ewy+zdAcegWSRBpc+cyQkJ8x4xxHWu23Bv9g0/7psEDu7iCFuuFcVN5YbcYQq/IXmtZ3pEAAJIgj367he3Fa7+kP/jovSab2VaQKi9IVyjSCxQZCkW6QpmlVGYoqQyq0F8o8BeIAkR8XwFPyhP6C3nePIGvgMb6f9tHwa3Rzwa4NQopDbg1+kmBYJUW214MI+RHUElPR8i3Axr2jLg5GG15CqB0AACg0LEu+/G4ZkBSAw37qnAYpVI9eodpxh2j2JOOIQzH/wR+3/EFK6aq96wQDJvpOBuKBs2dmxwTwwgNFbZ1uJhSGPSaK2bcGT6HXSnAq3FtAAAAZN79nbxKF4w5fv6NFhWqIAAAQZHOvw7b22vF/V2X6wxt+ZGflsqg+kb5+Ub5FYsblAZlllKdo1ZlKdW5mtwXOapslU6uU+eqAQB8HwFHzOF6cXhSHlvEYYvYbCGLJWSzhWwWn8UUMFl8FtxxhUAg/yKgEBaFwsIiVuIvRiDMUIRTqzCGRE0j1U+JB9PQuusdw9hSSpf9+LGeiOAsInY8maM1GkDkvDDtm8QasdVh0oagoglLZD8MNVw8ym7dw3GFQve16dPpAQEu9zVvcY2fpz6esaLu5oV0CfPVsena9DvB7WZRGc0uTVjHDQwQhDvkisai99o6du/XK8XhPuIa/hXxNWCL2GwRO7BGYMl/shgs2nyNTq7TKw3afK1BqS9Ilac/MBgUBoPaaNIYjSqjSWuisWkMDoPOptPZdCafidGpNCaVzmFQKCiNRWPyme0mt4diCYFAPhGgEAIASJv5byqjUeEzP4QeSKm0CE+ehUXvQmiFj9kQtN5G4lJbMnkzEu7Y0kR86lCa/2w/0RfrfxUwHOmdjO7zDZsGWs79Su8wrTCCMtle01bJF36D+VeiV3YoKz0oKGDatPTFi93d1wQ1KkdMGPDohznM2qkIjV59xGGWtDIAoM6MPpdj1nXcP5cueLPQDBB3XTvi+IRt3WPHcKv+X/ea6Gy6JNRbEvoOoxmL3mLWmy0Gi8VgMWlMNrPNZrZZ9Ga7nbAaLCgFBVAEIRDIJwMUQgAAsJluEPYCOrtr4VuU34j0GYAnT6dW2Q5QGgAAYCy0cZz9YluUF414N3MMix5Ayp/gfwzBeh4FhS1wKRhr6G+G1V1Rn8rUWp0Lh2E+QcJvFynXzvJetIsidiSw8Bo0sHTrlr5wYeiKFW/c10jEOwMNv2UrCKgz9xDGdKTYhHZupE7Kvjpt05dbpiJvnMkC64c3m9rl5Lc7anzdyKdGsE+1ILbXJ/T0hc6h0zkw4wYCgfw7+JxzEMoMwuSPxc1/4xaXXxrFZzDCCMLTfnSNYgejDbYTt0cCQ4ZrWPMlAAD71e9d5+KImSO2mY/8YM9OcAYZNRpxvhpUsGoqaXG1npf06UPz98/69VcAgN2iTzo8KeP88uB2s6jaVq83H3OfX+3JvSh06t1f9rsHa/Zr0mJuD9xsu7f94ra2izY2+f7ImM031p5OvvBUn6/56K8JBAKB/FeAK0IAAEBQLoM/1qRey6JIUazwaRyChfxgezHCnreX4uPoR4h4N0OrTCFu9kdb/QUwFgAAIBTsq914XDPCuwYa1b9wGMUvitFrsSl2FHvyCYTjKPvjdhpkS3+l2rJINGGJw30NQQKmTEmZNi1rzxq55iRJ4FWHxXH8akiiDXdGzOGEB/t1bvlmekizZaPPDPwp6eCVyD4tnNMObBwR3f6LwtfqjIL855l5zzIf7r2an5BF4HbvqADvKv6SKv7eVfzFET7Yv7OgHgKBQCoaKIQOKFgwndPbpPmNJZqDICwAAEDpWMRKPGEowopAeQ0KhyERY0n1U+Lut2ijnY46QoaA0u0gfqgDIoxEfOoUDqPW/IrIeWHcNY49dh+gOL7IwpFz5YtH6U7s5HYbXhhB6XRu/wZp55dwfWpXHroZY/AAAFQuu9byGffGLmAH+/GrO/JFqRxmq3UxZwf/zA/1kdZ12aI6EQR5CYK8KncsTDoFBrlW9iJb9iIr7Xri3R0XVWkyvr9IUtlfHOHjFeHrFeErquT99mJECAQC+Y8AhdAFldGQwDPNmq1MQUzhpjFC88HCfsZTZiJROxG6I0UTrbOKuPwV+WIVEuXIiEHEUZS2G+wn+2MDrgG24ykgvcNU+47R5qMLGF879lcRKk08ZYVs3lBqYBjji+YEbk49s0j+5KhPzUHG/U/snTRYIK9wJDvEv+oP4x7PXlV/xxKG95s1ZZB3s6Wjr03f3GHfHI6/q8GhR9gSXiUJr1Jzp9eMXfE6vyAptyApJ/HUfXlSrjZbyfMXicN9xKFSYSVvUahUVMmbJYIlUBAI5D8HFMIi0Dm9TOq1Fv1ROqdXYQThfkHxG42/mkqNjgWoY6WINt5rP98KFVRFfDsUDkPDOgP5U/xkf6z3GUfbQgRlDlpjWN3N+vc+WiOHSRtFKBFPWV6wfDI35vvX15fbLfqqQ+O4AbVVrD+Lua95Na4d1K/T4++W19uyCKU7yth9GkZVH9350oR1HfbOprIZZf9cKEaRRPpJIv0AcKxZ7TZclSZXpOSpUmWZd5IfH7ihTJWRBCGqJBUEiQVBEkGQlzBYwg8QcaUCBLYPhEAgny9QCIuBMnijjKqfUCyQynB0ikC9exPGRPz1Aix86ZvtUB+08R7iej9Kq9OA69i9RBvOIuVP7RemUNr9VhhB6GzWN9sM63pRpBGUUMfZaGFVwZdNn8eP5oc3ixiysjA7VNiunen162LuayGDuuqTM54v3lh98URnU6fKA1qrXmXdmL2txWqXJdsHQKFihXuk7kGz2qBKl6vS5er0gqy7yc/ib2kyFQaFjiPl8/xEfH8Rz1/E9RFwfQQ8PxHXR8Dgf+ZmKBAI5L8AFMLiICibyR9nVK/CaJEI6igQxIJn2RLHEPJjqMRRF4+I6qI1FhK3hqNtbzgPpXTYih9oRSQdRSMdw1CvEObA1cbd47nzbgIKtbChYN7LA16iuiKVt7NGAgDgO3p02ty5BfHxkt69ncHoOWPujV2Q88dlv86tnMH6cweeH7ki6cAlvy7l3OGWIWD7Cti+NUPcg3YbrstVa7IVuhyVJluZ9yQ9+a8n2hyVXq6xGa1sCY/rI+i5eTRTCLdVIRDIvxIohB5AMX+WcC6CunW7RajUyHWALNIxCwkZiEiaFTmSysZ6/+mwlXkDFtmMPfEooFAtmuykw5OselnVIfu4AbXsClmRs6Fo8Pz5hNnsHkRp1C/WziUJouj0KK02TCKsuBX8P3xiKVSsMBOn5D/hFptBpjVrjAz++9q6QiAQyKcCFELPoBRR8RDF072eHVQ8whCUHIWKAlRJF5KPz2L7/q+9Ow9r4lobAH4gLAk7KAkJIijEioKILFZULBJRKqCXal2aXkAq+ulttbVP1YJL3Vu9D71+WvtAW5WqrYKCSxARtFBFUSACWhYlQDCyaiQhAcky3x9zm4+GRbAJCcn7+2tycmbyHjKHNzNzZs6kKcsvGJuPRggRRjsoVyMSDYnKV/6MLPo4/WhsTkTmqFso7L8Fw8HI1NjaaZS1Ux8zQwEAwEgBiVDtMLms4Wbis7s/Os5a5xS4Xul4EQAAwADu379/48YNxcu4uDhbW9sB6r8BSITq1S1srj6/oetFvfvKH63HBWg6HAAAGGF+//3306dPv/vuu/hLmUw2cP03AIlQjdrr7j5O30QaNX5K3CUTC3tNhwMAACOSj4/PgQMH1Ld9SIRqgvEKkhtuJtLejnWa+6mBATzDBQAA3lBFRUVCQoKjo+PSpUtHj37N40TeACRC1ZOK+Y8zPhc1Ppq4PMnGdfbrVwAAAF0Ru2RnTVXDkFZpE9TTJvSbjBwcHPz8/MzMzLKzs7dt23bnzh06nf63w/wLAwwbjiH4f9OCBQs+/fTT+fPnD7I+hmFisdjcXANj+gXcoscXNhJtnemRiSaWr5m3728SCoWWllo0+5I6iEQiEolkaKjLI4xkMtmrV6/MzHT86QT6sLt2dHRYWOj7DbVNvLZuiXRIq1zLzopP+MLLy6tnYVhY2IYNG5RqfvDBByQS6Ycffvi7Uf4VHBGqENZ4L6U+5xsHnxXO87YYGMLfFgCgdxxe9yTk3uzJNnQ6ffPmzT0L3dzcetf08/PLzMx88+D6Af+sVUP2qqPm8pftdXffev87W7c5r18BAADAn8hkMoPB6PMtgUBgZWWFEJJIJBcvXvTx8VH5p6smEebk5Ozfv5/P5y9atCghIYFA+MvYkIaGhsOHD9+5c0cikcyaNSshIQG/C+TKlSspKSmKaocPH3ZwUL7HfEQQNT6qPr/BiGQ95aMLpjZjNB0OAADojuDgYFNTUwqFUlJSQqFQ4uPjVf4RKkiE9fX1kZGRSUlJkyZNio6OJpFIX3zxRc8KDx8+JBAI+/btMzMz+/LLL5lMJovFQghVVVUJBILPP/8cr4bn/BGntSyDk7mD4r3UmbHZgACT3wIAgCrl5uay2Ww+n79t2zYvLy+DP2cgUCEVJMIff/xxwYIFy5cvRwjt3bt37dq1SokwNDQ0NDQUX96/f/+MGTPkcjk+/IFGo/V3OKz9ZN1iDiuB//g3t0Vfj3JfoOlwAABAB1lZWc2Zo97rTSoYjFdeXu7n999pEPz8/Lhcbnt7e3+VS0pKJkyYoBgEmJ+fHxISEhUVdfv27f5W0U6dbZyHx9/vfF43ZfVFyIIAADByDeqI8OXLl2w2u3f59OnTzczMWlpabGz++6Rp/OJfc3OztbV17/o1NTVbt249c+YM/tLb2/urr76iUqmFhYXz5s1jsVhBQUG910IIVVVVRUVFkUgk/OXevXsjIiIGCBjDsM7OTvXdGcKvYPFy9tq6v0sL2iwlGHd0dKjpgwYmEonUcZZAq4jFYplMpg+3T8j/OseI7tGH3VUkEmk6BPUiEolGRjo4xHJQTaqvr9+/f3/v8uTkZGdnZ2tra8XXj6cERV7sicvlMhiMPXv2hISE4CVz585VLLS1tSUlJfWXCF1dXZlMZmBgIP5yzJgxJiYmAwSMYZihoaE67iOUS19xcw+2PDhPjzgwavK7Kt/+kGAYpvM3LRkYGOjDfYTGxsY6fx+hPuyuCCF9aKPuGVQi9PLyys7O7u9dFxeX6upqfLm6utrCwqL3I3B4PB6DwdiwYcPatWv73IiDg0NFRUW/URoZUanU8ePHDyZa9cEnFMTk0imrM4h2zpoNBgAAgEqo4Ic2k8lMS0vj8XgIocOHD69cuRL//Z6UlHTr1i2EUEtLS0hISExMzMaNG3uuWFhYiD9HvK6uLjk5OTg4+O8Hoz786tyypMWk0eM9on+BLAgAADpDBYkwICBg7dq1kydPptFoHA5n9+7deHlqampJSQlCKDMzs7Gx8eDBg3Z/amtrQwjt37/f0tLS0dHRw8MjNDS099N0tAQml3FzDz1O/3xc6Ha3Rd8YGpM0HREAAACVUc1lz127dm3dulUoFJLJ//90zevXr+ML0dHR0dHRvdfKyMgQi8UCgYBCoWjtVfRuQVP1hY3SznaPmLNm5AmaDgcAAICKqWz8D4lEUozqHDwzMzNtHiPQXnf38YXPbFxnjf/gKzgQBAAAnaSDA2FVBOMVJD/NP+oS8iVl2jJNBwMAAEBdIBH2QSJ+8ST981ftPM+Yc2aUtzQdDgAAADXS5duz3oyAW1SWFGFkbuf5UTpkQQAA0HlwRNgT1ngvpeHmt05BG6n+UZoOBgAAwHCARPhfslcdNZe3ipqrJkedMXdw13Q4AAAAhgmcGkUIIVHjo7LkRZhc5hmbBlkQAAD0ChwRotayjNqrXznO/h/HgDhNxwIAAGC46XUixCcUFDaUuDOPWzpO1XQ4AAAw4mWkX3vxgj+kVdjsIkm3RE3xDIb+JsLONk512semtk5TVl80IvUxaRQAAIChqqqsefq0cUircGq5MrlMTfEMhp4mwtayjNqs3dTp0U6B65EBXCgFAADV2Lx13VBXycjIOHnypDqCGSS9S4T4hILPK7PdVyRbOk3TdDgAAAA0TL8SYdeLuuq0T4zMbKd8dMHYXHnSRAAAAHpIjxLhi6qcmivxDr5MOB0KAABAQS8SISaXNdxMbCm9MCEy0XpcgKbDAQAAoEV0PxF2C5qqz280NDLxirtobGGv6XAAAABoFx0/Q9hee6fsx/esxvq6M49DFgQAANCbzh4RYpisIe9/m4t/cVv8jc34WZoOBwAAgJbSzUQoEb+ovfCpISabsjrDxJKs6XAAAABoLx08NSrg3i9PXky0Gzfpw5OQBQEAAAxMx44IscZ7KbzbSa5h+0xovgaGOtY6AAAAqqdTqULYwOZX5U6JPW9sSRGLxZoOBwAAwAigU6dGLZ2mTfowxcTKQdOBAAAAULEtW7YYGBjcvHlT5VvWqUQIAABAJxUVFf3++++jR6vl0ZiQCAEAAGi17u7uuLi4I0eOEAgEdWwfEiEAAACttm/fvoULF3p7e6tp+7qZCOvq6n799VdNR6F2Bw8e1HQIapeamlpTU6PpKNSrsrIyIyND01Gol1wuP3TokKajULvTp0/zeDxNRzEitbS05PxVfX09/lZZWdn58+fj4+PV9+m6mQjLy8svXLig6SjUbt++fTKZJqd1HgYZGRmlpaWajkK9iouLL1++rOko1EssFv/73//WdBRqd+7cuT/++EPTUYxIjx8//vqv0tPT8bc2bdrEYDAuX76cmpra1dWVl5dXUVGh2k/XqdsnAAAAjEQzZ85UZD4lc+bMaWhoyMnJQQh1xWCLCQAADIdJREFUd3cXFxf7+/u7u7ur8NMhEQIAANBeCQkJiuWLFy9+9tlnQUFBqv0I3Tw1CgAAQPeEh4eTyap/cKYBhmEq36jKubm5icViEok0yPqdnZ0CgYBCoag1Ko2rq6tzcXHRdBTq1dLSYmFhYWZmpulA1EgkEonFYnt7XZ4mDMMwLpfr7Oys6UDUq6mpycbGhkgkajoQdVm5cuXu3btVvtmrV6+ePHlSgyMcR0YibG1tFQqFg6+PYZhEIjExMVFfSNrg1atXpqammo5Cvbq7u42NjQ0MDDQdiBrJ5XKZTGZsbKzpQNRLH3ZXnW8jlUod/AHJ4GEY1t3drcE/3chIhAAAAICawDVCAAAAeg0SIQAAAL0GiRAAAIBeg0QIAABAr+nCDfUYhqWmpt69e9fZ2TkuLq73oKbHjx9nZmZyuVwnJ6d//vOfdnZ2+FrJycmKOpMnT545c+awxv06tbW1J06c6OrqWrZs2bRp03pX6OzsTE5Orqur8/f3X7ZsmWJoJZvNPnv2rImJSVRUlKur6/BGPTQymSwlJaW8vHzixIkxMTG9R06Wl5dnZWU1NTXR6XQmk2lhYYEQ6ujoOHPmjKKOn5+f+p7GqxIsFis3N5dKpcbFxVlbWyu9W1paWlhYqHi5YsUKS0tLhJBcLj916tSDBw/odHpsbKyWj4Lm8XjHjx9/+fJlZGRkQECA0rscDgd/MojCokWLKBQKm82+f/++opDJZGrtrTISieTRo0elpaVEInHZsmV91lF0yenTp7///vs9u+Svv/5KJBKjoqLGjx8/jFGDQdGFI8Jdu3bt2LGDTqdnZ2cvXLiwd4Xw8PCKioqxY8fevn3b09OzpaUFISSXy9esWVNRUcHhcDgczvPnz4c98IHweDw/Pz+xWDx69OigoKCCgoLedRYtWpSZmUmn0/fs2bN9+3a88N69e3PmzLGxsZFIJP7+/lwud3gDH5p169YdO3aMTqf//PPPMTExSu/K5XIGg/H06dOxY8dmZGT4+/uLRCKEEJ/P/9e//sX508uXLzUR+2AdO3Zs3bp148ePLy4uDgwMlEqlShWysrK+++47RXMUFTZt2pSYmEin01NTU5cvXz7sgQ/Bixcv/P39m5qaHB0dw8LCsrKylCqIRCJFA2/cuPHxxx/j8+mwWKzvv/++d9u10M8//7x48eIjR44o+lpvEREReJfctWvXzp078cLCwsJ33nnHzs7u1atXfn5+Wt4l9RQ2wolEIhsbm6KiIgzDurq67O3tCwoKlOp0dnbiC3K53MvLKykpCcMwvMu9fPlymAMepISEhGXLluHLe/bsWbx4sVKFe/fu2dra4k0rKyuzsrISCoUYhi1dunTbtm14nQ8//HDz5s3DGPXQPHv2zNTU9OnTpxiGPX/+nEgk1tTUKNVRfHfd3d1UKvXKlSsYhnG5XHNz82GO9s1IpVJnZ2cWi4VhmEwmmzBhQnp6ulKdAwcOrF69Wqmwra2NRCI9efIEwzCBQGBubv7o0aPhifkNHDp0KCQkBF8+evTonDlzBqi8adOmJUuW4Mu7d+9et26dusNTCZlMhmHYxYsXJ0yY0GeFwsJCOzs7fI998OCBtbU13iWXLFmyY8cOvA6TydyyZcswRQwGbcQfEZaWlhIIBB8fH4SQqalpYGBgXl6eUp2eD3ro6urCT6/hkpKSDh8+XFxcPDzRDl5eXt68efPw5Xnz5vVuVF5e3qxZs/CmeXp6mpubs9lsvDwkJGSAFbVHQUEBnU53dHRECNnZ2Xl7e9+6dUupTn/fnVQq/c9//nP06FEtf9h/fX19Q0MDg8FACBkaGgYHB/f5jVRXV3/zzTcpKSkCgQAvuXfvHpVKxc9sW1pavv322/n5+cMZ+ZDk5+f33F1v3brV37woUqn09OnTq1atUpRUVlZ+/fXXp06d6ujoGI5Y35Sh4Wv+W+bl5c2ePRvfY728vIhE4oMHD9Ag+jLQuBGfCJuamno+m4pCoTx79qy/ykeOHMEw7B//+Af+cu7cuXw+v7KyMjg4+MCBA2qPdSgaGxsV7SKTyXw+v7Ozs2cFpYaTyeRnz55JJJK2traeKzY2Ng5bzEM1pO9u+/bt7u7us2fPRggRCITg4ODW1lY2mz19+vTjx48PR7hvpLGx0draWnF5r882jh492tXVVSAQnDhxwt3dvaGhAQ3xj6NxSrurTCbDL0D0dunSJQKBoPitZm9vP27cOKFQ+MMPP7i7u2tzG19LB7qk3hoZg2V8fHx6T0q3evXqY8eOGRkZ9byuIJFI+rvYnpGRsW/fvpycHPwnG4FAyM3Nxd9auXJlUFDQ+vXr8UEK2qBnu6RSqaGhoZGRkVKFnj+68UfKEQgEQ0PDnitq8wiLPpvQZ82ffvrpzJkz+fn5+K9yGo3GYrHwt+bPn79mzZro6GjtfAybsbGx0v7Z+zlSsbGxsbGx+HJkZOSBAweOHj06+D+ONlDaXRFCA3yVMTEx+AVChNCaNWvWrFmDL4eFhR08eDAxMVH98apFf12SQCCMlC6pt0bGEWFxcbG0l2PHjiGEaDRac3OzYj/j8XhUKrX3Flgs1tq1a1ks1uTJk3u/O2PGDAzD8F/iWsLR0VHx65jH45HJZKURlY6Ojoq5sOVyeWNjI41GMzQ0dHBwUJTzeDwajTacYQ8JjUbrOZ13f9GeOHFi586dN27c6PORzQEBAXw+n8/nqzHQv4FGowmFQsUJz/72T4WZM2dyOBw06D+OllDaXYlEIj42WwmPx8vOzo6Oju5zI4q2j1BKXbKpqQnvkhQKZaR0Sb01MhLhAKZOnWpra3vt2jWEUEtLS35+flhYGEKotbVVMdLy+vXrsbGxly5d6nkTQs8zjSwWy9TUdNy4ccMb+0DCw8PT0tIwDEMIpaamhoeH4+V37txpbm5GCC1cuLCgoAA/zZKTk0MikfALpREREampqQghDMPS0tIUK2qhd955p7W1taSkBCFUXV1dXV2NX0p5+vRpUVERXufcuXPx8fHXrl3reR9IV1eXYvny5cs0Gq3Pf7vaYMyYMd7e3mlpaQghoVCYlZUVERGBEGpvb//tt9/wOormSKXSzMxMDw8PhNDMmTO7u7tv376NEKqvr2ez2aGhoRppwmCEh4enp6fjv0dTU1PDwsLwA/T79+/3TOcnT56cNWtWz69S0Q2lUunVq1fxto8sd+7cwc8DL1y48NatW01NTQih69evW1hY4P9wIiIi8B1A+7uk/tLoUB3VOHPmjL29fUxMDJ1OX79+PV547ty5MWPG4MvW1tZkMtnnT0ePHsUw7Keffpo0adLKlStDQ0MtLS1PnDihsQb0RSAQTJkyJSgoaOnSpVQqFR89iGGYi4vL6dOn8eUNGza4urrGxMSQyeSUlBS8sLa2lkajRUZGMhgMDw8PrR0Wi0tMTKRSqatWrXJyctqzZw9e+O233/r5+WEY1t7eTiAQHB0dFd/d2bNnMQzbu3fvtGnTmEzm3LlzbW1t8aGkWisrK2vUqFFRUVGenp5Lly7FC/Py8oyNjfFlX1/f+fPnM5lMOp0+derUtrY2vPz777+nUCirVq1ycXGJj4/XTPSD09nZOWPGjICAgBUrVtjb25eVleHl3t7eeHfDMEwul7u5uZ06darnil5eXgsWLGAyma6urj4+Pnw+f7hDH7Ty8nIfHx9XV1cikejj4/PRRx/h5c7Ozr/88gu+/Mknn7i5ueFdUtFSDodDo9Hee++94OBgT09PLe+S+klHZp948uTJ/fv3XVxcZsyYgZfw+Xwul+vl5YUQYrPZcrlcUZlKpdJoNIlEUlJSwuFwrKysfH19tXDywq6urtzc3M7OTgaDYWNjgxeWlpY6OTkpDoDu3r1bW1vr6+tLp9MVK7a3t+fk5JiamjIYDO2fGq28vPzhw4cTJ05U3BTf3Nz8/PnzSZMmyWQyfNydgpOTE5lM7urqKioqamhosLOz8/Pz09rDQYWGhobbt29TqdTAwED8UEkoFFZVVfn6+iKEmpubi4qKBAKBi4vL9OnTe45O/OOPP0pLS+l0Ol5Tm0kkkhs3brS3twcHB48aNQovfPTokb29PT6TqkQiKSsr8/Dw6HmVtKmpqaioSCgUjhs3zt/f/7UjMzVIJBJVVlYqXlpYWLz11ltoKF2SSCQGBwdrf5fUQzqSCAEAAIA3o72/vwAAAIBhAIkQAACAXoNECAAAQK9BIgQAAKDXIBECAADQa5AIAQAA6DVIhAAAAPQaJEIAAAB6DRIhAAAAvQaJEAAAgF6DRAgAAECv/R+KwNl5+4Dl+AAAAABJRU5ErkJggg==", "image/svg+xml": [ "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "text/html": [ "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "([0.10740341409299269, -7.4879313998873695e-6], \"stopped\")" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "SGM(TF[9], eps=0, astart=1e-1, plt=plt, Plotf=1, plotatend=true, printing=false)" ] }, { "cell_type": "code", "execution_count": 11, "id": "f0a01e2a-65b7-4f41-b279-691602930910", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "image/svg+xml": [ "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "text/html": [ "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "([0.09931412333535602, 7.446559756896622e-5], \"stopped\")" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt = displayTF(TF[9], ([-0.2,-0.2],[0.2,0.2]))\n", "scatter!(plt, [1/9], [0])\n", "SGM(TF[9], eps=-1e-6, astart=1, plt=plt, Plotf=1, plotatend=true, printing=false)" ] }, { "cell_type": "code", "execution_count": 12, "id": "4e4f100a-396f-42a5-8063-32e216adbff4", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Subradient method\n", "iter\trel gap\t\tbest gap\t|| g(x) ||\ta\n", "\n", " 1\t2.8571e-02\t2.8571e-02\t1.4422e+01\t5.3419e-04\n", " 2\t2.7671e-02\t2.7671e-02\t2.7961e+00\t1.3764e-02\n", " 3\t1.2754e-01\t2.7671e-02\t1.7902e+01\t1.5477e-03\n", " 4\t1.5387e-02\t1.5387e-02\t2.7829e+00\t7.7268e-03\n", " 5\t8.2379e-02\t1.5387e-02\t1.7646e+01\t1.0289e-03\n", " 6\t1.1133e-02\t1.1133e-02\t2.8137e+00\t5.4687e-03\n", " 7\t6.1610e-02\t1.1133e-02\t1.7508e+01\t7.8164e-04\n", " 8\t8.8599e-03\t8.8599e-03\t2.8428e+00\t4.2634e-03\n", " 9\t4.9584e-02\t8.8599e-03\t1.7418e+01\t6.3558e-04\n", " 10\t7.4152e-03\t7.4152e-03\t2.8677e+00\t3.5066e-03\n", " 11\t4.1665e-02\t7.4152e-03\t1.7353e+01\t5.3808e-04\n", " 12\t6.4050e-03\t6.4050e-03\t2.8889e+00\t2.9845e-03\n", " 13\t3.6023e-02\t6.4050e-03\t1.7303e+01\t4.6791e-04\n", " 14\t5.6539e-03\t5.6539e-03\t2.9072e+00\t2.6015e-03\n", " 15\t3.1784e-02\t5.6539e-03\t1.7263e+01\t4.1476e-04\n", " 16\t5.0711e-03\t5.0711e-03\t2.9232e+00\t2.3079e-03\n", " 17\t2.8475e-02\t5.0711e-03\t1.7230e+01\t3.7300e-04\n", " 18\t4.6042e-03\t4.6042e-03\t2.9373e+00\t2.0753e-03\n", " 19\t2.5814e-02\t4.6042e-03\t1.7202e+01\t3.3924e-04\n", " 20\t4.2209e-03\t4.2209e-03\t2.9499e+00\t1.8863e-03\n", " 21\t2.3625e-02\t4.2209e-03\t1.7178e+01\t3.1134e-04\n", " 22\t3.9001e-03\t3.9001e-03\t2.9612e+00\t1.7296e-03\n", " 23\t2.1791e-02\t3.9001e-03\t1.7157e+01\t2.8787e-04\n", " 24\t3.6273e-03\t3.6273e-03\t2.9715e+00\t1.5975e-03\n", " 25\t2.0231e-02\t3.6273e-03\t1.7139e+01\t2.6784e-04\n", " 26\t3.3921e-03\t3.3921e-03\t2.9809e+00\t1.4846e-03\n", " 27\t1.8887e-02\t3.3921e-03\t1.7123e+01\t2.5052e-04\n", " 28\t3.1871e-03\t3.1871e-03\t2.9895e+00\t1.3869e-03\n", " 29\t1.7715e-02\t3.1871e-03\t1.7108e+01\t2.3539e-04\n", " 30\t3.0067e-03\t3.0067e-03\t2.9974e+00\t1.3015e-03\n", " 31\t1.6685e-02\t3.0067e-03\t1.7095e+01\t2.2205e-04\n", " 32\t2.8467e-03\t2.8467e-03\t3.0048e+00\t1.2262e-03\n", " 33\t1.5772e-02\t2.8467e-03\t1.7082e+01\t2.1020e-04\n", " 34\t2.7036e-03\t2.7036e-03\t3.0116e+00\t1.1593e-03\n", " 35\t1.4957e-02\t2.7036e-03\t1.7071e+01\t1.9959e-04\n", " 36\t2.5750e-03\t2.5750e-03\t3.0180e+00\t1.0994e-03\n", " 37\t1.4224e-02\t2.5750e-03\t1.7061e+01\t1.9004e-04\n", " 38\t2.4585e-03\t2.4585e-03\t3.0240e+00\t1.0456e-03\n", " 39\t1.3562e-02\t2.4585e-03\t1.7051e+01\t1.8139e-04\n", " 40\t2.3526e-03\t2.3526e-03\t3.0296e+00\t9.9681e-04\n", " 41\t1.2960e-02\t2.3526e-03\t1.7043e+01\t1.7353e-04\n", " 42\t2.2559e-03\t2.2559e-03\t3.0349e+00\t9.5250e-04\n", " 43\t1.2411e-02\t2.2559e-03\t1.7034e+01\t1.6634e-04\n", " 44\t2.1672e-03\t2.1672e-03\t3.0399e+00\t9.1202e-04\n", " 45\t1.1908e-02\t2.1672e-03\t1.7027e+01\t1.5974e-04\n", " 46\t2.0854e-03\t2.0854e-03\t3.0446e+00\t8.7489e-04\n", " 47\t1.1445e-02\t2.0854e-03\t1.7019e+01\t1.5366e-04\n", " 48\t2.0099e-03\t2.0099e-03\t3.0491e+00\t8.4072e-04\n", " 49\t1.1018e-02\t2.0099e-03\t1.7013e+01\t1.4804e-04\n", " 50\t1.9399e-03\t1.9399e-03\t3.0534e+00\t8.0916e-04\n", " 51\t1.0622e-02\t1.9399e-03\t1.7006e+01\t1.4283e-04\n", " 52\t1.8748e-03\t1.8748e-03\t3.0574e+00\t7.7993e-04\n", " 53\t1.0254e-02\t1.8748e-03\t1.7000e+01\t1.3799e-04\n", " 54\t1.8141e-03\t1.8141e-03\t3.0613e+00\t7.5276e-04\n", " 55\t9.9120e-03\t1.8141e-03\t1.6994e+01\t1.3347e-04\n", " 56\t1.7573e-03\t1.7573e-03\t3.0650e+00\t7.2745e-04\n", " 57\t9.5924e-03\t1.7573e-03\t1.6989e+01\t1.2925e-04\n", " 58\t1.7041e-03\t1.7041e-03\t3.0686e+00\t7.0382e-04\n", " 59\t9.2932e-03\t1.7041e-03\t1.6984e+01\t1.2529e-04\n", " 60\t1.6542e-03\t1.6542e-03\t3.0720e+00\t6.8169e-04\n", " 61\t9.0126e-03\t1.6542e-03\t1.6979e+01\t1.2158e-04\n", " 62\t1.6073e-03\t1.6073e-03\t3.0752e+00\t6.6093e-04\n", " 63\t8.7488e-03\t1.6073e-03\t1.6974e+01\t1.1809e-04\n", " 64\t1.5630e-03\t1.5630e-03\t3.0783e+00\t6.4142e-04\n", " 65\t8.5004e-03\t1.5630e-03\t1.6970e+01\t1.1479e-04\n", " 66\t1.5212e-03\t1.5212e-03\t3.0814e+00\t6.2305e-04\n", " 67\t8.2660e-03\t1.5212e-03\t1.6965e+01\t1.1169e-04\n", " 68\t1.4816e-03\t1.4816e-03\t3.0843e+00\t6.0571e-04\n", " 69\t8.0445e-03\t1.4816e-03\t1.6961e+01\t1.0875e-04\n", " 70\t1.4441e-03\t1.4441e-03\t3.0870e+00\t5.8932e-04\n", " 71\t7.8348e-03\t1.4441e-03\t1.6957e+01\t1.0596e-04\n", " 72\t1.4086e-03\t1.4086e-03\t3.0897e+00\t5.7381e-04\n", " 73\t7.6361e-03\t1.4086e-03\t1.6954e+01\t1.0332e-04\n", " 74\t1.3748e-03\t1.3748e-03\t3.0923e+00\t5.5911e-04\n", " 75\t7.4473e-03\t1.3748e-03\t1.6950e+01\t1.0081e-04\n", " 76\t1.3427e-03\t1.3427e-03\t3.0948e+00\t5.4515e-04\n", " 77\t7.2679e-03\t1.3427e-03\t1.6946e+01\t9.8420e-05\n", " 78\t1.3120e-03\t1.3120e-03\t3.0973e+00\t5.3188e-04\n", " 79\t7.0971e-03\t1.3120e-03\t1.6943e+01\t9.6145e-05\n", " 80\t1.2828e-03\t1.2828e-03\t3.0996e+00\t5.1925e-04\n", " 81\t6.9344e-03\t1.2828e-03\t1.6940e+01\t9.3976e-05\n", " 82\t1.2549e-03\t1.2549e-03\t3.1019e+00\t5.0721e-04\n", " 83\t6.7791e-03\t1.2549e-03\t1.6937e+01\t9.1905e-05\n", " 84\t1.2283e-03\t1.2283e-03\t3.1041e+00\t4.9573e-04\n", " 85\t6.6307e-03\t1.2283e-03\t1.6934e+01\t8.9926e-05\n", " 86\t1.2027e-03\t1.2027e-03\t3.1062e+00\t4.8476e-04\n", " 87\t6.4888e-03\t1.2027e-03\t1.6931e+01\t8.8032e-05\n", " 88\t1.1783e-03\t1.1783e-03\t3.1083e+00\t4.7427e-04\n", " 89\t6.3530e-03\t1.1783e-03\t1.6928e+01\t8.6218e-05\n", " 90\t1.1548e-03\t1.1548e-03\t3.1103e+00\t4.6423e-04\n", " 91\t6.2229e-03\t1.1548e-03\t1.6925e+01\t8.4480e-05\n", " 92\t1.1323e-03\t1.1323e-03\t3.1123e+00\t4.5462e-04\n", " 93\t6.0981e-03\t1.1323e-03\t1.6922e+01\t8.2811e-05\n", " 94\t1.1107e-03\t1.1107e-03\t3.1142e+00\t4.4540e-04\n", " 95\t5.9783e-03\t1.1107e-03\t1.6920e+01\t8.1209e-05\n", " 96\t1.0900e-03\t1.0900e-03\t3.1160e+00\t4.3655e-04\n", " 97\t5.8632e-03\t1.0900e-03\t1.6917e+01\t7.9670e-05\n", " 98\t1.0700e-03\t1.0700e-03\t3.1178e+00\t4.2804e-04\n", " 99\t5.7526e-03\t1.0700e-03\t1.6915e+01\t7.8188e-05\n", " 100\t1.0507e-03\t1.0507e-03\t3.1196e+00\t4.1987e-04\n", " 101\t5.6461e-03\t1.0507e-03\t1.6913e+01\t7.6763e-05\n", " 102\t1.0322e-03\t1.0322e-03\t3.1213e+00\t4.1201e-04\n", " 103\t5.5436e-03\t1.0322e-03\t1.6910e+01\t7.5389e-05\n", " 104\t1.0143e-03\t1.0143e-03\t3.1230e+00\t4.0444e-04\n", " 105\t5.4448e-03\t1.0143e-03\t1.6908e+01\t7.4065e-05\n", " 106\t9.9704e-04\t9.9704e-04\t3.1246e+00\t3.9715e-04\n", " 107\t5.3495e-03\t9.9704e-04\t1.6906e+01\t7.2788e-05\n", " 108\t9.8038e-04\t9.8038e-04\t3.1262e+00\t3.9011e-04\n", " 109\t5.2576e-03\t9.8038e-04\t1.6904e+01\t7.1555e-05\n", " 110\t9.6429e-04\t9.6429e-04\t3.1277e+00\t3.8333e-04\n", " 111\t5.1688e-03\t9.6429e-04\t1.6902e+01\t7.0363e-05\n", " 112\t9.4873e-04\t9.4873e-04\t3.1292e+00\t3.7678e-04\n", " 113\t5.0831e-03\t9.4873e-04\t1.6900e+01\t6.9212e-05\n", " 114\t9.3368e-04\t9.3368e-04\t3.1307e+00\t3.7045e-04\n", " 115\t5.0001e-03\t9.3368e-04\t1.6898e+01\t6.8099e-05\n", " 116\t9.1911e-04\t9.1911e-04\t3.1322e+00\t3.6434e-04\n", " 117\t4.9199e-03\t9.1911e-04\t1.6896e+01\t6.7022e-05\n", " 118\t9.0500e-04\t9.0500e-04\t3.1336e+00\t3.5842e-04\n", " 119\t4.8423e-03\t9.0500e-04\t1.6894e+01\t6.5979e-05\n", " 120\t8.9133e-04\t8.9133e-04\t3.1350e+00\t3.5270e-04\n", " 121\t4.7672e-03\t8.9133e-04\t1.6892e+01\t6.4968e-05\n", " 122\t8.7808e-04\t8.7808e-04\t3.1363e+00\t3.4716e-04\n", " 123\t4.6943e-03\t8.7808e-04\t1.6891e+01\t6.3989e-05\n", " 124\t8.6523e-04\t8.6523e-04\t3.1376e+00\t3.4179e-04\n", " 125\t4.6237e-03\t8.6523e-04\t1.6889e+01\t6.3040e-05\n", " 126\t8.5276e-04\t8.5276e-04\t3.1389e+00\t3.3659e-04\n", " 127\t4.5553e-03\t8.5276e-04\t1.6887e+01\t6.2119e-05\n", " 128\t8.4066e-04\t8.4066e-04\t3.1402e+00\t3.3154e-04\n", " 129\t4.4888e-03\t8.4066e-04\t1.6886e+01\t6.1224e-05\n", " 130\t8.2890e-04\t8.2890e-04\t3.1414e+00\t3.2664e-04\n", " 131\t4.4243e-03\t8.2890e-04\t1.6884e+01\t6.0356e-05\n", " 132\t8.1748e-04\t8.1748e-04\t3.1426e+00\t3.2189e-04\n", " 133\t4.3617e-03\t8.1748e-04\t1.6882e+01\t5.9513e-05\n", " 134\t8.0637e-04\t8.0637e-04\t3.1438e+00\t3.1728e-04\n", " 135\t4.3009e-03\t8.0637e-04\t1.6881e+01\t5.8693e-05\n", " 136\t7.9557e-04\t7.9557e-04\t3.1450e+00\t3.1280e-04\n", " 137\t4.2417e-03\t7.9557e-04\t1.6879e+01\t5.7896e-05\n", " 138\t7.8507e-04\t7.8507e-04\t3.1461e+00\t3.0844e-04\n", " 139\t4.1842e-03\t7.8507e-04\t1.6878e+01\t5.7121e-05\n", " 140\t7.7484e-04\t7.7484e-04\t3.1473e+00\t3.0421e-04\n", " 141\t4.1282e-03\t7.7484e-04\t1.6877e+01\t5.6367e-05\n", " 142\t7.6489e-04\t7.6489e-04\t3.1484e+00\t3.0009e-04\n", " 143\t4.0738e-03\t7.6489e-04\t1.6875e+01\t5.5633e-05\n", " 144\t7.5519e-04\t7.5519e-04\t3.1494e+00\t2.9608e-04\n", " 145\t4.0208e-03\t7.5519e-04\t1.6874e+01\t5.4918e-05\n", " 146\t7.4575e-04\t7.4575e-04\t3.1505e+00\t2.9218e-04\n", " 147\t3.9692e-03\t7.4575e-04\t1.6872e+01\t5.4221e-05\n", " 148\t7.3654e-04\t7.3654e-04\t3.1516e+00\t2.8839e-04\n", " 149\t3.9189e-03\t7.3654e-04\t1.6871e+01\t5.3543e-05\n", " 150\t7.2756e-04\t7.2756e-04\t3.1526e+00\t2.8469e-04\n", " 151\t3.8698e-03\t7.2756e-04\t1.6870e+01\t5.2881e-05\n", " 152\t7.1881e-04\t7.1881e-04\t3.1536e+00\t2.8108e-04\n", " 153\t3.8221e-03\t7.1881e-04\t1.6868e+01\t5.2236e-05\n", " 154\t7.1027e-04\t7.1027e-04\t3.1546e+00\t2.7757e-04\n", " 155\t3.7755e-03\t7.1027e-04\t1.6867e+01\t5.1607e-05\n", " 156\t7.0193e-04\t7.0193e-04\t3.1555e+00\t2.7414e-04\n", " 157\t3.7300e-03\t7.0193e-04\t1.6866e+01\t5.0993e-05\n", " 158\t6.9379e-04\t6.9379e-04\t3.1565e+00\t2.7080e-04\n", " 159\t3.6856e-03\t6.9379e-04\t1.6865e+01\t5.0394e-05\n", " 160\t6.8585e-04\t6.8585e-04\t3.1574e+00\t2.6754e-04\n", " 161\t3.6423e-03\t6.8585e-04\t1.6864e+01\t4.9809e-05\n", " 162\t6.7808e-04\t6.7808e-04\t3.1584e+00\t2.6436e-04\n", " 163\t3.6001e-03\t6.7808e-04\t1.6862e+01\t4.9237e-05\n", " 164\t6.7050e-04\t6.7050e-04\t3.1593e+00\t2.6125e-04\n", " 165\t3.5588e-03\t6.7050e-04\t1.6861e+01\t4.8679e-05\n", " 166\t6.6309e-04\t6.6309e-04\t3.1602e+00\t2.5821e-04\n", " 167\t3.5184e-03\t6.6309e-04\t1.6860e+01\t4.8134e-05\n", " 168\t6.5584e-04\t6.5584e-04\t3.1610e+00\t2.5525e-04\n", " 169\t3.4790e-03\t6.5584e-04\t1.6859e+01\t4.7601e-05\n", " 170\t6.4876e-04\t6.4876e-04\t3.1619e+00\t2.5236e-04\n", " 171\t3.4405e-03\t6.4876e-04\t1.6858e+01\t4.7079e-05\n", " 172\t6.4183e-04\t6.4183e-04\t3.1627e+00\t2.4953e-04\n", " 173\t3.4028e-03\t6.4183e-04\t1.6857e+01\t4.6570e-05\n", " 174\t6.3505e-04\t6.3505e-04\t3.1636e+00\t2.4676e-04\n", " 175\t3.3659e-03\t6.3505e-04\t1.6856e+01\t4.6071e-05\n", " 176\t6.2841e-04\t6.2841e-04\t3.1644e+00\t2.4405e-04\n", " 177\t3.3299e-03\t6.2841e-04\t1.6855e+01\t4.5583e-05\n", " 178\t6.2192e-04\t6.2192e-04\t3.1652e+00\t2.4141e-04\n", " 179\t3.2946e-03\t6.2192e-04\t1.6854e+01\t4.5106e-05\n", " 180\t6.1556e-04\t6.1556e-04\t3.1660e+00\t2.3882e-04\n", " 181\t3.2601e-03\t6.1556e-04\t1.6853e+01\t4.4638e-05\n", " 182\t6.0933e-04\t6.0933e-04\t3.1668e+00\t2.3628e-04\n", " 183\t3.2263e-03\t6.0933e-04\t1.6852e+01\t4.4181e-05\n", " 184\t6.0323e-04\t6.0323e-04\t3.1676e+00\t2.3380e-04\n", " 185\t3.1932e-03\t6.0323e-04\t1.6851e+01\t4.3732e-05\n", " 186\t5.9726e-04\t5.9726e-04\t3.1684e+00\t2.3138e-04\n", " 187\t3.1608e-03\t5.9726e-04\t1.6850e+01\t4.3293e-05\n", " 188\t5.9140e-04\t5.9140e-04\t3.1691e+00\t2.2900e-04\n", " 189\t3.1290e-03\t5.9140e-04\t1.6849e+01\t4.2863e-05\n", " 190\t5.8566e-04\t5.8566e-04\t3.1699e+00\t2.2667e-04\n", " 191\t3.0979e-03\t5.8566e-04\t1.6848e+01\t4.2442e-05\n", " 192\t5.8004e-04\t5.8004e-04\t3.1706e+00\t2.2439e-04\n", " 193\t3.0674e-03\t5.8004e-04\t1.6847e+01\t4.2029e-05\n", " 194\t5.7452e-04\t5.7452e-04\t3.1713e+00\t2.2215e-04\n", " 195\t3.0376e-03\t5.7452e-04\t1.6846e+01\t4.1624e-05\n", " 196\t5.6911e-04\t5.6911e-04\t3.1720e+00\t2.1996e-04\n", " 197\t3.0083e-03\t5.6911e-04\t1.6845e+01\t4.1226e-05\n", " 198\t5.6380e-04\t5.6380e-04\t3.1727e+00\t2.1782e-04\n", " 199\t2.9795e-03\t5.6380e-04\t1.6845e+01\t4.0837e-05\n", " 200\t5.5860e-04\t5.5860e-04\t3.1734e+00\t2.1571e-04\n", " 201\t2.9513e-03\t5.5860e-04\t1.6844e+01\t4.0455e-05\n", " 202\t5.5349e-04\t5.5349e-04\t3.1741e+00\t2.1364e-04\n", " 203\t2.9237e-03\t5.5349e-04\t1.6843e+01\t4.0080e-05\n", " 204\t5.4847e-04\t5.4847e-04\t3.1748e+00\t2.1162e-04\n", " 205\t2.8966e-03\t5.4847e-04\t1.6842e+01\t3.9712e-05\n", " 206\t5.4355e-04\t5.4355e-04\t3.1754e+00\t2.0963e-04\n", " 207\t2.8700e-03\t5.4355e-04\t1.6841e+01\t3.9351e-05\n", " 208\t5.3872e-04\t5.3872e-04\t3.1761e+00\t2.0768e-04\n", " 209\t2.8438e-03\t5.3872e-04\t1.6840e+01\t3.8996e-05\n", " 210\t5.3397e-04\t5.3397e-04\t3.1767e+00\t2.0577e-04\n", " 211\t2.8182e-03\t5.3397e-04\t1.6840e+01\t3.8648e-05\n", " 212\t5.2931e-04\t5.2931e-04\t3.1774e+00\t2.0389e-04\n", " 213\t2.7930e-03\t5.2931e-04\t1.6839e+01\t3.8306e-05\n", " 214\t5.2473e-04\t5.2473e-04\t3.1780e+00\t2.0205e-04\n", " 215\t2.7683e-03\t5.2473e-04\t1.6838e+01\t3.7971e-05\n", " 216\t5.2023e-04\t5.2023e-04\t3.1786e+00\t2.0023e-04\n", " 217\t2.7440e-03\t5.2023e-04\t1.6837e+01\t3.7641e-05\n", " 218\t5.1581e-04\t5.1581e-04\t3.1793e+00\t1.9846e-04\n", " 219\t2.7201e-03\t5.1581e-04\t1.6837e+01\t3.7317e-05\n", " 220\t5.1147e-04\t5.1147e-04\t3.1799e+00\t1.9671e-04\n", " 221\t2.6967e-03\t5.1147e-04\t1.6836e+01\t3.6999e-05\n", " 222\t5.0720e-04\t5.0720e-04\t3.1805e+00\t1.9499e-04\n", " 223\t2.6736e-03\t5.0720e-04\t1.6835e+01\t3.6686e-05\n", " 224\t5.0300e-04\t5.0300e-04\t3.1811e+00\t1.9331e-04\n", " 225\t2.6510e-03\t5.0300e-04\t1.6834e+01\t3.6378e-05\n", " 226\t4.9887e-04\t4.9887e-04\t3.1816e+00\t1.9165e-04\n", " 227\t2.6287e-03\t4.9887e-04\t1.6834e+01\t3.6076e-05\n", " 228\t4.9481e-04\t4.9481e-04\t3.1822e+00\t1.9002e-04\n", " 229\t2.6068e-03\t4.9481e-04\t1.6833e+01\t3.5778e-05\n", " 230\t4.9082e-04\t4.9082e-04\t3.1828e+00\t1.8842e-04\n", " 231\t2.5853e-03\t4.9082e-04\t1.6832e+01\t3.5486e-05\n", " 232\t4.8689e-04\t4.8689e-04\t3.1834e+00\t1.8685e-04\n", " 233\t2.5642e-03\t4.8689e-04\t1.6832e+01\t3.5198e-05\n", " 234\t4.8303e-04\t4.8303e-04\t3.1839e+00\t1.8530e-04\n", " 235\t2.5434e-03\t4.8303e-04\t1.6831e+01\t3.4916e-05\n", " 236\t4.7923e-04\t4.7923e-04\t3.1845e+00\t1.8378e-04\n", " 237\t2.5229e-03\t4.7923e-04\t1.6830e+01\t3.4637e-05\n", " 238\t4.7549e-04\t4.7549e-04\t3.1850e+00\t1.8228e-04\n", " 239\t2.5027e-03\t4.7549e-04\t1.6830e+01\t3.4363e-05\n", " 240\t4.7181e-04\t4.7181e-04\t3.1856e+00\t1.8081e-04\n", " 241\t2.4829e-03\t4.7181e-04\t1.6829e+01\t3.4094e-05\n", " 242\t4.6818e-04\t4.6818e-04\t3.1861e+00\t1.7936e-04\n", " 243\t2.4634e-03\t4.6818e-04\t1.6828e+01\t3.3829e-05\n", " 244\t4.6461e-04\t4.6461e-04\t3.1866e+00\t1.7793e-04\n", " 245\t2.4442e-03\t4.6461e-04\t1.6828e+01\t3.3568e-05\n", " 246\t4.6110e-04\t4.6110e-04\t3.1871e+00\t1.7653e-04\n", " 247\t2.4253e-03\t4.6110e-04\t1.6827e+01\t3.3311e-05\n", " 248\t4.5764e-04\t4.5764e-04\t3.1877e+00\t1.7515e-04\n", " 249\t2.4067e-03\t4.5764e-04\t1.6826e+01\t3.3058e-05\n", " 250\t4.5424e-04\t4.5424e-04\t3.1882e+00\t1.7379e-04\n", " 251\t2.3884e-03\t4.5424e-04\t1.6826e+01\t3.2809e-05\n", " 252\t4.5088e-04\t4.5088e-04\t3.1887e+00\t1.7245e-04\n", " 253\t2.3704e-03\t4.5088e-04\t1.6825e+01\t3.2563e-05\n", " 254\t4.4758e-04\t4.4758e-04\t3.1892e+00\t1.7113e-04\n", " 255\t2.3526e-03\t4.4758e-04\t1.6825e+01\t3.2322e-05\n", " 256\t4.4432e-04\t4.4432e-04\t3.1897e+00\t1.6984e-04\n", " 257\t2.3351e-03\t4.4432e-04\t1.6824e+01\t3.2084e-05\n", " 258\t4.4112e-04\t4.4112e-04\t3.1902e+00\t1.6856e-04\n", " 259\t2.3179e-03\t4.4112e-04\t1.6823e+01\t3.1849e-05\n", " 260\t4.3796e-04\t4.3796e-04\t3.1906e+00\t1.6730e-04\n", " 261\t2.3009e-03\t4.3796e-04\t1.6823e+01\t3.1618e-05\n", " 262\t4.3484e-04\t4.3484e-04\t3.1911e+00\t1.6606e-04\n", " 263\t2.2842e-03\t4.3484e-04\t1.6822e+01\t3.1390e-05\n", " 264\t4.3177e-04\t4.3177e-04\t3.1916e+00\t1.6484e-04\n", " 265\t2.2677e-03\t4.3177e-04\t1.6822e+01\t3.1166e-05\n", " 266\t4.2874e-04\t4.2874e-04\t3.1921e+00\t1.6364e-04\n", " 267\t2.2515e-03\t4.2874e-04\t1.6821e+01\t3.0945e-05\n", " 268\t4.2576e-04\t4.2576e-04\t3.1925e+00\t1.6245e-04\n", " 269\t2.2355e-03\t4.2576e-04\t1.6821e+01\t3.0727e-05\n", " 270\t4.2282e-04\t4.2282e-04\t3.1930e+00\t1.6128e-04\n", " 271\t2.2197e-03\t4.2282e-04\t1.6820e+01\t3.0512e-05\n", " 272\t4.1992e-04\t4.1992e-04\t3.1934e+00\t1.6013e-04\n", " 273\t2.2041e-03\t4.1992e-04\t1.6819e+01\t3.0300e-05\n", " 274\t4.1706e-04\t4.1706e-04\t3.1939e+00\t1.5900e-04\n", " 275\t2.1888e-03\t4.1706e-04\t1.6819e+01\t3.0091e-05\n", " 276\t4.1424e-04\t4.1424e-04\t3.1943e+00\t1.5788e-04\n", " 277\t2.1737e-03\t4.1424e-04\t1.6818e+01\t2.9885e-05\n", " 278\t4.1146e-04\t4.1146e-04\t3.1948e+00\t1.5677e-04\n", " 279\t2.1588e-03\t4.1146e-04\t1.6818e+01\t2.9682e-05\n", " 280\t4.0872e-04\t4.0872e-04\t3.1952e+00\t1.5568e-04\n", " 281\t2.1441e-03\t4.0872e-04\t1.6817e+01\t2.9482e-05\n", " 282\t4.0601e-04\t4.0601e-04\t3.1957e+00\t1.5461e-04\n", " 283\t2.1296e-03\t4.0601e-04\t1.6817e+01\t2.9284e-05\n", " 284\t4.0334e-04\t4.0334e-04\t3.1961e+00\t1.5355e-04\n", " 285\t2.1153e-03\t4.0334e-04\t1.6816e+01\t2.9089e-05\n", " 286\t4.0070e-04\t4.0070e-04\t3.1965e+00\t1.5251e-04\n", " 287\t2.1011e-03\t4.0070e-04\t1.6816e+01\t2.8897e-05\n", " 288\t3.9810e-04\t3.9810e-04\t3.1969e+00\t1.5148e-04\n", " 289\t2.0872e-03\t3.9810e-04\t1.6815e+01\t2.8707e-05\n", " 290\t3.9554e-04\t3.9554e-04\t3.1973e+00\t1.5047e-04\n", " 291\t2.0735e-03\t3.9554e-04\t1.6815e+01\t2.8520e-05\n", " 292\t3.9301e-04\t3.9301e-04\t3.1978e+00\t1.4946e-04\n", " 293\t2.0599e-03\t3.9301e-04\t1.6814e+01\t2.8335e-05\n", " 294\t3.9051e-04\t3.9051e-04\t3.1982e+00\t1.4848e-04\n", " 295\t2.0466e-03\t3.9051e-04\t1.6814e+01\t2.8152e-05\n", " 296\t3.8804e-04\t3.8804e-04\t3.1986e+00\t1.4750e-04\n", " 297\t2.0333e-03\t3.8804e-04\t1.6813e+01\t2.7972e-05\n", " 298\t3.8560e-04\t3.8560e-04\t3.1990e+00\t1.4654e-04\n", " 299\t2.0203e-03\t3.8560e-04\t1.6813e+01\t2.7795e-05\n", " 300\t3.8320e-04\t3.8320e-04\t3.1994e+00\t1.4559e-04\n", " 301\t2.0075e-03\t3.8320e-04\t1.6812e+01\t2.7619e-05\n", " 302\t3.8082e-04\t3.8082e-04\t3.1998e+00\t1.4465e-04\n", " 303\t1.9948e-03\t3.8082e-04\t1.6812e+01\t2.7446e-05\n", " 304\t3.7848e-04\t3.7848e-04\t3.2001e+00\t1.4372e-04\n", " 305\t1.9822e-03\t3.7848e-04\t1.6811e+01\t2.7275e-05\n", " 306\t3.7616e-04\t3.7616e-04\t3.2005e+00\t1.4281e-04\n", " 307\t1.9698e-03\t3.7616e-04\t1.6811e+01\t2.7106e-05\n", " 308\t3.7388e-04\t3.7388e-04\t3.2009e+00\t1.4191e-04\n", " 309\t1.9576e-03\t3.7388e-04\t1.6811e+01\t2.6939e-05\n", " 310\t3.7162e-04\t3.7162e-04\t3.2013e+00\t1.4102e-04\n", " 311\t1.9455e-03\t3.7162e-04\t1.6810e+01\t2.6775e-05\n", " 312\t3.6939e-04\t3.6939e-04\t3.2017e+00\t1.4014e-04\n", " 313\t1.9336e-03\t3.6939e-04\t1.6810e+01\t2.6612e-05\n", " 314\t3.6718e-04\t3.6718e-04\t3.2020e+00\t1.3927e-04\n", " 315\t1.9218e-03\t3.6718e-04\t1.6809e+01\t2.6451e-05\n", " 316\t3.6501e-04\t3.6501e-04\t3.2024e+00\t1.3841e-04\n", " 317\t1.9102e-03\t3.6501e-04\t1.6809e+01\t2.6293e-05\n", " 318\t3.6286e-04\t3.6286e-04\t3.2028e+00\t1.3756e-04\n", " 319\t1.8987e-03\t3.6286e-04\t1.6808e+01\t2.6136e-05\n", " 320\t3.6073e-04\t3.6073e-04\t3.2031e+00\t1.3673e-04\n", " 321\t1.8874e-03\t3.6073e-04\t1.6808e+01\t2.5981e-05\n", " 322\t3.5863e-04\t3.5863e-04\t3.2035e+00\t1.3590e-04\n", " 323\t1.8762e-03\t3.5863e-04\t1.6807e+01\t2.5828e-05\n", " 324\t3.5656e-04\t3.5656e-04\t3.2039e+00\t1.3508e-04\n", " 325\t1.8651e-03\t3.5656e-04\t1.6807e+01\t2.5677e-05\n", " 326\t3.5450e-04\t3.5450e-04\t3.2042e+00\t1.3428e-04\n", " 327\t1.8541e-03\t3.5450e-04\t1.6807e+01\t2.5527e-05\n", " 328\t3.5248e-04\t3.5248e-04\t3.2046e+00\t1.3348e-04\n", " 329\t1.8433e-03\t3.5248e-04\t1.6806e+01\t2.5379e-05\n", " 330\t3.5047e-04\t3.5047e-04\t3.2049e+00\t1.3269e-04\n", " 331\t1.8326e-03\t3.5047e-04\t1.6806e+01\t2.5233e-05\n", " 332\t3.4849e-04\t3.4849e-04\t3.2053e+00\t1.3192e-04\n", " 333\t1.8220e-03\t3.4849e-04\t1.6805e+01\t2.5089e-05\n", " 334\t3.4653e-04\t3.4653e-04\t3.2056e+00\t1.3115e-04\n", " 335\t1.8116e-03\t3.4653e-04\t1.6805e+01\t2.4947e-05\n", " 336\t3.4460e-04\t3.4460e-04\t3.2059e+00\t1.3039e-04\n", " 337\t1.8013e-03\t3.4460e-04\t1.6805e+01\t2.4806e-05\n", " 338\t3.4268e-04\t3.4268e-04\t3.2063e+00\t1.2963e-04\n", " 339\t1.7911e-03\t3.4268e-04\t1.6804e+01\t2.4666e-05\n", " 340\t3.4079e-04\t3.4079e-04\t3.2066e+00\t1.2889e-04\n", " 341\t1.7810e-03\t3.4079e-04\t1.6804e+01\t2.4528e-05\n", " 342\t3.3892e-04\t3.3892e-04\t3.2069e+00\t1.2816e-04\n", " 343\t1.7710e-03\t3.3892e-04\t1.6803e+01\t2.4392e-05\n", " 344\t3.3707e-04\t3.3707e-04\t3.2073e+00\t1.2743e-04\n", " 345\t1.7611e-03\t3.3707e-04\t1.6803e+01\t2.4257e-05\n", " 346\t3.3524e-04\t3.3524e-04\t3.2076e+00\t1.2671e-04\n", " 347\t1.7514e-03\t3.3524e-04\t1.6803e+01\t2.4124e-05\n", " 348\t3.3343e-04\t3.3343e-04\t3.2079e+00\t1.2600e-04\n", " 349\t1.7417e-03\t3.3343e-04\t1.6802e+01\t2.3992e-05\n", " 350\t3.3164e-04\t3.3164e-04\t3.2082e+00\t1.2530e-04\n", " 351\t1.7322e-03\t3.3164e-04\t1.6802e+01\t2.3862e-05\n", " 352\t3.2987e-04\t3.2987e-04\t3.2085e+00\t1.2461e-04\n", " 353\t1.7228e-03\t3.2987e-04\t1.6802e+01\t2.3733e-05\n", " 354\t3.2812e-04\t3.2812e-04\t3.2089e+00\t1.2392e-04\n", " 355\t1.7134e-03\t3.2812e-04\t1.6801e+01\t2.3606e-05\n", " 356\t3.2638e-04\t3.2638e-04\t3.2092e+00\t1.2324e-04\n", " 357\t1.7042e-03\t3.2638e-04\t1.6801e+01\t2.3480e-05\n", " 358\t3.2467e-04\t3.2467e-04\t3.2095e+00\t1.2257e-04\n", " 359\t1.6951e-03\t3.2467e-04\t1.6800e+01\t2.3355e-05\n", " 360\t3.2297e-04\t3.2297e-04\t3.2098e+00\t1.2191e-04\n", " 361\t1.6861e-03\t3.2297e-04\t1.6800e+01\t2.3231e-05\n", " 362\t3.2130e-04\t3.2130e-04\t3.2101e+00\t1.2125e-04\n", " 363\t1.6771e-03\t3.2130e-04\t1.6800e+01\t2.3109e-05\n", " 364\t3.1964e-04\t3.1964e-04\t3.2104e+00\t1.2060e-04\n", " 365\t1.6683e-03\t3.1964e-04\t1.6799e+01\t2.2989e-05\n", " 366\t3.1799e-04\t3.1799e-04\t3.2107e+00\t1.1996e-04\n", " 367\t1.6596e-03\t3.1799e-04\t1.6799e+01\t2.2869e-05\n", " 368\t3.1637e-04\t3.1637e-04\t3.2110e+00\t1.1933e-04\n", " 369\t1.6509e-03\t3.1637e-04\t1.6799e+01\t2.2751e-05\n", " 370\t3.1476e-04\t3.1476e-04\t3.2113e+00\t1.1870e-04\n", " 371\t1.6423e-03\t3.1476e-04\t1.6798e+01\t2.2634e-05\n", " 372\t3.1316e-04\t3.1316e-04\t3.2116e+00\t1.1807e-04\n", " 373\t1.6339e-03\t3.1316e-04\t1.6798e+01\t2.2518e-05\n", " 374\t3.1159e-04\t3.1159e-04\t3.2119e+00\t1.1746e-04\n", " 375\t1.6255e-03\t3.1159e-04\t1.6798e+01\t2.2403e-05\n", " 376\t3.1003e-04\t3.1003e-04\t3.2122e+00\t1.1685e-04\n", " 377\t1.6172e-03\t3.1003e-04\t1.6797e+01\t2.2290e-05\n", " 378\t3.0848e-04\t3.0848e-04\t3.2125e+00\t1.1625e-04\n", " 379\t1.6090e-03\t3.0848e-04\t1.6797e+01\t2.2177e-05\n", " 380\t3.0695e-04\t3.0695e-04\t3.2127e+00\t1.1565e-04\n", " 381\t1.6008e-03\t3.0695e-04\t1.6797e+01\t2.2066e-05\n", " 382\t3.0544e-04\t3.0544e-04\t3.2130e+00\t1.1506e-04\n", " 383\t1.5928e-03\t3.0544e-04\t1.6796e+01\t2.1956e-05\n", " 384\t3.0394e-04\t3.0394e-04\t3.2133e+00\t1.1448e-04\n", " 385\t1.5848e-03\t3.0394e-04\t1.6796e+01\t2.1847e-05\n", " 386\t3.0246e-04\t3.0246e-04\t3.2136e+00\t1.1390e-04\n", " 387\t1.5770e-03\t3.0246e-04\t1.6796e+01\t2.1740e-05\n", " 388\t3.0099e-04\t3.0099e-04\t3.2139e+00\t1.1332e-04\n", " 389\t1.5691e-03\t3.0099e-04\t1.6795e+01\t2.1633e-05\n", " 390\t2.9954e-04\t2.9954e-04\t3.2141e+00\t1.1276e-04\n", " 391\t1.5614e-03\t2.9954e-04\t1.6795e+01\t2.1527e-05\n", " 392\t2.9810e-04\t2.9810e-04\t3.2144e+00\t1.1220e-04\n", " 393\t1.5538e-03\t2.9810e-04\t1.6795e+01\t2.1422e-05\n", " 394\t2.9667e-04\t2.9667e-04\t3.2147e+00\t1.1164e-04\n", " 395\t1.5462e-03\t2.9667e-04\t1.6794e+01\t2.1319e-05\n", " 396\t2.9526e-04\t2.9526e-04\t3.2150e+00\t1.1109e-04\n", " 397\t1.5387e-03\t2.9526e-04\t1.6794e+01\t2.1216e-05\n", " 398\t2.9386e-04\t2.9386e-04\t3.2152e+00\t1.1055e-04\n", " 399\t1.5313e-03\t2.9386e-04\t1.6794e+01\t2.1114e-05\n", " 400\t2.9247e-04\t2.9247e-04\t3.2155e+00\t1.1001e-04\n", " 401\t1.5239e-03\t2.9247e-04\t1.6793e+01\t2.1014e-05\n", " 402\t2.9110e-04\t2.9110e-04\t3.2158e+00\t1.0947e-04\n", " 403\t1.5166e-03\t2.9110e-04\t1.6793e+01\t2.0914e-05\n", " 404\t2.8974e-04\t2.8974e-04\t3.2160e+00\t1.0894e-04\n", " 405\t1.5094e-03\t2.8974e-04\t1.6793e+01\t2.0815e-05\n", " 406\t2.8839e-04\t2.8839e-04\t3.2163e+00\t1.0842e-04\n", " 407\t1.5023e-03\t2.8839e-04\t1.6793e+01\t2.0718e-05\n", " 408\t2.8706e-04\t2.8706e-04\t3.2165e+00\t1.0790e-04\n", " 409\t1.4952e-03\t2.8706e-04\t1.6792e+01\t2.0621e-05\n", " 410\t2.8574e-04\t2.8574e-04\t3.2168e+00\t1.0739e-04\n", " 411\t1.4882e-03\t2.8574e-04\t1.6792e+01\t2.0525e-05\n", " 412\t2.8443e-04\t2.8443e-04\t3.2170e+00\t1.0688e-04\n", " 413\t1.4812e-03\t2.8443e-04\t1.6792e+01\t2.0430e-05\n", " 414\t2.8313e-04\t2.8313e-04\t3.2173e+00\t1.0637e-04\n", " 415\t1.4743e-03\t2.8313e-04\t1.6791e+01\t2.0335e-05\n", " 416\t2.8185e-04\t2.8185e-04\t3.2176e+00\t1.0587e-04\n", " 417\t1.4675e-03\t2.8185e-04\t1.6791e+01\t2.0242e-05\n", " 418\t2.8058e-04\t2.8058e-04\t3.2178e+00\t1.0538e-04\n", " 419\t1.4608e-03\t2.8058e-04\t1.6791e+01\t2.0150e-05\n", " 420\t2.7931e-04\t2.7931e-04\t3.2181e+00\t1.0489e-04\n", " 421\t1.4541e-03\t2.7931e-04\t1.6790e+01\t2.0058e-05\n", " 422\t2.7806e-04\t2.7806e-04\t3.2183e+00\t1.0440e-04\n", " 423\t1.4475e-03\t2.7806e-04\t1.6790e+01\t1.9967e-05\n", " 424\t2.7683e-04\t2.7683e-04\t3.2185e+00\t1.0392e-04\n", " 425\t1.4409e-03\t2.7683e-04\t1.6790e+01\t1.9877e-05\n", " 426\t2.7560e-04\t2.7560e-04\t3.2188e+00\t1.0345e-04\n", " 427\t1.4344e-03\t2.7560e-04\t1.6790e+01\t1.9788e-05\n", " 428\t2.7438e-04\t2.7438e-04\t3.2190e+00\t1.0297e-04\n", " 429\t1.4279e-03\t2.7438e-04\t1.6789e+01\t1.9700e-05\n", " 430\t2.7318e-04\t2.7318e-04\t3.2193e+00\t1.0251e-04\n", " 431\t1.4216e-03\t2.7318e-04\t1.6789e+01\t1.9613e-05\n", " 432\t2.7198e-04\t2.7198e-04\t3.2195e+00\t1.0204e-04\n", " 433\t1.4152e-03\t2.7198e-04\t1.6789e+01\t1.9526e-05\n", " 434\t2.7080e-04\t2.7080e-04\t3.2197e+00\t1.0158e-04\n", " 435\t1.4089e-03\t2.7080e-04\t1.6789e+01\t1.9440e-05\n", " 436\t2.6962e-04\t2.6962e-04\t3.2200e+00\t1.0113e-04\n", " 437\t1.4027e-03\t2.6962e-04\t1.6788e+01\t1.9355e-05\n", " 438\t2.6846e-04\t2.6846e-04\t3.2202e+00\t1.0068e-04\n", " 439\t1.3966e-03\t2.6846e-04\t1.6788e+01\t1.9270e-05\n", " 440\t2.6731e-04\t2.6731e-04\t3.2204e+00\t1.0023e-04\n", " 441\t1.3904e-03\t2.6731e-04\t1.6788e+01\t1.9187e-05\n", " 442\t2.6616e-04\t2.6616e-04\t3.2207e+00\t9.9788e-05\n", " 443\t1.3844e-03\t2.6616e-04\t1.6787e+01\t1.9104e-05\n", " 444\t2.6503e-04\t2.6503e-04\t3.2209e+00\t9.9349e-05\n", " 445\t1.3784e-03\t2.6503e-04\t1.6787e+01\t1.9021e-05\n", " 446\t2.6390e-04\t2.6390e-04\t3.2211e+00\t9.8913e-05\n", " 447\t1.3724e-03\t2.6390e-04\t1.6787e+01\t1.8940e-05\n", " 448\t2.6279e-04\t2.6279e-04\t3.2214e+00\t9.8482e-05\n", " 449\t1.3665e-03\t2.6279e-04\t1.6787e+01\t1.8859e-05\n", " 450\t2.6169e-04\t2.6169e-04\t3.2216e+00\t9.8054e-05\n", " 451\t1.3607e-03\t2.6169e-04\t1.6786e+01\t1.8779e-05\n", " 452\t2.6059e-04\t2.6059e-04\t3.2218e+00\t9.7630e-05\n", " 453\t1.3549e-03\t2.6059e-04\t1.6786e+01\t1.8699e-05\n", " 454\t2.5950e-04\t2.5950e-04\t3.2220e+00\t9.7210e-05\n", " 455\t1.3491e-03\t2.5950e-04\t1.6786e+01\t1.8621e-05\n", " 456\t2.5843e-04\t2.5843e-04\t3.2223e+00\t9.6793e-05\n", " 457\t1.3434e-03\t2.5843e-04\t1.6786e+01\t1.8543e-05\n", " 458\t2.5736e-04\t2.5736e-04\t3.2225e+00\t9.6380e-05\n", " 459\t1.3378e-03\t2.5736e-04\t1.6785e+01\t1.8465e-05\n", " 460\t2.5630e-04\t2.5630e-04\t3.2227e+00\t9.5971e-05\n", " 461\t1.3322e-03\t2.5630e-04\t1.6785e+01\t1.8388e-05\n", " 462\t2.5525e-04\t2.5525e-04\t3.2229e+00\t9.5564e-05\n", " 463\t1.3266e-03\t2.5525e-04\t1.6785e+01\t1.8312e-05\n", " 464\t2.5421e-04\t2.5421e-04\t3.2231e+00\t9.5162e-05\n", " 465\t1.3211e-03\t2.5421e-04\t1.6785e+01\t1.8237e-05\n", " 466\t2.5318e-04\t2.5318e-04\t3.2233e+00\t9.4763e-05\n", " 467\t1.3157e-03\t2.5318e-04\t1.6784e+01\t1.8162e-05\n", " 468\t2.5215e-04\t2.5215e-04\t3.2236e+00\t9.4367e-05\n", " 469\t1.3102e-03\t2.5215e-04\t1.6784e+01\t1.8088e-05\n", " 470\t2.5114e-04\t2.5114e-04\t3.2238e+00\t9.3974e-05\n", " 471\t1.3049e-03\t2.5114e-04\t1.6784e+01\t1.8014e-05\n", " 472\t2.5013e-04\t2.5013e-04\t3.2240e+00\t9.3585e-05\n", " 473\t1.2995e-03\t2.5013e-04\t1.6784e+01\t1.7941e-05\n", " 474\t2.4913e-04\t2.4913e-04\t3.2242e+00\t9.3199e-05\n", " 475\t1.2943e-03\t2.4913e-04\t1.6783e+01\t1.7868e-05\n", " 476\t2.4814e-04\t2.4814e-04\t3.2244e+00\t9.2816e-05\n", " 477\t1.2890e-03\t2.4814e-04\t1.6783e+01\t1.7797e-05\n", " 478\t2.4715e-04\t2.4715e-04\t3.2246e+00\t9.2436e-05\n", " 479\t1.2838e-03\t2.4715e-04\t1.6783e+01\t1.7725e-05\n", " 480\t2.4618e-04\t2.4618e-04\t3.2248e+00\t9.2060e-05\n", " 481\t1.2787e-03\t2.4618e-04\t1.6783e+01\t1.7655e-05\n", " 482\t2.4521e-04\t2.4521e-04\t3.2250e+00\t9.1686e-05\n", " 483\t1.2735e-03\t2.4521e-04\t1.6782e+01\t1.7584e-05\n", " 484\t2.4425e-04\t2.4425e-04\t3.2252e+00\t9.1316e-05\n", " 485\t1.2685e-03\t2.4425e-04\t1.6782e+01\t1.7515e-05\n", " 486\t2.4330e-04\t2.4330e-04\t3.2254e+00\t9.0948e-05\n", " 487\t1.2634e-03\t2.4330e-04\t1.6782e+01\t1.7446e-05\n", " 488\t2.4235e-04\t2.4235e-04\t3.2256e+00\t9.0584e-05\n", " 489\t1.2584e-03\t2.4235e-04\t1.6782e+01\t1.7377e-05\n", " 490\t2.4142e-04\t2.4142e-04\t3.2258e+00\t9.0222e-05\n", " 491\t1.2535e-03\t2.4142e-04\t1.6782e+01\t1.7309e-05\n", " 492\t2.4049e-04\t2.4049e-04\t3.2260e+00\t8.9863e-05\n", " 493\t1.2486e-03\t2.4049e-04\t1.6781e+01\t1.7242e-05\n", " 494\t2.3956e-04\t2.3956e-04\t3.2262e+00\t8.9507e-05\n", " 495\t1.2437e-03\t2.3956e-04\t1.6781e+01\t1.7175e-05\n", " 496\t2.3865e-04\t2.3865e-04\t3.2264e+00\t8.9154e-05\n", " 497\t1.2389e-03\t2.3865e-04\t1.6781e+01\t1.7109e-05\n", " 498\t2.3774e-04\t2.3774e-04\t3.2266e+00\t8.8804e-05\n", " 499\t1.2341e-03\t2.3774e-04\t1.6781e+01\t1.7043e-05\n", " 500\t2.3684e-04\t2.3684e-04\t3.2268e+00\t8.8457e-05\n", " 501\t1.2293e-03\t2.3684e-04\t1.6780e+01\t1.6978e-05\n", " 502\t2.3594e-04\t2.3594e-04\t3.2270e+00\t8.8112e-05\n", " 503\t1.2246e-03\t2.3594e-04\t1.6780e+01\t1.6913e-05\n", " 504\t2.3505e-04\t2.3505e-04\t3.2272e+00\t8.7770e-05\n", " 505\t1.2199e-03\t2.3505e-04\t1.6780e+01\t1.6849e-05\n", " 506\t2.3417e-04\t2.3417e-04\t3.2274e+00\t8.7430e-05\n", " 507\t1.2152e-03\t2.3417e-04\t1.6780e+01\t1.6785e-05\n", " 508\t2.3330e-04\t2.3330e-04\t3.2276e+00\t8.7094e-05\n", " 509\t1.2106e-03\t2.3330e-04\t1.6780e+01\t1.6721e-05\n", " 510\t2.3243e-04\t2.3243e-04\t3.2278e+00\t8.6759e-05\n", " 511\t1.2060e-03\t2.3243e-04\t1.6779e+01\t1.6659e-05\n", " 512\t2.3157e-04\t2.3157e-04\t3.2279e+00\t8.6428e-05\n", " 513\t1.2015e-03\t2.3157e-04\t1.6779e+01\t1.6596e-05\n", " 514\t2.3071e-04\t2.3071e-04\t3.2281e+00\t8.6099e-05\n", " 515\t1.1970e-03\t2.3071e-04\t1.6779e+01\t1.6534e-05\n", " 516\t2.2986e-04\t2.2986e-04\t3.2283e+00\t8.5772e-05\n", " 517\t1.1925e-03\t2.2986e-04\t1.6779e+01\t1.6473e-05\n", " 518\t2.2902e-04\t2.2902e-04\t3.2285e+00\t8.5448e-05\n", " 519\t1.1881e-03\t2.2902e-04\t1.6779e+01\t1.6412e-05\n", " 520\t2.2819e-04\t2.2819e-04\t3.2287e+00\t8.5126e-05\n", " 521\t1.1836e-03\t2.2819e-04\t1.6778e+01\t1.6351e-05\n", " 522\t2.2736e-04\t2.2736e-04\t3.2289e+00\t8.4807e-05\n", " 523\t1.1793e-03\t2.2736e-04\t1.6778e+01\t1.6291e-05\n", " 524\t2.2653e-04\t2.2653e-04\t3.2290e+00\t8.4490e-05\n", " 525\t1.1749e-03\t2.2653e-04\t1.6778e+01\t1.6232e-05\n", " 526\t2.2571e-04\t2.2571e-04\t3.2292e+00\t8.4176e-05\n", " 527\t1.1706e-03\t2.2571e-04\t1.6778e+01\t1.6172e-05\n", " 528\t2.2490e-04\t2.2490e-04\t3.2294e+00\t8.3864e-05\n", " 529\t1.1663e-03\t2.2490e-04\t1.6777e+01\t1.6114e-05\n", " 530\t2.2410e-04\t2.2410e-04\t3.2296e+00\t8.3554e-05\n", " 531\t1.1621e-03\t2.2410e-04\t1.6777e+01\t1.6055e-05\n", " 532\t2.2330e-04\t2.2330e-04\t3.2298e+00\t8.3247e-05\n", " 533\t1.1579e-03\t2.2330e-04\t1.6777e+01\t1.5997e-05\n", " 534\t2.2250e-04\t2.2250e-04\t3.2299e+00\t8.2942e-05\n", " 535\t1.1537e-03\t2.2250e-04\t1.6777e+01\t1.5940e-05\n", " 536\t2.2171e-04\t2.2171e-04\t3.2301e+00\t8.2639e-05\n", " 537\t1.1495e-03\t2.2171e-04\t1.6777e+01\t1.5883e-05\n", " 538\t2.2093e-04\t2.2093e-04\t3.2303e+00\t8.2338e-05\n", " 539\t1.1454e-03\t2.2093e-04\t1.6776e+01\t1.5826e-05\n", " 540\t2.2015e-04\t2.2015e-04\t3.2305e+00\t8.2039e-05\n", " 541\t1.1413e-03\t2.2015e-04\t1.6776e+01\t1.5770e-05\n", " 542\t2.1938e-04\t2.1938e-04\t3.2306e+00\t8.1743e-05\n", " 543\t1.1372e-03\t2.1938e-04\t1.6776e+01\t1.5714e-05\n", " 544\t2.1862e-04\t2.1862e-04\t3.2308e+00\t8.1449e-05\n", " 545\t1.1332e-03\t2.1862e-04\t1.6776e+01\t1.5659e-05\n", " 546\t2.1785e-04\t2.1785e-04\t3.2310e+00\t8.1157e-05\n", " 547\t1.1292e-03\t2.1785e-04\t1.6776e+01\t1.5604e-05\n", " 548\t2.1710e-04\t2.1710e-04\t3.2312e+00\t8.0867e-05\n", " 549\t1.1252e-03\t2.1710e-04\t1.6775e+01\t1.5549e-05\n", " 550\t2.1635e-04\t2.1635e-04\t3.2313e+00\t8.0579e-05\n", " 551\t1.1212e-03\t2.1635e-04\t1.6775e+01\t1.5495e-05\n", " 552\t2.1560e-04\t2.1560e-04\t3.2315e+00\t8.0293e-05\n", " 553\t1.1173e-03\t2.1560e-04\t1.6775e+01\t1.5441e-05\n", " 554\t2.1486e-04\t2.1486e-04\t3.2317e+00\t8.0009e-05\n", " 555\t1.1134e-03\t2.1486e-04\t1.6775e+01\t1.5387e-05\n", " 556\t2.1413e-04\t2.1413e-04\t3.2318e+00\t7.9727e-05\n", " 557\t1.1095e-03\t2.1413e-04\t1.6775e+01\t1.5334e-05\n", " 558\t2.1340e-04\t2.1340e-04\t3.2320e+00\t7.9447e-05\n", " 559\t1.1057e-03\t2.1340e-04\t1.6775e+01\t1.5281e-05\n", " 560\t2.1268e-04\t2.1268e-04\t3.2322e+00\t7.9169e-05\n", " 561\t1.1019e-03\t2.1268e-04\t1.6774e+01\t1.5229e-05\n", " 562\t2.1196e-04\t2.1196e-04\t3.2323e+00\t7.8893e-05\n", " 563\t1.0981e-03\t2.1196e-04\t1.6774e+01\t1.5177e-05\n", " 564\t2.1124e-04\t2.1124e-04\t3.2325e+00\t7.8619e-05\n", " 565\t1.0943e-03\t2.1124e-04\t1.6774e+01\t1.5125e-05\n", " 566\t2.1053e-04\t2.1053e-04\t3.2326e+00\t7.8347e-05\n", " 567\t1.0906e-03\t2.1053e-04\t1.6774e+01\t1.5074e-05\n", " 568\t2.0983e-04\t2.0983e-04\t3.2328e+00\t7.8077e-05\n", " 569\t1.0869e-03\t2.0983e-04\t1.6774e+01\t1.5023e-05\n", " 570\t2.0913e-04\t2.0913e-04\t3.2330e+00\t7.7809e-05\n", " 571\t1.0832e-03\t2.0913e-04\t1.6773e+01\t1.4972e-05\n", " 572\t2.0843e-04\t2.0843e-04\t3.2331e+00\t7.7542e-05\n", " 573\t1.0795e-03\t2.0843e-04\t1.6773e+01\t1.4922e-05\n", " 574\t2.0774e-04\t2.0774e-04\t3.2333e+00\t7.7278e-05\n", " 575\t1.0759e-03\t2.0774e-04\t1.6773e+01\t1.4872e-05\n", " 576\t2.0705e-04\t2.0705e-04\t3.2335e+00\t7.7015e-05\n", " 577\t1.0723e-03\t2.0705e-04\t1.6773e+01\t1.4822e-05\n", " 578\t2.0637e-04\t2.0637e-04\t3.2336e+00\t7.6754e-05\n", " 579\t1.0687e-03\t2.0637e-04\t1.6773e+01\t1.4773e-05\n", " 580\t2.0569e-04\t2.0569e-04\t3.2338e+00\t7.6494e-05\n", " 581\t1.0651e-03\t2.0569e-04\t1.6773e+01\t1.4724e-05\n", " 582\t2.0502e-04\t2.0502e-04\t3.2339e+00\t7.6237e-05\n", " 583\t1.0616e-03\t2.0502e-04\t1.6772e+01\t1.4676e-05\n", " 584\t2.0435e-04\t2.0435e-04\t3.2341e+00\t7.5981e-05\n", " 585\t1.0581e-03\t2.0435e-04\t1.6772e+01\t1.4627e-05\n", " 586\t2.0369e-04\t2.0369e-04\t3.2342e+00\t7.5727e-05\n", " 587\t1.0546e-03\t2.0369e-04\t1.6772e+01\t1.4579e-05\n", " 588\t2.0303e-04\t2.0303e-04\t3.2344e+00\t7.5475e-05\n", " 589\t1.0511e-03\t2.0303e-04\t1.6772e+01\t1.4532e-05\n", " 590\t2.0237e-04\t2.0237e-04\t3.2345e+00\t7.5224e-05\n", " 591\t1.0477e-03\t2.0237e-04\t1.6772e+01\t1.4484e-05\n", " 592\t2.0172e-04\t2.0172e-04\t3.2347e+00\t7.4975e-05\n", " 593\t1.0442e-03\t2.0172e-04\t1.6771e+01\t1.4437e-05\n", " 594\t2.0108e-04\t2.0108e-04\t3.2348e+00\t7.4727e-05\n", " 595\t1.0408e-03\t2.0108e-04\t1.6771e+01\t1.4390e-05\n", " 596\t2.0043e-04\t2.0043e-04\t3.2350e+00\t7.4482e-05\n", " 597\t1.0375e-03\t2.0043e-04\t1.6771e+01\t1.4344e-05\n", " 598\t1.9980e-04\t1.9980e-04\t3.2352e+00\t7.4238e-05\n", " 599\t1.0341e-03\t1.9980e-04\t1.6771e+01\t1.4298e-05\n", " 600\t1.9916e-04\t1.9916e-04\t3.2353e+00\t7.3995e-05\n", " 601\t1.0308e-03\t1.9916e-04\t1.6771e+01\t1.4252e-05\n", " 602\t1.9853e-04\t1.9853e-04\t3.2355e+00\t7.3754e-05\n", " 603\t1.0275e-03\t1.9853e-04\t1.6771e+01\t1.4207e-05\n", " 604\t1.9791e-04\t1.9791e-04\t3.2356e+00\t7.3515e-05\n", " 605\t1.0242e-03\t1.9791e-04\t1.6770e+01\t1.4161e-05\n", " 606\t1.9728e-04\t1.9728e-04\t3.2357e+00\t7.3277e-05\n", " 607\t1.0209e-03\t1.9728e-04\t1.6770e+01\t1.4116e-05\n", " 608\t1.9667e-04\t1.9667e-04\t3.2359e+00\t7.3041e-05\n", " 609\t1.0176e-03\t1.9667e-04\t1.6770e+01\t1.4072e-05\n", " 610\t1.9605e-04\t1.9605e-04\t3.2360e+00\t7.2806e-05\n", " 611\t1.0144e-03\t1.9605e-04\t1.6770e+01\t1.4027e-05\n", " 612\t1.9544e-04\t1.9544e-04\t3.2362e+00\t7.2573e-05\n", " 613\t1.0112e-03\t1.9544e-04\t1.6770e+01\t1.3983e-05\n", " 614\t1.9483e-04\t1.9483e-04\t3.2363e+00\t7.2341e-05\n", " 615\t1.0080e-03\t1.9483e-04\t1.6770e+01\t1.3939e-05\n", " 616\t1.9423e-04\t1.9423e-04\t3.2365e+00\t7.2111e-05\n", " 617\t1.0048e-03\t1.9423e-04\t1.6769e+01\t1.3896e-05\n", " 618\t1.9363e-04\t1.9363e-04\t3.2366e+00\t7.1882e-05\n", " 619\t1.0017e-03\t1.9363e-04\t1.6769e+01\t1.3853e-05\n", " 620\t1.9304e-04\t1.9304e-04\t3.2368e+00\t7.1655e-05\n", " 621\t9.9857e-04\t1.9304e-04\t1.6769e+01\t1.3810e-05\n", " 622\t1.9245e-04\t1.9245e-04\t3.2369e+00\t7.1429e-05\n", " 623\t9.9546e-04\t1.9245e-04\t1.6769e+01\t1.3767e-05\n", " 624\t1.9186e-04\t1.9186e-04\t3.2370e+00\t7.1205e-05\n", " 625\t9.9237e-04\t1.9186e-04\t1.6769e+01\t1.3724e-05\n", " 626\t1.9127e-04\t1.9127e-04\t3.2372e+00\t7.0981e-05\n", " 627\t9.8930e-04\t1.9127e-04\t1.6769e+01\t1.3682e-05\n", " 628\t1.9069e-04\t1.9069e-04\t3.2373e+00\t7.0760e-05\n", " 629\t9.8625e-04\t1.9069e-04\t1.6768e+01\t1.3640e-05\n", " 630\t1.9012e-04\t1.9012e-04\t3.2375e+00\t7.0540e-05\n", " 631\t9.8322e-04\t1.9012e-04\t1.6768e+01\t1.3599e-05\n", " 632\t1.8954e-04\t1.8954e-04\t3.2376e+00\t7.0321e-05\n", " 633\t9.8020e-04\t1.8954e-04\t1.6768e+01\t1.3557e-05\n", " 634\t1.8897e-04\t1.8897e-04\t3.2377e+00\t7.0103e-05\n", " 635\t9.7721e-04\t1.8897e-04\t1.6768e+01\t1.3516e-05\n", " 636\t1.8841e-04\t1.8841e-04\t3.2379e+00\t6.9887e-05\n", " 637\t9.7423e-04\t1.8841e-04\t1.6768e+01\t1.3475e-05\n", " 638\t1.8784e-04\t1.8784e-04\t3.2380e+00\t6.9672e-05\n", " 639\t9.7127e-04\t1.8784e-04\t1.6768e+01\t1.3434e-05\n", " 640\t1.8728e-04\t1.8728e-04\t3.2382e+00\t6.9459e-05\n", " 641\t9.6833e-04\t1.8728e-04\t1.6768e+01\t1.3394e-05\n", " 642\t1.8673e-04\t1.8673e-04\t3.2383e+00\t6.9247e-05\n", " 643\t9.6541e-04\t1.8673e-04\t1.6767e+01\t1.3354e-05\n", " 644\t1.8617e-04\t1.8617e-04\t3.2384e+00\t6.9036e-05\n", " 645\t9.6251e-04\t1.8617e-04\t1.6767e+01\t1.3314e-05\n", " 646\t1.8562e-04\t1.8562e-04\t3.2386e+00\t6.8826e-05\n", " 647\t9.5962e-04\t1.8562e-04\t1.6767e+01\t1.3274e-05\n", " 648\t1.8508e-04\t1.8508e-04\t3.2387e+00\t6.8618e-05\n", " 649\t9.5675e-04\t1.8508e-04\t1.6767e+01\t1.3235e-05\n", " 650\t1.8453e-04\t1.8453e-04\t3.2388e+00\t6.8411e-05\n", " 651\t9.5390e-04\t1.8453e-04\t1.6767e+01\t1.3196e-05\n", " 652\t1.8399e-04\t1.8399e-04\t3.2390e+00\t6.8205e-05\n", " 653\t9.5107e-04\t1.8399e-04\t1.6767e+01\t1.3157e-05\n", " 654\t1.8346e-04\t1.8346e-04\t3.2391e+00\t6.8000e-05\n", " 655\t9.4825e-04\t1.8346e-04\t1.6767e+01\t1.3118e-05\n", " 656\t1.8292e-04\t1.8292e-04\t3.2392e+00\t6.7797e-05\n", " 657\t9.4545e-04\t1.8292e-04\t1.6766e+01\t1.3079e-05\n", " 658\t1.8239e-04\t1.8239e-04\t3.2394e+00\t6.7595e-05\n", " 659\t9.4266e-04\t1.8239e-04\t1.6766e+01\t1.3041e-05\n", " 660\t1.8187e-04\t1.8187e-04\t3.2395e+00\t6.7394e-05\n", " 661\t9.3989e-04\t1.8187e-04\t1.6766e+01\t1.3003e-05\n", " 662\t1.8134e-04\t1.8134e-04\t3.2396e+00\t6.7194e-05\n", " 663\t9.3714e-04\t1.8134e-04\t1.6766e+01\t1.2965e-05\n", " 664\t1.8082e-04\t1.8082e-04\t3.2398e+00\t6.6996e-05\n", " 665\t9.3441e-04\t1.8082e-04\t1.6766e+01\t1.2927e-05\n", " 666\t1.8030e-04\t1.8030e-04\t3.2399e+00\t6.6798e-05\n", " 667\t9.3169e-04\t1.8030e-04\t1.6766e+01\t1.2890e-05\n", " 668\t1.7979e-04\t1.7979e-04\t3.2400e+00\t6.6602e-05\n", " 669\t9.2898e-04\t1.7979e-04\t1.6765e+01\t1.2853e-05\n", " 670\t1.7927e-04\t1.7927e-04\t3.2401e+00\t6.6407e-05\n", " 671\t9.2629e-04\t1.7927e-04\t1.6765e+01\t1.2816e-05\n", " 672\t1.7876e-04\t1.7876e-04\t3.2403e+00\t6.6213e-05\n", " 673\t9.2362e-04\t1.7876e-04\t1.6765e+01\t1.2779e-05\n", " 674\t1.7826e-04\t1.7826e-04\t3.2404e+00\t6.6020e-05\n", " 675\t9.2097e-04\t1.7826e-04\t1.6765e+01\t1.2743e-05\n", " 676\t1.7776e-04\t1.7776e-04\t3.2405e+00\t6.5829e-05\n", " 677\t9.1832e-04\t1.7776e-04\t1.6765e+01\t1.2706e-05\n", " 678\t1.7725e-04\t1.7725e-04\t3.2407e+00\t6.5638e-05\n", " 679\t9.1570e-04\t1.7725e-04\t1.6765e+01\t1.2670e-05\n", " 680\t1.7676e-04\t1.7676e-04\t3.2408e+00\t6.5449e-05\n", " 681\t9.1309e-04\t1.7676e-04\t1.6765e+01\t1.2634e-05\n", " 682\t1.7626e-04\t1.7626e-04\t3.2409e+00\t6.5261e-05\n", " 683\t9.1049e-04\t1.7626e-04\t1.6764e+01\t1.2599e-05\n", " 684\t1.7577e-04\t1.7577e-04\t3.2410e+00\t6.5073e-05\n", " 685\t9.0791e-04\t1.7577e-04\t1.6764e+01\t1.2563e-05\n", " 686\t1.7528e-04\t1.7528e-04\t3.2412e+00\t6.4887e-05\n", " 687\t9.0534e-04\t1.7528e-04\t1.6764e+01\t1.2528e-05\n", " 688\t1.7479e-04\t1.7479e-04\t3.2413e+00\t6.4702e-05\n", " 689\t9.0279e-04\t1.7479e-04\t1.6764e+01\t1.2493e-05\n", " 690\t1.7431e-04\t1.7431e-04\t3.2414e+00\t6.4518e-05\n", " 691\t9.0025e-04\t1.7431e-04\t1.6764e+01\t1.2458e-05\n", " 692\t1.7383e-04\t1.7383e-04\t3.2415e+00\t6.4335e-05\n", " 693\t8.9773e-04\t1.7383e-04\t1.6764e+01\t1.2423e-05\n", " 694\t1.7335e-04\t1.7335e-04\t3.2416e+00\t6.4153e-05\n", " 695\t8.9522e-04\t1.7335e-04\t1.6764e+01\t1.2389e-05\n", " 696\t1.7287e-04\t1.7287e-04\t3.2418e+00\t6.3972e-05\n", " 697\t8.9273e-04\t1.7287e-04\t1.6764e+01\t1.2354e-05\n", " 698\t1.7240e-04\t1.7240e-04\t3.2419e+00\t6.3792e-05\n", " 699\t8.9025e-04\t1.7240e-04\t1.6763e+01\t1.2320e-05\n", " 700\t1.7193e-04\t1.7193e-04\t3.2420e+00\t6.3613e-05\n", " 701\t8.8778e-04\t1.7193e-04\t1.6763e+01\t1.2286e-05\n", " 702\t1.7146e-04\t1.7146e-04\t3.2421e+00\t6.3436e-05\n", " 703\t8.8533e-04\t1.7146e-04\t1.6763e+01\t1.2252e-05\n", " 704\t1.7100e-04\t1.7100e-04\t3.2422e+00\t6.3259e-05\n", " 705\t8.8289e-04\t1.7100e-04\t1.6763e+01\t1.2219e-05\n", " 706\t1.7053e-04\t1.7053e-04\t3.2424e+00\t6.3083e-05\n", " 707\t8.8046e-04\t1.7053e-04\t1.6763e+01\t1.2185e-05\n", " 708\t1.7007e-04\t1.7007e-04\t3.2425e+00\t6.2908e-05\n", " 709\t8.7805e-04\t1.7007e-04\t1.6763e+01\t1.2152e-05\n", " 710\t1.6962e-04\t1.6962e-04\t3.2426e+00\t6.2734e-05\n", " 711\t8.7565e-04\t1.6962e-04\t1.6763e+01\t1.2119e-05\n", " 712\t1.6916e-04\t1.6916e-04\t3.2427e+00\t6.2561e-05\n", " 713\t8.7326e-04\t1.6916e-04\t1.6762e+01\t1.2086e-05\n", " 714\t1.6871e-04\t1.6871e-04\t3.2428e+00\t6.2389e-05\n", " 715\t8.7089e-04\t1.6871e-04\t1.6762e+01\t1.2054e-05\n", " 716\t1.6826e-04\t1.6826e-04\t3.2430e+00\t6.2218e-05\n", " 717\t8.6853e-04\t1.6826e-04\t1.6762e+01\t1.2021e-05\n", " 718\t1.6781e-04\t1.6781e-04\t3.2431e+00\t6.2048e-05\n", " 719\t8.6618e-04\t1.6781e-04\t1.6762e+01\t1.1989e-05\n", " 720\t1.6736e-04\t1.6736e-04\t3.2432e+00\t6.1879e-05\n", " 721\t8.6385e-04\t1.6736e-04\t1.6762e+01\t1.1957e-05\n", " 722\t1.6692e-04\t1.6692e-04\t3.2433e+00\t6.1710e-05\n", " 723\t8.6153e-04\t1.6692e-04\t1.6762e+01\t1.1925e-05\n", " 724\t1.6648e-04\t1.6648e-04\t3.2434e+00\t6.1543e-05\n", " 725\t8.5922e-04\t1.6648e-04\t1.6762e+01\t1.1893e-05\n", " 726\t1.6604e-04\t1.6604e-04\t3.2435e+00\t6.1377e-05\n", " 727\t8.5692e-04\t1.6604e-04\t1.6762e+01\t1.1861e-05\n", " 728\t1.6560e-04\t1.6560e-04\t3.2436e+00\t6.1211e-05\n", " 729\t8.5463e-04\t1.6560e-04\t1.6761e+01\t1.1830e-05\n", " 730\t1.6517e-04\t1.6517e-04\t3.2438e+00\t6.1046e-05\n", " 731\t8.5236e-04\t1.6517e-04\t1.6761e+01\t1.1799e-05\n", " 732\t1.6474e-04\t1.6474e-04\t3.2439e+00\t6.0883e-05\n", " 733\t8.5010e-04\t1.6474e-04\t1.6761e+01\t1.1768e-05\n", " 734\t1.6431e-04\t1.6431e-04\t3.2440e+00\t6.0720e-05\n", " 735\t8.4785e-04\t1.6431e-04\t1.6761e+01\t1.1737e-05\n", " 736\t1.6388e-04\t1.6388e-04\t3.2441e+00\t6.0558e-05\n", " 737\t8.4562e-04\t1.6388e-04\t1.6761e+01\t1.1706e-05\n", " 738\t1.6346e-04\t1.6346e-04\t3.2442e+00\t6.0397e-05\n", " 739\t8.4339e-04\t1.6346e-04\t1.6761e+01\t1.1675e-05\n", " 740\t1.6304e-04\t1.6304e-04\t3.2443e+00\t6.0236e-05\n", " 741\t8.4118e-04\t1.6304e-04\t1.6761e+01\t1.1645e-05\n", " 742\t1.6261e-04\t1.6261e-04\t3.2444e+00\t6.0077e-05\n", " 743\t8.3898e-04\t1.6261e-04\t1.6761e+01\t1.1615e-05\n", " 744\t1.6220e-04\t1.6220e-04\t3.2445e+00\t5.9918e-05\n", " 745\t8.3679e-04\t1.6220e-04\t1.6760e+01\t1.1584e-05\n", " 746\t1.6178e-04\t1.6178e-04\t3.2447e+00\t5.9761e-05\n", " 747\t8.3461e-04\t1.6178e-04\t1.6760e+01\t1.1554e-05\n", " 748\t1.6137e-04\t1.6137e-04\t3.2448e+00\t5.9604e-05\n", " 749\t8.3245e-04\t1.6137e-04\t1.6760e+01\t1.1525e-05\n", " 750\t1.6095e-04\t1.6095e-04\t3.2449e+00\t5.9448e-05\n", " 751\t8.3029e-04\t1.6095e-04\t1.6760e+01\t1.1495e-05\n", " 752\t1.6055e-04\t1.6055e-04\t3.2450e+00\t5.9292e-05\n", " 753\t8.2815e-04\t1.6055e-04\t1.6760e+01\t1.1465e-05\n", " 754\t1.6014e-04\t1.6014e-04\t3.2451e+00\t5.9138e-05\n", " 755\t8.2601e-04\t1.6014e-04\t1.6760e+01\t1.1436e-05\n", " 756\t1.5973e-04\t1.5973e-04\t3.2452e+00\t5.8984e-05\n", " 757\t8.2389e-04\t1.5973e-04\t1.6760e+01\t1.1407e-05\n", " 758\t1.5933e-04\t1.5933e-04\t3.2453e+00\t5.8832e-05\n", " 759\t8.2178e-04\t1.5933e-04\t1.6760e+01\t1.1378e-05\n", " 760\t1.5893e-04\t1.5893e-04\t3.2454e+00\t5.8679e-05\n", " 761\t8.1968e-04\t1.5893e-04\t1.6759e+01\t1.1349e-05\n", " 762\t1.5853e-04\t1.5853e-04\t3.2455e+00\t5.8528e-05\n", " 763\t8.1759e-04\t1.5853e-04\t1.6759e+01\t1.1320e-05\n", " 764\t1.5813e-04\t1.5813e-04\t3.2456e+00\t5.8378e-05\n", " 765\t8.1551e-04\t1.5813e-04\t1.6759e+01\t1.1291e-05\n", " 766\t1.5774e-04\t1.5774e-04\t3.2457e+00\t5.8228e-05\n", " 767\t8.1345e-04\t1.5774e-04\t1.6759e+01\t1.1263e-05\n", " 768\t1.5734e-04\t1.5734e-04\t3.2458e+00\t5.8079e-05\n", " 769\t8.1139e-04\t1.5734e-04\t1.6759e+01\t1.1235e-05\n", " 770\t1.5695e-04\t1.5695e-04\t3.2459e+00\t5.7931e-05\n", " 771\t8.0934e-04\t1.5695e-04\t1.6759e+01\t1.1206e-05\n", " 772\t1.5656e-04\t1.5656e-04\t3.2460e+00\t5.7784e-05\n", " 773\t8.0731e-04\t1.5656e-04\t1.6759e+01\t1.1178e-05\n", " 774\t1.5618e-04\t1.5618e-04\t3.2462e+00\t5.7637e-05\n", " 775\t8.0528e-04\t1.5618e-04\t1.6759e+01\t1.1151e-05\n", " 776\t1.5579e-04\t1.5579e-04\t3.2463e+00\t5.7491e-05\n", " 777\t8.0326e-04\t1.5579e-04\t1.6759e+01\t1.1123e-05\n", " 778\t1.5541e-04\t1.5541e-04\t3.2464e+00\t5.7346e-05\n", " 779\t8.0126e-04\t1.5541e-04\t1.6758e+01\t1.1095e-05\n", " 780\t1.5502e-04\t1.5502e-04\t3.2465e+00\t5.7201e-05\n", " 781\t7.9926e-04\t1.5502e-04\t1.6758e+01\t1.1068e-05\n", " 782\t1.5465e-04\t1.5465e-04\t3.2466e+00\t5.7058e-05\n", " 783\t7.9728e-04\t1.5465e-04\t1.6758e+01\t1.1040e-05\n", " 784\t1.5427e-04\t1.5427e-04\t3.2467e+00\t5.6915e-05\n", " 785\t7.9530e-04\t1.5427e-04\t1.6758e+01\t1.1013e-05\n", " 786\t1.5389e-04\t1.5389e-04\t3.2468e+00\t5.6772e-05\n", " 787\t7.9333e-04\t1.5389e-04\t1.6758e+01\t1.0986e-05\n", " 788\t1.5352e-04\t1.5352e-04\t3.2469e+00\t5.6631e-05\n", " 789\t7.9138e-04\t1.5352e-04\t1.6758e+01\t1.0959e-05\n", " 790\t1.5315e-04\t1.5315e-04\t3.2470e+00\t5.6490e-05\n", " 791\t7.8943e-04\t1.5315e-04\t1.6758e+01\t1.0932e-05\n", " 792\t1.5277e-04\t1.5277e-04\t3.2471e+00\t5.6350e-05\n", " 793\t7.8749e-04\t1.5277e-04\t1.6758e+01\t1.0906e-05\n", " 794\t1.5241e-04\t1.5241e-04\t3.2472e+00\t5.6210e-05\n", " 795\t7.8557e-04\t1.5241e-04\t1.6757e+01\t1.0879e-05\n", " 796\t1.5204e-04\t1.5204e-04\t3.2473e+00\t5.6072e-05\n", " 797\t7.8365e-04\t1.5204e-04\t1.6757e+01\t1.0853e-05\n", " 798\t1.5167e-04\t1.5167e-04\t3.2474e+00\t5.5934e-05\n", " 799\t7.8174e-04\t1.5167e-04\t1.6757e+01\t1.0826e-05\n", " 800\t1.5131e-04\t1.5131e-04\t3.2475e+00\t5.5796e-05\n", " 801\t7.7984e-04\t1.5131e-04\t1.6757e+01\t1.0800e-05\n", " 802\t1.5095e-04\t1.5095e-04\t3.2476e+00\t5.5659e-05\n", " 803\t7.7795e-04\t1.5095e-04\t1.6757e+01\t1.0774e-05\n", " 804\t1.5059e-04\t1.5059e-04\t3.2477e+00\t5.5523e-05\n", " 805\t7.7607e-04\t1.5059e-04\t1.6757e+01\t1.0748e-05\n", " 806\t1.5023e-04\t1.5023e-04\t3.2478e+00\t5.5388e-05\n", " 807\t7.7420e-04\t1.5023e-04\t1.6757e+01\t1.0722e-05\n", " 808\t1.4988e-04\t1.4988e-04\t3.2479e+00\t5.5253e-05\n", " 809\t7.7234e-04\t1.4988e-04\t1.6757e+01\t1.0697e-05\n", " 810\t1.4952e-04\t1.4952e-04\t3.2480e+00\t5.5119e-05\n", " 811\t7.7048e-04\t1.4952e-04\t1.6757e+01\t1.0671e-05\n", " 812\t1.4917e-04\t1.4917e-04\t3.2481e+00\t5.4986e-05\n", " 813\t7.6864e-04\t1.4917e-04\t1.6756e+01\t1.0646e-05\n", " 814\t1.4882e-04\t1.4882e-04\t3.2482e+00\t5.4853e-05\n", " 815\t7.6680e-04\t1.4882e-04\t1.6756e+01\t1.0621e-05\n", " 816\t1.4847e-04\t1.4847e-04\t3.2483e+00\t5.4721e-05\n", " 817\t7.6498e-04\t1.4847e-04\t1.6756e+01\t1.0595e-05\n", " 818\t1.4812e-04\t1.4812e-04\t3.2484e+00\t5.4590e-05\n", " 819\t7.6316e-04\t1.4812e-04\t1.6756e+01\t1.0570e-05\n", " 820\t1.4777e-04\t1.4777e-04\t3.2485e+00\t5.4459e-05\n", " 821\t7.6135e-04\t1.4777e-04\t1.6756e+01\t1.0545e-05\n", " 822\t1.4743e-04\t1.4743e-04\t3.2485e+00\t5.4328e-05\n", " 823\t7.5955e-04\t1.4743e-04\t1.6756e+01\t1.0521e-05\n", " 824\t1.4709e-04\t1.4709e-04\t3.2486e+00\t5.4199e-05\n", " 825\t7.5776e-04\t1.4709e-04\t1.6756e+01\t1.0496e-05\n", " 826\t1.4674e-04\t1.4674e-04\t3.2487e+00\t5.4070e-05\n", " 827\t7.5597e-04\t1.4674e-04\t1.6756e+01\t1.0471e-05\n", " 828\t1.4640e-04\t1.4640e-04\t3.2488e+00\t5.3942e-05\n", " 829\t7.5420e-04\t1.4640e-04\t1.6756e+01\t1.0447e-05\n", " 830\t1.4607e-04\t1.4607e-04\t3.2489e+00\t5.3814e-05\n", " 831\t7.5243e-04\t1.4607e-04\t1.6756e+01\t1.0423e-05\n", " 832\t1.4573e-04\t1.4573e-04\t3.2490e+00\t5.3687e-05\n", " 833\t7.5067e-04\t1.4573e-04\t1.6755e+01\t1.0398e-05\n", " 834\t1.4539e-04\t1.4539e-04\t3.2491e+00\t5.3560e-05\n", " 835\t7.4892e-04\t1.4539e-04\t1.6755e+01\t1.0374e-05\n", " 836\t1.4506e-04\t1.4506e-04\t3.2492e+00\t5.3434e-05\n", " 837\t7.4718e-04\t1.4506e-04\t1.6755e+01\t1.0350e-05\n", " 838\t1.4473e-04\t1.4473e-04\t3.2493e+00\t5.3309e-05\n", " 839\t7.4545e-04\t1.4473e-04\t1.6755e+01\t1.0326e-05\n", " 840\t1.4440e-04\t1.4440e-04\t3.2494e+00\t5.3184e-05\n", " 841\t7.4372e-04\t1.4440e-04\t1.6755e+01\t1.0303e-05\n", " 842\t1.4407e-04\t1.4407e-04\t3.2495e+00\t5.3060e-05\n", " 843\t7.4200e-04\t1.4407e-04\t1.6755e+01\t1.0279e-05\n", " 844\t1.4374e-04\t1.4374e-04\t3.2496e+00\t5.2936e-05\n", " 845\t7.4029e-04\t1.4374e-04\t1.6755e+01\t1.0255e-05\n", " 846\t1.4342e-04\t1.4342e-04\t3.2497e+00\t5.2813e-05\n", " 847\t7.3859e-04\t1.4342e-04\t1.6755e+01\t1.0232e-05\n", " 848\t1.4309e-04\t1.4309e-04\t3.2498e+00\t5.2691e-05\n", " 849\t7.3690e-04\t1.4309e-04\t1.6755e+01\t1.0209e-05\n", " 850\t1.4277e-04\t1.4277e-04\t3.2499e+00\t5.2569e-05\n", " 851\t7.3521e-04\t1.4277e-04\t1.6755e+01\t1.0185e-05\n", " 852\t1.4245e-04\t1.4245e-04\t3.2499e+00\t5.2448e-05\n", " 853\t7.3353e-04\t1.4245e-04\t1.6754e+01\t1.0162e-05\n", " 854\t1.4213e-04\t1.4213e-04\t3.2500e+00\t5.2327e-05\n", " 855\t7.3186e-04\t1.4213e-04\t1.6754e+01\t1.0139e-05\n", " 856\t1.4181e-04\t1.4181e-04\t3.2501e+00\t5.2207e-05\n", " 857\t7.3020e-04\t1.4181e-04\t1.6754e+01\t1.0116e-05\n", " 858\t1.4149e-04\t1.4149e-04\t3.2502e+00\t5.2087e-05\n", " 859\t7.2854e-04\t1.4149e-04\t1.6754e+01\t1.0093e-05\n", " 860\t1.4118e-04\t1.4118e-04\t3.2503e+00\t5.1968e-05\n", " 861\t7.2689e-04\t1.4118e-04\t1.6754e+01\t1.0071e-05\n", " 862\t1.4086e-04\t1.4086e-04\t3.2504e+00\t5.1849e-05\n", " 863\t7.2525e-04\t1.4086e-04\t1.6754e+01\t1.0048e-05\n", " 864\t1.4055e-04\t1.4055e-04\t3.2505e+00\t5.1731e-05\n", " 865\t7.2362e-04\t1.4055e-04\t1.6754e+01\t1.0026e-05\n", " 866\t1.4024e-04\t1.4024e-04\t3.2506e+00\t5.1614e-05\n", " 867\t7.2199e-04\t1.4024e-04\t1.6754e+01\t1.0003e-05\n", " 868\t1.3993e-04\t1.3993e-04\t3.2507e+00\t5.1497e-05\n", " 869\t7.2038e-04\t1.3993e-04\t1.6754e+01\t9.9809e-06\n", " 870\t1.3962e-04\t1.3962e-04\t3.2508e+00\t5.1381e-05\n", " 871\t7.1877e-04\t1.3962e-04\t1.6754e+01\t9.9587e-06\n", " 872\t1.3931e-04\t1.3931e-04\t3.2508e+00\t5.1265e-05\n", " 873\t7.1716e-04\t1.3931e-04\t1.6753e+01\t9.9366e-06\n", " 874\t1.3901e-04\t1.3901e-04\t3.2509e+00\t5.1150e-05\n", " 875\t7.1556e-04\t1.3901e-04\t1.6753e+01\t9.9145e-06\n", " 876\t1.3870e-04\t1.3870e-04\t3.2510e+00\t5.1035e-05\n", " 877\t7.1398e-04\t1.3870e-04\t1.6753e+01\t9.8926e-06\n", " 878\t1.3840e-04\t1.3840e-04\t3.2511e+00\t5.0920e-05\n", " 879\t7.1239e-04\t1.3840e-04\t1.6753e+01\t9.8708e-06\n", " 880\t1.3810e-04\t1.3810e-04\t3.2512e+00\t5.0807e-05\n", " 881\t7.1082e-04\t1.3810e-04\t1.6753e+01\t9.8491e-06\n", " 882\t1.3779e-04\t1.3779e-04\t3.2513e+00\t5.0693e-05\n", " 883\t7.0925e-04\t1.3779e-04\t1.6753e+01\t9.8275e-06\n", " 884\t1.3750e-04\t1.3750e-04\t3.2514e+00\t5.0581e-05\n", " 885\t7.0769e-04\t1.3750e-04\t1.6753e+01\t9.8060e-06\n", " 886\t1.3720e-04\t1.3720e-04\t3.2514e+00\t5.0468e-05\n", " 887\t7.0613e-04\t1.3720e-04\t1.6753e+01\t9.7845e-06\n", " 888\t1.3690e-04\t1.3690e-04\t3.2515e+00\t5.0356e-05\n", " 889\t7.0459e-04\t1.3690e-04\t1.6753e+01\t9.7632e-06\n", " 890\t1.3661e-04\t1.3661e-04\t3.2516e+00\t5.0245e-05\n", " 891\t7.0304e-04\t1.3661e-04\t1.6753e+01\t9.7420e-06\n", " 892\t1.3631e-04\t1.3631e-04\t3.2517e+00\t5.0134e-05\n", " 893\t7.0151e-04\t1.3631e-04\t1.6752e+01\t9.7208e-06\n", " 894\t1.3602e-04\t1.3602e-04\t3.2518e+00\t5.0024e-05\n", " 895\t6.9998e-04\t1.3602e-04\t1.6752e+01\t9.6998e-06\n", " 896\t1.3573e-04\t1.3573e-04\t3.2519e+00\t4.9914e-05\n", " 897\t6.9846e-04\t1.3573e-04\t1.6752e+01\t9.6788e-06\n", " 898\t1.3544e-04\t1.3544e-04\t3.2520e+00\t4.9805e-05\n", " 899\t6.9695e-04\t1.3544e-04\t1.6752e+01\t9.6579e-06\n", " 900\t1.3515e-04\t1.3515e-04\t3.2520e+00\t4.9696e-05\n", " 901\t6.9544e-04\t1.3515e-04\t1.6752e+01\t9.6371e-06\n", " 902\t1.3486e-04\t1.3486e-04\t3.2521e+00\t4.9588e-05\n", " 903\t6.9394e-04\t1.3486e-04\t1.6752e+01\t9.6165e-06\n", " 904\t1.3457e-04\t1.3457e-04\t3.2522e+00\t4.9480e-05\n", " 905\t6.9245e-04\t1.3457e-04\t1.6752e+01\t9.5959e-06\n", " 906\t1.3429e-04\t1.3429e-04\t3.2523e+00\t4.9372e-05\n", " 907\t6.9096e-04\t1.3429e-04\t1.6752e+01\t9.5753e-06\n", " 908\t1.3400e-04\t1.3400e-04\t3.2524e+00\t4.9265e-05\n", " 909\t6.8948e-04\t1.3400e-04\t1.6752e+01\t9.5549e-06\n", " 910\t1.3372e-04\t1.3372e-04\t3.2525e+00\t4.9159e-05\n", " 911\t6.8800e-04\t1.3372e-04\t1.6752e+01\t9.5346e-06\n", " 912\t1.3344e-04\t1.3344e-04\t3.2525e+00\t4.9053e-05\n", " 913\t6.8653e-04\t1.3344e-04\t1.6752e+01\t9.5143e-06\n", " 914\t1.3316e-04\t1.3316e-04\t3.2526e+00\t4.8947e-05\n", " 915\t6.8507e-04\t1.3316e-04\t1.6751e+01\t9.4942e-06\n", " 916\t1.3288e-04\t1.3288e-04\t3.2527e+00\t4.8842e-05\n", " 917\t6.8361e-04\t1.3288e-04\t1.6751e+01\t9.4741e-06\n", " 918\t1.3260e-04\t1.3260e-04\t3.2528e+00\t4.8738e-05\n", " 919\t6.8216e-04\t1.3260e-04\t1.6751e+01\t9.4541e-06\n", " 920\t1.3233e-04\t1.3233e-04\t3.2529e+00\t4.8633e-05\n", " 921\t6.8072e-04\t1.3233e-04\t1.6751e+01\t9.4342e-06\n", " 922\t1.3205e-04\t1.3205e-04\t3.2530e+00\t4.8530e-05\n", " 923\t6.7928e-04\t1.3205e-04\t1.6751e+01\t9.4144e-06\n", " 924\t1.3178e-04\t1.3178e-04\t3.2530e+00\t4.8426e-05\n", " 925\t6.7785e-04\t1.3178e-04\t1.6751e+01\t9.3946e-06\n", " 926\t1.3150e-04\t1.3150e-04\t3.2531e+00\t4.8323e-05\n", " 927\t6.7643e-04\t1.3150e-04\t1.6751e+01\t9.3750e-06\n", " 928\t1.3123e-04\t1.3123e-04\t3.2532e+00\t4.8221e-05\n", " 929\t6.7501e-04\t1.3123e-04\t1.6751e+01\t9.3554e-06\n", " 930\t1.3096e-04\t1.3096e-04\t3.2533e+00\t4.8119e-05\n", " 931\t6.7359e-04\t1.3096e-04\t1.6751e+01\t9.3359e-06\n", " 932\t1.3069e-04\t1.3069e-04\t3.2534e+00\t4.8017e-05\n", " 933\t6.7219e-04\t1.3069e-04\t1.6751e+01\t9.3165e-06\n", " 934\t1.3042e-04\t1.3042e-04\t3.2534e+00\t4.7916e-05\n", " 935\t6.7078e-04\t1.3042e-04\t1.6751e+01\t9.2972e-06\n", " 936\t1.3015e-04\t1.3015e-04\t3.2535e+00\t4.7816e-05\n", " 937\t6.6939e-04\t1.3015e-04\t1.6750e+01\t9.2779e-06\n", " 938\t1.2988e-04\t1.2988e-04\t3.2536e+00\t4.7715e-05\n", " 939\t6.6800e-04\t1.2988e-04\t1.6750e+01\t9.2588e-06\n", " 940\t1.2962e-04\t1.2962e-04\t3.2537e+00\t4.7615e-05\n", " 941\t6.6661e-04\t1.2962e-04\t1.6750e+01\t9.2397e-06\n", " 942\t1.2935e-04\t1.2935e-04\t3.2538e+00\t4.7516e-05\n", " 943\t6.6524e-04\t1.2935e-04\t1.6750e+01\t9.2207e-06\n", " 944\t1.2909e-04\t1.2909e-04\t3.2538e+00\t4.7417e-05\n", " 945\t6.6386e-04\t1.2909e-04\t1.6750e+01\t9.2017e-06\n", " 946\t1.2883e-04\t1.2883e-04\t3.2539e+00\t4.7318e-05\n", " 947\t6.6250e-04\t1.2883e-04\t1.6750e+01\t9.1829e-06\n", " 948\t1.2857e-04\t1.2857e-04\t3.2540e+00\t4.7220e-05\n", " 949\t6.6114e-04\t1.2857e-04\t1.6750e+01\t9.1641e-06\n", " 950\t1.2831e-04\t1.2831e-04\t3.2541e+00\t4.7122e-05\n", " 951\t6.5978e-04\t1.2831e-04\t1.6750e+01\t9.1454e-06\n", " 952\t1.2805e-04\t1.2805e-04\t3.2541e+00\t4.7025e-05\n", " 953\t6.5843e-04\t1.2805e-04\t1.6750e+01\t9.1268e-06\n", " 954\t1.2779e-04\t1.2779e-04\t3.2542e+00\t4.6928e-05\n", " 955\t6.5709e-04\t1.2779e-04\t1.6750e+01\t9.1082e-06\n", " 956\t1.2753e-04\t1.2753e-04\t3.2543e+00\t4.6831e-05\n", " 957\t6.5575e-04\t1.2753e-04\t1.6750e+01\t9.0898e-06\n", " 958\t1.2728e-04\t1.2728e-04\t3.2544e+00\t4.6735e-05\n", " 959\t6.5441e-04\t1.2728e-04\t1.6750e+01\t9.0714e-06\n", " 960\t1.2702e-04\t1.2702e-04\t3.2545e+00\t4.6639e-05\n", " 961\t6.5309e-04\t1.2702e-04\t1.6749e+01\t9.0531e-06\n", " 962\t1.2677e-04\t1.2677e-04\t3.2545e+00\t4.6544e-05\n", " 963\t6.5176e-04\t1.2677e-04\t1.6749e+01\t9.0348e-06\n", " 964\t1.2652e-04\t1.2652e-04\t3.2546e+00\t4.6449e-05\n", " 965\t6.5045e-04\t1.2652e-04\t1.6749e+01\t9.0167e-06\n", " 966\t1.2626e-04\t1.2626e-04\t3.2547e+00\t4.6354e-05\n", " 967\t6.4913e-04\t1.2626e-04\t1.6749e+01\t8.9986e-06\n", " 968\t1.2601e-04\t1.2601e-04\t3.2548e+00\t4.6260e-05\n", " 969\t6.4783e-04\t1.2601e-04\t1.6749e+01\t8.9805e-06\n", " 970\t1.2576e-04\t1.2576e-04\t3.2548e+00\t4.6166e-05\n", " 971\t6.4653e-04\t1.2576e-04\t1.6749e+01\t8.9626e-06\n", " 972\t1.2551e-04\t1.2551e-04\t3.2549e+00\t4.6073e-05\n", " 973\t6.4523e-04\t1.2551e-04\t1.6749e+01\t8.9447e-06\n", " 974\t1.2527e-04\t1.2527e-04\t3.2550e+00\t4.5979e-05\n", " 975\t6.4394e-04\t1.2527e-04\t1.6749e+01\t8.9269e-06\n", " 976\t1.2502e-04\t1.2502e-04\t3.2551e+00\t4.5887e-05\n", " 977\t6.4265e-04\t1.2502e-04\t1.6749e+01\t8.9092e-06\n", " 978\t1.2477e-04\t1.2477e-04\t3.2551e+00\t4.5794e-05\n", " 979\t6.4137e-04\t1.2477e-04\t1.6749e+01\t8.8915e-06\n", " 980\t1.2453e-04\t1.2453e-04\t3.2552e+00\t4.5702e-05\n", " 981\t6.4010e-04\t1.2453e-04\t1.6749e+01\t8.8739e-06\n", " 982\t1.2429e-04\t1.2429e-04\t3.2553e+00\t4.5611e-05\n", " 983\t6.3883e-04\t1.2429e-04\t1.6749e+01\t8.8564e-06\n", " 984\t1.2404e-04\t1.2404e-04\t3.2554e+00\t4.5520e-05\n", " 985\t6.3756e-04\t1.2404e-04\t1.6748e+01\t8.8389e-06\n", " 986\t1.2380e-04\t1.2380e-04\t3.2554e+00\t4.5429e-05\n", " 987\t6.3630e-04\t1.2380e-04\t1.6748e+01\t8.8215e-06\n", " 988\t1.2356e-04\t1.2356e-04\t3.2555e+00\t4.5338e-05\n", " 989\t6.3505e-04\t1.2356e-04\t1.6748e+01\t8.8042e-06\n", " 990\t1.2332e-04\t1.2332e-04\t3.2556e+00\t4.5248e-05\n", " 991\t6.3380e-04\t1.2332e-04\t1.6748e+01\t8.7870e-06\n", " 992\t1.2308e-04\t1.2308e-04\t3.2557e+00\t4.5158e-05\n", " 993\t6.3255e-04\t1.2308e-04\t1.6748e+01\t8.7698e-06\n", " 994\t1.2284e-04\t1.2284e-04\t3.2557e+00\t4.5069e-05\n", " 995\t6.3131e-04\t1.2284e-04\t1.6748e+01\t8.7527e-06\n", " 996\t1.2260e-04\t1.2260e-04\t3.2558e+00\t4.4980e-05\n", " 997\t6.3008e-04\t1.2260e-04\t1.6748e+01\t8.7356e-06\n", " 998\t1.2237e-04\t1.2237e-04\t3.2559e+00\t4.4891e-05\n", " 999\t6.2885e-04\t1.2237e-04\t1.6748e+01\t8.7187e-06\n", "1000\t1.2213e-04\t1.2213e-04\t3.2559e+00\t4.4803e-05\n", "1001\t6.2762e-04\t1.2213e-04\t1.6748e+01\n" ] }, { "data": { "text/plain": [ "([0.10446358113071176, 2.374367785918868e-5], \"stopped\")" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "SGM(TF[9], eps=-1e-6, astart=1, MaxFeval=1000, plotatend=false, printing=true)" ] }, { "cell_type": "code", "execution_count": 11, "id": "ccd9238d-b39f-4a93-84ba-a1c4f3bb87fc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "HBG (generic function with 1 method)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "include(\"HBG.jl\")" ] }, { "cell_type": "code", "execution_count": 42, "id": "13c372d5-8aca-416c-bb32-e0fdbd20beb3", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "image/svg+xml": [ "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "text/html": [ "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "([0.09970987318736008, 0.010987083469381334], \"stopped\")" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt = displayTF(TF[9], ([-0.2,-0.2],[0.2,0.2]))\n", "scatter!(plt, [1/9], [0])\n", "\n", "HBG(TF[9],alpha=0.002, beta=0.8, plt=plt, Plotf=1, MaxIter=10000, plotatend=true, printing=false)" ] }, { "cell_type": "code", "execution_count": 64, "id": "6f99b5db-bf3a-4035-986e-797b880cd9e8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "NCG (generic function with 1 method)" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "include(\"NCG.jl\")" ] }, { "cell_type": "code", "execution_count": 67, "id": "5c2eff5b-ee20-49aa-b2fc-6a93bd1caf8d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NCG method (Dai-Yuan)\n", "feval\trel gap\t\t|| g(x) ||\tbeta\tls feval\ta*\n", "\n", " 1\t2.8571e-02\t1.4422e+01\t\t 1 12\t2.16e-03\n", " 14\t2.7368e-02\t2.7851e+00\t0.0366\t 1 58\t8.00e-03\n", " 72\t1.1698e-02\t1.7566e+01\t7.1560\t 1 5\t5.15e-03\n", " 78\t9.3972e-03\t3.4302e+00\t0.1847\t 1 65\t3.55e-03\n", " 143\t1.9865e-04\t1.6556e+01\t4.5076\t 1 140\t8.02e-17\n" ] }, { "data": { "image/png": "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", "image/svg+xml": [ "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "text/html": [ "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "([0.12037582410686845, -5.204170427930421e-17], \"error\")" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt = displayTF(TF[9], ([-0.2,-0.2],[0.2,0.2]))\n", "scatter!(plt, [1/9], [0])\n", "NCG(TF[9], wf=:Dai_Yuan, plt=plt, Plotf=1, plotatend=true, printing=true)" ] }, { "cell_type": "code", "execution_count": null, "id": "c74b70da-c6a8-402a-8a2f-22bffde2271c", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Julia 1.9.4", "language": "julia", "name": "julia-1.9" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "1.9.4" } }, "nbformat": 4, "nbformat_minor": 5 }