{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Lagrange Interpolation\n", "Saleh Rezaeiravesh, salehr@kth.se
\n", "SimEx/FLOW, Engineering Mechanics, KTH Royal Institute of Technology, Stockholm, Sweden\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import sys\n", "import numpy as np\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "from UQit.lagInt import lagInt, lagInt_Quads2Line\n", "import UQit.analyticTestFuncs as analyticTestFuncs\n", "import UQit.sampling as sampling\n", "import UQit.pce as pce\n", "import UQit.reshaper as reshaper" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 1: Lagrange interpolation over a 1D parameter space. \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Consider a model function that only depends on one uncertain parameter $q_1\\in \\mathbb{Q}_1$. \n", "The aim is to construct a 1D Lagrange interpolation based on a limited number of samples drawn from $\\mathbb{Q}_1$. \n", "`UQit` provides different methods for drawing samples via `sampling.trainSample` for an uncertain parameter, and of course it can handle any arbitrary set of samples which are provided by the user. \n", "\n", "The model function is defied as, \n", "$$\n", "\\begin{equation}\n", "r=10+0.7\\sin(5q_1)+3 \\cos(q_1)\n", "\\end{equation}\n", "$$\n", "\n", "Given samples for $q_1$, the values of this function can be generated via `analyticTestFuncs.fEx1D(typ='type1')`. \n", "To construct the Lagrange interpolation using the data, we take the following steps:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Step 1:** Set the settings; we set the number of nodes (parameter samples), the admissible space of the parameters $\\mathbb{Q}_1$, how the samples are drawn (if using `trainSample`), and the number of test points in the parameter space at which the constructed Lagrange interpolation is evaluated. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "nNodes=9 #number of training samples (nodes)\n", "qBound=[-1,3] #range over which the samples are taken\n", "nTest=100 #number of test points\n", "sampType='GLL' #Type of samples, see trainSample class in sampling.py" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Step 2:** Draw samples for the parameter and run the simulator at each sample (generate training data). " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "samps_=sampling.trainSample(sampleType=sampType,qInfo=qBound,nSamp=nNodes)\n", "qNodes=samps_.q\n", "fNodes=analyticTestFuncs.fEx1D(qNodes,'type1',qBound).val" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Step 3:** Generate the test samples." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "qTestFull=np.linspace(qBound[0],qBound[1],nTest)\n", "qTest=np.linspace(min(qNodes),max(qNodes),nTest)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Step 4:** Construct the Lagrange interpolation and evaluate it at the test points." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "fInterpTest=lagInt(fNodes=fNodes,qNodes=[qNodes],qTest=[qTest]).val" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Step 5:** Plot and validation." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAngAAAFSCAYAAABhSKL3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdd3zN5xfA8c+TIUPs2KJmqVFbtalaLTqMFm1RdKCDTkWr1Kxav+pQnYrS0qFWVWumNdpSahVVSm0RK4KQ8fz+OIkYidxE7r25uef9en1fubnfcc/TKCfPOI+x1qKUUkoppXIOH3cHoJRSSimlspYmeEoppZRSOYwmeEoppZRSOYwmeEoppZRSOYwmeEoppZRSOYwmeEoppZRSOYyfuwPITkJDQ22ZMmWc/jlnzpwhd+7cTv+c7Mib2w7e3X5tu3e2Hby7/d7cdvDu9rui7evWrYuy1hZO7ZwmeJcoU6YMf/zxh9M/JyIigsaNGzv9c7Ijb247eHf7te2N3R2G23hz+7257eDd7XdF240x/6V1TodolVJKKaVyGE3wlFJKKaVyGE3wlFJKKaVyGE3wlFJKKaVyGE3wlFJKKaVyGE3wlFJKKaVyGE3wlFJKKaVyGE3wlFJKKaVyGC10rJSXiImPZ+y+fUw8eJBjcXEU8vfnmRIl6BsWRoif/lWglFI5if6trpSHiYmB7dth61Y59u8HPz/IlQv8/eUICYGbb4Z69aBMGTiTEE+D9evZFRtLbGIiAFFxcYzZt49ZR4/yW+3amuQppVQOon+jK5XNxcXB4sUwcyb88gv8l+bGNKkrVAjyv7CP/26NJd438bJzsYmJ7IqNZey+fQwtWzYLo1ZKKeVOmuAplQ0lJsKKFTBjBnz7LRw7lnLO3x8qVYIqVeQoU0auj4uDCxfk6/HjsH49rF0LR4/CsWoH4YrkLllsYiIfHDyoCZ5SSuUgmuAplY0kJEhP3eDBsGtXyvtVqkDHjtC2rSR3/v7XeMjx4zB5MoSswQavYR8JlMk7FYtJ85Zj589D9+7QvDk0aybdfkoppTyWJnhKZQPWwty5MHAg/PWXvHfDDdCpEzz8MFSvDibt/Oxyfn4wdCicPo0BSgcHU+jcWaJy507zFv9Tln2TfiJs0iT5oLvvhmHDoE6d626bUkop19MyKUq52bJlcMstcP/9ktyVLg2ffQY7d8LIkbJYIs3k7tw5+OQTaNJEXgPkzQvvvQeffgqbNsGpUzxTpQqBPmn8737eh/PzynGj37+8VmY60X4F4Ycf4OmnJfNUSinlcbQHTyk3OX0aXnpJ8jCAokWlB69HDwgIcOABCxfCM8/Anj3y/ddfQ7du8jr5a5K+YWHMOnr0slW0AIE+PoSFBFI9Lozv4v0Yuaczn4Z2ZEzdr+n6QkFMcma5dy+cPw8VK15fo5VSSrmE9uAp5QY//yw9c59+KuVNhg+XOXe9ezuQ3B06BA89BPfcI8ld9erwxRcySS8NIX5+/Fa7Nv3Cwijs748PUNjfn35hYay/pTazpvvx669w220QGeXDoz8+zEOTmnPiRNIDBgyAmjVh6tQs+i+glFLKmbQHTykXunDBhz59YPx4Gf2sVQs+/xyqVXPwAdOmSRYYHQ3BwTJP7vnnZd5dOkL8/Bhatmyaq2UbNICVKyWHe/ZZ+OYb+O03mD7NcgfA2bPw6KMQEQETJsA15vQppZRyL+3BU8pFduyAnj3r8NZb4OMDgwZJAuVwcgfS3RcdDffdJ1WO+/RxKLlzlDGSw23YIPMC9+2Dxk0Mr5WeRtxHn0FQEEyZAvXrp6wGUUople1ogqeUCyxZIgnTf//lplIlWL1aOt9y5XLg5pMnU14/+KD0oM2bJ8tsnaR8eanD99pr8v3INw2Npz7G0R/XQeXKklzWqyfdj0oppbIdTfCUcrL334eWLSVPu/32o/zxh3SApctamDhRErkNG+Q9Y6BRowzUTMk8f38YMULyyVKlJClt8NhNbJ/+B3TtKqt2Fy3SlbZKKZUNaYKnlJPExcki1969pYDxgAEwdOhfhIQ4cPO5czJW2quXDMn++KOzw03THXfAmjVSEu/ff+G2u3IT8dhU+P57Ga51QbKplFIqYzTBU8oJTp6UXrsPPpBVsdOnwxtvyNy7dEVGQsOGMvwZFARffgmvvOL0mK+leHFZ+dumDZw4IRtefH7s3pT5f9HR8PHH2punlFLZhCZ4SmWxqCho2lQKGBcrJolR584O3rxnD4SHw7p1ULasrMK4RvkTV8qdG2bNghdflN7Jbt1gyBCwiVYyvyefhH79NMlTSqlsQBM8pbLQoUMyRe7PP6FCBfj9d1lc4ZALF2Qf2J07pebcr79KsbxsxNcX3npLqqT4+MiOaP36G+wzvaQ3b9w4eO45TfKUUsrNNMFTKov895+MrG7dClWrwi+/yLZjDsuVC/73P+n+i4iQrS2yqV69pE5eck7X59f22FnfSRsmTJDVGUoppdxGEzylssA//0hyt2sX1K4t+Vnx4g7efPx4yuu2baWmSr58zggzSz3wAHz7ray2HT8eXlzWCvvV17Lo4vXXZXcNpZRSbqEJnlLXads2WWm6b59s9bVsGYSGOnjz7Nky127lypT3PGhVaps2Mi8vVy545x14bmkb7Fvj5eTjj8P69e4NUCmlvJRHJXjGmArGmI+MMRuNMQnGmIgrzucyxnxtjPnXGHPOGHPUGLPQGFPHTSGrHO7ff+HOO+HwYRlZ/emnDHS+zZkjhYujo2HxYqfG6UytWkmemjw62+vv57C9ekOXLrJPrlJKKZfzqAQPqArcA+xIOq7kC1jgTeBeoAcQDCwzxpRzVZDKO+zfL2siDh6UHrz583Gsxh3A3LnQoQPEx8PLL8tyVA92zz3SpIAA+OBDw4CQd+GTT2T8VimllMt5WoI331obZq3tAFy1Eaa19py19iFr7SfW2mXW2jlIohcItHV1sCrnioyEu+6Sqib16klyFxzs4M3z56ckd336wJgxHjUsm5aWLWW41tcXRo02jH87qU0nT0LfvvhcuODeAJVSyot4VIJnrU3MxG1ngFjAkV0/lUrXyZPQogVs3y4jkD/+CHnzOnZvodWroV07KST34oswdmyOSO6S3XsvfPaZvH7pJSnwTMeOMG4c5SdOdGtsSinlTTwqwXOUEX7GmGLAGCABmOHmsFQOEBMDd98tW8NWrChT5woWzMSDXnhBSqLkoOQuWdeuUjoF4LHHYOHd70KuXJScOxe++sq9wSmllJfIkQke0B+IAw4B3YB7rLX/uTck5eni4qTz7bffpL7dkiUZL1V37LbbZGXpW2/lyOQuWZ8+0LevjEK3f7Uivz+XVDKle3fYkdr0WaWUUlnJWA+tOG+M+RYItdY2TuVcMaAUUBx4BqgH3GGt3ZrKtT2BngBFixatM3PmTGeGDUBMTAwhDs/Gz1k8te3WwqhRlVm0qBj581/gvff+pFSpcw7dm2f7dnwuXODUzTd7bPszw1oYPboyP/1UjLx54/i+YjcarptBTLlyrJ84kcSAAHeH6DLe9HNPjTe335vbDt7dfle0vUmTJuustXVTPWmt9cgD+BaIcOA6P+Bv4PP0rq1Tp451heXLl7vkc7IjT237gAHWgrXBwdauWZOBGzdutLZAAWuDgqxdv95j259ZFy5Ye++98t+uVInT9li5uvJN9+7uDs2lvO3nfiVvbr83t91a726/K9oO/GHTyGly6hDtRdbaeGAzoGVSVKZMnAgjR8rq0G++kVWzDtmxQ5banjgBzZtDtWpOjTM78veHmTOhRg3YfzCE9oWWERcQAoGBkJiZNVNKKaUckeMTPGNMIFAb2O3uWJTnmTMHeveW1x9/LPXeHPLff1IBOTJSvs6c6bU14UJCpDJMwYLnWb42D70eOIh99z3wyfF//SillNt41N+wxphgY0x7Y0x7oCRQOPn7pHMdjTGfG2M6GWMaG2M6AouRuXhvuTV45XFWr5YKH9bCsGGy85ZDDh2SCsj79kF4uGSJgYFOjTW7CwuDESO2EBgIn8zIw9tvJ52IiZHVK0oppbKURyV4QBHgm6SjAVDlku+LIHPtCiHJ3E/IjhYHgbrW2j/dEbDyTDt3QuvWEBsLPXvCwIEO3piQIMXgdu2C2rVhwQLIndupsXqKm246zdSp8rpPH/h+3HYZux0+3L2BKaVUDuRRCZ61do+11qRx7LHWrrfW3mutLWatDbDWlrGys8VVu154othY7exwhWPHZCg2+ev772egoomvL4wYAXXqZHBjWu/w4IMwdKj0inZ8vQKb/80tExx//93doSmlVI7iUQmeNzl8GL7+GgYPltprlSpJR1BoKAwYIFO7VNY7fx7uvx/++Qdq1pS6vH5+GXzIPffAmjXyw1JXGTRIhr5jzvlxf/5lnEjII9WRz551d2hKKZVjaIKXDa1dK7skPPSQzP367ruU2rDR0fDmm3DDDTL5/z8t35xlrJV5ditWQMmS8P33skAgXRcuyN6yS5emvKcLCNJkDHz6KdSqBbtOhtI5ZB4JO3ZCv37uDk0ppXIM/Vcom9m1S6ZwxcTArbfCq6/Kfp4bNsCZM/Drrylzw95/H8qXhyeekOvV9Rk8GL78UpK6BQskyUtXXJyMO377rezLdf680+PMCYKD5ReXQoVgYUxDhvgMlz/Qixa5OzSllMoRNMHLRiIjZRP7o0elbNrPP8v0pM6dZS56YCA0aABz58LmzfI+yObujRrJ4k2VOVOmyFx/Hx8Zlq1Rw4Gb4uJkrHHuXMifH+bNAy/aneF6lSkj1WN8fGBE4gDm0Ea6UM+ccXdoSinl8TTByyZiYi5ffPntt9cum1atmvTsbdkCFSrI9qb1G8XzzJrdFF61Cp+ICAqvWsXg3buJiY93XUM80LJl0KOHvJ4wwcFad/Hx0KULzJolCykWL5ZJeypD7rwTRo+W1139vmRb38901bFSSmUBTfCygeRRvj/+gLJlZXgwTx7H7q1cWYZt6zeKZ/+r6/ngxD6i4uKwQFRcHGP27aPB+vWa5KVh2zZ44AHJ1156CZ5+2oGbEhLg0Uelqy9PHlktWzf1rQBV+vr0kfmmp+ODuf+D5pw65e6IlFLK82mC52bWwlNPwcKFsujyxx+hWLEMPODsWUIPb+HOIb/hU+ocBFy+/VNsYiK7YmMZu29f1gaeAxw5Ir11p07JytmxYx28cfNm6WINCZEf2C23ODXOnM4YmDQJqleHv/+WqYx24yZZUaSUUipTNMFzs+XLZQ5dUJCs2rzxRgdushaGDIGGDWXuV/XqfHwyikR/m+rlsYmJfLBli3RVTZgA//6bpW3wRGfPymKVPXugfn0Z7nZ44WvNmjLf7ocf4LbbnBmm18idWxZd5MsHs2fD+NrToH9/d4ellFIeSxM8N5s4Ub72759OR1BynRSQLo85c2DlShlbvPFGjqVTUPdY7tzyL+ezz8rS28qVZUzSC5ffJiZK2bU1a2Si/7x5sqrzms6fv7wYb/PmkmCrLFOhgix2AeiX+CYrP9wsK42UUkplmCZ4bnTwoORpvr4pk/wvY61M3m/SRBKy7dtTzg0eLDcfOwZ//02hXLmu+VmFfH2lq/DBB6Wb5O+/pSbIpZnN6dNZ07Bsrn//lLURCxZA0aLp3HD2LLRpI0uVly1zSYzeqm1bePllSMCPh/iKyEf7aQFkpZTKBE3w3OjTT2W+ftu2UKLEFScXLJCxw+bNISJCJvP/dcmOa/ffL0lHgQIAPFOiBIFpjTGe9+EeW1omN331ldRh+flnePfdlHHJ48cliHbtJKlMTEz9WR7u3Xdh3DjZnWLWLKhSJZ0bTp2Cli1lIUXevFCwoEvi9GYjR8Lt4YkcpCSd9rxBwqAh7g5JKaU8jiZ4bhIfDx9/LK8vW7kZHS0rNO+7T5bVFi4s/+Lt3SvJVxr6hoVRPjDwqiTPN94HDgYy68Ew1q1LetPfH+64Q3rzkq1cCefOyUSo5s2lENzMmZKB5hDffAMvvCCvJ02CZs3SuSEqSi5asQJKlYJfftFSKC7g7w9ffe1DkQJxLOVOhryVV8bTlVJKOUwTPDf5/ns4cEAWVTRtesmJF1+EqVOlqvG4cbIK4NVX0920PsTPj99q16ZfWBiF/f3xAQr7+zOgXBgPLK1NzFE/Wra8fJT3Mq1bSxI5fLhs4bBlixTxrVoVPv9chos92M8/wyOPSDPefFPm4F3T33/LViLr1kG5cpLkVa7skliVdCZ/+Y0/PiaREQxkYdcZHv9nUCmlXEkTPDf54AP5+tRTsmbiouHDpfrr+vVSICzd2f8pQvz8GFq2LJHh4SQ0bkxkeDjDypVlxmd+3H23dEi1bClz/1JVogQMHCjVlj/6SFYg/P23zN27LEjPsmWLjGZfuCD796a7ODMuTrYU2blTejJXrJD/FsqlmjWDYa9L/cYukePYf8Bz/wwqpZSraYLnBgcOBLFokXTSdbvnKDz/fMpQaIkSMgfuppuy7PNy5ZLhyVtugf/+S6n9lqaAAOjZU1buTpkCb7yRcm77dpnH5yFz9Pbtk6T21CkZ4X77bQdyVX9/SXDbt5eh66smSCpXefX1XLRoAcdO+PLwwzK1QSmlVPo0wXOD+fOLA/BwqxgKtr5dZv6/955TPzN37pQ6exs3yhqN8+fTucnfH7p1g/DwlPdeew0efhjq1JE6cNl42Cy5x/LAAaloMn26rFhOVXy89NQla9FCsuKQEJfEqlLn4wPTpkmOvWoVDHro72z9Z04ppbILTfBcJCY+nsG7dxO6chVf9fwXZq/Ct/C7xOzdK8OAHTs6PYbQUFkMWqyYFFju1i2DHXHWwt13yxy9DRtk89yGDbNlrbKTJyVH27pVphHOnSs9pqnau1eGxZs21TIo2VDhwrLex4cERn1XiYUvLXZ3SEople1pgucCMfHxNFi/njH79nEsPk7+q+eP44vWdWgwZQoxS5c6UIwta5QpI9ui5ckjI619+mSgQ8QY6N4d/vkH/vc/KFRIulUaN5aVt3//7cTIHRcTI8PQ69dL8dzFiy9Wk7mctfDFF3DzzZKkFix4jSxQuVPDhjCiwyYAurxTh/0botwckVJKZW+a4LnA2H372BUbS+wV3WWxAQHsKlaMsS7ec7NmTamR7O8vc9JGj87gA4KCZBeMf/+FoUOlPtzy5fJANzt3Dlq1gl9/hdKlYelSKF48lQuPH5de00cekQl6rVvLHrO69Vi21X9GTVoUWssxW4iH7zqm8/GUUuoaNMFzgYkHD16V3CWLtZYP0lzW6jxNm0r1E2OkCkumpgDmzQuvvw67d8t8tXLl5P3ERNkSzcW1y86fl+12IyIkqVu6VJK8q2zeLL12X30lkxM/+UQy3iJFXBqvyhgfX8O0hYUpwUFWRVViYKdd7g5JKaWyLU3wXOBYXNx1nXeWhx+WxaIAzz0nO2tkSsGCsh1HsnnzYMIEWbZ7550yr83JE+MvXJD2/PijzDVcskSGZ1NVooSM4zZoIHMJu3f36DIw3qRwvTLMfDoCX+IZ/U15Fs6OdXdISimVLWmC5wKF0hm6TO+8M/XoAe+8I6979pQpadft1lvhlVdkot/SpVLQ7JZb4LPP8Dl3Lgs+4HJnzsgI65w5kD+/zLm7bAuy3bulFE3ysuFChWDRIlk1m2YWqLKrhu8+yLDiUkiya5dEDhxwc0BKKZUNaYLnAtfaJzbQx4en3Vxn7bnnZHcHa2Vl7XffXecDixaVB+7dKzX0QkNh7Vp44glqP/vsdT06eTVy4VWr8ImIIHTFKiqP2s1PP8df7LmrWRNpzIYNUtm4cmUpRTNxYsqD6teXDWmV5/Hz45W5t9G84m6izgTTsaPWx1NKqStpgucCae0TG+jjQ/nAQPqGhbkpshSvvAKDBkm95Ycfhvnzs+Ch+fPDgAFSXXnKFAgPJ7Jx45Tz//wjH7pqlUP/Ql+6GjkqLg4LHEuIY//t+/D/ZD0//RJPnRKHZIVvjRpQqxa8/77sTPHII1L8T+UIPvXqMG1lWYoXl47YIUPcHZFSSmUvmuC5wJX7xBpkn9h+YWH8Vrs2IdmkJ2noUFkcGxcnudCkSVn04OBg6RpcuZK9nTqlvD9vHowYAbffLr187dvLpMBVq+DIkasek9ZqZAIS8QmLZW7gPujUCV5+WRZSFCokPXgbN0q1XN1uLEcpUgS+/BJ8fCwjR1oWa3k8pZS6yKMSPGNMBWPMR8aYjcaYBGNMxBXnixtjxiadjzHG7DPGTDXGuH2vqUv3iV0GRIaHM7Rs2WyT3IGsMxg3TrajTUiQtQdDhmTx+ohLezFvv13Gh2+8UUqVzJolm/PefrvM40uWtDx24rZtaa5GPm8TZTXyY4/Jgo/Zs2XT3ffeg+rVs7ABKjtpXPkwg3ONwlpD54cTOHTI3REppVT24FEJHlAVuAfYkXRcqQ5wPzADaAX0BW4BVhtjdM8pBxgDw4fDhx9KLjZ0KDzxhPTqZblbbpEVHn//Dbt2yRy5jh2hXj3ZCu3SoGbP5lg6RYiPxcVB166S3LVtK5vwqpytWDFea7OFpizl6HFfOnWyF7d1Vkopb+ZpCd58a22YtbYD8Fcq51cCla21o6y1y621M4HWwA1AO1cG6umefFJWpQYFweTJsko1JsaJH1iuHDz9tIy5rVkjdfWS+ftzauoc/M9du7fTnauRlfv4vjueL/L1oiiHiYgwDB3q7oiUUsr9PCrBs9Zec+dUa+1Ja238Fe/tAM4CWsU2g1q1kg0qQkOlvlz9+rIY1tU2bjLUHd6GC9+GwfnsuxpZuUmRIhQb358v6YQhkREjLIsWuTsopZRyL49K8DLDGHMzEAxsdXcsnuiWW2D1aqk0sm2b1AYeMCClpJwzxcbCyJHymTt3QrW/wqiYO3uvRlZu8uijNG3mw2CGYq3hkUdkCqZSSnmrHJ3gGWN8gHeAfwD9nT6TKlaE9euhTx9ZcPHmm1C3Lqxb55zPs1ZGaCtXhtdek0TviSdgzc9+rG+QshrZh+y5Glm5gTHwyScMDHqLO1nC0aNS7kfr4ymlvJWxTt5CylmMMd8Codbaxte4ZjTwPNDIWvt7Gtf0BHoCFC1atM7MmTOdEO3lYmJiCAnxzDUfmzfnZfToyhw4EIyPj+WBB/bTrt1+ihVzrEsvvbbv2BHC++9XYNOm/ACUKxfDM8/spE6dk1kSv7t58s/+ermi7UWWLOFASHkeHtuJ48cD6NTpP3r02O3Uz3SEN//cwbvb781tB+9uvyva3qRJk3XW2rqpnrTWeuQBfAtEXOP8M0Ai8JCjz6xTp451heXLl7vkc5zlzBlrX3jBWmOsBWt9fKxt29baJUusTUy89r2ptf3ECWsnTbL2zjtTnhkaau2HH1obH++cNriLp//sr4cr2x4RIX8uwdoffnDZx6bJm3/u1np3+7257dZ6d/td0XbgD5tGTpMjh2iNMe2A94B+1tqv3B1PThMcDOPHy2LXzp3B11dW3N55J1StKkO48+dL5ZPUSlacOyfnvvpKqpkULSpDsEuWgL+/DAX/84+s5PX1dX37lOdr1AiGPSKVlLp0kV3zlFLKm+S4SUvGmMbAF8AEa+04N4eTo9WtC9OnS3HkTz6R2nnbtskijGQBAVCpkqzEPXwY9u4Nv6rcijHQtKmUwGvXDgoUcG07VA40fz6vft6GFYHL+elYIzp0gF9+kT+PSinlDTwqwTPGBCOFjgFKAnmNMe2Tvv8BqXc3B9gOfGWMaXDJ7UettbtcFqwXKVZMtpR95RXpyVuxQhK9bdvgwAHYtOnSq/3x94fixaFsWdkS7cEH5XulskzLlvjUqsn0P9tRJ88O1qwpSJ8+MGGCuwNTSinX8KgED6ll980V7yV/XxbZtSIfUANYdcV1U4FHnRmct/P3hw4d5EgWHQ3bt8PJk5LE/fvvKlq3DscY98WpvIC/P3z2GaH16vHN6Zbc7vcb77/vw223yXbFSimV03nUHDxr7R5rrUnj2GOtnXKN84+6O35vlDevFEhu3ly2hM2XL06TO+UaNWvCwIHUZy3v5BkEQI8e8Fdqe+AopVQO41EJnlJKZciAAVC3Lk+dGEnncqs5e1bmeZ4+7e7AlFLKuTTBU0rlXP7+MG0aJjCQj84/RtXK8fz9N3TvLgW1lVIqp9IETymVs1WuDPPmkXvL78ya40eePPD11/C//7k7MKWUch5N8JRSOd9dd0H+/FSqBFOnylv9+8Pixe4NSymlnEUTPKWU94iN5f6VfRh43wYSE2W/2t3u38lMKaWynCZ4Sinv8cMP8NZbDF1+B/c2PsPx47Kbypkz7g5MKaWyliZ4SinvkVRZ2+fMaaZHtaRihUQ2bZKt8nTRhVIqJ9EETynlPYyBjz+G8uXJv2Ulc+uOIE8e2Rd5nG5sqJTKQTTBU0p5l3z5ZBltrlzcNHMw055cAchWewsXujk2pZTKIprgKaW8T+3aMH48AG0+upfBvY+RmAgPPQRbtrg5NqWUygKethetUkpljaefhogIiItj8FAfth+VodpWreD336FIEXcHqJRSmacJnlLKOxkDn38OAQEYY5g8WUqmrFkjazGWLoXAQHcHqZRSmaNDtEop7xUYKIkeEMQ55vZbRVgYrF6t25kppTybJnhKKRUbC02bUqxjE+YP/oPcueGLL2DkSHcHppRSmaMJnlJKBQbCrbdCXBw1+rVgxv8OYgwMHAgzZrg7OKWUyjhN8JRSCmDsWLj3Xjh+nFbjmzJu2FkAunWDJUvcHJtSSmWQJnhKKQXg6yvdddWrw99/8+Ly1rz4fAJxcbLo4s8/3R2gUko5ThM8pZRKlicPzJ8PRYtili1l3NledOxoiYmBu++Gf/91d4BKKeUYTfCUUupSN9wAc+ZAQAA+0SeZ8kk8d94JR45AixYQGenuAJVSKn2a4Cml1JUaNJCCeDNmkCu3P7NmQa1asHOnTNOLiXF3gEopdW2a4CmlVGpuvvlijby89hQ/PDGLsmXhjz+gdWs4e9bN8Sml1DVogqeUUtcSHw8tWlCsd3sWdZxM8eKwfLksvIiNdXdwSimVOk3wlFLqWvz84IknAKgw8nGWPjadIkVg0SJo3x4uXHBzfEoplQpN8H0mf1cAACAASURBVJRSKj09esDEiQDcNLILSzpNolAhy4IF8NBDEBfn5viUUuoKmuAppZQjnn4a3nsPgOpvd2dxg9fJn98yZw488oiM5CqlVHbhUQmeMaaCMeYjY8xGY0yCMSYilWueMcYsMMYcM8ZYY0xj10eqlMqReveGb7+F4GBqLRjBoqfnkDcvfP01dO6sw7VKqezDoxI8oCpwD7Aj6UhNV6Ag8JOrglJKeZF27WDlSnj2WeqNaMPChVIf+euvoW1bXV2rlMoePC3Bm2+tDbPWdgD+SuOa26y1twIjXRiXUsqb1KoF774LPj7cdhss//oooXliWbhQiiGfOuXuAJVS3s6jEjxrbWJWXKOUUlkmNpY6g+5hxemalAo8ysqV0Lix7nihlHIvj0rwlFIq2wkIgB49qJz3ECtj61LB7GLDBgi/M54XNuym8KpVNAUKr1rF4N27idHVGEopF9AETymlrocx0LMnbN3KDW1qsdLeRrXAP9n54nreObKXqLg4LBAVF8eYfftosH695yV51sqhlPIYxnro/7TGmG+BUGtt4zTOVwM2A02stRHXeE5PoCdA0aJF68ycOTPrg71CTEwMISEhTv+c7Mib2w7e3X6vaLu1FP75ZyYfPsn4+9uSGHD1JbmAh4HHXB3bpawl1/Hj5N69m8DDh4ls0oSE3LkBqDR2LIVWrcInPh6TdPgkJJAQEMDJGjXYPHr0xccUWbyYUzVrcr5w4Wt+nFf87NPgzW0H726/K9repEmTddbauqmd8/oE71J169a1f/zxR5bFmJaIiAgaN27s9M/Jjry57eDd7femthdesYKohIS0z/v7Exke7rqAjh2D2bNh0ybYvFmOY8dSzq9bB7Vry+tevS4Wdb7KXXfJFh4A0dGQL5+8rlIFmjeX4447IClZTOZNP/sreXPbwbvb74q2G2PSTPD8nPrJSinlhY5dI7kDOHbhAnzxhSRE6fR+ZUhkJGzZIke+fNCtm7x//LjsxnGpfPmgenWoWBGCg1PeHzECBg+GXLnA3z/lOH0azpxJuS4uDu67Tzbm3bpVjrfflmc9/jgMGADFi2dd25RSGaIJnlJKZbFC/v5EXWP/svwnT8v2F8ZAnTqyqW3//ikXREdD3rxX33junOyN6+8v33//Pfz4I/z1lyR1UVEp19arl5LglS8vr2+6SZK66tWhVCn5/CsVKJB60HnzXh5ToUIwf75Ud/7tN+nZW7QI1q6FDz6Avn3TbL9SyvkyneAZY/yAesAdSAHiUCD5V9GjScdfwApgrbX2umcVG2OCkULHACWBvMaY9knf/2CtPWuMqQuUAcKS3m9kjAkF9lhrnT/+qpTyes+UKMGYffuITUylatN5H2IWVGFG9ZF03DEU/vhDkqXkBO/kSUmycuVKWdyQmCgHwC+/QMOG8joiAt5/P+XZefNC1apy3HJLyvs+PjBlijOaKnHecYccI0bI8O/q1VC6tJxPTKTSmDFQsCDcfLNzYlBKXSXDCZ4xphnQHWgNBF566opLL53cF2uMmQdMstYuyXCUKYoA31zxXvL3ZYE9QG+g2yXnhyR9nQo8eh2frZRSDukbFsaso0fZFRt7WZIXaHzIFRNI9Bdl6BT7Kku79eXdNksvGyHl8GEICpLeuiv5+8twa7JWraBECZkDV7Vq2r1yrpTcQ5hswQKKL1wIS5bAa6/Bq69KUqiUciqHyqQYY3yMMT2MMbuARcBDQBCS1J0A1gNLgK+TjiVJ751IuiYo6Z6fjDG7kp6V4RIt1to91lqTxrEn6ZpH0zj/aEY/TymlMiPEz4/fatemX1gYhf39McjCin6lw9jfpjYfvu1HYCBMmupHvYEt2FKyRcrNlSvLXLdz5+D8eZnrFh8vPXgXLkCbNinXNmoEL70ELVtCWJj7k7vUNGzIgdatpR1DhkD9+vDnn+6OSqkcL90kyxjzADLU+iHSS3Ya+BzoDFS01oZaa+tZa5tbax9OOponvRcKVAQ6AVOS7i2b9Kwtxpj7ndIqpZRysxA/P4aWLUtkeDjLgMjwcIaWLUsePz+efBLWrJFcbutWmYY3fLjkb4AkaoGB0tPl5we+vtkzeXNE/vz88+KLsGwZlC0LGzfK/MCBAy9psFIqqznSi/YtUAn4GWgPFE3qJZthrd2V3s3W2l3W2pnW2seRIdb2Sc+qnPRspZTyOtWry/S7Hj0kz3n9dalU8uuv7o7MSZo0kfl5zz0nvZFvvCGrbpVSTuFIgrcYaGitbWqt/c5aez6zH2atvZD0jKZAw6RnK6WUV8qdGz7+WDq3KlSQxbDh4fDss1KVJMfJnRveeQd+/hk6d4YXXnB3RErlWOkmeNbaFtbaVVn9wdbaVdballn9XKWU8jRNmkgN4ldfldHYCRNk+PazzyCdknqeqWFDmD49ZbHFqVM6L0+pLKZ70SqlVDYQFAQjR8qwbb16cPAgPPEE1Kgh5e48dNOh9MXFQYcOcPvtMG+eu6NRKsfIVIJnjHnOGNPYGFMwqwNSSilvVqOG1A2ePh3KlJFh21atoHFj+P13d0fnJCVLwtmzcP/90m2plLpume3BextYChw1xuwzxiwwxrxpjHnYGFMlMyVQlFJKCR8fmaK2fTu89ZbUCP7lF2jQAJo1g4ULc1CPnr+/JHVDh8rii+7d4Zsry50qpTIqs4nYUaS+nUF2lGgJ9AO+ADYDZ4wx640xk40xLxpjmhljsnDDRaWUyvkCAuDFF2HXLnjlFQgJkQUZ99wjq3AnT5ZSeR7PGFlGPHy4ZK6dO8u2Z0qpTMtUgmetLQo0AfYmvWWuOAKAmkBXYBxSHPmwMeagMeZHY8wYY0xnY0z1pC3PlFJKpSF/fnjzTdi3D8aMkRHNv/6Cxx+HG26Afv3ke4/32muS0cbFyXDt5s3ujkgpj5XZOXg1gflACSSBq4xsWxYE3Ag8juxBm1yZMznxKwY0B/ogxZI3ADHGmA2Zb4JSSnmH/Pmhb1/491/4/HPZ2vXIERg7FqpVg7p14b33ICrK3ZFmkjEwbhx06watW0OlSu6OSCmPldkh2teB3MBIa20/a+2OpBp35621O621U6y1jYB2wClkj9gewHBgNvAPkIgkfbmA6ql9iFJKqavlygVdusCGDbBqFfTsCfnywbp1Uke4RAm46y54913Yvdvd0WaQjw98+unlZVSUUhmW2QTvtqSvM651kbV2NjKUWwToaK0dbK1tZ62tjCSItYBHgFGZjEMppbyWMXDbbfDRR3DoEMyYIdvSJiTAkiXw/PNQrhxUrSpz+JYskW1us73k7dlAKj6//HIOrfyslPNkdv5bvqSvJ9K70Fq70RgzChhqjOlqrf086f0LwMakQyml1HUICoKHH5YjKkpW2s6fDz/9JPvdbt0Ko0dL7lSnDtxxhxwNGkBoqLujv4bHHoNZs2DvXvjqK8/dk1cpF8tsD17y4or6Dl7/NTIc+2gmP08ppZSDQkNlCPfrr+HoUem5e+klmaOXmCj19MaOlfp6hQvLQo0HHoARIyQxPHgwG5VheeMNyJNHSqeMH+/uaJTyGJntwfseeBF4zRjzg7U2MZ3rTyV91bl2SinlQrlySe28Zs3k++ho+PVXqav3yy+wfr10ju3dC7Nnp9xXoIAM7VarJl+rVpXt04oVc3EnWqVKMHWqZKD9+kn3Y6NGLgxAKc+U2QRvLNAd6cGbaYzpZq09d43r6yZ9zZ3Jz1NKKZUF8uaFFi3kAJmvt2OHLNBYv16+bt4MJ07AypVyXCpfPrjpJkn2qlRJOW64QdZHOMX990P//jLG/OCDEmjJkk76MKVyhkwleNbaw8aYjsiK2HZAA2PMSGCGtfbUpdcaY6oA7wEW2HGd8SqllMpCvr6SsN10EzzyiLxnLRw+DFu2SH29LVtkDt+2bXDypGyl9ttvlz8nOFieUbUq1KwJtWrJtmsFCmRRoCNGwNq1Uun5wQdh+XJdZavUNWS6yLC19gdjTFNkfl0p4H3gXWPMJmA3kACUQXrvkjv0P7quaJVSSjmdMVC8uBx33ZXyvrUQGSmJXvLx11+S/B0+LL1/69ZJjb5kZcpAWFhVWrWC22+H2rVlh44M8/ODmTPlAdWqZaNJgkplT9e1i4S1dpUxpjrwKvA0EAzURsqfQEpiBzDRWvvB9XyeUkop9zEGihaVo3Hjy88dPy4J36ZNUp9vwwZ5vWcP7NlTmBUr5LqAAKhXT5K95s0hPDwDHXGFC8Off2bzZb9KZQ/XvU2YtfY40NcYMwLZk7YpUBooBMQge9POsNb+lvZTlFJKebKCBSVZCw9PeS8+Xub3ff75No4fv4lVq6S3L3lu36hRskD2rrtkf92775Yizdd0aXJ39qx8SN68TmmTUp4sy/aBTZp791XSoZRSysv5+ckCjJYtj9C48U2A9PT9+itEREhJlr/+gu++kwMkQezaFTp0SGf+3oYN8NBDUL8+TJvm9LYo5WmcteZJKaWUukrBgnDvvVKHb8sWGcL94AOpyRcUJFuvPfmklGNp3x7mzYO4uFQelDs37NsnW5olZ4dKqYs0wVNKKeU2N9wATz0liVxkpJS8a9ZMkrpZs6BNG9lu7X//kxp+F1WsCGPGyOsnn4QjR9wSv1LZVboJnjFmnTGmTVZ/sDHmfmPMuqx+rlJKKc8UEiLDs0uWSOHlUaOkzvH+/bIdbVgY9O0rHXcAPPOMZINRUZLk6cpapS5ypAevFvCdMWaDMaaHMSbTVY2MMQWNMU8llVL5FqiZ2WcppZTKuUqVktrGW7fC99/Lqt3oaBg3Tnr0nngCDhzygcmTZZHF3LmX12dRyss5kuA1AtYANwMfAoeMMfOMMb2MMbcYY9KsaGSMCTTG3GqMec4YswA4hNTLqwb8nvRshxljKhhjPjLGbDTGJBhjIlK5xhhjBhhj9hljzhljfjHGaCKplFIeyMdH5uwtXy51jh9+WDrqPvtMRmlf/ySM06MnysXPPy+9eUqp9FfRWmtXALcaY9oBA5AevfuAe5MuiTfGHAJOJB0ABYECQHHAN+m95Jp464CR1tpLdj10WFXgHuA3IK3KSa8Ag4C+wHbgJWCJMaaatfZwJj5TKaVUNlC3LsyYAcOHw6uvwrffyuuPi3ZiQOMEjr5QgA///ptjW7ZQyN+fZ0qUoG9YGCF+WVYwQimP4cgcvAeNMZWstbOstXWQQsYfApFI0uaP1L2rATROOm4GwpAE0gBHgQ+A2tbaeplM7gDmW2vDrLUdgL9SiTUQSfDetNZOsNYuATog26T1zuRnKqWUykYqVIBvvpFaerfcAkdOJfB818q8EZSPqLg4LBAVF8eYfftosH49MfHx7g5ZKZdz5NeamUCiMSavtfastXYD8AzwjDGmItAQqAIUBpIrUEYhSd1WYIW19p+sCNZam5jOJbcBeZHt05LvOWOMmQ/cDQzMijiUUkq5X3i41NTrsGAf3+WKxea6/J+I2MREdsXGMnbfPoaWLeumKJVyD0f7rc1l3xgzBdgCvJVVyVsWqYzsgXtlTNuAh1wfjlJKKWcyBn4ucBAbl/rv/7GJiXxw8KAmeMrrOLLI4lzS18BL3usKjL7iveygABBjrU244v0TQLAxxtEdD5VSSnmIY6lWQnb8vFI5kbHp1A0yxuwAygPNrLURSe8lIvPa8lhrzzo7yDTi+hYItdY2vuS914CXrbUFrri2B/AxkMtaG3fFuZ5AT4CiRYvWmTlzprNDJyYmhpCQEKd/TnbkzW0H726/tt072w7Ob39b4NQ1zvud9uXreB8KFHB9oqc/e+9tvyva3qRJk3XW2rqpnXNkiPYXoALwqTHmeWBRVgaXxU4AeYwxvlf04uUHzl6Z3AFYaz9Gkj/q1q1rGzdu7PQgIyIicMXnZEfe3Hbw7vZr2xu7Owy3cXb7n9+9mzH79hGbmMow7XlD/HeleG5JWWbNkq1rXUl/9t7bfne33ZEh2tFADFAWmAecvOTcM8aYxsaY/M4ILhO2I2VZKlzxfuWkc0oppXKYvmFhlA8MJNDn8n/SAs+f58YjB6m/swT790PDhvDxx7rhhfIO6SZ4SYsoGgGrkcUWQUmnDJL8LQWOGWP2GGPmGGOGJG1D5o4ZrauBaKQ0igRpTDDQCljohniUUko5WYifH7/Vrk2/sDAK+/vjAxT296ffypWse/JxVtQfQq9ecOGC7GjWvTucP+/uqJVyLodW0Vpr/wQaGmNKA02AycgcvEigaNJlpZOOVsn3GWOigU3AhuQj6VmZkpSs3ZP0bUkgrzGmfdL3P1hrzxpjRgGDjDEnSCl07AO8l9nPVUoplb2F+PkxtGzZy1fLBgTAhg3Q81EmVJKaeT17yi4Ye/fCd99Bnjzui1kpZ8pQeW9r7V5gqjFmctJb5YFgZHeLmklHDaASMlSaD6mTd3vyIzL6mVcoAnxzxXvJ35cF9gCjkITuVaAQ8Adwl7X2yHV8rlJKKU9Tty7Mn3/x2y5doGpVuOceWLIEmjSBH36AIkXcGKNSTpLZZOtP4EYAa20UsDjpACBpf9rqpCR9NZO+v67flay1e7iiJl8q11jgjaRDKaWUkol3UVHUrl2YVaugeXNYt06KJf/0E5Qr5+4AlcpamUrwkrYsu9b580jP2R+Xvm+MKZ+Zz1NKKaUybf9+6NQJTp2C9espX96X1avh7rvhzz8lyVu4EGrWdHegSmUdR1bRZhlr7S5Xfp5SSilFoUIy6W7TJpg0CYCiRSEiApo2hcOHoVEjWL3avWEqlZVcmuAppZRSLhcUBGPGyOuBA6UnD8ibV+bgdegA0dHSo7d2rRvjVCoLaYKnlFIq5+vQQcZijx6FESMuvh0QAF9+mZLkNW8uC2+V8nSa4CmllMr5jIG335bX77wDO3dePOXnB198AW3bwsmTcOedsGWLm+JUKotogqeUUso71K0L3bpBXBy89tplp/z9YeZMKaFy7Bg0awbbdf8j5cE0wVNKKeU9hg+HwoWhevWr9iwLCIBZs6QHLzJSFmDs0qWBykNdT9FhpZRSyrOEhcmK2sDAVE8HBsLcudKT9/PPsvBi9WoIDXVxnEpdJ+3BU0op5V3SSO6SBQfLBhg1asA//8jcvNhYF8WmVBbRBE8ppZT3iYuDiRNlPDYh4arTefLAggVQqhSsWgVdu0JiohviVCqTNMFTSinlfRISpDbe0qUwbVqql5QsKXXy8uaFb76BV15xcYxKXQdN8JRSSnmfwMCUeniDBsG5c6leVr26LLzw84OxY+GDD1wYo1LXQRM8pZRS3qlTJ9mAdv9+ePfdNC+780745BN53bu39Oopld1pgqeUUso7+fjA6NHy+s03pQBeGh59FF5/XebhdewIO3a4JkSlMksTPKWUUt6reXPpojt1CkaNuualQ4ZAu3aypdn998Pp064JUanM0ARPKaWUd0tO7JYvT3VFbTJjYPJkqFIFtm6Fxx67qlayUtmGJnhKKaW8W506sGwZ/P47+Ppe89I8eWD2bFlZO2tWygivUtmNJnhKKaVUkybpJnfJbrwRvvhCXg8YAD/95MS4lMokTfCUUkqpZPv3w8cfp3vZfffJnDxrZdHFv/86PzSlMkITPKWUUgrgzBm4+WZ48klYvz7dywcNglat4MQJaN8ezp93QYxKOUgTPKWUUgogd2544gl5PWBAupf7+MgmGOXKwZ9/Qr9+To5PqQzQBE8ppZRK9sorsoLip58gIiLdy/Plg6++An9/qZU8d67zQ1TKEX7uDsATRUdHExkZSVxcXKbuz5cvH9u2bcviqDyDN7cdvLv92nbPaLu/vz9FihQhb9687g7FPQoVgpdflqrGr74Kq1dLfZRrqFtXVtO+9JKUTtm4EcLCXBSvUmnQBC+DoqOjOXLkCCVLliQoKAiTzv/4qTl9+jR58uRxQnTZnze3Hby7/dr27N92ay3nzp3jwIEDAN6b5L34Irz3Hvz2G8ybB23apHvLCy/A0qWwYIEsuoiIkP1rlXIXHaLNoMjISEqWLElwcHCmkjullMqujDEEBwdTsmRJIiMj3R2O+4SEwMCB8nrgQIeqGRsDU6ZAiRKwapWssFXKnXJkgmeMaWuM2WSMOW+M2W2MeSmrnh0XF0dQUFBWPU4ppbKdoKCgTE9ByTGefBK6dYPPP093iDZZaCh8+aUsvhg5Unr0lHKXHJfgGWPCge+ANUAr4DNgtDHmhSz8jKx6lFJKZTv6dxwQECBdcrVqZei2Ro1k+p610KULnDql47TKPXJcgge8Dqy01na31i6y1g4H3gNeN8bkcnNsSimlPNGRIw5fOnAg3H47HDoE48ffqPvVKrfIiQleTWDJFe8tAgoAt7o+HKWUUh7r5Elo0QJq1JBCyA7w9ZWR3ZAQ+PnnIhe3NVPKlXJighcIXLjiveT64je5OBblZlFRUXTq1ImiRYtijOGFF1JG6o8cOUJISAjz58/P8HPPnTtHkSJF+NiBLY2UUh4sXz5J8o4ckUJ3DipbNuXyXr1g714nxadUGnJigrcTqHfFe/WTvhZ0cSweZcqUKRhj0jw+/fRTt8Z38uRJhgwZwi+//OLwPS+//DKzZ8/m+eefZ9q0aXTp0uXiueHDh1OuXDnuu+++DMcSFBTECy+8wLBhw4iNjc3w/UopD2GMrJgAGDNG9iVz0KOPQnh4FNHR8jox0SkRKpWqnDj780PgA2NMD+BbJLnrk3Qu4cqLjTE9gZ4ARYsWJSKdyuX58uXj9OnT1xVgQkLCdT/DGZITlX79+lGhQoWrzterV8+tbd+/fz9Dhw4lISGBWg5OfF68eDHNmjXj2Wefvfje6dOnOX78OJ9++imjRo0iJiYmU/F06tSJwYMHM2nSJLp27erQPdn1Z+8K2nbPantsbGy6fx86KiYmJsue5Ra+vtSoXZsC69fzX+/e7O7Rw+Fbn3rqAlu3Nmb58lw8++xOOnTY78RAsx+P/9lfB7e33Vqbow7AF5gAxAMWOAP0Tnr96LXurVOnjk3P1q1b070mPdHR0df9DGeYPHmyBeyKFSuc9hnX0/bdu3dbwA4fPtzhe/z9/W23bt2uev/dd9+1fn5+9ujRo5mOx1prW7RoYcPDwx2+Prv+7F1B2+5ZsuLvumTLly/Psme5ze+/WwvWBgVZe/Cgw7ctX77czpsntwYEWLt5sxNjzIZyxM8+k1zRduAPm0ZOk+OGaK21Cdba3kBh4GagKPBb0unf0rxROWzFihX4+vpeNp8NYO3atfj7+9Pjkt9u582bR+vWrSlVqhQBAQFUrlyZp59+mpMnT1713CNHjtCrVy9Kly5NQEAApUqVolOnThw4cICIiAjKli0LwKBBgy4OGw9Jo5po8nBzXFwcU6dOvXj9nj17AJg9eza1a9cmNDT0qnsXLFhAjRo1CAwM5MYbb2TSpEkMGTIk1dIRzZs3Z9WqVRzJwAo7pZQHql8f7r8fzp2D4cMzdGurVtCjB5w/D488AheunCWulBPkxCFaAKy1J4ATAMaYZ4DV1trt7o3KM5w6dYqoqKir3i9YsCA+Pj40bNiQPn36MG7cOFq1akWzZs04d+4cXbp0oXTp0owfP/7iPZ999hm+vr707t2bQoUKsWbNGiZPnszmzZtZuXLlxeuOHDnCLbfcwsGDB+nevTs1atTg6NGjLFiwgJ07d3LTTTcxfvx4XnzxRdq3b0+bpK2Dbr755lTbcMcddzBt2jS6detGeHg4PXv2BKBw4cLEx8ezZs2aVIdVly1bRps2bShXrhzDhw8nNjaWAQMGULx48VQ/p359md65cuVK2rVr5+B/YaWURxoxAhYvlv1qM+itt6Tw8caN8OabMHiwE+JT6lJpde156gE0AF4G7gQeAL4BooGb07tXh2hliDat459//rl47fnz5+3NN99sw8LC7IkTJ2yvXr2sj4/PVcO7Z86cuez76OhoO23aNAvYlStXXnz/scces4BdtmzZVXElJiZaazM3ROvr63vVEO2uXbssYMeOHXvV9bVr17YFCxa0UVFRF9/bunWr9fX1tfK/y+UOHDhgATts2DCH4smuP3tX0LZ7Fh2iTcOpUxm6/NK2R0TIUK2fn7V//pnFcWVTOepnn0E6RJv14oCHgDnAFCAYCLfWbnL6JxuT9nFJOQ3/yZOvfe2l6tRJ+7qkXikA1q1L/f5MGD9+PIsXL77qKFmy5MVrcuXKxfTp04mMjKRly5ZMnDiRvn37cvvtt1/2rODgYEB+kYiOjubYsWOEh4cnhbwOgMTERL777jvuuusumjRpclU8WV1VP7l3skCBApe9f/jwYdavX88jjzxCoUt+Q7/pppto0aJFqs8qWLDgZc9USuVwefNm+tZGjaB3b4iPl1W13r4bnHKuHDdEa61dx9VlUlQG1K1b96pELTXVq1fntdde4/XXX6dq1aoMGzbsqmu2b99O//79WbJkCWfPnr3sXPI8vKNHj3Lq1CmqV6+eNQ1wkPzykyJ5fl6lSpWuurZSpUr88MMP6T5DKeUFEhJg2jRYtgymTs3QL9ZvvgkLFshQ7ciROlSrnCfHJXhu5eA/9nGPPUbgc8859sykXq501anj8OdnlcTERBYtWgTAoUOHiIqKokSJEhfPR0dH06hRIwIDAxk2bBgVK1YEICAggJYtW5KYVBQqOUly1f6XyQsrTlxRz+pacaSVyCU/I7XFGkqpHOr0aXjpJamJ17mz7HThoJAQ+OwzaNJEpvS1bSubZCiV1XLiEK1ykTFjxrBy5UpGjRrFhQsXeOKJJy47v3z5ciIjI/n888/p06cPrVu3pkmTJhdXwyYrUqQI+fLlY9Oma4+iZ1UCWLp0aXLnzs2uXbsuez85ru3br16Ls2PHjlSflfyMKlWqZElsSikPkD8/vPqqvO7fP8MVjBs3lt0tdKhWOZMmeCpTNm7cyODBg+ncuTP9+/fnrbfe4scff+TDDz+8eI2Pj/zxSrziL7+xY8de9r2PlspOgAAAIABJREFUjw8PPPAAixcvZvny5Vd9VnLvWe7cuQFSLbGSEX5+ftSvX5+1a9de9n6xYsWoVasW06dP59ixYxff37ZtGz/99FOqz0p+hiND2kqpHKR3byhVSsZaZ87M8O2jRsl2Zhs2yLCtUllNh2jVVRYtWnRxPtqlqlSpQu3atTl//jxdunShSJEiTJgwAYAePXowd+5cXn75Ze666y7Kly9PeHg4oaGhdO3alWeffZbg4GDmzJnD8ePHr3r2yJEjWbx4MS1atLhYJuX48eP88MMPjBgxgkaNGhEaGkrp0qX58ssvKV++PAUKFKBatWpUq1Ytw21s27YtL730EpGRkRQpUuTi+6NHj6Zly5bceuut9OzZk3PnzjFhwgSqVavGxo0bU/1vdeutt1K0aNEMx6CU8mBBQTBsGDz+OLz2GrRrBwEBDt8eEgKTJkHTplJWr21bSKPqk1KZk9byWm88tEzKtcuk9OnTx1pr7csvv2yNMXbRokWX3X/o0CFbqFAhGx4ebhMSEqy11q5du9becccdNiQkxBYsWNA++OCD9siRIxawgwcPvuz+gwcP2h49etjixYtbf39/W6pUKdu5c2d74MCBi9csX77c1qpVy+bKlSvVZ1wptTIp1lp77NgxGxAQYCdMmHDVuXnz5tnq1avbXLly2YoVK9pPP/3UDh48+KoyKUePHrV+fn72k08+uWYMl8quP3tX0LZ7Fi2T4oD4eGurVpXaJ2+/neol6bX96afl9rp1rY2Lc0KMbpZjf/YOcHeZFLcnVdnp8PYEzxWyU9t79eplq1WrdrHO3rWkluCNHDnSlihRwp49e9bhz8xO7Xc1bbtn0QTPQcn7kN16q7Wp/F2SXttPnbI2LEwekUppTo+Xo3/26XB3gqdz8JTXGjRoELt372b+/PkZvvfcuXO8/fbbvP766wQFBTkhOqWUR7jvPpmDFxGRqTqkefNC8tTlQYNg586sDU95L52Dp7xW0aJFiYmJydS9QUFBuv+sUkqSuoceuq5H3HOP7FE7fTp07y7l9Xy0+0VdJ/0jpJRSSmWFyEj45JNM3fr221C4MPz8c6YfodRlNMFTygFDhgyRSatKKZWa8+ehZk3ZQnLlygzfXqgQJBUloG9f2L8/i+NTXkcTPKWUUup6BQSk7A/+4osZLn4M0KEDtGkjG2U89ZTLNydSOYwmeEoppVRW6NsXSpSAP/6AL7/M8O3GwMSJkC+f7Fc7Y4YTYlReQxM8pZRSKivkzg0jR8rrV1+Fs2cz/IgSJWDcOHn9/PMQFZWF8SmvogmeUkoplVW6dIHatWUS3f/+l6lHPPHE/9u78/CmqvSB49/TvRUKpRQqUiiyyM4gjLKNBRFkV1kUpQiIsokMLsimUpYRBNFRGXcWp+iAgjKILIpQRRz9sYgoUBABqSxCq1i2Qpfz++MkIW2TLiFp2vT9PE+eNDd3OW9ukr4559xzoFMnk9yNH+/m8olyQxI8IYQQwl38/K4kds89R4ALQzEpZa6kDQ2Fd9+FtWvdXEZRLkiCJ4QQQrhTx47w1FPw2WdkVajg0i7q1jVT3YK54OLsWfcVT5QPkuAJIYQQ7jZzJrRte1W7GD8eWrWClBTTpU+I4pAET+Sya9cu4uLiCA8PRynFqlWrbM+tWbOGsLAwl2Zw2L59OwEBAezfv79I6yclJaGUYunSpcU+lhAlLSEhAeXCNFWF6dixIx07dnT7fkUJ++ILyMgo9mYBAbBwobl/9VXYutUDZRM+SxI8YZOdnU3//v1JSUnhueeeIzExkdatWwOQk5PD1KlTefDBB6levXqx9926dWtuvfVWZs6c6e5iXzWlFA8++KC3i+Ezjhw5glKKWbNmubR9UlISCQkJpKenu7lkpdOuXbtISEjg6NGj3i6K8IA6b71lmmytl8YWU4sWMHGiGRPvwQddyhNFOSUJnrA5fPgwP//8M+PGjWP06NHEx8dTs2ZNANavX8/u3bsZPXq0y/sfM2YMq1ev5qDMpi0KkJSUxPTp08tVgjd9+nSHCd6nn37Kp59+6oVSCXf5w/IjmX/8Aw4fdmkfTz0FN9wAycmm5VeIopAET9icOnUKgMqVK+d7buHChbRo0YJGjRq5vP/u3btTqVIllixZ4vI+fN358+e9XQSfVRZf26CgIIKCgrxdDHEVzrRsCffea6reXBzzJCTENNUqBc89B9995+ZCCp8kCZ4AYOjQobRv3x6AYcOGoZQiNjYWgMuXL7N27Vpuv/32fNtprZk7dy61a9cmNDSUtm3b8vXXXzvsOxQcHEy7du348MMPi1yunJwcZs2aRUxMDKGhoXTo0IEdO3bYnl+/fj1KKd5///1823777bcopXj77beLfDxntmzZwsCBA4mNjSU4OJhq1aoRHx/Prw4mjNyzZw+33XYbYWFhREdH8/jjj/Ppp5+ilGLLli229Tp27Ei9evX48ccf6dKlCxUrVmTQoEHFOt6SJUtQSrF582YmT55MdHQ0oaGhdOnShcMOagtWrVpFs2bNCAkJoUGDBrz11ltO+4998MEHtGnThrCwMMLDw+nZsyc//PCDS6/fkiVLCA8PL7ScQ4cOZfr06QDExMSglEIpxZEjR4pVrqFDhxIQEEBKSgp9+/alcuXKdOjQIddzv/76K3fccQcVK1YkMjKS0aNHc87BkBaLFi2iRYsWhISEEBUVxeDBgx2e97xWr15Nnz59qFmzJlWrVqVmzZqMHj2aM2fO2NZJSEhg2LBhAPztb3+zxZuUlAQ47oOXkZHBlClTiI2NJSgoiNjYWKZMmcKlS5dyrRcbG8ttt93Gtm3baN++PaGhocTExPDCCy8UWnbhZs8/DxUrwurVsGaNS7to3x4eeQSys+GBByAz081lFD4nwNsFEKXDyJEjqVWrFjNnzmTEiBH87W9/o4Ll8v4dO3aQkZFBq1at8m03Y8YMEhIS6Ny5MxMmTOCnn36iV69eREREEBMTk2/9Vq1asX79elJTU6latWqh5XrhhRe4cOEC48aNIyMjgwULFnDrrbeyfft26tevT5cuXahRowaJiYncfffdubZNTEwkJCSEAQMGuPiqXPH++++TlpZm64N44MAB3nzzTb799lt2795NaGgoACdOnCAuLo7MzEwef/xxIiMjWbp0KZs2bXK43/T0dLp06UKfPn0YMGCAbT9FPZ7VhAkTCAkJYcqUKaSmpvL8888zaNAgvv76a9s669evp1+/fjRo0IBZs2Zx8eJFnn76aaKjo/OV6/nnn2fChAncddddDB48mHPnzvHaa6/Rvn17tm/fToMGDVx6HQsr58iRI0lPT+ejjz7i5ZdfJiIiAoCoqKhil0trze23307z5s2ZM2cOOXZzg2qt6d69Ow0aNOC5555j+/btvP766/zyyy+stRt0bM6cOUyePJkOHTowd+5cjh07xssvv8yXX37Jd999R5UqVZzGumjRIvz9/Rk7dizXXHMNycnJLFy4kB9++IGvLJPR9+3blxMnTvDmm2/y9NNP28rvrKZca03fvn1Zt24d8fHxth9Us2fP5ocffuDjjz/Otf7Ro0fp3bs3gwcPJj4+nuXLl/P444/TpEkThz/YhIfUqAHTp8Njj5ksrWNHcGH4lGefhY8/hl27YO5cmDrV/UUVPkRrLTfLrVWrVrowe/fuLXSdwqSnp1/1Pjxhy5YtGtCLFy/OtXzhwoUa0Nu2bcu1/PTp0zooKEh36tRJZ2Vl2Za/8cYbGtBxcXH5jvH2229rQH/55ZcFlmXz5s0a0FWqVNGpqam25Xv37tX+/v564MCBtmUTJ07UAQEB+tSpU7Zlly9f1lWrVtX33HNPoXEDevjw4QWuc/78+XzLrK/X0qVLbcvGjRunAf3VV1/Zll24cEE3aNBAA/qTTz6xLY+Li9OAnj9/vsvHW7x4sQZ0u3btcp2DF198UQP6xx9/tC1r3ry5joqK0r///rttWXJysg4ICNDmq8A4evSoDggI0FOmTMl1/JMnT+qIiAh933335X+B7Bw+fFgDeubMmS6Vc9q0aRrQKSkpufZbnHINGTJEA/qRRx7JVz7rc/fff3+u5VOmTNGAXr9+vdbavL+Dg4N1hw4ddGZmpm29NWvWaEBPmDAhX5nt2Z9D62c+MTEx3/vD+tps2bIlX1nj4uJyfY4+/vhjDehJkyblWu+JJ57I9/6qXbu2BvS6detsyzIyMnS1atV0//798x0rL3d811lt3rzZbfsqa2yxX76sdYsWWoPWU6e6vL+NG80ugoK0tvvYlFpy7j0L2K6d5DTSROsmShX9Fh5esVjru3Jzp1TLZIjW2hSrzz77jMuXL/PII4/g7+9vWz5s2DCH/fjs95FaxAkW4+PjiYyMtD1u1KgRt99+O2vXrsW8t02TW1ZWFv+xm5l77dq1pKamcv/99xfpOIUJCwuz/X327FlSU1Np2LAhlStXztVkvG7dOlq2bGlr7gYIDQ1lxIgRDvfr5+fHqFGjXD6e1ciRI3Odg7i4OAAOHToEwPHjx9m9ezfx8fG5zuMNN9xAt27dcu1r5cqVZGVlce+995Kammq7+fv707ZtW6e1kUVRWDkL4kq5xowZ43R/4/P0h7I+XmNpQtu4cSOXLl3i0UcfJSDgSmNHz549ady4sW09Z6znUGtNeno6qamptveFo3NYFNZjPvHEE7mWP/nkk7met4qNjc11foODg2nTpk2RXm/hZoGBsGQJjBwJlvPlis6d4aGH4PJlM6VZdrb7iih8i08meEqpgUqpnUqpc0qpY0qpfyulani7XGWdNaGy+uWXXwCTJNgLDAykTp06RdpHYfLu27osPT2d33//HYCGDRvSpk0bEhMTbeskJiYSHR3ttmao48ePEx8fT+XKlQkPDycqKoqoqCjOnDmTq0/VL7/8Qv369fNt72gZQHR0dK5krrjHs6pdu3aux9YkzvoaWc9VUcp24MABAJo1a2Y7rvW2du1a28U4riisnAVxpVzXX3+90/3lfW9FRUURERFh6+9nvW/YsGG+bRs3buywj6O95ORk7rjjDipUqEDNmjWJioqylcfROSyKI0eOEBUVletHj7XsVatWzVcmaz9aexEREUV6vYUH/OUv8PrrEB5+VbuZNw+uuw6+/RZeeslNZRM+x+f64Cml+gD/Af4FTACuBWYBa5RSrbXWOQVt76ri5C1nz56lYsWKniiGR1j7yv3xxx+5lluTNUcd9J0lctZ/bEXpf1ecfQ8dOpRRo0axb98+oqOjWbNmDQ8//HCu2iJX5eTk0KVLF06ePMmECRNo3LgxFSpUQCnFwIEDc/XtcsbZ65G3L52rx3MWZ1ES6rzrWPe/Zs0agoODC92+OK6mnMUtl7+/f7GvQC3qDxCtdYEDG6enpxMXF0dISAgzZsygZs2aREZGkp2dTbdu3Yr0nikuR2W6mtdbeNiFC7BhA9x1V7E3rVQJ3ngDevUy/fB69wYnvyFFOeZzCR5wH7BTaz3WukAplQ78F7gB2OetgpVV1g7fP//8M3/9619ty621A8nJybk6hWdmZnLkyBFatGiRb1/WGoaiDreSnJycb9mBAwcIDw/P1cF94MCBjB8/nsTERGrXrs2lS5fc1jz7ww8/sHfvXpYsWcKQIUNsyy9evJgv6a1duzY//fRTvn04WuaO4xWVteasKGWrV68eYK5ibd68uUvHuxrOEid3l2v//v20bNnS9vj06dOcOXPG9r62f383btw417bJyckOa8esNm/ezKlTp0hKSiIuLs72o85aC2mvODNgxMbGsmHDBtLS0nLV4qWmppKWllZgmUQpcvky/PWvsHcvJCWBpatCcfTsCfHxsHQpDBtmJstww+9Z4UN8sYk2EPgzzzJre4j75xIqB1q1akVISAjbtm3LtbxLly4EBQXxyiuv5KqRWLx4sdMmqJ07d9KwYcMi1+AtXbqUtLQ02+N9+/axYcMGunfvnusfY6VKlbjzzjt59913eeedd2jevLnDBNMVfn7mY5K31mX+/Pn5lnXv3p3vvvuOrXZzCl28eJG33nrLI8crqho1atC8eXOWLl2aK0ncv38/GzZsyLVuv379CAgIYNq0aQ6Pd/r0aZfKUFTXXHMNkL8Z093l+uc//+nwcc+ePQHz/g4ODuall14iKyvLtt66devYs2cPvXv3drpvZ+dw3rx5+dZ1Fq8j1mPmHerEut+CyiRKkaAg6N/f/D18OLg4RuNLL0F0tJnC7MUX3Vi+cu78eXjtNejSxfR3XLoUyuJEM75Yg7cIWKWUuh9YBURjmmg3a633erVkZVRQUBDdu3fPN6J+1apVmThxIjNnzqRr167ceeedHDx4kHfeecdh36dLly7x9ddfF9jxPa+YmBjatm3LQw89xKVLl3jllVcIDQ1lxowZ+dYdNmwYy5Yt4+jRo8yfP79YMe7atcvh1FrNmjWjZ8+eNGjQgMcff5yjR49SvXp1vvjiC7Zu3ZqvL9STTz7J0qVL6dGjB3//+9+JjIwkMTHR9k+8KLU1jRo1KvLximP27Nn06tWLdu3aMXz4cNuwM02bNmXXrl229erUqcPcuXN57LHHuOmmm+jXrx+RkZEcPXqU9evX07RpU48OVm0djmfKlCkMGDCAwMBAevfu7dZy+fn5sXPnTvr160fnzp3Zvn07ixcvpmvXrraLEiIjI0lISGDy5Ml07tyZ/v3724ZJqVWrFhMnTnS6//bt21O1alXuv/9+HnnkEfz8/Ni4caPDfoI33ngjSilmz55NWloawcHB3HrrrVSrVi3fuj169KBbt248++yz/Prrr9x888188803JCYm0qtXL7p3716k+EUpMHUqrFoFu3fDlCkudaarUgXefvtKU2337tCkiQfKWk6kpMC//gVvvgn2jSXWoVRr14ZbboEJE6BZM++UsVicXV5blm/AICAD0JbbVqByYdvJMCmOh0nRWutPPvkk33AWWmudk5OjZ8+erWvWrKlDQkL0zTffrLdu3ZpveAettV61apUG9IEDBwoti3WYlHfeeUfPmDFDX3fddTo4OFi3a9dO/9///Z/DbbKzs3XNmjW1v7+/PnHiRJHjtnuf5LsNGjRIa631gQMHdI8ePXSlSpV0eHi47t27tz548KCuXbu2HjJkSK797d69W3fq1EmHhITo6tWr6wkTJuiVK1dqQH/++ee29eLi4nTdunUdlqmox3M2xIZ1qJK853LlypW6SZMmOigoSNevX18vWrRIP/744zokJCRfGdasWaM7deqkK1asqENDQ3XdunX1kCFD9P/+978CX8+ChkkpajmnTp2qr732Wu3n56cBffjw4WKVa8iQIdrf399h+azPpaSk6D59+ugKFSroiIgIPWLECIefzYULF+pmzZrpoKAgHRkZqQcNGpRvCBdHw6Rs27ZN33LLLbb9Dxo0SP/2228a0NOmTcu17iuvvKJjY2O1v7+/BmzDKzj6HF24cEFPmjRJ16pVSwcGBupatWrpyZMn64sXL+Zar3bt2rpz584O469du7bD18aeDJPiHgXGvnOn1gEBZtyTtWtdPsbw4WYXrVqZ0VhKk7Jw7o8c0XrgQK39/c3rCFq3aaP1kiVaz5unda9eWleqdOW5qlXNNoXx9jApSvtYZ1ulVCdgNfAqsA6oDiQAJ4HbtNbZedYfAYwAqF69eqtly5YVuP9KlSrZ+gK5Kjs72y2d/0tSTk4OHTp0oG3btkWqHevRowdArkFj77zzTsLCwnjvvfc8UkatNc2aNeOGG25g5cqVHjmGqxYsWMCUKVPYs2ePwwGgvWngwIEkJyfnqsXzhNLyvh81ahTLly93uT+jK0pL7MVx8OBB/vwzb28X15w7d842cHp5U1jstZYu5fqFC8kMD2f7W29xyUHNbWHOn/dn+PC/8ttvIQwdepghQ365miK7VWk/98nJFZkypRl//BGEn58mLu40/fv/SuPGuefCzs6Gw4ev4fXX67JjRxXq1TvLK698R0iI824zJRF7p06ddmitWzt80lnmV1ZvwE7g3TzLbsDUyPQtaNvyXoNXmI8//liHhITokydPFrpu3pqH7du3a39/f6e1b+6wbt06Dejly5d77BhFceHChXyP69evrxs0aODVc5+ZmZlrwF6ttd63b58OCAjQI0aM8PjxS8v7vqDaPU8pLbEXh9TguUehsWdna929u6kaeu45l4+zaZPZRUCA1jt2uLwbtytN5/5sZqZ+5tAhXfWrr7TavFmHf/6VDnjwkCYkU3furPUvvxS+j99/17pePfNaDxyodU6O83W9XYPni33wGmKGSbHRWu9XSl0E6nqnSL6hV69eXLx40aVtW7VqRVZWFmfPnnVzqcycsz/++CPPPvssderUoW/fvm4/RnF06NCBdu3a0bRpU9LS0khMTOSnn36isNphTzt58iS33HIL8fHxxMTEcOjQIV5//XVCQ0NtA+UKIUqYnx8kJpohU+67z+XddOoE48bByy/D/ffDjh3g5lGOyrRzWVm02bmTnzMyyLBc/JTulwn9U6jc4zTvd7uRKqGFp0QREabrZJs2sGwZtGx5VeNWe5QvXkX7C3Cj/QKlVCMgFDjijQIJz3rttdcYOXIkFSpUYPny5blmHfCGHj168Nlnn/HYY48xa9YsKlasyIoVK7jnnnu8Wq5KlSrRpk0bFi9ezNixY21zuG7ZsoW6deW3jxBeExmZO7lzsevU7NlmPLw9e8rhPLUXL5rAP/sM3nkHPvnkynOXLjEvMZGfz52zJXc2wTlkRGbw0smUIh+qSROTkwNMmgTr17uh/B7gi33w/g68aLlZ++A9AwQBTbXWTq9Hb926td6+fXuB+9+3b1+Rx3BzpqwNdOxO5Tl2KN/xS+xlK3Z3fNdZJSUl0bFjR7fsq6wpduw//ggPPmjG5nChv/c330CHDqbP2IYN0LVrsXfhVh499//7H6xbZ8YS/PZbM76g1e23X8m8Tp4k6ptvSHUyhSZAVGAgp+ymmCyKhASYPh0qV4Zt2/KfrpJ43yulnPbB88UavJeBh4EumMGN5wK7gM4FJXdCCCGE182ZY5KVAQPMbBfF1KaNSTrANNVexcyCpc/Zs5CZeeXxm2/CzJmwZYtZXr++aaseNMgkeFbBwaRVqlTgrtOs+01JgUuXilScZ56BO++EM2fMa13a+FyCZ+l3+JrWurnW+hqt9XVa63u01jK7thBCiNLtX/+CunVh1y645x6wG2S7qCZNgo4d4bffYMgQ8MDMeCUnOxs2boTBg82ozvZNr/37w2OPwX//C2lpcOAAbNpkaj8fffTKehERhGYVPG1hZGCg+WPYMIiJgcmTwTIftTN+fqY1uHJlU5n4ww8uxughPpfgCSGEEGVWpUrw8cdmFOM1a2DkyGL3yfP3NzlOlSqmldKFMZS979w5+Oc/4frrzZQSS5eaGk37GZV69oT586FPH3P1gxOvvw4X3qsBlxynPCF+foyuUcPsPy0NTp82NanXXw9Dh8KJE073HR5+pfvk4sWuBOo5kuAJIYQQpUmjRqamKjQUFi2Cp58u9i6uu85sCjBxIuzc6eYyetILL5hatEcfNXOE1akD06bBwYPwj38Ua1cffABjxgDLYqhBCCF+udOeED8/6oaEMCEmBsLCzAv19ddmot+AAFNF16ABzJ3rtOn2gQfMfWJi7m6A3iYJnhBCCFHatGljshN/f5PUuJCh3XGHSW4yM+Hee02lWJmQmWk6tnXoYJpfDx40VzQU82r/zz833fG0hllPBbC/8408GRNDVGAgfpgLK56MieGbG2+kgnX0BaWgbVuTre3da17Ec+dMx0Yn813feCM0bw6pqabytbTwxXHwhBBCiLKvZ08zEarWJotwwfPPw5dfmotzx4wxFVJFmBK75Pz6q0lgb7gBxo83y0aNMpO+tm3r8m6//x7uusvkin//u5nuV6kAptepw/Q6dYq2k3r1zKB3n31mahJr1jTLtTZJn+XKeKVMLd748abWtF8/l4vtVlKDJ4QQQpRWQ4eajv9WZ84Ua/PQUDMgb1iYqZRasMC9xXPZyZMmI6pXz3SSmz37SvtmpUpXldz9+qvJjc+ehbvvNi2+V5XUdukCw4dfebxwoRkMb+tW26JBgyAw0PR5PHbsKo7lRpLgCSGEEGXB3r0mIfrXv4q1WZMmJicB063tiy88ULai+uMPc4Vq3brm6o9Ll0wWlpQEQQVf6VoU6ekmuTt2zLTwvvOOudrVbbSG//zHDKcSF2dqH7OzqVrVtObm5MC//+3G410FSfCEVyUkJKBKVXuBEEKUUps2mas8x441V04UY/yTgQNhwgQz6siAAabFscTt32+uTJ0zx1yxescdZjiY5cvNhSVXKTPTxLZ7t7kuYtUqCAlxQ7ntKWWq6SZONC/mU0+Z0aRPnLBdbLFokcuTkbiVJHgilyVLlqCUIjAwkIMHD+Z7/sEHH5SETAghvGHsWDMWR0CAuaozPr7Ig/KCaQXt0sVcK9C3r5ndy+Psk9D69c0VsZ07m8GcV62CFi3cchitYfRo+PRTiIqCtWvNDHAeERhoktQNG6BaNZN4t25N16jvuO46c03IV1956NjFIAmecCgrK4sZM2Z4uxhCCCHsDR1qhlCpUME0FXbrZmr1isDf3/THq1MHduwwCZHHapouX4Y33uDmwYPhkGWeAT8/kwxt3Ag33eTWwz37rGmGDgmB1auLfcGta7p2NVdz3HILHD+O/8gHuXdYFgw9TJfzW7kViNq6lWmHD3POhQGrr5YkeMKhli1b8t5777F//35vF0UIIYS9rl3N9FzXXmv6rrVpU+QZL6pUMRVnYWGmf9orr7i5bJbEjnr1YNQoQo8fvzIgH5hpH9zsrbdMS6lS8N575uUoMdHRptrw4Yc595//8N/bd8LAFC6FZKKB1MxM5qak0GbnzhJP8iTBKwXOZWUx7fBhorZuxS8pyas81ithAAAXkklEQVQZv9WkSZMIDAxkunVSwwIsWrSIFi1aEBISQlRUFIMHD+bXX3/Nt94nn3xCu3btCAkJoUGDBiy09vp14IMPPqBNmzaEhYURHh5Oz549+SHPPDCnTp1i5MiR1K5dm+DgYKKioujYsSNJSUnFjlcIIcqUv/wFvvnGdPR//HHTbFtEzZtfuehi/HhYscIN5fnzTzPzhCWxIyUFmjZlT0ICeLA1aMUKczgwVwjfdZfHDuVccDAsWMC8wEBScjIgOHffyIycHH7OyGBeSkqJFksSPC87l5VFm507mZuSQmqm9zN+qxo1ajBy5EiWL1/O3r17na43Z84chg8fTnh4OHPnzuWBBx5gxYoVtG/fnt9//9223qZNm7jjjju4ePEiM2fOZPDgwUyZMoVVq1bl2+fzzz/P3XffTY0aNZg3bx5Tp05lz549tG/fngMHDtjWGzBgAMuWLWPQoEG8+uqrPPnkk1StWpXvvvvOvS+GEEKURrVqmSbPESOuLHv7bZO9FdL2OnAgzJplVrvvPjPU21V54glzia4lseODD+D77zkdF+fmy1iv2LjRDE+Sk2NyyDFjPHKYInv1+HEynFz4kpGTw2vHj5dsgbTWcrPcWrVqpQuzd+/eQtcpTHp6uu3vZw4d0iFffKHZvDnfLeSLL/Qzhw5d9fGKY/HixRrQW7Zs0SdOnNChoaF6wIABtueHDx+uzdtG69OnT+vg4GDdoUMHnZmZaVtnzZo1GtATJkywLbvxxht1lSpV9OHDh23L9u7dq/39/W3701rro0eP6oCAAD1lypRc5Tp58qSOiIjQ9913n9Za6zNnzmhAz507163xe5r9uS9vJPayxR3fdVabN292277KmhKN/fhxrcPCtAatmzTR+tVXtT571unqOTlajx9vVg+LzNTDtxzSVb/6SqvNm3XVr77Szxw6pM/afbfbnDun9YoVWm/ZcmXZzp1ad+yo9UcfaZ2dbVvsqfi//Vbra64xZR83zsTibcrB/3H7m58HXgtgu3aS00gNnpeVuozfTnR0NGPGjGHFihX5mkcBNm7cyKVLl3j00UcJsGse6NmzJ40bN2bNmjUAnDx5kp07dxIfH0+k3WVNjRo14vbbb8+1z5UrV5KVlcW9995Lamqq7ebv70/btm3ZtGkTAKGhoQQFBZGUlERqaqonwhdCiLIlOtp0SLv2Wtizx1RpXXedmcrBQX9qpWD+fBg4LIsL83ay8HwBLUl//gnvvmsuv42Kgv79YerUKztr2RI2b4Y77/RYjZ3Vvn3QowecP28uJH7xxdIxO0dkYOBVPe9ukuB5WVpm5lU972kTJ04kLCyMhISEfM8dOXIEgIYNG+Z7rnHjxhw+fDjXejfccEO+9fIuszbBNmvWjKioqFy3tWvXcurUKQCCgoKYP38+n376KdHR0dx8881MmzZNLgoRQpRfSpn21iNHzOWyHTqYkX9fftmMM5eefmXd5GQ4fx4/P6g3NQW/mk76jp07x7wZM0xSFx8PH31kxldp0wb69CnWWHzusG+fGeolLc0MaLxokcfzySIbU6MGIU4KE+Lnx+gaNUq0PDIXrZdFBgaSWkASV9IZf15RUVE8/PDDzJs3j127dhV5O621bbw8bekL4mj8POtzVjmWL4s1a9YQHBxc4DHGjh1Lnz59WL16NZ9//jkvvPACs2fPZuHChQwePLjIZRVCCJ8SFAT33GNu339vZr745hsID7+yTrdupr9chQq8/u9/k1OpksNdZfj58VrLlkzPzoaOHc1Eq3feeWVe1hK0ffuVUWFuuQXef98MSVdaTIiJYeXp0/yckZGrZS7Ez4+6ISFMiIkp0fJIgudlY2rUYG5KisNmWm9k/I48+eSTvPbaa0ybNo2oqCjb8tjYWACSk5Np3Lhxrm2Sk5Ntz9exTOycnJycb9/2F00A1KtXD4CYmBiaN29eaNlq1arF2LFjGTt2LH/88Qdt27blmWeekQRPCCHADCT85ptm1gWrjAyIiDDzeaWnk1axYoG7SKtcGU6d8uDIwYXbvNlUGJ47Z2ru3n/fDPVSmlQICOCbG29kXkoKrx0/TmpmJlUDAxldowYTYmKoUIwrnd2hlFRsll8TYmKoGxKSr1rXWxm/I5GRkTzyyCOsXr2anTt32pZ36dKF4OBgXnrpJbLsrvZdt24de/bsoXfv3oDpy9eyZUuWLl1Kmt2AnPv27WPDhg25jtWvXz8CAgKYNm2arTbP3unTpwG4cOECF/MMwx4REUFsbCxnijkZtxBC+Dx//yt/h4TAd9+ZbOnMmcL7jgUFeTW5W7UKunc3xb3vPtNKXNqSO6sKAQFMr1OHU+3bswk41b490+vUKfHkDqQGz+vyZvxpmZlEejHjd+aJJ55gwYIFuYYgiYyMJCEhgcmTJ9O5c2f69+/PsWPHePnll6lVqxYTJ060rfvcc8/RrVs3brvtNkaNGsXFixdZsGABTZs25fvvv7etV6dOHebOnctjjz3GTTfdRL9+/YiMjOTo0aOsX7+epk2bsmTJEg4cOECnTp3o378/jRs3pkKFCnz55Zds2LCB0aNHl+hrI4QQZVJwMAQHM6ZmTactSVzy46Y077UkLVkCw4ebrn4PP2y6E5aWPnelXenIHso5a8Y/3dKUWRpFREQwfvz4fNOXTZo0iWrVqvHPf/6TJ554gooVK9K3b1/mzJlDlSpVbOt16dKFVatWMXnyZKZOnUrt2rV59tlnSUlJyZXgATz66KM0aNCA+fPnM3v2bLKysqhRowYdOnRglGVEy5iYGAYPHsymTZtYvnw5OTk5XH/99cyfP59x48Z5/gURQggf4azvWEC2H1nHQ/hkTAxTdpix5kqqzuH8eTOs3ltvmcdPPw3Tp5eOq2XLCpW3k3t51rp1a719+/YC19m3bx+NGjW6quOcPXuWioX0efBV5Tl2KN/xS+xlK3Z3fNdZJSUl0bFjR7fsq6wpK7Gfy8py2JIUuTGGR0cFkJMDrVqZq1aL0D3axpX4t20zAxj/9JOpZHzxRTNvbllTEudeKbVDa93a0XNSgyeEEEKUc05bkh6CxnVMM+mOHSbJmzzZDIFXyEAHxZadDXPmQEKCmVq3aVMzt2yzZu49TnkhLdlCCCGEcOq22+DHH824yVlZMHOmSfS+/dY9+9faXCV7yy3w1FPmGOPHm5o8Se5cJwmeEEIIIQpUsaIZTu+LL6B+fTNRRps2JilLTDRjHxfX5cuwdKlJFm+9Fb7+2kzGsWGDaZYNCXF/HOWJJHhCCCGEKJJbbjFjJ0+aBNdcA1u2wP33Q40a8Mgjphm3oGQvNRW+/BKefRauvx4GDzYjtkRFmabZPXuga9cSC8en+VwfPKVUEhDn5Ol2Wuv/lWBxhBBCCJ8SGgqzZ8OUKWZGtLfeMs2pCxaYG5iErVYtCAtrQsOGcPCgSd4ss03aNG4Mjz1mLqqQGjv38rkEDxgDhOdZNgNoCWwr+eIIIYQQvqdiRXjoIXP7/nuT6K1bZ2ZAO33a3CCKLVuubHPNNSapa9oUBgwwU4/J0Cee4XMJntZ6r/1jpVQQ0BpYrrXOcrxVsY/hcF5VIYTwBTJ8liiuFi2u1N7l5MBvv8Evv8C6dXuoVq0JdepAkyYQEyMDFZcUn0vwHOgGRAD/ccfOAgMDuXjxImGldZ4UIYS4ShcvXiSwNM3iLsoUPz+49lpzy8g4TRkYBtAnlYc8eiBwDNhS2IpFUa1aNY4dO8aFCxfkV64Qwqdorblw4QLHjh2jWrVq3i6OEOIq+HQNnlIqDOgNvKndlI2Fh5vufcePHyczM9OlfWRkZBBSTnuTlufYoXzHL7GXjdgDAwOpXr267btOCFE2+fRUZUqpe4BlwF+11g7nIFNKjQBGAFSvXr3VsmXLPF6uc+fOUaFCBY8fpzQqz7FD+Y5fYi+fsUP5jr88xw7lO/6SiL1Tp05Opyrz9QTvI6Cp1rp+UdYvyly07lBW5ib0hPIcO5Tv+CX2jt4uhteU5/jLc+xQvuP39ly0PtsHTylVCeiOmy6uEEIIIYQoK3w2wQPuAoKRBE8IIYQQ5YwvJ3gDge+11vu8XRAhhBBCiJLkkwmeUqoq0BlzgYUQQgghRLnik8OkaK1TARmlUwghhBDlkk/W4AkhhBBClGc+PUxKcSmlTgO/lMChqgKpJXCc0qg8xw7lO36Jvfwqz/GX59ihfMdfErHX1lpHOXpCEjwvUEptdzZuja8rz7FD+Y5fYi+fsUP5jr88xw7lO35vxy5NtEIIIYQQPkYSPCGEEEIIHyMJnne86e0CeFF5jh3Kd/wSe/lVnuMvz7FD+Y7fq7FLHzwhhBBCCB8jNXhCCCGEED5GEjwPU0rdo5T6UCl1QimllVJDi7Fte6XUt0qpi0qpw0qpcR4sqscopR5SSv2klMpQSu1QSnUuwjYJltcr761bSZS5uJRSjZVSnyulLiiljiulZiil/IuwXSWl1GKl1B9KqT+VUu8qpSJLoszu4krsSqlYJ+e3TM0+o5Sqp5R6Qyn1vVIqWymVVMTtyvx5B9fi94Vzr5QaoJRarZQ6ppQ6Z/leu7cI2wUrpeYrpU4ppc4rpT5RSsV6vsTudRXxOzrv35REmd1FKdVfKfW1UirN8j9tv1LqKaVUUCHblfhn3idnsihl+gOxwBrgwaJupJSqB2ywbDcZuAl4QSl1QWv9tgfK6RFKqYHA60AC8BUwDFijlPqr1vrHQjb/E8ib0JW6uYWVUhHARmAvcAdQF5iP+QH1VCGbLwduwLw3coDngFXA3zxVXne6ytgBngC22j0ua+NlNQF6AN8ABX7B51Gmz7sdV+OHsn3uHwMOA49iyt0DeE8pVVVr/UoB272M+Z/wKHAa8734mVKqmdY6w7NFditX4wfz/bDC7vFZzxTRYyKBzcA84Azmf3MCEA2MLWC7kv/Ma63l5sEb4Ge5rwBoYGgRt3sDOAAE2C17FUjB0neyLNyA/cAi+9cD+AFYWsh2CUCqt8tfxBgnA38A4XbLngQu2C9zsF1by3viFrtlN1mW3ebtuDwce6wlzl7ejuEq4/ez+3sFkFSEbcr8eb/K+Mv8uQeqOlj2HnC4gG1qAlnA/XbLrgMuAw96OyZPx29ZRwNjvV1+D7we/8Akew7/N3vrMy9NtB6mtc5xcdPuwIda6yy7ZcswXxJNr7pgJUApdT3QAHjfuszyenyAic9XdAc2aK3T7ZYtA0KBuEK2+01r/aV1gdb6/zC/jMvK6+Nq7D7Bxc+3L5x34Kq+38o0beY7z+s7oFoBm3W13H9ot59jmJaNsnbeXYnfl6VRcA22Vz7zkuCVQkqpa4AYIDnPU9bmyYYlWyKXWcvpKI4qSimH06vYqayUSlVKZSqlvlNK9XV/Ed2iIXli1FofxdRiFXSu8m1nsa+Q7UoTV2O3Wmzpu3VCKfWCUirUE4UsZXzhvLuDr537dpiuCs40BH7VWp/Ls9xXznth8VslKKWyLN/ti5RSVTxdME9QSvkrpcKUUh2AccBr2lI154BXPvPSB690qmy5P5Nn+R+W+4gSLMvVsJazoDhOO9n2IKapbxemeXsksFIp1U9r/aGTbbwlgvwxgomzoHNV0HbXu6FcJcHV2C8B/wI+BdKBjsBETB++O9xbxFLHF8771fC5c2+5cOwO4IECVnP1s1LqFTF+gHeAjzHf+62Bp4EWSqmbtNbZni2l250Hgi1//xuYUMC6XvnMS4JXTEqpSsC1ha2ntXaUrReXs18DXhu80MX485ZXOVluv/3SPMf9GPgaeAa7Jo5SxFEsyslyd2xXmhQ7Bq31CXJ3SE5SSv0GvKqU+ovWepeby1ja+MJ5d4mvnXvLVbDvAf/VWi8pZHWfO+/FiV9rPdTu4ZdKqX3AWqA35oKDsqQdEIbpS/cMsAAYU8D6JX7uJcErvgHAW0VYTxW+ilPWTL9ynuXOasRKUnHit9bUVcZcEYvdYyhGHFprrZT6EHhOKeVfyn7t/UH+cwVQiYJj/ANw1ExduZDtShNXY3dkBeZCohsxNbe+yhfOu7uVyXNvaV5cBxwF4gtZ3dlnpcye92LG78h64BzmvJepBE9rvdPy51dKqVTgHaXUfK31zw5W98pnXvrgFZPW+m2ttSrsdpXHOI+5WjZv27yzPm0lppjxW8vpKI7ftdbOmmcLLILLhfecZPLEqJSKAa6h4HOVbzsLZ/01SiNXY3dE57n3Vb5w3t2tzJ17pVQYZhirIKCn5Xu7IMlAjKWPtb0yed5diD8fuz5rZea8O2FN9uo4ed4rn3lJ8EqvdcBdeQaMvQeT+BU2flypoLU+hBnqZYB1mVLKz/J4XXH2pZRSwF3A96Ws9g5MLLcrpSraLbsHuAh8Uch20ZZOugAopVpj+mQU6/XxIldjd6S/5X6HOwpWivnCeXe3MnXulVIBmNEA6gPdtdanirDZp5b7u+z2UwMzDlqZOu8uxu9oP90wfazLxHkvQHvL/WEnz3vnM+/NsWPKww1ojPnyisf8SllgeRxnt04cZnwk+2X1MFXX7wGdMBccZFL2xku6F8jGDHrbCViC+efftJD4v8BcmdQV84W4FjM4ZB9vx+QgxgjgBPAZcBswwnLuZuVZ7yCwMM+y9cAhoC9wJ2bcwC3ejsnTsWPGOZxvifs2YIblfbHS2zEVM/4wy+e5P/A/YI/d4zBfPe9XE78vnHvMJPLa8h3VJs8t2LLO58DnebZ7AzMw8GDMIO7fAD8BId6OydPxW74b3gTuBm7FDHR9BvgW8Pd2TMWIfb2l7N0t/5+mW77zltmtUyo+815/sXz9Zvky0w5uSXbrdLQs65hn2w7A/wEZwBFgnLfjcfE1eMjyhr+EqcrunOf5fPEDCy0fhouYq5W2YH4pej0eJzE2BjZZynsCmJn3S8tyDpfkWVYZWGz5okvHJPT5BhEtzTdXYgcGAtsxfTMvW94fM6z/HMrKjSuD9jq6xfryeXc1fl8495aYCos7iTwDP2OuunwBcxXpecwP1zrejqck4gc6Y2YuScNUVqRgZvao5O14ihn7TEwr2jnL53cn8AgQmOf1WZJnuxL/zCvLgYUQQgghhI+QPnhCCCGEED5GEjwhhBBCCB8jCZ4QQgghhI+RBE8IIYQQwsdIgieEEEII4WMkwRNCCCGE8DGS4AkhhBBC+BhJ8IQQQgghfIwkeEIIIYQQPkYSPCGE8BCl1LVKqflKqQNKqQyl1G9KqY+UUi0tz/+mlNJKqfHeLqsQwrfIVGVCCOEBSqkewDKgooOnzwO9gM2Wx5211ptKqmxCCN8nNXhCCOFmSqn2wCpMcrcNuBO4FmiMmaw8BHjHbpPdJV1GIYRvkxo8IYRwI6VUJCZhqwF8CNyjtc7Ks8484AnLw+Na6+tKtpRCCF8nNXhCCOFekzDJ3THg/rzJncXbdn9L7Z0Qwu0kwRNCCDdRSlUGxlgeztZan3ey6hG7vyXBE0K4nSR4QgjhPt2AMCAbeK+A9ZTd3997tERCiHJJEjwhhHCfWy33u7XWfxSwXozd31KDJ4RwO0nwhBDCfWpZ7g8Xsl4Hy/1lINlzxRFClFeS4AkhhPtEWu6zC1lvmOV+n5OLMIQQ4qpIgieEEO5zznIf62wFpdRdwN8sD6X/nRDCIyTBE0II9/nBct9aKdU075NKqRbAIrtF0v9OCOERkuAJIYT7/Mdyr4CPlVK9lFLRSqkblFJPAV8Df9qtLwmeEMIjZCYLIYRwI6XUq8BoJ08nYYZPedPyOFpr/VtJlEsIUb5IDZ4QQrjXw8BYTHPtJeB34AvgAaAzV4ZI+U2SOyGEp0gNnhBClCCl1IfAXcBnWuuu3i6PEMI3SQ2eEEKUrCaWe+l/J4TwGEnwhBCihCilgoG6locyRIoQwmMkwRNCiJLTCPC3/C01eEIIj5EETwghSo61eTYT2OfNggghfJskeEIIUXKsCd5+rfVlr5ZECOHT5CpaIYQQQggfIzV4QgghhBA+RhI8IYQQQggfIwmeEEIIIYSPkQRPCCGEEMLHSIInhBBCCOFjJMETQgghhPAxkuAJIYQQQvgYSfCEEEIIIXzM/wMykhs/xk7H+QAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fTestFull=analyticTestFuncs.fEx1D(qTestFull,'type1',qBound).val\n", "plt.figure(figsize=(10,5))\n", "plt.plot(qTestFull,fTestFull,'--r',lw=2,label='Exact f(q)')\n", "plt.plot(qTest,fInterpTest,'-b',lw=2,label='f(q) by Lagrange Interpolation')\n", "plt.plot(qNodes,fNodes,'oc',markersize='8',label='Nodes')\n", "plt.legend(loc='best',fontsize=17)\n", "plt.xticks(fontsize=15)\n", "plt.yticks(fontsize=15)\n", "plt.grid()\n", "plt.xlabel(r'$q$',fontsize=26)\n", "plt.ylabel(r'$f(q)$',fontsize=26)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Extra:** There are different factors that control the accuracy of a Lagrange interpolation. These include the number of training samples (nodes) and how they are generated. Try to rerun the above example adopting different values for `nNodes` and `sampType`.\n", "Here is the list of available `sampType` in `sampling.trainSample`:\n", "\n", "`['GQ','GLL','unifSpaced','unifRand','normRand','Clenshaw','Clenshaw-Curtis']`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 2: Lagrange interpolation over a 2D parameter space. \n", "Consider a model function which depends on parameters $q_1\\in \\mathbb{Q}_1$ and $q_2\\in\\mathbb{Q}_2$. \n", "Let $\\mathbb{Q}^*_1\\bigotimes\\mathbb{Q}^*_2$ be a subspace of $\\mathbb{Q}_1\\bigotimes\\mathbb{Q}_2$. \n", "Through a few number of samples taken from $\\mathbb{Q}^*_1\\bigotimes\\mathbb{Q}^*_2$ and constructing a Lagrange interpolation, we want to reconstruct the response surface.\n", "\n", "As the model function (simulator), we consider\n", "$$\n", "\\begin{eqnarray}\n", "r=f(\\mathbf{q}) &=& 3 \\exp\\left(-(q_2+2)^2-q_1^2\\right)\\left(q_1-1\\right)^2 \\\\\n", " &-& \\exp\\left(-(q_1+2)^2-q_1^2\\right)/3 \\\\\n", " &+& \\exp\\left(-(q_1^2+q_2^2)\\right)\\left(10q_1^3-2q_1+10q_2^5\\right)\\,,\n", "\\end{eqnarray}\n", "$$\n", "\n", "which is implemented in `UQit` in `analyticTestFuncs.fEx2D()` with keyword `type1`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Step 1:** Settings" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "nNodes=[5,4] #number of training samples nodes in space of parameters q1, q2\n", "sampType=['GLL', #Method of drawing samples for q1, q2\n", " 'unifRand']\n", "qBound=[[-0.75,1.5], # admissible range of parameters, Q*_1, Q*_2\n", " [-0.5 ,2.5]]\n", "\n", "# Settings of the exact response surface\n", "domRange=[[-2,2], #Q_1, Q_2, domain range for q1, q2\n", " [-3,3]]\n", "nTest=[100,101] #number of test samples " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Step 2:** Create the training samples over each parameter space" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "p=len(nNodes)\n", "qNodes=[]\n", "for i in range(p):\n", " qNodes_=sampling.trainSample(sampleType=sampType[i],qInfo=qBound[i],nSamp=nNodes[i])\n", " qNodes.append(qNodes_.q)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Step 3:** Evaluate the simulator at each joint sample" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "fNodes=analyticTestFuncs.fEx2D(qNodes[0],qNodes[1],'type1','tensorProd').val" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Step 4:** Generate the test samples" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "qTestList=[]\n", "for i in range(p):\n", " qTest_=sampling.testSample(sampleType='unifSpaced',qBound=qBound[i],nSamp=nTest[i])\n", " qTestList.append(qTest_.q)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Step 5:** Construct the Lagrange interpolation and evaluate it at the test samples" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "fTest=lagInt(fNodes=fNodes,qNodes=qNodes,qTest=qTestList,liDict={'testRule':'tensorProd'}).val" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Step 5:** Plot the original and interpolated response surfaces." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Evaluate the exact model response over domRange\n", "qTestFull=[]\n", "for i in range(p):\n", " qTestFull_=np.linspace(domRange[i][0],domRange[i][1],nTest[i])\n", " qTestFull.append(qTestFull_)\n", "fTestFull=analyticTestFuncs.fEx2D(qTestFull[0],qTestFull[1],'type1','tensorProd').val\n", "fTestFullGrid=fTestFull.reshape((nTest[0],nTest[1]),order='F').T\n", "fTestGrid=fTest.reshape((nTest[0],nTest[1]),order='F').T\n", "# Plots\n", "plt.figure(figsize=(16,8));\n", "plt.subplot(1,2,1)\n", "ax=plt.gca()\n", "CS1 = plt.contour(qTestFull[0],qTestFull[1],fTestFullGrid,35)\n", "plt.clabel(CS1, inline=True, fontsize=15,colors='k',fmt='%0.2f',rightside_up=True,manual=False)\n", "qNodesGrid=reshaper.vecs2grid(qNodes)\n", "plt.plot(qNodesGrid[:,0],qNodesGrid[:,1],'o',color='r',markersize=6)\n", "plt.xlabel(r'$q_1$',fontsize=25);plt.ylabel(r'$q_2$',fontsize=25);\n", "plt.xticks(fontsize=17)\n", "plt.yticks(fontsize=17)\n", "plt.title('Exact Response Surface')\n", "plt.subplot(1,2,2)\n", "ax=plt.gca()\n", "CS2 = plt.contour(qTestList[0],qTestList[1],fTestGrid,20)\n", "plt.clabel(CS2, inline=True, fontsize=15,colors='k',fmt='%0.2f',rightside_up=True,manual=False)\n", "plt.plot(qNodesGrid[:,0],qNodesGrid[:,1],'o',color='r',markersize=6)\n", "plt.xlabel(r'$q_1$',fontsize=25);plt.ylabel(r'$q_2$',fontsize=25);\n", "plt.xticks(fontsize=17)\n", "plt.yticks(fontsize=17)\n", "plt.title('Response Surface by Lagrange Interpolation')\n", "plt.xlim(domRange[0])\n", "plt.ylim(domRange[1])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Extra:** Try different types and numbers of training samples for parameters $q_1$ and $q_2$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 3: Lagrange interpolation over a 3D parameter space." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Consider the [Ishigami](https://inis.iaea.org/search/search.aspx?orig_q=RN:21024954) function,\n", "$$\n", "\\begin{equation}\n", "f(\\mathbf{q}) = \\sin(q_1)+a\\sin^2(q_2)+b\\,q_3^4\\sin(q_1) \\,.\n", "\\label{eq:ishigami}\\tag{4}\n", "\\end{equation}\n", "$$\n", "\n", "where $q_i\\in \\mathbb{Q}_i\\,,i=1,2,3$.\n", "We want to find the error between the actual function values and what prediction by the Lagrange interpolation constructed based on a limited number of samples. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We follow the same steps as in the previous examples:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#----- SETTINGS -------------------\n", "nNodes=[8,7,6] #number of training samples for q1, q2, q3\n", "sampType=['GLL', #Type of samples for q1, q2, q3\n", " 'unifSpaced',\n", " 'Clenshaw']\n", "qBound=[[-0.75,1.5], #range of parameters q1, q2, q3\n", " [-0.5 ,2.5],\n", " [1,3]]\n", "nTest=[10,11,12] #number of test samples for q1, q2, q3\n", "fOpts={'a':7,'b':0.1} #parameters in Ishigami function\n", "#----------------------------------\n", "p=len(nNodes)\n", "# Generate the training samples\n", "qNodes=[]\n", "for i in range(p):\n", " qNodes_=sampling.trainSample(sampleType=sampType[i],qInfo=qBound[i],nSamp=nNodes[i])\n", " qNodes.append(qNodes_.q)\n", "# Run the simulator at the training samples \n", "fNodes=analyticTestFuncs.fEx3D(qNodes[0],qNodes[1],qNodes[2],'Ishigami','tensorProd',fOpts).val\n", "# Create the test samples and run the simultor at them\n", "qTest=[]\n", "for i in range(p):\n", " qTest_=sampling.testSample(sampleType='unifSpaced',qBound=qBound[i],nSamp=nTest[i])\n", " qTest.append(qTest_.q)\n", "fTestEx=analyticTestFuncs.fEx3D(qTest[0],qTest[1],qTest[2],'Ishigami','tensorProd',fOpts).val\n", "# Construct the Lagrange interpolation an evaluate it at the test samples\n", "fInterp=lagInt(fNodes=fNodes,qNodes=qNodes,qTest=qTest,liDict={'testRule':'tensorProd'}).val\n", "# Plot\n", "plt.figure(figsize=(14,8))\n", "plt.subplot(2,1,1)\n", "fInterp_=fInterp.reshape(np.asarray(np.prod(np.asarray(nTest))),order='F')\n", "plt.plot(fInterp_,'-ob',mfc='none',label='Lagrange Interpolation')\n", "plt.plot(fTestEx,'--xr',ms=5,label='Exact Value')\n", "plt.ylabel(r'$f(q_1,q_2,q_3)$',fontsize=18)\n", "plt.xlabel(r'Test Sample Number',fontsize=14)\n", "plt.legend(loc='best',fontsize=14)\n", "plt.grid(alpha=0.4)\n", "plt.subplot(2,1,2)\n", "plt.plot(abs(fInterp_-fTestEx),'-sk')\n", "plt.ylabel(r'$|f_{Interp}(q)-f_{Exact}(q)|$',fontsize=15)\n", "plt.xlabel(r'Test Sample Number',fontsize=14)\n", "plt.grid(alpha=0.4)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Clearly, the error between the exact values of the Ishigami function and the values obtained by the Lagrange interpolation constructed from a limited number of samples is very small. One can investigate how different number and type of the training samples would influence the accuracy of the resulting interpolation. " ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 2 }