{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Probabilistic generalized Polynomial Chaos Expansion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Saleh Rezaeiravesh, salehr@kth.se <br/>\n",
    "SimEx/FLOW, Engineering Mechanics, KTH Royal Institute of Technology, Stockholm, Sweden"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The aim of this notebook is to show how to use `UQit` for non-intrusive probabilistic gPCE, hereafter called PPCE. In practice, we have the parameter samples and associated values of the model response. Therefore, we only want to construct the PPCE and estimate statistical moments of the model function due to the variability of the uncertain parameters. This basically means much of the coding in the following examples is not required. The theory about PPCE can be studied from [Owen](https://ore.exeter.ac.uk/repository/handle/10871/29296?show=full) and [Rezaeiravesh et. al](https://arxiv.org/pdf/2007.07071.pdf).\n",
    "\n",
    "Consider parameter $\\mathbf{q}\\in \\mathbb{Q}\\subset\\mathbb{R}^p$ which have a known distribution. Furthermore, the distribution of each parameter is assumed to be among what is defined in the standard generalized PCE. The explicit form of the simulator $f(q)$ is not known. However, the noisy observations are assumed to be generated as,\n",
    "\n",
    "$$\n",
    "y=f(q)+\\varepsilon\n",
    "$$\n",
    "\n",
    "where $\\varepsilon\\sim\\mathcal{N}(0,\\sigma^2)$. If $\\sigma$ is fixed (iid samples), we have homoscedastic noise and if $\\sigma$ is observation-dependent then the noise is heteroscedastic. \n",
    "To estimate $\\mathbb{E}[f(q)]$ and $\\mathbb{V}[f(q)]$ using PPCE approach, we do the followings:\n",
    "  * Given training data $\\mathcal{D}=\\{(q^{(i)},y^{(i)})\\}_{i=1}^n$, a GPR is constructed.\n",
    "  * For each sample drawn from the GPR, we construct a gPCE. Repeating this for $m$ samples, by the use of the Monte-Carlo approach stochastic estimates for $\\mathbb{E}[f(q)]$ and $\\mathbb{V}[f(q)]$ are made. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import numpy as np\n",
    "import math as mt\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "from UQit.ppce import ppce\n",
    "import UQit.pce as pce\n",
    "import UQit.gpr_torch as gpr_torch\n",
    "import UQit.stats as statsUQit\n",
    "import UQit.analyticTestFuncs as analyticTestFuncs\n",
    "import UQit.write as writeUQ\n",
    "import UQit.reshaper as reshaper\n",
    "import UQit.sampling as sampling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example 1: PPCE for one uncertain parameter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Consider the uncertain parameter $q\\in\\mathbb{Q}\\subset\\mathbb{R}$. \n",
    "For a set of samples from $f(q)$, we want to estimate $\\mathbb{E}[f(q)]$ and $\\mathbb{V}[f(q)]$ using PPCE approach. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, we need a few functions to synthetically generate training data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def simulator(x,fType,qInfo):\n",
    "    \"\"\"Simulator\"\"\"\n",
    "    yEx=analyticTestFuncs.fEx1D(x,fType,qInfo).val\n",
    "    return yEx\n",
    "#\n",
    "def noiseGen(n,noiseType):\n",
    "    \"\"\"\n",
    "    Generate a 1D numpy array of the standard deviation of the observation noise\n",
    "    \"\"\"\n",
    "    if noiseType=='homo': #homoscedastic noise\n",
    "       sd=0.1   #(non-zero, to avoid instabilities)\n",
    "       sdV=[sd]*n\n",
    "       sdV=np.asarray(sdV)\n",
    "    elif noiseType=='hetero': #heteroscedastic noise\n",
    "       sdMin=0.02\n",
    "       sdMax=0.2\n",
    "       sdV=sdMin+(sdMax-sdMin)*np.linspace(0.0,1.0,n)\n",
    "    return sdV\n",
    "#\n",
    "def trainData(xInfo,n,noiseType,trainSamplyType,distType,fType):\n",
    "    \"\"\"Create training data D={X,Y}\"\"\"\n",
    "    X_=sampling.trainSample(sampleType=trainSampleType,GQdistType=distType,qInfo=xInfo,nSamp=n)\n",
    "    x=X_.q\n",
    "    sdV=noiseGen(n,noiseType)\n",
    "    y=simulator(x,fType,xInfo) + sdV * np.random.randn(n)\n",
    "    return x,y,sdV"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Different Settings for the whole process are set as below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "distType='Unif'      #type of distribution of the parameter (Acc. gPCE rule)\n",
    "trainSampleType='unifRand'   #how to draw the trainining samples, see trainSample in sampling.py\n",
    "qInfo=[-2,2.5]     #info about the parameter\n",
    "                    #if 'Unif', qInfo =[min(q),max(q)]\n",
    "                    #if 'Norm', qInfo=[m,v] for q~N(m,v^2)\n",
    "n=35            #number of training samples in GPR\n",
    "noiseType='hetero'   #'homo'=homoscedastic, 'hetero'=heterscedastic\n",
    "nGQtest=15         #number of test points (=Gauss quadrature nodes)\n",
    "#GPR options\n",
    "nIter_gpr=1000      #number of iterations in optimization of hyperparameters\n",
    "lr_gpr   =0.2       #learning rate for the optimization of the hyperparameters\n",
    "convPlot_gpr=True   #plot convergence of the optimization of the GPR hyperparameters\n",
    "nMC=2000            #number of samples drawn from GPR surrogate to construct estimates \n",
    "                    #  for the moments of f(q)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate the synthetic training data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "if distType=='Unif':\n",
    "   fType='type1'\n",
    "elif distType=='Norm':\n",
    "   fType='type2'\n",
    "qTrain,yTrain,noiseSdev=trainData(qInfo,n,noiseType,trainSampleType,distType,fType)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Construct the PPCE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "... Probabilistic PCE for 1D input parameter.\n",
      "...... GPR-hyperparameters Optimization, iter 1/1000 - loss: 11.364 - lengthsc: 0.598\n",
      "...... GPR-hyperparameters Optimization, iter 100/1000 - loss: 1.093 - lengthsc: 1.606\n",
      "...... GPR-hyperparameters Optimization, iter 200/1000 - loss: 1.036 - lengthsc: 1.309\n",
      "...... GPR-hyperparameters Optimization, iter 300/1000 - loss: 1.024 - lengthsc: 1.222\n",
      "...... GPR-hyperparameters Optimization, iter 400/1000 - loss: 1.022 - lengthsc: 1.207\n",
      "...... GPR-hyperparameters Optimization, iter 500/1000 - loss: 1.021 - lengthsc: 1.214\n",
      "...... GPR-hyperparameters Optimization, iter 600/1000 - loss: 1.020 - lengthsc: 1.226\n",
      "...... GPR-hyperparameters Optimization, iter 700/1000 - loss: 1.019 - lengthsc: 1.239\n",
      "...... GPR-hyperparameters Optimization, iter 800/1000 - loss: 1.019 - lengthsc: 1.251\n",
      "...... GPR-hyperparameters Optimization, iter 900/1000 - loss: 1.018 - lengthsc: 1.263\n",
      "...... GPR-hyperparameters Optimization, iter 1000/1000 - loss: 1.018 - lengthsc: 1.274\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "...... ppce repetition for finding samples of the PCE coefficients, iter = 200/2000\n",
      "...... ppce repetition for finding samples of the PCE coefficients, iter = 400/2000\n",
      "...... ppce repetition for finding samples of the PCE coefficients, iter = 600/2000\n",
      "...... ppce repetition for finding samples of the PCE coefficients, iter = 800/2000\n",
      "...... ppce repetition for finding samples of the PCE coefficients, iter = 1000/2000\n",
      "...... ppce repetition for finding samples of the PCE coefficients, iter = 1200/2000\n",
      "...... ppce repetition for finding samples of the PCE coefficients, iter = 1400/2000\n",
      "...... ppce repetition for finding samples of the PCE coefficients, iter = 1600/2000\n",
      "...... ppce repetition for finding samples of the PCE coefficients, iter = 1800/2000\n",
      "...... ppce repetition for finding samples of the PCE coefficients, iter = 2000/2000\n"
     ]
    }
   ],
   "source": [
    "ppceDict={'nGQtest':nGQtest,'qInfo':qInfo,'distType':distType,\n",
    "          'nIter_gpr':nIter_gpr,'lr_gpr':lr_gpr,'convPlot_gpr':convPlot_gpr,'nMC':nMC}\n",
    "ppce_=ppce(qTrain,yTrain,noiseSdev,ppceDict)\n",
    "fMean_samples=ppce_.fMean_samps\n",
    "fVar_samples=ppce_.fVar_samps\n",
    "optOut=ppce_.optOut"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compare the estimated moments by PPCE with the exact values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------------------------------------\n",
      ">> Exact mean(f) = 10.948\n",
      "   ppce estimated: E[mean(f)] = 11.0368 , sdev[mean(f)] = 0.281817\n",
      ">> Exact Var(f) = 3.18976\n",
      "   ppce estimated: E[Var(f)] = 3.98958 , sdev[Var(f)] = 1.02959\n"
     ]
    }
   ],
   "source": [
    "fEx_=analyticTestFuncs.fEx1D(qTrain,fType,qInfo)\n",
    "fEx_.moments(qInfo)\n",
    "fMean_ex=fEx_.mean\n",
    "fVar_ex=fEx_.var\n",
    "fMean_mean=fMean_samples.mean()\n",
    "fMean_sdev=fMean_samples.std()\n",
    "fVar_mean=fVar_samples.mean()\n",
    "fVar_sdev=fVar_samples.std()\n",
    "print(writeUQ.printRepeated('-', 80))\n",
    "print('>> Exact mean(f) = %g' %fMean_ex)\n",
    "print('   ppce estimated: E[mean(f)] = %g , sdev[mean(f)] = %g' %(fMean_mean,fMean_sdev))\n",
    "print('>> Exact Var(f) = %g' %fVar_ex)\n",
    "print('   ppce estimated: E[Var(f)] = %g , sdev[Var(f)] = %g' %(fVar_mean,fVar_sdev))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot histogram and PDF (probability density function) of the mean and variance distributions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlsAAAD9CAYAAACLH7KrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nO3dd3gU1f7H8fdJhQRCgqGFUETaFcUCFkQvV1C52FBsoCggCCqKV8GKHVEpCooFsCGWn17rVVEsKCqKKB0LvRt6QgkhIcme3x+zaAgpuyG7k939vJ5nn92dmTPz3ZzM5pszZ84x1lpEREREJDCi3A5AREREJJwp2RIREREJICVbIiIiIgGkZEtEREQkgJRsiYiIiARQjNsBlCY1NdU2bdrU7TCqpPz8fGJjY90OQ3yk+gotqq/QovoKLeFcX/Pmzdtura1T0roqm2w1bdqUuXPnuh1GlZSRkUFaWprbYYiPVF+hRfUVWlRfoSWc68sYs660dbqMKCIiIhJASrZEREREAkjJloiIiEgAKdkSERERCSCfki1jTHNjzCRjzCJjTKExZqY/BzHGRBlj5hljrDHm/ApFKiIiIhKCfL0bsQ1wLvATEFeB4wwAGlagnIiIiEhI8/Uy4sfW2kbW2suA3/w5gDEmBRgJDPc3OBEREZFQ51OyZa31HMYxRgA/ADMOYx8iIiIiISmgg5oaY9oC/YDjAnkcERERkaoq0CPITwCetdauNMY0DfCxREQCYtJL+9maWeBXmeXLoGUr/49Vt3YMg/pXpGusiFRVAUu2jDE9gVbABX6UGQgMBEhPTycjIyNA0YW2zMxMt0MQP6i+AueLGQXsyi70q0ytGtGc06X0r76S6it3fx4ndNjj13Ey/kzkhA57/SoDsGpJTTIy4v0uF6l0foWWSK2vgCRbxphYYAwwCogyxiQDSd7VicaYmtbaQ765rLWTgckA7du3t+E6f1Jl0M8mtKi+AmPD5hzaddnuV5l5M1JJS0soc5vi9bU7O4eohGi/jrN6fTJRCf5PuLs7u/z45GA6v0JLJNZXoAY1TQTSgSeBLO9jkXfdW8CCAB1XREREpEoJ1GXEbODMYsvqA/8H3AN8HaDjioiIiFQpPiVbxpgEnEFNwRmcNMkYc6n3/afW2hxjzErgW2ttf2ttATCz2D6ael8usdbOOdzARUREREKBry1bdYF3ii078P5IYK13X/51ahAREREJcz4lW9batYApZ5umh7sPERERkXATqA7yIiKRzVqi8nKJyst1OxIRcVmgBzUVEYkM1pKyaC71vp7OEfPn0Hn5Sqp9uA+A/JpJ7GrVhh0nd+TPcy8mt0G6y8GKSDAp2RIROQymoIAGX3xEs1cnkbRy6UHrPDGxYC2xe3aTOnc2qXNn0/L5J9jc5VyW3ziMvU2auRS1iASTki0RkQpKWfgLbUbdT9Ly3wHITa1LRtcL2XpGF8Z83IH+DxvweIjfsY3kJfOpP+Mz6n89nQZfTaPeN9NZ1f9mVl57EzbW/8FPRSR0KNkSEfFTVG4u/xg3gibvvg7AvvoNWTHwFjK6XYQnzplqJ/vzZGAnREWRV6ceWzp3Y0vnbizbsokWk8aR/tF/aTF5PHV+mMm8sZPIq1vfxU8kIoGkZEtExA+J61Zzwl2DSVr+O4Wxcay+ZhCr+g3GU726T+Vz6zVgyf2j+bPbRRz3wFCSf1vIaX26M2/cS+xufQzz5nsYMSbHr5g0ebVI1aZkS0TERw2m/49jR95NTM5e9qY3YcHjz7L7H8dWaF+ZJ53GrDem0e72QdRe8DOnDOzJz8++xr68M2nXxb/JeufNSAWUbIlUVRr6QUSkHDH5+zhm5N2cMHwIMTl7yTjnAn54Y1qFE60D8lNq8/Nzr7PprPOI3buHkwdfTavMuZUUtYhUFWrZEhEpy7JlXPvMpdTb9CuFcfH8MfR+1l9yFZjKGaPZExfPwpFPA9Dgq2k88uOlLFj3vu5UFAkjatkSESmJtfDqq9CuHfU2/crexkfy45QPWH9p70pLtP46VEwMC0c+zZZ/nkVSfhbth/QlLmtHpR5DRNyjZEtEpLg9e+Dqq6FvX9i7l1+Pv4xZr3/CnlZtAnZIGxPDwkcnsDz5eBI3ruPEYYMw+fkBO56IBI+SLRGRIuK/+QbatoU33oCEBHjlFT7o9QqFiTUCfuzC6gk80OFt9tWtT+2Fv9DqmVEBP6aIBJ6SLRERgJUroWdPjujdG9auheOPh3nznNatSr5sWJbMavVZ8PizeKJjaPb6C9T7+rOgHVtEAkPJlohELmthzhzo1w9at4a338ZTrRqMHg0//+wsc8HO49qz9D/3AND2wduptmmjK3GISOXQ3YgiEr6sxRQUYDyFmMJCovLzqf/nRnh7A8yaBV98AcuXO9tGR8O117Jt0CDqnXyyu3EDa3tdS+15c6g/83PaPjiMn59/E6L0/7FIKFKyJSKhqaCApitn0mLFFyQt+43qm/4kfsc2ovLyiNqfR1RhAcbjKbnsU0Ve16kDffrAoEHQvDmFGRlBCb9cxvDrvY+RsngeqXNn0/StKay98lq3oxKRClCyJSJVwqSX9rM1s6Dc7RL3bOHU756m7bw3uDp7W7nbe6KjsVHR2OhobHQMOxMbUqdDK6dP1tlnw8knQxWdCHp/yhEsGf4Y7YdeR6tnHmdbh3+y98jmboclIn7yKdkyxjQHbgdOBY4BvrfW/qucMicBNwJnAGnABuBNYJS1NvcwYhaRMLQ1s4B2XbaXut7k7+eoV56j2asTicndB8CGGi0ouPCf7Dz2BPY2akpeal0Kq1XHExeHJybWuexWrHP7vBmp3Hd7QkA/S2Xa+q9z2HjBZaR//A7HjriTn158R5cTRUKMry1bbYBzgZ/wfQKuK4CjgFHACqAtMML7fIl/YYpIJEtcs4Ljhw+h1rLfAdjS6WxW9hvMwx/+i1uG7nI5usD7feh91PlxJrUXzaXRh2+zoUcvt0MSET/4mmx9bK39H4Ax5l0g1Ycyo6y1Rdv4ZxpjcoFJxpgm1tp1fsYqIhEodfZ3nHDnjcTu3UNOw0YsfmAsme1OdVb+L3hDMripoGYtfh/2ACfcfROtn36ULZ3OYv8RddwOS0R85FNbtLW2lF6mZZYpqTPFAu9zXX/3JyKRp8EXH9P+lr7E7t3Dpi7d+P7/pv+daEWYTWefz9bTOhG7ZzdHP/Gw2+GIiB+CfeH/NMADLAvycUUkxNT7ejrH3XsLUYWFrOpzPQsefy4oo7hXWcbw212PUBhfjbTPP+KIObPcjkhEfBS0uxGNMfWB4cBr1trdpWwzEBgIkJ6eTkZVuQW7isnMzHQ7BPGD6ss3STXy8OTsAeCIeXM44e7BRBUWsqJ3f5b1vx5yD/3aaNY4H0/OXj+PU0hGRnyp60uqr6Kx+aoisZVXbm9KEsv7DOQfk5/mH2Pu5/uX/4uNiSn3M4UznV+hJVLrKyjJljEmDvgvkA3cWtp21trJwGSA9u3b27S0tGCEF5L0swktqq/y7c7OISohmuob19PugTuIKihgTc9+rPjPfUSVMl3O6vXJRCX4N2zD7uxU0tLKvhuxeH0diM0fFYnNl3Lr+g6m8bQPSVqziqbTp7Hu8j4+faZwpvMrtERifQX8MqIxxgBT8d7RaK3NCvQxRSQ0Re/Npv1t/YnbtZOtp3fmj9vuC+q8hKHAE1+NpbfeC0CL558gdqe+UkWqumD02RoHdAe6W2uXBuF4IhKi2ox5kJqrlpPd9CgWPvKUM4WOHGLLv85h+8kdidu9ixaTx7kdjoiUI6DJljHmbuBmoLe1Vr05RaRU/1j8Pukfv0NhfDzzx0ykoGaS2yFVXcbw+9AHsFFRNH73deps/s3tiESkDD4lW8aYBGPMpcaYS4GGQJ0D740xCd5tVhpjXipS5krgUZxLiH8aY04t8tAAMSLyt40bOe+9IQD88Z97yW7W0uWAqr7s5q1Yd2lvogoLOfvju9wOR0TK4GvLVl3gHe/jVODoIu8PjJkVAxRt8z/H+9wXmF3scd7hBC0iYcRaGDSI6vuy2Hp6Z9ZfdrXbEYWMFYNuI79GEket+Bq++MLtcESkFL4OarrWWmtKeaz1btPUWtu3SJm+ZZSZEpBPIyKh59134dNPya1Wi8X3jVKHeD/kJ6ewqt+Nzps77wSP3+NPi0gQaDZTEXHPrl0wxLl8OOPcEexP1eQS/lrbsx+7ajWEhQvhzTfdDkdESqBkS0TcM3w4bN4MHTow/+R+bkcTkjzVqjGz633Om+HDITfX3YBE5BBKtkTEHYsWwXPPQUwMTJoEUfo6qqglJ14Jxx4L69fDs8+6HY6IFKNvNxEJPmth6FDn+aabnERBKsxGRcOoUc6bkSMhSwOdilQlQZsbUUQiw6SX9rM1s6DMbZr/MZ1eM2awr3oKzyQPJXdMDgsWFtKuS5CCDEf//jd07gxffw2PPQajR7sdkYh4KdkSkUq1NbOAdl22l7re5OdzxnN3ALDmhptoc4EH2M6s2clBijBMGeMkWO3bw9NPw+DB0KSJ21GJCLqMKCJB1uiD/6PG2lXsbdSUdZdf43Y44aVdO+jVC/Ly4L773I5GRLyUbIlI0ETvy6HFC08BsOzmO7GxcS5HFIZGjoTYWHj9decmBBFxnZItEQmaxu9MJT5zOzvbHMfmzt3cDic8HXkk3Hijc/PBnXe6HY2IoGRLRIIkem82R02ZCMDy62/TSPGBdO+9kJQEn38OX33ldjQiEU/JlogERdO3XyVuVxZZbU9ke4dObocT3lJT4S7v5NR33KFpfERcpmRLRAIuZs9ujnxtEgDLbxiqVq1guOUWaNgQFiyAt95yOxqRiKZkS0QCrun/vULc7l3sOPEUdpzU0e1wIkNCAjz0kPN6+HDnDkURcYWSLREJqJg9uznyjRcBWKG+WsHVpw+0aQNr18Lzz7sdjUjEUrIlIgHV+L03iM3ezY52p5LZ7lS3w4ksMTHw+OPO6xEjYOdOd+MRiVBKtkQkYKJycznyzZcAWNX3RpejiVDnnQf//CdkZv49f6KIBJVP0/UYY5oDtwOnAscA31tr/+VDuVrAeOAinMTuE2CItXZHRQMWkdCR/sm7xO/Yxq5Wbdje4Z9uhxO25s33MGJMTqnr09qOoP93ncgfO55no65lT3JD6taOYVB/DSorEgy+zo3YBjgX+Anw5+x8G2gFDAA8wCjgQ+AMP/YhIiHIFBTQbKozrtaqfoPVVyuA9uV5aNcls4wtmrJp6Xk0+Goal/w6nCUPjGXejFT8+zoXkYry9TLix9baRtbay4DffClgjOkAdAX6WGvfs9Z+APQGTjfGnFWxcEUkVDT48hMS/tzA3sZHsrnzv90OJ+Itu+kOPNExpH/yHjVWLnM7HJGI4lOyZa2tyIh43YAt1trviuznZ2CNd52IhCtraTbFuftt1TWDIDra5YAkp1FT1l96FcbjofWEx90ORySiBLKDfGtgaQnL//CuE5EwVWfW1yStXEpunXpknNfD7XDEa+WAIRQkJFJ31tc0WfVd+QVEpFIEMtlKAUq6zzjLu05EwlSzqc5o8WuuGoAnLt7laOSA/bVTWX3NIADO/vguKCx0OSKRyOBrB/mKsiUsM6UsxxgzEBgIkJ6eTkZGRgBDC12ZmWV1hJWqJtLq66jMeRwxfw75iTVY2+08PDm+je3UrHE+npy9fh2rImW2by3gqedL76yfUG0XObkHj7a+Y5snKLFVtJw/ZVZecjmN3n+TBhmL2DluHDlXXul3jFVJpJ1foS5S6yuQyVYWUKeE5cmU3OKFtXYyMBmgffv2Ni0tLXDRhTj9bEJLJNXXMV8MBWDDRT2xqQ19bj5fvT6ZqIRYv45VkTJLVyXTtVfpCaAnJ4qohIP7mH365RGcE4TYKlrOrzIJySy99V5OuPsmkkePJnnAAEhO9jvOqiSSzq9wEIn1FcjLiEspuW9WaX25RCTU/fknbRa+i42KYl3Pvm5HI6XYdPb5rDuyI2zbBg8/7HY4ImEvkMnWZ0B9Y8zpBxYYY9oDzbzrRCTcPPss0Z4CNnfuxr60Rm5HI6Uxhi8uHO2MfTZhAizV/78igeRTsmWMSTDGXGqMuRRoCNQ58N4Yk+DdZqUx5qUDZay1s4HPganGmB7GmIuAN4BZ1tqvKv+jiIircnJg0oGO8f1dDkbKs7nh8XDddVBQALfeCrbErrQiUgl8bdmqC7zjfZwKHF3kfV3vNjFA8cF0egLfAi8DU4F5wMWHF7KIVElTp0JmJhsbn8TOtu3cjkZ88cgjUKsWTJ8O06a5HY1I2PJ1UNO11lpTymOtd5um1tq+xcrttNb2s9YmW2uTrLVXWmu3V/7HEBFXeTwwfjwAc06/yeVgxGd16sCDDzqv//Mf2LfP1XBEwlUg+2yJSKSYPh2WLYNGjfjj2Ivcjkb8MXgwHHMMrFoFjz7qdjQiYUnJlogcvnHjnOebb8ZGB3r4PqlUsbEw0ZkwnFGj4I8/3I1HJAwp2RKRw7N4MXz1FSQmOh2uJfR07AgDBkB+PtxwgzrLi1QyJVsicni8fbXo1y/kB8eMaKNGOX24vv3WudlBRCqNki0RqbgtW+CNN5zxmm65xe1o5HDUrg1PPOG8HjYMduxwNx6RMKLOFSJScc8/D/v3w4UXQvPmbkcjfpg338OIMTkHL7Q96H3Uixy56jsWdLuNTy57/qDVdWvHMKh/XBCjFAkPSrZEpGJyc+G555zXt97qbizit315Htp1OXRS4PXNH6Rxz39zwi9T2X9tV3ac/NckIMybkQoo2RLxly4jikjFvPmmM7fe8cdDp05uRyOVZG/To1g54GYAjh1xJ9E5e12OSCT0KdkSEf9Z+3fH+FtvdfpsSdhY3ecGdrU6moSMjbR6ZrTb4YiEPCVbIuK/GTNgyRKoXx969nQ7GqlkNjaWxQ+MxRMdQ9O3p5Cy4Ge3QxIJaUq2RMR/B1q1Bg+GOPXhCUd7WrVhVd8bAGj70O1EaSofkQpTsiUi/lm2zJm0uFo1GDTI7WgkgFYNuJk9R7UkccNaWk560u1wREKWki0R8c/TTzvPvXs7g2BK2PLExbP4gbHYqCiOfONF0tb/4nZIIiFJyZaI+C4zE6ZMcV7/5z+uhiLBsavNcay+eiDG4+HC/17vDPkhIn5RsiUivnvxRcjJgbPPhjZt3I5GgmTFoFvJbnIUdbYuhYcfdjsckZCjZEtEfJOfDxMmOK81iGlE8cRXY/EDo7HGwOjRMHeu2yGJhBSNIC8ipZr00n62ZhYAcPTCd7lk40a212nJ84vPgF9zSiyzYGEh7boEM0oJhp3Hteen02+iw/cTnEnH586F+Hi3wxIJCT4lW8aYo4EJQAdgJ/Ai8JC1trCccu2BR4F2gAHmA8OttXMOJ2gRCY6tmQW067IdgA5TneEeNg/oQ7uzD53m5YBZs5ODEpsE38yu99Nh02fw66/wyCMwYoTbIYmEhHIvIxpjUoCvAAt0Bx4GhgIPlVOukbdcDHANcLX39RfGmCaHF7aIBFPykvmk/LqA/Um1+PO8Hm6HIy4piEuAl192Zgx47DGYP9/tkERCgi99tq4HqgM9rLVfWmsn4iRatxljksoodx5Q01tumrV2GnAxUAM49zDjFpEgavrGSwBs6HEVhdUTXI5GXHXGGXDzzVBY6FxO3L/f7YhEqjxfkq1uwOfW2t1Flr2Fk4CVNftsLFAAZBdZlu1dponUREJEtU1/Uv/rz/BEx7Du8mvcDkeqgkcfhWbNYPFip4VLRMrkS7LVGlhadIG1dj2Q411Xmve82zxhjKlrjKkLjAOygHcqFq6IBFvTt6cQVVjI5rPOJbdeA7fDkaogMRFeclo7eeQRWLTI3XhEqjhfOsin4HSKLy7Lu65E1toMY8yZwCfAEO/iTUBXa+22ksoYYwYCAwHS09PJyMjwIbzIk5lZeudkqXpCub5So7fR6L03AFh1aU88OSV9FRysWeN8PDl7/T5WRcoFoozN24vHpdiCeayKlEmqUUhGhvcOxJYtqdW3L4lTprC/d2+2f/IJxMb6tb/KEMrnVySK1PrydegHW8IyU8pyZ6UxDYB3gXnAAO/iwcA0Y8xp3taxgw9i7WRgMkD79u1tWlqaj+FFHv1sQkuo1leLGS8Tm7OX7e07sOfEjj41ha9en0xUgv9/dCtSLhBlPEBUwsF3VAYrtmAeqyJldmenkpZWpM/ehAkwcyZxv/5K2muvwb33+rW/yhKq51ekisT68uW7Mwso6V7uWpTc4nXA7TjJ3KXW2unW2unAJUAhMMzfQEUkyPLyOOX7ZwFY3ed6l4ORKqlGjb8vJz78MCxZ4m48IlWUL8nWUor1zfIO65BIsb5cxbQGfrPW5h9YYK3dD/wGHOV/qCISVG++Sc09m9ndvDXbO5R1L4xEtM6d4frrnRkG+vWDggK3IxKpcnxJtj4DuhpjahZZdgWwD/i2jHLrgGOMMXEHFhhj4oFjgLX+hyoiQePxwJgxAKy+ZpAzrpJIaUaPhsaNYd48GDvW7WhEqhxfkq2JQB7wvjHmLG8n9geBJ4sOB2GMWWmMealIuReBNOADY8x5xpjzgQ+BBnj7ZYlIFTVtGvzxB7uS09l0zgVuRyNVXc2a8MILzuuHHoI1a9yNR6SKKTfZstZmAV2AaOBjnAFNxwEPFNs0xrvNgXLzgH/jDGz6GjAVSADOttbqPmGRqmz0aADmnH4T1oU7zCQEnXMO9OoFublwyy1uRyNSpfh0N6K19negcznbNC1h2QxgRoUiExF3zJ4Ns2ZBcjILTu7LseS5HZGEiieecFpFP/4Y/vc/6N7d7YhEqgRfLiOKSCTxtmpx443sr1az7G1FimrQwBnkFGDIENjr/zhjIuHI13G2RCQSLFkCH34I8fHO/HevuR2QVCXz5nsYMSanzG1MYR/6p71Eg/WL+OH8+/n63BHUrR3DoP5xZZYTCWdKtkTkbyNHOs8DB0L9+jgzbok49uV5aNel/BHAVzd4iPr9LqbD909TOLgb3645DVCyJZFLyZaIOJYuhf/+F+Li4I473I5GQtiuY09gQ48rafzeG7Qe9whPNv6k3Bax4tQaJuFEyZaIOEaOBGudgSnT092ORkLc8huG0uDzj6n747e0sZ/T7vaT/Co/b0Yqag2TcKEO8iICK1fCm29CTAzcdZfb0UgY2J9yBCv73wTAwF+HY/LzyykhEr6UbIkIPPaYM2r81VdD06ZuRyNhYl3PvuxNb0KTPcto/MGbbocj4holWyKRbu1amDoVoqLgnnvcjkbCiCcunqW3OL9TLSY+SczuXS5HJOIOJVsike7RR53Jg3v1gubN3Y5GwsyWM7uyKPV04nbtpMWLT7kdjogrlGyJRLKVK+Hll51WrfvuczsaCUfGMOnYR7HG0OTtqVTP2OB2RCJBp2RLJJI9+CAUFkKfPtCqldvRSJhalXwcGV0vJKognxaTxrsdjkjQKdkSiVS//urcgRgbC/ff73Y0EuZWXD8UT3QMDT99nxqrl7sdjkhQaZwtkQgx6aX9bM0s+Ov9ZVOH09pafjnpWqa/U5eSRotfsLCQdl2CGKSErZxGTdhwcU+avPs6LZ8by/yxk90OSSRolGyJRIitmQW067IdgFq/LaL1rx9RGF+N3ff3p12d7SWWmTU7OZghSphbOWAI6R+/S/1vPqfWrwvZdczxbockEhS6jCgSgVo+NxaAtVf0Ia9OPZejkUiRV6cea3v2A6DVs6NdjkYkeJRsiUSY2nNnU+en78hPrMHqPje4HY5EmFV9byC/ZhKpP//AEXNmuR2OSFD4lGwZY442xswwxuQYYzKMMQ8bY6J9LNvDGPOLMWafMWaHMWa6MSbx8MIWkQrxePjH+JEArLl6IPnJKS4HJJGmIKkWq6+5HoCWE59w5uMUCXPlJlvGmBTgK8AC3YGHgaHAQz6UHQC8CXwGdAMGACtQXzERV6RN/x+1/lhCbp16rOl9ndvhSIRa27Mv+2ulkLJ4Pqlq3ZII4EvL1vVAdaCHtfZLa+1EnETrNmNMUmmFjDGpwDjgZmvt/dbamdbaD6y1N1trNWeDSJDF5O+j1bNjAFh+4zAKqye4HJFEqsKExL+S/eaTx6t1S8KeL8lWN+Bza+3uIsvewknAOpVR7nLv86sVjE1EKtHJs56j+uY/2d3iH2w87xK3w5EIt/aKPuyvlUztRXM54pcf3A5HJKB8SbZaA0uLLrDWrscZlKd1GeVOAZYB/Y0xG40x+caYOcaY0yocrYhUzLZtdPzGuQNx6X+GQ7RPXS5FAqYwsQZrrhoAQIvJT6l1S8KaL32nUoCdJSzP8q4rTX2gFXAvcAeww/s83RjTwlq7pXgBY8xAYCBAeno6GRkZPoQXeTIzM90OQfxQFeor6d57qZG7m62ndGRr22Mhp6RT+lDNGufjydnr17EqUiaYxyqvjM3bi8el2IJ5rKrwmdZceDFHvjaZ2gt+JuWHL9lx4sl/rUuqUUhGRny5+64K55f4LlLry9eO6iX9y2FKWX5AFFADuMxaOx3AGPMjsA64CThk1ltr7WRgMkD79u1tWlqaj+FFHv1sQour9bV0Kbz2Gh4TxdLbHiAqwfeBSlevTyYqIdavw1WkTDCPVV4ZDxzyM4rEn0NllSmrnCchmbVXDaDlxCdpOfUl5px+zl/rdmenkpbmW79CfR+GlkisL18uI2YBJX0716LkFq8DDqSvMw8s8Pb7mgcc7WN8InI4rIVbboGCAhae1Ifs5ppsWqqWtT37kV8ziSPm/UTteT+5HY5IQPiSbC2lWN8sY0wjIJFifbmK+QOn5csUW27gkFZ6EQmEjz6CL76A5GS++fcDbkcjcoiCmkmsubI/4L0zUSQM+ZJsfQZ0NcbULLLsCmAf8G0Z5T7BSazOPLDAGFMLaAcs8j9UEfHLvn1w663O64cfJqdGHXfjESnF2l79yK+RROrc2aQs+MXtcEQqnS/J1kQgD3jfGHOWtxP7g8CTRYeDMMasNMa8dOC9tXYu8D/gJWNMH2PMecBHQD7wbCV+BhEpydixsGYNHHss3KBpeaTqKqhZi7U9+wLQ/MWn3Q1GJADKTbastVlAFyAa+BhnQNNxQPFrEi8qA20AAB6eSURBVDHebYrqDXwIPAm8i5NodfbuU0QCZd06eOwx5/WECRCjSRukalt7ZX8KEhKp89N31FqywO1wRCqVT3MjWmt/t9Z2ttZWt9Y2sNbeZ60tLLZNU2tt32LLsq21N1hrj/CWPctau6QS4xeRkgwb5lxG7NkTOpU19rBI1ZBfK5l1l/cBoIVatyTM+JRsiUgImTED3n0XEhJgzBi3oxHx2ZreAyioVp26s76m/ka1bkn4ULIlEk5yc//un3XvvZCe7m48In7Yn3IE6y+5CoAzvh7tcjQilUfJlkg4eewxWLECjj4ahg51OxoRv625eiCF8fG0/vUjWKJeJxIelGyJhIulS//uFD9pEsTFuRuPSAXk1anHhot6OW8eecTdYEQqiZItkXBgLQwaBPn5cN11cPrpbkckUmGr+1xPQXQcvPMO/PGH2+GIHDYlWyLhYMoU+O47qFsXHn/c7WhEDktuvQYsan+180/Eo4+6HY7IYVOyJRLqtm1zhnoAePJJqF3b3XhEKsEPZw51xod7801YudLtcEQOi5ItkVA3bBhkZsJZZ8GVV7odjUil2FW7CVxzDXg8at2SkKdkSySUffEFTJ0K8fHw/PNgis/7LhLC7r4boqLgtddg7Vq3oxGpMM3hIRKCJr20n50ZmVz/ZH9qATM638OPH6QBOaWWWbCwkHZdghaiyOFr3hyuuspJth5/HCZOdDsikQpRsiUSgrZmFtBn0TBq7dzIzqPbsv/B3rSL2V5mmVmzk4MUnUgluuceeP11ePllGD4cGjVyOyIRv+kyokgIarriGxq/9waemFgWPzAWq4mmJVy1bg2XX+4MazJao8pLaFKyJRJqsrM5/93BAKy4bgjZzVu5HJBIgA0f7jy/8AJs2uRuLCIVoGRLJNTcdRcpWevY1aoNq/vc4HY0IoF37LHQowfk5cHYsW5HI+I3JVsioeTbb+HZZymMimHxg2OxsbFuRyQSHPfe6zw//zxs3epuLCJ+UrIlEiqys6F/fwB+6Hw7e1oe7XJAIkF0wglw/vmwb58zeK9ICFGyJRIqhg2DVavg2GP5vvMdbkcjEnz33ec8P/ss7NjhbiwifvAp2TLGHG2MmWGMyTHGZBhjHjbGRPt6EGNMlDFmnjHGGmPOr3i4IhFq2jSYNAni4uD11/HExLkdkUjwnXwydO3qtPKOH+92NCI+KzfZMsakAF8BFugOPAwMBR7y4zgDgIYVCVAk4m3b9tflQ0aOhLZt3Y1HxE0HWreefhp27nQ3FhEf+dKydT1QHehhrf3SWjsRJ9G6zRiTVF5hb7I2Ehh+WJGKRCJrYeBA2LIFOnWCW291OyIRd3XsCGeeCbt3w4QJbkcj4hNfkq1uwOfW2t1Flr2Fk4B18qH8COAHYIb/4YlEuClT4MMPISkJXn0Von2+ei8Svu6/33keNw6zZ4+7sYj4wJdkqzWwtOgCa+16nEnYWpdV0BjTFugHDKtogCIRa80aGDLEef3MM9CkibvxiFQVnTrBGWdAVhY1Jk1yOxqRcvkyx0cKUNKF8SzvurJMAJ611q40xjQt70DGmIHAQID09HQyMjJ8CC/yZGZmuh2C+KG8+vpiRgG7sgsPWmY8hVwyrhcNs7NZcUI3Pt3TEZ5f89f6Hds8eHL2+hVHs8b5VbZMMI9VXhmbtxePS7EF81hV/TMl1SgkIyO+1PVxQ4eS+v33JEycyOZrrsFTt67fcUnwRerfL18nVLMlLDOlLHdWGtMTaAVc4Gsw1trJwGSA9u3b27S0NF+LRhz9bEJLWfW1YXMO7bocPIl08xeeoeGqueSm1mXt2MdokXzwqfrpl0dwToJ/A5quXp9MVBUtE8xjlVfGA0QlHDxpdyT+HCqrTEXL7c5OJS0tofQNuneHCy8k+qOPqP/CC85wEBISIvHvly/JVhaQXMLyWpTc4oUxJhYYA4wCoowxycCBzvSJxpia1lpdaBcpQcqCn2kxeTzWGBY/9CT5yeU1IIuEn3nzPYwYk1PmNnWa38dA8wl24mQmJg4iplVrBvXXsChS9fiSbC2lWN8sY0wjIJFifbmKSATSgSe9j6LeAlYBzf2KVCQCxO7M4vjhQzAeDyv7DWb7qWe4HZKIK/bleWjXpbxLTnXZuOxCGk/7kIsXDuelOm8DSrak6vGlg/xnQFdjTM0iy64A9gHfllImGziz2KOXd909wFUVilYknFlL24dvp/qWTWS1PZEVgzTMg0h5lve7gcL4eNK+/IQGG+a7HY5IiXxJtiYCecD7xpizvJ3YHwSeLDochDFmpTHmJQBrbYG1dmbRB/CTd9Ml1to5lfopRMJAk7emUO/bL8mvmcTCkU9rkmkRH+TWq8/anv0AOPuTu52x6USqmHKTLWttFtAFiAY+xhnQdBzwQLFNY7zbiIifkv5YQuunHgVgyX2j2JfWyOWIRELHqn43kpdcmyZrZsE777gdjsghfJob0Vr7u7W2s7W2urW2gbX2PmttYbFtmlpr+5axj7XWWmOt/eQwYxYJK3G5ezjhnpuJzt/Pukt7s7nLuW6HJBJSCmrWYvng2503w4ZBTtkd60WCzadkS0QCxFrOe+8mEtevYXfz1vxx631uRyQSkjZ0v4LNaW1hwwYYPdrtcEQOomRLxE3PPMMxi96lICGRBY8/g6daNbcjEglN0dFM7z7WeT1qFKxb5248IkUo2RJxy+zZcNttACy+bzR7j2zhckAioW3DkR3hiisgN9e5nChSRSjZEnHD1q1w2WVQUMBPpw9m8znnux2RSHgYMwYSEuDdd2HaNLejEQGUbIkEX2Eh9OoFf/4JHTsy47yRbkckEj4aNYKHH3Ze33gjZGe7G48ISrZEgu/+++Hrr6FuXXj7bTzRGk9LpFLdcguceCKsX++cbyIuU7IlEkwffwyPPgpRUfDWW9CwodsRiYSfmBh44QXnPHvqKfjlF7cjkginZEskWP74A67yzlT16KNw5pnuxiMSzk48EW69FTweGDAA8vLcjkgimJItkWDIyoILL4Q9e5yO8Xfc4XZEIuHvoYfgqKNg8WJ4oPikJyLBo2RLJNAKCpzb0VeuhOOPh1deAWPcjkok/CUmwmuvOZcTR4+G7793OyKJUEq2RAIsacQI+PJLqFMH/vc/5w+AiARHhw5wzz3OBNXXXAO7d7sdkUQgJVsigfTKK9R48UWIjYX334fGjd2OSCTy3H8/tGsHa9fCTTc5iZdIECnZEgmUH36A6693Xj/7LJx+urvxiESq2FjncmL16s7zyy+7HZFEmBi3AxAJSytWQPfusH8/2f36UeO669yOSCTszZvvYcSYnFLWNqHthU/R/e2BFFw/mFeW/IPNDY+nbu0YBvWPC2qcEnmUbIlUtm3boFs32LEDzjuP3Q8+SA23YxKJAPvyPLTrkln6Bl26sn5/Lxp/8H9c+W4vfnjjE+b8fBSgZEsCS8mWSCWZ9NJ+MrfsoffkC2i0bhWb0o7j1VNfpvq0vezOLu2/bViwsJB2XYIYqEgE+/32B6n1+2JqLfuNE+66iZ+7f+x2SBIBfEq2jDFHAxOADsBO4EXgIWttYRllTgJuBM4A0oANwJvAKGtt7mHGLVLlbN2+nwFfX02DdXPYVy+N319+gbZ1cvHk7CEqIbrUcrNmJwcxSpHI5omvxvwxEzntmu7U+ek7uprb4c6JGo5FAqrcDvLGmBTgK8AC3YGHgaHAQ+UUvQI4ChgFnAs8C9wGvHEY8YpUTdZy1rR7aDDjM/ITa/LL01PIq1PP7ahEpAT7GjZm/hOTKYyN46TZk2HCBLdDkjDnS8vW9UB1oIe1djfwpTEmCXjQGDPau6wko6y124q8n2mMyQUmGWOaWGvXHV7oIlXIqFF0+H4CnugY5o+ZSHbzVm5HJCJlyDr+JJbcP5rj7/uPM61Pw4ZwySVuhyVhypehH7oBnxdLqt7CScA6lVaoWKJ1wALvc12fIxSp6iZNgrvvxhrDohHj2HGKhngQCQUZ517MzLPvdeZP7NULPv/c7ZAkTPmSbLUGlhZdYK1dD+R41/njNMADLPOznEjV9PbbcMMNAHx60Xg2db3Q5YBExB/fn3UX3HIL5OfDxRdrSh8JCF8uI6bgdIovLsu7zifGmPrAcOC10i49GmMGAgMB0tPTycjI8HX3ESUzs4xbmyVo4r/5htp9+2KsZfddd7Gy8QUclXPoqWLz9uIpYz/NGufjydnr17HDrUwwj1VemZLqKxJ/DpVVJtDHKlpfFTlOUs1CMoYNo9aWLSS+9Raebt3InDqV/aee6td+xDeR+vfL16EfSprbwJSy/NANjYkD/gtkA7eWehBrJwOTAdq3b2/T0tJ8DC/y6Gfjshkz4LrrnEmmhw0j6dFH2T12X4l3HXqAqITS7zhcvT6ZqIRYvw4fbmWCeazyypRUX5H4c6isMoE+VtH6qshxdmenkpaeAK+/DlFRRL35Jqm9e8MHH0DXrn7tS3wTiX+/fLmMmAWU9JeiFiW3eB3EGGOAqUAb4FxrbZZfEYpUNTNmwAUXwL59MHAgjB6t28ZFQl10NEydCgMGOOf2BRc4CZdIJfAl2VpKsb5ZxphGQCLF+nKVYhzOkBHdrbW+bC9Sdc2YAeef73wZX3cdPP+8Ei2RcBEdDZMn/92H69JLYfx4TVwth82XZOszoKsxpmaRZVcA+4BvyypojLkbuBnoba2dVeEoRaqCA4lWbq7TojVxIkRpLneRsGIMjBsHI0Y4dyneeivceKOTfIlUkC99tiYCQ4D3jTGjgGbAg8CTRTu6G2NWAt9aa/t7318JPApMAf40xhTtbbiqlKEhRKqESS/tZ2tmwV/vW/42jR5vXENsQS7zTrmWT5s9AU8cPBGCpt0RCT2lTl4dfxttrmzEhf8dRMzEiaz56g/ev3IKOTXqavJq8Vu5yZa1NssY0wV4BvgYp5/WOJyEq/i+ivYOPsf73Nf7KKofThImUiVtzSygXZftADT86B2Off1OogoLWXdpb7bceR/tog69o0bT7oiEnjInr+5yJj+f8xbtbruOI1d+y+DnTmHBY8/wVeZ5aPJq8YdP10Cstb9baztba6tbaxtYa+8rPi+itbaptbZvkfd9rbWmlMeUyv0YIoFx5GuTOe6hYUQVFrLiulv47a5HdOlQJILsPPZEZr0xjczjT6La9q2ccn0vTvtmLBSWOjWwyCH0V0OkJB4PrceP5B/jRwLw27AHWXH9beoMLxKB8urWZ86kt1jV5waiCgvp8tkD0KkTrFzpdmgSIpRsiRSXnc3lr/Wi2WuT8UTHsHDEeNb16ud2VCLiIhsTw7Ihd/HL01PYU7Me/PADHHccPPOM05FepAxKtkSK2rABTj+dVr99Qn7NJH55ZioZ517sdlQiUkVs63gmE4fOhSuvhJwcuPlm+Oc/YdEit0OTKkzJlsgB338PJ58MixaxI7U5P776P3ac3NHtqESkislNqA1vvAHvvQf1vK1cJ57ojM+1s9yxviUCKdkS8XicUeDPPBM2b4Yzz+Tlm75hb5NmbkcmIlVZjx6wdCkMGeK8f/ppaNXKGYNP43JJEUq2JLLt2AHdu8Oddzp3F915J3zxhfOfq4hIeZKT4amnYP586NgRtm6FG26ANm3gnXc0+rwAvk9ELRJ+PvrIGQl+yxZISYFXX3XmQwNgv6uhiUjVVfJAqC3gws/5x5EfcOb0hzhixQq4/HIy0k/k+y53sfwf3aibGqfBUCOUki2JPDt3wn/+4yRX4HRuffVVaNrU1bBEJDSUORDqWf/k55umk/7Rf2kxeTxpG+dzxauXs+eolsw46Q7o0wdi9Kc30ugyokQOjwemTHH6VLz6KlSr5syB9s03SrREpNLY2Fg2XHIVMz/8jt+HPsC+eg2ouWo5F701AFq0gCefhMxSkjUJS0q2JDL89BOcfjr06+f0qejYERYscFq4NCK8iASAp3p11l55LTP/9x2L7x/NjtQWsHYtDB0KDRvCtdfC3LluhylBoL8yEt7mzYPzzoMOHWD2bKhfH157zRnmoXVrt6MTkQhgY+PY2P0Knh82Dz78ELp2hdxceOUVOOkkOP54eOIJyMhwO1QJECVbEn48HvjkE+cLrX17+PRTqFEDhg+HZcugd29NuyMiQWejop27n6dPh+XLnRaulBRnQNRhw6BRIzjnHKe7gy4zhhX10pPwsWoVvPWW89/iqlXOsoQEFp5xPV+degv7ElNhEkDxu4gOtWBhIe26BDRaEYlkLVrA2LEwciRMmwavv+78k/jll84jOtqZf/Gii5wErXFjtyOWw6BkS0KXx+P8R/jFF/D++/Dzz3+va9oUBg+Ga6/l45eq0a7LdmC7z7ueNTu50sMVETlEfLwzOGqPHk5r1jvvwLvvwsyZ8PXXzmPIEDantWVVy7NY3aIzG5p2oDC2Wqm7rFs7RkNMVDFKtiR07N3rdGr/5ReYM8f5Etq27e/1iYlw8cXQq5dzCTE62rui/JYsERHX1a4NgwY5j6ws+PRTfh/1Hi1Xfk79jMXUz1hMx5lPUhhfjR3tTmHHKWew/ZTT2XNUq4Nu9Jk3IxVQslWVKNmSqmXfPudundWrnUuBq1c7j5Urnf5WHs/B2x/o4/Dvf8O550JCgithi4iUp+TBUEsTD1zMgmMvZOCkTdRe8AupP31H6k/fk7TiD+r++C11f/wWgPyaSWQd157M408i64STiC7oDOi7sCpRsiXBZa0zYvuBJOrA40BiVdbdONHRcNxxzt07J53k9Gdo2VKd3UUkJJQ5GGopZs1OxhNfje2nnsH2U88AIG77VlJ/nkWd2d9Re95PVN+yibqzvqburK8BOCkmHj49yblB6MQToV07Z3zBv1r7Jdh8SraMMUcDE4AOwE7gReAha21hOeVqAeOBi3DufPwEGGKt3XE4QUsVl5vrtE4VbZkq+sgp/T+7wqgYdqU0Jqt2U3bWPpKsI7zPtZuyvW4rfl+TQMuWwC7gI4B95Yajzu4iEk72p9Yl49weZJzbA4BqmzZSe8Ev1F74CykLf6HmquUwa5bzOCAhwRli4phjnGFvWrVynps0URIWBOUmW8aYFOAr4HegO3AU8ARO8nRvOcXfBloBAwAPMAr4EDij4iGL6woKnBao9eth3Tp+eWcFcRtXkpy5lpTMNSTtKnusmJyE2uys3ZQ1UU2p37k+OQ0bk5PeiJyGjcmtl4YtNpVFgvfRkBxmPhJHry47/QpXnd1FJJzlNkgno0E6GedeDMDvHxmGnbzEmRx7/nxnvMH16+HHH51HUfHxcOSRTpeM4o+6daFOHUhNdbaTCvOlZet6oDrQw1q7G/jSGJMEPGiMGe1ddghjTAegK9DJWvudd9mfwBxjzFnW2q8q5yOEGWshL8955OY6fZSMYeqb+WzbVQgYatTYzp69hVhjsCYaa6LwREVjo7yvTTRERfl+R0pBgdPalJMDe/bA9u1Ox/Nt2/5+vXEjbNjgnLAZGQf1nTqp2O480THsa9CQnIaN2Zfe2EmmGjbyJlWNKahZC4CnHknmlpv9S5xERKRss5alsC/xXxD/L+d6VAeovnc79f9cROrWZRyxbQWp25znpF0ZsHSp8yhDXlwNchKPIKdGKjkJR5CbkIJJTuGYDrUhORlq1fr7uejr5GRnarQI7+7hS7LVDfi8WFL1Fk4rVSfg4zLKbTmQaAFYa382xqzxrnM32Vq7FjZtcpKGijwKCg5Oioo+l7QsN/fQ1yUty8srMdxrKvARPSYKboh2moijnQTsoNf5+U6CtX+/fzs2BtLSnP98Gjfmh+2NSTqtTpmtUyIiEhyl9w07Dg/HsQ04cB939N5sqm/6k8/H76Zn5xVU25xB9S2bqLZ1E3GZO4jbmUnczizi92cTvz+blKx1B+/yGx8Cio39K/mqEx/vJGGJic6lzYSEv18XXRYX55SLiSn7OSrK+Zt0IJk78Lr4IyXF1VlDfPmL2Br4uugCa+16Y0yOd11pyVZroKRU+Q/vOneNGwdPP+12FCWLi3P+E4iPd36RrGXvXg8xsR6MtWCdViVjLXg8GI8H4ynEFHrAeogqdLrSRVkP5HucpKosUVF//YLvsolkVzuCvYmp7Ev8+3lPrTR21Upnd0ojdiel4Yn5u8VswcJCBvTICtiPQ0REAqMwsQbZzVsxt34yHXsUv07hZS0x2XuI25lF3M4dxGVlEbt7J5vme/h3uxzYtQt27nSei74+8JyX99fVktjgfry/devmzCbiEmOtLXsDY/KB262144st3whMtdbeU0q5L4G91tqLii1/HWhmrT2thDIDgYHet62AZb5+kAiTij8jdIrbVF+hRfUVWlRfoSWc66uJtbZOSSt8vdZTUkZmSlle4XLW2snAZB9jiljGmLnW2vZuxyG+UX2FFtVXaFF9hZZIrS9fJqLOAkq6nasWzjAQ/pZLLqeciIiISNjwJdlaSrE+VsaYRkAiJffJKrWcV2l9uURERETCji/J1mdAV2NMzSLLrsAZTfLbcsrVN8acfmCBMaY90My7TipOl1pDi+ortKi+QovqK7REZH350kE+BWdA019xhntoBjwJjLfW3ltku5XAt9ba/kWWTQdaAsP4e1DTrdZaDWoqIiIiEaHcli1rbRbQBYjGGebhIWAc8ECxTWO82xTVE6f162VgKjAPuPjwQhYREREJHeW2bImIiIhIxfnSZ0sCwBjT3BgzyRizyBhTaIyZWcI2xhhzjzFmgzFmnzHmO2PM8T7uv7sxZokxJtcY87sx5opK/xARJJD1ZYyZYoyxJTzcH/w3RPlYXzcaY6YZY3Z4f97/8mP/Or8qUSDrS+dX5SuvvowxDYwxY7zrs73fia8aY9J83H9HY8wc7/foGmPMkIB8kCBSsuWeNsC5wHLvoyR3Affh9HW7AMgGvjLG1C9rx96bEt7DmUihGzAN+D9jzDmVE3pEClh9eS3lr1nM/nqsPbyQI5ov9XUNUBv43J8d6/wKiIDVl5fOr8pVXn21w+ky9H8434W3A6cAPxpjapS1Y2NMc5w6XgOcB0wCnjTGDKi06F2gy4guMcZEWevMu2OMeRdItdb+q8j6asAW4Alr7cPeZYk4XxCTit6cUMK+PwdirbWdiyz7FEiy1p5eWjkpXYDrawpwTCQO9Bco5dVX0W2MMccAS4AzrbUzfdi3zq9KFuD6moLOr0rlw/dhMpBtrS0osqwlzqwwfa21r5ax70nAmcDRB8obY57DSdoa2xBNWtSy5ZIDv6hlOA1IAv5bpMxenJsUupVWyBgTj/OL+t9iq94COhhjalUo4AgXqPqSwPChvnzapjidX4ERqPqSwCivLqy1O4smWt5ly4EcoG45u+8GvF+s/FtAOnBMBcKtEpRsVV2tgUJgRbHl5U3kfRQQy6EDx/6BU98tKytAOUhF6+uAo40xu40xecaYWcaYTpUeoVQGnV+hSeeXy4wxbYEEnKGkStsmEWhEyecX+PZdWiUp2aq6UnCaYQuLLc8CEowxcWWUg0OnRMoqtl4qV0XrC2ABMBSnmfwqnCFUvjTGnByQSOVw6PwKPTq/XGaMiQKewvln9IsyNj0wxV/YnV++TkQt7ihtIu/S1pVV1tdyUnEVqi9r7VMHFTBmGs5/f/cAF1VadFKZdH6FCJ1fVcJjODcldLLW5vuwfWnnUcieX2rZqrqygJrGmOIDxSYDOWX8wmYV2a54OdAk4IFS0fo6hLV2H/ApcGIlxieVQ+dXiNP5FVzGmBtx7kbsY62dU87mB86f4udXaS3KIUPJVtW1FKe5u3mx5eVN5L0KyOfQa9utcaZMKu22ajk8Fa2vsoTsf3FhTOdX+ND5FWDGmEuACcAd1tq3y9vee1PRBko+v6Di36WuU7JVdf0I7AYuO7DAGJOA0++g1Im8rbV5OOP/XFZs1RXAbGvtrsoPVahgfZXEGFMd546ceZUZoBw+nV+hT+dXcHgHnX0DeMZaO9aPop8BFxe7SnAFThL2a+VFGFzqs+US7x/ic71vGwJJxphLve8/tdbmGGMeB+4zxmThZPS34STIE4rs5xqcuSePstau8y4eAcw0xowHPvQe51zg3wH+WGErUPXlHSrgE+B1YCWQCtzqPcblgf9k4cnH+moPNMW5+wmgkzEmFVhrrZ3r3Y/OryAIVH3p/AqM8uoLaIJzbiwF3jbGnFqk+DZr7SrvfjoBM4Au1tpvvevH4NzI8Jox5gXgJGAQcEOojrEFgLVWDxceOF8atpRHU+82BhgObAT2Ad8DJxTbT9+iZYosvwjnv4A8nF/4nm5/5lB+BKq+gGrA+zj/teUBu4DpwKluf+ZQfvhYX1NKWT+ltPoqslznVwjUl84vd+qrSD2UV1//8i77V7H9nw78DOTiDAw9xO3PfLgPjSAvIiIiEkDqsyUiIiISQEq2RERERAJIyZaIiIhIACnZEhEREQkgJVsiIiIiAaRkS0RERCSAlGyJiIiIBJCSLREREZEA+n9aXNFn6EQ3JAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmQAAAD9CAYAAAAS52seAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdd3wVxfrH8c+TQgkQQpESQhFFERVUEEVRxPATsaFYsGBFQb3KtV07CoheBaVYAcXuFb3Wi4ogKCiKIogVUJqgREVIIEBC2pnfH3vQcEjZkLIp3/frta+cnZ2d8ywnCU9mZ2fMOYeIiIiIBCcq6ABEREREajolZCIiIiIBU0ImIiIiEjAlZCIiIiIBU0ImIiIiErCYoAMoraZNm7p27doFHUaNl5OTQ2xsbNBhSBnSZ1r96DOtnvS5Vi2LFy/e6JzbK7K8yidk7dq1Y9GiRUGHUeOlpKSQmJgYdBhShvSZVj/6TKsnfa5Vi5mtLahctyxFREREAqaETERERCRgSshEREREAqaETERERCRgSshEREREAqaETERERCRgSshEREREAqaETERERCRgSshEREREAlblZ+oXqa4mT81mQ2qu7/rNGscwdHCtcoxIRETKixIykUpqQ2ouXZM3+q6/eE5TQAmZiEhVpFuWIiIiIgFTQiYiIiISMCVkIiIiIgFTQiYiIiISMF+D+s2sE/AI0APYDDwFjHTO5fk8Pwr4EjgMONU5907E8f7AaKADsDrc9it+L0JE8snJgV9/hcxMiIqC5s0hIQHMdqlW3FOc8fWzSN+W8de+nuIUESk/xSZkZtYImA0sBfoD+wAP4fWu3enzfS4HWhXSfk/gdeBxYBhwEvCymaU552b5bF+kxopJ30LzubOo+9xiUu//nIS0tUS50C51Mus24te23Vm1Xx9+OORsMurvxZKv87j8xrRC2w1lbCUqLvqvfT3FKSJSfvz0kF0J1AUGOOfSgQ/MLB4YYWZjwmWFCid09wK34vWsRRoOfOycGxbe/8jMDgTuApSQiRTEORp/9QXtpj3DXp98SHRO9t+HzMhs3pK8unFYKETtjRuom5FGh+Uz6bB8Jie8exsp/U5nZfadQKPgrkFERP7iJyHrB8yMSLymAQ8AvYDpxZx/D/ApMCfygJnVBnrj9YzlNw14xswaOue2+IhRpMZovPhz9ntsLI2/WQR4CdjG7kfz6o7TOPjWg9nWvgMuNl9PlnPU+X09jb9aSOKs6TRdMI+kd15jqr3FmjZXs2rwNYRq1Q7oakREBPwlZB2BD/MXOOfWmVlG+FihCZmZdQYuBboUUmUfIBZYHlG+DO+W6H54Y89EarxaGzdwwIR7aTXjLQCy4xvy83mX8cvp55LVrAVvj06g3f6bdz/RjB0tk0g5OYmUkwcQ98ta9n3qYZLeeY0OTz1M87mz+OrByWS0blexFyQiIn/xk5A1whvIHymN4u93PAI85pxbaWbtCmmbAtpPizi+CzMbAgwBSEpKIiUlpZgwpLylpqYGHUK1E18/i1DGVgCaz59Ll/uGU2trOnm1arNy0GWsHngheXH1vMoZm2nfJodQxvZi293WpCFf3zKcV+qcydDPbyF+5XKOGnQKS0Y8wJ9HHP1XPZe1nfwj0eLr55GSop60qkw/p9WTPtfqwe/SSa6AMiuk3Dtodi6wP3DqHrRvhZR7hc5NAaYAdOvWzSUmJvp4Cylv+hzKVvq2DKJjQ3SceB97v/w0AH/26MX3t40ms1UbYNd5a1avSyAqLtZ3+7PyTuLglw6m89030mLuTA6/9Z98fe9Efu9zMgAhICouIV88TUlMjCv1dUmw9HNaPelzrfr8zEOWBiQUUN6QgnvOMLNYYCzeOLMoM0sA4sOH65lZg3xtU0D7O/cLbF+kJojN2kbXGwaz98tPE4qJZdn1d/LlI8/9lYyVhdz6Dfhq7CRWD7qCqNwcDr3tGhLffaPM2hcREX/8JGTL8caK/cXMWgP12H3s1071gCRgHF7SlQZ8Ez42DVgSfr0KyIlsP7wfAn7yEZ9I9bNhAxdNOpFmn80jK6Exnz/5CmsGXbHbXGJlIiqK5dfdwU9Dr8dCITqPvIlmH+/2DI6IiJQjPwnZDKBvvl4tgIFAJjCvkHO24T09mX87L3zsduACAOdcFvARcHbE+QOBBXrCUmqkTZugTx8S1y9he1JbFjz7Jps7dy3f9zRj5ZDrWHnZP4jKy+PQW68m4ftvij9PRETKhJ+EbBKQBbxhZn3CA+pHAOPyT4VhZivNbCqAcy7XOTc3/wZ8Hq76nXPui3zt3wMcZ2YTzOw4MxuDNznsqFJfnUhVs3kz9O0L333Hxmb7s+Dp1yv06cefrv4Xv/Q/h+isHXS/dRh1U36psPcWEanJik3InHNpQDIQjTfFxUhgPHB3RNWYcJ0Scc7NB84C+gAzgdOA8zVLv9Q42dlwxhmweDHssw8vXPEu2U32qtgYzPj+9n+z4ahe1NqymcNuGkrUjh0VG4OISA3ka3Fx59xS59zxzrm6zrmWzrnhketYOufaOecuKaKNn51zFrmOZfjYW865g5xztZ1zHZ1z00p8JSJVmXNw7bUwdy60aAFz5rCtYctgQomJ4et7H2F7q9Y0/PEHDrrvdi8+EREpN74SMhEpZ48+ClOmQJ068Pbb0LZtoOHkxjdk0b3jya1Tl6R3X6fN6y8FGo+ISHWnhEwkaF98ATfc4L1++mno3j3YeMK27tOB74Y/AMAB40bR9I/CHqoWEZHSUkImEqQtW+DccyE3F667Ds47r/hzKtBvJ/bn11PPJjorizP+cwlkZQUdkohItaSETCQozsHQofDzz3DYYXD//UFHVKAf/jWC7UltafHbd3D77UGHIyJSLSkhEwnKq6/CK69A/fowbRrUrpzrRObVq8/X9z5MXlQMjBsHs2cHHZKISLXjdy1LESkDk6dmsyE1l7rbN3LVg9dQD3jnhH+z5K1WQMYudZd8nUfX5EDC3M2Wgw7h4/+7g94zR8LgwfDddxAfX/yJIiLiixIykQq0ITWXrskb6TL8Oupt38jGbj2Iuv1UutrG3erOX1DQErLB+fS4G+i96V1YtAhuvhkmTQo6JBGRakO3LEUq2F7zP6TVe2+SV7sO39/5QPmsT1kOXHQMPPMMxMbC5Mm6dSkiUobUQyZSgaJzdtBporfIxU9X3UhG62DnGyuJxV+FuIf29Dz+dnrPHMnmcwYz+fqFZNdpUGD9Zo1jGDq4VgVHKSJSNSkhE6lAR37yCPXWr2PrPvvx83mXBR1OiWRmheianMqOYy9ky9rXSVj+Ped+exM/3HZvgfUXz2kKKCETEfFDtyxFKsr69fT8cCwAS28agYupmn8PudhYvh3xIKGYWNq+9iJNFn4adEgiIlWeEjKRinLLLdTK3s7vx5/Ipu5HBx1NqWztcAArB18LwMGjbyE6M6OYM0REpCi+EjIz62Rmc8wsw8xSzGyUmUUXc86BZvZ+uH6Wma0zs6fMrGVEvWfNzBWwdSzNhYlUKl9+CS+9RE5MHZZdf2fQ0ZSJVZdeTfp+nYhb/wv7PTY26HBERKq0YhMyM2sEzAYc0B8YBdwIjCzm1IbAGuAmoC9wN9AHeM/MIu/VLAd6RGw/+70IkUrvttsAWNjzajITWwccTNlwsbF8e9cYQtHRtJv2DI2+/jLokEREqiw/PWRXAnWBAc65D5xzk/CSsRvMrNCZIZ1znznnrnLO/cc5N9c59wxwBXAI0Dmi+nbn3OcR2449vCaRymX2bJgzBxIS+Oy4G4KOpkylH3Awqy++EnOOg0fdTNQO/diKiOwJPwlZP2Cmcy49X9k0vCStVwnfb1P4qx69kprBObj1Vu/1LbewI65RsPGUg5WXD2Pr3vtSf+1qOkwZH3Q4IiJVkp+ErCPeLcW/OOfW4a3zUuw4LzOLMrNaZrY/cD/wJbAwolonM0sPjzWbb2YlTfREKqfXX4fFi6FFCxg2LOhoykWodh2+vftBXFQU7V+YQsMfvgk6JBGRKsfPc/eNgM0FlKeFjxXnPbwxZACLgZOcc6F8x5cAXwBLgb3wxqd9YGY9nXORiRsAZjYEGAKQlJRESkqKjzCkPKWmpgYdQuWTl8det91GLLB52DAyNm8mvn4WoYytvk5v3yaHUMZ2329X1vVd1nZCPuun7bM3q88ZxD7Tnufgu69n/lPTiK+fR0pK5VwwvabSz2n1pM+1evA7EZIroMwKKY90LdAY6ADcCcwws6N3jhFzzk3cpVGzd/GSs9uB0wsMxrkpwBSAbt26ucTERJ+XIeVJn0OEV1+FlSuhbVsSbryRhFq1SN+WQVRckQ8o/2X1ugSi4mJ9v11Z1w8BUXEJvuuvuOZ2Wnz6MfFrVtFh2oss7nAfiYlxvuORiqGf0+pJn2vV5ychSwMKWuW4IQX3nO3CObci/PILM/sE78nL84GnC6mfaWbvAaf6iE0kUJOnZrMhNXf3A6EQQyaMojnw7mE38NXEXCCXJV/n0TW5oqOsGKG6dfn2rjH0uOIc9nn6MZpfey5wZNBhiYhUCX4SsuVEjBUzs9ZAPSLGlhXHObfWzFKB9n6ql6RtkSBsSM2la/LG3cqbzZ1F899/YMdezYn+14l0re3Vmb+goL9tqo+0w47g53Muot2rz3Pqq1fCmC+9xchFRKRIfgb1zwD6mln+FYQHApnAvJK8WXhgfxO8XrLC6tTFe7JzcUnaFqk0nGPfqY8AsPqiKwnVrhNwQBXrx2tuIaNlEi1TvoGxmjBWRMQPPwnZJCALeMPM+oQH1I8AxuWfCsPMVprZ1Hz7D5rZ/WZ2hpn1NrOrgZnAKrxpMzCzhmb2iZkNNbNkMxsIfAS0Au4rq4sUqUhNF8wjYem3ZDVuyrozzgs6nAqXV68+3995v7czciQsXRpsQCIiVUCxCZlzLg1IBqKB6XiTwo7Hm3k/v5hwnZ0WAccAU4F3gWHA68CRzrmdj2plAX/iDfZ/D2+g/magl3Nu0Z5dkkiAnGPfp7zesTWDriBUt27AAQVj45HHsOTwiyE7Gy67DPLygg5JRKRS8/WUpXNuKXB8MXXaRexPI9wTVsQ5O4ABfmIQqQoafbOIxt8sIju+IWvPGhR0OIH64JT7OHT9B/DFFzBxItxQvVYpEBEpS74WFxcRf/Z+4UkA1p19IXn16gccTbCy6ibA5Mnezh13wIoVRZ8gIlKDKSETKSNx69bQfN4s8mJr8fM5FwcdTuVwyikwaBDs2OHdugyFij9HRKQGUkImUkb2/s9UzDlSTjqd7KbNgg6n8pgwAZo3h/nz4eGHg45GRKRSUkImUgZiN6eR9L//ArDmgisCjqaSadLk71uXt98OP/0UbDwiIpWQEjKRMtDm9ReJztrBhqN6sW2f/YIOp/Lp39+7dZmZCZdeqqcuRUQiKCETKaWorB20e+U5ANZcOCTgaCqxiROhZUv47DPvtYiI/MXv4uIiUojE99+m9qY/Sd+vE5sOPzrocCqvxo1hyhQ49VTvqcuTT4b99//rcKHrghaiWeMYhg6uVR6RiohUOCVkIqXhHO1efgaA1YOuALOAA6rkTjkFLr4YnnvOu3X5yScQ7c0nXdi6oIVZPKcpoIRMRKoH3bIUKYVW6xYSv2IZWY2a8NsJpwQdTtUwYQIkJsKCBTB+fNDRiIhUCkrIREqh6+dPAfBr/4G4WPXW+JKQAE95/27ceScsWxZsPCIilYASMpE9lZrKgd+8jjOrkYuIl0q/ft5EsVlZcMklkOt/7JiISHXkawyZmXUCHgF64C3+/RQw0jlX6LPrZnYg8BDQGWgC/AHMAoY7536LqNsfGA10AFaH236lxFcjUpGee46Y3Cw2HNWLzKQ2QUdT6Sz+KsQ9YzMKPV677WiGNpxJw4ULmXPav1nS6Dq6JldggCIilUixCZmZNQJmA0uB/sA+eIlWFHBnEac2BNYAzwMpwN7A3UBXMzvcOZcbbr8n8DrwODAMOAl42czSnHOz9vC6RMqXczBpEgDrzqzZi4gXJjMrRNfk1CLr/Nj433S/9iKOmz2aacf2BVpUTHAiIpWMnx6yK4G6wADnXDrwgZnFAyPMbEy4bDfOuc+Az/IVzTWzX/F6yToDX4XLhwMfO+eGhfc/Cveu3RWuK1L5zJ0LP/1EesNE/ux5fNDRVFkbj+rFutPPpc1b07hp8ZWszn0NF6OHv0Wk5vEzhqwfMDMi8ZqGl6T1KuH7bQp/rQVgZrWB3sCrEfWmAT3MrGEJ2xepGOHesSXdL1UCUUrLr7+TzOaJ7L95Ce2fnxx0OCIigfCTkHUElucvcM6tAzLCx4pkZlFmVsvM9gfuB74EFoYP7wPERrYPLAvHpjVopPL54w944w2IimLJ4RcHHU2Vl1u/Ad/ePRaADpPHU3/ljwFHJCJS8fz8ad8IbyB/pLTwseK8B/QNv14MnOScC+VrmwLaT4s4vgszGwIMAUhKSiIlJcVHGFKeUlOLHitUndR/9FHic3PJ7NsXS4ohlFHQj0fB2rfJIZSxvczrlkd9l7WdUAnqlyaePw8+iI8POo9jv3+Zznddx6eTnsfFxBZ5Tnz9PFJSavuOR2rWz2lNos+1evB7r8UVUGaFlEe6FmiM9wTlncAMMzvaObejiPatkHKv0LkpwBSAbt26ucTERB9hSHmrEZ9DKAQvvwxA3euuI/275kTFRfs+ffW6BKLiik409qRuedQPAVFxCRUWz7h2Y+m26RMSflxK+/+9xZpBVxRZP31bUxIT43y3L54a8XNaA+lzrfr83LJMAxIKKG9IwT1nu3DOrXDOfeGcexGvp+xQ4Px8bVNA+zv3/Xc9iFSEWbPg55+hXTs44YSgo6lWMmMb8MNtowHv1mXtDb8HHJGISMXxk5AtJ2KsmJm1Buqx+9ivIjnn1gKpQPtw0SogJ7L98H4I+Kkk7YuUu/BgfoYOhSjNq1zW/jy6N78f15eYjO0cMH500OGIiFQYP/+jzAD6mlmDfGUDgUxgXkneLDywvwne/GQ457KAj4CzI6oOBBY457aUpH2RcvXrrzB9OsTGegtjS7lYetNd5NWuQ+Ks6TRZOD/ocEREKoSfhGwSkAW8YWZ9wgPqRwDj8k+FYWYrzWxqvv0Hzex+MzvDzHqb2dXATLxesWn52r8HOM7MJpjZcWY2Bm9y2FGlvjqRsvTUU94YsgEDoHnzoKOptna0TGLl5d60hAfefxdR2VkBRyQiUv6KTcicc2lAMhANTAdGAuPxZt3PLyZcZ6dFwDHAVOBdvFn4XweOdM799eiVc24+cBbQBy9hOw04X7P0S6WSmwtPPum9vvLKYGOpAVZfeAXb2u5D/bWr2PvFp4IOR0Sk3Pl6ytI5txQocjpy51y7iP1p7NoTVtS5bwFv+akrEoh33oGUFNh/f+hV0vmQpaRcbC1+uGUUR1x9Afs88xi/nHY22U2bBR2WiEi50ahkET92Dua/8kowK7qulIlNR/Tkj2P7EJOxnf0mjw86HBGRcqWETKQ4q1fDzJlQpw5cdFHQ0dQoy4fdRig6mtZvTdMM/iJSrSkhEynOlCne13POgcaNg42lhtm+976sO/MCLBSi48R7gw5HRKTcKCETKUpWFjz9tPdag/kDsXLIdeTUa0Czz+bRdMHHQYcjIlIulJCJFOXNN+HPP6FzZzjyyKCjqZGyGzVh1WX/AKDjxPu8qUdERKoZJWQiRZk82fuqwfyB+vm8S8lsnkj8imW0/OCdoMMRESlzSshECrN8OcydC/XqwQUXBB1NjRaqXYcVV3iTxXaYPB7LzQ04IhGRsqWETKQwO3vHLrgA4uODjUVYf8pZbE9qS/21q2n13htBhyMiUqZ8TQwrUlNMnprNhtRcYnIyuW7ys9QFnqx7Mb+PzSiw/pKv8+iaXLEx1lQuNpYVQ6/nkOHXse+UiURdezkQF3RYIiJlQgmZSD4bUnPpmryRVtNfo27mZjYfeAitLkqiFRsLrD9/QUIFR1izpfQ9jX2eeYwGq1dw6MJngeuCDklEpEzolqVIAdq8/iIA687S2LFKJTqan666EYBj5jwAmZkBByQiUjZ8JWRm1snM5phZhpmlmNkoM4su5pzDzewZM1sZPu9HM7vbzOpE1BthZq6A7cTSXJjInmrw4w80+m4JOfXjSfm/U4MORyL80ftEtnQ8iAZbf/97nJ+ISBVXbEJmZo2A2YAD+gOjgBuBkcWcOhDYB3gAOAl4DLgBeKmAuluAHhHbAl9XIFLG2rz+HwB+PeVMQnXrBhyN7MaMFUOv916PGQM7dgQbj4hIGfAzhuxKoC4wwDmXDnxgZvHACDMbEy4ryAPOuT/z7c81sx3AZDNr65xbm+9YrnPu8z26ApEyVGvHVlrNeBOAX848P+BopDAbjknm95YH0+K37+CZZ+Cqq4IOSUSkVPzcsuwHzIxIvKbhJWm9CjspIhnbaUn4azPfEYpUoIO+fpWYjO2kHtqdbe33CzocKYwZ85Nv8V7ffz9kZwcbj4hIKflJyDoCy/MXOOfWARnhYyVxFBACfowoTzCzjWaWY2ZLzGxACdsVKT3n6LrgSQDWnanB/JXdsoP6wwEHwLp18OKLQYcjIlIqfhKyRsDmAsrTwsd8MbMWwB3ACxG9bSuBm4FzgDOBFOB1JWVS4RYupMVv35GV0Jjfk/sFHY0UJyoK7rjDe33ffaDZ+0WkCvM7D5kroMwKKd+9olkt4FVgG3D9Lg0792JE3enAZ8BdQIHTcZvZEGAIQFJSEikpKX7CkHKUmpoadAilljBuHHHAr/1OIzc3E3KLn1KhfZscQhnbfb9HSeqXZ9t+6rus7YRKUL+844kUXz+PlGOOoVm7dsSsWkXapElkDtDfcUWpDj+nsjt9rtWDn4QsDSho9suGFNxztgszM+B54EDgaOdcWlH1nXPOzN4AHjCzaOdcXgF1pgBTALp16+YSExOLvwopd1X6c0hLg+nTAfhl4KVExfmb8HX1ugSi4mJ9v01J6pdn237qh2CXf4eg44mUvq0piW3iYPhwGDyYRo8/TqOrr/Z6zqRQVfrnVAqlz7Xq8/ObazkRY8XMrDVQj4ixZYUYjzddRn/nnJ/6O/nqfRMpEy+8AJmZrOpwPBmt2wUdjZTEoEHQpg0sWwZvaI1LEama/CRkM4C+ZtYgX9lAIBOYV9SJZnYbcC0wyDk3309A4R61M4BvCuodEylzzsGkSQB8deTlAQcjJVarFtx6q/d69Gjv8xQRqWL8JGSTgCzgDTPrEx6/NQIYl39wfnhG/qn59s8H7sO7XbnezI7Mt+2Vr948MxtmZieY2RnAu8CR4fcQKX+ffOL1rrRsyU+dTgo6GtkTl14KLVvCN9/Au+8GHY2ISIkVm5CFx3wlA9HAdLwZ+scDd0dUjQnX2emE8NdL8Gbdz7+dnK/eSrwVgt8GXgQaACc75/5XsksR2UPh3jEuv5xQtP8xTFKJ1KkD//qX91q9ZCJSBfl6ytI5txQ4vpg67SL2L8FLxopre7CfGETKxYYN8Npr3kDwyy+HV4IOSPbYkCHe9BdffAFz5kCfPkFHJCLimx5Hkprt2WchJwdOPtkbGC5VV716cMMN3uvRo4ONRUSkhJSQSc0VCv19u3Lo0GBjkbJx9dXQsCHMmwfzfT1HJCJSKSghk5pr5kxYswbatoUTTww6GikLDRvCsGHe63vvDTYWEZESUEImNdcTT3hfr7wSoqOLritVxz//6d2+fP99WLQo6GhERHxRQiY107p13vQIsbFw2WVBRyNlqUkT79YlqJdMRKoMv2tZilQvU6Z4Y8gGDoRmzYKORvbA4q9C3DM2o8Bj9epcybUxjxD71ltMvmEhG1oeRLPGMQwdXKuCoxQR8UcJmdQ82dnw5JPe66uuCjYW2WOZWSG6Jhe2qHIM6386l3avPMupS+/l60GPsHhOU0AJmYhUTrplKTXPm296848ddBD07Bl0NFJOVl80lFBMLC0/eId6a1cHHY6ISJGUkEnNs3Mw/1VXgVmwsUi52dEikV9PORMLhWj/7ONBhyMiUiQlZFKz/PCDN0dVvXowaFDQ0Ug5W33J1bioKFq9+yYNU9cGHY6ISKGUkEnNsnMi2EGDID4+2Fik3GW0bkvKif2JysvlqHnjgw5HRKRQGtQv1drkqdlsSM0FIDZrG9c99Tx1gCl1L+GPAp7QW/J1Hl2TKzhIKVerLr2axBlvccjC5yBlBCQmBh2SiMhufPWQmVknM5tjZhlmlmJmo8ysyJk0zexwM3vGzFaGz/vRzO42szoF1D3azL4ws0wzW2Nmw/b0gkTy25CaS9fkjXRN3sjJO56hzo50Urt0JenCxL/K82/bM13QIUsZ29Z+P34/vh8xednwwANBhyMiUqBiEzIzawTMBhzQHxgF3AiMLObUgcA+wAPAScBjwA3ASxHt7wvMBNYAJwOTgXFmdnlJLkSkSM7R5rXnAVh3lsaO1TQrrxiGM/NuWa/VWDIRqXz83LK8EqgLDHDOpQMfmFk8MMLMxoTLCvKAc+7PfPtzzWwHMNnM2jrndv5W/BeQAgxyzuUCH5pZG+BuM5vqnFOXhZRawreLafjjUrIbNuL35JOCDkcq2NYOB/B9l7M5+OtXYdQomDo16JBERHbh55ZlP2BmROI1DS9J61XYSRHJ2E5Lwl/zT43eD3gjnIzlbz8JOMhHfCLFajftWQDWnXk+odq73TWXGmDeCXdCTAw8+ywsXx50OCIiu/CTkHUEdvnt5ZxbB2SEj5XEUUAI+BHAzOoBrSPbB5ble2+RUqnzx2+0mPMeoeho1p11YdDhSEDSmu4Dgwd7S2YNHx50OCIiu/Bzy7IRsLmA8rTwMV/MrAVwB/BCvt62hPDXyPbT8r13QW0NAYYAJCUlkZKS4jcMKSepqYUtYROs+PpZtJ42lai8PFKOP4GMBnUho6BvZ0/7NjmEMrb7br886wcdi8vaTqgSxVPa+vH18/j9iito/txz2Guv8ef775PTubPv86uDyvpzKqWjz7V68DvtRUHjuKyQ8t0rmtUCXgW2Adf7bL/QcufcFGAKQLdu3VyiHmOvFCrj57A9LZU2/3sdgLUXDCEqLqHI+qvXJRAVF+u7/fKsH3QsIdjl3yvoeGdO1NgAACAASURBVEpbP31bU1p03RuuuQYefJC9HnoIZs2qcas1VMafUyk9fa5Vn59blmn83ZOVX0MK7jnbhZkZ8DxwIHCScy4t3+Gd50e23yjiuMgeOfCb/1J7cypbOh5EWpduQYcjlcGtt0JCAsyeDe+8E3Q0IiKAv4RsORFjucysNVCP3cd+FWQ83nQZ/Z1zkWPRtgO/RLafb18jb2XPOUf3+d66lT+fe2mN6wmRQjRpAiNGeK9vvBGyswMNR0QE/CVkM4C+ZtYgX9lAIBOYV9SJZnYbcC3elBbzi2j/jIiJZgfiJWrf+4hPpGCffkrLlG/IatSE3044JehopDK5+mro2BFWrIBHHgk6GhERXwnZJCALeMPM+oQH1I8AxuWfCiM8I//UfPvnA/fh3a5cb2ZH5tv2ytf+WLwpLl4ws95mdjMwFBilOcikVB5+GIB1AzTVhUSIjYVx47zXo0bBhg3BxiMiNV6xCVl4zFcyEA1Mx5uhfzxwd0TVmHCdnU4If70EWBCxnZyv/ZXAicC+eL1lVwM3OueeKvHViOz0yy/wxhvkRcVoZn4pWL9+3paeDrffHnQ0IlLD+XrK0jm3FDi+mDrtIvYvwUvG/LQ/H+jup66IL48/Dnl5LOtyFlnNWgQdjVRW48d7g/unToULL4Rehc51LSJSrnwtLi5SpWRmwpQpACzseXXAwUiltv/+f/eODRkCO3YEG4+I1FhKyKT6efFFSE2Fbt1Y30Ydr1KM226DAw6An36Ce+8NOhoRqaGUkEn1EgrBQw95r6+/XlNdSPFq1/6rR5X774fvvgs2HhGpkZSQSfXy3nvw44/QujWcfXbQ0UhV0bMnXHkl5ObCoEGQlRV0RCJSwyghk+rlwQe9r//8pze1gYhfY8fCvvvCt9/qqUsRqXBKyKT6WLwY5s2D+Hi44oqgo5Gqpn59eOkliI725ij74IOgIxKRGkQJmVQfO8eOXXGFl5SJlFT37jBypPf64os1YayIVBhf85CJVHrr1sGrr0JMjHe7UiTC4q9C3DM2o9h6FjOMC/eeQds1n8LAgV5PWYx+VYpI+dJvGakeJk6EvDw4/3xvQL9IhMysEF2TU33VXXnIeBqffSoN5s6FW275u/dVRKSc6JalVH1btsCTT3qvb7wx2FikWsjaqzmvXfiS1zM2bhy8/HLQIYlINaeETKq+J5+ErVuhd2847LCgo5Fq4td2PWDCBG/nsstgwYJgAxKRas1XQmZmncxsjpllmFmKmY0ys+hizqllZmPN7BMzyzQzV0i9Z83MFbB13JMLkhomJ8e7XQnqHZOyd/XVfy+pdOqpsGJF0BGJSDVVbEJmZo2A2YAD+gOjgBuBkcWcGgdcDmQAnxVTdznQI2L7ubjYRHj1Vfj1V2/pm379go5GqhszeOwxOOkk2LTJ+x7Tk5ciUg78DOq/EqgLDHDOpQMfmFk8MMLMxoTLduOc22xmjZ1zzsyuAY4v4j22O+c+L3H0UrM5503mCXDDDRClO/BSDmJi4JVX4LjjvLnuTjkFZs/W1CoiUqb8JGT9gJkRidc04AGgFzC9sBOdcwXephQpE++/D998Ay1aeMvdiJSX+vXhnXfgqKPgyy/h5JO977969QCYPDWbDam5vptr1jiGoYNrlVe0IlIF+UnIOgIf5i9wzq0zs4zwsUITshLoZGbpQG3gS+AO59y8MmhXqpn8//Fd9MS9tAVmH3YNCx4J4d0d39WSr/PomlyxMUo11aIFzJkDxx4L8+dD//5eklanDhtSc+mavNF3U4vnNAWUkInI3/wkZI2AzQWUp4WPldYS4AtgKbAX3vi0D8ysp3NuYUEnmNkQYAhAUlISKSkpZRCGlEZqqr/5nUprR3YWh/bYSqNvl9B2zadk129Azj+P59C4lQXWT1lfj1DGdt/tt2+TU2nqBx2Ly9pOqBLFU9H1N27IZeITtlt5wuBnOWv8udSbM4c1h5/EO0OeYNOfMSVqO75+HikptX3XLysV9XMqFUufa/Xgd2LYgm49WiHlJeKcm7hLo2bv4iVntwOnF3LOFGAKQLdu3VxiYmJpw5AyUBGfQ/q2DKLiotl32gsArB14Ca5pq0KfTlm9LoGoOP+LjFem+kHHEgKi4hIqTTwVXX/5qgT6nlfQ36IdWNzpPxw5ZCB7f/8RZ791HZc1eJETStB2+ramJCbG+a5flvT7snrS51r1+RkFnQYkFFDekIJ7zkrFOZcJvAdoQikpUIMVy2n+yRzyatdh7XmXBh2O1EDb9t2fhY+9QE6DeFp8+D63Lrocy/U/hkxEJJKfhGw53lixv5hZa6Be+Fh50QMBUqD2zz4OwC+nn0t2oyYBRyM1VfoBB7PwsRfJqdeAY9e/RZe7rldSJiJ7zE9CNgPoa2YN8pUNBDKBMh94b2Z18Z7sXFzWbUvVl7BpDYmzphOKjmH1hUOCDkdquC0HduHLx55ne0wDEmf+j84jb/LWVBURKSE/CdkkIAt4w8z6hAfUjwDG5Z8Kw8xWmtnU/CeaWT8zOws4JLx/VnhrG95vGJ7Jf6iZJZvZQOAjoBVwX1lcoFQvPT6eiIVCpPQ7nR0tWwUdjgibDz6MO496jdy6cbR6700633MLhELFnygikk+xCZlzLg1IBqLxprgYCYwH7o6oGhOuk98TwH+BweH9/4a33uH9LOBP4E68cWNT8Mal9XLOLSrhtUh19/vvHPLl8wCsvnhowMGI/G1pkyP58uFnya1Tl6Tp/+Wge29TUiYiJeLrKUvn3FKKnmkf51w7P2URx3cAA/zEIMKECcTkZvH7cX3Z1n6/oKMR2UXaYUewaOIzHD7sEtq8NQ2io/n+tnu95ZdERIqhtWakakhLg8e9wfyrLr064GBECpbarQeLJkwlr3Zt2rz+Ep3G3OUt8SUiUgwlZFI1TJgAW7eyukNvthx0SNDRiBRqU/eeLH7oKfJq1abdq89zwEOjlJSJSLGUkEnlt3kzTPTmD/64z+0BByNSvI09juWrsZPIi63F3i8/Tcfxo5WUiUiRlJBJ5TdxImzZAscfzy97HxV0NCK+/NnzeJaMeYJQTCztX3qK/R+5X0mZiBRKCZlUblu2eLcrAe66K9hYREpow7F9WHL/Y4SiY9jnuUns9/hYJWUiUiAlZFK5PfKId8uyVy9vE6li/ujdl6///Qih6Gj2ffoxOkyZEHRIIlIJKSGTyis9HcaN817fHTntnUjV8XvySXw9+mFcVBQdpkyg55wHgg5JRCoZJWRSeT32mDfdRc+ecNxxQUcjUiq/n3AK34waj4uKovfMUfDQQ0GHJCKViBIyqZy2bfv7P6y779bkmlItpPQ7nW/vGuvt3HTTX3PriYgoIZPK6ZFHYNMm6NEDkpODjkakzKw/9SzeOyM8juwf/4Bnnw00HhGpHJSQSeWTlgZjxnivR41S75hUO4t7XPF3D/DgwfDKK8EGJCKBU0Imlc+DD3pPVh5/PPTpE3Q0IuXjhhu8PzhCIRg0CP73v6AjEpEA+UrIzKyTmc0xswwzSzGzUWYWXcw5tcxsrJl9YmaZZlbo5Dtm1t/MvjOzHWa21MwGlvRCpJr444+/5x27995gYxEpb3feCbfeCrm5cPbZMGtW0BGJSEBiiqtgZo2A2cBSoD+wD/AQXjJ3ZxGnxgGXAwuBz4DjC2m/J/A68DgwDDgJeNnM0pxz+u1UzU2ems2G1Ny/9k94eyRHZGTwY6eTefWTzvBJxi71l3ydR1cNKZPqwgzuuw8yMuDhh+H00+H99+HYY4OOTEQqWLEJGXAlUBcY4JxLBz4ws3hghJmNCZftxjm32cwaO+ecmV1DIQkZMBz42Dk3LLz/kZkdCNwFKCGr5jak5tI1eSMAdX77lW53TMWZseGua+naYeNu9ecvSKjoEEXKlxmMHw/bt8PUqXDyyTB7NhxxRNCRiUgF8nPLsh8wMyLxmoaXpBU5dbpzRa8RYma1gd7AqxGHpgE9zKyhj/ikmujw5ESic7JJ6XsaWzscEHQ4IhUnKgomT4bzz/emfOnbFz7/POioRKQC+UnIOgLL8xc459YBGeFjpbEPEBvZPrAsHNt+pWxfqoh6a1aSNP01QtHRrLjyhqDDEal40dHw3HNw5pneGq59+sBHHwUdlYhUED+3LBsBmwsoTwsfK42d50e2nxZxfBdmNgQYApCUlERKSkopw5DSSk1N3aPz4utnEcrYyv4T7sFCIdaddibbmiRARkHfctC+TQ6hjO2+26/K9YOOxWVtJ1SJ4qnM9Uvadnz9PFJSahd88KGHSHCOuDfewPXrR+qUKWSV0dPGe/pzKpWbPtfqwU9CBlDQrUcrpHxPRLZjhZR7hc5NAaYAdOvWzSUmJpZRGFIae/I5pG/LoOkPX9Bi/lxy4+qx4h+3EhVX+Dix1esSiIqL9d1+Va4fdCwh2OWzCDqeyly/pG2nb2tKYmJc4RX++1/4xz+wSZNoMniwN3nsBRf4br8o+n1ZPelzrfr83LJMAwr6H7IhBfeclcTOnrDI9nful7Z9qexCIQ4YPxqAVRdfSXbTZgEHJFIJREV5yyrdfLM3JcagQTByJBQ9LFdEqjA/CdlyIsaKmVlroB67j/0qqVVATmT74f0Q8FMp25dKrvNX/6Hhjz+Q2bwlay64IuhwRCoPM7j/fpg40UvQRoyACy+EHTuCjkxEyoGfW5YzgH+ZWQPn3NZw2UAgE5hXmjd3zmWZ2UfA2cDkfIcGAgucc1tK075Uctu303vmSAB+/MfNhOrWDTggkYqx+KsQ94zNKL4iAJfT7R+t6ff0hfDSS7BqFbz6KrRuXa4xikjF8pOQTcKbsPUNM3sAaA+MAMblnwrDzFYC85xzg/OV9cPrSTskvH9W+NCXzrm14df3AHPNbALwFt7EsCcBJ5biuqQqeOgh4reksOWAg0npd3rQ0YhUmMysEF2T/Q/EXjSnL/0+/RROPdWbDuPQQ+GFF6Bfv3KMUkQqUrG3LJ1zaUAyEA1MB0YC44G7I6rGhOvk9wTwX2Bnkvbf8NY7X/vzgbOAPsBM4DTgfM3SX82tXevdjgGWXX+nd0tGRArXpQt89RWceCJs2gQnnQS33AJZWUFHJiJlwNdTls65pRQ+0/7OOu38lBVy7lt4vWNSU1x3HWRm8kOXs0jtemTQ0YhUDU2bwrvvwgMPeOtgjhnj7T/3HHTtGnR0IlIK6paQivfee/DWW1C/Ph+c8u+goxGpWqKi4Lbb4JNPoEMH+OEHb5ml4cMhMzPo6ERkD/mdh0ykbOzYAdde670eOZKteYnA7mtWisjfCn4I4BBiLv6M49+/myPmPw6jR5P6+EvM7P8g6UefwtDBtQKJVUT2jBIyqVgPPACrV8OBB3qJ2YScoCMSqfSKeghgU79bWLCkNwf9+w4ar/qJ8545k+ULT4U+j0DbthUcqYjsKd2ylIrz44/w7/Atyscfh1j/M5uLSOHSDu3O/JfeY9n1d5IbV4+OP0yHAw6A0aM1b5lIFaGETCpGXh5cdpn3RNgll8CxxwYdkUi14mJjWTPoCua98RHfdznLG082fLjXGz19umb5F6nklJBJxXj0UfjsM2jZEsaNCzoakWora6/mvHnBc/Dhh3DQQd4QgdNOg5NPJnr16qDDE5FCKCGT8rdqlfdUGMCkSdCoUbDxiNQEvXvDkiXe0kvx8TBjBs2Sk72fxW3bgo5ORCJoUL+Ur1AILr/cu31y3nneX+oiUq52fSrzcur981SOn3E3hyx6Ae6/n/Qnnmf2yffxQ5ezwIxmjWP0VKZIwJSQSfl68EGYOxf22gsefjjoaERqhN2fyowm5fTRbPvyBA6eOIaGy75jwH8uodePk/j+9vv4eNURgBIykSDplqWUn0WL4I47vNfPPOPNMi4igdl8YGc+fe5tvrvjfrIbNqLJ4s/peX4/jpw30XvwRkQCo4RMyse2bd4tytxcGDYMTj456IhEBCA6ml8GnMe8N+fy6ylnEZ2Vxf+9e7v35PNPPwUdnUiN5SshM7NOZjbHzDLMLMXMRplZ5ELiBZ3X0MyeMbM0M9tiZi+ZWZOIOs+amStg67inFyWVwLXXwsqV0LmzNxmsiFQqOQ0T+HbkQ3w54Wm2NmjhPQXdpYv3RLSmyBCpcMWOITOzRsBsYCnQH9gHeAgvmbuzmNNfAfYHLgdCwAN4i4gfE1FvOXBpRNnPxcUmldSUKfDss1CnDrz8svdVRCqlP49JZsL/LeTmtbfSZfF/4Npr+enxGfzvnCfIrFfwMAM9BCBS9vwM6r8SqAsMcM6lAx+YWTwwwszGhMt2Y2Y9gL5AL+fcx+Gy9cAXZtbHOTc7X/XtzrnPS3UlUim8efsnnDbmGqKBt/s/zLfvtoN3I9fg+9uSr/Pomlxh4YlIATa6hqyf8m/y5hzDwffcwn7L3uOax7vz9T0TSD38qN3qL57TFD0EIFK2/CRk/YCZEYnXNLzerl7A9CLO+2NnMgbgnFtoZmvCx2YXcp5UVb//TvJjA4nOy+HngRcTe3NfuhazcPj8BQkVFJyIFOf35JPY3Kkzh9zxTxp/s4gjrjqfVZf9gxVDrsfF6KF8kfLkZwxZR7xbin9xzq0DMsLHfJ8XtqyA8zqZWbqZZZnZfDPr5SMuqUwyM2HAAOLTfyP1kMNZdv3woCMSkT2wo2USX0x5hRWXDwNg36mPcsSQc6jz2/qAIxOp3vz8ydMI2FxAeVr42J6c1z7f/hLgC7wxansBN+LdFu3pnFtYUMNmNgQYApCUlERKSkpx1yDlKS+PekOHwoIFbG3UksUj7icvZzvkFH9q+zY5hDK2+36rmlQ/6Fhc1nZClSieyly/MsVSVP3Iz7So+j9ePJiNnTtz6KjbaPzNYnqedyLf3DaKP47pTXz9PFJSavuOR8pXampq8ZWk0vPbB13QIzdWSHmJznPOTdzloNm7eMnZ7cDpBTbq3BRgCkC3bt1cYmJiMWFIubr+epgzBxo25KVL/0eb1s18z6eyel0CUXGxvt+qJtUPOpYQEBWX4Lt+ecdTmetXpliKqh/5mRZXP+3o/+OTaV3pMuJGms3/kMNvv46fB17Ct13GkZioJdAqE/0/WPX5+X8zDShooE9DCu4BK+68hKLOc85lAu8Bh/mITYJ2//0wYQIuNhbefJM/W3QKOiIRKUM5jRqzaMLTLLv+TkIxsbR75VkufbQ3rFgRdGgi1YqfhGw5EWO+zKw1UI+Cx4gVel5YYWPLImkinMpu3DhvoWIzNo8f7y1mLCLVjxlrBl3BgqdfJ6NVa1qmfAOHHQb/+U/QkYlUG34SshlAXzNrkK9sIJAJzCvmvBZm1nNngZl1wxs/NqOwk8ysLt5TmIt9xCZBefRRuPFG7/WTT5J5xhnBxiMi5W7LgV2Y/9J7/ND5TG81jgsugMGDYbv/8W0iUjA/CdkkIAt4w8z6hAfUjwDG5Z8Kw8xWmtnUnfvOuQXATOB5MxtgZqcDLwHzd85BFp7J/xMzG2pmyWY2EPgIaAXcV0bXKGVtzBhvJn6Axx/3fiGLSI2Q2yCeNy54DiZP9iZ9fvppOPxw+O67oEMTqdKKTcicc2lAMhCNN+fYSGA8cHdE1ZhwnfzOxetFexp4Hq/XK39XShbwJ96M/+/hDdTfjDeZ7KISXouUN+fgX/+CW27x9h99FK66KtiYRKTimcGQIbBwIRxwACxbBt27w6RJWnZJZA/5esrSObcUOL6YOu0KKNuMtyRS5LJIO4/vAAb4iUECtmOH9wv4hRcgJgaeew7OPz/oqEQkSAcfDF9+CcOGeT1lV10Fr70GTz4Je+8ddHQiVYqmXpbipaTAgAHwxRcQFwevvw4nnhh0VCISkMVfhbhn7M4l0Qw6PkKn83tx4ts3Um/OHLL3P4gPTxrFlz2GQlSU1r4U8UEJmRTts8/grLPgt9+gTRt4+2045JCgoxKRAGVmheiaHDEZafJxLLhsFp3G3E3irOmc+PZNHLHmP/xw8yg+SumN1r4UKZoSMilYbi7cey+hUfcQFcpj7d49ee3CF8n4YC/4YPfFwuPrZ5G+LUOLhYvUYNmNmvD1vx/ltxNO5cB/30Gjb7/i6AtPpV63i+DiMdCsWdAhilRaSshkdytWwKWXwqefEgWsumgoP119EwfEGhSyWHgoYytRcdFaLFxE+KN3XzZ168G+Ux+h3cvPcOiXz0GHN72pcv75T2jYMOgQRSodvyvcSE2QlQX33OMN1P30U2jZkhevmM6P/7wdF6vbDSLiX26DeJZfdwefvDqLFR37Qno63H23N9h/9GjYXNRCLyI1j3rIxHtMfcYMuOkm7/F1gEsugQcfZM3TdWlcSK+YiEhxtrdtz7TL3mD44Qu9hOzjj2H4cG/ZtYsugmuugU4Vt+Ta5KnZbEjN9V1fDyRIRVFCVtMtXAg33wzzwosu7LefN+HjcceFK+w+XkxEpMSOOw7mzvW20aPhww/hiSe87dhj4bzzvAeImjYt1zA2pObSNdn/H5mL5zRFDyRIRdAty5rIOZg9G044AY44wkvGGjf21qb89tt8yZiISBky89a8nTPHm9l/6FBvKp2PP/bmMGvZEvr08VYD+eYbTTIrNYp6yGqSjAxvDrEJE+Crr7yyevW8ZZBuuQUSNCBfRCrIQQd5M/uPGQNvveUtVD57tpeszZnj/U5q2NBbxLxrV+jc2Rt/tvfeXuIWpf4EqV6UkFV3zsHXX8NTT8FLL8GWLV55s2be005XXQWNGgUbo4jUXPHx3liyiy6CjRu9pGzWLPjgA/j1V/joI2/LLzra+wMyIcFL2mrX9nrfoqK8zezv3rX8X53j4vUh6r+UDUCoTl2y4xPIaehtmS2SyEhqTUarNuxonoiL0X+RUnH03VYdOefdenztNW9bvvyvQ3/sfTgLD7uE7w8bSG5sXXgKihonpnnFRKS0dp3ZvyhxwGk0O3oAQ5+u5a0Ssnixty1fDmvWwM8/w4YNsGmTt5VQG5/18mrXZuu+HWlR7zCof7jXS9eli5f8iZQDJWTVwOSp2aT+nk6bNZ/S/qc57LdsBk02rvzreEZcE7479By+7n4xM//oxOU3ptGF7cD2YtvWvGIiUloFzuxfhCljG4efhEwAkqFeMnTF24Co3Gzq7NhCncwt1N6xhab1Qpx+cjSEQt4fpKGQ10tm5p2Q7+uzL2exf1fvTkH0jkxi0zdTa0satdJSqfvbeuquX0fcr2upu+F3En74hsP4BhY+450fG+slZYcf7m3du0PHjl6PnUgp+UrIzKwT8AjQA9iM168y0jmXV8x5DYEJwOl4DxC8Awxzzm2KqNcfGA10AFaH236lZJdSw2RmwqJF8Omn/N/Ts2i79jOis7P+OpzVqAl/HH8ivyWfROphR+BiY2kNbB+tQbIiUrn5S+AML2FLYPGcppzeM85X2798nkGzQ4t/yjJm6xbif1xK+vSfOaHRD14v3bJl3u/dRYu8p0MB6tf3es/yJ2lt2/6dBIr4VGxCZmaNgNnAUqA/sA/wEF6CdWcxp78C7A9cDoSAB4C3gGPytd8TeB14HBgGnAS8bGZpzrlZJbye6mnHDu8Xwfffe78IPvvMGxeW682l0x5wZmw54GD+PPJYNvY4lrQu3TT+QURqBP+3RP0Pw8ht0JDUbj1YvOVUTvhXONlLT/ceiFq4EL780tvWrvWeVN85dRB4U3fsTM4OP9xb/1cPIkgx/PyPfSVQFxjgnEsHPjCzeGCEmY0Jl+3GzHoAfYFezrmPw2XrgS/MrI9zbna46nDgY+fcsPD+R2Z2IHAXUHMSsowMWLfOGx+xc5zEqlVeErZihdcFn19UlNd13qMHb2w5gvjBXchu1CSIyEVEAlWSW6IlHYaxa7IXA3QH6w7dvZdx2zaQ+MtXtPplES1/WUzS+sXU3bjRm2x7xoy/G4qNhVatoE0bSEryphpKSPAeqkpI8Kb/qFXr7y021tvA+/2f/3ZsxOvaGzd67RRRp9BjzkFMzN/vV9C2M5788UVusbG6dVtKfhKyfsDMiMRrGl5vVy9gehHn/bEzGQNwzi00szXhY7PNrDbQG69nLL9pwDNm1tA5t8XfpZSD3Fzvr6FQCPLydv3Gzr9f0OvcXC/JKmhLT4c///S2jRu9rxlF/HUXFeWNUzj4YO/R7x49vL+8GjQA4IexGXRtpNn0RUTKWvHJXhTQjW10YwUwbXYThp+9wes9W7jQ25Yv937P//yzt5WxSvOneHR00UlbWWw7E7/ILSam4PL8WwFjCnf7euCB3m3oAPhJyDoCH+YvcM6tM7OM8LHCErKOwPICypeFj4F3+zO2gHrL8L7L9wO+9BFj+di61Zs4tSLUqgWtW0O7dn9ve+/tfXN07Ah16lRMHCIisufM/p4v7Zxz/i7PzPSm8Vi3Dtav99byTEvju/kbCaWlEpOTRXReNlF5OUTnZROdl0N0Xg7ODGdRgPd1e6ZRt5732pk3xUd0TA45obpenSiv3IXrp2+Lon6894DDznNcvtcAUaFcovNyiMrLJXNLDvFxOeE4cr2YQjnh4znhuLKJzvVitJxsYl02MblZXodEZqa3VVVffOF1eATAXDEzIZtZDvAv59yEiPJfgeedc7cXct4HwHbn3OkR5S8C7Z1zR5nZ0cB84FDn3Nf56uwLrPj/9u4txKoqjuP494cWZXiprKyQsrDMgiKFqFDwUoqBUiRaRFiR1JMkhQVR2Q0iyrwEMQ8WPpgQGIplPZQJghSZBlJqZReUQIoJscTE/j2sbXPYzDjjPqdZ7uPvA8Nw1tn7zH9YnDn/WZf/AqZ1t45M0nxgfvHwamD3iX9N6wfDwYdethn3aftxn7Yn92u9XBYRF5Qb+7rqu7usTT20V7mv/Fg9tKfGiA6go5efbf1I0pcRMT53HNY67tP24z5tT+7X9tCXLR+dpL3FZUNJJTBO9r5hDfd1NrSVr6GX1zczMzNrC31JyHbRteYLAEkjovC/5gAABC1JREFUgXPofo1Yj/cVGteW/QAc7ea6MaQyGXv6EJ+ZmZlZrfUlIdsITJM0uKFtDnAY2Nz9Lf/dN6KoMwaApPGkslkbASLiCLAJmF26dw6wNesOSztZnkJuP+7T9uM+bU/u1zbQl0X955KKwu4klbq4AngdeCMinm647ntgc0Q81ND2EWmn5ON0FYY9EBHlwrCfAStIRWNnFNdPd2FYMzMzOx30OkIWEZ3AFGAAqcTFYmAJ8Gzp0oHFNY3mkkbRVgKrgG3AnaXX3wLcDUwFPgZmAvc6GTMzM7PTRa8jZGZmZmb2//LBWlaJpNmS1kvaL+mQpG2S7skdl7WOpEuLvg1JeUpXW0tIGijpSUnfSToiaZ+kJbnjsuokzZX0VfEe3S9plaRLcsdl1fn0aatqIfAj8BipIOEMYLWk4RGxPGtk1iqvAodIO6qt3t4mLT1ZTNrlPhIYmzUiq0zSTOBd4E3gCeBi4EVgg6TxEfHPie63U5OnLK2SIvH6rdS2Grg5IkZlCstaRNIEYB3wMikxGxwRh/JGZVVImk5a/3t9RHyTOx5rnqQ1wOiIGNfQNpP0nh0bEd9mC84q85SlVVJOxgrbgQv7OxZrLUkDgOXA8/g4lnbwIPCpk7G2cgZQLgt1vJC6sFpyQmatdAupRIrV2yPAWaTpEKu/m4A9klZIOijpL0lrvd6o1lYCEyTdL2mIpKtIU5abnHjXlxMyawlJU4BZ+EO81iSdD7wALIyIo7njsZYYAcwDbiCVInoAGAe8L8mjKTUUER+Q+rSDNFK2m1R26q6MYVmTvKjfmibpcmA1sC4i3skajDXrJeDziPgwdyDWMiq+ZkXE7wCSfiXViJwMfJIxNqtA0iTgLWAp6eSbi4DnSEn21Ig4ljE8q8gJmTVF0nmkPwi/APdlDseaIOla0nqjiZKGFc2Diu9DJR2LiMN5orMmdAJ7jydjhS3A36Sdlk7I6uc1YH1ELDreIGkHaQftLGBtrsCsOk9ZWmWSBgEbgDOBOyLiz8whWXNGkxYLbyV9iHfSNQW9j7TQ3+qnpx13Ih1pZ/UzBtjR2BARu0lnTF+ZJSJrmkfIrBJJA4H3SB/it0bEgcwhWfO2AJNKbdOBRaQ6c3v7PSJrhQ3A4lKpmomk5PvrfGFZE34GbmxskHQNcDbwU46ArHmuQ2aVSOoAHgYWAF+Unt4eEUf6PyprNUnzSEVFXYespiQNAXYC+0l15QYDrwC7IuK2nLFZNZIWkM6UXkLXGrJnSLMV13m2op48QmZV3V58X9rNc6Pwf2lmp4SIOChpMrAMWENaO7aOdMqG1dMyUj8+SipT8wdphPspJ2P15REyMzMzs8y8qN/MzMwsMydkZmZmZpk5ITMzMzPLzAmZmZmZWWZOyMzMzMwyc0JmZmZmlpkTMjMzM7PMnJCZmZmZZfYvKpoiUihbnsEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<statsmodels.nonparametric.kde.KDEUnivariate at 0x7ff8a8046390>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "statsUQit.pdfFit_uniVar(fMean_samples,True,[])\n",
    "statsUQit.pdfFit_uniVar(fVar_samples,True,[])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the GPR surrogate along with the response from the exact simulator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pltOpts={'title':'PPCE, 1D param, %s-scedastic noise'%noiseType}\n",
    "gpr_torch.gprPlot(pltOpts).torch1d(optOut['post_f'],optOut['post_obs'],qTrain,yTrain,\n",
    "        optOut['qTest'][0],simulator(optOut['qTest'][0],fType,qInfo))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example 2: PPCE for two parameters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using `UQit`, we can apply PPCE to any number of uncertain parameters. Here, we consider two uncertain parameters $q_1\\in\\mathbb{Q}_1$ and $q_2\\in\\mathbb{Q}_2$, and use PPCE to estimate statistical moments of $f(\\mathbf{q})$ for $\\mathbf{q}\\in \\mathbb{Q}_1 \\bigotimes \\mathbb{Q}_1$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, the functions for generating the synthetic training samples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fEx(p,sampleType,n,qInfo,fExName):\n",
    "    \"\"\"Generate synthetic training data\"\"\"\n",
    "    #  (a) xTrain\n",
    "    nSamp=n[0]*n[1]\n",
    "    xi=[]\n",
    "    q=[]\n",
    "    qBound=[]\n",
    "    if sampleType[0]=='LHS' and sampleType[1]=='LHS':\n",
    "       if distType==['Unif']*p:\n",
    "          qBound=qInfo\n",
    "          xi=sampling.LHS_sampling(nSamp,[[-1,1]]*p)\n",
    "          xTrain=np.zeros((nSamp,p))\n",
    "          for i in range(p):\n",
    "              xTrain[:,i]=pce.mapFromUnit(xi[:,i],qBound[i])\n",
    "          fEx_=analyticTestFuncs.fEx2D(xTrain[:,0],xTrain[:,1],fExName,'comp')\n",
    "       else:\n",
    "          raise ValueError(\"LHS works only when all q have 'Unif' distribution.\")\n",
    "    else:\n",
    "       for i in range(p):\n",
    "           samps=sampling.trainSample(sampleType=sampleType[i],GQdistType=distType[i],\n",
    "                   qInfo=qInfo[i],nSamp=n[i])\n",
    "           q.append(samps.q)\n",
    "       xTrain=reshaper.vecs2grid(q)\n",
    "       fEx_=analyticTestFuncs.fEx2D(q[0],q[1],fExName,'tensorProd')\n",
    "    return xTrain,fEx_\n",
    "#\n",
    "def trainDataGen(p,sampleType,n,qInfo,fExName,noiseType):\n",
    "    \"\"\"Generate synthetic training data\"\"\"\n",
    "    #  (a) xTrain and noise-free yTrain\n",
    "    xTrain,fEx_=fEx(p,sampleType,n,qInfo,fExName)\n",
    "    yTrain_noiseFree=fEx_.val\n",
    "    nSamp=xTrain.shape[0]\n",
    "    #  (b) set the sdev of the observation noise\n",
    "    noiseSdev=noiseGen(nSamp,noiseType,xTrain,fExName)\n",
    "    #  (c) Training data\n",
    "    yTrain=yTrain_noiseFree+noiseSdev*np.random.randn(nSamp)\n",
    "    return xTrain,yTrain,noiseSdev,yTrain_noiseFree,fEx_\n",
    "#\n",
    "def noiseGen(n,noiseType,xTrain,fExName):\n",
    "    \"\"\"Generate a 1D numpy array of standard deviation of the observation noise\"\"\"\n",
    "    if noiseType=='homo':\n",
    "       sd=0.2   #(non-zero, to avoid instabilities)\n",
    "       sdV=sd*np.ones(n)\n",
    "    elif noiseType=='hetero':\n",
    "       sdV=0.1*(analyticTestFuncs.fEx2D(xTrain[:,0],xTrain[:,1],fExName,'comp').val+0.001)\n",
    "    return sdV"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Settings:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#settings for parameters and data\n",
    "qInfo=[[-2,2],[-2,3]]    #info about the parameter\n",
    "                         #if 'Unif', qInfo =[min(q),max(q)]\n",
    "                         #if 'Norm', qInfo=[m,v] for q~N(m,v^2)\n",
    "distType=['Unif','Unif']    #distribution type of parameters\n",
    "fExName='type1'          #name of simulator to generate synthetic dat\n",
    "                         #see analyticTestFuncs.fEx2D()\n",
    "trainSampleType=['LHS','LHS']   #sampling type, see trainSample in sampling.py\n",
    "n=[10,12]               #number of training samples for each parameter.\n",
    "                        #note: n[0]*n[1]<128, due to GpyTorch\n",
    "noiseType='hetero'      #type of observation noise\n",
    "                        #'homo'=homoscedastic, 'hetero'=heterscedastic\n",
    "#options for GPR\n",
    "nIter_gpr=1000      #number of iterations in optimization of hyperparameters\n",
    "lr_gpr   =0.1       #learning rate for the optimization of the hyperparameters\n",
    "convPlot_gpr=True   #plot convergence of optimization of the GPR hyperparameters\n",
    "#options for Gauss quadrature test nodes\n",
    "nGQtest=[18,18]     #number of test samples in each param dimension\n",
    "nMC=1000             #number of samples drawn from GPR surrogate to construct estimates \n",
    "                    # for the moments of f(q)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate synthetic training data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "p=len(distType)   \n",
    "qTrain,yTrain,noiseSdev,yTrain_noiseFree,fEx_=trainDataGen(p,trainSampleType,n,qInfo,fExName,noiseType)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Construct the PPCE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "... Probabilistic PCE for 2-D input parameter.\n",
      "...... GPR-hyperparameters Optimization, iter 1/1000 - loss: 1.442  lengthscales=0.644 0.644 \n",
      "...... GPR-hyperparameters Optimization, iter 100/1000 - loss: 0.808  lengthscales=0.692 0.624 \n",
      "...... GPR-hyperparameters Optimization, iter 200/1000 - loss: 0.806  lengthscales=0.697 0.628 \n",
      "...... GPR-hyperparameters Optimization, iter 300/1000 - loss: 0.806  lengthscales=0.698 0.628 \n",
      "...... GPR-hyperparameters Optimization, iter 400/1000 - loss: 0.806  lengthscales=0.698 0.628 \n",
      "...... GPR-hyperparameters Optimization, iter 500/1000 - loss: 0.806  lengthscales=0.698 0.628 \n",
      "...... GPR-hyperparameters Optimization, iter 600/1000 - loss: 0.806  lengthscales=0.698 0.628 \n",
      "...... GPR-hyperparameters Optimization, iter 700/1000 - loss: 0.806  lengthscales=0.697 0.628 \n",
      "...... GPR-hyperparameters Optimization, iter 800/1000 - loss: 0.806  lengthscales=0.697 0.629 \n",
      "...... GPR-hyperparameters Optimization, iter 900/1000 - loss: 0.805  lengthscales=0.698 0.631 \n",
      "...... GPR-hyperparameters Optimization, iter 1000/1000 - loss: 0.805  lengthscales=0.698 0.631 \n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAt0AAADuCAYAAADlRrvYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdeXxU1dnA8d8zM1lJQoAAyhpQERC1UCzWituL1qXW3VJX3NDWpbZuaF8r7mvd3mrdpSqKVbSttWqpS6u2ShGRqhQFBWQ1IEuAJGRmnvePcye5mcwkE8hkZsLz/XzmM3PvPffeM0smz5z7nHNEVTHGGGOMMcakTyDTFTDGGGOMMaazs6DbGGOMMcaYNLOg2xhjjDHGmDSzoNsYY4wxxpg0s6DbGGOMMcaYNLOg2xhjjDHGmDSzoNsYYzziPC4ia0VkZqbrkyoROUBElma6Hts7EXlARK7eyn2vEpFHsqlOxpj2ZUG3MTlCRE4SkVkislFEVojIKyKyb6br1cnsCxwM9FPV7yQqICI7isjDIrLcey++EJEpIjLU214pIupt2ygii0Rkkm9/FZFN3rZlInKniAR9298SkQPS/DzNNhKRCSLyjn+dqp6nqtdvzfFU9SZVPTub6mSMaV8WdBuTA0TkF8DdwE1Ab2AAcD9wVCbr5ScioUzXoR0MBBap6qZEG0WkB/BPoBgYC5QCo4C/44J1v3JVLQF+DPxKRA71bdvT27Y/8CPgzHZ9FhnS3p+BTvKZMsYYwIJuY7KeiHQFrgPOV9UXVHWTqtar6kuqeplXpkBE7vZaX5d7jwu8bQeIyFIRuUREvvZayc/wtu0tIivjWlqPEZG53uOAiEwSkYUiskZEfi8i3b1tsRbds0RkCfCGt/40EVnslb/aa+kd14bjnS4iS0RktYj80levoHcJfqGIVIvIByLS39s2VERmiMg3IjJfRE5s4fXsIyJ/8souEJFzvPVnAY8A3/Vaoa9NsPvPgQ3Aqaq6UJ11qvq4qv5fovOp6r+AT4ARCbYtAN4FvpWkrt/xrm5sEJFVInJnsufllU/0Hu/l7RvylTtOROZ4jyeLyPMi8qz3us4WkT3jXq/pIlIlIl+KyEW+bbF9nxKRDcCEFI4Xe/+rReRTETnGt22CiLwrIneJyDfAZBHZSUTe8D4vq0VkqoiU+/ZZJCKXichccVcQHhWR3uKuBFWLyN9EpFsLr9k53ufgG+9z0ce3TUXkInFXM1aLyO3eZ3gY8ACNn5V1XvkpInKD9zj2d3e57z05WkQOF5HPvPNdFfdaPuU9/o00XinZKCJhEZnc0uuXSp1SfL7nicjn4lKs7hMRSfqBM8a0jarazW52y+IbcCgQBkItlLkOeA/oBfTEtcZe7207wNv/OiAPOBzYDHTzti8EDvYd6zlgkvf4Yu+4/YAC4EHgGW9bJaDAE0AXoAgYDmzEpWnkA3cA9cC4NhzvYe9YewJ1wDBv+2XAf4BdAfG29/DO/RVwBhDCtTyvBnZL8lr9HXeVoBAX7FYB/+NtmwC808Lr/B4wuZX3K/Y8Ql49v+e93rFzKLCz93gosAL4eZJj/QsX4AOUAHsnKdfae/wpcJiv/IvAJd7jyd57dLy376XAl97jAPAB8Cvv/RwMfAF8P27fo72yRS0dz9vnBKCPV/5HwCZgR9/rHwYu9F6/ImBn3FWEAtxn+x/A3b7nssh7X3oDfYGvgdnASG+fN4BrkrxuB3mflVFe2f8D/uHbrsCbQHfc1aXPgLOTfVaAKcANce/Jr7zX4RzcZ+1p3BWS3YBaYLDvtXwqQR1jn9GRKb5+LdUplef7Z6Dce75VwKGZ/g60m906yy3jFbCb3ezW8g04GVjZSpmFwOG+5e/j0iRi//xr8AXtXmCyt/f4BuAx73Gp9098oLc8Dy9Y9JZ3xAVUIRqDy8G+7b/CC6K95WJgC41BdyrH6+fbPhMY7z2eDxyV4Ln/CHg7bt2DJAi0gP5ABCj1rbsZmOI9bha0xO2/ADjPt/xDYB1QDfzVWxd7HuuAtd5zvsi3j+Jayzd5j58BCpKc7x/AtUBFK+9/a+/xFcBU73F3XEAeC9QmA+/59gvgfgiMBcYAS+LOdSXwuG/ff8RtT3q8JHWfE3tfvdd/SSvP9WjgQ9/yIuBk3/J04Le+5QuBPyQ51qPAbb7lEu/zWOl7rw71bf8p8HqyzwrNg+4aIOj721JgjK/8B8DRvtftqbjj9fSe3/gWXo/416+lOqXyfPf1bf893g9wu9nNbtt+s/QSY7LfGqBCWs5v7QMs9i0v9tY1HENVw77lzbh/uOBa3o4Vl45yLDBbVWPHGgi8KCLrvMvV83BBa2/fsb6Kq0fDsqpu9uofk8rxViapZ3/cj4t4A4ExsWN6xz0Z2CFB2T7AN6pa7Vu3GNdCmoo1uB8KAKjqn1S1HJd2kh9XtkJVu6nqMFW9N27bKO95/QgX2HZJcr6zgCHAf0Xk3yLyg5bq1sJ7/BRwpIiUACfifqSs8JX1v2dRYCnutRoI9Il7ba8i+fvf2vFi6UdzfMcbAVQkO56I9BKRaeI6nW7wnou/PMAq3+OaBMslJNbk70ZVN+LeY//nwV+f+L+r1qxR1YivHonqmrBuIpIHPA88rarTfOtbe/1aksrzTfb3Z4zZRhZ0G5P9/oW7DH10C2WW4wKkmAHeulap6qe4f8SHASfhgvCYr3BpCeW+W6GqLvMfwvd4BS51BAARKcKlgLTleMl8BeyUZP3f445Zoqo/SVB2OdBdREp96wYAqZwf4HXgaBHZ5u9OdX6Pe39/laTM56r6Y1za0K3A8yKSLEBv6VzLvPMcA5wKPBlXpH/sgffc+uFeq6+AL+Ne21JVPdx/+ASnTHg8ERmISx+6AOjh/WD5GJeGk+x4N3vr9lDVMuCUuPLbosnfjffa9qDp56G/77H/7yrR825P/4e7gvK/vvq19vq1VqdUnq8xJk0s6DYmy6nqelxQdp/XEatYRPJE5DARuc0r9gzwvyLSU0QqvPJPteE0TwMXAfvhcrpjHgBu9P7Z4x2/pRFTnse1qO4jIvm41Ah/gNTW4/k9AlwvIruIs4e40UT+DAwRkVO91yVPXOfBYfEHUNWvcPnuN4tIoYjsgWtNnppiHe4EugFPiuvgJ14An7AjZIpuASaKSLOWeRE5RUR6eq3F67zVkfhyKXoCuBzYHZfT7fdtETnWu5pyMS6X/j1ces8GEblCRIrEdWYdISJ7tXKuZMfrggsMq7zndwYJOpjGKcX1E1gnIn1xuf3t5WngDBH5lnel5ybgfVVd5CtzmYh0E9dp92fAs976VUA/73PerkTkXNzINid5731Ma69fa3VK5fkaY9LEgm5jcoCq3gn8AtfqVYVrgbwA+INX5AZgFjAX19lwtrcuVc/gclDfUNXVvvX3AH8C/ioi1bjAaUwL9fwEl0M7DdfqXY3LLa7bmuPFuROXY/pXXE70o0CRlypyCDAe15K3EtcqXJDkOD/G5V0vxwWf16jqjFQq4L02e+OuPLzjPb85uMAwUct6Ksf8D65zZ6Jg8lDgExHZiHvtxqtq7dacB/dcBwIvavMhEf+IS3VZi2sJP1bdCDkR4Ejcj4ovcZ3wHgG6tnKuZMf7FPg1rtV9Fe4HwLutHOtaXDrOeuBl4IXWn2pqVPV14GpcHvgK3JWU8XHF/ojLvZ7jnf9Rb/0buFFpVorIatrXj3GdVmNjwW8UkatSeP1arFOKz9cYkyaimu4rZMaY7ZWXQ7wO2EVVv8x0fbZ3IrIQOFdV/+ZbNxk3msop7XSOdj1eJomI4j67CzJdF2NM7rOWbmNMuxKRI70UmC64IQP/gxuBwWSQiByHS014I9N1McaY7ZHN9mWMaW9H4TrqCS7lZbzaJbWMEpG3cGOonxqXI2yMMaaDWHqJMcYYY4wxaWbpJcYYY4wxxqSZBd3GGGOMMcakmQXdxhhjjDHGpJkF3cYYY4wxxqSZBd3GGGOMMcakmQXdxhhjjDHGpJkF3cYYY4wxxqSZBd3GGGOMMcakWaedkbKiokIrKyszXQ1jjGmzDz74YLWq9sx0PTqSfWcbY3JZKt/bnTborqysZNasWZmuhjHGtJmILM50HTqafWcbY3JZKt/bll5ijDHbMREJisjtIlIlItUiMl1EKpKUvUpENsbdVETu9ZXpJSIveMeqEpFbRcT+1xhjtnv2RWiMMdu3ScBRwBign7fuyUQFVfUmVS2J3YCRgAJP+YpN9e77ecc8BrgsHRU3xphcYkG3McZs3yYCt6rqF6q6HrgcOFREKlPY91xgjqrOBBCRQcA44DJVXa+qXwC3AuelpebGGJNDLOg2xpjtlIh0BQYAH8TWqepCYAOwRyv7FgATgAd8q/cE1nvHiJkNVIpIWTtV2xhjclKn7Ui5Va66Cvr3h5/8JNM1McaYjhALhNfHrV/n25bM8UA+8LRvXWmSY8XOtcG/QUQm4lraGTBgQGo1NgCEI1Fqw1Hq6iMN93XhKFvCUcJRJapKOOLuI1Elokok4u6j3jKAqssPco+1yTlii0rT9QCCuHuJW++tkCbrEu8jcdv9ezUvIwn38Z8/dnxS3LelOpGkzgmP247PJ9k5mx4jQZ3S+Ron2KfZMbwH4Ui04XNYF45QV++W62LLDdvccsPjerdcH4k2eR2avs9xJ29Foves+frmz210ZXd+uGefNp0rVRZ0+734Iuy+uwXdxpjtRbV33zVufTlxAXIC5wJTVXVj3PESHct/rgaq+hDwEMDo0aObR3adVDSqfLN5C2s2bmHNxjqqNtaxdtMWqmvDVNeF2VBTT3VtmA217r66tp7NW1zAUusF15HodvNymU4uPxggPxSgIBQgLxhAJPZjMNEPw+aBfyJNfz9qwvX+Iv4fnAWhgAXdHSIQiH+njDGm01LVdSKyBBgFzAEQkcG4Vum5yfYTkeHAWODCuE0fAV1FZLCXzw2us+UiL198uxCJKlXVdcxfVc3nq6pZvq6W5etqWLGhlq831FJVXUc4SdBcmBegtDCPssIQpYV5lBaG6FteRHF+kMK8IIV5AQpCQQpCAQryAhTmeY9DblteMEAwII03kSbLARFCQXfftEUzWQtp85br+JZxf0DUtIS/tTx+WZsuNwmGtNm6lvZtS50S79Pyvk1a+lN8Pi3ViZb2aXb8dnyNG0/T6lWNxO9L688nryGAdp/LWDBdEAo2PvZ9hvODAQKBtrVg5zILuv1EIBptvZwxxnQeDwFXiMibwBpcx8fXVHVRC/ucC7ynqh/5V6rqlyLyN+A2ETkT6AFcATyYlpqnSFV5YfYy9t6pB33Li9r1uB8sXsvStTVU14WZs2Qd732xhhXra/DH1MX5QfqUF7Fj10J26VVB77ICepUWUlFSQI+SfCpK8ulWnE9pYR75IetqZUxnZUG3n7V0G2O2P7cA3YB/AwXADOAUABE5GXjQGx4Qb10RcCrw8yTHOxnXuXIZUAc8BtyWrsqn4pPlG7jkuY+o7FHMW5cduNXH+XpDLQ/8/QsUpaKkgD/OWcZnqxqza7oV57HPThUcN6ovPUsL2LlXKUN3KKW8OK+hxdgYs/2yoNsvELCWbmPMdkVVI8Cl3i1+21Qax92OrasBurdwvK+BY9u5mttk7lKX2bJozeYm61+ft4o+5UUM29H1Gd28Jcz7X37D93aqID8UYOaX3/DzZ+cwuGcXxu81gJv+Mo9VG2oJBoS6cJTd+pRx2/F7sFdld4rygvQqLdiuLpUbY9rGgm4/Sy8xxphO5+vq2obHG2rrKSvMY/aStZz1u1l075LPrF+OIxAQLvn9R7zy8UqOG9WPG48ZwaXPfURtfYS5S9fz9uezqSgp4MWffo9hO5aysS5MeXF+Bp+VMSbXdHjQLSLjgfNx47kWq2pKdRCRw4C/AI+q6tlpqZyllxhjTKezakNdw+Nla2so2zGPt+ZXAfDNpi3MW7mBHbsW8eonKwGYPnspn62qZsk3m3n67DHs3LuEWYvWsvfgHnTv4gJtC7iNMW2ViR4ba4H7gYtT3cGbwOEe4N10Vco7kbV0G2NMJ1Pla+letrYGgE+Xr6e8OA+Atz9fzVvzv0YVpv9kH3bpVcJ/lq3nmJF92WfnCnqVFnL47js2BNzGGLM1OrylW1VfAxCRA9qw253Ao8CwdNSpgbV0G2NMp7NqQx279Snjk+UbWL7eBd2L1mxm70E9WFi1kX8tXENJQYhepQWM7F/O1HPG8O8v1/I/w3pluObGmM4k68cmEpHvA98Cfp32k1lHSmOM6XS+rq5l2I5l5IcCLFtbQySqLFmzmYEVxew9uAfvLFjNjE9X8T/DehMICL1KCzlijx0pzAtmuurGmE4kq4NuESkDfgucrarhFMpPFJFZIjKrqqpqa05oQbcxxnQy62vq6VacR5+uhSxdV8OK9TVsiUSp7NGFg4b2IhJVtkSiHDZih0xX1RjTiWX76CV3AM+q6oepFN7mKYUtvcQYYzqV+kiU2voopYV59O1WxPJ1NSz2hg6s7NGF7wzqzrGj+gKw784VmayqMaaTy/ag+xDclMLneMslACIyTlUr2/1s1tJtjDGdysZad5E0Np36W/OrWLRmEwCVFcUEA8KdJ34rk1U0xmwnMjFkYBDIA/K95UJvU51qs2bmvWlaxzuBMAkmcWgX1tJtjDGdSnVD0J1Hn/Iivq6uY/7KagrzAvQuLWxlb2OMaT+ZaOk+FXjct1zj3Q8Skf7AK8BwVV2iqiv9O4rIZiCsqsvTUjPrSGmMMTlNVdm0JUJJgfv3tqG2HoCSAtfSDfDOgtUMqiix2SONMR2qwztSquoUVZUEt0Wq+raqlqjqkiT7TkjbxDhg6SXGGJPjrvvzp4y45jVWbXBjc8daussKG4PuL6o2sVPPLhmrozFm+5TVo5d0OEsvMcaYnPbcrKUAfLaqGoCNdY3pJf27FzeUG9yzpOMrZ4zZrlnQ7WfpJcYYk9Pygi5lZKk382S1l15SWhiiX7eihnLfHtit4ytnjNmuZfvoJR3L0kuMMSanibige83GOsDfkTKEiHDXj/bknc/XsM9OPTJWR2PM9smCbj9LLzHGmJwWjriGk/U1roU71tJdUuj+3R0zsh/HjOyXmcoZY7Zrll7iZy3dxhiT02rr3Xf4hhrXwl1dFyY/FKAgZFO6G2Myy4JuP2vpNsaYnBWbzh38Ld1hygrtoq4xJvMs6PazjpTGGJOzausjDY/9QXdpYV6mqmSMMQ0s6Paz9BJjjMlZiYPu+oaJcowxJpMs6Paz9BJjjMlZNUlbui3oNsZkngXdftbSbYwxOSvWibKipIANXtC90YJuY0yWsKDbz1q6jTEmZ8XSS3qXFVBdFyYciVJdW2853caYrGBBt591pDTGmJwVC7p7lRYAbgp4Sy8xxmQLC7r9LL3EGGNyVk1DS3chAOs217NxS5hS60hpjMkCHR50i8h4EXlbRDaISLiVsruKyHsissYr/6mITExb5Sy9xBiTo0SkREQGish2m0sRy+nu5QXdy9bVoAplRdvtS2KMySKZaOleC9wPXJxC2ZXAqUAvVS0DxgM3iMghaamZtXQbY3KMiPxARGYD64GFwO7e+kdE5KSMVq6D1fhyugGWfLMZgPLi/IzVyRhjYjo86FbV11T1GeCLFMquV9XPVTU2DpR6t13TUjnL6TbG5BARORr4I7AauIKm3+lfAqdnol6Z0tCRstS1dC9e4wXd1tJtjMkCOZHTLSJzRaQOmAt8DTyTlhNZeokxJrdcAzyuqocAd8dt+xgY0fFVypzauJzurxpaui3oNsZkXk4E3aq6B1ACjANeADYlKiciE0VklojMqqqqavuJLL3EGJNbhgHPeo/jWwzWAj1aO4CIBEXkdhGpEpFqEZkuIhUtlO8lIr/z9bWZIyJ9fNtVRDaLyEbfrevWPLm2ahi9pFl6iQXdxpjMy4mgG0BV61X1daAn8KskZR5S1dGqOrpnz55tP4m1dBtjcssGIFmAXAmk0vowCTgKGAP089Y9maigiBQCrwNbcGl+5cDJwMa4ooeoaonvtj6Femyz+oj7/u5alEcwICxes8lbtpxuY0zm5UzQ7RMCdknLkS2n2xiTW2YAV4pIuW+dikgBcAHwSgrHmAjcqqpfeMHx5cChIlKZoOzpuED7p6q6WlWjqvqJqm7YpmfRTuoj7vs7PxigW3EeG2rdAFldLafbGJMFMjFkYNBrLcn3lgu9myQo+30RGSMi+SKSJyJHAaeQ2j+SramcBd3GmFzyS2AHYD7wCC7FZBIwB9dqPbmlnb20jwHAB7F1qroQ14K+R4JdDgQ+BR700kv+KyK/SFDuORFZLSLvi8ixbX5WW6k+EiUYEAIBoaLEpZgU5wfJD+Vi+5IxprPJxDfRqUAN8BoQ9B7XAANFZKyX/zfAK1sGPAZ8g7tMOhm4RFUfTUvNLL3EGJNDVHURMAr4M3AwEAH2A94Dxqjq8lYOUebdx6d/rPNt86sADgE+AnbENYJcJSIn+8qMAwbhgv47gakicmiik29zP5w44YiSF3TtN7GgewevU6UxxmRah0/TpapTgClJNi/CdZiMlX0OeC7tlYqxlm5jTI5R1aXAWVu5e7V3H9/RsRzX2p2o/DJVvcdbniUiT+Fywqd69XndV/5ZERmHy/t+NUHdHwIeAhg9evQ2t3hsiUQ5LfBX+MNL7Nj1XAD6lBdt62GNMaZd2DU3P2vpNsZsR1R1HbAE11oOgIgMxrVyz02wyxyaj5JCknUxUaBZ+mA6hCPKVfIYzJnKoG6u82RFiXWiNMZkhw5v6c5q1pHSGJPlROSxNhRXVW2tFfwh4AoReRNYA9wKvOalrsSb4pU9H3gANw74ybhOm4jICKCYxuD8CFxK4fg21Dll7913Njuu+RcDf/UJ0NiREuCYwVGm9+zCj78zINnuxhjToSzo9rP0EmNM9juIlluW/VIpdwvQDfg3UIAbEeUUAC9X+0FVLQFQ1cUicjhwF3AbsByYrKqxscJ7Ar/BDVe4BTct/Zmq+qcU69smEqmjS7RxtMJwONzweMf8Wl6/5IB0nNYYY7aKBd1+ll5ijMlyqlrZzseLAJd6t/htU/FytX3r3gJGJjnWm8Bu7Vm/FkkA8f2uCNb7hguv65ChwY0xJmWW0+1nLd3GGJM7JECAxu/s/HpfoF2bFUOHG2NMA2vp9rOcbmNMjhKRXkCz8fFUdUkGqtMx4oLuUP2mxm11FnQbY7KLtXT7BYMQiWS6FsYYkxIRCYjITSKyBlgBfJng1mmpBBBfSqBEahs31lU3Po5G4I0bYM3CDqydMcY0ZUG3nwXdxpjccjFwPvBr3LB8NwE34ILthcA5mataB5AAAV9OdyhS07jNn16y6G34x+3w3ISOq5sxxsSxoNvPgm5jTG45A7gON8wfwIuqeg0wDFiGm+K905K49JJAuK5xoz+9ZOV/3P3GVR1UM2OMac6Cbj8Luo0xuWUwMMsbgSQMFAGoaj1wN3BmBuuWdirBJkF3MJqkpXvtYne/eY312zHGZIx1pPQLBt0XsqobycQYY7Lbeho7Ty4HdgXe9ZZDQPdMVKrDiDRJLwlGvJbuUFHTIQM3fe3uo2EXeJf07MBKGmOSCm+BsPdjOR1DNjeL5aSV7UAgD/Ka9UlvFxZ0+wWD7j4abXxsjDHZ60NgOPCad7tWRGpwrd43ArMzWLf0ixunOxT1gu6Snk07Utb6AvCNKy3oNqYjqML6pbB6Pqz+HFZ/5u6rV7r0r9r1EK5t/TgdbfSZ8IO70nJoC7r9YoF2JGJBtzEmF9yNSzEBuAYYReNkNovxpmfvtCRAkCiqiogQinr/wIsrYMvmxnK166Ggq2v9rl4FO+yemfoak2tU3eg/0XqIbIFI2Pe43t2i9VCz1v1tbVzp0rlWfeJu/itOhV2hYlfovZt7XFjm/i7zinwtzu2ZZRDXct6sJT1By7oq7DCiHevQlAXdfv6g2xhjspyqzvA9Xiki3wF2AoqBeV5ud+clQQKiRKJKMCgEolvc+uLusGFFY7na9VCxCyyb5YKCmOUfQo9doKCkY+udSDQC9TWu5S9cC+E6b7nOXX4P10J9rW97guXwFtAoaMTdRyMuiGiy7N8e9Za9W7yEaZYpXJ5HvPXSvExsfbPt0jTwamldwnOLb1Nrx/c0CcJaCtBS3NYshvNvSxDwNbwfKdwayqpvffz+6o6r3vEblrWxLg3rfMeKLUcjzYPpSH2iJ9ay/FIXWO9+PPQeDj2HQcUQ6FKx3afudnjQLSLjcUNc7QkUq2rSOojI3sDVwGhc3uIC4HpV/UNaKmdBtzEmh6mq4r4ntwsScGMBRDVKkADBaNhtKOrmLmPH1K6HAd91QXe1F3QveQ8e+z7sfDCc8nz7VEgVtmx0nTjrNrhzbapy569dBxuroOYb1ypYs867xO6Vrd/c+vGTEggVQigfJAgSgIB337Ac8JYDcWXEW44LaJO1AjZdkaSM+japb7/4QDBuXZP9E61Lcu6k+yc5fnyw3vCwhfzflLe19KMkblvA9174b4FA83XN3rc8X/kgzX+o+H5kJPwBEzum9xiBYMjlMwfzIJgPgZC7D+YlfxzMc/sUdoXSHaCkt3u8nQfXyWSipXstcD+ul/1DrZTtDjwLTADWAD8EnhGR/VT13+1eMwu6jTE5RESuAPqp6oUJtt0LfKWqt3d8zTqGigu6I5EIeaEQEq0nihAoKIMt3uyUqi7oLd0BCsoahw3878vufsEM12KcVwhrF7lgfLdjXQAbCcOyD1w6Sn6xO86nf4RuldBnJMx5Bha+7oIMVVj8LmxYlrzCBWVQ3MP9KCgqh679oKDU7V9Q6i6zhwobb3mFqS0H8y3IMSYHdHjQraqvAYjIASmU/Uvcqj+IyMfAvoAF3caY7d0ZuIlxEpkDXAp02qBbvKBbve/soIaJSh6B/C6NQXf9ZjdqSWFXKOkFG72RTFZ93HigVR9D32/D1BNdp6+1i+CASfCnC+CjZ6DnUDjkRnh1EqzxtaADdN+p8ZL8gL2hz0QXUBeUufOV7ODlrpalbUQEY0xuyKmcbhHZAdgNmJuWE1jQbYzJLQOAz5Ns+wIY2IF16XgB950dibrvbNEwkcSPD4sAACAASURBVECIUH6Jy4OORhpHLins6gLgWND9zRfQf2/46j1YNhvyil3ADfDP37gg/KNnYMihsOgdmHqca6X+8bPu2Cv/A7sc4gJtY4xJQc4E3SLSBZgO/ElVX09SZiIwEWDAgK2YiM2CbmNMbtkM9E2yrR9Ql2Rb5+C1dEe9oDsUrSeaF4L8Lm77lk1xQXcvWDHHdThctwR2P8EF38tnu1xsgJN+D0+fCFOPd0H68Y+5lJQv3oJdj4DS3q7cbsd04BM1xnQGOTEjpYiUAq8AXwOnJSunqg+p6mhVHd2z51aMw2pBtzEmt7wNXCYiBf6V3vIl3vZOK5ZeEo1EUFUCGiYqLQXdvV1L9/qv3GgN3XeCfqPhq/fhs9dghz1gyPdh759CUXc45rfuWN0Hu7F7YwG3McZshaxv6RaR7sCruEulp6hqOG0ns6DbGJNbJgP/BD4TkaeAZbiW71OAHrhO6J2Xl16i0SiRqJJHmGggD/K9IQDjg+7S3q5Fe6WXodh9MFSOhfl/cS3e+09y6w+92d2MMaYdbXPQLSLDgWHAv1R1eQrlg0AekO8tx3qW1HnDXfnL7gDMwM2qdqaqpjcatqDbGJNDVPUjETkQuAO4Anf1Mgq8Axynqh9lsn7pJt6IHZFIhPqIEpIIUclzI42AN3xfLOgudy3d4EYoARd0F5Y1HnDo4R1Uc2PM9qhNQbeI/AYIqep53vKxuCH9gsAGETk4haH8TgUe9y3XePeDRKQ/Lo1kuKouAc4FRuBmXDtOGodEuklVb2pL3VNiQbcxJseo6kxgPxEpAroBa1W1ppXdOodYS7dG2BKJkkcYDeS1nNMNrmNkQVc3WUdJTzjwlxAqgB33zMCTMMZsL9qa030Y7lJmzLXAn3ET3czETUPcIlWdoqqS4LZIVd9W1RIv4EZVr/W2dfHWx27tH3CDBd3GmJylqjXe1cYiEfl2fJ53p+TL6Q5HouQRIRoIxaWXrHOPC8pcx0hwQwT2HNI4tvX+l8P3ftbBlTfGbG/aGnTvACwCEJF+uOH7blbV/wD3Anu1a+06mgXdxpgcIiL/KyI3+5b3w31HzwQ+F5FdMlW3jtDQkVKj1Ec0QUu3l16SV+wmuyn3jWrVo1O/NMaYLNTWoLsG8JoQ2B/YAMzyljcCpe1Ur8ywoNsYk1tOwXUyj7kN+Ag4GlgFXJ+JSnUY8dJLIhHqI1FCRNyU1PHpJYVd3XJhGQS9CwA9d81AhY0x27O2Bt2zgfNFZARwPjBDVaPetkHAivasXIezoNsYk1v64k2OIyI9cVcbr1bVl4BbgLEZrFvaSaBxnO76SJR8CaPBBKOXxIJugJEnu/tdrdOkMaZjtXX0kl/ihu/7CFgHnOfbdjTukmbusqDbGJNbIngjQQH7AbXAu95yFdA9E5XqKA3TwEejhKOaoKV7Y/Og+9Bb3NCANua2MaaDtSnoVtV/i8gAYCjwuapu8G1+iOTTEecGC7qNMbnlE+AUEfkncCbwd1Wt97b1x00o1nnFpoGPRNgS9kYvCeZBMB8CocaW7i6+ydJCBRZwG2Myos3jdKvqJuAD/zoR6aGqL7dbrTIl32sw2rIls/UwxpjUXAf8ETgZqAe+79t2OC4lsNOKpZegEcJRJZ8IBPPcqCT5XRqD7h47Z7aixhhDG3O6ReQcEbnMt7y7iCwFvhaRWd5kNrmrwOtgY0G3MSYHqOpruMnJTgR2U9W/+zb/A7g1IxXrIA2jl3g53XmEXdANLq87UU63McZkSFs7Ul5I42Q2AHficrsvBrriWl1yV6ylu64us/UwxpgUqeqXqjpdVRfGrX9QVd9rbX8RCYrI7SJSJSLVIjJdRCpaKN9LRH4nImtEZIOIzBGRPr7tO4vI30Rkk4gsFZFLtu0ZtiDgLtZGI1Hqw1FChJFALOjuAluqLeg2xmSNtqaXDAD+CyAiXXHDBh6tqn8RkTXAzS3tnPViLd0WdBtjcoS45t7v4L6fC+O3q+oTrRxiEnAUMAZYAzwGPImbDC3+XIXA68B7wK7AN7iW9o3e9iDwEvA34Ie4/j+vishSVX12K55ei2KzFGs0Qn1UyZOIG48bXNBdvQqiYTcFvDHGZFhbg+4gEBsicF9Agbe85a+AXu1TrQyxoNsYk0NEZDjwB2AnQBIUUaC1oHsicJ2qfuEd83JggYhUquqiuLKnA+XAT30dNj/xbd8PGAhcqaqbgdki8iBupKv2D7obpoF3Ld15hBF/esmaBe5xl6QN98YY02Haml7yOXCE93g88E/vixWgD67VI3dZTrcxJrfcj2s8ORHXqjwo7ja4pZ29K5YD8HWO99JUNgB7JNjlQOBT4EEvveS/IvIL3/Y9gc9UdaNv3WxvfbtrGKc7EiYcjQXd/pZub+qI4h7pOL0xxrRJW1u67wCeFJHTgW7ACb5tBwJz26tiGWE53caY3DIKmKCqL2zl/mXe/fq49et82/wqgP/B9eM5DxeYvyoiq1R1Km5W4lSPhYhMxLW0M2DAgERFWhRr6Y5GlS0RN053NOS1dPvzuIutpdsYk3ltaulW1adxedw3AwfGfdGvAv6vHevW8Sy9xBiTW1YD23Jprtq7j+9pWI5r7U5Ufpmq3qOqW1R1FvAULic8tj3VY6GqD6nqaFUd3bNnz0RFWtQwOY5GCEei5BNGYjnd/kC7i7V0G2Myr63pJajqO6r6a1X9R9z6a1T1L63tLyLjReRtr9d7uJWyRSLynIh8LiJREfnftta3TSy9xBiTW+4Czvc6MLaZqq4DluBazAEQkcG4lulEVy7n4PLEmx3Ku/8IGCIiXXzbRnrr210svUQjbsjAEBECsfSSYt9knNbSbYzJAm2eHEdEinEzn+2Pm2J4Da4z5RRffndL1uLyEItws1i2RIF/euXTPzKKtXQbY7KciMQPzToU+FREZtC8X42q6jWtHPIh4AoReRP3fX4r8FqCTpQAU7yy5wMPACNwE/Nc4G3/B7AYuElEJuFGODkX+FkKT63NYr81ohqhPhwhJNHGlu4SX7/+/C4J9jbGmI7VpqDbm/zmLWAI7ot1Ja6jzvHAhSJygKquaukY3mQOiMgBrZ1PVWtxLTmISG1b6rpVCgogEICNG1sva4wxmZHsit8uCdYp0FrQfQuuj86/gQJgBnAKgIicDDyoqiUAqrpYRA7HfS/fBiwHJseGA1TViIgcCTyIC+DXAber6rTUn17qJOg18EejRCLuCmUwltPdfSdfwUQDuxhjTMdqa0v3bbgv57Gq+m5spYjsA0zHtZBMaLfadTQR6NkTVrX4u8EYYzJGVducFtjK8SLApd4tfttUYGrcurdwKSPJjrcA19ky7RpnpIyi9S7oDuR5Vyx3GAGhQhh1WkdUxRhjWtXWoPsw4Ap/wA2gqv/08q1vabeabYVt7QkPQO/eFnQbY3KCiAwAVvjGzPZvCwF9VHVJx9esY0jQ+/0RjRAOe0F30Dd6yZXLMlQzY4xprq0tJiW4y4mJLPW2Z8y29oQHYOBA+OQT0ER9hYwxJqt8SfJW5z297Z2W+13hRi9RL+gOxlq6AYIhdzPGmCzQ1qB7PnBqkm2n4E0Rn9MOOQS++AK++irTNTHGmNa0lKycR+MMwp1SIDZ6STRKNOwa+xtauo0xJstszeQ4T4hIb+BpYAWwA252ynEkD8gbeENb5QH53nKht6lOtXnzsogU4P6xBICQVz6S6HJquxjpNRp9/DFsbYqKMcakiYiU40aOiunrDfPnV4Sbsn1lh1UsEwKNOd3RiDfqVGzIQGOMyTJtCrpV9SlvyMDrgEd8m1YB53qT57TmVOBx33KNdz9IRPoDrwDDfXmI84GB3uOxuJ74vyNdHTb793f3y5Nl0RhjTEb9DPc9qN7t+STlhNZHLslpgUBs9JJIQ0s31tJtjMlSbU52U9WHROQR3Pir3XHjws4HDhKRuaq6Ryv7T8GN9ZrIIuLywlW1sq113CaxXPCqqg49rTHGpOgPuO9KAR4DbgAWxpWpAz5V1UQT3HQasaBbo1Hwhgy0oNsYk622qoeJqkaBef51ItIV2K09KpVRRUXQpYsF3caYrKSqH+HN8CgiCrysqqszW6vMaMjp1sacbgIWdBtjspN1606ke3dYuzbTtTDGmBap6u8yXYeMamjpDkPEW2c53caYLGVBdyIlJTYrpTEm64nIGy1sjgLrgQ+AR1ubLTgXNeR0axSNxHK67d+aMSY72bdTIqWlUF2d6VoYY0xrArjp33fEjcm9CugNDMKNLrUKOBz4uYjsr6qfZqqi6RALuqPRKES80RGtpdsYk6VaDboTDEWVzA7bWJfsYS3dxpjc8GvgbuDbqvphbKWIfBv4PXAtrqX7r8CNwDGZqGS6SMANU64aRWMdKS2n2xiTpVJp6V6AG5aqNZJiuexXWgpr1mS6FsYY05obgMn+gBtAVT8QkWuBG1R1dxG5HTfPQqfiHzJQIjZkoDEmu6USdJ+R9lpkm5ISSy8xxuSCIUCykUuqgJ29xwuBLh1Sow4UiOVvR/053RZ0G2OyU6tB93bZO97SS4wxuWERcDZuUrF4E73tABVAp7t8J7EZKTUK0VjQbTndxpjsZB0pE7GOlMaY3HAd8JSIzAWmA18DvYDjgBHASV65ccD7GalhGgXEBd1otDG9JGD/1owx2cm+nRIpKYGaGohEIBjMdG2MMSYhVX1GRFbjOkxeBeQB9cAs4BBV/ZtX9Bc0jmTdaTTJ6Y6G3WNr6TbGZCkLuhMp8Wai37QJysoyWxdjjGmBqs4AZohIAJdGstqbNdhfpjYjlUsz8XK6VaNI1KaBN8Zkt0CmK5CVSkvdvaWYGGNyhKpGVfXr+IC7Mwt4QwYSjfpaui3oNsZkJ2vpTiTW0m1BtzEmy3lzKZwIDAAK4zarqp7V8bXqGKGQ+xcWjYYJxDpS2jjdxpgs1eFBt4iMB84H9gSKVbXFOojIaOB+XKegFcA1qvpUWivZxRtZa9OmtJ7GGGO2hYgcBTyHu2r5NVAXV6RzzJ2QRCiWXhKNIjZ6iTEmy2WipXstLoguAh5qqaCIdMUNhXUHMBbYD3hRRBaq6r/SVkN/TrcxxmSvG4C3gJNVtSrDdelwwWBsGvgIAbX0EmNMduvwoFtVXwMQkQNSKH4sUAPcpqqK6yz0Im782fQF3dbSbYzJDYOBS7bHgBt843RHowSi9UQIEhTJcK2MMSaxbO9IuScw2wu4Y2Z769PHgm5jTG74L9Aj05XIGG+cbo1GCGqYqI3RbYzJYtn+DVUKrI9btw5IOI6fiEzEtYIzYMCArT9rLOi2WSmNMdntcuBuEXlfVb/IdGU6XCCW0x1BNExE8rDkkm0XjUZZvXo169atIxLpdMO7G9NmwWCQ8vJyKioqCAS2vr0624PuaqAybl05sCFRYVV9CC9PfPTo0Vvfgchyuo0xuWEyrqV7noh8DnwTt11Vdf8Or1VHkdjkOGFCWk9Usv1fWm5YunQpIkJlZSV5eXmIpeyY7ZiqUl9fz6pVq1i6dOk2Nepme3rJR8DIuHUjvfXpY+klxpjcEAHmA/8Eqrxl/61zj9kda+mOhAlqhKgNF9guNm3aRN++fcnPz7eA22z3RIT8/Hz69u3Lpm2MCzMxZGAQN1VxvrccG1e2Li53G+BF4DYRuQy4BzeCybHAwWmtZFGRu7f0EmNMFlPVAzJdh4zypoGPhMPkS9hautvRtlxCN6Yzao+/iUz8VZ2KG5HkNSDoPa4BBorIWBHZKCIDAFR1HXA4cAIut/th4Ly0DhcIEAi41m5r6TbGmOwlQpgA0Ug9ISKotXQbY7JYhwfdqjpFVSXBbZGqvq2qJaq6xFf+36r6HVUtUtXBaZ8YJ8aCbmNMDhCRviJyp4jMEpEvRWSEt/5iERmTwv5BEbldRKpEpFpEpotIRZKyB4iIeo0jsds/48qoiGyOK9O1fZ5tc1GCRCNh8gijNnqJyVKLFi1CRJg1a1bG6jB58mRGjBiRsfOb7M/pzhwLuo0xWU5EdgP+g7uCuBw3FXxsSsaBwM9SOMwk4ChgDNDPW/dkC+UjXuNI7LZPgjKHxJWJH4Wq3UQagu4I0YDNRrk9mzBhAj/4wQ8yXY2sqYdJbsWKFZx00kkMHTqUYDDIhAkTOuS8FnQnU1JiOd3GmGz3a2AeMAjX38Xf6+2fwN4pHGMicKuqfuEFx5cDh4pIZftWNT0iEkStpduYTiUcDtO8m1/7qauro6KigkmTJjFmTKsXBNuNBd3JWEu3MSb77Qvcoqobgfj/UKuAHVra2Uv7GAB8EFunqgtxw7LukWS3oIh8JSIrReRlEUk0WdlzIrJaRN4XkWNTfTJbw6WX1BMiDEFr6TbJrV+/nokTJ9KrVy9KS0vZf//9m6R7TJkyhZKSEl5//XVGjBhBly5dOPDAA/nyyy+bHOfmm2+md+/elJSUcNppp3HttddSWVkJuBSO3/3ud7z88suICCLCW2+91bDv4sWLOfjggykuLmb48OHMmDGjYVt9fT0XXXQRffr0oaCggP79+zNp0qSG7Vu2bOGqq65i4MCBFBQUMHjwYO69914AIpEIZ511FoMGDaKoqIhddtmF2267jWi05QGMHn/8cYYPH05hYSFDhgzhrrvuanWfeCLCb37zG4444giKi4sZOHAgTz3VNBN40qRJ7LrrrhQVFVFZWcnll19ObW1tw/ZY6suUKVPYaaedKCgoYNOmTbz66quMHTuWbt260b17d77//e8zb968hv1iaTvTpk1j//33p6ioiJEjRzJ37lw+/vhj9tlnH7p06cK+++7b5H2srKzk3nvvZcKECXTv3r1Nz3dbWNCdjAXdxpjs19J/xwpcJ/WWxCYaS3USsv8C38K1rA8F5gJviEgfX5lx3vZ+wJ3AVBE5NNHJRWSil4s+q6pq62ayj4iXXiIRJGgt3SYxVeWII45g2bJl/PnPf+bDDz9kv/3246CDDmLFihUN5erq6rj55pt57LHH+Ne//sW6des477zzGrZPmzaNa6+9lhtvvJHZs2czbNgw7rzzzobtl156KSeeeCLjxo1jxYoVrFixgn32aczA+uUvf8lFF13ERx99xF577cX48ePZ6F1Vv/fee3nxxReZNm0an3/+Oc8++yy77rprw76nn346TzzxBHfeeSfz5s3j0Ucfpby8HHATGvXt25ff//73zJs3jxtvvJGbbrqJxx9/POlr8vDDD3PVVVdx3XXXMW/ePH79619z6623cv/997f59b3mmmv44Q9/yJw5c5g4cSKnnXZakx80Xbp04bHHHmPevHncf//9TJs2jRtvvLHJMb788kuefvppnnvuOT766CMKCwvZtGkTF198MTNnzuStt96ia9euHHnkkWzZsqXZ+a+44go+/PBDysvLOemkk7jwwgu58cYbmTlzJrW1tVx00UVtfl7tzb6hkikpga38J2CMMR1kJnAG8FKCbScC77ayf7V3H9/RMeEkZKq6EljpLa4DrhSR44HDgEe9Mq/7dnlWRMYBJwOvJjjeNk9opgRceolYS3c6XfvSJ3y6POG8dGkzvE8Z1xy5W7sc680332TOnDlUVVVR5A0LfP311/PSSy/x5JNPcvnllwMureG+++5rCHYvvfRSzjjjDKLRKIFAgHvuuYcJEyZw9tlnA3DllVfy5ptv8tlnnwFQUlJCUVERBQUF7LBD8wtNP//5zznyyCMBuOmmm3jiiSeYM2cO++67L4sXL2bIkCGMHTsWEWHAgAENAfvnn3/OtGnTeOWVVzj0UPcbdvDgwQ3HzcvL47rrrmtYrqysZPbs2TzzzDOcddZZCV+T66+/nttuu43jjz8egEGDBjFp0iTuv/9+Lrjggja9vsceeyznnnsu4H5YvPnmm9x9990NLd5XX311k7pdddVV3HHHHVx//fUN67ds2cKTTz5J7969G9Ydd9xxTc7z+OOPU1ZWxsyZM9l3330b1v/iF7/g8MMPB+CSSy7hyCOPZPr06Rx44IEAXHDBBW1+TulgQXcy1tJtjMl+1wN/E5G/Ak/jUkzGicjPcDneY1vaWVXXicgSYBQwB0BEBuNaueemWIcoTXPJ27p9m0QlSIAIeYSRoA0ZaBL74IMP2Lx5Mz179myyvra2loULFzYsFxQUNGld7tOnD/X19axbt47u3bvz3//+l3POOafJMcaMGdMQdLdmjz0as7b69HEXiL7++mvAdcA8+OCDGTJkCIcccgiHH344hx12GIFAgA8//JBAINAQRCbywAMP8Mgjj7B48WJqamqor69n4MCBCctWVVXx1Vdfce655/KTn/ykYf3W5lJ/97vfbbb88ssvNyw///zz3H333SxYsICNGzcSiUSIRCJN9unXr1+TgBtg4cKFXH311bz//vtUVVURjUaJRqMsWbKkSTn/6xo7xu67795k3aZNm9i8eTPFxcVtfn7txYLuZCzoNsZkOVX9u4gcDdwNPOatvgVYBPxQVd9P4TAPAVeIyJvAGuBW4DVVXRRfUEQOApYAXwDFwKVAb9y8C3jDFRbjAngFjsCNrDJ+655h61zQHSVEBAlZS3e6tFeLc6ZEo1F69+7N22+/3WxbWVljJlUo1DQsis3I6c9z3pZZOvPyGn8Yxh971KhRLFq0iFdffZU33niD008/nT333JMZM2a0Ggg/++yzXHzxxdxxxx3ss88+lJWVcd999/Hiiy8mLB875wMPPNAk/SUd3nvvPcaPH88111zDXXfdRXl5OX/605+49NJLm5TrEpsN3OfII4+kb9++PPjgg/Tt25dQKMTw4cObpZckel1beq0zxYLuZEpKLOg2xmQ9VX0ZeFlEdgZ6AWtUdb6IjBORuaqarENkzC1AN+DfQAEwAzgFQEROBh5U1RKv7J7A47h88U3AbOBgVf3K294T+A1QCWwBFgJnquqf2uXJJhCVICEi5BMmYC3dJolRo0axatUqAoFAk7SMtho6dCgzZ87kjDPOaFg3c+bMJmXy8/ObteKmqrS0lBNOOIETTjiBCRMmsPfee7NgwQJGjRpFNBrlzTffbEgv8XvnnXcYM2ZMkxQKfwt+vN69e9O3b18WLlzIaaedtlV19Xvvvfc488wzmywPGzYMgHfffZe+ffs2STFZvHhxq8dcs2YN8+bN47777mto4Z89ezbhcHib65spFnQnU1rqhgyMRCAYzHRtjDGmRaq6AFjgW9UVaLV5UlUjuBbrSxNsmwpM9S3fBdzVwrHeTOWc7SkqQYJe0C15BR15apOFNmzYwJw5c5qsKy8vZ9y4cXzve9/jqKOO4rbbbmPo0KGsXLmSV199lXHjxjF2bIuZWA1+9rOfccYZZ7DXXnsxduxYXnzxRd5//326devWUKayspJXXnmF+fPn06NHD7p2TW1uqDvvvJMdd9yRb33rW+Tl5fH0009TVlZGv379KC4u5sQTT+Tss8/mnnvuYdSoUSxdupRFixZx6qmnMmTIEKZMmcIrr7zCzjvvzLRp0/j73//epF7xJk+ezIUXXkh5eTmHH3449fX1zJ49m2XLlnHllVemVOeYF154gb322osDDjiA559/ntdff53333cX2oYMGcKyZcuYOnUq3/3ud3nttdd45plnWj1mt27dqKio4OGHH6Z///4sW7aMyy67rNnViK0V+5xs2LCBQCDAnDlzyM/PZ/jw4e1y/ERs9JJkKipAFdauzXRNjDHGJKESIkSUPAkTCFnQvb17++23GTlyZJPbpZdeiojwl7/8hYMOOohzzjmHXXfdlRNPPJH58+c35FanYvz48Vx99dVMmjSJkSNH8vHHH3PeeedRWFjYUOacc85h2LBhjB49mp49e/Luu631Z3ZKS0u5/fbb+c53vsOoUaOYM2cOr7zySkMO8hNPPMFJJ53ERRddxNChQ5kwYQLr17uBh84991xOPPFETjrpJPbaay8WLVrEJZdc0uL5zj77bB577DGefPJJ9txzT8aOHctDDz3EoEGDGspMmDChYTjElkyePJnp06ezxx578Nvf/pbHH3+cvfbaC3ApIpdddhkXX3wxe+yxBzNmzGjS6TOZQCDAs88+y9y5cxkxYgTnn38+119/PQUF7fN3Hvt8vP3227z00kuMHDmyoTNmukg6Bx/PpNGjR+s2Tbf6zDNw0kkwbx4MHdp+FTPGmFaIyAeqOnobj3Ec8HtVzYlLdVv7nf3VLXsxf1MXRgYW0GXk8RQefXcaard9mTdvXkNqgGndMcccQzgc5qWXEg0ilNv2339/hg4dyoMPPpi0jIjw3HPPNYyC0pm19LeRyve2pZckU1Hh7levzmw9jDHGJKUSJESUfMIELb3EpNnmzZv57W9/y6GHHkooFGL69On88Y9/ZPr06ZmuWrtbv3498+fP54UXXsh0VToNC7qTiQXdNla3MSaLeEP6paLF2Sg7C5VQQ063Bd0m3USEV155hZtuuomamhp22WUXnnzySY455phMV63dde3alZUrV7Ze0KSsw4NuEQniestPAAqBvwLnqmrCJmUROQ/4BdAH+Bz4uaq+lfaKxsbytJZuY0x2WUDzKd8TkRTL5bZAgDzZQoHUg+V0mzQrKirib3/7W6arkVU6a5pyOmSipXsScBQwBjcm7GPAk7gZzZoQkRNwkz8cDPwHOAc3NNYwVV0SX75d9ejh7i3oNsZklzNaL7L9UAlRgDe8q81IaYzJYpkIuicC16nqFwAicjmwQEQqE0zGcALwlKrGxv95QESuwLWSt971dVsUFUF5OSxJb2xvjDFtoaq/y3QdsolKkELq3IJNjmOMyWIdOmSgiHQFBgAfxNap6kJgA5BoAocAzacPFuBb6apjE3vuCe+nMqGbMcaYTNBAiCK82emspdsYk8U6epzu2Fyr6+PWr/Nt83sJOEVERotInohcgAvaE5VFRCaKyCwRmVXVHh0gjz4aPvwQtmXoQWOMMWkjwRBF4rV0W9BtjMliHR10up2jrQAAG+1JREFUV3v38dMzleNau+M9AdyOmxFtJTAKeB1ImGitqg+p6mhVHd0z1hFyW5x5ppsO/uGHt/1Yxhhj2l0wGKIIC7qNMdmvQ4NuVV0HLMEFz0DD8FdlwNwE5VVVb1XVXVW1B3AeMAx4q0MqXFYGY8a41m5jjDFZJxDKa0wvsdFLjDFZLBPTwD8EXCEig0SkDLgVeC1BJ0pEpKuIDBOnJ/BbXIt4x3UkGjbMzUppQ+IYY0zWCYXyyJOIWwjmZbYyxiSxaNEiRIRtmil7G02ePJkRI0Zk7PwmM0H3Lbhc7X8Dy4AgcAqAiJwsIht9ZcuA53BpKfOBfOBAVa3psNoOHw4bN8LSpR12SmP+v727D7Op3Bs4/v0NY8wYY4gmxsuQxstVmIlEhpIcL1FUjuMcjPLSOUlOUUOPB7lwwlEqIoU41aiGShoORQ8V02kGj84cxUEZFJ3H+8iMuZ8/1ppt722PeTF79ovf57rWtfde91r3un977J973+teeymlSqZSZaeOdiUd6b6WJScnc++99/q6GX7TDlW0VatW0b17d+rUqUP16tVp3749H330kdePW+GdbmPMRWPMOGNMbWNMdWNM/8Ib4xhj3jLGRDpt+6Mx5mZjTKQxppYxZrAx5qcKbXDz5tbjd99V6GGVUkoVr2Zk1UsvdE63UkEhPz/fqzfd+fzzz+natStr164lKyuLXr160a9fP7Zs2eK1Y4JvRroDS9Om1uPevb5th1JKqctUdhnp1uklqmgnT55k5MiRXH/99VSvXp0uXbq4TPdYtmwZkZGRfPrpp9x8881Uq1aNu+66i/3797vUM3PmTGJiYoiMjGTIkCFMnTqVuLg4wJrC8eabb7J27VpEBBFh8+bNjn0PHjzIPffcQ0REBC1btmTDhg2Osry8PMaMGUO9evUICwujQYMGpKSkOMovXLjAxIkTadSoEWFhYTRp0oSXXnoJgIsXL/LII4/QuHFjwsPDuemmm5g1axYFBQVXfE+WLl1Ky5YtqVq1KvHx8bzwwgvF7uNORHjllVfo3bs3ERERNGrUiL/97W8u26SkpNCsWTPCw8OJi4vj6aef5vz5847ywqkvy5Yt48YbbyQsLIyzZ8+ybt06kpKSqFmzJrVq1eI3v/kN2dnZjv0Kp+2kpqbSpUsXwsPDSUhIYNeuXezevZuOHTtSrVo1OnXq5PJ3nDdvHikpKdx22200bdqUyZMnc+utt/LBBx+UKvbS0k53cWJjISxMO91KKeWPQpzu8aYXUqoiGGPo3bs3OTk5fPzxx2RlZdG5c2e6du3KkSNHHNv9+uuvzJw5kyVLlvDVV19x4sQJHn30UUd5amoqU6dOZfr06WRmZtKiRQvmzp3rKB83bhwDBgygW7duHDlyhCNHjtCxY0dH+bPPPsuYMWPYuXMn7dq1Y+DAgZw5Y82qfemll1i9ejWpqal8//33rFy5kmbNmjn2HTp0KMuXL2fu3LlkZ2fzxhtvEB0dDUBBQQGxsbG8++67ZGdnM336dGbMmMHSpUuLfE8WL17MxIkTee6558jOzuavf/0rzz//PAsWLCj1+zt58mT69u3Ljh07GDlyJEOGDHH5QlOtWjWWLFlCdnY2CxYsIDU1lenTp7vUsX//ft5++23ee+89du7cSdWqVTl79ixjx44lIyODzZs3U6NGDfr06cOFCxcuO/4zzzxDVlYW0dHRDBo0iMcff5zp06eTkZHB+fPnGTNmzBVjOH36NDVr1ix17KXhiztSBpaQELjxRu10K6WUP3LudOtIt/ekp8DR/63YY95wC/T8S7lUtWnTJnbs2MGxY8cIDw8HYNq0aaxZs4YVK1bw9NNPA9a0hvnz5zs6u+PGjWPYsGEUFBQQEhLCvHnzSE5OZvjw4QBMmDCBTZs28Z09BTUyMpLw8HDCwsK44YYbLmvHn//8Z/r06QPAjBkzWL58OTt27KBTp04cPHiQ+Ph4kpKSEBEaNmzo6LB///33pKamkp6eTo8ePQBo0qSJo97Q0FCee+7Sjbrj4uLIzMzknXfe4ZFHHvH4nkybNo1Zs2bx4IMPAtC4cWNSUlJYsGABo0ePLtX7279/f0aNGgVYXyw2bdrEiy++6BjxnjRpkkvbJk6cyJw5c5g2bZpj/YULF1ixYgUxMTGOdQ888IDLcZYuXUpUVBQZGRl06tTJsf7JJ5+kV69eADz11FP06dOHtLQ07rrrLgBGjx59xZjmz5/PoUOHGDx4cKniLi3tdJdE06ba6VZKKX/k0unWkW7l2TfffMO5c+dwv4fH+fPn2bdvn+N1WFiYy+hyvXr1yMvL48SJE9SqVYt//etfjBgxwqWO9u3bOzrdxWnV6tLNt+vVqwfAzz//DFgXYN5zzz3Ex8fTvXt3evXqRc+ePQkJCSErK4uQkBBHJ9KThQsX8vrrr3Pw4EFyc3PJy8ujUaNGHrc9duwYP/74I6NGjeKPf/yjY31Z51J36NDhstdr1651vH7//fd58cUX2bt3L2fOnOHixYtcvHjRZZ/69eu7dLgB9u3bx6RJk9i+fTvHjh2joKCAgoICfvjhB5ftnN/XwjpuueUWl3Vnz57l3LlzREREuOyblpbG+PHjSU1NLfL9Ki/a6S6Jpk1hwwYoKLBGvpVSSvmHkEqXnuuFlN5TTiPOvlJQUEBMTIzHC+Wioi7d5LpyZddukYg49ndfVxahoZfOxrjXnZiYyIEDB1i3bh2fffYZQ4cOpXXr1mzYsKHYjvDKlSsZO3Ysc+bMoWPHjkRFRTF//nxWr17tcfvCYy5cuNBl+os3bNu2jYEDBzJ58mReeOEFoqOj+eijjxg3bpzLdtWqVbts3z59+hAbG8uiRYuIjY2lcuXKtGzZ8rLpJZ7e1yu914XS0tIYPHgwy5cvp2/fvlcXaAlop7skEhIgNxe++QbatfN1a5RSShVymdOtnW7lWWJiIj/99BMhISEu0zJKq3nz5mRkZDBs2DDHuoyMDJdtqlSpctkobklVr16dhx56iIceeojk5GRuv/129u7dS2JiIgUFBWzatMkxvcTZ1q1bad++vcsUCucRfHcxMTHExsayb98+hgwZUqa2Otu2bRsPP/ywy+sWLVoA8MUXXxAbG+syxeTgwYPF1vnLL7+QnZ3N/PnzHSP8mZmZ5OfnX3V7Ad59912GDh3Km2++6Zhi423a6S6Jnj2tEe7XX9dOt1JK+ROX6SXa6b7WnTp1ih07drisi46Oplu3btxxxx3cd999zJo1i+bNm3P06FHWrVtHt27dSEpKKlH9TzzxBMOGDaNdu3YkJSWxevVqtm/f7nIBXlxcHOnp6ezZs4frrruOGjVqlKjuuXPnUrduXdq0aUNoaChvv/02UVFR1K9fn4iICAYMGMDw4cOZN28eiYmJHDp0iAMHDjB48GDi4+NZtmwZ6enpNG3alNTUVD7//PMrXhg4ZcoUHn/8caKjo+nVqxd5eXlkZmaSk5PDhAkTStTmQqtWraJdu3bceeedvP/++3z66ads374dgPj4eHJycnjrrbfo0KED69ev55133im2zpo1a1K7dm0WL15MgwYNyMnJYfz48ZedjSiL1NRUBg8ezJw5c+jcuTNHjx4FrC9MtWrVuur6i6JzJUriuuvgscfgtdegBP9QlFJKVRDnTndoRNHbqWvCli1bSEhIcFnGjRuHiPDJJ5/QtWtXRowYQbNmzRgwYAB79uxxzK0uiYEDBzJp0iRSUlJISEhg9+7dPProo1Steun34keMGEGLFi1o27YtderU4YsvvihR3dWrV2f27NncdtttJCYmsmPHDtLT0x1zkJcvX86gQYMYM2YMzZs3Jzk5mZMnTwIwatQoBgwYwKBBg2jXrh0HDhzgqaeeuuLxhg8fzpIlS1ixYgWtW7cmKSmJ1157jcaNGzu2SU5Odvwc4pVMmTKFtLQ0WrVqxauvvsrSpUtpZw9S9unTh/HjxzN27FhatWrFhg0bXC76LEpISAgrV65k165d3HzzzTz22GNMmzaNsLCrv3Zj4cKF5OfnM3bsWOrWretY+vfvf9V1X4l488fHfalt27amXG+3mp8PHTvCsWPWRZWVKhW/j1JKlYGIfGOMaevrdlSkMufsrS/CxsnW80nH9RdMykF2drZjaoAqXr9+/cjPz2fNmjW+bkq569KlC82bN2fRokVFbiMivPfeexU2RcOXrvTZKEne1uklJVW5MowbB7/9LaxbB717+7pFSimlnEe3tcOtvOzcuXO8+uqr9OjRg8qVK5OWlsaHH35IWlqar5tW7k6ePMmePXtYtWqVr5sSNHR6SWncfz/UqwezZkGQniFQSqmAElq1+G2UKiciQnp6Op07dyYhIYGVK1eyYsUK+vXr5+umlbsaNWpw9OhRrrvuOl83JWjoSHdpVKkCEybA449bI90vv2zdOEcppZRv6DxuVYHCw8PZuHGjr5vhV4J1mrI36Eh3aT32GMyeDV9+CR06WD8jqJRSyjcq60i3UiowaKe7tESsud0ZGRARAXfcAQ8+COnpkJfn69YppdS1JTTc1y1QSqkSqfBOt4hUEpHZInJMRE6LSJqI1L7C9uNEZJ+97fci8qeKbG+R4uPhq69g+HDYuhV69YLq1eH222HECJgyxfqJwbVrISsL9u+Hn3+Gs2etO1sqpZQfKE1OFpE7RcSIyBmn5Uu3bZqKyEYROSsih0Tkyr9bdrUKp5eIjiGVJ50yoJSr8vhM+GJOdwpwH9Ae+AVYAqwAerpvKCJ9ganA3caYbSLSAdgoIt8bYzZUYJs9q1sXXnkF5s6Fjz+2ppx8/TWsWWN1sK/0B4qIgGrVrMeICOvXUSpXtn6K0NPzwtci1gKle16afQpfl+Z5WfbR4/n2eBVxjGA5XknqL2pdp05wFXfAqwAlzsm2i8aYSE8FIlIJWANsBPoCzYF1InLIGLOyvBsOQI1Y69HoYEZ5CQ0NJTc31/H70EopyM3Ndbm1fFn4otM9EnjOGPNvABF5GtgrInHGmANu2zYFdhpjtgEYY74SkV1Aa8D3ne5CVapA//7WUigvD44ehcOHreXkSWuU29OSmwsXL1q/BZ6f7/rcvaywI29MyZ+XZp/C16V5XpZ99HhXPp4KHm+95e+d7tLk5OJ0BhoBE4wx54BMEVkEPAp4qdPdwHpMGOyV6q9F119/PTk5OcTGxhIeHo54+nKp1DXCGENubi45OTnExMRcVV0V2ukWkRpAQ8Bx9aExZp+InAJaAQfcdkkFHhaRO4CvgDuAeGBdhTT4aoSGQoMG1qLU1QiWLxKBeryS1H+ldXXqXL7OT5QhJwNUEpEfgVB7v4nGmJ12WWvgO2PMGaftM4HHvNB8iwg8+5PeAr4cRUVFAXD48GHy9FolpQgNDSUmJsbx2Sirih7pLmztSbf1J5zKnP0MvA9s4tL887HGmN2eKheRkVijNjRs2PCqG6uUXyhuyoNSZVfanPwvoA3wLRAJPAN8JiK3GGMOA9VLUVf55Wz9re5yFxUVddUdDKWUq4q+8uS0/VjDbX00cMrD9pOAQVhJPhRrFOXPIvKIp8qNMa8ZY9oaY9rW8ePRJaWU8hOlysnGmKPGmJ3GmHxjzAljzATgP1ya/326pHXZ9WnOVkpdMyq0022MOQH8ACQWrhORJlijILs87HIrsNoY809j+Rb4ALi3ItqrlFLBrAw52ZMCoPAUzE4gXkSqOZUn2OuVUuqa5ovfWHoNeEZEGotIFPA8sL6IC3a+AO4XkZsARKQFcD/WHEGllFJXr8Q5WUS62j8JGCIikSIyBYgB1tub/A9wEJghIuEi0gYYBSyqiECUUsqf+aLT/Resn5T6GsgBKgF/ABCR34uI8wU4s4HVwAZ7/Xqske6/VGiLlVIqeJUmJ7cGPsWaRvJv4HbgHmPMjwDGmItAH+BmrJ8f/ASYbYxJrZhQlFLKf0mw/gB+27ZtzT/+8Q9fN0MppUpNRL4xxrT1dTsqkuZspVQgK0neDtpOt4gcwzrNWVq1gePl3Bx/EcyxQXDHp7EFrrLE18gYc01dWag5u0jBHJ/GFriCOb6yxlZs3g7aTndZicg/gnWEKZhjg+COT2MLXMEen68F+/sbzPFpbIErmOPzZmy+mNOtlFJKKaXUNUU73UoppZRSSnmZdrov95qvG+BFwRwbBHd8GlvgCvb4fC3Y399gjk9jC1zBHJ/XYtM53UoppZRSSnmZjnQrpZRSSinlZdrpVkoppZRSysu0020TkUoiMltEjonIaRFJE5Havm5XcUTkeRH5VkROichhEVksIrXcthkiIvtE5JyIbBeRW93K24pIhl2+T0T+ULFRFM++7fSXImJEpL7T+mCIrZuIbBORMyJyXEQWOJUFbHwicoOIrLQ/U/8nIp+JSGun8oCJTUQGisgW+3OW76G8h/05zBWR3SLS3a28qYhsFJGzInJIRJ5yK48QkSX2+3RCRN4QkXBvxxXINGf7x2ejKJqzAy8+zdku5d7J2cYYXax57c8C3wFNgBpAGpDu63aVoN0zgAQgFKgDpAMfOpV3As4C3YEw4GngJyDKLq8BHAOescvvAc4AHXwdm1ucTwEbAQPUD5bYgDuBE8CDdhurAonBEB+wCtgA1AKqALOAHwEJtNiA3wC/Ax4G8t3KmgDnsG6dXgX4vR1bnF1eCcgGXgYigETgZ+C3TnUsBr4EYoDr7eev+vpv6M+L5mz/+GxcIU7N2QEWn+Zs7+dsn/+R/WXBuhPaI06vb7STRZyv21bKOHoDJ51evwmscHotwA/AUPv1MPu1OG2zAljq61ic2hMP7APauCXwYIjtK+AvRZQFdHzALmCk0+tm9t+vdqDGhvUfrnsCnwpscVu3BZhsP7/LTvCRTuXTgE3283AgF7jbqfxue5+qvv47+uuiOdu/PhtuMWnODsD4NGd7P2fr9BJARGoADYFvCtcZY/YBp4BWvmpXGd2N9cEp1BrXuAyQZa8vLM+01xfKdCr3KREJAZYA47FGF5wFemzVgNuA8yKSaZ+m3CwihXfCCuj4gNnAAyJSW0SqAiOBrcaY4wR+bM5cYrE5t7U18J0x5kwR5c2wRsu+cSsPx+q8KDeas/33s6E5O3DjQ3O213O2drotUfbjSbf1J5zK/J6IPACMAJ5wWl2dK8dVXLmvPQEcNcas8lAW6LHVxPoMjgCSgXrA34FPRCSawI/vC6zTdMewTjP2x4oVAj82Z1cbS3X70Xmbwuf+GK8/0JxddLmvac52FUjxac4ueTmUIWdrp9ty2n6s4bY+GmvkxO+JyENYc4z6GmMynYpOc+W4iiv3GRFpijUvcHQRmwRsbLbCf3dLjTG7jDEXgJlYcz07EsDx2aNdG7Hm3NbAmhc3HdgiIjEEcGweXG0snvJP4XN/jNcfaM4uutxnNGcHbnyasysmZ2unGzDGnMCai5RYuE5EmmB9Y9lV1H7+QkSGAYuAPsaYTW7FO3GNS7Dm2e10Kk9w2yfBqdyXOmFdaLRbRI5jnb4B2CUifyKwY8MYcxI4gDVn7rJiAju+WkBj4GVjzCljzAVjzOtYOed2Ajs2dy6x2JzbuhOIt09NeyrfA5x3qyMBa87gd+Xe2iCgOdtvPxuaswM3Ps3ZFZGzfTnB3Z8WrCvh92D9o4sC3gPW+bpdJWj3GOAXoF0R5Z2wThPdjXWV7jhcrziOxjqVNN4uvxs/uZoa65t2fafldqzE1haIDOTYnGIcDxwCWgKVsa4IP4L1rTmg47M/Ty8D1ezYHgYuYF05HlCxYZ1yrYp15X6+/bwq1sVEN2JdQPM7rBGv3+H5Svh5WHP+2tixDnSqfzGwFesq+Ovt5wt9/Tf050Vztn98Ntzarjk7gOPTnO39nO3zP7K/LPabPAc4jnXqYBVQ29ftKkG7DZBn/+N2LG7bDAH+jfUtLAO41a28nb0+197uD76Oq4hY43C6Ej4YYrMTwHPAUaw5Y5uANsEQH9AC+Nj+TJ3EuujkvkCMDWv+pvGwxNnlPYBv7bZ+C3R3278p8Kmd6A8D49zKI7AuPjthL28A4b7+G/rzojnbPz4bxcSqOTuA4tOc7bK/V3K22DsrpZRSSimlvETndCullFJKKeVl2ulWSimllFLKy7TTrZRSSimllJdpp1sppZRSSikv0063UkoppZRSXqadbqWUUkoppbxMO90qIIlIsogY+7bDiMhYEenvw/ZEi8gUEXG/yxUisllENvugWUop5Rc0Zytl3XFIqWAwFuuOUKt8dPxoYDLWncoy3cr+VPHNUUopv6Y5W11ztNOtVBFEJMwY8+vV1mOM+Wd5tEcppVTRNGcrf6fTS1TAE5EDQCPg9/bpSyMiy5zKW4vIRyLyfyKSKyJfiEiSWx3LROSQiHQQkS9FJBeYZZcNFJHPROSYiJwRkSwRGeq0bxyw33652KkNyXb5ZacqRaSZiKwWkRN2m7aJSA+3babY9dwkImvtYx8Ukf8WEf3sKqUCkuZsda3SfwQqGPQDjgLrgQ72Mg3Anq/3JVALGAE8APwCbBSRW93qqQGkAu8APYG37fVNgPeB3wP3A2uA10XkUbv8CFA4N3GmUxvWemqsiNTDOq3aGhgNDABOAGtFpKeHXVYDn9nH/gCYCgz1sJ1SSgUCzdnqmqTTS1TAM8ZkicivwHFjzDa34tnAD0BXY8wFABFZD+wGJmElxUKRwB+MMR+61T+j8Lk9WrEZqAv8EVhojPlVRLLsTf7toQ3ungRqAh2MMXvtej8B/glMB9Ldtv+rMWap/XyjiHQFfgcsRSmlAozmbHWt0pFuFbREJBzoArwHFIhIZRGpDAiwEejstks+8LGHem4SkXdEJAfIs5fhQLMyNq0zsK0weQMYYy5ijda0EZEot+3dR192Aw3LeGyllPJLmrNVsNNOtwpmtYBKWKMjeW7LaKCm2zy7n+1E6iAikcAGrNOKKUAS0A5YAoRdRbuOeFh/FOs/l5pu6//j9vpXoGoZj62UUv5Kc7YKajq9RAWzE0ABMB9Y7mkDY0yB80sPm3TAuuAnyRiztXClPfpSVv8BbvCw/ga7De4JWymlrgWas1VQ0063Cha/AuHOK4wxZ0VkC9aIR6Zbsi6pCPsxr3CFiNQE7vNwfNzbUITPgbEiEmeMOWDXWQn4LZBljDldhnYqpVQg0Zytrjna6VbB4p9Akojci3XK77idHJ8E/gdYLyJvYJ0irA0kApWMMSnF1PslcAqYLyKTgWrAfwHHsa6cL/QT1hX2A0VkF3AW2G+M+cVDnS8AycAGu85TWDdjiAd6lzJupZQKRJqz1TVH53SrYDEB2AO8C3wNTAEwxmRizef7BXgJ+DswD7gFK7FfkTHmGNbPW1XC+gmqmcDrwN/ctivAulCnJtYFP18DfYqo8zDQCfgWeNWutxbQ2xizrsQRK6VU4NKcra45YoynKVFKKaWUUkqp8qIj3UoppZRSSnmZdrqVUkoppZTyMu10K6WUUkop5WXa6VZKKaWUUsrLtNOtlFJKKaWUl2mnWymllFJKKS/TTrdSSimllFJepp1upZRSSimlvEw73UoppZRSSnnZ/wPL59l9rBCvJgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "...... ppce repetition for finding samples of the PCE coefficients, iter = 100/1000\n",
      "...... ppce repetition for finding samples of the PCE coefficients, iter = 200/1000\n",
      "...... ppce repetition for finding samples of the PCE coefficients, iter = 300/1000\n",
      "...... ppce repetition for finding samples of the PCE coefficients, iter = 400/1000\n",
      "...... ppce repetition for finding samples of the PCE coefficients, iter = 500/1000\n",
      "...... ppce repetition for finding samples of the PCE coefficients, iter = 600/1000\n",
      "...... ppce repetition for finding samples of the PCE coefficients, iter = 700/1000\n",
      "...... ppce repetition for finding samples of the PCE coefficients, iter = 800/1000\n",
      "...... ppce repetition for finding samples of the PCE coefficients, iter = 900/1000\n",
      "...... ppce repetition for finding samples of the PCE coefficients, iter = 1000/1000\n"
     ]
    }
   ],
   "source": [
    "ppceDict={'nGQtest':nGQtest,'qInfo':qInfo,'distType':distType,'nIter_gpr':nIter_gpr,\n",
    "          'lr_gpr':lr_gpr,'convPlot_gpr':convPlot_gpr,'nMC':nMC}\n",
    "ppce_=ppce(qTrain,yTrain,noiseSdev,ppceDict)\n",
    "optOut=ppce_.optOut\n",
    "fMean_samples=ppce_.fMean_samps\n",
    "fVar_samples=ppce_.fVar_samps"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Estimate reference mean and varaiance of $f(q)$ using the Monte-Carlo approach"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "... Reference moments are calculated by the Monte-Carlo method with 100000 samples\n"
     ]
    }
   ],
   "source": [
    "fEx_.moments(distType,qInfo)\n",
    "fMean_mc=fEx_.mean\n",
    "fVar_mc=fEx_.var"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Postprocess, plots, and comparison between the estimated moments of $f(q)$ with the reference values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk0AAAD9CAYAAAChr0MEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nO3dd3gU1dvG8e/ZNAgQkhBaBARULNgTG3axgV1A4WdFpIioWBDBCqioqKgoCIq9l9eCFcUKKEoTREU6YlBKgBAS0va8f0zAAAE2m53MlvtzXXNtmZ3Mvcd192HmzDnGWouIiIiI7JrP6wAiIiIikUBFk4iIiEgAVDSJiIiIBEBFk4iIiEgAVDSJiIiIBCDe7R1kZGTYli1bbn1cUlJCQkKC27uNOWpX96ht3aF2dY/a1h1qV/eEU9vOmDFjjbW2YWXrXC+aWrZsyfTp07c+zsnJITMz0+3dxhy1q3vUtu5Qu7pHbesOtat7wqltjTHLdrZOp+dEREREAqCiSURERCQAKppEREREAqCiSURERCQAKppEREREAqCiSURERCQAKppEREREAhBQ0WSM+cYYY3eyHON2SBERERGvBTq4ZV8gZbvnhgKHAT+HNJGIiIhIGAqoaLLW/lbxsTEmEcgG3rTWlroRTERkV8aOL2ZVbnBfP43S4+ndIzHEiUQk2gU7jcqZQBrwegiziIgEbFVuKVnt1wS17YxJGYCKJhGpmmA7gncF/ga+D2EWERERkbBV5aLJGJMMnINzas6GPpKIiIhI+Anm9Nw5QF12cWrOGNML6AXQrFkzcnJytq7Lzc0NYpeyO2pX96ht3VHddk2pW4S/YGOQ25aRk5NUrf2HM31m3aF2dU+ktG0wRVNXYKG1dvrOXmCtHQeMA8jOzraZmZnbrN/+sYSG2tU9alt3VKdd8/IL8CXHBbltBpmZyUHvOxLoM+sOtat7IqFtq3R6zhhTH+iAOoCLiIhIjKlqn6YLgCRUNImIiEiMqWrR1BX4xVr7uxthRERERMJVwEWTMSYDaA+84V4cERERkfAUcEdwa+0aIMHFLCIiIiJhK9jBLUVERERiioomERERkQCoaBIREREJgIomERERkQCoaBIREREJgIomERERkQCoaBIREREJgIomERERkQCoaBIREREJgIomERERkQCoaBIREREJgIomERERkQCoaBIREREJgIomERERkQCoaBIREREJgIomERERkQCoaBIREREJQEBFkzEm3hhzmzFmgTGmyBizwhgz0u1wIiIiIuEiPsDXPQ+0B4YAfwDNgQPcCiUiIiISbnZbNBljzgS6AodYa39zP5KIiIhI+AnkSNNVwFcqmETEM9bCkiXw22+waBFs3swRP8STkZDG+gMPpTg9w+uEIhIDAimajgI+NMY8CVxevs1nQD9rbY6b4UQkxs2cCc8/Dx99BEuXbrPqTIAPnPvrDjyM5Z0uIafDediExJpOKSIxIpCiqQlwJfALzmm6esBDwHvGmKOttXb7DYwxvYBeAM2aNSMn57/aKjc3t/qpZQdqV/eobd2x03b1+6n10UfUHTeOxFmztj5dlp5OyYEHUtayJbZOHRb/uoHMTQtJ+/UX0n6dRdqvs9jruVHMu2Egq486dpf7TqlbRk5OUijfTljRZ9Ydalf3RErbBlI0mfLlPGvtWgBjzErgW+AUYNL2G1hrxwHjALKzs21mZuY267d/LKGhdnWP2tYd27SrtfDpp3D77TB7tvNc/fpw5ZXQrRtx2dnExcVtffkHIwrIar8GX2EhmV9MoPULY6i7bDFH3dKXxZdczfzrBu70qFNefgaZmckuvjPv6TPrDrWreyKhbQMZcmAdMHdLwVRuMlCMrqATkVD44w849VQ46yynYNpjDxgzBv7+Gx57DI46CioUTBX5a9dmxbkX8f2bn/NHv4H44+Jp/eqzZPfvQVzBphp+IyISzQIpmn7fyfMG8Icwi4jEmoIC58jSwQfDV19BejqMGAELFkCfPlCnTsB/yiYksrh7X3589i2K0hrQ8MfvOLLvJcRtynfxDYhILAnk9NxHwBBjTIa1dk35cycACTj9nEREqixxyhTy+t5KypqlAMw88kq+6jCUQtsAnrRAwS63nzW7jKz2Oz6//uAsfnjuXY7seylpc2eRNaA30x97Dn9i9PZhEpGaEUjRNA64HphgjLkfpyP4g8CX1trJboYTkShUUAC33UbGqFEA5O2zP78Oupf1h2RzABZYs+vty03+IXXnu2jRip/GvMoxPTqTMW0ybYffzty7RoAxoXgHIhKjdnt6zlqbh9Phex3wBvAUTufvi9yNJiJRZ+pUOPRQGDUKGx/PN6fdwZSXJ7D+kOyQ76qgeUt+fuIFypJq0fzDt2n+f6+FfB8iElsCmnvOWrvQWtvRWlvHWptmrb3SWrvO7XAiEiU2b4aBA+H4453+SgceyJqPPuL70wZhExJc223efgcy947hALR96G7qz1OPAhEJXkBFk4hI0GbNguxseOgh5/Ftt8H06ZQcdFCN7D6n44UsvfgKfKUlHHJnf3yFhTWyXxGJPiqaRMQdfj88/LAzXMC8edCmDUyZAsOHQ1LNdsr+44bBbGy1N3WXLWbf0SNqdN8iEj1UNIlI6OXkwBlnwIABUFIC117rHHE6+mhP4viTajFn6Ej8cXG0em08LRbrGhYRqToVTSISWh9+6Iy79OWXkJEBEybAk09CsrcjcG844GAWXdkXgA7v9XeKORGRKghkyAERkZ0aO76YVbmlxBcXcNpHg8j+8VkAFrVpzwcXj2PT703g9x3HXEqpW7TTsZbcsqhHPzI//5BGK36HJ56Am2+uuZ2LSMRT0SQi1bIqt5QTW03lsIF9qbd4AWUJicy/biBLu13Ffj4fOxt3yV+wkU++aFCjWf1Jtfjt1iEccf2VcM890LWrM2WLiEgAdHpORKrloJmv0+6yc6m3eAH5Lfdi6ovvs/SSq8EXnl8vq489mT8OPBfy850pXEREAhSe32oiEv42b4Y+fTj/jauJ31zIirMuZMorH7Fx37ZeJ9utL8+6DxIS4KWXYM4cr+OISIRQ0SQiVbdkCRx7LIwdS2l8EnNvf4A5Qx6lrLa3nb0Dta5Ba+jbF6x1Bt0UEQmAiiYRqZpvv4UjjoCZM6F1a57vO4m/LuwWefO63XEHpKTAZ585V/qJiOyGiiYRCdwzz8Cpp8LatdChA8yYwT/NDvM6VXAyMmDQIOf+wIHOUScRkV1Q0SQiu1dWBv37Q69eUFrqXKo/YQKkpnqdrHpuuAGaNnWOmn3wgddpRCTMqWgSkV0rKnIuzX/8cafz9HPPOdOjxMV5naz6atf+72jTkCE62iQiu6RxmkSixJZBJoPRKD2e3j0Sd1yxcSOcfz589ZXT/+fDD+HEE6uZNMz07AkPPACzZ8P778MFF3idSETClIomkSixKreUrPaVDyS5OzMmZQDbFU25uXD66TBjBjRuDJ9/DoccUv2g4aZWLedo03XXOQNennde2I4xJSLe0jeDiOxo/fr/CqbWrWHq1OgsmLa4+mpnZPA5c+C997xOIyJhKqCiyRhzpTHGVrL0cTugiNSwvDw488z/CqZvv3Vuo1mtWjB4sHNffZtEZCeqeqTpFOCYCsv/hTyRiHinoAA6doRp06BlS/j6a2jWzOtUNaNHD8jMhLlz4eOPvU4jImGoqkXTz9baHyssq1xJJSI1r6wM/vc/mDIFmjd3CqYWLbxOVXOSkpyhFADuv19Hm0RkB+rTJCJOgdC/vzNWUWqq0+m7ZUuvU9W8Xr0gPR1++AG++87rNCISZqpaNC0yxpQaY+YbY3q7kkhEatwRU8bAk09CYqJTOO2/v9eRvFG3rnMVHcDw4d5mEZGwE+iQAyuBO4GfgDigG/C0MSbZWjty+xcbY3oBvQCaNWtGTk7O1nW5ubnVzSyVULu6J1LaNqVuEf6CjVXeLn3WdI6acBsAn13yIPPnNYd5SwLefu1qP/6CTVXery3aROsWq4PaFqB1i5Kgt02pW0ZOTlKl60znzjQeMQLf55+z+vPPKTnooKD24aVI+cxGGrWreyKlbQMqmqy1nwOfV3jqU2NMEnCHMeZxa61/u9ePA8YBZGdn28zMzG3+3vaPJTTUru6JhLbNyy/Al1y1UbqTVv1D1j0DibNlLLqiD/5+F7JPFff7yRcNOD05oYpbgR9YvLwhviC2BVi8PDXobfPyM8jMTK58ZWYm9OkDjz5Kw2efhbffDmofXouEz2wkUru6JxLatjqDW74DXAS0BBaHJI2I1BhTUsLht/YhKXcNsxqeyD99B3gdqcbMmOln2IiCna6vV/sarosbhe/ddxkzYDZrG7XZum6no6eLSNQLxYjgusREJALt88xjpM2dRWHjTIZnPceV8bEzQUBhkZ+s9rs6HZDI3/M60eL9NzhnwXDmdhuxdU2lo6eLSEyoztVznYA1wLIQZRGRGpI26yf2eu4prM/H7PseZ0NShteRws7iK/pgfT72+Pg9av2Ts/sNRCTqBToi+LvGmIHGmA7GmLONMS8DFwNDt+/PJCLhLX7jBg69oz/GWhZdeQ3rDjvS60hhqaBFK1aeeha+0hJavfKM13FEJAwEeqRpPnAV8C7wNnAAcLm1dpRbwUTEHfs/Ooza//zN+gMOZkGvG72OE9YWXXkNAM3fe53EdWs9TiMiXguoaLLWDrbW7mutTbbW1rbWZllrX3Y7nIiEVoNpk2n+4duUJSTyy9CR2ITgrj6LFRv3bcuqY08mfnMhe77+vNdxRMRjGhFcJEb4Cgs56D5nPKaFPa9nU6u9PU4UGRZddS0ALd98kfj8qo+DJSLRQ0WTSIxoM/ZRkv/+i7y992Px5X28jhMx1h16BGsPP4qE/DxavPOK13FExEMqmkRiQN2F82n52nisz8fcux7SabkqWtTdOdrU6tVniS8p9DiNiHhFRZNItLOWAx6+B19ZGcs7XcKGtod4nSjirDnmBDbsfxBJuWs49OeXvI4jIh5R0SQS5Rp//RkZP0+lOKU+f/a52es4kckYFpb3bTrmm5FQUuJxIBHxgoomkSjm27yZ/UfeC8CCa26mJDXN40SR69+TziC/5V6krv8LXnvN6zgi4gEVTSJRrNUr40jOWUHe3vux/MJLvI4T2Xy+rX2bGD4cysq8zSMiNU5Fk0iUSly7mr1eGAPAb7fcjY2hueXcknPGuaxPawHz58P773sdR0RqmIomkSi19/hRxBcW8O+Jp5F7RDuv40QFm5DA1BPLR1G//36wmq9cJJaoaBKJQrX/Xk6Ld1/DGsP8vgO8jhNVfjniMmjcGGbOhIkTvY4jIjVIRZNIFNpn7Eh8pSX83fEC8vfe1+s4UaU0oTbcdJPz4P77vQ0jIjVKRZNIlKm7cD57fPIe/vgEFvTWhLyu6NMHUlPhu+/g+++9TiMiNURFk0iUaTP6YYy1LL+wG4V7tPA6TnRKSYEbbnDu3323t1lEpMaoaBKJIqlzZ9Lk24mU1qrNwh7XeR0nuvXv7xxt+vprZxGRqKeiSSSK7P3MEwAs7XYVxRmNPE4T5VJT4ZZbnPt33aUr6URigIomkSjR5O/ZNJryNaW1arPkkqu9jhMbrr8e0tNh8mT44guv04iIy6pcNBlj9jDG5BtjrDGmrhuhRKTqjv36EQD+6vQ/StLSPU4TI+rVg1tvde7raJNI1AvmSNMIID/UQUSkGubPZ/+571GWkMjiS3t5nSa29OsHDRvCtGnwySdepxERF1WpaDLGHA+cCTzsThwRCcoDD2Cs5e9zOlPUqInXaWJLnTpw223OfR1tEolqARdNxpg4YBQwFFjjWiIRqZply+CVV/AbH4uuuMbrNLGpTx9o0sQZJfz//s/rNCLikqocaeoD1AKecimLiARjxAgoLWXeoV0obKZxmTyRnOwcZQIYNAhKSrzNIyKuCGjac2NMA2AYcKm1tsQYs7vX9wJ6ATRr1oycnJyt63Jzc4MOKzundnVPOLetb9UqGj/7LAb45awrSS1YH9Tfad2iBH/Bphrd1hZtonWL1TW+3+pum1K3jJycpB1XdOxIo9atiV+wgPUjRlBw5ZVB/f1QCOfPbCRTu7onUto2oKIJuA+YZq0NqJejtXYcMA4gOzvbZmZmbrN++8cSGmpX94Rt2z7+OBQVwfnnsyTlBLKSgztzvnh5Kr7khBrd1g8sXt6wxvdb3W3z8jPIzEyufOWIEdCpE6mPPUbqddc5V9d5JGw/sxFO7eqeSGjb3Z6eM8a0Ba4ChhhjUo0xqcCWb4z6xpjabgYUkZ1Ytw5Gj3buDx7sbRZxXHABHHMMrF7tFFAiElUC6dO0D5AA/ACsK1+29GtagdM5XERq2qhRkJ8Pp50GRxzhdRoBMOa/YumRR6BC1wQRiXyBFE2TgZO3Wx4sX9cRZ9wmEalJ+fnOqTnQUaZwc+yxzhGnggK45x6v04hICO22aLLWrrHWflNxAf4oX/29tXa+qwlFZEdjx0JuLrRrByee6HUa2d7w4RAXB+PHw6+/ep1GREJEc8+JRJrNm51TP+AcZdrN1azigX33hd69we+HG27QgJciUSKoosla+4K11lhrNZ2KSE174QVYuRIOOQQ6dvQ6jezM0KHOZL5ffQXvvut1GhEJAR1pEokkpaXwYHmXQh1lCm8NGsB99zn3b77Z6eMkIhFNRZNIJHn9dVi6FNq0gU6dvE4ju9OzJxx6KCxf/l+xKyIRS0WTSKTw+50OxuBMEBsX520e2b24OGdoCHCKpiVLvM0jItWiokkkUrz/Pvz+O7RoAZde6nUaCdRxx8H//ueM3H7zzV6nEZFqUNEkEgmshfvvd+4PGAAJwU0BIh556CGoUwfeew8+/dTrNCISJBVNIpFg4kSYMQMaNYIePbxOI1W1xx7/DXTZty9sCm6yYBHxloomkXBnLQwb5ty/6SaorekeI1L//k6n8KVLNVK4SIRS0SQS7r77DqZMgbQ05yiFRKb4eBg3Dnw+GDkSZs/2OpGIVFG81wFEZDfuvde57d8f6tXzNoswY6afYSOCG3Ppz/lt6XdMb46aMoacc3rwXL9vsL7dXwXZKD2e3j0Sg9qniISOiiaRcPbjj/Dll06xdN11XqcRoLDIT1b73KC2nfxDKuuH96Owy/tkrpjJBWseZVm37rvdbsakDEBFk4jXVDSJhJGx44tZlVu69fHFzw2hDTD5iD58/WwSsPMjHLNml5HV3v2MUj1ldeoy79ahZN/ck31Hj+Dfk05jc9NmXscSkQCoaBIJI6tyS8lqvwaAlD9+pc0fn1FaqzabB3cjK23NLred/ENqTUSUEFh10umsbN+BppM+5eBhA/npqVc0JY5IBFBHcJEwtddzTwKwvNMlFKc18DiNhNq8gcMorp9GxrTJNP+/17yOIyIBUNEkEobqLvqTppM+pSwxiSWX9fI6jriguEFD5g0cCsD+j91H7Zy/PE4kIrujokkkDLV5+hEA/jr/YooaNvY4jbhl5ennsLJ9B+ILNnHQsIHOmFwiErZUNImEmZTf59Lkq88oS0pi0VX9vI4jbjKGebfdS1FqOhk/TaHFu696nUhEdmG3RZMxprMxZqoxZq0xZrMxZr4x5g5jjK5/FXFBm9EjAFh20RU6yhQDitMzmDfQGfF9v8fv12k6kTAWyJGmBsDXwNVAB+A54HbgURdzicSk5kum0mjqt5Qm12HRFdd4HUdqyD+nn83K9h2JL9jEwXffDGVlXkcSkUrstmiy1o611t5urX3PWvu1tfZBnILpUmN0jaxIyFjLyZ8NAWDJ/3pQkpbucSCpSfMG3UtRg4Y0mDmN1i+N9TqOiFQi2D5Na9HwtCKh9cUX7LlkMsUp9VlyaU+v00gNK05rwJy7nVOzbcY8Qsrvcz1OJCLbC7hoMsbEGWOSjTHHAdcDY6zVpR4iIeH3w+DBACy+vA+l9VI8DiReWH3sySy9+Ap8ZaUcevsN+AoLvY4kIhVUZUTwTUBS+f2XgAE7e6ExphfQC6BZs2bk5ORsXZebG9ycTbJralf31ETb1n7nHdJmzCC/fiOWnHs+/oL1Vf4brVuU4C/YFNT+vdjWFm2idYvVEZW5Jrb9rWdfGkz7nnpLF7Hfw3fx6823k1K3jJycpF1uV5G+D9yhdnVPpLRtVYqmdkAycCRwF/Ak0LeyF1prxwHjALKzs21mZuY267d/LKGhdnWPq227aRM89BAAk84YSkKDzKDOmy9enoovOSGoCF5s6wcWL28YUZlrZNtkmH3/kxx7+Xm0fP8t1px4JrNKLiYzM7lK+9L3gTvUru6JhLYN+LvZWjvTWjvZWvsozum5a4wxe7kXTSRGPPII/P03HH44cw6/xOs0EgY27tuW+dc6B/MPGjqAOhv/9TiRiEDwHcFnlt+2ClUQkZj099/w4IPO/ZEjwafxZsWx5NKerDmiHUnr1nLum72cfm8i4qlgv6GPLb9dEqogIjFp8GAoKIALL4QTTvA6jYQTn485Qx6luH4ae//5JTz8sNeJRGJeICOCf2aMucUY08EYc7oxZgjwCPCmtXaR+xFFotS338JLL0Fi4n9Hm0Qq2Ny4KXPuceYh5Pbb4ccfvQ0kEuMCOdL0M3Al8DbwFnAOMAi4zL1YIlGuuBj69HHuDx4Me+/tbR4JW6tOaM+Px/eD0lLo2hXWrfM6kkjMCmRE8DuttQdaa+taa1OttYdba0dZa0tqIqBIVBoxAv74A9q0gdtu8zqNhLlJHYZBdjYsWwZXXw0aIk/EE+p1KlLTFi2Ce+917o8eDUmBj78jsckfnwhvvAH16sH//R+MGeN1JJGYpKJJpCZZ65yW27wZLrkE2rf3OpFEir32gmeece7fdBPMnu1tHpEYpKJJpCaNGQNffgkNGjjjM4lUxcUXQ8+eUFTk3M/P9zqRSExR0SRSUxYuhAHlsw+NGQONG3ubRyLTY49B27bw559w7bVepxGJKSqaRGpCWRlccYUzJlO3btCli9eJJFIlJ8Nbb0Ht2s6QFS++6HUikZihokmkJowYAVOnQtOm8OSTXqeRSHfAAf99jvr2da7EFBHXqWgScdvUqXDHHc798eMhPd3bPBIdund3LiYoKICLLoLCQq8TiUQ9FU0iblq71umwW1YGN98MHTp4nUiihTFO37h99oG5c+HGG71OJBL14r0OIBK1/H6nH9OKFXD00TB8uNeJJELNmOln2IiCStbE0aTjC3R/8mTix47l3fxj+e2QTqTULSIv33l9o/R4evdIrNnAIlFKRZOIW0aMgI8/hrQ0ePNNSEjwOpFEqMIiP1ntc3eythnza91B2wfv4tz3r6VBl5bkN6iPLzkOgBmTMgAVTSKhoNNzIm745BMYNMi5/+KL0KKFt3kkqi3rcjn/nHImCZs2ctiga/EVF3sdSSQqqWgSCbU//nCGFbAWhgyBc87xOpFEO2OYc9dDFGQ2o/7vc9nv6ce9TiQSlVQ0iYTSunVw7rmQlwedO/931ZyIy0rr1WfW/U/ij4un9duv0OjbL7yOJBJ1VDSJhEppqXOEacECOOQQeOEF8Ol/Mak5Gw46jPn9bgXg4HtuptbKvz1OJBJd9I0uEgrWOoMMfv45NGwIH3wAdep4nUpi0JJLe/Lv0ceTmLeBQ2+/Dl9ZideRRKKGrp4TCYX77nNmoK9Vi/evfoe5bzUEKrtEfNdmzS4jq33o40kM8fmYffswTrzqYtJ/mcGJ6ffCbSO8TiUSFXZbNBljugCXAVlAfWA+8LC19nWXs4lEhhdegDvvdAYbfP115i7IJqv9mqD+1OQfUkObTWJSSWoas+4fxdG9u3Lc1w/D56fCGWd4HUsk4gVyeu4mIB+4ETgX+Bp4zRhznZvBRCLCxInQs6dzf9QoOP98b/OIlFt3+FH82bt8lPDLLoOVK70NJBIFAjk9d461tuI/m78yxmTiFFOj3Ikl4q2x44tZlVsKsM3oyhU1zvmFK0Z3Iqm0lKkn3cikgu4wokCn2CRsLOp+LQlfzKD1wm+ceeq++ALi4ryOJRKxdls0bVcwbTELOC/0cUTCw6rc0q2n2PwFG7eOrrxFrZUraPfQBSQV55Nzxrmsv/d6snzO63WKTcJGXBzvdxvPTWOPga+/dvre3XWX16lEIlawV8+1A34LZRCRSJGwfh1HXns5tdasYk32Mcy552ENLSBha1O9JvDKK06fuyFD4NtvvY4kErGqfPWcMaY9zlGmq3bxml5AL4BmzZqRk5OzdV1u7s7mT5LqULuGVkrdIvwFGwGwRZvwlz8fV1hA9o29qbtsEXmt92H60IcoLS2E0sKt27ZuUYK/YFNQ+42lbW3RJlq3WB1Rmb3atqrbVfzMptQtI6dtW+r160e9UaMo69qV1RMn4m/QoMo5Yp2+Z90TKW1bpaLJGNMSeA34wFr7ws5eZ60dB4wDyM7OtpmZmdus3/6xhIbaNXTy8gu2npLzA77kVExpKVmDbiRt3hwKm+zBz6Nfxd+w8Q6HaxcvT8WXHNzkvLG0rR9YvLxhRGX2atuqbrflMwuQl59BZmYyPPoozJxJ3JQpNBk4ED76SEdIg6DvWfdEQtsG/H+MMSYd+BRYDlzqWiKRcGQtB94/iEaTv6K4fho/PfkSRQ0be51KJHDx8fD665CeDp9+Cg8/7HUikYgTUNFkjEkGPgISgbOstcEdmxaJUG1Gj6D5B29RllSL6Y8/x6ZWe3sdSaTqmjeHF1907g8eDFOneptHJMLstmgyxsQDbwP7AB2statcTyUSRlq+8xp7P/cU/rg4Zj44mvUHHe51JJHgnX023HQTlJVB166wdq3XiUQiRiBHmkYDHYFhQLox5ugKS5K78US81eSLj2n7xEMA/HrHA6w+XgMwSRQYPhyOOgr++gu6d3fmThSR3QqkI/jp5bePV7KuFbA0ZGlEwkj6z1M55M7+GGuZf+2trDj3Iq8jiVTZjJl+ho3YcXDW+ic/T8857ag9YQITz32QaSdcv8NrGqXH07tHYk3EFIkIgQxu2bIGcoiElcY5c8ga0ou4kmKWdOrGou59vY4kEpTCIj9Z7Su7nLsOv2U8RNYtvTj10zup03l/Nhx02DavmDEpA6crq4hA8INbig0R8q4AABauSURBVESvJUvoNv58EjZtJOe0s5l3/a3OwIAiUebfk89gSber8JWVctigfsTnbfA6kkhYU9EkUtHq1XDGGdTb+K8z2vfQRzWWjUS1P24YxPoDDiZ55QoOHjpA/ZtEdkG/BiJbbNrkXFm0YAH/ND2ImQ+Pw5+oax0kutmERGYNf4qSOvVo8vXn7PnmC15HEglbKppEAEpKoEsX+OknaNmS13u8R2m9FK9TidSIwmYtmHu3c5Xo/iPvo/68XzxOJBKeVDSJWAtXX+2MkpyRAZ9/Tn5KU69TidSof9p3ZOnFV+ArLeHwAb1JzF3jdSSRsKOiSWTQIHjpJUhOho8/hjZtvE4k4onfb7yD3EOyqP3vSg677Vp8ZSVeRxIJKyqaJLY99hg8+KAzL9e778KRR3qdSMQzNiGRWQ+OYXNGIxrM+JH2H9/udSSRsKKiSWLX66/DjTc69597Ds4809s8ImGgqGFjZj40Bn98AkdPfgpeecXrSCJhQ0WTxKYvvoArrnDujxgBl13mbR6RMLL+kGx+G3CP86BnT5g+3dM8IuFCRZPEnhkz4MILnSvmbroJbrnF60QiYWd5p0uYeeSVsHkznHMOLFvmdSQRz6loktiyYAF06AD5+XDJJc5RJhHZkTF8ev5IOOUU+OcfOOss2KARwyW2BTJhr0jEGju+mFW5pQDU2fgP3Z86nbTc1Sxq05432j6J/5HNlW43a3YZWe1rMqlI+PHHJzoXSLRrB/PmOWOZffwxJCR4HU3EEyqaJKqtyi0lq/0a4vM3clSvi6ifu5T1bQ9h4dOjOCw5b6fbTf4htQZTioSx1FSnUDr6aKcvYO/eMH685mOUmKTTcxL1fIWFZPe/ivrzf2NTi1ZMf/x5ypLreB1LJHK0agUTJkDt2vD8805fQM1RJzFIRZNEtbjSIrJu6UX6rJ8obNyUn558ieK0Bl7HEok8Rx4J773nnJp77DEYMsTrRCI1TkWTRK+SEjq9ejkNf/yOovQMfhr9KoV7tPA6lUjkOuMMZ3wzn88pmnQhhcSYgIomY8zexpixxphfjDFlxphvXM4lUj1lZXD55ew77yOKU+rz0+hX2NRyL69TiUS+Tp2cwWABbr0V7rvP2zwiNSjQI01tgY7An+WLSPjy+6FXL3jjDYqS6vHzky+zcZ/9vU4lEj2uuMIpnHw+uOMOGDxYfZwkJgRaNE2w1ja31nYB5rkZSKRaysrgqqucL/TatXmj+ztsaHuI16lEok/37vDqqxAXB8OHw3XXOf//iUSxgIoma63f7SAi1VZa6kyH8uKLUKcOfPIJy1sf53UqkejVtaszjlNiIjz1FFxwAWza5HUqEdeoI7hEh5IS6NbN6aRaty589hmcdJLXqUSi33nnwZdfQnq6MyzBiSfCypVepxJxhSuDWxpjegG9AJo1a0ZOTs7Wdbm5uW7sMubFdLsWFpLWty+1J07EX68ea199lZLWrSEnh5S6RfgLNlb5T7ZuUYK/wPkXsy3aRFUOtVbctjr7jfZtbdEmWrdYHVGZvdq2qttV/MxWJ29K3TJycpJ2/8K99iLu/fdpcPnlxM+YQdlhh7Hu6acpPvLIoPYbrmL6e9ZlkdK2rhRN1tpxwDiA7Oxsm5mZuc367R9LaMRku+bmwkUXwZQpkJaGb+JEGmZnb12dl1+ALzmuyn928fJUfMnOVBF+wJcc+AjhFbetzn6jfVs/sHh5w4jK7NW2Vd2u4me2Onnz8jPIzEwO7MWZmfDTT9C5M3HffUdG587OkAT9+0fV6OEx+T1bQyKhbXV6TiLXX3/B8cc7BVOzZvD991ChYBKRGtawIUyaBAMGOJ3Cb7rJma8uQo4iiOyOiiaJTPPmOZOI/vYbtG0LP/zg3IqIt+Lj4aGHnA7i9eo5twcdBBMnep1MpNo0Ya9Enk8/da7aycuD446DDz+EtDSvU4lEnRkz/QwbURDUtn/OP5OjrpnCeW/2pPmyaXDGGfzcrjeTOg6jJHHXcz82So+nd4/EoPYr4qaAiiZjTDLO4JYAewApxpjO5Y8/sdYG93+VSFVYCyNHOof+/X5nZOKXX3YmERWRkCss8pPVPrhTa5N/SKV13/r82uk1Cl56mn2eHskRU8fSdunH/DroPta0O2mn286YlAGoaJLwE+jpuUbA2+XL0cABFR43cieaSAVFRc6glTff7BRMd98Nb72lgkkkzNn4eBZd1Y+pL31A3j77k5yzgiOvu4JDB/Ujcc0qr+OJVEmgg1sutdaanSxLXc4osW7ZMmfslxdecIqkt96Ce+5xpnAQkYiQt9+BTHl5Ar/fMIiypFpkTpzAiZ3a0+KdVzSSuEQM/epIePvoIzjsMJg2DZo3d66U69LF61QiEgSbkMCSy/vw3dtfsKrdiSTk53Hg8Ns59rJzSJv1k9fxRHZLRZOEp5ISZwb1c86BdevgrLNg1iyngBKRiFa4RwumP/EiM4c/RWHjTOrPn8cxV3fh0MHXUeufnN3/ARGP6Oo5qRFjxxezKrc0oNemr17IeW/2pNnyn/D74ngr6x4WHN8fnvMBVbvmYNbsMrLaBxFYRNxlDP+cfjarjm/PXi89TesXx5D5+Yc0/mYivhNugX6D1WdRwo6KJqkRq3JLyWq/ZtcvspYWb7/MfqPuJ35zIYWNmjD7/id5/uPTuOG04K/gEZHw5a9dmwW9b+Svc7uw3+PDyfziI0764l7Y7yVnRPEuXaJqRHGJbDo9J2EhadU/HNHvcg588E7iNxfyd4fz+f7Niaw77Aivo4lIDdjctBmzH3iKH8e9yT9ND4Lly+Hii+HYY53Ba0XCgIom8VZZGXu++QIndG5Pwx+/o7h+KjMfGM0v9z5OaUp9r9OJSA3LzTqaZ2+YAmPHQqNGTsHUrp1TQC1e7HU8iXE6PSeeqTd/HgfdN5jUebMB+PfE0/h10H0UNWzscTIR8dL02YZhh19KYr9zaffNSI7+7gkS3nqL0nff5+dj+zD5lFvZnFz5LAAaTVzcpKJJalzChvXs/czj7PnWi/jKyihs1ITfBgzh35PPUN8FEdlmJPKNZ13L9/9cQJvRD9Ps43c55rsnyJr9Igt73sCyLpdhE7YtkDSauLhJp+ekxpiSYlq++iwnnn8CrV5/DuP3s6Rrd75/+0v+PeVMFUwiUqnNTTKZM/RRJr/yEWuzjiYxbwMHPDKUEzqfSpNJnzhTLInUAB1pEveVlHDw9Jc54Ynh1FmxDIA1Rx7L7/1vZ+O+bT0OJyKRIm//g5g29g0afT+J/R67n7rLFnH4rdeQe0g2868byLrDjvQ6okQ5FU3inuJieOkluP9+zluyBID8lnvxe//bWX3cKTqyJCJVZwyrTjiV1cecSPP332CfsSNJ/2U6x1zdhdVHHc/KI4YBJ3qdUqKUiiYJveXLYdw4eOYZWOVMyLmmYRtWXH8NK08/Fxuvj52IVI9NSGB5l8vI6XA+rV55hpavjafhtO/pMe0kWHIWDB0Khx/udUyJMurTJKGxaRO88Qacey60agX33ecUTAcfDK+/ztM3Tyen44UqmEQkpErr1mNBn5v4ZsIUFna/luLEOvDxx5CV5Xwfff+9+jxJyKhokuAtWeIcUerc2RlPpVs3mDAB4uKc+99/D7NnQ9euWF+c12lFJIqV1E/lz363Muq2eXDLLc4ULBMmwAknwFFHwZtvQmlgUzmJ7Iz+2S+B2bgR5syB6dNhxgyYOhUWLdr2NcccA127OoPQNdZYSyJS8wrqNoQhI5zCafRoeOop+Pln57spMxOuuAK6d4d99vE6qkQgFU3inFr7919n+eef/+4vXQoLF8KCBc7j7dWvD6ecAqedBh07wp571nh0EZFKNW4MQ4bAwIHOBSkjR8Kff8Lw4c5y3HHOvHbnnafvLglYQEWTMeYAYBRwDLAeeBYYYq0tczFbVBs7vphVuVU8VGwtcaVFNK1bQvfOZVBYCAUFUFhI4l9/QZ06znNbns/Lgw0b/rvdsIEVv6/Dt3EDSZvzti4JpZt3u+vS+CTWN92PjNOzIbt8OfRQUB8lEQlnycnQpw/07g2TJ8Nzz8Fbbzn3J0+GG25wvsvOPBOOP96ZsiVVE31L5Xb7i2eMSQO+BH4DzgP2Ah7B6Q91h6vpooHf7xQsa9fCmjVbb1u9v5L2jVaQuH4dCRvWEVdYQFxREb7iInzFxfiKi4grLsJX/tyWdWZLh8Ybtt1NRoBxmlXyXFlSEkXpDSlOz6AooyFF6RkUpWewuUkmm5q3pKB5SzY3asKMrxtx54Dk6rSGiIg3jHGKouOPhyeegA8/hA8+gE8/dfpezp4NDzzgvK5tWzjwQOf2gAOci1uaNoUyHSeIdYEcJugD1AYutNbmAV8YY1KAe4wxD5U/FxuKi2HdOmfZrgja5nb7+37/Dn/q9CAjlCUkUhJXm1qptZ2OjrVrQ3IyRXFxJNWvv81zpKQ4S/36W5dXPk+i1fGW0rr1KK1Tl5K6Kfhr1dKYSSISO+rVg0sucZbNm+Gbb+Dbb52LV37+GX791Vm20zQuDpo0cY5E1a3731K7Nvh8u17i4gJ7Pi4OEhJ2v8THB/a6nW0Xp4tzghFI0dQB+Hy74ugN4EGcEcQmuBEsYHPmQH6+8y+AsjKnQAnkfnHxNqe3drjNy/uvQFq3DnJznXXBSEmBBg0gI8O5bdCAacvqk3ZgLYrrp1GSmkZpch38iUmUJSXhT0zCn5REWWIt/OWPyxKT8CcmQlwc40akk3X4thc+ptT9l7z8nXS+LgNynWVWQRlXH7guqLcxY6afYSOCa4NZs8vIah/UpiIi7qlVyzk1d+aZzuPNm53fld9+g3nznNsVKyAnB7NmDfz9t7NEOGsM/rgE4pKqWGwFW6TtZknKy3MK0i3bxMVV/o/5PfeEPfao+QYrF0jRtB/wVcUnrLXLjTEF5eu8LZouu8z5gNeEuDhIS4P09K3FT8VCaOv9is+lp0PijpNHThxRQFb7NUHFqDiZ5Rb+go34knf/L4fJPwR/rr6y/QaqOvsVEakxtWrBkUc6y3Zyliwh0+dz/lGdn//fUljIexM20+qAPIzfj7F+8PsxfovxO/9Qd56zGOvH+Lesd5Yfvk6k3QkFYC2mtBRfaSmmtKT8thRfack2txXv/70IWjTbXOnrtvyd7f+mr7QEYy1xpcVQWuxBI++oQaAvfPBBuPVWN6PskrG7GfTLGFMCDLDWPrbd8yuAl6y1gyvZphfQq/zhvsD8CqszgOCqBdkVtat71LbuULu6R23rDrWre8Kpbfe01jasbEWglz5VVlmZnTyPtXYcMK6ydcaY6dba7AD3KwFSu7pHbesOtat71LbuULu6J1LaNpARwdcBlZ1bqY8z/ICIiIhI1AukaPoDp+/SVsaY5kCd8nUiIiIiUS+QoulT4AxjTL0Kz10MFALfBrHPSk/bSbWpXd2jtnWH2tU9alt3qF3dExFtG0hH8DScgS1/xRlmoDXwKPCYtVaDW4qIiEhM2G3RBFunUXmSbadRuUfTqIiIiEisCKhoEhEREYl1gfRpCogx5gBjzCRjTIExJscYM9QYs8vRFo0xRxhjnjfGLCzfbr4x5m5jTK1Q5YoGQbZtW2PMZ+WvLzLGLDfGPGuMaVpTucNdMO263fY+Y8wMY4w1xpztZtZIE+RntmV5W26/vFFTucNddT6zxpgLjTE/G2MKjTFry78f6ridOVIE+Zm9ZyefWWuMGVRT2cNZsJ9ZY0y2MWZi+Wc11xjzpTHmqJrIvCshmaK+GpP6Xlz+2geBBcDBwLDy206hyBbpqtG29YElwEtADtAKuBvIMsYcYa0tdTN3uAvRRNRXA96N5x+mQtC2twBTKjwOlwHvPFWddjXGXI3TxeIhYACQBpxCiH4DIl012vZZ4LPtnjsfGIhzEVVMC7Zdy6/Q/xKYCVxe/vQAYKIx5mBr7TI3c++StbbaCzAIZzynlArP3QoUVHyuku0aVvJcL5xBM/cMRbZIX4Jt2538rdPK2/Zwr9+X10t12xXnR2c10KO8Tc/2+j2Fy1KN74OWaktX2jUD2Aj09Po9hOsS4u/Zj4HfvX5P4bBU4zPbB2fW1NQKz6WVP3eNl+8pVKfndjapb22cSX0rZa1dXcnTs8pvG4UoW6QLqm13Ym357Y6T4cWe6rbrMJyjIZNcyBbpQvmZlf8E264Xld++6FawKBCSz6wxJh3nH6evhzZexAq2XROAUiC/wnP55c9VMotvzQlV0bQf2w10aa1djlNN7lfpFjvXDvCz7Xx1saxabVve7ybRGLMv8ADwM/CTG0EjTNDtaow5GOiOcxpJdlTd74PnjTFlxpiVxphHjTG13QgZgYJt16Nwvk97GGNWGGNKjDHTjDHt3IsacUL1G9YZ5wdf/fAcwbbru+WvecQY08gY0wgYiXPU6m2XsgYkVEVTGpVPqbKufF1AjDFNgNuBl7erTGNZddv2E6AI54ObjnPqwx+6eBGrOu06CnjKWrsw5KmiQ7BtWwQ8hXPKsz0wFrgG/QBtEWy7NsGZOP0OnL425wCbgM+MMY1DHTJCheQ3DOgKzLTW/hmSVJEvqHa11uYAJ+P0bf63fLkQOGMnZ6hqTCg7AVZpUt8dXmhMIvAWziG4G0OYKxpUp22vwymW9sH50vzUGHOstXZzCPNFqiq3qzGmK84P0DluhYoSVW5ba+1KoF+Fp74xxvwLjDbGHGqtnR3ijJEomO8CH1AX6GKt/QzAGDMVWIbT3neGOmSEqu5vWFOcU04DQxkqCgTzPdsUeAeYgXPBDcC1wMfGmHblR6s8EaojTdWa1NcYY3Cu8moLdLTWrgtRrmhQrba11i6w1k6z1r4CnAEcBvwvtBEjUpXb1RiTAIzAudrTZ4xJBVLKV9cx2041FMtCOcn3O+W3h1crUXQItl1zy2+/2fJE+ZH8GcABoQoX4ULxmb0Ipxh4M1ShokCw7ToA56BOZ2vtZ+XFfiecjuCedosIVdFU3Ul9R+JcjnietVaTAG8rZBMmW+cyzVycqXBiXTDtWgdohjON0Lry5ZfydW/w30UMsS6Uk3zb7W5jWbDt+jtO+23fgdbg9B+V0HxmuwKTrbV/hThbJAu2XfcD5llrS7Y8Ya0tBubhDFvgmVAVTUFP6ls+ANh1wKXW2skhyhNNQjZhcnln8AY44zfFumDaNR/nPHvFpVv5usHAJe5EjTihnOS7c/ntjFAEi3DBtutHOAXSyVueMMbUB7L4r+iPddX6zBpjWgJHo6vmthdsuy4DDizvtgOAMSYJOBBY6kLOwIVoLIY0YCXwBXAqzlhL+cC9271uITC+wuP/4fwL6HmcD1zFZYcxnGJxqUbbPoxztdwFOF+WfXE+bAuBOl6/L6+XYNu1kr/TEo0tFJK2Be7BGfjuwvLthuJ8ub7r9XsKh6U6n1ng/fJtrwDOwvnBWg2kef2+wmGp7vcBcBtQot+t0LQrTkFfgjPm1VnA2TgFWAlwiKfvKYSNcwDwVfmX3EqccWzitnvNUuCFCo9fKP/BqWy50uv/4OGyBNm2XXHGEcrFuXTzj/IfpAyv30+4LMG0ayV/oyUqmkLStuWf2enABqC4/It0KJDk9fsJlyXYzyxOR/AxOGO1FeKMtnyQ1+8nnJbqfB8As4HPvH4P4bhU4zPbHviu/DcsF6fQP8nr96MJe0VEREQCELIJe0VERESimYomERERkQCoaBIREREJgIomERERkQCoaBIREREJgIomERERkQCoaBIREREJgIomERERkQD8P8t/4WkMOoaTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------------------------------------\n",
      "Reference mean(f) = 0.532868\n",
      "PPCE estimated: E[mean(f)] = 0.506305 , sdev[mean(f)] = 0.0672155\n",
      "Reference var(f) = 5.94557\n",
      "PPCE estimated: E[var(f)] = 6.60436 , sdev[var(f)] = 0.469718\n"
     ]
    }
   ],
   "source": [
    "#   (a) plot the exact and GPR response surfaces\n",
    "gpr_torch.gprPlot().torch2d_3dSurf(qTrain,yTrain,optOut['qTest'],optOut['post_obs'])\n",
    "#   (b) plot histogram and fitted pdf of the mean and variance distributions\n",
    "statsUQit.pdfFit_uniVar(fMean_samples,True,[])\n",
    "statsUQit.pdfFit_uniVar(fVar_samples,True,[])\n",
    "#   (c) compare the reference moments with the estimated values by ppce\n",
    "fMean_mean=fMean_samples.mean()\n",
    "fMean_sdev=fMean_samples.std()\n",
    "fVar_mean=fVar_samples.mean()\n",
    "fVar_sdev=fVar_samples.std()\n",
    "print(writeUQ.printRepeated('-', 80))\n",
    "print('Reference mean(f) = %g' %fMean_mc)\n",
    "print('PPCE estimated: E[mean(f)] = %g , sdev[mean(f)] = %g' %(fMean_mean,fMean_sdev))\n",
    "print('Reference var(f) = %g' %fVar_mc)\n",
    "print('PPCE estimated: E[var(f)] = %g , sdev[var(f)] = %g' %(fVar_mean,fVar_sdev))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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
}