{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "view-in-github"
},
"source": [
"
"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "zy7aOwXne87b"
},
"source": [
"# ベイズ最適化による実験計画法"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "WSCRPDv9bBpz"
},
"source": [
"以下では、ベイズ最適化を用いた実験計画法を見てみよう。\n",
"\n",
"数学的部分やコードの詳細よりも「なんとなくこのあたりを探索しようかな」といった \n",
"人間の経験に依る部分を客観的な方法で置き換えた実験計画の方法論の強力さを感じることが目的なので難しいところはスキップしても構わない。\n",
"\n",
"ガウス過程の基本や詳細は[補足ノート](https://github.com/SotaYoshida/Lecture_DataScience/blob/main/notebooks/GPnote.pdf)に譲る.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"id": "XWIv70U6e6In",
"vscode": {
"languageId": "python"
}
},
"outputs": [],
"source": [
"#使うライブラリのインポート\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import copy\n",
"from scipy import special\n",
"\n",
"## データの生成用関数\n",
"def f(x):\n",
" return np.sin(x) + 0.2 * x\n",
"\n",
"## ガウス過程のカーネル(共分散行列)の設計\n",
"def Mat52(Thetas,r):\n",
" tau,sigma = Thetas\n",
" thetar = r * np.sqrt(5.0)/sigma\n",
" return tau * (1.0 + thetar + (thetar**2) /3.0) * np.exp(-thetar)\n",
"def KernelMat(Thetas,xt,xp):\n",
" lt = len(xt); lp=len(xp)\n",
" Ktt = np.zeros((lt,lt)); Kpt = np.zeros((lp,lt)); Kpp = np.zeros((lp,lp))\n",
" for j in range(lt):\n",
" for i in range(j,lt):\n",
" r = abs(xt[i]-xt[j])\n",
" tmp = Mat52(Thetas,r) \n",
" Ktt[i,j] = tmp; Ktt[j,i] = tmp \n",
" for i in range(lp):\n",
" r= abs(xp[i]-xt[j])\n",
" Kpt[i,j] = Mat52(Thetas,r)\n",
" for j in range(lp):\n",
" for i in range(j,lp):\n",
" r= abs(xp[i]-xp[j])\n",
" tmp = Mat52(Thetas,r)\n",
" Kpp[i,j] = tmp; Kpp[j,i] = tmp\n",
" return Ktt,Kpt,Kpp\n",
"\n",
"## 事後共分散行列の計算\n",
"def calcSj(cLinv,Kpt,Kpp,yt,mu_yt,mu_yp):\n",
" tKtp= np.dot(cLinv,Kpt.T)\n",
" return mu_yp + np.dot(Kpt,np.dot(cLinv.T,np.dot(cLinv,yt-mu_yt))), Kpp - np.dot(tKtp.T,tKtp)\n",
"\n",
"## Cholesky分解\n",
"def Mchole(tmpA,ln) :\n",
" cLL = np.linalg.cholesky(tmpA)\n",
" logLii=0.0\n",
" for i in range(ln):\n",
" logLii += np.log(cLL[i,i])\n",
" return np.linalg.inv(cLL), 2.0*logLii\n",
"\n",
"## 獲得関数を計算, 次点の計算点を決める\n",
"def calcEI(xp,mujoint,sigmaj,xbest,ybest):\n",
" EIs = [ (mujoint[i]-ybest) * Phi((mujoint[i]-ybest)/sigmaj[i]) +\n",
" sigmaj[i]* np.exp(-0.5* ((mujoint[i]-ybest)/sigmaj[i])**2) for i in range(len(xp))]\n",
" xnew,ynew,ind=xybest(xp,EIs)\n",
" ynew= np.sin(xnew) + 0.2*xnew #+ 0.01 * (0.5-np.random.rand())\n",
" return xnew,ynew,EIs,ind\n",
"def Phi(z):\n",
" return 0.5 * special.erfc(-(z/(2**0.5)) )\n",
"\n",
"def xybest(xt,yt):\n",
" ind = np.argmax(yt)\n",
" return xt[ind],yt[ind],ind\n",
"\n",
"## お絵かき\n",
"def plotGP0(xt,yt,xp,ytrue):\n",
" fig = plt.figure(figsize=(8,4))\n",
" axT = fig.add_subplot(1,1,1)\n",
" axT.set_xlabel(\"x\"); axT.set_ylabel(\"y\")\n",
" axT.set_xlim(-2.0,12); axT.set_ylim(-2.0,5.0)\n",
" axT.scatter(xt,yt,marker=\"o\",color=\"black\",label=\"Data\")\n",
" axT.plot(xp,ytrue,color=\"red\",label=\"True\",linestyle=\"dotted\")\n",
" axT.legend(loc=\"upper right\")\n",
" plt.show()\n",
" #plt.savefig(\"BayesOpt_initial.pdf\",bbox_inches=\"tight\", pad_inches=0.1)\n",
" plt.close()\n",
"\n",
"def plotGP(nxt,nyt,nxp,xp,ytrue,mujoint,sigmaj,ysamples,EIs):\n",
" fig = plt.figure(figsize=(16,4))\n",
" axT = fig.add_subplot(121)\n",
" axB = fig.add_subplot(122)\n",
" axT.set_xlabel(\"x\"); axT.set_ylabel(\"y\")\n",
" axB.set_xlabel(\"x\"); axB.set_ylabel(\"Acquisition function\")\n",
" axT.set_xlim(-2.0,12); axT.set_ylim(-2.0,5.0)\n",
" axB.set_xlim(-2.0,12)\n",
" axT.scatter(nxt,nyt,marker=\"o\",color=\"black\",label=\"Data\")\n",
" for i in range(len(ysamples)):\n",
" axT.plot(nxp,ysamples[i],alpha=0.1)\n",
" axT.plot(nxp,mujoint,label=\"GP mean\",linestyle=\"dashed\",color=\"blue\")\n",
" axB.plot(nxp,EIs,color=\"green\")\n",
" axB.set_yticklabels([]) \n",
" axT.fill_between(nxp,mujoint-sigmaj,mujoint+sigmaj,color=\"blue\", alpha=0.3)\n",
" axT.plot(xp,ytrue,color=\"red\",label=\"True\",linestyle=\"dotted\")\n",
" axT.legend(loc=\"upper right\")\n",
" plt.show()\n",
" plt.close()\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 283
},
"id": "jajF8gfhfJOo",
"outputId": "ce535d2e-ce2a-4a28-fc5c-f280bd89958a",
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"Thetas=[2.0,2.0]\n",
"oxt = np.array([ 0.0 + 1.02*i for i in range(11)])\n",
"xp = []\n",
"for tmp in np.arange(-2.0,12.0, 5.e-2):\n",
" if (tmp in oxt)==False:\n",
" xp += [ tmp ]\n",
"xp = np.array(xp)\n",
"oyt = f(oxt)\n",
"ytrue = f(xp)\n",
"\n",
"SVs=[]\n",
"xt =[oxt[2],oxt[6]]; yt =[oyt[2],oyt[6]]\n",
"plotGP0(xt,yt,xp,ytrue)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "xk7mXO-tfLVj"
},
"source": [
"一般には真の関数(赤色)は分からないので、勾配も計算できない。 \n",
"数値的に勾配を計算するには、各点で微小にxをずらした場合の観測が必要、さらに、学習率を変えながら適当な値を探索するというのは、1回のデータの観測(測定,取得,計算, etc.)コストが高い場合はあまり良い方策ではない。(\"学習率\"については最適化の章を参照)\n",
"\n",
"仮に勾配の計算ができたとしても、このデータの様に背後にある真の関数が多峰的(multimodal)な場合、勾配のみに基づく単純な最適化手法では局所解に停留する危険もある。\n",
"\n",
"そこでベイズ最適化を用いることで大局的な探索と局所的な探索をうまくトレードオフしながら最適値を探索する、ということを以下でデモンストレーションする。"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "5EmEXqIDfJ5P",
"outputId": "7218ed19-6bf8-40fb-aa87-c2807a66c156",
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 -1.6999999999999997 -1.3316648104524687\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"1 10.20000000000001 1.3401253124064523\n"
]
},
{
"data": {
"image/png": 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aa10O/C3wqiS0QgghhBCiox5f/zimMvniuV/stjGum3odWw5u4e3at7ttDNFxv1j9CwpDhdww/YYuud6nz/o0Zw05i/tX3o/WukuuKY5vxc4VFIWLOHfYuV163aDX1AohhBBCCHHKtNYseWcJl515GcMLhnfbOFdPvpqIFWHJeilBDtqexB6efO9J/m7G33VZUzBDGXxz3jep3FXJmroTrooUXWDFzhUsGLMA0zjxzgmnqlcktVrr17TWnw46DiGEEEII0Tesrl3Nzsad/O25f9ut4xRHivnkhE/y9Man8fRxe5uKHvDrdb8m7+W5de6tXXrdL0/7MlEryn+u+c8uva44Un2qnvf2vdfl62mhlyS1QgghhBBCnIqnNjyFbdh85uzPdPtY10y+hrpEHW/XSAlyULTWPLr2URaMWcDZpWd36bWLI8Vce+61/Pbd35LIJbr02uKQtz56C+j69bQgSa0QQgghhOhjtNY8tfEpLj3zUkoiJd0+3qfO+hS2YfPHjX/s9rFE+1bXrmbj/o3cNOOmbrn+zbNuJpFL8MS7T3TL9YXfJCpkhphbNrfLry1JrRBCCCGE6FOq6qrY3rCdz03+XI+MVxIp4ePjP87TG5+WZkIBeXTto0StKJ8/5/Pdcv3zRp/HxMETZfumbvTmR28yZ9QcIlaky68tSa0QQogOMU2TGTNmMGXKFKZPn86//uu/4nknXl+2fft2fvvb3/ZQhEKIgeKZ95/BVCZXTrqyx8a8atJVbGvYxjt73+mxMYUv7+b5w4Y/cOWkKymOFHfLGEoprpt6Ha9tf42apppuGWMgy7k51uxaw/mjz++W60tSK4QQokOi0Shr167lvffe4+WXX+aFF17ghz/84QlfI0mtEKI7PLvpWS4ceyGDo4N7bMxPnfUpAJ7f9HyPjSl8r257lfp0PX87pXubgl037To0mt+987tuHWcgWrt7LVk3K0mtEEKIjluyZAnl5eUYhkF5eTlLlnRtOdWwYcN45JFHeOihh9Bas337dhYuXMisWbOYNWsWb73lN4O46667WL58OTNmzOCBBx447nlCCNFROxp2sH7Pej59Vs9unDGqcBSzRs7i+c2S1Pa0J997ksJQIZ+Y8IluHWfC4AnML5vPb9+Vm7FdbeVHKwG/zLs7WN1yVSGEEIFZsmQJN998M6lUCoAdO3Zw8803A3Ddddd12Tjjx4/HdV327t3LsGHDePnll4lEImzevJkvfvGLVFZW8pOf/IT777+f5557DoBUKtXueUII0VHPbfL/P/mbs/6mx8f+9MRPc+/ye6lP1TMkNqTHxx+Icm6OZ95/hisnXdktazGP9oUpX+A7L32HLQe2cObgM7t9vIFiZc1KxhSNoayorFuuLzO1QgjRz9x9991tCW2rVCrF3Xff3W1j5vN5vvrVrzJ16lQ+//nPs2HDhtM6TwghjufZTc8ycfDELt/WpSM+ddan8LTHix++2ONjD1TLti3jYOYgXzjnCz0y3tWTrwbg6Y1P98h4A8WqmlWcP6Z7So9BklohhOh3du7ceUrPd9bWrVsxTZNhw4bxwAMPMHz4cNatW0dlZSW5XK7d13T0PNG7KaVuVkpVKqUq9+3bF3Q4YgDJOBle3/E6V0y8IpDx54yaw9DYUF7cIkltT/nzB38mZsf4+PiP98h45SXlzB45W7Zv6kJ1zXXsaNzBeWXdU3oMktQKIUS/M3bs2FN6vjP27dvHLbfcwm233YZSisbGRkaOHIlhGDz22GO4rgtAYWEhzc3Nba873nmib9FaP6K1nqO1njN06NCgwxEDyIqdK8g4GS4787JAxjeUwSXjLmHp1qWytU8P0Frz501/5rIzLyNqR3ts3GsmX8PbtW/zUeNHPTZmf7ayxl9PKzO1QgghOuy+++4jFosd8VwsFuO+++47reum0+m2LX0+/vGPc9lll/GDH/wAgFtvvZVf//rXTJ8+nffff594PA7AtGnTME2T6dOn88ADDxz3PCGE6IiXt7yMbdh87IyPBRbD4nGLqUvU8f7+9wOLYaCo3l1NTVMNV57dc1s3AVw1+Srg0PptcXpWfrSSkBli5oiZ3TaGNIoSQoh+prUZ1N13383OnTsZO3Ys991332k3iTrRrOrEiRNZv3592/FPf/pTAGzb5tVXXz3i3PbOE0KIjnh568tcMOYC4qHgbogtHr8YgKXbljJ56OTA4hgI/vzBnzGUwacmfqpHxz17yNmMHzSeFz58ga/P/XqPjt0frapdxeyRswlb4W4bQ2ZqhThdWqPzaXKJg6Qa9pA8sIvkgV2kG/aSTx6EfAakREn0sOuuu47t27fjeR7bt2/v0q7HQggRhH3JfVTvrubS8ZcGGsf4QeMpLyln6balgcYxEDy/+XnOG30eQ+M9u8xBKcUnJ3ySpduWknEyPTp2f5Nzc1Tuquy2rXxaSVIrRGe5edzUQZrra6jfv4fGpiYSWYekY5B0DJqzDg2NTezft5uGvTUkGuvJZTOyBkcIIYTohNYk8tIzg01qwS9Bfm37a7ie9AXoLnuTe6ncVcknJ3wykPGvmHgFqXyK5TuWBzJ+f7Fu9zoyTobzR3ffelqQpFaIU+fk0KkDNB+o40BDExkvhB0vpbC0jNKhoxg2bARDhw5ncOkICkvLCBWV4pkh0skEjfW72b93FwcbGklk8mQdV5Jc0WHyvdJ58rkTou97ecvLDIoMYvbI2UGHwuJxi2nINFBVVxV0KP3Wy1teBuDyCZcHMv7F5RcTNsP8ZfNfAhm/v1hVswro3iZRIEmtEB3nOpA6QD6xjwPNCdIqRnjQCAaXDqO4qIBIyMIwFOCXrVimQSRkUVRQwODS4QwZPobC4sFELIXONJA+WEdjw0H2NqWpT2RpyuTJ5F1cT/74FseKRCLU19dLctYJWmvq6+uJRCJBhyKE6CStNS9vfZlLxl2CaZhBh8Ml4y4BkBLkbvTilhcpjZUya+SsQMaP2TEWjVvEXz6UpPZ0rKpdxajCUYwuGt2t40ijKCFOxvMgl4Bckozj0exFIBqnJBYiZHX8vpBhGkTiRUTiReBk8bJJ8rkUjpMh50bIuDHSyr+eaShs0yBqm6c0hui/Ro8eTU1NDbInaOdEIhFGj+7eX6hCiO6zqX4THzV9xN0L7w46FACGFwxn6rCpLN22lLsuvCvocPodT3v89cO/8okzP4Ghgvs76JMTPsm3XvwWWw5s4czBZwYWR19WUVvB/LL53T6OJLVCnEg+A9km8FwyKkyjGcEKmZTEQpgts7KdYoUxrDDhSBHhfJJ4LoVWTeStAvJGhLzrkc27ZPIutmlQELYkuR3gbNtm3LhxQYchhBCBeHmrX4raG9bTtlo8bjG/XPNLMk6GiCWVIF1p/Z717EvtC2w/4lZXTLyCb734LV748AVum3dboLH0RQfTB9l8YDN/N+Pvun0s+StZiPZ4HqQP+g9lkA0PolHHsC2LQaeb0B7OtCBSDPGhKMMmlG8m7jVTErEYWhimMGLheB4HUzmaMnkpPRVCCDEgvbL1FcYPGs/4QeODDqXN4vGLyTgZVn60MuhQ+p1l25YBh8q8gzJh8AQmDJ7ACx++EGgcfVXlrkoA5pbN7faxJKkV4mhODlL7wclCuAAnPIjGLFiGoiRqt62b7VKmBfEhEC70Z4dT9SjtEQtZDC0IEw2ZpHMuB1N5WXMrhBBiQPG0xxs73mBR+aKgQznCRWdchKEMXtv+WtCh9DvLti9jwuAJ3b4OsyOumHAFr257lXQ+HXQofU7FrgoA5oya0+1jSVIrxOGyCUjV+2/HhuDZBTRkHJRSlMRC3ZPQHi5cALHBoD1I7gfXH7soYlMctXFcjwPJnCS2QgghBowN+zZwMHOQhWMXBh3KEYrCRUwfPp03P3oz6FD6Fddze9VNjMsnXE7GybBi54qgQ+lzKnZVMHHwREoiJd0+liS1QgBo7ZcaZ5vBjkCsFEyb5oyD62mKo3bXlRyfjBWG2BBQyk+wXQeAiG0yKB5CoyWxFUIIMWC8seMNABae0buSWoAFYxawqmYVjucEHUq/Ub27msZsY69JaheesRBTmSzbvizoUPqcitqKHik9hgCTWqVURCm1Wim1Tin1nlLqh0HFIgY4z/WTx3zGL/+NDgLDIJ1zyThuME2aTAuig/3ENn3AjxGwTYNBMT+xPZjK4UliK4QQop9bvnM5owpHMa6k9zXLWzB2Acl8kvV71gcdSr/Rup724vKLgw2kRUGogLllc6XM/BTVNddR21zL3FH9PKkFssAlWuvpwAzgcqXUeQHGIwYi1/ETWs/xk9lwgf+0p2nO5LFNg3g4oCbhpuXHpD1IHfBnk/ET2+KojedpGtPSPEoIIUT/pbVm+Y7lXHTGRSjVQxVTp2DBmAUAvLlTSpC7yrLtyzh7yNmMLBwZdChtFpUvomJXBYlcIuhQ+ozW9bT9PqnVvtbvDLvlIX+di57TmtBq7Zf72ofa8Tem8wAUR+2govOZtp/Yeg5kGtqeDlsmhRGbnOvRlJGSJyGEEP3T9obt1DbX9rr1tK3GFI9hTNEYWVfbRRzPYfnO5b2m9LjVovJFOJ4j62pPQUVtBaYymTlyZo+MF+iaWqWUqZRaC+wFXtZav93OOTcrpSqVUpX79u3r+SBF/+Tmj2gIhXkoeU1mHfKuR2GkB9fRnogV9meQ8xnIpdqejoZM4mGLTN4lmZXEVgjRcUqpC5RSX1JK3dD6CDomIdqzfOdygF6b1IJfgixJbddYs2sNiVyCReN6V1J7wZgLsA27rTRanFzFrgqmDJtCzI71yHiBJrVaa1drPQMYDcxTSp3bzjmPaK3naK3nDB06tOeDFP2P6/jlvEq1JLSHyovzrkcy6xC2DKIhs0OX056H57q4joPr5FseDtrzui7mcKGf3Gab/IS8RUHYImwZJLIOOacLxxNC9FtKqceA+4ELgbktj+7fb0GITnhjxxsMigxiyrApQYdyXAvGLKCmqYadjTuDDqXPa23G1FvW07aKh+LMK5snzaI6SGtNxa6KHis9BghoseCRtNYNSqllwOXAu0HHI/oxz/MbL4HfiOmwhFZrf41q6xY67dFa4+RzuPk8nuuiPe+EyasyDEzbxgqFsezTLGWOlEByH6QbIF7qJ+VAUcTmQCpHQzrHkHi4d8wuCyF6sznAOVoW5Is+YPnO5SwYuwBD9d4NOw5fVzt26tiAo+nblm1fxpShUxgWHxZ0KMdYVL6If17xzzRlmygKFwUdTq+29eBWDqQPMK9sXo+NGWT346FKqZKWt6PApcD7QcUjBgCt/YRWe/5esOaR93SSORfX0xRFrWP2o9WeRzaVItlwkGwigZv3k18rFCIcixMuKCBSUEiksMh/FBQSisUwLAsnlyPT3OS/NpXEc93OxW8YEC3x19dmmw97WlEStUEjjaOEEB3xLjAi6CCEOJk9iT1sqt/ERWMvCjqUE5o6fCoFoQIpQT5NeTfPip0ret0sbatF4xbhaY/lO5YHHUqv19NNoiDYmdqRwK+VUiZ+cv2k1vq5AOMR/V36oF+6Gxt8xBpaOFR2HLFNwtaRZcf5TIZsOgVaY4XC2JEwptXxWdfW2V0nlyOfzZLPZDAsCzsUxgqFUMYp3FuywhCKQS4JVgSskP+0aVAUtWlM52nOOsedaRZCCKAU2KCUWo2/EwEAWuvPBBeSEMdqbcrTG/enPZxlWJw3+jxpInSa1u9ZTyqf6rXrp88ffT4hM8Sy7cv41FmfCjqcXq2itoKIFeHcYcesLO02gSW1Wuv1QM+0wxIi0wROFiLFfmJ4lOaMg1JQeNj2PZ7nkkkk8BwH07YJx+IYZsfW2R5OKYUdCmOHwmjP85PbXJZsKkk2nfLLk20by+5gghsu8j+WTAPEh7aVIUdsk5zrkc65hEyDiH3qsQohBoR7gg5AiI5YvnM5USvKrJGzgg7lpBaMWcCP3viRlKaehrc+eguA88ecH3Ak7YvaUc4bfZ6sq+2Ail0VzBgxA9vsuUmW3rtAQYiuks/4M5t21J/lPEoq53c7LorYbWXHTj5PuqkJz3UJx+NEC4s6ldAeTRkGdiRCrKiYaFExdjiC5zhkk0mSDQdJNTWSz2TwvBOUKCvlr6/1XL9x1Nil6kQAACAASURBVGEKwxa2adCUzuO40jhKCHEsrfXr+Mt9ClseG1ueE6JXWVmzknll8wiZoaBDOakFYxbgaY9VNauCDqXPeqvmLcoKyxhTNCboUI5rUfkiquuqaThsm0VxJNdzqaqr6tHSY5CkVvR3nguZRr/cOFJ8zLtdT5PI+N2OW2c2c+kUmeYmlFLEWhLP7mBaFuFYjHjJIKJFxYSiUdCabCpJqqGBVFMjuUy6/QTXCrWUIafAybU9rZTy99ZV0JDO43myvlYIcSSl1BeA1cDngS8AbyulPhdsVEIcKeNkqK6r5rzR5wUdSoe0NsRZXbs64Ej6rpUfreSCMRegVO9teLlw7EI0Wm5enMDG/RtJ5pOS1ArRpdINgPZnNtv5T7I542+PUxix0Z5HOtFMLp3GCoWJFhV3yexsR5iWRSgaI1ZcQqy4hFDMn1HOpVKkGhvJJBPHdlkOF4FhHjNbaxqKkmgI19M0ZfIIIcRR7gbmaq1v1FrfAMwD/ingmIQ4QnVdNXkv32eS2uJIMZNKJ0lS20m7mnexo3EH54/unaXHreaPno+pTN7cKU3Bjqf1Z2BumSS1QnSNbDO4OT/5M49dPp51XLKORzxsobRHurkJN5cjHIsTKSgI7E6hYZqEIlFiRcXESkqww2GcXM4vTc5lD52olL9/rZv3y6sPE7IMCsIWWcdvgCWEEIcxtNZ7DzuuR/4eEL1M60zY/LL5AUfScXNHzaViV4XsQtAJKz9aCcAFYy4IOJITKwgVMH3EdOl0fQIVtRUUhYs4a8hZPTqu/BIT/ZOTg2wC7Ei762i11jSlHUxDEcIl1dSI1ppoURF2pHvKjTvDMEzCsTixomKUYZBNJPxZ29ZfmHbUb3yVbfZLrQ8TD1uELYNE1iHnyPpaIUSbF5VSf1VK3aSUugl4HvhLwDEJcYRVtas4o/gMRhaODDqUDps7ai67E7upba4NOpQ+562P3iJshpk5svf3kF0wZgFv176N48mkQXsqdlUwe+TsHt9bWpJa0f9o7a+jNUy/7LgdyZyLpzVhL0c2mcAwTaJFRae0VU9PMkyTWMu6WyebJZNoPpTYtnZZPKoMGfCbXykl+9cKIdporf838AgwreXxiNb6/ws2KiGOtKpmVZ8pPW7Vuq62orYi4Ej6nrdq3mLOqDl9oinYBWMuIJVPsW73uqBD6XVybo71e9YzZ9ScHh9bklrR/2SbwHP8xlDtlBA7rkcyk4dMCuXksMJhv7ux0fu3wAlFY4Tjcdx8/lBia1pgx/wuz+6Ra2gNw28c5bXMTItTpDWkUoeOH3oIfve7Q8dLlsDSpT0flxCnSWv9tNb6jpbHM0HHI8ThdjXvYmfjzj6X1E4fMR3LsGRd7SnKOBmq6qp6felxqwVjFgCHtiASh7y39z3yXp7ZI2f3+NiS1Ir+xcn5HYFDsXb3owVoSuXIJpqJGJ6/fjYe3PrZzrDDkbbENptsWUsbLgRl+GXIRwlZBvGwRcZxyeRPsFWQ8KXTh95evBiuvfbQ8aOPwtNPHzq++27/uVaLFsG993Z3hEJ0ilJqRcu/zUqppsMezUqpY0s9hAjI2zVvA/S5pDZiRZg2fBoVu2Sm9lRU1VWRc3O9vklUqzHFYxhTNEbW1bajqq4KIJC9pY/tniNEX6U1ZBr8suPjbHyeyuZobmwkFlLEi4qwQr2/zKU9djiC1ppcKkUu4zeWIlwAmSZ/xtY+cl1wQdgi53g0ZfKETKNtP15xlG9/G154ATZu9Gf5v/hFsA8rSV+58sjj9esh17KlkuvCqFEwdqx/nMnAJZfAP/4jXHFFz30MQhyH1vrCln8Lg45FiBNZVbOKkBli5ojev77yaPNGzeN37/4OT3s9vqawr2qd8Tx/TN9IasEvQZak9lhVdVUUhgo5c/CZPT62/LSJ/iOX8JslHafs2HUd6vcfxFCawYMH9dmEtlUoEsUKhcmlUjj5vF+CbFjtztYCFEUs0NCckTLkNrW18P3vH5qdvegiuP56cFo+R1/9Ktx006Hz7aPWXBcVQWmp/7Zp+uXIN9zgH+/ZA54Hrd9nBw7AailJE8FTSj3WkeeECMqq2lXMGDGD8HEqrnqzuWVzacw2srl+c9Ch9Bkra1YyftB4RhSMCDqUDlswZgE1TTV81PhR0KH0KtW7q5kxYkYgN3QkqRX9g+f629rYkXbLjj3P5eCBBlzPY/DgQb22IdSpCsfjGKZJtrUjcrjQX0+cSx1zrmUaxFrKkLOOlCED8P778H//L7zVsi7mqqv8kuKjk9fOOOMMWLUKPv5x//jhh2H+fNi69fSvLcTpmXL4gVLKAnp+AZQQ7XA8h4raCs4r61ulx63mjvL35pQS5I5b+dHKPlN63GrBWH9drczWHuJ6Lmt3rw2k9BgkqRX9RWvn33bKjj3PJdnQSDKbp7ComHi07935PR6lFOF4AdrzyKZSflJvhvxZ63a6HcdDJqahaEo7A7MbstZ+s6eHHvKPFy+Gjz7y/+1ut98Of/gDjB/vH//61/DOO90/rhAtlFLfU0o1A9MOX08L7AH+J+DwhADgnT3vkHbSfW49batzhp5D3I5LB+QOqm2qpS5R19Y5uq+YNnwacTvOmzslqW31Qf0HpJ20JLVCdJqTa1lHGvPX0x7G81zSTU2kcg6hWCFFBb1nD9quYlqWv9VPLks+l22ZrXX9xPYoSimKIn435ER2gJYhv/giLF9+6HhkD+2BWFQEn/uc/3YmA9/7Hvzrv/bM2EIAWusft6yn/RetdVHLo1BrPURr/b2g4xMC/PW00PeaRLUyDZNZI2exepcsN+mIyl2VAIFsAXM6LMNi/uj5vFUjHZBbVddVAwS2Fl6SWtH3ZZv9zr/hI3ufaM8j09yM62l0KEYsGsY2++e3fCgaw7AscqkUnmH6Jdi5pL+m8+hzLYOIZZLOubjeAJit9Tx48EHYv99fa/3EE/D73wcbUyQC777rlz4D7NwJv/lNu7PrQnSD1Uqp4tYDpVSJUuqzQQYkRKvVu1YzNDaU8pLyoEPptLmj5rJ291ryR22zJ45VsasCU5nMGDEj6FBO2YIxC1i7ey3JXDLoUHqFqroqIlaEyUMnBzJ+//wLXwwc+TS4uZYtbQ41h9Jak04043kejhXBsCwKwv272XekoACttb/NT7jIT5By7TeNKoj4n4vEQGgatWkT3HmnX+4LEI+320isxw0eDMOG+W8//DB8/etQVxdsTGKg+IHWurH1QGvdAPwgwHiEaFO5q5K5ZXP71FZ7R5tXNo+Mk+Hdve8GHUqvV7mrknOHnUvMjgUdyimbXzYfT3tt29gMdFW7q5g2fBqWEczf25LUir5La3+W1rT9fWkPk00m8RwHIxwlj98gyezn29gYhkk4GsPN58k7jv85yaXAPTZxNQ3V1jQq5xw7m9sv7N7t/ztpElRVwR13BBvPidx3n9+satQo/3jNmmDjEf1de7/7+/ddP9EnJHNJNuzbwJyRfasU9WizR/l91yTZOTGtNRW7Kvpc6XGr1nXAb9e+HXAkwdNaU11XHeg2XJLUir6rdQufo5pD5dIpnFyWUCxGRpso5TdIGgjsSATTtsmmUnhWzJ+RbG2idZR4yP/c9Mu1tX/9K4wbB8uW+cdTpvSO2dnjMQyYPt1/+403YM4cf3sgIbpHpVLqZ0qpM1sePwPkTooIXPXuajztMbdsbtChnJbxg8ZTGCqUpPYktjds50D6QFvH6L5maHwo40rGSVILbGvYRmO2MbAmUSBJreirjtjC59B+s04uRy6dxgqH8cwQedejMGz36TKmUxWOxwHIptMQioOT9ZtpHUUpRWHYJu96ZPL9bIufBQvg5pthZnB3DDvtggv87szXXOMfu/3sayN6g9uBHPBEyyMLfCPQiITgUNOg2SP79g5ThjKYOXIm1burgw6lV2vd9qivztQCzB89n9W10hSs9QaOJLVCnKp2tvDxPJdsKolhWYSiMZozDpahiA6QWdpWhmESjrWUIXuW3xH6OLO10ZYtfpL9YbY2nYYf/xjyeSgo8JtDlZQEHdWpsyz4xjf8ZlKZDFx4IfzXfwUdlehHtNZJrfVdWus5LY/vaa1PqdOJUupmpVSlUqpy37593RWqGGAqdlVQVljGyMIe6krfjWaOmMm6PetwPbkxeTyVuyoJmSGmDp8adCidNm/UPHY27mR3YnfQoQSquq4aU5mcO+zcwGKQpFb0Pa1b+ITibVv4aK3JJBJorYnEC0jnPTyt2xoiDTR2uKUMOZPGs2Pg5v2mWu0oCFs4nu77s7V//SvcfTe89lrQkXSdXM5vJjV8eNCRiH5EKXWWUuoRpdRLSqlXWx+ncg2t9SOtSfHQoUO7K1QxwLQ2ieoPZo6YSSqfYlP9pqBD6bUqdlUwY8QMQmbo5Cf3UvNHzwfg7ZqBXYJctbuKKcOmELGC2zpzYP7FL/q2bJOfzIYK2p7KpVN4jkOkoBCUQTKXJWQahK3unaVNpaCpCZqb4eBB/+102p8sBLBtf8KtsBAGDfL/LS72G/B2t3A8TrqpiUzWJWpY6EwTygyjjCPvZUVsk0TWIZF1iNh9eFb7s5+F996DycG0ku8WRUXwpz8dWg/87LMwcaLf/EqIzvsD8Evgv4A+fjdL9BeNmUY21W/ihmk3BB1Kl2gtw6zeXR3YFie9mac91uxaw/XTrg86lNMyc8RMLMNide1qrpx0ZdDhBEJrTVVdFVdMvCLQOCSpFX1LLuXPOkZL2v7Qz+ey5DMZ7EgEKxSiKZNHayjshlnaXA727oUdO2DbNkgkDr3Ptv2HZfl9f8CvHm1ogI8+8l/bKhbz+xidcQaMGAGhLr5Jmfc0GQ9Slk0qmcKyLWwvCzRihAoIGYqoaRBuCbQgbNGYzpPJu30rsd27F774Rfj5z/1mUL0goW3dGtjoqjqY1oQ2l4NvftP/OJ97rosuLgYoR2v9cNBBCHG4NXV+r7L+MlM7qXQSYTNMVV0VX5r6paDD6XU21W+iOdfc57/eUTvKtOHTBnSzqLpEHXuTewPtfAwBJrVKqTHAb4DhgAYe0Vo/GFQ8og/Q2u94bNpgRwHwXJds8tA6Wsf1SOf8xMwyuyar8Dx/+9APPoAPP/T79oTD/iRacXHnrpnLwebN/sSiUjBhgj/5NnLkiZMh1/HwXI3WGtM0MCx1RBOsnOfR7HjktUYBVihCzHHAcYhbNspNkydOzoOM52IpjyLL6LuztY2NsHOnn9xOmdJjw6ZS/sz8gQOwb5//diIB2eyhvk5K+bP08bj/fTJ0KAwZ4i/zLWzZVjnvaXKe//XyAFdrtD70egBTKSylsE2L0LJlmLGW7avyef8OynGaoGmt/W9ewxhQjdJEhzyrlLoVeAa/SRQAWusDwYUkBrr+0iSqlW3aTB0+VZpFHUfr17uvdj4+3Pyy+Sx5Zwme9jDUwFvZ2RuaREGwM7UO8B2tdZVSqhBYo5R6WWu9IcCYRG+WS/pdj2N+8x+tNZlkAqUUkYIClFIksnkUUBg+/W/tTAa2bPG3OE0kIBr1lzeaXZDzhUJ+kgN+EvTRR37SXFTk7+YyfvyRs7dOziWXcdGebnsujwsK7LCJGTJIuB5pT2MqKLQMYi3JjGcVkm5qQmmDmKXBS6EjxWQ8TcJ1OZB3KTR135qtzWT8jHHiRNiwwZ8i70aeB/v3+1+nTZv82Xel/Ec06t/kaC0xb80ftfa/trkc7NkD27f719ForJjHqHEeo8ZAaSlEQmDgJ6+t+ylrrdGAqyHteaQARpZhKgjnHeLXX48qLsb45S+PSGy9bBYvlULn8/7tQkCFbIxIBCMa7dbPk+gzbmz5938f9pwGxgcQixCAn+SMKxnHkNiQoEPpMrNGzOLJDU+itZabi0epqK0gbseZVNr3l9PMK5vHw5UP88H+DwZkqXlVXRUKxfTh0wONI7CkVmtdB9S1vN2slNoIlAGS1IpjeZ4/S2uF27bwyaaS/jrawiIMwyTneGQdj3jYwjA6/8sjnfbzpOpqfzKstLR7m+iapj+DN2SIP/ayZfDmmzBvHpx1lkY7Dm7ewzAVoZiFafl3AV3Xw8l5pNIOjUkPK2xSHLGIm0fOzBmGSSgWI5tIkHMNQjqNsmNErRARQ9HouDS7HjHTwDRU75+tPXAAFi2CG26A73ynWxPa5mZ/dv6ddyCZ9CdGi4th9OiTv1Yp/3zL8svNS0ogi0tGeWRzsHWLYst7BmFTMflsxdln+zdN2vu7R2tNXmt/Zldr0o6LUT4OXVBAMudgKjDyeVQqheE42KZJOBrFME20p9HZDG5TM146jVlYiOrmmwC9WS7n35zYvBnmzw86mmBorccFHYMQR6vYVcG8snlBh9GlZo6cySNVj7CjcQflJeVBh9OrVNZVMnPkTEyjF/+90UHzy1qaRdW+PSCT2urd1UwcMpHCcGGgcfSKNbVKqXJgJjBwC9LFieWa/amvli188tkMTjZLKBrFavkDvTmTx1CKeCe38Mnl/GS2osLPoYcO7fYJwGNEo37ClM3C8uWaylV5Zs/WnD3JJBw78sfVMkxcU5FSHqQhltOELI2yjs2K7FAYJ5Qjl8thKRcj2wRWKUopSmyLZscl6fqJs857vXu2trDQz/ind98dwX37YN06P6EF/8bGoEGdv56LJoWLqzSmVgy2DYYNab054Y/z7rsweDDMmuWvt7ZtyDkeedfDcTVuS12yoSCqFO49/wdlKGIK3FVv4+bzZCdPhlgcIxIhAYQMRcQwiMRj6GwWL5HAOXgQs6AAo7WMeYCor4f33/d/xvN5/9GN30K9mlKq3U48Wuvf9HQsQgDsT+1ne8N2bp1za9ChdKnWNYbVddWS1B7G9VzW7l7LV2d9NehQusTZpWdTFC7i7Zq3uWnGTUGH0+Oq6qq4YMwFQYcRfFKrlCoAngb+QWt9zGaaSqmbgZsBxo4d28PRiV7BdfwGUaEYmBau45BNpTBtm1DU/8M8nXNxPE1x1D7lEh/P85s+LV/uV7UOG9a1yazWbsujdRbOwDBO/KMXCmlGDXfIpDXL37L4YIvJxz7mx9Yq43o0Oi4hy2TYIBs345LPuHiuJhyzjvk8RGJxUo5DxjGIkkNlExD2O0gXWiYaSOGR07p3ztbm8362X1AA//mf3TLEvn2werXfCCwaPfka55PRaLJ4ZJSHAmLaJHTUTmqmeagUPZmEV17RqJDLlGku48ZrQiEwWsqSFeB4Gs/zS5O140CiiSG334aRzeCuW49lW+S1JudpMp7/PZJQELNtooMGoZubcZsTaNfFLAz2rmp38zyorfWXENTW+iX9paX+7PmuXUFHF6jDF7FFgMVAFX6fCyF63Jpd/atJVKtpw6dhKpOquiqumnxV0OH0GpsPbCaVTwXeWKirGMpg7qi5A7JZVH2qnp2NO7lt7m1BhxJsUquUsvET2iVa6z+2d47W+hHgEYA5c+bo9s4R/Vyu2c8GQ4VozyOTaPbX0cb9hMzzNM3ZPLZpnHIiVl8PK1ZATc2hRj5dQWsPz8vjeTm/Yc9RlFIYRgjDCLWbhGvHQXse0QKLscUmDQ3w1FP+zNKcOYDtJyuWUgyyTQylsGIGhumSSztkEnnCcfuIMmxlGIRjcTIJj1w+T9hI+A23Wkp/iiwTV2uypiLtuL1vtvbmm/3OWitWdHm76KYmP5ndtMkvFR49+rj9lzrMwSONh6s0tlZEMTE48UWtiEPRcIdsFipXG2xcb7HgfINJZyuso/63ziWSZNMJ8krR9OvH0ekMbsZFZRzCtkXENigM2WRcj6TrNxBLKSguKsJMpfCSKdAas6jo9D7QXshxYNMWl1WrPQ42aAoKNSUj/HXLrjJQ2mAgb9Outb798GOlVAnw+4DCEaKtaVB/SXJaRe0ok0onSbOoo1TX+Z+PmSP7z9d7Xtk8/uWtfyHjZALdq7WntX5vB90kCoLtfqyA/wY2aq1/FlQcopdzHchnIBQHwyDT3ITWmmhhUdt+q4mcc8pb+OTzsHatX2ocj0NXFgF4Xh7XzaK1h2FYmKaNUgbQ2gDIbTvH8/KYZuSImVvPdfFcD8M0MVq6UrV2zH33Xdi8VTPzYy5lIw4ltK3ssIkyIJtqTWwtzMO6QFuhEHYkQj7lYuQy2GYjxAa3vb/EMnE17M9nCWXyvSupveoqf8ueLkxo83l/vezq1f7sfFcksx6aDC45pTGAuDaxT5JAuZ5Hys3jeRrLMCgosBhWaPhl6G/A2mq48EJ/Cyi0h9fcjMpkicbCFBQVocaMxPM0OdeDf/4xXk0NDT+9HzNkEwuZDLZNsp6muaUxWEEkShSFl0yCUj06Y6u1PtTA6jTWvrcnlfF4f7PLqgqX5oRfzj2yTLXdTPC0JuM4/rmugesN3LXFR0kCss5WBKZqdxUTB0+kONLJLQV6sVkjZ/HK1leCDqNXqd5dTdgMM7m0/6w/nT1yNo7nsH7P+n63NvxEWjsf94YbFEHO1C4ArgfeUUqtbXnu+1rrvwQYk+ht2mZpC8ilU7j5POFYHLNl2ip/2BY+dge38NmzB5Yu9XeDGTXqNLoZu3mUk0N5/h4uHgpXubhKoQwL246j1LEXV8rAMGw8z8F1MzhOCtMMYRhh0Bqdd1CGgWEf+eNpmjBilGZPyuGF5+GiGSbz5iqOrmS2bBNVoMgmWxLbmIV1WHIaisb8Eu5MDjObwrAifmk3/gxyiWWSCpkczDoU94bZ2n37/Gn0z3zGf3SRXbv8plxNTf5ewUfPhHaGX2rsooGwNohgoE4yO5t1HTKO43dStmxCh31DhsN+op1MwvPPw9iyPOed20hJkYdZEMeIx9vONQxFxDAhnUCnmlHxCKm8S3PGIZl1KYxYlNoWTY5LwvXwIhHiaH/GVinMgoLT/wQch/Y02vHQeQ9c79A7lELZBipkdirBbU3kMzmPzVs9Kio1iQQMG2IyYoiBpY7dzsjTmpzrAi5dnFP3GUqpZ2m7tYABnAM8GVxEYqCrqqtqa7bT38wcMZPH1j/G7sRuRhSMCDqcXqF6dzXnDjsX2+w/NxbnjJoD+KX0Ay2pPaP4DAZHB5/85G4WZPfjFXCSv/bEwHbYLK3jOOTSaaxwGDtyqKyjOeMnAx3Zwief99fWVVb6M58d6WB7DK1R+TRGLn3EhqQajeemwfOwlYURLkQbYThBPmgYFkrF8bwsrpvD81yUa/pJr93+x5PCJRqHCWGTdWsVtTVw6aXHdmc2TYNogU0mlSebdPAimlDLTHbrFkhpzyOTbiBqNqKscFsZsmUohkZCbMs67E3lGFsc4DYwzz8P114LL70EF3RNE4Jczp+ZXbfOn8nr1PfBUY5uBBXFxDrJf29aa9KuQ951sQyDqGUfMet+uHgcCkIZGmua+J8PDaYvKGH67BDtzln/5Cco1yVqmkQbD5BraKJ51Bga036JfmHEwlCapOuhIlFi2k9slWF0efMorTU656KzHqDBUKiQ6Xe70oDr+e/PuX5iGzZPuibecT0yjkc275J3Nbvr/IqLpgaDYaUWo4eceF9eQykilkXMtE57Vr6vUUqFtdZZ4P7DnnaAHVrrmoDCEgPcgfQBtjds5+tzvh50KN1ixogZAKzfs16SWvzfC9V11Vw1qX+tMR5bPJbSWGlbKf1AUb27uleUHkMvaBQlejedz+Nlsy17XuqWmZUQRiSM6oqprRNpmaX1rCjZRALDsgjHDs1MpXIOedejOGqfdAuf/fv92dmDB6GsrHOzsyqXxsgmwfPQlo2OxtBWCA+N66aBKCYmhuth5FKQOIAXjqHD8ePWtCqlMM0ISpnk0s3gaexoYbt/lGdwcZQmqk3CpsHo0f7uNk8+CZdcAhMmHHVtQxGJ22RTDvmWPW5DUatlPa9JOF5AxsmTTSeIWEeWIUdNg8ERm/3pPImcQ0EooP8q5s71t+6Z2bmyFq01rnbRaBSK/XtNli5VJBJ+Mns6TaBaZXFJtzSCimqTcAfWanpak3LyuJ5H2LSInORnSWWTGJkkJaU28VARVetN3v/Q/7qXlbXzgtZv8L//e0Lr1zNk0ybSyqY5m+dgMkdBxCJmGn7H61iMiOviNidQloXqovJu7Xh4GQc8jbIMVNhCHVNN0brlkJ/Y6ryHEbVQ1rGfQ8f1SGQdso4/09vcaLCuymRXjcGQQQYjyrsk7P5uJTAL+IrW+vqggxECDq2v7C1/GHe1qcOnAn5Se9mZlwUcTfBqmmqoT9f3inLVrqSUYs6oOVTWDZyktinbxKb6TXx56peDDgWQpFYch87lcJNJdC4PgLItPzHTGi+ZxEsmMcIhjIKC7klu3TzkM+hQnEwqBUCkoKAt2XM9TSLjEDpJcyjP89ehvvmm3zS33QTgZDwXI92EcvJoy8aLFrXtleu6WVw3i1ImluUnp9oGNxTDyCYwsim0k8OLFbfNhLZLG5hGFM/M43oZcD0MI9z28eZbOuiGtDoiaRo82G8I/OKL/lYw8+YdWUbrN9SyyWX8xNbz8kRiNspQWLZNKF5ArilHPtmEbYX9tcsthkVDNGQd6pJZJtgnn0HrUg0N/oaww4bBf/zHKb3U8RwyToacl8Px/PWTnudv5VJZCSVFJiUjLBwVwtaRTn9cGk26Ze1sRxtBgZ/QJvM5PPQx5cbtUZkkRjaJtsN40SJMpRg1ChIJ+NOfYMoUf7/VaHsT6j/7mb8hazhMFAhbBk2ZPM0Zh7BlYJuKZsfDKCjAdhtxm5owBw9uW6/eWV7ORWccUAojZrebpLZ9fIZCRS20beBlHLxUHhW2MML+50W3dONO5VyUAsO12PiuybvvKGIxKD+F9fBGLsOQd15j3+zLT+vj68NCSqkvARcopa4++p3Ha9goRHdqW5PXz5pEtSqNlTKqcBTr96wPOpReoT9/vWePnM3LW14mnU8TtQOscush63av+//Ze/Mwua7qbvfde59z6tTQk1pSa7TkUbKxZRvLxjZg+UrAXQAAIABJREFUjDEGx07MFCZDGBKmhITpEkNwEi5JLiRfPsjHByR8NxPTBRJCDAY8YRtPYBtbsuRJlmdJltQauru6azrD3uv+satbLakltTW4hdTv89TTUnfVqXWG6j6/vdb6LeDwWZCaFrXT7ISI4Go1XKOJ0gpTKaOKxZ1ucsU5XKOJNBvk2wfQ5TKmUt7LVveDZASUJsnA5TlxpQM9ThSOtLzY3ps5VK0Gv/iFH88yd+5+junJU0yjCgiuWEHavaciDmtbOJejddjOto4TNFrjip2ooIBuVjH1QWypG8zu8YpzSJajTUAQxmPlyCIWY2JEaZrKovG54F0pFGDhQl9Ou3UrXHyxL1cdTxQHaK1ImjnNcQZSUbGEtZakugVVGyDoKozFqJViTili/UiLwVbGjOLBdRzeI60WvOpV3ub561+f1EtEhJZt0cybY0I20hHlsEyrabjzF4p16x3HzHVok5OTkUtCQp2IIhGl5yVuBaHezpzHoon3Vmc+DiuOepYBQjmICPYhHlXaQLVquKiAiysgbqxPu1LxTs2PP+5HUl10UdtIajwnnugfANdei777brr/6q9o5I5aK0dZ0KFh2Ao95QqqWsXVagfkiOxauS8nDjQqDibdK6sCjS6HSDNHkhwnggs11WZG7oRIG557NuDuXymc279++BP+62856fuf49avrQFOfP4795vPB4ErgW7gt3f5mQDTonaaF5wVm31PXm/pII0fOAw5ve/0aVHbZuXmlSgUy/qWTXUoB53l85ZjxbKqfxXnLjh3qsM55IwuUEyL2mkOOyTLsMPDSG7RpaLPwk5wo6+0xlTKSKmIGxnB1etIlmI6O1H77bo0DptBnpARkucZUbFIMK4ksplaktxRKQQEezCHevZZ+PnPfXJ5f52NRzNkGIMtdo2JPe9c3AIgCGK03rPYk7CA1T2YRlvYlrthF2ME13Zj1WGwUznyqIlUSxusCegg2KPpkNa+nHbrVviv/4JLL90x+3SUoG3GM+qMHMUBYcEQlys0s4ykvg0dbEd3zB4rl+4uhGxvZmxupnRFOzspHzIKBXjTm2DZvv/gjYrZelbHiSPQAZWwQhzEaKXZtMlnsZ2D43e5DnLJSKVBInUyEop0YtS+fyWOF7STLTcG73Bcz1MAykGE2YOgFRHEZdCqoeoDOGMQAmgNtZ+hUNqgTIgyBebMMTQacO21cMopcN55e8ja3nor3H47XH01pWIRoxXVRuazqqGiajTdpaJf0CoU0IXCpPZrPGOCNjTo4vP/86KUQpVCXCunUUupO4cqBrSGQ277pWHbNp+834/QAHjijVcxdMJy6vNOhKNwTm3by+JOpdR9IvIvUx3PNNOALz8+XG6KDxXL+pbx86d+TmpTIvMCLRAfpqzcvJIlM5dQjg5yMuQwYNQs6r6N9x0Vonbl5pX0lfuY2zF3qkMBjuZBfdPshGs2yQcH/dzKnm5Mx8R9neNRWmO6ujCdHV4QDwzg0vTAg0lGsNaRZGDCkKi4w7wmt46RVkZkNKXIkGUZrVaLRqNBo9GgVmtx++05117rM1m7CrtJIYJuVH3JZxRjyzPABL4/07bI8yagCYLSXgXtGCb0WVqlMPUhaLslA7jc97qqtqAdReuQICiTK03TtTBZCzPBvNtdmTXLlx//4AfwxBMThBJ4AyljtJ9nW/cZ77irCwodtIaHkObQTq+ZWy5gndDfPAjndl8kiRfUn/40XHbZXp/azJtsb21nJB1BK01XoYsZ8QxKYQmFZvVq+OEPIY69ENqVQIWUdBdF1YXgaMgQuWT7DLFxQIJWUQ4nFrQiDpc1sK0hXGMIVd8OYQHVMRsdldFRBR2VvakX4LImtjWEbVWJoxYLFzqeeAK+9z2/qOOcI01Tms0mjUaD+uc+R/2nP6UJJCMjhP2b6SlHGKVwqSPJHdUohsDgRkYQ53aLcW+4UcOn/RS0O46DUEOoiZDV4eFfGn7yI0OW+YqE5ytodZZw4vf+Cp22cFHMlrP3fl0dDUwL2mkOF0aSEdZuX3tUiNrMZTy27bGpDmXKWblp5RFZegwwv2M+feU+7t90/1SH8oKwYtOKw+qzOy1qj2JEhDyzNLdVqW8apJVAElZIM0WWWj9PchLoYpFgxgzQGjs0hGs29z+oPEWyFkkuKOOziKM4Jww1M5w4CtpRq9VoNptkWYaIMDDguOaalAcfbDBnTo043rdA2Q0RdGMIlSW4uOz7Z5VCxJLndaxNMSYiCEoTjuvZIybwwhYwjSFvNiWC5O3xPRNkuEUp0jCiEBSJUWRZHWtb+zwvHR1e3F5/ve8h3VWbKK2IKyFhbLCZozmSgSjinpm4oEBraBuStcaeXwoN3VHIQCsjsc9P6DwvfvYzWLoU1q7d69MSm7C9ubuYLRivdtIUbrkF7rjDl53va1JNqAqUVDcKtU9h28KStUuO90fQVsIIo3Z/ncsTbKuKy5ooZQidI4i7UV3zvKANYnRQQAcxJipj4i5M3I0OSwjg0jquNcjsGSPEUZNrrmlwww01hoZa5HmOiPgWgkoFay3q4x+Hc84h27aVrtgQaY1klpZ11EplxDpcrTap/QNvCiWt3JcQH4CgdU4YbGTUmpb1GyJuujFmw9OOY+bk7G9FdO9Dt7Hke59l1sob9zuuaaaZ5tCwqn8VghyxImeU0VLbo70EeXtjO+uH1x+x51spxVnzzjoqHJCbWZNHtj5yWIna6fLjoxBxQpZYstTiGk1cvY4pxZhOn511VrBZTqogLBjCSYzZUEGA6enBVqvY4RHEuv3rs01rJM0WLuykWKmM9fKKCEMNn3UqBYo8UwRBQBRFaB3w6KO+srJUEhYsyLA2Jc+bKJVgTAGtJ9FQ65wXtDbHFTuQyNdwWpvgnBclPju7nx8bE2BLXZjGELoxRB51IIAJJhbHLRwCVFSMCaRtSpXiXI4x8V7jGJ1ves89fh7vBRfs3lMcxQEm0LTqGc2aN5Aq9Mwh2bKOZGAT8axFY/bAc8oRI5k3jVrceYjMD+bMgdNP3+OMncxl1NM6qUsxytBV6BoTsqMMD8MNN3hX6IUL92g6vRtGBZTopi6DNKVKie7dSpHTcWZdz6uHdpyg3XVkj4jgsjqSJ6ADTKED06qj0Nh9mIspbVC6iA6LiMuxWUKejWAkoa/X8MwTRTZuKHLRq2IWH6t3Ohbuj/4Id9JJ2FKJvNkg1gaHppla6pFBxzGlZgsVx+h9uCGLE1wz9+N6DkDQ5tYx2MjY3C88cG/IyJChrw9iDdpanFW459Pe0HZr33rmJdz6lUeoL1iy37FNM800h4bDrSfvULGkdwmRiVjdv5oruXKqw5kyVm72TtdHmvPxeJbPXc71T1xPPa0fkSXWozy05SGs2MNqgWI6U3uUkSWWxkhKlli0ywldi3Jvicq8XoqViLgcUuqMiCshJtBkLUtzJCNP7T63rbTGdHejizGuXsdWq5PO9gKQJ+TNGjkBUamECbwKExG2DTeojoxQ0FAuFqhUKpRKJZIk4PrrvSFUXx/MmKHQOiIMKwRBEVDkeZMsq+Fcuud4nMU0BlEux5W6kKjYzs42xrkbH4CgHSWIcMUuPzS3Nog2ZkKn2RwhVY5ItO+kVZogKBIEvhQ7zxvkeQORPZ8XY7ywe+IJ329Zr0/wnEBT7IhQStFqZKBCop655GlCMrhp7Hmh0fTGISNpzkiWH9gx2JXRc/LiF3s7311mpTpxDKfDDLYGySWnElZ2ysyOsmkT/Od/+v2cN2/ygnYUrQwl5bPpTdn52s0RGsqOzaCdDN7l2Gd9y+HuM2jFWWwyjOQJOiwSxF3oPB2rEhh12J4USiMaVFQiKM6gUOhiTp+mGDb56TWDXH9tlcFtDWzuqxr0GWcQfPKTVCoVCo8/TuEPP0RUGyR0OUliGQkLtJTyZch7+QyLCK7h91GXwv12kk5zx/otKXfcIdx6fYQWw8KFEEXgggDRGp3nqEmURDuxmO3rOO/TF1B+4m4yaTE0fzG5pO1HRi4ZlhegnP4wRik1Xyl1vlLqgtHHVMc0zdHHik0rmFOZc9j05B0qQhNyyqxTWNW/aqpDmVJGxzcdTkLoYLN83nKcOB7Y/MBUh3JIORwXpKYztUcJ4oSkkWNzhwk0YQiuWkeVCpju7t2ebwKNCTQ2c6St3M86Te1Ydm9PKKXGDKNsrY64IUxX16RGhEhzmKSVoCuzCGOfDXTO0T84TDPJ6CwV6OkoY4xBxDu+3nKL10QTmUFpHaJ12DZ2SsnzFkolaB2iVIBS7Qy0zX1JsAi21I0Yg82bOJehlNqnGdTzRcICNiyimiPorI6EXbs9p4lFAfEu605aByhVxrkU51KyrI5Suv39cfvURikv8LZu9f2ll13mxwDtvE1FseLn2aaNnDAuEnb0kg1vQwURUZdvTJ4ZhwwkGf31lErXQRrxI+Ln0L7oRfCpT+3yI6GZN6lndQShGBQph2X0LuW7IvDoo94Hqbd3d+fn54NRAUU6acgQLRmmqLpwCA2Vo4EyZo9mXeMZHdsjCJVg95JjZzNc4ucw60In2oSQp+hmDQkjP9t4kvjFlyYgBEFxp6qESpRR6shYvyFj/feanH12k+NPUIRRgAlDtAmIfv1ruPlmCq0mUi6TJy0aEkFcxDTqFOqNPVZdSGLBCboY7tnl2DlwOUhbkCoNOhirAhipW+5dlbHqAUUlDFm0UO82P9gGAUGWYfKcPAx3WrHIJSMnIZcUhwWEoh0gGNmKjKynKcdNGFYTcDJzMof4iEMp9bfAW4BHgNGVMQFun7KgpjkqOdx68g4ly/qWcdOTN011GFPKys0rWdi58Ih2uj5r3lkA3L/pfl56zEunOJpDx4pNK+iOu1ncvXiqQxljn6JWKfXHwLdFZPAFiGeaQ4C1jlbNZ1OiUkAQauzAwA4BuhdxYkJNMYzIUkvWsrRqGSbUREU/ImZP6HLZuwYPD2MHB72w3ds82zwhqVWRsEhc9q7LWZaxZXCEJHfM6CzTXfEZvEYDfvlLeOwx3zs6odPr+FjGidvRh0jqnVatxTRrWKXJix2IpEjm2i7EEVpHqAl6IA8EZy0uKGBKoLMWrlVH4h2iIcFilVCSieee+th8SbVIjnM51qZAe5+UaT90O3bNrFmKatUbSF16qc/g7rRNrSiUA9Kmn2drwm5MMSGtemEblrswRjOnFLGhljCQZPTGB0HoZxlYu1PjrxNHM2/SzJu+f9oUKIdlggmy5HkOd98NDzzgxft+jW3ahUBFFKiQSA0jDTIV4YDKHs7HrogIjTzDtcf27GoK5fIEl9ZBa0zUgdKmXSlQBWNw8eSbR3cWtLv3eSsTYkzI3IXQajnuujfniacyzjkno7fHz3/mzb+LvvwydHcPBWcxP7+e7Re+muFCAa0DZtRr6Liw2+dXMueNoSKDCndVoRlkTcgTL2gnwIli7VOKO37taLVCjp0bE0UgyiBidk61K0UehmPCNgsMOS1SabaFrCIgZOZTjzB83JmoWadw6/96AGUMZRTes3oscgCKqEktUByhvA5YIiLJVAcyzdHLaE/eFUuumOpQXhCWzV7GN1d9k631rcwq74+L5W8+q/tXc8acM6Y6jEPKvI55zK3MPeL7aldu9oZfByXBcZCYTKa2D/i1UmoF8K/ADfK8akqnmUps5mg1fMZxdDaprdWQ3GJ6uic9gieMDEGofS9uYmmOpASRIYw0eg9jXnQco7T2fbajwnYP/Xl5bTt5bom6Z6CNodFosnW4jqCZPaOTShwhAk8+Cbfd5jXQ8+mZhB3iVkQQyZG0gWpWcUrhihXQtLOeUTvzefCr8705lPXis9yJNASd1P3YljDGIbSUIxBFtI/uAC9avfAWcYhYRCzOeaG763PLZY3Wih/9SHPBBZpTTtEYo9uvaSGSo4IcyTNaDUGZAK2F5vZ1KHM8QVyiJ47Y3srY0sjojoI9jqWZNFEE3/kOMLGYLQUlQjOxUm004OabYcMGfy0caCjjKagSVjKqMoxWnZSlQDCJbo1RQWudoxSGu82hdTbFpTWUDtCFDn+NiaCbw4D40VGT3BERt1dBuytxrFm0OGJoKOKnN8DSpY4Xn2EplXJsFGHzDHXddXS940ryr32N1iWXsa1YQolj5vAw4bgUvzjBtdp9tIVx75unkNa8mFUKTARh0Y+xan+enLU8t97yy1+m9A+0mNltWdgLmgzGX7ZKIxgvcpVBMOSk5HlOC4czCkNIrEqExPQ8dg8vu+oCVn34n1n/6vfu86+b4fmXqB9BPAWEwLSonWbKeHDLg1ixR02m9vQ5pwN+vy869qIpjuaFJ8kT1mxbw+uWvm6qQznkLJ+3/IgWtZnNWN2/mg+f8+GpDmUn9ilqReRqpdSfA5cA7wG+opT6D+BfROTJQx3gNPtPnlqSZo5S3u1Wa4VLU1y94efQ7sMAZleUUkRxQBAZslZOnlryxKK0Igg1OlAYo3cqQ1RRhJkxAzs0RD405Htud3lfSZsktRF0sQsTFaiO1BiqJwRBSG9XmWIUMDgId94J69b58SxxvP/HRSmFzi06SZCwA1fqPnBxNkkk967SJvJCzRU70TKEbg5jlaYVaAQm3bc5yo6sbIgxtPsgXVvs+gc44tgya5Zw662wdVvK6csaGGMJgpAwLGBMRKEYYYKcpJFgoxLS7Gdk80OU+04gjHuYV455stpgSzNjbnk/B4Y+9xx85CPwla8gfX008gaNrIEgXsyGJcK9mHtt3w7XXecnAO3BV+qACVWFlBaBq1FQRSaT1GvanNw5ikFIuIvJk7MpLhkVtDsqJHSrhsozXKlzbBbyvhCR5yVox9PdDZ2d8NRTmsce05xxhuKUU3LikkWuuJDWt76OvuRCSrUhqk8/y8ZZCzEKZrZa6Dj2fbTNHGRcH22eQFpHshaiFERlVFjeadHMWli/Hu69N2TzVkuhwzBzYYlyEJEpBWJRYlG0v0qOwmFdk5wmmWshCKEVOlwJoi6UiXESgVYMLXkJD73vy2y84K2TPhZHMQ3gAaXUzYwTtiLyJ1MX0jRHG4djT96hZNQBedXmVUelqH1026NYsWPH4Uhm+bzl/GTtT6ilNSrRPkYw/Aby6LZHSWxy2H12J3UHJSKilNoMbMavpfcAP1BK3SQif3ooA5xm/8hTS9LI0YEiLvl+NxHBDQ+jAoPe15yTvaC1olAKiZyQZw6bObLUjt0aKa3QRiHa4XTu37tSwIzUYWgIOjvR41RpWt2KiMKUO9leHaaROOK4SG9nkTzV/OpXvry0WJy4d/b5opI6ulVHghDXnh/7QiDOIdaijd7RY6wUrtiFaQwijUHScoWCiTEHWBbpBZOZUOwEgWXRoipPPN6iUTece24RrQOyLEDEO0oXS4YodDTrKaLL5LWnqW95nOLMYyjEPfREIdubKTPikMIeMvV75aGH4M47Sbf1M9wV7MjM7kPMAjz1FNx0k++dnWj+7MHAITS1I5YKRmqkNCiw9z7XxOZk1hIZQ2R2FbQZLqmBNu0MrT+/Kmuh0qY3Jgsnv1JjbRMR+/xHS7XRGvr6LNbWeOSRFg8/rFi6NGLp0pjut15JB47Y9rPgLa9ly8UX8eRHP861P/4xf/2Fz7N98zZOXHwCH/uzT/C6N11K1qpi8xZOKZ+VDUrgWpD4sVBpoln/rOHhBw21EUNHB3T2WQICykFxzEBL0Fjly4SdEnJR5Fjff0sngcwgwhAaoZC1UFlCZc2vWPqvf879n/kuWfdsNr72bRiamKxdWo0AClF6LNvrVISokEmtUhy5/Lj9mGaaKWPFphXMKM7gmK6D8If9N4DZ5dn0lftYveXoHOszOs7oaBC1Z809C0FYuWklL1/08qkO56BzuBp+Taan9iPA7wHbgH8GPikimfJpoceBaVF7mJFn4wRteYcjqRvxo3aCnu6DUgOvtBob+SMi7VFAlnrSpN5sYJ33H1EKlFFoDWHWoDTQ4sc33sKfffazbNu0nheftIjf/5NP8qrfeTMWTWdHhVhHPLQafvUrS63mmD9f6OyELFM884xCa0McKzo6vLjZaxX1aLW8iBe0SQOJCt6F+AWsP3R5+3js2lusNXmpi0ZrgKA5QlwM97FDB0ILpUcwWpg3r5tNm8r8/OeKV7/aUqlkZJl/hGHoxW0lolXvJKwswdbW0dq+CZnpmBGVqKaGjbUWx3aV9v22uyCXXMLImgdoRRqDorvQTWT2XjngnJ+7e++93un6QLL1+6KJxQFdFMnISaROQIRREwvuzFlaeU6gNcVg5+eMmUJpgxktOQawGbo57BdX4skvMlnbwrm8bWC2v15/CahhTCDMnl3G2hJr1mhWr4b58+HUU2H+7Bj9J39MfMoJ3H3Pbfzg379FOjBEpVhk89DT/MX//UfkcjVXXP56olIvOiyj29npLIP+fnj8CeHxJ3OcOLpnpPTMzWnkGVoUJgypSQ3E97zuikITUiBQEQGFsQoQZyDRFXSekcRz0FlGWB8h6/YrHILa7XOtxKElG2dWpYhdCNKzn8fvNxsR+YZSKgJOan/rMZG9DGieZppDwKhJ1OHUk3eoWda37KidVbu6fzVxEHPCjBOmOpRDzqhZ1H0b7zsiRe2KTSsohSVO6j1p309+AZnMHdEM4A0i8uz4b4qIU0pdfmjCmmZ/sZmbWNAmCa7ZQpdLe+xrPRCUUmQkNNesQD35JOXLLyckIvzJ9ejHHif58EdJsoT6wHZ+dMuP+MIX/h/6twzS1xmxdbjGZ77wJRpBwMvPewO/fyU8/njO4KBhZMQAhne9a4Q3vanBwIDhE5/Y3bH0Ax9IuOwyy/Ztmu9+N2DOLEffbMviBTkL5uWEoUMnI6gs872rQYzKG4iKcNoc3IbMCRBrEefQQTDhH/BEK7JiJ521EYJ6FVvumXQp6iQjAIZRqoVICHQCAXPnwuAg/PCHhte8xrBwYUSapjuJ20I5IqnHqNJ8VGMz+dAwYbeiJ1BsS0sMJRndhUk6NH3729hKheprLyCPNKWgRDks7/OmptHw7sbPPOPLjQ+Z5scbdWVKiEUToNGqg1wymjJCmZ7dYnUiNPMMrRSlXQSt7EnQOodpDoPSz2txZdQUzJgIReCvKxEQQdyOxZsxRrerFEqBdYrtAw36N2ccd4KiUunm4YdDfvITqFaFZtMnWNMM/vCDwumnfYKH71f89ec38Bme4p15P6/u+Cxb6pto1L/M5z/3Va582ydJUsXIgC8Lf+YZX13unK+uWDzHn6/MWepZSodyFMMAlENwCNI2bPLGTe2jjt5DBnrunf9JefOTPHPFx6kvOp1f/MMq2JsJ3U4nxKElRUuKkI/1+R5tKKUuBL4BPINPWS9USr1LRKbdj6d5QUhtyoNbHuSjL/noVIfygnJ63+n873v/N7nLJzQ/PJJZ3b+aF8160VGx33Mqc1jQuYD7Nh2ZfbUrNq/gjDlnYPQhvBnbDybTU/uXe/nZowc3nGkOBGu9KZTW7ZLj0bI+53zZcRh4V+KDyY034r73Papf+h+kNqXz698g/ta3cZsHAIW6/gbU9T+j9uGP0tIBM/76C1z+ox/yP48/k4Wls5k3tJhHN72SeuERvvj5m8k+/AYeeihg/nzhlFMsvb05nZ2KpUsLiER0dcGf/3mKtY5m01EfEWo1x9LjGgRZRnVLyL33zmSoukO4GyNc/dH1vOSMGluSTp5+ssiSE+p0dziUA+0CIMKaGDExB3t8s4jgRs2hJijVtW1zqJAAXeqBxhCmPogtd3uDnQMmA6ooZREpAztnBXt6oNn0s2zPPVfz4hfHRJEXt2nqjXmCMADKWDsbaW0hr9bp6aowlA6zsQYdQQdmX2XIzuH+8R+xxQj76vPpirt2mzU7Ef39cMMNPvt3MMrP90aO0GwbdcXtvmatNDEdNKVKSpMCOzLTIkI99/NOS+HOc1rFZthkxLscjxe0gG4Ng7X+HO9lQUVEwIk3GHOOLKv511uwakdiTSk1JlxBI+JFpdHC00/Df/zAsG69or8f8ty7K//l1SmnL3PUhjKefdbQ1QkzuoUghDCArk54+smc9U9bNNv4tVpGxTierb+VLOvgnOgpHlpX4A1vhNtvh7lzYdEin+U980zoGjepKrWWps0wSlMO491m9j4fZq6+ma4nV/DU73wMLf7Tuu/ptaMHSuNUjCMmOTr17Cj/E7hERB4DUEqdBHwXOGtKo5rmqOGRrY+Q2pQz5x5e5YuHmmV9y0hswuPbH+fkWSdPdTgvKKv7V/NbJ/7WVIfxgrF83nLu33j/VIdx0Bmdwfvu09891aHsxpG/XHKUIE5I6m1TqPLOMyPd8DAiQtDRceBlPkND8O1vw3veg8QlkocfJrzxRvINH6M89xiij3wS+cCH/ftrTeOLX2bk8/8DcY5Ya/SV7+Av/ruTtWu+iLgi32E5ufkml6sPM7IpZPHMMl/+O8fICFgU2mh6ZigKkaAslALh3DMEJbpdtthGFRDlOGGJ8K1vZDQTy+Z+zbqnMtY9aVk4v0xensN990R85Sv+JX19wkkn5Sw5MeGSV1apFOvgFDaIEBXhPx7jH/vHaDbN7CJ6Rmm2x0QWMWAUttSNGRW2pW4IDiSznoCqgmhEeoCJt1Us+gzoPffApk1w0UWacjkmDEOSJCHLM9//G8YoOwPbHACT0FcqsL5WZVMjZEHH3suQE8kY/vF3MUlGT3HGPldrnYPVq+Guu7zw7jnElaIybh5taRejrlAVyKQwrgzZx960Oc4JpTDcaRatOItNazvG9oz7mWrVUVnqHbd3ObfiHOK8gMW5nYpynW2BOExQRpvAOw+3xezIiOKxx/y83rVr/Qzn974XXvUq0CE88ywsWpTxkpe0mDtHM3dOyPHHWgItnHt2zrnngMIh1rFtQBDrmDs747jjcl7/xjoPPPheVm3cyl0jCacsvYduyvxsxZ18u+PFrJibc+qiDqZ3AAAgAElEQVSphi1bFLfcorjxRigU4LvfBWUcz6zP6ex2lIq+NPv5CtrKhjWc9o9/yIMf+hq1BUt55D1/j42KYAwqz9DO4USOaivj/SAcFbQAIrJWqT3U1k8zzSHgaDOJGmXMLKp/1VElavtr/fTX+4+KftpRzpp7FtesuYbhZJjOwuRH9R3uPDHwBLW0dlguSE2L2iOEpJEjIsSVXQRtq4VLUkyljGoP8RSBeh2qVRgZgYEB/7Veh1bLZ8RGKxi19pV9YehvVOc+cj9nf/qPWVOfR/XlL0ef9yYK1/8enaVOslZIrafL31vWoJpZaplh28YyN19ruOy3cjYmZ/HfPRHd2Z3MKN3G37RyOip1KvH/YlZU4fKrX4R89OPkv/c+qoOOjRv9jfpQw7u2lsoKUQqnNaL8v1G799DFUcZxM4c5vidHXhLiit2gDS97mZ9nunYtrF2rePTRkDvuCHnlq8rYIOHWn1vWPqE4aUnOklNazJ1rUardpycFIAYm7/g7OsJHGz1hljbBkiuhOH4Gqgmw5R4vbBtDuGLn8zIR2kEDpUYQCfDebntPTRnjM6Fbt8L3v+8F0aJFhlKpRJ7nPmsrOUkeQVYmGB4hRtERKrbVB+gpRJSjCX6l5Dn5l/+B6nveQljuoGtGF3qCsk8Z1/s8PKK4/TZYt14xb97kq0sPhEa7j3ZP82hjVaEugyRSo6S6Sa0ls5Y4CHZyOhZnsckwwI45tG1UlqCTOhIWkMgvAoiIX/iwbuwYjGb1lfJu4k4saEVoyigVs369/4wuXuw/x+98p9++MXDssXD+uZb5sxOCPGXJgpx//+oQSBOkBOyy+KD8trZv95/9U1+kWbLUUO4MGLIZuevgIx/+JB//+P/FQH0I9egj2OPn8xcnLuCMd17Bh99YY9ttTzPnX7/Ive/9G9azkM2bIZGcPHV8+UsRz61XLFumOPtsOPfcfS9QVNY9ghLHyKJTSTtnEg88R2nTk9QWLMUWd1QaWBMQOD+71h6MIcVHD/cppf4Z+Hb7/1cCR2ad3DSHJSs2raASVY6K/srxLJ25lEAHrO5fzVtPPXqc2h/c8iBwdJhEjbJ83nLAX+sXLr5waoM5iBzOC1LTovYwRkSwYsd6zowyE2b6ssRic0dUDHYqARXncCMjqCgkNWX6n/UZnGee8eIVvBYMQz8udPTreAMeZXNO+5ePMDL7BNZc+jHWzr2QjZ/9Jf3di0hWWaCXUJXGtjVKS1s29DvuvMFw390aawVlttHVO8wfvH87P/vWn7J9cCM/Gs7oboX0zp/H+97z+zR/eTd60XHogqa3p86s+nOc+ntLWb9e8au7ob9f0dcH0Z7uX51DJ3VU2gStcaWdBWGp5MsjTz11x0sGB6GjQyHEbOgXbv4F/OR6vzMdHcKppzo+9ak6SifYvIUxBijjBe7es0OS+8Gbu5lD0XbYbZe6FnYVnNpgSz3oZhXdGEaizJsJTTobNYJSDUQKQNc+4xzPrFm+h/Xaa+G00+AlL4E4DgiCgDzPMUFCA2gOJaTbh+jtKTEiIRuGt3NS7+zdrtHshusIP/FJSgvmUP7dK1HKO3FLkvhHliHWF5CKeHfju+9uC7Re/PARfxQRE4AOkCBETAgHqZ+jtUsf7URoZShQpiUjNG2d1BoCrSmM630Wcdh0BEQwcedOghabo5tVxAR+ocJanHU+K8uoa3jQFrNqp22ueiDn0UcLrF0bsXatX4A6/3z41Kd8me/73w/HLUo46bgm5SgZM0QSMYhq4TSIzAQ6EaWh3cMK0Ggqtm5VnLRUc845ms4uRWYzBtMq4iI6pcRb3vw2JDR85urPsH7dOhZlAcd/7MOcc/klhHqYXrWKWY9eywPvvJrAtXhtz6+Ye829PHX5H/Ou3ytw/32Ke+/1Rl9f/zq8/vXwrnftODTFreuIhvqpnng2OMd5f3Exg0vO475P/xdp50xu/dqaia99pXDGoPMc5RzyAo3mOgL4EPBHwOgInzuAr01dONMcbazY5HvyJlrgPJIpBAVOnnnyUWcWNbq/p80+bYojeeE4a67v5rh/4/1HlKhduWklkYk4ZdYpUx3KbkyL2sOMzGYkNiGxCVbsbj/XShOogNCEBDrAiCFtWUygCQs73+Dn1RH6NwuPPtfBU8/uMG7p7ITe3kkGFAZUhp5DKp2U4xZ5MEzyokV0myIF0zmhmcvWYce3/1Vx160BYQivujjh7PP7Wbgo42XnzuSYnvN58YI/5uq//TJqZD1dM+dx9VWf4hWvfDkb3nAF5cpMOpKc4t//A/oLf4Ve8xjHnnA8xyyGNWt8OWoQePE1hggqa6JbdW+aExUnLQLHZ43e8U7F294Ozz2Ts3aNsOYJQ+YMSnWCCJ/+tKNWE5YsyViypM6SJQHHHBNPaFw0Klp0MPFiRKNddrxrqesYWuNK3X6OadrE5Akuruwjayv4/tkEkRLQsc/9n4hSCRYuhMce8wshF1zgM4BB4MVtoVBgJDA0tm0m7a/S1RkxKMLWRo3Z5R3vmbmMoVeeS/jLW+g89xW+j7TVQppNxAlKK1QUoeKAgUEvZp/bALP7/AKLG9sn72CLs6is6Rct2sdIgsg/9lPkJlhayhGN66PdE5EqkromQ+kAJdVFMSp5Jd4W6i4Z8SZQhQ7U+PJq5zDNKiKQRxUkzRARPzM5MChj2mIftm2DRx7xlf5XXAHWJnzrWxFPPaU55hjFy14GS5fCKafgxbNr8IbXNFCSt3tGfX+4UwVQLZSSdun57tfCli2+GuOy3/H9sACtvMVIOoJyik5bIQgDdDHgyndcyZXvuNLvTpqy6dl11FoJnbM1wdsuZftvX8q5qabvqTrdn/tvTvn1d9jwxj/lzDPg7as/RW/37XznM3dwxx2K3+//G5b+w+Pc8o7/w9e/HvKNbR9gtt3IbV+6B1Dc94lvU5974o5A9/I5dlqjlUJbi50WtZNCRBLgi+3HNNO8oFhnWdW/ive9+H1THcqUsKxvGbc/e3R5sq3uX83cylxmlWft+8lHCLPKszim65gjzixqxeYVnDr71H1OrJgKpkXtFCMipC4lsQmpTXHiUChCHRIH8Vh21onDiSN3OVYs9awOQFLLUaKpdBWRPCLUIUoCnnws5YE7EgabZQrdAXPmTN7gt+Pp1Zz6zx/h/k9+n7R7Nvdc9Z9YqWPzAUQZgrCHUBcnfK1DcAXLYw8FXHEFXP7b2xmqD7JoccQrzp9NTyWktWUrr3vTW3nzBz6x02uHRrYyPLCVvDlAvdhJ8L4/QObMIZ+1gKCZE624lxctP4tjjinwi1/AunUwb64QShOdNHwP4uh4lAMwWDIGjjk+YPGinNdenOGMwREAivPOMzz8MNx3n+Hmm/2N9ktfmnDVVQAF7rzTj0SZP18wMmoOtbtQak1UdjwRSuGKHRAW0K2az9oGTSQqIeGuZdAWGEKpHJEOkCKI9UJQXLum3M/tRGlEm706LGvtzX8aDbjuZ8LC+cK5LxFm9oIW6OqoEJkFVPs3kg8OIIUmz4nQFRUohBH24YeoJVXUyUuoLH8pMlLDNn2JgI4L6GIRHUXU67Bype+fLZVgfrsabdchLzv932Yom6HyFJUlqLQ1dvJcUPDHZhLXQIKlqRyhKN/TPBEiaEnQroWWnEJWI7EDxGGNYt4NgEOTZwlODDqeiRr/3iKoxhAuS8mjjjExr4MApX1W9p574LbbfKn99u3+ZV1dcNllGc5lfOxjmt7eAuN93oxrYPIaSiyiQrKgG6ficQIwbZefF9hV0FrrHYoXL4YLL2Rsu42sQS2rEUhAhyuhA40u7dzSAKCjiFmzZ5Nu2sxANWVOb0B3b4FuKdNZarL5y5/lu7deRb61Tk8PDM9egDr+dObNq/OWt8CCH6SYZ4Z57jnHmjWK91avxnSWmPUtxUUXpdglvmxLZSNoHaJUsOfxRdPZ2kmjlPoPEXmzUupBJpijJCJHT23gNFPG2u1raWSNw27G5QvFsr5lfOfB7zDQHGBGccZUh/OCsLp/9VFVejzKWXPPOqLMokSEFZtW8Ialb5jqUCZkWtROEZnNaOQNUpsiCFppQh1SMAUKprBPQycRod5oonWKKgi5ZCRJwoYNcN+9kPXX6O2O6Du2h32Z0u627SCkuHUdxf6nqXUUcXkdcChTJAp274cU8e6nN90En/hLSyGGr/2jxdptbNhc5bTTKpx39gw6ykUaW59DKUXYtftqXVdlJs5oWsNVXLNGNQrpeefbMUrIN/YTXfJq3LveTeWrX+HSV2esvrfJ/XcnzOiBuCPEFTsP0FRpZ1y7ZFhb6/t3jeH1r/elkyLeSfaxx1K6uloo1aJajfm7v/OWr8bAvHkBxy5WvOpixZlneiHhHBC6sczgbmXHeyKIcJUZqLSBThqoRtVnB4OwPZYkBaqgHOQVtKuD1Pa9XQViwh2ZThPuEEUiaOfoDC2dc4Sh7XDtD3xG70Uv8pny2ASYmfMZ2gzl6lauu+sa3vHv/x+P3r2CXxUjllY6KT38EGKHEAW6XEKXSiitqVbh0RWwapV/y3nznseoHuPLj0f7UhkVuHnqFziShhe4Uclntvdg0JW0BW0J0x4rMw6xBK6OcU1fzqs0idNklCmEBfIgpaliAjFIUkXZBnEQo2UIa4vkuuIbB0YGcEmLNOhg/YYCTz1jePIpzZNPwmc/C5WKz4Y/9pjPvp58sn8sWuQQaaGUH7U0ugvaJQR2BCUZoiNS043oXa97C6qKiMGPb9pBmnozsHPOgeXLdyx21dIajbxBpCIqedFnkScQtKNEXZ30tZo8NzjI9iCnr0cRGEV3bxdxnNH9+iK332XYtk1hLnkf61EEypc9P/m2zwKK05Xm3/4Nfv3rl3LTTXDNNXDNNRH/9m+Ori6LcxbnMkRStDZoXZhQ3I5ma43NyXc7FtOM4yPtr9Pj+KaZMlZuXgkcnj15LwSj4u7B/gd5xeJXTHE0h57c5Ty89WEuPu7iqQ7lBeesuWfx32v+m2qrSlfcte8XHOasH17PQHPgsP3sTqmoVUr9K/6P6xYROXVfzz8SaOZNGlkDKxaFIg5iCqbgM6zPw73TOUFlhkqxTFwOGRyEO+/IeWZ9Rm95iLgvIysVqDOIdoaAiEAVMEz8PsX+Z5i98gaefe0HGF5wEtd99T4sKTobwRBhwg70BONXNmyAf/onn2U7/gRhcFiY3wvObmNDf5XlZ3fxkjNnEBcismYT1xqh0NGNmkB8KqXoiruxOCR32JZhoFZjhtEEpYDm1/5f8uNPxKzbTNgaYdnCkJmzernhFzFxFtF9kKcVgRe2SsQb0Sg1lgVSCubMgTlzIiBEJKBcqfPVr23n6afKPP1kwLr1mjWPKZad7re1bh187GPCjJmKvrmGBXMVc/rgvPO8oEtTyHOfrdwTEpWwYbEt4BKwOUqqoBuAAelCVISEBlF+/q5o44Xv+PPuLMpZlM1RNkW16u2T4EUuKvCLF+0Zvi4I6JilKKNYvx0evU7R2SGccrJw0vEBvcccw03/fjc3/udNzCr2snXhQt4ztI3j63Xe8YMf8qYrr0SXSiSZYfM6ePhhePZZ38c9e/ZBMIIaFbmFMjiHyhNU2kQ3RyBtYOOOsQUPh1DHYpUQid69/Fssgau1xazgdIw1JTICapJhQk05CKnLIDXJKeYapUro0izQCpfXGNhc59n1KYtmN+gsw10Pz+RLXy2SZf4clEpw/PHeoK1Sgd/9XXjrLp4heZ4gIoRh7DP+khPYYbRLEGV8ZnbCigkBhtpfdzYIazR8efNrXgMnjqvuHU6HaeUtYh1TzmJQ7FXQjlKcNYtZWcaWap2hQg8zyikiQxTK3XSjuORVwm13RWzZopg7d+JtBIH/DJx3ns9Sr16t6Onx86n/6Z+gt1e4+OKMzs6UPG9gTITWuyz8KYU1BpPnKGuRQznI+DcYEdnU/ucfishV43+mlPpb4KrdXzXNNAeXFZtWUDAFls5cOtWhTAmn9/mbglX9q44KUbt2+1pSmx6VmdrxZlGvPPaVUxzNgTNqEnU4Oh/D1Gdq/x34CvDNKY7jkJO7nOF0eGzgdkfYQWzi/RqxI9Ie36MVYSEYG3tSLAYcPx9M3SDhXPKwTE5CLhkpLVJpAopA/EgSjUFjAMXiH3+JY275Jk+d+2oalTKBs0QSEZhOCHbPdFkLP/yhH9tRKMAHPiic/9qcQDtIhljfX2X52d285Mxe4ijwZdbVrWitCTtm7nHfjDZ0RB0MM0y5u0jTVhhOM3qUEF3xW6hUyDKIPv0nmEcf4phVq3hjX8RPf+pde2cdgnYNGwQEmXdYzcNwgqyfAsoYHbNgfpX5s7fx0nNDdNiLUnrMSbpcEV73ZmHzZti2UfHLuxQjIz7zOW8ePPAA/PVf7+h7rlR8Wej73uefM2qgFIaKKCoQhgFh2OT884uUy92sX9/JE0+MNxjyj5e9zJ+jRx6BBx/0Drdpasgy/+/3vx+iwHHjDZY771LkiSPPIM0UmVV87e9HUCbg/3wj5sabA7KsnXFGUSjAP3xR6OgwfPCqY2m0rmM5v2Yry9mKYg1beeCv3sKiMz7IZz4DDz3khWwc+32cNw8+8AEf7513wsiwo1L2j1JJ6OpSzJk30THfC1ojURGJim234RqmPoQLQ5pxmZbx2yqK2SlTriTD2HZmVims9tlWlEFEaOQpCigFIdYqhrZUcGYjulxnpDqH734/YtNGWL9+Bo2mf4+r/uBZLnplznHH5Vx+mXD8CYoTTmC3doBdNZhzvuzYmAJabFvMtkBpctOB1eW9HJNauwS9m/G/4ms1L6Jf9zpfIu+vEWE4HSaxCSVTophFIKBLAcrs+5grremaM4d03TqGtlUpRDMphynWDlEodSJiueiCjF/cGbJp056F7Si9vfDK9t99a33P7/XXK77//YiXvSzk0ktTjj8+wTlLEBR3GpUkxoC1GGvJp0Xtvng1uwvYSyf43jTTHHRWbFrBsr5lhAdlDvtvHnMqc+gt9vJg/4NTHcoLwqhJ1NEoas+a1zaL2nT/ESNqtdKH7bmcUlErIrcrpRZPZQwvBI2sQT2ro5SiM+okDvZnPMsO0pZFnGBVyM3XKdat872PYQi64UtOXaGMVoaIEpFqOymTkUtCTkouCYgQNGvkpQ7ue8fHeeiyK0lKZUp5SKg6kaiwx/4057yQPvdcL7riHkeiHEEyyLpNw5zx4i7OOXMGcXvES1qvI1mDuLt3r32cAHEQe7OsvEF3oYeqNlQV9IYBRaWIMkf2vg/i1jyKcpoZM+ANrxd+dp1i82YvGA4qSpGHIUGWEWTZHoQtgEHyDpxTBFECehCkE6V8hrs8y/K6K4WyGMJR59mGP2/g58S++90+WzU87B1ua7Ud4ufxx+F739v5/aDC0qUB5XLMihXwL/+ye1TLlnmx/+CD8J3v+O2F4Q6363e/G6JIk+aKVkuIQk2pCF2hEAYOJxBkTV50nCMkIAohDKQdtxA1mgwPQpDezyv1TdziPsen+z7ADzteS3N7SjJ8Mr+8y1GpaI47zgvtJPH7t3WL+F5Vl/Dja8qsWRsyPrO45ISUL39hM6Ij/uSqbjb3a8plRbnsBf/JJ8Pb3+6f+5Of+OuyXN7h5j1rVoFjjwtJsxqPr03QuoqJikSmjEJRKQt9M1uovMnDDwnNRNNIu6gnMa2W5vjjfan11qGcL/19wMiwZriqGB4WnIt4+9u6eM1vD5G7nIceKjCnT7jwFcIxc5ssmptw3Ald2JLi2LjBB99Rx+mYXJcnKBfegYjD5g0CSSjYBI03gLKm3BbZeytZT9uu10XGj54aHoZm0wva2bP995w4qkmVzGWUTZk4j8CJF7TB5HsWVBAwc948WuvWsW3zAIUFfQQ0sK5KodQFDcuFL8+59faQ/n7o65vcdo3x5dkbNsBPfwq33KL4xS8KfOhDARdf3CDP6wRBCTXOrM4GASbLprO1e0Ap9SHgD4HjlFLj7Vc7gLumJqppjiZEhJWbV/LmU9481aFMGUopTus7bWzMzZHO6v7VBDo4KjPzM0szWdS1iPs2HhlmUSs3r+TkmSdTCvdSUjiFqLHZkFMVgBe1P5lM+fHy5cvlvvt+cy4MJ47hZJjUpRRMgY6o44Dt623maNUzBoYMP781QGRHdlJlCbpRxcVlX4a5F0SE0/7xg3Q/fh+3ff7nEBQILWiMN0YyZjfhJgK33OJHvFQqXpAViyBKGFYpgR1k0/phlp7SyYUv7aVU8GrNOUtjy3oCyYlnL96nqAXvjjjQGiAyEcWwg8HMEijFjLDtEuuEpJljM0dw391Ef/FnJN/8Pjc8vID+fvaZEdoflHOYLEOMwU40osdaXJajA4Nv+6u2M2ZlmhRJlKMomsI+HHb3hnMJeT5CnjuSJCbLKsyYoQkCL4CHh9uxqh1fZ870JZ557v8/4b1+u8RaOYcLAn/+d99B/7CWwQGh2RB6emDpyYp5CzTnnH8KGwbX8f7E8d04ZuGyk+myETNsga/+0zcZaMY8/kzItm3q/2fvzePkuso77+855y61dPWu1mpJlmxjy25s4wXjfQHb2MY22JhAmIRAIIYsbzLsWSbDhJCQSQghy5sZeOENSUgmkBAcFgcCZifYloxlbGyMjW1ZW0utXmq9yznP/HGrWt1Sr1JL3S319/Mpqbvr1r2nqu6tOr/zPM/vIRc6ertSjG46fCtNPfYp10MqNY9KzVCtZhHk887JRO9n/jVkz4A3dn+lqjntNMVb3pLt4ud+LnMMHs9LrnC89V3ZMd7yao9GY+I5/fKX1vj1u0ewYrjp1X2HPeWbb7L8/M8njNQS/ucfFOjqULS3O9pLMX09MWeeqehZ30A0tJlutDaYRhmVRLiwiOSa1+FYfW4tc+dWBqcCRPlZmjgKcChJkWQUsXU8L4dqpj5blZ9FtFqApssUPbRa9oyOZi28br/9oOt56lJGohGcOEp+CT/S4EDnPZR/ZJ9RcaXMczt24eVzrFnbh7hyJjhdO0nDYcXwpS971OtzcF8fR62Wff5cdhl0dloeeCDmpz/V3HCDobPz4PXoJTEI0yw+ZezaBbfeCmvWqK0icuGRPOelhlKqgywn/Q+A94y7qywiB450v0vtu3mZheOnQz9l00c28dc3/zW/dOEvLfRwFoxf+9Kv8fGHPs7oe0dP+LZGt3zqFp4beY7tbz252hi1uOOf7mD73u08+atPLvRQjpq1H1rLtadey9++8m+P+bGUmvt380KnH8+IUuotwFsA1q9fv8CjmT3WWYajYaxYSkGJvDe5W/BcaAm5p55WfOt7hu7uTFxmdwo6qoAxB81zpkEpxb4LbyHqXkeoCmBBtCb1vEkngpUKfOQjWfrr618Pd911sPazTorIIHt3lTllQwdXvOSgoAWIKmVIGgTdfbMStJClIRf8AtWkSsEr0OEZhlPLUGrp8gxKK3JFnzS2pEPDuFodVcxx4w3Cl7+i2LUrS22dT0TrzGXVZq7G4yNB4hySpCit0WOCtxuRUWJVIaJBIB1HIWhjoIoxmWFOEHRQKEyscW5rG3c+TMKUdavjBK31vKkjXNpwYDgTm5s3w3nnZVE/pUBGR/nv7/k1fuV9/42/rJQhqiNPPUPfqZt49c/9HEHYYENB2NBbY7SheOpZnx8/HeLnC3T3haB9tA8dxayr7nhSAjBw2x0xRuoYVx4zbnIqwLkQh8cnPu5Rq2uGq45K7IhSIZ935JyQE8d73p4QRxadNtBJHRBWrA6IpIRVAb/332OCAPI5yOWEXE7hhY66TSjkNB/8gEOcRZIqgkUHbZggj6NAVYaJXJm2ukKlyURBC6AMqWkn1W0YaaBdAyMRuPqE52pdinUW/C5SvwNRc/mIrqGUbaYdTy1oE5swEo8A0OF3YCKOWtACBG0lVq1Zyc5dexgcOEDfqh7SdBSlR9BeCVLLjTdoPnePZnQ0Sz+fC4UC3DJmb2R49NEcn/2s4tOfFq65xnHrrZpTTgFrsmitdm7yxZmTGxGRZ5RSv3zoHUqp7qMRtsssMxtOdpOoFv19/VSTKs8MP8Omrk0LPZxjyva927lyw5ULPYwF44LVF/AvP/oXhhvDdOY6F3o4R8zeyl52lXctatfyRS9qReR/A/8bstXgBR7OrEhcwkiUTRo7w8556+XUqKVs2yY8tN1nzVpFMG63Kq5lPUCLndNGJ8IDuyk99yj7X3gt+8+/kcFzrx8Ta1OlGj/9NPzhH2Y1q7/wC1nvzBYWR4P9DO+rUCq1c+1V3ZTyBwVtmiTY6jBBGKLzc3N+K3gF6mmdclKmO9dNOzCaWkZSS6efnbpeYDB33Ep808tJE4Faneuf+3v+Y+3P8/yuYN6F7ZhxlLWkWh/sT5qkAGh//CWliClRQ+FTJc8wmWSb7fkgtMSsUgmCzlr1kIfp2gDNBRG8NAEB6/tTngONRlbfeMopcNNNh9cuJ7/4Rl73gx+gfv9P+J3/8fs899xzdOdL/Ordv8j5L76aPdpjXSFHLmijyyrO77ZsPl3xyA8Vz/40pbtbKJbUYU1GRKnsNVYKUT6pDkh1O1pijKuhJUanDQRBgCAv9OQVvShyIoQCqmnO9JLzwYnBica6Ei5KUUmMlMtQaKe/P8yMkZptdpwIlSTGEFD0A5RYbFRHGYUJu9DNejCDTz7WJI29JBTwCiun7iWsNFYVsLq5IiQWRdZuSYAkjVCexvOKh/dbmRYHqtps35MtdpTLB1OOW4K2ntapxJXMlM3vQDckE7RzTDmeiraOTroaEUMHhij4Pm097aTpKNovI66IJwkvf3nAZz+r8P0s0+NI+YVfUFxzjeOeeyxf+5rHv/873HgjvO1tGtEabS1O6yk+DyO0qTQXAE4qPkVmzriVsf5eYwgw69n1Ul1wXmZh2bZ7G0YZ+lf2L/RQFpTW839k7yMntKgdqg+xY3THoq3BPB6MN4u69n0r60kAACAASURBVNRrF3g0R87W3VlrogtWX7DAI5maRS9qlxqHClpvqt6KcySqW777bcfjPzacsl5PTCF1Fh1VET+YsaXN2R/7dXq3f41v/MXj2EJp+sgc8MAD8MEPZhHA3//9rOXIQYSaDDBaGUWSNq6/uYee9onHj6tllI3wO/oyJ905oJSizW8bc2YteLlMaFhHObWUvGx/SivCYoBvHem/fJHgV97C1R8v8dW+O9j5vGbNWn1EhlxT0TKO8tKExHi4NM0i5cFEZ+kYR01ZPClQIERRRqmhpvDIk4nbQ8flgASIQEUoHCJm/sUsjEVokew5TSZoRbLFDKUyx9zNmw/XCLWkRuOtv0DxiWf4L298M//ljW8eu6/eOMDO0TIH6pqdjTorDXS0dZDTAbk2y5Vdlp3PW+7/vqUyouhbeVBcKQTlmm5XLZRCtEKUR2I6cQoSiYlJEEnxEHICgSjQCotBlId1Cpce1MzKU6hAg0sxUQUvqSISI34OUSEOqCZZu602LwCXYKMKKIXJtaO0l/WfTRrouIaxFtFFqjmPgmdm/8GqDIIBBWlaAwXGHEnNfRWVjTb7rVmPffvtWfq5iFBOyjTSBoEOKPklqNt5FbQtelf00khSBoaGCY3B7+wgTUfQfoU0KlLKp9xwg8/nP59lUxyN8/XGjZpf/VV43euqfOUrPn19HmCopYZv32e54mpHUDj0cycGNUJWk35ip/0diojc0vz/1HnY15JbcF5m4Xloz0NsWbHlqL1FljpnrzgbgEcGHuG2M2+bYeulS6tu+GQWtS0RuHXX1iUtahe78zEsfEuffwCuBnqVUs8Dvysik1jdLA3Gp/V1hV2YOYq4KfebCN/4WsqTP1Gs2+hxqPbQjaY5VK40/Y5EeOxNH6aw9xnStnasmTzVeDybNmU1tG9+M3ROCGoIiexnNB5leLDIq27sYV3fRCfDJGrg6qOEuRwqN8dcwyY5L0ctrVFJKoQmpM0zmeCwDg0UvYOvsTaa4NWvRL75LfwLX8yVVeHr/9Fg93MeK1dlET+lFaoZvTlioatU05AmhjRGlEL7XrbfJi1Ba0RRxKDwgACRKqg6igig2Ue0NQ5BKdv6CSREyDG5+D16jB2XcjyJoG31Mz3jjMxBebJWQ8ngPip5Ibz0csJrbj7s/jBop68YYZRiNM6xt1EncsN0FgvkS0X8jpDTVgirNlu+9x3Hj58Q+lZCrmgOvp4iqLGbA+ewkhIrIdZZj1JP5wiVxmuKlLR5fLEWl1hEJOu7agzKjF/k8HB+mPX/jeuoehkno0TiwHgUgzwqinA2QmkPbXLoNEal1aylkpD1wy104HsriOUAdRmhSPec6qSsjXAuzepo1Vw/N9KmOVQB8Gg0YGjooCnUeOf1ol+kYAq4anLQ5XgeBS2A1oa+Fb087yyDI6OsMgav1JGlIpsyaVJizWrNZZcZvv1tWL9+bubWh6KUpqenwJ131oAY5/Lc/6DHn/215hN/L9z48iy7oLsbIMkErWic7ZrXxa6lhFLqMuAHIlJVSr0eeBHwYRF5boGHtswJzrbd27h+8/ULPYwFpxSWOLXz1BPeLOpkdj5u0VPoYUPHhrFI51Jl6+6tnNFzBu3hkc3njwcLukwtIq8VkdUi4ovIuiUtaF3CcJS51MynoLUW7vtKypM/gXUbDhe0pHFmShMUp4yEFnc9yZaPvwOv0SAt9TD0goux3tQmKkND8Dd/kx27pwfe+c5DBS2IDDGSDLN7b47Lzu9hy2kT+0aKc8TVCloS/GLHnKO04yn5JZw46mlWf9juGXJaUbaOunWHba+uuJwg79NZ28Otv3M+Z++9j337VdZzNLXYOMFGMTZOcDYTPHPFKUVqBZ0kaKPR46LdDWwzQqtow6DGBKkC2kB6EelEpAi03H4NmegtZimRsoIsVTnkWAhanaYom5lCTRapHx3NIrTXXgsve9nkgtY99ijm9DPIfeZzlILJF1S09iiEbXSElt5CQBAWKQvsqtTYNXiAkWqNRIRCu+G6Gzyuu95jcNAxvD/BJWmW2q0g1lAzMOIpBkPNSGiIPU0ois4EOmKHP+5UEOuy93hcWrgJA7RnDhcySiFhEVvqJS52UDEBVimKNsUr74PRPXj1Kn6c4NXL6HoFlWZRXVvsxLb1IH52/udVO4JQk+FZn1ciFuditPbQ07giT00lWwShSBxnaeI33ZSZpTXSBkONIZw4OsIOCropaAFdnH9B2yIXhnR1dlLzDOVyFaoRvt+JF2gcI0S1Bv39wplnwp49R388pTSeVwAU1ta59NKUD/yeZcuZjk9/WvjFX4Q//VNHFA+DKKCTky1Kewj/L1BTSp0LvB14Cjj2zh/LnNTsLu9mT2UPL1p1ctfTtuhf2X/Ct/XZvnc7PfkeVrcdA/fOJcSFay5c8g7IW3dtXfS18Mvpx/OAdZaRaASl1LwKWufg619LefJJx9r1HtocPgnTjazni4RTmEOJsOr7n+OUr/4Nz95wN9U1k+SPjuPpp7NeqaOjcMUVWaT28F2OUI4H2TkcsKGvhysvObzfbtxoIFGFXC4HwTTuRbPANz6BDqilNfJePqsH9AyuWV8LkJ/ktUFr9PpTuOjOjex50ufAKPT2CjiHOEGcwyUpClCtCN4UNaUTn7/g4gRRisD3CERIRRAFNSyJEgJR5CcI2vEoMrEaTnLfsUdZi262PJnMSGdgIGuJc8cd0/f9He3rILz1ZvJXXTdtVNKYIsWwgTQidNiGsgarhcQ69lcq6HqdIF/AeB49p8E1XYqv/YdlcH9KVw8oz4wtGhhRBKLxUfhaZ7rEOUhTTJJgtSKVzFRNNSPoepZmQbG11J2gwjx5XcSlNVxqMLoL5YUI4LTJFmimuMaN8inQQU2GqckweTqmfW1EhLS5WHNkaccxSkWItJGmmt27szTx9euFclyhntbxtU970I4Wjas1BW3BQ012zcwjXcUi1ShmqN4gV60RGIOf78TlhmhUhzE1zZVX5tm/P1tI6+o6uuO1hG2a1nCuzpb+POed5di1x/K5f/d49tm06UPQyU9/6o210jpJSUVElFK3AX8hIv+fUupNCz2oZU5sWiZRizl98XjS39fPF378BaI0IvQWZj5wrNm+dzsvXPnCkzYrpsUFqy/gn3/0zwzVh+jKH+WX3QKwr7qPHaM7FnU9LZzkS9XzxWg8iojQEXbMm6AVge991/H4o5Y1azTGO3y/Kq6hbIrLtU0qVJVzeEnCszf9Kt/4yHaqa0+bVtB+73vw7ndnP3/wg5MLWiejVON97I8M2nXxqpfl8byJ+3TOktRreMpi8qVZOx5PR9Ev4sRRS2vZc1OKLs8QaMVIaqlae/iD1q2Dr36V8NwzuekmOGP7ZxjZG6GMGYvcGd9HGY3YZgQ3TpBJor9jz81aXBRn9aiBj4Rh9mbZlEpT0OZEU8CbQtAuME2TK9Eae4jYcy7rCdrXN4OgjWOqtWHiQgAf+yj+hulNLjKxUaQYOgJjEROQQ9MTBqxub6NDK/xaBS+qEyhhTZ/hjlf6rF4ZMLRHEzSEXGQpWU0JjwIGf9xHl1OKWGtSa6EeYZIUbQw68GclaJ0ItTShniYYpSkoQcWVrE4634UqdCJBHgnyWc36DNe4pwLyqh1LSk2GcTLJudk6tosQcRiTRx1RW4cKIgZrCzz/PFx5JZy6OWUoGqKe1il4BTrDzkMErX/MBS2ANoa+jnZcGDBsLbZSRaVCGHYThIZGYxAlETfckBmRRdHRH/PQiG2ihDUrY97yi/v4vfePoOhidNTjne+E++47+uMtYcpKqfcCrwe+oLKT7+SW+cscc1o1eeetOm+BR7I46O/rx4rlR/t/tNBDOSY4cTwy8MhJnXrc4oI1mRhsXQNLjda4l0XtCU4tqZG4hFJQwtfzNyf4wQ+EHzyYsmq1woSTiELn0I0q4vmTOq2GQwNc/D9uobD7J1jfp9EzferHF78If/AHsGED/PEfZ4ZAh5K4USrxANVUMzzcyy1XF+nsnKQWs16HpEowD1HaFr7xCU1IPa3jJBOdLWEbakU5dVTSqcVD4ZnHuOwjd3HOf3yYoaGDf1dGo30f3UxNxTlskqUnuyTBpTa7JWnzbylohQ4DVNMxOjWamouxYimIIXcUfWiPNSbN0nHtIa2b0hR27IBzzoGXv3zydOMW9u634N9yGzm8Wbeq0jqP1h5tQYRvNInyia3DWUdHRwcdxSI5m+JVK4RxxIqi4s6bfV50Tp7BvQE6VUh88D1waZq9J3GCi+Isrdx4SBjgeRq/mZA7E4mzVJKYxFoCBXlbh6SGMj4m1zHmcDxXfJWjoDpwWKoyRCKHKzbnEqyNMSZAH5GhXIRSCc4V2LlTcfHFcPpZE9ON24I2EA6J0B6/xZZcENCez1HxPCKx2NFRFJp8sRdtNJXyPtrbY669NktDdlOvJ82ag8JWk0oZxyDaOhRdgEexCL/xG5lXwEnMa4AIeJOI7AHWAf9zYYe0zInOQ3se4rTu0xZ1Td7xpCX2TtQU5KeHnqaW1JZFLePMopZoXW1r3Is9y2JZ1B4FiUuoJlVCE86rk99TT8F3v5mycpXg57xJ0zZ0VM1qRHOHiEYRTJJQ2PccpWcfwR8dmLJNy3hOOw2uuw4+8IGWocpBskjWKPVkP85qRsu9bDkjzzmnHb5fm6ak9Tq+duiwMC9R2hYFvzChthaawtb3yGtFxTpGpxK2W7agvvpVNv3Ff8VaGBmeWO+olEJ7XiZu/UzwiXWZeEpTxNrM+db3MEEw9p6kOEY8QZSiM2267i5SdKsXrTETBG0Uwc6dmRnU5ZdP70ZrnaV26UWkV15GaQ4pNEopjCkBlo6cxfMMsXhEqaVer+PnchQ6OvCCgKRRpzY8TFIf5SUXN3jxS2DX3gArmUuw2GyhQazNouRaoTUoIzjtSCSFpIGOG1lf2UlqW0WEeppQjWOwMXkX4adVRBw6KGLC0hFGTg/iqYA21Y1CU5cRGq48NhYRi7UNtDZofaRpZ1VEDLt25dmyRTjz3DLlZBRPe3SFXYQmRJwcrKE9DinHk9FdLOIZwxDNa6pczmqtS70ginplP6eeGnHuufNTXwstYQtKl0nE4pICSDOF3cBll03f0/lER0T2iMiHRORbzd+fE5FPLvS4ljmx2bZ726KvyTuenN5zOqEJT1izqGWTqIP0FHrY2LlxyYrabbu3sblr86Lvs7tcU3uEiAij0ShKqSlNco6EgQH48r0pvb0OP/Qmr/G0CSquZ+mQ4yNJzXRjlGJk8/l87X89iQumFttRBPffn9XOnnFGdjuU2FoatgpyAC0Km/ag/BxXX6LR+nABF9drqLROkAtgHl8XAF9n0dpaktXWjq9V7PA9dGqpWocVocMz6EMXA665hg7g1uuqxC+7mSde8Q7KV90yYROlFMoYWj2TWiJksoWFlsOxRpE3IV6S4pybtE51oVHOjdXRjjeGqlbhwIEsOjtZdH48Uqkw4sW4n30NXeHcnWONCXEuwLkaXfluhoEoARcnQI1CoUCu2IbL50kaETaJietVztoMvmi+9W3Nij7I5bLEbhEH1kGzR+2EsVqHSSxEGusZUBpU5npsBepJjBOHr4RQG5Q2aD+PatZszxdaGYp0EUmFmDqpxIRSAps0X5MjPV4Wpd21q8QpGyznXDxK5FIKXoGiX0S1+ifXmi7HxYURtADGGLrbiuwbLVM1imIjQgV1/HyefKGHRmOYODrAhReW2LmzjeHhw43p5oYAZbSuA+1YCbBxnJVrhMX5eVJLFKXUt0XkcqVUmYldobNLSmQ5hLbMMWGoPsQzw89w9wV3L/RQFg2e9jhrxVkntKjVSrNlxZaZNz4JWMpmUVt3b+XitRcv9DBmZDlSe4RUkypWbGbAcpQRnRblMnz+Hkt70ZLL6ywddhJ0I+uX6cZN0JRzeHHMuR/+OdZ95aM4Y6YVtOUy/O7vZqnGzz57+P2xtZTjiHpaRTNCqA2B7mH3SMjllyl62w5/zmmSYKMI3zjUPEdpWxT8AoJMiNa2KHmGkqeJnDCYpKRucvfZnrBCb1uDeqSo1aY/npqi9c8Eh2Px0NogRqNb0cPFRKsfrVIT6mhHRrLz4JWvnFnQ8vWvI5s3wQMPUApKR1w7nkVrHSI1uosB+cAnUT4j9ZharYZzDq0NYaFAoaOTQmcnYbHIWecEXH+D4sABRa2W9a5VykN5OXRQRIftmFwnJt+FyXehit1IvhPPy+HpAGV8QNFIEqpxlsKe933yYRsmlz1W+4VjYmahlCKnSxRUJ4JQSffScKMoHR5FNLjKvn2G9l7h/MuGUPpgunHrOUg9BSfo/MIJ2hbt+Tw532fIgTUaWy4j1hLmQzzTiY19tK5yzTXDVCqOJDnSI0XAIErVESmiVA/Ga0N5AZI2SJNathhykiIilzf/L4lI+7hbaVnQLnMsWTaJmpz+vhPXAXn73u2c3n06BX+aeqaTiAtWX8DTQ08zVB+aeeNFxGBtkGeGn1kSruXLovYISF1KLa2R83IE5khacBxOksCX77WITSmWsjrPyVBJA5UmuFyRVn8fbS0mSVBpjG7225yOgQF4z3vgxz/O2vVs2JD93YnQSFNG44h6mgAJBb9KwdMoKTFwIGTjaZqzNurJI5f1Gso28IP5j9K28HXmhFxP65OmlRaNods3iMBgkk5uILVyJf4D3+W837yZAwcgv/37qCSe1fEFoUpKQzmCZg9a3azetE0R36pbXSy0xpOOq6MdHMzqaF/1qqz1y0w0TllNfNklBGdsITRH7tKotYcxBaytIWLpKgaU8gHKBAxWIkYqVdy4wkqtDX6YIywUecHZ7dx+ZzuVRge1pAMTtmGCAtrLoY2P0galdHbTBoIcEhTwlI/Dp6ZDUr9IWOimo7SCXL4LExTRJjgmYvZQPBWQdyU88bDaUlMjNKSClbmeLxEHhmuQS7j06iptuYDuXPeE98U1UiR1qNBD+YvjY763VMIhjDRfa1epoLQiyHkoSiAFOjtjLr98kN27ozmuDUXAAZTK2qqJdAFZfrFSCuUXMToAGzfdkRfXNXq8UUqtn+y20ONa5sTlod1NUbtqWdSOp7+vn53lnUtO6MyGlvPxMhmtutqlZhbVWpBqmV0tZhbHbGeJUY7LaKVp8+enKEsEvvNtx8CelJ7erA3JVBvqRgUxHhJkK186TdFpimhFUizxwG99jqdvf/uUx3r2WXjXu7KU0/e9T7jkUkcjTakkMeU4IrIpRinynqIU1vEUpGmBNM2RGMOLL4LiJL0tk6iBi2MCT1BB/phEaVu0nJAni9YCBFrTE3j4TQOpA0mKPXSGrDWrV8OtF+3mqvddwxkff8+Mx3XI9A7HzUhoK9V3MaCtRbVSopuLIAMDEIaZoO3pmWEHo6MkNqa8upvGpz5J28pTjnpMxhTJ3GkrAJRyPj3tecJcjqFKxK7BESqNmHQSF+o1a+D226FWyyLNh+JESJ3L2vOkCWVxjNiUNIrQ4ij4PgXPPzw1/TjgXIJzEXnTSclbhU9ALDWqcoCKO0BDKqQS42TyOmArKbHU2D28iwYVrr7OY0V7iY5wYtsgSRwSW1Rg0OHiSYUPfY+OXJ5Kaom8ANeIcHGMHxqUVtg4xPO6OP10zaZNwwwODgPTic8EqAD7m2LWIVICeoFDFhu1Rns5gmYbrUzYNo6oR/UJwhfG3b4KPA18aUFHtMwJzbY921jXvo4VxWn6xJ2E9K/sBzjhUpArcYWnhp5aFrXjaInCpZaCvHVXVge8FOrhl2tq50gjbYy5Hc9X2vHjP3I88lDC2nUK7ftTRo1UVAPncMUsS8ykKcpauh+5j41f+AgPvv1TxIX2LL1OJmbBCoIIPPETQBl+5/0Ja9c5mh4yGK0JjUdgDFo5YAjEkaY5tA7YMxhw4dWWFe2HR2lFhLheR7sIP+cfsyhtC9/4+NqnltamTGsxStHte9Sso5xa9scpRaMpmonjX3vhagY+/Em+NXoVHVEm9iYjxVFVFgEKYgimWA8SY5CmqHVaT9tC6ZgjktXRaj1W57t7N/T2wo03Tu9wDMDICPKSl5DcciPqfb85b46VSmmMKWJtBecitA4JPcPKjgLlwDA0WmXfUJlcPo/RGqMVRqtmKjjk2uFlN8MXvwCVROjoaPYORji0uFZrhecH5I3gKUW6QG2WnEvHjKGMyfo651UHoVgSIqzExFIjZlw+vKixRRMhE/iVSoKzEbfc2Mu6FT2HX4tWcPXMoVstIkHbortYoBpFDCGs9gyuXMZ0dxPmPRrVBJtowrCbyy6r8tnP1mg0BsnlfLJuM4bsDbZk/XmzhSORAJE2sr7PU7+/TmuM0/g6wJIgkiAyP5k2Sw0R6R//u1LqRcDbFmg4y5wEPLT7oSUxKT7e9Pc1Re3eR7hyw5ULPJr544cDPwSWTaLG053v5tTOU5ecWdTW3Vs5tfNUuvPdM2+8wCyL2jngxFFJKnh69q1MpsM6YWDA8R9fienpAwl80qYgbU1mVfMf5QQTVUmNj1UGFTVwzpFoTefIXryhvVlrkinSaGtVKBThkivg/IstxbxG42WCQelxkaumoFWONMkBmuHhPL2nOE7bBIVJjKuSqIGkKdncM3dMo7QtCn6BkWiERtqY1nm6YHSz5Y+lYh1V68gbTUFrvKbRVd/b7uSap+FLXxRe/rm72XvFnew//2VAthgQ4WgohwbaxMPMIIys5+ElCSZNsVOkkR9zRDLTsOZ4RDKH4w0b4KUvhWA2c/n2duIbX0p03ZV0BB3ztogDZCnIrk6aVgiCbCVBKUV7IUcx9ClXqiQ2wfMCUBrrBCcyFlnLt8ENNym+/GUYGlL0dGs8QCt18Ma4emgRSBK8NCX1/eO62JAJ2jqgDjOG0soQUgCVOXs7UhxptgiFIOJQKJTS1KsaVa9x200Bq1dOImhFcPUEVLMX7SJsdq+NoauQZ1+lSrWQp1Cr46o1TFsR42uSyOIHhvb2Nq66qsAXvlBn3SkNtK6jmisWggbxESmSCdnZnZdiDFiLcQ78bLFOz8IZ/mRARLYppU7uJkfLHDOqcZXH9z/OXWfftdBDWXSsKa2hK9d1wkVql52PJ+eCNRcsuUjtUnItXxa1c6CW1Mb6Px4J1gmNxBKnjsQ6Gg3hi59P0CHYwKc+TS2mbpQxcYOkkMdr1NHOkRqDKHjmytey4/LXYDwPX2XRnZYYBnjgfsWffRh++7fh7LPVYZl5BxFgGJTDpoVmbWNIJYbrXyy0+ZNEaZ0jrtcxKsUYc8yjtC1CE2KUGattng6jFJ2+R+wcNeuo2+x/TynyWhFqzaZNipteMkT7B75LdeUmBs5/KTGOWDkc4IsiP65+dlqUwhmTtdBpOg4fb0zTsMr6PtYpdu6ELVsyp+vpWvYAMDwMcUytq43K+3+bNr8N/wj7tU6FUgrPtJGmI1hbx5iDi0TGGEptRer1Os4l5HJmTPiOp68Er78TPv95qA7Biumy2pQi9X28JMFLkuMmbMcLWs8rTGsMpZVGEzDhAm0OsVaDyrDllltG6eub3NBKIts0hvJRkziTLxZKhQKj9TojaUohDHC1KjqfI8gZ6mVHHFnCvMfGjZoXvrDIY48VWbNGxnlcH7kQdfqgmdvRtmxayiil/uu4XzXwImDXAg1nmROch/c+jCBLZmJ8PFFK0b+yf0wEnihs37udUlBiQ8eGhR7KouLC1Rfymcc+w4H6gSUR+RxuDPPU0FO86fw3LfRQZsXJ+60+R6yz1NM6OS+Hr+c2wU+sY6gas78SUYlSnAihr3n0QbA1j9UrC5TCkDY/oM0PKPpBVvvn++Q9n7xSFF1KkC9RMj5FY8j7Pld/5A1seuzbtPkB+TBHaDx8bfC0ztI2lebb39R88A8Vq1crTjlluoluJmiVShDXhnOC1h57B3zOvsDS3Tl5lDZuNMBaAm2PW5S2RcEvkLqU2M7O5CnQmk7fY0XgUWq6wZatY3+Ssi9OaO9v57l7v8MXL/sN9sUpZuBpdGopiqGINztB28QZg2g9Ji6PJ8palLU4Y4it5vnn4cIL4aqrZiFoReDOO3HXv4xKY4TQhMfMuTBLw/VJ08phtY3GGIrFIp7n0Wg0qNcnNwZra4Nbb4WOjln0OFUqM8uCLIp9jN+XuQja6ajXsxr4m26q0deXRbkPRdKDdbSLxRhqKpRSdBcLpHHCiJ8JeFepoI3GCw1pZHHNeuoXvzh7j0dHFdnX1dE9N9fs0bxYat4XkNK4W0hWW3vbgo5omROWZZOo6env6+eHAz88oWr8WyZRizFjaCFp1dUuFbOo1jiXgkkULIvaWVNJMlObojf7Pociwmgj4UA1JnGOYujR2xbSXQzY81PFU09o1q4L8T2vWTuY3Tyt8bXB14bAGHJpA19rQr9AoBTKDwhrw7Q9/yNyQ7unPP6998KHPgRnngnvfz+0T1sSWUapGJF2rM0+WOv1HLkOx+lnQrtnJo3SJlEDT7eitPNjnDVbciaHVppaMkNfnkPQSlH0DL1BU+B6Gr/53NafWeCmGzTxjio3vusaLv2rX8E/wsvEegvghiyCadbR1hLD7t1w9dWZOJhVpqVS2N/+LSrvfTvGC2gPjm2XD89rAxzWVicZiqJQKBCGIUmSjLX8OZRCAW65BVatgl27ZtCqWo+9L8dS2M6XoG00YP9+uOkmx6pVdbTOo9TEyH+Wdrx462gnIx/myBtNNYpJcwVcI0LimCA0oCBuZKIzCLJ0+eFhmBcdqhSiFdq5xdd66zgiIu8bd/t9Efl7EWks9LiWOTHZtnsbvYVe1rWvW+ihLEr6+/opx2WeHZmkv+ISRESWnY+noJWtsFRSkFuidqlkWSynH8+CxCVENqLgFWbdn9M6YbgWkzohHxjaAg/dTAkcHEj45tcdfas9jD/D/myCihuoZoqt9TzEGKLu1XzzT7ch/uS5xD/4AfzVRJSXDgAAIABJREFUX2URune/e2oDpIzqWF9HazXOJRiT58CQ4vJbLG1hlqJ7KGNRWs+Bl4d5TlGdCaUUBa9AJamQuGTOEXTIUpOLxmQeNE16NkH3qzu5f9v7qG+58GgGeHzTkMfV0Q7VPMoVxc03w8aNs3js0BDcfz9y/fWMXnIeqTuHrrDjmK+yZnWNOaytNetND3+NwjBEa02j0aBarRKGIf4hhmphmJlf3Xcf/OQnsHbt1CJemsLWpOkxSUWezwjt/v1w882wdm0da2VCmnYLibJsAJ1fnHW0k6G0piufY0+lxmg+R3eksJUKXnc3fmhIGhabOIyvWbkyW5R54AFYNw9zYqcNxiYYcUy48E8ilFL/xmG2agcRkVuP43CWOcF5aM9DnL/q/CXz+XS8GXNA3vsIGzs3Luxg5oEdozsYiUaWRe0kdOe72dS1acmYRW3dvZX1HevpLfQu9FBmxXKkdhZU4ypa6VmnYabWcaAaY53Qkfdpz/ljgrZRS/nWNx3aN+SLM0+odKOCcQJ+iPU82p57lLP+/3ejbDqloAV44Qvh7rvhve+dSdBGKFVBJIdIHuditPYZHPQ55QWWVaugNIkYc842o7Q2M1sJj08t7aHkvBwKNedo7UysXQtb/vhN7FpxLkNDcOo9f8aKbf8+5/0czzRkk6Ygwp4hjyRV3HHHLAUtZCfKHXdQ3vn0mLu3p4/PmlcWrYU0PTxa28L3fYrFIsaYMXGbNAX8wW3guuugvx927Mj68E6FHKOI7XwJ2lot6yX8ilfA+vWCdfXmAsDEhZsJaceTtNpazAS5PCWjiaKYRqGIJCmuXh9r8RM3Dr6B552XuXYPzUMrR9EatMLISZ2C/DRQBz7avFWAp4A/ad6WWWZeiG3MDwd+uGQiPQvBOX3nACdOW59lk6jpuWD10jGL2rpr61h/3aXA0poFLQCxjYldTMErzMr9NbWOA7UYQegqBuTGRWLTxPLodsvOXZq+VbMQDGmM12ggXoj1fMQYVj74BdZ+/e/wywcO21wEPvtZ2Ls3i1LddFM20Z+aBNQIIh4iJdI0yz6zNiR2jnNeJBTMQZfgCY9sRWmNgBce9yhtC600eS9PZCNSN79pvn19cMcdENg6q+/9OGu+9Y9HtJ/jkYas0xSs4/kBj45uzZ13zmCcdCh/9EfU/+1faHSXKPrFGc235hOlDMbkcS4zhpoKrTWFQoFCITNKqtfrh4lbY+Dyy+HSSzO35yia+rjzLWxF7LwI2kolS7e97TY45RRwrgFiJ62ldY0U1NJJOx6PNoZCLsSkMVXj4XwPV6mACEHO4KyQxJnw9LxswaJWg2TqU2TWpFqT4hB30qYgXyYirxGRf2veXgdcISLfEJFvLPTgljlxeHTgURKXLIvaaWgP29nQseGEE7Utsb7MRC5ccyHPDD/DYG1woYcyLaPRKE8eeHJJXbvLonYGqkl1TDjNhHXCUC2bcXUXAnxz8OW11rFvd8r9DypWrZ1dBMyvlVEINt82lrr6k1e/l298ZDtxZ9+EbUXgk5+ET3wCvvKV2ezdASMgGujEuRgRizE59g4o+i+xtLcxZqg04ZHOkkRRFqVVLFiUtkXBL2TR2nR+o7UAnZ1w62vyfO9Pvse/v+IvcQ5ygzsJh2ZyJRqHUlhjUM3+tfONshbbsOzYbTjjbMMrXpGZ68zId78Lb3gDWEujEFB+8XmEJqToz75ufL4wpghorK3MuK3neRSLRfL5PCIyJm7T5qKBUvCiF8ENN8DAQCYSp0K0nmgeNUnN7mwQsaRpjaMVtENDUK3CK18Ja9Zkf7O2ilIeWk9MuXBx0+04d3i9+1IhyOVoU5DGMbV8AXGCq9XwAoP2FEnDjpmndHdnixW7p7YRmDU1DcO+xi7Nl20+KCqlNrV+UUqdChz/C3+ZE55WTd6ySdT09K/s55G9J46oPbXz1HnrbX+i0Yp8LnazqJbB23Kk9gQhtjGJSyh4k7fQGI9zwlAtRkToKgR448SgOKFeTvnOdxW5ok8QzDyT0lEDHUekuSLO99lw7/+isPspAJL2ngnbimRi9p//OasrfN3rZtr7wdY90IFzgrUxxgSUyz5tKxynbp7cHAogaUSLIkrbQitNzsvRSBtYN/+isVCAG19V4MwXFdixA174oTdw6XuvRNnZR17FGMTorL72CIXTZCjnqA2lDAxqrnyp4corZ4rOj2P7dvjOd4h3P085LuNr/5gbQ02FUhrPK+JcjLXThFfH4fs+bW1t5HI5RIRarUatVsM2Fw5OPx1e9aqD7sFTonVWVwt4R/D+iDjStJ493ssfsaAdGMgyLO64I8sSALA2ai42TYzSipOsltZo1Ex1+YsY4/n4vk+QxkTakIQhrlpD0pQg5yFOSKKD1/Q552R1tfv3H/kxExyxFgIM3hJdDJgHfgP4ulLq60qpbwD3Ab++wGNa5gRk2+5tlIISm7s3L/RQFjX9ff08MfjErLs5LGaWTaKmZ6mYRbXqfpcjtScIc4nSjjaSrIa24E+I0AJE9ZTHHxf27vPo7Z2FoE1TvEYVZxQ234ZfPsCZf/tbbLrnw4dtKwIf+xj8679mhjJvfetsXG5HUSoB6UDEYG29OREPGRx1nH+JoxToSc2hxjseL4YobYuCd+yitZClP15+OVx/PXzjtg/x/dd8CGm2L9LJ7ESYNV5Wy5emRxwRHI9LHPufT9Ge4vaf8Thri5rZ7yhJ4PHHs5/vvptk24OMdGcGaB3HwRhqOlrOvtaW59TaIAgCisUiuVwOay3VapV6vY61WU34q1+dRa537pzmZW/2sYUsTXy2wjYTtDVAmhHauQtM57KxdXdnEdquroP3WVsFZdB6Yjq4xE1zqNzSFbQt/FyOvDhIUyq5HIJgy2WMpzG+JoksrpkmrDVcc012Gk+XWj4VglBXFg2E7uT9+hORe4HTgf8H+DXgBSIyd9OAZZaZgQd3P8iLVr9oVuVbJzP9ff2kLuXx/Y8v9FCOinpS54nBJ5ZF7TR05bvY3LV50ZtF3b/zftZ3rGdl28qFHsqsWf6UmYK5RGkrUUqUOko5j9CbOMmMGykHBh0PbPVYvXbml1unKTpNEBdjc22gDUmpm29+6EEee8MfHbZ9FMGPfpT16nzLW2Zj4lpBqQYiRSDE2qyO1vPy7B2AjVssq1dOnnYMkEStvrSLI0rbwmhzTKO1kL22Z5wBL/2Nfg685Baefx5WfPuzXP3LWyjseXpWO0i9gxHBoxG2lRHHwI6UF5wFt97lz2qxBIC3vQ2uvBJGRkhswrCJ0UrTGXYu+KRDKYUxJUQsztXn/NiWuA3DkDRNqdVqNBoNikXHrbfCli2ZgdSUYqgpbEUpTJKgZkgVHy9op3JunokkycZ05plZW6LiuATQrCQgwTMTP4PEjjOHmuI6XUp4fpDV19oUpzTVXB6JE1wUETRFezLONKq9Peu5vGfP3Mug61gcUBCDmkPf6RMNpdQvA3kReVhEHgYKSqm3LfS4ljmxiG3Mw3se5qI1Fy30UBY94x2QlzKP7XsMJ45zV5670ENZ1Fyw5oJFL2of2PUAF6+9eKGHMSeW/ozoGDHbKG2cOqpRSs4zFIKJtbI2dUQ1y/fv1+SLZsa0UG1tVnOZRjhtUM6y+tufBqC+ciMuPDgW57IJcS4HH/gAvOlNsxG0EUpVEckBbVgb4VyK1iFxbIg9ywvPg44p0o5FhCSKMCSZm/Miq5coeAUEOWbR2hbd3XD77XDRRbAr7WPfuvOp954yuwePiwgeSaprksCuHQ7fptx8M1xytU8QzmJy3hJob387/NmfEbflGY6GUUotCkHbwpgQpXzStIrI3EW/1powDCkWi/i+TxzHVKtVnIu4/HLhxhuzVOQp01eVytpmaY1J0ylroA/W0GaCVh+BU/TISJZyfO21mUg79PPB2hqg0XriZ5Br2MwcKlj6UVrIFiS8IESnMQUFjTBHQytcpYLSCj8wpLHD2oPnwxlnwGmnwb59sz9OjCNWQk403vJX35tFZLj1i4gMAW9ewPGc0Dhx3PPEPfz6vb/Oq/7Pq7j783fz6Uc/TZQeQbrBEuLRgUeJbMSFa46iNd5Jwgt6XoCv/SVvFvXw3oeBZefjmbhg9QWL2ixqf20/Tw89zcVrlkXtkiexyayitCLCSD1BK0V7fuKkVpwQ1VKeflqxa49HT88UO2mirEWnKQKIixE/ZNMX/pIL/vhnKD7/xIRtnct60L7//VnbklxuNoK25XTsA+04l2BthNY+xgTsHHCc/2Kht00TTJG/nEQNJE0IjAM/D2ZxtTk22pD38tTT+rw7IR+K72c9gK/6zct4+Lc/w3O7fWpDEZe+9yr6Hvj89A9uCVsFJknGWvFMh7Wwe5cwPJDykvMTbr0dVm/yUZM4Ux/2wNe9Dt71ruz3M8+keuetDEfDGG3oCrtm3Xv5eOF5JcBlqbdHiNaaXC431gYoiiKq1Qrr18fcdZfQ3Q3PPQfxZOVLLWHbrIHWh7hWWxsflaC1Nks3NgbuvDOLIB96/TqX4lzUjACPi9ImFqxDNdvenCj4zb5joU0ItKaSy5MkKVKr4YcGFCT1gwsMSsEVV2Q/12cR1E8RaspiRJE7SXvTHoJR404slaUZTN0jbpkj5j+f/0/O/etzue0fb+Oj2z7K4/sf558e/Sfu+sxdbP7IZr745BcXeojHjFbN4LKonRnf+Jy14qwlL2q3791OwS+wqWvTzBufxLSuicUarX1g5wMAy5HaE4FaWptVlHa0keIk60V7qPiN6imVsvD9rR4rV00/+VTWYtIU0TpraSLgwiI/uePdfO/3vkp13QvGtrUW/vzP4ctfzoxwJmkhOwmWiU7HKWlaR2sPY3IMDQvtqyxnbIa2KdIZRYSk0cBIA+N5i6aW9lCKfhGFopocuSCaCz09Wer3TTdBOLwXW65RiZtzw+misM1UZGcMylq8JMnE0yGPieNMzO7bZTn3jIRX32455zyD3z6DoG2JZGOy3j49PSQ24UDjANWkSmjCRSloAbT20TqHtXXkKHuJGmPG2gBprWk0GnhelRtuiLjqKsfgYBYtPeytUmqsjZa2FpUkOBeTJBWsbaCUwfOKcxa0Q0OZoD3vvEzQ9k7RzzyL0qoJBlEikkVptUKfIFHaFtoYtOeRRhGdvsEEIcPakFQqII4g72FTN9biB7JU7euuy6K1011qDqGmUjRQXBa0Le4F/o9S6jql1HXAPzT/tsw88omHPsGVn7iSclTmU6/6FCPvGeGxX36Mfe/cx5d+9kt05jq5+VM38ztf+505+QgsFR7c9SBdua5lgTNL+vuWvgPyw3sfpr+vf1HOLRYTLfOllnhcbNy/83600lywZuk4H8MCi1ql1I1KqSeUUj9RSr1nIcfSInUpkY3Ie/lpo7SNxNJILMXQI/AmvoxpbEljx7YfGLTRhOEUOyFzrzXWZj0zjUEndUrP/wgT1RHjMdh/9di21sJHPgJf/Sq89rXw+tfPJkLrmOh0bJuCttUbVLGv4rj4EugMpm4NkkYRksYERoFfgEX6gaWVpuAXiGxEYuehoeUsUAo2boRbf2U9tfu+z/BF12f1tp/8Ey78by9HR1OEkpTCeR5pECBaoZviVtViRvfGDDwbUx+MuejsmJ95VcqFFyvaen103pu+zvuRR7Iw8o9/DID78J8y+o5fYSgawomjPWhfcFOomfC8rCdRms7c4md2+8vaALXEbRxHrF9f4bbbKqxbV2fHjgb79kVYGzcdmDMX5lilxNLARiO4uNWyJz/ntj3VahYZbmuDu+6CSy6Z2qU6i9LWm1HacS7qUcscanFlSMwXfi6HOIekKZ2+QbW1MWQdycgIfmAwniaup2OmUZBdd2efnfXmngyHUFFZBkxBPPRJXEd7CO8Gvga8tXn7KvDOBR3RCcbfbf873njPG7l649Vs+6VtvLb/tXjNRTCjDTeediNb37KVN573Rt7/rffzji+/Y4FHPP88uPtBLlxz4aL+rllM9Pf1s2N0B8ON4Zk3XoSIyLLz8SzpzHVyRs8Z3L/r/oUeyqTcv+t+tqzYQlswm/6Qi4cFmx01053+EngZ8DzwgFLqHhF5bKHGBFmUVqGmjdI6J4w2EjytaAu9w+6L6im7diueesbjlGlKLZVzWeqpAut5qKSBblS56IOv4cCWy9n6ns9M2P6jH4X77oOf/Vl4zWtm82wEGEGpFJFOrHXNlOMsQquUYteA4/RzHKf0TZ12LCLEjTo6rWOKeVjkJ3nBK1BP61SSCl2ma+YHzBNaw8ZNmo2bYHAQKs+VaOzpZsf+7FxasXs79VO34Oc9tM7EsLWQpooo8okjQYsjMMLGjcLmTbBylcILFcqo6U2BrM3CgL29WT8Ya2FggMam9VSSCiJCwStkkewlMMFQKlt0sbaGcwW0nh9DMs/z8DwP5xxJkuB5lssus7zgBcLDDwvPPQdhmDkQZ++RQnkenjJ4ToMOcXNY0BkdzWpnOzqyaP6GDTO7k2dp14dEaVvmUL5BeSdmgo3nB8Rak0QN8m0lOsOAoUKRA9UqPfU6QSFHvRwT1RJyxYPZMZdckpltVSoT+zO3BK0D2sTgLQvaMSQrWP/r5g2l1BXAnwO/vJDjOlH45rPf5A3/+gau2XgN97z2HnJebtLtQi/kY7d+jIJf4EP/+SE2d2/mbRedGH5djbTB9r3beeely2sls6VlFvXDgR9y+frLF3g0c2dneScH6geWTaJmySXrLuHen9yLiCyqeZmIcP/O+3nFGa9Y6KHMmYVc8r8Y+ImIPA2glPpH4DZgwUStE0eURuS83LTGOeVGCgIdhcMn2nEtJY7gO9/36O2dJpLaErSQOeIqhYrruEKJbe/4Bxq96w57yA03wOrVcNtts31GZdT/Ze/Nw+Ssyrz/z3nW2npLZ18JIQGEBLIAgRADgYCAOALixYDoJSCgqLMoiq/zgvNzBFlmZHADAWdQ5HUcVFQEF8CwhCRkIyxhCYHse6eX2p71nN8fT3enk17S3enu6uo8n+uqK0l31Tl3pauqn++57/t7Cw8p04RhgJRhcw9tJGiLjiKwQmae1LnbMUDguSivgG1qYGe6MzOopAghSBkpcn4ON3Sx9S5S5f1EbS3U3nEjSt3IlVlo2NjAuNPnsfW8a1l19b14rkJKMC3BsGFQXQ0jRgiqq3VqarpbVt6G+fOjMuPf/Q5GjUKuXkXWz+F6TZiaSYVd0ZolKBd0PUMYOgRBFssa1qdrtxhKtZDJwKRJij17FOvWRVOPpBRkMoLKSsBSiCBANL9nZRc/oEIhErJhCKNHR6OgJkzo3ttGSh8pHXT9wPFAshhEnxH24KyQ6AtaDKN8p4iSkoSuMawyw17PZW9DI8NGmNhJA7cQ4DkhdrOPQSIBixbBb34DyWT03gmQ5EWIokXQDu7PrFIghJgJ/D3wSeAD4DeljWhosLewlyt/fSVThk3hiSue6FTQtiCE4N6P3MvGxo18+ekvM33kdOZPmj9A0fYfr+16jUAGcT9tD5g+cr8DcjmK2td2vQbEJlHd5bRxp/GztT9jU+Mmjqo+qtThtLKxYSN7C3vLrp8WSitqxwFb2vx7K3DawXcSQlwPXA8wceLEfg2oGBRRqC6ztI4f4gRR2bFxkBD0vZAwkLz5toHnaZ32y4m2gtaMBC2+S3r7enJHTaduxtn71/Th5ZejKSyTJ0e37pEF8gSB3VyupzCM5AEZr617JaefDSMznZcdA/iFAlpQxEjXgJXu9H6DiaSRxAkdsl4WK2GV7BRMiGgESeUJFfDYo0yaPJlJM4B310eWt48+GjUGOk7UB5vsoo9byv3K6MEH4be/haeaTUauuy5SxkQl9I1uI1JJMmaGlJnqZMHBjRACw0gTBFnC0EXv58MJIQQjRwpGjoyyf9u2wfr1UdmwUgIZGiS1ANsIUBZITUdG41VbDaeUityxTzklKo2t6WGhQJSl1dD1/e8z6YUgVVR2PoTMoTrCtCNRG3geZiKBrWmMqK6mbu9e9tY3kKmuxrQ0AjdE00RkIkV0eHDKKbBipaJ2vMQTMuqhVUacoW2DEGIakZD9e2Av8D+AUEqd3eUDY7rNDU/ewJ7CHp688kkquzkhQNd0Hrv0MWY+MJPPPPEZ1t64lopB6lvRXWKTqJ4zvnI8VXZV2ZpFxaK2Z5w2LpI8y7cuH1Si9pVtUUl0OYraQX98rZT6iVJqjlJqzogRI/pzH4pBEVu3O81otS07Th9k1CKlwisG1DdqrH1dZ1Qns4o7ErRKScb/9UE+/PX5pN9bge/nCYI8xWKRO+8M+fd/h7ffDpAyQKkQpWTzrb2xhFIKKesJw334PoShgRBGs6nNfkG7u04xfLzkuKMFdhcpJN9zkYV6TNuCxOAa4dMVQggqzAqkkgNmGtUluh6l2Gc0f9iHIZx99v5Tiqefjpxv1kZ2+Pztb3DJJdH8GYD774++n29+LkpFtxbr12uugUsvjWbPug0oFNV2ddkK2hZaMpZhmB1QI5VEAqZMgY98JBqXddllcP5HBDNOMRg7QWNUdcDIYSFjx0YzZs86KzIM+8xnotaAmTN7Lmil9Jodj/f366pQoZwQdA1hDt0sbQsthlG+t3/UiWWZjKysIOkH5PMFmnTICklj3iPv+LhSUgglk08MSIwK2N0osZRGRSxoO+JtYCHwUaXUmUqp7xM5Ccb0AX945w/85q3f8K9n/Ssnjz65R4+tsCv42SVR1uYrf/lKP0U4cKzcvpIRqRFMqOzmuLsYhBBMHzW9bEXt2l1rmVQ1iapEValDKQtmjJpBwkiwbOuyUodyAK9sewVbt1srB8qJUmZqtwFtP+3GN3+tJDihg1SSlNG5CMg6AUpBZaq927FXDAhDWLbCoLKy4/LRgwWtQhIGHir02H7iPBKX/CMNx8xGCIHnKe6+22TVKp1rry0yZYpP0MmUmv2xCJRqQogCkEKIagzDOqCMEcAPFPVeyMWnQtUhLpT9pno0FWBmRoHeN32NA4WpmySMBIWggG3YmH3Ul9knHH88PPbY/n8feyzcdlukpCBqyt2wYb9onT4dvvSlKCWYTsP110e3NjhBlJnWhEaVXVV25cadoesVBEFDs3nSwIt0XY9alaPKC4FSBqoYoIIAkaDPnIgjUyyt9TkqpZBFHwRoyaHxs+wOpmXjFvLIMERr/iDVMxkqfZ+UW8SzLZyETj4f0JR1sRIGhqWjabBogcaTv9bQEwIx8F0H5cClwBXA34QQfwJ+CbHy7wsKfoEvPf0lThhxAl85vXei9IwJZ/DPc/+Ze5bewzUzr2Hu+Ll9HOXAsXL7Sk4Zd8qg6hUsB6aPnM5jrz826Posu8Nru17jpNFxP213MXWT2WNms3zb8lKHcgCvbH+FWWNmYZbZNT+UNlO7ApgqhJgshLCIftH+vlTBOIGDLvROf4hty47Ng8qOAy8k9CUbNxvs2iVaqkAPoK2g9Q2DULoEQQE9V4fm+1A5hveuuh3DyiBlirvuSrNqlcEXvgAf+5iNYaSaXVeTGEYCXU+g6za6bqNpJkIYCFHAMEJ0fRiGMQbDSLYTtABbdkmmn6yYNFxH6+JDMyjmkcUGzHRl1EtbhmTMDJrQyHl946Lbb3zoQ5GobXG6+cQn4LXXYNy46N/z5sFdd3Wa/isGRZq8JgzNoCZRM2QELdD8GrcIgjyRv01pEUIgkgbC0FBOEJUHHybR+CIfw8i0Xsgot7nsODH0y47bYljRSCzfdQ/4ul5VhaFppAp5Rlgm46oT1NomaR+qEYy0TSbU6ixcINi165Cjn49IlFJPKKWuAI4D/gb8IzBSCPFjIcR5pY2uvLlv+X1satzEDy/84WFdDN664FbGVozlpqduIpTlmUQv+AXe3PMmc8bEpcc9ZfrI6TS6jWxt2lrqUHqEEzi8s/cdZoyMS497wtzxc1m9YzVe6JU6FCBqX1u9Y3VZlh5DCUWtUioAvgj8GXgL+JVS6s1SxBLIAF/6nfbSKqXIOgF6B2XHSkVux0VXsHyFzujR7R/fVtB6ukYQFghDD03CvDuu4NT7PgemDXokRNati6pQv/jFqPxRCA1NM5rnd5pomoWuW62iVtcTGIaPaSo0rRpNG9bpCV9jTmFWSmZNFyS6ctOVEq9hJ0LTMSpHduN/cXCiCY2MmcGXPgW/UOpw+oWCX4h6hzWLaru6S5OzckXXM4Bs7jktPS3CFr1Z2DqdlFF0A6UkQZBDCBNdjz6DVNDG7dgcej/PrhCahm5ZBJ7b7utaVRUqCJHZLIamUVlhkbR0wmKI70YCYNq0qPChszE/MaCUyiulHlNKXUxUJbWGaMxPTC/YV9zHd1/6Lh+d9lEWHLXgsNaqsCu4Z9E9rN6xmkdfe7SPIhxYXt35KlLJuJ+2F7Q4IJdbCfK6PesIVRhnanvIaeNOww1d1u5cW+pQgOjnWPALsajtDUqpp5RS05RSU5RS3ylVHG4YXTx15pKbcwOkUlQm2pcd+04ICtasjca0NCcZWmkRtEopXE0ShJGwMowUupVh+5mfZOecC1FWqjWzcPLJ8OMfw3ndOjdvGdtTRKk00Lm5hJSwozFk3jyoTXRRMqkUQdNuZOBjVY1C9NiKd3CRMBLYuk3ez+PLgZldO1Dk/Tw5P4et24N+9uzhEB3mJJszmoMjeyGEQEsZCEtHeSGy4KNkz9ODUdmxwjCinnUlVeR2rAlEV+/TIYxhWSgpCfwD36+aZaGl08iig8znEUJgpw10M5ph6xUDhIgcpxMJyGZL9ATKCKVUfbN3xTmljqVcuWvJXTS5Tdy+8PY+We+KE69g9pjZ3Lr4VpzA6ZM1B5IV21YAsUlUbzhx5IlA5IBcTrSIstgkqmecNr7ZLGqQlCC39PfGoraMKQZFLM1C72D+ZBBKCl5IwtSxDpoPKUOJ74XsrtN4512Ndj5WSjULWomrBYTSQ9ctDCONHkoQgs23GTOXAAAgAElEQVQLr2bn6ZdQCGxuuw1WRL8LOsz4tqdF0DoolQG6LhHeuifk6GmKaeO7LjumWI+Xb0IkqzHS5e3A2EKFVYEQgia3aUANh/qTnJcj7+dJGIkhLWhbMIzIETgSgYMDIURUHpwwUIFE5n1U0P0S6cgcqoiuJ9E0IxK0hUjIacn2h2hHCoZpITSN4KASZAA9k0azLcJcHuk4CCFIpE0MW8d3Q5y8j20rzjsPGhoiB/mYmP5iX3EfP1zxQ6448YrWLNvhIoTgu+d+l82Nm7l/5f19suZAsnzbciZUTmBMxZhSh1J2VCeqmVA5oewyta/teo2UmWJKzZRSh1JWTKicwJjMmEEjapdsWcKI1Iiy/Tke8aLWCz2kkp3Okss60cl/hd2+R9FzQgIfliw1qK09aCatUhi+j5QhjvBRSAwjia4nqFm/goWfn0bl+hWIwCcXJPnWt6IWyhZfoEMTAvsQwkWpSqDrUTsFR+EZkrmzBcmuyo6dJkInj9QTWJnqIXNRrQmNSquSUIXk/MEjinpL3s9TCAokjSSVVvm4Uh8OQujoegopHaQcHP0nLWiWjpYyQYAs+EgnOGTWVimJHzSB0NH1zH5BKyNjKKEPjfdeb4hm1loEvtfhIZRWVYWwTMLGJqQTZbLspIGZ0Al9iZsPGDlSccYZsGPHQEcfcyTx/eXfJ+fl+MaZ3+jTdc89+lzOPups7n75btyg/eHOYGbp1qVlbXJVaqaPmt46HqdcWLtrLSeOPLHD5FBM5wghOG38aYPGAXnJ5iXMmzivbK/9j3hRWwyKaELrsPTY8UO8UJKxDbSDjFpCXxL6knc36GSzotXfB2jN0IbSxxUeCIFhpFpH6gTJCnLjjsWtHEG+KLj19hTvvgs33xzNoz00PlAPIkSpaqCL2aZROGzaGzJ3Loyu7OIDx82Cl8cNBSJRgWEPLftQS7dIGSmKQbEsS7paKPiF1gxthTU0MundRdfTIHSCYPDVlQpDQ0ub+8uR8z7SCzutDAiCLKgQ06iEUCHzzYI2FZlQHekYlhW1QvjtDzCEEOjV1fuFbSFq67ASBlbKIAwkTs5n+omKyZPj/tqY/iHn5fjP5f/Jx479WJ9ladvyf+b/H7Znt/Pz137e52v3FztzO9nYsDEWtYfB9JHTeXvv2/hheZSZKKV4bddrsUlULzlt3Gm8t+896gp1JY1jV24XG+o3MG/CvJLGcTgc0VdOUkm80MPW7XanEi3mUIYmSFkdZWkDmrKCFasOModqEbR+EU8ECN3EMKJZmy1Ns7kJx7P8W38iK9J8884aNmwQfP3rkcHtoSmCqG/eqwY4tPDcXicZN0kx4xgNvbPTFzcLbo4AA6knsRLJsj2p6Yq0mcbSLLJetmx+YbSlGBRbe2iPlAxtW4QQGHoGpQLCsNtlDQNGSzmyljZBE5GJVK45c9umLDkMi0jpoIk0eNr+kuN0LGhb0A2z0xJk2C9sNdsizOYIm6LWAtPSsdMGUircgs+CBQrLivtrY/qen639GfVOPV8742v9sv45k89h9pjZ3LXkrrJxQl6+NSqjjEVt75k+cjq+9Hmn7p1Sh9Ittme3U1esi02ieknLe6XUJcgvb3kZiEaLlStH9NWTEzgoVIelxy3mUBWJ9tb8gRcSBopVr+okEgKjjebVw5DQLxBoEqFb6HoSITRQihk/upHjfvZ/QCmEXyRhKY47TnDLLTD3kJ//IVCPEE2gTKAGOPTYgKKryMuQeXMFaaOTLK2bi25mEo+ol22oZWlbEEJQaVeiCY1Gr7GsjKNa5tAeqYK2BV1PIIRJEOQGxYifjhC6hp420VImQhetRlJhk4efLeA27UMVQHNMlCcRlh5lebtqDTgCMW2bsLmNoyNahW06hSw6hHV1SNfFMHUSaTOa9Rj6LDpXxv21MX2KVJL/XP6fnDL2lH67CBRCcMuZt7B+33p++/Zv+2WPvmbp1qWYmsmsMbNKHUrZ0uqAXCZmUS2l0rFJVO+YM3YOutBZsnlJSeNYsmUJtm4ze8zsksZxOBzRV1BO6GBoBqZ2oDgMQkmxE3MoiHppt24XbNqsH2AOJXyf0MsRCIkwk81zYpuznVK2ZmrrGwQ7NrlgGHzuBp1TD2ky5oDYB8JHqQoiQdu9voXNe0JOPx3GV3claLNgJvD1JDIIsFKpIZmlbUETGtV2NEy40S0PYeuGLk1eE5ZmUWlVDumfT3cwjAoG04ifzhCGhpYy0TIWWtIAE0LZBAhMqwqRMNAy5hE3i7a7GFZ0uBZ4XfdQ65kMek01CEHY0EhQX48IfZKZ6LO9Mu0z/0zJjh3x/Nq+QghxvRBipRBi5Z49e0odzoDzp/f+xLt17/JPc/+pXz+PLznuEqYOm8p3X/puWZgcLtu6jJljZnbqUxJzaI4bfhyGZpSNWVQsag+PjJVh5piZvLTlpZLGsWTLEuaMnYNtlG9S64gVtYEMCGRAQm//wZttnjnZkTmU74UUi4qly3WGD9//dREEKC9PIBTCSqEf3KOr67z2xZ/w4ke+wzduUXz73ysI9K57YUESuRs3gtJBDQNS3X6O2/aGjJ6omDFVw+jogtnLtwpalajGLxbRDAPTKt8XdHfRNb1V2DY4DYNm8HVHeKFHk9uEqZlHhMtxd9A0E11PEYaFQWca1RFCEwhTRxp5REIjUTUcPZ1As/RYzHaBputohnFIUQvRuB992DD0ygoIQ8KGRmRDPZbwQIZMnuhz3DQZG0f1Ec1jgOYopeaMaGf9P/S5f+X9jM6M5hMf+kS/7qNrOl+b9zVW7VjFM+8/0697HS6BDFixfQVzx8Wlx4eDpVscW3ts2YjatbvWMrFqItWJ6lKHUrbMnzif5VuXl8wUzgkcVm1fVdb9tHAEi1oncBCIdqeJreZQifbmUEopfCfkzTcFnq+TatGXQYB0s4RCIqz0AYI2uWczp33rApJ7NrNtG3z9FkFjk+IfPpdFS3R1khkQuRs7zfNnhwHtRXZnFFxFXko+fIYgY3aQpfXy4DSBYUOimsB1kWGIlTiU0B46GJpBjV2DJjQa3AYKfqHUIbXDCRwa3UZ0TY8F7UHoeqbVNKocMhhBkEVKD8OoQNOsQz8gBgDTspFBQBgEh7yvEAItmUSvrY3EraahCgVMJ4uq38fJR++l1m6gYVsThtNYFq+bmMHH9ux2nlr/FJ89+bOY+qHbgA6Xq2dczejMaL637Hv9vtfh8MbuNyj4hbiftg+YMWpGWZUfnzQq7qc9HOZPnI8buqzcvrIk+6/cvhJf+mXdTwtHqKhVSuGEDpZuoQntgK9nnQC9E3Mo3w3Zu0fx+psGo0Y1fzEMUF4WKRTCzqDrB16spnZ9QMXmN9ixocAtt4DvK+74RgPHnmAeNAOoLV5kBiUUSg3jUPNn2z8/2LQn5IwzYFxHZcdtBW2yBqUUnlNEN83IcfQIQtd0hiWGYes2OT/HPmffoClHLvgFmrwmDM2g2q4+4LUa02IaVdFsGjX4DiTaEgR5wrCArqfQD1mhEdOWls+k7mRrW2gRt0ZNDcbwWozqShI1KUxDccbsIqHj4haCuBY5plc88uojhCrkmpnXDMh+tmFzw+wb+NN7f+K9fe8NyJ69YemWpQCcPuH0EkdS/kwfOZ1NjZtocptKHUqXOIHD23vfjkuPD5MzJ54JwIubXyzJ/i39vLGoLUM82fFs2rwXIpWisgNzKCUVbiFk6XKNymoNXQclA5QTOW4KuwJNby8I605cwHMPvMcPnjkO04Tv/muBKZMClNXZha0PohGUaC437vkp8OY9IZOmKE6aqrd3O/YKBwhahMAtFFBKYae6nnU7VBFCUGVXUWlVIpWk3qkn7+dLlsVRSpH1sq0ux7Gg7Rxdt9E0mzDMI+WhM3mlIBK0OTQt0dwLHNMThKahWxaB17uyLKHraMkkZnUVmQkjqZ5Uy4cvrIKqYQgtfl/F9AylFA+veZizjjqLY4YdM2D7Xj/7enRN58crfjxge/aUZduWMSo9iklVk0odStnTIhIH+7zat/a8RajCOFN7mIxIj+C44cfx0ubS9NUu2bKEabXTGJEu71aSI/I3uhM47WbTBqGk4AYkjI7NoXw35J13YW+9TlWVIgwcVDE6QRPJSrS2JUhKccJD/8TYF36JUiBNm3/6J/juHYqJw/Mo04YOB1SHIBoiQdsDM6i2NBQkoSlZMFeQOvh5+A44jQcI2sDzCDwXK5FA04/sodkJI9Gatc37+ShrO8Bjf7zQY5+zj2JQJGkkY1OobhAJRUEQDK5yUqUUQZBtFbSmWVXqkMoWw7JQUhIcpn2xpgkSaYNRoxTnLfSpqhw8r5eY8uD5Tc+zoX4D1868dkD3HVsxlsuOv4yfvvrTQdkqA5FJ1Nzxc+PfWX3AzDEzAVizY02JI+maNTuj+OJxPofPmRPOZMmWJcgBnuqglOLlLS+XfT8tHIGiViqJG7rtDKJybpTlySTalx1LqdhXF7JqtcaoUZLAz4NXQNN0RKIKoR34GM1zqHpvFYUla/jWt8B1IZ2GUTVFUCA7zNIqoKH5z2p6I2idULKtIeScswSjKg56fOCC0wC61SpopQxxC/nIHOoI6qXtCk1oVNlVVNvVKBT1bj1NXlO/fsgopXBDl3qnnga3AYWiyq6iwqqILw66gRA6hlHZXIacK3U4ACgV4vv1rSXHsaA9PAzTaj6EO3wTDU3XSKRMxo2HZPyxF9NDHl7zMFV2FZcdf9mA733TKTfR4DTw2OuPDfjeh6KuUMe7de/G/bR9xJjMGEamR7aKxsHKqu2rqLAqBrRqYagyf9J8GpwG3tj9xoDu+27du9QV68q+9BiOQFHrBA7AAaXHjh/iBpK0baB34ETqFQOWL5dopo8QBfQwxBQ2wspAB9lNaSf5twV/5exld5DLQUsrmOYVUYYJRkd9q00IEYCqoieGUK0xIvlgd8iskwQfmqAfKIYCD4r1IPRWQQvg5qMS20Q6E4ung7B0i9pELSkjhRu47HP29enpuFIqcjX2mqhz6mh0GwlVSMbMUJuoPaCKIObQ6Lrd6oZc6v7aMCzgeXUoFWAYVXHJcR8ghMCwLALP65NsvG5qJDNW7Dwd0yManAYeX/c4V02/iqQ58CciZ048kxmjZvCDV34wqKpSAJZvWw4Qi9o+QgjBrDGzWL1jdalD6ZJVO1Yxa8ysuEWqD5g/cT4AL24a2L7axRsXA/DhSR8e0H37g7J6FUoZHvYaxaCIqZkYzdnVA82h2gvUMJS8/ZbDpi0OtbUhJgamsMG0UQcJ2mFvvMDMe67kf3/ucO+PbU6aKfjWvymsConjFyhIn4Jl4RDiI5G0/FLKt3E57pmYUSgKhGxrCBkzUnDWbB2trUANg2ZBq0FqGDT3kHlOkdD3sVOpI77suDOEEGSsDDWJGgxhkPNz1BXrcAKnVxcUgQwo+AUanAb2FvfS4DbgBi6mZlJtVzM8OZyUObRnBPcnkauw3Vzy6wzo3kopwrCA6+0lCLJomolpDkPvYGRYTO8wLBuUIvAH/winmKHJY68/hhM4XDtrYEuPWxBCcNMpN7F211qWbFlSkhg648VNL2JoBqeMPaXUoQwZZo2exZt73izZmJdDEciAtbvWMnvM7FKHMiQ4qvooxlWMG3CzqGc/eJbxleOZOmzqgO7bH5SVqEWqwxK2vvQJVXhAlrbFHKoiYbQTE2EYsmNLE8uXuwwfaWFqSUylg6EjjfbZ1IrNb8Krr/LH/82z4BzJF/9vQJgKKIoQN8jj6QLHsnCEJC9CmkRAljyOaMJXFj11OfaRZEVAoyPRfI2Pna1jmW2egwyhuC/KzKZqW/t4wyDAKxbRLQvTji+6D4WhGVQnqqm0KgFas6tNXhNu6BLKEKlk6y2UIb708UKPgl+g0W1kb3Ev+5x95Pxc62uwRchW2VVYHZiMxfQcw6hC0yyCoJEgyPf7fkpJgiCP1yxmBRqGUY1p1qBpPa+4iOkcwzQRmkbgDs4LvJihz0OrH2Lm6JnMGjOrZDFcNf0qquwqfrxycBlGPb/peU4Zewpp68g0nOwPZo6ZSSCDAS9H7S5v7XkLJ3BK+n4YSgghOHPimby4+cUBq8SQSvLcB8+xcPLCIZFQKburrsB1sZKpQ9+xA1pm07aUdoZStZpD2caB2UrP88hlC6xeHSL0DBVpCyMIUJpGqB/43xYqiS8Ur190HduP/xQLV6T4u0+GmGgYSmAEPqankIkMSpkoFCGKgABfZHHQQKQR+NH90TARaLR/gSkUPgoXSSgUKoTCbp1LL9aoatu2J0Mo1EUjK9oIWqUUbj6HEILEEep23FsSRoKEkcALPYpBETdwW8vZu0ITGqZmYmomtm6jd2gSFtMXCCEwjGqCoJEwzKGUh66n+3wurJQBUhYJwyKg0DSrX/aJORAzkcArFJBhGFeYxAwoq3esZs3ONfzggh+UNI60lebTJ32aB1Y9wL3n3zso3ErzXp4V21fw1dO/WupQhhQtYnH1jtXMHjv4sqGrdqwCGJSxlSvzJ87nf978HzY2bGRyzeR+3+/1Xa9TV6zjnMnn9PteA0F5idpmt97eiNoWM562s2mzTuSk2dYcSimF4zj4ns+WDxSbN2eYONnCCKL7hoYBQqBQeCj0ui2c/m+f5Hsn/IgZ157EUZNTTJ2sobcxetK8YvQYK4pbIDAAgywJdKSqJkTHJxLHPiFFojS6rgSCyD5KAqGITm80ICE1dm3VmD9XMHFimycrJRT2gZKQHAZtRLhXjC4IExWV8TiLXmLpFpZuRe62MiBQwQGnakIINKFFP2fNiHtNBhghBKZZTRgWCYIcUtYjhNEsODWE0AABSJSSgGr+U7b+HDs+sYy+JlUAKqoY0bQEup5C03o+eium5xiWhVco4Lsudqp3h5sxMb3h4dUPkzASXDn9ylKHwg2zb+D7r3yf/371v7l53s2lDoeXt7xMIAPOOuqsUocypJhcPZkqu2rQ9tWu2r6KjJVhWu20UocyZGjpa128cfGAiNpnP3gWgIWTF/b7XgNBWV1tC6WQYUgY9Hysgxu6SCVJGpG5gxu0N4eSUlIoFPB9n0JOY+XKFCNGGZjNY10C00QKKBKVDhdFyO73c9RvzPPCU5KmbQYJdPS2GdbQR/ge0kq1GjRFNDYbQ1WiYWKikcKgSplklEFCaehKIIFAqFYxaymNtNKpVCb1O3WmTRXMnNlmWaWiHloVRqZQbUypAs/DdxzMRBLDjC/CDxchBKZukjSSpMxU6y1pJLF1+4ADlJiBR9eTWNZwDKMCITTCsEgY5giCpuby5CxhmCcMHZTyo3nTze9RpVQHtxClQjRhYBgVWNZwTLMqFrQDiKbphzWzNiamNxT9Ir94/Rdcdvxl1CRrSh0OJ4w8gfkT5/PAqgcGfPxHRzy/6Xl0oQ8J99TBhBCCmWNmDloH5NU7VzNz9Mz4OqcPOXHkiYxMj2wVm/3Nsx88y7TaaYyvHD8g+/U35ZWpVQoVBPiui2707EKyZTZtS4btYHOoMAwpFosopTANm9UrQQmNCluCVHimQVGE+M3iMuE4rHktzb33nEC6ci23fFNnfAevCc0tgAB1wBifJoRwUaqCjoyhDARG25E+HZTW19VBVRUsWNDq/bRf0IZes6Ddv7aSsnV8jxXPsYg5QhBCoOspdD3K6kWZWNksYFuytjHlhGnZOJ5H4HkYVlzuHdP//PqtX9PoNnLdrOtKHUorn5/zea78zZU88/4znDflvJLG8vym55k9djYVduz03tfMGj2LH638EYEMWg1OBwOhDHl156tcP+v6UocypBBCsHDyQp794NkDDtr7Az/0eWHTC1w94+p+22OgKa8rOiHQwrDHYx1CGeJJrzVLW/BCQqnI2JE5VBAEFArRGJBEIsn6t+GDjYLRtQolQ7KGoEmPSoNtpVGbzXL6DfMIv30P48bB3f+hM62j6oswQPhulKXVNCJ12ogQxWan496Vz2WzkX694AKw22pipzGaR5uoAvNAAyinEI/viYkRQiCEjqYZsaAtU/Rmwyg/ztbGDBAPr3mYKTVTWDBpQalDaeXS4y9leGo496+8v6RxFPwCy7cu56xJZ5U0jqHKzDEzcQKHd/a+U+pQDuDtvW9T8AuxSVQ/cM7kc9iZ28lbe9/q131WbF9BzssNmX5aKDNRKzQNXYIKgh6VnxWDIgAJPYGUirwbYBsaCVMnCAKKxSKappFKpdi3W/HyyzBmBASENJjgGgJLaVQqgyQ6YbKKXZNOwz1xNnfcAbW1He+reS1Z2hQQAvXNo3sy9NTpuPW5FKGpCS66CCor23zDzYFfBDsD1oFi2XccQs/DTsbje2JiYsqbaGatTeh5fTLmLSamK97b9x6LNy7m2pnXDqoDYduwuebka/j9O79nW9O2ksWxbOsyfOmz4KjBI/iHEm3NogYTsUlU/9EiMp95/5l+3efZ959FIIZUL3xZiVo0Dd00wPPwuznWQSmFEzqtrrNZNwAgYxsHCNpkMolTkCxeLLFthW/75AzQNIMKZZBCJ7/2A5b9sQ50ne3/+iDn3H7OgZnStoQBwnOQVhI0B8Q+EAFKVQG9cx12XdizBy68EEaObPMNvwhuNsrOHlT+I8MQt1hAN03MRDy+JyYmpvwxE9EHbzzeJ6a/+eman6IJjc+c/JlSh9KOG+bcQKhCHlr9UMlieH7j82hC48yJZ5YshqHMsbXHkjSSg07Urt6xmrSZ5tjaY0sdypBjcs1kJldP7ndR+9zG5zh59MnUpjrJzJUhJRG1QojLhRBvCiGkEGJOTx6rJRLoUhF6LmEQHPL+bQ2ivEDi+CFJSwclKRaLCCFIJpOoEF5ZFrBzn489LCDUdVK6TQYDHcHyF1zOuPUc5j/8GZorlbuO082CVkTZRYTIgjJADQN6Jyx9H3buhPPP50Cn48CLyo51CxLVBzxGKYXTMr4n3bvMcExMTMxgo8UwynfdAZvnF3PkEciA/371v7lw6oWMrRhb6nDacXTN0Zw/5XweXP0ggTz09VB/8Pym55k5eiaVduWh7xzTY3RN56TRJw06s6hVO1Zx8uiT4xGF/cT5U87nuQ+eww365+C26Bd5ecvLQ8b1uIVSZWrfAC4FXujpA7VUCsMwUY6L7x56RmiLQZSpmTQ5PpoQpEytVdCmUimUgtffcFm1zqN2jMLSTDK6jYlGEMDDD8N37rG5fcwPyN16N11PkpAQ1CPCnUhbgjBQqhqoobe+XL4P27fDOefAMce0+UYYRMZQQo+MoQ4qjfKKRWQQYKfS8fiemJiYIYVpJ1BSEvheqUOJGaI8vf5pduR2cN3MwWMQdTA3zrmRbdlt/PHdPw743k7gsGzrsiFVvjgYmTV6Fmt2rhkUTtcQ+dSs2bEm7qftRy6YegF5P89Lm1/ql/X/tvFveKHHoqMX9cv6paIkSkcp9ZZSqhdd7wphGOipJFoQ4jtOl6f0gQzwpEfKSJFvNYfSKRajHttkMolSsH5jkcVLPUaM0KgwEtiGjUAQBoo3bvg+we+e5MIL4SPfvwj75OM72c0HsiD2onm7QVgocywwjI4cjruL50WCduFCOL7t1lJGghYiQXuQaA18H98pYiYSsUNoTEzMkMMwTTRdx3cOfbgZE9MbHlz9IKPSo7hw6oWlDqVTPjrto4yrGMf9qwbeMGrZ1mW4oTuoDLSGIrPGzKLJbWJ93fpShwLAu3XvkvfzzB4T99P2FwsnL8TSLZ5+7+l+Wf+P7/6RtJkecr3wgz59J4S4XgixUgixcu/e3SilomytaSELxS57qpzAQSAwhEXBDUgYOirwkFKSTCYJlGDD9gKLF/tUJw1qkgk03UQpQIUY0uNq9QjfPuF/uPFGaD/aVQJ5oA4h9oEoInwQfgXSGgui92IWwHGikuPzzoMPfajNN5QCp2H/LFr9wAywkhI3n0PTdaxk7xyWY2JiYgY7pp1ABkGvZpfHxHTFlsYt/HH9H7lm5jWY+uCdRW1oBp+b9Tn+/N6feb/+/QHd+y8b/oKhGUPuwniwMXf8XACWb1te4kgilm5dCsBp408rcSRDl4yV4cOTPtwvolYpxZPrn2TRlEUkjKHltdNvolYI8YwQ4o0Obn/Xk3WUUj9RSs1RSs2prR1GEDQhTBMznUL4Hl4nJchSSYpBEUu3yLkSBJgEBEFAIpGgqGDzrgIrXvSxfIvamgQ6LvXb6/nJV9fxxpJdWOzj/Xt+wc7/7z6EatuvEgBNIPYiRA4Q0cxZWYtW1FB64qC5tD0nl4O9e+GjH6X9uCC3KRrdY1eC0T4L6xYKKKWw4/E9MTExQxjDtkEIfCc2jIrpWx5c/SBKKa6fPfjncF436zo0ofGTVT8Z0H3/vOHPnD7+9Liftp85bvhxVFgVLNu6rNShALB0y1JqEjVMq+1olmVMX3HBMRewbs86NjVs6tN139j9BpsbN3PR1Iv6dN3BQL+JWqXUuUqpEzu4/a73q+pI6RCGxdZsbZjNdnhK7wQOCgXSwg8ltlAEgY9hmjQpwa7dRd5cFlDYm2D0KInu7eW3vwn55pc9frH+dOY9exeBnsGrHIGOi+XvwQzqEGovQtSBcEAlUGoYUYlxCuEWQUpk4vBMmerqoiztpZfCpEkHfdPLg1cAK91udA+A77kEnouVTKIbg2dQd0xMTExfI4TAtG0CPx7vE9N3+KHPQ6sf4oKpF3BU9VGlDueQjKscx8XHXsxP1/y034xlDmZXbherd6zm/CnnD8h+RzK6pnPquFMHVab29Amno8Wz3vuVi6ddDMDv3jkM2dQBT777JMCgbqvoLWX1ihRCQwiTIMiiDA0rk0E5Dl6heMD9lFIUggICA9cX6EiE9Ak1jUYlaNhdZMMqSd1WmDi2iXfWOfzzV1I89PNKxp48itevvhv3C18h1CvwjWG4xkhC3UBjJ1awA9N30MIMUAk0lyWFAZpXQFmJDrOn3UFK2N+CxAoAABrsSURBVLoVKirgE5+AUaMOukPggtMEhg2J9iejUoZ4hQKaYWAlDi9THBMTE1MOmIkEKBVna2P6jN+/83t25Hbw+TmfL3Uo3ebG2Teyp7CH37792wHZ76/v/xWA84+JRe1AMHf8XNbuXEvB78b4jX6kwWngzT1vcvr400sax5HA1NqpnDDihD5/T//m7d9wythTBqWj++FSqpE+lwghtgKnA38UQvy5u481zSpAEAQNaOkUumHhNTYecEpfDIqEMiQILKSUGNKnAOSUjrPHYctKlx3vFxk/rgi6gb1qNS9um8J/XP82//IvUH/59TgjJjSvpkDkCQ2Jq48k0CaASmIGjVj+bvQwC0qiOVlAIO3eZWkLBdiyBaZPh499LBK2B9DidKybUR9tB7j5PEqpeHxPTEzMEYOm6RiWje86KDk43EFjypv7V93PxKqJXHDMBaUOpdssmrKIo2uO5v6VA2MY9ecNf2Z4anjsgDtAzB0/l1CFrNq+qqRxLN8aZYtjUTswXHr8pbyw6QX25Pf0yXobGzaycvtKLv/Q5X2y3mCjVO7Hv1VKjVdK2UqpUUqpbh/1CaFjmpUoFRKKAnZVJdIptGZrW7K0ji9QoUBXPk0KvFBD7cyxaXmWZStCfvFEFU/9wcYzapl88Qy8OWcw/ZSDG6YDYB9CFFAqBWI4oV6NZ47EN2pQwsAIcyQKm7HcPUg70c6F+FBICTt2RKL24ovhzDM7MKSSEor7QGgdju4B8F2H0Pexkyk0PZ4bFhMTc+TQmq3txpi3mJiuWF+3nmfef4brZ11fVjM4NaFxw+wbeH7T86zbs65f9wpkwFPrn+Ijx3wkLkEdIE4bF5kytZg0lYqlW5eiCY1Tx51a0jiOFC457hKkkvzh3T/0yXqPr3scgE986BN9st5goyw/jTTNxjAqkdJDJSSGbuI1NqCUwg1d8q6H8nWCwCWrJMoJkJvq+fUjAV+7Yzjf/O4obnnhY3zquWsBCIaPZvX/fYLiqKPa7OKA2AdCNs+ZrQD2i0mpJfCNYXh6LcqXCE1haXmMsClyJ+4GDQ2wbVtkBHXFFR30z0K0VnEfKNk8uqf9L1kpQ9xCAd00o4u7mJiYmCMI3TDQLQvPibO1MYfH/Svvx9AMrp11balD6TGfPfmzmJrZ79naJZuXsK+4j787tke+nzGHwYj0CKbVTuPFzS+WNI4XNr3AjFEzqLAPLieM6Q9OHn0yk6sn86s3f9Un6z2+7nFmj5nN5JrJfbLeYKMsRS2ArifR9TRKC9AzOk8+/jjHTjmaipHDOOfci3jiD0/j+B5aXRPF9Q18+3N72PadX/DmOzaXXSbIfPpSzEs/1oEADYEGhGgEZYDqes6scIsEWoZi5iiksNHDPFawB0123t/V2AibN0M6DZddBmedBcnOWmCL9RD6kKiOSo87wMnlALDT6U73jImJiRnKWIkkKIUXz62N6SUNTgMPrn6Qyz90OaMzo0sdTo8ZkR7BFSdewU/X/JT6ljn2/cDv3vkdlm7FJlEDzFmTzuKFTS8QlsgUr+gXeXnLyyw8amFJ9j8SEULw9yf+PX99/6/syu06rLU27NvA8m3Lh2yWFspM1Pp7GnA2bGv9t2Fk0PU0v/vrk9zzH9+m0LiHVO1o8o3TeOjWTfxo1u9Z9r95XlxdyyUjl3GnuIVf3bWJT38adl/2ebac+9k2pbw+0ZieOhAeSqWBGqDz8iPhuwjfRVppMGx8owbPqAUEZrAPI2iIMqxAEMCuXVHfbDoNf/d3cMklHZhBtaXYEJlDJarA7DgD6zsOMgiwUym0MiqViomJielLdMNo7a2NnZBjesMDKx8g62W5+YybSx1Kr/nK6V8h7+d5YNUD/bK+UorfvfM7zpl8TpytG2DOOuosmtwmXt35akn2X7p1KW7osnByLGoHkk/N+BRSSX75xi8Pa51H1j6CQPCpGZ/qo8gGH2Ulas3NG1jxz7/g2T/7vP7MDrKzF1D3s79xzx0/ZgTTeCR7EtM3PMzO9/6HYdvmc++uG9jz7LsEdjW7Fl3Nz+/cwRZjMtu20Xzz2b07R0NDHfn8PjzPQYZJULVAhrblxu2QEq3YhNINlL1/tI7SLDxjOKGeJigWadq5l51bHfbuheOOg8svh49/HMaP77A1tnkRFWVo/SLYmQ5H9wDIMMQtFtAtC9OOy45jYmKObKxUVPJysCN+TMyhcAKHe5ffy6KjFzFzzMxSh9NrThp9EouOXsR9y+/rl/E+r+9+nffr349Lj0vAWUedBcDijYtLsv9zHzyHLnQ+POnDJdn/SOX4Eccze8xsfv7az3u9hlSSR9Y+wqIpixhfOb4PoxtclNUg07c4jr///ZVs+73JBHweRfHiT3wM7RwSIz2qt73M5MoXeVus5k13HWeGU/npfedgplw0zUIIE6VyhKGPHwT4nqRQgFzOJJ+voKkpQT6vIeV+wdlSnWwY+2+aBoaTRQQKP1mBbBIEAfg+hGFULiBlJTVVSaZNa2D82HqGj05gZqoObSQVBuA0RCXHdkUkajvByecQQmCnOha9MTExMUcSmqZj2gl8p0gY2OhGxy0bMTEHc//K+9mZ28ljlz5W6lAOm5vPuJnzHj2P/3r1v7hxzo19uvYv3/glutC59PhL+3TdmEMzpmIMx9Yey+JNi/nKGV8Z8P2f++A5Th13apyhLwFXz7iaf/zzP7J251pOGn1Sjx//tw/+xubGzdx57p39EN3goaxErV2V5CMfrSQIGwhFhv+yH2fMhCLZvzzPB9kNnFPZwEh5F4Z08RKK3MTxTDqmABw410sIAyFsNM1E02xEG/c+pcB1oVgEx4luxWLkTpzPR98LCi4qdJGZNMmUiWlCKgWVldEonkwm+nsiYYIaDl4OvDzk90RC1Uy2T9Mqtf9+iMgUqpOSYwDPKUZlx5lMXHYcExMT04yVTBJ4Lm4+T7KyCtFpSUxMTETOy3H7i7ezcPJCzp58dqnDOWzOPfpc5o6fy+0v3s41M6/B0q0+WVcpxS/f+CXnHn0uI9Ij+mTNmJ5x1lFn8f/e+H/4oY/Zic9Kf9DoNPLKtlf4+ryvD9ieMfv59Emf5hvPfoMfrvghP7n4Jz1+/I9W/oiaRM2Qr7AoK1FbURlw0rw8SteYPFkwaYKgsjLDiKOmc9ttj5Jr3EcmkcQIdfK6zs03fxvTrAVazKAEQuhdXuQIAYlEdOsIJSXhvixoBnpNqvMS4rYL2hVgJMFpjG5uFgwLtOYPJOlHvbNKRULWruzQ5bgFGYZ4xWJUdmx1bmIVExMTc6QhhMBOZ3CyTfhOESsZV7LEdM33ln6PPYU9fGfhd0odSp8ghOBbC77FR37xEX665qd9lq1dvm05HzR8wG0LbuuT9WJ6zkVTL+KBVQ+weONiFk1ZNGD7Pvnuk4Qq5KPTPjpge8bspyZZw6dmfIpHX3uU7577XYYlh3X7sRv2beC3b/2WW868haTZmSvt0KC8emoTFvPm13LVJ9IsOC3BmNEJtITBxy+9kHvvuJuJEybRFARMnDCen9x7L1dddTWaZjRnZE00zTjsU3vZ1ISSEr2iomdr6QakayE1LBK0gReJWzcblRobCUgP73RsT1tayo4TqdjtOCYmJuZgDNPEsG28YpEw8EsdTswg5v3697n9pdv5xIc+wdzxc0sdTp9x3pTzmDdhHt9a/C2ybrZP1nzs9cewdZtLjr+kT9aL6TmLpiwibab5zVu/GdB9H3/rccZWjOW08acN6L4x+7nplJsoBkUeWv1Qjx533/L7MDSDL576xX6KbPBQVqK2qkJxzEQH2wLNtJGaiRQuFbbFZ6/6LBs3bqQ+X+Dp557jY+edh/K8Pt1fFotI10NPpxFmL8s+DDsSrhWjoGJ0dMuMhGTnI3va0lJ2bKVSiEP158bExMQcodipNJqu4+Ry8ezamA5RSvHFp76IoRnce/69pQ6nTxFC8B/n/we78ru4c8nh99EV/SKPvvYoHz/u41TalX0QYUxvSBgJLpx6IU+88wRSDcznWtbN8vT6p7ns+MvQRHzdWSpaTODufvlucl6uW4/Zkd3BQ2se4ooTr2Bsxdh+jrD0lNWrU0qJZVlYiSQFXxEql6SlyJiZ1qypbhiYVVUEYUDQ2IhqN4e2d6ggIMxmEZaJ1lfzYIXowgK5PWEQ4BWLGJYdlx3HxMTEdEFLGbJSimIu22e/C2KGDvctv4+n33ua7yz8DuMqx5U6nD7n1HGnctX0q7jn5Xt4e+/bh7XWr9/6NfVOPdfPvr6PoovpLZcefyk7cztZumXpgOz31PqncEN3SM83LRe+ffa32VvYy33L7+vW/W9bfBt+6HPrglv7ObLBQVmJWl3XsSybxmKAQmEYHpZukTAObIC1kim0dBq/6CCzh192o5QibGpCCIFeWZoTSqUUbux2HBMTE9NtdMMgkc4ggwAn372T7Zgjg5c2v8RX//pVLp52MV869UulDqffuOe8e0hbaT7zxGcIZNDrdR5c/SBTaqa0jpWJKR0XTr2QlJni/lX39/teSil+sOIHjK8cz7wJ8/p9v5iuOW38aVw87WLuWnIX25q2dXnfN3a/wcNrHuYLp3yBY4YdM0ARlpayErUAjUUfpSJBi1BkrPYjbwzTRE8mCQ0NWXSQ7uHNapNNTSg/QKusROilcRp2C3lkGGKnM3HZcUxMTEw3MSwLO5Um9LyoFDnO2B7xLNu6jAt/cSGTqyfzyMcfGdIO2aMzo/nxRT/mlW2v8I1nvtGrNV7b9RovbHqB62ZdF5efDgIq7Uo+P+fzPPb6Y7y3771+3WvxxsW8tPklvj7v6+jxpI1Bwb+f9+94ocfn/vC5Tn+fFf0iV/76SoYlh/EvH/6XAY6wdJTVp5NUCi+UJCxFiEvSSGJqHfehmokE2DYhstXcqTeEuRzScdEzaTS7NCW/vucSuC5mIonR217emJiYmCMUM5HASqUIPBcnl417bI9QpJL8aMWPOPuRsxmVGcXfPvM3apI1pQ6r3/nkCZ/kC3O+wD1L7+Gel+/p8cHOHS/dQcbKcMPsG/opwpie8tUzvoqpmfzbC//Wb3sEMuDWxbcyJjOG62Zd12/7xPSMqbVTufPcO3n6vae546U72n1fKslNT93E67tf55GPP8Lw1PASRFkaymqkTyghYeqE5NCERtrsvLfVtGx8o0goBHoQEjY2oldX9+hEVubzyHwBLZnouz7aHiLDEDefRzOMuOw4JiYmppdYiSRCCNx8nkJTI4lMBt2IDwmHOn7os37fep59/1nuX3U/6/as4/wp5/PIxx9hVGZUqcMbMO674D52F3Zz819vZtWOVdy24DaOG37cIR+3bs86fvXmr/jK6V85Ig4AyoXRmdF8+bQvc/fLdzO+cjy3LbitT+fW5rwc1/3+Ol7a/BIPXvxguza/mNJy06k3sXTrUr753DfZ0riFy0+4nLnj59LgNPAPf/oHHl/3ON+c/00unHphqUMdUEQ5lWKdPGu2WrLsBfJBngqrgqTR9bwl33FwC3ls24ZcAS1hRyXE3RC2YS4XCdqEjV5V1VdPoUcoKSlmm1BKkaysRItLP2JiYmIOizDwWx2RU1XV6IaxSik1p9RxlTPJiUl11NePas0AKhRKKVTzjPiO/n7wffvrcTkv1+oSe9Kok/javK9xxYlXHJFltKEMuXPJndy2+DYCGVCTqCFtpaOqtw4EUSAD1tetJ2Ek2PDlDYypGFOCqGM6I5QhNz55Iw+teYikkWR85fjW61vB/uvctte8bb/e0XtLoZBKsqlhE6EKuevcu7h53s0D9IxiekIoQ7709Jd4YNUDSCUxNZNQhSiluHvR3fzz6f9c1q0VQoge/24uK1E7e/Zs9acX/4SpmVQnqg95f6UUhcaGKMspNMJcHs220KqqOv1BKykJGxtRno+WSqJXVPT10+gWSimK2SZkGJKsqIgzCjExMTF9hFKKwPcwLbtXvzhjQAhxPXA9QGpcavZF37sIIUTrRXPL39teZB/894Pve8jv9WLNCruCKTVTOHPimRxdc3RZX+T1FduatvHE20+wbs86ikGRYlDs1ERq+sjpXP6hyzl+xPEDHGVMd1BK8cTbT/Di5hfZkdvR+rXW76MOuG/br3f2/hFCMLl6MudPOZ/5k+YP0DOJ6S2NTiNLtizhhU0vkDASXDX9KqbWTi11WIfNkBe1M2fPVH958S/UJGowtO5VTnvFAl6xSLKyCuF5hNkcwtDRKirQLKv1fkpKVLGILBRQSqFXVKAlu84E9yfFXJbQ80hkKjDaxBkTExMT03fEovbwmTNnzv/f3p2FSHaWYRz/P713z2I0AY0ZxVyESBjciOKGislF1GDECxcQN0QExQVFEnMhguKFIgqKIi4R4oprFJXEBRQkYlyI0bgERY1GEzXOJJnp6e31omp0bJPJZFKnvpzT/x8MU1XdTT3fme5+5q2zVF1zzTWtY0iSBuJkurlX59RWFbvmd53wQAswv7jE+pEjrK0eZnn3HpibY+vgQTZv/Rdbc7NkdnZ0yMX6OhTMLC4wu3s3mWu3aVZvv53NtTUWV3Y50EqSJEnScfRqqAXu9jza7TIzw/ziImuHD7O5scHswgI59VRqdZU6coTa3ISZGWZWVphZXCQNry5cVazeMRpoF5aXR1dwliRJkiTdpV4NtbMzsyd1Psz2vbVJyPIyNDy8eLutzU1Wb79t9F60K7scaCVJkiTpBPTq8n/HXrXtHn3dzAzzS0tsrq2xubE+4VT33trqYQ4dPEBVsbRnrwOtJEmSJJ2gXg2198b84hKZmWHt8OHWUf5ja3OTQwcPsHboELPz86zsvR9zDQ9/liRJkqS+aTLUJnlXkl8luTbJl5Lc/fvz3PvnHO2tXV9nY7393tr11dXR3tmtLRZ37x4dFj2zY15jkCRJkqSJaDVFXQXsr6pHAL8BLpnGk/53b+2haTzdndra2uTwbQc5cugOZufmWN67l/mFxWZ5JEmSJKnPmgy1VXVlVR19p++rgX3TeN4kLKyssLWxwfqR1Wk85f9YP7LKoQMH2NzYYHFlF8t79jIzMzv1HJIkSZI0FKmqtgGSrwKfrarL7+LjrwReOb67H7huWtkaOg34e+sQU+A6h8V1DstOWefZVbWndYg+S3Ib8OvWOaZgp/xMuM5hcZ3DslPWeY+7ubOhNsm3gAfdyYcuraqvjD/nUuBc4Ll1AkGSXFNV50426X2P6xwW1zksrnNYdso6u7RTtqHrHBbXOSyuc1hOZp2dvU9tVZ1/vI8neSlwIXDeiQy0kiRJkiRt19lQezxJLgDeDDy1qtpdtUmSJEmS1Gutrn78fmAPcFWSnyX50Al+3Yc7zHRf4jqHxXUOi+sclp2yzi7tlG3oOofFdQ6L6xyWe7zO5heKkiRJkiTpZLXaUytJkiRJ0r3mUCtJkiRJ6q3eDbVJ3pXkV0muTfKlJKe0zjQpSS5I8uskNyS5uHWeLiR5SJLvJvllkl8keV3rTF1KMpvkp0m+1jpLV5KckuTz45/L65M8oXWmLiR5w/h79rokn06y1DrTpCT5WJKbk1x3zGMPSHJVkt+O/75/y4yTcBfrHGynTNOQt6PdPDx283DYzf3u5kn2cu+GWuAqYH9VPQL4DXBJ4zwTkWQW+ADwDOAc4IVJzmmbqhMbwBur6hzg8cCrB7rOo14HXN86RMfeB3yzqh4OPJIBrjfJGcBrgXOraj8wC7ygbaqJugy4YNtjFwPfrqqzgG+P7/fdZfz/OgfZKQ0McjvazYNlNw+A3TyIbr6MCfVy74baqrqyqjbGd68G9rXMM0GPA26oqt9V1RrwGeCixpkmrqpuqqqfjG/fxuiX7BltU3UjyT7gWcBHWmfpSpL7AU8BPgpQVWtV9a+2qTozBywnmQNWgL80zjMxVfU94J/bHr4I+MT49ieA50w1VAfubJ0D7pSpGvB2tJsHxm4eHLu5xybZy70bard5OfCN1iEm5AzgT8fcv5GBFspRSR4GPBr4YdsknXkvo/dj3modpENnArcAHx8fyvWRJLtah5q0qvoz8G7gj8BNwIGqurJtqs49sKpuGt/+K/DAlmGmZEid0tKQtqPdPDx280DYzTuim0+4T+6TQ22Sb42Pjd/+56JjPudSRofLfLJdUp2sJLuBLwCvr6qDrfNMWpILgZur6sets3RsDngM8MGqejRwB/0/FOb/jM9ZuYjRfxQeDOxK8qK2qaanRu/9Nuj3f7NT7p7dPHx282DYzTvA0Lv5nvbJXLdxTk5VnX+8jyd5KXAhcF4N5412/ww85Jj7+8aPDU6SeUal+cmq+mLrPB15EvDsJM8EloC9SS6vqqH9sr0RuLGqjr6i/3kGWJzA+cDvq+oWgCRfBJ4IXN40Vbf+luT0qropyenAza0DdWWgnTJxdjNgN/ed3TwsdvNAu/lk+uQ+uaf2eJJcwOiwkWdX1aHWeSboR8BZSc5MssDoRPcrGmeauCRhdI7H9VX1ntZ5ulJVl1TVvqp6GKN/y+8MsDSpqr8Cf0py9vih84BfNozUlT8Cj0+yMv4ePo8BXnRjmyuAl4xvvwT4SsMsnRlwp0zVgLej3TwgdvPg2M0D7OaT7ZP07cXUJDcAi8A/xg9dXVWvahhpYsavHL6X0dXbPlZV72gcaeKSPBn4PvBz/ns+y1uq6uvtUnUrydOAN1XVha2zdCHJoxhdcGMB+B3wsqq6tW2qyUvyNuD5jA6F+Snwiqo60jbVZCT5NPA04DTgb8BbgS8DnwMeCvwBeF5Vbb9gRa/cxTovYaCdMk12c7/ZzcNjN/ffTujmSfZy74ZaSZIkSZKO6t3hx5IkSZIkHeVQK0mSJEnqLYdaSZIkSVJvOdRKkiRJknrLoVaSJEmS1FsOtZIkSZKk3nKolSRJkiT1lkOtNBBJHpvk2iRLSXYl+UWS/a1zSZK0U9nN0nSkqlpnkDQhSd4OLAHLwI1V9c7GkSRJ2tHsZql7DrXSgCRZAH4ErAJPrKrNxpEkSdrR7Gapex5+LA3LqcBuYA+jV4UlSVJbdrPUMffUSgOS5ArgM8CZwOlV9ZrGkSRJ2tHsZql7c60DSJqMJC8G1qvqU0lmgR8keXpVfad1NkmSdiK7WZoO99RKkiRJknrLc2olSZIkSb3lUCtJkiRJ6i2HWkmSJElSbznUSpIkSZJ6y6FWkiRJktRbDrWSJEmSpN5yqJUkSZIk9da/AZft39SziHFQAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
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"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"2 11.950000000000012 1.8119225385829674\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"3 11.950000000000012 1.8119225385829674\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"4 8.100000000000009 2.589889810845086\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"5 8.100000000000009 2.589889810845086\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"6 8.100000000000009 2.589889810845086\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"7 8.100000000000009 2.589889810845086\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"8 8.05000000000001 2.5908498356204\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"9 8.05000000000001 2.5908498356204\n"
]
}
],
"source": [
"Thetas=[2.0,2.0]\n",
"nxp = list(copy.copy(xp))\n",
"nxt = copy.copy(xt)\n",
"nyt = copy.copy(yt)\n",
"\n",
"n_iter = 10 ## 探索回数の上限\n",
"xopt = 6; yopt = -1.e+30\n",
"SVs=[]\n",
"plot = True\n",
"#plot = False\n",
"\n",
"for iter in range(n_iter):\n",
" lt=len(nxt); lp=len(nxp)\n",
" Ktt,Kpt,Kpp = KernelMat(Thetas,nxt,nxp)\n",
" mu_yt= np.zeros(lt)\n",
" mu_yp= np.zeros(lp)\n",
" cLinv,logdetK = Mchole(Ktt,lt) \n",
" mujoint,Sjoint = calcSj(cLinv,Kpt,Kpp,nyt,mu_yt,mu_yp)\n",
" sigmaj=[ Sjoint[j][j] for j in range(lp)]\n",
" ysamples = [np.random.multivariate_normal(mujoint,Sjoint) for i in range(10)]\n",
" SVs += [ [ mujoint, sigmaj] ]\n",
" xbest,ybest,ind= xybest(nxt,nyt)\n",
" xnew,ynew,EIs,ind = calcEI(nxp,mujoint,sigmaj,xbest,ybest)\n",
" if plot :\n",
" plotGP(nxt,nyt,nxp,xp,ytrue,mujoint,sigmaj,ysamples,EIs)\n",
" nxt += [ xnew ]; nyt += [ ynew ]\n",
" nxp.pop(ind) \n",
" if ynew > yopt:\n",
" xopt= xnew; yopt = ynew \n",
" print(iter, xopt, yopt)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "T6Z8roWgcret"
},
"source": [
"探索点が増えるにつれて、効率的に最適解が探索出来ている(っぽい)。\n",
"\n",
"8回目の探索でx=8.05が探索されていて、真の解8.055...にそこそこ近いものが得られている。 \n",
"(実装の都合上、0.05刻みでしか点を打ってないことに注意)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "s1KRB5HALEEX"
},
"source": [
"同じデータで、勾配法による最適化もやってみる。"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "iLMN0pJ3KcwN",
"outputId": "75f33bb6-c0cf-45d5-f45f-65accd178eb1",
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"探索回数 53 最適解(x,y)= 8.045494422941772 2.590816292488816\n"
]
}
],
"source": [
"import numpy as np \n",
"\n",
"def f(x):\n",
" return np.sin(x) + 0.2 * x \n",
"def derf(x):\n",
" return np.cos(x) + 0.2 \n",
"\n",
"xexact = 8.055339554764814\n",
"\n",
"x = 6 \n",
"xopt = x; yopt=f(x)\n",
"tol = 1.e-2\n",
"eta = 1.e-1\n",
"\n",
"itnum = 10**4\n",
"for i in range(itnum):\n",
" x += eta * derf(x)\n",
" y = f(x)\n",
" if y > yopt:\n",
" xopt = x\n",
" yopt = y \n",
" if abs(xexact-xopt) < tol :\n",
" break\n",
"print(\"探索回数\",i, \"最適解(x,y)=\",xopt,yopt)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "sOn3qlTGURH2"
},
"source": [
"$\\eta$を適切に選べれば、より少ない探索回数でより正確な解が求まるが、そんなことができたら苦労はしない...。\n",
"\n",
"また今の場合、勾配は式から計算したが、実際には差分をとって微分を近似することになるため探索回数は少なくとも2倍-3倍程度必要になる。"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "4jSIRj1Dc3k8"
},
"source": [
"**言及しなかった重要な事項**\n",
"\n",
"* カーネル関数の選択と依存性\n",
"* ハイパーパラメータの最適化 or サンプリング\n",
"* 獲得関数の定義・選択と依存性\n",
"* 数値計算(とくにガウス過程の部分)のTips"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "c1GBk01r0jz8"
},
"source": [
"## 備忘録: ライブラリの出力に関して"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "C4kpASFXurFl",
"outputId": "52b733dd-8b8e-4222-970d-856c242b1ad2",
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"train [2.04, 6.12] [1.2999286509533796, 1.061537984784846]\n",
"xp [-2. -0.44444444 1.11111111 2.66666667 4.22222222 5.77777778\n",
" 7.33333333 8.88888889 10.44444444 12. ]\n",
"My muj [5.75795234e-03 8.44113811e-02 7.33727607e-01 9.88413223e-01\n",
" 3.06567459e-01 9.73202438e-01 4.32586459e-01 4.31993679e-02\n",
" 2.79241473e-03 1.47812049e-04]\n",
"sigmaj [0.9999901297449515, 0.9978771506830272, 0.8245848824042269, 0.6584175494971636, 0.9813489474851831, 0.4100810951379304, 0.9125129281442049, 0.9991642392577667, 0.9999965079965879, 0.9999999902138795]\n"
]
}
],
"source": [
"Thetas=[1.0,1.0]\n",
"nxp = np.linspace(-2,12,10)\n",
"nxt = copy.copy(xt);nyt = copy.copy(yt)\n",
"\n",
"n_iter = 10 ## 探索回数の上限\n",
"xopt = 6; yopt = -1.e+30\n",
"SVs=[]\n",
"plot = False\n",
"\n",
"lt=len(nxt); lp=len(nxp)\n",
"Ktt,Kpt,Kpp = KernelMat(Thetas,nxt,nxp)\n",
"mu_yt= np.zeros(lt)\n",
"mu_yp= np.zeros(lp)\n",
"cLinv,logdetK = Mchole(Ktt,lt) \n",
"mujoint,Sjoint = calcSj(cLinv,Kpt,Kpp,nyt,mu_yt,mu_yp)\n",
"sigmaj=[ np.sqrt(Sjoint[j][j]) for j in range(lp)]\n",
"print(\"train\", nxt,nyt)\n",
"print(\"xp\", nxp)\n",
"print(\"My muj \", mujoint)\n",
"print(\"sigmaj\", sigmaj)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "_5TGmrsxxomr",
"outputId": "8279b55c-2d2b-4a8b-da53-a2a144af9074",
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"sGP.kernel_ Matern(length_scale=1, nu=2.5)\n",
"[-5.75795234e-03 -8.44113811e-02 -7.33727607e-01 -9.88413223e-01\n",
" -3.06567459e-01 -9.73202438e-01 -4.32586459e-01 -4.31993679e-02\n",
" -2.79241473e-03 -1.47812049e-04]\n",
"[0.99999013 0.99787715 0.82458488 0.65841755 0.98134895 0.4100811\n",
" 0.91251293 0.99916424 0.99999651 0.99999999]\n"
]
}
],
"source": [
"from sklearn.gaussian_process import kernels as sk_kern\n",
"import sklearn.gaussian_process as skGP \n",
"# sklearn GP\n",
"\n",
"nxp = np.linspace(-2,12,10)\n",
"nxt = np.array(copy.copy(xt))\n",
"nyt = np.array(copy.copy(yt))\n",
"\n",
"kern = sk_kern.Matern(length_scale=1.0, length_scale_bounds=(1.0,1.0), nu=2.5)\n",
"sGP = skGP.GaussianProcessRegressor(\n",
" kernel=kern,\n",
" alpha=1e-15, \n",
" optimizer=\"fmin_l_bfgs_b\", \n",
" n_restarts_optimizer=0)\n",
"\n",
"sGP.fit(nxt.reshape(-1, 1), nyt)\n",
"print(\"sGP.kernel_\", sGP.kernel_)\n",
"pred_mean, pred_std= sGP.predict(nxp.reshape(-1,1), return_std=True)\n",
"\n",
"print(pred_mean.reshape(-1,))\n",
"print(pred_std)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "4W09PtvH0hBl",
"outputId": "b25c7f62-43aa-45d9-901d-f633fa842971",
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting GPy\n",
" Downloading GPy-1.10.0.tar.gz (959 kB)\n",
"\u001b[K |████████████████████████████████| 959 kB 4.3 MB/s \n",
"\u001b[?25hRequirement already satisfied: numpy>=1.7 in /usr/local/lib/python3.7/dist-packages (from GPy) (1.19.5)\n",
"Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from GPy) (1.15.0)\n",
"Collecting paramz>=0.9.0\n",
" Downloading paramz-0.9.5.tar.gz (71 kB)\n",
"\u001b[K |████████████████████████████████| 71 kB 8.9 MB/s \n",
"\u001b[?25hRequirement already satisfied: cython>=0.29 in /usr/local/lib/python3.7/dist-packages (from GPy) (0.29.26)\n",
"Requirement already satisfied: scipy>=1.3.0 in /usr/local/lib/python3.7/dist-packages (from GPy) (1.4.1)\n",
"Requirement already satisfied: decorator>=4.0.10 in /usr/local/lib/python3.7/dist-packages (from paramz>=0.9.0->GPy) (4.4.2)\n",
"Building wheels for collected packages: GPy, paramz\n",
" Building wheel for GPy (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
" Created wheel for GPy: filename=GPy-1.10.0-cp37-cp37m-linux_x86_64.whl size=2565113 sha256=d3f5efe34d8d7393bde5e956d9d3aaa15a46e98c97fa52624778f8952750d950\n",
" Stored in directory: /root/.cache/pip/wheels/f7/18/28/dd1ce0192a81b71a3b086fd952511d088b21e8359ea496860a\n",
" Building wheel for paramz (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
" Created wheel for paramz: filename=paramz-0.9.5-py3-none-any.whl size=102566 sha256=7642fed4b69b594975067d330d9293b5502326530e2cb3589eb51d00117e7bb7\n",
" Stored in directory: /root/.cache/pip/wheels/c8/95/f5/ce28482da28162e6028c4b3a32c41d147395825b3cd62bc810\n",
"Successfully built GPy paramz\n",
"Installing collected packages: paramz, GPy\n",
"Successfully installed GPy-1.10.0 paramz-0.9.5\n"
]
}
],
"source": [
"!pip install GPy"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "rIZjn7IBxvsu",
"outputId": "74319b5f-1cb5-4343-daa5-066cf73dcef1",
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Name : GP regression\n",
"Objective : 3.2337691135149766\n",
"Number of Parameters : 3\n",
"Number of Optimization Parameters : 3\n",
"Updates : True\n",
"Parameters:\n",
" \u001b[1mGP_regression. \u001b[0;0m | value | constraints | priors\n",
" \u001b[1mMat52.variance \u001b[0;0m | 1.0 | +ve | \n",
" \u001b[1mMat52.lengthscale \u001b[0;0m | 1.0 | +ve | \n",
" \u001b[1mGaussian_noise.variance\u001b[0;0m | 1.0 | +ve | \n",
"results(default) [-2.88381322e-03 -4.22766071e-02 -3.67480418e-01 -4.95042500e-01\n",
" -1.53613693e-01 -4.87828001e-01 -2.16840168e-01 -2.16543149e-02\n",
" -1.39973895e-03 -7.40929687e-05] \n",
" [1.99999013 1.99787943 1.8399713 1.71674076 1.98148809 1.58407415\n",
" 1.91634063 1.9991646 1.99999651 1.99999999]\n",
"\n",
"Name : GP regression\n",
"Objective : 3.2405297752729125\n",
"Number of Parameters : 3\n",
"Number of Optimization Parameters : 3\n",
"Updates : True\n",
"Parameters:\n",
" \u001b[1mGP_regression. \u001b[0;0m | value | constraints | priors\n",
" \u001b[1mMat52.variance \u001b[0;0m | 1.0 | +ve | \n",
" \u001b[1mMat52.lengthscale \u001b[0;0m | 1.0 | +ve | \n",
" \u001b[1mGaussian_noise.variance\u001b[0;0m | 1e-15 | +ve | \n",
"results(noise_var~0) [-5.75795228e-03 -8.44113803e-02 -7.33727600e-01 -9.88413214e-01\n",
" -3.06567456e-01 -9.73202429e-01 -4.32586454e-01 -4.31993675e-02\n",
" -2.79241470e-03 -1.47812047e-04] \n",
" [0.99998026 0.99575881 0.67994023 0.43351368 0.96304576 0.16816651\n",
" 0.83267985 0.99832918 0.99999302 0.99999998]\n"
]
}
],
"source": [
"import GPy\n",
"\n",
"nxp = np.linspace(-2,12,10).reshape(-1,1)\n",
"nxt = np.array(copy.copy(xt)).reshape(-1,1)\n",
"nyt = np.array(copy.copy(yt)).reshape(-1,1)\n",
"\n",
"kern = GPy.kern.Matern52(input_dim=1,variance=1.0,lengthscale=1.0)\n",
"model = GPy.models.GPRegression(X=nxt, Y=nyt, kernel=kern,normalizer=None)\n",
"print(model)\n",
"pred_mean, pred_var = model.predict(nxp)\n",
"print(\"results(default) \", pred_mean.reshape(-1,), \"\\n\",pred_var.reshape(-1,))\n",
"\n",
"model = GPy.models.GPRegression(X=nxt, Y=nyt, kernel=kern,noise_var=1.e-15, normalizer=None)\n",
"pred_mean, pred_var = model.predict(nxp)\n",
"print(model)\n",
"print(\"results(noise_var~0)\", pred_mean.reshape(-1,), \"\\n\",pred_var.reshape(-1,))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6czVZ0d87wu_"
},
"source": [
"GPyでは、予測誤差がデフォルトで1.0に設定されていることがわかった。\n",
"\n",
"これはかなり注意が必要。 \n",
"GPに限らず多くの場合、データを標準化(平均0,分散1)して使うので、予測誤差の分散が1.0というデフォルト値を使うというのは、 「GPの予測が、データ全体の広がりと同程度誤差を持つ」ことを仮定していて、場合によっては非現実的な仮定になり得る。 \n",
"Webに転がってるGPyを使ったコードだと、あまりこのあたりは認識されていないように思う。"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "xVtY7wj3XRX4"
},
"source": [
"## GPyOpt"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "bAI3991sXVIJ"
},
"source": [
"上で自前コードでやったことを、GPyOptを使ってやってみよう。"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "A0Aun9c-YQNF",
"outputId": "14ae57b8-94b8-45c1-c8db-2b7fad3c4eda",
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: GPy in /usr/local/lib/python3.7/dist-packages (1.10.0)\n",
"Requirement already satisfied: paramz>=0.9.0 in /usr/local/lib/python3.7/dist-packages (from GPy) (0.9.5)\n",
"Requirement already satisfied: cython>=0.29 in /usr/local/lib/python3.7/dist-packages (from GPy) (0.29.26)\n",
"Requirement already satisfied: scipy>=1.3.0 in /usr/local/lib/python3.7/dist-packages (from GPy) (1.4.1)\n",
"Requirement already satisfied: numpy>=1.7 in /usr/local/lib/python3.7/dist-packages (from GPy) (1.19.5)\n",
"Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from GPy) (1.15.0)\n",
"Requirement already satisfied: decorator>=4.0.10 in /usr/local/lib/python3.7/dist-packages (from paramz>=0.9.0->GPy) (4.4.2)\n",
"Collecting GPyOpt\n",
" Downloading GPyOpt-1.2.6.tar.gz (56 kB)\n",
"\u001b[K |████████████████████████████████| 56 kB 2.3 MB/s \n",
"\u001b[?25hRequirement already satisfied: numpy>=1.7 in /usr/local/lib/python3.7/dist-packages (from GPyOpt) (1.19.5)\n",
"Requirement already satisfied: scipy>=0.16 in /usr/local/lib/python3.7/dist-packages (from GPyOpt) (1.4.1)\n",
"Requirement already satisfied: GPy>=1.8 in /usr/local/lib/python3.7/dist-packages (from GPyOpt) (1.10.0)\n",
"Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from GPy>=1.8->GPyOpt) (1.15.0)\n",
"Requirement already satisfied: cython>=0.29 in /usr/local/lib/python3.7/dist-packages (from GPy>=1.8->GPyOpt) (0.29.26)\n",
"Requirement already satisfied: paramz>=0.9.0 in /usr/local/lib/python3.7/dist-packages (from GPy>=1.8->GPyOpt) (0.9.5)\n",
"Requirement already satisfied: decorator>=4.0.10 in /usr/local/lib/python3.7/dist-packages (from paramz>=0.9.0->GPy>=1.8->GPyOpt) (4.4.2)\n",
"Building wheels for collected packages: GPyOpt\n",
" Building wheel for GPyOpt (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
" Created wheel for GPyOpt: filename=GPyOpt-1.2.6-py3-none-any.whl size=83609 sha256=b36359bb607ed1762b6fd67894ef7c988810df30bdafc0694e7c88cd11f5f48c\n",
" Stored in directory: /root/.cache/pip/wheels/e6/fa/d1/f9652b5af79f769a0ab74dbead7c7aea9a93c6bc74543fd3ec\n",
"Successfully built GPyOpt\n",
"Installing collected packages: GPyOpt\n",
"Successfully installed GPyOpt-1.2.6\n"
]
}
],
"source": [
"#使うライブラリのインポート\n",
"!pip install GPy\n",
"!pip install GPyOpt\n",
"import GPy\n",
"import GPyOpt\n",
"import numpy as np \n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 300
},
"id": "AFlh-8hGXjnL",
"outputId": "a523a61c-5738-4a62-cdbb-3f539929cc79",
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Estimated Opt. x 8.001075118805382 y 2.589416268802192\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def f(x): #GPyOptは最小値を探索するのでマイナスをかけておく\n",
" return - (np.sin(x) + 0.2 * x)\n",
"\n",
"\n",
"oxt = np.array([ 0.0 + 1.02*i for i in range(11)])\n",
"xt = np.array([ oxt[2], oxt[6]])\n",
"yt = f(xt)\n",
"xt = np.array( [ [ x ] for x in xt])\n",
"yt = np.array( [ [ y ] for y in yt])\n",
"\n",
"## BayesOptの準備・実行\n",
"bounds = [{'name': 'x', 'type': 'continuous', 'domain': (-2,12)}]\n",
"res = GPyOpt.methods.BayesianOptimization(f=f,X=xt,Y=yt, \n",
" kernel=GPy.kern.Matern52(input_dim=len(bounds)), \n",
" domain=bounds,acquisition_type='EI')\n",
"#print(\"bounds\", bounds,len(bounds))\n",
"res.run_optimization(max_iter=10)\n",
"\n",
"## 結果の描画等\n",
"xs = res.X; ys = res.Y\n",
"print(\"Estimated Opt. x\", res.x_opt[0], \"y\", -res.fx_opt)\n",
"xr = np.arange(-2.0,12.0,0.1)\n",
"yr = - f(xr)\n",
"\n",
"fig = plt.figure(figsize=(12,4))\n",
"ax = fig.add_subplot(111)\n",
"ax.set_xlabel(\"x\"); ax.set_ylabel(\"y\")\n",
"ax.set_xlim(-2.0,12); ax.set_ylim(-2.0,5.0)\n",
"ax.plot(xr,yr,linestyle=\"dotted\",color=\"red\")\n",
"ax.scatter(xs,-ys,marker=\"o\",color=\"black\")\n",
"plt.show()\n",
"plt.close()"
]
}
],
"metadata": {
"colab": {
"collapsed_sections": [],
"include_colab_link": true,
"name": "Python_chapter_BayesianOptimization.ipynb",
"provenance": []
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
}
},
"nbformat": 4,
"nbformat_minor": 0
}