{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Process and Fields"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import openturns as ot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nnXeid+/ezmVYLBYAYu5WZWWl4u309ttv4+GHH8ZDDz2EuXPnep0uOTlZcTFHy5YtPT67ePEiysvLkZSUBJPJ5PJ34cIFZ75aVVUVBg0ahB07duCFF15AUVERdu3ahdWrVwOA5oKSQ4cOYezYsRg0aJBHuH316tW466670Lp1a7z//vvYvn27U8jz7aoWHgqU2xatWrWCw+HAlStXXD5v0qSJy3uz2QzAd58dDgfy8vKwevVqPPHEE9i0aRN27tzpzKGTm9ffei5fvgyj0egxndKCgMuXL3vtN/9eTXt4Du6MGTM8jh0eGlQy/JFc+1u0aAGr1YqqqipcuXIFjDFFbf/Xv/6F//3f/8WaNWswZMgQZGdnY+zYsc5rhU6nw6ZNm3Dbbbdhzpw5uPnmm9GsWTP89a9/VXR++murHHw7jRs3zmM7vfrqq2CMoayszO+6owFv1xAA6NOnj0f/VqxYoegYIOIfY6QbQESeJUuWgDGGjz/+GB9//LHH9++88w5eeOEFF+ehWbNm6N27NwCgf//+6Ny5M2699VY89thj+OKLL7yua9KkSXjmmWewcOFCD2dJyrFjx5y5X94qhNevX4/8/HwAQNOmTWUv2IcOHcKhQ4dkcxk7dOiAm266ySXR3Btvv/02pk6digceeAALFy6UTfTmlJWVORO6/SG3nKZNm6JJkyZYt26d7Dx8yJzNmzfj/PnzKCoqcrp+ABTlTXnj559/xsiRI9GuXTusWrUKJpPJ5fv3338f7du3x4oVK1zaXldXp3mdXNQUFxd7fHf+/Hno9XoPl1QLBw8exP79+7F06VI88MADzs9PnDiheZlNmjSBzWbD5cuXXcTZhQsXFM/vrd+AeCyogU//5JNP4s4775Sd5oYbbvC7HLn2X7hwAUlJSU7nV6/XK2p7WloaZs2ahVmzZuHixYtON/COO+7A0aNHAYhFZPzHxrFjx7By5Uo899xzsFqtWLhwYUBtlYO37d///jf69esnO01OTo7P9crBf4TW1dU5xTmgTHTLLUOKt2V4u4YAwMcff+x0uAnCHRKACY7dbsc777yDDh06YNGiRR7ff/HFF3j99dexdu1a3H777V6XM2jQINx///145513sH37dvTv3192utatW+Nvf/sbjh496nITdoffDN566y1cd911Lt/V1tZizJgxWLJkiVMAdurUSXbMOR6ik7J06VK88847WLNmjdchY9ynnzp1Ku69914sWrTIp/iz2Ww4d+6cs11auP322/Hhhx/Cbrfjlltu8Todb4f0RgN4H4rHH1evXsWoUaOg0+lQUFAgO0yLTqdDUlKSyza4cOGCRxUwb5cSF/KGG25A69at8cEHH2DGjBnOZVdXV2PVqlXOyuBACfb2AoAhQ4Zgzpw5WLZsGf761786P/c2HqY7w4YNw8svv4w9e/a4FCi9++670Ol0GDJkiKr23HDDDbj++uuxf/9+vPTSS6rmlbJ69WrMnTvXKUYqKyvx+eefY9CgQTAYDEhLS8Mtt9yC1atX47XXXnOmVzgcDrz//vto06aNbEFYTk4OJk2ahP3792PevHmoqanx2LcdO3bE3//+d6xatQp79uwJuK1yDBw4EI0bN8bhw4dli220wn/4HThwAH369HF+/vnnn3tM6+38kC5DKtY/++wzxe247bbbYDQacfLkSfzud79TPB+RWJAATHDWrl2L8+fP49VXX5UdYqFr1674z3/+g8WLF/sUgADw/PPPY8WKFXj66aexceNGr9P5GyfPZrPh3XffRefOnTF16lTZafh4fKWlpWjWrBkGDx6MJUuW4NixYy43Hrk+8fyXgQMHujgsRUVFGDJkCJ599lnnsCcfffQRpkyZgh49euDhhx/Gzp07XZbVs2dPF0Fx4MAB1NTUqL5xS7n77ruxbNky5Ofn43/+53/Qt29fmEwm/Pzzz9iyZQvGjBmD3/72txgwYACysrLwyCOP4Nlnn4XJZMKyZcuwf/9+TeudOHEiDh8+jP/+9784d+6cyzA3bdq0QZs2bXD77bdj9erVmDZtGsaNG4dz587h+eefR8uWLT3C/926dUNRURE+//xztGzZEhkZGbLuk16vx5w5c/D73/8et99+Ox5++GHU1dVh7ty5KC8v1zyuojudOnVChw4dMHPmTDDGkJ2djc8//xyFhYWal5mXl4df//rXeOKJJ1BdXY3evXvj22+/xXvvvado/sceewzvvvsuRo8ejdmzZyM3Nxdffvkl5s+fjz/+8Y9eq+p98eabb2LUqFG47bbbMGnSJLRu3RplZWU4cuQI9uzZo6iy32AwYMSIEZg+fTocDgdeffVVVFRUYNasWc5pXn75ZYwYMQJDhgzBjBkzkJSUhPnz5+PgwYNYvny5U3DfcsstuP3229G9e3dkZWXhyJEjeO+995zC/sCBA/jzn/+M8ePH4/rrr0dSUhI2b96MAwcOYObMmUFpqzvp6en497//jQceeABlZWUYN24cmjdvjtLSUuzfvx+lpaVYsGCBgq3tSn5+PrKzszFlyhTMnj0bRqMRS5culR0yqlu3bvjwww+xYsUKXHvttUhOTka3bt3Qp08f3HDDDZgxYwZsNhuysrLwySefyFbDe+Oaa67B7Nmz8dRTT+HUqVMYOXIksrKycPHiRezcudPpyhIJTgQLUIgoYOzYsSwpKYmVlJR4nebuu+9mRqORXbhwgTEmX/3G+dvf/sYAsK+++oox5loF7AtpRdyaNWv8VgWuW7eOAWCvv/46Y4yxq1evsvT0dI+qTTm8VQF//vnnLpXQjIlVxwC8/rlX6j399NOsadOmzGKx+G2Hr+0oCAJ77bXX2E033cSSk5NZeno669SpE3v44YfZ8ePHndNt27aN9e/fn6WmprJmzZqxqVOnsj179jAA7O233/bosxT3qsrc3Fyv/ZRWs77yyivsmmuuYWazmXXu3Jm99dZbssvft28fGzhwIEtNTWUAnOuSq2ZkTNzvt9xyC0tOTmZpaWls2LBh7Ntvv3WZxtu+81Y56c7hw4fZiBEjWEZGBsvKymLjx49nZ8+e9eijmvWUl5ezyZMns8aNG7PU1FQ2YsQIdvToUUVVwIwx9tNPP7GJEyeyJk2aMJPJxG644QY2d+5cl2pdXvE6d+5cj/nl1rN//3521113sebNmzOTycRatGjBhg4d6nJsy8HX8+qrr7JZs2axNm3asKSkJNazZ0+2fv16j+m3bt3Khg4dytLS0lhKSgrr168f+/zzz12mmTlzJuvduzfLyspiZrOZXXvtteyxxx5jly5dYowxdvHiRTZp0iTWqVMnlpaWxtLT01n37t3ZP/7xD5eKZ29VwEra6u34+Oqrr9jo0aNZdnY2M5lMrHXr1mz06NHso48+8rmdGPN+/u7cuZMNGDCApaWlsdatW7Nnn32WLVq0yGP9Z86cYXl5eSwjI4MBYLm5uc7vjh07xvLy8lhmZiZr1qwZ+8tf/sK+/PJL2SrgG2+80Wsb16xZw4YMGcIyMzOZ2Wxmubm5bNy4cWzjxo1++0fEPzrGGAuZuiSIMPKXv/wFmzZtwqFDh3yGab3xxBNPYPny5Th+/LhsQYk/7HY7rrvuOkycONFnfiNBRCtnzpxB+/btMXfuXMyYMSPSzSEIIoRQFTARN/z973/HL7/8IvukECVs2bIFTz/9tCbxB4gFElVVVfjb3/6maX6CIAiCCBeUA0jEDTk5OVi2bJnHkCFK2bVrV0DrdzgcWLZsGRo3bhzQcgiCIAgi1FAImCAIgiAIIsGgEDBBEARBEESCQQKQIAiCIAgiwSABSBAEQRAEkWCQACQIgiAIgkgwSAASBEEQBEEkGCQACYIgCIIgEgwSgARBEARBEAkGCUCCIAiCIIgEgwQgQRAEQRBEgkECkCAIgiAIIsEgAUgQBEEQBJFgkAAkCIIgCIJIMEgAEgRBEARBJBgkAAmCIAiCIBIMEoAEQRAEQRAJBglAgiAIgiCIBIMEIEEQBEEQRIJBApAgCIIgCCLBIAFIEARBEASRYJAAJAiCIAiCSDBIABIEQRAEQSQYJAAJgiAIgiASDBKABEEQBEEQCQYJQIIgCIIgiASDBCBBEARBEESCQQKQIAiCIAgiwSABSBAEQRAEkWCQACQIgiAIgkgwSAASBEEQBEEkGCQACYIgCIIgEgwSgARBEARBEAmGMdINiGUcDgfOnz+PjIwM6HS6SDeHIAiCIAgFMMZQWVmJVq1aQa9PTC+MBGAAnD9/Hm3bto10MwiCIAiC0MC5c+fQpk2bSDcjIpAADICMjAwA4gGUmZkZ1GULgoANGzYgLy8PJpMpqMuOBuK9f0D89zHe+wdQH+OBeO8fQH3UQkVFBdq2beu8jyciJAADgId9MzMzQyIAU1NTkZmZGZcndLz3D4j/PsZ7/wDqYzwQ7/0DqI+BkMjpW4kZ+CYIgiAIgkhgSAASBEEQBEEkGCQACYIgCIIgEgwSgARBEARBEAkGCUCCIAiCIIgEgwQgQRAEQRBEgkECkCAIgiAIIsEgAUgQBEEQBJFgkAAkCIIgCIJIMEgAEgRBEARBJBgkAAmCIAiCIBIMEoAEQRAEQRAJBglAgogAR44ADkekW0EQBEEkKiQACSLMVFcD3bsDn30W6ZYQBEEQiQoJQIIIM7W1gM0GnDkT6ZbEJtXV4jYkCIIgtEMCkCDCjN0u/r9wIbLtiFXuvRf43/+NdCsIgiBiG2OkG0AQiYbNJv4nAaiNkhLASFcugiCIgCAHkCDCDHcAi4sj245YRRCAurpIt4IgCCK2IQFIEGGGHMDAsNkAiyXSrSAIgohtSAASRJihHMDAEAQSgARBEIFCApAgwgwXgKWlDW4goZyIOICMASdPhnmlBEEQoYMEIBER6uqAq1eTIt2MiMBFH2NiQQOhjkg4gLqvvwY6dQKuXAnvigmCIEIECUAiIsyfr8ff/z4w0s2ICNwBBCgMrIWIOIBXrogrrqwM84oJgiBCAw2mQESEixeB8nJzpJsREaRhXxKA6hGECDxGj+80QQjzigmCIEIDOYBERLBYAKvVEOlmRASpA0hDwagnIg5gNAvADRuAPXsi3QqCIGIMEoBERLBYdLBaDWAs0i0JP+QABkZEqoC58LNaw7xiBTzzDPB//xfpVsQmtbXATz9FuhUEERFIABIRobYWYEwXlYZKqOEOYFISCUAtRMQB5DstGg9YQaBycq3897/A4MGRbgVBRAQSgEREqK11/Z9I8Ht1mzYkALUgCOKfNJQecqI5BGy3h3ljxBEXLgBXr0a6FQQREUgAEhGBP8orEQUgv1e3bk05gFrgWiycj4PT8ZVGYwjYbo9AVUycUFlJ4plIWEgAEhGBC79EfKIDOYDaYSwyAjCqHUCbjUSMVqqqaNsRCQsJQCIiJHIImN9vSACqR3qvDuuPh2h3AEnEaIMcQCKBIQFIRASLRVf/P8INiQBcS7RuDVRXiyYEoQxprUNEBCA5gPEFCUAigSEBSESEBgdQF9mGRACpAwhQHqAapPorrAKQrzgaBSA5gNqhEDCRwMSMAJw/fz7at2+P5ORk9OrVC1u3bvU67eDBg6HT6Tz+Ro8e7Zxm0qRJHt/369cvHF0h0HDzTnQHEKAwsBoi7gBGawiYikC0UVlJ245IWGLiUXArVqzAo48+ivnz52PgwIF48803MWrUKBw+fBjt2rXzmH716tWwSi7Uly9fxk033YTx48e7TDdy5Ei8/fbbzvdJSUmh6wThAr95J3oOIEACUA0RcwApBByf8Gc7OxyAPmb8EIIICjFxxL/xxhuYMmUKpk6dis6dO2PevHlo27YtFixYIDt9dnY2WrRo4fwrLCxEamqqhwA0m80u02VnZ4ejOwQSuwiEa4mmTQGzmULAaoi4AxiNApBCwNrhCbi0/YgEJOoFoNVqxe7du5GXl+fyeV5eHrZt26ZoGYsXL8bdd9+NtLQ0l8+LiorQvHlzdOzYEQ8++CBKSkqC1m7CN4ksAPm9xmgEWrQgB1ANEXMA+U6LxhAwOYDa4Q4gbT8iAYn6EPClS5dgt9uRk5Pj8nlOTg4uKLhz7ty5EwcPHsTixYtdPh81ahTGjx+P3NxcnD59Gk8//TSGDh2K3bt3w2w2yy4IAs97AAAgAElEQVSrrq4OdZLBxyoqKgAAgiBACLIzwJcX7OVGAzYbYLOZAAA1NXYIQnw+ENjbPqyr0wEwwuEQ0KSJAaWlDIIQe3lIkThGxR8M4rFTVWUL+bHD++aoq4MBgN1igSPI/dV9+SVw+TLY/fdrmt9ot4PZbLBrbFc8X2sAH/2zWmGqF/SCxQIYDOFuWtCI930IBL+P8bytlBL1ApCj07lWizLGPD6TY/HixejatSv69u3r8vmECROcr7t27YrevXsjNzcXX375Je68807ZZb388suYNWuWx+cbNmxAamqqkm6oprCwMCTLjSS1tQYAtwMA9u07hoKCU5FtUIhx34f79+dCr78Ja9cWoKpqEE6frkRBwb4ItS5wwnmM/vxzOoBhAIDvvtuHpKRfwrLec6dP41oARw4cwMmCgqAu++Z//AOppaX4pmlTTfOPtlpRfukSvg2wXfF4rZHi3j9TZSXy619vWLsWthBdw8NJvO9DIHh9rKmpCcpyYpmoF4BNmzaFwWDwcPtKSko8XEF3ampq8OGHH2L27Nl+19OyZUvk5ubi+PHjXqd58sknMX36dOf7iooKtG3bFnl5ecjMzPS7DjUIgoDCwkKMGDECJpMpqMuONKWlDa/btbsB+fmdIteYEOJtH549q4fBAOTn5+PVVw1o1aox8vNbRbCl2ojEMXrwYMPrzp17ID//ppCuj/exbcuW4jo7dMAN+fl+5lKHYdkyoLoa+RqXa2AM2Y0aaZ4/nq81gI/+/fST82XesGFAVlYEWhcc4n0fAsHvI4/gJTJRLwCTkpLQq1cvFBYW4re//a3z88LCQowZM8bnvCtXrkRdXR3uvfdev+u5fPkyzp07h5b1F3o5zGazbHjYZDKF7KQL5bIjhTTdRhAMMJliN/SiBPd9yJiY/2cymWA0iu9NpqhPx/VKpI5RQTAiXKs11A8VYnA4YAj2ShkDBAF6rcu126FzOLTPX088XmukePRPkkRq0usRtoMphMT7PgSC18d4305KiIm7zvTp07Fo0SIsWbIER44cwWOPPYazZ8/ikUceAQDcf//9ePLJJz3mW7x4McaOHYsmTZq4fF5VVYUZM2Zg+/btOHPmDIqKinDHHXegadOmLiKTCA3Swo9ELQLh6UZGo2tlK+Eb6baKyLOAQ1EEYrdr7wxjVAWsFekjeGj7EQlI1DuAgJivd/nyZcyePRvFxcXo2rUrCgoKkJubCwA4e/Ys9G5jOB07dgzffPMNNmzY4LE8g8GAH374Ae+++y7Ky8vRsmVLDBkyBCtWrEBGRkZY+pTISEVfog4Ebaw/8wwGuveoIS7HAXQ4tAtAPogxHUTq4RXAAG0/IiGJCQEIANOmTcO0adNkvysqKvL4rGPHjmBMvkIwJSUF69evD2bzCBXwG3dSkg21tTFhQgcVqQNIAlAdcTkOYCAOID946GkW6pEKQNp+rpSVAX/5C/DWW0AcFMcQ8iTe3ZeIONwBTE8XyAEkAagKrr8Mhjh6FFwgApC3iw4i9VAI2Dt79wIffAAcOxbplhAhhAQgEXakApByACkHUA18W6Wnx5EDGEgImAsXfwLm+eeBuXO1rSNeoRCwd3iFbHV1ZNtBhBQSgETY4Tfu9HQrOYDkAKqC66+MjDgSgOFwAL/5BlD45CSfvPwyMHZs4MuJBsgB9A4Xx9JtRMQdJACJsEMOIOUAaiXiDmCoQsA2m7Y8NKUOoNblu3PmjPgXD5AD6B3uAJIAjGtIABJhh4u+tLTEyAE8eBCQDl5PDqB2YtYBPHsWWLpU/jt+AGhxAZUWgQRrqBiHI34KJkgAeodvGwoBxzUkAImwY7EASUkMZrMdtbX+H+cX6yxcqMfMmQ3vKQdQOzHrAH78MfCnP8l/xwWVlmUrDQHb7cERbg5H/IilqqqGEzFe+hQsyAFMCEgAEmGnthZISQGSkuwJEQIWBJ3LvZ0cQO1wAy7mikCsVu9KPxgOoBIBSA6gK5WVQKNG4ms6CV0hBzAhIAFIhJ3aWiA5GTCb7eF9mkOE4Cle0veUA6iNiDuAgQhAbzs6EAGo1AEMVg5gPDmAJAC9Qw5gQkACkAg7Fgt3AB0J4QDa7a66gRxA7QgCoNeLY9OGUwDqAg0BcwEoNzh9LDmA8fTYuaoqoHFj8XW8uJrBggRgQkACkAg7tbWA2QyYTIkRAvblAFIOoDq4eE5ODvOzgLmCD8QBBOSFBv8sEAeQikDUQw6gd5SEgB0OYPFiuoDFMCQAibCTaDmA7gLQZqMQsFYEoUEAxlwIWLocKeFyACkE7EplZYMDGC99ChZKHMCjR4GpU4Hvv9e2jr17gXbtgJoabfMTAUMCkAg7YgiYwWx2wGbTxf0PSPcQsN1OIWCt2GyAyRRBAag0BDx9OrB/f8N7Pp/czg6HALTZyAF0RxoCppPQFSUOID9etV7AT5wAzp1rEJtE2CEBSIQdXgSSlCRedON9LEByAINHxBxAvpOUOoD/+Q9QVNTwPlQOIA0Dox0KAXtHiQOoNP3AG/wEpm0fMUgAEmGHh4BNJrvzfTzjywGkHEB1xIwD6P54N34AyN3sAskBjEQRSDw4gDabeOEhB1AeJY+C83VMK4EEYMQhAUiEHYulYRgYIP4FoMNBw8AEC2kRSNTmADIm7nSpWFTiANJA0OGDhzZJAHricIjCLyXFdwiYnwtajyv+g4e2fcQgAUiEnYYQsHjhSIQQMA0DExwEwdUBlBtVJaQrViIA5Ry9UOcA+rsJUw6gK9zhohCwJ9z1a9VKWQiYHMCYhQQgEXakVcD8fTzDcwC5WKFhYLQjdQAB7cPyaVpxaqqyFco5er4cwGCEgB0O32o4mMPAxMMNmwSgd3j+X8uWoXUASQBGHBKARNjhVcCJlAMINFwnyQHUDjfizGbxfdjcYy4AlTiAvgRgsB1AqaD0dSPWGgI+e9ZVWMaLA8idLRoI2hMujlu2DG0RCIWAIw4JQCLs8IGgzebECQEDrjnTlAOoDXcHMKwCMCVFnQCUCwGHahxA99dy06k90EpLgWuvBXbsCGw50Qg5gN6ROoA1Nd4FHhWBxDwkAImwk4ghYKDh3k8OoHakOYBABARgoCHgUDqAvg4kLc8CLi8Xl1le3vBZvDiAXABSEYgnUgEIeB+omULAMQ8JQCLsNDwLOLEEoJwDSDmA6oiIA8iY+CxgHgL2V3mi1gEMRg6gdDneplN7o5V7fF285AC6h4DjoU/BgovjVq3E/97CwIEWgVAIOOKQACTCjnsVcKIIQHIAA8fdAQzL84C5AEpJEf/7U+zhdADVhIDVOjVybY4nB9BgANLSxPehPAm//RZYsCB0yw823AFs0UL8760QhBzAmIcEIBFWGOMh4IYiEMoBjEy7YpFIOIB6voNSU8X//vIA1VYBB2McQOlyvLUpGA4gF5JhG38nRFRWAunpDSeikm1TVwc8+CBQVqZuXStXAm+8ob6NkaKyUjzBsrLE9/4cQBKAMQsJQCKs8HtKcjKg1wNmM0sAB1AHIDYcwPnzgfz8SLfCO5HIAdRpFYDRVASiJQfQmwMIxL4ArKoCMjLUCcCTJ4FFi4B9+9Sty2JR/gjBaKCiQtw26enie28CMNAiEAoBRxwSgERY4WKP38CTkxMvBBzNOYAnTgCHD0e6Fd6JhAPoFIA8BOzPqVMbAg4kB1CJA8iY+BesHEBf64oVKitFkaOvvwUq6Q8vhlAr5mprY0sAVlYCmZkN4XFvIWByAGMeEoBEWOFij99LU1ISRwDye4C7AwhET1qV3R7GwZU1EAkHUM93TqhDwKEqAlH6vGB3fAnAaDlgtcJDwIByG55fqNSKOXIA5SEBGHFIAMYhV68CL74YnVEafs7zG3hKSuLkAMo5gGoiUOHAbg9TYYVGosIBDCQEHIkiEKWPi3PHVwg4Wg5YrfAQMCC6gKF0AC2W6P5V5Y5SB5CeBRzzkACMQ776Cvj734Gff450SzxxdwATIQTMr4++HMBouQZGuwCMaA5gMELA7g4gY6EPAWsdrsNbEYj7Z7EIDwED4kmopD9aHcBYCwFXVIgCMClJvFCFahgYcgAjDgnAOISfV9F4zWkQgKI9mQgC0F8OoPS7SGOzRbdZwcWz0SgaNzFXBOJ+s5Pa9NHqAMZjDmBNTcP+pBCwKzwErNOJYWB/IWDKAYxZSADGIfw+Eo3XHH7O82e5pqSwhAkBx4oDKAjRa/BwB1CnE4+hmBgGxuFwLQGXmxYInQMYaA6gXAg4Wg8QpVitosMFKBeAgYSAlQwgHi3wEDAghoFDVQTCj/dYP5ZiGBKAcQi/KUajk5PIRSCxkgMIROexA7iK5+TkGAkBSwWD+44OVAAqKQLReqOOZwdQENQLQH6hUmvXa50vUnAHEFDmAFIIOGYhARiH8PtINN7EEzEHUO5JINEuAKM1D5A7gEAEBKDWELB0encRwAWV0ajthFUTAqYq4Aas1oYDKRwOoJb5IoVSB5BCwDEPCcA4JJqvN+5VwIkkAKU/mLmLFewcwLIy4NNPtc9PDqAnzmFgtDqA0um9OYCpqaEPAQejClirmIw2pL8kQp0DqHW+QKiqApo0AfbsUT+vUgeQngUc85AAjENiyQHUOgzMokXAyy8Hr12hJJwh4A8/BMaN0z4/b2OsOIDhaGfAw8BIT0RvOYBKBeCBA0Dv3vLuCTmAygl3DiBfZ7goKxP/zp5VN5/dLvaTO4ChKgJhjBzAKCBmBOD8+fPRvn17JCcno1evXti6davXaZcuXQqdTufxZ3FTGmqWGUtEcw6gxSIm8PNrb0qKtkfBbd4MrF0b3LaFinAWgZSVicvXmm8e7SHgiOYAai0CUeIApqQo2+jr1gG7dwNXrojv1QwDw58IopR4zwEMlwMYiZAMP5bUhhYqK8X/oS4CkRbFxPqxFMPEhABcsWIFHn30UTz11FPYu3cvBg0ahFGjRuGsj183mZmZKC4udvlL5nFHjcuMFaI5BFxbK964deLjcTUXgdjt4c+prq4Gpk71/oPYG+F0AK9eFf9rNWiiPQQc0RxAtSFgu93z0SrecgCVCsD9+8X/cgn4/p4E4msaORKlCjiUA0EzFpkQsFZ3jQvAUBeBSI91EoARIyYE4BtvvIEpU6Zg6tSp6Ny5M+bNm4e2bdtiwYIFXufR6XRo0aKFy1+gy4wVoj0EzO+jgDiUhxYB6HCEX+D++COweDFw6JC6+Xw5gMHOASwvd12nWsgB9ETzMDCAeBIGMwfQXQCqyQH0NY0cieQAhmogaKnTFQsOYEWF+D/UDqD0xI31YymGMUa6Af6wWq3YvXs3Zs6c6fJ5Xl4etm3b5nW+qqoq5Obmwm63o0ePHnj++efRs2fPgJZZV1eHOslFuqL+ZBEEAUKQT26+vPHjdRg3zoYJE5SHbmpqDAD0qK21QRCia+yp6mo9UlL0zv6ZzXZYLHoIgroLlSAYIAg61fMFgsWiA2BETY2y7cr7yK9vFos4n91uBOCAIDjAmLhMi0UIyv2hrEzc9xaL4HRZ1SAI4vzV1f77yPsX7GPf9zqN0OvFbWc2G1BTAwhC6G4ggiA4HUDBZIIJgK22FsxHn3V1dc4Lq1BdDVRXo15qwFZX5zqvxQITAEdKCnR1dbD52pYWC4xHj0IHQBA7Dr3VCoO3ZbutAwCEujq4Hxje9qPeYoEBgF0Q4Kj/zmi3i+uvq4vOEIMMcv0zWq1wGAxwCAKMej0cVquzj94wVFdDD8Busfid1kllZcO2r64O2TZz76OuuhpGADaLxeex6o6urAxGAEJysnh8paRAX1Ule1wa6urE7aFg23kg2S42q7WhjcXF4i+7rCyPWYJ9vQnndStaiXoBeOnSJdjtduTk5Lh8npOTgwsXLsjO06lTJyxduhTdunVDRUUF/vnPf2LgwIHYv38/rr/+ek3LBICXX34Zs2bN8vh8w4YNSOXuQJD5+msbTKazyMg4onieU6d6AmiHnTv3ISXll5C0SyuHDnWB3d4ShYWbAADnzh1HRcX1KChQl9BXXNwXV66koaBgSyiaKcvRo1kAfo1vvtmBiopLiuez2RgAHfbsOYDGjc/Bbh+DI0cOoKDgrHOZRUVbcfp0ZcBtPHmyP4DmWLt2PZKT1QujixfF+b/66jtcunRZ0TyFhYWq16OV2tpROHnyOAoKTqC8vA8EQY+Cgh0hXWfzegG45bvvkAfgwPff41yjRt6n37MH/etfbywoQOrFi7i1/v2h/ftxpqDAOW1KaSnyAJRWV6NJdTUKJN+50+jECQyub8vWzZtReeoUupw4gevrv//u229xmVvAEjJPn8aQ+tfrCwpgl6TCSHHfj91PnEB7AEcPHcKJ+nbdVlODZABfb9mCquPHvbY1GpH2b7TFgiPHj+NUQQGGWiy4eOIEDvnY9gDQ7+xZ5AA4feyY32k55vJyjKx//c2WLag4c0Zb4xXC+9j0wAEMBPDDvn0427Sp4vmb7d2LAQC27N6N2rNn0fH8ebS/fBnrZfrb59w5tAJw7OhRHFO4PThpxcUYXv9aek4MeOYZVLZpgx8eesjrvMG63tTwkH4CE/UCkKNz+9XKGPP4jNOvXz/069fP+X7gwIG4+eab8e9//xv/+te/NC0TAJ588klMnz7d+b6iogJt27ZFXl4eMrllHiQEQUBhYSEMBjPateuA/Pz2iud9/33RE7jxxh7Iz78pqO0KlMJCPZo00WPEiBEoLCxE9+7X48MPTcjPz1e1nP/+14ArV3Sq5wuEjAzx2OjZ8xbcdpsyB7CwsBAOh5hp0aVLd4wc2Q0A0KNHN+Tnd0WzZuIyBwwYhJuCsKteeEHc98OH3wYth+S8eeL8N9/cD8OG+XcACwsLMWLECJh4OC3kGNG1ayfk53fE8uUGlJQgpMeAIAj4YedOAMCQUaMAAN27dEE3H+vUSQothg8aBN1PPznfd+3UCV2k89YLgmZt20L3ww8++6JbutT5elD//kDPntBv3gyWlASd1Yp+ffqADR7sOePevc6Xt40Y0ZDfJemj3H40rFkDAOjUsSM61rfLWJ839+tf/Qro0sVrW6MJuf4Z7HZ06dEDnfLzYczMRGpuLnL9HEeG118HALRv29bvtE4k+35Qv35gvXpp64Qf3Puo04vXnG5duqCrivNDVx/mHjJmDNC4MfQnTkC/Zo3scWlYtAgA0LFDB1yn9hw8eND5smvnzs5zwvD882jSqBHayiwv2NcbHsFLZKJeADZt2hQGg8HDmSspKfFw8Lyh1+vRp08fHK//xap1mWazGWb+DDMJJpMpZDdAmw2w2QwwmQz+J66noTrfiLDdlxVitYrpTnx7paXpUVeng9FoUh2ytNsRRuHRgJrtKk2PYczo7KPZLC6DmzE6nSko+4oXgej12pbXkOKlvI+hPP7dsdkAs1k8H3janMkU2lRmHgI2iQcujOKB52OGhgPZxJjLQWAAYJDOW3+j1qenA4IAk9HoEaJ1cvCgOL3DIYbPTCYxvywpCbBaYdTr5dslbY+3aSCzH+tzvAw6XUOb6/vispyqKjFXTEvOQRhx9o8xwGaDITlZ7JfRCANjrvtFjnpxZLDb/U/LkeS3GR0O38dNEHD2sX69RsbUrbO+j6asLDHZtlEjMYXBYHAeq07q1+FyfChFsl1czgmHA7DbofexvGBdbyJx74g2or4IJCkpCb169fKwfQsLCzFgwABFy2CMYd++fWjZsmXQlhkuBEF9MUc0DwPDq4A5/LXaZH7+zNpwwnOe1azX4Wi4KQpCw3UvVFXAgRaBRPs4gDZbw/0sXM8CdlYBG43iytUUgdTVKR8HEPB90u7f3+C6SYtA+I/SUBWByM3PRa3FArRqBRQVKV9upOH7QOuj4NRcAKQVbrFSBJKa2lBplZYm/per1AukCMRbFXAkLuwJTNQLQACYPn06Fi1ahCVLluDIkSN47LHHcPbsWTzyyCMAgPvvvx9PPvmkc/pZs2Zh/fr1OHXqFPbt24cpU6Zg3759zumVLDNaCEQARuN55F4FzF+rrQR2OFyvbXV1wPjxwC8hTHnk61OzP6QCUHRzxdehGAeQsQYBGI/DwDAmHtMRqwI2GkXREIoqYH4ieFPejIkCsHdv8b10CA4uZPyNAwhoGwbGVxVwTY04dMj588qXG2l4v8LxKDjpARoJAahlGJj09Ib3/LXcUDCBDAPjrQrYZovOG1ecEvUhYACYMGECLl++jNmzZ6O4uBhdu3ZFQUEBcnNzAQBnz56FXmJPl5eX46GHHsKFCxfQqFEj9OzZE19//TX69u2reJnRgs2m/mYczcPAWCzBE4DS60RxMfDxx8D99wOtWwfeTjkCFYChdgAtlsCfzx6sYWAqKsSHVvzqV4EtRwrXHhEbB5A7gErHAQRcBWBSku9xAAHvG/7cOVHd9+oFLF2qTgCGYhgYdyEYjRcbb/BtFw4HMNICUK0DaLU2OMpAgwNYVQW4p0cF8iQQbwKQHMCwEhMCEACmTZuGadOmyX5X5BZ++Mc//oF//OMfAS0zGnA4RAERC08eUkptLdCsWcN7HgJWKwDdB4Lm2yiUoctAQ8ByDmAwxwGUFoBGWgCuWAH89a/Bfc4z3+4RexJIoCHg1FTf4wDy6eXg4/+5O4A2mzoBGKyBoN0fLxeNFxtvhNMBlJ4A4dxG/MRQe2Gx2xtOMKDBAZQbCzCQZwHz49x9EG5yAMNKTISAExW7XRQPWh3AaDyPLBbXHED+Y1NtH90dQP46lIIg2h3AYArAQO9VtbXivgjm01rcxbMSLRYMdA4HmF4v3qwCCQGnpPjPAfQlABs3Bq69Vnwv5wAqeRJILDiAP/wgPu4uVPBtxwWg0ieBxKIDqPZCYLM1XJQAZSHgQBzAtDTP4zOWfkzEODHjACYidruoz+OpCET6BCag4Rqs9toYSQcwWnMApQJQaw5gsIpApE6iMUhXGff7tskUnscB6qWuiNoQMHcAdTrx1477jlYaAj5/HsjN9TxhlBSBBDMH0N35C4UAfOEF8aHWoRpfUhqSB5Q9CUTqTMWSAAzUAeQhYF8OYCAC0N0VpxBwWCEHMIoJ1AGMBQFoNIpjpqk95yPpAAYSAg6lA8iHgAlkecEKAfNtFcz9IRc+D4cA1ElvilodwKQk+QYrdQB5+bO7AAxHDqBcCDiUDqDFov6B22pw/yWhJASstZo31qqAtTiAWkPAvKhKKiApBBxWSABGMYE6gNF4HkkfwQkE5gCKOZLi+3AMXxKMEHCi5AA2PP4usOVIcb9vR0QAqs0BtFrF6ZUKQG8HF38IcqACMNhVwKEQgFZrQ75dKJBzAJUKwLQ09Q4gF1Th/EUeiACUcwDlBGCgDqDZ7LntyQEMKyQAo5h4dAD5vZCjVQC6C79ozQF0z29OlBzAcDmA4bhXBCUEnJQkLzQCdQDVFoHEggMoCMGtHpJbPqDOAeSCNDNTvQBMTRXXEQs5gO4hYC7SQjEMTHKy57YnBzCskACMYmw2bQIwmh1AqzV4DiDgKQCjuQpYzgEMVQg4WnIAw+EAMv9P5QsITSFg3kh/IWClOYDcmeHFKGqKQKTrDKQIhLGGjZ2oDmCjRupDwMnJyo6bYBKsELBOJz46sFLmOeWBFIHU1ckLQCoCCSskAKMY/gxZNdcNqcsUjeeRewiY31e1OoDuednR5gD6ywHk/Y82BzAaBaBcFTCgXewqRScVdEodwPpHjAXNAZSOgC0NQ6t9EkggIWBfoeBgO4ChFIDhdgBTUpQdN8EkWEUggFh9Lr24cAIZBsZbCJgcwLBCAjCK0eIASu8f0SgAg1kFDETGAQzFMDDBygHkj2ONxxCwnAMoXVeo0Dkc6nMADQbnM3oVFYEodQDd2yAVp6EOAfuqBiYHUB4e6gzXmEWcYA0DA4h9loYXOIEOA5Oc7DkED+UAhhUSgFEMdwDVXFsjNeqAUrwVgai9iceaA2gwhGcYmKyswJYXSw5guASgSw6g0hCwnAAMNAfQmwA0GHyLmFh0AOvqgnNSeFs+EB4HMFIhYK0DQbsXgQDeBWCgzwL2FgKOxhtXnEICMIoJxAEMd8QBAGbNAr74wvc0oS4CidYcQLM5PMPAZGfz9WpbRjQPA+PNAQz1/ULHRRZfuZIQsNEo7nRpCDjQHEBpGFoaAjYYfA9mHKwcwHA6gEDoCkHcHwWnZCBo3pZAQsCxkAMoFwL25wBSCDhmIQEYxWgZBobfcDMywn8eLVoEbNjge5pgF4HEigOYnOy7CCRYIWAuALUKSi19lCOcOYAhDwFrGQbG3QE0mXw7gElJohDR4gAajb4HMw7UAZQLAYfSAeTLClUYWO5RcP62C2+L1iKQWMkBlAsBN26sPAT888/A8eP+1yNXBexwiEVGJADDBgnAKEbLMDD8vM/ICO/1hjGgpMT3uetwuBYtAoE7gFIjBIheAejNAdTrxby9YIWAmzQRX0c6BBxPOYCaQ8Bms/IcQD69liIQNSFgpQeG3e59yBfp61CFgIHQCUB3B1BNDqAWBzCWcgC9OYDuRSCMyReBPPss8MgjytrnLgCjuXoxTiEBGMVoCQFLHcBwnkeVleL6fN2M3W/gQIMQiqUiEC0hYG8OIKD8WfT+iCYBGE85gDq7HUxtFTB3AJVWAUsFoxxSB1A6AKLUAQxmCFjajnDnAEbCAVQiAJOSxH2kJQQcq8PAAPIhYG+uck2N/GPj3JELAUv/h3psJwIACcCoJpAikHCHgEtKxP++1iknAHU6bT+OY60IxJsDyF/HWw5guMYBlH4eKjSNA6i0CpjvKL3etwPoLwcw2EUg0oM83FXAvG+hzgFUWwSSmqr+AdTSEHCsCEAlOYDeni+tdBw/uRCw3MPdiZBCAjCK4Q6gmsFu+XmfmRleB7C0VPzv67x1H32Bo+XaGGvDwPhyAIPxSDM+cka05ACG60kg0s/l+OUX4N13A1uvxzAwSh1A9yIQJQ6g1hxAX4UMWkLA0nYE4juV+J8AACAASURBVABeuaJsfVLC4QDywhlAuQOopZhDGgKORA5gsELAFRWu+1+6DdyPLyX99BUCdl8+ETJIAEYxPAcQUH4+RCoEzB1AtSFg/j6WHMBgVgHz14E6gPwHeiAhYGlBaiw4gEqKQFatAv7wh8AiSkEpAgl2DqA0/4o7gMEsAvEXAlbiAO7bB+TkNFwclBJqAeg+FpVaBzCeq4C9FYEw5vo0EG8OoMOhrJ++QsAACcAwQQIwiuFVwIByMSctAonWEHAiOoBcAIYqB5DnaAciAKVD0kVjEYgWB9BqFe9Jco8yVUrQikDkdjS/eWp1AJWEgAPJATQa5W/QShzACxfEdpaVKVsn4FoFGkoHUHoRCqUDGGuPgvPmAAKuYWDeF62PcqMQcFRAAjCKkTqASkVHpBxANSHgWHcAAwkBh9oBDCQHUCoA1R47ffsCq1d7LiuYglxLFTCfR24UC6V4OIBai0B8OYB6fcP0cigZBiYUOYDJydodQP6ZmoNAun2izQHkApAx5SdspELA/EKo9sLirQgEkBeASUmex4WSi7m/EDBVAocFEoBRTLw6gMEQgLFTBSz+9+UABiMHkDuAgeQA8jZocQAPHQJOnmx4H84qYCXHXMACUDoQdCieBKLEAQykCITnu6l1AL0JQCUOIO+Lmpu5dNtGmwPIQ8CAupycWAsBK3EA+XLNZu0OoHsImBzAsEMCMIoJxAFMS4uMA+gvHAcEJwQcK+MA8n0Yagcw0iFgu91130fLOIB8Hrln2StFb7c3rFRtCFiNAxjKIhB+0ql1AFNStFcB88/UnDDSacPlAOr1ygaC5kKOL0MJsRgClssBBOQdQLNZmwMoFwKmHMCwQwIwitHiAPLzyteQYqEg3A5gJB8FF805gIE8CzgQASgtcJEuK9gOoE7XYGYpKQLh+ypiIWCrVTw4uQCUywHkN1wtA0FLi0B85QByARiIA6g2B1BLCDgeHcBwDwPjcDScFMF0AKW/oqQOoJZhYKgKOCogARjFaKkCrqsTz8lwRxyU5ACGoggkVqqAw5EDmJGh3uiRojUHkKdEBcMBnDIFePNN+e/cjZtwOYAew8AEEgKWcwC5olU6ELS3ELCvKuBgCMBwO4ChHAdQbQ4gLwJRM/gkY+IFmTuH4fpFzgV3ampwhoHh/fbmALr/8lNbBez+a166fCKkkACMYvg4gIB6B5Dfe8KFEgcwFEUg7qJMEDzvg4yJj6gMlGA6gHrJmResHMDGjdWneklxF4BKh06Ru35rdQC/+04cPUQOd3MiIkUgSk4sXyFguRxAJQ5goEUg/KQLVghYTQ6gGgcwHCFgLQ6gdBgYQLnIAcLvAPLtnZYWnGFgdDrPwaD9hYB9XTz4r0VyACMOCcAoRmsRCL/e8GfvAsBDDwHPPx+CRkI810tL5Q0OKaEoAnF3AAHP+83mzUCHDoGJACB4TwIxGMRrKidYIeDGjRuu3YEUgaSkiP+V9lMuh1urALTZvB8L0joIIHxFIC7DwJhMYuf83eDUOIBKBWAgRSCx4gAGIwTs75dLIA6gVgEYzhzAQAWguwMIeApAX0UggO++8vb5GgaGqoDDAgnAKEZrEYjZ3HC95+fhvn3AwYNBbmA95eXiuduiRfieBOLNAQQ8RcfFi+K6L19Wtw53gvUkEPfra7BCwIEKQKkDCCjvp1y6kdYQsCB4X680DQ5QlgMY9BCw+4klh9QBdB8IWmsOYCBFINIcwGANAxOqHEA+j8GgXQBOmAA8+KB3IchzMjmhdgDDXQUsFYBaQsDuDiAgXlykJ5EvB1D6vRx8u5jNrsctOYBhhwRgFBOIA8ivb3y+2trQpdTw8G+rVtqKQKTPtleKGgeQ9ztQB1BuXf7w5gBKCYYALCtzDQEHmgMIKL9vR9oBDHkI2GYDk4ovwPcJKXUA3R8F5y8HMBRFIIE4gNIQsJzTIw0Puy87kGFgGjXSLgAPHwYWLQLmzJH/3moNjwPILzzhHgdQmgMYDgdQTgD66qvUGaVhYCIKCcAoJhAH0P06VVMTugIJXgCiVAAG6gBKf9jLiTL3fvL3FRXK1yGH1AFUnh/nWQTifn0NRg5gWZk4BIxOJ/4F4gCmpYn/1QpA6Tq1OoC+BKC7AxguAegyDIwSAeAtBOwvB9DbQNCM+S4C4TmASopAgu0A+grbBeIANm6sXQBaLEDTpsCTTwKff+75fbw7gNKxwILxJBDAdw5gsELA5ACGHRKAUYzdroPJJCqNWHEAlQzJEWgOoJzQsNm8Cxc5B/DAAeCnn5SvU7ouNQ8CkCsCCZUDyAeB1ro8rTmAciHgQBxAX4WwWnMAQxoCLigAHn644b00BGyxNOScac0B5GLLPQeQH4hKHEA+r1oHUOrw+MoBlM7j/l6LAxioAPzjH4ERI0QR6E64HMBYzQGUCwGHwgGkZwFHHBKAUYzdrneKGjXDTkkdQKkADJUDWFIinsfNm2t3ANVcp6TXG6kDmJEhvnbvJxeAUgfwoYeAF15Qvk6goXBNul45fvlF2lZRAPLrf6hCwJcvNwwCrXV5wQwBB5IDGEwHMGjjAEqfBCJdMABs2wZ89lnDe6kDWF0tfuZtIGglOYDug0dyASh9jrC/cQC1CECTydW1DIcA5NMGEgK2WMSDuG9fedtfbiBoX9vFbhfbFWshYK05gHIOYOPGwXMAKQQcNZAAjGJsNp3qhHzpMDCAawg4VA5gaakYcTGbwzMMjJwDKAhAerr42v0eKhcCLi0FrlxRvk6+Ln/uWGkpkJsL7Nwpvnc4dDAYmPM+GooiEIfD0wEMZw5gsB1ApTmAXDeFvAjEvQpYumD+2l39cgeQf+7rUXD+xgHk63IXgHxZSp4EwqdREwJOSnKdx1cRCJ9HSiDDwATiAPLBUL1tT7lhYHxtF37hjJUQcKA5gN4cQDVFIL5uWEpCwFQFHBZIAEYxDod6ASgXAuY/YANxAE+fbjAz3CkpAZo183+NEwTxfqJ3O+rUXhu9OYBcAHpzAKU/YMvLgaoq5esExGujv/1RXi5u70uXeFt1MBga7ht1dZ7X10BzACsqxG3CHUB/hoY3oqUIRGkVsE7nf9sFfRgYuRAwf9oHR+oAcnw9Ck6tA8irpvhGVhICNhjUHRhyAtBXEQifx30Zcp/7QloEovUXq7/BUNUOA8OFaCAh4EgIwPT06BwGxlsImBzAsEMCMIqx2fSq87HkikD4dTQQB3DECOCf/5T/rrRUDP/6uxm7//DmBCIAlTiA7iFgxkShVlmpfJ18XVwc+XKppP+5AOTXVIsl+A5gWZn4P9AcwECHgXF3ZlNSQusAAuERgLIOoHTjWK2e6ldOAMrtmEBCwNLP/RWB+HtaiDvSymW5ELASBzASRSA80ZY/D1Nu3WoHgtbqAEpDwJHKAQxWCLhRI/EXs7vAC2YVMOUAhh0SgFGMwyEWgahJH5FzAPl1KBAHsLxcdAHlKCkRBaASB9D9Bg4EFgJWkgPI33MRUFkpXrO0CEB/gty9Kpnf33m/LZbg5wDKCUAtIWCuJ4LlAKaluRpV/uDFrkpzAAH/QwgJgugUVlU1tO/oUXUV4YpCwHIOoNnc8JkvB9B9GBj3EnM+j3sRiFIHUFopHIgDqDYHMBLDwEjDi8FyAPkFVKsDGMlHwQUzBAw0nDiBFIFQFXDUEDMCcP78+Wjfvj2Sk5PRq1cvbN261eu0b731FgYNGoSsrCxkZWVh+PDh2MmTsuqZNGkSdDqdy1+/fv1C3Q1V2Gx6GI3qHuvmPhC01dpwHQ3EAbRageJi+e9KS11DwErHX+UEywHkAtCfA8hTWUIRAnYfmDocDiAf4DpSIWBvA0FrHU5GyeNwOUocQL5d+P4fPhx47TVlbQLchoFxL6/nr7U6gNIQMD+A3X+Z+HMA1YSAg+EAegsLB9MB1CoApe4Sz8F077OcA8iY9wsXb4fWHEAeknE4tP0yU4vWKmBeVe6tCARouHhKK/ooBByzxIQAXLFiBR599FE89dRT2Lt3LwYNGoRRo0bh7NmzstMXFRXhnnvuwZYtW7B9+3a0a9cOeXl5+EVanglg5MiRKC4udv4VFBSEozuKEYeBUScApY+CAzxDwErHr3PHagUuXJD/TuoAAt6vce6jL3CC5QB6ywF0dwB58UcoQsDS4dkAzxxAOQcw0BzASIeAfTmAgHLnWe6pLlLkHGR/FeSCIBYoAeL+r60Vq7QPH1bWJsBtGBg5AWC1ut7cteYAtm0r/ne/rgWjCMSfSHTHlwMorQwOZQ6gu7BWAhc/7r+C3dchV03kbdtodQBra8V26HTKniATLPg2kA7irQRpVbk73AHkF1Fux7uHGygEHFPEhAB84403MGXKFEydOhWdO3fGvHnz0LZtWyxYsEB2+mXLlmHatGno0aMHOnXqhLfeegsOhwObNm1ymc5sNqNFixbOv2x+B40S7HZdUBxAqfOnNQrhzQF0OMSCh2bN/I/LFqwQsJwDaLP5LwIJhgOoNgRst4fHAUxKahBc4R4GxlsVsLecTG+4bzu59WhxAJs1E1+XlwPnzomvjx1T1ibALQQsdyN3V/3eQsD+cgBzc8X/7gNUyjmA/LEyQGgdQDm3j7tZ0s/4PO7LANQ7gEZjw8GsNmzhPvae3PrlHEDA+/YLxAHkFww18wUKvwmo/WXpfpxJcReAPCHX/YeHEgewrk4UxXxsTPdfkOEMlyc4US8ArVYrdu/ejby8PJfP8/LysG3bNkXLqKmpgSAIHgKvqKgIzZs3R8eOHfHggw+ihI9oHCXYbHqnA6hmHECpAygNAQPawsB2u+gcXrzoeY0sKxPvBTwEDHhva7CKQLw5gElJ8g9TcK8C5g6gxaL++hiMEHAocgCzs8VrKl9eOHMA5R4KIQ0Bq3UAfYlrtY8RtFobBODVqw0C8MQJ5dtIURGItAO+HECHw9WGl+YAtmwpTqNEANrtrs6gr50eSA6gXAjY3QHk7QpGDiBfLz8I1YaB3UPAcusPpwPIBw5V8gjBYMGHwTEaxWNN6YEu/UHhTrAdQO6MyjmAKSnkAIYJGakfXVy6dAl2ux05OTkun+fk5OCCt5ikGzNnzkTr1q0xfPhw52ejRo3C+PHjkZubi9OnT+Ppp5/G0KFDsXv3bpilv9wl1NXVoU5yV6yot5QEQYAQ5ANWEAQ4HDro9QxJSQy1tQ4Igv8Tua7OCKPRAZ3OAcCE2lpb/fVZ3NWVlYLzxqwU8fpngt0OFBcLkO4KMf/MhLQ0W/05a0RNjeC87rm2TQ+jUQ9BsDm3lyAI0Ov1EATxcyWIu0C8oFqtDgiCHYJghF7vgNmsR3W167aqrTUA0KOigkEQbLh8WQe+PcrKBGRlKdsONpsRyckMgB61tTYIgmc8vbZWXHZdnd1lH+p0dgBG1NY6YDAAgtBws9HpDPXFD9pU4KVLemRnN2w/vd5Yv13UqcC6OrHtBoMAfuzI9ZHD96HFYgdggs3mcPbBbjciNVXcVpWVgoqiSRMEgckeC1arAXq963YyGo2oq/PeV0EwIjvbAcCAS5ds9e6vEbW1wJkzgjPq6rWPVitMDgfqdDo46jthAmCrrQWrf2+wWqEHINTUACYTjDYbHDodmMHgvMAKOh34USdIbGB9/fFvq1+WsU0bOE6fdq6LbxgTAJtOByYI0Ol04nIqK8XPGYNepwNsNthlNrTBZgN0Ouj0ejisVtdlAy7nonMeiwUwmcAYg97hgE0QoLNaYQTATCY4bDY4BEFsf0oKdJWVsNXUOLcJABjq6qAH4LBYZNslh95igd5kgj0pSezj1asNuQ1KqKqCCYBgNEKn18MIwFYvInn/jFYrHAaDczvoHI6G/SITotBVVIjf1wt4o04Hh8XisR09+lJdDX1ysrjt+D6rqWnI9QwiLtfTmhrozWaIVxxAqK2V/+XtDj/OAJf9CABITRW/u3QJTBCgr6uD3mSCQ3J8AIDRbocOrueHO9LtooeYY2sTBOgsFvH4Sk6W3b5yx2kgBPueHYtEvQDk6HQ6l/eMMY/P5JgzZw6WL1+OoqIiJEtUyYQJE5yvu3btit69eyM3Nxdffvkl7rzzTtllvfzyy5g1a5bH5xs2bEAq/8UaRGy2W1BeXoK6unT8+ONFFBQc8jtPdfVonDp1BEVFZwGMxs6de5GU5ABwCwBg7doi5OSo+1VdXW0EMBoA8PHH36B9+4YSyjNnMgAMxf7921BebgZwC9at24jGjT1/AR4/3g11dU1QUFDk/KywsBBnznREZWV7FBSsV9SekpIUAKIjfPr0zygo2IuKijz89NNP0Ovb48CBkygoOC6ZfgiATFy6ZEVBwTps23YtgG4AgM8+24xmzZRZVLW1o1Ba+guA9ti6dQeuXr3kMc3u3c0B9Mf+/YdRWHgKDkcnCIIFu3btBjAIxcVXYLfrUFDQUMRUUtILV66YUVCgzNF258CBmwGkoKDgWwCAxTIcx4//goKCI6qWs2tXDoB++PrrTTAa87Bnz2G0aOGl9FvCd9/tBPBrlJSUOdtQW5uPioqLANpg06Zvcfq0/3FYysrMAEaiulrcT+4UF/dDUpIdBQW7nJ/V1Q3DsWPFKCiQT+qrrMxDefk5AB2xdesBlJSkQq+/AQ6HDsuW7UT37p77UIrOZsNvABw6ehTnCgpgqqhAPoA9O3aguP76M+D8eTQDULh2LYTMTAwuL8fln3/GTzt2YEj9coq2bUP20aPoBWDdF1/AUX9Dvun0aTSqqsLX9fnHA9PSYNmxA7sl+ciNTp3CYADffPcdrl66hNaHDqE3gG82bsQQAN99/z2uKSmBuaIC22TymAeWlqKWMTQTBJz+8Ucc85LrXFhY6Hzd68wZmCsrceX0abSuqsLGggI0370b/QHU2e24cPo09hcU4MYTJ9BGr0cygD3ffQdplsjgy5fRCEDpzz/jO4X51df/8AM6ANixbx9+DWDr+vWobNdO0bwAkHX0qDjfzp0wX7mCgQC+2bQJaNHC2b+R1dU4eeoUjte3qdWBA+gDYMO6dbDJ/Dput3MnegJYW1QEZjDgdoMBh/btw2k/fbrx6FHk2GzYXFCA5vv3oz+AzevXw8KTUkNAYWEhOh06hHYOBw4fPCgeb19+CYcXU0OKqapKPLYPHECxzHa43WTC4e3bcbpJE3Q8dAjt7XacOnECHWprsa5+W4yu/5Gwb+dO/CLnAgDo+MMPaK/TYX1BAa4/cQLXWSxYW1CAdvv2oSeAWsbw848/4oiC4zQQarQONB5HRL0AbNq0KQwGg4fbV1JS4uEKuvPaa6/hpZdewsaNG9G9e3ef07Zs2RK5ubk4fvy412mefPJJTJ8+3fm+oqICbdu2RV5eHjIzMxX0RjmCIGD27Eq0bt0UtbUGtPn/7H15lB1Vnf+nql51v+5Op7OShCV7yAoJCRCCsiUkkIfI0R+DI4roqEcPOjOK81MQHFlGmBFxmDMOLjgK6k+FI8dR4RHSYFjDEsGEQELCln2h00mn935b/f647/vqvvvurbq1vJdmeJ9z+nS/11W37r11695Pfb7LPbEZqdQUz3NYGg0LixfPwyWXzAEAzJ9/WtlL7VlnnY+5c4PVpaPD/XvmzHNw0UWuKvTCC2wRvPDCZdizh/193nkX4oQTKst56CETBw4YSKVSyGazaG9vx8qVK7F5cyPa202kUimt+vDpaCZOPBGp1CQkEgnMmTMLzz5rYsqU2UilZpWO+drXEmhtdTAw0IDVq1PYsMH1fDjjjOWYN0/rsjCMBObMmYw1a4DTTlta1g+EfJ71waxZ87By5Qz88pd70NKSxLnnLgMANDWNRjKJsrY+8IAFx4F2+0X8+McWZsxwz29tTWDKlBlIpaYFKieXY3VftWoFkkkDM2fORyqlHix0DxcvPhMAMHLkmFIdTDOBWbOOx9NPA6ef/kGcdZZ/9JEb+9Ag7Yv//E8Lo0eX91NbWwJTpkxHKjVVWqZlJXDqqTPw0EMOpk5diO5uA6eeCmze7GDMmLOQSnmrpNmiyj9/4UKckkqVHEkXL1gAp1gPqxhSvPL884GJE5H45jcxYvp0nLR8eamc81etglF8Sbx45cqSfdz64x+Brq5Sm6zf/Q54801M4NpobGCE9wPnnQcsXAijuHCdc/rpAICzPvABmJs3A5Yl7Tfr3/4NmDwZxptv4uTp0zFTOIZ/Fu3iZGHddx/Q1IQxJ58Mc8MGpFIpGEXTdWNrKyafeCJOSKVgPvYYzOI2YXyfAEDi//5fAMD4UaO0x7b50kswR4zAshUrAADnnnEGnCVLtM4FUOrjcy68EEZxzfjgmWdi7a5dpfYlDAOzTzkFs4p1MopWnVUrVkjVRvOdd+A0NmL1pZeyz42NmH/yyZjr0yYznYY5bhzruyIZWv7BDwLTp2u3Rxf8PWx8+mmYo0djYbHfLr7wQj3VsTjRLz7jjLL7SDBHj8b8E0/E3FSqdJ9mz50Lc80ad/wWj100fz4WKvrHfO45mCNHIpVKwdy6Feaf/sT6qHi/mkaNwozJkzFNY5xGQXeQXFD/SzHsCWBDQwOWLFmC9vZ2fOQjHyl9397ejssuu0x53h133IF/+Zd/waOPPorTixOlFzo7O7F7925MmjRJeUxjY6PUPGzbdiwDUkQuZ6KhwURjo4FczoJtS3wzOGSzzB2judlCczM7tlBIlLlj5HK2NBDDC7zLUkdHoux8soiPGmWX0pEA8mvk88wSYdsuAbNtG8mkVXTL0asYuUwxVyQTtm0imwWSSQvJJCr6anAQmDCB+X3l8zZ6epj7ieMAQ0P6/cECTdx+9TqvULBg2zYKBQOJhIFkkj1qQ0MmRowQ+4DdN/67IDh8GJg/3z0/kWBmZb/xIoIE9WTSLmbQ0C2DtY3uBfsbaG1lBeZy3n0lXj+bNaRjIZejjBpi36nrSeNi1Cigp8fCnj3AjBksAOittzTaV6yUlUwiYdsl4pZgN8ytGACbHNsLBVi2DYuiYADYLS0lf7DScQAbhJYFkz5Pmwb8+c/uZw42+aAVAwsSxesmuDQjsvNQKJT8+SzDgKW4GWXzmNvZQKHAvi8+eEYiAcNx2LUcx60P3ydAyY/LzGTk9ZKhmHLHLvqcJVSpA1Sge9HaWgrzTxR9y0rty2RgJZNuPxTndNs05dfq6gLGjHH7xrZhOY6yH0so7h9sc/fMLp5fLdi2zUz+jY1IyMabF4pjPcE7kfNoa4PV28vaXbzXVtEftdQ3xb6uGAs8iom6bXJwp/OLz4LR2Agrn9cbpxFQjTX7vYZhHwQCANdeey1++tOf4mc/+xm2bt2Kr371q9i1axe++MUvAgA+9alP4frrry8d/93vfhc33ngjfvazn2Hq1Kk4cOAADhw4gN5i2Gdvby/+6Z/+Cc899xx27NiBJ554ApdeeinGjRtXRjKPNYKmgRHza5pmZRRwmGTQ/LXFSGDaHq6lpXZBIORzzO89TH7djY3yKOCJE9nfR4+yIBDi+UFSwfBRwEHSwPDriiwKmPepDwN+H2AgfB5APq1ckMhzWRqYKEEgQaOA/RJB27a7k9WuXcDkycDJJwMeYn9lpXSCQNzQb3UeQPo/gU8DA7BI4P37Iby1lV+bH0xUN92dQOJIAyNGAZOpL640MHEFgRT73xAHSNAgkM5ON5cQoD9hHasoYAoC8WuXCK8gEIDlAowjCGRoyH02+MmKxmk9CrhmGPYKIMD89To7O3HLLbdg//79WLBgAdLpNKYU0ybs2rULJrfB7N13341MJoPLL7+8rJxvf/vbuOmmm2BZFjZv3oxf/OIX6OrqwqRJk3DBBRfg/vvvR2sVHHTDImgaGD6/JuBGD/PnhokC5ucsLwJIa6QqsjbuNDCU55UvO5mURwGTt0B3N3uhnzwZ2LdPnwDSLhV+UcBiKhPdKOAoeQA7O91kx1RelDQwiYR6Fy0Z/NLABCWA+Ty7x+Ke0aooYL80MLbN1i5KAzN5Miv/kUcCVIpuIBEpnShg2U4g/HH8sYTJk9lg27PHNRWqSCg9zLVOBE1RyFR2IiFftGkABU0DwylmcRDAsuvTgxwkDYz4gOlOWHwUcK3zAFIUMKA/uXilgQHYWxTl0JKlgeEjjnXeyoDKNDA0luoBGjXBe4IAAsA111yDa665Rvq/J554ouzzjh07PMtqamrCo4/qBRwcSzCTmn4aGF4BBFzi2N/vmjzDEECa10eMqEwGTQRQJ0UWvdyLoOfdcVwzoBdovuAVQJqPkslywuE47PNxx7HPpACedBLw/PP6uQBpXiNVa7jsBFIosPbwCmBUAkjcJegOHuI6EFQBFFPrid4WMgXQKxG047hjrq0NeOstNv4nT2bf/dd/ycusuChQflBjY/kAkOUBpDc3vqJUBn9z+DyAQHkuQCKAskTQQLkC6CX70vZe1VIAVapNGAUwrjQwjY3yNDDUl0EVwDAEcHDQfQiOVRoYQJ8A8m+AMowc6b4xyxRA/uXCq538pt5iGhgaS3UCWBO8J0zA71cwBdAJrQDSczQw4O7kE8UETNYpHn197GWdN3N6mYBlCqBsXfSCqADSSz2ZgHniksmw/4sK4MSJbK7RVQBpDiVyHcQEzO8EMjQUbx7Ao0dZ+0QCGCYPIE8Ag5iARQWQyglrAgbk/RtUAaT8lWQC3ryZfU8m4FwO8HlXlBNAMdmkjgmYFku+TDqWlzop4pXPBRiHAkgkMY5E0GIeQNWAyWTYW2MQBZD35TCM4ASQHjCegMvU2loogMMhETQQXAFUmYBHjHDfmHkFUJYU3Kud/FuXSADrCmBNUSeAwxh+PoDbtpUHaPDWD6BcASSCEEUBVBFA8SU3jALodZ4IUQHkXaREBZDaSwTw6FFGAEePZoFxugogfw0vF5VKBRCwLMdTAYyyFZy4DzAQjw9gGAVQJIIs4CccAZT1b9CdQHixZ9Qod8u8yZOBWcUgcV8/QFF9AyoVQL9E0A0NjMzI3nREE3Ay/4hksQAAIABJREFUyQYrvx2cigBSx+qagONKBC1TAMVJynFcAhhGATQMpgKGUQBpAqQ3YX4gh1EADx0qf8D8HE8Jx9oEHNQH0M8EzBNAUgBFHz6C1z2nc4HyfZhJqQ6y80EdkVAngMMY+bypdK85coRFfq5b537Hb4MJuHMyKYCGEY8CyJNOngD6vXB67QUM6D/zogLIz+kicaH28grgkSOsP0aMCK4A+vlkqnwA+eDKOBVAcR/gKOXROaYZzQeQVxJFQu4F0QQs+79MAfRTY0kBBFi7xo9nLgCNjRpbwokBGEClAijedJ5w8URQpgCKJmCAMVSZAhg1CCTIm0EmwzpIZy9gGQEkab61NVwQCBCdAA4HBZA3xwDD2wfQLwhEJIC2XT7ugiiAvAmYzq2bgGuOOgEcxsjl1EEg3d3seTnK5dcVFUB6jvr72VyaTEYLApkyhZ3Pk6agCqAXAQw6T5ECyC/0KgWwtZX1QWcnqzMpgGEJYFATMP9SHacPoEwBjEIAqW5RFEAxmCQuE3BUBRBgxM8wGK+ZOTMAAQyjAALu/oR8GaICKEa7TJkSrwmY9wGMYgIOogDS362t4YJAgPgIoJ8CSP0v679MhpGeMFHAfLDJe8EHMIgCKJqAHUdfARRNwAA7lw8CqUcB1wR1AjiMQQqgjADSoso/c6ogkIEBlwBGUQDJPYk3AwchgF5pYLzOE6FSAGWEg9bIZJL5MJNlbdSocCZgv/lJFQQiszjxn+NWAMP6APK8JagPoEgEgyqAfiZg2QuEVxCITAHkN5WYNUvDBBzFBxBgA9JLARRNwEAlAYwaBELMPk4TsJ8CyBPAKApg0DdWGQHkJxYvBVD20MjesIIQQPGe1UoBpFxgQPA0MCoC2NLiRv3xQSBAMAIomoDp2nUFsOaoE8BhDC8fQBkBlAWBEAFsamI/UXwAoxJAPwUwrA+gqADKTMBNTYwE0LpaaxOwlwIYxQfw8GHWZn4nwig+gDxv0RVuaN2UKYBhCWDcCqCMAI4erXH/i41xgkYBB1EAZQRw9+7KjqXz6Xct0sDInPx1FEAaPMdCAaQJsNgvRpQo4CgEkCc676U0MH4mYD7qjtTTQiG6CbieBqbmqBPAYQyvPIA0p/opgGQCbmqKrgBShgoVAdTJA1hNBVCWCJrWyKYmpgASAQwbBOJnAhb94WQEME4FsLOzcveqKCbgMARQbHNYBdDPB5BfNwi6PoBkAuYJoA7xNmSLIq8AUq4Z/oJBFECVD+DQEPDuu+XHeymA1QoCCesDyCuAIjnQuS4QjgCS+kWQpQUA9H0A41YA3+smYMolJiqApOARwpiA+bFUJ4A1QZ0ADmN45QHUUQBFE3BUBXDsWEb2opiAa60AiibgOBRALxNwJReovgk4TgLICxb6O4HQlm9uOUA0BVBlAo5TAdRSXlUmYNHsyx8bhw8g4A5WkmYpSaYqClil7tH5cSSCNoxKx38vAkjZwHXfJngzQVNTNB9AoLJeQRXAQ4fY77AEUAzcGc4KoE4QCMDemqMogHUT8LBBnQAOY3gpgF4EUBYEQgqgDgF8913gD39wP/MvzZMmlSeDPhYmYFEB9EoDI5qAjxxhn6MGgQT1AeTX+LiDQPi1icqL6gN4LKKAdUzAQfIA8uN29Gj2N08AvfwHKyoimoCpc4IQQF0fQMpa3tHhXoO/ftg8gHEogKYp377LSwHkP+teF4geBAJUDmS6X0EUQMNwJWQgnAJI1/A7r68P+OpXw72pE6qZBgZgBJAmcz6AJogCWDcBDwvUCeAwBimAMsVJZQLm043JFECdxfj++4G//Vv3czbrvvhPnFipANK84BfNW40gEFEBFOd70QQMsDlrxIjqmIBVUcD8fuzieh/VB1BUAMP6AIYlgKo8gHETQJkCqBsEMn8+cM89wPnnu/8PpACKaWBku1z4mYB1fQDFHSxE58cwQSBB0sDwW6jwTv5krtZRAHkfQP6zH+JMAwOoiWkQH8AxY8rvURgfQMPQM21u3AjcdRf7HRZhE0H7BYGIBJA3AfMKoOiXIb5l+5mA61HANUOdAA5j6ASB8M82zX28pYgSQQcJAslkWFmU748nbpMm+fsA1jIIRPQBVCmAyaRrBhw1yiWB1TYBFwpG6SVZ9OEnRDUByxTAqEEgwUzA8t9kAg6y9hNUiaCDKID8uDBN4HOfKz9fK5+vXxoYWe47x9FXAGU+gGICYxUBDBoEoisN8yqZqPDUQgGMKwiE2hBVARQfsDAKIJ3n1w/0/4MH/ctXoZpBIIDcBMwrgE1NbjuOHGGK9osvuuWoTMB1BbDmqBPAYQoWVW9CtRWcKg2M+PKbzbpRwLpqDM0D/BpH8+W4ca5fNFBOAEnp8iKAcSqA1D4/BdAw2PekAJI1J4oCGNQETPUD/vcGgZBIVA0FMJ9n5ct8AHWCQGSI5AMoMwFns5V+VDIFUDQBiz6AMgLINyJoEAgtrLoKIG875328yAQcxgewViZgWRCI7M0iiAIYhQCK983vvDgJYLVNwCoFMJl029nZycYprxroKIB1AlgT1AngMAWvouhGActefsMEgdA8QOsLPyePHs22UiPwBBDwfnbjDgKheYZ306LvaH2i3ZgMo1wBBFwCqCOKRDUB07n8b0IUAnjkiOvfxpcX1gcwSiJogLW7GmlgKP0YP9boGjoKoAyhCaCXAigSQJkC6GcCpmvpmoD91L2gCiBPAPkFPogPYBQTcFyJoKkNfkEgXomg41YA/c6jfgpLAOkN7FgGgfAKIN0/vg5+PoD1KOCaoU4Ahyl4UhNWAbRt9h3tSa67GNO1aS7iCeCoUW4gheNUEkC/BbkaQSCiAsjXnV8PSAEkwkTzGZELL8ShAIovvYQoPoCk7vKotQ+gOLfHkQZG7F966eB98QF9H0AZtIJAoiqA9ODxZfgFgZBkzV+Dvz455FLHkioXVxoYmQKYzwfzAYwrCCRKImgAaGyEoZsGRkaOxX2AAT0iR7nyVNHjKkRVAPlcYNVIAwP4B4Ekk2476P6JwVLiZEgEsq4A1hSKO13HsQbve04v3/xaoYoCFhXA7m72d5wK4NGj7LqZDJvndBRA3q9cRNxpYKju1F4iSDIFEGDzGf2tQngfQPeeUTtlCiDtpkT+m7oga49Y3rHwAaQyqhEFTASQ7iFh2CuAt97qLpIyBVDmA0jXUPkAAqxRg4Pu9yrWT6QmSBoYPxOwTAG0rPjTwNRKAfQzAfPbwNG5fpOVLKCiFiZgfkN4WdCRF/wUwIYG1gY/E3BTk9tOun/iixI/bunadQJYc9QVwGEKUQHkvwPkBFD2wkl7BYfxAeQFCJovST3r7pab5VTPriyYkj+HrqMDHQWQ2skTQJUCqBMIoqsA6piAZT6AfLt0QaJMXAQwDgWQFwLCmIBVGybQOBYVQJHEfeADwEMPlZcRiQDK0sDwCqAfAVy0CDj11PIy/HwA6RoqEzDAGjUw4F5HddP5gRtGARR9tHR9AEUTcFgFUEee5yG+BceRCDqMAiib8GpNAGVBR17wUwABdzcQryAQHQXQLw1MPQq4JqgTwGEKfvGiuUo2v3oRQNt2F864FEBagI8cCUYAZcF3/Dn8MTJQO4ByBZCvJ68AepmAZQqgH3R9AHWCQGQKIN8uXfBzPY8g+X55yHwAKRLc7zxCFBNwLueSdV0TsBgE8uKLwJYt5WXIxpzsXCmocfxCziuAfiZgHro+gHQNVRAI1YdXAFXkjq9PNRVAPxNwmDQw9IYXZDDLIuHCKoCFApvoohBA8cWh2j6AMgWwGgQwigJYDwIZNqgTwGEK0eQIlM9jMgVQXEtEBTAoAZT5AJJ6piKAKlVFFnxH8COAu3YxK8wbb7DPvAIIuG3yUwBVJuCgCmDQNDA6PoD8NXShIoBxKIB0v3XqJPoA8gqguDWfF7JZdrxphjMBk4hA14vVBCw+WLoKoHhBvkwgugmYVwBlRImvTxQfwFpGAUfZPUNmAhadSxOJcl8LFQHs6mLtDEMAZcpxNdLA7N1bTq6jEEBqv0yRJrS0BAsCoclZ9O/wSgNTDwKpGeoEcJjCTwHUIYC27So4YUzAKh9AIF4F0C9/4LvvsjrRxgiiAsgTQFEBrLUJmI4rNwE7pfpRGTziVgDjMgHz1/ACzzuiKoCqNGBdXawsfm0HygM5+HsOxBMEYuRyKJhmOWHwSgQdlwIobjenMgEHVQCjmICJrOoqgLKoLC+IjsIqfwAv6OwEIg4I1QMo2wYOqI0JuLvb/219/35g3jzgssvch5DfDzRMGhjK5aWCSgEUTcB+CqDMBMwrgCwPml696wiNOgEcphAJB+BvApYpgIQwJmAvBbCrKxgBjKIA8kIIUKkA0hwjBoHQb/pu9GjWnxMmsM/VMAGHUQCHCwHkg0CCrNsqBTAMAbRtuVDS1VWp/gHlKh5v9gfce6DyaU8kXGHLq1KOWIDMBGxZ4RRAlQ+gjgI4NOReh1dihPqXrh0mDYyo8ATxAWxoqNzVxAsiaZKZPrzgOHo7gYhvoaoHkBKexmUCDpIGBvBXAb/+dfZ77VqYd9wBADCorSSlG0YwBVD1sBBUPoD8gyRTAHVNwLzJq64CVh31KOBhCl69oBcyPwVQFgRC4BVAv2hTrzQwI0eyc48ccZW1IAqgjADSS6dX/kDAbavKBEwmR77uvAI4YgSwYQOwYAH73NzMrltrE/Bw9gEUTcA6a68qCpjfCUQnwtnLAnT0aKX/H12DjuXN/oAr9qiuywdJKq1eMgIoMwE3N1fXB1BGAPky+bL5xkRVAKP4APJJsHUGkui0GVQBJH9BryCQIAogEcAwUcBhfQD5fjp4EJg6VX7c008Dv/oV8NOfAu+8A/OmmzDmllvch4T6IEiOKdk4E8ErgF5BILpRwKIJmBRAOk6U/OuIFXUCOEzBvwzTM+YXBSwzARNIAQQq/aRV1+aVFCrLNJkSc+SIa1IN4gOocsj3mlNFBVA0Aff3u6nRRAVwYAAYP94ta9Ei92/TdF1a/BBHHkDVTiBRfQBlgkZYEzDVhcZKEMWYyhBNwFRXv7mc1gWVCVhFAL0UQJX5l871PS6bhSPbqUM0ATc3V9q/RRgGG3S6PoB8FLAsCIRvBL+Q8seKPoBhE0GTCTiIDyCfBFtHShbfEoMqgPy+j4SGBlcV4+vFoxoKYBQfQDLVqBTAfB748peBpUuBz3wGKBTgPPkkltx1FzB3LjuGJscgkwE/AagwYgTzyfELAvHyAdQxAVNf1FFV1E3AwxQu4XBiMQHz+Wj9THJeJmCAmVLD+gB6+WP5EUBRAaQ6DQy45XolgpahtTWcD6CfCdgrDcx7wQewuZn91knDls+7EptMAQT0fU/DEMB83rX+8dfSJYCexDuXQ0GmANKOC1RRHQWQvhcfWlUaGFUiaMBbARTqX/p/nEEgfgogmYANQz+tR1QFkE+CTNBRAFU7gXR2MsIjEsZq+wCecALrNxUB3LYNeOUV4OabWd0TCeTvuQeNR4/CuvlmdgyffDyIAhjFBCxLAyMqgGKCbFUaGP6cOqqGOgEcpsjl2KKq8gEMqgBSFDDgr+p4BYEAbCEmH0De15iuGTQIhM5TzVMqBZDK6u932ypTAMWdMniMGBGMANILahAFkOZIlQI4XAggP/8HI4DlUcMyBVCXAFLQk8wHUEYAqU/zeXkQiBcBpP/5EUBHJF+8X5uoAPoRQHFBjmoClu2owINn43GkgRHTyYgEkKLO+ElDN6mkOEnEpABWmB9VCqDYN7IcgFSvavoANjczs7OKAFJ2/+OPd7+bMQPbrrgCxqZN7HM1TcA9Pe6xsiAQPg2M6APIj0dArgCGCf6pIxTqBHCYgrcgBEkDI/MBJNJSDQVQ3JtVReS8gkDo+yAKoGW5bfVSAP0IIO0H7Ids1vVV9EsEzbcln6+eAsj7e/OIwweQ7qsOAczl3DpEUQDDmoDpuqICKLP2qc5VIperNAHzZs1Mhg2KZFKfAMbhAyguoCoVK2oaGHGB9lIAqa5UBg0K3W1lxEkiKBFQEUBZdDIPw2A/sihgFQEk2VkFlQ+gjgm4oYFFqqkIIE1YwvZFb152GZx589iHMARQNwiEcot5KYDZLOsfUQEUldG6AnhMUSeAwxT8c6KrAIoKPp3X1MTmt7gUQC8CqEquG4cJmFcATdMtS0YAZVHAMgQxAdNc7pcIurnZXR9q4QMYpwmY6kIKoM5GDPm828eyKGAgHhOwKgoYYMcHVQBDm4B5BZAUJaq0jglYxwdQ3AlE5QPoZwKOEgQii/KkIBCZAsify08avDlb57pRFcCgQSCA/KE5fBgYM6byWJ2Bo/IB1DEBNzZ6E0CasCiPVRGObSP3s58BV1/tTsxBJgNdBZA2g1cFgdBCk8tVKoAiMfbyAawTwKqjTgCHKfj5I6wPID1HtJjrEkAxCli0mowe7ZqAZQqgVxqYMEEg/DoIeCuApNDpKoBBTMB0Pb8oYH7+ez/4APIKoCoIJKoJ2CsKmM4N6wPouc6oooABVwG0bVdpCaMAhk0DwzdC1wdQ1wRsGK7ZGNDzAaRzAdcHkNqiQ+LEt8RqKYCySUj20PT1VZCssvp51SuKD2BIBRAAsHgxcO+97n0LqgDqEEA+7YIqCITaQhOI6BtTJ4DDAnUCOEwRRgFUBYHQ8xjUBOzlA+hlAq52EIioAPI+gEB57rmBAX8FUDcKmFcAdQhgNvvezQMYxASsUgDjCgJxHH8fwFyuSgpgPi/PAwi4PoBRFEAdE3CUIBDRB1BnYPAdJ4sC1lUAeRNwLRTAsEEggPyhUb09BiGAQdPAEHH2UwB5ZcAL1QgCIXilgQFYW6OYgOtRwFWHNgHctGkTXnvttdLnhx56CJdffjn++Z//Gdk6U48dfgqgjg9gWAVQ5gPIz5lhfAB1gkCCJILmFUCRAPLbjw0O+vsAhjEBqxLV53KiAujOcbUKAonDB5BELR0TsOgDyItOND50+ljlA9jfz8r0UwCDpoHRCgLJ59U+gLwJOIoCqGMCjhoEEkQBFPM+Ubk0mHUUQDEIJIoCGDUIJKwCODDgTp48whJA3TQwOgpga6t/Yk2gOiZggo4CGMYEXA8CqRm0CeDnP/95bN26FQCwY8cOXHHFFTBNE7/61a/wjW98o2oVfL+Cnwtlz4PMBOzlAwjEpwCG8QGMMwhE5gPIz1uUfDifd9NqqUBZDfwgEkC+TTx0FECVP39YH0CxT+MwAQNs7QsTBUz3xzDcXVd0tjalPhbXbNoHWNcEHKcCWLjzTqz7j/8o/1JmAo7bBzBoIug4g0BUBJBuLP+GQZOOlwk4aBCIqABGNAEbvDpVKwUwDh/Ari75ZN3TIzdNy1CNIBCCVxAI4K0A1tPADAtoE8Bt27bhtNNOAwA88MAD+OAHP4gHHngAv/jFL/C73/2uahV8v0LMOwdENwFHUQBFE3A+zxb1WpqAdRXAZJJ9J1sPRIwZ42756QXRBxCQr2kUBAJUEsBqKID8HMyXFzUIBGD3NowJWEwnM3Ik27bUD+QDKI4FIoC6QSCx5gEEKpUWmQm42j6AqiCQID6AutKwnwk4jAIYJg2MjgI4MAA8+ij7WxUEAsDko5N1FcD+/ugm4KA+gLwJGGBJl0WQAqiDuNPAiFn/vYJAZAqguBDUfQCPKbQJoOM4cIph74899hhSqRQAYPLkyejo6KhO7d7H4J8TmrvD5gEkQhKnAggAe/fWJghElgZGFQUMACedBOza5dbfSwGcNg3o6PBXAcMogLUIAhHNv1ReXAogbwL+wQ+AO+6ozH6Rz1emgeHLmTRJnwDKTMCUdaJaCmDgdYZXAHkTcNw+gDom4CA+gFEVwCg+gGHSwOgQgUceAS6+mL3FqUzA4AigalDI/COPhQ8gbwIG5NJ5b+/wUQBlJmDqf1kQiNgvooJYVwBrCm0CuGTJEtx+++34zW9+gyeeeKJEAHfs2IEJNFjriA3ic8K7jziOOgpYlgeQ5jBKzB9HFDAA7NsnNwF7+QDGlQaGf1EUCeDMmcAbb7jt9CKA06ez3++8oz6Gri0SQJXSGVQBpHKDkjZ+jeUR1gdQdCEQTcC/+Q3bf/6LXyy/x7mcO+fTizw/DidNAg4c8L8++QAGMQHLgkBov+tY8gDKICqAJFuKETCqi9IxjsN+VD6AcQaBRFUAZVHAfP39ooDDBIHoKIA0QPftkzvFkgJID6uXAij2zbHyAWxsBCZOZJ9lBDCICbiaPoA6QSBBfABpAqoTwJpBmwD++7//O9avX4/Pf/7z+MY3voGTTz4ZAPDggw9i2bJlVavg+xXic8IvipRjE9DzAaQ5jPLVxqUA5nLBTMC0X68MOmlgRAVQlgYGAGbNKieAXiZgIoBvv60+BghmAg7qA0j/D+MDWE0FUDQB9/SwrUb/+7+Bz362/DwxCIQvZ+LEaApgUB9Afpe2yEEgMqgUQB0TMK8AEuGI4gMYNAhEVwEUFRoyAfNEki/bLw9gmCCQIL52Bw6wAcCrUnRtaCiAw8kHsKHB3cBcpQCGMQGvXcskfBXiCALhCRyvAIomYJ00MPUo4KpDmwAuWrQIW7duRW9vL2699dbS97fddhvuvffeatStAnfffTemTZuGZDKJJUuW4Omnn/Y8/sEHH8S8efPQ2NiIefPm4fe//33Z/x3HwU033YTjjz8eTU1NOP/888sinY8lcjkDllUouR/xcyhP4HRMwPwcRvuMe1+b/VZFAfMLcRATsG2rA9eCKoBeaWBmzWKmyx072GcvBfC44xhBDkIAVcIERQb7mYDj9AGMmwDy879oAu7pAT7yEeAb3wAeesj9XowCDqsAevkA2rb8Psp8AAE2xmPzARShUgB1TMC8Aki/VT6AQUzAqiAQ0QcwjiAQGmC6BDCsAkht9iICNFD275dnfQ+iAPJ94zjxmIDD+gDaNptoZQ7KYYNA/vAH4Kc/VR8bRxCIOBZUCqBXGph6FHDNECgPYHd3N+69915861vfwpFiNvA333wThw8frkrleNx///34yle+ghtuuAF//etfcc4552D16tXYtWuX9PjnnnsOH/vYx3DVVVdh06ZNuOqqq3DFFVfghRdeKB3z3e9+F9///vfxgx/8ABs2bMDEiROxcuVK9OjkrKgyslnAslxnK54A8nOpThAIb8UIQgBVpjRSAIFgCqCXOS6oDyAfBCL6yM+cyX5v3sx+exFAw2B+gGEIoFhf6rdKEzC7j6JoQxhOBNDLBEzrztix5W2PSwH0MgG3tclfHmQKIMD+rhoBFKOAwyqAXsdSJzhOtCAQ0QdQxwTMX09mAtZVAIP6AIpBIIbhT5pEBVB8IMIqgF4OxFF8AHXTwABs0NO+vzyCKIB8uwYGvM0/Ogogv5jwCqBMwaN11DD8fQDrQSDHBNoE8NVXX8WsWbNwyy234F//9V9LBPCBBx7AddddV7UKEr7//e/js5/9LD73uc9h7ty5uOuuu3DSSSfhhz/8ofT4u+66CytXrsT111+POXPm4Prrr8eKFStw1113AWDq31133YUbbrgBH/3oR7FgwQLcd9996O/vx69//euqt8cPbBF1J2vef5ifm7x8AGUKYBATMKVScZxy8mbbLvHT9QGUbcHJI4oCSOcTZsxgc84rr7DPXiZggJmB4zABU/1dE7ABx/FXAMP6AKoIYFw+gDITcGtr5b3ifQBVQSBHj+q9eKhMwDLzLyDPAwgEUwADrzNRtoLjHxA/EzB/jbh8AMMqgGIUMOCdqiCKD2AQ0iQSQPFhlxFAHQWQBmvcPoC6aWAARgApAopHWAVwYMD7PugogKbpTvp+CiDVvbVVbQI2DHdc1tPA1Bw+dN/FV7/6VXziE5/AnXfeiZEjR5a+v+SSS/CJT3yiKpUjZDIZvPTSSxVEc9WqVVi/fr30nOeeew5f/epXy7676KKLSgTwnXfewYEDB7Bq1arS/xsbG3Heeedh/fr1+MIXvlBR5tDQEIa4B6i7+HaWzWYRdzLswUEHlgVks+zhte0EBgYKyGYLxRcrGy0tDnI5B9lsvliPBAyDHQOQYmKjoSFf+i6ZTKCvzz1GhlwuAcDA4GABfX15ADZMM4ds1lUkR41KoK/PQGNj+femaSKbNUv1dttjwrbd76m/6LdpWsW1rnKBGhy0AJjIZFg7slkTlmXCcXIA7OL5hdK5lgWcdFKiSAANJBJZz7lk6lQT7e2VdeaRyVjF+5Ev9Wt/f3nbGVli/Q1Y6OvLAUjAcfLIZh2YpgnAAlBeH8YDbAwOlpfnh4EBq/hiIPaZiXzeuz0y5HLl4yeZtNDby8pn1k4bTU05DA4ayGTM0r1jxDEPw2D3KJMxkEi41x83zgCQwO7dWUybpr5+NpsovfSw8tn5R46YaGszpGODgfVdf78B1r9AT0+27J7JwPxovftdHKfuFYFcfz/MwUEgkYBjmjCzWeSHhpAAkC0UpAuYZZpANot8NgsMDrJyCgU4wrGGZbFy+vqQyOVQMAwUuGNM04QFoGAYrKxCgZU1NFRWlsHVxwRgFgrICdcS22gNDQGJBCs3n2flZjKMRBkGCo5TqpsNIOc4cAyj1CdONotEJoOCZaGQzcJMJGAMDbHyPGAODsK0beS4N8iEbaMwOFjWdvEcC0Bh7144kyfDTCbL22easMFMwNlsFomhoVK9eCRME4Vs1v2+u5u1x7Yr7g1QvP8DA9L/AYAxOMj6iIgzAMM0kchmkaWt9iTg+80aORI4cqSi3xK9vSg0N5e1QTVOLcsCMhnks1lY/f0wBgcr7n/p2EwGsCzf+5QYMQJGXx+ygDs+hoZgZDIwLQs0K+c6O5EA4LS1wSnWodQvrLKsPMtCIZOBmc+jAKBAY3lwsKx/VW0Mi/oGFgEI4IYNG/DDH/4QhjBwTzjhBOzXse9EwKFDh5DP5yuijSdMmIADCueiAwcOeB5Pv2XH7Ny5U1rm7bffjptvvrni+7Vr16Kc2FOhAAAgAElEQVRZ9qYYAa+/PguWNR3t7e0AgEzmAmzf3oF0+lXs2NEKYDkMYwAHD/YinX4OANDTswI7duxHOr0FANDV1QBgNXbv3oZ0+g0AwNDQudi+/SjS6U3Ka/f1XQQgiY6OHjz88DMALsFrr72MdNq9z5Z1AYCR2Lat/PsdO05Gb+80pNOPlpW5Zcsc5POTkU6vLfue2tfRsRidnU1Ip5+tqM/evWcDGI/XX38D6fQ2vPnmPAwMTMIjjzwO07wUhYKJzs79SKf/Ujpn1Kiz8eqrYwBYePbZx/Dqq2oVob9/Ot5+ex4eeigtdcdi7ToNPT0tSKefwd69IwCswFNPPYdDh1z3h+5uG0AKu3ZtAzAP69e/BOAD2Lr1VaTTe/DWW7OK3z+D/ftd005XVyOAi/Hiiy8B0HCWK+Lttxejt7cZ6fQzZd9v2TIZhcJpePjhtNZmAYSenhXYudMdPx0dp+DgwbFIp59ATw9r2xtvvIy+PhuFwmlYs6YdlgUcPdqDPXsOwbKmYePG13DoUBOGhk5AOv0YAGDnTjZef//75zBnzhHl9bu6LsDu3R0wDAdHjkxAOv1nAMDWracjl7NL45zHwYNNAFbh2WdfwFtvnYRE4gTkchba25/Bu+8uRENDD9LpjdLrdXez5+PFF1+GaXrPYTROCR9KJLDlr3/FcXv3wkkk0GfbmNDVhdf/8hecAWDt448jJ5kTPtDdjYGdO/FyOg27txcpAC9v2oT9gpQ+6dVXcSaAxx5+GMv7+/HWW2/hjXS69P/ZO3ZgDoD9HR34SzqN1h07sBzA+meewREud9ykF19k5axbh8lvvIFZg4N4hCtH1sbTduxAS08Pnkmn0dTRgVUAXnz+eUzZuxd2fz92b96MJQAeX7MGFxfr/65p4kMANr74IvYmk7iopwfv7NyJ7ek0Ttm3D2M7O/GE4rqE6Rs3Yq5pIs0dd5Hj4J1XX8V2xbmzXn0V8wAc3rIFRwcGMD6TwTru2BF79mAFmALY3t6OFUePYv/u3dgilHfBwAA63nwTrxa/b9m3DxcCeH7TJnQKcnrTu++yPnn2WXQoEmVO3bgRpyQSSD/ySOm7yVu34jQAjzz0UOX2gkWk+vqw7a238FY6jaWDg3DeeAMvCnW95MgRvL57N96S9Ik4Ts86cgT5/n5sSKdx1u7dGDcwUNa/PM7cuxdGoYAXfO7TCsPACADrnn4a2eZmXALg5ZdeQsuBA5iVz+Pxp57CagCvP/88FgDoMQw4xfs/ftMmnF08d2D7dgDAhwwDWzZvxrxsFq9t24Z3HnkElyYSeO2vf8UOjTaGRb9OktP/5dAmgA0NDeiVJEt74403MG7cuFgrpYJIPh3Hqfgu6PFByrz++utx7bXXlj53d3fjpJNOwqpVq8pU0TiwYYMDy8pj5cqVsG0b3/52Aiec0IJUajJeeonVb+zYJowenSyl5EkmE5g1azpSqakA2G4dALBo0WykUrMAAN/7noXx49uQSp2gvLZpsmHR0DAS55/PFNKlSxcjlXJVku99z8KuXcA55yzGRRe532/ebGLtWrNUJ8Kzz5oYOdL9PpvNor29vdS+Bx+0kM2i4jwAuOMONllOnToLqdQMPPGEia1bWVm2bWBoCDjppEll5z78sIlXXmHnfehDF3q6zBQKBv77vy0sXpzC8cfLj7n/fgv5PKsfmYuXLFmGCy5w207vIosWzcYvfwksWLAEALBw4QKkUqdi61bGLs8//4OYP98tm/y8Fy1aUtbHfvjVryyYZmWfdXSw8bF6dUpJaGUQx8/TT5vYvp31M70TnXfe4lI7zz9/JZ5+uh1NTa2YMWMEEgkDc+YswJ49wKZN7r3u7AT+8R+BadPO9mzfP/1TArNmtcA0gddec8//r/+yMGGCfGzs2cN+L168FK+9ZmLMGAPvvgucccY5+H//z8S0aW1IpeQ3lSxUp566WFkvcZwSzGQS82fNgvH228CoUXCmTIG5ZQtOO/VUAMCq1asr/SMAWHfdBUyYgImpVOnGLz7jDDhC22gOuvCcc5AwTcxesACzuGPMTewFbtKJJ7J+KQavnb10KRwuK4NRNGVeePHFMPfvh2lZFf0ottH6zW8Ax2HHFTv4zCVLYG7cCAwMYExxQ4AV55zj1n/1agDAonnzsDCVQgLAyQsWYGYqBfPJJ2G++ab0/vEwt26F2dRUdlxixAicPG0aZirONV96CQAwNpPB6IkTYezfX36dYn4nM5vFypUr0WTbmD57NqYK5SVuvBEtkydjMn1f9B85a/lyOGecUX7RfftYn5x2WsV9K9Xr7bdh2HZZXYxiOPvqFSvkpmUAiUIBcxcuxOxUCtZvfwvs3VvenkIB1tAQ5px5JmZz36vGqfWTnwDFe27deSfMTAap1aulCqT1k58AZuXcXVHH444DDhzABatWlUzRi089FcaIETCTSVxYHAtzi5PpiBNOgNHVhVQqBaM4IV2wciVw4omsr2wb82bPhlkoYP6pp2JuKgWjsRELTj4Z8zTaGBbdMv/K9xm0CeCHP/xh3Hrrrbj//vsBsAlq7969uO666/DRj360ahUEgHHjxsGyrAq1791331XmIJw4caLn8ROLeZYOHDiASZMmaZXZ2NiIRonTlW3bsQxIHoVCHpaVK5Xd2AjkchZs2yq5dIwYYaBQMGDb7KHK54GGBnYM4K4/ra3ud01N5I+nZga5HKUhM+A4dvG8RJk/1Zgx7HdbW/n3rJ6o6I9CgVylyr8vb5+8Xq4LEGsHpR5j55IvnFl27uzZ7vkjR9qevs3FjEbYvdvGlCnyYwoFCvY0S/1aKJS3nebU1lbW19ksEWkLtp0oufYkk3bZea6PZnl5fshmmcuT2Geu+5YdqDxx/LS2UoS1XfIbHTUqwfml28Xz2BhMJADHKb8/AMtpa9tAR4d3++j6lFOZzj96FJg8WT42+L7LZpmv4Lvvsr53+0eutgTp94pnvKEBFuWaaWxkP9ksEsVBYLMLywoCCgWYXLqSRGNj5bHFQWYXg0CsxkZY/DFFXzezoYGVVfycoMAJAl+fhgZmslM0ttRGdiNYucVBm6A3CcuCWfyOSkk0NpY6M0EPSiYDq6mJ1TmZBLJZ/zmyeG5FP+fz5W3nUfTbMw4eZCbMZJLVm1DsRzPH5lIjm4WVTFaWl0jAchz3++IkmyCnVx5F8pZwHLWTqeMAiUR5W4p9ZAPq8zIZWM3NrB6jRwOvv17enr4+wHGQaGuTllExTm0byOVYGcWHuOz6Dz8MnHceI3KFQmX/yVB8m7abmtxxx40Pu9jnVlEwMtvagM7OsnrZzc1lfqwWAOTzsBoaWNttG1ahIL3vca23ca/Z70Vo6wN33nkn9u3bh4kTJ2JgYADLly/H9OnTkUwmcdttt1WzjmhoaMCSJUsqpN/29nacffbZ0nOWLVtWcfzatWtLx0+bNg0TJ04sOyaTyeDJJ59UlllLsCjg8iAQMQ1MS4t3EEgyCSxZgjK1STcKeMQIN8iRrs+DnPKDpoFRIUgQCL99qhiYQZg1y/2/X2Ab+aV5BYLoRAGLQSBU72rtBKJKBB22PFkiaEoDQwF9/HpI7aVxxwfC8m00DBYJ7JcKhk8DI0YB6waB0HFBooBDuQJRmhaK2iwutFpRwLppYAA31+CxCgJRRQED7k2yLHaT+UkqbBoYcaLRjQLu7gYOH1angfHbCk6MnPLKIq8TpOB1z1TnsbxR5VHAYhAI/yDqQAwCAdwFZHAQuPRS4H/+h33WCQIB3AAU3SCQkSPViaABNzK+SJpLZdd99KoObQWwra0N69evR3t7O15++WUUCgUsXrwYF110kacZNi5ce+21uOqqq3D66adj2bJl+MlPfoJdu3bhi1/8IgDgU5/6FE444QTcfvvtAIB//Md/xLnnnot/+7d/w2WXXYY//OEPeOyxx/DMM8xfyjAMfOUrX8Ftt92GWbNmYdasWbjtttvQ3NyMK6+8surt8QMjHN5pYJqbXTMvncM/v5YF/MV1iwPA5ke/rD25HEv10d2tJoCUCiZIGhg/AqhKxyGmgaEoYDqP/02gVDB+EcAA68cJE7x3A+EzY6iigKn+KgIorqmEKGlgZPvjhi3PKxE0eX+0tlYGfNJ5PAEU26iTCoZPA6YbBcwLNoODbn9UNQ8g4O7UQVGlQfYC1k0DA7BrBEkE7ZUHUDcNDB8p6xUFTDeJPvOpa0gZ5b8Pcl2CbhQwwBJ/ihI+RQHzUaiyQSFGAdPAj5IGRryO384m4mQrI4D0IIbZCYSIH01MAwPsXtFbnk4aGP7aPAHk07hQGTICKEYBUx35lwkqu04Aqw5tAggw0rRq1aqyyNla4WMf+xg6Oztxyy23YP/+/ViwYAHS6TSmFB/4Xbt2FaMsGc4++2z89re/xY033ohvfetbmDFjBu6//34sXbq0dMzXv/51DAwM4JprrsGRI0ewdOlSrF27Fq26b1dVRC4HmGY5ARTTwLS0lOcJ1XmBC6IAdnSEI4CqNDBR8wAGUQCnT2eihFcOQPF4PwWQrqGax0UFcHCQvRhVSwH0SgMDBE8FI0sEnc2yHy8FkNYNynEsvogAesmgSTQRx8LRo/oKIPlw6iiA1E+hCCCvAJJsyaeBUTlf6uYB5BVA8cYAlcTPbyeQRCKYAkgPtqjw8Iu+uGgTWRMnjSAKoHjDdBRAOmbHjnLfD64OvgpgNdLAiPcsLAF0HNe/hB7EsGlggMpNs712nJGBrq3aCYTcEIgAtrWpE0ED7ByqQ10BrCm0CaCfmfeb3/xm5Mr44ZprrsE111wj/d8TTzxR8d3ll1+Oyy+/XFmeYRi46aabcNNNN8VUw/jAFkN/EzC/eMVBAGk3i5YWdp2gJmDmB1ZZFx0F0I8AilvB0Xn8b0IyyfzGHM2YCh0CyO+pDKhNwLRm6CqAYZUor0TQQDwKIMDEEH7dERVQmQIoriOTJgEbNnhfn08Dxo913rQrgjfjBlUAaZ2KpADKEkF7PYSJRPmedYA3ASQlSkaM+HNVO4HwhDSIAiiWH0QBlO3pW00F8MQTmXzf26vOAxhUAYxqApaRKaqbigxTO+nejxzJ6tTf7z6MvBSvAxkB5DfN5n/rmoD5PIBETHkFkP4XxARcVwCPCbQJ4G9+85uyz9lsFjt37oRt25g6dWpNCOD7CWwruHIFkBZh3gTs5QMog18iaDfAhJEnWn/EeXnGDLYoiy+i/NwoEsCwCiC/IxZQbgJWqWoA8wNUbBRTgenTgXXr1P/n53PVDlWiCZj62U8BVK3dfoibAMp8AAGXADY0uD9ApQJI4pZMAQziA8ir3V77AAOVCmBzMztfRwGk8yMpgDSweQXQaxHV9QGkTibzXFgTMD0slHDXccoVJRn4juMVQC8fQKozTwBpcJIC6HfdsArgcccBe/fKnWJNE04iwRRAuj8yvxCZCdgw5A8YbWquo0zyoLJUEzBN7LwCCDAiRaQrjALI7wTCX1/8HVQBpHEFlCuA1IajR9kxzc3qnUAAuQKo+9JQRyRoE8DNtK8Wh66uLnz605/G3/zN38RaqTr8g0DI6sTPWbKFV4SfAkjPJ803FPEpzmWXXALs3q0WJigCkxBHEIi4FRx/PVnZixbpzyHTprHsDqrtP/m5kZQjfxMw++2nAPLJ8IOg2gqgSABJdJAFgegogAcPevMj3gRMghMRQJmvI7WVdpqincCammpAAHkF0LaDKYBBTMB+BNAvCISfFHhznVcd+QAGGQH0UwBFIkO/ZX5xPGTmWR0FsKGBvWHs2iUnd42NTAHs7GSfZWnLZApgMhlu83IgmgIoEsDubte3IagCyAdYiAqgSAiDBIHw6h+/NaCoAFK0L6/A8i8RVMe6AnhMEGgvYBGjRo3CrbfeihtvvDGu+tRRBJu3yxVA/oUtmaycs3Se32RSjwDSSx69cIrzsmHIX0KFLAolRFEAVVvBAWofQAC49Vbgj39UX5PH5MnsdzHFVwXE+Vy2LlH9GhpY/UQCePrpwMc+pg7cCEMAVQGNQHQfQHoJ6Osr335UpQASt1EpgPm8fG97gmwnKD8FEHCvOzTExjeNcV0CGFsUsI4CyCsycRBAHQXQ7xgRfibgMD6A/PE61yXo+gAW03pJCWBDA1MAOzrYZ10C6JXcPwwB9FMAReWUVwAJNCFLckxKQQ8H3/dRFcCxY8snf3p7FRXAri72Nsb3lewavAJYJ4A1RSQCCLBkikeOqLP71xEOTAHkt15zF0NSOsIQwObmeAigCqrUGmEVQH5HraAKYDKpVo5E0Hyq6hsdAkj1FFOZUF2nTwd++1v5HBtGiTr2CqBRdh5xG9k4pFSbKjMw+Y2SCZiVX+5HrgKROFEB9BtzdG5oBZA3AfN+AX4mYJ29gHVNwDpBIKKfoN+bAa/UydJ8hPEBBPwDQcIqgLbtDjAPAmgEVQC9IshqqQDyBLC3lz2YOkod4A5wfmJT+QDqmJAA4OqrAd7nnnxLRQUwl3MVQFIhZf1impX7QNcJYE2gbQK+++67yz47joP9+/fjvvvuw0UXXRR7xd7vYM+JO1GPHetaMEjp4OcsWkD9XuCam12/PtV1gfAEUOUfHTYIhJ/7gyqAQcAHXcogzlstLe7aTOAzHPC+/jpzalgFsJY+gHz2B6DcN9MrDyDgrs/79wMLF1Zemw9WjVMB9Bu3oYNAyK+NNwED7LugCqBXHsCoQSAyE3AQBTCID+DIkSzHFD1EfBoY/niAEZk9e4A5c8qvK8sD6DVh6SiAZAImBXD8+MpjZD6AXgTQTzqO2weQ0Nur7/8HuO3iCaAqClhnAQHY5Ffc8QaAWgEEXAWQypf1S90EfMygTQApvx7BNE2MHz8eH//4x3HDDTfEXrH3O5irhKsAjhvHCKDjyE3AXmICD0rtoVL7VT6AcRDAMCZgnpDJ0sB4KYBB4Dc3i/01alR5Dka+fqQAimlgvBCGAMaZCJpiA2RRwH195QqgaAIWfQBlQgJtrqNSAHnyzBPMo0fV7gYEui4pgMmk6ypVVQWwt7fcBAz4E0BeAdTJAxinCVg32kg3ClhctE8+GXj5ZbUJmH+Yf/5z4JZbXFJG5cly59FbgKquTU36CqBtM6IqQnTCraYC6GcCpn6jB040AQdJUxZUAdQhgCJkCiC1obm53CykMgHXFcBjAu27vXv37mrWow4BbN4uVwDzeTYXyEzAfvlnCTSnDQzI5xF65qKagMVFVccETFYC3u+aFw34tvqlgQkKP+uMOG+NHl25LokmYNGtxQtxKoBhfABl40cnCIQpz0bJMqhSABsa2Bj+05+AD3/Y3UqQwAcH8gSzq4sJIV57GtNaUdwJDE1N7ritehCIaAIeHNRXAL3e2ijSiJhs2CAQflFWmYlF8ASQj/IUFUDRBDxnDvDrX7uEQjQB8w9zdzdzCOXNvpmMPK2An9I2cqSrAMoeiIYGpgAeOsTepGWBHTwxB/x9AMVs5SLiSANjWaw/oiiA/NsRQeUDqBsEIkKmANL44RVAHQIouhPUUVVE9gGsozoQFcCxY9nvQ4fkJmBdAsgv6jLoRgGrEEUB5K9P4K0iQRJBB0VQEzDvk8kfQ3UqNwH7JyMMSkQKBXZ8EAUwnQZ++lN5ebwJlsCPFVkQSCbjcgm/IBCACT6PPsoirn/96/L/ieop4PoA+vlxJhKuUEYKoO64jRQE0t/PGDBf6bgUQLpGHAqgn5lYhEgAKcrTTwGcM4f1CW2pw6eBAcofLup08msRr0uI0QewRABlqIUPID04uiZgoHI3EN4XQwcyE7AqCrhaCiD/QPMR5vz59SCQYwLPu33FFVdoF/TAAw9ErkwdLkQfQJq3OjvlJmDZAi4DLepewQ5AuQLIz/l+UBFAHQWQzuOPo3mB3/dYpgCGmbd4hDEBi1vHqRRAL/WKEFQBFN2sxLKA8vIcB/ja19j9/9znKs+RcRHLcjmIzAeQBSq5Zm4vH0AAuOYa4PLL2c9ddwH8jos8eRZNwEEIYE0VQFLnwiqAXj6AgEsyAX8fQJW6p0oD4wXxIRQVHi8FEAA2bWK/vRRA6vRDh1zyFnYvYB8fQKfoA2gEIYB+PoC69eJhmq5yLIMs635bm/s2A5S/ielAZgL2igIOqwDKgkAAuQLo5QPIv9HT81VH1eC5NDU2Nmr/1BEvxChgUgBVBJDmU10TsJ8CyBNAXfMvEC0IRHYen/S6mgpgnCZgIjHVNAEHJYAvvAC8/rp6zVKNHwoakpmAmQLIphBSAFVRwITjjmP+42I/830nMwF7IZFw14qgCmCkIBCeAB5rBdBrJ5AoaWCobB0FcOpUVudXXmGfvXwA6YbzeYHiUABVJmBSAGUBINSGaiuAVD9dH0AgugIYxAdQNwhEhFcQCK8AknlAxwRcVwBrAs+7/ctf/rJW9ahDAPNtVpuAw/oABjUBByWAXj6AOiZgLwLIu06JxO9YmIC9gkCqHQXsRQBlPoA//zn7rVpLVeNHRgB5gmbblQqgn5Ag2xpWpgCSCdgrApjOIS5GCmAQE3BkBZCPAo7LB5CuoZsGxjDYj44JOKgCSCY+Px9Ay2KBICIB9FMACVEUwBNPBG6+GVi+vPKYhgaYg4MwjhwpjzrmISOAFLkkgx8xVRHAZFLfBxCoJIC9vaytuqDx5qUABt0LWIQqDQzAHkY+CERlAqb61YNAaoq6D+AwBVtE3Yk6mWSkzM8EHBcBrLUCqMofKFMA+XkmLgUwkWDrp64JWKUA0i5RQaOAgxIRmbsQQRR6+vtZ/kHKXSyDyoWA0t3IFEBm7jVK53kFgfDwIoC8O52uCdi2o/kAxqoA+hFAmQLoZQLWJYD0t04QSBgFUCcKGGAEi0K9RR9AfvCpFMCweQANA/jnf5YrfPxOINVSAPftA771LXfz8TAKID0UfN+PHBndB5APAqFN3oHwO4GI0FUAdUzA/Pl1Alh1BKL7//M//4MHHngAu3btQkZ4KF988cVYK/Z+RzZbvhcw4OYCHBxkUZQyd6K4fAD5IJC4CGAUBZD3AaR1iD8vKgE0DO+Xc5kC2NdXvlbyxzACyP4+1ibg3/+e3ccrrwSeekpenpcC2NXF5mcigIbB2pnJGGhqikcBVJmAdX0ARQVQN3o9dBAIT0zCKoBxmoCpHK88gDoKoOOoTcB+PoBAucLmlQhapQDKfB2D+tqJsG13J5Bq+QCuWwf8y78wR9tRo9j/ZL56fgoghdMT2tqAt95yP0f1ARw9urZpYHSjgMW9gG27HgVcA2grgD/4wQ/wyU9+EiNHjsSGDRuwcOFCtLS0YPv27Vguk93riAQxCARgBFBlAo7LB5DmtKYmttD39AQjV3EEgYjnAYwAVjMRNCAnJgSZAgiUq4D8WlRtH0CZtYgvC3DLu+8+4JxzgLlz1XOqlw/gu++yv3nhgdY/XgH0CwIhBDEBd3UFMwGTAigTU1TnhlYACXwQSJw+gLwJ2C8IhP6W7QQSxAeQ/udlAvZTAAl0XV0FMMpOIF5obERDTw+MTCZYFHCQreCojn7mVD8fQLH9MhNwWB9A02TnViMNjMoErBsFXPcBPCYIRAB//OMf40c/+hEaGhpw/fXXY926dfjSl76Efq9M7XWEgpgGBnCTQdfCBGzbbK4KqgCqfADjCALhFUBxnomLAAaJAgbK/QD5Y4aTD+DrrwPnnuttVVGNn5YW4OBB9jcvPNALeqFQrgDm89F8AMOYgGUEkK+nF0IHgfAPRZAgkCA+gEEVQDGZMRA8DQwvxYrl+vkAAi4BbGhw8+3pKoCySSIOBbChAcnDh9nfKhNw0ETQIjHVJYB+CqD4QItRwEETQdPEQu3hrx9XGhi/nUD4RUFlAq6ngTkm0CaAu3btwgc/+EEAQFNTE3qKNpZPf/rT+LWY1KuOyGAv7moTcFgCSIujHwFMJNy5Ig4TcNQgkFoogEFNwEB8CmBYH0AdBZASJHtZVbxMwOTSxa87RCZVCmCUIBCeL3R3B/MBJBMw/z8vRAoC4S+iawIeDj6AXiZgPpcRQTcKGGBBIFR3vh388fx1aqQANtKbmpcCyPdLUB9A+juKAiibbHkFMJtlx4RVAJuayq9fTROwSgEMshNIXx+wfj3w4IPe2wHWERraBHDChAk4XHyLmjJlSsnnb+fOnSgE2XKgDi2wNDByEzC/Ewht4aXrA2gY7Jn08wEkBRCobRoYVSLoWimAcZqAh4sPIK2rXmupavw0N6sVwGy2UgHUNQHncuXrrZhCB2DbyjpOOBMwX0+/c2MxAQdRAMOYgMMSQJkPoNdA4ycAvlwZAZQpgCNGACedVD5pWBabeLwUQMdh6hY5H/PtjKgAOg0NMGmw6QaBBPUBFBVAVb38FEAZARwaYj80yIP6ADqO2x7++nwUsO5eojLo7gUcZCeQkSOB3buBD3yAJQ7dsSN4verwhTYBXL58Of70pz8BAD7zmc/gK1/5ClavXo0rrrgCH/7wh6tWwfcr2LwtNwHzO4EA7rMH6D2/TU36CiAQjgDyi2o+z+agqGlgvBTAqImgAfXLORHs94oJ2IsAZrNuoCIPLxMwtYMXHohMyqKAdUzAfBsAuQ8gcYMwQSAEHQIYOgiE/zuIAhgkCERmkgUYCfjmN4Hzz5eXTZD5AIZRAGWJoGUKIMDMwHz/0LZ2MsWMdgLp6GB9N2VKeVk00GSDlsrRMAGXQPm0RIj3JZsNthWcrgKYTHr7AMpMwABTAWmQB1UAAXZuMlk+yZEKkMtVBmEEQRAFUHa/ZEEgf//3wGOPAZs3s4lg7tzg9arDF753e+PGjVi0aBF+/OMfI198QK655hqMGjUKzzzzDFauXIkvfelLVa/o+w1iImjANQE3N1cSQN0gEMDN7Ub4xS9Y+qwTTyxfiMMogLJ0LnywpApeBNA0XdUIqJ4CqHo5l6ljra2sXl4KIJGjY+0DSASQJ+dif3kFgRDiVACpDUTWZD6AHR3stw4BpAXXixIAACAASURBVPPDKIAksgUC3/G8CTiIAqjjA8hfg4dhAN/5Tvl3qiAQ0QSs4wOoYwKWKYAAW6zffrv8OxUBJJZPCs/UqZXnUZ1lgyoAAXRaW2GoNi3gH0AiRn4KYBgfwMZGtflFZgIeOZL9PnrU7bOgaWAApq7KFEBqNz0E1VQAvRJBE8Gn81tbgRUrgteljkDwVQAXL16MJUuW4J577sEg9+Zy5ZVX4u6778a1115b3wmkChDzAAKMAA4NsbkgigLIm4AdB/jsZ4Hf/Y595gUHWkijRgHL1hSd8wD3pVh8Qa9lFDBPigmGUZkMWkwDQziWPoCU1YMUQEBuBvbyASTICCBPcoOkgeHbAMjTwAQhgHzZQRTA2IJAoiiAXj6ABB1lRjcIJKgCKJqA/RTAr38duPfe8u9EAkid3tfHJiMVAfQatFRfXQVQZf4FwhHAsApgUBMwUK4ABjUBAy4BFH0AyZRBZVdDAeRVARUBFOtbR03gSwCfffZZLF68GNdddx0mTZqET37yk1i3bl0t6va+hkwBJP/lQsElRUA0E/DgYHme0KgKILn7xEUAKeWNKJzUMgpYRgABNneqFEAxPZsfwiqAfomgqT95AigzeXolghbPp8+8AkhBIKIQIIOfCZjGEIlDfj6AvDsc/+JC9fRCzdPAkE8WLZhUcRn4yussjH4+gFEUQFkiaJUCeMIJQDFgsAQZYSJ1q7OTEcC2tsqbrZoYAJeUagSBAICjMv9SG/jM6UB1fADDpIEB4jEBy6KAqb9VvqY6kKWBUfkAyvqFfwEKo0DWERq+BHDZsmW45557cODAAfzwhz/Enj17cOGFF2LGjBn4zne+gz179tSinu87qIJACCoFUOf55U3AlDCX5q+oPoBApaoi2+JSdg6gJoD8/Mwngq5FFLCKAI4eXa4AiiZgwrH0AeT7nk+vIsJPARRFh7hMwASxj207mA8g4I7XYxIFTBcaHPRuPH9zgpiAwxJA/mYESQPjZQLmFUDags4PMgVw4kT296FDjACK6h/grQDybzdeCKsABvEBrGYaGICFw9NkHTQNDOASQJUCWC0TsG4UsOzvOqoO7SCQpqYmXH311XjiiSewfft2fPzjH8ePf/xjTJs2DalUqpp1fF9CFgTiRQDD+gBSiil+3gLCRwEDlY71cSuAMktDrU3AQKUCGNUEHDQRdCIhtx7ylj6eAHopgKrxQwqgKDow33wDhYJZqn8UE7AYfNrQwEzAiYS3EEPX5ssN6gMYKghEpQA6jr8CCLhMGdAjgGHfIuJIAyOa+HgFUHfBlimAOgTQSwHUmVgAd+DrKoBhfACpLn4pVcKkgQGiK4A9PezBEH0Aq20C1o0CFutbR00Qai/gGTNm4LrrrsMNN9yAkSNH4tFHH427Xu9rMN8toyIPIJ/CKooJmPcBpJdKkQBS4AUQTgGsBgGstgKomptVgZheCmAYE3BQH0Avf3agVgqgex61IYwCKPaxbTMCOGqUv8AkKoA1SQOjSgQN+PsAAuUPrcoHkK6RSOipbH5BIFEUQFkiaNq6TAcyBXDSJPZ3VAVQ1wSsygEIxG8CjssH0LZZPY4eZf1kWeUD3A+iCViMAo5TAeR9c2QKYC6njgKW/V1H1RGYAD755JO4+uqrMXHiRHz961/HRz/6UTz77LPVqNv7Fi4JK5/MW1rc5yquNDAyBZDWmygm4LgJIE+Q+CCQWkQBR1UAVes7jzAm4KAEMEoQiEgA3TQw8SqAfP/p7ALCn0Pl8uu23/MQiw8gNV7noqIC6GVCpWvoqiKyIBCZD2BciaCjKoCjR7tSr58CGIEAOjTwvQgg33dxBIHE5QMIMF/Jw4eBH/0IWLVK72WAIAaBHAsFsB4EMmyh1du7d+/Gvffei3vvvRfvvPMOzj77bPznf/4nrrjiCrSIiTvriAxXDSlXAA2DWTH27y9/juPwAZS9uNL6E5RciYtq1ChgsrDJEkHHnQcwqA+gVxoYgG3npyveqIQBGbwIIC/06JqA/YJAdH0AaSyG9QHkTcCAHgGkc0QF0Lb918rIUcB0EV0VgzpGVExkCEoAq+UDSOXGrQDaNiNlW7cy0uWlAMZgAvZVAIkYH0sfQNmAb2sDfv5zlhj5V79S10kGXR9AIoBhFUBVEEhzs/t86BBAnbflOmKD78yycuVKrFu3DuPHj8enPvUp/N3f/R1mz55di7q9b+H6Y1W+qY8b5xJAXhEL6gNIc5yoAGazlSa1qApgXEEg1VYAw0QB+5mAxf2cVUgkgu12pKMAij6AXmKKXx5A0e1ITAPDK4BRo4CpfCCaAqgzJiKbgOm3YbiF6ZiAqaO8FjzeBKyDavkAVksBTCTYhPaXv7DvgiqAOglGAbcfdU3AUXwA494KDmAPwfbtwEc+AixZoq6TDFSHvr5yBZBSBNCWRlGjgMUgkEmT2ARJEwjdfy8TcF39qzl8e7ypqQkPPvggPvShD8Gq2+drAje7QiV5ID9mPp9oFBOwLApYXFBrYQLmXxJ5qHwAxRfNY2kCdhxWf5kJWJcA1sIHMG4TcF+fPAo4bB5Aw6gk9n4pYAC1D2BVCaBMHic5UVcB1GXKuoNblwDqKICiSZtXeOJWAJ95hn1XLQWQ+vG96AMIMAJoGMCtt6rrowJfB34nECKhcaSBkZmAUylg587yN3Q/BbDOL2oO37v9xz/+sRb1qIODlwJIBDBqImg/H0C6BlAbAkj1Endl8FMAL70U+NnPjk0U8OjR7H99fUwhU5mAdVAtH8CgeQBVUcAqE7BKAQxjAubPCWICVimAOuM2dBSwqADyFQmiAFbbBCzbCzjsVnDVUgAzGebnJmP7MfgABg4CGRhgdfPzWVERQMq+Ljs/mXSjp0yTTcSWxeqoIoAXXAAsXAjMn+/dTlW7CLwCSOpBtdLAGIab5xFwX47qBHBYoa65DkN4KYA0h8WdB5AngDRvRUkDE9QHEHD3OubBK4CFgptDl9o+bhzwmc8Eq58KYUzAAFMBR4xgxxFpDmoCDkMAVfdF5QOoEwUsttEvCIRXAEnB1XVtEwmgKKYB0X0A/RBZAQxKAKvpA0imWh48G9dRAEVnTL7cKD6AstxQpAACcvUPiEUBdM45BxuvuQbzZ85UHyQSQL/cQ/zG2nzm+6Eh9x6oTMB0XFMT8IlPsMTZP/iB+q3um9/0rosX+DqQD6DjuBN/tYJAZPUgE7CKANZNwDVH3eNyGMIlHN4mYH4+j8sH8FgqgOPGucl/CbwCCLhktxq+wmESQQOuH2AUBTAoEdEJAlHlAYwzDYy4FZzOnvJUD9EEzJ8TxgTM8yU/AYe/TuQgEL4wYPj6AEYJAolKAGUmYFIAATUBjEMBTCax0y96NigB5FOb8PUbGlJPGMW6AHDfNHftAt54wy0j6GTrB5EA0vUpeq2lhR0TNQjEz6WBNwGrfADrCmDNUafcwxA0r4lpYIB4TMBNTWyOKxSqEwUcJggEkBNAPgqY6ucnnIRFmETQgDuX8nNbOQH0DwMOqgDKNg2QlVetRNDsHhsVW8HpvIiYZqUPfZwmYIA9H8NeAayFCTiuIBDeBEypazIZ/aTEsrdC23ZvcBUVQC2IPoC6BJDawSeClqmoBFH+7ulhihxQfQJIPoCAO2lRcui4t4IToeMDWFcAa466AjgMMW0asGVLFjNndlX8b9Ik9rw0NUXzAQTYXFWLKGDdeXrsWD0FkE8EHSfIDUdcH4MogGJammPhA8iXFzURdDIJnHoqsGBB+fduHsByBZC/vhdEsi2uC2GigPn8uFUngJbFSFBUBbDaQSAyH8CwiaD5XU7I3v9eUAB1QCqn47C3Y68UMPw1qQ68AqjKHA9UKoC9vcC777pleD3UYSDzAQRYkk2qT1QCqGMCrgeBDEsMewJ45MgRXHXVVWhra0NbWxuuuuoqdHVVEiPC4cOH8fd///eYPXs2mpubMXnyZPzDP/wDjtKAL8IwjIqfH/3oR9VujhYaGoCZM4HGxso39f/zf4CnnmLzk7iWAPo+gAB70dVRAGvpA6gigGL+3GrMFTQ3imuNigASOaHhOFyCQNh1w+UBFPvVNIFNm5gfOg8xDyApgAS/cSgjgGF9AGUKIL8Dld+5oYJADINdsJo+gEFNwLJE0DIfQD8FUJbXkN8iiH4HNQGLk0KNfAC1wPtN6PoAAu4DxvsAepmAaZASAezpYYmwHcfbsTcsZD6AgDtpESmMOwhEVg+/nUDqBLDmGPYE8Morr8TGjRuxZs0arFmzBhs3bsRVV12lPH7fvn3Yt28fvve972Hz5s249957sWbNGnz2s5+tOPbnP/859u/fX/q5+uqrq9mUWNDQAJx9Nvs7ig8gwOY5UgBlaWCGqw9gNRVAuiYP1XxOL8+8CThsGhiRNDsOcMopwJo18uN1FMAwPoC6XIN84MUgEP76XhAJoOgDSHXV8QEUg0Do76oqgEB5p/IVicsHMIwJ2GsrON00MGLHmSbvl+KWFVUBtG1gxgzWzlNOUZ8H1EYBBPQJoJcCqOMDSMEivb3s3O7uY+MDSJNYtYNA6ibgYYlh3eNbt27FmjVr8Pzzz2Pp0qUAgHvuuQfLli3Dtm3bpAmpFyxYgAcffLD0ecaMGfjOd76DT37yk8jlckhwg2zUqFGYSBuSvwcRxQcQUCuAUaOAoxDAzs5ygqdSAKtJAAcHy5Unr/mc3w84SiJoUQHs6wNefRV4/HHg4osrjw9jAqaxESQRtAqiAiiagMMogFFNwGEUQNsuj28IhMbG8osEUQCHcxoYGQGUKYBBpHh+UqA0KYkEMH06M0eqBrNItMS68sdEAT+ZBvUB5H/zBNDLB3BwsDznVUdHdQigaAKW+QA2NtY2CKRuAh42GNYK4HPPPYe2trYS+QOAs846C21tbVi/fr12OUePHsXIkSPLyB8AfPnLX8a4ceNwxhln4Ec/+hEKXhPjMIRIAL22FeXBm4CrFQXMqyqZTKVVSYZx49jaxFv4RQKoYzkLC/7lnIcXAeT3A1YHgfhDXLvJY2HLFvnxQQgg9T25rHmZgHVJEE8Aabu7qD6AUU3AogKomwcQCGZ+LyGMAkhRNf39+ibgWieClpnoZAog/9sP/MCjeVZ805TBslxzs6yufDlRwPeNjg+gaJoO6gM4NOS+fQPMD7AaPoBiEIioAIom4GorgPWdQIYVhnWPHzhwAMcdd1zF98cddxwOHDigVUZnZyduvfVWfOELXyj7/tZbb8WKFSvQ1NSExx9/HF/72tdw6NAh3HjjjcqyhoaGMMStWt1F9pTNZpEN5UikBpXnVS6bR20MDeWQyRhIJExks/72LPb82ejpyaGnx8Lo0TRv5ZDJWMX5Pg/LMgAkYBg5ZLN6RAYATNPC4CArAwAGB03Ytokcxwpl7Rs1il1v//5sKe3I0FACiUQBjuMASGBgIIt8PgHHKSCbjZewU3t7erJlJGlwkH3vONkK8jRqlIXOTtbWbDYBw2D1Mgx2DrOe+Y8NyzKRybj3j5nCbbz2miO9p4ODCdi2ug9MM4FMpoCBAaChwe17205gYKDyvEzGhGmW3yOd+ubzZtGPLgsW7cymFMfxHjMNDeX1yGRMWJbb/kTCAmCipaWyz0UYhgnAQiKRL5WXTFrFevkxO1bngQH5Rbyew0RDAxzbRr74P8uyYALIAyioKt3SAhtA7tAhGJkM63PVsaYJG0DBskrX8IJVzEfHH5vI51EwDFaffJ5dO5OBwx3Dt9EcHIRp22V1sooRvyaAnOPAyWaRME0YAByv+vNNsSyYmQw7dnCQ1QMoq4cKiYYGFAYHK/rUGBhAAkCWVV55vs5cajgOK2twEFZ/PzB2rGefG4bBju/rA7JZJDIZGAAKg4PIDwyo22dZ7H+9vXCOHAFRodyuXUg4DnKmqdUn2m10nNI1somEO6YOH4YJIGtZsBobYfT1wQCQJXU2ACwAyOdh5PMoQD72rUQCGByE6TjIGUZZG03HgQX/saRzH4Mg7jX7vYhjQgBvuukm3HzzzZ7HbNiwAQCKC2k5HMeRfi+iu7sbl1xyCebNm4dvf/vbZf/jid6iRYsAALfccosnAbz99tul9V67di2a/d4YQ6K9vV35v4MHmwGsxHPPvYjdu0fAMOYjnU77lnnwYBOAVVi37kUcPXoWJk7sx+HDSaTTaezYsRjd3U1Ip5/Fpk3jAZyNzZtfQlOTHuEGgEOHTkdPTwPSaabSvvLKdJjmXGnd+Pbt2tUKYDkeeug5zJnD7Kp9fSm8/fY2OM5RAB/AY4+tQy63Aq+//hrS6Xe066SDbdtGAzgXjz32NN58030737DheABn4M9/XouWlnKClMksxbZtDtLpF9HdvRI7d+5GOv06Xn11EoAzYZqO5z0k7N8/E4cOzUI6/QgA4PXXWV127jTw4IOPoqmpnMgcPrwce/YcRDr9mrS8XO4ivP76O2hszME055T63jBW45VX3kA6/WbZ8a+8Mg2mqTd+AOCNN6ZjcHBu0QScRzqdxqZNEwEwtf7ll19EodChPH9g4Fy8+eZRpNObAABvvnkq+vtHI51+EgBw8OAiAFOwfv0jsG3vl48tWyYDOA07drxealdPz1kwDCCdft7z3FdfZff24YfXorlZTX5l93B5Novew4fxYrHPzunpwRgAb+3Yga2KfjTyeXwYwOannkLr7t2YMDCAPyuObd6/HysBdHZ1Yb3GfTmzowNmLofnuWNX9fZi5zvvYFs6DRQKuAzA5o0bsUuyK0Z7eztmb9mCKfk81nJlLD10CFYmg/EA/rppE/a1tuLifB6NALp6e/GURt0W7N2L8YcPY106jcTAAC4B8NfXXsM+jXNThoFtmzbhLeHYE//yFywBsObxx1HQkHu9nsNJmzbhTADta9Zg6b596APwV4+6jdq+HecBeGbdOnTv2IGL+/pYfxw8iL/++c9YAeC5DRtwmEyrRTR2deFiAH959lkMbt2K84vfb21vxykANm7Zgr2az6BOG+3eXqSKfz/xwgsoJBK4CMDBbdsw0TCQbm/H2b29GNPTAwtA+5//jCy/g4cGFh84gKZDhzA2n8fmrVuxU1L/s48eRTaXw/EAXnntNezmjpmxfTsWAOgeGMATGm3XmU910B9k8/X/pTgmBPDLX/4y/vZv/9bzmKlTp+KVV17BwYMHK/7X0dGBCRMmeJ7f09ODiy++GCNGjMDvf/972D5mgrPOOgvd3d04ePCgsuzrr78e1157belzd3c3TjrpJKxatQojAz40fshms2hvb8fKlSuVdd+1i/1esuRMNDcbsG0TqVRKeiwPyjowc+aZKBRMTJnSjI4OA6lUCr/+tQXTBFKpFNraGMletmwJLrpIXwG8/34Le/agVJctW0wkk+V1k7Xv4EHgH/4BmDXrbKRS7HqFQgILF87FggXs8znnXADHMXHKKfORSs3VrpMOjj+e/V669FwsWeLgnntMmKZT8k9PpVaVLHh8W3fvZm217QTmzJmJVGo6slnWd6bpeN5Dwr59Bn75SwsXX5wq5tp1X3AmT74YZ5xR3v8NDQnMmdOMVGqKtLzm5gRmzDgZjY1Ac7Pb9y0tCcyYMQep1Mllx7/9tqk9fgBg924T991nIp830NhoIZVKlb2ULVt2Ji64QD1m7rjDwnHHtSGVOgEA8Kc/WejocMfMQw+ZSCYdXHbZat+6dHay6y5c6LbrqadMFArwbQ9Td4Hly1dhzJjK/3s9h4nRo9Fy4omla1h33gls24YZJ5+MaR7XdVpbcerkyYBpwty+XV3H3bsBAGMnTtS6L9a99wL9/WXHJmwbs2bPxoxUqpRv7pT587FA8Sw2Pv88zNbWsjKse+4p+YqctmQJFqVSSCSTQE8P2saO1aqb+eSTbluLTrOnnX46Fmmcm2huxtyZMzFbONYoTmQXX3qppylaZy41imrQyuXLkbjjDoyaNQuTvOo2aRIA4JyzzoKzZElpIR3d1IRzi1F6y849F84ZZ5SfV/TtOH3BAmD8+NLX84rRTovOPBMLNZ9BHso2cmbm81evLplZJySTQFMTUpf8//bOPT6q8s7/n7mcmZCQDMYEEuQSsOUmiAICwbYiSrhI6a77UlndVLsu2q7UZbE/q+u2om3VtVtf3S11tdYLFqttFVrdspGoiFoIICQKiqkXEBECyCUJhCSTzPn98eSZOTM5Z+Zcnplz5pzv+/XixWTmnDPPc66f+Xyf7/e5AoHHHoP/3XdZ/xcs0DfuQkHg+eeBaBS+WAwTJ0/GeSrtD/zyl/FjdP7UqZikWMb/EfvRVjJoUNpzSc9xNAKP4HkZWwRgWVkZytLNy9hHdXU1WltbsW3bNkyfPh0AsHXrVrS2tmIWT4VVoa2tDfPmzUM4HMaLL76IAuXgIA0aGxtRUFCAQWnSDsPhMMIqYzQkSRJyQqqRbtu8Wz4fO4yBAHS1g1/fx46x9crL/X0JfRJiMRYiliR/XOwUFgYNDbMJh9lwEEli44US2+y/EWX/uO4+eZJ9H6+MUFgYiPfV72dtDIUCkCSxAwF5TdueHvb9v/89G4P3wAPs/cJCqd9+GDIEaGxkfY1GWehRkgLxMeR+v6zr/Cgr4yXIJAwalDw+vLk5iNTTne8XrX3A7rUB9PbyGoDs+yUJ6O3tvx4v8ab3PC4o4HkMvvh6yYWY058zfEpU5TnC2umPfx6J6GsPPzeKihL9+tnP+KfpzxF+nHy+/sdWieoxLCiAr6AA/pSBn4FQCIF0Gxs0CAH+YA4GtfvYd0L6JSnxHenoy2hJWra3F4FwONEevx/B1PqF8dUlBGKx/m1SpEoHeUHJvoe5PxjU17ZwGOjpSdpu0ECmTqC3t/8+jcUAnw+Sjvs720ya67Dv5JX8fqCzE4GBA9Mfw76bY1CWE+PbgkH4urvjIdegWip63zEN8rGGAFBaisDBg+z9oiJLYxr79VGRzCIVF8cFoL+1FSgoYMsql9GbPq8kGIyPK42fH6mEQvFEk377pc+99aW7FhSIet5m65mdTzh6DOD48eMxf/58LF26FI8++igA4KabbsKiRYviGcCff/45LrvsMjz99NOYPn062tvbUVNTg46ODqxZswZtbW1xpV9eXo5AIICXXnoJLS0tqK6uxoABA7Bx40bcdddduOmmm1QFnlNJTQLRO4aWX+/cXOVaPHWmHiNzqipRm/ZTz4B8SWJJFbwUTE8PEybKMjDRKHsvF2Vg2tpYch4vxaK2f8vL2TK8vWaTQJSzigwaxIyCQAAYPhx4TyXKq7cOIBdWHF7AORWjtRUTSZD+fsWvAetlYM4+Gxg2TF9b1LKA9aJMyjVMZWXiVwugLwkESGQO6Z0LWFQSCKBeK1CJ3jIwqckgmVAmgaTLqlKD1xzS01azpCaB6M0C5hdTdzf7xaKcCSRTHUD+naNHAwcOsNfZLgPDj1ufAASQnD1lNgmE74d0SSBc8FIZGMfg+D3+zDPP4NZbb0VNTQ0AYPHixVi1alX882g0iubm5ng8f8eOHdi6dSsA4Espk3/v3bsXVVVVkCQJDz/8MFasWIFYLIbRo0fj3nvvxS233JKjXokhVQDqvRcHAuw+w/NouADkFQz4dTh+PHDPPUBqFCMTqZmm3d3679O8FAxvD5CcBZzpPmOF1CxgHiH4059YBq2a6CwvB44fZ/tfbSaQQECfAFTOKlJVxe7PJSXAeeepZwLrrQPIHUCO1rPUyA8Ivh0A8aQhwHgZGP48APpXh7j9dkDv5aiWBawXSwLw2WeTT0Q9ZWCAhAAsKhJfB7C3l/2yW74c+PnP+98Y1GoFKtGaqzW1TpCVLGCj2buSpJ0FnA0BaLQMDP+lNXBg5jqAPh+7eHgdQL8fGDkS2LGDfZ6tMjD8ewH2nSdPJk8sn7q8EZQ/EPQIQK0sYCoDk3McLwBLS0uxZs0azc+rqqr6MkQZs2fPTvpbjfnz52O+WnG1PCO1ELSR66ewsL8DyO9dyufOD39ovF1qdQCNCEDuACoFoNIBBLJfBxBgApC3R6v95eXMkWSZwGIcQP5/JMIE4HPP9V/eSBmY1EolIh3Ari51AajHAVSW+0kVgIWFmStxcEQ4gKYSAlMbaNQBVE7orYbZmUD+7//YSXP4cP9izWouoRKvOoC8P/v2sYs5k/2sFIC8bcXFbJ+nqwMIsOPe2cn+DRzIXOS+ELBwAcjnbh4wIFEjrKCA/cI855zE3xyzAjDTL/NgkBxAB+LoOoBEesw6gECyAORjkVMdQLOohffMCEBlEeNcOIBqIeBvfYu91tonfN8dPWptJhAuAHlR6dbWhADcvz+5ZFgsxvapGQGo9Sw1+gNC6QCKCAGrGU96SR2yYARLDqDWxkSFgP3+/nPspYO7e2+/zSzlTZuYm6Vc3+8XUwjarQ7gr37FnNkrr0y/vLIOIG8bdwDT1QEEEid/eztbp7w8sY1sDEEKBpMdzXCY/WpNDQGz7DPj21fWibQSAiYHMOeQAMxjRAlApQOYOhbLDKnjzEQ6gHy72XAAlSFg/m/iROCSS7T3CS9T2dKSSHYBjM8EkuoAtray9847j/2tDAPreVbw57yaABQ9BtBsCDjdGEAjWHEAeT+ECECjDqCeKW2U4x8ywVX/228DV1wB/OQn/dtjxgFUhoDd6gDyfvz+98B11yUywrRQjgFUOoCZQsBAwgFsb2frKGvdinYAAda31Crpav+bFWCiQsDkAOYcEoB5jNkkEID9IDx8mF27fPxZNh1Avfc1LQGYCwewr05q/N4MsHF4/+//AX1DUPvBHcBDh9j/ZkPAwSB75igFYCTCxmH6fMmJIMr9okW2Q8B8m8oQcKrOSEemqeCMYNsYQK2NGRGAmZbVyqpUIxBgO7WpCZg2jQ2k/M//ZGKQIyoJxK0OYHc3cNNN+trE28DbVlyc/HcmB/DUKbaOohxMVgSgmgMIJN7jF47ZC1BvEgivu0cOoGMgyZ3HWB0D2N3NnkXKDJNn3gAAIABJREFU0Gc2BKDRJBA9AjAbDiD/rq6uRAJISQkwZ07yM1QJK1WSEIBmQ8BA8rzCra0sGaSwEBg1KtkB5Psl3bPCaAjY6A+IhAFiPglEVAjYtixgrY2JFIBGHcAPPmA7dto0dpHcdlv/ZcyEgFMdHjMOIE/rzzRGLpVcOoBTpwJTpmReXmsMIJAQOpnGAKo5gLkIAdvhAPbNBBJ/rYQEoG2QA5jHWA0BA+z+w+853d3WHsQcqyHgEydYO3IdAgbYvTBVAKbD52Nt5mO4zYaAgeR5hXkSCMCqRHz6aWI5PSHgdALQiWVgrPzwqKhg/cpQG14VS0kgqRgJAbe3swMhUgD6/Wyn+v1A3+xGqsuICAGbcQABtp1MY+TU1s22A8jbosf9423ibVCOAQQyz6urFIB8DCAnlw4gF35Gs81T0esAKtuTur6V7ydMQwIwj+H3YjMCkN8PSkqU4Tz7k0DOPpuZBCdO5D4EzL+rs1O/AATY/VuEAzhoUP8kEIAdK+X+1BMC1hoDqPUstZIEYjYLWNQYwC9/me03ntRoBNscQIA1OtMvmaIi/bFt/r0TJqDflDXKZaw4gFbGAPLtGw0B58IBPP984L77gNpafcv7/Qnhk+oA8unf9CSB2DkGUFQIWO8YQLXXynXIAcw5JLnzGJ8v4fQYDeGpOYAiBaBSlBp1AAEWBlY6XblyAJX3ZkC/AEx1AM2GgFOTQAB2f1aWTDE6BlA5s1MolBC3SqyUgRkwQAbgsxwCtnLemZ2KW6gANOIAAqzcSEVF+mVXr07MUZgJ/r3TpqVfJpMDmCoeRTqAvNo84CwHMBwG7rzT2Dp8XKNyDCCQWQByB5CPASwtTfxis8MBzFUSiLI9SsgBtA1yAPMcfj83MwYQYAJHKQBFZQEDifui0SQQgAlA5Vi3XDmARkPAgLoATISA9X+3sjpIW1tCuPHnBSdbSSAiC0HnsgyMFYRmARt1AI8dy7zstGliBaDZMjBudwDNwNvF25YaAtZqW6oD6PerF2UWhd4xgFZCwLz2rhUBSA5gziEBmOcoHUCrYwBFOoB8e4DxJBAgWQDm2gHkIeBAIPOEAIC4EDBPAmlvZ/dTLgBTxRJ/nS4yyId6ZXsMYHe3X1X35LIMjBVsdwBFPvT4ttJN3WOmDIyaw+M2B9AMWg4gF4BaN6nUMYBAIgycjf6k3si0soCtOIDK71JDeaypDIxjIAGY55gVgMoxgNkWgEbu02edxULbqQIwl2MAuQNYUpIonp+O8vL+iX9mxwCePMnCv4C2A8hfpxOAfKhXtgpBZ8oC1uMAxmIJLSDivDODrWMAOzrE/pLhhaPPPz/9MpkcQDWHhq9DDmACLkxTk0BOnWL7UOvmkeoAAuwmwutQiSYXDqDaayXkADoSktx5TjbGAIrIAgaSQ8BGSpmVljIByNsVDifu/7nMAtYT/gWSk/hSM2JFCEDuSnL0CkA9IeAtW5hhZLYOoJUyMADb18Gg/QJQSBawXgGoPLFEPvTmzmWiQ8+JoYWWA5j6mhzAhAOYmgRy+nT6vhUUsKLIfAwgwBzAbIz/A1hblOeE6CxgPQ5gOgFo9McEIQwSgHmO1RBwSUnihycvA2OnAwgkagHycLAkJYaY5DILmN+bM6EUgFaTQDo62LRyQHISiDJcakUAKs2UEyeAiy8Gnn3WSgjY/FRwAOtXUZF9YwCzEgLOdAEFg+zkam8XeyJfein7l45MZWDUDoSaACQHMNEutRBwunaFw8Dx48nrlJdnZ/wfAPz4x6yWFCcbdQA5VrKAKQScc2iP5zlmk0B4RIDff0Kh7IaAjfy4LSsD3nyTzcseDieynYHcFoI24wBarQMIJGr+WQkB6xkD2NbGhPWuXeaTQHp6/AgEWHjQrAAE7BsDaEsSCJCoBZhr18NMGRi1EJ9THECz6d8i4O0y4wDyavc8bDxqFAt9ZIO//dvkv7MxE4jaayUUAnYkNAYwzxHhAAIJ4SNCAKaGgI0kgQDA7NnAxx8D9fXAhRey91IFYC6ygK2EgJlolQ07gAATvoB2EggXgJmygDPVAeRj1ffsMT8GEFDXPUZCwID9IeCcJoEACbWfrV8yWpidCi71tRUBaLQQtJYDaPTGIprUJJDUMYBaqDmAt9zCfvXmAjscwHTjQ8gBtA0SgHmOiDGAQEJkiHBirIaAf/xjliDZ1sbGqAFMUPEwNZCbLGArDiB/bcYB3Lcvedy2mgMYDKY/TnpCwDxx5f33zYeAgcSxsOIAuiIEbNQB1LusSMwWgk59bSUE3NPD1td7EbtxDCCHr1NQAFRWZqedqWjVAcyVA0iFoB0DCcA8x4kOoFUBqEUw6MwQMK/jytvIkSTmAupFGQKORBJJhFwA8nGQnZ2ZJ4dIJwBTHcCPPmLbNHL+BAIJcauseciFeqbsaac4gPy45XQqOMBeAWhmKjiOKAfQyA3BbWMA1QRgLtGaCSRXYwApBOwYSADmOaLGAGZDAJrJAk6HUgA6KQSsrOOaep8zEwL+9NOEPgAS+5M/A/UIQK0xgEozhTuAPT1Ac7Px466md4JBfcfGKWMAfb5EFrJlzDiAdoSA7XYAjd4QnOwA8jIwfn/iotQTAubwsHEusTsLOPWcpxCwbZAAzHNEFIIG2D3gzBnmMokqA2M2CUSLQMCZIWBAvY6r0RDwwIGsj599ljx9G79P8zCwXgcwUx1ALgABNubSqKjm200d3mNGANrlAALsONk2BjAfHEC1B7zVJBCjGUdOdACVIWB2sbP/MwlApziAdoSAJal/eIAcQNsgAZjnmB0DOGkSSw4bM4b9HQ4nBIGdM4GkIxcOoJkQMJAYB5gaAjYiAH0+pgt6e5MFYOr+1CsAe3rYv0wh4OJiJvyN7lMtB1DP+eOUMYCAzQ5grh96ZpJA1ELA5AAmJ4Hwi4z/gsxUBgZgF3zqvMu5IDULmP+diyQQtZsDOYC2QQIwzzHrAJ59NrB2bbIDyAWBU0PAuXAACwqYED51ypwAtOIAAgldIMIBPHOGvU4NAcdi7HzhE1FMnpxYxwhqZe8CAeMOoCwb/wEjEk8JQFFJILl2AJ0oAJVzAfN26Amn8ot34EB9Uw2JJtX58/mSp1syihEHMJ0AJAcw55AAzHPMjgFMJRQSJwDVQsD55AAeO8ZeW3UAZ86UMXJkm6HvFyUA/X51AchfR6PseBcVARMmsPfMhoCtOoBGy8KJJhi0MQnESWVgZNm5YwD5rxYldgtA5RhAfjHoCafyk9+O8X/K71feRAoKcpMEona8yAG0DRKAeY5ZBzCVcJi5XoD165BPgylaAObKAeRiwKoD+PTTvbj00gOGvp8ngqglgRgNAXPBmOoAAmw/dnSwsaDjx7P3zCaBBIMJl9PMGEAnCMCcO4D8QDvJAeQCK9tZwGYcQL6uEicIQCsOoB3j/5Tfnzo/MDmAnoMEYJ7Dx3pZDaGJDAHziEJ3N2tXLCYmCSRXDiDHTBKI1X2X7RCwSAdQVBYwF192Pcs9lQSSzgHUKtCs5vDk2gFUtk/ZXicIwNQxgPwzLfgydgnAGTOAG28EKioS71kRgKLGAJIAzDnkueY5Ih1ALgBF3FP51HJGp/1MR66ygDlGBOA117BxlVbbxY0htSQQkQJQzQEUJQD1DGvi6yrPEU85gE4cA6h1sYoYA8j3jRUHMHUcoN0CUDkGMFUAOtkBrKwEfv3r5PfCYQoBexByAPMcUWMARTqAfHuiBWCu6gByjAjAs89mItAq6RxAIyFgrTGAqSHgoiJg2LBECRojqEV19DqA3CXu6kr0S4RLbAZhAjAfxgCmKwOjZcWKyALmBRfd5gDyMYD5FAJWg0LAnoQEYJ4j0gEUVQaGb085T7rbHUBRiAwBq40BTA0BFxayZ/OcOcC55xpraygkx79L+b16zx8uAFta2N9Dhhj7flEISwIpK2MnpnIApxZ2hoDtcAD5dt3kAKYLATs5CUSNXCWBUBkYR0F7PM/JRghYxHWYjRBwMJhwi3IhAO24P6cLAZupAwikDwHzMmR/+pPxtmqFgPXCBeDBg+zvoUONt0EEwhzAiROBAwf0zenKf13YEQLW6qzWxSrCAQTc5wCmKwOjZyo4JzmA06YBI0aYW9eqA2jmXCKEQAIwzzFbCDqVUEi8A6gUgKKSQNrb2etsh4CLiuy5H3FjSGkimXUAOVoh4NOnE1PYmUGrDIxeuEt86BBzIe1yAIUlgQD6xB/AdlpJiTOTQLIxEwjfbk+PubmAgWQHsLdXzLRFVrDqADpJAP7yl+bXNZIEQmMAHQWFgPMckWMAOSJDwPyenW8hYDvCvwBQWsr+VysDY7QOIEcrBMyTQMxiZQwgkOwAlpe7YCYQoyxfDlx+eW6/U1QSiBnXxmwIWM0BFBlaMAsfA5hvZWBEIyoETA5gziHJneeIDAFznJoFnMsyMHYJwEsvBZ5+GvjSlxLv8XF1RkPAHK0QMC8DYxatEHC6iSaUcAHY2mpf+BewUQDec0/uv9OMAyiiDiDfrpkQsJoD6BQB6JYxgFbg54DPp10CIJ0ADIXYepluaoRwSADmOdkQgE7NAs5VIWjAPgEYCgG1tf3fLygQGwLOpgNoVAAePGi/ABSSBJIPkAMoDrUxgPzCzLcxgFbQcy6kKwMzYACwYQNw8cXi20akhULAeY6oMYDZCgGTAygGLpYAZzuAgYC5ELDeoXPZwDYH0A7SlIHxaZWBEZ0FTA4g8NOfAldckf025gI950I6BxBgQyGUM5MQOYEEYJ7jVAcwNQQsIgnEC2MAtUh1AJXHSw2tMYBqU8GZhW831QE0Wgbm0CF7HUChSSBOx0wZGLUsz1w6gE4WgKlzAesRgADwve8B55yT3fblCj3nQrqZQAjbIAGY5zg5CaSrS2wSiDK8mO0sYKcKQFlm+9WqA8hDwNkYA2jEATxzhtUBtDsE7BkBmK4QtJ4QMB/jZYcD6LQQsNm5gN2G1RAwYRuOF4AnTpxAbW0tIpEIIpEIamtrcfLkybTrzJ49Gz6fL+nfkiVLLG/XiYhyAJUiwakhYLWx6KJxqgOYOmuGEQGo3Pf8OJ8+zY6NNQewfyFoowLwwAF27lIIOEdYKQOjHORPDiBrV28vuyiNzAXsNvT8GAgEErPBEI7B8QLw2muvRVNTE+rq6lBXV4empibUqo2ST2Hp0qU4dOhQ/N+jjz4qZLtOw6ljALOVBczx2hhA7gDyMLDeMjCpY/L4ceC/dUQ4gFZCwHv3std2O4CUBALtSZlTw77K97w+BhBgv6bIAcx8LkiSt/ZLHuDoo7Fnzx7U1dWhoaEBM2bMAAA89thjqK6uRnNzM8aOHau5bmFhISoqKoRv12k4tQxMtrKAOV50AI0IQL6vUsdepgpAEVnAgYAcf2/IkMQcxJkIh4GjR9lruwUgOYDI7ACmSwbRg1IAusEB5N/d0WF8DKCb0PtjIBj0ljOaBzj6LN2yZQsikUhcpAHAzJkzEYlEsHnz5rRC7ZlnnsGaNWswZMgQLFiwAHfffTeK+9LuzW63q6sLXTwGB6CtrQ0AEI1GERVsIfDtZdquzxdATw/Q0+MDEEM0qrMGRwqBgA/8dJDlqGVHRJL86Ory48yZXgBB+HzRlCE8+vqnxO8PgJvWvb1RyHL65c1y9tlBVFT0Ihq19gVm+qhFOBzAmTNAe3svAAnBYE+G9vkBBBAKyYhGk9VNIBDE8eOxvs8zbUcbdr8PAEjsq4ceYuMU9XRZktjx9PlklJb22ObC+f2BPl3SXxiJPIZOwO/zwd/bix5Ff3jferu6EAQQZW/GP/fFYggCkAOB+Hrs7AJ6ZBmyzn0T6Ctm6YtGEQsEEDOwTyUAPR0d8e/ynTmj2lY1snUMfT4f2y+nTyPm9yMWjcIfDLIrwucz1D+r2Hmeqp0fagQlCbLfj16TbRTdR7dc01ZwtABsaWnB4MGD+70/ePBgtPAZ5FW47rrrMGrUKFRUVGD37t2488478c4776C+vt7Sdu+//37co1K8dcOGDSi0YqWkgbdZi4MHL8CxYyXo6Ylgz57dWL9+n6nveeedcgCzAACvvvoywmENl0AnBw6ch+PHh2Dr1g8AXISNGzegqKi/zZKpf0qOHJkKYBgAoK5uvaX2peOhh0IYOLAb6wV9hZE+atHWNhOdnb3YsGEPgMvQ2LgFXV3HNZdvbh4NYBKAbqxfX5f0WSCwCLt2HQAwEk1Nf0FHh7mxr599NhbAOHzwwXtYv/4zw+u3tJwPYBQikS5s2PCyqTaI4PDhC3D0aDHWr39TcxkRx9AJTNq/H2UnT2Kjysn97s6duAjAho0b0aMoyTGksREzAfTKMtb3rTfm448xHsC2HTtwVGfhx5knTqD39GkMPHECRz/7DLsNXGBf9/vx3s6d2Nc3X+BZH3yArwF4s6EB7Xwy6QyIPoYVu3ZhBoBYezs+2r8fH6xfj5F//SsuAPDhvn1oFnUDMYAd5yk/Fp3d3diQps/zZRmHW1rQaHG/iOpjB5/71MPYIgBXrlypKqSUbN++HQD7lZWKLMuq73OWLl0afz1x4kR8+ctfxrRp07Bz505MmTLF9HbvvPNOrFixIv53W1sbhg8fjpqaGpQIjhlGo1HU19dj7ty5kNLY5v/7v34cP+5DLObHBRech4ULJ5j6vpKSRL+vuGKe5bItmzf78e67fkyceGHfNmuSwo16+6fkd79jIQa/X8bChQutNTAHmOmjFk88wVyq6dPLAQCXXlqNqVO1nbtPPmFO6cCBoX77qqDAj+Li4QCAyy+fhYkTzbWpsZF9/+TJ52HhwkmG13/tNT/q6oCRI8O2Hs+XXgqgtRWqbRB5DJ2A/7XX4P/kk6S+8j6eP24cAKDmiiuSxhjwO0NAkuLr+d95BwAwvboa8pw5ur478OtfA7EYfMeOoWjMGIwwcMx9BQWYOGYMJvSt4+ubReOrc+YAY8akXTdbx9DXFwYPdHfjSxMmYPTChfAdZz/Kvjx+PM7N4Tlt53nqKysDABQMHJj2Og4WFWHYqFGoNLlfRPeRR/C8jC0CcNmyZf2yclOpqqrCu+++i8OHD/f77OjRoxhiYOb4KVOmQJIkfPjhh5gyZQoqKipMbTccDiOsUoBNkqSsXXSZtq2sYRYKBU0PsVAmAwwYIFkeY1dYyMYAynKw729JtW1G9h0XpYGAL68exiLOj8JC4MgRoLeXC7v0x5rvq1Co/74KhYC2NvZYHzRI/bjogbvEoVAAkmT8VsJNpnPOsfd48mROSdI+6bN5jecUSQJiMdW+BPrGVEiFhap1hHx+f2K9vv+D4bD+cV3hMHDqFNDTg0A4jIDBRJBAb29iHWVbdW5H+DFUuKSBggLWtr4bqeH+CcKW85SfH4FA+u+WJPhCIfgttk9UH11xPVvEFgFYVlaGsr5fDemorq5Ga2srtm3bhunTpwMAtm7ditbWVsyaNUv397333nuIRqOo7Ks1IWq7TkBZHFlEGRifT0yCRSiUXAZGxJhotWREryAqCQRgz0uRSSBmjy3/LWVnAgjgsSzgTIWgfb7+NxLRWcBGy8AAiRuKsq18m3ahVl/Jy0kgmW7MRkoEEDnB0Y/S8ePHY/78+Vi6dCkaGhrQ0NCApUuXYtGiRfFEjc8//xzjxo3Dtm3bAAAff/wx7r33Xrz99tvYt28f1q9fj6uuugoXXnghLu6ba1DPdvMFUQJQdPkqZRawJGnPEW4Efu/IVgkYJ1NQwPanCAEYCokpA5NwZM2tz885O2sAAh7LAk43FZxWeRa1jF+rWcBGbzROFIBqU+x4sQ6g3nNh4EBrNxxCOI4WgADL5p00aRJqampQU1OD888/H7/5zW/in0ejUTQ3N8cHdIZCIbz66quYN28exo4di1tvvRU1NTV45ZVXEFCcoJm2my8o58cVUQdQ1A+0VAEoAi87gGbrAGYSgFam35QkFobLdwfQc1PBpSsDk04AqjmARg4+OYDuRK8b/NxzwG23Zb89hG4cf5aWlpZizZo1mp9XVVVBVtQDGT58ODZt2mR5u/lCIJCYHUKEAyjqvhUKsXt0V5e4e7SXHUAuqEWGgAsKxAwbsOoA2i0APecApgsBq12sar+87HYARc4xaRbld1Mh6Mznwvjx2W8LYQgPeinuQnQIWKQDCLAaqeQAWoc7gEangtNyAHt7rY3/A6wLcgoB24BoB9DLYwDVJtmmEDCRR3jwUeounC4AT50iB1AEyiSQQCDzccrkAALWBSAlgeQhbnEAnSAAyQFkmPkxQDgCEoB5jlIAOmkMIBcep06pixAzeN0B5CHgTO4fkHkMIGB9PLbVEPDMmcA//AOgMWNjziAHsA8jSSBW5wIW4QD6/faKDhoDyCAHMG/x0FnqTpRJfVauP6tuTirkAIpFmQSiRwBmCgED9juAY8YATsi78lQSSCYHUO1gipwLmBUHNecAKqbhFJpdZhY1AcgvTi8JQHIA8xYPeinuQu1HuRl8PnYPE1kGBhArAL3sAIbD7JnX0WFdAPLjYbcD6BQ85QDykMHu3cD+/cmf9fToDwGbdQDPnGGvRTiAdgtAtTIwRUXsZuqlcifkAOYtHvqZ4k5ECUCAiYx8cAC9KAC56GttdY8D6BQ8JQBLSoD2dmBS39R9778PfOlL7LWWABTpAPL5V43eFMJh5wlANQewtBR44w02vsErkAOYt3jwUeounCoA+f3w9GkKAYuAiz5eviUTuRgDyI+r3689J3E+4KkkkBtvBN5+G1i7lv196FDis1xkAbvJAVRLAgGAr3wl/38VGYEcwLzFQ2epO1Fec1bvOdlyAIuLxWzT6yFgQIwDKCoLeNgwGSUlXaiszO8DEgyyYXGxmAfOrWAQmDoVGDGC/d3WFv9IcyYQNbFnVgDymq0isoCdJABFZbrlIyQA8xa33+5cj1MdQEoCEYtRB1BPCNiqAzhiBPD003W2Z/FahZ+fWsmxrqSkhP3f3p54z4gDaDYErPZaD04UgMqbpd1tsRMKAectJADzHKcKQGUZGEoCsQ4X1CIFoFUH0C3wfctnWfEE4TC7MBUOILq7sx8C5rghBOzzJdpADiAJwDzEg49SdyFaADo5C5gcQP0h4HRjAEWFgN2CmhnmCXhCCEdrvIbaL69IhJ1IRiaTdpsDCCTa4IS22AU5gHkLCcA8R+QYwFBIfAi4s5McQBE4MQTsFrjmUZphnqC4OLnTbW1M2KWi5vBcfjmwZw8wcKD+73ObAwiQAwiQA5jHePBR6i6cHgJOfW0FLzuAIpNAKAScDHcAPScAUxxAX2tregGYOgbw3HONfZ8bHUB+MZEA9OaNOc8hAZjnOFUAcsECkAMoAi76YjHnFIJ2C54VgHodQFEXnkgHUO+UONmGQsAUAs5jqAxMniNSAIp0hNSK5FuFHECGqDqA5AAyeAjY82MAW1sTaliJmgNoBqsOoHIquM5OY+MPswWFgMkBzGNIAOY5IscA/uhH1tZXwhPkREZqyAHs/1oLcgD14+kxgMeOsdeynHkMoJ0OYOpMIOQAOgdyAPMWEoB5jkgH8Pzzra2fCp+/lqaCs45IAUgOYDLhMPvnOQFYUgLs2wcACHZ2wheLpQ8BW73BiBwDeOYMcNZZ1tojAhoDSA5gHuPBR6m7ECkARcPDlpQEYh3lPnTKVHBuIjUa6gkUYwCDp0+z95zqADp5DKDP582bEsfnY/97eR/kKSQA8xwnC0AuNCgEbB2fLyGonTIVnJtIzYfwBArVK3V0sPdyJQDNOIA9PSwLCnDWGEAvu38Auzn5/c57ABEZ8eCj1F2IHAMoGi5YKAlEDKIEIDmA/Skp8aAAVDqA6QRgNrKAzQhAgI0pAVgI2AkOYCjk7fF/HBKAeQkJwDzHyQ6gaAHoZQcQSDzvaAygeDwZAi4pYbN/xGKQ8iEEDCTCwE4KAXvdAQTYDcdpDyAiIx59lLoHJwtA0SFgrzuARgQgF99qUTL+GTmACTwZAi4uZtm/p08jeOYMe0/vTCBmEOEAKgUghYCdAzmAeQkJwDzHyQJQdBKI1x1AIyHgkSOBP/0J+MpX+n+2YAHw5JPOSKJ0Cp4MASsmQZZOn4bs96tP7eaUQtBAQgA6JQQsSRQCBsgBzFM8+ih1DzQG0DsYcQABYPFi9X1VUgLccIOwZrkCTwpARQFEqaOD7QSe0alEVAhYeYMS4QA6QQCGQuQAAuQA5ikkAPMcJzuAlAUsFqMCkNCPZ8cAAvCdOsWSQNTCv4DzHEBZdlYImBxAEoB5ikcfpe7ByQKQHECxGAkBE8bw7BhAgDmAp0+rTwMHiE8CMVM3jwvArq5EORgnXAg0BpBBIeC8hARgnsOvOZ9PPXpjJ5QFLBZyALOHJ0PAyjGAHR2QtQSgqEK//EZgZqwKv5l0d7Pxf4AzLgRyABnkAOYlDhs1RhiFX3NOG/8HiJ8lyctTwQHkAGaTkhKmK3p6nHktZQWFAxjs6ADKytSX44V+RTmAZgSTMgTc2cleO+FC+NrXgKFD7W6F/dBYyLzEK7c61+Lkebiz5QA6sa+5gBzA7KEww3DWWUB1NXDppcA999jbrqwSDgOSBN+pUywEPHq09rIiBaAZha0mAJ0wBvDGG+1ugTP4zW+AcePsbgVhEI96Ke7ByaIoW2MAveoAkgDMHgozDACwd69H9nNf7DvY0QFZKwkEcJYD6KQQMMG49FKgstLuVhAG8eij1D04WQBSIWixUAg4eygdwJ4e4MgRj0T2iovjYwA1k0AAdtFZFYCBAAsni3IA6UIgCEuQAMxznCwAKQlELPx5x/crIQ6ufdragMOHWaURTxgaffVvpHRlYABxg/zNJk04NQRMEHmMRx+l7sHJSSCiZwIhB5D9T8aHeJQh4IMH2WuvOIA+ngSS7RAwIEYAUgiYIITgeAF44sQJ1NbWIhKJIBKJoLa2FidPntRcft++ffD5fKr//vCHP8SXU/v8kUceyUWXhOJkB5AKQYsmPT83AAAawElEQVSloID13YliP99ROoCeEoAlJcDRo/D39mqXgQHEhIABdjOgEDBBOALHP0quvfZaHDhwAHV1dQCAm266CbW1tXjppZdUlx8+fDgOHTqU9N6vfvUrPPjgg1iwYEHS+08++STmz58f/zuS7hewQ3GyAKRC0GIpKGD/nFbv0Q3wKXDb24Hjx9k5Vl4O9Pba266sU1wM365d7LWTHUC+DoWACUIYjhaAe/bsQV1dHRoaGjBjxgwAwGOPPYbq6mo0Nzdj7Nix/dYJBAKoqKhIem/dunW45pprMDBlovNBgwb1WzbfcLIoojGAYqms9Mi4NBsIBJgIbGsDTpwAKirYeeZ6AVhSAnz+OXudKwFoxgHkM02QA0gQwnD0o3TLli2IRCJx8QcAM2fORCQSwebNm3VtY8eOHWhqasKNKvWali1bhrKyMlx00UV45JFHEIvFhLU9Vzh5DCBlAYvlW98CduywuxXuhU8Hd/Cgh4R23xhAAJlDwHYmgQDsFyWNASQIYThQNiRoaWnB4MGD+70/ePBgtLS06NrG448/jvHjx2PWrFlJ7//oRz/CZZddhgEDBuDVV1/Fbbfdhi+++AL//u//rrmtrq4udHV1xf9u67txRqNRRKNRXe3RC99epu0yzSrB75cRjfYIbYNVgkE/gAB8vihSu6G3f0p4X4FeRKPOF+tm+piJwkL025d2kY3+2UlxcRCtrTEcPOhDRQUQjfa6ro+p+IuKwGVdT1GR5skV9PsRAxCzuB+CkgQ5EECvie0EQyHEOjoAvx/+QAA9sqzrYnD7MQSoj1a252VsEYArV67EPRlK7G/fvh0AS9ZIRZZl1fdTOXPmDH7729/iBz/4Qb/PlELvggsuAADce++9aQXg/fffr9ruDRs2oLCwMGN7zFBfX5/287Y2CcBCdHaewvr1r2WlDWb54IPhAKZg8+ZN2LfvtOoymfqnpLvbD+Dr2L9/H9av3y2mkTnASB/zEbf0T5a/ht27W/HRR4MwduwJrF//bvwzt/QxlXMPHMDEvtevvf02ej74QHW5mu5uHNq/H7vWr7f0fXM6O9Hd3o63TGxnnixj7+7d6AmHMV6SsN7gNtx6DJVQH/XT0dEhZDv5jC0CcNmyZViyZEnaZaqqqvDuu+/i8OHD/T47evQohgwZkvF7nn/+eXR0dOCb3/xmxmVnzpyJtrY2HD58WHPbd955J1asWBH/u62tDcOHD0dNTQ1K0oVPTBCNRlFfX4+5c+dCShMy4QnRJSUDsXDhQqFtsEpbGxPpl19+Caqqkj/T27/kddj/555bhYULRwhsaXYw08d8wm39+6//CmDQoAhOn/Zh+vRiLFw4zHV9TMV36BDw1FMAgEsXL4akEVYNFhVh5OjRGG7xHhM86yzIpaWm7lXB4mKMqaoCwmH4B+q/37n9GALURzPwCJ6XsUUAlpWVoUxr4nEF1dXVaG1txbZt2zB9+nQAwNatW9Ha2tovpKvG448/jsWLF6O8vDzjso2NjSgoKMCgQYM0lwmHwwirVOGVJClrF12mbfP7tST5HHfhc1O0sFDSHPZjZN8lxjsGIEn5MxAwm+eHE3BL/yIR9oPq6FFg+PDkc8wtfexH3/0uOmAApIIC7T76/QgEgwhY3QehEHyhEPwmawEGenvZL8F0bdXAtcdQAfXR2Ha8jqPHAI4fPx7z58/H0qVL8eijjwJgZWAWLVoUzwD+/PPPcdlll+Hpp5+Oi0QA+Oijj/DGG2+ohgleeukltLS0oLq6GgMGDMDGjRtx11134aabblIVeE7GyWVgJk0CZs0Czj5bzPZ4IqIT+0rkPyUlQFMTmwXEEzUAgXgBxJ7CwvQPA5EzgZjNWAuFWBJIby+VgCEIAThaAALAM888g1tvvRU1NTUAgMWLF2PVqlXxz6PRKJqbm/vF85944gmcc8458fWUSJKEhx9+GCtWrEAsFsPo0aNx77334pZbbsluZ7KAkwXgmDHAX/4idpui6tESRColJcCnn7LXXsoCBoBoUVH6h8H06cB551n/PitZwFwAApQBTBACcLwALC0txZo1azQ/r6qqgizL/d6/7777cN9996muM3/+/KQC0PmMkwVgNggGvdNXIrcUFzP3D/CeAxgtLERaT+3ZZ8V8nwgHMBYjAUgQAnC8ACTS4+Q6gNmAHEAiW/A8Lj4LiCfocwB7slTFoB9XXw0UFZlblwvAnh4KAROEADwiG9yLz8f+ecUVIweQyBZcAPJZQDwBdwDNijKj3Hyz+XW5AOzuJgeQIATglducqxFVpD8fIAeQyBZ9Zph3wr9AYgxgrhxAK3ABeOYMCUCCEAA9Sl2AlwTguHHAqFF2t4JwI9wB9EwCCACEw5BDodyFgK3Ap4Lr7CQBSBACoBCwCwgEvDMG8K237G4B4Va4APSUAwgAlZXoFFWrKZuEQsCpU0wA0hhAgrAMOYAuwEsOIEFkC086gAB63ngD++bNs7sZmaEQMEEIhQSgCyABSBDW8eQYQACorEQsH2ZF4AKQQsAEIQQSgC6ABCBBWGfIEGDgQGDiRLtbQqiiFIAUAiYIy3hk5Ji78dIYQILIFpEIcPy4+YkqiCxDIWCCEAo5gC6AHECCEAOJPwdDIWCCEAoJQBdAApAgCNdDIWCCEAoJQBdAApAgCNcTCgFdXeQAEoQgSAC6ABoDSBCE6+F1AGWZBCBBCIAEoAsgB5AgCNcTDgNtbew1CUCCsAwJQBdAApAgCNcTCgGxGHtNYwAJwjIkAF1AOMz+EQRBuJZQKPGaHECCsAyNHHMBjzwCVFTY3QqCIIgsQgKQIIRCAtAFzJxpdwsIgiCyjFIAUgiYICxDIWCCIAjC+ZADSBBCIQFIEARBOB8SgAQhFBKABEEQhPOhEDBBCIUEIEEQBOF8yAEkCKGQACQIgiCcDwlAghAKCUCCIAjC+SiLnZIAJAjLkAAkCIIgnA93ACWJpj4iCAGQACQIgiCcDxeA5P4RhBBIABIEQRDOhwQgQQiFBCBBEAThfLgApBIwBCEEEoAEQRCE8yEHkCCEQgKQIAiCcD4kAAlCKCQACYIgCOdDIWCCEAoJQIIgCML5kANIEEIhAUgQBEE4H0li/5MAJAghkAAkCIIgnE8gwP6RACQIITheAP7kJz/BrFmzUFhYiEGDBulaR5ZlrFy5EkOHDsWAAQMwe/ZsvPfee0nLnDhxArW1tYhEIohEIqitrcXJkyez0QWCIAhCBOEwjQEkCEE4XgB2d3fjqquuwne+8x3d6zz44IN46KGHsGrVKmzfvh0VFRWYO3cu2tvb48tce+21aGpqQl1dHerq6tDU1ITa2tpsdIEgCIIQQShEDiBBCCJodwMycc899wAAnnrqKV3Ly7KMn//857jrrrtw5ZVXAgBWr16NIUOG4Le//S1uvvlm7NmzB3V1dWhoaMCMGTMAAI899hiqq6vR3NyMsWPHZqUvBEEQhAVIABKEMBwvAI2yd+9etLS0oKamJv5eOBzGJZdcgs2bN+Pmm2/Gli1bEIlE4uIPAGbOnIlIJILNmzdrCsCuri50dXXF/25rawMARKNRRKNRof3g2xO9Xafg9v4B7u+j2/sHUB+dRjAUQiwcRsxAW/Opf2ahPprfnpdxnQBsaWkBAAwZMiTp/SFDhuDTTz+NLzN48OB+6w4ePDi+vhr3339/3JFUsmHDBhQWFlpptib19fVZ2a5TcHv/APf30e39A6iPTuErxcU4ePo0Plm/3vC6+dA/q1Af9dPR0SFkO/mMLQJw5cqVqkJKyfbt2zFt2jTT3+Hz+ZL+lmU56b3Uz9WWSeXOO+/EihUr4n+3tbVh+PDhqKmpQUlJiem2qhGNRlFfX4+5c+dC4uUPXITb+we4v49u7x9AfXQcCxagBMC4NPfpVPKqfyahPhqHR/C8jC0CcNmyZViyZEnaZaqqqkxtu6KiAgBz+SorK+PvHzlyJO4KVlRU4PDhw/3WPXr0aD/nUEk4HEY4HO73viRJWbvosrltJ+D2/gHu76Pb+wdQH92A2/sHUB+Nbsfr2CIAy8rKUFZWlpVtjxo1ChUVFaivr8eFF14IgGUSb9q0Cf/xH/8BAKiurkZrayu2bduG6dOnAwC2bt2K1tZWzJo1KyvtIgiCIAiCcAqOLwOzf/9+NDU1Yf/+/ejt7UVTUxOamppw6tSp+DLjxo3DunXrALDQ7vLly3Hfffdh3bp12L17N2644QYUFhbi2muvBQCMHz8e8+fPx9KlS9HQ0ICGhgYsXboUixYtogxggiAIgiBcj+OTQH74wx9i9erV8b+5q7dx40bMnj0bANDc3IzW1tb4MrfffjvOnDmDf/7nf8aJEycwY8YMbNiwAcXFxfFlnnnmGdx6663xbOHFixdj1apVOegRQRAEQRCEvTheAD711FMZawDKspz0t8/nw8qVK7Fy5UrNdUpLS7FmzRoBLSQIgiAIgsgvHB8CJgiCIAiCIMRCApAgCIIgCMJjkAAkCIIgCILwGCQACYIgCIIgPAYJQIIgCIIgCI9BApAgCIIgCMJjkAAkCIIgCILwGCQACYIgCIIgPAYJQIIgCIIgCI/h+JlAnAyfgaStrU34tqPRKDo6OtDW1gZJkoRv327c3j/A/X10e/8A6qMbcHv/AOqjGfhzO3UmMS9BAtAC7e3tAIDhw4fb3BKCIAiCIIzS3t6OSCRidzNswSd7Wf5aJBaL4eDBgyguLobP5xO67ba2NgwfPhyfffYZSkpKhG7bCbi9f4D7++j2/gHURzfg9v4B1EczyLKM9vZ2DB06FH6/N0fDkQNoAb/fj2HDhmX1O0pKSlx7QQPu7x/g/j66vX8A9dENuL1/APXRKF51/jjelL0EQRAEQRAehgQgQRAEQRCExwisXLlypd2NINQJBAKYPXs2gkF3Rurd3j/A/X10e/8A6qMbcHv/AOojYRxKAiEIgiAIgvAYFAImCIIgCILwGCQACYIgCIIgPAYJQIIgCIIgCI9BApAgCIIgCMJjkAC0iYcffhijRo1CQUEBpk6dijfffDPt8i+88AImTJiAcDiMCRMmYN26dTlqqXHuv/9+XHTRRSguLsbgwYPxN3/zN2hubk67zlNPPQWfz9fvX2dnZ45abYyVK1f2a2tFRUXadTZt2oSpU6eioKAAo0ePxiOPPJKj1pqjqqpK9Zjccsstqss7/Ri+8cYb+PrXv46hQ4fC5/Phj3/8Y9Lnsixj5cqVGDp0KAYMGIDZs2fjvffey7hdo9dyNknXx2g0iu9///uYNGkSioqKMHToUHzzm9/EwYMH027TzLmeTTIdxxtuuKFfe2fOnJlxu065x2bqn9o15vP58NOf/lRzm046hnqeD11dXfjud7+LsrIyFBUVYfHixThw4EDa7Zq9fr0MCUAb+N3vfofly5fjrrvuQmNjI7761a9iwYIF2L9/v+ryW7ZswTXXXIPa2lq88847qK2txdVXX42tW7fmuOX62LRpE2655RY0NDSgvr4ePT09qKmpwenTp9OuV1JSgkOHDiX9KygoyFGrjXPeeecltXXXrl2ay+7duxcLFy7EV7/6VTQ2NuLf/u3fcOutt+KFF17IYYuNsX379qT+1dfXAwCuuuoqzXWcfAxPnz6NyZMnY9WqVaqfP/jgg3jooYewatUqbN++HRUVFZg7d258zm81jF7L2SZdHzs6OrBz50784Ac/wM6dO7F27Vr89a9/xeLFizNu18i5nm0yHUcAmD9/flJ7169fn3abTrrHZupf6vX1xBNPwOfz4e/+7u/Sbtcpx1DP82H58uVYt24dnnvuObz11ls4deoUFi1ahN7eXs3tmrl+PY9M5Jzp06fL3/72t5PeGzdunHzHHXeoLn/11VfL8+fPT3pv3rx58pIlS7LWRpEcOXJEBiBv2rRJc5knn3xSjkQiOWyVNe6++2558uTJupe//fbb5XHjxiW9d/PNN8szZ84U3bSs8S//8i/yueeeK8diMdXP8+kYApDXrVsX/zsWi8kVFRXyAw88EH+vs7NTjkQi8iOPPKK5HaPXci5J7aMa27ZtkwHIn376qeYyRs/1XKLWx+uvv17+xje+YWg7Tr3H6jmG3/jGN+Q5c+akXcbJxzD1+XDy5ElZkiT5ueeeiy/z+eefy36/X66rq1Pdhtnr1+uQA5hjuru7sWPHDtTU1CS9X1NTg82bN6uus2XLln7Lz5s3T3N5p9Ha2goAKC0tTbvcqVOnMHLkSAwbNgyLFi1CY2NjLppnmg8//BBDhw7FqFGjsGTJEnzyySeay2odw7fffhvRaDTbTbVMd3c31qxZg3/8x3+Ez+fTXC7fjiFn7969aGlpSTpG4XAYl1xyieZ1ZuZadhqtra3w+XwYNGhQ2uWMnOtO4PXXX8fgwYMxZswYLF26FEeOHEm7fL7eYw8fPow///nPuPHGGzMu69RjmPp82LFjB6LRaNLxGDp0KCZOnKh5PMxcvwSFgHPOF198gd7eXgwZMiTp/SFDhqClpUV1nZaWFkPLOwlZlrFixQp85StfwcSJEzWXGzduHJ566im8+OKLePbZZ1FQUICLL74YH374YQ5bq58ZM2bg6aefxssvv4zHHnsMLS0tmDVrFo4dO6a6vNYx7OnpwRdffJGLJlvij3/8I06ePIkbbrhBc5l8O4ZK+LVk5Dozcy07ic7OTtxxxx249tprUVJSormc0XPdbhYsWIBnnnkGr732Gn72s59h+/btmDNnDrq6ujTXydd77OrVq1FcXIwrr7wy7XJOPYZqz4eWlhaEQiGcddZZSctmekbyZfSuQwA0n4pNpLoosiyndVaMLu8Uli1bhnfffRdvvfVW2uVmzpyZNFD74osvxpQpU/CLX/wC//3f/53tZhpmwYIF8deTJk1CdXU1zj33XKxevRorVqxQXUftGKq970Qef/xxLFiwAEOHDtVcJt+OoRpmrrN8vDaj0SiWLFmCWCyGhx9+OO2yZs51O7nmmmvirydOnIhp06Zh5MiR+POf/5xWKOXjcXziiSdw3XXXZRxn69RjqPf5ALj3WrQTcgBzTFlZGQKBQL9fJUeOHOn364VTUVFhaHmn8N3vfhcvvvgiNm7ciGHDhhla1+/346KLLsoL9wgAioqKMGnSJM32ah3DYDCIs88+OxdNNM2nn36KV155Bf/0T/9kaL18OoY8I9LIdWbmWnYC0WgUV199Nfbu3Yv6+vq07p8amc51p1FZWYmRI0embW8+3mPffPNNNDc3G74uAWccQ63nQ0VFBbq7u3HixImk5TM9IwFj1y9BAjDnhEIhTJ06NZ5Ryamvr8esWbNU16muru63/IYNGzSXtxtZlrFs2TKsXbsWr732GkaNGmVqG01NTaisrMxCC8XT1dWFPXv2aLZX6xhOmzYNkiTloommefLJJzF48GBcccUVhtbLp2M4atQoVFRUJB2j7u5ubNq0SfM6M3Mt2w0Xfx9++CFeeeUVUz8+Mp3rTuPYsWP47LPP0rY33+6xAHPlp06dismTJxte185jmOn5MHXqVEiSlHQ8Dh06hN27d2seDzPXLwHKAraD5557TpYkSX788cfl999/X16+fLlcVFQk79u3T5ZlWa6trU3KIvzLX/4iBwIB+YEHHpD37NkjP/DAA3IwGJQbGhrs6kJavvOd78iRSER+/fXX5UOHDsX/dXR0xJdJ7ePKlSvluro6+eOPP5YbGxvlb33rW3IwGJS3bt1qRxcyctttt8mvv/66/Mknn8gNDQ3yokWL5OLi4vgxvOOOO+Ta2tr48p988olcWFgo/+u//qv8/vvvy48//rgsSZL8/PPP29UFXfT29sojRoyQv//97/f7LN+OYXt7u9zY2Cg3NjbKAOSHHnpIbmxsjGfAPvDAA3IkEpHXrl0r79q1S/77v/97ubKyUm5ra4tvY86cOfIvfvGL+N+ZruVck66P0WhUXrx4sTxs2DC5qakp6drs6uqKbyO1j5nO9VyTro/t7e3ybbfdJm/evFneu3evvHHjRrm6ulo+55xzko6jk++xmc5TWZbl1tZWubCwUP6f//kf1W04+RjqeT58+9vflocNGya/8sor8s6dO+U5c+bIkydPlnt6euLLjB07Vl67dm38bz3XL5EMCUCb+OUvfymPHDlSDoVC8pQpU5JKpFxyySXy9ddfn7T8H/7wB3ns2LGyJEnyuHHj5BdeeCHHLdYPANV/Tz75ZHyZ1D4uX75cHjFihBwKheTy8nK5pqZG3rx5c+4br5NrrrlGrqyslCVJkocOHSpfeeWV8nvvvRf//Prrr5cvueSSpHVef/11+cILL5RDoZBcVVWlefN2Ei+//LIMQG5ubu73Wb4dw40bN6qel7wPsVhMvvvuu+WKigo5HA7LX/va1+Rdu3YlbWPkyJHy3XffnfReums516Tr4969ezWvzY0bN8a3kdrHTOd6rknXx46ODrmmpkYuLy+XJUmSR4wYIV9//fXy/v37k7bh5HtspvNUlmX50UcflQcMGCCfPHlSdRtOPoZ6ng9nzpyRly1bJpeWlsoDBgyQFy1a1O8Ypq6j5/olkvHJct9IdIIgCIIgCMIT0BhAgiAIgiAIj0ECkCAIgiAIwmOQACQIgiAIgvAYJAAJgiAIgiA8BglAgiAIgiAIj0ECkCAIgiAIwmOQACQIgiAIgvAYJAAJgiAIgiA8BglAgiAIFWbPno3ly5fb3QyCIIisQAKQIAiCIAjCY9BUcARBECnccMMNWL16ddJ7e/fuRVVVlT0NIgiCEAwJQIIgiBRaW1uxYMECTJw4Effeey8AoLy8HIFAwOaWEQRBiCFodwMIgiCcRiQSQSgUQmFhISoqKuxuDkEQhHBoDCBBEARBEITHIAFIEARBEAThMUgAEgRBqBAKhdDb22t3MwiCILICCUCCIAgVqqqqsHXrVuzbtw9ffPEFYrGY3U0iCIIQBglAgiAIFb73ve8hEAhgwoQJKC8vx/79++1uEkEQhDCoDAxBEARBEITHIAeQIAiCIAjCY5AAJAiCIAiC8BgkAAmCIAiCIDwGCUCCIAiCIAiPQQKQIAiCIAjCY5AAJAiCIAiC8BgkAAmCIAiCIDwGCUCCIAiCIAiPQQKQIAiCIAjCY5AAJAiCIAiC8BgkAAmCIAiCIDwGCUCCIAiCIAiP8f8BcE92W3RY13EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "class=Graph name=Unnamed - 0 marginal implementation=class=GraphImplementation name=Unnamed - 0 marginal title=ARMA(4,2) realization and one possible future xTitle=t yTitle=Values axes=ON grid=ON legendposition=topright legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend= data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=100 dimension=2 data=[[0,-0.215475],[0.1,0.502529],[0.2,-0.0535343],[0.3,-0.222434],[0.4,0.200711],[0.5,-0.875026],[0.6,0.131318],[0.7,0.562426],[0.8,-0.0177946],[0.9,0.328519],[1,-0.0525895],[1.1,-0.387895],[1.2,-0.146196],[1.3,-0.622135],[1.4,0.162634],[1.5,-0.274411],[1.6,0.285112],[1.7,0.153567],[1.8,-0.0412734],[1.9,0.254759],[2,0.406007],[2.1,-0.282439],[2.2,-0.770762],[2.3,-0.14377],[2.4,0.458691],[2.5,0.835636],[2.6,0.462051],[2.7,-0.19696],[2.8,-0.360366],[2.9,-0.360654],[3,0.115761],[3.1,-0.80523],[3.2,0.524396],[3.3,-0.195343],[3.4,0.47353],[3.5,0.0416573],[3.6,-0.0471717],[3.7,0.329704],[3.8,0.103887],[3.9,0.30268],[4,0.0443118],[4.1,-0.0523041],[4.2,-0.496959],[4.3,-0.26309],[4.4,-0.29841],[4.5,0.512471],[4.6,-0.0609395],[4.7,-0.259369],[4.8,-0.414382],[4.9,0.295948],[5,-0.399981],[5.1,0.685656],[5.2,-0.0506095],[5.3,0.886622],[5.4,0.752187],[5.5,-0.248918],[5.6,-0.447969],[5.7,-0.233678],[5.8,-0.309855],[5.9,-0.738529],[6,-0.329814],[6.1,0.143672],[6.2,0.320711],[6.3,0.527949],[6.4,-0.661272],[6.5,-0.117406],[6.6,-0.0836548],[6.7,-0.661805],[6.8,-0.349764],[6.9,-0.428558],[7,0.581643],[7.1,0.0952437],[7.2,-0.220328],[7.3,0.0347253],[7.4,0.0231997],[7.5,-0.580375],[7.6,0.362361],[7.7,-0.491099],[7.8,0.465661],[7.9,0.0552087],[8,-0.0774727],[8.1,-0.0841124],[8.2,-0.55086],[8.3,-0.423664],[8.4,0.339477],[8.5,-0.272263],[8.6,-0.059014],[8.7,0.147137],[8.8,0.874792],[8.9,0.462924],[9,-0.311055],[9.1,0.126055],[9.2,-0.259778],[9.3,0.376599],[9.4,0.16468],[9.5,0.274068],[9.6,0.187264],[9.7,-0.590447],[9.8,-0.828053],[9.9,-0.700708]] color=blue fillStyle=solid lineStyle=solid pointStyle=none lineWidth=1,class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend= data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=100 dimension=2 data=[[10,0.0551756],[10.1,0.841477],[10.2,0.234215],[10.3,-0.271895],[10.4,0.305227],[10.5,-0.429536],[10.6,0.647562],[10.7,0.13675],[10.8,0.685903],[10.9,-0.240581],[11,-0.443828],[11.1,0.748466],[11.2,0.27474],[11.3,0.16875],[11.4,-0.3183],[11.5,0.455677],[11.6,0.524851],[11.7,-0.13423],[11.8,0.820702],[11.9,-0.34275],[12,-0.280102],[12.1,-0.296739],[12.2,0.704611],[12.3,-0.570007],[12.4,-0.570153],[12.5,-0.811965],[12.6,-0.593482],[12.7,0.0688094],[12.8,0.610871],[12.9,-0.776714],[13,0.699849],[13.1,-0.59846],[13.2,0.481065],[13.3,-0.0627205],[13.4,-0.144151],[13.5,0.37438],[13.6,-0.131601],[13.7,-0.786889],[13.8,-0.0688638],[13.9,-0.232206],[14,-0.13018],[14.1,0.454859],[14.2,0.125084],[14.3,-0.467386],[14.4,-1.00225],[14.5,-0.609444],[14.6,0.0385318],[14.7,-0.0946409],[14.8,0.322831],[14.9,0.307393],[15,-0.200812],[15.1,-0.0407595],[15.2,0.555904],[15.3,0.813444],[15.4,-0.313583],[15.5,-0.281676],[15.6,0.0703495],[15.7,0.240424],[15.8,0.585562],[15.9,-0.0724768],[16,-0.691925],[16.1,-0.106254],[16.2,-0.565352],[16.3,0.200341],[16.4,0.59094],[16.5,-0.0273008],[16.6,-0.459994],[16.7,-0.204665],[16.8,-0.356632],[16.9,0.163627],[17,0.0224767],[17.1,-0.197307],[17.2,-0.172713],[17.3,0.0892699],[17.4,0.110642],[17.5,0.093619],[17.6,0.0732898],[17.7,0.53122],[17.8,-0.347319],[17.9,0.0235117],[18,-0.410068],[18.1,-0.0175257],[18.2,-0.433883],[18.3,0.474569],[18.4,0.715042],[18.5,0.433985],[18.6,0.219817],[18.7,-0.0536294],[18.8,0.657402],[18.9,-0.695179],[19,0.398031],[19.1,-0.187507],[19.2,0.155037],[19.3,-0.525953],[19.4,0.229336],[19.5,0.654662],[19.6,-0.453206],[19.7,0.498711],[19.8,-0.132039],[19.9,-0.130787]] color=#ff0000 fillStyle=solid lineStyle=solid pointStyle=none lineWidth=1]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ARMA\n",
    "myTG = ot.RegularGrid(0.0, 0.1, 100)\n",
    "myWN = ot.WhiteNoise(ot.Triangular(-1.0, 0.0, 1.0), myTG)\n",
    "myARCoef = ot.ARMACoefficients([0.4, 0.3, 0.2, 0.1])\n",
    "myMACoef = ot.ARMACoefficients([0.4, 0.3])\n",
    "myARMA = ot.ARMA(myARCoef, myMACoef, myWN)\n",
    "real = myARMA.getRealization()\n",
    "graph = real.drawMarginal(0)\n",
    "futur = myARMA.getFuture(100, 1)\n",
    "graphFut = futur.drawMarginal(0)\n",
    "graphFut\n",
    "graph.setTitle('ARMA(4,2) realization and one possible future')\n",
    "graph.add(graphFut)\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=Unnamed implementation=class=GraphImplementation name=Unnamed title=Continuous Random Walk xTitle=x1 yTitle=x2 axes=ON grid=ON legendposition= legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend= data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=10000 dimension=2 description=[X0,X1] data=[[0,0],[1.09883,0.435027],[0.246416,-0.258036],...,[82.9797,5.03918],[82.6384,6.00023],[82.27,5.4755]] color=red fillStyle=solid lineStyle=solid pointStyle=none lineWidth=1]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Cont RandomWalk\n",
    "myTG = ot.RegularGrid(0, 0.1, 10000)\n",
    "myDist = ot.ComposedDistribution([ot.Normal(), ot.Uniform(-1.0, 1.0)], ot.ClaytonCopula(0.5))\n",
    "myOrigin = myDist.getMean()\n",
    "myRW = ot.RandomWalk(myOrigin, myDist, myTG)\n",
    "field = myRW.getRealization()\n",
    "graph = field.draw()\n",
    "graph.setTitle('Continuous Random Walk')\n",
    "graph.setXTitle('x1')\n",
    "graph.setYTitle('x2')\n",
    "graph.setColors(['red'])\n",
    "graph\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=Unnamed implementation=class=GraphImplementation name=Unnamed title=Discrete Random Walk xTitle=x1 yTitle=x2 axes=ON grid=ON legendposition= legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend= data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=10000 dimension=2 description=[X0,X1] data=[[0,0],[-1,-1],[0,-2],...,[-31,83],[-30,82],[-29,81]] color=red fillStyle=solid lineStyle=solid pointStyle=none lineWidth=1]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Discrete RandomWalk\n",
    "myTG = ot.RegularGrid(0, 0.1, 10000)\n",
    "myDist = ot.ComposedDistribution([ot.Bernoulli(0.5)*2-1]*2)\n",
    "myOrigin = [0]*2\n",
    "myRW = ot.RandomWalk(myOrigin, myDist, myTG)\n",
    "field = myRW.getRealization()\n",
    "graph = field.draw()\n",
    "graph.setTitle('Discrete Random Walk')\n",
    "graph.setXTitle('x1')\n",
    "graph.setYTitle('x2')\n",
    "graph.setColors(['red'])\n",
    "graph\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
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       "class=Graph name=Unnamed - 0 marginal implementation=class=GraphImplementation name=Unnamed - 0 marginal title=Bivariate White Noise xTitle=e1 yTitle=e2 axes=ON grid=OFF legendposition=topright legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=PolygonArray name=Unnamed derived from class=DrawableImplementation name=Unnamed legend= data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=60000 dimension=2 data=[[0,0],[0.01,0],[0,0.01],...,[1,0.99],[1,1],[0.99,1]] color=blue fillStyle=solid lineStyle=solid pointStyle=plus lineWidth=1 vertices number=3 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implementation=class=SampleImplementation name=Unnamed size=1 dimension=2 data=[[0,0]] color=#3000ff fillStyle=solid lineStyle=solid pointStyle=none lineWidth=1,class=Drawable name=Unnamed implementation=class=Cloud name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=  data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=1 dimension=2 data=[[0,0]] color=#5800ff fillStyle=solid lineStyle=solid pointStyle=none lineWidth=1,class=Drawable name=Unnamed implementation=class=Cloud name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=-0.999 data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=1 dimension=2 data=[[0,0]] color=#7f00ff fillStyle=solid lineStyle=solid pointStyle=none lineWidth=1]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Whitenoise\n",
    "myDist = ot.Uniform(-1.0, 1.0)\n",
    "myMesh = ot.IntervalMesher([100]*2).build(ot.Interval([0.0]*2, [1.0]*2))\n",
    "myWN = ot.WhiteNoise(myDist, myMesh)\n",
    "\n",
    "myReal = myWN.getRealization()\n",
    "graph = myReal.draw()\n",
    "graph.setTitle('Bivariate White Noise')\n",
    "graph.setXTitle('e1')\n",
    "graph.setYTitle('e2')\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=Unnamed - 0 marginal implementation=class=GraphImplementation name=Unnamed - 0 marginal title=Scalar White Noise xTitle=e1 yTitle=e2 axes=ON grid=ON legendposition=topright legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend= data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=100 dimension=2 data=[[0,-0.535879],[0.1,-1.31012],[0.2,0.387834],[0.3,0.0195728],[0.4,0.111263],[0.5,1.93668],[0.6,-0.055997],[0.7,-0.103005],[0.8,1.18621],[0.9,-0.255301],[1,-0.21823],[1.1,1.13074],[1.2,-1.47217],[1.3,0.000260793],[1.4,-0.0445799],[1.5,0.0947159],[1.6,-0.202887],[1.7,0.165064],[1.8,0.0545982],[1.9,0.73168],[2,-0.811509],[2.1,-0.819517],[2.2,0.833587],[2.3,0.885655],[2.4,-0.509624],[2.5,0.794825],[2.6,0.655182],[2.7,0.0030809],[2.8,0.321977],[2.9,-0.332246],[3,0.534638],[3.1,-0.0338551],[3.2,-1.02158],[3.3,0.266751],[3.4,-0.807855],[3.5,-1.41989],[3.6,0.328655],[3.7,0.69587],[3.8,0.087724],[3.9,0.665283],[4,-1.12994],[4.1,-0.500993],[4.2,-0.839317],[4.3,-0.540121],[4.4,0.670019],[4.5,2.49677],[4.6,0.251909],[4.7,0.560445],[4.8,-2.16241],[4.9,-0.0431259],[5,0.547224],[5.1,-0.468964],[5.2,-1.06817],[5.3,0.288081],[5.4,0.904597],[5.5,-0.897602],[5.6,1.86847],[5.7,0.265925],[5.8,-1.06109],[5.9,-1.60829],[6,-1.28218],[6.1,-0.185276],[6.2,0.397471],[6.3,-0.0150726],[6.4,-3.38809],[6.5,-0.113277],[6.6,-1.61091],[6.7,-1.05042],[6.8,0.224879],[6.9,-0.640957],[7,0.162507],[7.1,1.48913],[7.2,-0.682049],[7.3,0.49209],[7.4,-0.0862724],[7.5,1.6393],[7.6,0.0412252],[7.7,-1.40197],[7.8,0.180786],[7.9,1.07518],[8,0.824602],[8.1,0.854345],[8.2,0.329235],[8.3,-1.11649],[8.4,-0.545103],[8.5,-0.561417],[8.6,-1.8579],[8.7,-2.54184],[8.8,-0.0303956],[8.9,-2.22883],[9,1.56678],[9.1,-0.710503],[9.2,-1.15423],[9.3,-0.199799],[9.4,-1.08327],[9.5,1.59477],[9.6,0.8928],[9.7,0.539247],[9.8,-0.313398],[9.9,-2.10944]] color=red fillStyle=solid lineStyle=solid pointStyle=none lineWidth=1]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "myDist = ot.Normal()\n",
    "myMesh = ot.RegularGrid(0, 0.1, 100)\n",
    "myWN = ot.WhiteNoise(myDist, myMesh)\n",
    "\n",
    "myReal = myWN.getRealization()\n",
    "graph = myReal.drawMarginal(0)\n",
    "graph.setTitle('Scalar White Noise')\n",
    "graph.setXTitle('e1')\n",
    "graph.setYTitle('e2')\n",
    "graph.setColors(['red'])\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Processus gaussien stationnaire def par sa fct de cov\n",
    "ot.ResourceMap.SetAsScalar(\"Field-ArrowRatio\", 0.015)\n",
    "ot.ResourceMap.SetAsScalar(\"Field-ArrowScaling\", 0.075)\n",
    "\n",
    "amplitude = [1.0]*2\n",
    "scale = [1.0]*2\n",
    "myCov = ot.ExponentialModel(scale, amplitude)\n",
    "myMesh = ot.IntervalMesher([10]*2).build(ot.Interval([0.0]*2, [1.0]*2))\n",
    "myProcess = ot.GaussianProcess(myCov, myMesh)\n",
    "\n",
    "#realCont = myProcess.getContinuousRealization()\n",
    "realDisc = myProcess.getRealization()\n",
    "graph = realDisc.draw()\n",
    "\n",
    "graph.setTitle('Stationnary Gaussian realization')\n",
    "graph.setXTitle('e1')\n",
    "graph.setYTitle('e2')\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=Unnamed implementation=class=GraphImplementation name=Unnamed title=Stationnary Gaussian realization xTitle=t yTitle=x0 axes=ON grid=ON legendposition= legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend= data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=20 dimension=2 description=[x0,x1] data=[[0.163848,-0.149323],[0.303438,-0.13191],[0.404461,-0.139058],[0.422899,-0.158679],[0.442189,-0.103569],[0.432809,-0.0335348],[0.328774,-0.00734483],[0.258798,0.004071],[0.225794,-0.0207471],[0.240014,0.00838378],[0.351685,0.0444753],[0.455226,0.0950419],[0.555566,0.163808],[0.57931,0.198288],[0.570093,0.197056],[0.579691,0.244508],[0.517873,0.282362],[0.389175,0.296085],[0.235475,0.241024],[0.0463901,0.196671]] color=blue fillStyle=solid lineStyle=solid pointStyle=none lineWidth=1]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Processus gaussien stationnaire def par sa dsp\n",
    "amplitude = [1.0]*2\n",
    "scale = [1.0]*2\n",
    "myDSP = ot.CauchyModel(amplitude, scale)\n",
    "myTG = ot.RegularGrid(0.0, 0.1, 20)\n",
    "myProcess = ot.SpectralGaussianProcess(myDSP, myTG)\n",
    "\n",
    "#realCont = myProcess.getContinuousRealization()\n",
    "realDisc = myProcess.getRealization()\n",
    "graph = realDisc.draw()\n",
    "graph.setTitle('Stationnary Gaussian realization')\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
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color=green fillStyle=solid lineStyle=solid pointStyle=bullet lineWidth=1]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Functionalbasisprocess\n",
    "\n",
    "f1 = ot.SymbolicFunction(['t'], ['sin(t)'])\n",
    "f2 = ot.SymbolicFunction(['t'], ['cos(t)*cos(t)'])\n",
    "myBasis = ot.Basis([f1, f2])\n",
    "coefDis = ot.Normal([2]*2, [5]*2, ot.CorrelationMatrix(2))\n",
    "myTG = ot.RegularGrid(0.0, 0.1,300)\n",
    "\n",
    "myFBP = ot.FunctionalBasisProcess(coefDis , myBasis, myTG)\n",
    "\n",
    "TS = myFBP.getRealization()\n",
    "graph = TS.draw()\n",
    "graph.add(myFBP.getRealization().draw())\n",
    "graph.add(myFBP.getRealization().draw())\n",
    "graph.setColors(['red','blue', 'green'])\n",
    "graph.setTitle('Functional Basis Process realization')\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=Unnamed - 0 marginal implementation=class=GraphImplementation name=Unnamed - 0 marginal title=Process with a trend xTitle=t yTitle=Values axes=ON grid=ON legendposition=topleft legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Cloud name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=real data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=100 dimension=2 data=[[0,-4.75401],[0.1,16.5441],[0.2,11.1403],[0.3,-8.68353],[0.4,-7.10167],[0.5,-6.10198],[0.6,-0.000561848],[0.7,-1.75821],[0.8,-3.23234],[0.9,-1.5807],[1,-8.71846],[1.1,14.3104],[1.2,6.37344],[1.3,3.42781],[1.4,4.47844],[1.5,1.1817],[1.6,1.41553],[1.7,3.4794],[1.8,1.93528],[1.9,-2.19931],[2,-0.330033],[2.1,6.92989],[2.2,12.772],[2.3,1.302],[2.4,-9.52556],[2.5,10.4025],[2.6,3.33315],[2.7,10.9398],[2.8,14.4787],[2.9,5.37551],[3,-0.176245],[3.1,10.5582],[3.2,19.0303],[3.3,10.5497],[3.4,0.419861],[3.5,10.9692],[3.6,11.0927],[3.7,16.6511],[3.8,19.0351],[3.9,31.0715],[4,25.7336],[4.1,40.4328],[4.2,26.2595],[4.3,21.8042],[4.4,39.5364],[4.5,33.2367],[4.6,15.3634],[4.7,30.0399],[4.8,30.8421],[4.9,30.9405],[5,35.2699],[5.1,39.2947],[5.2,43.8197],[5.3,45.3558],[5.4,33.4693],[5.5,40.951],[5.6,45.7378],[5.7,60.575],[5.8,55.5996],[5.9,54.4099],[6,48.6337],[6.1,47.0716],[6.2,42.9355],[6.3,46.6997],[6.4,53.3654],[6.5,46.5387],[6.6,39.1652],[6.7,43.9035],[6.8,40.3386],[6.9,65.9041],[7,63.2117],[7.1,65.1771],[7.2,66.0617],[7.3,66.7103],[7.4,57.5755],[7.5,66.4166],[7.6,68.139],[7.7,75.5684],[7.8,77.0567],[7.9,80.4641],[8,75.3165],[8.1,80.3872],[8.2,86.1024],[8.3,77.5044],[8.4,79.3369],[8.5,93.0113],[8.6,93.083],[8.7,87.0206],[8.8,84.3372],[8.9,89.3176],[9,95.7528],[9.1,94.9299],[9.2,121.79],[9.3,109.26],[9.4,114.531],[9.5,120.52],[9.6,117.957],[9.7,116.929],[9.8,117.127],[9.9,120.786]] color=red fillStyle=solid lineStyle=solid pointStyle=bullet lineWidth=1,class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=trend data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=129 dimension=2 data=[[0,1],[0.078125,1.16235],[0.15625,1.33691],[0.234375,1.52368],[0.3125,1.72266],[0.390625,1.93384],[0.46875,2.15723],[0.546875,2.39282],[0.625,2.64062],[0.703125,2.90063],[0.78125,3.17285],[0.859375,3.45728],[0.9375,3.75391],[1.01562,4.06274],[1.09375,4.38379],[1.17188,4.71704],[1.25,5.0625],[1.32812,5.42017],[1.40625,5.79004],[1.48438,6.17212],[1.5625,6.56641],[1.64062,6.9729],[1.71875,7.3916],[1.79688,7.82251],[1.875,8.26562],[1.95312,8.72095],[2.03125,9.18848],[2.10938,9.66821],[2.1875,10.1602],[2.26562,10.6643],[2.34375,11.1807],[2.42188,11.7092],[2.5,12.25],[2.57812,12.803],[2.65625,13.3682],[2.73438,13.9456],[2.8125,14.5352],[2.89062,15.137],[2.96875,15.751],[3.04688,16.3772],[3.125,17.0156],[3.20312,17.6663],[3.28125,18.3291],[3.35938,19.0042],[3.4375,19.6914],[3.51562,20.3909],[3.59375,21.1025],[3.67188,21.8264],[3.75,22.5625],[3.82812,23.3108],[3.90625,24.0713],[3.98438,24.844],[4.0625,25.6289],[4.14062,26.426],[4.21875,27.2354],[4.29688,28.0569],[4.375,28.8906],[4.45312,29.7366],[4.53125,30.5947],[4.60938,31.4651],[4.6875,32.3477],[4.76562,33.2424],[4.84375,34.1494],[4.92188,35.0686],[5,36],[5.07812,36.9436],[5.15625,37.8994],[5.23438,38.8674],[5.3125,39.8477],[5.39062,40.8401],[5.46875,41.8447],[5.54688,42.8616],[5.625,43.8906],[5.70312,44.9319],[5.78125,45.9854],[5.85938,47.051],[5.9375,48.1289],[6.01562,49.219],[6.09375,50.3213],[6.17188,51.4358],[6.25,52.5625],[6.32812,53.7014],[6.40625,54.8525],[6.48438,56.0159],[6.5625,57.1914],[6.64062,58.3792],[6.71875,59.5791],[6.79688,60.7913],[6.875,62.0156],[6.95312,63.2522],[7.03125,64.501],[7.10938,65.762],[7.1875,67.0352],[7.26562,68.3206],[7.34375,69.6182],[7.42188,70.928],[7.5,72.25],[7.57812,73.5842],[7.65625,74.9307],[7.73438,76.2893],[7.8125,77.6602],[7.89062,79.0432],[7.96875,80.4385],[8.04688,81.8459],[8.125,83.2656],[8.20312,84.6975],[8.28125,86.1416],[8.35938,87.5979],[8.4375,89.0664],[8.51562,90.5471],[8.59375,92.04],[8.67188,93.5452],[8.75,95.0625],[8.82812,96.592],[8.90625,98.1338],[8.98438,99.6877],[9.0625,101.254],[9.14062,102.832],[9.21875,104.423],[9.29688,106.026],[9.375,107.641],[9.45312,109.268],[9.53125,110.907],[9.60938,112.559],[9.6875,114.223],[9.76562,115.899],[9.84375,117.587],[9.92188,119.287],[10,121]] color=blue fillStyle=solid lineStyle=solid pointStyle=none lineWidth=1]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Composite process: Ajout tendance\n",
    "f = ot.SymbolicFunction(['t'], ['1+2*t+t^2'])\n",
    "myGrid = ot.RegularGrid(0.0, 0.1, 100)\n",
    "fTrend = ot.TrendTransform(f, myGrid)\n",
    "amplitude=[10.0]\n",
    "scale=[0.2]\n",
    "myCovModel=ot.ExponentialModel(scale, amplitude)\n",
    "myXProcess=ot.GaussianProcess(myCovModel, myGrid)\n",
    "\n",
    "myYProcess = ot.CompositeProcess(fTrend, myXProcess)\n",
    "myField = myYProcess.getRealization()\n",
    "myStatField = fTrend.getInverse()(myField)\n",
    "\n",
    "graph = myField.draw()\n",
    "graph.add(f.draw(0, 10))\n",
    "\n",
    "#graph.add(myStatField.draw())\n",
    "graph.setColors(['red', 'blue'])\n",
    "graph.setLegends(['real', 'trend'])\n",
    "graph.setLegendPosition('topleft')\n",
    "graph.setTitle('Process with a trend')\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=v0 as a function of t implementation=class=GraphImplementation name=v0 as a function of t title=Trend estimation from a field xTitle=t yTitle=values axes=ON grid=ON legendposition=topleft legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=estimated trend data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=129 dimension=2 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color=black fillStyle=solid lineStyle=solid pointStyle=plus lineWidth=1]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Estimation tendance\n",
    "myGrid = ot.RegularGrid(0.0, 0.1, 100)\n",
    "\n",
    "amplitude = [5.0]\n",
    "scale = [0.2]\n",
    "myCovModel = ot.ExponentialModel(scale, amplitude)\n",
    "myXProcess = ot.GaussianProcess(myCovModel, myGrid)\n",
    "\n",
    "# Create a trend\n",
    "fTrend = ot.SymbolicFunction(['t'], ['1+2*t+t^2'])\n",
    "fTemp = ot.TrendTransform(fTrend, myGrid)\n",
    "\n",
    "# Add the trend to the process and get a field\n",
    "myYProcess = ot.CompositeProcess(fTemp, myXProcess)\n",
    "myYField = myYProcess.getRealization()\n",
    "\n",
    "# Create a TrendFactory\n",
    "myBasisSequenceFactory = ot.LARS()\n",
    "myFittingAlgorithm = ot.KFold()\n",
    "func1 = ot.SymbolicFunction(['t'], ['1'])\n",
    "func2 = ot.SymbolicFunction(['t'], ['t'])\n",
    "func3 = ot.SymbolicFunction(['t'], ['t^2'])\n",
    "myBasis = ot.Basis([func1, func2, func3])\n",
    "\n",
    "myTrendFactory = ot.TrendFactory(myBasisSequenceFactory, myFittingAlgorithm)\n",
    "\n",
    "# Estimate the trend\n",
    "myTrendTransform = myTrendFactory.build(myYField, myBasis)\n",
    "\n",
    "ftrend = ot.ParametricFunction(myTrendTransform.getFunction(), [1], [0.0])\n",
    "graph = ftrend.draw(0.0, 10)\n",
    "graph.add(fTrend.draw(0.0, 10))\n",
    "graph.add(ot.Cloud(myYField.getMesh().getVertices(), myYField.getValues()))\n",
    "graph.setColors(['red', 'blue', 'black'])\n",
    "graph.setLegends(['estimated trend', 'real trend', 'sample'])\n",
    "graph.setLegendPosition('topleft')\n",
    "graph.setYTitle('values')\n",
    "graph.setTitle('Trend estimation from a field')\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Composite process: Y=g(X)\n",
    "# qui bouge les grilles et les valeurs\n",
    "class GaussianConvolution(ot.OpenTURNSPythonFieldFunction):\n",
    "    def __init__(self, mesh):\n",
    "        super(GaussianConvolution, self).__init__(mesh, 1, mesh, 1)\n",
    "        self.setInputDescription([\"x\"])\n",
    "        self.setOutputDescription([\"y\"])\n",
    "        self.outputGrid_ = ot.RegularGrid(-1.0, 0.02, 101)\n",
    "        self.algo_ = ot.GaussKronrod(20, 1.0e-4, ot.GaussKronrodRule(ot.GaussKronrodRule.G7K15))\n",
    "        \n",
    "    def _exec(self, X):\n",
    "        mesh = self.getInputMesh()\n",
    "        inputValues = self.getInputMesh().getValues()\n",
    "        f = ot.Function(ot.PiecewiseLinearEvaluation([x[0] for x in mesh.getVertices()], inputValues))\n",
    "        outputValues = ot.Sample(0, 1)\n",
    "        for t in self.outputGrid_.getVertices():\n",
    "            kernel = ot.Normal(t[0], 0.05)\n",
    "            def pdf(X):\n",
    "                return [kernel.computePDF(X)]\n",
    "            weight = ot.Function(ot.PythonFunction(1, 1, pdf))\n",
    "            outputValues.add(self.algo_.integrate(weight * f, kernel.getRange()))\n",
    "        return outputValues\n",
    "\n",
    "N = 5\n",
    "mesh = ot.RegularGrid(-5.0, 0.1, 101)\n",
    "X = ot.GaussianProcess(ot.GeneralizedExponential([1.0], [0.1], 1), mesh)\n",
    "\n",
    "f = ot.FieldFunction(GaussianConvolution(mesh))\n",
    "Y = ot.CompositeProcess(f, X)\n",
    "\n",
    "x_graph = X.getSample(N).drawMarginal(0)\n",
    "x_graph.setTitle('X realizations')\n",
    "y_graph = Y.getSample(N).drawMarginal(0)\n",
    "y_graph.setTitle('Y realizations')\n",
    "x_graph\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=Unnamed - 0 marginal implementation=class=GraphImplementation name=Unnamed - 0 marginal title=Y realizations xTitle=Time yTitle=Values axes=ON grid=ON legendposition=topright legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend= data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=101 dimension=2 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      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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Rk08+qWHDhkk69xE369evV1lZmW666SZNnTpVjz76qNuPqaVjBQsAAA938803q6KiotbnNm3adNnxoaGhys7Ovujz3bt319atW53aLgxsu3btcmGmqMYKFgAAgMkIWAAAACbjFCEAAC3YoUOHmnoKXokVLAAAAJMRsAAAAExGwAIAeJ2qqqqmnkKLQ02dEbAAAF4jICBAknT69OkmnknLU11Tu93exDPxDFzkDgDwGn5+fgoLC9PRHz53sHXr1vLxYa2hIaqqqnT69GkdPXpU3333HStZPyBgAQC8SufOnSXJEbJgju+++05ff/21DMOQYRjy9/dv6ik1KY8MWCtXrtQTTzyhwsJCXXfddcrKytKgQYMu2n/t2rVasGCBDhw4oG7duunRRx/VqFGjHM9PnjxZL7/8stOY/v371/jwSwBAy2exWBQdHa3AwEC99dZbKi0tVVhYmCwWi6RzdzAvKChQ586dHW24NLvdrqqqKhmGoaKiIoWEhKhdu3ZNPa0m5XEBKzs7W7NmzdLKlSs1cOBAPffccxo+fLj27Nnj+F/H+fLy8pSSkqIlS5Zo1KhRWr9+vcaOHatt27apf//+jn633367XnzxRcfj6vPwAADvFB4erkGDBmnTpk3av3+/I0xVVVWpqKhIpaWlnD6sI8MwFBISosTEREVERDT1dJqUxwWsFStWaMqUKZo6daokKSsrS5s2bdKqVauUmZlZo39WVpYSEhKUnp4uSUpPT9e7776rrKws/fWvf3X0s1qtXv9iAwCcdevWTffcc4+Ki4tVXl4uSaqoqNCHH36om266SX5+Hvdr0qP5+/urXbt2/L6VhwWs8vJy5efna+7cuU7tiYmJ2r59e61j8vLyNHv2bKe2YcOGKSsry6ktNzdX7du31xVXXKGbb75Zjz76qNq3b2/uAQAAmp3w8HCFh4c7Htvtdh09elR9+vTx+uuIUH8eFbBOnDihyspKpy906dwXf1FRUa1jioqKLtt/+PDhGjNmjKKjo3Xw4EEtWLBAt912m/Lz82W1WmvdbllZmcrKyhyPS0pKJJ37xmuMt6D6GoYsOrfcWuHi/vykc2Mkl8d4q+rXkLcTuwf1dS/q617U13zeWEuPCljVLryo0DCMS15oeLn+KSkpjn/HxMSoX79+io6O1ptvvqnRo0fXus3MzEwtWrSoRntOTo5atWrl0nE0RGJZmYJ0LujlbNzo2pjSUgVJKi0tdXmMt7PZbE09hRaN+roX9XUv6mues2fPNvUUGp1HBaywsDD5+vrWWK06fvx4jVWqahEREXXqL0kdOnRQdHS09u/ff9E+6enpSktLczwuKSlRVFSUEhMTFRoa6srhNIjvDytrVqtVSUlJLo3xCwyUJAUGBro8xlvZ7XbZbDYlJCRwCsANqK97UV/3or7mqz4L5E08KmAFBAQoNjZWNpvN6TYLNptNI0eOrHVMXFycbDab03VYOTk5io+Pv+h+iouLdeTIEXXo0OGifaxWa62nD/39/RvlG874YQXOYrHUeX8WiR8KLmqs19NbUV/3or7uRX3N44119KiAJUlpaWlKTU1Vv379FBcXp+eff14FBQWaNm2aJGnixInq2LGj4x2FM2fO1ODBg7Vs2TKNHDlSGzZs0ObNm7Vt2zZJ527dn5GRoXvuuUcdOnTQoUOH9Lvf/U5hYWFOIQ4AAMAsHhewUlJSVFxcrMWLF6uwsFAxMTHauHGjoqOjJUkFBQVO9yWJj4/XmjVrNH/+fC1YsEDdunVTdna24x5Yvr6+2r17t1555RV999136tChg2699VZlZ2crJCSkSY4RAAC0bB4XsCRp+vTpmj59eq3P5ebm1mhLTk5WcnJyrf2DgoK0adMmM6cHAABwSdyiFgAAwGQELAAAAJMRsAAAAExGwAIAADAZAQsAAMBkBCwAAACTEbAAAABMRsACAAAwGQELAADAZAQsAAAAkxGwAAAATEbAAgAAMBkBCwAAwGQELAAAAJMRsAAAAExGwAIAADAZAQsAAMBkBCwAAACTEbAAAABMRsACAAAwGQELAADAZAQsAAAAkxGwAAAATEbAAgAAMBkBCwAAwGQELAAAAJMRsAAAAExGwAIAADAZAQsAAMBkBCwAAACTEbAAAABMRsACAAAwGQELAADAZAQsAAAAkxGwAAAATEbAAgAAMBkBCwAAwGQELAAAAJMRsAAAAEzmsQFr5cqV6tq1qwIDAxUbG6utW7desv/atWvVq1cvWa1W9erVS+vXr79o3wceeEAWi0VZWVlmTxsAAMAzA1Z2drZmzZqlefPmaefOnRo0aJCGDx+ugoKCWvvn5eUpJSVFqamp+vjjj5WamqqxY8fqgw8+qNH39ddf1wcffKDIyEh3HwYAAPBSHhmwVqxYoSlTpmjq1Knq2bOnsrKyFBUVpVWrVtXaPysrSwkJCUpPT1ePHj2Unp6uIUOG1FihOnr0qGbMmKFXX31V/v7+jXEoAADAC3lcwCovL1d+fr4SExOd2hMTE7V9+/Zax+Tl5dXoP2zYMKf+VVVVSk1N1W9+8xtdd9115k8cAADgB35NPYELnThxQpWVlQoPD3dqDw8PV1FRUa1jioqKLtt/2bJl8vPz00MPPeTSPMrKylRWVuZ4XFJSIkmy2+2y2+0ubaMhfA1DFkmGYajCxf35SefGSC6P8VbVr2FjvJbeiPq6F/V1L+prPm+spccFrGoWi8XpsWEYNdpc7Z+fn6+nn35aO3bsuOQ2zpeZmalFixbVaM/JyVGrVq1c2kZDJJaVKUjngl7Oxo2ujSktVZCk0tJSl8d4O5vN1tRTaNGor3tRX/eivuY5e/ZsU0+h0XlcwAoLC5Ovr2+N1arjx4/XWKWqFhERccn+W7du1fHjx9W5c2fH85WVlZozZ46ysrJ06NChGttMT09XWlqa43FJSYmioqKUmJio0NDQ+h6ey3ytVkmS1WpVUlKSS2P8AgMlSYGBgS6P8VZ2u102m00JCQlcj+cG1Ne9qK97UV/zVZ8F8iYeF7ACAgIUGxsrm82mUaNGOdptNptGjhxZ65i4uDjZbDbNnj3b0ZaTk6P4+HhJUmpqqoYOHeo0ZtiwYUpNTdUvfvGLWrdptVpl/SHknM/f379RvuGMH1baLBZLnfdnkfih4KLGej29FfV1L+rrXtTXPN5YR48LWJKUlpam1NRU9evXT3FxcXr++edVUFCgadOmSZImTpyojh07KjMzU5I0c+ZMDR48WMuWLdPIkSO1YcMGbd68Wdu2bZMktWvXTu3atXPah7+/vyIiInTttdc27sEBAIAWzyMDVkpKioqLi7V48WIVFhYqJiZGGzduVHR0tCSpoKBAPj4/vgEyPj5ea9as0fz587VgwQJ169ZN2dnZ6t+/f1MdAgAA8GIeGbAkafr06Zo+fXqtz+Xm5tZoS05OVnJyssvbr+26KwAAADN43H2wAAAAmjsCFgAAgMkIWAAAACYjYAEAAJiMgAUAAGAyAhYAAIDJCFgAAAAmI2ABAACYjIAFAABgMgIWAACAyQhYAAAAJiNgAQAAmIyABQAAYDICFgAAgMkIWAAAACYjYAEAAJiMgAUAAGAyAhYAAIDJCFgAAAAmI2ABAACYjIAFAABgMgIWAACAyQhYAAAAJiNgAQAAmIyABQAAYDICFgAAgMkIWAAAACYjYAEAAJiMgAUAAGAyAhYAAIDJCFgAAAAmI2ABAACYjIAFAABgMgIWAACAyQhYAAAAJiNgAQAAmIyABQAAYDICFgAAgMkIWAAAACYjYAEAAJjMYwPWypUr1bVrVwUGBio2NlZbt269ZP+1a9eqV69eslqt6tWrl9avX+/0fEZGhnr06KHg4GBdeeWVGjp0qD744AN3HgIAAPBSHhmwsrOzNWvWLM2bN087d+7UoEGDNHz4cBUUFNTaPy8vTykpKUpNTdXHH3+s1NRUjR071ilAde/eXX/4wx+0e/dubdu2TV26dFFiYqL+97//NdZhAQAAL+GRAWvFihWaMmWKpk6dqp49eyorK0tRUVFatWpVrf2zsrKUkJCg9PR09ejRQ+np6RoyZIiysrIcfcaPH6+hQ4fq6quv1nXXXacVK1aopKREn3zySWMdFgAA8BJ+TT2BC5WXlys/P19z5851ak9MTNT27dtrHZOXl6fZs2c7tQ0bNswpYF24j+eff15t2rRRnz59au1TVlamsrIyx+OSkhJJkt1ul91ud/l46svXMGSRZBiGKlzcn590bozk8hhvVf0aNsZr6Y2or3tRX/eivubzxlp6XMA6ceKEKisrFR4e7tQeHh6uoqKiWscUFRW51P+f//ynxo0bp7Nnz6pDhw6y2WwKCwurdZuZmZlatGhRjfacnBy1atWqLodUL4llZQrSuaCXs3Gja2NKSxUkqbS01OUx3s5mszX1FFo06ute1Ne9qK95zp4929RTaHQeF7CqWSwWp8eGYdRoq2v/W2+9Vbt27dKJEyf0pz/9yXGdVvv27WtsLz09XWlpaY7HJSUlioqKUmJiokJDQ+tzSHXia7VKkqxWq5KSklwa4xcYKEkKDAx0eYy3stvtstlsSkhIkL+/f1NPp8Whvu5Ffd2L+pqv+iyQN/G4gBUWFiZfX98aq0/Hjx+vsUpVLSIiwqX+wcHB+slPfqKf/OQnGjBggK655hq98MILSk9Pr7FNq9Uq6w8h53z+/v6N8g1n/BAOLRZLnfdnkfih4KLGej29FfV1L+rrXtTXPN5YxwZf5L569Wqna5UaKiAgQLGxsTWWZm02m+Lj42sdExcXV6N/Tk7ORftXMwzD1LkDAABIJgSs+++/XydPnnQ8joyM1KFDhxq0zbS0NP2///f/tHr1an3++eeaPXu2CgoKNG3aNEnSxIkTnVadZs6cqZycHC1btkx79+7VsmXLtHnzZs2aNUuSdObMGf3ud7/T+++/r8OHD2vHjh2aOnWqvvrqK40ZM6ZBcwUAALhQg08RGobh9PjUqVOqqqpq0DZTUlJUXFysxYsXq7CwUDExMdq4caOio6MlSQUFBfLx+TEbxsfHa82aNZo/f74WLFigbt26KTs7W/3795ck+fr6au/evXr55Zd14sQJtWvXTjfeeKO2bt2q6667rkFzBQAAuJDHXYNVbfr06Zo+fXqtz+Xm5tZoS05OVnJycq39AwMDtW7dOjOnBwAAcFENPkVosVic3q134WMAAABvY8opwu7duztC1enTp3XDDTc4ncKTpG+++aahuwIAAGgWGhywXnzxRTPmAQAA0GI0OGBNmjTJjHkAAAC0GKZd5G4YhvLz83Xo0CFZLBZ17dpVN9xwA9djAQAAr2NKwNqyZYumTJmiw4cPO27bUB2yVq9ercGDB5uxGwAAgGahwe8i/OKLL3TnnXeqS5cuWrdunT7//HPt2bNHr732mjp16qSkpCR9+eWXZswVAACgWWjwClZWVpYGDBigf/3rX07tPXr00KhRozR06FA99dRTeuaZZxq6KwAAgGahwStYubm5jo+kuZDFYtGsWbO0ZcuWhu4GAACg2WhwwCooKFDv3r0v+nxMTIwOHz7c0N0AAAA0Gw0OWKdPn1arVq0u+nyrVq109uzZhu4GAACg2TDlXYR79uxRUVFRrc+dOHHCjF0AAAA0G6YErNtuu63WdovFIsMwuBcWAADwKg0OWAcPHjRjHgAAAC1GgwNW+/bt9etf/1qvv/667Ha7hg4dqv/7v/9TWFiYGfMDAABodhp8kfvChQv10ksv6Y477tC4ceNks9n0y1/+0oy5AQAANEsNXsFat26dXnjhBY0bN06SdO+992rgwIGqrKyUr69vgycIAADQ3DR4BevIkSMaNGiQ4/FNN90kPz8/HTt2rKGbBgAAaJYaHLAqKysVEBDg1Obn56eKioqGbhoAAKBZavApQsMwNHnyZFmtVkdbaWmppk2bpuDgYEfbunXrGrorAACAZqHBAWvSpEk12u69996GbhYAAKDZanDAevHFF82YBwAAQIvR4GuwAAAA4IyABQAAYDICFgAAgMkIWAAAACYjYAEAAJiMgAUAAGAyAhYAAIDJCFgAAAAmI2ABAACYjIAFAABgMgIWAACAyQhYAAAAJiNgAQAAmIyABQAAYDICFgDVX921AAAdxElEQVQAgMkIWAAAACYjYAEAAJjMYwPWypUr1bVrVwUGBio2NlZbt269ZP+1a9eqV69eslqt6tWrl9avX+94zm6367e//a169+6t4OBgRUZGauLEiTp27Ji7DwMAAHghjwxY2dnZmjVrlubNm6edO3dq0KBBGj58uAoKCmrtn5eXp5SUFKWmpurjjz9Wamqqxo4dqw8++ECSdPbsWe3YsUMLFizQjh07tG7dOv33v//VXXfd1ZiHBQAAvIRHBqwVK1ZoypQpmjp1qnr27KmsrCxFRUVp1apVtfbPyspSQkKC0tPT1aNHD6Wnp2vIkCHKysqSJLVp00Y2m01jx47VtddeqwEDBuiZZ55Rfn7+RUMbAABAffk19QQuVF5ervz8fM2dO9epPTExUdu3b691TF5enmbPnu3UNmzYMEfAqs3JkydlsVh0xRVX1Pp8WVmZysrKHI9LSkoknTvdaLfbXTqWhvA1DFkkGYahChf35yedGyO5PMZbVb+GjfFaeiPq617U172or/m8sZYeF7BOnDihyspKhYeHO7WHh4erqKio1jFFRUV16l9aWqq5c+dq/PjxCg0NrbVPZmamFi1aVKM9JydHrVq1cuVQGiSxrExBOhf0cjZudGnMyKNHJUmWo0dV0aGDy/uqCArS5+PHqzA+vj5TbdZsNltTT6FFo77uRX3di/qa5+zZs009hUbncQGrmsVicXpsGEaNtvr0t9vtGjdunKqqqrRy5cqLbi89PV1paWmOxyUlJYqKilJiYuJFQ5mZfK1WSZLValVSUlKdxwcVF9ep/40bNqhi6dI676e5stvtstlsSkhIkL+/f1NPp8Whvu5Ffd2L+pqv+iyQN/G4gBUWFiZfX98aq0/Hjx+vsUpVLSIiwqX+drtdY8eO1cGDB/XOO+9cMihZrVZZfwg55/P392+Ubzjjh3BosVjqt7+OHV3rV1goVVXJcvq0V/4gaazX01tRX/eivu5Ffc3jjXX0uIvcAwICFBsbW2Np1mazKf4ip7Di4uJq9M/JyXHqXx2u9u/fr82bN6tdu3bmT96TfPWVa3/qcCoRAAC4xuNWsCQpLS1Nqamp6tevn+Li4vT888+roKBA06ZNkyRNnDhRHTt2VGZmpiRp5syZGjx4sJYtW6aRI0dqw4YN2rx5s7Zt2yZJqqioUHJysnbs2KF//vOfqqysdKx4tW3bVgEBAU1zoAAAoEXyyICVkpKi4uJiLV68WIWFhYqJidHGjRsVHR0tSSooKJCPz4+Lb/Hx8VqzZo3mz5+vBQsWqFu3bsrOzlb//v0lSV999ZXeeOMNSdL111/vtK8tW7bolltuaZwDAwAAXsEjA5YkTZ8+XdOnT6/1udzc3BptycnJSk5OrrV/ly5dZBiGmdMDAAC4KI+7BgsAAKC5I2ABAACYjIAFAABgMgIWAACAyQhYAAAAJiNgAQAAmIyABQAAYDICFgAAgMkIWAAAACYjYAEAAJiMgAUAAGAyAhYAAIDJCFgAAAAmI2ABAACYjIAFAABgMgIWAACAyQhYAAAAJiNgAQAAmIyABQAAYDICFgAAgMkIWAAAACYjYAEAAJiMgAUAAGAyAhYAAIDJCFgAAAAmI2ABAACYjIAFAABgMgIWAACAyQhYAAAAJiNgAQAAmIyABQAAYDK/pp4AmtjRoz/+3amT6+NCQqQlS6TkZPfMCwCAZoyAhR9Vhy1XLVhAwAIAoBYELPyoY0fX+hUWSlVV0qlT7p0PAADNFAELP/rqK9f6depU99UuAAC8CBe5AwAAmIyABQAAYDICFgAAgMkIWAAAACbzyIC1cuVKde3aVYGBgYqNjdXWrVsv2X/t2rXq1auXrFarevXqpfXr1zs9v27dOg0bNkxhYWGyWCzatWuXO6cPAAC8nMcFrOzsbM2aNUvz5s3Tzp07NWjQIA0fPlwFBQW19s/Ly1NKSopSU1P18ccfKzU1VWPHjtUHH3zg6HPmzBkNHDhQjz/+eGMdBgAA8GIeF7BWrFihKVOmaOrUqerZs6eysrIUFRWlVatW1do/KytLCQkJSk9PV48ePZSenq4hQ4YoKyvL0Sc1NVULFy7U0KFDG+swAACAF/Oo+2CVl5crPz9fc+fOdWpPTEzU9u3bax2Tl5en2bNnO7UNGzbMKWDVR1lZmcrKyhyPS0pKJEl2u112u71B23aFr2HIIskwDFW4uD//8/7t6hzrNea8j9cx6vLxOpLUurUqMzJk3HNP3caZrPpYG+O19EbU172or3tRX/N5Yy09KmCdOHFClZWVCg8Pd2oPDw9XUVFRrWOKiorq1N9VmZmZWrRoUY32nJwctWrVqkHbdkViWZmCdC7o5Wzc6NKYkef9e2MjjbHU44aj3//mN3onKKjO49zBZrM19RRaNOrrXtTXvaivec6ePdvUU2h0HhWwqlksFqfHhmHUaGtIf1ekp6crLS3N8bikpERRUVFKTExUaGhog7btCl+rVZJktVqVlJRU5/GNNcZw9eN1JKmwUJaqKrU2jHrty0x2u102m00JCQny9/e//ADUCfV1L+rrXtTXfNVngbyJRwWssLAw+fr61lh9On78eI1VqmoRERF16u8qq9Uq6w8h53z+/v6N8g1n/BAQLRZLvfbXWGMsrn68juT4iB1LPfflDo31enor6ute1Ne9qK95vLGOHnWRe0BAgGJjY2ssy9psNsXHx9c6Ji4urkb/nJyci/YHAABwN49awZKktLQ0paamql+/foqLi9Pzzz+vgoICTZs2TZI0ceJEdezYUZmZmZKkmTNnavDgwVq2bJlGjhypDRs2aPPmzdq2bZtjm998840KCgp07NgxSdK+ffsknVv9ioiIaOQjBAAALZ3HBayUlBQVFxdr8eLFKiwsVExMjDZu3Kjo6GhJUkFBgXx8flx4i4+P15o1azR//nwtWLBA3bp1U3Z2tvr37+/o88Ybb+gXv/iF4/G4ceMkSY888ogyMjIa58AAAIDX8LiAJUnTp0/X9OnTa30uNze3RltycrKSk5Mvur3Jkydr8uTJJs0O9Xbe7R1Ul9s7hIRIS5ZIl3iNAQDwJB4ZsOAF6np7hwULCFgAgGaDgIWm4ertHQoLpaoq6dQp984HAAATEbDQNFy9vcMPt3YAAKA58ajbNAAAALQEBCwAAACTEbAAAABMRsACAAAwGQELAADAZAQsAAAAkxGwAAAATEbAAgAAMBkBCwAAwGQELAAAAJMRsAAAAExGwAIAADAZAQsAAMBkBCwAAACTEbAAAABM5tfUEwBM99pr0sKF0qlTF+3iJymxtFR+gYE/NoaESEuWSMnJ7p8jAKBFI2Ch5Vm4UNq795JdLJKCantiwQICFgCgwQhY8GxHj/74d6dOdRsjSR071trFkFRaWqrAwEBZJKmwUKqquuSqFwAAriJgofk4Pzi56quvam2usNuVs3GjkpKS5O/vfy681Wf7AADUgoCF5uMiq1E1EJQAAE2MgIXm4yKrUTVYLO6dBwAAl8FtGgAAAExGwAIAADAZAQsAAMBkBCwAAACTEbAAAABMxrsIgfpy4SN5LoqP5QGAFo2ABUgNv2N8ffCxPADQYhGwgAvVJzi5ehNUiY/lAQAvQMACLlSfO8a7ehNU6ccboZr8+Yq14lQkADQJAhZwoca8Y3x9VsvqOoZTkQDQ6AhYQFOqz2qZq2Ma61RkLRf7+0lKLC2VX2DgpceywgaghSJgAU2pPqtlro7p1KlxPvh64UJp716nJoukIFfHs8IGoAUiYAEtVUPfGdmA1TVDUmlpqQIDA3XRE6nV4/budX1+EqteAJoFAhbgDRrjWi/JsbpWYbcrZ+NGJSUlyd/fv/a+56/KcV0ZgBaGgAV4A3de62XGaUhPu64MABrIYwPWypUr9cQTT6iwsFDXXXedsrKyNGjQoIv2X7t2rRYsWKADBw6oW7duevTRRzVq1CjH84ZhaNGiRXr++ef17bffqn///nr22Wd13XXXNcbhAE3Lndd6mfFuyrruqy6nPSVOKwJodB4ZsLKzszVr1iytXLlSAwcO1HPPPafhw4drz5496ty5c43+eXl5SklJ0ZIlSzRq1CitX79eY8eO1bZt29S/f39J0vLly7VixQq99NJL6t69u5YuXaqEhATt27dPISEhjX2IABqqritnY8a0mHuIWf7+d9328MPyMwzXB3EvNaBRWQyjLt+hjaN///7q27evVq1a5Wjr2bOn7r77bmVmZtbon5KSopKSEr311luOtttvv11XXnml/vrXv8owDEVGRmrWrFn67W9/K0kqKytTeHi4li1bpgceeOCycyopKVGbNm108uRJhYaGmnCUl2Z06iTL0aMyOnaUpT4rCa6+rI01pjH35cIYu92ujedfI+SldXDXmBr1dce+GusUZl3CiFT3QFKfz7RsjHeHnq9HD+nzz13v39BjauIA6NLXryep7+eiNmJ4buzfoZ7A41awysvLlZ+fr7lz5zq1JyYmavv27bWOycvL0+zZs53ahg0bpqysLEnSwYMHVVRUpMTERMfzVqtVN998s7Zv315rwCorK1NZWZnjcUlJiaRz33h2u71+B3cB3wEDZPn669qfLCyUdO7UZoWL+zv/x4Crc2ysMY25L1fGVLdX/+2tdXDXmAv/dsu+Dh50bUxAgOPfhou/uC3n/7KvT5gZM6Z++6qH+uzH1TEqLJSlqkrGf/9bp1OyDT2m+qxOunxMLvA1DCWWlcnXapVhxilwN2tQvS9ROyM8XJXvv1//bZ/HrN+bzYnHBawTJ06osrJS4eHhTu3h4eEqKiqqdUxRUdEl+1f/XVufw4cP17rNzMxMLVq0qEZ7Tk6OWrVq5drBXEbi4cMKKi6+ZJ8zPj56Z+NGl7Y38rx/b/SwMY25r7qMsdlsjTq3xtyXJ4yprm9j7MuVMW88+6xrY+6+2/Hv79u1c2mMJKfv5/r80nN1X+fvpz7H5OqY22bMUMhXX8lSVVXvVbP6HFN9xjQ41J2nTvdx8zBm1q60tFQ5dfjZdilnz541ZTvNiccFrGqWC/7XYBhGjba69q/LNtPT05WWluZ4XFJSoqioKCUmJpq2vOkbHS3jIne6NgxDZ3x8FPD440pKSnJpe1VjxsjntddUNWaMx43xtPnZ7XbZbDYlJCTI39/fa+vgrjEX1tfT5leXMX6vvurSGEmqWLtWvhkZ0unTLo+RJLVurcqMDPndc49r+xk/Xn5//7sqkpPdWgfLE0/IqM/xSHU+pqoJE+pc83rX+zIMw1BZWZmsVuslf+94lLp+DblQO2t4eJ1+tl1K9Vkgr2J4mLKyMsPX19dYt26dU/tDDz1kDB48uNYxUVFRxooVK5zaVqxYYXTu3NkwDMM4cOCAIcnYsWOHU5+77rrLmDhxokvzOnnypCHJOHnypKuH0iDl5eXG66+/bpSXlzfK/rwN9XUv6ute1Ne9qK/5Gvt3qCfwaeJ8V0NAQIBiY2NrnFqw2WyKj4+vdUxcXFyN/jk5OY7+Xbt2VUREhFOf8vJyvfvuuxfdJgAAQH155CnCtLQ0paamql+/foqLi9Pzzz+vgoICTZs2TZI0ceJEdezY0fGOwpkzZ2rw4MFatmyZRo4cqQ0bNmjz5s3atm2bpHOnBmfNmqXHHntM11xzja655ho99thjatWqlcaPH99kxwkAAFomjwxYKSkpKi4u1uLFi1VYWKiYmBht3LhR0dHRkqSCggL5+Py4+BYfH681a9Zo/vz5WrBggbp166bs7GzHPbAk6eGHH9b333+v6dOnO240mpOTwz2wAACA6TwyYEnS9OnTNX369Fqfy83NrdGWnJys5Evcy8NisSgjI0MZGRkmzRAAAKB2HncNFgAAQHNHwAIAADAZAQsAAMBkBCwAAACTEbAAAABMRsACAAAwmcfepsHTGIYhqfE+T8lut+vs2bMqKSm56Ge5of6or3tRX/eivu5Ffc1X/buz+nepNyBguejUqVOSpKioqCaeCQAAzdOpU6fUpk2bpp5Go7AY3hQnG6CqqkrHjh1TSEhIo3y6eklJiaKionTkyBGFhoa6fX/ehvq6F/V1L+rrXtTXfIZh6NSpU4qMjHT6JJaWjBUsF/n4+KhTp06Nvt/Q0FC+wd2I+roX9XUv6ute1Ndc3rJyVc07YiQAAEAjImABAACYzDeDTz/2WL6+vrrlllvk58eZXHegvu5Ffd2L+roX9UVDcZE7AACAyThFCAAAYDICFgAAgMkIWAAAACYjYAEAAJiMgOWBVq5cqa5duyowMFCxsbHaunVrU0+pWcrIyJDFYnH6ExER4XjeMAxlZGQoMjJSQUFBuuWWW/TZZ5814Yw927///W+NGDFCkZGRslgsev31152ed6We3377rVJTU9WmTRu1adNGqamp+u677xrzMDzW5eo7efLkGl/PAwYMcOpTVlamBx98UGFhYQoODtZdd92lr776qjEPw2NlZmbqxhtvVEhIiNq3b6+7775b+/btc+rjSv0KCgo0YsQIBQcHKywsTA899JDKy8sb81DQTBCwPEx2drZmzZqlefPmaefOnRo0aJCGDx+ugoKCpp5as3TdddepsLDQ8Wf37t2O55YvX64VK1boD3/4g/7zn/8oIiJCCQkJjs+dhLMzZ86oT58++sMf/lDr867Uc/z48dq1a5fefvttvf3229q1a5dSU1Mb6xA82uXqK0m3336709fzxo0bnZ6fNWuW1q9frzVr1mjbtm06ffq07rzzTlVWVrp7+h7v3Xff1a9+9Su9//77stlsqqioUGJios6cOePoc7n6VVZW6o477tCZM2e0bds2rVmzRmvXrtWcOXOa6rDgyQx4lJtuusmYNm2aU1uPHj2MuXPnNtGMmq9HHnnE6NOnT63PVVVVGREREcbjjz/uaCstLTXatGlj/PGPf2ysKTZbkoz169c7HrtSzz179hiSjPfff9/RJy8vz5Bk7N27t/Em3wxcWF/DMIxJkyYZI0eOvOiY7777zvD39zfWrFnjaDt69Kjh4+NjvP32226ba3N1/PhxQ5Lx7rvvGobhWv02btxo+Pj4GEePHnX0+etf/2pYrVbj5MmTjXsA8HisYHmQ8vJy5efnKzEx0ak9MTFR27dvb6JZNW/79+9XZGSkunbtqnHjxunLL7+UJB08eFBFRUVOtbZarbr55pupdT24Us+8vDy1adNG/fv3d/QZMGCA2rRpQ81dlJubq/bt26t79+66//77dfz4ccdz+fn5stvtTq9BZGSkYmJiqG8tTp48KUlq27atJNfql5eXp5iYGEVGRjr6DBs2TGVlZcrPz2/E2aM5IGB5kBMnTqiyslLh4eFO7eHh4SoqKmqiWTVf/fv31yuvvKJNmzbpT3/6k4qKihQfH6/i4mJHPam1OVypZ1FRkdq3b19jbPv27am5C4YPH65XX31V77zzjp588kn95z//0W233aaysjJJ5+obEBCgK6+80mkcX9M1GYahtLQ0/exnP1NMTIwk1+pXVFRU42v8yiuvVEBAADVGDXwGgAeyWCxOjw3DqNGGyxs+fLjj371791ZcXJy6deuml19+2XFxMLU21+XqWVttqblrUlJSHP+OiYlRv379FB0drTfffFOjR4++6DjqW9OMGTP0ySefaNu2bZfty9cw6osVLA8SFhYmX1/fGv8TOn78eI3/NaHugoOD1bt3b+3fv9/xbkJqbQ5X6hkREaGvv/66xtj//e9/1LweOnTooOjoaO3fv1/SufqWl5fr22+/derH17SzBx98UG+88Ya2bNmiTp06OdpdqV9ERESNr/Fvv/1WdrudGqMGApYHCQgIUGxsrGw2m1O7zWZTfHx8E82q5SgrK9Pnn3+uDh06qGvXroqIiHCqdXl5ud59911qXQ+u1DMuLk4nT57Uhx9+6OjzwQcf6OTJk9S8HoqLi3XkyBF16NBBkhQbGyt/f3+n16CwsFCffvop9dW5VaYZM2Zo3bp1euedd9S1a1en512pX1xcnD799FMVFhY6+uTk5MhqtSo2NrZxDgTNR5NdXo9arVmzxvD39zdeeOEFY8+ePcasWbOM4OBg49ChQ009tWZnzpw5Rm5urvHll18a77//vnHnnXcaISEhjlo+/vjjRps2bYx169YZu3fvNn7+858bHTp0MEpKSpp45p7p1KlTxs6dO42dO3cakowVK1YYO3fuNA4fPmwYhmv1vP32242f/vSnRl5enpGXl2f07t3buPPOO5vqkDzKpep76tQpY86cOcb27duNgwcPGlu2bDHi4uKMjh07OtV32rRpRqdOnYzNmzcbO3bsMG677TajT58+RkVFRRMemWf45S9/abRp08bIzc01CgsLHX/Onj3r6HO5+lVUVBgxMTHGkCFDjB07dhibN282OnXqZMyYMaOpDgsejIDlgZ599lkjOjraCAgIMPr27et4GzHqJiUlxejQoYPh7+9vREZGGqNHjzY+++wzx/NVVVXGI488YkRERBhWq9UYPHiwsXv37iacsWfbsmWLIanGn0mTJhmG4Vo9i4uLjQkTJhghISFGSEiIMWHCBOPbb79tgqPxPJeq79mzZ43ExETjqquuMvz9/Y3OnTsbkyZNMgoKCpy28f333xszZsww2rZtawQFBRl33nlnjT7eqrbaSjJefPFFRx9X6nf48GHjjjvuMIKCgoy2bdsaM2bMMEpLSxv5aNAcWAzDMBp71QwAAKAl4xosAAAAkxGwAAAATEbAAgAAMBkBCwAAwGQELAAAAJMRsAAAAExGwAIAADAZAQtAs9OlSxdlZWU19TQA4KIIWAAAACYjYAEAAJiMgAWgUT333HPq2LGjqqqqnNrvuusuTZo0SQcOHNDIkSMVHh6u1q1b68Ybb9TmzZsvur1Dhw7JYrFo165djrbvvvtOFotFubm5jrY9e/YoKSlJrVu3Vnh4uFJTU3XixAnH83//+9/Vu3dvBQUFqV27dho6dKjOnDlj3oED8CoELACNasyYMTpx4oS2bNniaPv222+1adMmTZgwQadPn1ZSUpI2b96snTt3atiwYRoxYoQKCgrqvc/CwkLdfPPNuv766/XRRx/p7bff1tdff62xY8c6nv/5z3+u++67T59//rlyc3M1evRo8VGtAOrLr6knAMC7tG3bVrfffrv+8pe/aMiQIZKk1157TW3bttWQIUPk6+urPn36OPovXbpU69ev1xtvvKEZM2bUa5+rVq1S37599dhjjznaVq9eraioKP33v//V6dOnVVFRodGjRys6OlqS1Lt37wYcJQBvxwoWgEY3YcIErV27VmVlZZKkV199VePGjZOvr6/OnDmjhx9+WL169dIVV1yh1q1ba+/evQ1awcrPz9eWLVvUunVrx58ePXpIkg4cOKA+ffpoyJAh6t27t8aMGaM//elP+vbbb005VgDeiYAFoNGNGDFCVVVVevPNN3XkyBFt3bpV9957ryTpN7/5jdauXatHH31UW7du1a5du9S7d2+Vl5fXui0fn3M/xs4/nWe32536VFVVacSIEdq1a5fTn/3792vw4MHy9fWVzWbTW2+9pV69eumZZ57Rtddeq4MHD7qpAgBaOk4RAmh0QUFBGj16tF599VV98cUX6t69u2JjYyVJW7du1eTJkzVq1ChJ0unTp3Xo0KGLbuuqq66SdO46qhtuuEGSnC54l6S+fftq7dq16tKli/z8av+xZ7FYNHDgQA0cOFALFy5UdHS01q9fr7S0tIYeLgAvxAoWgCYxYcIEvfnmm1q9erVj9UqSfvKTn2jdunXatWuXPv74Y40fP77GOw7PFxQUpAEDBujxxx/Xnj179O9//1vz58936vOrX/1K33zzjX7+85/rww8/1JdffqmcnBzdd999qqys1AcffKDHHntMH330kQoKCrRu3Tr973//U8+ePd12/ABaNgIWgCZx2223qW3bttq3b5/Gjx/vaH/qqad05ZVXKj4+XiNGjNCwYcPUt2/fS25r9erVstvt6tevn2bOnKmlS5c6PR8ZGan33ntPlZWVGjZsmGJiYjRz5ky1adNGPj4+Cg0N1b///W8lJSWpe/fumj9/vp588kkNHz7cLccOoOWzGLwPGQAAwFSsYAEAAJiMgAUAAGAyAhYAAIDJCFgAAAAmI2ABAACYjIAFAABgMgIWAACAyQhYAAAAJiNgAQAAmOz/A5K/qZprwlIOAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "class=Graph name=y0 PDF implementation=class=GraphImplementation name=y0 PDF title=X distribution xTitle=values yTitle=PDF axes=ON grid=ON legendposition=topright legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=X pdf data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=128 dimension=2 data=[[-3.74767,0],[1.50793e-06,0],[1.50793e-06,0],[1.50793e-06,0.054834],[7.49534,0.054834],[7.49534,0],[7.49534,0],[7.49534,0.019879],[14.9907,0.019879],[14.9907,0],[14.9907,0],[14.9907,0.0122743],[22.486,0.0122743],[22.486,0],[22.486,0],[22.486,0.0101396],[29.9814,0.0101396],[29.9814,0],[29.9814,0],[29.9814,0.00867205],[37.4767,0.00867205],[37.4767,0],[37.4767,0],[37.4767,0.00440273],[44.9721,0.00440273],[44.9721,0],[44.9721,0],[44.9721,0.00480298],[52.4674,0.00480298],[52.4674,0],[52.4674,0],[52.4674,0.00240149],[59.9627,0.00240149],[59.9627,0],[59.9627,0],[59.9627,0.00266832],[67.4581,0.00266832],[67.4581,0],[67.4581,0],[67.4581,0.00213466],[74.9534,0.00213466],[74.9534,0],[74.9534,0],[74.9534,0.00200124],[82.4488,0.00200124],[82.4488,0],[82.4488,0],[82.4488,0.00133416],[89.9441,0.00133416],[89.9441,0],[89.9441,0],[89.9441,0.00120075],[97.4395,0.00120075],[97.4395,0],[97.4395,0],[97.4395,0.00160099],[104.935,0.00160099],[104.935,0],[104.935,0],[104.935,0.00120075],[112.43,0.00120075],[112.43,0],[112.43,0],[112.43,0.000667081],[119.925,0.000667081],[119.925,0],[119.925,0],[119.925,0.000400249],[127.421,0.000400249],[127.421,0],[127.421,0],[127.421,0.000266832],[134.916,0.000266832],[134.916,0],[134.916,0],[134.916,0.000133416],[142.412,0.000133416],[142.412,0],[142.412,0],[142.412,0.000266832],[149.907,0.000266832],[149.907,0],[149.907,0],[149.907,0.000400249],[157.402,0.000400249],[157.402,0],[157.402,0],[157.402,0.000533665],[164.898,0.000533665],[164.898,0],[164.898,0],[164.898,0],[172.393,0],[172.393,0],[172.393,0],[172.393,0.000266832],[179.888,0.000266832],[179.888,0],[179.888,0],[179.888,0.000266832],[187.384,0.000266832],[187.384,0],[187.384,0],[187.384,0.000133416],[194.879,0.000133416],[194.879,0],[194.879,0],[194.879,0.000133416],[202.374,0.000133416],[202.374,0],[202.374,0],[202.374,0.000133416],[209.87,0.000133416],[209.87,0],[209.87,0],[209.87,0],[217.365,0],[217.365,0],[217.365,0],[217.365,0],[224.86,0],[224.86,0],[224.86,0],[224.86,0.000266832],[232.356,0.000266832],[232.356,0],[232.356,0],[236.103,0]] color=red fillStyle=solid lineStyle=solid pointStyle=none lineWidth=2]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Composite process: Y=BoxCox(X)\n",
    "\n",
    "myCovModel = ot.ExponentialModel([0.2], [5.0])\n",
    "myGrid = ot.RegularGrid(0.0, 0.1, 1000)\n",
    "myXProcess = ot.GaussianProcess(myCovModel, myGrid)\n",
    "\n",
    "f = ot.SymbolicFunction('t', 't^2')\n",
    "myX = ot.CompositeProcess(ot.ValueFunction(f, myGrid), myXProcess)\n",
    "\n",
    "\n",
    "myReal = myX.getRealization()\n",
    "\n",
    "hist = ot.HistogramFactory().build(myReal.getValues())\n",
    "graph = hist.drawPDF()\n",
    "graph.setTitle('X distribution')\n",
    "graph.setLegends(['X pdf'])\n",
    "graph.setXTitle('values')\n",
    "graph\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=y0 PDF implementation=class=GraphImplementation name=y0 PDF title=Y=BoxCox(X) distribution xTitle=values yTitle=PDF axes=ON grid=ON legendposition=topright legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=Y pdf data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=64 dimension=2 data=[[-5.02601,0],[-4.53891,0],[-4.53891,0],[-4.53891,0.00307945],[-3.56471,0.00307945],[-3.56471,0],[-3.56471,0],[-3.56471,0.0153972],[-2.59051,0.0153972],[-2.59051,0],[-2.59051,0],[-2.59051,0.0369534],[-1.61631,0.0369534],[-1.61631,0],[-1.61631,0],[-1.61631,0.0482447],[-0.642108,0.0482447],[-0.642108,0],[-0.642108,0],[-0.642108,0.0759597],[0.332093,0.0759597],[0.332093,0],[0.332093,0],[0.332093,0.102648],[1.30629,0.102648],[1.30629,0],[1.30629,0],[1.30629,0.0995688],[2.2805,0.0995688],[2.2805,0],[2.2805,0],[2.2805,0.142681],[3.2547,0.142681],[3.2547,0],[3.2547,0],[3.2547,0.126257],[4.2289,0.126257],[4.2289,0],[4.2289,0],[4.2289,0.137549],[5.2031,0.137549],[5.2031,0],[5.2031,0],[5.2031,0.102648],[6.1773,0.102648],[6.1773,0],[6.1773,0],[6.1773,0.0626154],[7.1515,0.0626154],[7.1515,0],[7.1515,0],[7.1515,0.0451652],[8.1257,0.0451652],[8.1257,0],[8.1257,0],[8.1257,0.0184767],[9.0999,0.0184767],[9.0999,0],[9.0999,0],[9.0999,0.00923834],[10.0741,0.00923834],[10.0741,0],[10.0741,0],[10.5612,0]] color=red fillStyle=solid lineStyle=solid pointStyle=none lineWidth=2]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "likeliHoodGraph = ot.Graph()\n",
    "myBXTrans, likeliHoodGraph = ot.BoxCoxFactory().buildWithGraph(myReal, [0])\n",
    "myNewReal = myBXTrans(myReal)\n",
    "newHist = ot.HistogramFactory().build(myNewReal.getValues())\n",
    "graph2 = newHist.drawPDF()\n",
    "graph2.setTitle('Y=BoxCox(X) distribution')\n",
    "graph2.setLegends(['Y pdf'])\n",
    "graph2.setXTitle('values')\n",
    "graph2\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
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      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "likeliHoodGraph"
   ]
  }
 ],
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