{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ETS models\n",
    "\n",
    "The ETS models are a family of time series models with an underlying state space model consisting of a level component, a trend component (T), a seasonal component (S), and an error term (E).\n",
    "\n",
    "This notebook shows how they can be used with `statsmodels`. For a more thorough treatment we refer to [1], chapter 8 (free online resource), on which the implementation in statsmodels and the examples used in this notebook are based.\n",
    "\n",
    "`statsmodels` implements all combinations of:\n",
    "- additive and multiplicative error model\n",
    "- additive and multiplicative trend, possibly dampened\n",
    "- additive and multiplicative seasonality\n",
    "\n",
    "However, not all of these methods are stable. Refer to [1] and references therein for more info about model stability.\n",
    "\n",
    "[1] Hyndman, Rob J., and George Athanasopoulos. *Forecasting: principles and practice*, 3rd edition, OTexts, 2019. https://www.otexts.org/fpp3/7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "%matplotlib inline\n",
    "from statsmodels.tsa.exponential_smoothing.ets import ETSModel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['figure.figsize'] = (12, 8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simple exponential smoothing\n",
    "\n",
    "The simplest of the ETS models is also known as *simple exponential smoothing*. In ETS terms, it corresponds to the (A, N, N) model, that is, a model with additive errors, no trend, and no seasonality. The state space formulation of Holt's method is:\n",
    "\n",
    "\\begin{align}\n",
    "y_{t} &= y_{t-1} + e_t\\\\\n",
    "l_{t} &= l_{t-1} + \\alpha e_t\\\\\n",
    "\\end{align}\n",
    "\n",
    "This state space formulation can be turned into a different formulation, a forecast and a smoothing equation (as can be done with all ETS models):\n",
    "\n",
    "\\begin{align}\n",
    "\\hat{y}_{t|t-1} &= l_{t-1}\\\\\n",
    "l_{t} &= \\alpha y_{t-1} + (1 - \\alpha) l_{t-1}\n",
    "\\end{align}\n",
    "\n",
    "Here, $\\hat{y}_{t|t-1}$ is the forecast/expectation of $y_t$ given the information of the previous step. In the simple exponential smoothing model, the forecast corresponds to the previous level. The second equation (smoothing equation) calculates the next level as weighted average of the previous level and the previous observation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oildata = [\n",
    "    111.0091, 130.8284, 141.2871, 154.2278,\n",
    "    162.7409, 192.1665, 240.7997, 304.2174,\n",
    "    384.0046, 429.6622, 359.3169, 437.2519,\n",
    "    468.4008, 424.4353, 487.9794, 509.8284,\n",
    "    506.3473, 340.1842, 240.2589, 219.0328,\n",
    "    172.0747, 252.5901, 221.0711, 276.5188,\n",
    "    271.1480, 342.6186, 428.3558, 442.3946,\n",
    "    432.7851, 437.2497, 437.2092, 445.3641,\n",
    "    453.1950, 454.4096, 422.3789, 456.0371,\n",
    "    440.3866, 425.1944, 486.2052, 500.4291,\n",
    "    521.2759, 508.9476, 488.8889, 509.8706,\n",
    "    456.7229, 473.8166, 525.9509, 549.8338,\n",
    "    542.3405\n",
    "]\n",
    "oil = pd.Series(oildata, index=pd.date_range('1965', '2013', freq='AS'))\n",
    "oil.plot()\n",
    "plt.ylabel(\"Annual oil production in Saudi Arabia (Mt)\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot above shows annual oil production in Saudi Arabia in million tonnes. The data are taken from the R package `fpp2` (companion package to prior version [1]).\n",
    "Below you can see how to fit a simple exponential smoothing model using statsmodels's ETS implementation to this data. Additionally, the fit using `forecast` in R is shown as comparison."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = ETSModel(oil, error='add', trend='add', damped_trend=True)\n",
    "fit = model.fit(maxiter=10000)\n",
    "oil.plot(label='data')\n",
    "fit.fittedvalues.plot(label='statsmodels fit')\n",
    "plt.ylabel(\"Annual oil production in Saudi Arabia (Mt)\");\n",
    "\n",
    "# obtained from R\n",
    "params_R = [0.99989969, 0.11888177503085334, 0.80000197, 36.46466837, 34.72584983]\n",
    "yhat = model.smooth(params_R).fittedvalues\n",
    "yhat.plot(label='R fit', linestyle='--')\n",
    "\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By default the initial states are considered to be fitting parameters and are estimated by maximizing log-likelihood. Additionally it is possible to only use a heuristic for the initial values. In this case this leads to better agreement with the R implementation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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aRElJSbXXi4qKwsHBgWeffZann36ac+fOAaCvr1/h/AEDBvD333+Tn58PIFI+BEEQBOEBVXT9Os2CU5jSegpvD5uLQVEu7v0ex/X331jqEsnTu54mvfDR/T6+LSQBY30lvT0dtJ7zXd5mfn7VDBMPS2jSudbXJALq+2j58uUsWLAAPz8/2rRpw6ZNmwB49tlnOXToEB06dODUqVOV7krf6eDBg/j7+9O2bVvWr1/PK6+8AsCMGTPw9fW9fSjxlkGDBjF8+HACAwPx9/fnm2++qf0XKAiCIAhChVaejqbn1wfYcyWpynE5xTkk/f4b2V9+y+tez2G09TX4piXSsR8w79EdT9tWxMZc4fCYvkRcOHKfVv/gUKk17LyUSB8vB4wNlFrNkWWZA9H70C9KReE9AhTazdOFJMtyrV/0fgkMDJSDgoLueuzq1at4eXnV04oEXYm/L0EQBKGhO3I9hWkLz2CgVFBQomZCxya8P9QLE4O7M2/VGjUv7HuBwoIcfmvzMcbxm2Hfx+DQBpIvg1t3GPk7Fy4Fkf3Ge/w12oxXpvxKO8d29fTK7r/j4alMmH+K3yYGMNinkVZzLp/YwsX/vYNlu2yGPLOqxvnTkiSdlWU5sKLnxA61IAg6K46Nq+8lCIIgPBTCk3OZtfwcze3NOD67DzN7eLDydDTDfjpKSGzWXWPX/PIyp6OOMqzVSIyLr5YG095j4PljMOJXiD8Pv3XBz1JD021byGjuwKy9s0i9FlJPr+7+21qW7tFLh3SPkLCj2GfJdDA2qZN0DxABtSAIOspYtYqEd9/l6V1P893Z7wi9cvT2oVpBEAThX5n5xTyzuHRnev7UQKxNDZgzxIvlT3ckv0jNyF+P8evBcNQamV37/sT3l/28E+PLGPMW8M8McAn8t1Zy24nw3BGwbQHrptPk8Ncs6/Mb39vMIGXUeLK3b6/vl1vnVGoNuy4l0leHdA+Af6zDWTJNg13bukn3ABFQC4Kgg2vp1ygszERWxWGUnczq4MXkj3uWP17owV8X/yIxL7G+lygIgvBAKFFreH7ZOeIzC/ljcjsa2/xbK7lLczt2vtqdgW2cmLvzGiPnr2JO/B+setGLkS9/DivHg7ENjFsB+sb/XtTGA57aCT3fgYursFw4hE6eXtjNep6THio+PP4hJZrqCxs8rE7dTCctr5ihWqZ6AGhKSnjcxIOJmVnQ+vE6W5sIqAVB0EpiXiIz98zkU+lvmrY4wy+XD7MjKpq0LhpuuhXy4/kfuXJ0GZFPjiP57AkyCjPqe8mCIAj1QpZl/m/TZU5EpPHFKB8C3cr3frAyMeDnCW35vp8rqtB4SnLdad3+fQz+eQoKMmH8SjB3LH9xpT70fhem7wBkpKXDsG+dzc3CODaFrmf5K0PITG2YaXnbQhIwMdAt3SNz7Vo6fLCbvsWW0KRTna2twdehFgTh3uXnZHBm4mM0bV/E64o4pJG/QeOO2EQdp3/UcfpHHeOVmDjMgr4kLdqGbcfe5sdLWQzP96CPwo/ASa9hampV3y9DEAThvlh0PJKVp6N5vlczRrdzrXScWlbTbtMCvg06y0dN/ofp1nfRKM9ROGoxJo18q75Jk07w3DHY8TYc+pKZrh1wMx+L875VfOM4hVmvLsXZzLmWX1n9uV3do5Vu6R7h+qk42OagFzC6ztI9QATUgiBUQ5Zlvt33IR3Tc5mZlEOz4bPAf0Lpk7bNIGAyAC5ZcRB9AsuBx5Cjj5KRmYXhmWuYXbzGAMU/9LJy40P3megHDHnku3wJgtBwHbyWzCdbrzCgtSNvDfCsdJwsy3x68lMYqOCN8V+zougwykMn+Eo1ns3bzfneIp32Fexs38XIAkb+Di36w5bXGJh8hdOfT2V//kGObZ/IuoErsLXUPj3iXiTmJZJZlEkrm1Z1cv1TN9NJzytmmK/2ryevJI/nCv5mwgA1b7YZWSfrukV8V6sHQ4YMITMzk8zMTH799dfbjx88eJBhw4ZVO3/atGm3W5v7+fmxb9++ulyu8IhbGbqSNVkHiByVR5fOXaDfRxUPtHQBnzEwbB7NZp3h9WfO8dycL+HV9gxUGGIQfZn4116m8MD6+7p+QRCE+yU8OYeXVpzH08mCeU/6o1BU3qF48/bvWR+2DhtnD8wtElEe+gL8xtP/2c9RKiSe/OME3+y6Rolai0Pf3qNLK4E08qND8C8sVbjyjHEv0h+fSFHEzVp8hRXLzk5hwNp+jN0yFpVGVSf32HpR93SPUyE7URSp6CkbQ+O6S/cAEVDXi+3bt2NlZVUuoNbF119/TXBwMN9//z3PPfdcLa8QVKq6+Q8hPDjiMwuYvOAUr68JZuGxmwRFppNffPffe+6hQ3ReGcRzWUU8a+gEo+dr/5aZqS3KNiNo99QS/u/pIGZ3/gFZJSFnxNbBqxEEQahfGXnFPLUoCEN9JfOnBmJqWHkSwNmj62n25p+8dKMZLzp0ho3PlwZ8j/1AQFMbtr/SndEBrvx8IJwxvx3nZmpe9QuwagxTt0DfD2kWto8nzq9C38aUxOw4ClQFWr+O1Wei+WDjJa3HazQajswcyztrNTwXZkz+9TCt52pLpdaw63Iifb0cMdLXPm2j4Mff+fEPNf7NhkIdvzMqAupaNnfuXH788UcAXnvtNfr06QPAvn37mDRpElDaajw1NZXZs2dz48YN/P39eeuttwDIzc1lzJgxtGrViokTJ1Jd453OnTsTF1fx4YNevXrx6quv0qVLF7y9vTl9+jQAp0+fpkuXLrRt25YuXbpw7do1ABYtWsTYsWN57LHHGDBgALm5ufTt25eAgAB8fHxud3aMjIykVatWPPPMM3h7ezNx4kT27t1L165dadGixe37HDp0CH9//9sdHXNycu7lj1aoRYUlap5bdpagyAwOh6Xy8ZYrjPn9BN4f7mLAvEO8viaYnw+dI2LXHuT9u3g+pwRp/OrStxdrqKi1L689pccus4hafCWCIAj1r1il4bllZ0nMLuTPKe1wsTKudGxcbhyvxXzPluEOjHv2fyhWTQIzBxi3HPQMATAz1OPrsX78OjGAyLR8HvvpKFfis6tfiEIJ3V+Hp/egb22CddsTTLj8Bp+e/LTaeAJg39UkZv8TwtKTUYQn52r12leGruCAfQr21oX0+SebwnWrtJqni5MRpekeulT3UGvUrPFM51KXEvR9Rtf6mv6rwQfUUZOnkPnPBgDkkhKiJk8ha/NmADQFBURNnnK7dqM6J6f08927AVBlZBA1eQo5+w+Ufp6SUu39evTowZEjpa1Ag4KCyM3NpaSkhKNHj9K9e/e7xn755Zc0a9aM4OBgvv76awDOnz/P999/z5UrV4iIiODYsWNV3m/nzp08/vjjlT6fl5fH8ePH+fXXX3nqqacAaNWqFYcPH+b8+fP873//49133709/sSJEyxevJj9+/djZGTEhg0bOHfuHAcOHOCNN964/R8yPDycV155hYsXLxIaGsqKFSs4evQo33zzDZ9//jkA33zzDb/88gvBwcEcOXIEY+PKv8AI948sy7y/8RIXY7P4YZw/Z97ry8k5fflrSiAv9mmBi5Uxh67H8tu1N5nXaAcuPRJ52+ANXt+bVelOtjZMzV24qa9PbF58HbwqQRCE+iHLMh9svMSpm+l8PcaXgCbWlY5V5+aRGBeGiYEpE97+HYsdL0FxLoxfDaZ25cYP8WnE9le6Y2aox1OLzpCQpeVOs0sAPLMPS+vmTEpNx3TBBvb/PKfKKdcSc3h55Xma25sBsPNSQrW3KVIVsezifIq8iujX3xubQWkE+6Vpt0YdbAtJwNRASS9Pe63nhKaHcs65mKbN9eo83QMegYD6fmvXrh1nz54lJycHQ0NDOnfuTFBQEEeOHCkXUFekQ4cOuLq6olAo8Pf3JzIyssJxb731Fh4eHkyaNOmugPi/xo8fD5QG+tnZ2WRmZpKVlcXYsWPx9vbmtdde4/Lly7fH9+/fHxub0kMQsizz7rvv4uvrS79+/YiLiyMpKQkAd3d3fHx8UCgUtGnThr59+yJJEj4+PrfX3LVrV15//XV+/PFHMjMz0dMTZ2AfBMtORrHubCwv923BgDZOSJKEk6UR/Vs78nr/lsyf3JY3437EuSCFWXkxHPZ6i3T7jnftZPv/bw+hiVrsltxBqdTjjU0anHZF19ErEwRBuP8WHL3J6qAYXuzdnBH+LlWOTfzwQyxf/IJNA1fTdO/nkHARxvwNjq0rneNiZczC6e3JLVIxfeEZcgq1rDNtbAUT1/BssUTbBLh0aitX0q5UODQ9r5hnlpzBxFCPJU93oF1Ta7aHVN1XQJ2ZScKTT7Dw1E0+lRxRjF/Jbp/mvJF2mNic2kvtq2m6h9vVZLZeTqN7syF1nu4Bj0BA3XTpEqxGlZ7slPT1abp0CZbDhwOgMDam6dIlWAwZAoDS3Lz08wEDANCztqbp0iWY9+ld+rl99T8Z6evr4+bmxsKFC+nSpQvdu3fnwIED3LhxAy8vr2rnGxoa3v69UqmsNJf566+/Jjw8nE8//ZSpU6dWej1Jksp9/sEHH9C7d28uXbrEli1bKCwsvP28qanp7d8vX76clJQUzp49S3BwMI6OjrfH3rlOhUJx+3OFQnF7zbNnz2b+/PkUFBTQqVMnQkNDq339Qt06E5nOx1uu0LeVA6/2bVHhmEU7v6D58RjevJRDe99p9J88m7+ntb+9k/3VaB+KVRpCE3RP4dFTKsil+F5fhiAIwgNhf2gSn2+/yqA2Trzev2Wl40rUJfzvxP840t0a2xkzMDz9E1zdDAM+hZYDq72PVyMLfp0YwPXkXF5YcV67g4oAVk3Qm7iajt0y2dJPyesHXiWr6O5257fSVZKyi/hzcjsaWRoz2NuJKwnZRKVVnLstyzI7zixBnRCGpb4BluNXg4EpPdwGM+KEhgvLv9VufVq4le4xRId0D4DEj/4P6ZQhJt5ja20tVanTgFqSpEhJkkIkSQqWJCmo7DEbSZL2SJJ0vexX6zvGz5EkKVySpGuSJFX/L+wB1aNHD7755ht69OhB9+7d+f333/H39y8X3Jqbm99TXrFCoeCVV15Bo9Gwa9euCsesXr0agKNHj2JpaYmlpSVZWVm4uJT+FL1o0aJKr5+VlYWDgwP6+vocOHCAqKgondZ348YNfHx8eOeddwgMDBQBdT1LzCrk+WXnaGxjwneVnD7fHbmb79PWsmdCMQO6+cLAz28/d2sne6hvaV3TxOzCcvOrc2SEJTs7ijblgiA8/EpTJILxamTBd0/6VVrRIyk6lO++eJy1YWtJbmKOVUsNHP4aAqZA5xe0vl+PlvZ89rg3h8NS+L9Nl7TKiQbAuS02YxfwbWIifRLzyPvxd2RN6dfh0gY0lzhdlq7StixdZXBZ8LrjUsW71ItDFjAn/i/CRuVi/PJKsCyttd207VT6XVSTc6LqdFVdbAuJ1zndIyo7ioWjVBT3NITGHWttLVW5HzvUvWVZ9pdlObDs89nAPlmWWwD7yj5HkqTWwDigDTAI+FWSpLqrwF2HunfvTkJCAp07d8bR0REjI6MK0z1sbW3p2rUr3t7etw8l6kqSJN5//33mzp1b4fPW1tZ06dKF5557jgULFgDw9ttvM2fOHLp27Ypara702hMnTiQoKIjAwECWL19Oq1a61Zb8/vvv8fb2xs/PD2NjYwYPHqzTfKH2FKlKDyEWFKv4c3I7LI31y40pvHIF5z1n6F+o4k0jC6QnFoOyfJqOmaEeZoZ6JGbpHlB3MHXFr6AAtP1GIAiC8ABKyy3i6cVnMDYorehhYlBxSuPltMts/GAS/ddE8K3vh7xs3wlp84vQtBsM+RakysvqVWRchya80LsZK0/H8NuhG9pP9ByMX59PeeZEBDnLl1F4s/Rw+MJjkaw6E8MLvZvdla7iYmWMX2MrdoSUz6MO3rOS+O/nMSAnn0H9vwXXwH+ftG7KuSlmzO1dQH5Jvk6vrSIlZc1cdE33OBixk01muRh36H9f0j2A0p9O6uoDiATs/vPYNaBR2e8bAdfKfj8HmHPHuF1A56qu365dO/m/rly5Uu6xR1XPnj3lM2fO1PcyqiT+vu6P2esvyE3f2SrvCImv8PliVbEc98brclg7L1n9cWNZTgmr8np9vjkgP7c0SOd1ZHzxvHyjQzNZk5uq81xBEIQHQWGJSh7723G55Xvb5fPRGZWOS8tKlDss6yAPWd5HvnJ6pyynRcjy3Gay/L2fLOel1fj+Go1GfnnlObnpO1vlTcFxus3dMUeOnGMnP76ih/zn6d2y++yt8rOLz8hqtabc2N8PhstN39kqx6Tn/fuaCtLkeU/5yYc6esqZm96p8B6nd78ley/ylo9d26jbC6vA4bBkuek7W+WdlxJ0mvfbS53lN95rKcuRx+95DXcCguRKYtK6DttlYLckSWclSZpR9pijLMsJZcF8AnCrQrcLEHPH3NiyxwRBuAcrTkWz8nTpDsQg7/I5aCWaEmbumcF673M07Z2MYsJCsKs4v/oWJ0ujGqV8KOycMDBXIaeKg4mCIDx80nKLmLzgNKcj0/l6rB/+ja3KjZFlmeR535Mz603+1+H/WDJyDV52JvBXH1AXw4TVYFJNB8QqSJLE3DG+dHCz4c01Fzh9M137uQM+xc63H6rcJM6ufZsAi6xKG9AMLvt+sfOOtI+P9rzA0u4q7J/1xHLY5+XmAPj7P83GDVk0/22Njq+svG0XS6t79GypfbpHRmYibY9k0Dtacd/SPaDuUz66yrIcAAwGXpAkqUcVYyt636Pc+8KSJM2QJClIkqSgFC3K2D3KDh48SGBgYPUDhQbrbFQGH26+RC9Pe17vX3EL3DXfzOBizBncUkMxGP0pNO9b7XUdLYxIqkHKx4UAJ8ZONCU8U/umAYIgCA+Cy/FZDP/5GBdiMvlhnD/D/ZzLjckuzubF/S8SYaPC0NOTAU37YxvyDyx9vLQs3jP7wb7yduTaMtRT8ueUdrjaGDNjaRA3UrSrGY1CQcng33gpxoTndhQyLPwXDMtnAALQxNaENs4WbC9L+8hc8hvPnznJZ8UmeE1aXmkqhb69Jyb6NmiS7q3BS0lZdY9+rXVL9ziaeISZLylpMqzr/Uv3oI4DalmW48t+TQY2AB2AJEmSGgGU/ZpcNjwWaHzHdFegXMFaWZb/lGU5UJblQHstqm4IwqMqObuQ55edxdnKmB+ebIuygh2IbXt+xX/hSWafKOCxlmOh40ytru1kYURyThEajW650CbmzuQqFKRmReo0TxAEoT5tu5jAmN9OoJFl1j3XpcLyeOHnD/LhDyM5HnechC7NcJrzNtKut2D7m9CsLzyzF+ya19qarEwMWDStA0pJYvrCM6TlFlU7p0StYdaaUP5P/TbxIxR83zWLn058Wun4IT6NOBedydXLp0j69kesLuoz6In1YGhW5X1UM4fzVbd0rkQf0vl13XLiRhoZ+SU6V/dQJobQrriINh2fqvG9a6LOAmpJkkwlSTK/9XtgAHAJ2AzcqvM2FdhU9vvNwDhJkgwlSXIHWgCna3JvWRx4eiiIv6e6U6zS8Pzyc+QWqfhzciCWJuW3IBJyE3g/4U9WPalmRNcWMOQbrQ/IOFoYodLIpOXpVgLPVmPHvD9UFB4+r9M8QRCE+qDRyHy3+xovrDhHa2cLNr3YFR9Xy3LjDsceJmT2iwzfmMT8vn8wslFXWPwYnF0E3V6H8SvBqPy8e9XE1oT5UwNJyi7kmSVBFJZUXmgA4OMtlzl+I423RnVjyCsbGFVYwoWQ9eScPlzh+MHeTujpZTDz9AxOjS7Ece780hbn1TDzGs5+E2MOnV9Uk5cFwPYQ3dM9NMXFeM/dyQ+heijuQzOXO9XlDrUjcFSSpAuUBsbbZFneCXwJ9Jck6TrQv+xzZFm+DKwBrgA7gRdkWa76X0YFjIyMSEtLE8HaA06WZdLS0jAyMqrvpTRIH2+5zNmoDL4e44enk3mFYyJTL2OhVjHdxhD9cctBz0Dr6ztalP69JemYR23n1IJoB4kMvYprmwqCIDwocotUzFx2lh/3h/NEoCsrnu2Ig/nd37NkWeZy4gVe3Pci2yY1p+WSFbSTDODP3pBwobRpS78PS1uC15G2Taz5YZw/wTGZvLY6uNJ3DpeciGTZyWhm9vRgdDtXsG/J7EF/8OnGXBJmPI86s3yHw8YWSobL8yhARZcBr6NoWVXm7r+sXQJ5e6dM8+9rtC9aWt2jBukeGTcuUJKZgeza8b6mewDUWes6WZYjAL8KHk8DKkzSlGX5M+Cze7mvq6srsbGxiPzqB5+RkRGurq71vYwGZ9XpaJafiua5ns0Y6lv5W2VucxexIiIH599XgKmtTvdwsiz9ppKYVYi3i/a7LmaWtvz+uJLRyurfmhQEQagvUWl5PLskiBspeXz4WGumdXEr10tC1miIe/0NbCwt+GDiBwzzGIbx1W2w8kUwsYWndoKz/31Z7yDvRrw3xItPt13lix1XeW/o3Z0Xj15Pvd3U6+2B/5bANfDohcObc8hY/wHfbR/Py09sxlDv3x8atnw8imf/ycd2WCMsxjyr05rMWjThuFk0vkmXcHT01mnuiRtpZOaXMFTHdI8/In5jz9P67Ok7o/rBtazB9YLW19fH3d29vpchCPXifHQG/7fpMt1b2PHWwKoPvuhJqcgWBkhNdH9bzKlsh7omlT7GKqxpXaj7PEEQhPvhWHgqL6w4hyzDkqc60LW5XbkxCbkJvHv0XeY4NcXWoSljmo1EOvApHJ0HTTrDE0vAzKGCq9edp7u5E5tRwF9HbtLYxoQpnd0AiEjJZdbyszS3N+OH8eXP0xj0m0GY6gpLkvYhLx7N209vA+DImZ/5X/MYnh9hxgLpNZpcTmJyp6Zar8dr6iu8f+wtvC8uYHT/eTq9lm0XEzAz1KOHLukeGg2HUs7jo5bQq8H3tXvV4FuPC8KjIjmntBOio6UhP1XwRfNOERk3mNIuhujR/jV6K9LOzACFpHvKB8CE7Qp812TqPE8QBKEuybLMomM3mfL3aezNDNn8YtcKg+mIi0d5ddEYQtNDSZsyENsJo5BWTSgNpttNgymb73swDaXl9D4Y1pp+Xg58tPkye68kkZVfwjOLg9BTKpg/NRAzw4r3UbsPnMdrKQ4M/C6C/XMnoQo7Q/HB7/BFj6n/twMPB4sKm7xUpYXHALoVg1nIWZ3mlag17LqSSD8vB53SPcKObeCjHwsZnNv8vqd7QAPcoRaER1GxSsMLy8+RWVDMP893xcqk6nzooMvriVUqcGjas0b301MqsDc3rFFAbdTMhWJNOKhVFXZiFARBuN+KVGr+b+NlVgfF0M/LkXlP+mFuVHE9udBlv/Ls0Qzct2yimSzB/H6QHgFDv4XAp3XufliblAqJH8e3ZdyfJ3lp5XlaNTInJiOf5c90orGNSeUTJYnJL2xk2aWuLDU5xy8zptBMo8+iDRtQmNoxxNuJnw+Ek5ZbhK2ZoVZrkRQKPgpuTsahK2imxaOwKV9msCLHb6V7+Go3/pYz4VsoaioxvPtknebVFrFDLQgNwGfbrnAmMoOvRvvS2tmi2vGm89bwxRIVjVuPrvE9HS2MSMzWPRd6QWc9Rg+yhNykGt9bEAShtiTnFDLhr1OsDorhpT7N+XNyu0qDaYA9LQo4378pzdKjSpu15KfBlE3Q/pl6DaZvMTHQY/7UQGxMDTgfncmnj3vTwb36RjL6xuY8Nm8jGWZK9nUswea5l1DYlqbQDvJuhEaG3Vd0+7pt+eRU7NtnkX11g9Zztpele3RvUf7dgSrnKa9wYKgCh3ajdJpXW0RALQgPufDkHBafiOKpru4V1kb9L42s4bBbIWmt9JEsdDvwcaeaNnexNnEgR6mgICOyxvcWBEGoDSGxWYz4+RiX47P4eUJb3hjgWWHXwFtyi3PZbxiBUTt7WDG2tITcswfArdt9XHX1HMyNWDWjE39MbseT7ZtoPc/O2oM1gxbTbMIcLCa8ePtxr0bmuNma3G7yoi39rsMY3cOeX2+s0mr8rXSP/jpW91CnxfPOzThecehcL+keIAJqQXjoHbxWWtHm6e7aHcYNT77Idl8Ji/7+93RfJ4uatR93v1rMkm9UpIbpllcnCIJQm67EZzPm9+NIwLrnujBMixQD/dgU1huMZMz5reD1GDy9G6y1P6h3PzW2MWFgGyed57VwCmCw39N3PSZJEoN9GnH8RhoZOvQfUCr1aK+xJzskFU1e+bJ8/3Ur3UPXZi7Zi+ZhuNIcf8fhOs2rTSKgFoSH3JHrqTSzN8XFylir8cqQIzyRlkunlo/f032dLI3IKiiptpHAf5k092Kfv0RafrlGqIIgCPfNpuA4NLLMxhe6al3+M2PVSlSfrsHRyB7GLAID07pd5ANkiHcj1BqZPVd1S/sYmNKMqVvgxs4fqx277WI85jVI9zikDKKks4R+4BCd5tUmEVALwkOssETNqZtpdG+hfWkhg9/XM2GVPo1aDr2ne99q7pKoY9qHdbvuLO6nJE1Z/W6FIAhCXTl4LYXApjY4WGjfYGxDZwU5g4pQePart9SC+uLtYoGrtbHO1T7aTH6Td6YpOZx3pMpxJWoNuy4n6dzMJT83kU+sUtgxpAWSsu4a6FTn0frXIAgNzNmoDApLNPRoqd1P8xpZQ0GLdOz6u4Gedie1K+NUw26JzuauPJOvwSU//57uLwiCUFPxmQVcS8qhl6f2mxHphen8Gr2cYJdiaNGvDlf3YJIkiSE+jTgankpWQYnW8xq5eGLU2IrDBXFQmF3puGNl19W1mUvQ1rk0jYeezUfqNK+2iYBaEB5ih6+noK+U6OiuXafDsMj9jG4lc7Snbl2rKuJoURqQ65pHbaFnxqDfZGx3R97zGgRBEGriUFjp2ZNentrXiw4+uJaeFzV0zCsGj951tbQH2mBvJ0rUMvt0TPt4w2Esb+0tRH2u8mof20MSStM9tNwguiV7w37eW60moNVYnebVNhFQC8IDJKsoC1mWtR5/OCyVdk2tMa2kWP9/XdqzmCbJMu28nqjpEm9ztKzZDrWkVGLayYES27x7XoMgCEJNHLyWTCNLI1o6mmk9J3frdqbv1eDl5AfGVnW3uAeYf2MrnC2N2HEpUad5vnY9UV4ypmD/ugqfv5Xu0b+1I4Z6OlT3yEvjl55FHJjoiIGx9n+XdUEE1ILwgLiREU63Vd1YGbpSq/HJOYVcTcjWqTWr6eYLvPOPGifXjjVd5m3mhnqYGChJzNK9FvWrPYv5wqPgntcgCIKgq2KVhmPhafTydEDSoW70Xz0LWT++GP2WA+pwdQ82SZIY5N2IQ2Ep5BaptJ5n5OdL3ged2GtyEYpyyz1/K91D1+oe8ZdWk2ck4dW75j0VaosIqAXhARE6czpjj6jRz9TurbRj4akA9NDyQKKqOJ+f+6u4OMqpVpoPSJKEk4VRjbol2umZk6mWoSjnntchCIKgi7NRGeQWqXTKn84ryUNWFeBlUAQtHt2AGmCIjxPFKg37Q5O1niMpFGyyNWSulRmqsB3lnt92sWbpHhabNrIpCAYEzNRpXl0QAbUgPABORB0hQpHGgIgSfGfOpzg2rto5R8JSsTE1oHWj6jsjAoSG/kO0lZJmnWvvMI1jDWtRD92Wx/OLlJCj29uGgiAI9+pgWDL6SomuzbUP3uTjQfx9QJ/xxabg5FOHq3vwBTSxxsHcUOdqH32se/PMZpmLOxbc9XixSsPuK7qne1CQSeaxG2TH2KGvNNBpLXVBBNSCUM/UGjVfn/uabf3BOzAToyb5RKWEVDlHlmUOX0+lW3O7Krt63anRwcP8cSqLTt6Ta2PZQGkt6prsUGcFurOlg4QmK7bW1iIIgqCNQ2Xl8sy0PHsCUHDxIllBsShb9n0g2ovXJ4VCYpC3EweuJZNfrH3aR2CL3jRLkAmND4fif6s8HbtRVt3DV7d0j5iLy3lukgHJsyfpNK+uiIBaEOpZ9pHDDIov4M30bMym/MF7j+nzQdjXVc4JTcwhNbdIp+L3+TtP4XjBCmsr7dvQVsfBwpDk7CKdDlIC0DmArR2UZGXerLW1CIIgVCchq4DQRN3K5cmyzPPO2zk5IQ/Js38dru7hMdi7EYUlmtuderVhbu3I8jltWN1GD27sA0p3p/8+ehNzQz266dLMpSCDQxcXEmugh5PPIF2XXydEQC0I9UhWq0n7+GMGrrlBP79p4D2KfkorUhKSiIq8WOm8w2Uln7Rt6FKSHc/uPukoX6ndbwZOFkYUqzWk69CKFqB94178X1w6epki5UMQhPvnVgCoS7m8yOxIruXGYijxyJbL+68O7jbYmhqwXce0j54thpOpp0fGpbUUqdTMWn6OI9dTeXtwK+3TPfLTyfhzKCb/5DExxJTGFrW3SXQvREAtCPVoddgakkaoaNRDCT3eBqC/83B+/F3N1T8/q3TekeupeDqa42SpXYevy5dW8r29FWEtWtbKum+51dxF1zzqxjEqvJdYoAi5XqvrEQRBqEpNyuWFrfiTN/5R09G05SNbLu+/lAqJgd5O7A9NprBErfW8Ua5D+XuxMZrNR3hxyQn2Xk3ikxFtmNypqXYXyEulaPEw5shpyGqJ/v1eqOErqH0ioBaEehKXEcXXZ75ii148BqM+BKPSw4UuvV9kyyCZtS5RFc4rKFZzOjJdp3SPm1s3MfKYhsCWtVtaqKa1qBVuTZC6G5BjmFmr6xEEQajMv+Xy7HUqlxedeAW7XJnGrR6M1IIHxRDvRuQXq283ydGGsaUtBl5e6Bvkownfz+cjfZjc2U27ybnJyAuHciI3hhPWhpj+/i3tBtXemaB7JQJqQahlsizz68FwwpOrLgl34cVpzNpYzMt6LuA34d8njK1w7dic02Z5xGSEl5t3OjKdYpWG7trWn9ZoKApPoVco2JjqVpKoOrd3qHWsRa2yNGVsNw07DHR7u1AQBKGmbpXL69lS+3QPjaxhSYsETowsROEpAuo7dfSwwdpEX6dqHwXFal5o14FxnWx5wz2UCR21TNfISYRFQ0nen0yL8N5sHLaBQR6Da7jyuiECakGoZVsvJjB35zW+2RVW6ZgLycGcMEvG3rwI5yHfgeLu/4qPtXuBjadTsPpnebm5R8JSMNBT0MHNRqv1FMef5dvBCoLeCNTthWjB3twQSdI95cNU3xS7AonsTFGHWhCE++NgWDJ6ComuzW21nlNQUsAIyYKBGsNHvlzef+krFQxo7cS+q8kUqapP+8grUjFt4WmuxMvEKxUkppwElRbnb7LiYOEQVpekEu/bH2VjT9xsPGrhFdQuEVALQi0qLFHz5Y5QAPZeTSI5p3ygKcsyc09+ytGOMv2G94bG7cuNsWw+EL2rNqQu21DuucPXU+jgZoOxgXYHOG6GbkSDRLtWI3R8NdXTVyqwNTUkWdf245LE/xapaXa4BDSaWl+XIAjCfx26lkKgmzXmRvpazylcuopRP8XQzanXI18uryKDfZzIKVLdbjRWmdyyYPpMZDpzhw3n59815J9Rws1DVd8gMwYWDWFPcQaf2ZizvLcFju+9q1PKzv0iAmpBqEWLjkcSl1nAJ497o9LIrDtbvs5y7pHDTAxJ5e3MfEz6f1LxhRQKeG4wvz2eTXjUwdsPJ2YVEpaUSw8duknZbzzExs1KunkM0fXlaMXJ0rBGzV2O9rcmyBvI0z7/ThAEoSZulcvrrUN1D4B0KQ4D60IUbQbW0coebl2a2WFupMf2kMorNmUXljB5wSnORWfy0/gARgU0JfSxNmzx0Udzufym0W0ZUbBoCBdic1D+Y0xvTQs+7frpAxlMgwioBaHWpOUW8cv+cPq0cmByp6Z0dLdh9ZkYNJq7azSn/fANXltjGBT4ElhUXsjetNdT7LI0YcfZX28/duS6buXyKMpBnRSFjA2G+tpVBNGVk4URiVm6B9Qp7Rtz3k0BOfF1sCpBEIR/HapBubwSTQmT9DawZIhClMurhIGegv6tHdl9OZFiVfl3G7MKSpg8/xQhsVn8MqHt7eYtThOncryZkssRO0FdUv7C6RGwcAg3S3L53NmWPCtD/m/g1xjp1c33sdogAmpBqCU/7LtOfomad4e0AmB8hyZEpeVzIiLt9pjVV1dwuk8szkNMkbq8WOX17Bza8OQNA2yWXkJTUppnduR6KnZmhrRyMtdqTUU39vFmPyMi3x9bw1dVPUeLmnVLnNRoILNvZIv244Ig1LmD11J0Lpd3OTqIIlUJ7U2biHJ5VRji3YjsQtVd3+sAMvOLmTj/JFcSsvltUjsGef+7gdTNuRsTFN4YxuRD5NG7L5gaDguHIhfls7HDOBKdTfBftRlb5wcvb/pOIqAWhFoQnpzL8lPRjO/QmOYOpcHuIG8nLI31WXk6GoCUtGi+P/01R6RsDMd+AXqG1V63g6EXDsky1479gUYjczQ8lR4t7LR+y+tC6AbOGRkh29Zu/ek7OVkYkZFfolMtUoAmR5Ox2miJJjW6jlYmCIIAJWoNx8JTdS6Xl/DXLyycp6Zdo151t7gGoFsLO8wM9e6q9pGeV8z4v04RlpTLn5MD6d/a8a45VkZWjN8O+qfM4cqmf59IuQaLhqApKiLqjA9TIjxZOXQljS0a36+XU2MioBaEWvDljquY6Ct5td+/gauRvpJRAS7svpxEWm4Rp2fPYM7iQl43bgme2uUzB7z0NW89o2Bn7AauJGSTnldMdx3yp1M2B/HpYhVtHdrp/Jq0dasWdXK2bqXzNH17kd07j7zsmLpYliAIAlBaLi9Hx3J5AMdtEjjSUYONf+3W729ojPSV9PVyYNflRFRqDam5RUz46yQRKbnMnxJI71YV/7k7zJ5N8cTWZIVuAY0akq7AoqGoZJm57R+npLErBk0a42zmfJ9fUc2IgFoQ7tHx8FT2Xk1mVu/m2Jndves8vkMTitUa/jp5nC02MZQ0LcF96DytT4vbWDoz0tQd++RwTodcBaBbcy3zp9NucNWihJxGJliYWOv0mnThWFaLOqmCiiZVCbUp5JlOltzMq7iBjSAIjxaVRsWuyF3kl+TX6nUPXkvRuVxeoaqQ7XYpFLVTinJ5Whjs3YiM/BK2Xkxg/J8niUzL4+9p7elRRb+EhKZmjDGLYI+iAE7/CYuHoUHJF37DWB6/h5AX+2Het+99fBX3Rq++FyAIDzO1RubTbVdxsTJmele3cs+3dDSnXVNrtkZ8juwp81WP4eDQSqd7vO30HLFfvE7IwL9o3Wga9ubVp4oAFITtZHmAAZObD9Xpfrr6t7mLbgG1nZ4lTZNk0s3FoURBuN9kWUalUVGcl02JpEGlJ6EvKzBOzkaysuSGJoni/Fyk8Ei8ug5HT9+gzte0Z+WXLLqxktUdOvBLv18x1jOulesevJasc7k8OSGJvyJysfLpIcrlaaGXpz0mBkpeXR2MiYGSRdM70Mmj6h9gPCw96JZqQ3JEMeTMBgsXdmUG4PPVTqw+ms6oFqPu0+prh9ihFoR78M+5WK4kZPP2IE+M9CuuC/20YRLvnIxhdmYJln3+T+d7GPj3wMDFFKei43Rvof0OS2boHroXQ7dmw3S+py5uBdS6Hky0LtTj67/VqC5VXb9UEISay0iOZsWBHxixcQRfHfmEawHtSPt7Ie2Xt6fb/LZEd+jGF7N70XtNb+YfnceNQYPJ2rqVsVvG8vKGaeg99wF7572h0z2zC0t4b0MIl+KytJ6j0qiQF61h2gENpilxpH/3A5pC3Q87/9etcnm6VPcAyPn7Z4zXGNDUTXRH1IaRvpJBbZwwNVCy+Knqg2ko7Ucw9IYV7Y4rKLBozJZ+b7K+5DzKpo2Z1eX1+7Dq2iV2qAWhhvKLVXyz+xp+ja0Y7ld5jpfP8dUUh+Rxtt2kGp0UV1pY8PnEptzIv8Y3VlFA6+onqYpRbr3Ai1EWtJjmr/M9dWFhrIeRvkLnHWpbZw8+GKmgs3lBHa1MEB49siyTW6TiUnI4666tYOS76ylyBtUkP1zN3bB6fAhGjYx52mQAisJ8IkdE0MHDnLbWBrTMScD5iVYYpa/nezNb9BW57O1dwGbHIHqpCrUuWfbX4QiWn4pm4/k4fp/cTqsyn3sj9/D+kxq+jcrm8yPBxB6LxbBTB8y7dsVQqd27chX5t1yelqlyt+a5RuLZMxdlGxFQa+uzkT58MKw11qbav5th/cJzzAp4i3m95rHu+jL0enViUL/fUSofvvD04VuxIDwg/jp8k6TsIn6ZEFDpyfF1V1YQ3S6EUS4W/F9CewbkF2NlovtbpxpFb3JU4ahDF0KXwdVPiDmJ7JCHjf9IJIO6fatWkqTSWtQ67lAbGBhzvbUJTTJToKQA9Gvn7V3h0Sar1aBQPLDNH+5FQbGa7SEJxGYUkFlQTFZ+CZkFJWTmF9/+1TUmjA7xl1jWvxA9i2ByOjfFWymx/NIhrC5vL73QKXj+1kWNgYSyD0MLsLYCfUv6KqzA1gXjVmf5k1x23tzO41q8BZ+WW8TfR2/Ss6U9SdmFTF94hm/G+vF4W5dK58iyTGrMcZprSug59P9QZEbiZvkHT0fNwboogO/7/Ii+Uvt0jTsdvJaCk4URno7alRoFyC3O5TNlKE93bIKvKJenNWMDpdYdfG8JbNUH1z2GmE6ZzXdzv8WgQ7sa/13XNxFQC0INJGcX8sfhGwz2diLQzabCMZnp8fx+4luaSsU8/th3FK5TseF8HNO7uut8v8hoD35ZpibBMxgm5oBh1d8c8sJ2MqijA6+2bcVUne+mu5rWov7OsC82EQshJwFsHuwao8KDTZZlkr/8kqKkRD4bWsiTnk/Sp0mf+l5WrUjOKWTpiSiWnowiM7+0CYa5kR5WJvpYGRtgoywAu2AKFPsYletP2+CLtHaZTqusfLxs9wIyly178nuqE9P6+OPk6AhGVmBkWfqumZFVaTBdwa5g+0vrWbjgJRx2LUKzaBiKan5A//3QDQpK1HwwzAt7cyNmLAni1dXBpOYW8Uz3iv+P5x07Rtf/28iYPvoonpoOSn2MzZ0YcXIu66Ly2L6kP4Pnb8fA0ESnP7db5fKG+jbS6Qes4MMr8L2hoWPnjjrdT9CdodKQ/7V+A3P3bVi4t0DfQPsffB40IqAWhBr4dncYJWoNswdXfsDw+IfP8eHJfOxe8scjcCB+J4+y8nQ007q46fTFPS6zgOtpCvYMdOWKVSyDL61H2W5alXPOX9qDmRG0tL8/p9MdLYwIjsnUeZ79hmuoo8wgWwTUQs0FJQbx1Zmv+NK8I0q1NdkFV/lx+csUpXrT//NF6Bk+uN3VqhKWlMP8IxFsPB9PiUZDfy9HnunuQUATK/SUChLzEtmy5xfafrSen4dJ6HVsg89jDvg2N8fv0pulQXKn56HDDFwMGrH86wOERdvwd5/22i+i9UhamXxDYvh1im/ewMjTq9KhSdmFLDkRxeNtXW7X41/8VAdeXxPMp9uukpRdyJzBXigUd3/9iwrdipmch8Hg/wO9soC96ys8aeaI1U/voohI4uPtr/DxiN/QU2gfttwql6dr/nTmmpW8cVxDy+l11xBL+JdPz9HQczQKw5qn9jwIxKFEQdDRlfhs1pyNYWpnN5ramlY4JiY7hkWNIojxVeM1Yh4A4zo0ISwpl3PRmTrd70hYaQ6g0/jnCXbR41zwwqon5CSReSaDX35V42tZ+Te/2uRkWZryIcty9YPvkDdlMNe7F5XuUAuCjnIzktkx4zG+XDCN3OJcCscNxu39j1g0dAkTsr0wOXqB17Y/T0ZhRn0vVWuyLHP0eipT/z7NgHmH2XwhnifbN2b/G734c0og7d2sKb5wgawjhxm7ZSy/Zm4iup0zr7Toy+qIUNrt/RgpLx4GfgGvXYaBn4F1U6xNDZjVqzn7Q5M5+Z+OdlVSKDB9+ktCxmQx5fzzlGgqaBNd5uf94ag1Mq/2vbse/0/jA5jauSl/HbnJa2uC72pRHZIczDj9bZyfYImi3aS7L+g3joHv/EnCqEI2Z5/k2yMflKb0aKkm5fIAlnbMZfU4CWP3zjrNE2pGYWj40AfTIAJqQdCJLMt8vv0qlsb6vNSnRaXjvj/yPpGNZPqNHw+WrgA85ueMqYGSVad16wx45HoqThZGPNFmIIulHnievFraTaoyN/az00/BjrEumJpa6XSvmnK0MKJYpbn9drS2dtikMdvLCjlblM4TdHMy4SQTdkzCMCScJ+RA1g9fTxu7NkDp28hPfLGW9N/e43juRWYfeoei69frecVVK1ZpWH82liE/HmXSglNcjs/mzQEtOTG7L5887k1jG0N2Re5izpHZJH3+ORk//8qnbV9lq0M/RjUPo+3NxUhmTvDEEnjpPHSeBUYWd91jelc3Glka8cWOUJ1++JU8emLTyJdrBansOvRHhWNi0vNZdSaaJ9o3pont3akZSoXER8Pb8PYgTzYFx/PUojPkFqkA2L7iPSxL1PTv/FaFKSe06MeUJ9fxQVYRo39aT/wrM7UOqmtSLi+/KId4RT7uzZuJcnmCTkRALQg6OHgthaPhqbzcpwWWJhV/kValZzDzn4t8lijh0HP27cfNDPUY7u/MlovxZBdqF3iqy9qNd29hh6mBKY5nIPGMFXLQ4krnZIfv4kgjA8xGPK7Ta7sXt2tR65hH3UhlhfcNmayUm3WxLKEBUmVkkPLLL+y9uRuNsQFWqxfyxPuLMNEvn187MmASSwYv4Y2o1kSMGk3+1Sv1sOKqZeWX8OvBcLrP3c8bay+g1miYO9qXY7N782KfFhgaqNi6+EP2DmjHnH1vEJJ6CcOXRtJkhCE9Vz2Ly5lF0LwPPL0Xnt4NrUdUHJhSulv8ev+WXIjJZHtIok7r7NHvaz74R4XFu7+hKi7fFfXHfdeRJImX+jSvcL4kSczq1Zyvx/hyIiKNcX+e4NzJvQz7PYK3T+lh6jOu8pu7tuOJCduxMtZHGbufrSfnopE1lY+ntC5+TcrlsXcDG3ZnMLH5k7rNEx55IqAWGjxZlol5fhZZmzbd03VUag2fbb+Km60Jkzo1rXRc0am9qI8V0tV1TLnKFePaN6GwRMOmYO12ZEPissgqKKF7Wbcpw1dmsfV5J86FrgVVcfkJGg2a80f4MqERA1z7a//i7pGTZenbdboG1C5hGcxZqyE1JqIuliU0MEdij3BtxypSf/udFwwGsu6xdQQ06VTlnDZ2bWj25HQcXn+dz1KX8fGJjylWV/B/5z6LTsvno82X6fzlPubuvEYLB3MWTW/Prld78ET7xijSUgmNOku/df1YFrUOhb4B39mPZHOmCucDz6OI2l+aH/1KMIxdBI21y4seFeBKKydz5u4KvSv1ojpSIx8curqzqDfsCl1113MRKbmsPxfLpI5NaWRZdbWesYGNmT81kBvJeXxy9lt+HCnReeqroKgmHLFrjt2v+7g62I53w1fw5dpJqNWqSocfCksGdC+Xl7t7M2kh5hh7inJ5gm5EQC00eMUREeQeOMCW2F33dJ1VZ2IIT85l9mAvDPQq/68TYnqNhAmZGPcdU+45X1dLWjeyYOWpaK3ecj0SloIkQbfmdgCYuTVjtUk+m/VVELaz/ISEYIouFeO+IpFmFm5av7Z7dbv9uI61qI07d+LdKUpSDTLrYFVCQ5EeH8H3C59j1r5ZzHe6RrPt27AO7Kh1XWSlpSXW06bgYOrI3nNr2Tm6O3Fh5+t41RW7HJ/FSyvP0+ubAyw/FcUgbye2v9ydZc90pJenA9czr3P0whbC+/XHettJBjTpx5w+UxgwVKLXuR9RZsXDwM//zY+2aqLT/ZUKiXcGtSIqLZ+VOqafdZv5Oxnuav668OtdX7/m7b2OoZ6SWb2baXWd3p4OLJnWmmyjaMyc9YlvMlK7BZg70WvKbp4rMKPD9+fZ+lzvSr+O1qRcHsD/+d3g0iw7JHM7neYJggiohQZvhxzClx+24i/z89W+TViZnMIS5u0Jo4ObDQPbOFY5dmnsHn50tkZyKt+ARZIkxndozJWEbEK06CJ2+HoKPi6W2JQVyjfSM2KMHEDjg8YUn1lUfsKNfVwMVGH2/Uf39ZCHg/mtbonl3wquim0jN8JdJFLV6XWxLKEBOBB9gP0zRhH46yFmeD3FVz3nYtCkkiCyMAv+mQGbX4L/5OUrJAWvBLzC501fwjYuhzd2vMCphFP34RWUvkt2MiKNqX+fZuiPRzkQmsyz3T048nYfvnvCH69G5pzZuoCfPxzO6M2j+TLiDxzffAVr5ww+OrkGv72fg9IARs2Hl89D5xfK5UfropenPZ08bPhx33VytEw/A1BYN+U9+x58ujeevM3LALiakM2WC/FM7+qGnZn2X3M8lnzKqgPpFOaOY/z8Uxy8lqzVPMnYiuef2k9+G3OWNs1g7rrHy+VUl6g1HL2eSi9Pe50qKiUkXeSYUkV+Y0+t5wjCLSKgFhq03OJcPj/5GTHJ1xm0P4vI0NM1us6vB2+QllfM+8O8qvwCrdFoaL0thT4J5pW+hTmirQtG+opqd4dyCks4F51J9xZ375R0NfbBO0LmTOipckFDZvgeXm9ixza7+9vO20BPga2pgc4pH64mLqxN9qbrjTTQsUKI0HAVlqj5ctlRZiz7k5cPvMzexxtj+9sPvNThNQyUldRBTg6Fv/rApfVwYRX81A4OfAHFeXcN6z5sJo22b6SwqQNvHHqDtOOHkTXa/6CdX5LP5bTLhMYEk/TVXPJOnuStQ2/xv8MfsP3tCWzYNJedkTu5kXqdgmth7D4TwcjfjjHuz5Ncjs/irYGeHJvdhzlDvHA0N+BE/AnGbBlD0OJv8dkTwcutprLcxAeb+I8wCP4a7FrApH/guSPgO7bS/GhdSJLEnMFepOUV89dh3dKt2vX9DOOrJuSs+g2A7/aEYW6kx8we2u1OAxTkpZF77BDF+a58OOtV3GxNeWZxEP+ci9VqvsLAmMd+P0H7lm6syb3BjV/HIJf8+8P8udvl8nRL97i8/Fue3ammfeMhOs0TBBB1qIUG7uSfnzFrdx4OrXJofNqMm+cO4uFVdc7lf8Vm5LPg6E1GtnXB19WqyrHx4adof1kmq2nlbxdaGOkzzNeZzcHxvDe0NWaGFf83PHEjDbVGLte2t92IZ+hbuIyeWYV0DV4OPd4qfaIwiwuhV+lXbEGHPv66vMRaUZPmLvp6BrAkhOJmSshPB1PdylsJDU9iViEzl51l3MovwbIRR3uNopnfEzTxqWLX8Mpm2Pg86JvA1C1g3gj2fgSHvoRzi6HP++A3HhSlXdw87FuyYugKbpzcTfJTM5Hefw+jJ0fddbBRI2sounwVyUCfxQUHuJx8kbEfHuZAaw1ruysY4NqXGWuPoXC0J8ImAlVSMiO3prKg+AL7MhUMkAbxzOdbWRcwkhsDttGmiTlvrM3jpEUL5uq34LEsD2y/WY709SuoNWpcXnyWTqlh9Nz9FWhUpYcLu7wMLgF18ufs19iKYb6N+OvITSZ1aoqDhXbpM5K5PTYfTuT7iIV47fuWPVda8Xr/lpUe0q7I0v1v8M84BWu6foqFpTGrZ3Zi5tKzvL7mAsk5Rczs4VHtzrKkVPL2mM2MWvQSJb/uIzNiINZfbgFDcw6G3SqXp1vaRsLNK/jflGnhPUKneYIAIqAWGriLcWdpUaxggHE2vV4zZ4h7MX11vMbXu64hAW8NrP5twCtpR3njVSUrfatuCDC+QxPWnY1ly4V4xneo+O3rI9dTMTFQEtDE+q7HDQ2MecxzFFzZhHxuKVK3N0p3w28eJiPGkKmXNLT+4v40dLmTk6URiTrmUEuSROzs/sSFr8IxJ0EE1I+4oMh0nlt2joLiYmwHdybQ1Z0Y/Vb8sj+S1acTeL1/S54IdEVPWfbuj0YNBz6DI9+CSyA8uRQsnEufe2IxRJ+EXe/Bphfg1O8w4DPw6AmAib4J3t1GkD1XwebGqazdNo5nztuQRBab/EuwNbLl/bkxmLQP5HCvOPKK80j0d8XLvzXf9hyIl40Xrqe/Q1IoWM90ALImFND81BWOn73KjtRi9Ps5MWhoB1rZ21McG0Oh3RnSFQVcSDxN20ZNcW7WDP88NRsKTJCCPwY9Q2g7uTSlw1b7Hd+aemugJ7suJzJv73W+GKX91wyzfq9zavkaQq8twtroK57qpn3317y0aNbFnaa5sSUWXgMBMDfSZ+H09ry59iJf7gglPrOADx9rg1JRTVCtUNB82k+kJ7zCEcUGwpf24rWxWzgQmky7prqVy5NVJSxqm0/bTk700Hs4W18L9UsE1EKDdT3jOgtbJfCWQzZ6hm3oWJyIQb4ODQ2A4JhMNgXH80LvZjhbVX16HSA04Qx6QEuvqnc4AppY0dLRjFWno6sIqFPo7GFb4QHI110mEfvhLnJdbmAedRTce0D4Phb30cd9ZHu+M9atRW9tcLQw4kINuiUuMrmJkaMZfXMSwMm79hcmPBRWnIrmw82XcLEy5uvxTXj56Dt80vUTfmkewNPdMvh821Xe3RDC38duMmdwK/o0NUD65xkI3wsBU2DIN6UB6Z2adIJn9pamgez9GJYMh5aDYcAnYNcCSZKwHD6cVolnyA5bQv7pcEwszWjZuxvedt64fOuPnoMDy1xcSndMH7/j2rIMKaEQdZz8nHTORmVxOjqL/GINs2zN6NLNgRaOFkiK6yBZQxNbeLcdQyRF6U65qgi6xMKB6aWtv3u8BR1mgJluaQr3oqmtKRM7NmXpySie7uZOcwczrebpG5oxsSAQz79OET5mHWaG2qdIHPt6Jp/ulFH+OP2uxw31lPzwpD9OFob8deQm8ZkF/Di+LSYGVYcpkkKB7Xs/cWm3ijWxR3B8tx8a8xfpNWig1msCKIw5Tsf8Arq36K3TPEG4RQTUQoMVezMEO6Uxj+XEwtgf+d/nQ8g4Goqme5HWB/Y+334VOzMDnu9VcW3V/3rinyiGmxliMM26ynGSJDGufRP+t/UKl+OzaONsedfz0Wn5RKblM62LW4Xz9RwcUDg1IcP4JubnloJbdzIj9nHDSo+hXj20Wmttc7IwIi2vmCKVGkM9pdbzvFKNKQpXQHvR3OVRVKzS8NGWy6w4FU3Plvb8OK4tJ8M3o6+SaWXTCoCAJtasfa4zuy4n8dXOUOYu+Yc2Jj/gIKeiGPY9BE6v/AaSBD5joNUwOPUbHP4Wfu0EgU9Bz9mkaMxISHKhs/48Dk4oRKEwQIqTOBsHZyUgNBmJZBTIOBVH0iI/mBb5wTQvuICZuvRgsQnQvewDfSAbOKvFi7dsDIO+LN2VNtQumK1tL/VpzrqzsczdGcqfUwK1miPLMts1EylufprLytOMLylC0q/+a6oqN5m15pF08jdgerdnyz2vUEi8N7Q1rtYmfLzlMuP+PMmCqe2xN6/+2nP6/4r73En47ztHyuPzGGTWFNB+l79o2UJm7pFwffJprecIwp20DqglSTIFCmVZ1r7vpyDUE01REc7PfcXKZvlY9+8EroFoTNwoPJ9ASUIChm5u1V4jJaeI0zfTeWugZ6V5zndRl1Acl4axZyut1jgqwIUvd4ay6nQMnzx+d0B9+Hppu/EeLSverZL09dn0UgDLQoI5FLoZ47jn0L+ayGaDPpgP0W1nprY4WpR+00vJKcLVWvsdcr9zuTicVMAw0X78UZOcU8isZecIisrguZ7NeGugJ0qFhGrxGhbsVuMx6d9675IkMcjbiX6aY8ibPiJTbcyYovdoEu7Pm83yq/83p28E3V4jy/MJsnZ8guvp+eSfXs6fJSNYrB6IoaExTpZGyJTVqNaocdNE4ae+hL/qEr7qy1iSA0CCZM8RZQDBBt4EK9rg5taMZ7u50dzeGGRNaSqKLJf+Xlbf8Zjmjg8ZrJuCsn7TC2zNDJnZw4Nv94QRFJlOoJtNtXOOXE/lRFwxnk8MZE/BXs4c+YwOff5X7bxD+9/lpKseE4a/iaKKutNTu7jhbGXMSyvPMfLXYyya3p7mDlWXv5MkiSffWsrrJU+xr/FZ4k6/wld62Sj8x1e7LoDc1EtIZhYo7Jy1Gi8I/1VplCBJkgIYB0wE2gNFgKEkSSnAduBPWZYf7F6uwiMrqyAD+4mDMb7+M7T7AAC5VzdebbWDCXlHmIBbtdc4F50BQCeP6r/BAMTc3Mefo9U81WmYVuOtTAwY4u3ExvNxvDvEC2ODf3d1j1xPwcXKGHc700rnd2jUgb+D/+SYSkG/zS9RmKVP8c0obKwbaXX/2uZoeat0XqFOAXXSuF7MbXOTvdlxVFK/QWiALsRkMnPpWTILivlxfFuG+/0byAQ1lzDRb0RbwzvSrNQq2P8/9I79AI07YjRiAZ2C8lhw9CbbLyUyvYsbs3o3x9L47gA1p7CEM5HpnLiRxvEbaVxJyEaWH8NbP5BPTVfzHit40+YIegP+h9KuEUQeLf2IOgaFmaUXsWoKbiPArSs07Uoj66Y0AgbX/R/TffF0d3eWnozi8+1XWf98lyoPBMqyzLe7r+FiZczrwz/F+u8TOKxYCV3erLKUn5ydgN/qPfzeJ4DO3hOrXVP/1o6sntGZpxefYdSvx/lrSiAdPao+Y6GWYV/JeLz1muKdt4vEObNxeiMSRd/ZVbYR12QnMN4vnyG92jBHtBsXaqiqbbcDwF5gDnBJlksL+EqSZAP0Br6UJGmDLMvL6n6ZgqCb2Wc+RG0TwnxXU2g9HAALj14UJO3gYswhJrSZXO01zkVloK+UyqVjVOZ8xC42mZsxzVH7wz3jOzRhY3A8Wy/GMzawMVDakfF4eBrD/BpV+Y2tnUM7vl0IhTY20PYyv/ZuStfPP6GlXv1kct1uP56lWy1qy0ZNyYiUSM+OxakuFiY8cNadjeXdDSHYmxmy/vkud/0fk2WZ/TYJ9PC9I3UpPx3WTYeIgxD4NAz6EnM9A94eBJM6NeXb3WH8eSSC1UExvNynBS0dzTkRkcrxG2lcjM1CrZExUCoIaGrFa/1a0rmZLX6uVhjoPQM39mO4631Yf0faiLU7eA0Dt+7QtCtYNb5/fzj1wMRAj9f6t2TOPyHsupzEIO/K/yfuuZLEhdgs5o72xcLIlEnFQ0k+upyiDZ9hOP6rSucVrvqQlLPGtBk4CIWkXcVev8ZWbJjVlakLTzN5wWm+HuvLCH+XSsffKpc31e85Oum3JiXtc8L3zcM1LwaTYT9U+m5AWPAyMhUKvJv00mpdglCRqr7z9pNluVzFd1mW04H1wHpJksRRWOGBExsejOrAMQLt88Bv3L/tv5t24ckfVdhtOA1adJU9F51BG2dLjPS1ywdWrT3Ka2lq3CdrX5avg7sNHvamrDoTczugvhCbSU6Rqly5vP/SV+oTN6IDh3KC8NbTY42hTOO8OK3vXdtuB9Q6ls4baN6BzsF22Dgn1sWyhAdIiVrD59uvsvBYJJ09bPllYsDtpkW3qPNy+cj5Gaw92pQ+kHARVk+EnEQY/jME3P3DsLOVMd8+4cdT3dz4Ynso/9t6BQA9hYSvqyXP92xGl2a2BDS1rvj/crM+pTWer2ws3QV36waWlQdtDdXYdq7MPxLB3F2h9PNy+LeSyh00Gpnv9oThbmfKqIDSPyPrGW8QpzzNgtR1zMp5DcwrCMYzo3lHfYAeL7ek1bgq8t0r0NjGhH+e78KMpWd5ZVUwcZkFPN+zWYWbDXeWyzP3fhJl/14M2zoUt8Q9/LxkNOYTloNh+dSRqLUb+P2EGo+tA3RamyDcqdIfE28F05IkLf3vc7ceqyjgFoT6dmHpD7z+j5rHknMgYOq/T5ja4aw0okBWkZlbdeOTYpWGi7FZ5UrWVSVJk4epnj5KhfYH8koPJzbmbFQGYUml+ZmHw1JRSNC1WfU1VFtPmsVpD5n1eU2YvUZNe6OWWt+7tlmZ6GOgp9C5FrVeajbZOxIpikqpo5UJD4L0vGKmLDjNwmORTO/qxpKnO5QLpgEKTgfh9OzntEwALq6BBQNKA93pO8sF03dq42zJ0qc7sHpGJxZOb0/whwP4Z1ZX3hzoSZfmdlX/YKxQgvdo8HvykQymAfSUCt4Z1IqIlDxWB8VUOGZrSAKhiTm82q/F7YBbYWLC6Q7d+c3ChEt75lQ4L3jvuxwwMaKg4yAkA90Tu6xMDFj6dAeG+zkzd+c13t1wCZW6fDOeg9dS7iqXZ27tyJzun9L4giGnFoWR8fsAyP7PWQ21ivPm6Vz20qeRUwud1yYIt2jzvkubOz+RJEkJtKub5QhC1TYFx3G+LLe5ImqNmp9ax7JmohLXZm3B8e723/Z92/LlE0ouZ16t8j5XE7IpUmlo11S7gLok4yZ/dVcQO8lXq/F3Gh3gir5Sut058fD1FPwaW2nVKCHAMYAffD7CM84WqwIFnk21O6VfFyRJwslC91rUcvMmHJrThlDnbFAV19HqhPp0OT6Lx346ytnoDL4Z68eHj7VBv4IdUIBoZ32K5zyHUfoe+OfZ0sYmMw+Ba/XfdiRJoqOHLb09HbQ7SCzcpX9rRwKbWvP93uvkFanuek6l1vD9njA8Hc15zPfug3vj2s5i2kG4ufA4pP7naFXaDaKXnGH6QRjtW/MKGoZ6Sr5/0p9ZvZqx8nQ0zywJIveONSZlF3I1IZteng53zRvkNoghvWZww0HJM8aZpC7oB0lXbj9fEnOSDS2UJI+vv6+dQsNQaUAtSdIcSZJyAF9JkrLLPnKAZGDTfVuhIJRJyy3ijTUX+HZ3WKVjTiWcIq4wkc5GadBuWrnn27gPYGROLlbV7FDfOpAY0NRKq7Ul39iPS4kKb9euWo2/k62ZIQPaOPHPuTiSswu5EJNZbbrHLQpJQeud12h8Lp59b3ZHT79+j/U5WhjqnPKhb2jML1wjyMQQckXaR0Oz72oSo387jlojs3ZmZ8a0c61y/ILEf3jXfDeKC4vAoxdM2QRmDlXOEWqHJEnMGeJFSk4R84/cvOu5f87HEZGax+sDWqL4T8MVMwMzWrn6E2GmJHTn23c9F77nfW6aKvF08burE2VNKBQSbw9qxecjfThyPZUn/zhx+x2xQ9dK3+GqqN14lydexveH+cQYm7JI0lDy02CIOASA+sI2PovLYKTfzHtamyBUlfLxhSzL5sDXsixblH2Yy7JsK8tyxe/rCEId2nA+DpVG5mxUBsWq8m/3AbgvP8Kfl+3po9KHNiPLPW/m0Yvntmqw/HRBlfc6G5VBI0sjGllW38wFwGTTHr7/S0O/pmO0Gv9fEzo0IaughA82XUIjQ48W2rfMNZnwBJ/PtKZN4/rfYXG0MCJZ14Baoc+Qy/roR+uXfztWeOjN2xuGi5Uxm1/qil9jq2rHa06dw59GkBMPLQbUe1m5R027ptYMauPEn4dvkJpbesC4WKXhh73X8XW1ZEBrxwrndXv/Z1YONuKvrAsQfar0waTLLEw9xfLBBnR5/6daW+OEjk2YPzWQm6l5jPzlGNcSczgYloyThRGtnCour9fZuTOLhyxlzPkAoveZIS8ZDRdWk7tpNy7LLWll0brCeYKgrap2qAMkSQoA1t76/Z0f93GNgoAsy6wNisVQT0FBiZqQuMzyY9Rqis6fx+N6BAa+Y8Gggt0QS1f0Hc0oMM1GluVK73c+OlOn/Gm9kiiMXC1R2NSsdXZnD1ua2Jiw63IS5oZ6WgUet1i4NeelUXOZ1HpSje5dm5wsjEjMLqzyz7Yig06pcA7VhxwRUDckhSVqriXmMKCNEw7mRtWOz0qNY+bCJLqdKuto6iy+1dSHtwZ5UqjS8OO+0vSN1Weiicss4I0BnpVWHrI0tGSG7wz80w0oWv8uyDKqzR/zZKLMnHZvYm2k/ddTbfT2dGDNzM6oNDJjfjvOoWsp9GxpX2VlJC9bLxzfnI3pnA94wc2DiK2zCHZIRDHGD6V51XWuBaE6VeVQBwGLgW/KPr694+Obul+aIPwrJC6La0k5vNSntGPhyYj0cmO2RG5j+0QTbH0yKkz3uOXgkJaM6pJBXE5shc8nZRcSl1lAgJb50xTn85pbGhsneVT5xbwqCoXEuA6lVT46N7OtNL+0Ml1dumKo1K77Y11ysjSisERDdoGq+sF3WP+KLysek0VA3cBcS8yhRC3j66Jd6cnwoljen6zE3McGJAU4aV+CUqg9zezNGNe+MStORXM1IZuf9ofTwc2m2nfOprWYTIf1BqTtDocDn5G29QQGG014zHlonazT28WSDS90pZGVEXnF6grTPf7L2MeH/B4duGJswpcqF362sWJzP/c6WZ/waKnqu/YbQBZQACwEHpNluXfZR5/7sjpBKLMmKAZDPQVTurjh6WjOqZt3B9QajYYlwfM5lnwWPdeAKr8Rt3HtArJMyLXtFT5/Lqosf7qJlVZry4s8yjl9fWSLe+uwNaadK+ZGegzxqZ/GLLXBsYal8yzsG5Olr4Rs0X68IbkYV9qa28dVu4A6NDucMFcJT9LBzrPe2nEL8Eq/FhjoKZg4/xTJOUW8MaBltRsGClNTnL79lsv9rLl08gcW9zDF+MM30bOu3d3pO7lYGbP2uS7Me9KPAW20q2TvYeXBwn4LmLBbpmewTEe3+ukuKzQsVeVQz5NluRvwItAY2CdJ0hpJkvzv1+IEAUrfNt4UHM9gbycsjPTp6GFDUGQ6JXeUTbp8YB1vf3KdCdfSq9ydBmje4jF+/k2N5s+VFT5/LjoDAz2F1g1dwvauZtF3GgJy722Xw8HciLPv92eE/8Pb+tbJsmYB9WyjkSw4ICGLgLpBCYnNxMbUABcr7c4iDEp0ZLnrB9gnhIBz2zpenVAVB3Mjnu3uQXpeMd1b2FXbpfCWki5tmWMvMdPJnqV2+pT0617HKwVLY31GtnVFqdD+HUJ322Y0+3shrb160MmxQx2uTnhUVPu+sizLNymt6rEb6ADUX6Fb4ZG063IiOYUqnihrfNLR3Zb8YjWXyna/APamHudiMwXdTTWl9WSrYGDvyRUfiXOOORU+fzYqAx8XSwz0tEu7CCsOZ3ugRPP2996I2EBPUeO0kQeBY1mebJKOpfNKLl0h7ZyMJlUE1A3JxdgsfFwstf43nTXvJ6yWb4O8FBFQPwBm9PBgVFsXPhim/YE9O2M7plkOYv5cmfGFvjS3bl6HK7w3jT0DGfjB7xgY3Vv1EUGAqg8lekiS9K4kSaeAj4ELQCtZltfct9UJArA2KBZXa2M6le2QdPSwAf7No84vyWeV6jhRfYqwaDum+reJJYmc3s5sal5EifruusdFKjWX4rK1TvdAo+GsURL7+prg4CKaAjhYlOZx69rcJWVIIMvedSCpRJTNaygKitVcT87FV8t0jxJ1Cbte60z+6LLWByKgrnemhnp896Q/LR11O7A32m8ScY1NGOkzvo5WJggPnqq24MKBJ4CdwAmgCTBLkqTXJUl6/X4sThBiM/I5diOVMe1cb9c+tTMzpLmDGadullYCSL90jt4l9ozOzqo23eOWEU36MjcmDU3slbsevxyfTbFa+4YupIXjl5THCDvxzR/ASF+JtYm+zikf2Zp8NmvSiS1KAx0rhAgPpisJ2ag1Mj7aHkjMDOfX6OVEaq6DpAQn7zpeoVBXGrm1od+es3h1GVbfSxGE+6aqgPp/wAZAA5gB5v/5EIQ6t/5sHEC5ZhCdPGwIisxApdZQ8sVPzJgfhb91K613tTysu9FouRX5q5fc9fi/BxK1C6hVlw8QsNKM8TfE7vQtjhZGOu9Q25YYMv6gmuwkDRRmVT9BeOCFxGYC4OtqpdX4qKO76Hteg2dqHDi0Bn3t8q4FQRAeBJX2ZpVl+aP7uA5BKEejkVl7Noauzexwtb47x62juy3LTkZz5OYN3J8fjOPa/dDuNa2vrefVBU1HFddMIuh0x+PnojNwsTLGwaL6mrkA+YlnsO9ajNmg8k1kHlVOlkY671Dbmtjy2CmZmC76kJMIxlZ1szjhvrkYl4W9uSGOFtqVcyzZd5gpBzU0cboCrR+r49UJgiDUrqpyqN+XJKnSbTpJkvpIkiTezxHqzMmINGIzChgbWL5V8a086oUhixkZ/R0qV33wGav1tSWlkl/62fOlyY27Hj8Xlal9/WlgZfZZBvYwRe3movWchs7JwojErCKd5ljYODP9HUNCfTSlHfKEh15IbBa+OhxIXDfIjD/fboWyMEPkTwuC8NCpdIcaCAG2SpJUCJwDUgAjoAXgD+wFPq/rBQqPrrVnYzE30mNgBbVFHcyNaGGjwG/9VjxaF2LRZiQYWeh0fV/zFiRcCSI77hIWLt7EZxaQmF2o/YHE/HSS4nJo4WqPib44JX6Lg4URaXlFlKg1WjeoUSgUNDZ3RZ2VIdqPNwC5RSrCU3IZ6qtdTXVZlknIT6SnTWklHxFQC4LwsKmqDvUmWZa7As8BlwElkA0sAzrIsvyaLMsp92eZwqMmu7CE7SEJjPB3xkhfWeGYQOVZ+gUXMTAxD9pN1/kebXPc+XyJhrCdC4DSdA9A6wOJcsxpBmzVZ9IhfZ3v3ZA5WRghy5CSo9su9YK8sTx1rETsUDcAl+OykGW0rvChio9n6Y2+vJRhCkqD0hxqQRCEh0hVO9QAyLJ8Hbh+H9YiCLdtuRBPkUrD2HaNKx0T5h7B288rWV/iDC7tdL5Hy4FP8daVtXTTu0EgpekeRvoKvBppt9OdFHmQ7x5XMs733utPNyROlqU5s4nZhThr2dADIP9cMJoUM2xzROm8h11IWY14by0rfBRF3CRj+QosJziAYxvQ0y7vWhAE4UGh3fuxgnCfrQ2KxdPRvNIdrqyiLKLyLjCsJJuLDiOhBs1QrB2akNDKkGBVNABnozPwdbHSOk3hcsJprjaR8OgsAuo73Wo/rmtzl6AXevLdRBOR8tEAXIzNopGlEQ7m2h3u3Wofy+qfRmCgCRXpHoIgPJREQC08cMKScgiOyWRsoGulB5qKFyxnzXpjxmYWsrKwS43v9bN5X94/nkhBZhJX4rNo29RKu4nqEjwuXOeD9Ca0smlV4/s3RE4WNWs/npCXwD49NSU5cXWxLOE+ConL0rr+NMCh2ENcTDuPojhbBNSCIDyUREAtPHDWBsWgp5AY2bbyyhlKY0OMShKJs+rNoegi1JqaNQOxjLUk5Zg1sQc3UaKWta4/TWIIinP6tN9TiJGedrtwjwobUwP0lZLOAXXj6AJe2KImJTWpjlYm3A9ZBSXcTM3TOn9almU6/nWSftfK/g+LgFoQhIdQtQG1JElGkiS9IEnSr5Ik/X3r434sTnj0lKg1bDgfR18vB2zNKs6jPBF/glfM1qLpnE6u90SyC1WEJmbX6H7SyCc4Oq6Y8ykHAe0busjRp4jplY/ZB2/W6L4NmSRJOJgb6ZzyYV2kj1eMTEZWFqhVdbQ6oa5dLsuf9tGyoUtKajQusYW4pxWCnhHYe9Xh6gRBEOqGNjvUSwEnYCBwCHAFcupyUcKj60BoMqm5xTwRWPlhxL1HlxCRG4e9VTNatOsHwKmI9Brdz8S5Kb+6mXC16ApNbEywN9fuMFR09GGe97DnsG1+je7b0DlZGpGUrWMt6p69eHGWHqk2GshLrqOVCXXt4q2AWsuUj7DiGF6foYdtaw04+YKy2rPygiAIDxxtAurmsix/AOTJsrwYGAr4aHsDSZKUkiSdlyRpa9nnNpIk7ZEk6XrZr9Z3jJ0jSVK4JEnXJEkaqOuLER5+a4JisTc3pGdL+wqfT4u/yeMfHeT1AwUYtpuOs7UJTWxMOBmRVqP7GSoN6Z9khnloPp1dtC9/d/3SBXpd1NDGwrNG923onGrQftzBxAE3o7K/d3Ew8aEVEpuFq7UxNqYGWo0vVhfjbuGOZ+I1ke4hCMJDS5uAuqTs10xJkrwBS8BNh3u8Aly94/PZwD5ZllsA+8o+R5Kk1sA4oA0wCPhVkqSKCxALDVJyTiEHriUzKsAFvUoqbexKPsRfgxS0cSkEv3EAdHS34XRkOpoa5lF3CTOh5xElfU0itJuQFUtBWDFP79bQzKZ5je7Z0DlalLYfl2Xt/04cjO35/Ugz/K9KkCMC6ofVxbhMrfOnAdqsOstfF9tgUZwrAmpBEB5a2gTUf5btIn8AbAauAHO1ubgkSa6U7mjPv+PhEcDist8vBh6/4/FVsiwXybJ8EwgHOmhzH6Fh2Hg+DrVGrrL29MborSR7aWgVOAhMStuPd/KwJTO/hGtJNctECh02nJkvKrHSnNZuQswp1vRWMP+N5ugbiAOJFXGyNCS/WE1Okfa50JJCQVFMEqpChQioH1IZecXEpBfg42Kl9RxNQT5yWmzpJyKgFgThIVVtQC3L8nxZljNkWT4ky7KHLMsOsiz/ruX1vwfeBjR3POYoy3JC2bUTAIeyx12AmDvGxZY9JjwCZFlmTVAsAU2saO5gVuEYdW4uU0P1mZGQCe2m3X68o0dpYH2qhmkfKbRGTylRlHVRq/Gq6JOEGhrQ2Kvm5foauprWol74li9/dTWEbNEt8WF0q6GLtjvUeSV5TPA6yJleGtA3BbsWdbk8QRCEOlNpQC1J0qSyX1+v6KO6C0uSNAxIlmX5rJZrqajgcLn3iyVJmiFJUpAkSUEpKaLzeUMRHJNJeHJulYcRCy9dwuPvYDrkOELTrrcfd7U2wcXKmFM3a3YwMSzOiC+PN8X7YASUFFQ7XnXxGMsOmTDOVqT5V8axprWo8xO5ZGwqdqgfUrc7JDpreSAxI4zUglTMM6KhkR8oRJafIAgPp6p2qE3LfjWv5KM6XYHhkiRFAquAPpIkLQOSJElqBFD2663j/LHAndGUK1Bum0qW5T9lWQ6UZTnQ3r7ig2vCw2dNUCzG+kqG+jaqdEyKmwnmgzMw6fVYuc6InTxsOXUzXaecXYCCYjVX43MwjVeRE6MPsUFVTyjOozj8JprTuTTSt9XpXo+SW81ddK300fVkNoO2yyKgfkhdjM3EzdYESxPtDvgmr1zOZ4tUeMaFi3QPQRAeapUG1LIs/1H268cVfVR3YVmW58iy7CrLshulhw33y7I8idI87Kllw6YCm8p+vxkYJ0mSoSRJ7kALQMukVuFhVlCsZsuFeAb7OGFuVPk34h/PfsuzbaxQtOhe7rmOHjak5xVzPTlXp3tfjM1EpZE5+doTvDrBgPybh6ueEHeOw54Q9dtE9Js00elejxIny1sBtW471JZqQwzyZWSR8vFQConN0rr+NECMOpU8Cz0c1fngElB3CxMEQahj2jR28ZAkaYskSSmSJCVLkrRJkiSPe7jnl0B/SZKuA/3LPkeW5cvAGkoPPe4EXpBlWX0P9xEeEjsvJ5BbpKoy3QPAdtdFesSWgGtguec6e5TuFutaPu9cdCYAbm5NuG5gQGjMoaonxJxisaUFGwpuVNoWXQAjfSWWxvok6phDnfNEPz4ZryQ3N7GOVibUlZScIuKzCvHVoeX47hb57J/SFIWE2KEWBOGhpk2VjxWUBrqNAGdgLbBSl5vIsnxQluVhZb9Pk2W5ryzLLcp+Tb9j3GeyLDeTZdlTluUdutxDeHitORNLU1sTOrrbVDomOe46o3YX0jbB+HZ1jzu5WhvjbGmkc4OXc9EZuNuZ0snJm2d2qok/fQNUxZWOz79xnCHblHRNc6h0jFDKqax0ni7cLd3pZOxMYUkuFOn2boNQvy7d7pCofcvxrs5dGCAbg6ElWLvX5fIEQRDqlDYBtSTL8lJZllVlH8uo4LCgINREdFo+JyLSGNvOtcod36uaOKa9psS+m3eFz0uSREcPW07dTNM6j1qWZc5FZdC2iRX25k60iVeQmauAhAsVT9BouH7zAm5JMs2Ujlrd41HmaKl7c5cO+U68v0rCLFkJOWKX+mFyMTYLSYI2zhZajS8KDWXQrFUMCY4DZz9QaPPtSBAE4cFUVZUPG0mSbIADkiTNliTJTZKkppIkvQ1su39LFBqydedikSQYFeBa5biQmCMUGoJXq76VjunkYUNqbjE3UrTb2YxOzyctr5iAJqXNOnd80Iul3fUg6ljFE9KuE2JVxMvP69H8sQla3eNR5mhuqHPKh8LAAFnSR5aBHJFH/TAJicvEw860ynMQd8qVijHr1wf9YnEgURCEh19VWwJngSDgSWAmcAA4CDwPTK/zlQkNnlojsy4ohu4t7HG2Mq5y7NDd0fx+MguTJl0rHdPR/VYetXZpH+eiMwBuB9Q93PoTgAElkZUE1DGniNXTw8HQBkdTsUNdHSdLI1Jzi1CpNdUPLlPiYs+scYVscTcU7ccfMhdjs/DV4UDiguydjPHai55JkQioBUF46FVV5cO9rJGLewUf93IoURAAOH4jlfisQp4IrHp3GkCz/zxucYZg36rSMU1tTXC0MNT6YOK5qExMDZR4OpVWgRxi0p7nNphSdDIINBWch405xcQtBiwvmlr+OaEcRwsjNDKk5laek/5fJnomJBSmEqenJ0rnPUSSsgtJzinCR4cDiREJV/AwsCz9JiQCakEQHnJ62gySJMkbaA3c7rMsy/KSulqU8GhYGxSLpbE+/byq3u1NyU/h7CToo+dZZZ6lJEl08rDl+I3SPOrqqnCci87Av4kVSkXpOKW1NRqMKSjOxyzpMjTyvWu8HHkS2dAKA4WBlq/w0eZ0R3OXW2X0qiNJEm9tktA3MoaWIqB+WFyM1a1DokatZsb/nSa6vTm0sAGrpnW5PEEQhDqnTdm8D4Gfyj56A3OB4XW8LqGBy8ovYeflRB73d8ZIv+ruaEGxR/jEsIgUl9bVXrejuy0pOUXcTM2rclxekYqrCdm30z0AFMbGfDarEe+3NYeo4/+ZkEZwfjTfTrWnYGTvatch/FuLWtc8ao25CVnGeqL9+EMkJDYThQSttTyQGJcZxfquCgydVKW706IEpSAIDzltjlWPAfoCibIsTwf8AMM6XZXQ4G2+EEexSsPYampPA+QsWcLk/Sqau/evdmwnj9KSetXlUV+IzUQjc1dADdDYpgUhRsbIkUfvnhB7hrNGRuzPj8ZM36zadQj/th/XtdLHqclt2dHNUKR8PEQuxmXRwsEcEwOt3vQkLPcmWzoqaGwaJ9I9BEFoELQJqAtkWdYAKkmSLChtFS5yqIV7suF8HF6NLPDWIueyOCqG1oky+k06VjvW3c4Ue3NDTt2sOo/6fFlDl7ZNrO56vGOsMV/9quLm5ZNwZ/m9mFPYHzJh9nZDLA21zxN9lNmaGqCnkHSuRd2pUSc6GNiKsnkPCVmWyzokav//olmJNW81HkWLYnEgURCEhkGbgDpIkiQr4C9KK3+cQ7QEF+5BQbGai7FZ9GllX+1YlUbFD/1KuDzGGIyq/4YtSRId3W04GVF1PepzURk0szfFyuTufGj3FoFcbSwRpimA1LB/n4g5xTV7faQm1R+gFEopFBIO5oYk6ZjyMeSSAaN/zUDOSgCN9hVChPoRn1VIWl6x1vnTAIqv/6DbF/sxkmURUAuC0CBUGVBLpae6vpBlOVOW5d8pbRU+tSz1QxBq5FJ8FiqNTNvG1tWOjc6KpBAZb+uWWl+/k4ctSdlFRKXlV/i8LMuci84ol+4B0Ny3J/NHmXLOUf/fetTqElISzrO0m4R6+mit1yGUNXfJ0S2g1rO1xbiZC+oSNeSn1tHKhNoSEpsJoFOFj8Qh7TDqbgemDmDhXEcrEwRBuH+qDKjl0i2+jXd8HinL8sW6XpTQsAWXpVv4/yfdoiK2O/azaVEuPR17aX39W3nUlaV93EzNIyO/hICm5QNqpULJa+1ep3eJ4b8HExMvkqEqwdfEBV9733JzhMo5WRjpfCjxoqchw/tEEWYqSuc9DC7GZqGnkPBqpN2BxPTCdJ7O/Ik9TlHiQKIgCA2GNikfJyVJal/nKxEeGedjMmhsY4ydWfVnW+Xk6yhKJEw9+2h9/Wb2ZtiZGVR6MPFcWUBf0Q41wIDjBVgvVKK5caw0jzrmNNYXjPjox1x8raqvNCL8y9HCiKTsIp3mmBuYUyyrSFUqRXOXh0BIXBYtHc2rrdZzy7WwEzROkfFMFQcSBUFoOLQJqHsDJyRJuiFJ0kVJkkIkSRK71EKNnY/O1CrdA+A3pxAujVUg2bXQ+vqledS2nKokj/pcdAbmhnq0cKi4Woe+nzeqQd6k5CZBZhTEnMKosSWWo8Yg6WvXVlko5WRpRG6RitwildZzbPIU/PSbiuIII9F+/AEny3JZh0Tt0z2yN23h2/lqPPNLREAtCEKDoU1APRhoBvQBHgOGlf0qCDpLyCogIauwXHWNihSoClhdGEeEtWuVDV0q0tHDhvisQmLSC8o9dy6qtKGLQlHxW835Xk0Y73OVvVbGEHkMOfoUIwOM2NxPlMvTlaNF6bsQuqR92Do0IcxFIt1cEjvUD7iY9AKyCkp0qvBx0luPv8eYYK2nFgG1IAgNRrVRiizLUbc+gFSgG/Brna9MaJCCb5erq36HOmzPKr7/XUXbQjed79PJwxaAk//Jo84pLCEsKafSdA8ARxNHHA3siFCZQcgaYnKSySkoEuXyaqAmtaiNTSxYPMaa8OYmIof6AXcxLhMAXxcrreeclaIpbGUCFi5gXnWXVEEQhIeFNp0SDSRJelySpDVAAtAP+L3OVyY0SOdjMjHQU9BaiwNM4SlB3HSUaOlTfUOX/2rhYIaNqQEnI+4OqC/EZJU2dKngQOItkiTx6maZnhuVEHGQm0mmLJqnxjvLXOd1POqcatjc5UnPJ/HXsxQB9QMuJDYLA6UCTyft/m9oCgr4lrG8kJgjdqcFQWhQKg2oJUnqL0nS38BNSrslLgXSZVmeLsvylvu1QKFhOR+dgbezBQZ61adwnDKOYvlwGceAETrf51Y96lP/OZh4LjoDAP/GVlXOLxjWneXdJTIlicvOBqzppU8z3x46r+NRd7v9uI4B9ehlUbRZrxIpHw+4i7FZeDUy1+r/M0Dh1VBUsz/H5Vo8OPvX7eIEQRDuo6q+Cu6iNHe6myzLk8qCaNFlQaixErWGi7FZWqV7AOhlp9IeYzCsWe5yR3cb4jILiEn/tx71uegMWjqaYWlc9eHCJn2Gcby1gitGhpxqYkXYcB8MDE1qtI5HmYmBHuZGejo3dzFqF4DSy0kcSnyAaTQyl+J065B41a6Qm+8NxsC+WOxQC4LQoFQVULcDTgJ7JUnaI0nS04B2dZEEoQKhCTkUqTRaHUhUpacx+dtM3olqVuP7dSzLoz51s3SXWqOROR+dWWX+9C0+dj787fM5rXNseCy/OaObDq/xOh51ThZGOu9QL2yZwCj/WOSCDCjRba5wf0Sm5ZFTpNIpf3pr3G4+4xAGBjI0EgG1IAgNR6UBtSzL52VZfkeW5WbAR0BbwECSpB2SJM24XwsUGo7gGO3SLQBIvoatZy5GAV1qfD9PR3OsTPQ5VZZHHZGaR1ZBiVYBtYm+CTYf/EHqCWfa/HCBvuFGNV7Ho87RwohEHWtR2xrbUqApIQ9J5FE/oELisgB02qE23HmMnglKJKsmYGpbV0sTBEG477RKfJNl+Zgsyy8CLsD3QOe6XJTQMJ2PzsTe3BAXK+Nqxy6JXMarg0xQdh1S4/spFBId3GxuV/o4F1Ua0Ac0tdJqfvErU9g7xRvrbz7HpLP4J19TjhZGOqd8ND0bz/Kv1SQXGIiA+gF1MTYLQz1FpfXc/6ukuJDB62LociFXpHsIgtDg6FTcV5ZljSzLu2RZnl5XCxIarvMxmbRtbIWkRavhsJsXyVPqoW/X8p7u2dHDlpj0AuIzCzgXnYGFkR4edtoFACFN4Rf20z/t/9Czt7+ndTzKnCwNScktQq0p32SnMqbNW7KtvUSGoQTZIo/6QRQSm0UbZwv0lNp9G4nKi+W5F5UoPDPBOaBuFycIgnCf6dYtQxBqKCOvmJupeVodSNRoNDw+P42n9xqAFsF3VTp52ABw6mYa56IzCGhqXWlDl//ytmrF1L1q/G9otPohQKiYk4URao1MWq72aR+2rduyoreSFHMF5CTW4eqEmlBrZC7FZ+HraqX1nIisCHJNJFoqxYFEQRAaHhFQC/dFcEwmgFYHEpNSrrKslwI6a99uvDKtnCywMNJjz5UkrifnapU/fUtzq+YMPSMzLsb1ntfxKLvV3EWXg4lOpk487z0T9xKlSPl4AEWk5JJfrMbHRfv86U6hGnbFBOJeUgKN/OpwdYIgCPefXmVPSJJkIctytiRJNhU9L8tyekWPC0JFzkdnoJDAV4sDTJcjdnDIV8GMtrrXn/4vpUKig7stOy8lIsvoFFAbGJrgeGAHzawd7nkdj7LbtaizCvHV8mcTU31T+jzzN9ZeVtBCpHw8aC7Glh5I1Ob/8y1ZmzajCruIckQzMLaqo5UJgiDUj6p2qFeU/XoWCCr79ewdnwuC1s7HZNLKyQITg0p/hrvN6uplhicX4NliaK3cu5OHDRq5NHvEr7Fu7cNtGrlhYCTqT9+LmrQflyQJ06cnU9TcRqR8PIBC4rIwMVDiYa/deQRZlvllvDkxgwtEuocgCA1SpdGNLMvDyn51v3/LERoijUYmODqT4f7OWo23XxXMM0XGGL6l/W5yVTq6l5bn8nQ0x9yo6oYuQu2zMzNEqZB0rkX9tttpLK00/J4mdqgfNBdjM/F2tkSp5XmEhLwEtt3cjr+UJQJqQRAapKpSPqo8hi3L8rnaX47QEN1IySWnSKVV/WmNqhgDn1QsmvSvtfu3drbAzsyAzs1E3dv6oFRI2JsZkqRjLWo7Q1syCiNL24/L8j0fUBVqh0qt4XJ8NpM6NdV6zo3DW5myV00rjxIRUAuC0CBV9f77t2W/GgGBwAVAAnyBU0C3ul2a0FCcv30gsfod58ibexnha8VctyYMrqX7KxUS217ujoXYna43jpZGOqV8AAxcexO7c1kwrAgKMsCkwuMcwn12PTmXIpVGp/zp1CvB9L0g09ytBBr51uHqBEEQ6kdVKR+9ASRJWgXMkGU5pOxzb+DN+7M8oSE4H51ZVv/ZtNqxYcc24BUj07x7r1pdw608XqF+OFkYEpGSp9Oc7O4+HDSKpD2gzEkQAfUDIqTsQKIuFT4OBOgRaWfM5ryWYGheV0sTBEGoN9qUzWt1K5gGkGX5EuBfZysSGpzz0Rn4N9Gu/rNq73lmr1Xj7io6EzYkThZGOudQK9u3ZVc7BelKRWnah/BAuBiXibmhHm621f+AfItSUuBXWCjSPQRBaLCqL7kAVyVJmg8sA2RgEnC1TlclNBi5RSrCknIY2MZJq/EbOhbi5G1KgIFhHa9MuJ8cLIzIKVSRX6zSqtILQKBDAJ+4PY1h+EeQIw4mPihCYrPwdrHUukGSKiOD15dlYmuUAm1FQC0IQsOkzQ71dOAy8ArwKnCl7DFBqNbF2Ew0snYNXYqz4jhvDrZennW/MOH/27vv+Kqr+4/jr3Nv9oaQAQkj7L1BEHAjglvce1St9We1W1tttdXWWldrW1v3rHvgVkRRhjLDXgECSRjZCdnj3vP7414gSMYNcDPfz8fj+7jJ957vzefqF/jk3M/5nBaVGHWwF7Wvuu8oZdDN/8WRE6QZ6jaiutbNxj0lzaqfduXlUZO5A+tGM9Qi0mE1mVBbayuttY9Za8/3Ho9Za5v32a10WqkZRQA+dfioWvEZjyws4YzE0/0blLS4A5u7NKPsw9mnJ+6f/4jixCjtlthGbMkuodrlZkQzEur3XCu45zqLs7sLEob7MToRkdbTZEJtjEk3xmz/4dESwUn7l5pRRN+4cGLCgpocW/vNVyQuDGNA9xNaIDJpSfsXheY0o3WejYrg0uAX+KRnjBLqNuLADolJMT5fszp3NXur9xESNwSCtEmSiHRMvhQzjq/zdQhwEaDl9tIkay2rMgs5caBvW3dv77WbmBu6EtCzj38DkxZ3JDPUIQEhJFWFU1rjhFrVULcFa3cVER0aSM+uoT5fM+mvn9M3qRJmHe/HyEREWpcvJR/5dY5d1trHgVP8H5q0d1mFFeSVVjPah/ppXDX8ye7lseRQjDbw6HAiggOICA5oVg01wG9fKmfAvHJtP95GrMkqZmRytM9/RgtKcil0VpLoVocPEenYfCn5GFvnGG+M+TGgRqLSpAMbuvhQP71v83wmf2uYUNPLv0FJq4mPCm725i4Lz+vLd8eFQ1kuuGr8FJn4orLGxea9Jc3qP722aAOPXOAksV8Z9Gh0810RkXbNl5KPR+p8XQvsAC72SzTSoaRmFBIS6GBwYtO/f21Z8j4zV1gqZg1pgcikNRxJL+qiCQNZtzsfNlvPLHVMTz9FJ03ZtLeEWrdtVoeP8IAwTg7pzrCavZAwzI/RiYi0riYT6v07Joo0V2pGESOTYwhwNt2dcU3wdv7xCydfnXmt/wOTVpEYFcL32/Obdc1VPc+nIjcCWAMF25VQt6K1WUUAjEiO8fma+Lv/y537igg7bSgEqLe8iHRcvvShxhhzpjHm18aY3+8//B2YtG9VtS427N7nU/9pgHVlmXQPCKZrZJx/A5NWkxAdQk5JFW639fma7vPWEXn3a7hrDeRoP6nWtDqrmNjwIHp4F5g2xeV2YUYMIiRkL/TSzqci0rH5UkP9H+AS4DbA4Ony0dvPcUk7t373Pqpdbsb07NL04H17uO29Eh7NV41lR5YYFUKt25JfVu3zNe4TJpB/703si+gKORv8GJ00ZcXOQsb0ivF5QWJaURqzurxE6ohq6DPFz9GJiLQuX2aoj7fWXg0UWmvvAyYD+txVGrV/QxdfZqjdaQtw5waS4NDvaR1ZwhHslrg1opxbqp5jW2JfJdStKGdfJel5ZRyXEuvzNWt3LMFYy6Dqauillnki0rH5klBXeB/LjTE9gBogxX8hSUeQmlFIUkzogSSqMRv2zOfrK2sJ+NGPWyAyaS0p3cIB2JZb6vM1XQOi6LfbUmBiPSUf1vdyETl2lqQXADAxxfctCML+8SqPPeMmqcsACPc9ERcRaY98Sag/MsbEAH8DVuLp8vGaH2OSDiA1o8i3/tPA/JyVPBEdSYB2UevQUrqFE+AwbM4u8fmabq5Q/vKiC7ulCqpLoTjTjxFKQ5amFxAe5GRYjyifr/mmbxVbR7gwvVXuISIdny8bu/zJWltkrX0HT+30YGutFiVKg3JKKtlVVOFT/2lqq4j/tJCbFgUQFqiEuiMLCnDQLy6CzXt9T6i7JPTmbxcFkj7O2588W2UfrWFJej7j+nT1qWMPQH5FPp/2LiBwYJnqp0WkU2jwb0djzARjTGKd768G3gT+ZIzR1uPSoFXNqJ+2u1dRYh0kBuqW6gwGJUY2K6F2OgPYOTKOrG7eX7ZUR93iCsqq2ZJdynHNKPdwFu7jTyHHcVJ5BWiGWkQ6gcamG/4LVAMYY04AHgReAoqBp/wfmrRXqZlFBDoNw3o0vQFE1vYvefzsANw/vrwFIpPWNigxkl1FFZRU+r7r4WO9fsaPAk6B6J5KqFvBsh2e+unmJNTVr73LoPsW0ye0F0QmNn2BiEg719jGLk5rbYH360uAp7xlH+8YY1b5PTJpt1IzChnaPYqQQGeTYzP2LCPQwvAkdQHoDAYleHbN3JJdwrjeviVoMc99iCs3D2YPUS/qVrBkewHBAQ5GNGOHxLTxCXTfXImj/6l+jExEpO1obIbaaYzZn3CfCnxV5zlftiyXTqjW5WZNVjFjevnQf9paBszZxDtvhDEgZoD/g5NWN8i7Df3mvb53+ii5/hw23nIaxA+FvC3g8n12W47e0h35jOkVQ3BA078gA9S4a/hZ5uO8Odytcg8R6TQaS6hfA74xxszB0zpvAYAxpj+esg+Rw2zJLqW82uXbDonFWQQ6iwntm0KAU7+jdQZJMaGEBznZvHefz9d8FbSdu/b8B1fcYHBVQ/42P0Yode2rrGHD7n3N6j+9Zcv39N5RyajyKiXUItJpNJhQW2sfAH4BvABMtfZAA1gHnl0TRQ6TmlkI4NMOibWZ3/HLaRGsv/E0f4clbYTDYRiYGMmmZixMTKwIZtymWgpCvNvSq466xazYUYjbNq9+etdH7/DHV1yMcMVCjPYAE5HOodEeSNba762171lry+qc22KtXen/0KQ9Ss0oIjY8iJ5dQ5scu3XrPJaGBFMZEd8CkUlbMTgxki3ZJVgfN2npkV7Cr951k5NTDMapOuoWtCS9gECn8a2Ey2vBMMO/LjQkDdHstIh0Hr41FRXx0arMIkb3jMEY0+TYXV8v49nHXQxzJLdAZNJWDEyIpLC8htySKp/GJ047jV9f52R7vANi+2mGugUtSc9nZHIMoUG+1U8DLCtZQ1CPKkyfqX6MTESkbVFCLcdMcUUNW3NKfaufrqlgU3gxy4Y66dVntL9DkzbkwMJEH3dM7JU8lKzugWwt2wHxQ5RQt5Dy6lrWZhU3a7vx2sJCnt4+gNt3F0Nvde4Rkc5DCbUcM6sziwB8+3h4dypfpwSw5uJBOBy6DTuT/a3zfN3gJdARyNs97+Oa3EEQPwwK0qG6rOkL5ais3FlErds2q366YuVKSl/4hrjqbtC1rx+jExFpW5rMZIwxFxhj0owxxcaYfcaYEmOM70v0pdNIzSjCGBjpQ79a9/bF9C+pZXKvU1ogMmlLYiOC6RYR3KyFicHvzaPwsX94ZqixkLvZfwEKAEvT83EYGNfb9/rp+b3LWH8lhI6dDD6UfYmIdBS+TA0+BJxjrY221kZZayOttVH+Dkzan9TMQgbGRxIZEtjk2MplC7jm6SAuLBvVApFJW7N/YaKvim+Zzft3TaGyW3/PCS1M9Lsl6QUMT4r26c/zfm9vfJX34lyYfqqfFpHOxZeEOttaq3+9pFHWWlIzinyrn3a7cJSsIX5mX0KGDfV7bNL2DEzwJNQut2+dPjJDy3lh55vscFgICFEdtZ9V1rhIzSxiYp9mbDdeWc7wd9YzdVc1aEGiiHQyvuymsdwY8wbwPnBgWb619l1/BSXtT3peGcUVNb4l1LtWcG+iITvR8HxX3//Blo5jcGIklTVuMgrKSekW3uT4vkFJzFrqJivhWwbHDVJC7WdrsoqprnU3a0HiljXfMGOZi6KoIOg20I/RiYi0Pb4k1FFAOXB6nXMWUEItB6RmFAG+LUi0W76gKC+Yrv206UNndXAL8hKfEureMSlc/ZWb7bHfw5hhsP1rf4fYqS3Zng/QrIR6dWQBD//cySfBw1U/LSKdTpMJtbX2upYIRNq31MxCIoMD6B8X0eTYjBWfcPtrkBkRAme0QHDS5gxIiMAYT0J9xvDEJscHh0Xwp7v7ktijC2cH9YXV/4PyAgjTJxz+sHRHAYMTI4kJC/L5mvzC7SRYF937n+rHyERE2qYGE2pjzK+ttQ8ZY57AMyN9CGvtT/0ambQrqzKLGNkzGoejiZmp0lyWu3fw8ewu/O7sy1omOGlzwoIC6NU1rFkLE7v3GEh+ZT4kn+U5kbMR+mg3vmOtxuVmxc5CLhzXvA2XLnx5A9fUFMBZ+n8iIp1PYzPU+xciLm+JQKT9qqh2sXFPCbec2K/pwdvm8V1kCDv7xNJ3wAT/Bydt1sCESDbt9b0D5x9jrqTso0+xEwdgwFNHrYT6mFu3q5jyahfHpcT6fI2rtIyKtZsJ6Rvu6RUuItLJNJhQW2s/9D6+2HLhSHu0dlcxLrf1aUGi3fwF560L5PirrvJpe3LpuAYnRvLVphwqa1yEBDa9tbU7cxfF771H12uuJigkWgsT/WRpegEAE1J87z+9sHA5z11Xy4PBo0EbNYlIJ6S/+eSopWYUAjC6Z0zjA90uqlZ8TezXDk7JifN/YNKmDUqMxOW2bMst9Wl87SmTeOqRE1nmzIT4oepF7SdL0wvoGxdOfGSIz9csy5zPWqeb2D4n+C8wEZE2TAm1HLXUjCJ6x4YRGxHc+MDdqeyIKiHkwauJPEU7JHZ2zd2CPCI0mi8z57E6d7Unoc7eANa3PtbiG5fbsnRHQbO2Gwfo9fcPuWFhDUEp0/wUmYhI26aEWo6KtZaVGYWMaWp2GiBtLn/vGsPt7oU4o7TZZmfXp1s4QU6Hzwl1sDOYq1ZGEP7GF54tyKuKYd9uP0fZuWzau4+Sytpmtcurqq2ivKqcpFoLidr5VEQ6pybb5hlj4oAbgT51x1trr/dfWNJe7CmuJKekyqf+09WbP6ff98EMOUe7IwoEOh30i49gczM6fQzODqC8djckeBe+5WyE6CQ/Rdj5LNnuqZ9uzoLETYWbeOR8J486ksHpy9YGIiIdjy8z1HOAaOBL4OM6h0idDV1iGh9Ylse6bZs5fbmbcdXd/R6XtA+DEiJ8nqEG2ParC/jLOTXUxPb3nMhZ76fIOqel6QUkdwmlR0yoz9eYimKmllcwKlnlHiLSefkynRBmrf2N3yORdik1o5DgAAeDE5so4dj2Fd8lBfLCzwL48uyrWyY4afMGJUbx/qrdFFfUEB0a2OT4wV0HM7DLQIochrjI7lqYeAxZ66mfPnlQfLOu6/bAf/nd9lrinz296cEiIh2ULzPUHxljZjX3hY0xIcaYpcaY1caY9caY+7znuxpj5hpj0ryPXepcc5cxZqsxZrMxZkZzf6a0vBUZhQxPiiYooIlbKW0uS8IjGJA4nOiIbi0TnLR5g71bkPu6wcspoWN45PN4wlZv9S5M1Az1sbI1p5SCsupmL0i04aUEdwF6jPFPYCIi7YAvCfXteJLqSmNMiffwZTeGKuAUa+0oYDRwhjFmEnAnMM9aOwCY5/0eY8xQ4FJgGJ4Nqf9tjGm6Oa20muKKGtZkFXN8vybqLd1uXJvmce/HMdwbcWnLBCftwkBvQr3Jx7IPZ0Q4Vdu24yre51mYmLsZ3C5/hthpLPH2n27OgsS9ZXs5Y9R2Fp+ZAgG+b1MuItLRNJlQW2sjrbUOa22I9+tIa22TLRqsx/4Gs4HewwLnAvs3i3kROM/79bnA69baKmttOrAVmNi8tyMt6bttebjclhMGNtFTencqNbnFuIsMSSEJLROctAs9okOIDA5gi48JtSM8nH//ejCPRn3nmaF2VUFBup+j7ByWpBeQEBVM79gwn69Zs/0bsJZ+ieP9GJmISNvnU9s8Y8w5xpiHvcdZvr64McZpjFkF5ABzrbVLgARr7R4A7+P+gr0kILPO5Vnec9JGfZuWR0RwQNMbumydy8fJISz9+7WEHXdci8Qm7YMxhoGJkc1amFjpqmRN3hpI8HaL0cLEo2atZWl6PhNTYpu1g2nNP5/hX/92MbDvGX6MTkSk7WsyoTbGPIin7GOD97jde65J1lqXtXY0kAxMNMYMb+xH1fcS9cRzkzFmuTFmeW5uri9hiB9Ya/l2Sy6T+8US6Gy6fvrV2Di+yl6i7cblMIMSI9mcXYL1cZOWaWvdXP/YJmqi+wBGCxOPgYyCcrL3VTW7fnpZ4j42jHAT1Od4P0UmItI++DJDPQuYbq19zlr7HJ765mYtUrTWFgHzvddmG2O6A3gfc7zDsoCedS5LBg7btcFa+5S1dry1dnxcnLavbi078svJKqzghAFNLDAsyydn+2pufaqKM7ITWyY4aVcGJ0ZSXFFD9r4qn8bHdUmiKAyyCrKgawrkbPBzhB3fwf7TzdjQxVXFBynllE/tCoG+t9kTEemIfN0pMabO19G+XGCMiTPGxHi/DgVOAzYBHwDXeIddg6fPNd7zlxpjgo0xKcAAYKmP8UkLW5Dm+XSgyfrpbV+xyhnMnljDkH4q95DDDUzYvzDRl7XOkHDmefz1Yifbbc7BLcjlqCxJL6BreBD94yN8vqY6J4vf7i5iRuIkP0YmItI++NKH+i9AqjHmazxlGScAd/lwXXfgRW+nDgfwprX2I2PMd8CbxpgbgAzgIgBr7XpjzJt4ykpqgVuttVq+30Z9uyWPXl3D6B0b3vjArXNZmBzJl8NiWDCp2d0XpROo2zrvJB96IPeN7stJPU8iMjDSk1Bv/gRqKiEwxN+hdlhL0vOZ2Kdrs0qyql9+hmEvRTBgxkn+C0xEpJ1oMqG21r5mjJkPTMCTUP/GWrvXh+vWAIc1JrXW5gOnNnDNA8ADTb22tK7qWjffbcvjvDFNrBl1u7Fp86hOSGZKj4k4HeqCKIeLCQsiISrY59Z5YYFh/PptNwHxn8BFo8C6IW8zdB/l50g7pl1FFWQVVnD9lJRmXbcjdi9dJ5QSMLzev85FRDqVBks+jDGDvY9j8cw2Z+HpwtHDe046qdSMQsqqXU2Xe+xJpSankGsfzueeKu2iJg0bmNC8Th/B/frhSO7hmaEGLUw8CsuOoP+0tZZfO1fyn5MTINj3MhERkY6qsRnqnwM3AY/U85wFTvFLRNLmLUjLw+kwTG5qQ5e0L8EBXS69iJAhg1smOGmXBidG8uJ3O3G5LU5H02UH75wayvPrn+G7mKtxOoO0MPEoLEnPJzIkgCHdm9xe4IDdmWuI3u1i9IChfoxMRKT9aDChttbe5P1yprW2su5zxhgVK3Zi36blMqZnDFEhgY0P3DqX3w/pi7tfGQ/17Nn4WOnUBiZEUl3rZkd+Gf3imp7xTAhPoKKmnF3l2fTqNkgLE4/CkvQCJvTp6tMvMvtte+8pHnjJhfuBEX6MTESk/fCly8diH89JJ1BQVs3aXcVNl3uUF+DKXM62YjeBDl/WvkpnNjjRMzvq646J/fICePZxF7vmfujZglwlH0ckt6SK7bllze8/HbuLf5xnGHDa9X6KTESkfWmshjrRGDMOCDXGjDHGjPUeJwG+700rHcqirXlYC9Oa6j+97Su2lIbwx/9WcNpW9aiVxg1IiMAYfF6Y2HvAWL4fYtgZUOxJqPdlQWWxn6PseJYeQf00wPLaTCoHBhEUrd7yIiLQeA31DOBaPBusPMLBnQz3Ab/1b1jSVn27JZeokABGJsc0PjBtLssTolgx08Gd0y9ukdik/QoJdNInNtznhYkx3ZKZc353JnUr59L48Z6TORuhl3oiN8fS9HzCgpwMT/JpewEA3KXFPLggl8pTtNBYRGS/xmqoX8TTR3q2tfadFoxJ2ihrLQvS8pg6oFvj9ZZuN2ybx8IeiewdGEti8qCWC1LarUEJkWzJ9r3Tx/UjrifeRHlmqMGzMFEJdbMsSS9gXO8uBDp93eMLKr+dQ/micJJPHODHyERE2hdf/hYdt3/HQwBjTBdjzP3+C0naqq05pezdV8kJA5qon967Gve+XM7O7s2VvS5omeCk3RuUGMmO/DIqa3zbz2n6pzn0uuI+bFQyBEWqjrqZisqr2bS3hIl9mlk/zXLWX1hG2BmX+SkyEZH2x5eEeqa1tmj/N9baQkBb3nVC32zxbDc+tan66bQvqcgPot/TKzmjSN09xDeDEiNxW0jLLvVpfMikiTiuu5jyyhLPLLU6fTTLsh2FABzXt4n2lz/wXu5SnusXgzO+lz/CEhFpl3xJqJ3GmOD93xhjQoHgRsZLB7UgLY++ceEkd2liTerWuewZOZDY554kbOJxLROctHuDvFuQb/ax7GNrv1AuiHyZlQVrvJ0+NoC1/gyxQ1myPZ+gAAcjk5tRP11TTfcF+zi5qHmz2iIiHZ0vCfUrwDxjzA3GmOuBucCL/g1L2prKGhdL0vObLvcoL4CsZdwbHcjPi57BGRHeMgFKu9cnNpygAAeb9+7zaXzf6L4EV1syMtZBwjCoKIDSbD9H2XEs3VHA6J4xhAQ6fb5m14r3OHORZXRxgh8jExFpf5pMqK21DwEPAEOAYcCfvOekE1m+o5DKGjcnDGyi3GP71+yrgZRv8zghYEjLBCcdgtNhGBAfwWYfSz5iQmL4138sUc9/eOjCRGlU/sYPWPH+zYTvXsTkPr7vjgiwpmgR1/zCSfLlN/opOhGR9smnHTestZ8Cn/o5FmnDFqTlEug0HJfS9Hbj6ypjufxrFxXnJLdMcNJhDEqMZNHWPJ/HLzq3L3kxhrPjvVtg52yEfqf4KbqO4YHv7mOus5r7nZ8w8elnqMk9icDjLoaUEyCg8Wq+PbnrCQowDOh/UssEKyLSTjSZUBtjSoD9hYlBQCBQZq1t3tSGtGvfpuUxvndXwoMbuWXcbtj6JQvG9GFuv0I+PunClgtQOoRBCZG8u3IXReXVxIQFNTm+4vRJfL39I2xYLCY8vlMtTHz5+508vyidEwbEMX1oAhNTujbZ/q46J42zny4ndlIE6blTGbRpNcsy5/FG2TfMznFxYq9JxE64BPqfBkE/WCvhdnH2+zu4YPRYArT7qYjIIZr8W9FaG1n3e2PMecBEfwUkbU9OSSUb9+zj12c00U967xooy+H7gGT69R9PcKjqp6V5DixM3FviU/eJ81LOYlp1b2rLSgncvzCxk3j5ux0UlFXz2tIMXli8g6iQAE4eHM/0oQmcODCOyJDAw65Z8/0zpHU3lAeNY/nxV3Hbf0aRkfMNFSv+TtGnWWyas5I3r/uecz6t5ZSkaZih58LAGRAShd29htIMB5EDu7TCuxURaduaPc1grX3fGHOnP4KRtmlhmucj+CYXJG6dS22Fgwe/G4j7CvWfluYbnOj54Gtztm8JdZ/0Chw3PUD1c30JjB8KK1/0fFLi8H2jkvYoPa+MLdml/OHsoVwyoScL0vKYuyGbrzblMGfVbgKdhsn9ujF9aALThySQGB0CwOKChTx/jpPSbdO5PqUrzogITo84k9P7nsmmlLksXf4+q6NS2eOGAU8tJzzua8pHuUjuNY3VAZZ/3gC/m3Vt6755EZE2yJeSj7qZkQMYz8ESEOkEFqTlERsexNDuTVT5pH1JddBgmL+aPj/6acsEJx1KQlQwUSEBPm9BHjxkCOW/u4mMeAdDQoZCTTkU7YCuff0baCv7Yv1eAKYPTSAsKIAZwxKZMSwRl9uyYmchczfsZe6GbO55fx33vL+OkcnRnN0/mCG70pmdMpFnakKY9IP1EIPHT2fw+Olc7q4lp2gXdtU/qekTyQWR79KjYiOzvqtm9aRgYuK12FhE5Id8maE+u87XtcAO4Fy/RCNtjtt9cLtxR2PbjVcUQtZSPp1wHpHXXsLAFP2jK81njGFwYpTPCXVAdDQ/C3yPU3KKubfXWZ6TORs7fkK9IZvhSVGH9YR3OgwTU7oyMaUrv501hK05pXyxIZu5G7LZ+cUrTP00imXjkjA9YVyf+ks3AhwB9OjaGx7+G5W1lfw2fQQr5r7KpKXrKY+MpkuISj5ERH7Ilxrq61oiEGmbNu7dR15pFdOaKvfY9jXWuvlP+XZGZH7B6f3OaJkApcMZlBjJ+6t2Ya3FmEZ+ifMaZZOoTl0N437hOZG9AQaf6ecoW09OSSUrMwr52WkDGx1njGFAQiQDEiK59eT+bH3yQdhjKRg1ncv69yKqnhrrHwoJCOH8Aedz/oDz2XX6ai4LbHqhqIhIZ9RgQm2MeYJGSjustfpMvxNY4K2fntbUduNbvyS9NpafPJ2D8w61y5MjNzAxkpLKWvYUV9IjJrTJ8WfMLyVu6Tbct4TjiOnd4RcmfrkhB2thxrBE3y+qLuMZu4nvZkYx/6pzffpF5YeS+o9q9jUiIp1FYyt3lgMrgBBgLJDmPUYDLr9HJm3CgrRcBidGkhAV0vAgb7u8dVEpON0wImVSywUoHc7gOp0+fFF5wak8eJGDvIo8iB/qKfnowD5fv5fesWEMTIjw+RrX5s/ZUxDAlNiRR5RMi4hI4xpMqK21L1prXwQGACdba5+w1j4BnIonqZYOrry6lmXphU3PTmevhdJsvh7YhSduTabPsMktE6B0SAPjPQn1Jh8T6qSRk0hLMmzftx0ShkJ+GtRW+zPEVlNSWcPibXmcPjShWYnxpi9f5M5X4PS9KX6MTkSk8/Klt1QPoG4v6gjvOenglqQXUO1yN10/nTYXayHHGCZ1n6QZMDkq0WGBdI8OYUu2bwn1iK7DeT3uTobkh3pmqN21nqS6A/p6cy41Ltu8cg9XDd/ZDTx+roPhZ17lv+BERDoxXxLqB4FUY8wLxpgXgJXAn/0albQJC7bkERzgYGJK18YHbv2SSudQ/vDgLn4VeFbLBCcd2qDESJ9nqMOCwgn4/eNUvPsB7G/p1kHLPr5Yv5duEUGM6dWMThs7FvBtOBRP6EW3RM1Qi4j4Q5MJtbX2eeA44D3gXWCytxREOrhv03KZmNKVkEBnw4MqiiBzKSZlMhEnTCMspWO3K5OWMSghkm05pdS63E2ONcZQ+LefsWhmT4gdAI4AyF7fAlG2rKpaF/M35zJ9aALOxlpY/oAr9X3+tKyGe0bd5cfoREQ6N1+3E5sITANOACb4LxxpK3YXVbA1p7Tp3RG3fw3WxT2xhbx2UTwBcU2MF/HBoMRIql1uduSX+TT+s+At/H3bcxAQ5EmqO+AM9eJt+ZRW1XL60GaUe7jdlM3/gvKFoaSU+L6IUUREmqfJhNoY8yBwO7DBe/zUGPMXfwcmrWv/duPTBjaxIDHtSyqDolmRuZZad20LRCadwaDE5i1MHFLTjQmL88nLzfCUfeR0vBnqL9ZnEx7k5Pj+TW/JfsDulXzWp4SM355C6MiR/gtORKST82WGehYw3Vr7nLX2OeAMoOPumiAAfJOWS3xkMIMSIhseVFsFmz9mvWMY/3qsjKl7o1suQOnQ+sVF4HQYtviYUKfkB/KjL9zsTP3W0+mjKAOqfLu2PXC5LXM3ZHPS4HiCAxopwfoBu+EDnu4SxedJBhPgy8a4IiJyJHwt+Yip87Wypg7O5bYs2prHtAFxjXfs2PwJVBSyom8fXj/RyYip57VYjNKxhQQ66RMb5vMMdc8TZvDjW51s7Rng6fQBkLvZjxG2rFWZheSVVnH60ATfL7KWbcs+4OSFhhPCxvovOBER8Smh/jMHu3y8iGezF3X56MDW7SqmqLyGE5oq91j1P4hK4pvwYradO5qors2o7RRpwuDEKDb72DovMbY3VbERZJRmHuz00YEWJn6+PptAp+HkwfG+X5S7mY27ijh7iWVC3Dj/BSciIg1vPQ5gjHEAbmASnsWIBviNtXZvC8QmreTbLbkATO3fSEK9bw9s/RLX+FuZvq+W8FGjWyY46TQGJkTyybo9lFfXEhbUeLmCMYY5sXcTuLUExvWBwLD2szBx5Uuw5L9wwxcQFH7Y09ZaPl+/l8n9uhEVEuj76276kA9HBlA0rQ9vattwERG/anSG2lrrBv7PWrvHWvuBtXaOkumOb0FaHsOTooiNCG540JrXwboprxnKcffNYVaJ2uXJsTUoMRJrIS271Kfxrq8XUfDc8+BwQNxgyNng5wiPkY0fQvY6+O7f9T6dllPKzvxyZgxrRrkH4N70EeXBkUzof8qxiFJERBrhS8nHXGPML40xPY0xXfcffo9MWkVJZQ0rMwob3x3RWkh9FXpNpnDiGBIffZjQMaNbLEbpHPZ3+vC17CPvx+fy7N1jKK4q9ixMbOGEevmOAn751mpqfOidfYC1kLXc8/Wix6E097Ahn6/zzGFMH9KMhLo4i4qVG3jwy+7c3ku7I4qI+JsvCfX1wK3At3jqp1cAy/0ZlLSe77blU+u2TBvQSLlH1jLIT8OOupybv/s5fwj5HEdQUMsFKZ1Cr65hhAQ62OzjwsTigBo+2vEJ24q2eRYmluXWm6D6y1vLs3h7RRavLc3w/aKC7VBRAJP/D2oq4Ju/Hjbkiw3ZjOkVQ3xUiO+vu+ljaqscVOVWExDTjF0VRUTkiPiyU2JKPYc+3++gFqTlERbkZFzvRv4RTn0FAsNYXxXBgEUZnBI3peUClE7D6TAMTIj0OaHuG5LEpd+42DP/8zpbkLfcLPWqzCIAHv8yjX2VNb5dlLWczAAnn8T3hnHXwornIW/rgad3FVWwdlcxM4Y1c8Hvxg+5cVoCnz90AY7gRkq3RETkmPBlY5cQY8zPjTHvGmPeMcbcYYxpxlSJtCcL0nKZ1De24V631eWw7l0Yei5pH7/NjZ+5Oan71JYNUjqNgQmRvnf66NKLM1ZYKtetg/hhnpMttDCxtKqWLTklTB+aQEFZNf+Zv823C3ct58GIeLLuf5y1gSPBGQzz7jvw9Nz1nnKPZrXLKy8gM2sJG52WqKCo5rwNERE5Qr6UfLwEDAOeAP4JDAVe9mdQ0joy8svZkV/eeLnHpo+gugT3qMv458i9vPH7KcR0S2q5IKVTGZwYSW5JFQVl1U2OdToDePiPI/lsWhhExENo1xaboV6TWYS1cOWk3pw/JolnF6azu6ii6QuzlkFYBIOyLPOWvAtTboeNH0DmUsBT7jEgPoK+cc3YNnzzp2xOD+fhZ2o5PkK7I4qItARfEupB1tobrLVfe4+bgIH+Dkxa3rdpnnrTEwY2siAx9RWI6U1qaDg5lblMOW52C0UnndGBhYk+ln0MivOWehjjqaNuoYQ61VvuMTo5hl/OGIQFHv6iiY1laiqwu9fyu4Vx5N52Ic/2TmdZv8kQkQBf3ENhaRVL0gs4vZndPdj0EWu6hZPbI4w+ycOP6P2IiEjz+JJQpxpjJu3/xhhzHLDIfyFJa1mQlktSTCh9ux3eCxfwbOec/i2MvoKe7y7h1ezzODH5xJYNUjqVQQn7E+p9Po3/dfDZ3PtZJK7SMm+nj42eThp+lppRRN9u4USHBZIUE8r1U1J4L3UX63YVN3zRnjXUlrspSy/ixNARHJd4HGTmYU+8EzK/Z9P813G5bfPqp6vLqNn2FW8MC2T7HeficPi6Ga6IiBwNX/62PQ5YbIzZYYzZAXwHnGiMWWuMWePX6KTF1LrcLN6az7QB3RrebnzVa57H0ZdRs3MnsblVhAWGtVyQ0unERQbTJSzQ5zpqV/E+KtauozY3BxKGQ3UpbPncrzFaa1mVWcToXjEHzv3k5H7EhAby5082YhtK6LOWsTg2iH/cPQIz8xQeD7mKiOt/R1l5P+g2kJTVD5EUGcCIpGjfg9k6j8qKaq5NPI2ZKTOP7o2JiIjPfEmozwBSgBO9RwowCzgLONt/oUlLWpVZRElVbcPlHm43rHoVUk5gWWU2L83uQth9d7ZskNLpGNO8Th/uKWP58y+T+YpNMOIiSBgB794E+T4uEjwCu4oqyCutYkzPmAPnokICuf3UASzels/8zQ207staxsroeBblLCc6OJrwyZOJ+eUdfBa1k8oTf09iTRa/SVza8C+49dn0ERVbYjnl7m8Z11W7I4qItBRf2ubtbOxoiSDF/75Ny8Nh4Ph+sfUP2LkIinbC6CuYs/ldPtz2IeHBzVgoJXKEBidGsiW7tOGZ3joiAiNYm7uWdXnrICgMLn3Fs3Pi65dDlW9JeXOlZhQBMLrnoa0mLz+uNyndwvnzJxuprW+zl10rSFjk5LoVUQQ6AzFBQSw7uTv3rfkb/yquYol7MGfkPu973K4a2PIZmROHEn3zjeoNLyLSglRgJwB8uSGbUT1jiAlr4B/hVa9CcBSVfU7izF/M4cfbehPk1D/Y4n+DEqMorapl3a6m66idDifXfx9G0nPeMo8ufeCiFyBvC7x/i1/qqVdlFhEc4GBw98hDzgcFOPjNGYNIyynlrRVZh160bw+2OBNXmYtk18HrZqXMYlpRIpFP/JUnuJygynxY/E/fAtmxgNyaEq6NT+ejic2Y1RYRkaOmhFpIyy5hw559nD2yR/0DqkpgwxwYdj6LM77nu0EweNzpLRukdFqnDY2nW0Qw//faSorKm26fl+AKp6aw8OCJvifB9D/Bxg9hwcPHPL5VmUWMSIom0Hn4X6czhiUyvncXHp27hbKq2oNP7FpOntPBQ+dC+U8uPXA6wBHAxZEnMWxbKVHx5TD0PFj8BJTsbTqQjR+xrDaG+ELL1CT1hhcRaUlKqIX3V+3CYeCsUd3rH7D+fagphzFX8knBAuacE8fYM65q0Ril84qPDOG/V41jT1Elt/5vZf3lE3Xk33I+D8+spqym7ODJybfCiIvhqweO6SLF6lo3a3cVM6bOgsS6jDH89swh5JZU8dS32w8+kbWcfQHBjI0bzbDYYYdcEzD1Bm69tgcbu31D7cm/A1c1zH+w8UDcbtj0Me510TzwimVAzICjfGciItIcDSbUxpgSY8y+eo4SY4xvPaykzXO7Le+n7mbqgDjiIxvYAHPVqxA7AHfscHoXBnDBgAsIcAS0bKDSqY3r3YX7zx/Ooq353P9x47sfDus2jClJUyiprlN7bAyc/XdIHA7v/OiQ7b2Pxqa9+6iudR9WP13X2F5dOHNkd576djs5+yo9J7OW0yWjN398M4BRXQ5NqL/clE9lyUz6RieRX1oDE26AlS9BbiN9rXetwFW6l+dPDGD5jZNxOhrY6VRERPyiwYTaWhtprY2q54i01mo/2w5i+c5CdhVVcP6YBso98rdBxncw5gpKvvqa0+6cw00BJ7dskCLAxeN7csPUFF5YvIPXl2Y0OG5i8CDufK6EsAWrD30iKAwu/R84Az2LFCuPfl7gwILEBmao9/vNjMHUut08OncLuGph90pMtz44IyMwgYEHxllrmbshmyk9TuRPCxPZd8NtuCfdDkHh8OV9Df+ATR+xMSSULdFV9J1+wVG/LxERaZ7GZqijvI9d6ztaLkTxp/dX7SI00MnpQxvYPGLVq2AcMPJSioYmk3DPPYQM1+5r0jrumjmYaQO6cc+cdSzbUVDvGGdUFMbpxDrqWZgX08uzSDF/q2eRorvx8pGmrMosIj4ymB7RDXy649UrNoyrJvXhzeWZ7Ni4AmrKuWF4Hm9ek3LIuPW797GrqIIZwxKJOe88gm66mmVlO2HqHbD5Y9i5+PAXtxY2fUTvimG8Hncn05KnHdV7EhGR5mushvp/3scVwHLv44o630s7V1Xr4uM1ezh9WALhwfWUcLhdns1c+p1KcXAY5y26lrdHlGK0+5q0kgCng39eNpbkLmH8+OUV7CqqOGyMCQzkb9dGcXfAh/W/SMoJcPr9sOkj+PZvRxXPqswiRveM8alX9G2n9CciOID5X31MKYatlbmEBx66K+kX6/fiMHDakATCJkzg/q6LuHPxb6kYdx1E9oAv7jm8U0nuZsjfSsEaB2HPzyEy6NBuIyIi4n+NlXyc5X1Msdb29T7uP/q2XIjiL/M351JcUcN5Y5LqH7D9ayjZDWOuYPHHTzNyczVTuk9u2SBFfiA6LJCnrx5Pda2bG19cTnl17WFjwgLCSCtMa/hFJt0CIy+F+X+GzZ8eURyFZdWk55U1We6xX5fwIP7vlP6E56Syubwb//pnDcNzgg8Z8/n6bCb06UrXcE9LyptH3MSQZTnMe/YBOOV3sGu5p+NOXZs+pNhhePkno3D94adH9F5EROTo+DTVaIw5xxjzsPc4y99BScuYs2oXseFBTOvfrf4Bqa9CaBcYNIua19/jR185GPKDjgQiraF/fAT/uHwMG/fu45dvrT5s05fJqyu5+8GdlJbUXxbiWaT4OHQf7dlJMa+R5LsBq7KKABjTyILEH7p6ch/GB25nSVBXNvQypAwYf+C5HXllbM4uYcawg+VX47tP4Jy0aKo+nUvpkLMhfijMuw9q67QP3PgR3/cYxhu7P6ck/tAZbxERaRlNJtTGmAeB24EN3uN2Y8xf/B2Y+FdxRQ1fbszh7FE9CKinfy4VhbDpYxhxEXk1Jdw7s4Qtd1+CQ+Ue0kacPCieu2YO5pO1e3niq0O7dsT2GsiaPoadOY10xggMhUteAWfQES1SXJVRhMPAyORon68JqS0hxWYxNz6SZ8/vQvfeB39B/WKDp9f09KEJh1yT/Ogj3Hexm1c2vwbT/wgF22HFC54nizJhzypyNwUya20QI7qNaNZ7EBGRY8OX7GgWMN1a+5y19jngDOBM/4Yl/vbZuj1U17obLvdY9w64qmD0FXy+43NqHJaTjr+sZYMUacKN0/pywZgkHp27hc/WHdz8JPmkWTx5lpPt5DX+AjE9vYsUt8F7NzdrkWJqZhEDEyLrX3/QkN0rAejCYFyFU6iqPfjzvlifzdDuUfTsGnbIJcP7Tua0PqdTWlqAu/tkTw34Nw96fgHY9DEWiFhfyAm7o9TOUkSklfg63RhT52vfp2OkzXo/dTcp3cIZ1dDsWuqrkDAcuo/ixDc284y5hn4x/Vo2SJEmGGP48wUjGN0zhp+/uYqNezyzzD2jejJ7wGySwhrYrKiulGlwxl9g8yfwzV99+rlut2V1ZlGDG7o0KGs51m345bOLOPXrWp5dmA5AbkkVKzIKDyn3qOuh8fdx7t1fkvf0M55Z6vJ8WPR32PQRW+MHcM+lbqp/9+PmxSIiIseMLwn1X4BUY8wLxpgX8XT5+LN/wxJ/2l1Uwffp+Zw7ukf93QlyNnpm0kZfgbu6muo16+hXptpMaZtCAp08ddU4IkMC+NGLy8kvrSLQEcj1z2QQ/5eXfXuRiTfBqMs9M7+bPm5yeHp+GcUVNYzuGdO8YLOWUdp1ABHXXUn4mDE8OX8beaVVfLkxG2vh9GEJ9V4WEBFJl4svImd4d/K79IIRF8F3/4Kdi8nuPZH4sHgm9zmxebGIiMgx02RCba19DZgEvOs9JltrX/d3YOI/H6zejbVw3ugGyj1SXwFHAIy8mI+zvmDevTPpcuOPWjZIkWaIjwrhqavGk1daxS2vrqS61k3YtGm4xvu4iNYYOOsx6DEG3r0Zcrc0OnyVd0OXMb18X5CItZC1nPlJvTmzy4uceMVoKmpc/GNeGl+s30uvrmEMTmy45Z295kKu3PMXnln7DJxyN1gXWBd957p5o+BiEsMb6CUvIiJ+51PJh7V2j7X2A2vtHGvt3qavkLbs/dRdjOkVQ59u9cw6u2pgzRsw8AwI78Yr615ifuZ8nAGBh48VaUNG9YzhoQtHsjS9gD98sJ43x1Rwtv0n5TXlvr1AYIhnkWJgiGeRYt1OGj+wKrOIiOAA+sVF+B5gwXaoKCC9NphQG8jUPkO4fGIvXl2SwcKteZw+NKHRftZxYXFckDSLymdfZXdRCUz9Ga7uo3DbEGxVw7GKiIj/qWVDJ7Nxzz427S3h/IYWI6bNhbJcGH0F29Yu5I4/ruOi0sEtG6TIETp3dBK3nNSP15ZmUJjfk+AqN2/87mKqqyt9e4HoZDjrcchPg7QvGhyWmlnIyORonPXtxtiQLM9+WANf3cL9rxkCHAHcftoAQgOd1LgsM4Y3PcN8fc8LuWBBDV//7yE4+bcsOvN+rpmylpKrtU5cRKQ1KaHuZN5ftQunw3DmiAYWa616FcLjYMB0Fu6cz6Zkw3ETz2/ZIEWOwi9PH8Spg+N5bp6T2wunM+HDbTzy6k+odR++AUy9Bp4BEQmw+rV6n66odrFpT0nzFyTuWo4NDOejcYaMWaMB6BYRzK9mDGJUcjRjfSgfSR44lrl/O5+He64jsySTRZkLKKkpISmygV+QRUSkRTSYUBtjujZ2tGSQcmy43ZYPVu3mxIFxxEYEHz6gLA+2fAYjL8E6Ani7ZgkLfjKJ7inDWz5YkSPkdBgev3Q0Kd3CebhqJqkP38D/HMt4cOmDPr5AgGfR35bPofzwjWHW7S6m1m0Z3YwNXQDIWkZ20ki+6VtB+IzTDpy+5vg+zPm/qT7Pdl958h1EB0eTtnstk+58g/9b0pVgZz1/nkVEpMU0NkO9Aljuffzhsdz/ocmxtiS9gD3FlQ33nl7zJrhrYcyVlOTsYqAjkbP7nt2yQYocA5EhgTx28WiKymug64XcOfFOLiwbSs4jjx62q2K9Rl0G7hpPP/Yf2L8gsVkdPmoqYO9agiOG8pe+dzCl+xTfr/2B+LB43k/4Pd0v/i1ZkbV0Gz72iF9LRESOjQYTamttirW2r/fxh0fflgxSjo33U3cRHuRk+pB6WnNZ6yn36DEW4odQ+epb3Pj7ZZzTfXrLBypyDIxIjmZwYiRvr9zFFUOuoOuqdEq+msfCzV80nVQnDoeEEbD68IZGqzKLSO4SSlxkM2aF96wBdy2uDZZ+Nz1CkjO2me/mUBEjR1N0/BCen+5g2KU3H9VriYjI0fOphtoY08UYM9EYc8L+w9+BybFVWePik3V7mDE8kdAg5+ED9qyG7HUw5gqstdScNpnEe+7GGdGMLgYibcyF45JZnVnE1pxS4n7+c7If/Rk/WfJLHlr616aT6lGXwq7lkJd2yOnUjMIj6j8NkH7SWALu+yXOiKPr6x7QtSsFv7qSQcOm0Suy11G9loiIHL0mE2pjzI+Ab4HPgfu8j/f6Nyw51r7elENJZW3D3T1WvgTOYBg+m9W5qzkj9UbWTIpv2SBFjrFzRvfA6TC8szILYwyTB57KVUOuJPAfLzHnD1c3nlSPuAiM45DFiTn7KtldXNm8/tPgSaije3FP7qv8N2HDEb6bQ53Z90yePO3JRlvtiYhIy/Blhvp2YAKw01p7MjAGyPVrVHLMvZe6i7jIYI7v1+3wJ/eshhUvwKhLILQLq959ioHZAYyNV22mtG/xkSGcMKAb763chcttMcbwy7G/YGhQb7bsWMGTq/7d8MWRCdDvVFj9BrjdAKRmFgHNrJ8G2LWCorgRxK7JZFhwypG9GRERabN8SagrrbWVAMaYYGvtJmCQf8OSY6movJr5m3M5Z1SPwzsJ1FbD+7dCeDc47T5qXbX0e+FbfrQiiogglXtI+zd7XDJ791WyeFseAI6AAKY//QGlN83mv2ufYvPedQ1fPOpS2JcFOxcCkJpRRKDTMKxHlO8B7NsDxZlsK4vi7jfcDNmlGWURkY7Gl4Q6yxgTA7wPzDXGzAF2+zMoObY+WbuXape7/nKPRY9D9lrPtsthXVmRs4JfXQuBd9zU0mGK+MVpQxKICgngnRVZB845AwL5w/H38sKExwm49lcUvf12/RcPPhOCow4sTlyVWcjQ7lGEBNazDqEhuzxNkTYP7M69lztImTrziN+LiIi0TU0m1Nba8621Rdbae4F7gGeB8/wclxxD76fuol9c+OGzatnr4ZuHYPhsT+IAfJr+KTYynCkTLmiFSEWOvZBAJ2eN6sFn6/dSUllz4LzT4WRUvymEDB3KhsgS3tz85uEXB4bC0HNhwxxclaWsySo+ggWJy8ERyIaASvYO6kZ8fJ+jej8iItL2+LIosdf+A0gHVgFN75ErbUJWYTlLdxRw/pikQxcvuWphzq0QEg0z/waAranh6rcL+EfcTwgNCG2liEWOvdljk6mscfPp2r2HnHcEBZH06CO8HbyWP33/Jz74/vnDLx51GVSXsnfpO5RXu45gQeJySBzBLXmj+XfKnVpEKCLSAflS8vEx8JH3cR6wHfjUn0HJsTNnlac659zRPyj3+O4J2J0Ks/4G4Z6euNWZmbiWrWJoQM+WDlPEr8b2iiGlWzhvr8yq9/kHpz3I5cVD6H3DQ3z5zqOHPtlrMsT0wrHGU/bRrBlqVy3sTsV2H0fJ7x8g7tv1R/gORESkLfOl5GOEtXak93EAMBFY6P/Q5GhZa3k/dRcT+nShZ9ewg0/kboGv/wJDzoZh5x84/b/yb9j2/J1EnHhiK0Qr4j/GGGaPTWJpegGZBeWHPR/kDOL2a55kzbQe/LbwBT7b8dnBJx0OGHkpCXnfMzB0H71jww67vkG5G6GmjKyEASx94jrcF515DN6NiIi0NT5t7FKXtXYlnjZ6jTLG9DTGfG2M2WiMWW+Mud17vqsxZq4xJs372KXONXcZY7YaYzYbY2Y0NzY51IY9+0jLKT10dtrt8pR6BIbCrEfA+/FzeU05T65+ku9zlmKczVhwJdJOnD82GWPgnQZmqcOiY5n9xIeM6nUc32Z+i6v2YL01oy7FgZsfRS9vXsmGd0OXlcFO/rbzOSpiQo7mLYiISBvlSw31z+scvzTG/A/f+lDXAr+w1g4BJgG3GmOGAncC87yz3fO83+N97lJgGHAG8G9jjDK7o/B+6i4CnYYzR3Q/eHLJfyFrKcz8q6fPrtfyN//Fn/5TwqzQ8a0QqYj/JcWEMrlvLO+u3NXghi5hgWH85/jH+NGjmyh6+dUD50vCe7HcPZBTq7+CpnZYrCtrBYTFUrR4JSdvCtCuhiIiHZQvM9SRdY5gPLXU5zZ1kbV2j3c2G2ttCbARSPJe+6J32Isc7BhyLvC6tbbKWpsObMVTXiJHwOW2zFm1m5MGxdMlPMhzMn8bzPsjDJgBIy85ZPzC/GUUdwlm7LDprRCtSMuYPTaZjIJylu0obHCMMyKCkKFDKIpyHki812QV865rGrHl2z0bIfkqaxkkTyDus5Wcs8KB06E5AhGRjsiXGur76hwPWGtf3b/Ri6+MMX3w7LC4BEiw1u7xvvYeYP/+1klAZp3Lsrzn5Ah8vz2fnJIqzttf7uF2wwc/BWegp+d0nY+tF+5ayGvRGyl54DYCgoJbKWIR/ztjeCJhQc5DelLXZ92NJ3Je6UNsyPdsE74qs4iPXMdhnUEHelI3qaII8jZje4zjgYsMK39xxlFGLyIibZUvJR8DjTFPGWO+MMZ8tf/w9QcYYyKAd4A7rLX7Ghtaz7nDPls1xtxkjFlujFmem6sd0BvyXuouIoMDOHWI9/eV5c96dnub8QBEH/w9xdbUEPbpYk5IPJ6rhl7VStGKtIzw4ABmDu/Ox2v3UFHtanDcpB6TCLWBfPWN58O01IxCusUlYAbNhLVvgaumwWsP2L0SgNz4gZTbSvr0GXVM3oOIiLQ9vpR8vAWkAncDv6pzNMkYE4gnmX7VWvuu93S2Maa79/nuQI73fBZQt19bMvXsyGitfcpaO95aOz4uLs6XMDqdimoXn63by8wRiZ4d3Qp3wtw/QN+TYcyhSXPJV18T+vDz/DXsSoKcQa0UsUjLmT0uidKqWr7YsLfBMVFBUdw9P5aJf/6IqooyVmUWMaZnF09P6vI82Dqv6R+UtRwwRJbG8WnuVZzZ7aRj9h5ERKRt8SWhrrXWPmmtXWqtXbH/aOoi41kK/yyw0Vpbt7HrB8A13q+vAebUOX+pMSbYGJMCDACW+vxO5IAvN2ZTWlXrKfewFj683VPicc4/Din1yC7L5pWErSS+/DzhU6e2YsQiLWdSSixJMaG83UTZR7crr+Rfswzvp80nr7Sa0b1ioP9pEBYLq19r+gdlLYO4QVSk7aDo+RcIDYs8Nm9ARETaHF8S6g+NMT8xxnT3trzraozp6sN1U4CrgFOMMau8xyzgQWC6MSYNmO79HmvteuBNYAPwGXCrtbbhz2SlQXNW7SIxKoTj+sZC6suw/Ws47V6IObTDwN8X/5Vn1z5L2eBk7d4mnYbDYbhgbBKLtuaxt7jh5SATT7mCzBHxvL/9YwDG9IzxrEEYcRFs/hQqGl7YiLWeGerk8bwyJJ/vXroNR6h2HxUR6ah8SaivwVPisRhY4T2WN3WRtXahtdZ4N4UZ7T0+sdbmW2tPtdYO8D4W1LnmAWttP2vtIGutdmM8AgVl1czfnMu5o3vgLNkNn/8Oek+F8TccMm7lvNc471efckfQTJIjk1spWpHWccHYZNzWs9agIQGOAP4+9n7OXNiDWFvJoETvDPOoS8FVBevfb/gHFGyHigJInsBH2z9iU8nWY/sGRESkTfGly0dKPUfflghOmu/jNbupdVvOG90DPrrDs3jqnH94dnvzqnXX8p/0V9g8MIwLZv6s9YIVaSUp3cIZ17sL76zMarAnNcCAqhjGffQq51RnEuj0/hnqPhriBjfe7SPLM+dQGNKTS17NYnyuyj1ERDoyn3ZKNMYcb4y53Bhz9f7D34FJ81XVunhu0Q6GdI9iSO6nkPYFnHoPxPY7ZNwbm9/gu8AMuv/tr4RHxbZStCKta/bYZLbmlLImq7jBMY6Bg7n1/PNZMWnbwZPGeGapM7/39Havz67lEBjO1qJC+u+29A6Ir3+ciIh0CL60zXsZeBiYimfL8QmAttNrg55dmE56Xhm/PykWPv0NJE+E4358yBhXURFj31rHjSmXc2qvU1spUpHWd+bI7gQFOBrcihxg094SMmMs6ZXz2VZUJ3kecTFgYM0b9V+YtQySxrIhpoz/+0kA/WdceGyDFxGRNsWXGerxwBRr7U+stbd5j5/6OzBpnj3FFfzzq62cPiSeyRsfgJoKOPdf8IOd2cq+/x7z1sfclHCBFiJKpxYdGsjpQxP4YPVuqmrrX/+cmlFIbfFIrv3SsuYff6pzcRL0PcnT7cPtPvSimgrYuxaSPfMOw2KH0TXEl3XcIiLSXvmSUK8DEv0diBydP3+yiSh3MQ91/wo2fQQn3wVxAw8ZszZ3LX8J/4Zun75LyKBBrRSpSNsxe1wyReU1fL0pp97nV2UWER8Rx6DqLuxOX4fLXSfxHnUZFGV4Sj/q2rMG3LWQPIHTnl3Dv/Nn+vEdiIhIW+BLQt0N2GCM+dwY88H+w9+BiQ+shb1ryXj/j1y38Ud8F3AzMYv/DL2nwOTbDhnqcrt48uM/sGTPEkLi9fuRCMC0/t2Iiwzm7RX1d/tYlVnE6J4xBD14N/85qYole5YcfHLIWRAYfnhP6qxlANge43CXleGurvZX+CIi0kYE+DDmXn8HIc1QXQ7p38KWzzyLDvftohdQ5uxP7dRfEzhkJiSOOqSrB8DXz/6RWx7byN6HbyMiKKJ1YhdpYwKcDs4fk8RzC9PJL60iNiL4wHMFZdXsyC/n0om9OKnXSKYlTSOwuk55R1A4DD3X0z5v5kMQ6O0zvWs5RPdiY00Bvz4ji/un/JhuLfu2RESkhfnSNu+bugdQC1zs/9DkgOIsWPYsvHoxPJQCr10Ca9+CHmNYOPReJlT+i4wLPybw1N9CjzGHJdPFVcU85vyKxTOSOHXGza30JkTaptljk6l1W+as2n3I+dWZRQCeGWpnEPfvnkzUJb/AXV5+cNCoS6FqH2z+5OA574Yumwo2sXPfTtVPi4h0Ar7MUGOMGQ1cjieRTgfe8WNMApC7Bda8Dls+h+x1nnNd+sC4a2HgDOg9hbxKuOXh+YweEMPpQxMafKmn1jxFVsA+TrznDRxOZ4PjRDqjQYmRDE+K4p2VWVw/NeXA+dSMQhwGRiRFAxA6ehQhs89he+4W+vce7RnUZxpEJXt6Ug+fDSV7oTgTJt2C46nX+N1GSL5aGyeJiHR0DSbUxpiBwKXAZUA+8AZgrLUnt1BsnVPhTpj/oCeZxkCvyTD9TzDwDOg2wNMD1+uhz1ZTWePi3nOGNdixo2r7di54dgvDr/0lg7sObqE3IdK+zB6bzH0fbmDT3n0MTowCIDWziEGJUYQHe/6aDB05kjvS/0D0xjRe6P2C50KHA0ZeDIv+DiXZBzZ0IXkCmc45xMZ1wWF8avcvIiLtWGN/028CTgXOttZOtdY+AdTfW0qOXkk2fPxLeGIcrHsHJv0EfrEZrvsYpvzU07GjTtK8KrOIN5dncf2UFPrF1V8Tba2laus23Ju3MX3ArJZ6JyLtzjmjehDgMLyzwtOT2u22rPYuSKxrZp8zKFy1nIwdaw+eHHUpWJenDCtrGTgCcScM55URxaTfPKMF34WIiLSWxhLq2cBe4GtjzNPGmFMBNS4+1soL4Mt74e+jYPlzMOZK+GkqzHgAIuLqvcTttvxhzjriI4O57dQBDb70p+mfcpvrFbp+8DoBsdoRUaQhsRHBnDQonvdSd1PrcrM9r4x9lbWM+UFCfWbYRB58wcXaFx47eDJuEPQY6yn7yFoOiSOowDIzZSbH9zi+Zd+IiIi0igYTamvte9baS4DBwHzgZ0CCMeZJY8zpLRRfx1VVCt/+Df4+GhY+DkPOhv9bBmc/7tk0ohFvrchkdVYxv501hIjg+qt2SksK+PDNP1PpqiQmXMm0SFMuHJdEXmkVC9LyWOVdkDimV8whY5IGjGHODYN5dsAurLUHnxh1GWSvhYzvIHkCrvmLuPw38zje1afF4hcRkdbjS5ePMmvtq9bas4BkYBVwp78D67BqKuH7Jz0z0l/dD32mwi2LYPbTENuvycuLy2v462ebmdCnC+eO7tHguLmP/4KfvpDP77pdidOhhYgiTTl5cDwxYYG8vTKLVZmFRAYH1FtONeT8a0mr3c2Wwi0HTw6fDY4AT+lH8gSqYsIIP/54Art3b8F3ICIiraVZq2WstQXW2v9aa0/xV0AdlqsWVr7kqZH+7E6IHwI3fAmX/Q8Shvn8Mo/O3UxReTX3nTO8wYWI6cXp/CU5lW9vmcTISWcfq3cg0qEFBzg5Z1QP5m7IZtHWfEb1jMHhOPzP2PTe0/mg6++I/yL14MnwWBjgrZdOHse9Ja/x6xOycISEtFD0IiLSmrT83N/cbs8iw38fBx/cBpEJcPUcuPYj6DmhWS+1cc8+Xv5+J1dO6s3QHlENjnt+zbM4g0OZfdPfjjZ6kU5l9thkqmvdpOeVHbYgcb+wwDCC5i+n8PU3Di37OPkumPZL6JLC9j0b6B3Vu2WCFhGRVudTH2o5AtnrPav+174DxRkQNwQu/R8MmnVItw5fWWv5w5z1RIcG8vPpA+sdU+uupWrJMq5+aA2z7/8j3UK1P5tIc4xMjqZ/fARbc0obTKgBQn/zU/665iHOzviS6b2ne04mjoDEEeTt2c6j9+8l/eZymNYycYuISOtSQn0sFe7wzEavfRtyNoBxQr9TYPq9MPQ8OIpa5g9W72bpjgL+csEIYsKCDpyvqqlk+VevsWhfKnNqV/D6mMcxbjcjhpx41G9HpLMxxnDZxF489NmmwxYk1hUTl8zGos3UpL17MKH2SivaymcnODhr/BQ/RysiIm2FEuqjVZoLG973zEZnLvGc6zkJZj0Mw86H8KOfJS6rquXPn2xkRFI0F4/viXW5yMzcwL8yXuG79G/4+8PFRI4M4qRbzsL2SCDlrTdxBAU1/cIicpjrju/DWSO7ExsR3OAYh3FwdeVY4v74IdmDt5CQfPBTo02uXbw7xcHPJ6oZkohIZ6GE+khU7oNNH3uS6O3zPSv744fBqX/wrPbvcmxrJ5/4aivZJfu49vRiluz9jqRfP0mtw/L9mZmcPGAGlQ/15rrJ5xES0/WY/lyRzsjhMCRENb2Y8PhhM1kT9AHzV8/hkuRfHTg/nj78fORPiQ6O9meYIiLShiih9pWrBrZ87kmit3wGtZUQ0wum3gHDL4SEocf8R5ZUl/DWhi/Ifv9J/rl5N3cNcnBayXTuu/wycDj5esZ0bWss0kr6jTmJ3/9sLOW1i7nY2gNdd8LveozTkpPhydaNT0REWo4Sal+U5cMbV3g2bQjrBmOvhhEXQfKEI1pg2BRXcTH5zzzD7/qm8v2+1UyOCiagVy+en/pbxvSdor7SIm3EVcOuYmduGlVFBYR0iaXKVcW+K2fSM7H+hcMiItIxKaFuSl4avHoR7NsN5z0JIy4Gp3/+s+2r3sdL61/isspR5D/zLCf/+ifMyzieiefM4IxpTW/6IiIt6/TuJ7P1sj9SfH4lIb/+FVsKtnBV5b95POVxTm3t4EREpMUooW5M+gJ440rPDmjXfgQ9J/rlx1S7qvnimd/z3ZYv+XBkNQNPfJjJn3zKTW9to3+Uk2uOT/HLzxWRo+MIDibm5hvZHFdDV3cN2zZ+R2KBZVCXQa0dmoiItCAV4DZk1f/g5fMhIgFunOeXZNpay6fpn3LO++eQ98kHnLzRyRtnvcGQqKncuTifzIIK7j1nGIFO/W8Saas2ntqXn+Q9waJdi3C+/hF/fd5FjzBtOS4i0plohvqH3G74+gFY8DCknAgXvwShMcf8x1RnZpLz8CN8Oa2YiKAIBj30DxJiJvLvr9J5L3U+TmP46akDOL6fNmcRacuOTzqevlXRrH7nabZNCCS+7yDGOrXOQUSkM1FCXVdNJbx/C6x/17Pw8MxHwRl4TH9EWmEa/0z9J7/ofiWVS5fyq7PvoXj48fx7/nY+XL2AQKeDqyf35uYT+pEY3XTrLhFpXYGOQG5eE0eP+St5+XYnF51wVWuHJCIiLUwJ9X5lefDaZZC1FE67D6bcfkw7eGSXZfPVn29jz871LJsVzY6Bs+n22hz+uCiDT+ctJDTQyY3T+vKjaX2Ji2x4QwkRaXtSbvkZv+3xE66rOY4zks9s7XBERKSFKaEGyN3s6eRRmu0p8Rh67jF7aet28+81T/LCuhe4eFclY529mTTxXzw3L58vNy4lMjiAW0/qz/VTU+gart0NRdqjwUOnMeK9RE75x2J6nPhz6NHaEYmISEsy1trWjuGIjR8/3i5fvvzoXmT7fHjjaggIhsteh+RxRx1XenE6i3cv5rzywez6v9v4/I5J7OoRxEmxV/Da9xV8syWXqJAArp+awnXHpxAddmzLSkSk5eXmZxC2LZvQ0aNwBOmXYxGRjsYYs8JaO76+5zr3DPXKl+Cjn0HsALjiTc/Oh0eg1l3LqpxVLNrwGT0ff4/Phlby3RAHx530EhEnTGNi5Cz+vimYH2/LoGt4EL+aMYirJ/cmMkSJtEhHERfbC2KP7O8QERFp3zpnQu12w7z7YNHj0O8UuOgFCIlu1kuU1ZRR46qh9sU32UoON4a8QaBx8lBtMBf0Pof7Zv+UUEcsvxl+EZ9/m023iBp+N2sIV0zqRVhQ5/zPLiIiItIRdb7MrqYC3rsZNsyBcdfBrId93vlwT+keln75MunrFvFS70xuGnkTMxcsokdSdx655RGO73E8EVdHALAyo5Db/reQnJJKfn3GIK6fkkJIoFppiYiIiHQ0nS+hXvgYbPgATr8fJv+fT508XG4Xf1j8B+Zsm8PNn7g4fpsD17+v4YTkE+j13PWYoCD2f9DrdlueXrCdv32+me4xIbz14+MZ3TPGr29JRERERFpP50qorYW1b0HfE+H423y6xF1WRvb9DxA3vobrhl/HrGkn0idxCBPDwg4bm19axS/eWs38zbnMHJ7Ig7NHEh2qOmkRERGRjqxzJdR7VkHBdpj6M5+GL961mK4lFufChVw97qd0GXdhg2OXbM/np6+nUlhWw5/OHcaVk3pjjmEfaxERERFpmzpXQr3uXXAEwOCzGh1mreW1D//CgwWvcXKvU3jss09xhIfXO9bltvz766089uUWeseG89y1ExjWo3kLHEVERESk/eo8CbW1sP59T1ePsK4NDiutLuVfz/+Esx5bxk9uGMPVV/wFR+Dh5R0AOSWV/OyNVSzams+5o3vwwPkjiAjuPP9JRURERKQzJdRZy6E4A07+bYND9pbt5cYvbiQrJIPR157Kjbc+hLOBZHphWh53vLGK0qoa/jp7BBeP76kSDxEREZFOqPMk1OvfBWcQDJ5V79NV27dT9eCDDD2nN7+f8XsmJE6od1yty83f56Xxz6+30j8ugld/dByDEiP9GbmIiIiItGGdI6F2u2H9e9B/+mEbuLjcLp5f/zxnlw+keksa9/X9FyGJQ+t9mT3FFdz+2iqW7ijgonHJ3HfuMG3SIiIiItLJdY5sMOM7KNkDwy845HRhWT6Pv3wr74auJ3TinVz2xec4goIOu9xay6fr9vK799ZSVevmsUtGcf6Y5JaKXkRERETasM6RUK9/FwJCYeAZB05tzN/IR/ddz0Vzixj/r9s5e8gV9V66LbeUez9Yz4K0PIb1iOIfl42hX1xES0UuIiIiIm1cx0+oXbWebcYHzoBgTyK8KGsht8+/g8QJUcw87irOPuXHh11WXl3LP7/aytMLthMS6OS+c4ZxxXG9CHA6WvodiIiIiEgb1vET6p0LoSz3QLlH+cpUuj/1EtMvPYVfHvcbYkNjDxlureWzdXv500cb2F1cyYXjkvnNGYOJiwxujehFREREpI3r+An1unchKAIGnA5A1eZN2PQM7h/zN5yhhy5Q3J5byh+85R1DunvKO8b3abhntYiIiIhIx06oXTWw8QMYNBMCQ7HW8kCPFZz+35/TL/pgMq3yDhERERE5Uh07od7+DVQUwjBPucfesr18vuNzxsaPBQ4v75g9Npk7Z6q8Q0RERER817ET6nXvQHA09D8VgC1zXuYvz9fSd3zSIeUdgxMj+ftlY5ig8g4RERERaaaOm1DXVsGmj2HIWRDgmXHeWraTqDAnH6VH8/T/viUkwMm9Zw/lykm9Vd4hIiIiIkek4ybUW+dBVfGBcg+Az7rnknXxEPYs3MUFY5O4a+YQlXeIiIiIyFHpuAn1+nchtCv0PRGA2ppqCgoDyc/twYMXjODSib1aOUARERER6Qg6Zp1DTQVs/hSGnA3OQABef/I9HnxoA7/uerKSaRERERE5ZjpmQp32BVSXHtjM5a3lmTy3oYjM0VO47pITWjk4EREREelIOmZCve5dCI+D3lP5dksud727lqrjvmXBDcE4IyJaOzoRERER6UA6XkJdVQpbPoeh57Ihu5yfvLqSAbHBRFVvIyYkqrWjExEREZEOpuMl1Fs+g9oK8vqcxXUvLCUiOID7hhfx6GPFTNkR0trRiYiIiEgH0/ES6nXv4o7ozhWfQ3mVixeun8DuqGJePNVB/ykzWzs6EREREelgOlZCXVmM3TqXz+wktudX8J+rxjE4MYplrm0snhZL754jWjtCEREREelgOlQfarvpY4yrmqcLRvPXi0YypX83rNvNKfkJDBxwFcaY1g5RRERERDqYDjVDvX3+y2TZbpx62iwuGJsMQNXWrfT4zZOcmxHXytGJiIiISEfUYRLqtxasplfhErbFT+fWUwYcOF/UNYiIx/9MxAnTWjE6EREREemoOkRCPW9jNis+e5lA42LKuTcdUtrxv53vck7uH3HFqP+0iIiIiBx77T6hXp1ZxP/9L5VLwpbhjkkhIGnMIc+7P/qSyaYfwc7gVopQRERERDqydp1QV9e6ueHFZfQLL2d07RocI2ZDndnp8swMznwtnZMzIlsxShERERHpyNp1Qr0jv4wal+W5iXsw1g3DLzjk+bTgAm672UnXs85ppQhFREREpKNr1wl1da2bp68eT/zOT6DbIIgfesjzq3JXk93VMLL/1FaKUEREREQ6unbdh7p/fAQTY6tg5yI46c5Dyj0ATvwqjz79/o+4MLXMExERERH/aNcz1CGBTtjwPmBh2KHlHq7SMiqffYVhmdrMRURERET8p13PUAOw7l1IGA5xAw85XeAoZ/XLv+CU7ie2UmAiIiIi0hm06xlqXNWQtRSGnX/YU0v2LuH+lX+lwFHeCoGJiIiISGfht4TaGPOcMSbHGLOuzrmuxpi5xpg072OXOs/dZYzZaozZbIyZ4dMPqSjyPP6guweA++/PcuqmQPrH9D/KdyIiIiIi0jB/zlC/AJzxg3N3AvOstQOAed7vMcYMBS4Fhnmv+bcxxtnkT6gohB5joGvfQ05bl4vI1emMKe2G09H0y4iIiIiIHCm/JdTW2m+Bgh+cPhd40fv1i8B5dc6/bq2tstamA1uBiU3+kJrywxYjApS5KrjjekvZdeceWfAiIiIiIj5q6RrqBGvtHgDvY7z3fBKQWWdclvdc0+qpn04rSsNay+iEMfVcICIiIiJy7LSVRYn19baz9Q405iZjzHJjzPLigDiI6XnYmIS/v80nxdcyPnH8sY5TREREROQQLZ1QZxtjugN4H3O857OAuplxMrC7vhew1j5lrR1vrR0fHZ9c7w+x1TUEWSdBzqBjF7mIiIiISD1aOqH+ALjG+/U1wJw65y81xgQbY1KAAcDSI/kBLreLh2ZWsWm2yj1ERERExP/82TbvNeA7YJAxJssYcwPwIDDdGJMGTPd+j7V2PfAmsAH4DLjVWus6kp+7tWgrX2V+RXFV8bF4GyIiIiIijfLbTonW2ssaeOrUBsY/ADxwtD+34Nd3c3u+i9EXjD7alxIRERERaVL733r8B7bHu8kNDic5ov76ahERERGRY6nDJdSvjq9gYJcpGFNf4xARERERkWOrrbTNOyYq9hWQEBrPxMSm94QRERERETkWOtQMdeEDD3H3+jz6fXR5a4ciIiIiIp1Eh0qow089hZCRI1o7DBERERHpRDpUyccd7tf4R0paa4chIiIiIp1Ih0moy3ZnsH3HKiKDIls7FBERERHpRDpMyUf6E4/w6MeVFM0Z2dqhiIiIiEgn0mES6g2Te/CVy8H9idpyXERERERaTocp+VgcuYeMSb3pFtqttUMRERERkU6kQ8xQV+/cyenFvZg4cHxrhyIiIiIinUyHSKiL3n6HlOefZ9Cypa0dioiIiIh0Mh0ioa65ZBbRE4bjCA1t7VBEREREpJPpEDXUz2a+yeysP+C27tYORUREREQ6mXafUFdt347zk/mMjxyGw7T7tyMiIiIi7Uy7z0Dz537GBW/tYWSXoa0dioiIiIh0Qu0+oU6fNYLbbnYyot/xrR2KiIiIiHRC7T6hXpW/htxYJyO6jWjtUERERESkE2rXXT5sVRVnfJLL0NPvITwwvLXDEREREZFOqF3PULsrK6l+7V2mdp/c2qGIiIiISCfVrhNqV2QoG/53F+XdIlo7FBERERHppNp1Ql1aXcq9K/9MaU1pa4ciIiIiIp1Uu06oA3bnMro4hh7hPVo7FBERERHppNp1Qu2ormVg7GCMMa0dioiIiIh0Uu06od4ZB71HT2vtMERERESkE2vXCTXA6PjRrR2CiIiIiHRi7TqhHtx1MENjteW4iIiIiLSedp1QO42TAEe73ptGRERERNq5dp1Qi4iIiIi0NiXUIiIiIiJHQQm1iIiIiMhRUEItIiIiInIUlFCLiIiIiBwFJdQiIiIiIkdBCbWIiIiIyFFQQi0iIiIichSUUIuIiIiIHAUl1CIiIiIiR0EJtYiIiIjIUVBCLSIiIiJyFJRQi4iIiIgcBSXUIiIiIiJHQQm1iIiIiMhRUEItIiIiInIUlFCLiIiIiBwFJdQiIiIiIkfBWGtbO4YjZowpBtJaO442qBuQ19pBtEHRQHFrB9EG6X45nO6V+uleqZ/ul/rpfjmc7pX6tZd7pbe1Nq6+JwJaOpJj7A1r7U2tHURbY4xZbq0d39pxtDXGmKd0vxxO98vhdK/UT/dK/XS/1E/3y+F0r9SvI9wr7b3k48PWDkDaFd0v4ivdK9Icul/EV7pXOqh2nVBba3Vjis90v4ivdK9Ic+h+EV/pXum42nVCLQ16qrUDkHZF94v4SveKNIfuF/FVu79X2vWiRBERERGR1qYZahERERGRo6CEuh0wxjxnjMkxxqyrc26UMeY7Y8xaY8yHxpgo7/krjDGr6hxuY8xo73PjvOO3GmP+YYwxrfSWxI+aeb8EGmNe9J7faIy5q841ul86uGbeK0HGmOe951cbY06qc43ulU7AGNPTGPO19++K9caY273nuxpj5hpj0ryPXepcc5f3vthsjJlR57zumQ6sufeKMSbWO77UGPPPH7xWu7hXlFC3Dy8AZ/zg3DPAndbaEcB7wK8ArLWvWmtHW2tHA1cBO6y1q7zXPAncBAzwHj98TekYXsDH+wW4CAj2nh8H3GyM6eN9TvdLx/cCvt8rNwJ4z08HHjHG7P83RPdK51AL/MJaOwSYBNxqjBkK3AnMs9YOAOZ5v8f73KXAMDz3xL+NMU7va+me6diada8AlcA9wC/rea12ca8ooW4HrLXfAgU/OD0I+Nb79Vxgdj2XXga8BmCM6Q5EWWu/s57C+ZeA8/wSsLSqZt4vFgg3xgQAoUA1sE/3S+fQzHtlKJ5/ALHW5gBFwHjdK52HtXaPtXal9+sSYCOQBJwLvOgd9iIH//+fC7xura2y1qYDW4GJumc6vubeK9baMmvtQjyJ9QHt6V5RQt1+rQPO8X59EdCznjGX4E2o8dzIWXWey/Kek86hofvlbaAM2ANkAA9bawvQ/dKZNXSvrAbONcYEGGNS8Hyi0RPdK52S95OsMcASIMFauwc8iRQQ7x2WBGTWuWz/vaF7phPx8V5pSLu5V5RQt1/X4/kIZQUQiWdm8QBjzHFAubV2f21kfTVHavHSeTR0v0wEXEAPIAX4hTGmL7pfOrOG7pXn8Pxjthx4HFiM52Nd3SudjDEmAngHuMNau6+xofWcs42clw6mGfdKgy9Rz7k2ea+0963HOy1r7SbgdABjzEDgzB8MuZSDs9Pg+Ycwuc73ycBuf8YobUcj98vlwGfW2hogxxizCBgPLED3S6fU0L1ira0FfrZ/nDFmMZAGFKJ7pdMwxgTiSZBetda+6z2dbYzpbq3d4/2IPsd7PotDPz3df2/o36NOoJn3SkPazb2iGep2yhgT7310AHcD/6nznAPPR7Wv7z/n/WilxBgzybtC9mpgTosGLa2mkfslAzjFeITjWTyySfdL59XQvWKMCfPeIxhjpgO11toNulc6D+//32eBjdbaR+s89QFwjffrazj4//8D4FJjTLC3TGgAsFT3TMd3BPdKvdrTvaKNXdoBY8xrwElANyAb+AMQAdzqHfIucJe3YB9vO6sHrbWTfvA64/Gs6g8FPgVus7oBOpzm3C/ej+Oex7PgzADPW2v/5n0d3S8dXDPvlT7A54Ab2AXcYK3d6X0d3SudgDFmKp5Pr9biuQ8AfounNvZNoBeeX9Iv8q7FwBjzOzxlRLV4Pvb/1Hte90wHdoT3yg4gCgjCs+j5dGvthvZyryihFhERERE5Cir5EBERERE5CkqoRURERESOghJqEREREZGjoIRaREREROQoKKEWERERETkKSqhFRERERI6CEmoRERERkaOghFpERERE5Cj8Px67yAIxI79tAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_heuristic = ETSModel(oil, error='add', trend='add', damped_trend=True,\n",
    "                          initialization_method='heuristic')\n",
    "fit_heuristic = model_heuristic.fit()\n",
    "oil.plot(label='data')\n",
    "fit.fittedvalues.plot(label='estimated')\n",
    "fit_heuristic.fittedvalues.plot(label='heuristic', linestyle='--')\n",
    "plt.ylabel(\"Annual oil production in Saudi Arabia (Mt)\");\n",
    "\n",
    "# obtained from R\n",
    "params = [0.99989969, 0.11888177503085334, 0.80000197, 36.46466837, 34.72584983]\n",
    "yhat = model.smooth(params).fittedvalues\n",
    "yhat.plot(label='with R params', linestyle=':')\n",
    "\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The fitted parameters and some other measures are shown using `fit.summary()`. Here we can see that the log-likelihood of the model using fitted initial states is a bit lower than the one using a heuristic for the initial states.\n",
    "Additionally, we see that $\\beta$ (`smoothing_trend`) is at the boundary of the default parameter bounds, and therefore it's not possible to estimate confidence intervals for $\\beta$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                 ETS Results                                  \n",
      "==============================================================================\n",
      "Dep. Variable:                      y   No. Observations:                   49\n",
      "Model:                      ETS(AAdN)   Log Likelihood                -258.108\n",
      "Date:                Mon, 07 Dec 2020   AIC                            528.216\n",
      "Time:                        17:22:22   BIC                            539.567\n",
      "Sample:                    01-01-1965   HQIC                           532.523\n",
      "                         - 01-01-2013   Scale                         2202.049\n",
      "Covariance Type:               approx                                         \n",
      "===================================================================================\n",
      "                      coef    std err          z      P>|z|      [0.025      0.975]\n",
      "-----------------------------------------------------------------------------------\n",
      "smoothing_level     0.9999      0.136      7.326      0.000       0.732       1.267\n",
      "smoothing_trend  9.999e-05        nan        nan        nan         nan         nan\n",
      "damping_trend       0.8798      0.059     14.901      0.000       0.764       0.996\n",
      "initial_level      54.2347     55.750      0.973      0.331     -55.034     163.503\n",
      "initial_trend      53.0012     34.393      1.541      0.123     -14.408     120.410\n",
      "===================================================================================\n",
      "Ljung-Box (Q):                        1.42   Jarque-Bera (JB):                20.73\n",
      "Prob(Q):                              0.49   Prob(JB):                         0.00\n",
      "Heteroskedasticity (H):               0.52   Skew:                            -1.02\n",
      "Prob(H) (two-sided):                  0.20   Kurtosis:                         5.45\n",
      "===================================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Covariance matrix calculated using numerical (complex-step) differentiation.\n"
     ]
    }
   ],
   "source": [
    "print(fit.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                 ETS Results                                  \n",
      "==============================================================================\n",
      "Dep. Variable:                      y   No. Observations:                   49\n",
      "Model:                      ETS(AAdN)   Log Likelihood                -258.881\n",
      "Date:                Mon, 07 Dec 2020   AIC                            525.761\n",
      "Time:                        17:22:22   BIC                            533.328\n",
      "Sample:                    01-01-1965   HQIC                           528.632\n",
      "                         - 01-01-2013   Scale                         2272.587\n",
      "Covariance Type:               approx                                         \n",
      "===================================================================================\n",
      "                      coef    std err          z      P>|z|      [0.025      0.975]\n",
      "-----------------------------------------------------------------------------------\n",
      "smoothing_level     0.9999      0.097     10.289      0.000       0.809       1.190\n",
      "smoothing_trend     0.1183        nan        nan        nan         nan         nan\n",
      "damping_trend       0.8000        nan        nan        nan         nan         nan\n",
      "==============================================\n",
      "              initialization method: heuristic\n",
      "----------------------------------------------\n",
      "initial_level                          33.6309\n",
      "initial_trend                          34.8115\n",
      "===================================================================================\n",
      "Ljung-Box (Q):                        0.27   Jarque-Bera (JB):                19.93\n",
      "Prob(Q):                              0.88   Prob(JB):                         0.00\n",
      "Heteroskedasticity (H):               0.50   Skew:                            -0.95\n",
      "Prob(H) (two-sided):                  0.18   Kurtosis:                         5.48\n",
      "===================================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Covariance matrix calculated using numerical (complex-step) differentiation.\n"
     ]
    }
   ],
   "source": [
    "print(fit_heuristic.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Holt-Winters' seasonal method\n",
    "\n",
    "The exponential smoothing method can be modified to incorporate a trend and a seasonal component. In the additive Holt-Winters' method, the seasonal component is added to the rest. This model corresponds to the ETS(A, A, A) model, and has the following state space formulation:\n",
    "\n",
    "\\begin{align}\n",
    "y_t &= l_{t-1} + b_{t-1} + s_{t-m} + e_t\\\\\n",
    "l_{t} &= l_{t-1} + b_{t-1} + \\alpha e_t\\\\\n",
    "b_{t} &= b_{t-1} + \\beta e_t\\\\\n",
    "s_{t} &= s_{t-m} + \\gamma e_t\n",
    "\\end{align}\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "austourists_data = [\n",
    "    30.05251300, 19.14849600, 25.31769200, 27.59143700,\n",
    "    32.07645600, 23.48796100, 28.47594000, 35.12375300, \n",
    "    36.83848500, 25.00701700, 30.72223000, 28.69375900, \n",
    "    36.64098600, 23.82460900, 29.31168300, 31.77030900,\n",
    "    35.17787700, 19.77524400, 29.60175000, 34.53884200,\n",
    "    41.27359900, 26.65586200, 28.27985900, 35.19115300,\n",
    "    42.20566386, 24.64917133, 32.66733514, 37.25735401,\n",
    "    45.24246027, 29.35048127, 36.34420728, 41.78208136,\n",
    "    49.27659843, 31.27540139, 37.85062549, 38.83704413,\n",
    "    51.23690034, 31.83855162, 41.32342126, 42.79900337,\n",
    "    55.70835836, 33.40714492, 42.31663797, 45.15712257,\n",
    "    59.57607996, 34.83733016, 44.84168072, 46.97124960,\n",
    "    60.01903094, 38.37117851, 46.97586413, 50.73379646,\n",
    "    61.64687319, 39.29956937, 52.67120908, 54.33231689,\n",
    "    66.83435838, 40.87118847, 51.82853579, 57.49190993,\n",
    "    65.25146985, 43.06120822, 54.76075713, 59.83447494,\n",
    "    73.25702747, 47.69662373, 61.09776802, 66.05576122,\n",
    "]\n",
    "index = pd.date_range(\"1999-03-01\", \"2015-12-01\", freq=\"3MS\")\n",
    "austourists = pd.Series(austourists_data, index=index)\n",
    "austourists.plot()\n",
    "plt.ylabel('Australian Tourists');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# fit in statsmodels\n",
    "model = ETSModel(austourists, error=\"add\", trend=\"add\", seasonal=\"add\",\n",
    "                damped_trend=True, seasonal_periods=4)\n",
    "fit = model.fit()\n",
    "\n",
    "# fit with R params\n",
    "params_R = [\n",
    "    0.35445427, 0.03200749, 0.39993387, 0.97999997, 24.01278357, \n",
    "    0.97770147, 1.76951063, -0.50735902, -6.61171798, 5.34956637\n",
    "]\n",
    "fit_R = model.smooth(params_R)\n",
    "\n",
    "austourists.plot(label='data')\n",
    "plt.ylabel('Australian Tourists')\n",
    "\n",
    "fit.fittedvalues.plot(label='statsmodels fit')\n",
    "fit_R.fittedvalues.plot(label='R fit', linestyle='--')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                 ETS Results                                  \n",
      "==============================================================================\n",
      "Dep. Variable:                      y   No. Observations:                   68\n",
      "Model:                      ETS(AAdA)   Log Likelihood                -152.627\n",
      "Date:                Mon, 07 Dec 2020   AIC                            327.254\n",
      "Time:                        17:22:22   BIC                            351.668\n",
      "Sample:                    03-01-1999   HQIC                           336.928\n",
      "                         - 12-01-2015   Scale                            5.213\n",
      "Covariance Type:               approx                                         \n",
      "======================================================================================\n",
      "                         coef    std err          z      P>|z|      [0.025      0.975]\n",
      "--------------------------------------------------------------------------------------\n",
      "smoothing_level        0.3399      0.111      3.070      0.002       0.123       0.557\n",
      "smoothing_trend        0.0259      0.008      3.159      0.002       0.010       0.042\n",
      "smoothing_seasonal     0.4010      0.080      5.041      0.000       0.245       0.557\n",
      "damping_trend          0.9800        nan        nan        nan         nan         nan\n",
      "initial_level         29.4530        nan        nan        nan         nan         nan\n",
      "initial_trend          0.6147      0.392      1.567      0.117      -0.154       1.383\n",
      "initial_seasonal.0    -3.4422        nan        nan        nan         nan         nan\n",
      "initial_seasonal.1    -5.9578        nan        nan        nan         nan         nan\n",
      "initial_seasonal.2   -11.4861        nan        nan        nan         nan         nan\n",
      "initial_seasonal.3          0        nan        nan        nan         nan         nan\n",
      "===================================================================================\n",
      "Ljung-Box (Q):                        5.76   Jarque-Bera (JB):                 7.68\n",
      "Prob(Q):                              0.67   Prob(JB):                         0.02\n",
      "Heteroskedasticity (H):               0.46   Skew:                            -0.63\n",
      "Prob(H) (two-sided):                  0.07   Kurtosis:                         4.05\n",
      "===================================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Covariance matrix calculated using numerical (complex-step) differentiation.\n"
     ]
    }
   ],
   "source": [
    "print(fit.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predictions\n",
    "\n",
    "The ETS model can also be used for predicting. There are several different methods available:\n",
    "- `forecast`: makes out of sample predictions\n",
    "- `predict`: in sample and out of sample predictions\n",
    "- `simulate`: runs simulations of the statespace model\n",
    "- `get_prediction`: in sample and out of sample predictions, as well as prediction intervals\n",
    "\n",
    "We can use them on our previously fitted model to predict from 2014 to 2020."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = fit.get_prediction(start='2014', end='2020')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>pi_lower</th>\n",
       "      <th>pi_upper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2014-03-01</th>\n",
       "      <td>67.611126</td>\n",
       "      <td>63.136154</td>\n",
       "      <td>72.086098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-06-01</th>\n",
       "      <td>42.814763</td>\n",
       "      <td>38.339791</td>\n",
       "      <td>47.289735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-09-01</th>\n",
       "      <td>54.106522</td>\n",
       "      <td>49.631550</td>\n",
       "      <td>58.581493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-01</th>\n",
       "      <td>57.928391</td>\n",
       "      <td>53.453419</td>\n",
       "      <td>62.403363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-01</th>\n",
       "      <td>68.422102</td>\n",
       "      <td>63.947130</td>\n",
       "      <td>72.897074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-06-01</th>\n",
       "      <td>47.277959</td>\n",
       "      <td>42.802987</td>\n",
       "      <td>51.752931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-09-01</th>\n",
       "      <td>58.954914</td>\n",
       "      <td>54.479942</td>\n",
       "      <td>63.429886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01</th>\n",
       "      <td>63.982406</td>\n",
       "      <td>59.507434</td>\n",
       "      <td>68.457378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-03-01</th>\n",
       "      <td>75.905512</td>\n",
       "      <td>71.430541</td>\n",
       "      <td>80.380484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-06-01</th>\n",
       "      <td>51.418335</td>\n",
       "      <td>46.654207</td>\n",
       "      <td>56.182463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-09-01</th>\n",
       "      <td>63.703618</td>\n",
       "      <td>58.629664</td>\n",
       "      <td>68.777572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-01</th>\n",
       "      <td>67.978523</td>\n",
       "      <td>62.576099</td>\n",
       "      <td>73.380947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-03-01</th>\n",
       "      <td>78.316305</td>\n",
       "      <td>71.736135</td>\n",
       "      <td>84.896476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-06-01</th>\n",
       "      <td>53.780912</td>\n",
       "      <td>46.883770</td>\n",
       "      <td>60.678054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-01</th>\n",
       "      <td>66.018944</td>\n",
       "      <td>58.788607</td>\n",
       "      <td>73.249280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-01</th>\n",
       "      <td>70.247542</td>\n",
       "      <td>62.669151</td>\n",
       "      <td>77.825934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-01</th>\n",
       "      <td>80.539944</td>\n",
       "      <td>71.893117</td>\n",
       "      <td>89.186772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-01</th>\n",
       "      <td>55.960078</td>\n",
       "      <td>46.968572</td>\n",
       "      <td>64.951584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-09-01</th>\n",
       "      <td>68.154526</td>\n",
       "      <td>58.805567</td>\n",
       "      <td>77.503486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-01</th>\n",
       "      <td>72.340413</td>\n",
       "      <td>62.622228</td>\n",
       "      <td>82.058599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-03-01</th>\n",
       "      <td>82.590958</td>\n",
       "      <td>71.865040</td>\n",
       "      <td>93.316876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-06-01</th>\n",
       "      <td>57.970071</td>\n",
       "      <td>46.876191</td>\n",
       "      <td>69.063952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-01</th>\n",
       "      <td>70.124320</td>\n",
       "      <td>58.652351</td>\n",
       "      <td>81.596288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-12-01</th>\n",
       "      <td>74.270811</td>\n",
       "      <td>62.411397</td>\n",
       "      <td>86.130224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-01</th>\n",
       "      <td>84.482747</td>\n",
       "      <td>71.656575</td>\n",
       "      <td>97.308919</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 mean   pi_lower   pi_upper\n",
       "2014-03-01  67.611126  63.136154  72.086098\n",
       "2014-06-01  42.814763  38.339791  47.289735\n",
       "2014-09-01  54.106522  49.631550  58.581493\n",
       "2014-12-01  57.928391  53.453419  62.403363\n",
       "2015-03-01  68.422102  63.947130  72.897074\n",
       "2015-06-01  47.277959  42.802987  51.752931\n",
       "2015-09-01  58.954914  54.479942  63.429886\n",
       "2015-12-01  63.982406  59.507434  68.457378\n",
       "2016-03-01  75.905512  71.430541  80.380484\n",
       "2016-06-01  51.418335  46.654207  56.182463\n",
       "2016-09-01  63.703618  58.629664  68.777572\n",
       "2016-12-01  67.978523  62.576099  73.380947\n",
       "2017-03-01  78.316305  71.736135  84.896476\n",
       "2017-06-01  53.780912  46.883770  60.678054\n",
       "2017-09-01  66.018944  58.788607  73.249280\n",
       "2017-12-01  70.247542  62.669151  77.825934\n",
       "2018-03-01  80.539944  71.893117  89.186772\n",
       "2018-06-01  55.960078  46.968572  64.951584\n",
       "2018-09-01  68.154526  58.805567  77.503486\n",
       "2018-12-01  72.340413  62.622228  82.058599\n",
       "2019-03-01  82.590958  71.865040  93.316876\n",
       "2019-06-01  57.970071  46.876191  69.063952\n",
       "2019-09-01  70.124320  58.652351  81.596288\n",
       "2019-12-01  74.270811  62.411397  86.130224\n",
       "2020-03-01  84.482747  71.656575  97.308919"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pred.summary_frame(alpha=0.05)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this case the prediction intervals were calculated using an analytical formula. This is not available for all models. For these other models, prediction intervals are calculated by performing multiple simulations (1000 by default) and using the percentiles of the simulation results. This is done internally by the `get_prediction` method.\n",
    "\n",
    "We can also manually run simulations, e.g. to plot them. Since the data ranges until end of 2015, we have to simulate from the first quarter of 2016 to the first quarter of 2020, which means 17 steps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "simulated = fit.simulate(anchor=\"end\", nsimulations=17, repetitions=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f891e587e80>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(simulated.shape[1]):\n",
    "    simulated.iloc[:,i].plot(label='_', color='gray', alpha=0.1)\n",
    "df[\"mean\"].plot(label='mean prediction')\n",
    "df[\"pi_lower\"].plot(linestyle='--', color='tab:blue', label='95% interval')\n",
    "df[\"pi_upper\"].plot(linestyle='--', color='tab:blue', label='_')\n",
    "pred.endog.plot(label='data')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this case, we chose \"end\" as simulation anchor, which means that the first simulated value will be the first out of sample value. It is also possible to choose other anchor inside the sample."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.1rc1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
