\n",
"\n",
"show code\n",
"\"\"\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"hide_input": true,
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"\n",
" show code\n",
" "
],
"text/plain": [
""
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%run ../../notebooks/loadtsfuncs.py\n",
"%matplotlib inline\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Components of Time Series"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Depending on the nature of the trend and seasonality, we have\n",
"\n",
"- Additive Model:\n",
"$$\n",
"\\text{Data = Seasonal effect + Trend-Cyclical + Residual}\n",
"$$\n",
"\n",
"- Multiplicative Model:\n",
"$$\n",
"\\text{Data = Seasonal effect $\\times$ Trend-Cyclical $\\times$ Residual}\n",
"$$\n",
"\n",
"Note a multiplicative model is additive after a logrithmic transform because\n",
"\n",
"$$\\log(\\text{Data}) = \\log(\\text{Seasonal effect}) + \\log(\\text{Trend-Cyclical}) + \\log(\\text{Residual})$$\n",
"\n",
"Besides trend, seasonality and error, another aspect to consider is the cyclic behaviour. It happens when the rise and fall pattern in the series does not happen in fixed calendar-based intervals. Care should be taken to not confuse ‘cyclic’ effect with ‘seasonal’ effect."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Cyclic vs Seasonal Pattern"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A **seasonal** pattern exists when a series is influenced by seasonal factors (e.g., the quarter of the year, the month, or day of the week). Seasonality is always of a fixed and known period. \n",
"\n",
"A seasonal behavior is very strictly regular, meaning there is a precise amount of time between the peaks and troughs of the data. For instance temperature would have a seasonal behavior. The coldest day of the year and the warmest day of the year may move (because of factors other than time than influence the data) but you will never see drift over time where eventually winter comes in June in the northern hemisphere.\n",
"\n",
"A **cyclic** pattern exists when data exhibit rises and falls that are not of fixed period. \n",
"\n",
"Cyclical behavior on the other hand can drift over time because the time between periods isn't precise. For example, the stock market tends to cycle between periods of high and low values, but there is no set amount of time between those fluctuations.\n",
"\n",
"Some examples about cyclic vs seasonal pattern:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" show answer\n",
" "
],
"text/plain": [
""
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hide_answer()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Series can show both cyclical and seasonal behavior. \n",
"\n",
" - Considering the home prices, there is a cyclical effect due to the market, but there is also a seasonal effect because most people would rather move in the summer when their kids are between grades of school. \n",
" \n",
"- You can also have multiple seasonal (or cyclical) effects. \n",
"\n",
" - For example, people tend to try and make positive behavioral changes on the \"1st\" of something, so you see spikes in gym attendance of course on the 1st of the year, but also the first of each month and each week, so gym attendance has yearly, monthly, and weekly seasonality. \n",
" \n",
" - When you are looking for a second seasonal pattern or a cyclical pattern in seasonal data, it can help to take a moving average at the higher seasonal frequency to remove those seasonal effects. For instance, if you take a moving average of the housing data with a window size of 12 you will see the cyclical pattern more clearly. This only works though to remove a higher frequency pattern from a lower frequency one.\n",
"\n",
"- Seasonal behavior does not have to happen only on sub-year time units. \n",
"\n",
" - For example, the sun goes through what are called \"solar cycles\" which are periods of time where it puts out more or less heat. This behavior shows a seasonality of almost exactly 11 years, so a yearly time series of the heat put out by the sun would have a seasonality of 11.\n",
"\n",
"- In many cases the difference in seasonal vs cyclical behavior can be known or measured with reasonable accuracy by looking at the regularity of the peaks in your data and looking for a drift the timing peaks from the mean distance between them. \n",
"\n",
"- A series with strong seasonality will show clear peaks in the partial auto-correlation function as well as the auto-correlation function, whereas a cyclical series will only have the strong peaks in the auto-correlation function. \n",
"\n",
"- However if you don't have enough data to determine this or if the data is very noisy making the measurements difficult, the best way to determine if a behavior is cyclical or seasonal can be thinking about the cause of the fluctuation in the data. \n",
"\n",
"- If the cause is dependent directly on time then the data are likely seasonal (ex. it takes ~365.25 days for the earth to travel around the sun, the position of the earth around the sun effects temperature, therefore temperature shows a yearly seasonal pattern). \n",
"\n",
"- If on the other hand, the cause is based on previous values of the series rather than directly on time, the series is likely cyclical (ex. when the value of stocks go up, it gives confidence in the market, so more people invest making prices go up, and vice versa, therefore stocks show a cyclical pattern).\n",
"\n",
"- The class of exponential smoothing allows for seasonality but not cyclicity. The class of ARMA models can handle both seasonality and cyclic behavior, but long-period cyclicity is not handled very well in the ARMA framework. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Decompose a Time Series"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Multiplicative Model\t: Observed 401.000 = (Seasonal 479.897 * Trend 0.996 * Resid 0.839)\n",
"Additive Model\t\t: Observed 401.000 = (Seasonal 479.897 + Trend -5.321 + Resid -73.576)\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAskAAAI4CAYAAACY+3RRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Xd4VVXWwOHfuukJqSSBkARC6L1XkaYgoiPYsTuoqKOOozPq6OhYPp2xTrF3EQZ7w44gIL2EXgMhCUlICCkkhPSyvz/OSUgvEAiB9T7PfZLsu8/Z+94byLr7rrO2GGNQSimllFJKHeNo6QkopZRSSil1utEgWSmllFJKqWo0SFZKKaWUUqoaDZKVUkoppZSqRoNkpZRSSimlqtEgWSmllFJKqWo0SFZKNZqI3CwiRkTGN7L/eLv/zScw5mwRMdXanrDPG3G85z1RTX0ulFJKtS4aJCvVylUKRI2IvFpHn2ARKbL7LG3m8QfaQWtEc573dGA/t0+IiF9Lz6U2IrK00mtvRCRPRJJFZJGIPCIi7Vt6jkop1VppkKzUmaMAuFZE3Gq57wZAgJKTMO5A4HEgopb7lgEewNxmHvNp+7z7m/m81Y3Hemy1Bclz7TksO8lzaEgh1ut7A3A38ArW78JTwB4RmdGCc1NKqVbLuaUnoJRqNl8D1wDTgM+q3fd74EfgvFM5IWNMGVbA1tznLeHkBPxNmUMpUNqSc7CVGGP+V71RRPphveZzRSTRGLPy1E9NKaVaL11JVurMsRHYghUQVxCR4UAf4IPaDrI/pp9dS3uDObci8kSl8y6p9LH/bPv+GjnJldtE5B4R2SMiBfbXexrzQOvKSRYRHxF5RkR22efMEJEVlVdTRaSniLwuIjtEJMdOUdggIrdVO9dsrFVkgLhKj+2J2p4fEbnQ/vmPdcx5tYikiYhLpbZuIjJXRFLsdJh4EXlBRLwa8zzUxxizDet3wRl4spb5nC8iv4hIlv1cbRWRO+qY+yAR+VxEUkWkUEQSReRjEelSrd+tIrJRRPJFJNs+/5hazmfsXPOJ9vOSJyJJIvKQfb+/iLwnIofs+74XkQ7VzlH+O9BHRF4WkYP2uGtFpNY3g02Y30Ui8puIpNt9E0TkKxHpXq1fiIi8Yd9fZKe6vC0iwbWNr5RqXXQlWakzywfAv0QkzBiTZLfNBA4B35+E8b4CQoBZwD+AXXb7vkYcew/QHngLyMFaBX9ZRAKMMTWCuoaIlTe8AusNwRfAG4ATMAi4GPjE7joeGIv1fMQBXsCVwNsiEmiM+afd7y3AB7gUuA9It9u31jGFX4AU4Ebg5Wpz6waMBF42xhTbbUOAxUCWPdYBYADwR+AcERlX3vd4GWMWich+YJyIeBljcu2xZwFvAmuAZ4BcYBLwhoh0McY8UGnuFwNf2n3eBWKwXrcLgL7Yr7WIPAc8CKwDHgG8sX4vlojINGPMj9WmNwj4HfA2MAe4CnhWRAqAm4B44Amgq/2czAHOr+VhzsFa0X/OHvN24GcRudAYs6jS42jU/ERkHPAtsA34J9br08Eeuyuwx+7XEVgNuALv2c9DV+BOYIKIDDXGZNcyX6VUa2GM0Zve9NaKb1hBnwH+ArTFylF9xL7PA+uP/Iv2z0eBpdWON8DsWs57s33f+Ka21TK3m2tpywHCKrW7YgUwxdXaZ1v/VVU57xP2OSIqtb1ut82qZR6OSt971XY/sBTIBlzqG6eB5+IFu613tb7/Z7cPrtS2BdgNeFfre2n156ye134pcLSBPt/a5+tn/xyClQLzUS19/4sVcHaxf/YE0rDeZIXW9bwCPYAyrDcprpXu72D//sUDTtV+58qAEdVe/xS7/eVq4/zLPqZHLa/N2mpjhmH9nu+q1Nbo+VUaK7iB53W+/byEVWsfipUK9ERz/jvXm970dupvmm6h1BnEGJOBFRTdbDddBvgC77fUnOoxzxxb7cYYUwT8G+sTrt815UQi4gBmYK1kv1P9fmPlRpd/n1vpOHcRaQsEYK0E+wA9m/YwqvjQ/npjpTEEuB7YbozZaLf1A/oDHwFuIhJYfsMK5HKByScwj8qO2F997K9XAG7Ae5XHtcf+DusNQ3m6wgVAIPCSMeZA9RNXel6nYV0Y+rz9Opbfn4z1JqcT1spxZauNMWsr9S3CepMkVFuJB5bbX7vV8vj+XW3MJGAe0FNEeh3H/MpXfy8XkVo/bRURX6xPJ74FCqo9h/FYq+3N9foppVqIBslKnXk+ALrZuZYzgXXGmJ0tPKfa7KqlrXyekU08VyDgD2w2xpj6OopIGxF5UUQSgHysNIo0rLQD7PMcF2PMdmATcJ0duIOV2hHBsQAaoDx4e9Ieu/LtEFYKSLvjnUc15cFxebBcPvaiWsZeaN9XPnZ5ULqpgTE621931HLfdvtr9dc0tpa+h+2vcXW0t63lmMb8HjVlfq9iPd7XgUwR+VFE/igiQZWO6YH19/MWaj6Hafb9zfX6KaVaiOYkK3XmWYCV3/o4MAErR/J4nOz/H2oLZuU4z1V+XL0Bsu0jrFXAt7HKt2VifTw+FSv3+EQXDz4E/gNMxApEb8RKYZhXy3xfAn6u4zyH62hvqv5YKSzlQWn52DdipTfUpnrfhp7X43nd6qwMYqzKIY0dpzG/R42enzEmQ0SGAedi5WmPxfqE40kRmWqMWV3pfP+j6pufyvIbO6ZS6vSkQbJSZxhjTKmIzAEexvpD/UkDh2RipRtU19jV3MYEprXpXUtb+SpnbauM9UnDCioH1tfJvrjvYmCuMeaOavfVdlHY8Ty2j7Byk28UkZVY6Q0LjTGVA9K99tdSU+nisuZmP6ZOwKJKaSblY6c3Yuxo++sgjq0y16b8Qs0+1Lxos/x1bupr2li9qXkxZfXfoybNzw7Sl9o3RKQ/sAF4FLgIK53CYOU3n7TXTynVsjTdQqkz05tYH+XfYRq+wn4PMEpEPMsbRMSfaqXk6nHU/lpboF2f60QkrNKYrlgruaU0sRKHnRv7MdBbRG6pfr+dFwzHVi+l2v0hwK21nLrJj80Ykwb8hJUPfh1WukP11cZNWB/z3yEiNd6MiIiziDT1+ax+jn5YqTclwN8r3fUZ1sWdT4qIRy3H+cqxDWl+wUpH+bP9HFXvW/48ll8c+IBULXEXgvV7tJ+GUzaO13327075mGHAtUC0MaY8FaPR87PziqvbjfWGMwAqcv9/BC4TkZHVO4slqHq7Uqp10ZVkpc5AxpgErKv/G+NVrI+NF4vIXKzd5W7DChwas63xeqzKAX+zg+tcIK7yRVl12AOsFZE3sSpdXAsMA/7PGJPYyLlX9ihWisO7IjIZ6wI4wVoFdQZuMMbkiMgvwPUikm/PvRNW2bA4aua8rrG/Pici87CqQmy3c4/r8yFwCVY6RTZWJYQKxhgjIjdglYDbKiLvY+XLemKVEbsM65OA2Y143M4icr39vQtWLuw5wIVAHnCdnSJQPnaSiNyJVc5tl/2a7weCgH7AdKzV1XhjTJ79puMLYLuIlJeAC8K6qO9fwHxjTLSIvIBVYm2ZiHzKsRJrbew5nKyNV5yB5SLysT3mHVhVXSrqVTdxfu/YgfYv9vPiAVxt959Tadw7sX7Hltmf3GzCWniKxLpQcA6N/zeolDoNaZCs1FnOGDNPrI0a7sYKemKxtjQuA0Y04vgEEZkJPIRVm9gFK0hsKEh+BWuV9R6gI5AA/MkY89/jfByHRWQUVg3cy7BKqeVgXcT1SqWu1wPPYlXQuAkr/eBvWHm7H1Q750qxNri4A6tqRvnGHA0Fyd9zLI3lXWNMjfxUY8xmERmEFQxfYo+Rg1UdYTbwa+MeOW4c2/a7ECvtZCfwGPCBMeZgLWN/ICJ7sMoG3o71xigdK73iMeBgpb7f2heBPoJ1oZo3kIoVIG6r1O8hEYkB/oD1/BZh/Q5ca4wpr05xMtyI9dz91X4cW7HK51VJD2nC/OZiVYe5CevNwBGs5/MKY8yXlc6XaNe6fggrKL4e601UIlaVkOq7XiqlWhlp4EJwpZRqVmLtULcE+L0xZnbLzka1VmLtfPg40NkYE9+ys1FKnYk0J1kppZRSSqlqNEhWSimllFKqGg2SlVJKKaWUqkZzkpVSSimllKpGV5KVUkoppZSqRoNkpZRSSimlqtEgWSmllFJKqWo0SFZKKaWUUqoaDZKVUkoppZSqRoNkpZRSSimlqtEgWSmllFJKqWo0SFZKKaWUUqoaDZKVUkoppZSqRoNkpZRSSimlqnFu6QmcLIGBgSYiIqKlp6GUUkoppU4TGzZsSDfGBDWm7xkbJEdERBAVFdXS01BKKaWUUqcJEdnf2L6abqGUUkoppVQ1GiQrpZRSSilVjQbJSimlzigPfL6Fz6MSW3oaSqlWToNkpZRSZ4zs/GI+35DE/M3JLT0VpVQrp0GyUkqpM8aWxCwAdqYcwRjTwrNRSrVmGiQrpZQ6Y2y2g+TM3CJSjxS28GyUUq2ZBslKKaXOGJsSDuPiJADsTMmucf+hnIJTPSWlVCulQbJSSqlWIbewhPmbD7Ap4XCt9xtj2JyYxeTe7QHYmXykyv3r4zMZ/syvFavNSilVnzN2MxGllFJnjud+3s3slfHkF5cS6ufB8gcn4HBIlT77M/I4nFfMud0C2Z6czc6UqkHyop2pAKyNzWBguN8pm7tSqnXSlWSllFItalPCYWIOHa3z/oyjhbyxdB8jIgO4e0JXDmTlszYus+Z5Eq0V5oEd/egd4lNjJXnZ3nQAth6omYahlFLVaZCslFKqxZSVGW6bs4Env9tRZ5/y9Ig/jO/KXRO60sbNma82JtXotykhCy9XJ7oFe9M7xIf4jDyOFpYAkJZTyK6UI4jA1iRNt1BKNeykBcki8r6IHBKR7ZXaXhCR3SKyVUS+FhE/uz1CRPJFZLN9e7PSMUNEZJuIxIjIyyIitY2nlFKq9dl18AjpRwvZmpRdZ8m2TQlZODmEfqG+eLg6MbVfe37clkJeUQmbE7O4ZfZ65m8+wIb9hxkQ7oeTQ+jdwQeA3XbKxcoYaxV5ar8QEjPzOZxbdGoeoFKq1TqZK8mzgSnV2hYCfY0x/YE9wMOV7ttnjBlo3+6o1P4GMAvoZt+qn1MppVQL2puaw2WvryTjaNNLri23UyCy84tJOpxfa5/NiVn0aOeNh6sTAJcPDiO3qJT/LNrLDe+tZemeNO79ZDM7ko8wqKOVa1weJJfnJS/bm4a/pwvXDOsIaMqFUqphJy1INsYsAzKrtf1ijCmxf1wDhNV3DhEJAXyMMauNtcQwB5h+MuarlFLq+CzYcZCNCVn8uutQk49dticNTzv43VZL4FpWZtiSmFUR/AIMiwggzN+Dt5fF4uPuwtK/jOfN6wczqXc7pg8MBaC9jzv+ni7sTLY2FVmxN51zugbSP9wXgK1a4UIp1YCWzEmeCfxU6efOIrJJRH4TkXPttlCgcuJZkt2mlFLqNFGeM/zb3rQmHZdXVEJU/GGuHBKGs0NqDZL3pR0lp7CkSjUKh0O47dxIIgO9+Oi2EYQHeDKlbwjv3DiUbu28ARAR+nTw5cdtKTz53U4O5RQytlsQPu4uRAZ66UqyUqpBLRIki8jfgBJgnt2UAnQ0xgwC7gc+EhEfoLb84zr3GRWRWSISJSJRaWlN+89aKaVU05XXJgZYsTed0jLrv+gnvt3B/M0H6j12bVwmRaVlnN+7Hd3bebPdDlzXxmZw+RurSD9ayCb73JVXkgFuGh3Br38eR6e2XnWe/7GLezMg3I/Zq+IBGNMtEID+Yb5sTcrCGMNnUYms2pfe9AeulDrjnfI6ySJyE3AxcJ6dQoExphAotL/fICL7gO5YK8eVUzLCgOS6zm2MeRt4G2Do0KF1BtNKKaWaR9LhfNKPFjG8cwDr4jLZkpSFMTB7VTwLd3pwcf8OODlqv9562Z403JwdDIsIoF+oLwt2HsQYw5u/7WPD/sM8+d1OvN2d8XZ3JjKwTY3jG7qOu0d7b+beMoI9qTkkZ+XTwc8DgP5hfnyzOZlHv9nOvLUJhAd48NtfatZdVkqd3U7pSrKITAEeAi4xxuRVag8SESf7+0isC/RijTEpQI6IjLSrWtwIzD+Vc1ZKKVW3LXY5tbsndEXECnzfWRaLCBzIymfJ7rrzlJfvTWdEZFvcXZzoG+ZLVl4x6+MPs3RPGmH+Hny3JZnvNiczMNzvhALY7u28Gd8juOLn/mFWXvK8tQn0CvEhMTOfNbEZx31+pdSZ6WSWgPsYWA30EJEkEbkFeBXwBhZWK/U2FtgqIluAL4A7jDHlF/3dCbwLxAD7qJrHrJRSqhm8uzyWH7elNPm4zQlZuDk7GNWlLf1DfflyYxILdh5k1thIgr3d+N/a/bUetyT6EDGHjnJeTyt47RdqBa6Pf2vVS557ywi6t2tTIx+5OfTp4EuIrzvXjujIl3eOwtvdmc+iEpt1DKVU63fS0i2MMdfU0vxeHX2/BL6s474ooG8zTk0ppc5qRSVlfLI+gWkDQvH1dOG3PWk8/cMuwgM8uLBv+wbTGCrbnJhF31BfXJwcjOsexMuLY3B1cnDLmM64OTvxyuK9JGbmER7gWXHM0cIS/vbVNroGt2HG8HAAerb3xtkh7Eo5wrjuQXQO9OK5y/tz3btrGds9qFkfv4erEysemliRBjJ9YCifRSXyZH4xvh4uzTqWUqr10h33lFLqLPPLzoP8ff4Orn9vLQey8nn4y624OjtIzMxn+4EjDZ/AVlxaxrYD2RUrveXB7KWDQgn2duea4eE4RJi3NqHKcS8uiCblSAHPXd4fN2er/Ju7i1NFZYprhlu1jAd19Gf7ExcwLCLghB9zdZXzpK8aGk5hSRnfbqnzkhel1FlIg2SllDrLbErIwsVJiD6Yw3kvLSXlSAFvXT8EZ4fw/baGA8XSMkNJaRnRB3MoLCljgB0kD+7oz6MX9eLPF3QHIMTXgwk9gpm/+UDFbnp7UnP4cHU8N47sxJBO/lXOO6JzAKF+HpzX61j+8Km4mK5vqA+9Qnz4QlMulFKVaJCslFJnmU0JhxkY7sdbNwyhzMCssZFM6BnMOV0D+XFbSp3bQwOUlJZx9Vur6fvEAu75eBMAg+wg2eEQbj03kmBv94r+5/UKJiW7gH1pRwH4eftBAO45r1uNcz88tSc/3nsuLk6n9k+TiHBBn3ZsPZBNTkHxKR1bKXX60iBZKaXOIkUlZWxPPsKgjv5M6BnMhkfP569TegJwUb8QEjPz2XYgm+LSMpKzam4T/dqSfUTtP8yk3u3xdHViuL37XV3GdLVqEy/bY9UiXhJ9iP5hfgS2cavR183ZqcVyggd39McY2JKom4wopSynvE6yUkqplrMr5QhFJWUVecTe7seC0sl92vHI18ILC6JJyMwj6XA+398zhl4hPgBsSczi5cV7mT6wA/+ZMahR44UHeNI50IsVMelMHxTK5sQs7q1lFbmlDezohwhsTDhcsemIUurspivJSil1FtmUcBiouYMdgJ+nK2O6BbJ8bzqers54uDjx6uIYAPKLSrnv082083bjyWlNKzg0pmsgq/dlsGhXKsbAhEo1i08XPu4udA1qw0b7+SmXU1DMkt2HyMwtaqGZKaVaiq4kK6XUWWRTYhbtfdwJ8a09ReLp6X2JOXSUsd2C+NfCPby2NIa9qTnMWb2f2PRcPrptRJNTIs7tFsjcNft5ZfFe2nq5VtREPt0M7ujPzzsOUlZmyCks4Y8fb2JlTDolZYbhEQF8Mmuk7sqn1FlEV5KVUuossikhq9ZV5HJh/p6M7xGMwyHMHNMZDxcn7vl4E3PX7OfWMZ0Z3aXpqQijurTFySEkZuYzrnvQaRtoDu7kR3Z+MXEZucxZFc9ve9K45dzO/On8bqyLz+T9lXEtPUWl1CmkQbJSSp0lMo4WkpCZ1+gd7AK8XLlhVCd2H8yhe7s2/OWCHsc1rre7S0UFjPE9T79Ui3KDO1ol6Vbvy+DD1fGM7xHEwxf24t7zunF+r2BeWBBdUaVDKXXm0yBZKaXOEpsTswBrk47Gun1sF6YN7MAr1wzG3cXpuMc+r1c73F0cjD2NL4rrEtQGb3dn/rNoD+lHi5g1NhKwSsT947J+eLg6cfVba3jrt30cLSxp4dkqpU42DZKVUuossWxPGq7OjiblBAd4ufLfGYPo0d77hMa+9dzOLPnLePw8XU/oPCeTwyEMDPcj/WgRfUN9GBXZtuK+YG935swcTs/23vzzp91Me3UFZWV115NWSrV+9QbJIpIjIkfqup2qSSqllDoxhSWlzN+SzOTe7fBwPf4V4ePl4uSo82LB00l5ysWssV0QqZo73T/Mj//dOoK/X9ybfWm5xKZr6oVSZ7J6q1sYY7wBROQp4CAwFxDgOuDElhWUUko1SlmZYU1cBsMiAmrsRvfz9hQ2JWbx1yk9awR1lS3aeYisvGKuHBp+sqfbqs0YHo6TQ5jat32dfcb1CILvISr+MF2D9U+hUmeqxqZbXGCMed0Yk2OMOWKMeQO4vKGDROR9ETkkItsrtQWIyEIR2Wt/9bfbRUReFpEYEdkqIoMrHXOT3X+viNzU1AeplFKt2UsLo7n2nbU899PuKu2frk/gznkbeeu3WH7ddajec3y+IZEQX/eKHfBU7UJ8Pfjjed1wrmdr7MhALwK8XNmw36qpXFpmeG9FHHtTc07VNJVSp0Bjg+RSEblORJxExCEi1wGljThuNjClWttfgV+NMd2AX+2fAS4Eutm3WcAbYAXVwOPACGA48Hh5YK2UUme6bzYd4LUl+wj2duO9lXFs2H8YYwxvL9vHQ19uY2y3IDq19eRfC/dgTO05sgezC1i2J43LB4fhdJqWX2tNRITBHf0rguQVMen83/c7ueTVlXy1MamFZ6eUai6NDZKvBa4CUu3blXZbvYwxy4DMas3TgA/t7z8Epldqn2MsawA/EQkBLgAWGmMyjTGHgYXUDLyVUuqMsyM5mwe/3MqIzgEs+NNYOvh68OAXW5g5ez3/+HE3U/u15+0bh3Dved3YmXKEBTsO1jhHWZnhvRWxlBm4YkhYCzyKM9PQCH9i03PJOFrIN5sO4OPuTP8wX+7/bAvvLo9t6ekppZpBo4JkY0y8MWaaMSbQGBNkjJlujIk/zjHbGWNS7POmAOVFM0OBxEr9kuy2utqVUidBXauR6tR7bUkMHi5OvHn9EPy9XPnnZf3Yl5bLyn0ZPDWtD69dOxg3ZyemDQwlMsiLfy/cW6XiwsqYdC7873LeWR7HlD7tiQj0asFHc2YZ0sn6QHNFTDoLdhzkov4hzLt1BMM7BzBn9f6Kf0dR8Znc+uF6nvt5N7/Yu/kppVqHRgXJItJdRH4tzy0Wkf4i8mgzz6W2zwBNPe01TyAyS0SiRCQqLS2tWSen1Nkgv6iUkf/8lTmr41t6Kme9A1n5LNiRyozh4fh7WWXTxnYP4u0bhvDDPWO4cVRExYV6Tg7h3vO6EZ2aw5JoKzf5SEExt34YRWFJKa9cM4jXrxtc51iq6fqF+uLq5OClX/aQV1TK9IGhODs5uGxQKAmZeexItgpA/XvRHpbtTeedZbHMmruBlfvSW3jmSqnGamy6xTvAw0AxgDFmKzDjOMdMtdMosL+WX22SBFS+7DoMSK6nvQZjzNvGmKHGmKFBQUHHOT2lzl6bEg6TeqSQFxdEk5VX1NLTaXbP/bybmbPXn/TV8uLSMv71SzTJWfkN9jXG8Mm6BGIOVb3oq/yNyo2jIqq0T+7Tnm7talZUmNovhMA2bny8zvrgbf7mZPKLS3n5mkH8bkCH03Yr6NbK3cWJvqE+JGTm0cHXnWERAQBc0Kc9Tg7h+60pxKfnsjImg3smdGXDY5Nwcgjr4qpnICqlTleNDZI9jTHrqrUd73ZD3wLlFSpuAuZXar/RrnIxEsi20zEWAJNFxN++YG+y3aaUamZr4jIRgZzCEl5fuq+lp9Psvt2czOLdh/hlZ2pFW3JWfrMHzd9tSeblxTF8si6hwb4/bEvhr19tY/prq1iy21ozyC8q5ZN1iVzQpx2hfo2rLezi5ODKoWEsiT7EwewCPlqbQO8QnyZtHKKaZqgdGE8bFFrxJsTfy5XRXdry47YUPl6XgJNDuHpYOL4eLvTp4MP6eA2SlWotGhskp4tIF+w0BxG5Akhp6CAR+RhYDfQQkSQRuQV4FpgkInuBSfbPAD8CsUAM1sr1HwCMMZnA/wHr7dtTdptSqpmti8ugTwcfLh8cxuyV8SQdzmvpKTWbxMw8DmTlIwIvLIimtMzwn0V7GP3sYv7x465mC5SNMbz1m3Xh1urYjHr75haW8PT3u+jZ3puOAZ7c8uF6Zs2JYtbcKLLzi7l5dOcmjT1jWDilZYbH5m9nV8oRrhnRsd7ayerEjO8RhKuzg8sHV70g8uL+ISRk5jF7VTyTerUj2McdsPKYNydmUVRS1hLTVUo1UWOD5LuAt4CeInIA+BNwR0MHGWOuMcaEGGNcjDFhxpj3jDEZxpjzjDHd7K+Zdl9jjLnLGNPFGNPPGBNV6TzvG2O62rcPjuNxKqUaUFhSyqaELEZ0bsv9k7ojAq8ujmnpaTWb8o+575nYjZhDR7ltThT/WbSXyCAv3lkex2PztzfLRVVLog8RnZpD50AvNidmkV9kVct8e9k+/vjxpoqfAV5dEsPBIwU8c2k/vrhzFJcPDiM2PZfYtFwm927HsIimVbvs1NaLc7q2ZeHOVDxcnJg2sMMJPx5Vt9FdAtn2xGS6Brep0j65t5VyUVhSxnUjO1a0D4sIoKC4jB3J2ad6qkqp41DvjnuV7DfGnC8iXoDDGKMV05U6w2xJzKawpIwRnQPo4OfB7wZ04IetKTxxSR/cXU79NsYnKr+olHlr9zNtYChB3m6si8vE18OFe8/rxtLoQyzefYjJvdvx+nWDefGXPbz52z5cnZz4++96n9C4b/4WSwdfd/42tRe3zokian8mwyICeGVxDDkFJaQfLeTNG4Ywf3My7y6P5YohYRWVEl64csAJP+5rhndkZUwGF/cPwcfd5YTPp+rn5lzz34a/lyvjuwcRl5HLOV2Obd4y1H6do+IPM6ijlvtX6nTX2JXkOBF5GxgJ6Gb1SrUi+UWlPPvTbvZn5Nbbb63og7rmAAAgAElEQVSdGjC8s5VneXH/EHIKS1i+t+6r8dNyCikpPfbR8bq4TJ77eTcFxY3Za+jkOZhdwJVvreLpH3bx3M/WLnVr7W2dnRzC81f0587xXXj5mkE4Ozl4aEoPbh4dwfsr4/i4EXnEddmYcJh1cZnccm4ko7q0xdkhrN6XwaJdqeQUlHDtiI6sjs1g6NOLeOyb7QwM9+PhC3s218MGrFXMW8d05u6JXZv1vKpp/jNjIF/eMbrKBZPBPu50auupeclKtRKNXUnuAfwOK+3iPRH5HvjEGLPipM1MKdUsnvt5N7NXxbMz5QhzZg6vs9+6+Ex6tvfGz9MqN3ZO10D8PF34fmsyk3q3q9E/M7eIiS8upV+YLx/OHE5mbhG3z43icF4xmxOyePvGIXi3wEpmYmYeV7y5iqMFJYyKbMs3mw5w3YiOxGfkcd2ITgD0bO9Dzyk+FceICI9e1Iu49Fwe+2Y7nQI8GX0c2ze/uXQfvh4uzBgWjpebtbnEmtgMdh/Mob2PO/83rS8jOgfwxYYkZo7pzPjuQc2eM+zq7ODRi09sNVyduLp+94d2CmBJ9CGMMZovrtRprrGbieQbYz4zxlwGDAJ8gN9O6syUUids2Z40Zq+Kp3OgF8v2pLGqjhqtxaVlbNh/mBH2KjJY1RKm9GnPop2pta4Mz129n5zCElbty+CJb3fwl8+3kF9cyl8md2d9fCZXvbWGz6ISST1ScNzzXxWTzoer4pt0zAcr48nMLeKLO0fz4lVW+sJ9n24GYERkQJ3HOTs5eOXaQXQO9OKWD6NYFdO0erYxh46ycFcqN43qhJebtf4wqktbtiRl89ueNC4dHIqTQ5g2MJS5t4xgQo9gDZLOQsMi/MnMLSI2vf5PdpRSLa+x6RaIyDgReR3YCLhjbVOtlDpNpR8t5IEvttAtuA3f/OEcQnzdee7n6FqrOPy8/SB5RaWMiGxbpf3i/h3ILSplafShKu0FxaXMWR3PxJ7B3D4uknlrE1i+N52/X9yHuyd2450bh5KZW8iDX2xl5D9/5dddqTRVbmEJ9366mSe+20FCRt1VNjbsP1zx8XVhSSlfbUpicp/29ArxIdTPg2kDQ4nPyMPL1YneIT51ngfAx92FebeNoGOAJzfPXs9n6xPZkZxNWk5hgxf1vbMsFlcnBzeOjqhoGxnZltIyQ2mZ4fLBulGoOlY2bm1szZSLw7lFfLY+UXflU+o00ah0CxGJAzYDnwEPGGP0LbBSLexQTgH+nq64ONV8r7snNYeZs9eTlVfMezcNw9fThfvO786DX27lp+0HmdovpKLvlsQsHvhiCwPC/ZjYM7jKeUZGBtDWy5XvtqYwpe+xY77cmERGbhG3nRvJ8M4BHM4twsnh4Jrh1r4/E3oGs+bh89iVksOsuVF8sDKe83pZKRsFxaUUlpTh62F9HF1cWsYWuyyWwyEMDPfD3cWJN5buIy2nECeHMHdNPH+7qPYUgge+2MKhI4Usun8c6+MzycorZsawY/sP3Tk+kq82JTEkIgDnWp6r6oK93flk1khufH8dD365taLd2SG083Hn2hEd+f05EXi6HvvvM/VIAV9vOsDVw8IJbONW0T60UwAuTkLvEB+6BtfcAESdfboEeRHR1pNvNh/g2hEdq9z3wi/RfLQ2ATcXB9MG6psqpVpag0GyiDgBHxhjnjoF81FK1SI+PZfk7HxG21fK7z54hKn/XY67ixODO/pz7/ndKnb8WrUvnVlzNuDh6sSnt4+ir72ZxGWDQ3l/ZRyPfL2N3iE+RAR6EZ+eyy0fRhHYxo13bxxao4qFs5P1x/qDVXHM33yAaQNDKSop493lcfQP82VkZAAiwvNX1KzKICL07uDDFUPC+O+vezmQlU8HX3dumxPFqn0ZjOseRJcgL77ZnExaTmHFcZGBXvx5cg/eXh7L9IEdKC4zfLo+kfsmda8SmIK1EUhsmvWe/dFvtpNfXEKon0eVigJdg715Zno/erSvWqarPv5ernx552i2J2dz6Eghh3IKSD1SwPYDR3hhQTQfrornT+d356qhYaQfLeLeTzZRUlbGbedGVjmPh6sTT0/vS5egxo+tzmwiwozhHXn2p93EHDpaUT4uLaeQLzYkAfD8z9Fc0Kd9q6wqo9SZpMEg2RhTKiITAA2SlWohf/1qK5sSstjw2CTauDnzw1ZrL5/LBoeyeNchZs5ez9d/OAeA2+duIMTXnQ9nDqdDpd3anJ0cvHXDEKa9tpJbPlzPredG8swPu3ByCJ/MGkGQt1utYz84pQc7krP582dbSM4q4IsNicSl5/Lm9YMblVN7+eAw/rNoL19vTKJPqC/L96YzoUcQu1KOsDT6EBN6BHPFkDACvFxJP1rEP37cxV0fbcTdxcGDU3pyICufH7am8M2mZIK83Xh/RRz/N70PXYO9WWHnDV8+OIwvN1oBxv2TutfYgrn6il1juDo7GFxLma6o+Eye/Wk3j3y9jXeXx3I4r4iC4jJeuGIAHdt61uh/9bCmj63ObJcPDuPFBdF8si6h4iLL2aviKC4t4+npfXn0m+3MXhXPHeO6tPBMlTq7SWN2mRKRZwBf4FOgItXCGLPx5E3txAwdOtRERUU13FGp09DWpCy6t/PG3cWJuPRcJry4FICXrhzA5UPCmPzv3/D3dOXT20eRdDiP6a+tpI19sdjRwhK+uescwvxrBmwAa2IzuP7dtZSUGYZ28uc/MwbW2bdcTkEx17yzhu0HjtAxwJMnLunNxJ41K17UZcbbq0k9Uoibs4P84lIW3jcOZ4eQV1xaMe/KY/1n0V56hVir0MYYLnp5BXHpueTbFxDOGBbOs5f3595PNrEyJoPVD0/kstdXsSM5m5V/nUiIb+O2cj5exhgW7TrEiwuicXNx8O+rB+pqsWqSP8zbwOp9Gax55DyKSw2j//kro7sE8uYNQ5g5ez3r4zJZ+sB42rap/c2rUur4iMgGY8zQxvRtbAm40fbXyqvJBpjYlIkp1RoVl5bhEMHJ0fCq6ebELAQYEO4HWGXSvtqYxM2jIxqVDwvw7vJYnv5hFxf1D+G1awfz6fpEnBxCgJcr87ckM7iTP3tSj/J3ewUqzN+Tt24YwjVvrwXg41kj6g16R0a25fXrBpN0OJ8bR3Vq1Ly83V2YO3MES/cc4sK+IU3+GPjywWE88IWV3/vqtYNwdbbGrB4gl4/1WKUSZiLCHyZ04S+fb+Evk7sTm5bLt1uSefTi3qyMSWdM10Bc7FXy6NSckx4gl89pUu92TOrdTkt5qeMyY1hHftx2kKe+20lyVj5HCkq4Y7y1cvzI1J5M/vcy3vxtX525+Eqpk69RQbIxZsLJnohSpyNjDFe8sYpObb14+ZpB9fb9dVcqd/xvg52+MIpeId7cNieKDfsPExnk1aiV1/IAOdTPgx+2pnDpwFS+2JDEhB7BdG/XhreWxfLR2v0ATO5z7HxDOgUw55bhFd83ZHKf9g32qc7fy5VLB4U1+TiAqf1CePzbHXQLbsNFlS4abKyL+3dgat8QHA5hw/7DfLXpAC8uiCb9aBHn2PWMO/h5VEkvOVU0QFbHY0zXQDoHejFvbQL+ni7cOqYzA+03112DvZk+KJQ5q/dz27mRBPu4t/BslTo7Nba6RTvgH0AHY8yFItIbGGWMee+kzk6dMq8tiSE7v5hHpvZq6amcVpbvTWdLUjZbD2Rz/6TuRAR61dqvPEDuFeLD4bwibv1wPUM6+bNh/2FcnISl0Wl1Bsn5RaXM33yAj9YlsDUpm6n92vPilQP43SsruPvjjRQUlzFjWDjhAZ68vnQf762Io2+oT43V4pHVyredTrzcnPnotpEEe7sdd1BZnmc8uKMf3YLb8OHqeICKIFmp1sThEL68czR5RdbFptX/XfxxYjfmb07m9aX7eOKSPi00S6XObo2tkzwbWAB0sH/eA/zpZExInXrRB3P418I9fGVf+KSOeWd5LIFtXHFxOHh/ZVytfXalHOHOeRvpFeLD3FtG8MHNwykqKWPBjlTun9Sdcd2DWLz7UI36xEcLS3htSQxjnlvMX7/aRkFxKU9e0of/zhiEp6sz/7i0HwXFZbTzcWN8jyB6tPemZ3tvygxc0LvpK8EtbWC4X7Os9IoIVw8LxxiIDPJqkdVjpZpDgJcrYf6etb5xjAj04orBYXy0NoGU7PwWmJ1SqrFBcqAx5jOgDMAYUwLU3IKrEUSkh4hsrnQ7IiJ/EpEnRORApfaplY55WERiRCRaRC44nnFV7YwxPPndDkrLDOlHi8grKmnpKZ02og/msHxvOr8/pzOXDOzA51FJZOUVVemTV1TC3R9txM/DhfdvHoavhwtdg9vwv1tH8OhFvbhnYlfG9wgm6XA++9KOlRcvLCnl2nfW8MKCaPqF+fLprJEs+NNYbhodUVH3eERkWx67uDeP/65PRd7wpYOs2qlT+ra+ILk5XTY4DDdnB2O7BbX0VJQ6ae45rysGwzVvr6mxoY9S6uRrbJCcKyJtsS7WQ0RGAtnHM6AxJtoYM9AYMxAYAuQBX9t3/7v8PmPMj/ZYvYEZQB9gCvC6XbtZNYMFOw6yal8Gw+3tiJMOn9krFk3Zyerd5bF4uDhx3YiO3HpuZ/KLS5m3NqFKn8fn7yA2PZf/XD2wyiYS/cP8uPXcSESE8T2sQK7yH7mnv9/F1qRs3rhuMLN/P5wRkW1rXU26ZUznKht/zBzTme/vGUO3dmf3xhQBXq788Mcx/Hly95aeilInTZi/Jx/+fjgOEW7+YD3P/by7paek1FmlsUHy/cC3QBcRWQnMAe5phvHPA/YZY/bX02ca8IkxptAYEwfEAMObYeyzXlmZ4dmfdtOzvTcPXtADgMTMurf/PR0s3JnKq4v3HtexB7LyGfDkL3y9qeG0kpTsfOZvTubKoWH4ebrSs70P53YLZPaqeArsMmQrY9L5fEMSd43vyuh68mLD/D3pFtyGpdFpAMzffIC5a/Yza2wkFzbxIjYXJ0fF5iBnu67B3ni7u7T0NJQ6qUZ3DeSnP53LBX3aMafS/z9KqZOvUUGyXQ95HFYpuNuBPsaYrfUf1SgzgI8r/Xy3iGwVkfdFpLyKfyiQWKlPkt2mTtDq2AziM/K4c3yXigvSEmoJkvOLSmvk07aEQ0cKuP+zzbz4yx72ZzR9Z/QPVsSRU1jC8z9H1/qHpvJjfHVxDAbDrLHHdlD7w/iupOUU8pG9mvzfX/fSzseNuyd2bXDsCT2DWRuXwVPf7eS+TzczpJM/D9hvTJRSqj5uzk7MGN6R3KJSVu1Lb+npKHXWaFSQLCJXAh7GmB3AdOBTERl8IgOLiCtwCfC53fQG0AUYCKQAL5V3reXwWiM2EZklIlEiEpWWlnYi0zsrfBaViI+7Mxf0aU9bL1c8XJxIzKyabnE4t4gR/1jEu8trv2jtVHrq+50UFpfhEGvuTZGdX8zH6xLo0c6blOyCikA3v6iUz6MSufT1lQx7ZhHbD2STmJnHZ1GJXD0svEoFiVFd2jIyMoA3ftvHb3vSWBeXyR3jujSqZvD4HkEUlxreXxnH1cPCef/mYRW5x0op1ZDRXdrSxs2ZBdtTW3oqSp01GvtX+jFjTI6IjAEuAD7ECmpPxIXARmNMKoAxJtUYU2qMKQPe4VhKRRIQXum4MCC5thMaY942xgw1xgwNCtILeqozxhCfnosxhuy8Yn7afpDpg0Jxd3FCRAgP8CDxcNWV5M83JHKkoIS3lsW26Md8S6IP8f3WFO62L4T7PCqJktKyRh//0doEcotKeemqAZzTtS2vLYnh601JTHxpKQ98sZXs/GJcnRxc+84aHv5qGyLC3RO61TjPn87vTlpOIX/43wYC27hxzfDGbTk8PCKAP57XjU9mjeSfl/XH10PTBJRSjefm7MSEnsEs2pVKabVrK6LiMzUNQ6mToLFBcvm/vouAN4wx8wHXExz7GiqlWohI5eTMS4Ht9vffAjNExE1EOgPdgHUnOPZZ6cdtBxn/4lKe/G4nX21KoqikjKuGHnv/Ee7vWSUnuazMMG9tAkHebqQfLeSbTQeaPGZeUQn70o6e0LxLSst46ruddAny4vZxkcwYFs6hnMKKHN+GHC0s4YOVcZzTtS19Q335y+QeZOQWcd+nW/DzdGXerSP49f5xfHr7KLzdXVgRk851IzrS3rdmAf+RkW0ZFdmW3KJSbh8b2eid55ydHNw/qftpXctYKXV6m9KnPRm5RUTFZ1a0LdqZyhVvruZ/a+q7tEcpdTwaGyQfEJG3gKuAH0XErQnH1iAinsAk4KtKzc+LyDYR2QpMAO4DsFM8PgN2Aj8Ddxlj9C3zcfhhWzIuTsLsVfE8/cMueof4VLkILDzACpLLc3NXxKSzPyOPRy/qRZ8OPryzPLZJ1SGMMdw1byMXv7yC7PziE5h3CnHpuTxwQY+K1ZQgbzc+WV9/ysWyPWlM/vdv9H9iAYdyCrl9rLXl66CO/jwytSf/N70v3919Dud0DbRX0j35ZNZIZp7TmXsm1lxFLve3i3pxcf8QrhvZuFVkpZRqDuN7BOHq7ODnHQcBaxHi8W93ALB4t5aIU6q5NTbQvQprM5EpxpgsIAB44HgHNcbkGWPaGmOyK7XdYIzpZ4zpb4y5xBiTUum+Z4wxXYwxPYwxPx3vuGeixbtTGfx/C0nLKay3X0FxKUuj07hyaDiP/643ZcZw46hOVfqEB3iSW1TK4TwroP3fmv209XJlSt/2zBobyb60XP63dj/bD2TXqBdcm682HmBJdBr5xaX8tC2lwf61KSszvLYkhm7BbZhsb6Dh4uTgiiFhLIk+xBL7D0NBcSmvLYlhS2IWYOUaP/jFVgpLyrhnYjc+vm0kY7sfS8GZNbYLN4zsVFF/uPJz8Pff9SbAq+4PSvqG+vLqtYPxdG3UhpVKKdUsvNycObdrIN9uTmbRzlReWRzDgax8RkYGsC4uk5yC41+MUErV1NjqFnlAPHChiNwDhBhjfjmZE1ON8+O2g2TmFvHz9vqD0NX7MsgrKmVS73b8/pzObHpsElcPC6/SJ9zf2rksMTOPlOx8Fu1K5aph4bg5OzG1Xwhh/h78ff4OLn5lBRe9vKJGXlxlh44U8OR3OxgW4U9koBdfHUeqBsDCXansST3KXRO6VmxLDHD72Eh6h/hw25wo3li6j0teXcELC6KZOXs9Kdn5vLs8loNHCnjxygHcN6k7o7pomoNSqvW79/xutHF35lb7/77LB4dx3/ndKSkzrIzRyhdKNafGVrf4O9bFem2BQOADEXn0ZE6sNfh6UxL3f7a53mDxZFsTmwHA91vrD5J/2ZmKl6sTo+1g0c/TtcbmFeEBViWHxMN5fLXxAGUGrhlmpRS4ODn48s7R/O+WEdx3fncOZOXXWYooO7+Yez7eRGFJGc9d3p9LB4WyLi6zyTWYjbFWkTsGeHJx/6r1hP08XfnothEM7xzAcz/vJjO3mGcu7UtBcSm3z93Am7/tY0qf9gyLCGjSmEopdTrrH+bHovvH8exl/ZjSpz0PT+3J4E7+eLs7a8qFUs2ssZ8XXwMMMsYUAIjIs8BG4OmTNbHW4NP1iayJzaRXex9uq1RP91RJzMwj6XA+HXzdWRefyaGcAoK9a15sVlZmWLQrlXE9gnBzrvtCs/IgOSEzjy82JDGicwAd2x4rgdbOx512Pu4MjfDn3eWxfLMpmXOrbQscn57LLR+uZ39GHi9eOYDIoDZMHxTKSwv38O2WZO6a0HBN4XLL96azNSmbZy/rVyMtAsDb3doK+ptNBzi/dzsC27jh7+nKH+ZtxNkhPHRhz0aPpZRSrYWLk4MZwzsyo1J1nbHdg1gSnYYxptbdO5VSTdfYnOR4oHL05Qbsa/bZtCKlZYZtSdk4OYQXfokm5lDOcZ2nsKSUeWv3V+TSVpZbWMK8tfvrLO2z2l5FfuSiXhgDP28/SG5hCXfN28i5zy+m7+MLOP9fv/HU9ztJyylkUu929c6ljZsz/p4ufLs5mbj0XC4fElZrP3cXJy7s156ft6eQX3RsbnHpuVz+xioycov4360jmD7I2vMlPMCT4REBfLUxqUmbkry6OIYQX3cuG1z7PMrnMmN4x4otoaf2C+Hp6X15enpfOtsbpCil1JluQo9g0nIK2ZF8pKWnotQZo94gWUReEZGXgUJgh4jMFpHZWOXZTqyuVysXc+gouUWlPDSlB16uTvz5sy1NSrsoKilj/uYDnP+v3/jb19u5/r217E2tGmg/8e0O/vb1dj5YGV/rOdbsyyDAy5WpfUPoFtyG+ZuTuX3uBn7ansKgcH+uGBKGj7szs1fF4+wQJvQIbnBeHQM82X0wBw8XKw+5LtMHhZJbVMrCXVZh+0M5Bdz4/loM8OWdo2uUOrt8SCj70nJ54IutHGnExSXr4jJZF5/JrLGRuDo3rZDK9SM7VVlhUUqpM934Htanel9tPL7rP5RSNTWUbhFlf90J/AqUYdVMXnIyJ9UalK/8nt+rHX4erjz45VY2JhxuMAc2O6+Yfy2M5tstyRzOK6Zne2/+O2MgT/+wi5s/WM83d51DkLcbP28/yOcbkvB0deL9lXHMHBNRJVXCGMOa2AxGRgbgcAgX9Q/hP4v2AvDCFf25slL9490Hj3C0oAQ/z4ZLW4cFeLIlKZsL+7anjVvdvx4jO7elvY87n0cl4uwQXlkcQ3pOER/PGkmXoDY1+l8+OIyEzDzeWLqPlTHpTOwZTKi/Bxf361AlpaPcq0tiCGzjyoxhGuwqpVRDAtu4cdmgUN5fGYeTA/48uQcrY9LJyC3iyiFhmoKh1HFoKEj+CHgGmAnsx1p5Dgc+AB45uVM7vW1KzMLH3ZmItl4EervxyNfbWLz7UL1BcklpGXd9tJE1sRlM6dueSweFMr5HME4OoXOgF1e/tYapLy9nYo9gFu5KpW+oD3+e1IPfz17P1xsPVFkdTcjMIzm7gDvtFdtpA0OZvSqeeyZ2qxIgA/Rs79PoxxVub8N8RR2pFuUcDmHawA68tSyW5XvT8XF35vXrBzMw3K/W/s5ODh64oCfn92rHP37cxQ/bUsjKK2b1vgzm3jICgNQjBbyyeC9bk7LZmpTNQ1N64uHauM06lFLqbPfClQPwdnfmneVxzF4VT3Gp9elmcWkZ143o1MDRSqnqGgqSnwfaAJ2NMTkAIuIDvAi8APzp5E7v9LUlMYsB4X44HIKPuwvDIgJYsvsQD02p+2KxZ3/azYqYdJ6/on+Vne7AumL5w5nD+WBlHD9uT6Gk1PDvqwbSNbgNfTr48PayWCb1bsfS6DSOFBRX7GJXXtqsc6AXGx6dhJPjxFYLpg/qgDGmUTvDzRobSds2rgzq6M/AcD9carm4rrpBHf35/I7RALz0SzSvLYnhYHYB7X3deer7nSzckcrQCH/+eF43fn9OxAk9FqWUOps4OYQnLulDrxAfdqYcYWLPYN5bEcdT3+1kSCf/Ji2YKKVA6ruQSkT2At1NtU4i4gTsNsbUvS1ZCxs6dKiJiopquONxyC8qpe8TC/jD+C78eXIPAN5ZFsszP+5i5V8nEurnUeOY77Ykc8/Hm7hpVCeenNa33vOXlJaRW1iKr6dLlWNFoPIrEernwYqHJrTaj9H2Z+Qy7oWlPDilB9MGhjL2+SXcOqYzD0/t1dJTU0qpM0JaTiFTX16Oj7sz399zrn46p856IrLBGDO0MX0bWkk21QNku7FURFquOHAL256cTWmZYUDYsdSCib2CeebHXSzefYgbRlb9WOtIQTFPfreTAeF+PHpx7wbP7+zkwNfz2KrshX3bc83wjgR4uTClj7WpR0ZuEX6eLq02QAbo1NaLYRH+fLEhiWx7l78bR0e07KSUUuoMEuTtxotXDuCm99fx+YZEbhwV0dJTUqrVaChI3ikiNxpj5lRuFJHrgd0nb1qnn7yiEn7/wXoGdbSKtgMMqJR/GxnoRae2nizelVojSP73wj1k5Bbywc3DGpWSUJ2zk4N/XtavSpt/PdsmtyZXDAnjoS+38UFmPFP6tK91FV4ppdTxG9c9iAHhfsxeGc/1IzpV2b1UKVW3hoLku4CvRGQmsAEwwDDAA7j0JM/ttPLR2gTWxmWyNi4TESvVIcjbreJ+EWFiz2A+WptAflFpxUdauw8eYc7q/Vw7vCP9wnxbavqnran9Qnj82x0UFJcxc0xES09HKaXOSDPPieDeTzazbG8a4xtRDlQp1UCdZGPMAWPMCOAprA1FEoCnjDHDjTFnTTHGguJS3vwtltFd2jL798No5+3OhJ5BNfqd17MdhSVlXP7GKv67aC8PfrGFGW+vwdvdmb/YucuqKm93F64Z3pFx3YMY3NG/paejlFJnpAv7hhDs7VZn3X2lWjtjDImZec16znov3GvNmvPCvdkr43jiu518MmskIyPbYozBGGp8ZGWMYc7q/Xy96QCbE7PwdnNmYq9gfn9O5zpLoymllFKnwsu/7uVfC/fwt6m9ELHSMLq1827paSl1wsrKDI/O385HaxN4/+ahTOxZ9w7DTblwr8WCZBGJB3KwNicpMcYMFZEA4FMgAmvl+ipjzGGxrk77LzAVyANuNsZsrO/8xxMkG2P4YVsKgrU5B1jbRo97fikd23ry2e2jGn2uzNwivNycqmwAopRSSrWU9KOFjHt+CblFpQD4e7rw3T1jCPOvuaGTUq1FSWkZD36xla82HcDV2cGIzgEV+y/Ep+dytLCEXiE+FSVym7O6xck2wRiTXunnvwK/GmOeFZG/2j8/BFwIdLNvI4A37K9NFp+eyzebD7AqJgMnh+Dl5kSXoDZ0a+fNZ+sTWRefiZND6NTWk76hvry2OIaDRwp46aoBTRon4Ay5sE4ppdSZIbCNG6sePo/C4lIycou46s3V/GHeRj67fRTuLrqgo1qf0jLDnz/fwvzNyfxlcneMgZcW7iE27Sht3J2Z/vpKsvKK8XZzZtqgDjx1Sf0leKtr6SD5/80gOVoAACAASURBVNm77/goq6yB4787M8mk994DSSihE5qAgg11VSzorliwYnd33XfXdd2+7+66RX3dVXGxV+yNtSKKIBoghE5oSSC99zL9vn/MgBCKlCSTcr6fTz6ZPPPM3PMwj3i4OffcruYCszyPXwBW4E6S5wIvetrR5SqlwpRS8Vrryu97Q5vDxS/f2cyKnbV02BxY7C6Ucm/e4YuirNHGyl112JwuwgN8+MPF2fz7iz388p3N/GnuKB5fUchlExKZnhHVQ5cshBBC9I5Qfx/w9yEmxI+HrhzLwpfW88u3N/Pg5WMkURb9isuluf+dzby/sYKfzxnGnbMzqGm18K8vdvNybgnlTR102Jz86ZJR5O1t4OXcEtKjgk5oDG8myRr4zNNv+T9a68VA7P7EV2tdqZTavwQ3ESg96LVlnmOHJMlKqYXAQoCUlBRsDvc20Mu2V3Pp+ESig83EBJu5YHQ8CQe1GrM5XBTVtZEQ5k+Inw/RwWbueCWf+U+tITrIzO8uyu6pPwMhhBDCK87NjuNn52Tx0LJdbKto4aErxzImSdbPiP7hoWU7eSOvjHvOzODO2RkAxAT7cd6oeF7KdW/L/svzh3Pt1FSumZJCu9XJ3z4+se7F3kySp2utKzyJ8DKl1LEiP1JTxyNtcrIYWAzumuSfvrGRZdur+ePc7GM2UPc1GQ7ZrvP8UXGcOzKWz7ZXs+iaCe5/eQshhBADzN1nZTImOYz73trMxY+tZmZmFPMnp3DeqLh+vVmVGNhK6jtYvLKIyyYk8tNzsg557rppqSzdVMHYpFBunpEOuNv0/u3y0Zz36KoTGufEd7boJlrrCs/3GuBdYDJQrZSKB/B8r/GcXgYkH/TyJKDiWO9vc7j4cHMld83OOOEdhpRS/N+PxvHuHadJP0khhBAD2hlZ0Xz609P56dlZFNW2c/sr+dIqTvQZWms+21bFdc+u5csd7rTwH5/txGQwcN95ww/7x1xOajgPXTGWRddMxHTQBm6RQWYePsH1ZV5JkpVSgUqp4P2PgXOBrcAHwALPaQuA9z2PPwCuU25Tgebvq0dusbi3Of7hpORjnXZUAb4mxkvfXiGEEINAqL8PPz47k5W/mM3pWdE8smwXNa0Wb4clvOifn+7kvP9bicvVM13QHE4Xb+aV0mFzHPG5L3fW8O/lu5n7+GoWvrSe3KJ6bn4xj799soOlmyq4ZWY6sSF+h71WKcXlE5MOKavdb2bm4XtcHIu3yi1igXc92b8JeFVr/YlSah3whlLqJtwbl1zhOf8j3O3f9uBuAXfD9w3Q0ulgclwwyRHS2kYIIYQ4HkaD4vcXjWTO/63kwY938PCV47wdkuhGNoeLhnYbUUG+dNqdfLCpgv9uqqS6xUKLxc7ccYncf/5wPi+o4bEv9wCwtaL5qLXq9W1WVuyspbHDhsOlGREfwpCoQIrq2imubWPOqDjiQw9PVgGWrCvlN+9tpbiunV+cN/yQ5377wTZeXVMCQFZsEH+/fAxzsuO4/ZX1LFpRSGSgLwvPGNqNfzJH5pUkWWtdBBw25621rgfOOsJxjXuL7OPWbnNwzsijN5MWQgghxOGGRAdxy8whPLGikPhQPxLDAjg9K0r6KQ8AP319Ix9uqcRoUBgNCpvDRVZsECMSQrA7XDzzdTE7qlrYXNbM8Lhgdla38uWO2iMmyQ6ni/lPrWFndetRx3vx2328fftphHdpi9thc/Cv5bsBeP6bvdw0I53IIDMApQ0dvLGulCtzkvjNhSMJ9vtuXdhzN0zin5/uZOqQSILMPZ/C9rUWcN1KkmQhhBDixN11ZgYrd9fy+JeFAMSGmPn83jMOSVj6mtKGDjrtTrJkF8EjWr2njg+3VHLp+EQSwvyw2F1cOCaecclhB+p6l6wt4TfvbSXA18hT1+Vw95INfLmzhh+fnXnY+725voyd1a38Y94Yzs2OAw3bKpoprm8nPSoQm8PFwhfXc+tL63np5smHbK723Oq91LZa+fvlY/jlO5v5z8oifnXBCACe/KoQg1L89Jysw+43s8nIAz8Y2YN/SocasEmyj8HA6MRQb4chhBBC9DsBvib+e/dMLHYn+fsaufqZNTz02S5+f3H3tUTdU9PGm3mlfLWrlspmC6/fOvWQTlMnwmJ3cvXTa/AxKpb/bFa3xThQOJwu/rB0G8kR/vz1stFH7Yl91eQUxiSFYjIYSI4IYPawGP5v+S7q26wHZnoB2q0OHvpsFzmp4cybmHQgyT4tI4rTDtpX4h9XjOHHr23kwn99zdkjYxmV4M7LnlxRyNkjYrhyUjK5RfW8+K17Ntnp0ryRV8qVOclHLdPoTQM2SQ72N0n7GiGEEOIU+PkYOS0jiuumpvLCt3u5dHwiY5NPrZeyy6V5/pu9PPjJDrTW5KRGUNdm47aX1vPB3TMI8fNBa31C/w9/YkUhJQ0dKAWdNif+vrIxyn5Wh5PFXxWxq7qNJ6+Z+L2bxmQnfDfBOHt4NI98votVu+u4ZHzigeP/+aqQujYrT1038Zif09xxiWgNr64t4amVRTg8iwDNJgP/M2cYAPeclcn7myo47cEvCA/wQWu4fVbP1xsfjwGbJIf24V8JCSGEEP3Jz+YM45NtVdz60nqmZ0QxIj6YyyYkEdGl1vT7VDVb+Plbm1i1u44zh8fw4OWjiQn2Y93eBq5anMudr+QTHWzm4y1VzMiM4pEfjvve2tOi2jaeXFFIQqgfFc0Wdte0DspNUbTWWOyuA/9AsNid3Pf2Zj7bVk2n3cnpWdHMyT6xMtRRCaFEBfny5c4aLhmfiMPp4v8+381jX+7h4rEJx9UF7JLxiVwyPpFWi52yxk7AvUV6dLB7ZjotKpA3b5vGFwU1bK1oZkp6ZJ+pf1fuNXEDz8ScHL0+L8/bYQghhBADwtriBh5ZtovC2jZqWq0E+BqZPzmFn5yTdVyLqD7eUskv39mCzeHi1xeOYP7klENmIZ9bXcwflm4nyGzi9KwoPt1WTWZMEE8vyDlq0qS15rpn17KxpImnF+Tww8W5/H3eGK7MObn2r/1RRVMnSzdVsGRtCbWtVl66eQoTUsL57ftbefHbfcyfksJZw2OYnhF1UluP3/vGRpYX1HDD9DRW7KxlY2kTP8xJ5g9zs/vlVuZKqfVa65zjOXfAziRLoYUQQgjRfSanR7Bk4VQAdle38sSKQp5dXUyrxcHf5o0B4Hfvb6W8qZNF10zE56CNHNbtbeD2V/IZmxzGI1eOZUh00GHvf/1paYxNDmNYbDCBZhOrdtdyxyv5XPbEN7x40+Qj1iuv2FnLqt11/PbCkeSkReDnY2Bn1dG7LfR1X+2qJS7Ej2Fx3y0+1Frz4ZZK3ttQwRlZUVw8NpFtFc28v7GC1YV1B2ZnJ6dF4NJww3PruPWMIbz47T5unpHOry88tYVuc7LjeCe/nEeX7yY1IoCHrhjL5ROTTuk9+4sBO5Ock5Oj82QmWQghhOgxf/mogMUri3j79mmUN1m4Z8kGAG6ZmX6gC4HF7uQH/1qFxe7is5+eTuAJtO7aVd3Kdc+spcPm4D/X5jBtaOSB5xxOF+c/ugqHS/PpT07H12Tg4se+JsTPh5dvntK9F9oL/ru5grtedf/5nTMylnNHxqKU4pOtlXxeUENYgA9NHfYD5weZTczIiGLKkAhmZkaTERNEaUMH8578huoWK2OSQnnrttPwNZ3avnFaa0obOokJMffLmeOuZCZZCCGEED3ux2dlsnRTBfe9vYWaFgvjU8IYGR/CU6uKyUmLYE52HI9/uYfC2nZeuHHyCSXIAFmxwbx1+zSue2YtVz2VS2pkALOyorlobAI7qlrZXeNejLY/ERwWG8yXO2t64lK7nd3pYl99O2mRgeyqbuPnb25mYmo4MzOjeG71XpZtrwbAz8fAAxeM4IbpaWyvbOGTrVWMTAjh7BGxhyWtyREBvHTTFB5dvpv75gw/5QQZ3DvYpUT2jRrh3iYzyUIIIYQ4aZ9sreS2l/Px9zHy8Y9nEh/mx7xF37KlvJlAXyOddieXjEvk4R+e/O59zR123ttYzspdtawurMNidwHuEoPXb516oLb56VVF/O+HBeT9+myiDmpZ1pfYHC7ezi/j8S/3UNbYSYCvER+jAX8fIx/cPZ2YYD86bU5qW60AhAX6ECLNCLqNzCQLIYQQolfMyY7jp2dnkZ0QQlpUIADPXj+JN9eXUtdqw2iAO2dnnNIYoQE+LDgtjQWnpdFudfDZ9iq+3FHLnbMzDln8t79ueWdVK1EZR0+StdY4XPqQumlwl4YsfGk92Qkh3HtO1mHPnwqrw8kbeWUs+nIPFc0WxiaHcesZQ9ld3cqOqlZ+/YMRxAT7AeDvaxy0s7d9iSTJQgghhDhpSqnDdmSLDjZzx6xTS4yPJtBs4tLxSVw6/vDFY/sXvO2oamV6RtQR+y1rrbnntY2s39vAq7dMPZDYAzy6fDcrd9Wyclct64obeGz+BOJC/Q55fXWLhc+2VRERaGZkQgipEQEYDEdvF2CxO3ltbQlPflVEVYuFCSlh/PXyMZyeGSX7OfRxkiQLIYQQYkCIDjYTFeTLzqoW3skv4/cfbOO+84dz9ZTUA+e8vq6UpZsq8DEqrn56DW/cNo3EMH+2VTSzeGURV0xMYkZmFPe/s4X5T+fy0T0z8fMxUtVs4XcfbOXzghqcru9KVQN8jQyPC2ZkQggj40OJD/OjqtlCSUMHW8ub2VTaRIvFweS0CB66ciynDY2U5LifkJpkIYQQQgwYVz+dy9byFlosdkL8fGjutHPHrKHcesZQalosXPzYaiamhnPfecOZ/3QuAb5GZmREs7msicYOO5/fezphAb6s2l3Ltc+s5eYZ6dx7bhZXPPktxXXtXDstlSsmJmGxu9he0cL2SvdXQUULrVbHgThMBkVWbDCjE0O5ZHziIZ05hPf06ZpkpVQy8CIQB7iAxVrrR5VSvwduAWo9p/5Ka/2R5zX3AzcBTuAerfWnvR23EEIIIfq+YbEhrN5Tz/SMSP5zbQ5//rCAJ1YU8sSKQgDCA3x46MqxxIb48fJNU/jHpzv5ek8tNa1WFl09gbAA9y6CMzOjuWZqCs+sLmZDaRMFlS08vSCHM4d/t2vdqMTvtnDWWlPW2ElNq4W4UH9ig82YurGmWfS+Xp9JVkrFA/Fa63ylVDCwHrgEuBJo01r/s8v5I4ElwGQgAfgcyNJaO481jswkCyGEEINPQaW71OLec4bh72tEa82y7dWUNHRgsTs5c3gsIxMO35jE4XQdltS2Wx2c/+gqSho6+PUPRnDzzCG9dRmih/TpmWStdSVQ6XncqpQqABKP8ZK5wGtaaytQrJTagzth/rbHgxVCCCFEvzIiPuTARibgXlh4bnbc977uSLO+gWYTzyzIYUNJE1fkDI5d5sR3vPp7AKVUGjAeWOM5dJdSarNS6lmlVLjnWCJQetDLyjh2Ui2EEEII0S0yY4O5clKyLLYbhLyWJCulgoC3gZ9orVuARcBQYBzumeaH9p96hJcfsUZEKbVQKZWnlMqrra090ilCCCGEEEJ8L68kyUopH9wJ8ita63cAtNbVWmun1toFPIW7pALcM8fJB708Cag40vtqrRdrrXO01jnR0dE9dwFCCCGEEGJA6/UkWbl/X/EMUKC1fvig4/EHnXYpsNXz+APgR0ops1IqHcgE1vZWvEIIIYQQYvDxRneLGcAqYAvuFnAAvwKuwl1qoYG9wK2eRX4opR4AbgQcuMszPj6OcZqB3d0d/xGEAs29ME5vjpUClPTCONB71zQQP6feHEvuif4xVm9ek9wT/WOsgXhPDMTPqTfHGuz3RKrW+vjKDbTWA/ILd//lATNOL19T7QC8pgH3Ock90T/GGcDXJPdEPxhrIN4TA/Fzknuib17TQO5yvXSAjdObYzX10jggn1N/GUvuif4xVm9ek9wT/WOsgXhPDMTPqTfHknviOA3YbanFyVNK5enjbLQtBge5J0RXck+IruSeEF3193tiIM8ki5O32NsBiD5H7gnRldwToiu5J0RX/fqekJlkIYQQQgghupCZZCGEEEIIIbqQJFkIIYQQQoguJEkWQgghhBCiC0mShRBCCCGE6EKSZCGEEEIIIbqQJFkIIYQQQoguJEkWQgghhBCiC0mShRBCCCGE6EKSZCGEEEIIIbqQJFkIIYQQQoguJEkWQgghhBCiC0mShRBCCCGE6EKSZCGEEEIIIboweTuAnhIVFaXT0tK8HYYQQgghhOgj1q9fX6e1jj6ecwdskpyWlkZeXp63wxBCCCGEEH2EUmrf8Z4r5RZCCCGEEEJ0IUmyEEIIIYQQXfRYuYVS6lngQqBGaz3Kc+wfwEWADSgEbtBaNyml0oACYKfn5bla69s8r5kIPA/4Ax8BP9Za656KWwghRN9ndTipabFS02qhpsVKdYuFujYbviYDIX4mpmdEkRkb7O0whRD9WE/WJD8PPAa8eNCxZcD9WmuHUupvwP3AfZ7nCrXW447wPouAhUAu7iT5PODjngpaCCFE36K1ZnlBDat217KprJm99e00ddgPO8+gwKW/ezxvYhL3njOMuFC/Xo5YCDEQ9FiSrLVe6ZkhPvjYZwf9mAvMO9Z7KKXigRCt9been18ELkGSZCGEGBTarA4eeHcL72+sIMDXyKjEUH4wOp64ED9iQ/yIDjETG+xHbIiZ8ABfnFpT12bl6VXFvPTtPj4vqOGZBTmMTwn39qUIIfoZb3a3uBF4/aCf05VSG4AW4Nda61VAIlB20DllnmNCCCEGuC1lzdy9JJ+Shg5+dk4Wt88aisl47KU0BhTxof785sKRzJ+Swg3PreOqp3J57KoJnD0ytpciF0IMBF5ZuKeUegBwAK94DlUCKVrr8cC9wKtKqRBAHeHlR61HVkotVErlKaXyamtruztsIYQQvcDhdPHM18Vctmg1VoeL1xZO4+6zMr83Qe5qaHQQb99+Glmxwdz8Yh6/fX8rbVZHD0UthBhoen0mWSm1APeCvrP2L8DTWlsBq+fxeqVUIZCFe+Y46aCXJwEVR3tvrfViYDFATk6OLO4TQoh+wOpwsrmsmbXFDawpbmD93gbabU7OHhHLP+aNITzQ96TfOzrYzGsLp/KPT3fy/Dd7WV5Qw18uG80ZWce1l4AQYhDr1SRZKXUe7oV6Z2itOw46Hg00aK2dSqkhQCZQpLVuUEq1KqWmAmuA64B/92bMQgghul9pQwfvbihn9Z46NpQ2YXO4ABgWG8xlE5KYkRnFuSNjUepIv1A8MQG+Jn53UTYXjonnF29tZsGza7l8QhK/vXAkoQE+p/z+QoiBSfVUNzWl1BJgFhAFVAO/w93NwgzUe07L1VrfppS6HPgj7hIMJ/A7rfVSz/vk8F0LuI+Bu4+nBVxOTo6WHfeEEKLvsNidfLa9mjfWlbK6sA6AUQmhTEmPYHJ6BJPSIk5p1vh4Y3jsiz0s+qqQ+FA/nrh6AmOSwnp0TCFE36GUWq+1zjmucwdqy2FJkoUQwvtaLXa+2lXLip21fF5QTVOHncQwf67MSWZeThKJYf5eiWtDSSN3vpJPXZuNv142mssnJn3/i4QQ/d6JJMne7G4hhBBiANJas6a4gdfWlvDJtiosdheh/j7MGhbNvIlJTB8ahcFw6mUUp2J8Sjgf3jOTO1/N5xdvbyYu1I/pGVFejUkI0bfITLIQQohu4XRpPttWxZNfFbKprJlgPxMXj03gkvGJjE8OO+HuFL2h1WLn8kXfUN1i5b07p5MeFejtkIQQPUjKLZAkWQghuoPWmhW7avmioIbVhXUEmU1kJ4SQnRBKdkII8aH+1LVZ2VTWxNOriimuayc1MoCFpw/h8glJ+PkYvX0J36ukvoO5j39NeKAv794xnVB/WcwnxEAlSTKSJAshxKkqrmvn/nc2k1vUQICvkalDIrHYnWyraKG58/BtoUcnhnLbGUM5b1QcRi+XU5yoNUX1XPPMGqYOieS56yf1yVlvIcSpk5pkIYQQp+SNvFJ+/d5WzCYDf750FPMmJmE2uWeFtdaUN3WytbyF2jYr0UFmksL9yU4I6ZaWbd4wZUgk/3vJKO57ewt/+u92fn9xdr+9FiFE95AkWQghxAEul+afn+3kiRWFTM+I5OErxxEb4nfIOUopksIDSAoP8FKUPeOHk1LYVd3GM18XY3Nq/jg3Gx+ZURZi0JIkWQghBAB2p4v/eXMT72+s4KrJKYMySXzgghH4mgwsWlFIaUMHi66ZQLCf1CgLMRgNrr/9hBBCHJHF7uSOV/J5f2MFP58zjL9cOmrQJcgABoPivvOG8/d5Y/i2qJ67Xt2Aw+nydlhCCC8YfH8DCiGEOERNi4UFz65l2fZq/jg3mztnZwz6etwrc5L530tG8dWuWn6/dBsDdZG7EOLopNxCCCEGsS931vA/b2yiw+bk0R+NY+64RG+H1GdcNTmFvfXt/OerItIiA7l55hBvhySE6EWSJAshxCBjd7pYtbuWJ78qYm1xA8Pjgnls/ngyYoK9HVqfc9+c4ZTUd/DnjwpIjghgTnact0MSQvQSSZKFEGIQcDhdfF5Qw/sby/l6Tx2tFgcJoX789sKRzJ+S0i82/fAGg0HxyA/HUbE4l5+8tpHXb53KmKQwb4clhOgFspmIEEIMYFXNFpasLeG1dSVUt1iJCTZz5vAYZg2L5qwRsYNycd7JqG21csnjq2mx2HnymolMz4jydkhCiJMgO+4hSbIQYnDbU9PKI5/v5pOtVbi05vTMaK6ZmsrsYdGym9xJKmvs4Mbn11FU285fLh3NlZOSvR2SEOIEyY57QggxSLVY7Pz5vwW8ub6UAF8TN89M5+rJqaREDqyNP7whKTyAt24/jTtfyecXb2+m3ebghunp3g5LCNFDJEkWQogBYntFC3e8sp7Sxk5umJ7OnbMziAj09XZYA0qInw/PLJjE3Uvy+cPS7ThdWrpeCDFA9ejv3JRSzyqlapRSWw86FqGUWqaU2u35Hu45rpRS/1JK7VFKbVZKTTjoNQs85+9WSi3oyZiFEKI/+mBTBZc+sZpOu5PXF07lNxeOlAS5h/iaDDw2fwIXjI7jfz8s4D9fFXo7JCFED+jpwrTngfO6HPslsFxrnQks9/wMcD6Q6flaCCwCd1IN/A6YAkwGfrc/sRZCiMFOa82jn+/mniUbGJsUxof3zCQnLcLbYQ14PkYD//rReC4am8BfP97B41/u8XZIQohu1qPlFlrrlUqptC6H5wKzPI9fAFYA93mOv6jdKwlzlVJhSql4z7nLtNYNAEqpZbgT7yU9GbsQQvR1FU2d/Oa9rSzfUcNlExL562WjMZuklVtvMRkNPHLlWIwK/vHpTpwuzT1nZXo7LCFEN/FGTXKs1roSQGtdqZSK8RxPBEoPOq/Mc+xox4UQYtDRWrOruo2PtlTy9KoiXBp+e+FIbpieNui3kvYGk9HAQ1eOw2BQPLxsFw6X5qdnZ8pnIcQA0JcW7h3pbxR9jOOHv4FSC3GXapCSktJ9kQkhhJe4XJraNiuFtW18UVDDsoJq9tV3ADB7WDR/nDuK5AjpXOFNRoPiH/PGYjIo/rV8Ny6X5mfnZkmiLEQ/540kuVopFe+ZRY4HajzHy4CDm04mARWe47O6HF9xpDfWWi8GFoO7T3L3hi2EED2v0+bkix01rC6sY0tZMzurW7E5XAD4Gg2clhHJwtOHcM6IWGJC/LwcrdjPaFA8eNkYjAbFY1/uweHS3HfeMEmUhejHvJEkfwAsAB70fH//oON3KaVew71Ir9mTSH8K/OWgxXrnAvf3csxCCNFjLHYnK3bW8t/NFSwvqKHT7iTYz8SYpFAWTEslJSKApIgAclLDCfbz8Xa44igMBsWfLxmN0aB48qtC7E4XD1wwAoNBEmUh+qMeTZKVUktwzwJHKaXKcHepeBB4Qyl1E1ACXOE5/SPgAmAP0AHcAKC1blBK/QlY5znvj/sX8QkhRH9W0dTJC9/uZcmaElosDiICfbl0QiIXjolnSnokRkmu+h2DQfGnuaMwGQw883Uxje02/jZvjGz/LUQ/JNtSCyFEL7PYnTy6fDdPrSzCpTXnj4rnR5OTmTYkUraMHiC01jz2xR4eWraL2cOiWXTNRPx8pPOIEN4m21ILIUQftWp3LQ+8u5WShg4un5DET87OlIV3A5BSirvPyiQyyMwD723hlhfzeOq6HEmUhehHJEkWQoheUNtq5a8fFfDOhnLSowJ59ZYpnDY0ytthiR42f0oKPkbFL97ezC0v5rH42hz8fSVRFqI/kCRZCCF6iMul2VjWxCu5JSzdXIHWmnvOzOCO2RkyoziIXJGTjFKKn7+1iaueyuWZBTlEBpm9HZYQ4nscNUlWSoUc64Va65buD0cIIXqG1pqaVivbKprZXtHCvvoO7E4XTg0hfiYiA30ZFhdCTlo4sQe1VrM7XVjsToLMpuNq59Vpc/L1njqWF1SzfEcNta1WAnyN/DAnmRumpzEkOqgnL1P0UfMmJhFkNvHj1zYw78lvefHGyVJmI0Qfd9SFe0qpUr7bzCMBaPU8DgLKtdZ9ercOWbgnRPfRWlPbaqWqxYLd6cKlISrITHyoX5+cEXW5NHvr29lW0cL2yhb394pm6tpsB86JC/HD7GNAAS0WB00dNlyevw7NJgN+PkZcWtNqcQDg52MgNsSP2GA/YkLM7schZgJ8TdidLmparazf18im0iasDhdBZhNnDIvm7BExnDUilhBp3SaA9fsauOmFPAJ8jLy2cBopkZIoC9GbTmTh3vd2t1BKPQF8orX+wPPzRcDpWuufn3KkPUiSZCEOpbVme2ULDe02FAqDAhRYHS7KGzspa+ykrLGD8qZOOm1ObE4XdqcLu0PT3Gmn0+484vsOjwtm1rAYzh8Vx5ikUK9tnlDa0MHygmpW7a5jTXEDbVZ3cutjVGTGBJOdEMLIhBCyE0IZER98WL9hm8PF9soWBSlsTgAAIABJREFU1u9rpKbFgtWzgUd4gC9+Pgbq2qxUt7j/oVDTYqGqxYLF7jrwepNBkZ0YSk5qOLOHxTA5PQJfk3SqEIfbVtHM1U+vwd/HyJJbppIWFejtkIQYNLo7Sc7r+mZHOtbXSJIshFtZYwf/+aqIz7ZXUd1iPep5PkZFYpg/CWH+BPuZ8DEa8DUa8DEaCPYzkRIZ4Jl9dc8c17VaKWvsJLeonnV7G3C4NMPjgrl4XALDYoNJCg/AoMDu1DR12mhot2EyGAgP8CEx3J/EMP9TTqiLatv4eGsVn2ytYkt5MwCpkQHMyIhibFIYIxNCyIwNwmzq/tlurTUtFgcWuxMfo4FAs7FHxhED0/aKFq5+OpdQfx/ev2sGof7ymwYhekN3J8mfAV8AL+Muv7gGOFtrfc6pBtqTJEkWg11Nq4WnVhbxwrf7ADhruPvX/qmRAWjtTvJcGnxNioQwf2KC/U5684oWi52lmypYsraEreXHt1whItCXcclhnJEVzexhMd/7a+d2q4PiunYKa9tYt7eB3KIG9tS0ATA2OYwLRsUxJztOZuVEv7FubwNXLc7ljKxonrouR3bmE6IXdHeSHAX8ATjdc2gl8Dutdd0pRdnDJEkWg1FNi4X8kiY+3lrJR1sqcbg0l09I4t5zskgI8++VGBrbbRTXt1Pe2Am4yxBCA3yIDDTjcLlobLdTXN/OlrIm1u1tpLiuHYAhUYGcMSya4XHBxIf6oxQ0tNvYUdXKyl21bKv4LvkOMpuYkBrOrKxozhsV12vXJkR3e+Gbvfzug238+KxMfnpOlrfDEWLA69Ykub+SJFkMZFaHk69317GpzN2poayxg+oWC40ddgCCzSbm5SRx3bQ00vv4zOreunZW7Kzhy5215BbVH6gF3s9kUExIDWf60CiyYoNIjw4kIzpIdqYTA4LWmp+/tZm31pfx50tHcfWUVG+HJMSA1q077imlMoB7gbSDz9dan3uyAQohTk5RbRsvfruP9zaW09Rhx6BgSHQQaZEBTEwNJz0qkAmp4WQnhPSb+ti0qECuj0rn+unp2Bwuqj2L4sC9aC4+1I9As7R0FwOTUoq/XjaahnYbv35vK0FmE3PHJXo7LCEEx7eZyFvAM7hrko+8vF0I0aMKKlt4/Ms9fLSlEpPRwJzsOOZNTGJyWsSA2r3L12QgOSJA+seKQcXHaOCJqydw/XNrufeNTQT6mjh7ZKy3wxJi0DuemuR8rfWEXoqn20i5hejvOm1O8vY18MI3e/m8oIYgs4lrp6Vy04x0omS3LiEGnDarg6ufyqWgqpXnr5/EaRmybbkQ3a27F+79DqgE3gUO9I/q6zvuSZIs+gu700VVs4Wt5c1sr3TvBLe3vp2CyhbsTk1YgA83Tk9nwbQ0QgOkTZQQA1lju40fLc6ltLGDt247jZEJx9z8Vghxgro7SS49wmEtO+4JcWJcLs2msia+2FHD1vJmiuraqe6yIYXR4O5VnBIRwOikUCanRTBlSAQBvlKTK8RgUdNi4aLHvibYz4eld80YUCVVQnhbty7c01onn3pIQgw+FruTqmYLe2raWL6jms8LaqhttWI0KDJjghiVEMqc7DiCzSYignwZlRDKsLjgPrnNsxCi98SE+PHQFeO45pk1/OWjAv50yShvhyTEoHQ83S38gR8DqVrr2z3dLjK11h/3eHRC9FFaa6wOFy0WO7ur2yiobGF7ZQs7KlupbrHQYXMeso1zkNnEGcOiOWdELLOGRRMW4OvF6IUQfd2MzChumZnOU6uKmZkZxbnZcd4OSYhB53h+h/sssAWY6fm5AngTOKkkWSk1DHj9oENDgN8CYcAtQK3n+K+01h95XnM/cBPu7hr3aK0/PZmxhThZje02vt5TR25RPfklTeyqbsXpOrRUKSbYzIj4EMalhBHoayTEz4f4MH+Sw/0ZlxLWb1qyCSH6hv+ZM4zcogbufWMT790ZSEZMsLdDEmJQOZ6a5DytdY5SaoPWerzn2Eat9bhTHlwpI1AOTAFuANq01v/scs5IYAkwGUgAPgeytNbHbEcnNcniVGityS9p5MsdtazcXcuW8ma0dm/SMS4ljOyEUEL8TQSZTQyJCmJEfDCR0nFCCNHNKpo6ufix1QSZjbx353T5LZQQp6hba5IBm1LKD9CeN08HbKcQ38HOAgq11vuUOuqe9XOB17TWVqBYKbUHd8L8bTfFIMQBta1W3s4v4/V1pRTXtWM0KMYnh/HTs7OYmRnFmKQwjIaj3qtCCNGtEsL8+c+1E/jR4lwWvrSe566fJJvrCNFLjue/tD8CnwBJSqkXgDNwlz50hx/hniXe7y6l1HVAHvAzrXUjkAjkHnROmeeYEKdMa01pQyfr9jbweUE1y7ZX43BpJqWFc+fsDM7NjiXET9quCSG8Z2JqBA9fOY4fv7aB659by3M3TCZIEmUhetwx/ytT7undTcAVwGmAAn6uta451YGVUr7AxcD9nkOLgD/hnrH+E/AQcKNnzK6OWCOilFoILARISenTHeqEF7VZHSzdVMHXe+rI29tAdYu7/XdEoC/Xn5bGjyYnS+2fEKJPuWhsAgaluOe1DVz7zBpeuHGy/ANeiB52zCRZa62VUv/VWk8E3u/msc8H8rXW1Z6xqvc/oZR6Cviv58cy4OA2dEm4Fw8eKd7FwGJw1yR3c7yin9nfgQLciXHe3ga+2lXH0k0VtFkdJIT6MXVIJDlpEUxKCycrJhiDlFIIIfqoH4yJx2hQ3L0kn2ueXsNLN06RDYaE6EHH8/uatUqpCVrr/G4e+yoOKrVQSsVrrSs9P14KbPU8/gB4VSn1MO6Fe5nA2m6ORQwATpdmTVE972+sYFNZE2WNnbRZHYec4+9j5PzRcVwzNZXxyWEcoxZeCCH6nPNGxfHkNRO5/eV85j+dy5KFU2VGWYgectTuFkopk9baoZTaAowACoF23OUPWms94aQHVSoAKAWGaK2bPcdeAsbhLqXYC9y6P2lWSj2Au/TCAfzkeHo0S3eLE7P/PuiPSWNNq4XX1payZG0Jlc0WgswmJqdHkBIRQHSwGaXA12hgfEo4oxND8TUZvB2yEEKcki931nDLC3nMzIzi6QWTZEGxEMepW7alVkrla60nKKWGHul5rXXhKcTY4yRJPrLypk6+2VPH2uIGqlos1LfZqG+30tBuQ6GIDTUTE+xHkNnd3izQbCTI7EOovw9hAT6kRAYwLimM8EDvtyFqszp4/Ms9PLOqGJvTxczMKH44KZmzR8TKrnVCiAHvpdx9/Oa9rdw+ayj3nTfc2+EI0S90Vws4BX0/GRbfz+Zw8cWOGp7/ppjcogbAvUgtJSKA+FA/RiWGEBFoRqOparZQ02KlscNGaWMH7VYH7VbnYWULoxND+dUFI5g2NLLXr8fl0ry7oZy/fbKDmlYrl01I5K7ZGQyJDur1WIQQwluunZpKQWULi1YUMjwumLnjpPGTEN3pWElytFLq3qM9qbV+uAfiEd1Aa82W8maWbqrg26J6dla1YndqEsP8+fmcYZw9Ipas2KATKq2wO100ddjZU9PGhtJGXskt4aqncpmTHcsPJyUzIyO6x8sYrA4nX++u499f7GFjaRNjk8P4z7UTGZ8S3qPjCiFEX/X7i7LZXd3KfW9vZmh0EKMSQ70dkhADxrHKLSpxt2U7Yialtf5DD8Z1ygZrucXqPXX8cel2dla34ms0kJMWzuikUCalRjBrWDQmY/cksha7k8Uri3hqVRGtFgfBfiYmpUUwMTWcH4yOJy0q8Ljfq7bVyo6qFurarLRaHBgNCpNBYTIYMBiguK6D7RUt5BbV02Z1EB1s5r7zhnPZ+ETpRiGEGPTq2qxc/O+v0cAHd80gOlh2/xTiaLq1JrlbI+tFgy1J3lXdyqPLd/Ph5kpSIgK4Y9ZQzh8V3+PtgWwOF1/vqeWzbdXk7WtkT00bBgVzxyVy2xlDGRZ35H7DVoeT/26q5N0N5XxTWIfrGA37DArSowKZnB7BudlxnDY0ErNJao6FEGK/reXNzHvyG0YlhPLqLVNlgbIQR9FdSfIGrfX4bo2sFw2GJLm5w86KXTW8k1/OV7tq8fMxcPsZGdx6xhCvLVyrbrHw9KoiXs4todPuZGxyGBeNiWdkQggJof7sa+hgU2kTL+fuo6bVSmpkABePTWB6RhQxwWaC/XxwaY3DpXE4XThcmoRQf/x9JSkWQohjWbqpgruXbOCqycn85dLR/bJbkRA9rbuS5AitdUO3RtaLBkqS3GZ1UFjTRmFtG3VtVpo67JQ2drKnpo1d1a04XZqYYDPXTUvl6impfaLrBEBDu4138st4M6+MndWthz0/IyOKhacPYWZmlPxFLoQQ3eTvn+zgiRWF/GluNtdOS/N2OEL0Od2SJPd3/TVJ1lqTt6+RDzdXsqa4gR1VLRz8ERkNivhQPzJjgshOCOXMETGMSwrrs7W5WmtqWq3srm6jormTlIgAMmOCiAySmjkhhOhuTpfmlhfzWLmrlpdumuKVDkRC9GWSJNP3kmStNU0dduxOF0opooJ8D5lBbbHYeW9DOa/klrCzuhV/HyMTU8OZlBbB8PhgMmKCiA3xI9DXKDOvQgghjqrFYufSx1fT2GHn/TunkxwR4O2QhOgzJEnG+0my1pqiuna+Lazn26J61hTVU9dmO/B8dLCZsUmh+PkY6bQ5+aawnk67k9GJoVwzNYWLxiYQ4Hs8u4YLIYQQhyqqbWPu46tJDPPnjdumydbVQnh012Yi4iTYnS7eyS/jiRWF7KvvACA2xMyMjChGJbqTYpvDxdbyZraUN+PUGl+jgYvGxnPN1FTGJIV5+QqEEEL0d0Oig3h8/gRufH4dNz+fx4s3TZadSIU4QZIkdxOH08W7G8r59xd7KGnoYExSKH+5dDTThkaSFhkgJRJCCCF61elZ0Tzyw3Hc89oG7nglnyevmSit4YQ4AZIkn6IOm4N38st5elURe+s7GJUYwjMLcjhzeIwkxkIIIbzqorEJtFoc/OrdLdz5aj6PzR8vfeaFOE6SJJ8ErTVby1t4O7+Md/LLaLE4GJ0YyuJrJ3LOyFhJjoUQQvQZ86ek4HS5+M3727jtpfUsumailF4IcRwkSf4edqeLotp2dlS1sLOqlZ1VreyoaqW8qRNfo4Fzs2O5YXoaE1LCJTkWQgjRJ107LQ2jwcCv3t3C3Us2sOjqCZiMUnohxLFIknwEe+vaeSOvlC921FBY24bd6e4AYjIohkQHMiE1nNtnDeWiMQk9vu2zEEII0R3mT0nB5nDy+6Xb+c372/jLpaNkckeIY5Ak+SAdNge/emcL722swKDgtKFRzBoWw/C4YIbFBTMkOlBquYQQQvRb109Pp7rVyqIVhcSF+PHjszO9HZIQfZbXkmSl1F6gFXACDq11jlIqAngdSAP2AldqrRuV+5+6jwIXAB3A9Vrr/O6Mp6S+g9tfWc/2yhbumDWU66alERfq151DCCGEEF73iznDqG6x8Mjnu4gJMXPV5BRvhyREn+TtmeTZWuu6g37+JbBca/2gUuqXnp/vA84HMj1fU4BFnu8nraS+gw82lfPZ9mqKa9tptToINpt4dsEkZg+POZW3FkIIIfospRR/u3wM9W02Hnh3C5GBvpybHeftsIToc7ydJHc1F5jlefwCsAJ3kjwXeFG7twfMVUqFKaXitdaVJ/LmNS0Wlm6u5INNFWwqbQIgJzWcyycmkRDmx5zsOFIjA7vrWoQQQog+ycdo4ImrJzD/qVzuenUD/7pqPOeNkkRZDFxaayqbLSf0Gm8myRr4TCmlgf9orRcDsfsTX611pVJq/5RuIlB60GvLPMe+N0lu7rDz8VZ3YvxtUT1aw8j4EO4/fzgXjk0gMcy/e69KCCGE6AcCzSZeuHEyNzy/jjteWc/f541l3sQkb4clRLew2J1sLW9mQ0kT+SWN5Jc0Ut1iPaH38GaSPF1rXeFJhJcppXYc49wjLb/Vh52k1EJgIUBMUho3v7COr3bVYndq0qMCufvMTC4em0BGTFD3XIEQQgjRj4UF+PLyTVNY+FIe//PmJmwOF/OnSI2y6PtcLo1Ta3yMBrTWlDd1kl/SxIaSRvJLmthe0XygO1lyhD9Th0QyISWc6/92/GN4LUnWWld4vtcopd4FJgPV+8solFLxQI3n9DIg+aCXJwEVR3jPxcBiAHN8pt5a3sKCaWnMHZfIqMQQaXUjhBBCdBFoNvHMgknc/vJ6fvXuFlxac83UVG+HJcRhqlssfLatilW761hT3EBzp53IQF+UUtS1uWeJ/XwMjEkK46YZQxifEsb4lDBigr9rxHD9CYznlSRZKRUIGLTWrZ7H5wJ/BD4AFgAPer6/73nJB8BdSqnXcC/Ya/6+euQhUYF888szMRgkMRZCCCGOxc/HyJPXTuT2l/P59Xtb0Vpz7bQ0b4clBK0WOx9uruSd/HLW7WtAa/fM8JzsWOJD/alptWJzuBiTFMqElHCGxwfj000b5XhrJjkWeNczs2sCXtVaf6KUWge8oZS6CSgBrvCc/xHu9m97cLeAu+H7Bgg0myRBFkIIIY6T2WRk0TUTuPOVfH7z/jZcGhaclubtsMQg5HJpvims5631pXyyrQqL3cXQ6EB+clYWF4yOIzM2uFfiUO6GEQNPTk6OzsvL83YYQgghRL9ic7i489V8lm2v5t5zsrhrdoZMOoke53JpdtW08uHmSt5eX0ZFs4VgPxMXj01g3sQkxiWHdUvZrFJqvdY653jO7Wst4IQQQgjhRb4mA4/Pn8Av3trEw8t2sbG0iUeuHEdogI+3QxP9XHOnnd3Vreyt76C+zUp9u436Nhu1bVa2lDXR2GHHoGBmZjT3XzCCc0bG4ufjvZ2OZSZZCCGEEIfRWvNS7j7+9N/txIb4sejqiYxOCvV2WKIHWexO1u9rZGNpEwWVLeytb6e+zUZzpx0fowF/HyPxYX6kRASQEhFAckQAMcFm/H2MBPia8Pc14OdjJNjsg5+vgX31HWyraGZtcSPfFtaxt77jkPHMJgNRQWYiAn0ZFhfMlPQITs+KJjak53Y8PpGZZEmShRBCCHFUG0oaufOVfOrabfz2wpFcPSVFukX1Q/s30yhr7MTqcGK1u7A5XbRZHeyqamVrhbunsNXhAiAp3J+h0UFEB5sJ9ffB4XTRbnNS2dxJSUMH5Y2duI4zhQw2m5gyJIKJqREMiwtiSJT7fQN8jb1+L0mSjCTJQgghRHdpaLfxk9c3snJXLZPTI/jLpaPIiOmdxVPi5DV12PhiRw2fF1SztrjxQJu0rswmA8PjgslJi2BGRhQTUsMJ9T92eY3d6aK8sZP6disWu4sOm5NOu5NOm4M2q5MOq4PEcH+yE0IZGh2IqZs6TpwqSZKRJFkIIYToTi6X5vW8Uh78eAftVgdzRsWxYFoak9LCZWa5D6lvs/LZ9mo+2lLJN4X1OF2a2BAz04dGMTY5jCHRgfj7GPE1GTCbjPj7GEkI8+szSWxPkyQZSZKFEEKInlDXZuXJFYW8kVdKi8VBfKgfZ42IYWJqOCkRgaRFBhDh2eBB9I66Niufbqvioy2V5BY14HRpUiMDuGB0POdlxzE6MVQ6lHhIkowkyUIIIURP6rQ5+WhLJcu2V7Nydy0dNueB54LNJhLD/YkKMhMe6Iuv0YCvSeHvYyLIz0SQ2Uig2USQ58vfx4hLQ4fNwcbSJvL2NdJpc2IyKtKjArlobAIzMqK6bZOIgaC6xeKeMd5cyZrielwa0qMCuWB0HBeMjmdkvOw0fCSSJCNJshBCCNFbbA4XpY0d7KtvZ2+d+3tZYyf17TaaOmzYnRqrw0WnzUH7Qcn0kZgMiuzEUCICfLA7NZvLmmixOIgK8uWKnGTmT04hOSKgl66s76ho6mRNcT1rihpYW9xAUV07AEOiA/nB6HguGB3P8LhgSYy/hyTJSJIshBBC9EUul6bD7qTN4qDN6qDd6qDT7sSgFD5GxbC4YAJ8v9vGwepwsnJXHW/klbK8oBqAS8YlcteZGQyJDvLWZfQorTUlDR2sKWpgTXEDa4rrKWvsBCDYz8TktAgmp0cwa1gMWbFBkhifAEmSkSRZCCGEGGjKmzp5fnUxL+Xuw+ZwcebwGK7MSWb28Jh+X4rRYrGzfm8jX+6sYXlBDeVN7qQ4PMCHyekRTEmPZMqQCIbHhWCU+uKTJkkykiQLIYQQA1Vtq5XnVhfz5voyalutRAT6csHoOC4em0hOani/WKRW12ZlXXEDa/e6yycKKltwafDzMTAjI5ozsqKYMiSSjOigfnE9/YUkyUiSLIQQQgx0dqeLFTtreW9jOcsLqrHYXSSE+nHeqHhy0sIZmxxGfIhfn0gyyxo7WFvcwLq97hKKolp3TbGfj4HxyeFMSo9gcloEOWnhXt2KeaCTJBlJkoUQQojBpN3qYNn2apZuqmDV7jpsTvfOcb5GAwlhfmTFBjMqMZSc1HAmpoVjNvVcIqq1Zk9N24FZ4nXFDVQ0WwB3TfEkT03xpLQIRieG4mvq36Ui/YkkyUiSLIQQQgxWVoeTgspWtpQ3U9bYQVlDJwWVLQc6QgT4GpmREcVlExKZPTzmpBJmq8NJVbOFiiYLFU2d1LRaaWi3sq++g7x9jTS02wCIDjYfWGg3KS2CYXHBUlPsRSeSJJu+/xQhhBBCiP7DbDIyLjmMcclhhxxvtdhZU9TAV7tq+WRbFZ9trybQ10hmbDBDogMxKIXV4cJqd2J1uLA5XFgd7sf7f7Y73Y/3J8GHjmsgIcyf2cNimJIewaT0CNIiA6T7RD8lM8lCCCGEGHQcTherC+v5oqCaXdVt7KtvRymF2WRwb9nsY8RsMhz05d7K2ceo8DEaiAn2IyHMj4Qwf+JD/YgN8SPQLHOPfV2fnklWSiUDLwJxgAtYrLV+VCn1e+AWoNZz6q+01h95XnM/cBPgBO7RWn/a23ELIYQQYuAwGQ2ckRXNGVnR3g5F9FHe+CePA/iZ1jpfKRUMrFdKLfM894jW+p8Hn6yUGgn8CMgGEoDPlVJZWutjb9kjhBBCCCHESer15ZRa60qtdb7ncStQACQe4yVzgde01latdTGwB5jc85EKIYQQQojByqs9R5RSacB4YI3n0F1Kqc1KqWeVUuGeY4lA6UEvK+PYSbUQQgghhBCnxGsV5kqpIOBt4Cda6xal1CLgT4D2fH8IuBE40pLQI642VEotBBZ6frQopbZ1e+CHCwWae2Gc3hwrBSjphXGg965pIH5OvTmW3BP9Y6zevCa5J/rHWAPxnhiIn1NvjjXY74nU435XrXWvfwE+wKfAvUd5Pg3Y6nl8P3D/Qc99Ckw7jjEW99K19Mo4vXxNtQPwmgbc5yT3RP8YZwBfk9wT/WCsgXhPDMTPSe6JvnlNvV5uodzNAp8BCrTWDx90PP6g0y4FtnoefwD8SCllVkqlA5nA2uMYamk3hdxXxunNsZp6aRyQz6m/jCX3RP8YqzevSe6J/jHWQLwnBuLn1JtjyT1xnHq9T7JSagawCtiCuwUcwK+Aq4BxuEsp9gK3aq0rPa95AHfphQN3ecbHvRr0IKOUytPH2UNQDA5yT4iu5J4QXck9Ibrq7/dEr9cka62/5sh1xh8d4zV/Bv7cY0GJrhZ7OwDR58g9IbqSe0J0JfeE6Kpf3xMDdsc9IYQQQgghTpZXW8AJIYQQQgjRF0mSLIQQQgghRBeSJAshhBBCCNGFJMlCCCGEEEJ0IUmyEEIIIYQQXUiSLIQQQgghRBeSJAshhBBCCNGFJMlCCCGEEEJ0IUmyEEIIIYQQXUiSLIQQQgghRBeSJAshhBBCCNGFJMlCCCGEEEJ0IUmyEEIIIYQQXUiSLIQQQgghRBcmbwfQU6KionRaWpq3wxBCCCGEEH3E+vXr67TW0cdz7oBNktPS0sjLy/N2GEIIIYQQoo9QSu073nOl3EIIIYQQQoguJEk+Ce1WBxa7s1fGamy39co4FruTdqujV8ZqbLehte7xcexOFy0We4+PA9BisWN3unp8HK01TR29c08M1Pu8wyb3+cmS+/zUyH1+8gbife5yyX1+KnrjPpck+SQs/H/2vjvMkqO691c3ztw7OezOrjbMJu0qgIQkQBISCiQJG+OHCcY2YEy0wO85PRs/8IdNME5gG9tgk5EIBoxtsIhCRiggCSShuKvNee7knXsn3Hzr/dFd3dXd1d3Vfadq1tdb36fv0046t7p+ferU7/zOqdsewvtu36vczv7JRVz2gTuwf3JRua333b4Xb7lVvTyluFLHVX9+J+7YO6Xc1mfvO4qb//Ye5XYA4Oa/vQefu++Ycjt37J3ClR+6E8Wy+s3iLbfqwfnTkyVc9oE7cGBKPc7/9D/14fzKD92JH+ybVm5LJ85v+pu7teD8+xpx/ubPP4T3a8D5voJOnD+Ft976sHI7DOd3asD5Z+7Vh/OX/M3d+PyPjym3w3CuI/h/0+d/ig98Sx/OD2rC+dtuU4vzc0FyjDGxUMFksaLcTqFYBqXAZEm9rYmFspY5nVmpoVJvaZpTBYViWbkdSilOL5RR0PD8JhbKqNRbKK6od6q6MFEoVgyca3p+OtZpfqWGaqOFSQ34m1ioaHmfKKWYKFa04rykIUieKOrB+aSJ8ykNa3Vak+9jOC/o2qM02Gm1KAqaca7Hn+uNW6ZKVeW2DJyrndO5IDnGqNSbqDXUp2IqdcOGHltNVHXYaRjpHl1zalGgoThtxp5brak+lVXRaave0rJO1bpeTOiyA0DPO1VvotmiaLbUpry14tz0fbqeX01Dar2iG+cdN6eWXpzr3A81rZWe90mnn1Dvz88FyTGGLgdUNV8gHdqoSr2lzQ6gzykAQL2p2Kmac6o31Ovy7E1Jg62Gro3WfH46bDV04VwP9py21M7LsqMR57p8ks6ASMecqvVm562TpuenG3v6bDW1+j4de1RVw5zOBckxRrWhi2HTd6KtNlp6An9q1gy1AAAgAElEQVSNzIMuRqCqkQ2w2Tw9+NOzThqfnyYmWScbxWypZom0Yk/r89NEemhkx7X5c53rpOn56caePlu6/LleP9ERTDIh5DOEkGlCyJM+3yeEkI8SQg4RQh4nhFxmfv1SQsj9hJCnzK+/RsfnDRqUUn0nMs3BQ10Lm6L35Ayof35rw46rtUUpRaWhi3nQG1B2Erur05au94m3pQXn2rJoerMLWvx5BzPJOg9OOnCu3fd1iKxIF5P8OQA3BXz/ZgC7zP/eCuDj5tdXALyeUnqR+ft/SwgZUPg5Q0e9SdGi+nRlwDkNW3xbeoJXvTprPQFlrdkC1Y1zTfjrJOw5bCmel97DjJ53Sq/+VGeNSQvVDsKeYUsPJnTXzQCdxY7r9n0dwSRTSu8GMB/wIy8HcCs1xgMABgghGyilByilB82/MQFgGoDUVYKqhk5dmX6tJlXe71Inm2JpupUHD3q1hoA+dlwrzjUeBlXjXGcatZO1mqpxbjN5nZVdqJpZIG0476D9ULdO2LCla9/Vd8DVlV34n6JJPg/ASe7fp8yvWYMQ8hwAGQCHNX4uz9CrE9aoV9IUfOnSTwIaN9o10J9q01l3mia5oScoqmpkU3T5pE7UaurWhOqyVakbmaCG6k4QmqVSOmzp2gsBnf58DfZdTTp11R2szpYgmQi+Zr3dhJANAG4D8EZKqe/TIIS8lRDyECHkoZmZGQUfk08N62Ae9DLJhi3VTlW/hk19Grrz9Kd2kKcT52ptsXoCw5aelK0enb+u7MJaZNFUM2w6U8N61onVEwAacd5JWTS2F3ZQd5C12KP04lzdWp0tQfIpAJu5f28CMAEAhJA+AN8C8B5TiuE7KKWfoJReQSm9YnRUjSrDZh709AA0bKkFW73ZsnpPdpSuUZcmWacuT3PgrwXnDT26PFZPAGh8fh3EJOuukQDU91rt5HoCHbbWBBOa5tRJmm6dh0Fd2RldOD9bguRvAni92eXiSgBFSmmBEJIB8O8w9MpfW9uPaAy9YNPD5vHBSWelN/WmbLW0dtKUXdAlSwB0ygXsgEuX1rWzcK4vu6Avtb4G66Tp3QU0Pr9OkkqdkxW1Z0uz/AsAqgoP0yllf5kbhJAvA7gewAgh5BSA9wJIAwCl9J8AfBvASwEcgtHR4o3mr74awPMBDBNCft382q9TSh/V8blFo6qB3mdD98kZ6LSiCD229MpiNDPJHdXaSV/wsDYFvnqKf7Rm0VTPSatcgKXx9flzfZ19Om8/7KQC1bXYo3RJSAxb6vCnJUimlL425PsUwDsEX/8CgC+o+lxxBgMbux4zmRDJqVfXlvKUIwc21WzoWvRa7aiAUlNDfZ0413XBjNbgQfO1yoAOacIa6Hc1YaLRomi1KBJK/bkmJlnnYVCnpruhZz/UeeGV/roZHTjXmwVSbetskVv8txk6WVe7hZme4hVAX6GH6heo0WxZld2deV2vHtbQsNUZLAcvt9D27iq2w+NcNZtX1YpzvVkgQB/rqhfnmlqLaa2b0bMfas0u6GRdW5qkHR2yR50LkiMOhw6mQ/ReDq1mx8xJ4zppZNh0twxy/78aW7rYlDVg2DSuk7ZWhx2Fc/06dV1ZIECnTr2TcN6JdTMd7vvOMclnz9DKsGlr7aSTSV6Dk7OutnYaU+t6n19npGx1MslrwvjrStlq7Nuuk0lW/vw01bPolRWtgT/qJAnJWjDJHXJxiS6cnwuSIw69bJSmU2ZdH5OsbU46T86sUbvOdl+aDmhA52CCf3c75RrYikaGTWtrLM1aTUBnq0jFmtoOZA3XIvDXei21JnIK0Jhd6JCMybkgOeLQq2vUpdXUn7LtJE0tz3qpvAa21aLW+ugsiugcnHcem1LViXNunVTivNmi1vroTOOr1lrr6oy0FnUzWtepQ/yRo25GUz0B0DkXl+iKxc4FyRFHJzLJlQ5kktdCf6r6Glidh5k1YZI7qAVcJ+pP2Tqpx7l+7AE6ugh1FsMG6L/IRqct1dcdO/25vuyCLp/UKf78XJAccehtl6ZJr6S1eEXPxRs656QroFwLXR7QOelNrRutrnqChn5/BKj1SXqDvDVof9lJ0oS1KLrVKU1QivM1Ogxqeqd0vU/AuSD5rBqVNSj+0emAOqbd1xowbIDi4GENDjOAPl2t+pZBGlO2a1KQ0xmbkt7iaB4TqlPeehg2ndKEtZAVafXnCmUQOrGnV4LTWeTeuSA54tAVfFFK9V1LrfOUqYt50BlQaiqKWAudsGFLHf4opdYz09ruSxeT3EEFqrrkPlprJDT5Pp31BDqznWvRklKn71N53bHefVfPO9Vco7qZc0zyWTR0Ff84Nz89N2kB+tg8rQVNHZLeXAudsGpbelkv/RKSTircWwsmWdfFEYDa56cV5x3e6lBvZlAhk7wG/ghQux9qbbOpKRY7FyRHHE5gqzxlrk0qRhfDxq6BVTW0FrlpOtE6sdcZ6bmO1eVxXVxU4lxr4Z6m7MJaaGoBjYF/R0nNbAmJyo4nugIiQB/Dq5f04NlxPdlOvQWq6mKxc0FyxKGL5VirF6hTGoCvlVZTW/CgOrugqafwWlyJrsWWpmtgne9ThwQPOi/4WIMskK5LS4BO8n16/JHbli6CoFMuY1mrw8w5JvksGtVGC7lMEoBiXZ75ouYySS03kVlz0qCz1vH8KtzzU+1Ua/ycNEgTcpmkFv2uFpybTlXLnOp61olSioomW3oxoWtOHCY06E+1zEmnP9eIc337oUY/oWk/XLN3t0P2XV1zOhckRxyVehO9XSkAek5kvV0pLe2+cpkUEkTtidZIyUHP86tzz0+DNIHNSQc7rmdOLU3rZPzt3q6UpsNgCkQxztnmYD0/DdkFAxPq2Sg9OLefn8456ehM09uV0iIrymfZOqmXtOnZD3VioqUF59U1end1sOO65tTDcH6ucO/sGQbY0gB0BURp5VdWVutNZFMJpJMJLWlUHc+POfCebEpL4aM1Jy2Bf1qLdlw3znXIirrSBs6V6vIaLpxreKcMnOvYaNXPqdrQiwmd69TbldbCjnelE8go9udVjf6c+QktOG/owTmPCfX3BujBOe/7dPijrnQS6SQ5xySfTaPa4E6ZGsDWZ57IVBZFWE41lVD6slY5NgVQH1CmEgS5jHqnWtXEsFU1silVnknWNCfVxT/VhuFUs8qDB304rzaaSCcJujVJE/p0YILPLmhI2epmDbUED6kkMinFONfoz6uNFjLJBLrSSa2+T9fz09HqUNe+C+jKDOo5DKZkf5AQclnQ9ymlj7T/cc7+Uak3MdyTBaArbZG2roFNJ4kyW13pJDLJhKbNzzjRqr61i50ylUsTuFO60vY6HCamS1VldgCDTRnpNXCuix2n1OizmVKGc5NJTqnFuc6MSaXeQlcqibTid9fQWWti2DgmeWZRLc6r9SZGdeCcY9haJs6TCbX+3PB9nYLzJrImkaPSDqXUwSTren6zS4px3mhhXV8XALUSHN6fN1tUD84V+3PpIBnAhwO+RwHc2OZn+W8xKnWbTdFR9c+zeemkGuK/0jDkFqqZB/YC6Xh+VU1zqjdbaLaoNScdWs0+TUyynjk5MVFrtpBShfN6E9lUUn0auuGak+KAMmuyKSrfp3qTokWhJbvAY0IH67omOG+00G0WHa32qDZaevy5TpzXW8iah0GVdljdjJ45rRHONWXAAcNPJBNqcG5g4ixikimlNyj7FP+NRlXbKdM+kQGsg4IqWwbrmtHMsKluGWTMKYlSua7QjnOddGFCR/N5PayhCxMNCijDeRPdGYZz9e2qdGEia6bWl6oNdXYaLn+kyU/ouJbagT1Vdtz+vNlCN1QFD0aBqnp/rs/3VetNdKUTyKrGueYsELOlp7h8DeKWprEPK7HVMAr3VGcXojDJ1iCEXAzgQgBd7GuU0ltX60OdzaNab6E7nUQqQbSeyFS34ervThundA3tvvq6dTJsmtapWwc73kIyQZDLJJV3PKk2bJyr3vwA7vk1mwDSamw1WhjMZYxCDx0MW7cenbrOIi09bFTTwrmOeoJcJolkgqi9HMrlJ1SzrkN5fQWquhhKQ0KiWBKocY+qNoy6me60nhZw+UwSCaKn1aGW51dvYTivPjMYOUgmhLwXwPUwguRvA7gZwL0A/kcEyVbwpe2Ursep2huteoatTwvz0LKKV/SkhnWxhup1ecwWK+bUwST3ackuNK3sgo4e532adOp6skAuf6RcZ51QzvgDBv6Y71Npq6rRT1QbTWRZjYmmIi1AgyZZQ2rd8+5qyXZq0Flr8hO21EzDfqgpFosj/nslgBcAmKSUvhHAJQCyq/qpztLRbFHUm9QqlNGiV+rWEzxkU4YAXlefX0D9KT1rtvvS1dMVUM+O22wKVdYJotFsodGilgZQR/Cg6zBobLSKmWTXnFSyeWxOqv2RzbCpD/yNIq2k9e6qwjmrJzBwrhoTGv1EvaXlMG2RHt16ijntIi09fccBtTebWrVAJvbU4dyoJ2B+QmctleoDjY5YLE6QXKaUtgA0CCF9AKYBbF/dj3V2DrZRWAybhkbtfRp0oSxlm1XMPLibz6sOyLtS6tkUdxsk9ey4ocsD1D0/tk562gJ6C1RV2srqYF3dmFCMP5sh0pcFUi4h4XCual5OnCvOLuj0Ew1N3Yo8c1J5mNYkK/L4I9VzMt5dwOhgpcSOFbckkdWccVKPc/UZpzhB8kOEkAEAnwTwMIBHAPwk6BcIIZ8hhEwTQp70+T4hhHyUEHKIEPI4326OEPJdQsgCIeT2GJ91VQfbKJgDUt1rlRBouR7TZpLVNuV2SxN0SEjUs+P6DjOVht3WTqUttk46cF4xcZ7P6GAemtZlIjpYQx0Bpd3qsLN6nDtwruj5OXGunklOECCX0dMZSU+20wwos5qYZFM+p/bZufYoDXIB1rVKnT+3D4PKMWHWE3SnNeE8rT4LFDlIppTeQildoJT+E4AXAXiDKbsIGp8DcFPA928GsMv8760APs59768AvC7q51Qx2AukJZXFtfEBVDe6b+kJiNwV8joYNtXBg4mJvIbrMSv1JjKmLg9Qx3JUHAybeuaBbX6AYqfKsa56WEM9tzCyqn+lqWFzo9Vx3XGl3rI0tYCGw6CGizd4TSigvhBbSz2BR5OsFn+sEFtHByZ23bHqvYP3fapxntXh+9zZTuXknpEFUilpi9WQlBByHiHkagBbAAwQQp4f9POU0rsBzAf8yMsB3EqN8YD5NzeYv3sngMU4n3O1B888pJNEuS7P4VQV2Wq2KGpNW9eopwWcjl6r9iFDR2rdOmRoKDxL63KqmrSarM8voA4TrJ5A7/XrGnDeaFrrpEOr2a0ji2ZqNdMptZhg68TYPPXrxOFcoT83cM403eoxYevUFfs+TYcZgNvjVe9RHJOsyhY7tGvZ4xt2PQGgjshhdTMsC6QyFovT3eIvALwGwF4A7OhIAdzdxuc4D8BJ7t+nzK8V2vibqz7cWk31J7Kk8uChZs1J3zWmVqGHaoZSiyzGhQkN2nHVmHDPSbmuTAObwuvy1Bc0uXCuunhFhz/i/ITq4IHXnwLqMZHVcYWzS3+qXkKiPrvg1u+qbjfHgi/VdQuAJkllQ08WTadMlO9MA6h8d/XFYnH6JP8igN2U0tW8R1F0b2HkIwgh5K0w5BrYsmVLu5/JM3iGTXVRBN/eBNChP9VXDd2jQZrA+mpmUgml18BaTLKGdnPVehMDuYx6p9rg0nMauoN0cThXzRp2pcwCVQ0bbU9GhzSB3SKYVHoNrEdqplgWM5TPaAgo9W20rJ5A+QHXRXqo7kxDiO3PlXc8MbHXaFG0WhQJhTjXIzVrYaQnxRWo6iII1DYc4A+D6vy5vlgsjtziCFa/2/8pAJu5f28CMBH1j1BKP0EpvYJSesXo6OiqfTg23Ok51QUErPgCUAi2hhNsqgunMhq6MwC2U9VVFGFgQr00QQeTzAdEOlodZjmc69DlKW+Xxm3ogPpizmw6gXTKCBiUHzI0sHl8T1xAIRvlkBXpwLkOf8S/u6ovzdFfN2M9Pw37oXbfp1pWZPWZVqkdN/Z4VnSrjsixD7iq1ykOk7wC4FFCyJ0ALDaZUvq/2/gc3wTwTkLIvwB4LoAipfSskloA3hOZyusxrdS66nZfWlPrRirGCvwVadgopY52X4C6a2DZRquFSW7o0am72aiOwLmnGFHHpSVqDzOUUtQaTlmWqmtgPe0vNWWBAB2sq3FwX1aMc6c/UlR0W3fuUeqvik4q11m3zLoZtk6AQpxrzC545HOK9kN33FKuqw2SWas5QKUkUB/O4wTJ3zT/kx6EkC/DuKVvhBByCsB7YbLRZpeMbwN4KYBDMILwN3K/ew+APQB6zN99E6X0ezE+d9vDeyJTf8pUXuHNvUA6Ts5daeMKWJXXwDoCItXt0hxaTbXXwPIXRwAaHJAOWVG9qb2TgfqLN4zNL5kgSq+BdR9mAA0Zk5QOCY4zi6aj1aH6S4eahlZTuc5aH8PG/FEyQUCI+gMuz7qqCsg9hdg6Wh1agb+a/dDZAo6gWFbv+7RlcDVckBI5SKaUfp4QkgFwvvml/ZTSesjvvDbk+xTAO3y+d23Uz6hquE9kqvVKvV0p7bo8HQwbAKXXwFpsQEqnNiqh/hpYTUyyR6upOGXb353m1kkPw6ajaBSAUj/h0E9qlOCo7zCgJ7vgDohUdmdw1xMoXycdODf9ESFE6cHJrRMGNEkTdLS/dBAEin2fprqZwbwGnHN1M6ovSImsSSaEXA/gIIB/BPAxAAfCWsB1yvAwDzpawKk+Obt1eQqvgWXMAwClejn7BdJzos0kE0gkiLbgS72GzanfVV3849RqqmVTdFwD68S5OpaDZ3eV47xhaA0ZznVkF7SyURqKlplOGNAzp4xyf24w/gCUsq7uwwygUJpgamoJIRou3mCabtWX5jhrqXRkF3TtUToyg3HkFh8G8GJK6X4AIIScD+DLAC5fzQ92Ng4rlaWBTamZury04pOzW5fHbGVTanSNNsOWVBg8OE/OgMrnZ3QhAdRuFExnraNRu06cu/WnKtcJgEMXWm9Sa4NazVHhcJ5VGHzxOmHVASW7JACAUmmCVpxrvFlSVz2BO6Ck1LjumAXnqzlYah2AUj/B64STCbXSBIY9AEpJD1ZPYEjN1N6qW3V1YNJ1YROgrwVcixq9k1PJWFd/BI44fzHNAmQAoJQewOp3uzgrh6dCXnlrJ/UaNvfFEYDKlDfnVBX2WnX2dFXPRrGASGXVv8EIwcmwabiuV08Xl4QW7AHOgFJln2nGsKUVSnDcHScA1YdB9ayhpT/VcCGB82ZJoqXVofJ14qRm6i9jaVpkikrf5+7ABKjsKdzk/DlRWEzH+SONnWlU15i473dQh3NnBhxQ5yfiBMkPEUI+TQi53vzvUwAeXu0PdjYOR69VxY3aK5YAnqViVGs1NQTkDdupqmQe3PpJQO3Lmk2pZ1PcWjlAw01kJs7Vp9YTyjc/98URgGKcp9WzUTzOVbOu/AE3rbDXalWAc3UFTfraXzLfp+2CFB3+3LwxDtDj+9hhBlBbu2DPSd11x27sAXraAurQqeuSOQIunboiW3GC5N8E8BSA/w3g/5j///bV/FBn66jUm0glCFLJhJZrYLtSXFGE4lRWVgvzwG20KpkH18kZUFsNzTPJ6oIH53WpgNogj8e5+huakqYGUF12gT8MKu89Xm/pYdhcjD+gNnjQrT+1sgvKCppaSCeNTjs6ej93pQ1NdyqhA+fqpXoe1lU1kZNSL02ocFkgldcdizJbKgtUWd2MyswW4O1gpQPnVgcrRbYiB8mU0iql9COU0lcAeBOAO1f59j1l49D0Ir760MnwH/QZ1UbLyRoGLMpXHzqJQ9OL7dmyAkp/sM0uVfHJu4/ELs6oCooi/BzQHXun8NNj87HsMFtWyjaAeajUm/iH/zpovQhx7ABy1dA/PTaPO/ZOxbID2FfoAgjMLlBK8cm7j2B2Kd6rYrdB4uckXvO2cc5JSMKKtNrBuaE/dXY88cNE+zjnDk6pYNb6+09N4qE2cd4loVNnOK/GzEi5dXmA/7vbNs4bPGvo74/axnldsE4+ttr351zgH8KEfvWnJ3FoeimWHUtnLeH7ZhZXCecp42ZJwB8T7eK85tgP/WtMVgvn2TQvy/LH+Q/awrmzM43fvkEpxSfuPtyGP7cD/7As0MGpRXytTX8um9laFZynwn3fzGIVn7qnfZzLZIu//9QkHj4eH+dxulvcRQjpI4QMAXgUwGcJIR+J/Qk0jtvuP453ff1xtFrxFsbZwsy+BtY96s0W3vX1x/HFB0/EslNvttBsUSkH/s1HJ/DBb+/DifmVWLaEaQsfsL3/9r342A8PxbIDOLWaQS/r/Yfn8NffP4AHj8YDtpBJ9rH19/91CB/69r5YdgCTSU7xAaUYW0dnl/HBb+/Dt5+Id0cOf3LOhrApt95/HH/0b0/Ex7kjyEta18C6R73Zwh+2hXOKFoWj+Mdvnb5h4vzkfDmWLcfzC8mYfOBb+/Cxuw7HsgN4Dxl+h5kfH541cH4kLs69EhK/OX30zoP40HfawLkkk3zExPl34uKcO+AynPsxX5//cZs4r7cch3Y/nNcaLfzhvz2OL8XEOasnkDl4fvMxA+enzrSP87C2iu//1l58vA2cy7Y6vO+QgfOfxPbn8lKp9nHechxw/eZ0eGYZf/btp+PjXHAY9LP1+fuP4Y/+7Ym2iDB361XR32I4//JP2sN5Nh2+H37j0dP4wLdWGec+mHjf7e3hPI7cop9SWgLwCgCfpZReDuCFsT+BxlEoVtCiQKkS2NbZdziKtALE9jOLVbQocGa5FtOODQAg2AFNlioAgPk2bYVpoyilmCxVML8S79kxW1lObuHn6ApFY07tPj+Za2Ani2XMr8SzY9hyMv7+dtpdJ65IK6TQo1CsoNmiWKzEu0HMUZAT0J5oerEK2g7OOZ0wEIyJyaLhTOOulbv5PCCek4XzmHMybHE69YBrYC2cx52T4+KI4GtgJ4uV2OsEyAdENs7j+liuICekNVa7OOfrCYIwMb1YMXC+CthjtvzmZOG8TT8R5vsopZgqVtvzfQ1nIXaYP293j5LpglMoVnCmnT2q0ZT0R6uFc5k9qoJGi6IU2587M+BACM5XAXtAcPvLyXZ9n6Q/b7Uoptr053GC5BQhZAOAVwO4PbblNRhTbQaU1YZz8wPEC2MFrjFfVj69BMi9rHHBVm20kCBGgBd0oj2zUket0WprozVSMXZrLNWBv9Opik+0k8UKiuU6GjH1TO6Ubdic4j4/u/AsvCDHwnkbmODb2gE+OC+2iXMuiwEEZxcmS0Zas53nx7SnQb1WLZy3dXByB5Ri7E21GTzwFd5h7PhkqYKFcl2Y+ZKy1XD2flbpjwDXBSkKcc5LpQDx81uNfQOAqzuIjz8ycR7/MGjXEwT58/nlGmrNNv153VmI7Ye9qbZ9H5daD/N9xQoWVmrxcV5vSWW2LH/eNs7DmeTV2Dt4Jtmw5X0+bb9PLnJP5R5f5epmgjAxv1JDvUnbOjjFCZLfB+B7AA5RSn9KCNkO43KRs360zdy40nOAeGGmVokJlZEm2C9Q/BMtuzUp6ETb7uZn25JnUxbadEBhFd4rtQZKlQYoBYrlVcguSLDjcQNKnklm18CGs3nxnR2PPUAcqDCnGned+JaKQHAaf2oV3l2rz29A14SCib22D4MS2YW2MyaSrQ6Xqw0sto1zOa3mah5ww647bjdQcRaeBfk+I3CN7Y+4rkhAyPNrE3+89jkou9Auuws4meQgf96u76sKJSReW0vVBharDSNbHBfnXN1MEBM6tQrYA4zDYCoRXIjN8NeW7+P8kZ+tdv0RH/gzW6oO086svgSRo5NJppR+jVL6TErpLea/j1BKfyn2J9A0Gs2WJbKPG1C6C3KAELC1m0qQKP5pG2yuQgXAZ6MoGc57sdKIVbHaaLbQaFGpIq3VYFMAF5McEPgDiH3SdLYMSvgWGa1WQNmVTgR2PKk3W5hZam9Td+vyALEDanej5YtGgWDtfaHUbhray6aINkC2TqV2cS5RT2AHee0GD8H1BMyOYasdgkCDP+L6/Ibh3Pbnq+j7hDhvV+rjwnmABKddTPBERCCRw+E8ThbNUzcTdMBt2/fxsiJZfx7/QMNnO/0PuO37IwD2td4+e0etweG8ncOg5Y/861nsd7c9CYnMBTNtk3tcLBZUoMrmVKrEzxZHvnGPENIFo6vFRQC62Ncppb8R6xNoGjNLhk4YaM/ZuTVsQem59jW1wakspp8E2tOwyejy2GkWMF7Wdb1dnp8JtMOlzADj9BeWho5/mLFtMQZU9PxWLXjgNoq6eQ0sIc4brtrWJLv0uxkf5mbG1Am3Zct1SQAglia0j3Ovhs0P51Ol9tkUW5fn32uVx/nCSh2jvdlodgRSqbA0dLvBV5brLCD0R3zwsFwDRqPbqjbkUuurwe4CLoIgQA8PrK7vC8Z5e1kg2/eJ26UxnbBha3X8ERDu+xbKdYz0RMS5a52CrvVuvx6Dw3kqAOer4s+bUu9u2+yuaz/MJBNC7E0v2nNqR//cnXFmF9TELWxOwe0vWy2K6bb9OV83E45zlkUbjohzIJ7c4jYAYwBeAuBHADYBiN/rTNMocBtFO2l8OdbVsLVca8Zqe8Pr8gD/VNaCqZ8E2mCjuDkFtaJxONUYttx6pSDmwUp5t6GNIsSwIc0kt6X3sh0duwbWY8tiU1ZRv6tgnQDvdbOAWJrAnl98nAuY5AA9PPv/OMOpywtiU+xq6zh+woPzlH/KlvmkdvyRu54gKLMFtMNaO1Pr7BpY92g3oLRbmAUz8ZPF1cC5iEkW4Nzc0JeqjVj9eT049/F9TCcMtKN1dWa2gHDfFwvnrtR6ViK70I4/YjhPB2SBnP68Dd/HYU8ZzgV+QoS9qdIqxS0u+VyQBGexGi+LxrdeZWH+VeMAACAASURBVLZE/nx+ZTVwLqibCciYGLbirVWcIHknpfSPASxTSj8P4OcAPCOWdY2DZ1PaOZF1uRi2oDQ0sHoBpeiUWViFIE/MjosYNjt4iMMIVBruIE98DWy51rSqeOOzrvwFFWrT0FWBNkp4ol0lJjnsCmx+o2iHofRqNUWYaA/nFZdW0+8a2AKHvbYYNonONDwm2sK5K7vgHiu1htWVoS1/lLZlCYAEzldRmiDyE+1LzZwbrVqcO7szAH44b+/gxNcTAP6kx2plttx7VOjzi4E/d92M3zotmzphw057/ogQwhVY+hMRQLu+L3w/XK3ONI67EEL2+NWUmqlg4oU4V3WYEcRiojkVVkGCEydIZrNaIIRcDKAfwHgs6xoHe4GyqURbG627Gtrv9MK+H2+jFbBRAaDOphJtppfk2BQ2p3gbhUAuEMCEZlOJ2MyDQyccdMos8usU3VazRVFrtuDpeOKyxXTC2VQC5Xoz1iUpvFYTCGfY2sI518XFwrnPps6+H8+pugr3fK6BXQ2cCzvTCPFX5eYUP3gIa96/KutUD8ce4PJHMZ5fs0VRbzr1pyJbTCecTSWwUouLc6/ULNxPtJ+yDdN0rwom+MK9ANYrm0q014HJkwUKnlOsPcpdNyOxTqtRNxOmSbbWKcacWD2BBxMCnM8tt4fzqgjnYX6ijaJvTws4n7Wyn1/7OM/6zGk1cO444Aaw4+3GYkC8IPkThJBBAH8M4JsA9gL4y1jWNY7JYgWZVAJbh3NtbrTBbAqlFJPFCnaP9QKIFzxUBVrNIAe0e6y3rbRFl+sFEuryuDnFCShFcgHxyc9gbXaP9WJ+pRargTpffGFcxSm+IaxQrGDrcA6ZmBttzZVy9NuUmE64LUw05IKvqdIq4LweLitiengbE+2kbHldnr8efvdYbxvMg0hCIpZbrM67y2eB/Dc/9u7GwjkXPARdd1woVjA+nEcmGS9QcWOPZUyqrsO0G+exsmgNb/Dl166K4Tx+QMkzyebFJU0vzqdK1VXCeXBrrAKHiXZkWWGHGQCOPSqe3EJUN+OfbWprj+KCPHbdsZjI4XEeH3thfmJ6FXHeFaK9Z0HelqFcW10n3ESYEOfFapt7lGs/9MkuFFYDE1wsFphdaBPnQLzuFp+ilJ6hlP6IUrqdUrqOUvpPsaxrHJOlCtb3ZTGUz0RamHKtiY/eeRBnlmuuVipiB1Qs11FttLCHgS3Cpv7gkTn8x89Oe5hkP6c6WayAEOD89b2RnAKlFB+/6zBOzK0YaQt3yyAf5mFPjBfowNQiPnffUZRdrKFf4M9OmXvGelFrtKzfkxlfevAEnjhVdFS+htla39eFoVwm0uY3VargH394yLqUhr+GE/BiYpKbExBto/3OEwX86MCM+EICUWqYx3kE7Dlx7mVu3Phjevg9MTYKC+eeVodiCc5kycD5rnXRnCrD+cn5FadcICR4WA2cd4UUNPGYqMbFOXeYAUJw3t+FwXw60kY7VargY3cdQqlspMsZzrM+aeh2cX73gRmrniDsQoLJYgVjfV0YzGUi+b6VWsOBc7vISNwa64wH5/JzeuDIHL7xKIfzkL73U8UKEibOozw7L87lmGRrnSLMaf+kgXPZObEgec9YLyr1Fso1eZx/8cHjePJ00Ww1Z+Oc3RrnHm3jnPlzy0+IL7Ph5wRE8xPfeaKAew7OoMLVzQBBRFgVY/1dGIwYt6zUGvj7Ow9iYaVm7vHBcQvTw9txSxs4D7mMZapk4Hznup5Ic2q1OJxLxGKAC+cxCZY43S3WA/gzABsppTcTQi4EcBWl9NOxPoGmwZzqUD6DA1Pyd5M/cGQOH7njAP7r6WmUayJdnnNh2Cnpgg19AKK9QP9412HcfWAGz9k2BIB3QOJ+g5PFCobzWYz2ZnFmuSbsqiAaR2eX8RfffRpffPA4Wi2KsX6jU4XfNbDlWhPFch1bh/PIZZKRXqAvPnAcn7//OJ7L5sQxD+wa2ETC/syMNWTPb365hlwmHKb1Zgvv+Y8nkM+mcN5At9Op+h0yShWcv74Xs0u1SBvttx4v4K++tx93H5gx5hSi1ZxyYSJKQPmh7zyNQrGMZ5zXj2wqYa2vH5Nc4IKHQ9PyOL//yKyFc0e7Lx8m2Y3zKJv6P/zwEO45OMvhPJh5mCyWMdKTxbq+rMW6RsH5l35yHI0mxcb+bsec3LaYHn7rcB7d6Wg4/8IDx3Erj3PBNbD8Z2YBpe0n6tI4f/d/PIHebAobB7qtYJLNy49N2TPWi+lStIDy9scL+Mvv7seP9jtxbt2E5z4MenAu//z+7Dv7MFms4GIBzv0IAubPI+H8sOHPf7h/2tP7GfAGRCyzZeE8ij/3w3mAPxrpMfz5wkpdGudHXDg/b8DEuc9lLEwPPz6SR1c6mqztCw8cx20PCHBu+qNwnNfQnekOtVNrtPCe/3hSiHO//bDgwLn8Ov3nYxMunLszq8E4j+IneJyzuhkgiAgrW0TOkdloOP+wifOyBM5F/kh2eHEenAWaLFYw2mvGLTFw/uWfnEC92cKmwWB/zvrDj4/k25JlxZFbfA7GZSIbzX8fAPDbsaxrHFOlCsb6uzGQy0QC9ekFw0k+enLBoT/1a9RusynRX6AJ0xa74z6s5dJkqYIN/cYL1GhRq0Ai3I7xGU+dKWOiWAm9gpjNiQVfUTaK06atB9mc3Kc/l62pUgW9XSnL0cuyoVMl48rxxUoDT08uupyqN6BsNFuYWaxiQ38XBnPpSE6VrZPvnHwwETWgbLUoCsUy6k2KR04sOAOiJPG94GOsvzsy88DWyca5i2ETrBM/p/ZwHs6msHWqNymWIuL85HwZhWJFep2YrSjMgwcTbg2g+/kVK+jrMgIAQP75TRaNq2NLDOcuJtntj5ge3mJdY6yTG+d+0gR38CDrJ1otQ6JWb1L87MSChT3Dlg9BUKpgrL/L8Ocx3t2fnVhAvUm97S8bZwfOa80WliVZV2bHwjmz4xcQFXmcR8ui+eLcai3mIghKBs43mAdUWVtTJX+cZ1JJz5yYHn6sv9vMLkSZk2uPCinO9/jzuDiXyHayPX4wH88fPXJiwdRZB2c7PTiPtHeI45agObF1qjVaWImI8xPzK06c+2SBeH8+lI+Gc37ECZJHKKVfBdACAEppA0B05brGQSk1GbYshswXqCV5bWWhWEYyQfDB/3UxAKCvOw3A/xpTxhpuHupGbzYl/QJRSlFYKOOXn70Zz9oygFSCIJcJT1us7zNSMQCwIPkSTZjsyAd+8WKkkwR93QaD5cc8MKc6Zr6sUZiHQrGM558/ipc+YwwA0NcV/PwKxbLFEAHyLytjNt/90gvQ15Wy1onNyy1NYH2z17NUVoQXqFCsYPtIHm+7brtjTn4nWqaH3z6ajzSn2eUq6k2Kd96wE5uHup1zEjDJTA9v47wurXUtLJSRShB84BdNnHcZmPArUGUOaPNQDj3ZlDTzwN7FX372Zly62cA56+HpdxicKpo4z5k4l7TF4zyVIKHrxFjDMfOdisI8TCxUcN35o7j5YhPn5lr5XQNbKBpBHsO5rAP34LzLZp9FbBTTCY/1dxsbRYQ5FYplbB/N423Pd+Lcb1NiOmEL55Jzml0ycP5bN+7EpsFuyx8BYkwwPbzx/NKRcD5RrDhxHuLPWWZry1AO+UwyMs5f+5zNuESA85pPByHen8s+v4IZ5Fk4D8Ee8+fr4xycihVcv1uA84DM6gYTe4C872MB0btfegF6XTgXHZwsnPdFD4gKxTJ2jObxVoZz137oi/MR5s/lMMFw/s4bTJx3Of25nx6eHXAXItQueHDu8X1efwQAW4dzyGWS0s/PiFucOO/KhBctsz0KiOL7DEx88H+5cB5ARAAczmMyyZHlFgCWCSHDACgAEEKuBFCMZV3TYDrh9X2GrIAxjv25dMhvGuBZ35vFrz53Ky7c0Idd6w19Sxgbta63CwMRAsrFagPLtSa2j+bxnp+/EAenFkP7x06WKrhifBCD5jzmV2rYMpwLtcWc5Csv34TLtw5aFyb4XQPLTpkMbNEcUAXP3DSAP/2Fi/CGq85gh7mB+j+/qsUQAdGD5Ot2j+LFF61HgkvfiJ6fFfj3RWeSC8Uyxvq78K6b9uDG3etw2dZBc07+2YX1fVkryJNlx9lnfOamfrzh6nHMLdsXXaSTCauFGBtunDdbFKVKA/3d4TifNAPRX7tyKy7c2IfzXTgXBf6EAOt6sxiI8PxKlQZWfHDuqz8tVfCcbUPW85tfrmHzUDjOWfDwqiucOPe7BtbCeX/0jMlkqYJLtwzgT152EX79xBlrA3UElFwfe+uAa7678jg3NorrBTgXpaGtLFC/sU7RDrgGi/Wum/fgxj02zoNStg6cS9oqWDgfwOuvCsc508Ov7+sCpbQtnO+W8OeEAKO92UhZSAvnIz34fy+9AIeml1ydfcR9x6/cPsw9P0mcF22cX7ZlEOv6suacgrOdxmEwmu+bLJZx2ZYBvNfE+Y7RHtOW/fzybpz38ziX9H3mZ7xhj9ife/xR2zjvxh/dvAcv4HAexMSP9XF7lCQmJsx1umTzgNCfL7syZGc4nDdb1MoW88G13wjFuavwkenhR3uykQLKUrmBcr2JHaMGzg/PLHM4988CXb1jGAMmJhZW6tg8FG6rYO45r7p8M561eRDrGc4TwbGYjXNNmmQAvwujq8UOQsh9MO5vemUs65qGTbt3W1W58ys1uSB5oYINZkr0WVsGra/7bhRFQ1eWSSUiFYSxDX1Dfzd6simPLTcAKvUmFlbq2GCm1oFoG+1wPoOudNJKrwDwvQaWOeExM3g4Ob8iZadSb2J+uYaN/V3IpBJ47vZhx5wA8env/HUjNvMg/fyM4GFDfxd6XU5EtClNlew5DeUyWCjX0WxRJBPh2qhCsYKrd4yAECKek4CJ39DXjXQygd6uVAQ2xfiMGwe6LQ2Xc07ideJxfma5JhU8TBTL2GBq0y8T4Vwwp5GeLNLJRKRiWBbkiXAuugaW6eFZ8QoQDecjPRlkUwKcp7xtFRlryJhklkYMG8E4F19cwjqDDEbcaK01HjCeHz9EfoJnU4ZMdlwa5wsVXLNLHucFF86jMkQb+rsi4rzLKgRbWJHE+UJUnJcx2g7OBwx/5PHnLuyt1BooVRoWOw5EY9hGerLIppK4cGO4P58sOf35xEJJyk651sSZlTo2DnRL+3Omh4/Kjk9w+2FeAuc26dFtrZO73sVvFIplPH/XqAfnftcdT5pZoEwqgd6svD/n9ygPzlNegoB/L5j0ZmG5LhUkTyyUsXEgAs5Lhk44lUxEKnyc4Px5b1cal24ecNhy22E64TEuuyBLRhQW7NiKxznrYOWtJ3DifO+EHM7dQ1puQQh5NiFkjFL6CIDrAPw/AFUA3wdwKpZ1TcN+WFnrZY3igJhT5Ycvw1aqYKzfAH8UvRwDGwM2P0QFTe6UGRDNAW0Q2GG2hDrhbAo92VSkVNYkt6G7h+ga2EazhelFwwH1d6dBCDAfgY3qzaY8ATIgvgbWwoQZELFrK8NGo9nCVKniu06AGBPrTQxFeX68k3QPUdcEnk2xWNcITHzgOolwbjLWUVK2BSvwF79TvgxRTAkO00K6h+iCnsliGb1dKeSzKQzl0pElECJbomtgmR5+rC8GzheMz+gOkA1b3ufnwHkugxYFSpI4n16sYKMAe344n+JwHoWN4g+D7iHCOZ/ZiiNXiYbzqlXYPJjPRFinYEz4SSDGeH8uvXeI/ZFty7t39HWlkMtE8+eB/kgQUPJ6+IHu6IF/n/kuimz57YcsC9misLpVBI16s4XpxaoYE34SHN73RZDqsXdRhHPRHs9ntqyDU5u+z64xEci/OH8uv+/ah0GvrWDGP/LBqVgW+iPLliAzyHAeNTPIjyia5H8GwKxcDeDdAP4RwBkAnwj7ZULIZwgh04SQJ32+TwghHyWEHCKEPE4IuYz73hsIIQfN/94Q4TMD8GpTALnKa6YrE4I6gGFjYIvEPAQ41YzgGlhH8BBD2+MbPPic0tnmN5BLo1RpCK/qdA8r8BdttClv2md2qWbohPu6kEwQ9HdHONEulIMDf8HJOWOyQ1E2pelFQ8ssXCcBJnidMBDt4MSKE1ggwA/RNbAOnOdj4DxgndwsB5MLADCK3CIeBv2enwfnDjaAbbTyDly0oTNb7pQjv/kN5DIolutSOLcYItHBSfD8eD18KplAX1daWv88UaxYXTrEcxLoJxnO8/LSjimGc0nf58a5UTgqv07ZVMJaX36IcM4zoQMR5CqscCoSzotOnEdl2MSH6SSaLUMmwoa7OBqQl2UVFkJw7sOEAgbOSxVJnAccBkWXDvF6eAPnKXmcL4j3XTYnkT/KmBgaystLO1iBYNBh0IPzkv38DN/XPs7FkkA7sxVF2sFwLvJHrIOVSGq2nguSo6wTAKFP4jtYWXZE5N5qkB4+kkr+gFs0s8VRR5QgOUkpnTf//zUAPkEp/bp5RfVOid//HICbAr5/M4Bd5n9vBfBxACCEDAF4L4DnAngOgPeal5lID6YrW9cbLaCcX66h2mgJHZDfNbD8CzSQS8s7umIZCVPj6R72iZZzqlzw0NuVQoLIFzQVFsQbBeDDRpkVtgCsgG1Bgo2yAn/hydl7DSxfjQrAKrKUGUEvkKi7xVSxgvX9WRBCIp1ow07OgJN5YDrhMfOzDUXQ77LUsKg9jh9ryHAeJaCcW66hFoJzERO/gXNAskWjhYWKP84FtiZLZjFdfxf6utImzuUPnn4bregaWJ41ZDiXyS4wraFwoxBggu8uwGxFOuD6sobigNLCeYRNiU8Ni+wAzjktrDhxHi2gNNYpOs6znCxLEufNqDi3A9Ao7HhhoYJkgmBdrygL5M0u8PKvvm4D56vl+0QMJe+PZLNorJjOLwsEuHDOsYaAifMIAaVf4O+HibE+w1cORNjjefmSyA7gnBPTCfNMcqQDri/OBf7IjAlGe+0iNxlMMJyL/JEIe4atSmx/lEoQh3TEnpM3RuKlryyLJuMnWGODIN8nzurb/kgW5+4RKUgmhLDcxwsA/Bf3vVBtM6X0bgDzAT/ycgC3UmM8AGCAELIBwEsA3EEpnaeUngFwB4KDbc9g/YQzqQQG8rZYPGwEnZxFp0ymE7aY5FwGS9WGULzuHhMLxkkulfQuicgWz6YkEkQ6nbBYqWOx2hA6BcBf17ieY9iAiAFlIJPMBw/Gz9u25APKQrHsm3IUzcmZXpJnHsJOzoBzTny627Alf8lH6MlZwAYwnEdhkoMPM2KcM50wYMxpURbnZgW/EOcChpJnUxIJYwOUceAWzgOZZK/+dIzDHhAtoBwLwnnDGyTzOI9ywPXDhOgaWHcaFZALKK3AP4BJror8UV+MA25EJnSK08NHKfC1D7hy7Djrm80zbIuVhrADi3tMFMtY35sVar/ZO8U/P14/aWXRJOZUqtSxVG3E8H024w/I+b6CC7cOO6I9yoNz+YDSTxYDiGsX+CzQUIRssRX4S2YXeHIKQKRC9lCcC4I8hvPBSIF/wL4rWCemh+ezxbI4L5hxiwjnouwCvx/aOA/HXqliNDbwzaIJir75zFZUqR4/ogTJXwbwI0LINwCUAdwDAISQnVid7hbnATjJ/fuU+TW/r0sPXifcm00hlSBSAeVEAJsiugaW18oBwECUQMXsmCAaomtgJ4sV9GRtbaKx0UY4OQe8rDyb0mxRS1cGgDvRym20g7m042IPy46g16rbAcneGldtNDG7VMNYn79TFeonPcGDvAMSBkSBhxk+Da0meBDiXGJOEwFOleG85sIeYOPcCsjLcgF50JwAp1NlenimTRyUDCgLLix5bLmyC5ZO2MUky+J8yCyE9ZuTkGHj3imZdarUm5hbrvk/Px/WkK1TlEKZwMBfAudROkGwdniiIbqQgA+I+rpSSCaI1DsVdMBl1x0HrlMUgmXBf06idnNTRaM/PLtQZlDS97ED7phkGrrB+gm7fZ/kHjUcBedF9/OTx/n8cg0bBME44JMZdOnhgWhMsmitRNcdu/d4Q5qwCqRHMultvcpltnpNnMvYmgiQbqaSCSRI+DoBcjifCIhbRJexMJ0wa4c4JEnuBe27ANvjnfVNPM6jdiLhh3SQTCn9IIDfgyGbuIbaDfsSAH4rsmXvEJWh0oCve/8AIW8lhDxECHloZmbG+vqJ+RVsGsixn5EW21upAcn05gmz68OmQcOWJe2QAMFkgNZQdA3syfkV68YZQN4BBRUPAN42XBMLZTRb1LI1GKHy2gjy/NPdAFzPr4zudBLD5ksqm96cMtlG2XVqNFs4vVC21ylK8FCsIJ9JOvp2siEK8k66MZHPYKXWtK7w9BvNFsXUYjUkveR8Ddw4l9U/2+n/oJStbcvGOUvZyjOUkyV/hkh0DeyJ+RWcFwPndmo4QILjwLlxGY2F8wgb7WRIahhw43wFuUzSwp3swWmqFHzAFeL8jI3zaLIi4xAuqqQX9Vr14jyN5VrT6rLiNxpm4ZSf7xNJSHjfx2QkMrKiyQCplGGLeLBnzIn5PvmAMgjnfphgzw6QPzgVAuo+AG89xumFsolzl++TxESQPwKcrKsH55IHp6CCb8BbdGvj3LlHyfo+34Jvn3UCgM3M9+XTUtnioIJvwJBBuLvt8Dg3ssVytR/hOA+OW6IcnHiZhsgO4PXnPM5lYzE7bgmak+1rPDiPWLfFj0iXiVBKH6CU/juldJn72gGz40W74xSAzdy/NwGYCPi66PN9glJ6BaX0itHRUQAGOE/Or2Cb2Z8XgHRf3ImFCtJJgpG8V28DeFmOY7PGY2HN9K2XNcSBU0odLbjcQ3QN7NG5ZWwb4eckd6IN0hoC3h6UR805MVtRCh8LAVXXooDy2NwyxkfylmZLNniwCwT92RR+ThMLxq1HrJdtLpNEJpmQTK0bm59IVya6jOXo7DJymaSlweV7QwaNmcUqmi0aWqjAzqoinA/l5TTxE8UyMsmEdTgR2mo41wmA9fxke/1SSo3WRBGYh2Ozy9b7BMgXPoZlTNzZhaNzDOdG39dIcpUQWQzgwvnsMsaHOZxH8EeAf+Dv9kenF8potGyc5zNJpJNEMrUuE/jbm9LR2WXkOZwPSrJRM0smzoPkAi6cn5hfcfk++SxaIM5dwQPz5+ydks04SePc4ftWrHUCYuA8EBMCf27OyfZHslmgYJw79sM5Ec7l/BHgH/i7O54wnDNM9GRT0jgPLPgWrBPD+WivnTEBwp9fUME3YBBhdQ7ndebPXZiQxnkqxJ83BTgfiY5zv8YGAL8fOmMkbywWob4pcI+37bhxPhghC+QecW7cUzW+CeD1ZpeLKwEUKaUFGFdgv5gQMmgW7L3Y/JrUOL1gXOu7bdgZUEqlssxUgl+vRTfresQVEMmeyBZW6qjUWwEnZ6c0odFs4cTcCsZdQbJcat0oehHpygxbzgbgfkGyrFwliJ0E4LG1bYQ7ZeYyqNRbVi9UvxFUTMds1RzrtAQA1vMzsgtyhUaBwYMgIDrqCohkT7RB1fGAzboyxyDC+YBsKstMDQfhnJ/TkRnnRiHLUJ5xFXeJ7AD282MB0Tg3J1mta2GhHIhzNyaOzjBMuJkHuY3Wf538cM69u/mIOJdkko+Y764D55JsXpAmVBQQHZ1dxlZHQCSJ8wAJBODF+akzRkA07np+sr5vzKcQls3L/e7mM0mM9kTz5wznsr6vznDO+b4hyUs+CgtGcdd6QeEUs+WeEwDrnbKZZLngNYixBsJxXq6HZ9GCaiSYLRHOt3E4l5X7BBc9CsipWSeRI5uFlHl3KQUaLRfOXb5PFud+Bd+A9/kdnV1GTzaFkR6W2ZIjPYIaGwD8fmisd73ZwskzZUEsJrfv+hV8A96LlNw4j9oSlR/agmRCyJcB3A9gNyHkFCHkTYSQtxNC3m7+yLcBHAFwCMAnAdwCAGZHjfcD+Kn53/u4Lhuh46hrowDkW7MFnZwBbwHBMddGISsWDzs5u4tKrJPzsNMBnZG4trKwYDfH97Ml3ChMcHZnkuhOJ0OBvVw1igH8Alf3dceMCXU4BcnekKEbrc/JedwVkMvqT4OKBwB4MOHeKIBw5kHm5AzYAaUQ59LMg3/gDwhwPifGefg6haeGAfv5+QVEZ5bDryGeKFawrjcE5445rTgCou5MEl3p8OyChXPJdWIbhSMgkgy+ggqJma2qgAl1Bl+S2ZmADjiizj4enEvPKfiA68H5nDMgAqIdnIJwLgoehAFRSEAZ1AUC8BaEnTpjSNrGPf5cFufiQljRnI65AqLudBLZVCLUTyyZl0CEHZz4wP+UG+eS+2FYQOnrz+McpkMKvgFxtpONqIfBUJybz8/N7gIwiRy5bHEgzl2+7+iccUDzxi3BtkL9kUuCc3J+xcC5IBYLxXlAYwPRnNw4z2WSyKTkssXuoS1IppS+llK6gVKappRuopR+mlL6T5TSfzK/Tyml76CU7qCUPoNS+hD3u5+hlO40//tsFLuijUI2lRV0cga8jdq9KTMmt5AMiALaVQHegMidtqg3qXUzj6+tAIbIsJVwzckZEDFb4S9QsATC3V5HFBDJiu0LxTIGcmmrGMA9PBuFKyAy5hR+oq01jGKAIE0jYDdqFwVEsida6ecX4lTlmFD/lJlhy4VzV8pMVkISlhp2M/GigGgwl0at2cKKBOsadMB149wdEBm2wjFRCGH8RTh3B0SyLasmFsoYDMS5d516sikHzmU6xhiFsFVphs1iiFzYA8KlZmGHQVmcy3ZnCMR5yuv7xkX+vN3DjAsTwjnlMqg1JHHugz2ASRM4xt8VENma7rA9KowJdbYWYwERky8Zc5KrZwkqhAXEOO/lAiJArv0qK/j2xZ7ruuNawwj8neSUrO/z7w8PeP2EiPSQrdEpBBA5zJb7+Y0Pxwn8ww6DzizQMcufO2OxaqOFclh2IYTI8WRM5gypihPn8m0p+XE2yS2UgwR3mgAAIABJREFUjKOCjWLIdKpBp5dWizr6SYoGf3oRpcyyqSTymWRooCJzcgbsl9WdSgDkU95hgb+ITeEDImYrPHgI6S7gM6ftrlMmILEpLdjV7n62HHIBc058QGT08Ay2wxrP+62T+xpY4UaRlzs4TSxU0J1Ooq9b3F1RxCT3uDYK1hQ+COdNC+dyzIMoZWbjXDbw98kuuJjkozOigEjOgRcCCkrYnKpunI+4cC6xKTGGyA9/Xpwbso7tozFwXpT3R4CBcz4gYrbCnp1VCBuGc1dA5M5iABLZhWIZOZ9CWDYnwInz3mzKobdkh5kwnE+WQjDBvbu1hpHZ4v1RVzqJXCY8ixbVn7vlAoC8LCuoW4x7ToCBP94fAXK1HxMSWQzA68/d8jlA5uBUDvfnHpxH9+fubkru4b7u+OQZ5s9jrFNAwTebE+B8fr1dLpxLsK4M56H+vMkH/l6cy2SLwzsIOS8uOTLjrPsAuGyxlD+Xz+ofnV1y+COASVL/e2uSlQz3yRkwHlazRVGqNHx/b3a5inqT+p6SAOeJTMQQAXJi+0KxglSCYKTHp0BQwDyIAiIgeKNlt2IFMmzcC8RSZtuGowcPhRAJhNzJWa5/cShD5LoG1n1yBuR61YYxRLYtc51EJ+duuVTWZMlgiPx0ZW5dox/OGy2Kxao/zueWqmi0aEjGJOFhiNwOSCY7UyiahbA+OHdfA3tsThwQAcHMjdF4PhjnfLs0tlF4gmQJhpJttEGXlgB2duHorFFJ7mRuIuBccp0Au3CKHwMSBb5hEgjDFrHZXR+GCAAWQja/yRD9pAfnPox/o0WxFIDzWatAUI5hO3lmBS0Kz/OTkWWF4tzVreiYGRDxN2vKZGdY4VQgzlPEgfPTZ8rYNpxz/IxMZnAyLPBPeg8zgA+RI+EnZPddwMv4A/L7LuC/R1m2XFkMUbZTRj7nV/ANeJ/fMbMw353BDcsWy+KcXeJ1Yt7EuSeglMkWBzc2cGcXjs0to68r5bhxcEDWn0swyeE4l+/TzY+OD5JFARHbaGcWq76/F5YGBJwnMndnCzaG8hnMLPnbAQyw+TXkZnYAZ0DkfoHYiSxoTqVyAyu1ZqADygqYUM8LZM4p6ETLdNbr+/07gwC2XikoIAqaExCeiuGvgfULiJg2KqiVT1hqnc3L3tC9AVEmlUBvNhU6J0MTGnxyBuDAn4ghAoKfXxhDxD5z1RMQCXAetk4LxkUifgWCbk2yKCCycL5U8bVTLNdRrgfjnH93gwIi42rdYJwHFQi6r4EVBUQy6wSEp9b5a2DZRrHdvU45GZxH830M5zz+MqkEerKpUN83EXLA9eB8TsD4y+A8RA/PPnM1ICAybKXD/XkYzl0FTaKAiOFDBueyTLJvQJSXwPmCUfAtmxlkAdFQLH8eFvgbnQx4nHv9kRHkBV2IIXMYdOLc6/ssnLe7RwmY5DhxiyzO3XGL3x4fNMIaG3h11qK4JXxOYY0N3HNiOHdnwIck4hbR6Ogg2S8gumTzANJJgj//ztO+DywsZQY4HZDo5AwAV4wP4t5Ds7j7wIzn99kIqo4HvKzrsVnvyXnnaC8Gcml8+PsHfKuHJ0J0UYCzZZCIIQKAZ48P4uR8GV988ITv3yksGLcFZVNiXZm7UbsfQ7R9NI9P3H0Ysz4vbLnWxJmVeuBGy7fy8QuILt86CEqBv/zu075/J6hJO2+LXyd3QAQYmPjXh0/h4NSi798JD/ztOVk4d52cL93cH47zBYmNgjul2wFRDJyHaOXcLZdEDNHO0V70d4fgXGaduF6rfhvFs8eHcGJ+BV/6STjO2WeXmZNno5DE+cJKPRR7gBFQ+gVEV4wPokWBv/peAM4lDoM8c3Ns1ssQAYaf+NpDITiXKKYDjOdXbTRx+kzZMyeG8w8F+vNo764oIAKAK7YO4Z6DM7jnYBs4tw6DnO9z+aNd6+RxHub73NpnD863DobjvBhe8A3we5Q3IBrOZ7B9JI9/vvsw5nxwvlJroFiuh2QxTFstG+fuPeqK8SE0WxR/9b39vn8nrOAbcPo+ERNq2BrEVx86hUPT/jiX933UwPmCCOcDSCUI/vw7+9rCeZZnx9keP+z1fWE4D83WCaRS7jntWteDvq4UPnzH/tC4JUwm6mH8BbHY8bkVfPknJz2/HzQ6Oki2XyDXRruuB3908wX4wb4pfOqeo8LflXVADq2cICD6g5fswfnrevHbX3nUSs26h8zJGTBYV7+AqD+XxkdefQn2Fkp4/+17fezIpFETgRoiAPi1527F9btH8b7b9+LJ0+LLFicCqoaZHcB5cnavUyJB8A+vvQwLK3X8zlceRavldQwyhxmW9qk2WrbO1XXKvH73Orz+qq341L1H8f2nJoV/p1Aso6/Lvv3Nb178nLa7NgoA+Itfeiby2SRu+eIjWKl5U8R184KFsJQZYDw/v4Bo57pevOvmC3DH3il8+l4fnEukHJ3s+JJwo2A4/52vPGpdeuEeoUVGXDU0C4jcmGA4f2qihA98qw2cp4iHIXKzrq+7ciuuO38Uf/qfITiXwB7/Tolw/vevfRbOBOBcJnDlU7Yi+RJg4Px1V27FJ+85ijv2Tgn/TmGhgv7utHX7m9AWx7qydzcqzmuNFmYCCgQBJ85P+gREUjgPKTICvKRHf3fag/M/vGkPdq3rwW//S3ycs4KmWrOFSt0IiEQ4//CrJHEeVtAUUPcBAK+/ahzPD8G5TME34M0C8SORIPj7XzFx/tXHxDiXCFz5zkh+5NQNJs4/cfcR/MAP5yEF32xeDpyP9ghxnsv449wqhJXcD0/MrYBS7zrtWt+Ld928B997agqfue+Y8O/I4Jz3fUdmlzGQS1vZGDb+4Kbd2DkajHOZ+iY2p0q9iYmiF+cDuQw+/OpL8eTpEj74rX3CvxPW2MCYUzDjDwBvuGoc1+4awZ/851O+f0c0OjpI9js5A8AbnzeOmy4aw19892mhYzg4vWiAJ+e9iYcN9ylTFBB1Z5L4x1+9DJV6E7/zlUc9f2Ol1sDJMysemYbbDmCcMv1SCQBw4571eNt12/HFB0/ge4JA78CUUTS0wxX0OmxxTbn9Ts6JBMFHXn0phvMZvONLjwhTtwenljwvOT/4a2CrjSYmBCdnALhwYx/+5Bcuwj0HZ/Gpe4/4zmn7qP+c+Gtg/U7OAPDun7sAzzivH7//tccwveh1DAemFgPtAN6Dk2hO6/q68He//CwcmlnC+2/3OobDM0ugFNgRhAl+Tj5OAQB+43njeMlF6/Hn33kaT00IcD61iMFc2tJACm1xN+4dm10RbhQM5+UAnJ86U8b2AOzx2QW/gAgAXnDBerzt+dvxhQdOCA80UjjnroG1AiLXRpFIEPzNay7FUC6DdwbhPAAT/DWwbKNwb+gAcNHGfvzJywyciwI9xsYGPT/+MpZjPgERALzn5y/Axef14fe++qgwzWng3B97zBafBRJhj8f5BwQbIMN5oO/jcC6SdbARjvMlDOUz6O8OwLnL97kzW4CB84+ZOP/dr8bDudX33gz8qYDIAYAXXrgeb5XAeRgm+G4xA7m0pQNlI5Eg+JtXXxKI8wNTi9gR4M9TCQLiwrloThdt7Md7X3Yh7j4wE4xzKUzQQN9n4fxrj/ngPHiPApzXHR+b9ZJTgCG1+rtffhYOTi8JA73D08smzsPf3aADLgC86ZptePGF6/Ghb+/D3omS5/tSOHdlgUT+KJdJ4WO/ehlWak383lcf83x/udrA6YWy1JxYUwM/nL/owvV4y7XbcNsDx4UH9wMmQy/6XX5Othx12dzTvDj/29dcGhjTiUZnB8kBAREhBB96xTPQaFH8SJAi3ltYxAVjfb5Ce8B7SheBGjCY67dcux33H5nzFJfsn1wEpcAFG/p87fDaHr9UAhu//+LdGM5nhKfnfYUSNvZ3oT8AJPycRCkzNobyGfzBTbtxfG4FB11ppjPLNUyWKoFzMmwZJ9qggAgAfvnZm3HJpn78YO+0cE4JAuxe3xs4J8BmHkQBEWB0afjTl1+EUqWBh46dcXyPUop9hcXQObGXNSggAoDn7RzBy565ET/YJ14nIBgTPOvqpxMGDJz/+SueiUaL4q79XpzvK5RwwYZoOBdtFICB8zdfux0/PjyHZRfOn7ZwLrtOXj03P37/JSbOfZ5fKM65a2BFsg42GM6Pza3g0PSS43s2zv3nxOZVCwmIAOC1z9mMZ27qxx2COe0tLBo4H5N4fs2Wb0AEmDj/hYtRqjTw02POlvMGzkuSOG/aOPeZk4VzH38EABfK4nw2zJ8/09ef75ss4YINvSE4J07f54vzXrz5mm2479CchzmUwjnHJAcFRADwf1+yG0P5DO7cJ/Z95w10B+I84/Dn4oAIAIZ7svi/LzFwfnjGifP55RqmStVATBBCDNY1JCACgF95zhY84zwxzpk/P1/Wn/sERICN82K5jodi4jwtifNrdo3g50P8+YWBvs/OOLUTt8jh3IkJv3Xatb4Xb752G+49NOu56OhpibjFve8C/v78D27ag8FcGncKn9+igfOQAy6vs/Zbp+GeLP7+tZf5/h3R6OggOSggAgxx+mhv1nK+bDRbFPsnJTYKMw1taYh8AADYm9vxOaetfQUjwAzaKOy0RTMwIAIMYO4Y7cHxuRXP96Q2P+4a2KDAH7AdmduWTJAH2A48LCAihOD89b3W3N22xkfygSkzxyEjICAC7Dm5bRWKFRTL9UBHx2yxwD9oowAMTMwsVj0B5b7CIjKpRCDLkXGlHP0CIsDGuRt7zRbF/imJwN+cU9hGAdiHlTiYsOfUDGSIAAPn20fzOBYT56xAlVIaGBABPM7d764kzk1pQlhAxHDutsNsbRvJ+/aOBZzpzaCACLD9kRvnE8UKSpWGtO+Txfn0YtUTUO4rlJBJJYIZopQ3IPILCofyGYz0ZHF81omJRrOF/ZMG6RE8p6Q0zs8fE+OcsXuBOE86/REgDogAE+cjeV/fF3ZA4/15UEAEBO1RcjjPWv48OCAKwvnegpGti4RziTm5/cTphTIWI+A8LPAHgN3rezBVEuM8m0oEvo9ZB5O8Eojz4Z4sRnoynucnj3OeyKkEfi7L9837YcIffzw7HpTVB5g/7wnAuVwsAZiBf8CcnrNtKPBvuUfHBsmlcl2o/3OPbcNeB3RsbhmVekuKISqW6/jxobnQtOFWcxM+NusNHnqzKWwaDNbbAMD+qSXsn1z0PTmzMT6Ssy5iYKNSb+LwzLIE2IwT6CMnFnxTZpYdE4hHXYeMvRGChyOzy5bcJdDWSB7TooBS4jDDTrRPThRxdGY5MPjsyaaEByfZjSKdTKCwUMFDxw0mWub5ufG3r1DC+et7fG8XAuyNYm+hJIXz8eGcB3tHZxnOw+e0sFLDjw/Phm4UrE+4aE69XSE4N7G3f2oJB6YkcD6c96xTpd7EkdlwnDNMPHJiwdSE+qcNmWN3v1PSOE8mcHR2GU+aAVSQA982kvfdaEPnZPqJpyZKlh7ebxgtJAU4nwhnvQAT50U5nPv7vkXsXt8bAedL4f5c4PuOzS2j2pDBOcHCSg33HZLAOXt3BX4iFOeWP1/EAZYeD2CDxwVBchScUwr87OQCJooVqXU6KtijgOCACDDmdXR2GU+ZGAoKXreN5NrG+ZMTRV+pDxu+ODfJKRlMFIoVPCzjz83veQiCyRJ2jwXjnPmjvRNyOB8fznv2XVmcZ5IJLJTruO/QLACxdJMN9jlEOO/rSuE8CZ36/kkD58MhMhDDnzufXaXexJGZJSl/1KLAIyfOhOI86ujYIPn4/AruPzIX+rC2Duc8p0zZgOiqHcNYqjbwxs/9FID/yZn/nih42BOSHsmlk7h86yC+/JMT+NrDpwKdDwBsHc57GMpD00totmjonC7bOoh8Jolf+viPQzeKvBlQitjx0d6sdZW133j+rlHcfWAGf3fnQamACHA6oMVKHSfny4EsPGDomkd6Mnjnl34WenI2bPljYk+IrWt2juDA9CL+6N+eMP6WxKYkYl3D2IAtQzlsG8njL7+738B56Jy8G63s5sdw/hufMy7BDN5o/XAeLl/KZ1KRcM4OTvxGe3BKDueXczg3/pY/k8w2WjdDyXDu1w+XjeefP4ofHZjBR+88GBoQiTBRqtRx6kw5dE4XbjBwfssXH0GhWAl/fgE43x2Cv2t2jmD/lBzO7XfXxoSd7g7G3uahbowP5/CX392PB47MS/k+tz/aKxkQXbXdwPmbPh+Oc/Y5RM8vDOc9mRQu2zKALz14Av/68CmMB2QxAGOd3AFlVJy/4mMM5/5z6u1KCxnKvYUS1vVmMRyC8+vOH8Vd+w2chwVEWwX+vFiu4/RCORQTbpyH+76c0PcRAuwJkC8BwDW7RvH0ZLs4D2d3twzlMD6cw19892k8eFQW564shiTOr9wxjMVK3cZ5wPOzDrgCnO8Jken1ZlN41pYBfPHBE/j6IxL+fDiHyVLFIe04MLWIVoisAzA6V8jiPOrwL1/+bz42D+Zw+bYhvOSiscCfGx/JY+bhU1iqNtBjdi3YVyghlSDYtT64SOuVl2/CNTtH8Ol7j2BvoRSoF8wLGMpWi+LpyUW84rLzAu0kEgT/+var8KMDM/jsfcdww+7RwJ+3Tn9zy7hoYz8AnvUKdgpX7xjBj9/1Atz2wDH819PTeO624WBbgtOfDBsAAB95zaX4tau24pN3H8HmoZCNgmMoL9xo/O2nJ5lTCJ7TjtEe3PuHN+JrD53Ev//sNG7YE/z8xofzHr3XvsIitgzlLIz4jd950fl42SUb8c8/OoxKoxV8cmYMJYeJ6cUKZpdqoc+vP5fGHb/zfHzriQK+9OAJvOTicJx/7eFTWK42rO4cDOc718nh/FP3HMG+yVKgXlDExLdaFE8XSnjl5ZsC7UTFuc3mrViYkA38r95p4PzW+4/hh/unceX2EJwLGEpZnP/Nay7F60ycbwnDOcdQsr/9tIQkCzA04ff+4Y34KsP57nXBtkbynpZ9+yZL2Dosi/MN+OcfHUGl0UJflwTOuec3s1jF3HI4zgdyGfzgd6+zcH5TiD/fNpLHvz58Ciu1htWdY1+hhHQyHOevumIzrtk1gk/fc1QK526GkvnzV0ng/Ou/eTXuMnF+YxjOOYaSPS9ZIud5O0dw37tuxG33H8cP90/juSGpZhFDKVOLAbhwHhL48wyljXO5Oe1c14N7/uBGfO1h5s/Dce5uZbavUMLWoVxgpyIA+N0XnY9fMHFeDcG5iImfXqxifrkW6o94nH9RCuc5fP0RI6BkUkNZnL/6is24dtcIPnXPUeyfXAyMc9jBSYTzV1+xOdBOIkHwbxzOXyCxToAh7dgzphbnUUbHBskDuTS+8rarQn+O35QuPs8MKCdK2DHa49vjlx9j/V14989dKPWZ3NKOk2dWsFQN10UBho7r+t3rcH3Ixgc405tWkDxRQnc6aZ3gg0Z/Lo133rgL77xxl5Stu7iNttZo4eD0Iq49fyT0dwHgsi2D+PivXS5hxxtQyuj/2OhKJ/G6q8bxuqvGQ39WFFDulWC92Ni5rgd/9apLQn9OtNFGmVMqmcDLLz0PL780+JAFODMZ/MFp5zp5nL/n5+Vw7pZ2nJhfwXKtqQ7n3MFpbyEazn/rBbvwWy+QwbkzoFSFc1FAudfs1iCL89dfNY7Xy+B8OId/NTNOFs4nwrMYbOxc1xsb509Jbn5ANJzzvs/ChOnP/XpZ82NDf3cknPPrdGJ+BSsRcH7D7nWhBxnDjjeg3FsoIZdJYmvIoQswArAoOL/3kBPnh6YXcd35wYE8G/L+3AwoeZxLFHKy0Z2JiPOHq46D095CScoOII9zUUCpyp/zGTsLExFx/seSON/qOjgdt3Aevh/GxTkLkvdOlJDPJEPJBSAazqOMjpVbyA7GUPKpC+PkLBcQRbV1zGFH/gWKZEeQ8t5nMt1+t/rFtjXilHYcnllCvUmlHZDs6BFIO/YVShjIpTHmc9tZ3OGWdqzUGg5ntJpj20jOgz1AbqOIMsQ4l2NCI9tyHQaV4XzEi/O9inC+zSXtUIlzt7RjX8HQZ6/vC053Rx1uDeVytYHj8yvKcC70fZIBuewQpbz3RQiIItkayXvsAKuPc1HKm+Hc77azuMOtFT40beB8tfdDS9ox68TEUD6DdSEyvajDjfOlasPByq+qLZfvY4F/mEwv6tg2ohHnLmmHMpyPeJn4fYVFJTiPMv7HB8luDaVs+7K4tmYWq1YbOKutU0BaL85wSztk293EGe6AXNULZNhyMpQy+r84g2coAbl2N/Ft5R1sikz7srh2AJuJt9s6qTgMOossrTZ9Ifq/qMPNUKrEubv4TDXOHZiYDG/TF8+O892VaV8Wd2x1FVlabZ1WGeduJn5uqYrpxeD2ZbFtubTCqnDuZijV4twZUMq06WvHltP3LYa2L4sz3EWW+yfVvbtbBQRBWPuyeHacAaVqnPNaYZk2fXFGX1caw3lbE08plSrMVz3+xwfJbg2lys3PffqTaV8W2xZ3+mNtncIqROMMN0PJ2jqFNWmPZYtzQLLty2LZGREH/io2im0uJl7V5udm4tUGec6Ndm9hMbR9WdzBM5SsrZMSnA97311lOOcYSqutk0acq/J9PBMvU7QXZ7iZeNkuBnGGm6FUiXPe98m2L4szRHtUWJu+uGN82IXzqfACt1h2XEWWdoHb6uPPzcSr8ufuIkstOJ+3MRHWpq8dW4zIOXVGHc6jjP/xQTLg1ArLtnWKM0RslCoA8G3g9kXQRUW242Io9xUWQ9uXxbbFMZR2+zI1G6374BTWpi/u4Nk82bZO8W3l9DChrjZwSnHOMZQ6Noqjc+pxzreBk23rFGe4mXiZ9mVxB+/7WFsnVZjgiyxlCznjDDdDqdaf57n3iUmyVDD+ToZy32QptE1f3MEHlEdnl1HTiPOw9mVxB39wqtSbODq7rGSdAGeRpUqcu9vAyRZyxhn8YVDlHhVlnAuS4WwD98TpIkZ6wtuXxRl8QDS/XMOpM+Hty+IOvg3c42Yf4tXWRQHONnCNZssocFPABgBOhvKJ0wsA1L1AfHusJ04VQ9v0xR18y6+9hZJUW6e4g3dAj58qSrUvizO2unButHVSFzwwhvKJUwYmVOCcZyhV45zHxOOnWNGeqo3W6ftUyJcMOzZD+dRESaqtU9zBt4F7/HRRqn1ZnMEzlHNLVbU456QdDOdhbfriDJ6hbDRbRiGnIuzx0g4b5yr9uYEJw5/rwHlRA86Nd1clznlNvI1zdf7IwvnpolSbPtXjXJAMu/js2OwyvvPkJF504Xoldnit8BceOA4AeMEF4VWfcQY7/R2YWsRXfnoCV20fDm3rFNuW2QbuW08UML9cwwsVPT+eobz1/uPYNNit7AViDOVjJxfw2KmiMkzwbeC+cP9x5DJJXL0juB1ZO7amTZx/96lJvPACNXPimfjb7leLc7YpHZhawr/89CSu3qEQ5yZDyXCuDBMcQ3nr/cexeah71esWLFsjBs4fPbmAx3XgfM7wfblMEleFtN2LOxgTf2x2Gd97clKZP+IZyttMf67qnWLP76CJ8+ftVIdzxlDe/ngBZ1bqeNGFwe3I4g6eobz1AQPn54e0XY07GBP/sxNn8MTpIl6kaJ14Jv42059fpcifbxsxtMIM56reXV4Tf+v9+nD+lZ+exPN2jIS26VM9zgXJsDelP/7Gk2g0W3j7dduV2do2nMfeQgmfve8oXnjBOqvVyWoP9rJ+5I4DmCpV8Y4bdiqxw2wdmV3Gx+86jF3rehQ6IGOdvvyTE/jZiQW8/bodStKAgB1Q/vX396O/O41fee5WJXbYRnvvwVl847EJ/Opzt/heo97u0Inz8eGcgfMfH8ULL1ivHOcf/v5+TC+qxrkRPHzsh4dx/voe5RvFl35yAo+eVIzz4RymF6v4sIXzLUrsMJzfc2AW31SMc4aJP/7Gk2i0Wnj783cosQMYz++pQhGfve8YXnTh+lUv2rPtGJj4a4bz6zXg/K5D2L2+N7S/bXw7xjp96Scn8JgGnE+Vqvjw9w8oxTkLKO8+MINvPjaBX7tya+AlWe2MrZw/b1KKtynE+dbhPJ6aKOFzPz6GF1+4ftWL9thw4/yWG9TNSXacC5JhM5T3HJzFyy7ZKNVjNe7YOpzDUxMlnFmp4xaFGzoD2z0HZ3HJpn48b6ea0yxgbOqzS1U8PbmIW27YoaxdC2Mo7zk4i9HebOjlFO0M/vn9+tXjylgbwGAE7j8yhyQhePO16gJXtinpwPn4cB5Pni5hYaWu1NGxgPKeg7O4ZPOAMhYesIss908t4pbrdyrF+UiPgfN1vVn80mUKcc49vzc+b1wpazM+rAfn/Lv7C5dsDL3Yoi1bIwbOi+U6brleD84v3TygjJ0EDH80vVjFgaklpf6cBZQ6cX7vIR04z+P+I3NIJRJ48zXblNnZNqIR58N5PHG6aOBcZdzCxWLP2jKgLNsUZZwLkmE7VQD4TYWODrBf1qu2D+OyLYPK7OSzKavf5C037FSiv2KDvaybBrvxsmduVGYHsK/QfMu125RU17LBXtZcJolfv3pcmR3Axt8vXb4J61e557PDzoh+nF+9Qy3O2cEJAN5x/Q6lOGfrtHmoGz//zA3K7ABGoAIAb7l2u1qcm3PSgnMTE6+8QifO1W3ogO37nrdzGM9SjHNWP/AOxf6cPb8tQzn83DPU4nzc8uedh/NXXbEJ6xTifCsXFKv258wfXbNzBJduHlBmhx2cAOCW69XiXHZ07I17UUY+m8KWoRx2j/UqSwuzwQTv77xRrfMGjAKmoXxFmfyBDZZivOX6ncrSZWzs2dCLQzNLyuQPbIwP55FNJfC6K7cqSwuzsWdDH9JJolT+ABgb7eahblww1qcP5wpZBzb2jPViOJ9RJn9gQyvOx/pweGZZWVqYjfERG+eq0sJs7BnrNXCuMC0M2Di/cEOfMvkDG6yjL88EAAAgAElEQVQmQqXMh40LNvRidimrTP7ABpvTb16vTv5g2drQiyOzGnF+lT6cq5Q/AEZAuWmwGxdv7Fcmf2CD7Rc6cL5nrA9zyzXlOJcdhFK61p9BybjiiivoQw89JP3zU6UKerIp5SJxSimOza0o6TvpHmeWawCgPMgDgCMzS9g2kld+8luuNrBU/f/snXeYZFWZ/7+ncq7qnKZ7ZnqmJ2eGAQmDREFFVFwMoC66YsZVd9f97a6yu64rrgjiGhAB0UVGUHKGIQ1pco49M51TdVV1d+Vc5/fHvefWrRy6Os2cz/P0w1BdXfdW1b3nfM97vu/7xqY0EsXocwXQbNNN+UQRiSVg94TQWkTrzcnCr/PJwa/z8pnO63zEHYJZx6/zcuHXefmEY3GMesLTdp1b9Cqp3fZUkUhQ9I5Nz3U+5o+AYGqvc0LIHkrpxqKeO10imRByNYC7ASgB3EcpvT3t9/MBPACgDsAYgJsopQPi734C4EPiU39IKX2k0PFKFckcDofD4XA4nDObUkTytHiSCSFKAL8CcA2AFQA+TQhZkfa0OwD8kVK6BsB/Avix+LcfArABwDoA5wH4R0LIzFaX5nA4HA6Hw+Gc0UxX4t4mAKcopV2U0giAPwO4Lu05KwC8Kv77ddnvVwB4k1Iao5T6ARwAcPU0nDOHw+FwOBwO5yxluhL3WgD0y/5/AEJUWM4BANdDsGR8DICZEFIjPn4bIeROAAYAlwI4WuiAe/bs8RBCTlbg3AthBeCehuNM57HaAPRNw3GA6XtPZ+L3NJ3H4tfE3DjWdL4nfk3MjWOdidfEmfg9TeexzvZroujM/+kSydnc/+lm6H8A8EtCyN8C2AZgEECMUvoyIeRcAO8CcAB4D0As60EIuQXALeL/HqCUbq7AueeFEHIvpfSWws+cO8cihDiK9etU4FjT9Z7OuO9pOo/Fr4m5caxpfk/8mpgDxzoTr4kz8XuazmPxa6J4pkskDwBolf3/PABD8idQSocAfBwACCEmANdTSt3i734E4Efi7x4GkDVCTCm9F8C94vOurexbyMkz03Sc6TzWxDQdB5i+93Qmfk/TeSx+TcyNY03ne+LXxNw41pl4TZyJ39N0HotfE0UyLdUtCCEqAJ0ALocQId4F4DOU0iOy59QCGKOUJgghPwIQp5T+QEz6s1FKXYSQNQAeBrCOUpo1msyZPISQ3dMVIeLMDfg1wUmHXxOcdPg1wUlnrl8T0xJJppTGCCHfAPAShBJwD1BKjxBC/hPAbkrp0wDeD+DHhBAKwW7xdfHP1QDeEus1eiCUhuMCeWq5d6ZPgDPr4NcEJx1+TXDS4dcEJ505fU2csc1EOBwOh8PhcDiccpmuEnAcDofD4XA4HM6cgYtkDofD4XA4HA4nDS6SORwOh8PhcDicNLhI5nA4HA6Hw+Fw0uAimcPhcDgcDofDSYOLZA6Hw+FwOBwOJw0ukjkcDofD4XA4nDS4SOZwOBwOh8PhcNLgIpnD4XA4HA6Hw0mDi2QOh8PhcDgcDicNLpI5HA6Hw+FwOJw0uEjmcDgcDofD4XDS4CKZw+FwOBwOh8NJg4tkDofD4XA4HA4nDdVMn8BUUVtbSxcsWDDTp8HhcDgcDofDmSXs2bPHSSmtK+a5Z6xIXrBgAXbv3j3Tp8HhcDgcDofDmSUQQnqLfS63W3A4HA6Hw+FwOGlwkczhcDgcDofD4aTBRTKHw+FwOJw5z5adfbh768mZPg3OGQQXyRwOh8PhcOY8zx0cxnOHhmb6NDhnEFwkczgcDofDmfO4g1FE43SmT4NzBnHGVrfgcDgcDodz9uAORhFPcJHMqRw8kszhcDgcDmfOI0SSEzN9GpwzCC6SORwOh8PhzGkSCQpPiItkTmXhIpnD4XA4HM6cxhuOgVJwTzKnonCRzOFwOBwOZ07jCUYBABEeSeZUEC6SORwOh8PhzGncokiOxhOglEeTOZVhxkUyIeQBQsgoIeRwjt/fSAg5KP68SwhZO93nyOFwOBwOZ/bCRDKl4BUuOBVjxkUygAcBXJ3n990ALqGUrgHwQwD3TsdJcTgcDofDmRswkQxwXzKncsy4SKaUbgMwluf371JKx8X/3Q5g3rScGIfD4XA4nDmBXCRzXzKnUsy4SC6RLwJ4YaZPgsPhcDgczuwhNZLMRTKnMswZkUwIuRSCSP5enufcQgjZTQjZ7XA4pvycHtrei6/9ac+UH4fD4XA4HE5uuEjmTAVzQiQTQtYAuA/AdZRSV67nUUrvpZRupJRurKurm/Lz2tM7jq1HR5HgSQIcDofD4cwYKSI5xudkTmWY9SKZENIG4HEAn6WUds70+cgJRuKIxBMYC0Rm+lQ4HA6Hwzlr4Z5kzlSgmukTIIRsAfB+ALWEkAEAtwFQAwCl9B4APwBQA+DXhBAAiFFKN87M2aYSiMYBACPuEGpN2hk+Gw6Hw+Fwzk483G7BmQJmXCRTSj9d4Pd/B+Dvpul0SiIYiQEAhiaCWNVineGz4XA4HA7n7MQdjIIQiK2puUjmVIZZb7eYzQRZJNkTmuEz4XA4HA7n7MUdjKLKoAHARTKncnCRPAkCEUEkD7u5SOZwOBwOZ6ZwB6OoNQkiOcIT9zgVgovkSRCMJD3JHA6Hw+Fwpp9EgsITjEq5QTySzKkUXCRPAhZJHpoIzvCZcDgcDodzduINx5Cg4CKZU3G4SJ4E3JPM4XA4HM7MwipbcJHMqTRcJJdJPEERiQk34rA7BEq5B4rD4XA4nOmG1UiuNYue5DifjzmVgYvkMgmI5d9abHpEYgmMB6IF/oLD4XA4HE6lcadHkmM8ksypDFwklwmzWiysNQLgvuTp4tiwBy8eHpnp0+BwOBzOLIGJ5Dput+BUGC6Sy4RVtlhUJ4hkXuFievjFqyfxL08cmunT4HA4HM4sISOSzEUyp0JwkVwmrLJFe50JADA8x5P3Rj0h9Lr8M30aBTlh92IiEEE8wT1nHA6Hw+GeZM7UwUVymTC7RWu1HioFwYh7btst/vGvB/HNLftm+jTyEorG0eP0I0GTgyKHw+Fwzm7cwShUCgKrXg2AR5LPVmLxBJ7YN1DRIBoXyWXC7BZGjQoNFt2c7roXjsWxo9uF8UBkpk8lL6cdPrBrf8w/u8+Vw+FwONODOxiFVa+GRilIGp64d3by8lE7vv3IAezsHqvYa3KRXCbMbmHQqNBo1WF4Yu6K5AP9boSiCYSis3tgOWn3Sf+e7YKew+FwOMXx2nE7LrvjDalqVKkwkaxUEBDCI8lnK0wcT1RQH3CRXCbMbqHXKNFo1c3phiLvnXYBAEKi8J+tnLB7pX+7fFwkczgczlyHUoo7X+lEl9OPXlegrNfwBKOw6NUghECtVHBP8lnKrh5BJFfSjlkRkUwI8RJCPFl+vIQQTyWOMdsIiitevUaJJosOw+7gnG0o8l6XE0BS+M9WOke8kueMR5I5HA5n7rO9awyHBwWZMOoNl/UaLJIMABqlgkeSz0K8oSiODQvX0awTyZRSM6XUkuXHTCm15PtbQsgDhJBRQsjhHL9fRgh5jxASJoT8QyXOtxJIdgu1Ek02PULRBCbmYEORUDSOvX0TUCkIYgk6qweXE3YvNi2sBsA9yRwOh3MmcP/bXdCqBCliL3NHVi6S1Uoyq+cxztSwr29CylmadSI5HUJIPSGkjf0UePqDAK7O8/sxALcCuKNS51cJ5HaLaqNwc07MwYoLe/vGEYklsHFBFQBBNFeSUW9IsnNMBl84hoHxINbOs8KgUXKRPEUkEhT/8JcD2Nc3PtOnwuFwznBOO3zYemwUN1+4EIBQirQcPCkimUeSz0Z294xBQQCjRjl7RTIh5COEkJMAugG8CaAHwAv5/oZSug2CEM71+1FK6S4As0qBBiNxEAJoVQqYtMLN6QuVl3Qwk2w/7YKCAJuX1AGovOXinje68Pnf70RikiVZTop+5CUNZlQbNRjnInlKGAtE8Nc9A7yrIYfDmXIe3tEHjVKBL160EFUGNeye0u0WlFJ4QjFY9CoAgkiOxOam9ZFTPrt6xrGy2Yp6i272imQAPwRwPoBOSulCAJcDeKfCx5gVBCJxGNRKEEJg1CoBCNHOucZ7XS6sbrFK7TzDFa5w0eX0IRJLTDrK3imK5KWNgkge457kKYFF6PvHy0ug4cwNxvwRfO1Pe+Ao0wPK4VSCQwNurJ5nRZ1ZiwaLriy7RTAaRzxBYdGJnmQVjySfbURiCezrH8fGBVWw6NWzWiRHKaUuAApCiIJS+jqAdRU+Rk4IIbcQQnYTQnY7HI4pPVYwGodeI6xczSySPAdF8vERL9bMs0GvEYR+pSPJLFt5spNxp90HnVqB1ioDqgw8kjxVsKohA+NzuzkOJz+7e8bw/KERPLZ3YKZPZUp4Yt8ADg5MzPRpcPJAKUXnqBdLGoSutfUWHexlzBOeoDDvmnXck3y2cmRIKGN77oJqWPVqeGaxSJ4ghJgAbAPwJ0LI3QCmTTlSSu+llG6klG6sq6ub0mMFI3HoNcLHZ9IJYtkXnlWOkIIEIjF4QzE0WnXQq0WRXMEycLF4AgNiRNLpm6xI9qKj3gyFgqDaqIGLi+QpQYokj/FI8pmMU1wMvXBoWHrMG4qWnZPQ4/Tjxvu2wxOaHWPgbU8dwQNvd8/0aXDy4PRFMBGIYnG9GQDQYNaW5Ulm15zcbsFF8tnF3j5hQbxxfhUsOtWsjiRfByAI4NsAXgRwGsC1FT7GrCAQicGgFm5Kk1YUyXPMkzwq+r8aLDroRJFcycS9YXcIUbFe5WQjyV0OPxbVGQGAe5KnkDG/8D2NB6JzcmeEUxxs0XpgwI3+sQDCsTiu/d+38f0nsxYZKsj2LhfeOeXC8WFv4SdPMaFoHJ5QDI5JLsw5U8vJUZZnIkSSGyw6jHrDJeeveEWRnIwk8zrJZxv9YwEYNUrUW3SwVthuoarYKwGglPpl//uHYv6GELIFwPsB1BJCBgDcBkAtvt49hJBGALsBWAAkCCF/D2AFpXRG6y8HInHJoiCJ5PDsrjOcDvN/NcpEciXtFj2u5OUwmUhyNJ7AsDuItuoWAIJI9kfiCEXj0nlPJT996TiarHrcdP78KT/WTCOP0A+MB7CsMW8FR84cxeENi9vSFC8eHoFKSdDjCqDaqCnr9Vh923JLeFUStiDnfuvZDeuguqRBjCRbtIgnKFz+COrM2qJfh9ktLOKOrkap4G2pS8AXjuE3b5zCjefNR7NNn/K75w8N47mDw/jVjRtm6OyKw+4JodGqAwDBbhGKgVIKQsikX7vS1S3kTUVChJB4oWYilNJPU0qbKKVqSuk8Sun9lNJ7KKX3iL8fER+3UEpt4r9nvEFJKBqXLAo6tQJKBZkRu8WRITc+98DOsiLAzP/VYNFK76WSkWR596TJTFhDE0EkKDCv2gAAqDIIE/l0NRTZsrMfzxwYmpZjzTTy0nr9Y9yXfKbi9IXRVm3AqhYLHt83iF++dgoAyqouIPydII7LbQZRSUbziORToz4s//6LOO3wZfyOM72cHPXCrFOhXhTEdWZB5JS60EraLcRIsop7kkvh3jdP41evn8atW/Yhlva5vXLUjhcOD8/6RmkjaSI5nqAV2wmtqEhOayqiA3A9gF9W8hizhUAkDoMYSSaEwKRVlW23uOOlE3j1mL2sv93RNYZtnQ7J+1sKzP9Vb9FBpxYuhVBadYt4guLzD+zE2yedJb9+r8sPrUqBJqtuUlufTKy1VgkimdWlno5aye5gFGP+yKyIkE0HLn8EVQbh8+W+5DMXpy+MOrMW16xqwrFhD1z+CC5cXINRb6isCZEJ03Lr3FYSJo7HA1FE0iKKhwfdCEbjODo043GWs55Ouw9LGsxStK/BIojlUW+pIpkl7nFPcjEcGXLj8b0DoJRi1BPC797qxsJaI3b3juPXb5xOeW6vy48EBcKzPDJvd4fQYEmKZCB5XUyWKWkmwqCUPgngsqk8xkwRlNktAMFy4S1j5bKrZwy/fP0UHt3dX9Z5sNJq42V0+7N7QtCpFbDoVDmrW4x6Q3iz04G3TpZeLaTHFcD8GgPqzdpJRZJZObLWamErqNooDKbj/qmP3Pc4BcvIsLs88TDXcPnCWFxvgkGj5BUuzmCcvghqTVp8cHUTAOCDqxtx5fIGROO0rLFEEsmzIJLskImsdJvXkFu4ps+WRe9shVKKk3YvOupN0mNM5JS6m8EqGVi4J7ko7n+rG9959AB+8NQR3LW1E9F4Ag/efC6uW9eMu189if39yaowfWKAKlDBhP5KE09Q2L1hNKaJZHeFOiBX2m7xcdnPJwghtwM4I6/WoMxuAaDsSPJdr3QCSLUmlAIbIMqJqo54wmiw6EAIyVndYsQtTCZD7tInlV6XH23VRtSZtVI2fTn0jwWgUhA0WZlIFm4Cl7+0wTSeoPjpS8cxNFG8+GO+6nBsbrYdL5UxfwTVRg3mVel5reQzGIc3jFqTFgtrjbjvcxvxXx9dLYmUkTLudYcoOmeD+JQvyNMX5+zeL+c9ciqHyx/BeCCKDtGPDEDyIZdjt9CoFFJ+iqYCkeQvPLgLT8+Qxe7nWzuxdwo7nrr8EWiUCvzf9l5s2dmPG89rw/waI3740VUwqJX4ixiwC0Ri0iIzECkvKhuKxqc8uOTyhRFP0BS7BVC51tSVjiRfK/v5AAAvhIoXZxxyuwUglIHzl3ghbe9y4d3TLlQZ1OgbC5R1MbELYaIMf67dE0KD6AOTqlvEsovkEXdpUcVEgqJvLIAFNQbUmiYbSQ6i2aaHUiFsy0me5BIXBqcdPvzq9dN4Xlb2qhDdzmTy4fBZMLEKIlmL1ioDt1ucoYSicfjCMUmUXLGiAdVGDepZJK/E7W5KqWSnKjeSvLdvHKdGK1MZQ27tSh93hifE8WwWiPmzGdYcSh5JVisVqDVpSo4ke0MxKWlPeJ3JeZJD0TheOz4qicXpJBCJ4edbT+KRnVN37PFABBcsrsG/X7sCq1us+MZlHQCESPzSRrOUUNknG//LiST7wzGc/+NX8djewcqceA5GZAUIgKQ3fVaKZErpzbKfL1FKf0QpHa3kMWYLgt0ieWOWE0m+65VO1Jm1+PIlixCIxMuq/esu0W4h9+iNekKoF31gWpUChAChtJuBCcNSBeKoN4xQNIH5tUIkecwvrPbKoX8sIFktAMBm0IAQYKzEyG6fGK0v5b30yERyMRGOn718Aj996XhJ5zVbSCSErfYaMZI8OB484ywm/nAsZUE56gnh7/6wa1Z4afPh8oVx0307UhZt5cKEI+uyyZA8oSV+FuOBKKJxCrWSlB1J/vYj+/E/L54o62/TGfWEJV99ei7EkLTon93f95nOqdHUyhaMerOu5OvPE4xKVgtA9CRPwkPL5uHdPeMZnvapZlC0uE1lYumYP4IqgwZ/e+FCPPPNi1IqiXQ0mNE56gWlVJovAWHcLJWDA25MBKI4MuSuyHnngt3L6ZHkSjUUqYhIJoT8LyHkF7l+KnGM2UQsnkAknsiIJJfiSd7TO44d3WP46iWLpDqR5Vgu2IRfTFR1T+8YVv37S+gXo9Z20W4BCMmHOpUyw5Nsl22jllK/ktkU5lcLkeQELT/RbmA8ICXtAYBSQWDTq6WavsXCVsalTJDdrgDaxfrMxYjrx/cO4k87+kqu9TkbcAejiCcoqo0atFYb4A3HKlpvcjbw/ScP44bfvieJ/yf2DWLrsVE8sW9qox2T5ZHd/Xj7lBOvHZ98zIFtodaaU8u9Jbe7S7uv2BixpMEMbyhWckOiSCyB/rFAxfzMDl8Yy5uE0oU57RazfFFUKk8fGJLqBc8FOu1emLUqaWHGaLBoS97J8IRiMOtlIlk1OU+yU7xmgtE4Dkxz10ZmcZtKkTwuiuRsLGkwYSIQhcMXTokkl9NkbF+/YBkpxd5YDva0SLLVkBpJ3tUzhmPD5SfqViqSvBvAHgA6ABsAnBR/1gGYvY7vMmFCMsWTrCktkvyHd3tg1qrwyXNb0VYtiLBytreTkeTCAvTYsBeRWAI7u8fgDccQjMalCwsA9BplRnULJgyjcQpnCaKUrUIX1BilybecWsmCLyqC1mpDyuNVRk3JiXvsph8uwTrS4/Rj04JqKEhhy4k3FMXgRBATgShOipGSA/0TeP9PX4drhhsbnBr1ZpT3SYdFUGpMGswTFyWlloE7POjGb988XfiJM8Qphw+ddh+OiNUNXjoyAgB4+Wh51WXy4Q1FKxKJp5Ti0V3C9uvxSQz2DCYca9MiyVqVEtVGTcnRYCZu18yziv9f2t/3jQWQoJPvyimdjyeMZpseVQZ1ikj2i4s+jVKBUU942nZJBsYDuHvrSTx/aLjg2DPmj+DPO0tbZPe5Arh1yz48uX/ulKnstPvQ0WDKqGPbYNGVYbeIptgtJutJlue6vHfaVfbrlANLlh4PRKekelM4Foc/EpfyetJhkf2Tdl+KSPYXEMmBSAz/9NcDuPxnb0hlZPeLXfCGJnKPByPuEJZ//8VJtZAf8YSgVBDUiOOZSaMCIUlt9J1H9+Oz9+8oe3ypiEimlP6BUvoHAB0ALqWU/i+l9H8BXA5BKJ9RsFWVPt2TXGQkedQTwvOHhvGJjfNg1Kowr0oPQsqLJLvFQupjRQhGdpEcHnLLyr8lJ0qdSpERSZZHXEqJwPa4/FApCJptOmkyLseXzAaNeVWpRc6rDZqSB5FSI8nj/gjcwSgW15tQZ9YWjCR32pOr/53dwuD61z0D6HEF0FWBbfJyOTXqw5V3bcPjBaKl7PNkiXsASi4t+OC7PfjxC8fLKhmYjVFPqKLluth3/8zBIYx6QtjXP4FakwZ7+8ZLFnf5GHYHce6PtuKlI5MX3zu6x9DjCkCjUuD4yOR9uyyJNlvDhnqztmSRwsaSVS2CSGZ//91HD0jiPh/M0uQqkNy7u2cMb3Y6YPfkrjSTSFA4fWHUm7WoS6uqwwTqimYLIvHEtJSQBIBHd/Xjrq2d+Nqf9uKC21/Lez0/vX8Q//z4ITy8s6/o12fva6ojdpWCUopOuzfDagEI5UidvnDBBb2cTLvF5DzJ7P6oMqhnTCQDUxNNZsnnVTmaBnWIu9qddi/6xgLSbnm+xL1upx8f/dU7eHT3AE47/Hj7pBOUUuzrZyI593XZ5fAhGI1PqlPnsDuEerNWyllSKAgsOqHrXigax8B4EE5fBP/014NlLYwrnbjXDEB+5ZvEx84omJA0pJWA80fiRflu/7SjD7EExefetwCAkDTXaNGlrNyKgVIq+W6KSdyTRPKgW5rIGmSRZJ0m024x4g5J7aDzrQjT6XUFMK9KD5VSMalIMouup0eSq42akpuJsM/X7i3OH90tWkYW1BjRaNUX3KJlySh6tRI7usdAKcVWsf71TLbRfu7gMChFQbHJ7CvMbgGg5AoXbFvrJy8er0ik7kfPH8MXHtw16dcBhM6NzKP63MFhvHLMDkqB7394BSgFth6tXPrE1mOjCEUTOFEBUfvorn6YtSrcsHEeOu2FdwQKwe7DGmOmSBZaA5cXSV7VnIwk+8IxPL5vAM8VkSTLrFnBaDznZBxPUNx43w58/oGdOO+/X8X3HjuY9XnjgQhiCYo6JpJlYw4bvza0VQGYPsvFsDuEWpMW939+o3Af5tkNYJ7pn7x4vGhvLvv854rPesQTwkQgKlli5DRYtKBU+Mye2j9Y1K6fJxSDRS9P3JtkJFkUyVevasKevvGKNtgqBGuvDACnRysvktnCMJfdos6khc2gRqcYSV7aKMi5fIl7//PicQxPhPD7vz0XZq0KLx8dwZA7BIdYls3lj+T8DNnu5dgkGoPJu+0xWGvqbqcflALva6/Ba8dH8X/be0t+/UqL5NsB7COEPEgIeRDAXgD/XeFjzDjsgpHbLVgh80IVLiKxBB7e2YdLl9ZhYa1Rery12oC+sdKijcFoHBFxMChGMDq9wnOODHmkqKhcJOvVSoRlFzOlFCOeENazSaUEm0Kn3YtFdcKqtNYk3JDlRJIlkVyVKZJLSXRMJCj6xwIwa1WIJ2hR58IiXAtqjWi0aAtOQidGvDBolLhiRQN2do/h8GDyc55s+bjBiWDZZYFeOCwIlZMFqgdIdgujFla9GhadqqRaydF4AiftPsyvMeDQoBsvHB4p63zl7OubwIgnhHBs8hOVwxsGpcCGNhsGxoP49eun0VZtwEfWNqOt2oCXj07+fBmviYujyQoxTyiK5w8P49p1zVjfWoVwLIGeMstFMhzeMKx6NTSqzOG/waIt2W7h8IZh1qnQJi6s7J4wjg55QGkyQSsf8mRENkZlO0Y4lsDNFy7AuQuqsL1rLPvzRFFcb9ahLq2qDotobZhvAzB9onLEE0KLTYeLO+qgVBD0uXKP88PuEGwGNcKxBP7jmaNFvT77vrJF7Hqcfvz2zdOzKgGXRQ2zimSx2tL1v3kX3/rzfvzmjcLWLU8wCnN64l6clv2enb4wDBolLltWj0gsgX190+dLHhgPYsP8KmhViimJJI8XEMmEECypN+P4iAcDY0EsaxS+o3y75EPuENa12XDpsnpcuqwerx4bxe4e4f68ZnWj8Jwc0WQm2icTRBpxh1Jso0BSJHc5hHvtXz+0HBcsqsGvXy/dCljp6ha/B3AegCfEn/eJNow5TySWwAU/fhVP7R9MiuS0SDKAgr7kt0464PCGpSgyY361oWS7BfPcqJWkqOoWDqnmYRzbu4RtpHrZlqtOnRpJZh2rVjRZoFEqMFzk5OkLx3DK4cNq0aNo0qqgUyvKiySPB6FXKyWhzRA8yZGiB0KHT5hkz11YDaA4X3KP0w8FAdqqDWiy6gtOqp12LzoazDi/vRqj3jDue7tL+l2pUe+nDwylRPR+9vIJfPWhPSW9BiBs2R0f8UKrUkilfXIxxrYZRb9aW42hpGoK3U4/IvEEbr2sA0saTLjjpROTyg4f80fKSrZkUErxylG71J6UCdbPvm8+NEoFBsrWFe4AACAASURBVCeCuGpFAwghuGpFA9495apI8lMgEsM74jbtZOsGv3LEjlA0gRs2tmJZkxDVOT4yOfsJ67aXjQaLDo4id1oYdo+w3WkzqAW/rzeEQ4NCRvvgRLCgDa1HJhpz5T2wJiCbO+pwwaJaDIwHsi6cRsUdsjqZ3YKNEUPuEAgB1s4TRfI0RZJHxG5gGpUCzTZd3kXOiDuIZY1m3HrZYjx3aBjvnEralr65ZR/+5YlDGX8jRZKzvJ+/7OnHj184jmcOFl/2cqphkXR2PcthO1hqpQLzqvQF7UXhWBzhWCLVkywu/qJlJu+5fGHUmDTYtFDIRXmva/osF/3jAbRVG9BeZ5IEXiVhOqE6h90CECwXBwfciMQTWCZGkvMl7rl8YclSedXKBrj8ETzwTg+0KgUuX9YAIPcuNBPJk7E+yQsQMJIiWZjz2uuMOG9hTVkBl0pVt1gm/ncDBHtFv/jTLD4257F7Qhhyh7C9yyVtHRhkJeCMokguNCGwLe9NolhjtFUbMOoNl5RFykRya7UBE4FIwWQPpy+MpaIP7PXjozBrVdJ5A0IkWX58JiSbrDo0WnVSjdFCHBl0g9JkIg8hpOxayf1jAdGznZrgUW3QIJagRVcUYWKLfe7FiK5uVwAtVXpoVAo0WnXwhmN5+8GfGPFiaYMJ54nHeGr/EM5dUFX0IoZxeNCNW7fsw0PvJbeGuhx+OH3J7zgQieHWLfsKbue/KEZzP72pDaPecN4uRC5/BGadClqVsPhbXGcqacuPWS1Wtljwz9csQ5fTj+/+5UDZpf/kyRylWH0Y97/djS/9cTee2DsAQGhdCgjJKZuX1AIArlopRDo+sKoRkXgCb5wovbNkOu+eciEiTtyTjVYeGfJAr1ZiTYsVi+tNUCrIpPx7gDAOpC86GQ0WXclJdKPeZFOieosWo54wjgwmyz4Vmux7nAHJ0pXLl8wiUU02HdrrjEhQpJSoYkjl7USRHBRrQrPXaDDr0GTVQUGS18NUM+IJoUncDl5QY0RvHlvdsDuEJqseX9rcjjqzFvduExbanXYvnjkwhB1ZBBtbiGXrCsrG7J+8cHxabQP5OD7iRYtNn+IjZixtNOOxr16Ard+5BJuX1OHEiDdvIMQrBqUs+lRPMoCClouJQAS9WaL6Lr/QjdKqV2N5kwX7prCxhxxvKIqJQBTzqgxorzNmRJKj8QRePz46qV0BZmtgJRKzsaTBLI3Z7XVGaJSKvIl7Ll8ENaLovmRJHdRKggP9E1jVYsX8GmHRUzCSXKbdwifOydnsFp5gFF1OP5qtOhg0KjTbxDrw7tJ0SKUiyd8R//uzLD93VOgYZeMORCfdopANRKdH/VntFiZxJVtItHWO+jCvSp8iTgEhageU5gFl72lhjTBpeAtEsZ3eMM5vr4ZWpYDLH0lJ2gOESLK8uoW8/mCjVVf0hH9wQJggV7fYpMfK7brXPx7M8CMDQIN4UwwWaQdgE+omKZJc+L30OP1YUCNM3mySy/UZOH1huPwRLG20YFGdSVqpX7miAVUGTUnNXraISTunZVHcXpcf8QSFR4x0Hhv24OkDQ7jl/3bnLdP23MFhbGizSaIwn+VizJ8c7AChZuaQO1R0dPXYsBdqJUF7rQmXLWvAP1+zDM8cGMK/PXm4rIGdXUdAaRVJACHJ6/YXhHrVpx3J1uKAUCroy5cswsfXt+Cc+YKVaENbFWwGdUVE8qvHR2HUKHHVysaUSPK2Tgee2DdQ0mudsHuwpMEEhYJAq1JiUZ2xApHkSEZlC0ayNXDxAnLUG5J2pOrNWimSzOwXpxy5r7lQNI4hdxDnLqgWzy37BMbEXpNVL9nUsiXDJu0WWilazoTzsDuIJpsOKqUCtSZtRSPJ8QTFvz99BP/yxCHcvfWkZNXyh2PwhmLSeNVWbcgqzADBEsb8lVqVEp89fz7e7HTg1KgXv3+nR3wPmUKYfVeRWGYy4uBEEFUGNQYngrj/7e6i389kO9bl49iwJ6vVgnHO/CroNUosbTDDHYzmLQ3IcnLMulRPMlD4Pfzs5U585nc7Mh53+iKSX7/Jqs85b+3prWwdZWZta63WY1GdCX1jqbslT+4bxM0P7sLeSdg/mK3BlsNuASST9wDhejVolTlzBQIRoUoWqyxh1qlxwSJhrlnfahMXz8J1mI3JRpJHZGO6HIteDU9IiCS3i7bPFpuQjJ7rXHJRqeoWt4j/vTTLz2WVOMZk+NL/7cZn7ts+qRUYG1BPO3zSBSO3W5iLtFuczJHVyyaUbNGRXEyIA8R8UcjlM78HIjH4I3E0WHXSAJW++tKpFSnRBvaem6x6NFl1GPYUd3EdHHSj2apL2dItJ5JMKcXAWACtaZUtACHKCRTneQSESDIhwMpmC7QqRUHRRSlFj9MvTciFWvZ2ihHdpQ1mEEKwSZz0r1zRiKoSKnEEIjE8JZZy6hbFnTsQlSLR7HXYwN3rCuC7jx7IuovQ4/Tj6LAHH1zdhI56sbRPns/L5Q+nbMMtFrthnS5y2+/YsAeL683SdudXLlmEr1+6CFt29kkR7VI4ODAhDWylNIAZ90fw9Yf3oqVKj0V1RklM2T0haJQKVBs1OHdBNe785DopI1qpILhwcS3ePuWY1DhBKcVrx+3YvKQOrVUGuPwRaaL71eun8F/PHivp9U+M+FLGi2WNFhwTI8nuQLSsOtYObz67RWm1kimlGPWEpW59DRYdepwBnHb48OE1TVAqSN57VOg0CmwQFyu5SiUOTgRh0qpg0amwQLwns1mBRj2Cn9SoVaHOpJPeLyDsRjSL11OTVVfRDppdDh8efLcHT+4bxF1bO3H3qycByMfQZCR5IkfQxukPIxqn0nNvPK8NGpUCd77Sicf3DsCgUSIQiWd856OeMHRq4Z5Lf0/D7hAu7qjDlSsa8OvXTxVVirLL4cPK217Czu7svu/JEIrG0eXwYXkWq0U67LrPt1smRZLTPMkApHydXAy7Q1ntQPKdFptBnTXAcXjQjet/8y7ueLkyDXAAeSUnAxaJuyVyC+buHiGivae3/O9lPBCBWavKmo/AYJ+7UkHQbNPDqFHlTNxjOz81sp2pq1YKFot1bTZoVArUm7VFRJLLC2KmNxJhSHYLp1/qc8Du/VKrwFTUk0wI+RtCiFn8978RQh4nhKyv5DFKxeENY1fPGI4MebBNVpaq1Mgy+zJc/oj07/RmIgDybsfH4gl0OfwprTgZTOjm24pLhw2WC2sFgZ1vy4IlxNSatFgtlmpiSRIMfZonecQdgoIIiXfMk1tM/c6DAxNYM8+W8pgQSS6x/mU4Bm84hpYsIrm9zggFyS/65PSPBdBs1UOrUhY1QTp9EXjDsYxIci5xfUKsbLGkUfhuv3DRQnzt/YuwsNYoDrTFXW/PHhyGLxzDmnlWdDv9SCRoimeTfcdscPny5nZsPWbHll2ZJaMe3zsAQoBrVjehxaaHXq3M60t2+YSW1Ixkzczck9QDb3fjkBjxFSJEqZPfrZcLLU87C/ihASGS9m9PHsLevnFQSnFgwI3zFlbDZlCXNLBtPWaH3RPGnTesw8pmK7qdwrFHPCE0WLUZ1h3G5o5a2D3hoq+pbBwZ8sDuCeOyZfXSNcN8sr2ugDB+FBnBdPnCgkWqUSaSm8wYnAii2+nHB3/xFq75+baSqlGwltSViiR7QjGEY4mUSPLgRBAJCqxvq8L8GkNekcyE7tIGM8w6Vc6o3bA7iCarYOmw6NSoNWmlRaQch1j+DUiWuHP4BF/y0EQQzdakmJ+MX/z146P4/TvJyCxbVDzwt+fi4o5aaauczRXsc2U7hr1ZkrTZc5uswnhXY9LiY+ta8PyhEYRjCdyyuR1ApvXI7glJlUXki/hEgmLEHUKTTYevXLII/kgce3oLWwdeODyCSCyBd09XpoyjnJN2HxI0e9JeOuy678wz/rCdNbndQqMszpPMxK98fE0kKMb8yZ2Wqhxj91/3CDtCD77TU1Z/g2ywcputVXop6V1ud2OJ28V8h7kY90dyln9j1Jq0qDZq0GzTQa1UQK/JHUmWGhPJRPJH17XgO1cuwRXLBbHcbNNLOQXpsHms3D4C6S2pGVa9GtE4hTcUQ7u4qGZCekZFMoDvU0q9hJCLAHwAwB8A3JPvDwghDxBCRgkhh3P8noid+04RQg6W6nEWPDyAUaPEvduEzMZfvX4K63/4Mt49VfwgIB9QD4u+YrndwqgpLJJ7xwKIxBPoyBJJrjKoYdKqSrrh2FYTi6zkyxBl25B15qRIrk+7sIRmIqkiud4sbE82WXWIxmnBihLuQBS9roCUtMeoNWkxFoiUVL7KLq0SM0WyTq1EW7UBpwpUbGD0yVpbF5OExyY5Fk0tGEm2e1FlUEutfjctrMY/Xb0MgJBJXKzn6s87+7Cozoi/2diKYDQOuzeUMoizlTsbVL595RK01xrxelontmg8gT/v6sf7l9ShxaaHQkGwuN5Ukt2iVfRj5xI5gUgM//nsUXz3L/vh8IYx6g1jeWPq5KdVKcWt7cID09FhDx7a3od/fuwgBieCcHjDWDPPiiarPu+i5pWjdrx8JBmp7nb6oVYSrJ1nxcJaIwbGgwjH4lmzoOVc1FEHQLBFlAurDXrB4lppi93uCSEYiUsD+qGB1DatoWgc7/vxq9LEy2ALC7lIZp/vjb/bDqcvjPFAFF/6456i/aa5WlIzaowaKEjxranZ85gglY8pq1osWFxnyiuS5RVkak25F9LyKDAAtNca0eXMfN1RT0g6F7ndYswfQTiWkF6jFPsYIIgBhzeMRILi7q0ncfODu/Cfzx6Vttvlk3V7rRFdDr9QHShN+LJFd7Yk7WF3atQZEBbbAHBxRy0uWVInPi95L/nCwg7h2lZbxu+c/jAi8QRabHrJ811MmVFWtvLwYOXqkzOOiVahZY2FI8nVRg3qzNq8yXsesU9Ait1CJXqSC1gh2E6s/LtgXUdrpEiyBsFoPOX+isYTePrAkJDYpwB++lJlosn9Y0KSerVRI0U/2TzkDgoNqhQE2NM7UfZu11ggmtePzNi0oFpKcDWKOxjZkCLJsuCKUavCrZd3QCfqo2abPmdOCdMTnlAswx4z7A5mzGvpSN32skSSGcxuoRMLAOQS7LmotEhmn+SHAPyGUvoUgPzLFuBBAFfn+f01EJqUdAC4BcBvSjmhrcfsaLbq8M3LO/DOKRd++dpJ3PHyCVAA//HM0aJF27A7BK24RXFYTEpJsVvoCtstWERuSUNmJJkQkuFX63H68YG7tuUUzu5gFAoCqTtavi0LNvnUmbRY2SJMtOktQTMiyZ6QNNE3yjy57mBUmtzSOTgoiIS1WSLJtMTW1LlWiYzF9eaCFRsYfWMBzK9ORoULRZLZxL6oPnmDVRnUOaOAx0cEG022KGWVUV1wOykWT+CBt7uxt28Cnzq3DYvYlrLDnzKIM7Ht8gvbZjq1EuvbqrCvL3Xg3HrUjlFvGDeeN196rKM+t2ChlGI8EEG1LCKgUirQXmvMGVllCVmddh9+/MIxANkjRM02XVGJd9tOOqTXu+2pIwCANa02NFt1eVf/7J6Wn1dbtUE4/zojqJjkNeIJZV1wMVpserTXGfHWJBqhdI4I7XabrTrpuh3xpC50DqfVqz486MawO4RH0nYDWARtaUNqJBkQKjX8zyfW4OefWoeDAxM56wan45QtlrPB/LrF2i2YX5QtIlkUt9akQaNFh8X1JvS6Ajn9oT0uP2qMGlj1atSaNDkT94bdQSnxBhB2klgUetQbwg+fPSoIWV8Y9eIOmU2vhkpB4PCGZQJUL52vJxRDIBLDn3b04g/v9uT0l3pDUVx2xxs490dbseK2F3HX1k4sqDGA0uQkLZ+s2+tM8IVjcHjDGWMYs9Vl8yVn2zpe2mjGXZ9ci//4yMqs28VskbKiyQKVgqSMa3Ift1WvhllXOAjj8Iaxv38CCgIcGUou5gKR0tuNZ+PYsJCIynZOC7G0wZw3kszyJbLZLYpJ3APSqquwGuLiIpKJLbnF5Y0TDoz5I/jy5nZ86eJ2PH1gCPv7J18mbmA8maRu0KjQYtNLVjeWPPiBlY1w+sIld0JlFBNJBoBffmY9fv5JoQ+cXqNEIJyrzjH7vHK/ZotNj8GJYIawZ3MO007pEfvfbevGzQ/uwjMHcneSHHGHYNWrJUHOSBXJyWut2abHYIlJ4JUWyYOEkN8CuAHA84QQbaFjUEq3AchnsrkOwB+pwHYANkJIUzEnE4rG8dZJJy5f3oDPnNcGk1aFO17uxPJGC+66YR1O2L1SklQh7J4Q1syzQqNUoFssDaaV+XpYIl6+SDKLDC3OYrcAhC/zyJBHyix9bO8ATti92J3DgzQRiMKiV0s+0nzJYfJWtCuaLLjt2hX4yNrUPi9aMXGPXczD7hCaxMGdRTcGJwK4+fc7ceN9mQkPgDxpLzWS3CBOnkMlRG+SDU+yT+gdDSZ0O/0FB8NgJI5Rb1ja6my0ClutcuvIlp19uOyONyT/6GmHDwaNUnr/wt9lj0D7wjGcGPHmjI7YxMS9XKv/0w4fPvSLt/Gfzx7FxR21+NSmVixkkQSnHz0uP2zi6p91VnT5ItLAtL7NBpc/klLT+E87+tBs1eHSZfXSY4sbTBjOkYgnrORpSiQZEJL3ckWf2eONFh0e3yt088vmNWy06IpKvNvW6cDyJgs2tNnw6vFRqBQEK5osaLLp8loUnL4Iuhx+SeR0O/1YWCvcY8xTftrhFyPJ2a8lxuaOOuzodpVdCeCE3YsljcJiqVG2+8AWlRqVQlpkM1gd1t294yk7VsdHvLAZ1CmCttGiw9pWG759xRJct64FH1jZiC9d3I6n9g8VVWs0V0tqOQ0WHexFWjiY1YOJYyaWVzZbQYiwexFL0JzJat1Ov7QTVmPUprQEZoSicTh9ETTLFjgLa41w+oSOmH98txf3v92Nm+7bAbs7GUlWKJJVdViyDvO4s+/m6f1D+NcnDuO2p4/g6p9vk0pjynn6wBA8oRi+celifHJjK27/+Gr88KOrACSTgOSTdTIK6JceZwEVvUaJBos2ayR5yB0UPPNpSVUfWz8P7XUm1Jq0UClIyhjKxsgmmw4NltToOLvnmm06KQhTKJLMdl4/uq4Fw+6QJBpv+eMe3PrnfXn/thiOD3uxtNEs5QIUYokoknPZ/LLZLYrxJFNKJVHW60x+Jszuw+wDrJ6wfCfwsT0DqDVpsHlJHb58ySLUmjS485XOot5PPtKT1Fe3WPHWSQfCsTj29gkLF7azUG7N/PFAJOP6yoZKqYBK/ByNGlXO/g/OLJHkdJqtOkRiiYxdaE8whniCSnoofbeV7T7+018P4vCgG4/u6sd1v3onZSeO2bDSYc1ldGpFyrjRbNXPuN3iBgAvAbiaUjoBoBrAP07yNVsglJNjDIiPFeS90y4Eo3FcvrweFp0aX97cjnqzFr/97Dm4bl0zzm+vxp2vdBZVeWDEI2z3LRD9v3q1MiVqqFYqoFMr8orkk2JlC3npODkfWNmIUW8YO7pcoJRK3aq6nbkjyTax6YNSQfJGaZMrZA0IIbj5woXSapnB7CNhUWzY3clONiwCc/erp7C3bwJD7mDWyMvBgQksqDHAmralw/ytnSV0IGOCIb0GIqOjwATMYBVD2ADUZNUhJravBYQJ7r+ePYoup18qr3XaIRj+FbLBPFcE+g/v9iAQiePjG+ZlPX6VQY1Ygua8Nv796SMY8YRwz03n4I9f2ASzTo0Gsw56tVKKJC9rNEOnVkhd8eRJduvErVa21d/t9OPtU058elNbymTEkveyRZPlLanldNSbMDAezOpJOzXqg0pBcPv1qwEI0cn0awoQVu+FIvf+cAx7esexeUkt/vVDKwAIUTSdWokmqx4TgWjWSBalFA5fGLEElTzc3a5ksgYTYPv7JxCOJXJeS4yLO2oRiibK8v2lt9u16IX64CPukFQb9/1L6jJE8v7+CRg1SlAKvCSzjbDXko8zhBA89fUL8a0rOqTHmPdvV0/hhB5JBJhzT5QNRTTO2dbpwO0vHMdzYv1deeIekFwkswkw1w5GjzMgWRBqTJqsnmTJsmBLFcmAcK0/e3AIC2oM6HL64Y/EUxYVdWYtDg268ZDYaavJlrrov+3pI2irNuCemzYgEk/g7/+8P+XYlFI8vKMPy5ss+O5VS/Af163Cpza1SWKbTbgjnqSVh23vdjl9GM5i8ZlfbcwqkkfcgmdekUNAKhVELMUpiyR7k2Nk+vjEImZMJMyvMRTMeWE7r5/YKIxlR4Y8GPNH8M5pZ4ZNqFQopTg2kpm3kI9ljWaEoomcVZ88wRgUBFKXOqA4T7IvHENMFN7dcjubP3URyYITTFBPBCJ49bgdH1nbArVSAZNWhZsvXIhtnY6UyHshApEYHtrei0/+9j1cePtrePWYXYokM246fz6cvgie3j+EfX3jWNpowYa2Khg1Sml8cvrCeVtGp1NsJFmOXqPMuYsw5o/AoFGm7Kqnkythjn3WLAk/Xb84vELJWqtejY/88m3802MHcaB/Aq+fSFowelwBaXdGDoskL6hJncMF68cMimRKaQDAKICLxIdiAE5O8mWzjRhZr35CyC2EkN2EkN0OhwNbj9lh1CjxvkU1AIBvXt6Bd//5MrRWG0AIwQ8+vFKIEDy8L2+BaUop7B6hxSIz1OuzCF2TVpW3DFuuyhaMK5Y3wKRV4cn9gzg56pO2s3NZG9zBKKx6NQghqDLk39J3+sKoMqilVXY29GKGdDAiJPd4ZfUHa4waqJUEx4Y9MIgTeraEoUMDbqxOs1oAwjajXq2UPGnFkGsrhSFVbChguWCfI7uZ2JY7m1B++NxRKepwQKzNe3rUJ33XjEZrZkTUF47hvre6cOnSOskXmA4rt5MtAWRXzxjeOunENy5djKtXNUqCSKEgWFhrRLfTh16XUIquxqhNiyQLAzkT0GxL7uEdvVApCD55bmvKsVjCaDb7BNu2zSaSKc1e6/bUqNBd7/1L6/HB1Y24XBa1ltNk1cEbyl9jeke3C9E4xeaOOpwzvwrfurwDN18oRE3YNns2L5kvHJMWayfsXgxOCIs3JqKEJC+N1BCgKY/dAgDOb6+BWknK8iU7vGFMBKJYKtqpWDR5xCNEkmtNGpzfXoNRbzjF87uvbxyXLW9AR70Jz4sLY0opOvPsTshhO1y7ixD2I+4gFCR/5Gd5kwXHR7x5K5L8+IXjuOfN09h6bBSNFp3UTGlBrQFXrWjAh9YIm32L8lShGfWGMOIJSQuaWpNWaCudFgFkk1q63QIAnj0whB5XAF++ZBF+c+MGaFSKlMToJqsOx0e82N83gc+eP1/aKWE2snAsgds/vhpXr2rCp85txYgnlLKLcGjQjSNDHnxmU2vKYqUpbQyxy6xpTRYddGoFuhz+rC1zBbGaeT+xGsn5ECJh8khyMpKfPj4NTwShUyskoddabcDAWDBnVFa+87pSTAQ8POiWossjnlBJgiwdd1CoA5w+ruZjSSNroJM9uOINCd320gNWQH67BRuLNUpFSpAl6bFNVrcQni88/s4pYZy6dm1yM/um8+eLOU/J5lGF+H+PH8K/PXkYTl8YJq0KX/zDbnhDsZTOshcursGyRjPuf7sb+/omsKHNBqWCYH1bFfb0juOk3YtL73gDm//nDTyyqw87u8fwxQd34dr/fTurjTQUjcMfiRflSZaTL5LMGq/kI5dIZqJYiiSnieRRbxhLGs2493PnYPOSOtxz0wY0W3WSHoonKPpcgZTOxQwmktOvtWabLm+L7WxUurrFbQC+B+D/iQ+pATw0yZcdACCf7ecByGpSoZTeSyndSCndWFdXh9ePj+LijjqpOQIAaQsBAFY0W/CT69fg7VNOfGvL/pz+ZNZ5rkEmkg1ZVk4mrSpnMxGpskUWPzJDr1Hi6lWNeOHQCJ7cNwhCBE9WrkipOxiVtplsBWrxOr25a6MymBgNRuOyhBNhgFcoCBosOhg0SvybGOlLjza5fGEMuUNY3ZLpS1UoCJY0mktqhGD35E+0WlQv3ByFqhFs73JBr1ZKgiNZqSKENzsdeO7gML5xaQdqTVrs759AIBLD4ERQWuEyWmx6jAeiKRPFH9/rwXggim9dsSTn8bNt2THueqUTtSYtbjp/fsbvFtYZcWjQA6cvgvk1RlQZ1bJIckTaElQpFVjTYsP+/gmEonH8Zc8ArlrZkJGY2VptgFalyBrNf+HwCDRKRUZVEna9ZrNcnBr1SQPcr288B7dfvybr+2ciYTjPCn5bpxM6tUKqW/ztK5fgE+cI0SxJkGTxkskjj50jXsmn2i4bOBfWGnFIXPw0WvPfA0atChd31OGR3f0ll1dLVjhJCltWRaFbXOiwhNbDYtSJNSla12rDNaubsLN7TPLQesOxvItqhk6txNpWa1Elu7pdAcyrMuQtAfX1SxdjXasN335kf9boWCJB0e304YsXLcT+H1yJV797ifQ7rUqJez+3UfKmG0V/djaR/KftfSAE+OBqQXDUmjSgNDO3gtkL5NumrdUGKAjwkLggvHplIy5f3oCDt10lNYgBgO9/eAX+74ubsPv7V+CHH10liakmqw5alQKf3tSKCxYLdV1ZbofctrRlZx/0aiWuW5+6eanXCAlWcrtFg8zmsbDWhC6HLyXCzJhfY4Ddk9k4asQdyrp1LKfZpktZLNrFkncmrUrasUl2GAyi2ZZsxNRWbUAknpCsNMdHPCmVa57ePyTtvFr1asyvMeDIkBuvyZKnenLsahYD224vNA/JYQueXDuQnlBM2lpnSM1E8iTuMZG8vNkCuycZjXX6wlCQZGAjPcDBFiFyYWbVq/GZ89rw7MHhohLvx/wRPH9oGJ9733xs/c4leOobF+Jj4vUl1weEEHzhwoU4PuKFLxzDhjaxpvv8Khwf8eDmB3dBq1KirVqP7z12CDf89j28dmIUhwbdWXdk2HsoNZIs1EnOgyWxCQAAIABJREFU5UmO5F1wA5DtuqSO30wkM00lt2NIpSXNWqyZZ8ODN2/C1auasFBW0nPYHUQknpB2C+XY9MJ7lPuR5edSCpW2W3wMwEcA+AGAUjoEoPi9lew8DeBzYpWL8wG4KaVF9dgccodSMsOz8Ylz5uEHH16BF4+M4CsP7c1qWZAnVDBhllUk61Q5o2U9LqGyxZL6/Ofz0XUt8IZjuO+tbmycX4VzF1ah2+nP6mdlkWRA6ECXz27hkLWOzAXbMglF41mtDt+9agl+8an12LhAuFnTt9BZu1EWhUhneaPQE77YzFx5dCYbBo0K86r0BUXym50OnN9eLS0C2ET01z39+OpDe9Bea8SXL2nHulYrDvRPSFHTRfWZIhlIrogDkRh+t02IIq/LEUUGkt2N0if/7V0uvHvaha++f1HW7ar2WqNkCVlQYxDqLQeiUpkiedR3XZsNR4Y8eGr/ICYC0ZSEPYZSQbCqxZoRcQxG4nhs7wCuXtWYEUmeX2OESkEyovXReAK9rkBOf70cKZIgXi/3bjuNT9+7HVuP2qVr4a2TDpy3sCbrrgETR0NuIfnj1WN2KXosLx10wp4UyQvrUkUyC54VslsAwnXuDkbx69dPFXyuHFbPVS5sG63JSPKCWiNWNFlACHBoQLhXmB95fZsNH1zdiAQFXjw8LL1WofGLsXFBNQ4PugtG+rqdvqyRFzk6tRL3fu4c2Axq3JKlcsaQO4hQNIFFdSbYDJqMxkjpLKo34VRa97BwLI4/7ejFpUvrpfNhOyPpFS7Y4koekdWqlJhXZUAomsCFi2uliT/9+mmtNmQESgBh7Nj6nUvww+tWSY+xUpNM+PrCQs3ya9c2Ze0O12wTrA+xeAJOXzjl/NrrjOi0+zIeB5LlPuX+YFYJI/256TTZhLwIlrdi94SkboeNFh3CsYQkhoYmQikLC3ktfkopvvjgblx991v4yYvH8YtXT+J7jx/E2lab1AxiVbMV+/smsK3TgbXi4q6UNvXp5LJ05cOoVaG1Wo/jOZL3PMEozNrU70atKuxJnggK57JeHLeZ/cUplsFkNrX0sdvhC0OjVKQkhgGCV1hBgPveKhxNfnzvAKJxihvPmw9CCHRqJe68YS1e/e4lUgUTxkfWNUvBkA1S4yOb1BXz/s9vxGNfvQD33HQObv/4ainZLtsuLwvSFONJlsPqc2ebt4XGRPlfz2ZQQ6dWlBRJ9oWFJiX1aQnGC2qMUqIlW7Cxrn5yrAY1fvqJNRnBp6ZZIJIjVPgkKQAQQgqmsBJCtgB4D8BSQsgAIeSLhJCvEEK+Ij7leQBdAE4B+B2ArxVzImwQkZeGycUXLlqI265dgW2dDlx117aM+pBywbhIVk4kHZNWlbO6BStVli+SDADvW1SDerMWkXgC16xqwoIaIzyhWFYrhVwkF6rF6/TlbiDAkEeSWYKP/CL92Pp5uGJFQ0qlCzlHhphIzl4Dc1mjGeOB/B2U5Ng9YSk6k4uOelPeOr59rgC6nX5slg0+1UYNNEoFth4bRUeDGVtuOV+Ixs2z4bTDL3l707dq2CTKIk0HB9wYD0Tx2fdlClI5bAJP3076/TvdqDVpceN5bVn/Tr4Knl9jRI1Rg3F/BJ6QWKZItoJf12pDJJbA/7x4AgtrjXhfe03W17xwcS0ODkykREmfPTgEbyiGz2Q5D7VSgYVZKlz0uvyIyZIu8pHsVih8bo/vHcR7XS783R93Y/NPX8en7n0Ppx1+XNxRm/XvG8To7/BECFuPjeKLf9iNV44KZaqYoFpYa0Sn3Ysuhw8mrSqlxBlL4iMEUuWDfKxstuJj61vw+3d7pNqlxdBp96LGqElZjDZahHbuo94wFtYaYdSq0F5rlCLJ+/rHoVEqsLLZgqUNZixrNOO2p4/g358RqnsUWlQzNi2oRixB82bZU0rR7fAXFMmA8Dn964eWY3AimLHVzTLuF9UVV6GgrdqQ0Rnz2QPDcPoi+NsLFkiPsc/N5YvAG4rixcPDQn1jdxC1Jk3GmMvujw+vKSqPO4NWsQIKgy2C2Xd+cGACgUgcH1rTnPXvm0Trg8MXRoKmLsAW1RrFjP7M8lRsUk8p7eiPIBJPpCQKZ6M5LZ+CRduE80m1JaVXBJFE8lgAA+NBDE4EsajOiN+8cRp3vtKJ69Y245Fbzpd2GVa2WISOm+GYlDDWnaXsXrEwK0MpIhkQ7oHTOQIh3iyR5GI8yWyuXCeJZL94jqkt2/VqJTRKhSSqHR5hHk2vYtRk1eNj61uwZVd/Xs8rpRSP7u7H2lZbygKYEIJFdaaM19Wplfj6pYuxdp4VC8TrZuOCaqxrteHuT63H2lYbCCG4elUjPrWpTVqAjWapTlNMt71sGDQqxBNUylWS4/KFC0aSCSGYV2XIWGCxyHGjVbBryZuhSfojLdF6Ya3QjGfcH5G85LnGs7/Z2JoRFJHfD8VSaZH8qFjdwkYI+RKArQDuy/cHlNJPU0qbKKVqSuk8Sun9lNJ7KKX3iL+nlNKvU0oXUUpXU0p3F3MiTCRb9MX5b26+cCGe+saFMGiUUvkpxkhaeR8gt90iV1vqQpUtGEoFwUfXt0BBgKtXNaYkqMihlAqJe+JKl9XiDcfiuOSnr+Oqu97EvdtOSxYMp7dwJJlNQqFoXFqJZhPWZq0KRo0yI5J8ZMiDFps+5024TNyCzVf3khFPCAlZhSIrHQ1mdDkF79//e/wQdqRlp78plhWTr9AJIbh2bTNuPK8Nj9xyvnQjMU/xk/sGoSCQkjQZ6W0t2cDaUUDIZLNbJBIU27vGcPmy+pyeaybuAGFirTIKuwXOLF2O1rcJ5+7yR3DjeW05k38uWlyLBEVKFv/DYm3m88SW3el0NJgyul6x7fPFdYVFHGtNOjQh+D1Pjvrw5Uva8bO/WYuVTVbE4hSrW6y4ZnV2scNqLQ+7g1KZNJbI4xA/iwsW1aBvLIAjQx601xlTJpuFsuoJ+WwGcv7hqqUgAL7/5GE4vEIziqf2D+KG376XM4Gp0+7LsEc0WHRSghATR6tarDg04EYiQbG/bwLLmy3QqoRE4D9+cRO+fMkijPsjWFRnzEiAzcWG+VUgBNjVnduX7PCG4Y/EM7Ygc8F2hNJLcJ1OK49YiOY0mxKlFA++24PF9aaUhRG7nl3+MH63rQtfeWgvXjs+iqGJ7F7dpQ1maFWKFHvFZGiw6KBSEEnQs8VAtpKdgDAeDE0Es7bGbZctsHNFkuW5JsndygKe5LTdLLs3JI1fLEo24g4hEktg1BtO+dyabXooiNBYiVVM+vkn1+PhL52Hn/3NWtz1yXUpYxFrUKJVKXDVikY0WnRZW4Gn0z8WyFq2jUUOC3lY02Hl/rJ5qT2haEaUvzhPsnAubMxnibUufyTl/AghQgBKzAUZzdOt8tbLOwAK3L01dxrW/v4JdNp9+OTG1pzPSUfQJhdJY5pJq8KTX78QH8hy3bMFU7ZAFBOhpS5SmNZJtwexHc1ivs9zF1RjZ/dYyncyLib96cTa0PIg0qgUpEu9d+Qt6XudfujUioymaPmoNWqlRVSxVDpx7w4AfwXwGIClAH5AKf1FJY9RLAlxa8BSRCSZsbzJgsuX12eIvxF3SIxCaWHSqtAoenPTyedJ7nL40GLLXdlCzt9f0YHHv3ahWE0jc0AFAH8kjniCSpHkKqMgkl88PIJeVwAJCvz388fxhQd3SS2p82W0A8nqFqFoAg6v0OrUlGUrlRAibiOnrpiPDLmxIkcUGUgWkD8+XDh5z+kLI56gGb7adBbXmxCJJXDlnW9iy84+PLKrP+X32zodmFelz1ht/uyGtfjRx1anTAprxC3FPb3jaKs2ZGzRpk+iPa4A1EpS0EcoJFem2i06R71wB6PYlEOYAskBoc6shVGrQrVBA184Jk2o8hV8k1WPBosgAq/PUWUDECInBo0S74iNdI4OebCvbwKfEbf+srGhrQp9Y4GUnvfJOtKFBZdaqUCdKHI77V7EExRr59lw/TnzcM9nz8Ffv3oBnvnmRXn9Ys02Hfb3T0j+SCYSmN3i/PYaUArs6RvP+K6ZKCzkR049nh7fuXIJ3uh04MKfvIYP/HwbvvXn/djVM4ZvP7o/w4KQSFCctHsz7BFygcSqOFy0uBYjnhBuun8HDg64pS1fQJgUvnf1Muz4lyvwxNcvLPp8rXo1ljaYc5aLBCAJnGIiyQDEe0CRsVPT5fTBolNllAvMBcvYZ9/ZkSEPDg268fkLFqRcc7XGZPOPp8TaqHe+0onBiWDWCNDXLl2Mp79xUcbWd7koFQRNNp20U9QlloHMlRfRbNPBG45J90K63YKRrRtYs1Un7bwB2RuJZIOJ3qGJkOTbZCUy5bkWdk8IlKZGztRKBZptevSOBbCzexxmrQpLG824YFEtrj9nXsb9z3YEL1hUA71GiYW1xpxJ5HL+67mjuHVLZrk4lk9RVWIks73OhHAskTL+MDxBIXFPjuRJLiJxb16VHjVGjRTwcGaxJdoMaimSPOoNZVgAGPOqDLjp/Pn4y57+nNVcHtnVD71amZL4V0nYucvtFgPjAcQTVBKhVcbSE/cAZCTveUJRxBI0a0WjdDZ31MIbjuGAbKdrzB+RroUqo2AlZDCRnL4gWSjTQz1inkeugFA2FOI9XgqVjiSDUvoKpfQfKaX/AOA1QsiNlT5GMSTtFqVdEA0WHXzh1Ex8uyeEGqNWWqH+y4eWS5n3cvJ5krtlPcQLYdCopG2g1iohQSU9eY+thCWRbBDaMP72zS7MrzHg5b/fjO9/eAX29iWFRa4uWwwmkoMRwW6RbVuJ0ZSWZe0Px9Dt9Oe0WgDCNg/LNi+EVJy/gEhmHchqzVosazSjU5ZgFokl8N5pFzYvqfv/7Z15dFvVtf+/W/NseY7HJLbjzPNIQkjCUChTGAt0AN5rmdvSvtLpQd/ron2PtpTf4rWvry2llA6v7a8jLfzogpYWEiClYQpJgODEzmQn8TzJtmRJ5/fHvedavpYsXVmWLXt/1sqKLEu6V9bRufvs893fnfB96M9PfgnjZfylBZO82B9tD6Aqf/SWbTzMJqWVbmxh5SuNSjAzXpAsGyzMV4Mr2ehDSnf0K/iPnV2DT59fP25hhs1iwsb5BXhRDZK/8/xhOK1mXL0msauizMLHOj40tKa+6AOULNepnqGkkpyEz1fHTVQolefyM5CuLXJxJsTYILC6wAUiYI7PmB7ttm21+Mu/bMPVayphMZnw4DUr8NjN63G4tR8P67JFzd2DCIQicTPJErngvWZtJb5+9XK8cbwbg8MRbRcgFqfNHFcHOx4b5hfg9WNdCQuQmwwGyWaTsgWsbyl+pDWA2pKxW8OJKPePlim9oy6Sz64bLa/xOS2wmgnPH2rDsY4BnF1XhIMtvTjc2h83k5zntKas2U6VSr9LC8akDeR4cyAwYr1YmiCTHC/wXVaRp0lugBEpUrILuFxInuoZRJ+q25THLfIoWtpTPYNa0F2uW3jOLVS8kvce7cTaefnj+hUXeuy4c3stbt9WC0AZv6lokk/1DI0qfpR0BEJwq5lDI9TEZA/1xJNbaD7J4xTudQ0Mw2O3wGo2jXpfHf1jC9H8LtuIJrkvOEYCEMtdO2rhtJrx4DPvjtHwtvcH8cSbzbhsZZnhuCRVbBYTCtw2LcgMBMM476EX8OAzh7T3YHSR4kyQSdZ7So/H5toimAjYFdOoKTZrX+Cyjs4kx7i2xFJV4ILZRGhqD6CpPRBXj5yM8iS7NXoyEiQTkY+IvkhE/01E71OL7D4ORUv8gUwcwygRLZNsNEhWV2IxFk1Kp66RD+vyleXYUjdWP+mxW+NqkoUQaGxPTQuox2YxoSLfiSadr6bUlMZmkgGleO6DG5Tt9mvXVcJpNeNbzykX9KIk+l6nTbWAG46grT84blCtb+v67uk+CJG4aE+yaI5Xu0iOR7wtzHgsr8zDz2/ZiCc/fjbOritCw5l+bYH0+vEu9AfDY4ohxkMWqCSyKZLdgwAlkxyvsjYeeou+fzR1ojzPMcoXMx63bK3BDRuVrTlZcCH1wfpM3i3n1OCO7bVJz2VLXREa2wJ4cl8L/t9bp3DbtppxdWp1JR6U5znwwqGRIPlwa3/K2+2AYoulBMk98Noto6yOUnq+OrGdVVOI1dV+7SIsXVvmFow4NtToPjuH1YxN8ws15wwj1BZ78MBVy/H03Vtx7boq7FhYguvXV+GRXUdG6X+17nhzxtoGAkpGRO7KEBGuW1+Npz55Nu7YXqv5HE+UtXPzEQhFEhayNrUHYLOYDF0k6kvHav4b2/tRU5T6Z1+uq24/1jEAs4nGjH0iQqHbjhcPt8NqJnzrhtWa7jmdqvR0qMh3aprkxraxNpCxyPf1xvFuWM006vvosVtQ6rPDbhlb5AUoQXJTe0BLqpzqGYLFRFo2PRE+pwUumxkt3UNjWoKbTYQFJR48ue+UNh71i4vqAhfeO92Hw639WD8v8QJd8rmLFmGjWt9QU+RG18AwugdCaOsL4mt/ejdu0532vqBiIaprWtQVGN3RM1XkPKPXJUeiAn3B8JiAU84D42qSB0Pa5zK30IVjHQMYGlasT/XJB7/Tih7V4aprYHjcuoZCjx23b6vFMwfP4N4nDozKZv/wxSYEw1Hcti35HD0RSrx2TZN8vHMAwXAUP375KBpa++FVFwZGcNuVIDmgC5LlLl4yTTKgFNKtrPJjd8PINaRrYKT4XEoJJW39QdjifHesZhOq8p040taPE52DKV9/Y9EvHJORqUzyT6HIK/YD+BiAZwFcC2CnEGJnho5hiKiBwr1YpL4lti3r6TiG8PHw2M0IRaJjPJfb+0PoGwqnFSQDakWnbhUtg2Sfc0STDCgTxLWq3snnsOKK1eVaJihZJlnKC4aGRzLJiSjLc6C1b0jLWr2tZkXGk1sAii75SFs/QuEonj/UmtAy54zW7jb5F3BzbRHcdgvqS70IhqPaa+5uaIPZRNhcG7+ILR5SozZukNyluCwc60h9JRtr0SeEwCtNndhYU5g0G3fbtlpcuVqRT8iFkAyCjFr5SM5WdaD3/Hof5vgcuPWcmnEfT0Q4p74YLx1pRzgSRTQqcKStf4xF3niUqU4AB1t6sbjcZ2iLDBjZNr5+Q9UoQ/iOgOLTaTGbtPOpifM9+8Wtm1JaQKTCvZcsRonXgX//40EtW3SgWVn4LdBlkku8dhBBK7qJpbbYg89ftCipO0SqSDlHou9UY1sA8w1uTy4o9aKlZ0jrbNY3NIwzvcGUZDaSUq+S4WzuVs6rqSOAynxn3Iu1DFC21ZegwG3Dpy9QrBWr4jQMmAwq/E609gXRMzisFrYlHuMycD90uhclXseYv2tNkQdleY643/HlFXkQQpE7Acoiq6rAlfSzIVLkXS3dgzihLhRjM9hfuWIZTnYN4Ot/ehfA2EKlqgKXFuyMt4sVj9j6mB/sbsT3XjgyqvkNoMxtMsM4xiI0oDhHGKXQbYPPYUGjrmhQuwY64meSk8ktpOxgXqEbp3qGcO/vDwAYmxnNd9nQPRhCW5KW7pK7dtThju21+Pkrx3Hzj/6BzkAIPQPD+OmeY7h4WZkhn+h0KPba0abKLaSDyuBwBE+91ZLWNUPuFg7odsk7DGrMty4oxr4T3egZGPH6l0Gy3p2rrVdJ0sX77swrcmNPYwdCkai2y2oEo8V7mQqSa4QQNwshvg/gBgDrAFwqhHgzyfMmDSPuFrFIDWyspud071BK1lEyUxTQ9TnXvFvT/HLIIFkIoQUpveoEIf0ApVXNJcvLRgnzY63Akn25Yy3gkgXJc/IciApoE8fBll74XYrWbjwWzfFiOCLwge/vwc0/2otv/zV+kcOZniGYTZSS3kkinUNkFmVvUxeWVeQZ2trauqAYRR6bZnOnpyLfidO9QzjVM4SBUEQLTJKhZJKVSaCpPYD2/qDhi5TMVB1u7Yc/SWOY8VhY6kWRx4ZgOIrPXrgwJcnEOfXF6BsKK4UnrX0YGo6m5GwhKc9zIhCK4EBzj2GpBaA02vngxmpcuHQOyv1O9A4pmSrFgkgZI3LrPZ3sghG8Dis+87567DvRjafeOoVTPYN49MVGbKopiFtEVF3g0nyDJxO9hZmeVOzf9Ej5iLQA1OwRDcxlFrMJc3yOmExyIOH3Rn6Wl69SHCUuWV6GX9yyCecvjt+oJtNU5jshBLDnSDuEGOuzGkuxV2kTHRVjq/AB4J4L6/Fvly2J+9ylqpf8/uYeDA1H8NLhDpyTwN1FT7nfiX0nu3HPr/ZpWnTJ+nkF+PiOOvQFw/C7rGO+29LhwmYxaTUYqSK/V4dO9+E3r50EADy5b3TLgt6hsGa9pq/t6QyEUtaxx0JEqCn2aGMvGhX4yZ6juPi/dgMYuzBNTZMc0q6d5y4qweIyH/7yzhlYzYRFc0Z/V/3qLmAiCYAek4nw+YsW4cFrVmBvUxcuengX7n1iP/qDYdy5Y3KzyMr5OTS5hVwwb19YDCHSS6zI+iu9V7KWSU4xSD5ngVI0Lt3DOgMjLbLz3TYMDkc0SUfrOLIW6XABpDfXG80kZyaFAWj7KkKICBE1CSFS7xoxCUSEsgIwqv3R25sNDUfQPTCcWiZZPVb/UHhUoCptc+JluFJhXpEbfcEwjrT1446fvY7KfKdW0S2r3+vneLG5tlDTj0mWVeRhVZXSaCJZVavUJEvLuWJP4vccWyRSlufEwZZeLC33Jc2MLtYcLnqR57QmtIM73TuEYo99XM2cHjlZNrT2Y9vCCN482Y0b4zTpGI+6Eg9eve+ChL+v8DtHuUOkLrewaRn9V5qS65Hjvob6+XUGQinr2+NBRNi5qgJvt/RqJvbJ2KJqyp45eBovHu6Az2HBjkWpy1jk92o4IpJKcuJRU+zBf16ptL8u13SZQ6MKba5fX6XZCU02V62pxA9fbMI3nnkX8wrdCEcEvp6gmcovb900aRrEWArdNjispjF2a4DSzOh454BhJwjp7NBwpg9r5+Zr2bxU7d8ko3Zg2gewtjr+IrTUZ4fLZtaCYiLSOqZmA7nQeOE95UI+3mLArDZYau4ejHt9WDs38fe7xOtAideOg8092NPYgcHhCHYk6FippzzPid0N7Zhf5MajN60bE/h88rwFePlIR9ystAySV1bmjSlMTka12sDlkd2N6AyEsKIyDy+814aegWHtOhTrcX26d2yQnO5isabYjZcPK3PuE28249/+cBDr5+XjwWtXYOuC0fOQpklOkkmW88iyijz86e6tAJQAXP93y3NZEQpHtaxsKjaSgGJBtqTch0/84g089dYpnLuoJK25zyglPjva+oKIRgVOdA7Aa7fgS5cuwa73XjDcbQ8YySTrC/fkjkGqvsurqvzw2i3Y1dCO7QtLMDgc0eQ3cvHUNRCC0+ZEa99QwoV0bByVapIqlosTuCglIlNXk5VEJIWmBMCp/kxQXNwmP42iIxIVcFlNKVs+STyqvZmUW2geyUkypPK5ANAXHK3FamwPwKZWFqfDfNWK7MYf/gOne4fQ0NqvWdZIzY7PYcXPb9kU9/n3XbIYuxvak2YeZUGF1OSNm0n2jdgNDUeiOHS6DzdvmZf0vSwo8eDBa1Zg7dx8fPnJtxM2QEnWSCQeHrsFFX4nDp3uw4HmHoTCUaxLQXdnBHkRffmIGiSnIbf4R1Mnijw2w4smf4w+K5l2MRlfujR+hisReS4rVlX58YPdTSACHrtpfdIWurHEbnGlk0mOpUJ9rca2APqGwtr26MaaQk0/OdmYTYR/vXgxbnzsHzjROYj7dy7VrL30GPk7TQQiGqWZj6WlewjDEWE4k1yV74LDatIWeEdaAzCbCNUFxl6n3O/A3qNd6AiE0BcMJ/xb3X1+PW7YUJ1yQWimkVr5Xe+1gSh5kaP8e6ey06hneUUe9jf3wOOwwGk1Y1OKY/fKNRVqtnJh3FoCi9mE/71lI6JxYsS5BW4QARvnG/+e2CwmVBW40NgWQHWBC/fvXIYrvvMSnjl4Gh9Yr0j82vtGyxQlQgi1O1t6ErHaYg9+93oz+oNhPL3/NCr8TvzqtrPiJmU0uUVYQAiBPUc6cFbtaGlbd4x9aizxFhZSyih3U8Yr3NOztDwPT33ibPxkzzFcYjA4S5cSrx3hqEDXQAgnugZRVeBCbbEHX758aVra/kQWcB0BpWg6WeG6xGI2YXNdIf789hnNH70wRpMMKAupclXylCiJJBNTTqs5JTmmHqNuOBmRWwghzEIIn/rPK4SwxNzOeoAMKCvCdLM3pT6H1rrzVIoFZMBIkKwv3mtqU7SrRrKiscjVUkvPEL51w2pcuLQUTe3Kxcodx4pOz7p5BZq2bzzMJoLNbNJWzMk0yQA0x4JQJJpS8ENEuHZdFWqKPSh02zSDeT1KS2rjX4D6Ug/eO9OHvUcVv9hEsol0kZPMy4fbYTFRypNOvsuKQCiCQDCMlw63Y8P8gpTdASQWs0mb2I16jWaCbfVKpuvu8xaknPWSyEDRZjEZkmnEQy429zcrhXNG2txmknPqi7FzVTkuXj4HH47T4XAqqMh3xXUWkBlgo0GyyUSoK/Fobckb2/tHFUmmfl6KTEkWXyU6jwq/E6sTZJmzwZw8B0ykSFYq/M6kTgzSjSKZn3s8llbk4UhbP549eAZb6opSdn3YVFOIB65aPm6xrd1ijtvFM89lxc8+uhG3bhu/DiER8nO7YUM1VlbmYW6hC0++NSK5iG0tHCu3CIQiCIWjhj16JXLn4mBzD3Y3tOGCJaUJ50+ziWA2EYYjUfy9sRMffPQV7Dky4gsfjYpRcotkyOTEoTN9IBpbMJ0Ml82C27fVZk1XLzPdrX1BHO8cQFWBMl/eeNY8nJdGkfCIBZxebhEyJIcEgNu31aIzEMQXf/cWgJEFSEFMJjkYVnbvE2Xs5RicW+gyfA1Nh4xbwE0XIkIY8kiOpcRn1/RHR9R2qqlsb3vU4+lt4NJ1tpBUFbiwsNSL+y7UTMrkAAAX7klEQVRZjEtXlONrV61Aqc+OfJc144PEYTXFbCsl/gL4XVbYLSac7hnEH95shs1swvZ6Y4FTgTtxK+0zvcG0sjP1pV40tgXwSmMHaorcGQ+gYlssV+Y7U15F+9VJ4Kd/P4bWvuC4XsbjUaCbVLLJTZvn4hvXrMAnz11g+LklXjtMpOih09VSj7yWA2YT4S21qYfRiTqTPHzdKvzPh9YaLkScLCrzR2eShVCyaUbt32KpL/VqOv8jralbWcZS7nciEhXYe1SRGqVj3ZQNrKp+GkhNdy3ng1SSKHqWlfsQFYos4VyDi86JsKWuyLDrk6S+1Aub2YRr1ym+ypetKMdLh9u1DmlSbjHH59Bs7QCgM81uexJZz/PjPUcRDEfxvqXjB3tWsxIky13Rd2JsR/uCYUQF4maS4+HXMslKR81U5/ypQma6z/QO4UTngCaxSRe52BpTuNdvfGdgdXU+/nnLfLx+XElwyGSPDJZjm2Ulij/K85ywWUwTiqmMML0/7QkQmWgmWZVbNJzph9tmTiljKB8Ta8EUiSouCPMnoCG1mk145tPn4GNbldV/vtuGx/9pAx64Kr4GciI4rGatwGa8TDIRodzvxInOQTy5rwXnLS5JuTuYpEAn1pcMDUfQMzicVpC8oNSLUCSKXQ3tGc8iA8rfR27vGykakMHt//ztMOpLPdixML2LotyWmorA0O+y4QPrqtIKCC1mExaUeA3rsONhNhHm+BzY36wEyan4dE4W2chkGKHC70RnIKR1t7vme3uw4T+fw6O7m+A10AAklvpSL870BvHVp97Ge619WJKGrlTOjS8d7oCJlMYL0xUpqUplMSCD5LTkFjGFc0b0/VPJXdvr8MRdW7TkwyUryhAVwN8OKV787X1BmAhYXOYdlUnuCBgr8tIzt1DRQ//pwGnkOa3YkERGZzWbEIpEtZqX2OYe0l0h1fbMMpg+1jmAYgPd3aYKGVy+faoXwXB0whlsm8UEq5kwoLP7aw8k7+Ibj8+8b6G2SJZuJwUxcgutQDLBTrLJRPjchQvxEYP1Rukyw4Pk9DLJSpCsdDRqaO1DXYrG+cVeO+pKPKO2dpq7BjEcEag14CuaCovLfLhgSWb8VWNx2syaM0iyCW2Oz4G/HmpFe38o5QKwWOQFW06gEqllSy+TrPydI1GRcT2yRF7wjRQNyIKJ3qEwbj2nNu3Mo1xxp6vtm0p+e+dmfP6iRRl5rQq/U6twniq5xXQktrtdVyCE1451aX+fHQtL0grq5Xfq0RebcPWayrR8XuV35rVjXajMNy7XyCbyXFPJJG+aX4BlFT4sLjPe1GSOz4FCtw2Ly3xZ061PlLyYxj2AsoCymknbcW1Tbb2kvEYidwyNNrKQ2C1mVOa7IARw3uKSpNlcm9mE4UhUC7gOxzSZki5DqRaxyXMWIrmzxXRAyhReUyWHRj3p4+GyWUZlkiNRgZY0tfhOmxkPX7cKl60s1+arPKcVJlLmLa3b3jjGAR/bWoPNcXpVTAZTUx2RBaJCaB7CRinx2hEMR9E7GEbDmf4x1bPjcVZNIX77+kkMR6Kwmk0jWsAJZJKziXS4UOQUSfR4eQ6EwlHku6zYnkZmNHb1WJnvQkv3IL71XANeUDu7GfUzBKAuaJQJLRWz/HSoyHdi38keQ1vGMmsxx+fA5SvL0z52oZZJzr0gOZOuE7Fjg4PkEWSAd6JrUNsR+tIliyd0QVk3rwDnLy7BzlUVuCzNsSszrqFIdNpKLSQyy51KkLyg1IunPrE1reMQEb56xbKUM5rTEbOJUFXgwrF2RdbQ3h9EoduOsjxlETs0HIHDah7x1J1AwXFNsVtxaFmS3KHFajZhOCzQrraTbmjthxACRIRuaZ+astxi5HG5ECQ7bWZ47Ra8dlwNkjOghXbZzKMs4I609WNoOIplFemVnK2uzse3Y2oPzCbCtvpi/Pq1k9ouqZECyclk+i7nJ0gkmr4mWa6O3mvtQ2tfUMukpMJZtYUYCEU0veREtIBTgV0NkpM1HgFGilUuW1meVmZIBnpyAv3Vqyfwy70nsKrKj29csyKtCmyXTenmVuSxpew8YRQtk2zgMy3Lc8BqJty2rWZCWTRNbjFBd4tcRwZdblv8AqXZigzwmrsG8dZJRfe3tGJitlM+hxWP3rQ+7QAZANx2ixZsTPe5cGm5D06rOeMtr+Px/uVlWbW4mwzmF7pxtEO5zrX3B1HktWkabbkrKDPJ6XTckywp88Fjt+Cc+uQLPqtF0STLAvzugWHtOiNdhlJdnDisZjisypydrNfAdKHYZ9d22pJ1dU0FfZC8X41vlk1wbonlU+fXo3tgGI/sakyrQHKymLGZ5IiYmCYZAF46rHhlLjAQJEsbn783dii+om2BtLWAU4HTwGQgL8hXpVuEpgZ6sqijuWsQpT47vvvhtWm9nuSGDdWIqlmDyUAWQhixcMt32/DS58+d8CRb4J46d4vphAySk7Van22UeO2wmgnN3YM40qo0DzFqeTRZSIlMIvu36cJFy+Zgy4L0i9tmG3ML3XjpSLvabS+INdX5o9yP5hW50RUIwWYxpeTGlIiPn1uXsj2gpknuDaod6II43NqPIs9I8Og38L3wO204PTyUE5lkQJkHGtsCKPXZU3ZNGQ+XzTLKJ/lASw+cVnNGuweurPLj/MUl+Ms7rSjy2KdNgeT0OItJQIix7SpTRa6CX2xQg+SS1DMKBW4bFs3xYs+RDoQjUew92oma4tQ0zdMBKbdIJZi7cnUFfvrRDViltnI2SqzcAlAm1HS9pGO5Y3st7tpRN+HXScRVayrxvQ+vNXyxL/HFb1FrhA3zC7Gm2p8RnVkuI4urcmXxmS1MJkJZntK4Y39zD5ZnMNMzUco1Lf/0HrtExAGyAeYXuTA0HMWZ3iDa+5QOmNLj/nSvbB+vOCFMZP5z2SwpSwdsZhOC4Sha+4awRc3Uy4J6qUk2sniUuyAlaWhwpwKpS87UdUKfST7Q3IMl5b60bW0T8anzFava6bQYmfIgmYguIqJDRHSYiL4Q5/dzieg5InqLiJ4nopTTlulmkqUW5o0T3XBaU3O2iGVTTSFePdaJB589hHdP9+GWrfPTOo+pQG5dpyK3cNrMhvTaenwOC6xm0rbBWroHMxIkTzZuuwUXLTPWuSxTrKry43d3bpn1EgP5nWQ98lgq85W2xad6hgy3Hp5M0pEpMdMfmSx4+1QPBocjKPLYtUTTqRi5RTZtK61mE1r7ghiOCKys8sNtM2se3d0Dw/A6LIYylVqQPI2Ct/GQ5zlR+zeJEiQrmeRIVOBgSy+WTbApVDyWVeThxrPmZtUSMRlTGiQTkRnAdwC8H8ASADcQkb4V2DcB/EQIsQLA/QAeSPX103W3cFjNyHNaEYkK1JV4DDsRnFVbiKHhKL7/QiOuWVuJS1ekr+XLNg5L6pnkiUJEyHfZ0BkIQgihGfgzTDLkdu5UeiRPVyr8ThxTO3KuqExvl2cyWDcvH/MKXbN+F2SmITXmr6puCkUeG9x2C3wOi6ZJ7sh6kExoVj2S5/gcoxri9CTotjce0uEiVzTJMtFXmakg2W7RMslN7QEMhCIZ1SPHcv/OZbjnwoWT8trpMNWZ5A0ADgshGoUQIQC/BLBT95glAJ5Tb/8tzu8TMpEtM9nucEEa3cE2zS8EkeLt+OXLl6Z9DlOBw5a9IBkYaSjSNTCMYDiqBT8MMx5ehxXnLy7F2VmyAcolpBSFaOItwDPJpSvK8fxnd0xr+zfGOLIoWQuS1WtHWZ4zpnAvmFVplNVsGmlK4bOjrsSrtZXuGggZtqIbySTnxvVJnmemMslumxkDQSVIPqD60y+fRrtUk8lUz1YVAE7E/HxSvS+WfQCuVm9fCcBLRCmVA6ebSQZGivfqDBTtSfJcVjx83So8dvP6jNpeZQOpSc7WZFDosaEjEEKL2iUsF+QWzPTg0ZvW4ZIVZVN9GtMOWVBbV+yBO8fmHyb3sJhNqCpwYZ/qpiKleqV5Ds0rubM/pBVqZ4PYhViJV8kkt/YF0TM4jLa+oOFi1pWVfqyq8ueMzE1aoabj3x2P2MK9/c09sFtMqMtg0d50ZqqD5Hg6BqH7+R4A24joDQDbADQDCI95FgAiupWIXiWiV4H0NcnASJBYb6BoL5adqyoyWvmZLbJtdVPgtqMzENJa6bLcgmEmhvwOzZZMDzP1zCt0IxiOAhipEyjzOXCqZwhDwxEEQpGsOvJYY/TGJT67tiP8sR/vxcGWXqyba8xD//oN1Xjiri0ZPcfJZFlFHl6/7wIsLc/MHOCymTEYikAIgQPNPVhc5ps27hOTzVS/y5MAqmJ+rgTQEvsAIUSLEOIqIcRqAPeq9/XEezEhxCNCiHVCiHXARDPJqtwijUxyLiMzydlq9VvotqGzP4RTapDMcguGmRjzilwgUgz7GSYbxHYflcFwud+J9v4gfv7KcQDIuiYZULrq2S1m1KlB8t6jXfjU+QvwyfMmz/1oupCfwb+3y2ZGOCoQDEdxsKV3WrnmTDZTvRe3F8ACIpoPJUN8PYAPxj6AiIoAdAohogC+COCxVF883Y57AHDBklK09gVnXZHJxcvLQERZm9AK3Db0BcM42jEAu8WU1YmUYWYiZXlO/PaOzbPqQsZMLfOKlOuk32XVsrg3bKzCX989g/ufehtA+i2p00Geg5RNVhe4cONZc7FxfiFLtNJAelM/9Owh9AfDWDN3+hQETzZTGiQLIcJE9HEAzwAwA3hMCHGQiO4H8KoQ4o8AtgN4gIgEgF0A7kr19SeiB15dnT8rMzE1xZ5J9RjWI4Pigy09qPA7c8ZPmmGmM2tm4dzFTB0ykxxryVjideDXt2/GQ38+hJ/uOZaVDoYSqUmWvsYmE+H+ncuydvyZhtuu7DD/YHcTrlhVjstX6kvHZi5TnUmGEOJpAE/r7vu3mNu/AfAbo69rIsq40TWTeWTF89stvVhVPXtWpwzDMDMFGSTrHSxsFhO++P7F+MJFi7KaALHJTHKOWLZNdzx2ZVf+wqWl+Oa1K2dVbDXlQfJkMZs+xFxG6qYCoQjK87hoj2EYJtco9ztgMVHCNvHZ3iGUcgvpF8xMjG0Li/H1q5fjitUVs6ZgTzJzg2Tets8JYjMPbP/GMAyTe1jMJty8eR7WzJ0eMh+9JpmZGB67Bdetr57q05gSZmyQbJpdi52cpWBUkMwTGsMwTC5y36X6ZrlTh9WiJMlypfkHM32ZsaEkyy1yA7/LBpn050wywzAMM1E0TTLLLZgJMnODZJZb5ARmE2nWQBwkMwzDMBOF5RZMppixQbKJM8k5g5RccOEewzAMM1Fqit2oLnBlrXMsM3OZsZpkllvkDgVuG/JdVjht5qk+FYZhGCbHuXRFOS5dUT7Vp8HMAGZukMxyi5xhSZkPLg6QGYZhGIaZRszcIJkzyTnDly9fCiHEVJ8GwzAMwzCMBmuSmWkBt6NmGIZhGGY6MWODZLtlxr41hmEYhmEYZpKZsZGk08oaV4ZhGIZhGCY9ZmyQzDAMwzAMwzDpwkEywzAMwzAMw+jgIJlhGIZhGIZhdNBMtd4ioh4ADVk4VB6AniwcJ5vHqgZwPAvHAbL3nmbi55TNY/GYyI1jZfM98ZjIjWPNxDExEz+nbB5rto+JuUKI4pQeKYSYkf8APDKTjpPl99Q2A9/TjPuceEzkxnFm8HviMZEDx5qJY2Imfk48Jqbne5rJcosnZ9hxsnms7iwdB+DPKVeOxWMiN46VzffEYyI3jjUTx8RM/JyyeSweEykyY+UWTPoQ0atCiHVTfR7M9IHHBKOHxwSjh8cEoyfXx8RMziQz6fPIVJ8AM+3gMcHo4THB6OExwejJ6THBmWSGYRiGYRiG0cGZZIZhGIZhGIbRwUHyLIGIHiOiViI6EHPfSiLaQ0T7iehJIvKp99uI6Efq/fuIaHuc1/tj7GsxuUemxgQRXUdEbxHRQSL6xhS8FSYDEFEVEf2NiN5RP8u71fsLiOjPRNSg/p+v3k9E9C0iOqx+/mt0r+cjomYi+u+peD/MxMnkmCCirxPRAfXfdVP1npiJkcaYWKReU4JEdE+c1zMT0RtE9FS230sqcJA8e3gcwEW6+x4F8AUhxHIAvwfwWfX+WwBAvf8CAA8RkTZWiOgqAP2TfcLMpPM4JjgmiKgQwIMAzhNCLAVQSkTnZePkmYwTBvAZIcRiAJsA3EVESwB8AcBzQogFAJ5TfwaA9wNYoP67FcB3da/3FQAvZOPEmUkjI2OCiC4BsAbAKgAbAXxWLsCZnMPomOgE8EkA30zwencDeGdyTzl9OEieJQghdkEZrLEsBLBLvf1nAFert5dAGeQQQrRCsXBZBwBE5AHwLwC+OsmnzEwyGRoTNQDeE0K0qY/7S8xzmBxCCHFKCPG6ersPyoWrAsBOAD9WH/ZjAFeot3cC+IlQ+DsAPxGVAQARrQVQCuDZLL4FJsNkcEwsAfCCECIshAgA2IexC3QmBzA6JoQQrUKIvQCG9a9FRJUALoGSnJmWcJA8uzkA4HL19rUAqtTb+wDsJCILEc0HsDbmd18B8BCAgWyeKJM1jI6JwwAWEdE8IrJAmRirwOQ0RDQPwGoArwAoFUKcApQLJIAS9WEVAE7EPO0kgAp11+khjOxCMDOAiYwJKPPH+4nIRURFAHaA54mcJ8UxMR4PA/gcgOgkneKE4SB5dvPPULZKXgPgBRBS738MyuT2KpRB/DKAMBGtAlAnhPj9VJwskxUMjQkhRBeAOwD8XwC7ARyFsh3H5CjqbtFvAXxKCNE73kPj3CcA3AngaSHEiTi/Z3KQiY4JIcSzAJ6GMm/8AsAe8DyR0xgYE4mefymAViHEaxk/uQximeoTYKYOIcS7AN4HAERUD2XbA0KIMIBPy8cR0csAGgBsA7CWiI5CGTslRPS8EGJ7ds+cmSzSGBMQQjwJtdsREd0KIJLds2YyBRFZoVz4/lcI8Tv17jNEVCaEOKVunbeq95/E6GxgJYAWAGcB2EpEdwLwALARUb8Q4gtgco4MjQkIIf4DwH+or/lzqPMHk3sYHBOJ2ALgciK6GIADgI+IfiaE+PDknblxOJM8iyGiEvV/E4D7AHxP/dlFRG719gVQMoZvCyG+K4QoF0LMA3A2FC3q9ik5eWZSMDomdM/Jh5JFnLb6MiYxREQAfgjgHSHE/4n51R8B3KTevgnAH2Luv1F1NNgEoEfVK35ICFGtzhP3QNGocoCcg2RqTKgOBoXqa64AsAKsV89J0hgTcRFCfFEIUanOE9cD+Ot0C5ABziTPGojoFwC2AygiopMA/h2Ah4juUh/yOwA/Um+XAHiGiKIAmgF8JMuny2SBDI6J/yKilert+4UQ7036yTOTwRYon+t+InpTve9fAXwNwK+I6KMAjkPRqgPK9vnFUHTpAwD+Kbuny2SBTI0JK4DdSnyFXgAfVnenmNzD0JggojlQZHo+AFEi+hSAJelINKYC7rjHMAzDMAzDMDpYbsEwDMMwDMMwOjhIZhiGYRiGYRgdHCQzDMMwDMMwjA4OkhmGYRiGYRhGBwfJDMMwDMMwDKODg2SGYZgZABF9mYjuGef3VxDRkmyeE8MwTC7DQTLDMMzs4AoAHCQzDMOkCPskMwzD5ChEdC+AGwGcANAG4DUAPQBuBWCD0tThIwBWAXhK/V0PgKvVl/gOgGIojR9uUduSMwzDMOAgmWEYJichorUAHgewEUr31NehtBH/kRCiQ33MVwGcEUJ8m4geB/CUEOI36u+eA3C7EKKBiDYCeEAIcW723wnDMMz0hNtSMwzD5CZbAfxeCDEAAET0R/X+ZWpw7AfgAfCM/olE5AGwGcCv1VbBAGCf9DNmGIbJIThIZhiGyV3ibQU+DuAKIcQ+IroZwPY4jzEB6BZCrJq8U2MYhsltuHCPYRgmN9kF4EoichKRF8Bl6v1eAKeIyArgQzGP71N/ByFEL4AmIroWAEhhZfZOnWEYZvrDmmSGYZgcJaZw7xiAkwDeBhAA8Dn1vv0AvEKIm4loC4AfAAgCuAZAFMB3AZQBsAL4pRDi/qy/CYZhmGkKB8kMwzAMwzAMo4PlFgzDMAzDMAyjg4NkhmEYhmEYhtHBQTLDMAzDMAzD6OAgmWEYhmEYhmF0cJDMMAzDMAzDMDo4SGYYhmEYhmEYHRwkMwzDMAzDMIwODpIZhmEYhmEYRsf/B6qnvj6tlmJoAAAAAElFTkSuQmCC\n",
"text/plain": [
"