{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Devito CFD Tutorial series\n",
"\n",
"The following series of notebook tutorials will demonstrate the use of Devito and it's SymPy-based API to solve a set of classic examples from Computational Fluid Dynamics (CFD). The tutorials are based on the excellent tutorial series _CFD Python: 12 steps to Navier-Stokes_ by Lorena Barba and focus on the implementation with Devito rather than pure CFD or finite difference theory. For a refresher on how to implement 2D finite difference solvers for CFD problems, please see the original tutorial series here: \n",
"http://lorenabarba.com/blog/cfd-python-12-steps-to-navier-stokes/"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Example 1: Linear convection in 2D\n",
"\n",
"Lets start with a simple 2D convection example - step 5 in the original blog. This will already allow us to demonstrate a lot about the use of Devito's symbolic data objects and how to use them to build a simple operator directly from the symbolic notation of the equation. The governing equation we will implement in this tutorial is:\n",
"\n",
"$$\\frac{\\partial u}{\\partial t}+c\\frac{\\partial u}{\\partial x} + c\\frac{\\partial u}{\\partial y} = 0$$\n",
"\n",
"In order to implement this equation we first discretize it using forward differences in time and backward differences in space. Just as the original tutorial, we will use $u_{i,j}^n$ to denote a finite difference stencil point with $i$ and $j$ denoting spatial indices and $n$ denoting the time index. So, after re-arranging the discretized equation for the forward stencil point in time we get \n",
"\n",
"$$u_{i,j}^{n+1} = u_{i,j}^n-c \\frac{\\Delta t}{\\Delta x}(u_{i,j}^n-u_{i-1,j}^n)-c \\frac{\\Delta t}{\\Delta y}(u_{i,j}^n-u_{i,j-1}^n)$$\n",
"\n",
"Using this, we can start deriving the computational stencil for this equation. Let's first look at the original _pure Python_ implementation of the linear convection flow - but first we import our tools and define some parameters:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"dx 0.025, dy 0.025\n"
]
}
],
"source": [
"from examples.cfd import plot_field, init_hat\n",
"import numpy as np\n",
"%matplotlib inline\n",
"\n",
"# Some variable declarations\n",
"nx = 81\n",
"ny = 81\n",
"nt = 100\n",
"c = 1.\n",
"dx = 2. / (nx - 1)\n",
"dy = 2. / (ny - 1)\n",
"print(\"dx %s, dy %s\" % (dx, dy))\n",
"sigma = .2\n",
"dt = sigma * dx"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**A small note on style:** Throughout this tutorial series we will use utility functions to plot the various 2D functions and data sets we deal with. These are all taken from the original tutorial series, but have been slightly modified for our purposes. One of the differences readers might find is that the original series uses _(y, x)_ indexing for 2d data arrays, whereas many of the examples have been adapted to use _(x, y)_ notation in our tutorials.\n",
"\n",
"So, let's start by creating a simple 2D function and initialising it with a \"hat function\". We will use that initialisation function a lot, so it comes from our utility scripts:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#NBVAL_IGNORE_OUTPUT\n",
"\n",
"# Create field and assign initial conditions\n",
"u = np.empty((nx, ny))\n",
"init_hat(field=u, dx=dx, dy=dy, value=2.)\n",
"\n",
"# Plot initial condition\n",
"plot_field(u)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can repeat the _pure NumPy_ solve from the original tutorial, where we use NumPy array operations to speed up the computation. Note that we skip the derivation of the stencil used to implement our convection equation, as we are going to walk though this process using the Devito API later in this tutorial."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"# Repeat initialisation, so we can re-run the cell\n",
"init_hat(field=u, dx=dx, dy=dy, value=2.)\n",
"\n",
"for n in range(nt + 1):\n",
" # Copy previous result into a new buffer\n",
" un = u.copy()\n",
" \n",
" # Update the new result with a 3-point stencil\n",
" u[1:, 1:] = (un[1:, 1:] - (c * dt / dy * (un[1:, 1:] - un[1:, :-1])) -\n",
" (c * dt / dx * (un[1:, 1:] - un[:-1, 1:])))\n",
"\n",
" # Apply boundary conditions. \n",
" u[0, :] = 1. # left\n",
" u[-1, :] = 1. # right\n",
" u[:, 0] = 1. # bottom\n",
" u[:, -1] = 1. # top\n",
" # Note that in the above expressions the NumPy index -1 corresponds to the final point of the array along the indexed dimension, \n",
" # i.e. here u[-1, :] is equivalent to u[80, :].\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAjkAAAIwCAYAAABk5HqlAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9eXAj6X3fj78bN0Di5E0Oh5z7ntk5dofkWqXDVqyNtIq9cclVTkXHxk5kJ75kO7HKiW2lHDvJL3bsXxIl8dexNtZXtiM5sXypHDmOpV1rZ9eaGYL3TQ7vEwBJ3Ed3f//gPD0NsAF0A93AA87zqtramSH44AHQ6H73+3NxoiiKYDAYDAaDwThhmOq9AQaDwWAwGAwjYCKHwWAwGAzGiYSJHAaDwWAwGCcSJnIYDAaDwWCcSJjIYTAYDAaDcSJhIofBYDAYDMaJhIkcBoPBYDAYJxImchgMBoPBYJxImMhhMBgMBoNxImEih8FgMBgMxomEiRwGg8FgMBgnEiZyGAwGg8FgnEiYyGEwGAwGg3EiYSKHwWAwGAzGiYSJHAaDwWAwGCcSJnIYDAaDwWCcSJjIYTAYDAaDcSJhIofBYDAYDMaJhIkcBoPBYDAYJxImchgMBoPBYJxImMhhMBgMBoNxImEih8FgMBgMxomEiRwGg8FgMBgnEiZyGAwGg8FgnEiYyGEwGAwGg3EiYSKHwWAwGAzGiYSJHAaDwWAwGCcSJnIYDAaDwWCcSJjIYTAYDAaDcSJhIofBYDAYDMaJhIkcBoPBYDAYJxImchgMBoPBYJxImMhhMBgMBoNxImEih8FgMBgMxomEiRwGg8FgMBgnEiZyGAwGg8FgnEiYyGEwGAwGg3EiYSKHwWAwGAzGiYSJHAaDwWAwGCcSJnIYDAaDwWCcSJjIYTAYDAaDcSJhIofBYDAYDMaJhIkcBoPBYDAYJxImchgMBoPBYJxImMhhMBgMBoNxImEih8FgMBgMxomEiRwGg8FgMBgnEiZyGAwGg8FgnEiYyGEwGAwGg3EiYSKHwWAwGAzGicRS7w0wGM8zoigil8shlUrBbDbDYrHAbDbDZDKB47h6b4/BYDAaGk4URbHem2AwnkcEQUA2mwXP80ilUuA4DqIowmQywWQywWKxMNHDYDAYVcCcHAajxoiiKAkcQRDAcZwkZERRhCiK4Hkes7OzcLlc6O7uhslkgtVqldwejuOY6GEwGIwyMJHDYNQQURSRzWYxOjqK9vZ2tLe3Q26mEvFiMpmQy+XA8zw4jgPP88jlctLPidghTg8TPQwGg3EcJnIYjBohD08lk0lJtJSLGJPwFQDJ6cnlcshms0VFD3k8g8FgPM8wkcNgGAwJP+VyOQiCIOXXlBM3So+ROz1k7WKih4S3mOhhMBjPK0zkMBgGQsJTPM8DgCRw1IqccpQTPeQ55S4PEz0MBuN5gYkcBsMgeJ6XkosLq6MKRU4xQaO1+LGY6Mlms8hkMtLPmehhMBjPA0zkMBg6Q5yUXC4HAIrl30pOjiiKJYVQJSiJHpIbRJyeQtFDqrcYDAaj0WEih8HQEXlpOICiVU+FAqZQ4JDH6A3J15E/L9mzktMjr95iMBiMRoOJHAZDB+RigQiWcsJAjUtjdK9ONaJHEAQIggCPxyOFt5joYTAYjQATOQxGlRQmF6sROGqTimvdkFxJ9Ozs7GBjYwO3bt2SQl+FOT1M9DAYDBphIofBqAJ57xstoxf0qq4yGiJqSAgLOHrNmUwG6XSaiR4Gg0E1TOQwGBVQrPeNWtS6NDSNliOvjzg9ZG9M9DAYDFphIofB0Eix3jdakIucYr9L8mHqTTFBpiR6yH/pdBqZTAaAcp8eJnoYDEYtYCKHwdBAqd43WlDTJ6fRhIA8F8lsNh8TPXKnRz5slE1YZzAYRsFEDoOhAnnvG1EUdbkwN1q4SiulRE8qlZIeQ0SPfO4WEz0MBkMPmMhhMMogCII0ERyoLDxViMlkqmh2VT3QS3CoFT1Kw0aZ6GEwGJXARA6DUQTSM2Z1dRXZbBa9vb26XmwbReQAxjhKxUSPIAiS6CET2JnoYTAYlcBEDoOhgDw8FYvFkEqlcPr0ad3Wp0nA0EIp0ZNOp5FKpRCNRmG1WuHz+ZjoYTAYZWEih8EoQN77huSM6C1I1PbJeZ6FUGFTRVEUsbGxgaamJjidzqIl60z0MBgMAhM5DMZTivW+MUJsqCkPp0Xk0CIY5MNGLRaL5PSQz4z8vDCnR00HagaDcTJhIofBQOneN0aJnEboeEygQWwB+ftQmrBOwozZbJaJHgaDwUQOg0E69hbrfVMvkQPQIy4aAS2ih/TpIeEtBoNxMmEih/HcQkIdZHJ4sVwOk8lkSOdhlpNjLOVED6DcjZmJHgbj5MBEDuO5RMtohuc9XEXLPgjVdJlWEj3ZbLbkCAomehiMxoWJHMZzh9bRDEaJHDXPQYuTQ8s+9ERJ9JDKOuL0kOnrTPQwGI0JEzmM5wZ57xtAfefi57266nmB5OsQ5KInk8lIokgueiwWC3VOF4PBeAYTOYznAnKxIsJCy914LZycWj1vo1PL96Oc6Dk8PIQoimhra8tLZGaih8GgByZyGCca+YWp0snhalwXrTSSgGEX7SMKRc/+/j4ymQx8Pp/k9Cjl9LD3j8GoH0zkME4sWpKLS8E6HtOVk0OTaJA3JgSetSMo1o2ZiR4Go7YwkcM4kchHM1Tb5r+e1VU0iQtGPqIo5jWMBCA5PUz0MBh0wEQO40RRbDRDNRglNpiAaWxKfX6lRE86nS5Zss5ED4OhH0zkME4Moiji4OAAHMfBZrPpNqjxeXdy2EW3OGrfG7nokU9YF0XxmOghScwWi4UNG2UwqoSJHMaJgPS+mZycREtLC/r7+3Vbm1VX0eM60bIPAFKX7EqQz88qFD2pVEp6DBE9bMI6g1EZTOQwGhql3jd6UysnR57jQR7DeD5goofBMAYmchgNS2HvG3KhMKLcu14l5DQ5F7RAy0W9UJTqiVrRUzhhnYkeBiMfJnIYDYe89w250JATuxHl3s97CTkt+6CNWjcmVBI9JJE5lUphY2MDXV1dcDqdTPQwGE9hIofRUBT2vpGf/MnfG6FxXyMN6GQoY6STU47C414URSwuLiIQCMBkMhUtWWeih/G8wUQOo2FQ0/umXq6LUWsyByUf2t4PWgQDOZ6IoCFOD2mnQEQRCW/J527R8hoYDCNgIodBPVp635w0J4e2izrjGTR9NmQvJPFeacI6SdLPZrPHRA8RPkz0ME4aTOQwqEbraIZGcXKA8hdJWkQOLfugEVoEAfl8Sol/taJHPmzUiGpFBqOWMJHDoBbS+0ZL5+JGcnIYlUHLe0eT8CsncgopJ3oA5W7MTPQwGg0mchjUIe99QxquqT15m0wm6SStF8Qd0jPRVC6cioUImINCN/VMPC5Eq8gppJjoyWazJUdQMNHDoB0mchhUIQgCcrlcxZPDjXRdjBI5uVwOs7OzMJlMCAQC8Hq90uumQeTQciGnEVrem2pFTiFKoock/mcyGennTPQwaIeJHAYVlOp9owWTyWRIuIrsUc81RVHE4eEhgsEg7HY7rFYrJiYmkMvl4PV64XK5IAgCFY4BDWILoGcfAJ17MbI5IRk2Sp6PfF+Jc1ooekj1FoNRT5jIYdSdwtEM1VR4GO3k6Ek2m8W7776Ls2fPore3F4IggOM4JBIJhMNh7O7uIpfL4a233oLP50MgEIDf74fL5WIXD0qg5XMwWuQUUkr0EKcnFAqhtbUVDocjr3qLwaglTOQw6oq8943cHq8UoxKPAf1ETi6Xw8LCAnK5HF588UW0tLRI5fEcx6GpqQlNTU3w+Xx4/PgxXnjhBUn0zM/Pw2KxwO/3S6LH4XDosi+GNmhw2Ai1FjmFKImeiYkJvPjii9JxrZTTQ8v7xzi5MJHDqAtaet9owaixDoA+IoeEp6xWK6xWK1paWoo+ljhaHo8HHo8H/f394Hkeh4eHCIfDWF9fx/T0NBwOhyR6fD4fbDZb1fss3AdN0LIf2sJVtLwvcmw2GyyWo8uMIAjIZDJFuzEz0cMwAiZyGDVHFEUcHBzg4OAA7e3turaaN9LJqWZdURSxtraG6elpnDlzBq2trXj06FHez4v9nhyz2Qy/3w+/3w/gyBXa399HJBLB0tIS4vE4mpubpcf4fD7pIlMNtFzQadkHgZaLMm0ip3BoLgDJ6SGfIRM9jFrARA6jppATWyQSwZMnT9DZ2anr+kY4OYRK183lcpiYmEAoFMKdO3fQ0tKCw8PDsr+nJr/IYrGgtbUVra2tACC9t+FwGLOzs0in0/B4PJLoIZVbjOqhSXDRJnIKOzDLKSV60ul0yZJ1ml4jozFgIodRE0h4ilRPkUnKemOUk1NpQnM0GsXw8DAcDgdefvll2O12aU0jBnTabDZ0dHSgo6MDAJBMJhGJRBCJRLCxsYFcLgefzyeJHrfbzS4cFUKTsCB5L7Qgd3LKIRc98gnroigeEz3ybsxM9DDUwEQOw3CURjMYUepN1jZKPGlZVx6e6u/vx/nz5/NOyLUa0Ol0OuF0OtHd3Q1RFBGPxyXR8+TJE3AcJwmeYpVb7EJSHFreG5oEF1DaySlHYYhLLnpSqZT0GCJ62IR1RimYyGEYSrHRDEaJHKMa6GlZN5fLYXJyEnt7e1J4qpL19H4tHMehubkZzc3NUsl6NBpFJBKRKresVmue6CGVWzSFZmiBpveENpGjxckpBxM9jGpgIodhCIW9bwpPOEY5LvV2iKLRqNTcb2hoqGh5t1HhKi2YTCZ4vV54vV6pcuvg4ACRSESq3HI6nWhqapJK/a1Wq6F7UgNNFy5a9kKbyCHjWIxAregpnLDORM/zCRM5DN0hF0QiNpROdo3o5JTaryiKWF9fx9TUlGJ4qtw+i82uImvX4uRsNpsRCAQQCAQAHDlSkUgE29vbEAQBb731Fpqbm6X+PD6fL683Si2gzT2hBdpETi1zhIqJHkEQJNFDzjcWiwUOh4OJnucIJnIYuiHvelqu942RjkutxZM8PHX79m2p0qnceoC6i1O9LmAWiwVtbW1wOp0Ih8MYGBhAOBxGJBLBzMxMXuVWIBCAx+N5riq3aBIWRjonlVDP/RQTPYuLiwCAc+fOKZasM9FzMmEih6ELSsnF5ZyMRnNylNYl4SmbzVYyPFWMUhdKmk64oijCZrOhs7NTKvtPJpOS6FlfX4cgCPB6vZLT09zcTNVrMAJaXh9Nggugq9qrUPQQ4cPzPHiez+vTQ6q3yNwtWl4Do3KYyGFUjXw0g9q7oUbLyVESOWtra5iamkJfXx/Onz+v6c5VTQWTUTOz9MLpdKKnpwc9PT15lVvhcBhLS0t5lVuBQABOp/NEXTRo+lxoFDk0OUvA0Z6sVqskXuSdzOUd2MnPC3N6mOhpTJjIYVRMNaMZiMjR++RcCycnl8thamoKOzs7eOGFF9DW1lbReoC6CyVNF9NilKrc2tnZwdzcHGw2W57oIT2DKnkuWqBlL7SJHNr2AxQXXsVETy6XQzabzRM98j49tIk4hjJM5DAqQmt4qhByghAEQdfkVaPCYMQhisVi0uypl19+ueLhmGpEDi0XiUr2UapyizhgLpcrr1ydhsotLdB0IadpLwB9OUKA+nMNEz0nCyZyGJop1vtGC0aJHCObAe7t7WFtba2i8JTSekC+yCncN03hqmr3IK/cOnfuHLLZbN7MrfHxcbjd7ryZW0rHBQ3vBYG2vdAkcmjKySFUuqdyogdQHkHBRA8dMJHDUE253jdaMOoCboSTw/M8UqkU1tbWKg5PFVL4+ku9DzRdTPXCarWira1Nei/T6bTUiZlUbnm9Xkn00Fq5RcuFnDaRQ6uTo8eeiomebDaLTCYj/ZyJHjpgIoehisLeN9Um4cmdHD2Rn3j0OOmT8JQgCLh06ZIuAgdorHBVLbDb7VLlliiKeTO31tbWIAgCfD4f0uk0UqkUFRd1msQnDe+HHFqdHCOEhpLoIedL4vQUih5SvcUwHiZyGCWRf2HJiVTPVu1GDNME9Dnpb2xsYGJiAqdPn0Y4HNY1Z0SLyKn3xbTWJ2OO4+ByueByuaTKrVgshkgkgoODAzx58gSrq6t5+Tz1qtyi5UJFm6igtbqqFs0rSb4OQX4OVXJ65NVbDP1hIodRFFEUcXh4iFQqBY/Ho3sJpRHl3nKHqNKTLM/zmJqawvb2thSeevfddw0RG41SXVXPPXAcB7fbDbfbjd3dXfT09EgNCre3tzE7OytVbpEePZVWbmmBJveEpr0A9Iar6iWEi4meubk5NDU1oaOj41giM02fZyPDRA5DEfIl3NzcRDgcxt27d3V/DiPKvat1P0h4ymKxYGhoCE6nU1pXT0HWSE4ObXAcJ1VunTlzRqrcCofDWF1dxeTkJFwuV974CSMqt2j6XGgTObQ5SwA97pJc9MTjcTgcjmM5PUqJzLS9n40CEzmMPAp735DuoEZgtJOjFXl46sKFC3knRCMFWbWPeZ5Q+gwKZ26Ryq1wOIyFhQUkEgmpcisQCMDr9eoStqBJWNC0F4BeJ6fWs9bKQfZE9kWOb0EQkMlk8roxM9FTGUzkMCSUet+YzWZD+s6Q9Y3MyVGLPDx169YttLe3H3uMEaXpcuFU6oRVb8eg0U6mxSq3wuEwpqamkMlkpMqtQCAAt9td8QWZlveGNpFDq5ND255Il3iCfPwEwESPHjCRwwBQvPeNyWSSRI/eGCVytISW4vE4gsEgTCZTXnhKaV0jRU41j6kFNOyhUtRWbpEkZrUzt2h6T2gTObQ6OTTuqZS7pCR6yH/pdBqZTAaAcp8emo6HesJEznOOvPcNOTHJvxxGNdcD6j+kc3NzE+Pj4+jt7cXFixdLngDrKXIY+VTznpSq3CKNCU0mk+rKLVo+H9pEDo2uCY0ip9DJKYe8+EM+YZ2InmLDRp/nCetM5DzHCIKAXC5XcjSDUQMvydpGdScutWee5zE9PY2tra2i4SmlNZ/XcNVJRl65dfr0aQiCgMPDQ0QiEalyy26354keUrlFk7CgaS8AfU4OEQK05uRUSinRk0qlpMcQ0UOcnudJ9DCR8xyipfdNo4WryLrFhIE8PDU4OAiXy6Vqzec5XPW8nAyBo2PH5/PB5/NJlVtk/ASp3GpqaoLf75cS9GmANlFBm5Mjb2JKE1qdnHKoFT2FE9ZPsuhhIuc5o3A0Q7neN0Y7OUYO0yxkc3MTExMT6OnpwaVLlzTbxEbkD8kFjNLnQNOJhwa3oNaCz2w2o6WlBS0tLQCOKrdIaEsQBAwPD8Ptdkvl6npVbmmFhs9GDm2uCfnu0iQEAeMrvoqJHkEQJNFjMpmO5fScJNHDRM5zBHFveJ7Pa0NeCiNFTq1ycniex8zMDDY2NnDjxg10dHRoXtOo0FqjNANkHGG1WtHe3o729nZsbW3hxo0bUvXW1NQUstksPB6PJHqqqdzSAm0ih1YnhyaRQ8RGLfdUTPTwPC/N6CP9elpaWk6E6GEi5zmgsPeNlgO2EZ0cuXhKJBIIBoPgOA5DQ0Oqw1NKa9arT069RQ5tJzea9mO32xEIBNDV1SVVboXDYUQiEaysrEAURfh8Pkn0NDU1GbJ/2sJVtO2HiC7a9gSgro4XET3yuVt7e3tYX19Hc3NzXiKzyWTCgwcP8N73vhc2m61ue9YKEzknHKXeN1pOso2YeEzW3drawvj4eEXhqUJYdRV9bkG9KXw/5JVbp06dyqvcCoVCWFhYgNlslhKYA4FA0ZYF1e6l3tDo5NC0H4BOd4ncIJLQldzpCYVC+Ft/628hEokwkcOgA9JASqt7I0duaep9kjBSQC0vLyMSiVQcniqkXiIHYOEqWlEjUJUqt8LhMLa2to5VbgUCgYovHrRdxGl0cmjaD4C8G0+a4HlecpfkTg/J4Wlqaqrn9jTDRM4JhChvUj1VTTxVPiZBb1vViJycRCKBZDIJURSrCk8V8jxXV9EEbe+FVleUVG4ByKvcWllZyavcIv9ZLOpO0czJKQ2NIqeam08jkYscOfF4HE6nk6qEcjUwkXPCqDY8VYiRIkdvJ4eEpywWC86fP6+bwAFqU11V6WOMhraTMC1U+7mUqtxaWFhAMpmUZm6Vq9yiUeTQJCpo2w+gf/m4XhQTObFYzLCcMiNhIucEUWw0QzVUM/BSzdp6XMAFQcDMzAzW19dx/fp1LC8v67C7fEwmE7LZrO7rNlpODuMINU0ctSKv3AKAVColiZ7JyUnkcjlp5lZh5RZtIoe2/dAocmgcGAqUdnIaLVQFMJFzIijsfaOnBUrWqWU/Gy0kEgmMjIzkhadIVYueGOGoqBV5TFzkQ9PF08i9OBwOdHV1SZVbiURCEj3kGCeCxwgBXg20iQra9gPQ7eQo5YYRkUPT908NTOQ0OCS5+MGDB7h9+7Zu1RoEknRmdKl3JWxvb2NsbAzd3d24fPmydMKoV2ipEhohXMU4Tq0/E47j0NTUhKamJqlyKxqNSpVbkUgEh4eHiMVieTO36gVLPC4Pc3JqAxM5DYp8NIMgCIhGo4adeI3sTFxJW/zC8FRnZ+exdRvByVHbJ6fe0LAHWqnXe8NxHDweDzweD/r6+hAMBuFyuWCxWLC5uYmZmRmpcov06Kll2S9LPC4PrU5OMfEVi8XQ3Nxchx1VBxM5DYhScnEjNu2rRIyQ8JQgCBgcHFS8szBiv6yEnI590LAHwJicnGppampCT08PACCXy+Hg4ADhcBjLy8uYmJhAU1OTJHh8Pp/qyq1KYE5OeWh1cnK5nOK+EokEc3IYxiMfzSDPvTF6kKYRa2sVIzs7OxgbG0NnZycuX75c9ARRT0Gi95osXEUntH0mhYm+Foslr3Irk8lgf38f4XAYc3NzSKVSUuVWIBCAx+PR9YLLnJzyNJqTw8JVDEMpN5rBbDY3nJOjNndGEATMzs5idXUV169fR1dXly7raqFe7hBNFwrGcWj5fMpVM9lsNsXKrXA4jImJibzKrUAgALfbXdVrY05OeWh1ckrl5LBwFcMQ1PS+MdrJqVd1VTKZRDAYhCAIGBoaUnUn0Ug5OSS3anZ2FltbW9KcI3n323q7BrRcyAk07Kfen0khWkVFucotAPD5fJLocblcmt535uSUh1Ynp1SfHCZyGLqjtvdNIzo55cSI2vBUIY0SrgKOwgjf/va3kclkcO7cOUSjUayurmJychLNzc3IZDKIRqNobW2t+10fbRd2GqDlQl5NX5pSlVt7e3tYWFiAxWLJ68RcrnKLOTnlaTQnJ5FISOHPRoKJHErR2vumUROPldaVh6euXbuG7u5uXdatBiNETi6Xw+LiItra2nD79m0IgiDN2cpkMohEIpibm8Pm5iZWV1fh9Xoll6facAKjOmhLPNaz+V5h5ZYgCDg4OEAkEpEqtxwOR57oKazcYk5OeWjcE8DCVYwaIC8NB54NSStFI4arlHJnkskkRkZGwPM8BgcHK/pS0d4nRxRFLC8v4+DgAJ2dnbh58yZEUUQmk5EeY7PZ0NHRgfX1dXR2dsLn8yEcDueFE0goQc9p1rRDi5tEyz4IRnYYNplMkpgBjsQ5mblFKream5ulx/h8PiqdHNpcE57nYbVa672NPARBgCiKRUWO2+2uw66qg4kcipD3viEnLbUnLiPDVUatXSiednd3MTo6io6ODly5cqXik5IRgk8voZfL5TA2NoaDgwPpglBKQJHP3+VyweVy4dSpU1JfpHA4jO3tbWmaNRE8fr9f15MnTXfktEHLe1PLMQoWiwWtra1obW0F8Mx1JM5jKpWCKIpYXV1FW1sbvF5v3QWPIAjUCQqe5+FwOOq9jTxKTUZn1VWMqihMLtYicIDGdHJITo4gCJibm8PKykpF4alCaM3JiUajCAaDcDgcGBoawsTEREXPazKZ4PV64fV6cebMmbw766WlJYyPj8PtdkuiR6+LDG3uRT2h7b2o56wo4jqSUGsikcA777yDdDqdV7lFBHg9Qq00hoZo3BO5hrBwFUNXivW+0UKj5uTkcjn8zd/8DXK5XMXhqUJoDFdtbGxgYmIC/f39OH/+vCRi9SghL7yzTqfTUmiLXGTkVVuNOH9GDg17py0nh6YcGJKfc/nyZVgsFiQSCel4JMNz5fk8Wiu3KoFGQUFrCE3pGiSKInNyGNop1/tGC41YXXVwcIBkMomWlpaqwlOF0FRCLggCpqensbm5iRdeeAFtbW1F1yz22Wt9XrvdnlceHI/HpZ4oS0tLMJvNefk8drtd8+ti0CNwALqmfpPjlZzPSOVWb28vBEFALBZDOBzG7u4u5ufnpcot4vQYEcKhUeTQWEJeLOkYYDk5DI2o6X2jhUYKV5Hw1PLyMiwWC65fv67b2gA91VWkx48oihgcHITL5Sq7ZuHFqloHieM4NDc3o7m5WbrIkEqZ9fV1TE9Pw+l0SoJHqd0/LRdPmqBJVAB07UdeMFGIyWSSKrf6+/vB8zwODw8RDoel45FUbpHjUY+ZWzSKHFqdnGJ7SiQSx85hjQATOXVAbe8bLRjt5OgloFKpFEZGRpDNZnHjxg1MTU3psq4cGnJy9vb2MDIyUjaJWr6m0oVK7wuXvFLm7NmzyGazx9r9ezyevFJ1pb3WCxr2ANCzD0KjiJxCiKuoVLm1tLQk5YEQ0eP1eiuauUWjyGFOTm1gIqeGyHvfkBJLvU5MJpMprwRZT/QSOaR6qr29HVeuXEEymazruAgj1hRFEYuLi1hcXMSVK1dw6tSpkmvWe0Cn1WpFW1ubFEZLJpNSaGttbQ2CIMDn8wE4upOz2WzUXEzrDU3vA00ip5pzW7HKrXA4jJmZGaTTaXg8HkkYqU2qp1HkNJKTk8lkkM1mmchhFEcQBORyOd3CU4UY7eRks9mKf18QBMzPz2N5eRlXr16VJiUbIUaA+uXkZLNZjI6OIhaL4f79+/B4PGXX1ON59cTpdMLpdKK7uxuiKCIWiyEUCiEUCiEYDMJms0m5E/LRE88bzMkpjp5J0IWVW0SERyIRbGxsSEn1RPQUq9yiUeQ0kpMTi8UAgFVXMY5DSqTj8Ti++c1v4gMf+EBFdms5jK6uqtTJkYenBgYG8u4EjGwyqPdFqJxwOjg4QDAYRHNzM4aGhlT15FAj8up54eI4Dm63G83NzVhcXMT9+/eRSqUQDoexsrIijZ4gosfn89XkzpSWizkt+wDoEjlG7qVQhJOk+kgkgidPnoDjOMXKLRpFTiM5OfF4HABYTg4jH3l4inzRaBQiatauZN97e3sYHR1Fa2sr7t69e0zckZOO3ifFWicer62tYWpqCufOncOZM2dUvxa1j6PFNTCZTFKuDpAfSpienkY2mzW8Hwot7wVNogKga1ZUrfailFRPZm6Ryi2r1Qq/349sNiuNyKGFRnJySPk4bftVAxM5BiHvfcNxnHRn32hdiQHtokEURczPz+PJkycl81LIF0bvO5pa9cnheR6Tk5PY3d3FnTt3NA+vk69Z7IJZ63CVFuShBFEUkUwmEQ6HEQ6H8eTJk7wk55M2eqLUZ2KL3YKVU39qjTc90mU/tIiuevXskTfJJJVbpJKQ53mMj4/D5XLlOT316oIsimLR8Qn1pFS4qlH7azGRozOlet/Q6LbovXYqlcLo6CjS6fSx8JTSuoD+IqcWOTmJRALDw8Mwm80YGhqqqLeHmj45NJxU1OYOFRs9sbW1hdnZWTgcDsnlqecFRi8K3xdb7BYAqBY4Ao6+U874bQBAsmm4on3Q2JiQhjt+s9ksOY9ra2u4desWstlsXmfweoRbgdLjE+pJsXNxozYCBJjI0ZVyvW/MZrOhIqfeAioUCmFkZAStra24c+dO2dwjucjRE6NKyMk+d3Z2MDo6ip6eHly6dKniE5WWii0a0LKPYqMnSEPCiYkJafSElioZWsgr/Y9eg52zQIAIK2eWxAsAmFD8NZGfycUOLwrINI9UtBdaRA5NoTOCIAiw2Wzw+XxSJWEmk5E6Mcsrt8gx6fF4DHsd5HtP2/vE87xiMUE8Hq9JZ2ojYCJHJwRBQCaTKdn7xkghUs8BnYXhqZ6eHtV3/+T39cTIcNXs7CyWl5dx/fp1dHV1Vb2umrEOtIicaig2eiIcDmNjYwM8z0ujJ/x+f0NY4xzHgY9ezRM4cgoFTjHxw4v5x6otdgs58BCax1XtgzaRQ9OICeBZaKhQUNhsNnR2dqKzsxOAcvsEeY5Zc3Ozbq+LVienVE5OI1ZWAUzkVA0JT5HJ4aVKwxulYZ/S2sX2nU6nMTIyoio8VQiZ36T3e2JEuIokLW5vb+s6Y0uP2VWNiNLoiXA4jFAohIWFBVgslrxSdfnoCRreE49pCAM3RdiLhKZKOTjAM8FTKHAIFpiRi11XJXRoEzm0OTlqXZNilVvEfZRXbpEcs0rfcz0bwepJuZycRoSJnCrQOprByHCVkQKqmBAh4amWlhZV4SkljMgl0nvNSCSCYDAIALh//75uvWFo7JNTah9Grk2qZE6fPi2NniB31FNTU2hqakIgEMjrNVUvxOg1CHgmcAQIMMGErPhsXybkH39m7vgFtpjAIagVOrSJHNqcnEpCQ6Uqt3Z2djA3NwebzZYnerTMgKOxfBwoXvGVSCSYyHneqGQ0Aw15M5VQKKBEUcTCwgKWlpZw+fJlnDp1quKTGi1zppQQRRHLy8uYm5vD2bNnMTc3p3sVWL07HmuhVvuQV2WdO3dOShYNh8PI5XIYHR2F1+uVLi5ut7tmzsH+4UW4OQusnCkv/JS3fxz/LhBBQ8ROOYFDyIoCrGWEDm0ip1GdnFKUqtxaX1/H1NSUpsotGsvHgaN9Kd2ssnDVc4S89w2grXPxSQhXpdNpjI6OIplMqurqWw6jk4QrJZfLYXx8HJFIBPfu3UNzczPm5uZ03evzHK7SgtVqRXt7O9rb2xEKhXD+/HnkcjmEw2Gsrq4CgG5hhHK4OQuyEGCVhaPKhabkqBU3STG/w3gqehkO97TiY2kTObQ6OXp3mJf3jCIz4OSVW263WzouCyu3Gs3JicViTOQ8D5DeN5XeGdQiXGVEvwwickKhEEZHR+H3+3H79m1dOjcbFa6qRozEYjEMDw/DbrdjaGgIdrtdErX1EDlGCeNGxeFwwOv1oqenB6IoSqXqJIxgt9slweP3+3ULL6ailwEALlkeTqHAUXJxCsnh6BxggfJFrlDgZJ8Ko2JCx4iLeDXQ6OQYnf9SOAMunU5LnZhJ5RZxH/1+P3K5HFXvEaFU4nEjzq0CmMhRBRnNUO3kcKNLyAFjmoJxHIdcLofHjx9XHZ4qhLZw1ebmJsbHx9HX14fz589L76sR5e6NFK6i5QJaCMdx8Hg88Hg8UhiBlKovLy9LperyKdaV3EETgUNIiEei11pG5BQmJhOBQ/5cKHQKBQ7BChOyRcJjNDUCBOh0cmotKOx2u1S5RRplEtGztrYmOSYrKyu6V25VQzGRk0gkpPlhjQYTOWXQmlxcCqPzZgD9Y73pdBoTExMQRVGX8FQhtCQeC4KAmZkZrK+v49atW2hvb8/7uRHl7o0WrqJBbJXDbDajpaVF6j5NeqGEw2FMTU3ljZ4IBAKqLi67Bxfhln2niMAppFDgCBAl0eLklPMz5K5OMYEjR8nNoVHk0ORS1Hs/8kaZxH1cWlrC9va2FN6S56H5/X5DQ66lYCXkzxny0Qx62J21cHL0FAzhcBgjIyOSsDHiIDcqJ4f0xlDzmaVSKQSDQfA8j6GhoZJD6PTe6/PSJ0cvtL4X8l4ooigikUhIDeDkoyeI6CnsXE0ETuppyMghq5IqdHFKkRSz4CHCwVWeh0HcnEKhQ5vIoW0/9RY5hXAcB5vNhqamJty8eTOvO/j29jZmZ2elyi0SctVSuVUpJGLBRM5zQKnRDNVgpMgh+9NjfVEUsbi4iMXFRVy6dAkdHR34q7/6K0NOFkY5OYC6ky0pg29ra8PVq1eLhjJITx8jnZxi6zORow8cx6GpqQlNTU1SWfDh4SHC4TA2NzcxMzMDp9OZd3EBIAmcUqjJxTla6+j7WSh2DsV0WdEUFnJ5jhKBthwY2vZDm8gB8h33wu7gpHKLJNZPTk7C5XLljZ8wYiQKuXawsQ4nHD3DU4WYzWak02ld1iqE4zhdqrcymQxGR0eRSCSk8BRJujUi1GZUTg5QWhwQy3hhYUF1npERIkfNY2gQOTTdmeuFyWSCz+eDz+cDcFRRR/ImFhYWcO7Kx2GVvWwtLo6A0p9ZSuQloUPCX4VVW4R94Vl4LCoIyIocsH8J3b4ZAHQ6J7TthzaRU2pPpSq3FhYWkEgkdMkzK6SUyEkkEszJOQlU0vtGC0bm5JD1q3FySHjK7/djcHBQulswasYUWdsoJ6eY9ZrNZjE2NoZoNIqXXnoJXq9X1bpGOznFHkMLNIgtwLj3xGKxSBUyuwcXkRJNsHLHj82oIBz7d7PMyWlW6ILMK4geudAhFAoducApJHRwES3eWepEDnNyylMs90WJYpVbJM8sk8no0jeK53lwHHfsd0n3ZyZyGhjS+2ZmZgYulwvd3d2GnDSMDFeR9SsRDPLw1MWLF3H69Om812+kyDFqzhSgfFE+PDxEMBhEU1MTBgcHNZUX6z0uopGqq543UmL+iT4rPivlLsRcEKo6kCUQu0tMJE+IPBIin+cQyQk/FTjkpyYAAgArJyIrckiLz45zmkQObT1gaBQ51bxH5Sq3BEGAz+eTRI/aOXClhFcsFmMl5I2KvDQ8mUwCMO5O0WiRU4krQsJT8Xi8pKthlAtltJMjZ319HZOTkzhz5gzOnTun+XPWW5CpdXKYyHlGLd6L1f2jcnG36eizjgomOGTOjVXDYRMVc3ApJBsnxOLngSwERFUeZ3ORa2jFX1MncozIGakUGkVOsc7CWlGq3IrFYpLo0VK5VUp4JRKJkgUZNPPcihx57xtyJ2SxWKgOJ+m9PpnJ5PP5MDQ0VPLEZFS3ZiOGaRY6OTzPY2pqCtvb27h9+7Y0CbuSdZ/XcBUt+6glUUGfC2NUOPpOuk3KF5CUKBR1c4Aj96bwp8TNAehzcmjbD40ix6g9cRwHt9sNt9stzYE7PDxEJBKRKrdIs0zyH6ncyuVyiiKHhKuYk9NAFCYXk8oZWsNJeq8vT7pVCk8p0UhODvDMdUkkEggGg+A4DkNDQ3A6nVWt+TyHq2jZh5EQF0eOQyEvpxhKuTeEqMCrEjr7ggiAg1lhLRKyIjRxOYTwHnDcb6veo9HQJipo2w9Qu5CePLmeVG6RJGZSudXU1AS/3w+z2az4PqVSKfA837Aih65PvgYIgoBMJoNcLiclWZELfC1ETr3DVZlMBo8fP8bq6ipeeukl9PX1qa7yaZScHODovQiFQnjw4AF8Ph/u379flcAB6ufkPA/igiaigvo8rcJ8nEL4go8uKvCSs6MFpW+IlctvP0ALLPG4PPUa0EmaZZ4/fx4vvvgi3vOe9+DMmTMQRRGbm5uIxWJ4+PAhFhYWMDU1hVgshng8DqD6PmlvvvkmXn31VSnn9atf/WrZ3/nSl76EW7duweVyoaurC6+//jpCoZCm56XrkzcQklycyWSKNverhQip5/qRSARvv/02TCYThoaGVFcVAcaGq/Rel4Qip6enceXKFVy9elWXE4oRgqNRwlU0YdR7EgzdLitwtOTjFCMhKh+LKVF46uIcwRcRUOS313NHfUv2BSf8Fz5V/cZ0gpWQl4eW5Gwy/PbSpUs4c+YMfD4fenp6kE6n8fM///Po6+vDRz/6UQBAMBiU2olUQjwex61bt/Cf/tN/UvX4b33rW/j4xz+Of/AP/gEmJibwla98BX/zN3+DH/qhH9L0vM9FuEpt75uTGq4SRRFPnjzB/Pw8Lly4oNq9kWNkuEpP4ZDJZDAyMgJRFHHjxg10d3frtrbe74HSZ6CUz0CDk0PTRcsIpiM3YKvBayQCJyqYpMRmwr5gVhUa2+Cd4J+us87TF0JgTk556uXklILnedhsNnR1daGrqwv/43/8D0xMTOCLX/wipqen8T3f8z3IZDJ473vfi+/8zu/EBz7wAdy4cUP1ueGVV17BK6+8ono/Dx48QH9/P37sx34MAHDmzBn8o3/0j/Bv/s2/0fS66HqXDYDneaTTacXwVCEnIVxVuD4JTy0vL+PFF19Ef39/RResRsjJ2d/fx9tvvw2LxQKbzVZ1eKqQ5z1cRcM+jNpDSnh2v+c2ZaQ/F4qOMG/J+2+XN2OXfzo3rkwDwEKUEpsLS9cL3ZwNPv+YtsK480mlMCenPLQ4OXIKhZfJZMKNGzfwd//u30VbWxu2t7fxzW9+E+9973vx9a9/HR/96EcNPScMDg5idXUVX/va1yCKIra3t/EHf/AH+Nt/+29rWoeuT15HiHuTyWRUN/drdJFT6OSQiz7HcXj55Zelzq6VYHSCcDWIooiVlRV8+9vfRl9fH1544QWYzWbDZmLVcj2aRM5JJRi6jajoUPxZSLDn/VeMXd4sCR9CYT6OEloquOQCx8wVukBOvLU3qHotI2FOTnlodXKUytpJ+bjJZMLt27fx0z/90/ja176GxcVFQ1/Dyy+/jC996Uv4/u//fmkGndfrVR3uItD1LusEKQ0n8UO13Ytr4bSQfBGj1ud5Xqqe+va3v43+/n7cvn276r4VtDo5uVwOY2NjWFhYwN27d3HmzBlD5kwB9auuYhhPiyle9jE2la5JodhRw77w7K6+0M0BgC1enStpZDhcLczJKU8jODmEWCym2FDQ6Pd0cnISP/7jP46f//mfx6NHj/Dnf/7nePLkCT796U9rWudE5eQo9b7R8mUzm81VJVapWR8w7ktnMpmQzWYxPDyMw8NDvPjii1W5N4VrGyEAq8nJicfjGB4ehtVqxeDgYN4EaaNmYj2vTg5NFy299xIVHWjhjkRORjz6joaeigqHqfLzQViwImB61v24WMJxOTdnNeeGlSu+Dyt4ZHG070eRl2Bf/21pmKPL5ar5Z8ecnPLQ6uQodYCv10iHX/mVX8HLL7+Mn/mZnwEA3Lx5E01NTXjPe96DX/qlX0JXV5eqdU6MyCHVU0SkaBU4QG3CSYB+3S4LyWaz2N7eRiAQwNDQkKaRBeWgzcnZ2trC+Pg4Tp06hYsXLx47YZwUJ4cWkQPQkZOjN8HQbQD5oSo9BA6hUOgoERVscBU8JiWayiYhmzlBSkAGAAeXRUq0ot3rxe7uLubn52G1WiXBEwgEdD0nFIM5OeWh1clR2lMsFquLyEkkEseuk2R/Ws5FJ0LkEPem2IAxtRhd/USEl95CShRFLC8vY3NzE263G3fu3GmY4aJac3IEQcDc3BxWV1dx/fp1dHZ2Kj7OKCen1mMdGMYSFR2qQlVakScMh4WjULGDK/69TwjWY0IHADZyRxeXrGgp6ebI6evrQ19fH3iex8HBAcLhMFZWVjA5OYnm5mZJ9Ph8PkMutMzJKY0gCNS9R0BxkaPXSIdYLIb5+Xnp70tLSwgGgwgEAjh9+jQ++9nPYn19Hb/zO78DAHj11VfxQz/0Q/jP//k/47u/+7uxubmJn/iJn8BLL72kqWq2oUWOKIrgeR65XE6XyeHEyTGqLTkRYHqKHDJR+/DwEL29vchkMobsnQYnJ51OIxgMIpvNYnBwEE1NTUUf2whODvDsjiQWi2F8fBwWiwUtLS0IBALSjBkmhJ6h53tRmKgbEprg5lKKj1Wbj1OMuGCDw5zU9DtPsl7YSgijYnx164P4ns6/gNlsRiAQQCAQAHBUaUmmV09PTyObzR6bXq3HuYM5OaUh57tGcXL0Clc9fPgQ73//+6W/f+YznwEAfOITn8Abb7yBzc1NrKysSD//5Cc/iWg0iv/4H/8jfuqnfgo+nw8f+MAHNJeQN6zIUdv7RgtGh5PIc+glFg4ODhAMBtHc3IyhoSFsbm5KQ0b1pt59csLhMEZGRtDS0oK7d++W/XyM6KRsxBRyANje3sbY2Bi6u7thsViwu7uLubk52O12OJ1OqUO3Uceklr2eVEJCccGs23PwTrQUCB1588Fibk4pSMiK5OU4uCxaLDHFx9psNnR0dKCjo0OaXh0OhxEOh7G8vAyO4/JCW5W2YKDNpaBV5NC0J8D4cNX73ve+kufPN95449i//eiP/ih+9Ed/tKrnbUiRQ0Yz6OHeyCEXEaNFTrVODglPzc3N4fz581LvG6OECFA/J0feyPDSpUvo7e1V9XkbNfhT7zWz2SxGR0dx48YNtLS0gOd59Pf3SzNm1tbWkMlk8NZbb8Hj8Uh35h6Ppy4JpScRInDkLo4e+TiKz6UgdOqBfHr1qVOnIAgCotEowuEwtra2MDs7C4fDIYkev9+vukKTOTmlIWkVNL1HQGknR68ClnrQUCKHhKdI9ZSeAgcwLmdGTrUiJ5vNYnx8HAcHB7h37x78fn/e2kaKHCMqz0o5LqQ8/ODgQHOlmBFOjp4iJ5vNYnp6GoIg4OWXX4bb7UY2++wunsyYEQQB6XQaN2/elO66V1dXAUASPIFAIK+y7KSjx3e+mp4y67wXPeaDoj8vNo6BUEroEDdnK3fUyTgjmqWQlZa8HBKyUovJZILX64XX68WZM2eQy+Wwv7+PcDiMpaUljI+Pw+PxSC6P1+stKhxoc3Jo24/eN+d6UUzkJJNJnDp1qg470oeGETmiKOLw8BAcx8FqtRpykBiRM1NINY5IYXiqsFLCyL3X2smJRqMYHh6G0+msqFKMZieHvDa73Q6z2Vxyui95TofDge7ubnR3d0vfhXA4jM3NTczMzMDpdCIQCKClpcWwhNLnkdXs0U2EVZYbY+YErPP5c99KiZ64wjwsUsFVSc6NnLlMfuJ9VjSj2xopGrJSi8ViQWtrK1pbWwEc5cMRkT0xMYFcLic5PIFAIK+PCm1ODm3l2rTth1AqXFUq/5F2GkLkEPdmZGQEp06dQk9Pj2HPZbFYqHNySEff2dlZnDt3Tmp4p7S2UU6OkQM6C4XDxsYGJiYm0N/fj/Pnz1d0wjTKyal2za2tLYyNjaG/vx+dnZ1455138tZXek6lf5PfdWezWSmhdGZmBul0Gj6fT3J5mpubq77onKQE6N/d+Ah6y2hmIm6AfIFTDCJ6SomdQooJnMVsK1xcuuzvFwocwkbWj25rRPU+1GC326WZRqIoIh6PIxwOIxKJYHFxERaLRRI8tDontEBj+TjpMWdk4nG9oFrkFPa+MVqAAPSNdiDhqf39/WPhqUIaPSeHTA7f3NzECy+8gLa2tqrWpcnJEUURs7OzWF1dxc2bN9HR0YF4PK5qvXKPIZOE29vb8xJKQ6EQnjx5kldlU6teKUah52e6m/OgzXIIID8fZzXXAgeXKfZrJVnnvciKFvRawmUfGxKaVJWvK4Wsigkcwly6EyGNISu1cByH5uZmNDc34/Tp0xAEQSpVX1tbAwCpNDgQCMDn89U1aZ420UWjk0PK2ouVkDMnxyBIeThwdNEyWoAA9RmiWQwSnmpqasLLL79c9uLUiOEq4o4kk0kEg0GIoojBwcGq+zIY4TxUKpzIZPRUKoWBgQHprqhwj0pra30dSgml5AK0uroq9UohZeqlcitOKr22EABIAgc4EjZ6spoLqBI6JwGTySSFrvr6+vDmm2+ir68Ph4eHmJubQyqVykuad7vdNT3mmJNTnlJl7czJMRCSCEysdovFYujYBaD2QzSVEEURq6urmJmZwdmzZ3H27FnVs7ca0cnJ5XJ4++230dHRgStXruhyAqBlrMPh4SGGh4fhdrsxODh47I7W6I7H8gvQuXPnkMlk8nIreJ7PC23VYwxALSGhKrmLU0ilLg5w5LQQ1AidQjdn62nYKyHai4asSrk4Vo5H9uloijBf+wsTOVbb29ultvvEWYxEIlLSvPyYI/2gjNoPbSKHRidH3opFDglNlsobpJ2GEDmEk+DklFs/l8thfHwckUgEd+/elRp5qaHRnBxRFLG+vg6e53HlyhVdM/hpaAZIcouKCVXyd6OaTypBpvl2dnZKJ7BQKIS9vT0sLCzAZrNJFx952TBNOTnVvle7OU/e31czLXCblZsAFlI4/bscc5kOdFuO58cUm3peDBKyWsi0q9pHkymNuGDXXGVVLeQYkX9GTqcTPT096OnpgSiKUqm6vB8Uyefx+/26hlNp7ElDo5NDko6VvlvMyakhFosF6XT5hLxqqGe46vDwEMFgUKoostvtmtcmsVXaxzpkMhmMjY0hGo2C4zjdSxTr6eQIgoCZmRmsr6+XzC1S8xkZKS7kuRVkDAApG15cXEQymZTCDOS4amR+d+MjdXnejZxfUegQ1ObmNALkO1fs2OY4Dh6PBx6PJ68fVCQSwfLyMiYmJqTREyScWo0gIMcsTSKHVien2Pscj8dZTo5RFH5RTqqTU2l4Smltsp4RIkev94XkGpE5W2+//bYu68oxyskpJ5zkoyeGhoZK5hapcXJq6aCQ3jwtLS24cOECUqmUFNpKp9MYHx+XLj4tLS0N2ZvHIesovJopn4ejprJKDeWEDvAsVEUoDFkRF0cLS2ntv1MNpHxc7flHfswBkMKpkUgEU1NT0uiJSisFmZOjjmLCi7i9zMmpEWaz+UTk5GQyz2L+1YSnCiEHqRF3Cno4I6IoYm1tDdPT01IpPHHm9I6bG9HUsZzgODg4wPDwMHw+n+rRE0DpvJx65sfIe/M8ePAAp06dQi6Xkzrikt48JMxQixO3XoIvJTzr3qs2VFUtpYROSGhCKNdctL/NYqa9IsHltSQ0/041VFvJVBhOTSQSUnuEJ0+eSDlmaptgknMATXlmtDo5SuerRCIBURRZTk6tqFUJuZFCSi6iqg1PKa0NwPBS70rgeR6Tk5PY3d3FnTt3pDs38mWnpRKq0jXX1tYwNTWVN2ajHIUip9jv0BAmIlVbLS0tUkfcSCSCUCiE2dlZQ3rz6InaUJVeScfF0JqLk7++WRI6vGgqmpdDko9JXs6/X/57+Mm+L1X8vFrQsxEgx3FoampCU1PTsdET8iaY8nwepcR+2roLN5KTE48fhVFZuMog6hWukjstekOqiVZXVzE9PY0zZ87g3LlzunwJyRpGvEfViJxEIoHh4WGYzWYMDQ3l3X2RL5beX/xajXUQBAFTU1PY2trC7du3pQ6xatcDyjs5NIicQiwWC9ra2tDW1nZs2CPpzeP3+6VS9UbuzaMnUd4Jt8JIh62sDwCOuTkJ0Y6trPfY42nFyJ40pUZPLCwsIJlMwu125813o62yCqCvpB0oPbfKbDY3ZGiaQLXIKaRW4SqjyrAJh4eHiEajeY6GHnAcZ2hn4krW3dnZwejoKHp6enDp0qVjX265yNGTWjQDTKVSCAaDEAShot4+tIer1KK2N4+8OVw1J/lK3xOSj7OR9SFg1p7oq7WySh4Se16o5UiHwtETqVRKCm2NjY1BEAQ0NzdLeSW0tEcwcgB0pZQSOU1NTdSJMi3Q9U4rIL+wNHrH42g0isXFRQiCgPe85z1Vh6eUqNe08EIEQcD8/DyWl5dx/fp1qWdGIfJ5N3pitJMTiUQQDAbR0tKCa9euVeRCNVq4Si2levNMTk5Kc49o780zn+7My4MxFYicC/atitY1YuxCKWqZl1PP7sIOhyNv9EQsFsP6+jqi0Si+/e1vw2Kx5OWQGXH+VQOt4apic6saOekYaACRI6dW4Sq93SJ5wm17ezui0ahhXzCjeuVoKU9Pp9MYGRlBOp3G4OBgyS8JqcRohJwcIpxWVlYwMzODixcv4vTp01VfoBslXFXpPpR684TD4bK9efTagzwfp9DFKUw6nk8/a7RXLtF37uljKxE7pYSOPGS1+LQ6ymU6StDXmpdDqFVeDi3DOTmOg9vtRnt7O/b39/Hiiy9KQ22Ju9jU1JTnLtZKeNCaeFxspEO13efrTUOJnEbseJzL5TA5OYm9vT3cuXMHoihicnJSt/ULMTJcBZQvTycOh9/vx507d1TZsrR0Jy6HKIo4ODjQpRIOUN8n5yRROPdI3ptnaWkJExMTUl5FS0uLLiMAwvzTpMkyX+v5VEdeiblaiNjpt+2VfWxUOJ7bQPJx9GIs0QsAuOzckJKPawVtc6JI/gvJESPuotJQW3mputvtNuy7V6onTb0oF65q5PMQ9SJHfrEym82Gt+nWMyQWjUYRDAZht9vx8ssvw263IxKJGJrzY5STI6/cKtZPYXl5GXNzc5odDiNEjt5rJpNJrKysIJfL4Tu+4zt0ScRTyslREma0ODlGUNgnRd6bhwx7lIe29GY+1aHbWsR1OWvfUfV4vcNWE4mevL+PxU/hrHNXt/XVQIuTQyh2vpIPtQWQV6q+srICAHlVW3q6GbQmHitFF1i4qsYQVyCXyxlWraGHSCDjCqamptDf34/z589LX/xadFQ20slRWlve66fcpPRia9Ps5ITDYQSDQbhcLt0rDeT71GNAp1HU6sIl781DRgCEQiGpNw8ALC0tob29XVVvnn+19Cl4VZ7lKnFxCIL47KK1mG7XJHRMOP75hnLNOODVX1gLBY60l2RbTYUObRdwtaEhkjhfOHpie3sbs7OzsNvtqkOq5WiknJxG73YMNJjIkTe7M4pqRYg8PKVUUmzkfCnA+HBV4dqxWAzDw8Ow2+0V9/oxKidHj+aFxJ26fPkyOI7D5uamTjs8otxrp+muuNZiSz4CgJQMv/nmmxBFUerN4/V6pTJ1pd48pZJul9JtcJmMaRcxmerGWZt+4iIh2BXzcoDiAocwFe9Ct/2gJnk5tZzDpoZKwmfFRk+QkOr4+LgUUvX7/ZqrBRspJ4eJnBog/8KQEmkj83KqCVeR8JTNZjvWD4ZARIhRJwOjRBRJEJYLh83NTYyPj6Ovrw8XLlyo+PXQ6OTwPI/x8XGEw2HJnVpfX6/50M96DPGkFeLknjt3Dg6HA4lEIq83j8lkyhs7UcrtXUorzxMrRmFllRoWM226Ch2tWE0CskJtL6a05uRUQ2FINZ1OS6EtUi1IGmH6/f6yjTAbzclh4aoaY3QZeaVODul429/fj3PnzhX9YslzW4w40I3s80PEiHwA5a1bt6S4drXr6olezQsHBwclsWpU6EjNmkzkHH+fivXmId/FB2e+eCxUdZBz4SBXu2oRudBRSjrezbnRYTk89u8rmRZ4FZoGFjKW6IUJ+ce5CQIEPDv/2E05bKS96LYfaN2+ZholJ6ca7Hb7sdETRGwvLS1JYpvk9BTe7Daak8NETo2pxWwpLcnNuVwOU1NT2N3dVdXxlhxIRmXYG5WTQ9ZOJpMYHx8Hz/NlB1BqWZcWJ2dvbw8jIyPo6urC5cuX846BeuyTlgsGLfsohlJvngfrXwQAbKW96FS4wJcKVek1mBMo7+hs5zyKQueAd5YUOpPJ0mGqenASnZxSyEdP9Pb2QhAEqVR9Y2NDGj1BRI/f76fSySm2p1gspqmLO41QL3IKT65Gl5HLRUi5L0csFkMwGITVai0anirEqA6/8vWNFIEjIyPo6OjA1atXdfui1mtiuBxRFLG0tISFhQVcuXIFp06dUlyznuGqekPDHgB1gstms0n5OEoCp9YouThakeflVMJG2otPT34G/+Xqr1W9l2I8D05OKUwmE3w+H3w+H86ePSvNeJOPniCFKe3t7fB4PFSIwlJ9cpiTU2Nq4eQARx96qQz69fV1TE5Ooq+vD+fPn1d9oHIcZ6gQMSJcRQRANptFf38/Ll26pOuJzKhwldqLMqkO29/fx0svvQSvV3lWkFEiR+nPhdAiMBqNYi5OrdnNudFmieq23ki8F1aTseNnKoG26qp670c+4w04Eg3vvPMOUqmUNHqCODz17P5dSuSwxOMaY7STU06EkGnaOzs7eOGFF6SDVwtGCjW9BVQ2m8XY2Bii0SgcDgdaWlp0/xIaFQZSs2Y8Hsfw8LCULF4qWbWeTg5Dm9D7V0ufQpLPF6vLyRb4rMrhH73KxwEgVWQa+XK6FX125YaB8pDVSubZPLtyISsAEGA6lpdDqHXyMW25Y/UWOYWQ8wtxwmOxWF73b6vVmpfPU6vBtqXGOjCRYzD1mkSu9Bzy8NTLL79ccb8Uo0WOXiLw8PAQwWAQTU1NGBwcxLe//W0q5mKpXbPcRZEMDz116hQuXrxY9mT4PIeraLpwnRR2c+6Kfm8y0V32MUrJx2nB+NM9baJCEASqhmGS877JZJJGT7jdbvT19YHn+aKDbUmpuhG5PCQHlYWrKKFWk8gLRcjGxgYmJiZw+vRpXLhwoaovspHJwWazGel05XF7AqlQOXv2LM6ePSs5XEbs2+hhmoWIooiFhQUsLS3h2rVr6O4uf9Eot2alyNekPVxFwx7Usp91wm56dp5YTraUeHRpKikfL4ZaN8dIPjb8z/Hl279kyNrPW+KxVniel86lhZjN5rzO3plM5tjoCZ/PJ7k8eo2eINc6Vl1FCbWaRE6EFM/zmJqawvb2dsXhKaX1ac3Jkb/ewmoxI7sp16oZYC6Xw+joKKLRKO7fvw+Px6N6zVqLMfJzhjZ+ZvZHFAVOsVBVLUjw6ppkykNVSjyK9sNpPqoKywqmivJyAnbjppLTVjlEm8jRsh+bzYaOjg50dHRAFEUkk0mEw2FEIhFp9IQ8tOV0Oivak9xdkkOG6brdlTmOtNBwIsdsNiObrTx+rvY5BEGQwlMWiwVDQ0MVH0RK6xsZrqqmP0wwGATHcYqv10iRUwvxQLozOxwODA4Oao53GyHGgHyHpFDU0BKuogktwq9YiKZcp+OpeJf0ZxMn4EqTfp2ul9OtcJnVu61q8nLU4rakEM3pN5akEObklKZSEchx3LG+UIWjJxwOR16putrRE6SSWOl9Yh2Pa4BSTk4yaewdmdlsxt7eHkZHR3UJTxViZHVVpWvv7u5idHRUsT+MfO1GETmFa25vb2N0dLSq7sz1yMkh1Fvk0DJDyyhSghVLTx0fq0J4Si56AOgqetRSuAc5pZKPa8nzXkJeDr0aAZpMJni9Xni9Xmnkyf7+PiKRiDR6wuPxSC6P1+st+ryl9sRycuqA0eEqnueRTCZxeHioSzdfJYzsSqx1bVEUMT8/jydPnpTNTzFq30aFgYCjk9z8/DyWl5dx48YNdHZ2VrXm85p4TANGvQcz8Q7YTNry/OSC45JrW/NzJni7opsTyjSjxRbTvJ4SJPmYVFjJk4+Nysuh0cmhTXQZEc6zWCxobW2V0gvS6bQU2pqYmEAul8srVW9qapLel2KVVYIgsJycemBkqCcejyMYDILnefT19RkicAB6wlWZTAYjIyNIJpMYGBgoG3tttJwcAHj06JHq11cOo/vkVPMYxhE/M/sjqh87E+8AAM0CR44gmjAV75KcnWLl44WEsk2aQlZykrxNysuhjedFVFRKrUY62O12dHV1oaurS8qtIUnMS0tLMJvNkuAhMyELicfjANDwOTn0SO4i1Krj8ebmJt5++220tLSgtbXV0AORhnDV/v4+3n77bSnfSM2B3EjhKvIF5TgOg4ODunxRn+dwVSOylvQX/RkROHoxFe8qGU5SYjUVyPv7Rqr4fh8fnlb891oP4CwHjU4ObfuptejiOA7Nzc3o7e3FrVu38J73vAfXrl2D0+mUmtqmUinMzs5ib29Pynkl59Bqc3LefPNNvPrqq+ju7gbHcfjqV79a9nfS6TR+7ud+Dn19fbDb7ejv78dv//ZvV/T8DeHkyC8EersgPM9jenoaW1tbUnhqYmKCyiGgatcuJRhEUcTq6ipmZmZw/vx59Pf3q77zMlLk6JlMTqajA8CNGzdUJ+CVox7VVWofYzQ07EEt9jLOzEy0Ay6LMU7IdKwLl5vz83XUVlYZwdj+kfDKCSZc8BzNz3JbUoY9H41ODk0ih4bhnPI5b2fPnsXa2hrW1tYgiiLm5ubwa7/2a9jY2MCNGzdgNpurFmXxeBy3bt3C66+/jtdee03V73zsYx/D9vY2/tt/+284f/48Njc3Kz73NoTIkaOnk0PCUyaTKa+aqBajI+oxuyqXy2FychKhUAh3796V+jFoWZvmnBxBEDA3N4fV1VXcuHEDwWCw+s3JqJeTQ9NFgwYqeT9I+fhMVJuDU0mPHCWho4VK83IKk4/HDvLz6+YO2yShYxQ0Ojk0fX9oC58RnE4nLl26BAD4V//qX+FrX/sa/vRP/xSCIKC9vR3vf//78V3f9V344Ac/qLlw45VXXsErr7yi+vF//ud/jm9+85tYXFyUrlH9/f2aXo8ceo5GleglQDY3N/HgwQO0tLTg/v37eeXStRA5tXZy4vE43nnnHSSTSQwNDWkWOADdOTmZTAaPHj3Czs4OBgYG0NFxdDHTc7/k5K2n0GkUJ6cR+OTYPwNwFKZaS/rRZn82K2o/69QscKphOqYudFUYslJiIa69N1ehwLE87aczud8plZB/bPifa163HExUlIYGJ6eQwsTjixcv4id+4ifwuc99Dp2dnfg//+f/4P79+/jDP/xD3Lx5E/fu3TN0P3/8x3+Me/fu4d/+23+Lnp4eXLx4ET/90z9dcVV1wzk51XY85nkeMzMzkh1HLoZyjK7gMjonp/DCvrW1hfHxcfT29lZVDm/UvqsVTwcHBxgeHobX68Xg4KDUxl1vcSCvdNLzRM5yctSh5j3YTZfPvSoVqlIqH6+Uah2dUpRKPpYLHBMnQhCfHatWk7GNVGl0cth+SlNqOKfb7ca9e/dw7949/OzP/iwSiQTm5+cN3c/i4iL++q//Gg6HA3/4h3+Ivb09/MiP/AhCoRC+8IUvaF6vIUSO/GJlsVikWRtaD5bCZncul0vxcSchXCWKIkRRxOzsLNbW1nD9+vWqyqfJ2rQlHpPEOfn4CYLeOTRGlHM3Sriq0d2k7ZT6ztZ6opSPE8rmJ3KupgIwI/+9VQpZJXkrnObjuWvyzseFDo4SqzEfepv3yz6uEmh0cmgSFcUERT0ptielRoAulws3b940dD/kGPrSl74Er/doyO6v/dqv4fu+7/vw+c9/XnNT3oYQOXLIh6HV9iNuRk9PDy5dulTydxs9XAUAqVQKo6OjyGazGBwc1KVrJU05OYIgSI5csXEbepemGy1yYrEYdnZ2jvWxaHSBUW8Woq1ottan5HolGcBpZ7ji39cSqhrb74KJU3+cGDHegSYnh9wM0ya6aBM5xYaYxmKxuvTI6erqQk9PjyRwAODKlSsQRRFra2u4cOGCpvUaVuTkcjlVVTOCIGB6erpkeErpORpV5JATzIMHD9Da2oq7d+/qNoWXlpycdDqNYDCIXC6HwcHBoo6cUeEqvd0hURSxtbWFsbExNDc3Y3FxEVarFYFAAC0tLZIrxyjOx0d/FqYaX8sEMf9iXmyExGysAxebtTcM1AKpolKLUW4OTaJCXpFLCzzPax4nYzS5XA52+3HHMR6PFz23GsnLL7+Mr3zlK3kia3Z2FiaTCadOndK8Hh2SuwyFIQi1IiGRSOCdd97B/v4+hoaGVAkcwHiRY1RuCykPB46y0W/cuKGbwAHoCFeR/j52ux33798v+SXUe79GJB4DwM7ODsbGxnDjxg3cvn0b73nPe3DlyhVYLBYsLi4im81iZmYGT548QTQafe4Fj5aL6EK0teTPq2kEaDShjPa7aHn+TTnCaRc+NvzPsb6+rtuoHJrCQ+S7T8t+ALreH0Ixd0mvbsdkBiSpdl1aWkIwGJSGjH72s5/Fxz/+cenxP/ADP4CWlhZ86lOfwuTkJN588038zM/8DF5//fWK5kc2nJMDqEsM1hKeKqQRc3JyuRzGxsZwcHAA4Mjy0/uOqt4iZ21tDVNTU6r7+xiZeKwHuVwO0WgUgiBgYGAATU1NyGQyMJvNCAQCCAQCuHDhAr71rW/B7/fj8PAQy8vL0s9bWloQCAR06wNUCtpDZkphmnICpxak+KPPppybs5XyoNNxqGltknw8vt8lVU9VQuGAx5aWFvh8vopukGgKV5FzCi3OEkBnuKpUTo4eIufhw4d4//vfL/39M5/5DADgE5/4BN544w1sbm5KggcAmpub8Rd/8Rf40R/9Udy7dw8tLS342Mc+hl/6pcrGkDSkyClVYUVyNdbX1ytOtm20cFU0GsXw8DCcTieGhobwjW98g8oqqGKUy8kRBAFTU1PY2trCnTt30NLSompdo/arx8U+kUjg8ePHEEUR/f39cLvdRffKcRxaW1vh9/shCAIODg4QCoWwvLyMiYkJeDwetLS0oKWlBW63m6qTup5oed8PM8/s90rzcSrpkVOK2VgHWuzVzaUqlnxcClJhZTEJyAkmWE08ssKzi9qdO3eQy+Wktv9zc3NIpVLwer2S2FZ7XNEUrqLRyaG1hLzYBHI9wlXve9/7Sn5333jjjWP/dvnyZfzFX/xF1c8NNIjIUZpErnQRTyQSGBkZgSiKJaunytFIImdjYwMTExPo7+/H+fPnpXCeERd3o9YtlZOTSqUwPDwsfaZa7EojnBw91gyFQggGg+ju7kYqlSp70pM/p7xbKXCUnxQKhRAOh7G6ugqO4/JcHtri/0bw2qOfh6eBX+ZuSrns/Uk8AJ+tdBhpXNbRWKubsxdvQmvTUet+i8WCtrY2KYE/mUwiHA5LYtpkMkmCJxAIKOZwAPQ5OSaTiRrRBdDr5Ci5dvF43LD5jbWkIUROIUpdj7e3tzE2Nobu7m5cvny5qi8aESF690Mh6OEwkITqzc3NY9VFtPaz0bpuJBLB8PAwWltbce3aNc0nh3qNYSiGKIpYWVnB7Owsrly5glOnTiEYDFZVQm6329Hd3Y3u7m4IgoDDw0NJ8ExOTsLtdkuCx+PxVPy9oOlCUYztRDM6XPpM8DaK5VgAfc3K1VaVhKyMwul0oqenBz09PXnH1fr6OqamptDU1CQdV16vV/pu0ubk0CK4CI3m5DT6cE6gQUWO3AnRIzyltD5Z2wjVXa2Tk0wmpYujUnWRkY5LLdaVz9e6ePEiTp8+XdGJ04jp5pWKHEEQMDk5iZ2dHdy7d09yYvQc0GkymeDz+eDz+XD27FlkMhnpbnxsbAyiKEp34i0tLUXvxqvZQy2o5iJaq0aAtWD6oL2q5n5O21HY62PD/xxfvl0836HwuMpmswiHwwiHw5iamkI2m4XP50MgEDDsxrASaBJchEZychKJhC6tR+pNQ4gcpXBVLpfLC0/p1QuGrA8Y17jJbDZX3NBwb28PIyMj6OjowJUrVxT3V+8EYa3IHRee5zE5OYnd3d2K5msVW1cvKnkP0uk0hoeHIQgChoaG4HA48vZYjkqFlc1mQ2dnJzo7OyGKIqLRKEKhEDY2NjA9PY3m5mZJ8Hi9XuruMNWSzFnhsaUlF2f10AevQ59qoXqzn3GWDVkVIoic6n45e/EmxNPaYn1WqxUdHR3o6OiAKIpIJBIIhUIIhUIAgEePHkkuT60S45VgTo46iu0pFosxkVMvLBYLDg8Psbi4iK6uLly6dElXMUI+8FwuZ0hOA1lfy5dQFEUsLCxgaWlJCnWUWr/RwlWiKCKZTGJ4eFjqSC0XA9WsqydaBQcZOeH3+3H9+vVjx6kaIabH3SjHcfB4PPB4PDhz5ox0Nx4KhTAxMQGe5+H3+6UE5mrf+1rx2qOfB2CtOlQ1HemAuSCnpVAoXPVtSX9W2yNHCTUhqyfx4uI+yVuxHDtyArOC2fBRDaXgOA5NTU1oampCT08PvvnNb+LixYs4PDzEkydPpMR4IniqCZlqhUbXhLY9iaJYdqxDo9NwIofEh2OxGG7evImuLm1NsNSgpRdPJcidIjVlmplMBqOjo0gkErh//z48ntIt6hsxXMXzPN5++210dHTg6tWrupwI652TQ5LCS5W8qxUweou1wrvxWCyGUCiEra0tzM7Owul0SoLH6/VSYfureQ9WD32q11s8UFelR5jcfxYKv+zd0fS79aZchZUekO9aIBBAe3s7zp8/j3Q6LYW2xsbGIAiCJKYDgUBFfU+07KdRXJN6QT4ztWMdGpGGEDnkBEtyUdLpNDo6OgwROASjuxJzHKdqfeIEeDweDA4OqrJ+jQ5X6Rl3F0URGxsbEEURFy5cwOnTp3VZF6ifk0Nmhq2urhYdOVFsvWJCyMh8GI7j4Ha74Xa70d/fj1wuJ7k8JOfCbDZLlVv16IJajIOUEzbLURGCWoEzGz76PCzmyr8jk/tHjUWv+or3viE9cpQgbo5SZdVWhXO2KqmwAoAmuz4jL+QVgAS73Y6uri50dXVJIdNwOHysN08gEIDf79e1eSltOTmVpigYCbkGFYocURRZ4nGtIV1hOzs70draqluHzmLUu+sxmdMxPT2Nc+fO4cyZM6q/sEaGq8je9Dh58DyP8fFxKZZfScvuUhghDsqtmc1mMTo6ing8joGBgbLNtArXI38u7PJdSywWC9rb29He3i6d7MbHxxGLxfDuu+/C4XBId+J+v58q+70cRODoxeR+R0mhoweFeTlz+22SsKOJcs335CFTIqb39/cRCoUwPz9fcW+eUvuhSVCUck3qBblOFKuuYk5OjYjFYhgdHcW1a9fQ1dUltbc3knp2PZYn32ppfqdm7WqoJJeoGIlEAsPDw7BYLHjxxRfxrW99S3dBYoSjVUrkxONxPH78GE6nU7Xrpmd1lRFwHIfm5mY0NTXB5/Ohq6tLujDNzs4ik8lIlTUtLS1wuVyGizKy/nd+61cUfy5POpY3AlyMBGAzq/tOaxl0ObnfAV4w4aJvt+TjYtn8/L7lWAAui7bGfnrjtGWRzFhx/y9/Fe9+509VtRa5+VH7+VssFrS2tqK19agzNenNEw6HNfXmKQYTOeUh+ThKn1kikajLgE69aQiR09zcjPe+973SRUPNWIdqqVdDQHLxN5vNFSffGu3kqM0lKgapEOvq6sLly5elL7/eSXlGODnFhNPu7i5GRkbQ29uLixcvarrQq+mTQ0v5tvzCRCprSGhrcXERNpstz+XRM/yghFpHYzFSeZWeWmb328oKHTVsxD0IOEpPCM/kLCVfu5YKK72oNjykpjePvBqw3LmCVpFD056KJR3zPI9kMslETq3gOC7vrrjUWAe9MFpIKYmcnZ0djI6OVjRvq3Bto52cShBFEUtLS1hYWMDVq1fR09OT93Mayr3LoRReevLkCebn53Ht2jV0d3drXk9NdRUNIqdwD/LKmt7eXvA8L7k8CwsLSCaT8Hq9UgJzU1NTVRfBUu9BJqd8KotlbdiJHZ2o1bo41aCX0CnG3P7xcFu9K6wIenY71tKbJxAIKB5btIkcknRMU55QMZETix1VKjKRU0PkJ/qT4OTI3RZBEDA/P4/l5WVcv3696oRqo5wcYkVXIhzkA0RfeukleL3evHUB/UWO0Tk5PM9jYmICoVDo2GvSst5JwWw2S4IGOAo/kJETS0tLsFqt0p243++vSf8UInDKUVg+Xg2z+2047d5X9diNuAfdTbXpcry0+yzsLQgculsOdF3fyERfpd48cgeRHFvy3jy0iRza9gMUFzmJxJGTyEROnTBagNTiOYjbkk6nMTIygnQ6jcHBQV0OKpPJZJjTVYk7Eo/HMTw8DJvNhqGhoWO9h/SaCVWIkSXkZKYWx3EYHBysuK+MmtdNg5NTycXL6XTi1KlTOHXqFARBkFyepaWlY4NFm5ubT5TgW9wP4KxPuReOGsIpV17ISm1TwGIVVgu7rQAHQHYYbYS8ktDRo8KqVnOrlBzEg4MDKZdnYmICbrcbJpMJFouFGnFBW/k4UHoCud1ur1sjRz1pWJFjdLiqFiInGo1iZmYGfr8fd+7c0S1/wWw2I5PRpyy0EK0ih4TgTp06hYsXLxb9khsRWjKqhDwWi2FqakqaqVXNiUsuYEpVpdRb5FSLPIkUOBq8Slye5eVlmM3mvDvxck04iyUdy1kN+2G36Z/YK4j5nxMv5H/+OV7d8bCf1tYjZnS3C06r9vPewm5r0Z+t7fjR4jsKTdz6k/+AkVd/VPP6hHqVbMuPHQBSb57l5WVEo1G89dZb8Pv9kotoZG+eUtDWCBAoHa6qNrxMCw0jck5SuEoURWl69OXLlyuezVQMo8JVgPp8H3mHZjUhOKPyZ/ReM5PJYGFhAZcuXUJfX1/Vn5vaPjk0oKfQcjgceUmm5E58ZWUFk5OTUpfclpYWeDyekiX1u4fN8LpSef+2GvbrttdKUevmGBmyKiVwCnG4qrsxosUxIb15SAVuV1cXQqEQdnZ2MDc3Z2hvnlLQ6OQUE16xWIyqfljV0DAiRw650Br5pTKbzchm9b8LzOVyGB8fRzweR09PD/r6+nR/DqOaAapdO5vNYmxsDNFoFAMDA6oaShnl5Ogl9sgg2GQyib6+PvT39+uyLu0l5LXAZDLB7/fD7/fj3Llz0p14KBTC2tqa1ISwsNP3QcKBNk9loxyqaQSoBa1hq424+kaA5SqsFnaehqjKENpvltycaqhVuEotgiDAarUea3S5v7+PcDhsSG+ecvtpFCeHlI/TcoNVDQ0pcojyNlIZm81mpFKp8g/UQCwWw/DwMOx2Ozo6OjT3fVCLUdVVQHkxEovF8PjxY7hcLgwODqqe/WVU/owea2YyGSlvyufz6dog6yTn5FSKvEuuIAjSYNHNzU0AwLe//W0AKCpwaHBxCinskVMpyaxFMWRVWGElTzJWg9YhnUrQNIEcUHaW1PTmkYe29DxH0+jklMrJOQmNAIEGFTny2U9GJUbpHa7a3NzE+Pg4+vr6cOHCBUxPTxs6NsLItYsJh62tLYyNjUmvUcsJz4j8GT3WjEajGB4eRnNzMwYGBqSp93qhVuTQQD2ElslkgtfrhdfrRXd3N95++2380M67sNrLJ3obkY9TCYv7AbQ3lXZKlEJW8uTjlQOf6ufTKnD0grYxCmqc/mK9eTY2NjA9PS315gkEAvD5fFU5MY3k5JyUCeRAA4mcwpi80cnHeokcEuZYX1/HrVu30N7eDsDYCqhaOzmiKGJubg7Ly8u4ceMGOjs7i/y2tnWrpVonhyRN9/X14fz584ZVgT3v4Sqt2Ow5eZFQXj7OYaL66em1bqJH0BKqKoUocuDKvAaTSYQgPDunJg4dcHlSVSUf05KTQ9C6H6XePJFIBKFQCNPT06p685SCVidHKSeJOTkUUK+OxFpIpVIIBoPgeR5DQ0N5iVxmsxnpdLrabSpSSydHPiG9mhJ4mqqrRFHE4uIiFhcXj4k2vUWOmpMkDeEqmmjEd2Jl34/Tvojxz7NXprNzQRm5ySxAkFWDVZN83AjhKi1Yrda8GW6kN084HMbi4iIsFkte36dyoXlanRwlkXNSRjoADS5yaHZyQqEQRkZG0NbWhqtXrx47uI10W4x2csj7Eo1G8fjxYzQ3N6ue1VQMI3vaaIEkhu/v7+P+/fvHkl2NEDmNEK6iYQ/l3qe9SDNsduVzQi26HWtBa/l4I9DoTk4p1PbmkVcEFj43rU6O0p5isRgTObWm8CRbi7ELlYgo+eiCK1euFJ2sbaQTVYvqKpJjdObMGZw7d67qi6BROTla3odkMonHjx/DYrEoNi0E9BdjjVRdRcMejEDPbselKOfmROJO+JvyG/6FUy7ECpKC5cnH8gqrsi5OCUxWQQpZVQqN1VVGFqYo9eYJh8MYGxuDIAhSAnMgEIDL5aLWySmWeMxKyOsMjeEqeel0uTb/RoeUjFqb4zhsb28jGo3m5RhVS60nhhcSDocRDAbR0dGBK1euFD051svJOakCQyv/jB9R/Pe9SH3uOittBGgEgsDBZCo4TkSoKiMnpBKVV1k1YuKxXsgrAkVRRCwWy+vNY7fbYTab4XK5kMvlatabpxylSsirHS9EC3S80xVAW7jq8PBQqsJRUzrdiOGqTCaDSOToTnRwcFDXxLR6Jh6vrKxgZmYGly5dwunTp0s+Vm/HqVHCVTRTS4FT2O1YK0bl5qzv+XRfUyvPk5NTCo7jFHvzzM/PY39/H2+99VZes0sje/OUo5STw8JVNaYe4Sq166+trWFqagpnz57F2bNnVR2wjRauOjg4wPDwMMxmMzo6OnTPvDciJ6ecIBEEAVNTU9je3sbdu3cl67kURjs5xdavt5NDi9DKpC2wFsm7aRRoz8eptMLqeXZySkF682xtbcHj8aCtrU0Kba2uroLjOMN685SDiRyKqYWTI4piyS8Kz/PSRfL27dtSgym16xspcsrtXQvr6+uYnJzEuXPnkEyWHxJYCbXOyclkMhgeHkYul8Pg4KDqeTYsXFVfSgmcYknHhZBux1u7R+HkY+XWsuv0qfbqXZdUNj8h/zDpgMepnPuilJdTDiUXp2QZ+dMKK1JGLq+wEnImmCyV3WwwJ6c0JMm3sDcPaXZpRG8eNXtifXIoxWgnp1xX5UQigWAwCI7jMDQ0pHnom5HJweSgrfZLLggCpqensbm5KYm46elpQ/Zdy5ycw8NDPH78GD6fD3fv3tUUHzfCcWqUcFW9hZbS82fTyp9dqUaARNyoYW3nWfdkPQSPVnYPj+6mnSWmhFcjTPSEOTmlUUo8lje7LNabx+v1oqWlpaLePOUolZOjZhxPI9AwIqfwg61F4jGg3FV5d3cXo6Oj6OrqwuXLlyv6Ihnt5ADFeyCoIZ1OIxgMSk4HybQ3qolhrXJySFdmLaHFcmtWu0fm5Khj8P/+N1jtQDpqh92trcdUhjfjIHx0Z8qZS7yXJQ4HIni62/Y1PbcaInFtN0mkwmp7T58GgsBRhZWQrVwUMCenNGpKyNX25iH/qR2bo4QgCBBFkY11oBWLxWJYMz3g6MJSWKUkiiLm5+fx5MkTXLt2Dd3d3RWvXwuRU+nFeH9/H8PDwwgEArh+/Xrel8CopGajmwHKP7tqqsLq0QwQqL+LQtMdeiUQgaMHG7s+AJWLnVTailTainZfVLc9ERQrrGoETSXSeobr9ULr+1PYm0cQBGm46MrKCiYnJ6XePIFAAF6vV9PrJdefwj2JoshycmjAaCen8DnIkMZkMql6snYpyEXdiC6hSgJNLaurq5iensaFCxfQ19d3bG9GhdmMHNCZy+UwOjqKWCxW9WfHqqsai4Pdp5+1AVPHN3Z9EAUOnW0Huq5bSV5OSTSWkQOVJR/T5OSQ7xQt+wGqbwZoMpmK9uYZHx9X7M1TCnK+ZU4OJSiFq4xMPCbPwfM89vf3EQwG4fV6MTQ0pEuPA3nejBF3P1odF0EQMDk5ie3tbdy5cwctLcpD/owSOUb09iFrvvPOO7Db7RgYGKjK3gXql3hsVP6WFurtJgH5oapUxAGzq/g5wEiBI2dr11uR0NnZd1fl5ugZqpLDJ6wwJbVfjGnKySHfF5pEjt7neqXePOFwOK83D8nl8fv9x65buVwOJpNJ8TNjOTkUYHTiMXD0Bdnc3MT6+npRZ6NS5Dk/RogcLWIklUpheHgYoiiWTaI2UuRks/pOjT48PEQmk0FXVxcuXbqkywmvHiIHqL/AqPfF69af/gcIGfXfE0nglKHcIMtSiLIBl5UKnVKQpGMASKZtJZOPlVAzqFMJzsajkm84TU4OjSLHyLEO8t48fX19Um+ecDiMhYUFJJPJY715iomubDaLdDp9YsJV9BwBKpCfaI0OV+VyOWSzWWxsbODu3bvo7+/X9UQvTw42ArXOSDgcxttvv43m5mbcv3+/bJWYkSJHr3VFUcSTJ08wMzMDs9lcsoOxVuoxhbzeAoNGUpHqp43rzeaWT7e1tCYia+bpIaVn/g5zckpTy5wl0pvn4sWLGBgYwMDAADo7OxGLxRAMBvHWW29hbm4OoigilcpvZxCLxQCgapHz5ptv4tVXX0V3dzc4jsNXv/pV1b/7rW99CxaLBS+88EJVewAa3MkxKlwVj8clZ+PChQuqmsRppZq8GTWUC1eJooiVlRXMzs7i0qVL6O3tVXWCoj0nRxAETExMYG9vD9evX8fk5KQOu3uG3qEjNTk+rLoK4BMWcJaj96CcwEntOQFrfd6v3V0P2toOn+0lW3po7c6+G1ar9vPYQejoAsQ9LR2vpIw8u/U0Z0MEuNbqizhoc3I4jqNGdNU7EVqpN8/a2hoODw/x4MEDuFwuLC4uwm6349q1awCqFznxeBy3bt3C66+/jtdee0317+3v7+PjH/84vvM7vxPb29tV7QFoYJFjlJOztbWF8fFx9Pb24vDw0NCD0uhp4cXW5nkeExMTCIVCuHfvHvx+v+LjtK5bDXok9KbTaUmcDg4OIpfLUTHZvByF6yklo9MgcmjYQzFII8DUXv27CRcKHRrJbuYnpYp7dnA8BwS0hcTk0Obk0CK4gNJJvrWG9OZJp9NIJpO4desWIpEI/vzP/xxf/OIXEQ6HYTKZ8Ou//uv40Ic+hOvXr1f0ub7yyit45ZVXNP/epz/9afzAD/wAzGazJvenGPQcBSooDFfp6eSQxnfj4+O4fv06Ll26RNXoCK0Uc4mSySTeffddJBIJDA4OahI4ZF0aw1UHBwd4++234XK58NJLL8HhcBjWRfl57HhMy8VLjjzpOJO2qBI4JXvk6MjurjFJwWoQBIXP6unLzm66jgmcYtx84zc1Pi89woKmvQB0hs9IjhDpzfMLv/ALmJ2dxec//3k4HA584xvfwMDAAHp6evDJT34SX/7ylw3f0xe+8AUsLi7iF37hF3Rbs2GdHIvFolsJdiqVwsjICLLZbN7gSaPzfmodrgqFQggGg+js7Kw4T8WoPVcjcjY2NjAxMYHz58/n5U4RQaJnmb6RfXKSySQmJydhs9nQ2toKv98Ps9lMpcCoJde//J+1/UKdQlWFKIWqUunj/5Y4dMLlKV8yXknysRw14sYUtkGo0M2hLVxFy16AZ7mXtO2psOLKZDKhu7sbra2t+NM//VNkMhl861vfwte//nV8/etfx8c+9jHD9jM3N4ef/dmfxVtvvaXrlPaGFTny6qRq3pBwOIxgMIjW1tZjLf5rMR/LyHAV+WKRRNz5+XlcvnwZvb29Va1LS06OKIqYnZ3F6uoqXnjhBbS1tR1bkzyOZpEjiiIikYjUgJHjOMzOziKTycDn8z33IkcNQrR07ks9iO474fZV1u8mcXjkStmajgsOko+jBSn/RgWihio2OSxcVRyyH1reH6B4tRdpBMhxHOx2Oz7wgQ/gAx/4gOF7+YEf+AF87nOfw8WLF3Vdu6FETmG4CjiqgqpE5Mgv/MUSb2sxOsJoJyeXy2F8fByRSAQvvvgifD5fVevSkpOTzWal5oxy900O+Tz1POEZIXJyuRwePnyICxcuSD0vLl68iEQigVAohPX1dSSTSbzzzjtoaWlBS0sLfD5fzU/i9QyZkaRjY59E/yWjoSa4W+L6L6ySSsrILftm5Hw8BKf2mw5ahAVtIsfI8vFKKTWBvNaNAKPRKB4+fIjh4WH8k3/yTwA8GzthsVjw9a9/vWKh1VAiR47JZKo4dJLNZjE+Po6Dg4OSF36z2ax775bC9Y3MyUmlUnj33XdhsVgwNDQEu92uy7r1zsmJxWIYHh6Gy+XCwMDAsdli8jUBfS/OeoocURSxuroKnudx9+5dtLa2IpvNSs4TaekOHFUcdHV1IRQKYWpqCrlcDn6/XxI9DoexJdW03IGKueP7EPfsgL3+zRJrQTKd38xSzJnKVliVdXGeTiUXzeJR8nGFMCenODSNvCDQNIHc4/FgbGws798+//nP4//+3/+LP/iDP8CZM2cqXrthRQ5QWTgpGo1ieHgYTqcTQ0NDJTvgNnJOTiaTwdbWFnp7e3VrhAfUX+Ts7u5iZGQEvb29uHjxYsmTqtzJqfU+y5HL5TA2NoaDgwOYzWa0tbVBFEWpIozk4hCLm+M4tLW1SY+Lx+PY29vD1tYWZmdn0dTUJAkej8dD1Qm+rhjc7VgNatwctXk5WsltOatyqG6+8ZsY/eQ/VPVY5uQUh1YnR+kGUS8nJxaLYX5+Xvr70tISgsEgAoEATp8+jc9+9rNYX1/H7/zO78BkMuH69et5v9/e3g6Hw3Hs37XS0CJHa/UTSVDt7+/H+fPny9511CJcpbdgEEURi4uLCIVCaGlpwZUrV3Rd32w2657MC5TPyZGHF9UOR6XVyUmlUnj8+DHMZjNu3ryJR48eQRRF6UT4sRbli8ofRH5LEj3Nzc1obm5Gf38/stkswuEwQqEQxsbGIIqi1Nm0paWl6lEW9eTmG78JlDAixL3K3Um9uh0DgFiFA6KFTMihyrUSBA7CTmXunmh5FrLSAnNyikOrk6PkACcSCV26HT98+BDvf//7pb9/5jOfAQB84hOfwBtvvIHNzU2srKxU/TzlaCiRU+n8KkEQMDU1ha2tLcUE1WI0Wk6O3B3o6urSNUOdIJ9wrueXtlRODs/zUl7RSy+9BK/Xq2pNI5ycakUOmfDe2tqKa9euIZFISAJHEAR8n/8Hi/6u/GdE8ACA1WpFR0cHOjo6IIoiotEo9vb2sLa2hqmpKXg8HknwuN3uii9E9cjJEVzPvh+mfSv45mffdz5haZgeGNFQE6zNx5OIs8nSCdOZuE0x+bgWkPlVDx8+VHX8MCenOLQ6OUbm5Lzvfe8rec544403Sv7+L/7iL+IXf/EXq95HQ4mcQtQ4OclkEsFgUGoQV24yq9b1q0FPkUPyVBwOB4aGhrC8vHysXbceGClylMQIcT1MJhMGBwc15xXVo69NMTY3NzE+Pi6VupP1BEHA2NgY/sXQr6peq5jg4TgOHo8HHo8HZ8+eRSaTQSgUQigUwurqKjiOky5YgUCgaD5TIfXs1WOOWSD4jufGmRJ03Rkfg9d2USMhK1JZVQ3itkO3ROru7u6844e4hIFAIM8lZE5OcWh1corl5JyUuVVAg4ucciJhd3cXo6Oj6OzsxOXLlzUfZLXIydHDZdjZ2cHo6Ch6e3tx4cIFmEwmw8rT5SJH73UL1yRl1e3t7bh69WpFJ616DdSUI4oi5ufn8eTJE9y6dQvt7e2Se2Oz2XDv3j18svcnKt5TofsjFz02m02aVCwIAg4ODhAKhfDkyRNMTk7C6/VKoqepqYmai5QWxAZJOs7GbIpuDq2Y0hwEu4ju7m50d3dDEAQcHh5KgmdychJut1s6fmgSFjTtBWgsJyeRSKClpaUOOzKGhhI5hSfgYvOrRFHEwsIClpaWcPXqVfT09FT0fLUIV6XTlc+MkV88r1+/jq6uLulnRiU1GxECIuvK1yShlosXL+L06dMVX3z1TpTWKnJ4npdCiAMDA3C73Xnhqde8r+u2N0Ixl8dkMsHv98Pv9+P8+fNIpVKSy7O0tASr1SpdsPx+vyHhTi3c/vxvwew42oNpP99xqsTFqVW346KkTUCZG+RSLk4mpJxjU1hhxYUKcrBE6OLqmEwm+Hw++Hw+nDt3TnIJw+EwRkdHIYoi5ubm0NbWhpaWFl2qOSuFNpHTSE4O6ZNzUmgokVOIkgjJZDIYHR1FIpHA/fv34fFU3l6d5pycbDaL0dFRxONx6eJZuLZRTfuMqLAiYSVBEDAzM4ONjQ3cuXOn6jsKI5wcta89lUpheHgYHMdhYGAAdrvdcIFTSCmXx+Fw5A3t29/fRygUwvz8PFKpFHw+H1pbW6XPoNbhKt4lgFMaUVAKSrodFyMbcsDaoi2MXJO8nBJl5MUqrApdwm984xtwuVzY2NjA9PQ0mpubpdCW1+utqeigTeQ0kpPDRA5FFCYeHxwcYHh4GB6PB4ODg6rzDUqtT2MJOSmDd7lcRV+nkeXpRokcQRDw8OFDZDIZzflT5dbVC7U5PgcHB3j8+DFaWlpw/fp16fdqKXCUKOXyBAIBBAIBXLhwQWpEGAqFsLCwAJPJBLvdjlAoBJ/PV5e7UnnS8XNN2lS0worbtQOm2gs98p3o6+uDzWbLq/gbHx+HIAjS8VWLvk60iZxGc3Jq3SfHSBpK5CiFq3iehyiKWFtbw/T0NM6dO4czZ87okltARI7e5dLy9bVegLe2tjA2Nla2DL5eE84rJZk86hFisVhw584d3UIl9cjJIZ8RORaBo5McEZ31EjiFlHJ5XC4XXC4Xent7wfM8JicnkUgkMD09jWw2m1eibtQFq5iLY92zgndpP/5EnoN571koR5QvX/hUHfon7VdDJq69DQAnFrxGDYgWgMsB1kMTsp7y7zX5ThSr+IvFYgiFQlJfJ5fLJR1DRnTvFgSh6ptcPaHRySkmvOLx+LHIQCPTUCKnELPZjFQqhfHxcezu7uoS3ihcHzBOhWtxiuRzmm7evImOjo6SjzeqaZ8Ra29vb2N0dBQAcOPGDV1zQSqZiVVuvWIih/QoWlxclD4jEoIje/hez6d024veFHN5zGYzXC4XbDYbLl68iHg8jlAohO3tbemCRQRPrcMSarBsHwkEUctXeFsm3HQWPJWErNTA7RqTA+PYLf95kuNb6aaL4zi43W643W6pr1MkEpG6d2ezWal7dyAQ0MXBpdHJoUl0EVeZOTmUw/M8dnd30dzcjKGhId3vKOVDQI0QOWpDSplMBiMjI0ilUhgYGFAVLzU6XKXH2oUJ4oVtvfWgViXk8l4+JBeMhvBUpRQKHnkDSNKIsK+vL++CNTExAZ7n81yeSpNPb3/+twCFr7N1T9uFggicqjBI8Cj2yIlaALdCWC5Vvws2r+IjLHRySmG1WtHe3i5VGRLRvLu7i7m5OTgcjrwZbZWce2kTOcUa79ULIkoL31vyebCcnDohv0vY3t7G8vIybDYbXnrpJUMOaLKm0UM0S3F4eIjh4WG43W4MDg6qdjloD1eRxoWHh4cYGBhAU1MTxsbGDK/a0mO9QpGTTqfx+PFjAJB6+TSywCmkVFir8IIVjUYRCoWwsbGBmZkZNDc3542bqCbsq0XgWLetEI2opiKCp+1ZVWQl3Y6zIQfgKnJeURA6ppQJgqP4cWzatEM04GzO20WY0xzu/MffwuN/UrxRJemRo/XzLRTNuVwOkUgE4XAYMzMzyGQy8Pl8eS6PmuegTeTQth9yTWNODoUIgoC5uTmsrKzg1KlTODw8NOzg4TjO8EnhpdYmYyjOnDmDc+fOaTqB0ByuSiQSGB4ehtVqxeDgIGw2myQcjKra0otC0XR4eIjHjx/D7/fj+vXr0tiLkyJwlFDTiPDMmTPIZDJS8unIyEheI7mWlhZj7PssB2u4/Gmt0lyVo18GuB07xPYS7R80NgLUFYE7nnyspoz8aYWVEpYyY7X0agRosVjyZrQlEgnpGFpYWIDNZpMET6k2B7SJCtoSj3meLypKE4kEy8mpFzzP4+HDh0in0xgcHEQikUAkEjH0OeshcgRBwOzsLNbW1jSNoZBDa3VVOBzG8PAwurq6cPny5bwLpN6uC1nXKCeH5BKdPXsWZ8+eBQAp/+akCpxCyjUi7OzsRGdnZ14juZWVlWPjJpqbm3W5SKoROHrB7RzFccSWOjT4K1FhVS2VTCM3YqQDx3FoampCU1OTlACv1OaACGd5M0vaRA5ticckBaPwO5fJZJDNZlm4ql6YTCapL4PFYkE6nTa0xBuobNK5WpSESCaTQTAYlMqoK7UNaQxXraysYGZmBpcvX0Zvb6/iunr3YtF7TXKiWlhYwOLiIm7cuIHOzs5jCcbPg8BRolSJuryRXDqdlkrUl5eXYTab0dLSgtbWVvj9fgiO4p+ZvLJK3u3Yvm2BUIfcTvOODXx7GaGTPn6BM0WsEPzHx1Vofv5dY140qbBS9ViDKlDlkGOEFJfIXR7SzJIIHtpEBY1OjtL7E4vFAICJnHrBcRxOnz4tXbSKdTzWE6OdHEEQpBME6fPj8/mqLqOWN9fT+8uuVUCRAanb29u4d+8e/H6/4uOMCLHpXUJO1lpZWZGGhZLwFPkZzRVUtaSUy2O32/PGBZA79IWFBfzw43HFpONS2LfreypTJXS0IMvLMe1X/tq0lpE7t0xItWn/vtTDOSFtDk6dOgWe56WRJUtLS4jH41haWkIymdTVKawU2kRXqcoqACwnp57IL1pGN+sz+jlI/oYoilhfX8fU1JQ0vLHaL6S8/F3vL5cWMZJOpxEMBsHzPAYHB+F0Fm9bb2STQT0grwUA7t+/D5fLdeLzb/REbSNCPB4/9rumVPHvgxqBo6l8vEJ0Fzo1xLH97Bzh2OXACUCq5ZnYKVdhVe/hnGazWTqGAODtt99GIBBANBqVnEL5YNFal3PT6OSUSjqmSZBVS8OJHDlGN+uTP4dRawPAxMQEdnZ2cPv2bbS2tuqytlGDNAH1eS4kKdfn8+HGjRtlv+Q05+REo1E8evRIGhNCkqWJk8gEjjZKuTwE6wGHrLe0q8DJwkD1CFUVolXo5IWsoqVPx0oVVrZ1G3jb0XvE5aC5wkoubo79LMTlCZ1SFVZG5ORUS1tb21Ho8+lg2nA4jOXlZUxMTEj5YIFAoOqqPzU0ipMTi8VUV7A1Cg0tckg4h+d5w4YJGilystmjk9vBwYFuYwwIRpa/qwlXbW5uYnx8XErKVfOloTUnZ2dnByMjIzhz5gz6+vrwl3/5l9L7KooiEzg6kCd6fmUI1oNnx4stzCFX5Kth26fnwiGhorLKpJCjo5lSa6iosColcOSQMvJSFVb1dnIKkTvY8sG08nywcDiM1dVVqeqPOD02mw69lRT200hOzkmi4USO/ItEPqRcLtdwIicSiUihj1u3bukqcADjBmkCpUNAZBLxysoKbt26hfb2dl3WrZRqcnJEUcSTJ08wPz8vTXknx0I6nYbT6WQCp444dk36uDc6X5stO1bk2qtPKC7aGFAHigkc0QRwwrP/O7c5ZHzl16PNySkVpi/MByO9ndbW1jA1NQW32y0JHo/Ho8vrahQnh4gcmgRrtTScyJFjMpkMLZUGns3H0pPV1VVMT0/jwoULmJub03VtObUWOblcDiMjI9JkdK0Z+kaJnErWFAQBExMT2Nvby0swFgQBzc3NePDgAf7D93xR170ygKVfGar3FnRBi9ApWWVVJoRVCWodHC3Q7OSUwmQywev1wuv14uzZs3m9ncbGxiCKojRyotIO3iTvkjk59aGhRQ5gfPKxnusLgoDJyUns7OxIc7aWlpbq1mywUpSEZTwex/DwMOx2e8UT4I3IyakkXJXJZDA8PCwlSzscDkngiKKIf/3B/6LrHhnPsCSeJQlz/FGoSoly85QM6XasAMcX/v3ZfjU5OkXEjKnE19e2p+70La+w0ipwRAtg20dZN4c2J6fS/ch7Oyl18G5qapJcHrVz2si5kqb3p1RODhM5dabwbsHIPjZkfZI7Uw2pVArDw8MAkFdlRGvTvnLryt+Tvb09jIyMoKenBxcvXqz4y2xETo5W4RSLxaQEYzIslFVQ0YU5Ud3Fotpux/Wk3HgHoxn6xd/C2794PPmYJieH3IxUKyoKO3hns1nJ5SFz2uSDRYtVjpLzTyOInJM2twpoQJFTiBHhJDlk0nk1hMNhBINBtLW14erVq3kHl9FN+4xycsiJZHl5GXNzc7h69Sp6enp0WVdPtAin3d1djIyMoK+vD+fPn5cE0vPUwbgRsMbrvQP1WHasyHnLfwdNOQ6CpTIFZc5wqiqsnNumigWecxfIeIr/nCYnxyhRYbVa0dHRgY6ODoiiiFgshlAohO3tbczOzsLpdEqCRz5YlFYnRynBOpFIMJFDGzSHq+Qi4NKlS+jt7VV0ouo5ALQSTCaTNGAzFArhxRdfhM/n02XdeuTkyD+na9euobu7WwpPkc+GCRz6oKFk3GgsMRNyzdV/J5xV5uHwT9/rXJFIBm1ODmCsqOA4Dm63G263G/39/cjlcgiHwwiHw5ienkY2m5VcHqfTCZPJRM37A7CcHKopPFCM7npcqQjheR4TExMIhUJlu/waGa4yYm2e5xEOh9HU1CTlrOiBUU5OqfdA3o2ZiDXWwbg+rP1z5aRjefl4I7k4BNueGZnW0t9DS4xDxqfeyVGVj/O0jNyxbZIqyLR2QFYLTU4O+d7Wcj8WiwXt7e1ob2+HKIqIx+MIh8PY3d3F/v4+RFHE7OysNFi03knIxUraY7EYc3Jog0YnJ5FIIBgMwmQylRUBRoarjFj74OAAT548gdlsxksvvaTrl1XvEQzl1iRzwrLZrJQnJZ9Bxdyb2mLExbeRsO2bkPGV/76aUsZevAvLyAm2w+IhK5qcnFITtmsBx3Fobm5Gc3MzTp8+LeXwEKGTyWTg9Xqliq16NN8r5uQkEgl0dHTUdC9GcyJEDk1OTigUQjAYRGdnJ65cuVL2bsJIkaa3M7KxsYGJiQm0t7cjmUzqfjdSy7EOsVgMjx8/RnNzszQnjCUY041jD+CLTAUpFbqqxUiHcsjdHLWNAG0H1YsZPcrFCwd1KiUf0+Tk0DaBnOM42Gw2XLp0CaIoIplMSsNpFxcXYbPZpIotv99vWM83OSzxuIGoReKxmvXljeOuXLmCU6dOqVq/EcJVoihiZmYG6+vruH37NrLZLJ48eVL9BguoVU7O3t4egsEgent7cfHiRZZgTBFEkNj3gYy7rlvRHTVhKyV0ycsp6HZcKZYi4UKahAVNggvIbwTIcZw0WLS3txc8z+cNp00mk3kuj1GN+ZjIoZh6lJCXEwq5XA7j4+PY39+XGsdpWZ/mcFU2m8XIyAiSySQGBgbQ1NSEnZ2dmndSrmZNebhqZWUFMzMzUjUYSzCmg82fys/HKRQ4jj2DnpiOCIsmbGEThILCGKUKK+c2B1Hna72JBwQFZ8zI+YFaoUlwAaVHOpjNZknQAJBcnnA4LKUFkJ/7/X7dBouyxOMGwmKxIJksMVSlSsqJnEQigcePH8NqtWJwcFBzR0yaw1UkpEMSjImNakTTPqPWJTk5giBgenoaW1tbUiI4SzBuDAwTOHWgXKhKbV5OPeCtgLlIyzCahAWNIxTU7sfpdOLUqVM4deoUBEHA/v4+wuEwlpaWjg0WdbvdFQvLUjk5zMmhjFokHhdzikhflZ6eHly6dKmiL5ZezQaVqCZctbOzg9HRUZw+fRoXLlw4NjPMKCdH78+S4zjkcjk8evQI6XQaAwMDcLlcLP+GMuQVVEaFqpxbR8dwXoIzByQ7K0t2L9XtuBiWKIec2/iOgs7to72QBGKjYU5OcSodzmkymaTBoefPn0cqlZKaES4vL8NkMkmCJxAIaBosqiS8SFUYc3LqTD3CVcQJIAeFKIpYXFzE4uKi1FelUozMyalEAIqiiKWlJSwsLEhDKQupVSdlPchms9jf30dLSwsGBgZYgjHF2KJA2lf9OmSkA7nQl7vIE/FDKCp6DNImlph2cWDK4FjISi1GlJHTVF1Fc05ONTgcjrzBogcHBwiHw1hZWcHk5CQ8Hk/eYNFinwdp5FqshNztPlnJcA0ncgqpReIx8OxAzeVyGB0dRTQaxf379+HxlGgDqnJ9IzseZzIZ1Y/neR7j4+OIRCIlc4vqMd28Ekj1gtVqxZ07d1iCMcXYokf/t+8Xf0yxyqpCiLhRQs3FXS56KnV5CCYFzW4PcUi3lF63sLJKS/Kxc4eruqKsWBk5obDCiib3hLZwlRHvjclkgt/vh9/vx7lz55BOpyWXZ21tDQAkwRMIBPLSKMj1sli4ijk5FCDvfVKLcBVwdGCk02kMDw/D4XBgcHBQkz1Yan0aOh4nk0kMDw/DbDaXzS0ySuTomZNDJr13dXUhFosBAEswppTNnxoqOojSklD+d6WScefO0f/1DM/kCZ6O2gyusu2biiZE28JVvLgqKqzkZeTWBJB1FfycIveEJsEFFM9/0RO73Y6uri50dXVBFEUcHh5KgmdqagrNzc1SAjO5bhXuiYSrTpqTQ8+RUCFGdzwm7bh3dnbwzjvvoL29Hffu3dNF4JD16514HIlE8ODBA3g8Hrz44otlk6eNdHKqbQZIOhjPzs7i7t27aG1tlZwb8j6zBOOTBxE4hj7HFncstKUV81Nj1R7SP7RjzjxbszBfSE94+5HQkcPCVcWpNCenUjiOg9frxdmzZ/Hiiy/iO77jO3D69GmkUimMjY3h29/+NgBgc3Mzby5jKpUCz/NVJx6/+eabePXVV9Hd3Q2O4/DVr3615OP/1//6X/jgBz+ItrY2eDweDA4O4n//7/9d1R7kNKSTI8doJ4ck1E1PT+PmzZvo7OzUdX2jq6vKrU0cj2KztYqtW5inpAfViid5ufvg4CBcLhe2t7fB8zyy2SzMZjMTOBRiSSrnlzhCQE5FiMqxW3wopRE4t7iqw1iVYImV/645d4wVGsUqrGgSFjQ6ObVo8FcMm82Gzs5OdHZ2QhRFbG1tYWZmBpubm5iZmcG3vvUtbG5uYmjoqI1DtSInHo/j1q1beP311/Haa6+Vffybb76JD37wg/jlX/5l+Hw+fOELX8Crr76Kd999F7dv365qL0CDihx5uMpIJyebzWJ0dBSiKOL69eu6Cxygfn1ySEn15uYm7ty5I/VpUAM5gdAkckgpv8PhwMDAAKxWK0RRhN1uRyaTwff5f7D8Igwq0FJZVU7gGFVZ5NziwAm1C2HVGtc2pERrThCRChwXTx96/Tfx57/9DwHQ5eQ8Dzk5lcJxHBwOB2w2G+7evYtsNotYLIbJyUl89rOfBQD8vb/39/DKK6/glVdeQX9/v+bnIL+rll//9V/P+/sv//Iv44/+6I/wJ3/yJ7qIHDre+SogTojeM4+i0SgePHgA4Kh3gdb+N2qph5OTyWTw8OFDhMNhDA4OahI4ZF0AuouzSnNywuEwHjx4gJaWFty5c0cSODzPw+Vy4d9/5Au67pOhH7s/MlTUxSmFKXskcOpNqSTncthDXNHKKmu0/O+bVNYUKCUOcyVOl67t4//mCB//hWzTs70zJ6c4tQ5XlUOeI2S1WvHqq6/id3/3d/Fnf/ZncDqdGBoawpe//GVcuHABly9fxs/93M/VdH+CICAajSIQCOiyHj1HQoXIE4P1YmtrC++88w66urqkuUa0j15QQsnJIeLNarVKPWO0YpTIqcTJWVtbw6NHj3DhwgVcuXJFEkpE+LIE48ajnMABANu+4dtQTTVCRwvlXrO9yqaJzp2C3KanL0s0Hf3BtSuWbAZIi5NDk+AC6HOWSjUC9Hg8+Gf/7J/hr/7qrxAKhfCv//W/VmwjYiT/7t/9O8RiMXzsYx/TZb2GDVcRSKxTj7gnmRK7urqKmzdvStNYaamA0kqhaNje3sbo6CjOnDmDc+fOVXxSIr9n9AiGUsjnaZFwm3yCOMASjE8qzh2A1yPvX8drsmuTQ7Jdn7WsMX3W0YJc3IicstMjmAH7voi0jwNvB+RvIE3Cgjk5pVE70sHj8eB7vud7argz4Hd/93fxuc99Dn/0R3+E9nZ9vlANKXLkkOqnakVIJpPByMgIUqkUBgYG8pKvjBY5Rq8tiiIWFhawtLSUJ94qheO4mk4MLySXy2FkZATxeFyap8VGNDBqiVIIyLkDzULHtg9kfHrs6Agyt6ooCmXkelSm0eTkCIJQ10TfQhrFySEip16f4+///u/jB3/wB/GVr3wF3/Vd36XbuvS881VQbfLx4eEhHjx4IPWIKcwur4WTo3dOEfAsFBYMBrG+vo6BgYGqBQ7BCAdKjchJJBJ45513IAgCBgcHjwmc7/V8igmcBmH/E4PSn20H6o7/chfkWowwKIV8f0qNALWglJdTrG+QUqhKTRl5JQLHvi/CnD7683f+6P8DgC4nhzZR0ahOTi35vd/7PXzqU5/C7/3e7+HDH/6wrmvTI3c1oDTaoVIRsrGxgYmJCZw9exZnz55VVLFGJwcDxpQZZjIZZLNZZLNZ3ZoXEoxwcsolHkciEQwPD6OzsxOXL1+WwltsRENjIk9czXiPf+8Ky8erdRyqGmWg4R6kEkenUqoZ76BnbyGanByaBBfQOKIrFovpInJisRjm5+elvy8tLSEYDCIQCOD06dP47Gc/i/X1dfzO7/wOgKMQ1Sc+8Qn8xm/8Bu7fv4+trS0ARwU/xbrua4Ged74KKplfRZrGTU5O4oUXXiiZo2K0k0P2oyehUAgjIyMAoGvzQoIRE8NL5eSsr6/j4cOHOHfuHK5evZqXYMwETuNSeIG2R8qrCV3ycQxGSUCYi1RDVZtErabKSim8Vg22w/wFaRIWLCenNEZPIH/48CFu374tlX9/5jOfwe3bt/HzP//zAI6aEK6srEiP/83f/E3kcjn843/8j6WuzV1dXfjxH//xqvcCNKiTU4jW6qd0Oo1gMIhsNouhoaGyFUa1cnL0QBRFrKysYHZ2FufPn8fMzIwhd1i1ClfJk8Fv376N1tbWYwnGTOA0NrYDUdHJyXuMipLqk0wpIeQIHTXp04I0AqPcqYEDIB5VWHFCcQFKk5NDm8ihzcnheV7xpjcej+sict73vveVTL9444038v7+jW98o+rnLAU977wGqplEfnBwgAcPHsBut6suoTZS5HAcp9v6giBgYmICCwsLuHfvHnp6egDoW15PqEXicS6Xw/DwMLa3tzEwMCAJHOLeACzBuNEpzMWRh7AIzr3GbLjnrLKkG1DXL0crasJUxcSPIDMAiJvzodd/EzzPaxoGbCS0iRwanRyl90evcBVtPFdODhlWdv78efT396u+86gkHKYFPXrlkOGhJCHX6XRKazbCxHAgPwSWTCbx+PFjqZ+PzWZj+TcniP1PDMIaF/MShe0RUVHklKIe3Y6NgFRZqSkftySAXIl7s1IVVpLA0dF0yTYdfW/HxsbgdDqlQZA+n68uYoMmkUOKSmjZD1A68djn89V+QwZzIkROOSeE5N9sbW1JIQ8916+WakM/BwcHGB4eht/vx/Xr16UD2KimfWRto3JySIJxe3s7rl69yhKMn2Ma1cUhOPeAZJHTjTmpbg01bo45qxyy4nhANMBEEKwcTNlnnw3HcXjxxReRTCYRCoUwNTWFXC4Hv98viR6Hw6H/RpT2RpnIAY5P/K4nxUROMpnEqVOn6rAjY2lIkaMlXJVKpRAMBiWHo5IOv7UQOZWuv7m5ifHxcZw7dw5nzpzJe29IP5tGClcBR4lrFy5cQF9fn+TukP+YwDmZKCUcW1SKANopJXTkVNIEUE13aGkfBk5qF0URVqsVzc3NaGtrgyiKiMViCIVC2NrawuzsLJqamiTB4/F4DBMiNIocWvYDFBc5sVisousj7TSkyCmkWLgqEokgGAyipaUF165dq1hNGy1yKhEi8oTcW7duFe0OaYQYMWJdURSxtLQEALhx44Y0MVeef8MEzsmChJOKVf5Y4wa6ODqGa9RULhWrrMpbp0iYyRotHZ5Sg3P36L0UdU4OtsYEZJtN+I/f+/9iaHtI+neO4+B2u+F2u9Hf349sNotwOIxQKISxsTGIoohAICCJHj2rP2kSOTzPg+M4apKygdLhKj0Sj2njRIgcs9mMdDot/V0URayurmJmZgYXL17E6dOnqzrIaAtXFXb8LXVgGrV3PR2iXC6HsbExHB4eAgACgQDrYHyCkTcBbETUiBpTwVfDdghkPMbspxo4sboKK95+9MuJvzuAH+j4kbyf/UHktySxYbVa0dHRgY6ODoiiiGg0ir29PSlP0uPxSILH7XZXdb6mSeSQvTCRUz9OhMixWCyIx+MAjj7AyclJ7O7u4u7du7pMMqUpXBWPx/H48WM4nU4MDg7Cai1dO0q7k5NKpfD48WOYzWbcv38f3/jGN1h46oRjSYnIOUqf9OUuDrmQlqOREo2rpVzysRzi4mil1AwruYizxgRY0scf+H3+H5T+LBc8HMfB4/HA4/Hg7NmzyGQyCIVCCIVCWF1dBcdxkuAJBAJlz3HH9keRyKGtfBwwvk8ObTSkyCnW8TiZTCIYDAIAhoaGdEt0M3IKOaDeFdnb20MwGERvby8uXryo6u6A5pycg4MDPH78GK2trbh27Zr0enK5HEwmExM4J5RyAoc6dIiamTKAYw9IlcnN0eL4FObjyJOPK5lhpZXC5ONSFBM8AGCz2aQGcIIg4ODgAKFQCE+ePMHk5CQ8Hg9aW1vR0tKiarYSTSKHtvJxQFnkiKLInBza4DhOCmVYLBYkk0k8ePAgryJHL+odrhJFEU+ePMH8/DyuXbuG7u5u3daulGpFDkmYlpfzkxPC5OQk/uV7//867pbRCJDycWdIKCqE1HY7dm3nl6cXXtBFDkh0NI7Y0uLcyCHVaTS5XHLBA+SLHpPJBL/fD7/fj/PnzyOVSkkuz9LSEqxWq+Ty+P1+xVE4NIkc2pwc0kiVhasaCFEUEQqFEIvFcO3aNfT29ur+HMQNEUXRsO7BxUQUz/OYmJhAKBTCSy+9pHmWB23hKvlEdJIwTb54PM/jpZdewt/r/Me675dBB7HvH8j7u2NfQNqjz0XAta3NclF6vNHCp5SbYy0yfLNRSPzdAbj+5zuaf6+Uy+NwONDT04Oenh7wPI+DgwPs7e1hfn4eqVQKPp9PcnlcLhd1fWloc3LIdYaJnAaB53mMj49jb28PdrvdEIEDQLpbMOqALSZyUqkUhoeHAQCDg4MVhd+MDFdpbZDI8zzGxsawv7+PgYEBuN3uYwnGTOA8H9gPBaR8+RciZ0i7aOZyz35PNFUvUOTCp15OjzxkVU3HY6UeQ5woVlxh1bSTk0J3qcCz86DanCk1lHJ5zGYzAoGAlGeZSCQkl2d+fh4Oh0OXHEw9oc3JKSZySLiKdTymiGQyiUePHsFsNuPGjRuYmJgw7LnIAVEsYatalITI/v4+hoeH0draiqtXr1ZV/k6Dk0MEG8dxGBwchN1uz5tBxfJvni8KBU4llBJFeoRniOBJtOsrdhx7QFaHa4k5DfD26tcpV2Hl2pHdzDyttHKEeWTc+W+yJaX/eaaUy+NyueByudDb2wue5xGJRLCzc9QM6MGDB3kl6rVqRFgIjU4O6Z8mJ5FIQBRFuN3uOu3MOBpS5IiiiMePH8Pv9+Py5cuIx+OGJwYDxsyAAo43M1xfX8fk5GReQ7xKoSFcdXh4iEePHqGlpQXXr19nHYyfU/jvvAvgmYtTTaiqaVuAUKOzV9NTsROvcw6PPC/Hvl/+8Xp0O3btFj/n2SM80v7aXcDLuTytra1wu93Y2trCnTt3EIlEsL29jdnZWbhcLknweL3emrkrNDo5xUJVAFi4ihY4jsNLL70khZGISDAqZ0bPIZpKkLUFQcDMzAw2NjYqGj9Ram29UesQbW1tYWxsLK8jMysRfz5JtlphzhwJBsd+ZcK7aVt/wa7+uZ86O23Vn2McYRGpgAH5fU8rrJyh/FAVJyi4W2UqrJp2yp837BEeOdezhfn334X5rx5p2HHlKLk8ZBo6KVHv6+tDNptFJBLB3t4eJiYmwPN8nstjt+tghxWBNienVNKx2Wyum+NlJA0pcoCjskNykTU6ZwYwtsLKZDIhm83i0aNHSKfTGBgY0C02Wi8nRxRFLC4uYnFxETdv3pSagJEEY4B1MGY8wxnmkXWVvuN17fAQrNULg7LN78rg2nkWxlLTGLAS6tk8UI24kWOL8si4zcjZOZjrlDxd6PK8N/LevEaE7e3tUpFDNBpFKBTCxsYGpqen4Xa788ZN6Hmj3EhOjsvlomqvetGwIkd+IJIPLZfLNaTIyeVyCIfDaG1txcDAgGJZZKXUo08OSQiPRCK4f/8+PB4P62DMgDUhQLCUv4DIy8dJUqtL44XXMGQGiWtHRLL1+Osp7HZcKbbDygRZoYujBa0CpxDeZQYNvoWaRoRnzpxBJpORxk2MjIyA47g8l0drI8JCaHNySs2tOomhKqCBRY4c0jablq7EWtjZ2cHi4iJsNhtu376te7jNyLEOSiInnU7j8ePHAJCXYEzCcSaTCd/j/qTu+2HQTebDLxX9WSkXx5wWYT8ob5foUVmlhFLHXzmuHbFsYrKpyNwqechKbfm4JZE/B6uS5ONiFVblBI7UAZmMebBw4HJHb5AtykOw0ekClGtE2NnZic7OTgiCgMPDQ4RCIaysrBwbN9Hc3Kz5/ExTzx6gtJNzEiurgBMicozOmQH0FwvycM7p06cRDocNyScioTAj1i0UOYeHh1JC+PXr12E2m1mCMQOAPtVOFYeqDM4XViN0KsEaE5FxV7eu2uTjkgKH4wCxuNoTzBxMvGwMRw3zcrRSrhGhz+eDz+fDuXPnkE6npRL15eVlmM1mtLS0oLW1tWgjwkJ4ntfVma+WUiMdXC4XVTO29IKed18jhR+GxWLR3LdFC4UVUNUg7xdz//59pNNp7O7u6rJ2IbUKV+3s7GBkZARnz57F2bNnWYIx4xhKoSpnuPSxqcbFoYFKhY7eCcikrJ7XIXdJK5ZYDrnmxrqklHJ57HY7uru70d3dDUEQsL+/j1AohIWFBSSTSfh8PsnlKSYQaAxXKTlLLFzVADSKk5NMJjE8PAyz2SyFc8LhsKGVW0YlHpMcm6WlJSwsLODGjRvo7OxkCcYMVZhypWNBrj2+LhfrSnHtiEi1lN+vuWCYZa06HStWWKF0mXglmJPG3WwaSTmXhzQivHDhApLJpOTykHQD+bgJeW+1RglXMZFDOXo6LcXWr1aIhMNhBINBdHR04MqVK3k9HowQIoCx1VXyjtNk5IS8wR/AEowZz/rjaMG1R0misUZcOwIS7douauaUCL5OQ0tdO7mjcJQOCDYTLLGjczB3/ybEd0d1WbdelHJ5nE4nTp06hVOnTkmNCEOhEGZnZ5HJZOD3+9HS0oJMJkOdk8NychoEpXAVzU7O6uoqpqencenSJZw+fVrXtUth1No8zyOTySAajUojJ+T5NxzHMYHDOIY1yiPrLn3St6TKVweVagRY72GUlQidYtii+Xk59oOj9ybnlFWXVtj52LWr/aawVPKxnJzLSkWVlV6oaUTY2toKURSlcRO7u7s4PDxEKpVCPB5HS0sLfD5fXZ0dJnIaGFrDVYIgYHp6Gpubm7h7967ibBUjB4Aa4eREo1GMj48DAO7fv88SjBklybm0Xe5sscbIwymFnkJHLVpmfzXt5LSVp2tMPj7plCpRb2pqQlNTE06fPo2/+Zu/QSAQQDabxeTkZE0bESrB8zxsNtuxf2fhqgagFuEqretnMhkEg0Fks1kMDg7C5XIVXRuAISJHb/G3s7OD0dFRdHV1YW1tjQkcRmmGXgAAWGI8RPOzY9u2n0Ou+bj4aSSBU9gIsPAi79o5PoRUCUtKhCUlIi17rDWmTTCY0wV/z4pSPpMe4x20INjNMCdzJyJkpYZCl+d/Hfy29GdBEKTQlSiKiMViCIVC2NzcxMzMDJqamvIaERrt8pTqk6NHh30aaViRU+twlcViQTqdLv/Ap0SjUTx+/Bherxd37twpWUZoZJKaXk6OKIp48uQJ5ufncf36dXi9XqyurkoOFBM4DCV4pzlP4CiFqor1yDEi6biqbscnxKg4lmgsirrm5ZgyR+cbLpM7KW+ZJuTnwZ/62j+Qzu8cx8HtdsPtdqO/vx/ZbFZKXh4bG4MoipLgCQQCio5LtZQqIWdODuXQlHhM5jXJy6lLIR8AWm2HTaW1qxV/giBgcnISu7u7ePHFF+Hz+ZBKpQAA2WwWZrOZCRyGIuYkD96uzkZw7mXBO7RbDkY1AtQD556AZGt1Ny6FeTkAYEmKeXk5jqel+IKt9Hvh2uEN7xvEeMav/u3/Jv25MHnZarVKjQhFUZQaEa6urmJycjKvEaHb7dbF5S831uEkcmJEjlanRStqxIIoipifn8eTJ0+keU1q1zaqY3O1lVuZTAbDw8PgeT4vwZjjODidTrz11lv4jY/+dx13zDgxDL1wTODY9o9uROShKude+WaVesys0kq5bsdqUSt07PtCXsjq2M8P9PVFOLEyZ0tKPi6DYLcehaz+ZhwQGycMaRSlkpc5joPX64XX68XZs2fzGhGurKzAbDYjEAigtbUVgUCg4gaDrIS8gShUtUY7OeXCYblcDmNjYzg8PMTAwADcbrem9Y3sZ1PpurFYDI8fP4bb7caNGzdgsVik/BuO4/D/+9D/o/NuGQydocy1KOyRoxZbtHqB46y2LF+WfGzfe3pD+XRb3NNzTNZ7lEgr2M0wpflnIStOJt6Y4AGgrRHhwcEBQqEQlpaWMDExAa/XK7k8TU1Nql0eJnIamHqWkCcSCTx+/Bh2ux2Dg4MVxVKNnDFVybq7u7sYGRnB6dOnceHCBXAcB1EUJSHJwlMMhnr0CFtpRZ58rBeOvSKDuJ5iCyWRc+dXDJmvXwQ/PqvrPk4a5RoR+v1++P1+nD9/HslkUhoqurS0BKvVitbW1mONCJUolZPDSsgphFx4gfqVkIdCIQSDQXR3d+PSpUsVJw4bNX6BVD+prdwSRRErKyuYnZ3FtWvX0N3dndfgTxRFJnAYZTFfuwhyNMurqgqxhzLgnZWX/rh2ssdycvJCMArHfLyzPqc9555QdhaVfV/dpHbgWV6OQzYaw5QRFfNyXFs5iGRd0udGjorkY8euunQASzSdL3RyAjjZZyQ2Zp/HmlKuEWFPTw96enrA87w0bmJubg7pdPrYuAk5SiJHFEXE43HN0YdGoaFFjpxaJx7LxcCVK1dw6tSpqtc3KlwFqJuhIggCpqamsL29jXv37sHv9x/rYMwEDqMcnNkM3us6lo/D6dRHxREunsOjJsekaSuX99hEx4k5DRpGUYFDmgKaTOAEAaLFBC4nwBpJAgB4lw3k8iwKJLbFQldaKNeIkAgaAFIjwr29PczPz8PhcEhDRb1eb9HrwEkOV9EzVKNKahmuEgQBExMTWFhYwL1796oWOIXr64m8PL0UmUwGDx8+xP7+PgYHByWBQ/rfAGxEA6M8nIYW9oUuTrnKKudOBs6d0uGSSnBt5/L+MxJnKP97qKa7cyksyfK/7yzR2VhNArGiwNFY6WO6eA6ciZP+e7aOKV/0MMryff4fxGve1/Ga9/VjN8Yulwu9vb24ffs23vOe9+D8+fPSzetbb70FURSxs7MjVccSqi0hf/PNN/Hqq6+iu7sbHMfhq1/9atnf+cY3voE7d+7Abrfj/PnzeOONNyp+/lI09C1MYbiqFk5OOp3G8PAwBEHA0NAQHA6HLusbOS0cQEmXKB6P49GjR2hubpZ6+sgdHObeMNRABI7p8jkpVGWJZ5D1HO/qag+VFiuFuSRGiJtiEKGTbC9+eizXCLAa7Ac80t58wWc/PHrCTHNtBYHaEFUhxNGx7CcgOI/aYnCWo/+LuawkdCR3h1ERpcJaFosFbW1taGtrgyiKODg4wOPHj7G3t4fFxUVMTExgdnYWH/rQh6oe6xCPx3Hr1i28/vrreO2118o+fmlpCR/+8Ifx6U9/Gl/60pfwl3/5l/jBH/xBdHV14bu/+7sr3ocSDS1y5NTCyREEAQ8ePIDf78f169d1HbxmlJPDcVzJ8nSSU3Tq1ClcvHhREo6sgzFDC3IHR7QfXcws8WfCxHqYRq7pKCHfnFZ/nDueVvGI5trf7ctdnUpCWlyRey5niEeyRZ9zhyVZOtzTtJWF8DQnisuJz/JyVFCpwCnElMxCcFph6uqAsL3zzLkRj3J1mNDRh3Il6uSG/M6dO8jlckin0/jrv/5r/MN/+A8BAD/5kz+J1157DR/60IdUtz8hvPLKK3jllVdUP/6//Jf/gjNnzuBXf/VXAQBXrlzBX//1X+Pf//t/r7vIOTE+IREJYon5KtWwu7sLAOjt7cXNmzd1nyxr5CTyYmuvrKzg8ePHuHz5Mi5dugSO4yAIAhM4DE3IBY7p8rmj/6ee5c1YD7VfLM1ZUZXAqVUjQNd27mhiN2VYFErSTRkV50Clh8jOnZoEDslnfnpBFS3PPi/R9kwcik47OKcDnFVBMJKwFQtd6UZhWIskHXMcB6vVig996EP4/d//fbzzzjsAgBs3buDzn/88uru78eKLL+KXfumXDNvbgwcP8F3f9V15//bd3/3dePDgge7P1dBHlLxaSB5i0RNRFDEzM4OZmRkAQE9Pj+7zpQBjq8MKe+WQDsZzc3O4d+8eenp6pPeOCEUmcBhqkAsczmwG91TcyC90lWA9qF14SoliuSrVCB1z5tl3sDA3pxD7gfLPazHbS7XAKXMelB8DpsOjRGTO4zkSOiZOOnaK5ukwwaMbuVwOqVRKSouQXw/S6TQsFgv+5b/8l3j33XexubmJH/uxHzM0MrK1tXXMLero6MDh4SGSyaSuz3ViwlXyBFu9XJZsNovR0VHE43EMDAzgW9/6lqFCpBZrZ7NZBINBpNNpaWgoCU8RF4wlGDPKUZhgzJnNMJ3qLvp4EqqyHqQgOEqPLrHvpSBYdbjAGXAzAhwJHU4QkWivbgSLUtKxNa6fiHGE1AkyeedjvUJUx7BawGWOBDBntwOZLERBkCrZhSx9LtlJ4Q8Pv4BMJoMnT57A4/HkXWdMJhOi0WheQ8H29nb8/b//9+u1Xd05MVKZxB71Sj6Ox+N45513IIoiBgcH0dzcbKjbYvTagiBIr8lkMmFgYEASOCTBmOM4JnAY5eFMEAVR+o8IHtFpg+CtfP6NOcXDvpcq/0BKcO2UH0dRinKChrg5JOm4EMe+uvOFPCmayxUPZZVr9Fcp8pAVcjnAbgdsVnAmk3QsKVblsfLyqvmj2H+HKIoYHx+HyWTCjRs3YLPZpLCVIAgYHx9HNps11LkppLOzE9vb23n/tr29DY/HA6fTqetznRgnh+M43ZKPSbff3t5eKRkXMF6IZLPVnTSLYTKZcHBwgJGREfT09Ej5NyzBmKGZghCC6Wl+helUN5DKSknHSlgP8gVMYRNAS6z88a8lcbYWEKGTatF+KjWnRWR1aDJrSYvI2at7X6oWOEX65RzDbgN4AZzdrtiTEABEco5l/XSq4if+5JMYGRlBPB6H2WzGvXv3pCgH+f/09DT+xb/4F3jf+95X8TysShgcHMTXvva1vH/7i7/4CwwODur+XA3t5CjNr6pGhIiiiKWlJQSDQVy9elUSA3qtXwoj187lclhYWMClS5dw+fJllmDMqAzZRcdktUgCBxYLkHkmUJTycYjAKRaqUiNwyqFl2GQlgylL4dytbP/ybsVKKOXmqMnLcW2pEC1PTR1pDlUlFAkJmiOJox/HZcKWHC+5HFCQOykJm6cVV3l5OkzgaOar0Tdw+/ZtRKNRpFIpHB4e4uHDh/jjP/5jfPOb3wTP85ibm8NHPvIRvP766/iTP/mTqp4vFoshGAwiGAwCgHQdXVlZAQB89rOfxcc//nHp8Z/+9KexuLiIf/pP/ymmp6fx+c9/Hl/+8pfxkz/5k1XtQ4kT4+QA1fXK4XkeExMTCIVCeOmll+D1eo89xsgydSNyckRRxPT0NFKpFPr7+3Hq1ClpxAN5LiZwGKooEDik7JezWmBqbjq6Q1eqmlGBNZzMC2noko9TQ7in74VzN4tkW3V5OmqpRQKyViyR+NEfnr4fpoPEsx+mMoAjf6ZfoZsj8nxeefmzB5qY0NHAH8X+OwRBwJMnT2C1WnH//n0IgoBQKIT/+T//J9544w0pcvC+970Pn/3sZyseR0R4+PAh3v/+90t//8xnPgMA+MQnPoE33ngDm5ubkuABgDNnzuDP/uzP8JM/+ZP4jd/4DZw6dQq/9Vu/pXv5OABwolE11zWA5/k8UfP222/j3Llzmmv8U6kUHj9+DJPJhNu3b8NuP968DADeffdd9Pb2oru7eIJlpaysrGB3dxd3797VZb1cLodgMIhkMgm73Y7Ozk709vayBGOGdmQCJ6+aymoBZ7OBczfniRze44ApmobwdH6RPGwhd3JMyWduQymRIy8hLwxXyUvIj7kzJRKPyzk5pToBcwV9XQr/nmyzKvbIkVdXAfkTyVOBo/dVMU9H4XWYCnJrCsNVjnD22PtI+uXI30N7SObiVJiobQnHn/2FXE7Ie0IcG144EjmxxNGxks4A2SxEEqLPZCE+TT4WeV4SNcd66DCxUxIicMbGxpBMJnH37l1YrfnCe25uDh/84AfR1dUFnucxMzODl19+GR/+8IfxkY98BFeuXKnT7o2hsW6ZClAKV2l1cvb39/HgwQO43W689NJLRQUOYGwFlJ7hqkQiIfU+GBgYgNVqBc/zUniKJRgzVFNG4MBsAnj+6KL1FFNUvwodGnrkaEVVqEhn5P1yyGwvU1ZZEJDk46rCVE8xRxIQ1YqjVPn3RSw4B7KwlXqIwBkfH0cikcCdO3eOCZyNjQ289tpr+OhHP4rh4WGMj49jfn4e3//9348333wTn/vc5+q0e+M4UeEqreGktbU1TE1N4eLFizh9+nTZ/jdGhqv0EjnhcBjDw8N5U9FNJhNyuRzLv2Foo5yDY7cBZjPgckoip/CCZz5MQXDlhykAwHyQyK+6oQg185zK4dzLINn67HUXujiFOMI8eIXkYWv8aeuH5vz3ypzgwbt0aJVRLPu3DCTnpiJiT50fq/UoX/mpm0OaBBaGrfIGezKhowipopqYmEAsFsO9e/dgs+V/77a2tvDhD38YL7/8Mv7rf/2vUoiqr68PP/zDP4wf/uEfNqyZbj2h8yxTIWqFgiAImJmZwcbGBu7cuSNNcNVr/UrQwyUiou3SpUs4ffo0gKPX6nQ6sbi4iJ+8efJUOsMgSggcCCLA8xBzuaOfpTNAc37pOFfiZGk+qOICqRaDeuRooVDo0EQ1Lo4qgWPijo4Tk+koZGU2HYWsAMBqBbJZIHmUlMxZrUc50JlsXjdkMfdU/MhHPyjl7DznEIEzOTmJaDSKu3fvHhM4Ozs7+MhHPoLbt2/jt3/7t4v2kjOi0W29aWiRU/iBWCyWsuGqTCaDkZGRvGZ4aqlFL5tKEEURs7OzWFtbk0SbPMH4zJkz+Mytf6nzjhknljICh7Najvqc2O15Lk4h5sP8knEunYU5/bQjsrzdP6WOjpGYFcYxVIslLcIWyUCwlc5CsEfSyiEmUSwrDssKHI7LGw9xfJOWo+oqALCYgRwPMfV0fIcgSEJIcnOeihlpoGcNe7k0AkTgTE1NYX9/H/fu3TuWchEKhfDRj34UV65cwRe/+MWalorTwIl6teVESDQaxfDwMJqbmzEwMKD5w6axhDyXy0m9EAYGBtDU1JTX4A9gCcYMDSgJHFE4miAtEzgScoGTTB2Jnhph2yu44HIc0q21e341OPcyyHjUnWdsBzlkvMqPtcZyUsjKengkEtSErExZQUpANvHis2Gdoqg+l+YppQSOyHEl3btjEDcHAGexQCTC56njw5nNymEr5uRIEIEzPT2NcDisKHAikQj+zt/5O+jr68Pv/d7vHcvReR44cSInk1G+q9ze3sbo6Cj6+/tx/vz5imw5s9mMdNqYtueVhKuSySQePXoEu92OwcFBWK3WvAZ/LMGYoQm5wDFxz+6iLdYjoWOzSa34SWt+OM1HFyYAooLAUcrHKUWx8nFrOCENgJSQ//Xp99m+V2TuTR0FkD2cQTpAR9jKHlE4f6nIy6koB6dYyErBzeGe3nCK2exxoaMkaJ7z/BwicGZnZ7G3t4d79+5JU8YJh4eH+N7v/V60t7fjK1/5yrEQ1vNCQ4scpXBV4XAvURSxuLiIxcVF3LhxA52dnRU/H03hqkgkguHhYXR2duLy5cswmUysgzGjcgoFDvmz2Swr5xXAOexHF6pMFnA6gEzm6P8yF4dLJI/+TYbpIAGxzMyqQiyhBFDloE85hQIo1Va96DlWTs4ruxlqhU4pN6fs70aObvBMmf+vvfOOa+rc//gnCXvIniqICxVEBBTBXamoCMFaq/21KrXT0Wqt7a22ddzaa6sdaofWqgXbq7bKamvdgntcpiBCFVGUEYashBGSPL8/8BwTMlhhP+/XKy/lnOec8z2Q8cl3ypoMWbWEFgucpkJWDHLeHPZQXV1W6BCmweQTQcOGrGSEChxCcOfOHQgEAvj4+CiNQhAKhXjuuedgamqK6OhoJQHUm+jWIqcxjUvIJRIJ0tPTUV5eDl9fX/Tp06fN529vkUMIadLLlJeXh4yMDAwdOhTOzs4AQAUOpXU0GtOgJHAYmNCuVAaOkaFCh2OF49UInObCrZeBy+TyaBI4LfkMV/N6Mih+KnqaK3gai5om16sabaACXq3y+wpTWcX+LBeyag26ZXUArwmXTaO8nJYIHLUhK9GTczDvnTK5vBsp4y3UadjP4zXYIJUqJxw3rrQCep3YYQROdnY2CgoKMGbMGKW8UpFIhOeffx66urqIjY3V+iyo7ka3FznMDCZAUYTU1NQgKSkJOjo68Pf314qrrr2rq4CGBofqcoUY9Z6bm4vRo0fD2tqaTTBmBBIVOJTWwlHXd+bJ85HDxPMZgcN4cQCgtk5lxKMlAof3WASio4Wy6FYgL3jaK6ylDW+OrlCxsKKleTmQElboNJWX06YycaCh8V9TPAlNsTk5zPsrj8cKHQDsMFglelHYKlYYAQC4d+8e8vLy4OPjoyRwampqsGDBAkilUhw/fhwmJiadYWqXotuLHHmYPjaPHz9GSkqKQihHG7RlbERzzg1AbchKIpEgLS0NVVVVGDduHExMTGiCMaXtMHk3jUpK2Z91dABCGhr/AWzuBOSb9NXWAQbqm2gCUAhVNa6m4sl3zO0CyIe1tC149B+LITFuQ/Knms9zJlSlDl1VuTjyNMrLaReB80S4MDk6bM4Nk6vDCBt2e8PPaiuqeom4ARQFzsOHD+Hj4wNjY8XprnV1dXjppZdQVVWFU6dOtTly0VPoUSKHx+OxybjDhg1D//79tX7+jvDkNIbxSunq6mLcuHHQ09Njw1N0RAOlragTOERGnoYfmOflk0oYDu+JR6JWw4dnfdNfCLjC5iXyKyUddxD6xQ0f1nU2zW81oQ0ah6oYeDUSSA2VGwNyxFIQvad/x7bk5bSt0V+1cj5Oc3N05A/h8SBr9NxSyMlp2IAnG1planeBETj3799Hbm4uvL29lTw0YrEYixYtQlFREc6cOQNzc/NOsLRr0u1FDhOukslkePjwIcRiMcaOHQtLS0utX6s9RQ6Hw1F5/vLyciQlJcHW1hYjRoygCcYU7cLhKoQBODyewvBNZhvwZKCiRNLQ6RgAEdez/2dhGr4xM4rUwIax5ARWZ4WqmgMjdsRWbffs6JXXQWyu2fPFkRClOV2tRaeiFkReyMqFrLQJp6oFHjkN3hymb46qMnLVF+65IStG4Dx48AA5OTnw9vaGqampwpr6+nosWbIEDx48wLlz59rls6870+1FDtCgYpOTkyEWi6Gjo9Nuf+T2FDmAchl5fn4+bt26hSFDhsDZ2ZkVdFTgULRC46Tjxo3/5PMjgKd5E1AjcBiayMVoSZ5Os+jALq16pQ2hrLaKnaaEDq9WAomJ9nqacKRSRaHDbG+Ul8MrV1OC39T55QWOKs8Ns40JWamA1Nc3rGFKzyEndIAGQa7q2B4ucB4+fIh79+7By8tLKQQlkUjwxhtvIDMzE3FxcbC2tu4MU7s03XpAJ9DQC+DKlSvQ19eHp6dnu4qQ9hY58hVWd+7cQUZGBjw9PTFgwAAADfk6VOBQtIKqqioie1qq++R5ztHTe5of8QTSuLKqiXwchetUdK38m9bCiB151JWPN4WqyioA0BEq/p55oidNAGsUw4A6VQ35OByx4nm4TczLUrpeK8NULfLgyEHE9Q1em3oJ671hBauqNgZPnpsKCfI9XOA8evQId+/exejRo2FmZqawRiqVYvny5UhOTsaZM2dgZ2fXGaZ2ebq9J+fevXvo378/Bg4cCLFYzIautJVsLA8jcppT5t3a8zNjJyoqKuDr6wtTU1OlBGMqcChtopll46zAUVj8pDJHlRenphZgqhjl99eJwWE6I+s10zvRzuXj2kCvqEEU1KtJTm6qfLw5Yau2olNR2/QiADrlHSdwSJ34qaencdgKeOr14XJA1DR3fTrmoVVmd2k+vfIe8vPzUV9fj+zsbIwePVopx0Ymk2HlypW4cuUK4uLi4Ojo2DnGdgO6vcjx9PRkP/yZCiWJRNIu3R2Z0m6ZTKZ2wFlb4HA4yMzMhIGBAfz8/GiCMaV9kPv22zjpWKFMV86bAzSEEziNXlekTvw0Obmlr7l2eA1plWYmy+qW1KgVOk2hV14HqUHHvA0rhKzk8nJ0ykStEoMaBY6akBVheuao2C8vdAiTtK4m36anJh8fyNuJkpISZGdno7a2FsbGxigvL4dUKoWlpSW4XC5kMhnWrFmDc+fOIS4ujh3GTFFNtxc58h4VRnh0RAWUtkVORUUFRCIRzM3NMWbMGJpgTGl/VCQds/+XnwbNzBiSEzHkiWeG05Rnprqm64sZLaBbUgMOIai31G7JuY6wXmVujqoqKwAKVVa8qlqQFnaMbu5Mq5Z6cAjTiV4u34aFGfuAJ0Knrk7t5HGVvXJ6CEyIqqamBvX19XB3d4dUKkVJSQk+++wznD59GpMmTYJIJEJaWhrOnz8PFxeXTra669Ptc3LkRQ5TodTevWy0LaIKCwtx48YNGBoawtHRkQocSvvTnKRjqbT14Z7qmoZHM9FUWdVZ5eOtQfex5nvm1it7HHQqmxdSUgWTj6OOpkJmvFaEqZotcJ48d0iN+nliLPJ/4yfPTaX8G3X0AC8OI3AEAgEyMjLg4eEBBwcH9OvXD56entixYwe++uor3L59G6dPn0ZpaSlWrlyJXbt2ITc3t83X37JlC8aMGQNTU1PY2toiNDQUWVlZTR535MgRDBs2DAYGBhg5ciT+/vtvhf2EEKxfvx4ODg4wNDREQEAA7ty502Z7W0L3efdoJkxDwPZAXZl3ayGE4O7du0hLS8OoUaNgYmLC5t5QgUNpNzQkHYPIVFa/cPT0QMRitTkSRH4aufzxWvDicGQycMur2EdXpymh0xS82kaJxcJ6NulYYV2NBNxazSKnMRy5v41CE8ZmhuZa7cGRR164yAkdIpEozqtilsgPi+2BiceMwCkqKkJ6ejpGjhypVCVlZGSErKwslJaWIjU1FcnJyZgyZQp+++03DBw4EBMnTmRTGlrD+fPnsXz5cly7dg2nT59GfX09pk+fDpFI/d/7ypUrePHFF/Hqq68iOTkZoaGhCA0NRXp6Ortm69at2LlzJ3bv3o3r16/D2NgYgYGBqK1tvbBvKRzSlt9MF0AqlSp4bi5cuAA3NzdYWVm1y/XOnTsHb29vpUz3liKVSpGWloby8nK290FKSgpMTU3ZGCvNv6FoHQ1Jx4CaeVUSydP/42nYiglVkTrx007IgGJysfz5Goe25PfJe314jb57NfYmcTQlJXMgM5frBNuWxOOm3hobVVM1ntsk6aOcVNzYk8MRy83a69MwIqOxyAGgNoTEE9ZCZqCcC8Wte1qZ1ThkxeTl8Cqq1QsOFddrscCpbsJLxISeCHkqnhuFo4hE9Yw0NmzVzUUOI3CKi4tx8+ZNjBw5Era2tgprCCH48ssv8e233+Ls2bMYNWqUwv6ysjJkZGRg/PjxWrOruLgYtra2OH/+PCZNmqRyzfz58yESifDXX3+x28aNGwdPT0/s3r0bhBA4Ojrivffew5o1awA0pGXY2dkhPDwcCxYs0Jq9muj2nhxVk8jbK1wFaKeMvLa2Fjdu3EBtbS38/PzYCioej4eioiIUFxdTgUNpH+Q9No0+IJjET7bKRSJRK3CABnGj4MFpCTW1gFD09NFcNAmcJ3DLRU8fZcLW2dcUTQgcoPUl2argiZrXGVoVqkJWvBb2KtK6wGHW1dUpegflRJdCI0D5Y+SFEIfbrOdEV4QROCUlJUhLS4O7u7tKgbNz507s2LEDJ0+eVBI4AGBhYaFVgQM0iBEAGnvOXb16FQEBAQrbAgMDcfXqVQBATk4OCgsLFdaYmZnB19eXXdMRdPvE48Z0RC+btpy/srISSUlJsLS0hJubG3g8Hlsi7uzsjLy8PLwx6AMtWkyhqEEu8ZjD5aifEdQI5kOJHdjZUoSiDk1Gbix0ZBYdMLTwye9Sp6waEovmjYTQqaxVmuulCZ6wweXPrRWr9OY0Cxl5KiwaTSBnaInAaa64AaA+9KnUtuBphVVPSTxmBE5paSlu3ryJ4cOHK/W5IYRg165d+OKLL3Dy5El4e3t3iG0ymQyrVq3C+PHj4e7urnZdYWGhks12dnYoLCxk9zPb1K3pCHqkyOmqnhyBQICbN29i0KBBcHFxUepg/H92y7RsLYWiBg3ffjWFrFQJHHWhKlJXB86TKcmkuhocsZq3G02JxS0JNzUnSRWKoket4NFiFL8lQkcb8KoaQn/qBBOvTKj5d46nVVYt8uDU1ILD4YI0EUIi8jOpGpWSE3Xzztjna8/pePz48WOkpqZi2LBhcHBwUNhHCMG+ffvw6aef4tixY/D19e0wu5YvX4709HRcunSpw67ZnnRPP58G2jPxGGidyCGEIDs7Gzdv3oSHhwcGDhwIDodDE4wpnUejkBWRkYZvyU+8O+zPTMiqtZeprm4QODpd8/sUt0yo8GgvdIuFKiurlOxRUWnFrW4QlppCVk0lIDdVZaXymBYKnOZAVA10ZaqwNAx0VQijshuVQ67dgVhhBMrLy5GSkgJXV1elRn6EEPzyyy/46KOPEBsbiwkTJnSYbStWrMBff/2FuLg49OvXT+Nae3t7CAQChW0CgQD29vbsfmabujUdQbcXOY1zcrqaJ4dJMH748CF8fX1hZ2fHhqeYJn9U4FA6DU0eHXnPiHxeTqMwFamre/qormEfatEUqmqcdNzBtKfYaW65tiqhoy24lU/+LjI5cSAfAmK8KlWi5nuzGgkcjprnlEqBw6DhPbUnzatiBE5ycjKGDh2Kvn37KuwnhODQoUNYs2YNoqOjMWXKlA6xixCCFStWIDo6GufOnWtW/x0/Pz+cPXtWYdvp06fh5+cHAHBxcYG9vb3CmsrKSly/fp1d0xF0za9XbaAr5eTU1dUhOTkZhBD4+flBX1+fdjCmdB009crREPqRz6VQCG21d55NByaYcsufejEUqrW0iHxlVXPhieogNdZn83GU9lc9FZccsaRFOT4sWvDgyIetNIobuS+kCg0An9DTBE5FRQWSk5MxePBglZ6SyMhIrFy5EkeOHFFK6m1Pli9fjoMHDyI2NhampqZszoyZmRkMDRsaXC5atAh9+/bFli1bAAArV67E5MmT8dVXXyEoKAiHDx9GQkIC9uzZA6DBAbFq1Sps3rwZQ4YMgYuLCz755BM4OjoiNDS0w+6tx4kcHR0d1NerLjvUBs31FFVVVSExMREWFhZwd3dXSDBmZmuFmoa1m50UikZUVa3If6CQRvOsmOd8c4VMcz0y3aDRHyN41IkdVZVV6uCVV0Nq3nR+DreyFrInJeVK51ATtmoqZMUtEzX9d2ligrwCzQxRqUXF+ygrdOT64iglG6sZ9dCViRVGsEUnAwcORP/+/ZXXxMZi6dKlOHjwIGbNmtWh9u3atQsAlDxHP//8M8LCwgAAubm5CjMh/f39cfDgQXz88cdYt24dhgwZgpiYGIVk5Q8++AAikQhvvPEGysvLMWHCBJw4cQIGBqqf2+1Bt++TAzR4TBiys7MhFApVltppg4yMDHC5XAwbNkztmqKiIqSmpmLgwIFs/g3tYEzpMjThEdHYO0fe29NY8Cisk2vm1jgfR35dY5Ej/yHckv44QLMTj9uKzFRRpCiJHFXNFBvlxMiMVFdDceR65Mj6GLD5OEqoedvm1CteW96Tw6mqURY58r9/Lke1yFGR/E2qq9WGpRhk6jodM6j5sqiuyk9tZVUXFzyxwgj2S++AAQMwYMAApTXHjh1DWFgYIiIi8Pzzz3e8kT2YHunJae9wlTpPDiEE9+/fx927dzFy5Eg2uYrx3lCBQ+kSNP5QaNxdVn5Xc8NRavaR2jqAW6+wjmOk3flOADpM4AAAt+KJZ8eseWEsVUm/3MoayPoo/h44jZoAcitrVU5j59SIQQyUy/c51U++7MnNHWNCVhwmjCWVqffmNNOL05IycZVo8IS3SOB0cXEDNAgcoVCIxMREODk5qRQ4p0+fxiuvvIK9e/dSgdMO9AiRw3hKgI7JyZH3HDHIZDLcunULJSUlGDt2LMzMzEAIYT04AKjAoXRN5D4siKxxno7qQzg8nmKfE3mRw+EAGiLGCknJCvOLGgksVZ4C0ycl3yIRYNw+uTLNhRE7pE8Ly8MlDe8HqoROc+HU1qsUOq1Gfjp4Y+T658gLHEJkar05TXpxVNDcPk3dhVhhBEQiERITE9G/f38MHDhQaU18fDxeeukl/PDDDx3WAbi30SNEjjyd0fFYLBYjOTkZUqkUfn5+MDAwoAnGlO6HipEP7AcPhwvI5F5XzZxPxdFWDxyGqieVT1xOg9ABOl3scCqEIGbt02CQU10HYqQ8HqJF5yirUqiOU0Ama375dzM9OGoFTi/z4FRXVyMxMRGOjo4qBc6lS5cwf/58bN++HQsXLlSqFKZohx4ncjq6uqqqqgpJSUkwMzPDyJEj2QRjJv+GJhhTugVNzLRq7r42zYpSOE0LEpJVDRE07YCuxnJwKhrEV0vFjra8OWyoCgDqJQohKyU0hazUdD1WJ3Aae3OowGkQODU1NUhMTIS9vT0GDx6sJGCuXbuGefPm4fPPP8err75KBU470iNETuNwVUd5coqLi5GamgpnZ2f2iUwTjCndEvkPjycNAVkxo0lwtKRsXNNabefUVMn1utGm4Gn8wdt4/tfjSpBm5uowcEsrQYyVQ16cJxO55b05nJoWzgoTPREdjWaQsTChQy18yFKB81TgJCQkwNbWFkOGDFESMImJiXjuueewadMmLFu2jAqcdqZHiBx5Oirx+P79+7hz5w7c3d3Zltw0wZjS7ZETNE8/aKRyuzkgTASrCYGjMVTVFloqiKoaNfdrZy8Ph8nVMTNudqdhjqhapdBh97c0bNUWb44cpBm5NYTI1PfC6UUC5/0Tr7N5mTY2Nhg6dKiSgElNTQWfz8e6deuwcuVKKnA6gB4nctrbk8PhcFBTU4OcnByMGTMG5ubmNMGY0ishMqKQp9M4jKX0UfVEQHEM9LUW1moxHI7i1HNC2k30cCpEgHGjUJSk9V/AONV1QG0dYPi0xwintr4hp0a/FQM65RPA5cNUakJW6qACB4iq2A+BQIDMzEwQQlBYWAiJRIK8vDx4enrCwcEB6enpCA4Oxrvvvov333+fCpwOokeIHPkni3zTPa6Wv0mKxWLcvXsXUqkUEyZMYBOMGe8NQBOMKd2cRmEreTTm4jSFvIeotk6jN4Zr1HHDLAE89fS0h9gRVgMmzbufprw5GqkTKwudSqFiiFA+ZMXk2GjwxjXLi0MFDmKFEairq8P9+/dhZ2eH4cOHQygUori4GNu3b8eVK1cwcOBAFBQU4OWXX8ZHH31EBU4H0vXbjbYQnScvYm2HrIRCIa5duwZdXV3weDyFCirmWlTgUHoUKoZ4srRFADWxVlZTo/ToEKqETx/aRFP/mUbd2TlPSrmZfBwFGEGhrhqqroX5Oo2RnwYuarqSqjUCR+25urHAEYvFSExMhKmpKUaMGAEul4s+ffpg0KBBOHnyJP744w8UFhbCzs4OBw4cwODBg/HOO+/g1KlTKtuRtIQLFy4gODgYjo6O4HA4iImJ0bg+LCwMHA5H6eHm5sau2bhxo9J+Tc1vuzo9TuTwnnwz0WbIqqSkBNeuXYO9vT1GjBgBmUymlGBMBQ6lx9IoT4fICDsVulm9TbQwc4oRO6SuDqSmFqStIwWaQpXgaSLpGFINH8otGJfAaYbAYFH3e2C2N/77SCRPvTiq9kOuj5G6DsNovQdH1fOlOwuc+vp6JCYmwsTEBG5ubkoempycHLz11lt49dVXcefOHZSUlODbb7+FWCzGkiVL8Nprr7XJBpFIhFGjRuH7779v1vodO3agoKCAfTx8+BCWlpaYN2+ewjo3NzeFdZcuXWqTnZ1JjwtXcTgcrZaRP3jwAP/88w/c3Nzg6OiI2tpayGQySCQSOkGcQgEAImOTkRmaSkpWS0tyQWpqwTFswQycxudu7kQbRui0tB9P4/MLqwGDtvW8YampVcjNYVEVtmoBGqfHM2toiEpB4BgZGcHd3V0pPSI3NxezZs1CcHAwvv76a3C5XBgZGSEoKAhBQUEghKCysrJNdsycORMzZ85s9nozMzOYmZmxP8fExKCsrAyvvKL4JV1HR4ft2N/d6XGeHEA7vXJkMhkyMjKQnZ0NHx8fODo6ghACLpcLLpeLtLQ0KnAovQO5kFVj1IWp5D09RFLPPrRdKi7v1Wl3745IpLonT3ORSBqSnoXNOEdz7qW59yv/XlhXpyy+NL1XNp4KTgUOK3CSkpKgr6+PkSNHKgmc/Px8zJo1C9OnT8d3332nMj+Uw+EoCI7OYN++fQgICICzs7PC9jt37rBNDF966SXk5uZ2koVtp0d4chrT1q7H9fX1SElJgVgshp+fHwwNDdkEYw6HgzFjxmCh49tatJhC6QZomHnV7FPUq5g8ranUWeFy6q8nL3Ra5N1pDYzQacsMLqEIMFHjGWIqsOS9NarERX09oKtitEOVUH2HYwYVFVRqRaKMAFwOFThoEDgSiQTJycnQ1dXFqFGjlARMYWEhZs2ahYkTJ2L37t1aL4DRFvn5+Th+/DgOHjyosN3X1xfh4eFwdXVFQUEBNm3ahIkTJyI9PR2mpqadZG3r6REip3EctC2eHGbWiImJCXx9faGjo6M0ooEKHAoFSmGqJkNUakRRY+HD0WvbTKbGH9btInpk5GmeTTOrp5SorFIdcpJHXViKQZ3QaYxUqlmMVNdoDBVSgdMgcKRSKZKTk8Hj8VQKnKKiIsyePRve3t7Yt28fmyPaFYmIiIC5uTlCQ0MVtsuHvzw8PODr6wtnZ2f8/vvvePXVVzvYyrbTI0ROY1rbK6e0tBQpKSno168f28iJjmigUJrBky7JiptaF5oiTKdf5vimvBJNnU9O9LAT0Jubj9MchNUN4w3kS9+be/7miBimAktPTa6NvNBhhqaq6HBMpFJFIdrYm6NupINYTdWWtgRON0Be4HA4HHh6eioJmNLSUoSEhGD48OE4cOAAW+nbFSGEYP/+/Vi4cCH01D2vnmBubo6hQ4fi7t27HWSddum6f4U20Jqux7m5ucjKysLw4cPRr18/AA1PBEYs0fwbCkUN6jw0jUVPC77UKgikJ69B5mycJt6UNSGfWKttDw8z34mjqs+Ppi9dTQkdBrH4qdCp1zDmXf6aTz5oiYZSZaKh9LzdBU438uCkpKSAEAIvLy8lgVNWVgY+n48BAwbg0KFD0G2Od60TOX/+PO7evdssz4xQKER2djYWLlzYAZZpnx4hclSFq5rryZHJZMjKykJ+fj58fHxgYWHBdjBmSsWpwKFQNMB8UDWRo9P4w6+1FViNP3hbK3raK6xFqqsBGQFHU2M/WaMP95pa9vfDMdBgh7zQkaeZYavG3hxSUwvIh1ya493pZR4cmUyG1NRUSKVSlQKnoqICc+bMgZ2dHX7//fcmPSPaRCgUKnhYcnJykJKSAktLSzg5OWHt2rXIy8vDgQMHFI7bt28ffH194e7urnTONWvWIDg4GM7OzsjPz8eGDRvA4/Hw4osvtvv9tAc9QuQ0prmenPr6eqSmpqK2thZ+fn4wMjJS6mBMBQ6F0kw0dEtWuVyN6GlpmEte9LTJy6Mm8VZJ/DSuOFLjjSCias1CR50dtbUNQqc53prG12ucxC2RKP2elcJWMplKocN6f+SFTi/z4DACp76+Hl5eXkohqKqqKsydOxd9+vRBVFQUDDQJ1HYgISEBU6dOZX9evXo1AGDx4sUIDw9HQUGBUmVURUUFIiMjsWPHDpXnfPToEV588UWUlpbCxsYGEyZMwLVr12BjY9N+N9KOcAjRZnC6cyCEQCz3RpeRkQEejwdXV1e1x1RXV7M9DkaNGqUywZg2+KNQtEQrKrG4zay6UnvJdvhGzTE0aFrkqPhQ5zTuXdPIk6NKIKjydDFJ2qqSs4m4XmWlGqmtUxrWyeHxlJOJ5YSOyjCVhi+OPVXgpKWloaamBt7e3kohKJFIhLlz54LD4eDYsWMwMWnfwa+U1tEjPTlNhaseP36M5ORk9O3bF66urmyCMePBoQnGFIqWaaGXBwBkclVXrRE82gprKZyzphZEJgPXsAXl44SA1NY1DCZtybUae1zk94nrFYQOk6xN6iUKQkddVZRMVK3h3FTgyGQypKeno7q6WqXAqampwYIFCyCVSnHixAkqcLowPULkNM7J0dHRUTsT5NGjR7h9+zaGDRuG/v37A4DSiAYKhdKOtKLfDiN4OFyOVnJ5Wp3H88QDIz9Pq7nihRUcT87R5HH1kgbR8mRd41L7xkKH3d5I6DDnauzNUcrPUTc4tRUCR/Xi7iFwCCG4desWhEIhfHx8lHJs6urq8NJLL0EoFOLUqVPdsndMb6JHiBwArDcGUN0nhxCCrKws5OXlwcvLC1ZWVgDAem+owKFQOolmenmYXB1tJDBrK48HeCpeOAb6Guc9qTpOrdCREzSa1qkTOio9NU+Ejrx3hxE6jCeIafzH7pcTl0rX7oEeHEIIMjIyUFVVBW9vbyWBIxaLsWjRIhQVFeHMmTOd3rGY0jQ9RuTI07jjsUQiQWpqKqqrqzFu3DgYGxuzFVSMGKICh0LpArQirCX/YduZgofUNoxM4OjLCZImUh5V5cuoXafq3iQSkEY9cZj7UfLUSCQNicONOx03FiuNhA7QIFzkhU5P9eDcvn0b5eXl8PHxgb6+orCsr6/HK6+8ggcPHuDcuXOwtLTsJGspLaFHihz5nJzq6mokJSXBwMAA48aNg66uLk0wplC6A0ofjk0LmPYUPKRx2be6czwJlXP0VXhfVJxDwRMEKHhx2DVSKSCVKtokn3eoovkfcxyHx2sQOOxGuWopdZPTn0yaVzjXE6HTUz04mZmZePz4sUqBI5FI8MYbbyArKwvx8fGwtrbuJGspLaXHiBxV4aqysjIkJSXB0dERrq6u4HK5NMGYQummtFTAtDWs1WIPTyOvDSt2NBwrb2NzkpOJWKz+fBKJSiGmUpSo6W6s8RhN27upwPngZINwqampQWVlJcaMGaNUBi6VSrFs2TKkpKQgPj4etra2nWQtpTX0iBJyoMGVyPS2YaqnZDIZXF1d4eTkBIAmGFMoPZHWeGxam7wMQP2YiSbeSjl6es0qHQch4MiHn1SVl6sZ+kjqJQCv0T7GW6MqqViFOFEbilLXD6ibCpyoiv0oKSlBdnY2RCIRdHR0YG1tDR0dHdjY2MDa2hoymQxvv/02Ll68iLi4OLZYhdJ96DGeHAZCCB49eoT6+nqMGTOGJhhTKD2c1nhs2hTWkkjYD/aWDBNlw1KajnkilIhEoiB0lJapqKBiq6+kMmWhAyjm2sj/zuRyn3qLwGFCVJWVlZBIJPD390d9fT2Ki4vx448/4qeffmIHcObn5+PSpUtU4HRTuuYM+FYikUiQnJyMsrIycDgcWFlZseEpJgeHChwKpWdDpFL20R7rFY4V1zdUJrXAIc4c09T1CJNU3JgnnpnGJeWq1ijl3GgQJb1J4ADAvXv3kJ+fD29vbxgbG8Pc3BxDhgzBl19+icuXL4PL5SI1NRUCgQAhISH4+OOPcePGDTZi0BYuXLiA4OBgODo6gsPhICYmRuP6+Ph4cDgcpUdhYaHCuu+//x4DBgyAgYEBfH19cePGjTbb2t3pMSKntrYW169fZ+eLMKEp5gEo99OhUCg9m/YQPKo+3MmTnjZqhYcqQcBUO7EnUbFGKtU8SkHTddUkFatcS2Stnhovf46ujrzAefjwIStw5JHJZPjtt9/w6NEj3Lx5E8XFxVi3bh3u3buHwMBA9OvXD0KhsE12iEQijBo1Ct9//32LjsvKykJBQQH7kM8P+u2337B69Wps2LABSUlJGDVqFAIDA1FUVNQmW7s7PSYnJykpCQAwfPhwyGQynDlzBlOmTAGXywWXy1USOHyTxZ1hJoVC6QK0JERFZESh43Jzh00qhJMaH9NYEOjoqBc5CidVk4ujojuyqpCcwjZ1JeFPrqEUBmT6FHVzD879+/dx//59eHt7KzXyI4Tgs88+w759+3Du3Dm4ubkp7K+vr0dycjLGjh2rNbs4HA6io6MRGhqqdk18fDymTp2KsrIymJubq1zj6+uLMWPG4LvvvgPQINb69++Pt99+Gx9++KHW7O1u9BhPjru7O9zc3FhRAwAPHjxAXV2dksCpqanBh6ffwvrz7+Bo2d7OMJdCoXQizfXwMB/osnoJ+2j2NZry7sgjUbFOhW2q7GW2KVRqqRjKqaoknKgoFQeRqRQtzHoVO5S3dTEYgfPgwQPk5OSoFTjbtm3Dnj17cPr0aSWBAwC6urpaFTgtxdPTEw4ODnj22Wdx+fJldrtYLEZiYiICAgLYbVwuFwEBAbh69WpnmNpl6DGJx0xvHCa52N3dHfn5+bh//z5MTExgZ2cHW1tbdvK4ra0tW1bOvAAA6uGhUHob6hKX1XlsWpy0TGQgkiejHHR01QoIQK7DsKpBm8waJvzO46kUM5rsUPIEtSXfhsPtVgInNzcX9+7dg5eXl0qBs3PnTuzcuROnT5+Gh4dHZ5iqFgcHB+zevRs+Pj6oq6vD3r17MWXKFFy/fh1eXl4oKSmBVCqFnZ2dwnF2dnbIzMzsJKu7Bj1G5MgnGAOAvb09HBwc2Ix5gUCA7OxsEEJgZWWFfv36qczRoYKHQundqArdNGetSsHTSAQQSb3SWpU5Pk969GgSUU0mCsvbzmyT39fWhOJuJHAePXqE7OxseHl5KY1iIIRg165d+OKLL3Dy5El4e3t3hqkacXV1haurK/uzv78/srOz8c033+CXX37pRMu6Pj1G5OzatQsDBw7E+PHjoaurywoYXV1d2Nvbo6qqCmVlZejXrx9qampw48YNGBgYsB4eU1NTJdFDBQ+F0stpwZiJlnh4miuk2HWq1qiyTX6bJhFCZEqjGho2d89wlCqY9++8vDz8888/agXOvn378Omnn+Lvv/+Gr69vZ5jaKsaOHYtLly4BAKytrcHj8SAQCBTWCAQC2Nvbd4Z5XYYeIXKY4Zv//ve/weFwEBQUhDlz5mDSpEkQi8V46aWXYGNjg+3bt8PExARAQxfLkpISCAQCJCQkQE9PD7a2trC1tYWZmRkVPBQKRZHWCh4NVUsNouJp+EnpOo2vre66GoQI29NHPtGYCX3J7euJAic/Px9ZWVnw9PRUStglhODAgQP46KOP8Oeff2L8+PGdYGnrSUlJgYODAwBAT08P3t7eOHv2LJvALJPJcPbsWaxYsaITrex8ekx1FdCQ+X7hwgUcOXIEsbGxqKmpAYfDgZmZGf766y8MHDhQ5XFSqRSlpaUoKipCcXExeDwebG1tYWdnB3Nzc42l51TwUCi9nGYOElU5yVuFsGhtKbf8uTRWQqk+mDlQeVs3gxE4BQUFuH37NkaNGsU2hWUghODQoUNYtWoVYmNjMW3atA61USgU4u7duwCA0aNH4+uvv8bUqVNhaWkJJycnrF27Fnl5eThw4AAAYPv27XBxcYGbmxtqa2uxd+9efPvttzh16hRr+2+//YbFixfjxx9/xNixY7F9+3b8/vvvyMzMVMrV6U30KJEjT1JSEmbOnAkzMzNUV1ejqqoKM2fORGhoKAICAmBkZKTyOJlMhsePH0MgEKC4uBgcDof18FhYWLCVW6qggodC6eW0QPA0JUDUiZ02iRnVJ2z9sV0MRuAIBALcunULHh4eKodpHj16FMuWLcORI0cwc+bMjjaTLQlvzOLFixEeHo6wsDDcv38f8fHxAICtW7diz549yMvLg5GRETw8PLB+/Xqlc3z33XfYtm0bCgsL4enpiZ07d3arEFx70CNFzh9//IGXX34ZH374IdauXQtCCK5du4ajR48iJiYGRUVFCAwMBJ/Px4wZM9gQVmNkMhnKyspQVFSEoqIiEEJgY2MDOzs7WFpaUsFDoVDUo0nwtCD01bBEC2KmObZ0YxiBU1RUhLS0NHh4eMDGxkZ5XWwsXnvtNRw6dAghISEdbSalg+lxIicpKQmTJk1CeHg4nn/+eaX9MpkMiYmJiIyMRFRUFB49eoSAgADw+XzMmjULffr0URmeIoSgvLwcAoEARUVFkEqlsLGxga2tLaysrMDTkGhIBQ+F0stpTul2M71AraIHhaNUwQic4uJi3Lx5EyNHjlQ5LfzYsWMICwvDgQMHMHfu3I42k9IJ9DiRQwjBgwcPMGDAgCbXymQypKWl4ejRo4iKisLdu3cxbdo0hISEYPbs2bCwsFAreCoqKlgPj1gshrW1Nezs7Ngsd3VQwUOhUJqkqWoqdWvk1/VQQdMYRuCUlJQgNTUV7u7uKnNQTp8+jZdeegk//fQTXnzxxY42k9JJ9DiR01oIIbh9+zYreDIyMjBp0iSEhoYiODgY1tbWagVPVVUVioqKIBAIUFtbC2tra9ja2sLGxgY6GiYJU8FDoVCapKmme71EzKiCETilpaVITU3FiBEjVJZMx8fH44UXXsAPP/yAhQsX0jmGvQgqclRACMHdu3dZwZOSkgJ/f3+EhoYiJCQE9vb2agWPSCRiQ1oikQhWVlaws7ODjY0NdHV1lY6pra1FSkoKdHV18e/JOzvi9igUCqXbwwicx48fIyUlBcOHD2dLquW5ePEinn/+eXzzzTd49dVXqcDpZVCR0wSEENy/fx+RkZGIjo7G9evX4evrCz6fDz6fr7ZzMtAwaZbx8AiFQlhaWrKVWnp6eqiqqkJycjKsrKwwfPhwhURm6uWhUCgU1TACp6ysDMnJyXB1dUXfvn2V1l27dg1z5szBf/7zHyxbtowKnF4IFTktgBCCvLw8REVFITIyEpcvX4aXlxcreFxcXNS+iGpqalgPT2VlJYyNjSESieDs7IzBgwfTXjwUCoXSDH66tw1WVlbsl8QhQ4agX79+SusSEhIQEhKCTZs24Z133qECp5dCRU4rIYSgsLAQMTExiIyMxPnz5+Hu7g4+n4/Q0FAMGTJE7Yvq3r17uHfvHoyMjFBdXY0+ffqw4yUMDQ01XpcKHgqF0lvZlvQRioqKUFtbC6BhAOXQoUOhr6+vsC4lJQVBQUFYt24d1qxZQwVOL4aKHC1ACEFpaSliY2Nx9OhRnDt3DkOHDkVISAjmzJmD4cOHg8PhQCKRYM2aNfD19cXMmTNhbm6Ouro6tkqrrKwMpqambLdldQ0LGajgoVAovQUmRFVRUYHExERYWFigvr4elZWVSE1NRVlZGebOnQsdHR0EBQVh1apV+Oijj6jA6eVQkaNlmH46f/zxByIjI3H69Gk4OTlhxowZuHTpEgQCAaKiouDu7q50rFgsZiemP378GMbGxqyHR13DQgYqeCgUSk+FEThVVVVITEzEgAED2DYhdXV1iIyMxM8//4wbN25AJpNh7Nix2Lp1K/z9/TW29GgpFy5cwLZt25CYmIiCggJER0ezs6JUERUVhV27diElJQV1dXVwc3PDxo0bERgYyK7ZuHEjNm3apHCcq6srMjMztWZ3b4aKnHamsrISv/76Kz766CNUVlaiX79+eO655xAaGgpvb2+1XZPr6+vZAaKlpaUwNDRkPTwmJiY0h4dCofQaYoUREAqFSEhIgJOTk8o5hHfu3MH06dMxbtw4mJub49ixY+BwOJg9ezb4fD6CgoJUVri2hOPHj+Py5cvw9vbGc88916TIWbVqFRwdHTF16lSYm5vj559/xpdffonr169j9OjRABpEztGjR3HmzBn2OB0dHZXjKCgth4qcdiY9PR1BQUGYNGkStm/fjnPnziEqKgrHjh2DhYUFQkJCwOfz4evrq/Ybh0QiQUlJCTtAVF9fn/XwqOvQzEAFD4VC6c7ECiMgEomQkJCAfv36YdCgQUpr7t27h5kzZ2Lu3Ln4+uuvweVyIZVKceXKFcTGxuL8+fO4cuVKm0WOPBwOp0mRowo3NzfMnz8f69evB9AgcmJiYpCSkqI12yhPUd+pjtJm4uLiMGfOHKxatQobNmwAh8PBvHnzMG/ePNTU1ODUqVOIjIzECy+8AAMDAwQHB2POnDnw9/dXaCKoo6MDe3t72NvbsxPTBQIBEhMToaury3p4zMzMlAQP4+YFqOChUCjdi1hhBKqrq5GYmAhHR0eVHpwHDx4gKCgIwcHBrMABAB6Ph4kTJ2LixIkdbbZaZDIZqqqqYGlpqbD9zp07cHR0hIGBAfz8/LBlyxY4OTl1kpU9C+rJaUdSU1ORlpaGl19+WeM6sViMM2fOIDIyErGxseByuZg9ezbmzJmDSZMmqf32IZPJUFpayiYuc7lc1sNjbm5OB4hSKJRuS6wwAjU1Nfjf//4He3t7lRWreXl5CAwMxLRp0/Djjz9qfM/TNq3x5GzduhWff/45MjMz2dlax48fh1AohKurKwoKCrBp0ybk5eUhPT0dpqam7WR974GKnC5GfX09zp8/z05Mr6+vR1BQEEJDQzF16lSlUkkGZmI604sHANt4kE5Mp1Ao3QlG4CQkJMDW1hZDhw5VEjiFhYWYMWMG/Pz8sH//fq0mGDeHloqcgwcP4vXXX0dsbCwCAgLUrisvL4ezszO+/vprvPrqq1qytvdCRU4XRiqV4uLFi6zgEQqFmDlzJkJDQxEQEKC2pw4hBGVlZayHh5mYbmdnBysrKyp4KBRKlyVWGIHa2lokJCTAysoKw4YNUxI4RUVFmDVrFjw9PXHgwAGNMwLbi5aInMOHD2PJkiU4cuQIgoKCmlw/ZswYBAQEYMuWLVqwtHdDRU43QSqV4tq1a+x4iZKSEgQGBoLP5yMwMFBtiTkzMZ3x8NTX18PGxga2trYKE9OZ6e337t3DyJEjYWNjQwUPhULpUBiBw/TBYXqMyVNaWoqgoCAMHToUhw4d0moycUtorsg5dOgQlixZgsOHD4PP5zd5XqFQCCcnJ2zcuBHvvPOOlqztvVCR0w2RyWRISEhgBc+jR4/w7LPPgs/nY+bMmTAzM1N5HCEElZWV7Dyturo6dmJ6WVkZiouL4enpqfZ4KnooFEp7ESuMQF1dHRITE2FmZoYRI0YoCZyysjIEBwejf//+OHLkCPT09DrURqFQiLt37wIARo8eja+//hpTp06FpaUlnJycsHbtWuTl5eHAgQMAGkJUixcvxo4dO/Dcc8+x5zE0NGTfZ9esWYPg4GA4OzsjPz8fGzZsQEpKCjIyMmBjY9Oh99cToSKnmyOTyXDz5k12Yvq9e/fwzDPPgM/nY/bs2TA3N1c7MV0oFKKwsBAPHz6EVCqFpaUlHBwc1E5Ml4cKHgqFoi1ihREQi8VISEiAqakp3N3dld63KioqEBISAmtra8TExKjNT2xP4uPjMXXqVKXtixcvRnh4OMLCwnD//n3Ex8cDAKZMmYLz58+rXQ8ACxYswIULF1BaWgobGxtMmDABn332mcpSeUrLoSKnB0EIQUZGBo4ePYro6GhkZGRg8uTJCA0NxezZs2Ftba3wxlFYWIi7d+9CX18fgwcPZvN4mInpdnZ2sLGxafLbEhU8FAqltTACJzExEcbGxnB3d1fKG6yqqsKcOXNgZGSEP//8s8kZfxQKAxU5PRRCCO7cucMKnpSUFIwfPx6hoaEICQlBSUkJnnvuOTz//PP49NNPFSoTqqur2ZBWVVUVLCws2Eqtpr49UcFDoVCaS6wwAvX19UhMTIShoSFGjhypJHBEIhHmzp0LDoeDv//+G8bGxp1kLaU7QkVOL4AQgvv37yMyMhJRUVG4fv06uFwuRo0ahV9++QVOTk5quybX1NSwVVoVFRUwMzNje/EYGBhovC4VPBQKRR2MwElKSoK+vj48PDyUBE5NTQ3mzZsHsViM48eP074xlBbTcZ2TmuD777/HgAEDYGBgAF9fX9y4cUPj+iNHjmDYsGEwMDDAyJEj8ffffyvsJ4Rg/fr1cHBwgKGhIQICAnDnzp32vIUuC4fDgYuLC9asWYMPP/wQhoaGmD17NoyNjTFy5Eg888wz2L59O3JyctBY8xoaGsLZ2RljxozBxIkTYW9vj6KiIly6dAk3btzA/fv3UV1drfK6scII9kGhUCgMscIISCQSJCcnQ09PT6XAqa2txf/93/9BJBLh2LFjVOBQWkWX8OT89ttvWLRoEXbv3g1fX19s374dR44cQVZWFtsVUp4rV65g0qRJ2LJlC2bPno2DBw/iiy++QFJSEjvd+4svvsCWLVsQEREBFxcXfPLJJ0hLS0NGRkaTHoieyq5du/D+++8jIiICc+fOBSEEhYWFiI6ORmRkJC5cuICRI0eCz+eDz+er7DDKIBaLWQ/P48ePYWJiwo6XaMqdTD08FErvJVYYAalUiqSkJHC5XHh6eio18hOLxXj55ZdRUFCA06dPK41BoFCaS5cQOb6+vhgzZgy+++47AA0VQ/3798fbb7+NDz/8UGn9/PnzIRKJ8Ndff7Hbxo0bB09PT+zevRuEEDg6OuK9997DmjVrADRk5tvZ2SE8PBwLFizomBvrQiQlJWH69On4448/4O/vr7SfEIKSkhLExsbi6NGjOHfuHFxdXcHn8xEaGqqyXwVDfX09iouL2YnpRkZGbEiLTkynUCgMjMBJTk4G0FCG3Vjg1NfXIywsDPfu3cPZs2fpNG5Km+h0kSMWi2FkZISjR48qNFVavHgxysvLERsbq3SMk5MTVq9ejVWrVrHbNmzYgJiYGKSmpuLevXsYNGgQkpOT4enpya6ZPHkyPD09sWPHjna8o65LWVkZLCwsmlzHdEz+448/EBUVhVOnTmHAgAHg8/mYM2eOyuoHBolEguLiYhQVFaGkpAQGBgash8fU1JQKHgqll8IInJSUFMhkMnh5eSkJHIlEgtdeew23bt1CXFycSk8+hdISOn0KeUlJCaRSKezs7BS229nZITMzU+UxhYWFKtcXFhay+5lt6tb0RpojcICGHB5LS0uEhYUhLCwMFRUV+OuvvxAVFYVp06bB3t6e9fB4eXkpCB4dHR04ODjAwcEBUqkUJSUlEAgESEhIgK6uLuvhoRPTKZTew4G8nZBKpUhNTYVUKlUpcKRSKZYtW4bU1FTEx8dTgUPRCp0ucihdHzMzM7z00kt46aWXIBQKcfz4cURGRmL27NmwsLBASEgIQkNDMXbsWIU3Lh6PBzs7O9jZ2UEqleLx48cQCARITk4Gj8djPTyqGhbGCiNQUlKCmzdvYkcITVymULorn117H0lJSZDJZODxeBg+fLiSJ1gmk+Gdd97BtWvXEBcXBwcHh06yltLT6HSRw8xPEggECtsFAgHs7e1VHmNvb69xPfOvQCBQeLEIBAKF8BWl5ZiYmGDevHmYN28eqqurcerUKURGRuL555+HkZERgoODERoaCn9/f4WheTweDzY2NrCxsYFMJsPjx49RVFSE1NRUcDgctg+PhYUFuFwu8vPzcfv2bbi5uVEPD4XSTYkVRrBd2Zkmo1lZWbh58yb27duHadOmITQ0FP/5z38QHx+PuLg49O/fv7PNpvQgOr2EXE9PD97e3jh79iy7TSaT4ezZs/Dz81N5jJ+fn8J6ADh9+jS73sXFBfb29gprKisrcf36dbXnpLQcIyMjhIaG4pdffkFBQQH27NnDVkUMGTIEb7/9Ns6dO4f6+nqF47hcLqytrTFixAhMmjQJI0eOBACkp6fjwoULuH79Om7fvg0PDw8loUvL0imU7gEjcNLT01FTUwNfX1+MGDECEydOxMiRI+Hg4IAdO3bAxcUFERERWLJkSbvMorpw4QKCg4Ph6OgIDoeDmJiYJo+Jj4+Hl5cX2w2eGcEgT0vbnlA6h04XOQCwevVq/PTTT4iIiMDt27exdOlSiEQivPLKKwCARYsWYe3atez6lStX4sSJE/jqq6+QmZmJjRs3IiEhAStWrADQkFOyatUqbN68GX/88QfS0tKwaNEiODo6NjkxltI6DAwMEBQUhP3796OgoAC//vordHR08Nprr2HgwIFYunQpTp48ibq6OoXjuFwuLC0tMXz4cEycOBEWFhYQCoXQ0dFBeno60tPTUVRUBKlUqnRNecFDRQ+F0nWIFUaAEIJbt25BJBLB29ubnYfH4XBgb2+Pr776CnPmzIGVlRVWr16NM2fOwMnJCb6+vtiyZYvW+pqJRCKMGjUK33//fbPW5+TkICgoCFOnTkVKSgpWrVqF1157DSdPnmTX/Pbbb1i9ejU2bNiApKQkjBo1CoGBgSgqKtKKzRTt0enVVQzfffcdtm3bhsLCQnh6emLnzp3w9fUF0DDkbMCAAQpq+siRI/j4449x//59DBkyBFu3bsWsWbPY/YQQbNiwAXv27EF5eTkmTJiAH374AUOHDu3oW+vVSCQSXLp0CUePHkVMTAyEQiFmzZqF0NBQTJs2jZ1BU1NTgw0bNmDmzJnw9fWFoaEhKisrIRAIUFRUBLFYDGtra9jZ2cHKykohFKYKGtaiUDoHeYFTWVkJb29vpXEwhBB89tln2LdvH+Li4jBixAgAQHFxMf766y/ExMTAx8cHn3zyiVZt43A4iI6O1vhl91//+heOHTuG9PR0dtuCBQtQXl6OEydOAGh52xNK59FlRA6l5yOVSnH16lVERkYiOjoapaWlmDFjBqZNm4Y9e/aguroax48fV6qKYyamM4KnpqYGVlZWsLOzg7W1NZ2YTqF0ERiBc/v2bZSVlcHHx0elwNm2bRu+++47nDt3Dh4eHh1mX3NEzqRJk+Dl5YXt27ez237++WesWrUKFRUVrWp7Quk8ukS4qivRkjjrTz/9xIZYLCwsEBAQoLQ+LCwMHA5H4TFjxoz2vo0uCY/Hw4QJE/DNN9+wjb5sbGywcuVKpKamYtCgQYiPj0dlZaXCcRwOB6amphg8eDD8/f3h6+sLU1NT3L9/H+fPn0dycjLy8vKUcn8YaEiLQml/GIGTmZmJx48fq/Xg7NixAzt37sTJkyc7VOA0F3UtSiorK1FTU6Ox7UlvblHSVaEiR46Wxlnj4+Px4osvIi4uDlevXkX//v0xffp05OXlKaybMWMGCgoK2MehQ4c64na6NFwuFxYWFjhx4gTmzZuHq1evwtPTE1u3bsWAAQMwb948/PrrrygrK1Oap2ViYoJBgwbBz88Pfn5+MDc3x8OHD3H+/HkkJibi0aNHSrk/DFTwUCjahxE4WVlZKCkpgbe3t9L4HEIIfvjhB2zbtg3Hjx+Ht7d3J1lL6U1QkSPH119/jddffx2vvPIKRowYgd27d8PIyAj79+9Xuf6///0vli1bBk9PTwwbNgx79+5lK8Pk0dfXh729PftoblO+nsz//vc/jB8/HnPnzsWBAwcwduxYfPbZZ8jIyEBCQgLGjBmD77//Hi4uLpgzZw7Cw8NRUlKiJHiMjY3h4uKCcePGYfz48bC2tkZ+fj4uXryIhIQE5Obmora2VqUNVPBQKG2HETh37txBcXExfHx82Fw7BkII9u7di82bN+Ovv/5i8y27IupalPTp0weGhoatantC6TyoyHmCWCxGYmIiAgIC2G1cLhcBAQG4evVqs85RXV2N+vp6pWFyTPdOV1dXLF26FKWlpVq1vTuSkJCADz/8ENu2bVNoDMbhcODu7o6NGzciJSUFaWlpmDJlCvbv349BgwZh9uzZ+Omnn1BYWKh2YvrYsWMxYcIE2NraKkxMf/DgAWpqalTaQwUPhdJyGIFz9+5dFBYWwtvbW6XAOXDgAD7++GPExsZi/PjxnWRt82iqRUlr2p5QOg+aePyE/Px89O3bF1euXFF4on7wwQc4f/48rl+/3uQ5li1bhpMnT+LWrVusq/bw4cMwMjKCi4sLsrOzsW7dOpiYmODq1atKbc0p6iGEICcnB5GRkYiKisL//vc/+Pn5gc/nIyQkBH379lU7F6uuro4dIFpWVgYTExN2vASdmE6htA7mC0F2djYePXoEHx8fpdcTIQSHDh3CqlWrEBsbi2nTpnW4nUKhEHfv3gXQMBD066+/xtSpU2FpaQknJyesXbsWeXl5OHDgAICGEnJ3d3csX74cS5Yswblz5/DOO+/g2LFjCAwMBNCQ2rB48WL8+OOPGDt2LLZv347ff/8dmZmZSrk6lM6FipwntFXkfP7559i6dSvi4+M1JtMxw0PPnDnTKS/4ngAhBA8fPkRUVBSioqJw5coV+Pj4gM/ng8/nw9nZWa3gEYvF7ADR0tJSGBsbs+MlTExMNF6XCh4KpQFG4Ny7dw+5ubnw8fFR+fo5evQoli1bhiNHjmDmzJkdbSaABk/61KlTlbYvXrwY4eHhCAsLw/379xEfH69wzLvvvouMjAz069cPn3zyCcLCwhSO19T2hNJ1oCLnCW0pC/zyyy+xefNmnDlzBj4+Pk1ey8bGBps3b8abb76pDdN7NYQQFBQUIDo6GpGRkbh48SI8PDxYwTN48GC1gqe+vp4dIFpaWgpDQ0MFwSN/HOOSz8vLg5eXFxY6vt1Rt0ihdCkYgZOTk4MHDx7A29sbpqamyutiY/Haa6/h0KFDCAkJ6WgzKRQAVOQo4Ovri7Fjx+Lbb78F0BBndXJywooVK9Q2eNq6dSs+++wznDx5EuPGjWvyGo8ePYKTkxNiYmLoC1/LEEJQUlLCCp64uDgMGzaMFTzDhw9XK3gkEglKS0shEAhQUlICPT09BcHDlMV6eXkpueSph4fSW2AEzoMHD3Dv3j34+PioFDjHjh1DWFgYDhw4gLlz53a0mRQKCxU5cjQVZ120aBH69u2LLVu2AAC++OILrF+/HgcPHlRIpjMxMYGJiQmEQiE2bdqEuXPnwt7eHtnZ2fjggw9QVVWFtLQ0pR4SFO1BCEFZWRliY2MRFRWF06dPw8XFBXw+H3PmzIGbm5vSJGQGqVSK0tJSFBUVoaioCIQQcLlcjBgxAra2tmqFEkAFD6Xnwgic3NxcZGdnw9vbG3369FFad/r0abz00kvYu3cvFixY0NFmUigKUJHTiJaMlxgwYAAePHigdI4NGzZg48aNqKmpQWhoKJKTk1FeXg5HR0dMnz4dn376KU1O62AqKirw559/IioqCidPnoSDgwP4fD5CQ0MxevRolYJHIpEgJSUFdXV16NOnD0pLS9mJ6XZ2djA3N1crlAAqeCg9B0bgPHr0CHfu3IGXlxfMzMyU1sXFxWH+/Pn44YcfsHDhQo1fCCiUjoCKHEqvQygU4u+//0ZkZCT+/vtvWFlZISQkBKGhoRgzZgx4PB7y8/MRFhaGd999F88++yx0dHQgk8lQVlYGgUCA4uJiEEJga2sLW1tbWFpaahQ8ABU9lO4JI3Dy8vKQlZUFLy8vmJubK627ePEinn/+eWzfvh1LliyhAgdAv379sG7dOixbtozdduXKFQQEBOD27dtwdnbuROt6B1TkUHo11dXVOHnyJCIjI3Hs2DEYGxtj0qRJOHPmDNzd3XHkyBGlvh9AQzisvLycnacllUphY2MDOzs7WFpaNtkegAoeSneAETj5+fnIzMzE6NGjVTYzvXr1KubMmYPPP/8cS5cupQLnCXPnzkWfPn3w888/A2h43/D19cWzzz6Lzz77rJOt6x3QZoBdnJbM0goPD1eak6Wqtfr69evh4OAAQ0NDBAQE4M6dO+19G10WIyMjzJkzB7/++isKCgrw0UcfITY2FhUVFUhPT8e//vUvxMXFKc3F4nA4sLCwwLBhwzBx4kSMHj0aenp6yMzMxPnz55GWlgaBQACpVKryurT5IKWrwzw3CwoKkJmZCU9PT5UCJyEhAXPnzsWnn35KBU4jxo0bh//973/sz7/88gsePnyItWvXdqJVvQsqcrowLZ2lBQB9+vRRmJPVOGdo69at2LlzJ3bv3o3r16/D2NgYgYGBakcf9CbS0tLwySef4N1330VVVRV+/fVXcLlcLFmyBIMGDcKyZctw6tQpiMViheM4HA7Mzc0xdOhQTJgwAT4+PjAwMMDdu3cRHx+P1NRUFBQUQCKRqLwuFTyUrkZMVTiAhlEFt2/fxqhRo5Q6uQNASkoK+Hw+PvroI7zzzjtU4DRi3LhxuH37NoRCIUQiEdatW4fNmzc32ZOLoj1ouKoL4+vrizFjxuC7774D0FDS3r9/f7z99tsqS9rDw8OxatUqlJeXqzwfIQSOjo547733sGbNGgANCbl2dnYIDw/v1ZUQcXFx4PP52LRpE959912FfRKJBBcvXsTRo0cRExMDkUiEoKAg8Pl8BAQEKHnLGAghEAqFKCoqgkAgQE1NDSwtLWFnZwcbGxvo6upqtImGtCidwTuxi6Cvrw8TExOUlJTAw8MDtra2SuvS09Mxa9YsvPvuu1i3bh0VOCqorq6GmZkZzp49izNnzuDPP/9EYmJik/l7FO1BRU4XpTXNCcPDw/Haa6+hb9++kMlk8PLywn/+8x+4ubkBeNptOTk5GZ6enuxxkydPhqenJ3bs2NHet9VlSUpKwq1bt7Bw4UKN66RSKa5cuYLIyEhER0ejrKwMM2bMAJ/Px/Tp0zWOiRCJRGwOj1AohKWlJZu4rKenp/G6VPBQOoJYYQSkUilycnKQk5MDHo8HHo8HGxsbCAQC+Pn5wcDAALdv38bMmTPx1ltvYdOmTVTgaMDLywsTJ07ETz/9hL///htTpkzpbJN6FVROdlFKSkoglUqVSs3t7OxQWFio8hhXV1fs378fsbGx+PXXXyGTyeDv749Hjx4BAHtcS87ZW/Dy8mpS4AAAj8fDxIkTsX37duTk5OD06dNwdnbGhg0bMGDAALz00kv4/fffUVVVpXSssbExBg4ciHHjxsHf3x+WlpbIz8/HhQsXkJCQgIcPH6Kurk7ldWlIi9LeMM+tsrIy5ObmwsPDA1OmTMHIkSMhk8nwxhtvoH///pg+fTqmTZuGl19+GRs3bmw3gdOSfMQpU6Yo5SNyOBwEBQWxa8LCwpT2z5gxo11sl2fcuHH49ttvERgYSAVOJ6DT2QZQtIefn5/C3C1/f38MHz4cP/74Iz799NNOtKxnwuVy4evrC19fX3zxxRdISUnB0aNH8cUXX2Dp0qWYNm0a+Hw+goKCYGZmpvBhYGRkhAEDBmDAgAGora1FUVERCgsLkZWVBTMzM9bDo6qyS17oUA8PRRswz6nS0lLcvHkTI0aMYL8MWVpawtLSEllZWfj999/x9ttvQ19fHz/88APu3LmDOXPmICQkBNbW1lqzh8lH3L17N3x9fbF9+3YEBgYiKytLZegsKipKIVeutLQUo0aNwrx58xTWzZgxg610AtAhDVlHjRoFXV1dbNu2rd2vRVGGenK6KNbW1uDxeBAIBArbBQIB7O3tm3UOXV1djB49mp3AyxzXlnNSVMPlctnwYEZGBm7cuAFvb298++23GDBgAJ577jlERESgpKQEjSPEBgYGcHJywpgxYzBx4kTY29ujpKQEly9fxvXr13H//n1UV1crXfPx48dY+cdifHd7M/XwUFoN89x5/PgxUlNTMXz4cJXvBw8fPsSmTZsQFhaGkpISpKSkwN/fH7t374a9vT2WLl2qNZu+/vprvP7663jllVcwYsQI7N69G0ZGRti/f7/K9ZaWlrC3t2cfp0+fhpGRkZLI0dfXV1inqlpM2xw+fBgrVqzA4MGD2/1aFGWoyOmi6OnpwdvbG2fPnmW3yWQynD17VsFbowmpVIq0tDQ4ODgAAFxcXGBvb69wzsrKSly/fr3Z56Q0DYfDwciRI7Fp0yakpqbi5s2bmDRpEvbu3YtBgwYhODgYe/fuhUAgUBI8+vr66N+/P7y9vTFp0iT069cPjx8/xpUrV3Dt2jXcu3cPIpEIxcXFSElJwbBhw9C/f38ANKRFaTnyIaqUlBS4urqy7xfy5OXlISgoCIGBgfj222/B5XIxbNgwrF27Fjdu3EBOTg6WLFmiFZvEYjESExMREBDAbuNyuQgICMDVq1ebdY59+/ZhwYIFSjly8fHxsLW1haurK5YuXYrS0lKt2NwYmUwGgUCA//znP7hz5w42bNjQLtehNA1NPO7CtHSW1r///W+MGzcOgwcPRnl5ObZt24aYmBgkJiZixIgRABrmbX3++eeIiIiAi4sLPvnkE9y8eRMZGRlqq4Qo2oEQgnv37iEyMhJRUVFISEiAv78/+Hw+QkJC4OjoqHFienFxMYqKilhvkK2tLQYOHKg0Mb0xNKRFUQUjcMrLy5GcnIwhQ4agX79+SusKCwsxY8YM+Pv7Y9++fU02umwr+fn56Nu3L65cuaLw5euDDz7A+fPncf36dY3H37hxA76+vrh+/TrGjh3Lbj98+DCMjIzg4uKC7OxsrFu3DiYmJrh69arW7yk+Ph7PPPMMhg0bhp9//pkdDUTpeGhOThdm/vz5KC4uxvr169lZWidOnGBj5bm5uQqliGVlZXj99ddRWFgICwsLeHt748qVK6zAARreKEQiEd544w2Ul5djwoQJOHHiBBU4HQCHw8GgQYPwwQcf4P3330dubi6ioqIQFRWFf/3rXxgzZgw7XsLJyUlBuOjq6sLR0ZEdHurs7Izq6mrcuHED+vr6sLOzg62tLfr06aMkeGgOD6UxzHOioqICycnJGDx4sEqBU1RUhKCgIPj4+GDv3r3tLnC0wb59+zBy5EgFgQNAoUXGyJEj4eHhgUGDBiE+Ph7Tpk3Tqg1TpkyBTCbT6jkprYN6ciiUToYQgvz8fERHRyMqKgoXL16Eh4cHQkNDwefzMWjQIHA4HGzatAmZmZn44Ycf2FwCqVSKkpISFBUVobi4GLq6uuwA0cbJzo2hgqd3wgicyspKJCYmYuDAgSpnKJWWliIoKAhDhw7FoUOHmuzrpC1a0z6DQSQSwdHREf/+97+xcuXKJq9lY2ODzZs3480339SG6ZQuCBU5FEoXghCC4uJiVvDExcXB1dUVxsbGSE9Px9GjRzFp0iSVx0qlUjx+/JgdIMrj8dgqLQsLiyZLfano6fkwAqeqqgqJiYlshV9jysrKEBwcjP79++PIkSNN9nHSNr6+vhg7diy+/fZbAA05Lk5OTlixYoXKRqgM4eHheOutt5CXlwcrKyuN13j06BGcnJwQExODkJAQrdpP6TrQxGNKs+kpfSu6MhwOB7a2tnjzzTdx4sQJFBQUwNHRESkpKRCLxVi9ejU+/fRTpKWlKbnDmaZt7u7umDx5Mtzc3CCTyXDz5k1cuHABGRkZKC0tVetGp4nLPRvm7yoUCpGYmAhnZ2eVAqeiogKhoaGwt7fH77//3uECBwBWr16Nn376CREREbh9+zaWLl0KkUiEV155BQCwaNEilfOf9u3bh9DQUCWBIxQK8f777+PatWu4f/8+zp49Cz6fj8GDByMwMLBD7onSOdCcHEqz6El9K7oLMpkMH374IbKyspCeng5ra2v8+eefiIqKwtSpU9G3b182pOXp6amQn8XlcmFlZQUrKysMGzYM5eXlKCoqQnp6OgghsLGxga2tLaysrFS2mKd5PD0L5u8pEomQmJiI/v37w8XFRWldVVUV5s6dC3Nzc0RGRnba67Gl+YgAkJWVhUuXLuHUqVNK5+PxeLh58yYiIiJQXl4OR0dHTJ8+HZ9++il9z+nh0HAVpVm0dI5WY7Zv347169ejoKCALesMCwtDeXk5YmJi2tP0bolUKsXChQuRlJSEM2fOKCWFVlVV4e+//0ZkZCSOHz8Oa2trNml5zJgxamfjEEJQUVHBjpeQSCSwtraGnZ0drKysmkwspYKn+yEvcBISEtC3b182z0sekUiEuXPngsvl4tixYxpHlFAo3QUqcihN0pZEQIaRI0fCz88Pe/bsYbeFhYUhJiYGenp6sLCwwDPPPIPNmzc3GUvvDRBC8N1332H+/PkqPWXyVFdX48SJE4iMjMSxY8dgamqK4OBghIaGws/PT61wIYSgsrKSHSAqGbkmzwAAIJJJREFUFothbW0NW1tbWFtbQ0dHs6OXCp6uDyNwqqurkZCQAHt7ewwZMkRJ4NTU1GDevHkQi8U4fvw4TE1NO8NcCkXrUJFDaZKe0Leit1BbW4vTp08jKioKsbGx0NPTQ3BwMObMmYPx48errZBhJqYzHp6amhpYWVnBzs4O1tbWdGJ6N4QRODU1NUhISICtrS2GDh2qJHBqa2vx4osvoqKiAidPnoSZmVlnmEuhtAtU5FCapK0i580338TVq1dx8+ZNjeuYKelnzpzRet+K3ohYLEZcXBwiIyMRExMDmUyG2bNnIzQ0FFOmTNGYUCoUClkPj0gkgpWVFWxtbWFjY0MnpncDGIFTW1uLhIQENjerscARi8V4+eWXUVBQgDNnznTImAMKpSOh1VWUJmnLHC2RSITDhw/j1VdfbfI6AwcOhLW1NTtri9I29PT0EBgYiD179iA/Px9HjhyBkZERli1bBhcXF7zxxhv466+/UFtbq3SsiYkJBg4cCD8/P/j7+8Pc3ByPHj3ChQsXkJiYqHZienFxMVb+sRi7/tlCq7Q6GUbgWFpaqhQ49fX1CAsLw8OHD3Hy5EkqcCg9EurJoTQL2rei5yCVSnH58mVERkYiOjoaFRUVmDFjBvh8PqZPnw4jIyO1x9bU1LAensrKSpiZmbHdlisrK5GWlgY3NzeV4pd6eDqGWGEE6urqkJCQAHNzc4wYMUJJ4EgkErz22mu4desW4uLimsz7olC6K1TkUJpFS+doMUycOBF9+/bF4cOHFbYLhUJs2rQJc+fOhb29PbKzs/HBBx+gqqoKaWlptKyzg5DJZLhx4waOHj2K6OhoCAQCPPvsswgNDcWMGTM0JqDW1taiuLgYAoEAZWVlAAAHBwcMGjQIhoaGGq9LBU/7ECuMgFgsRkJCAvr06QM3NzclgSOVSrF06VIkJCQgLi5O5UBOCqWnQEUOpdl899132LZtG9u3YufOnezguSlTpmDAgAEIDw9n12dlZWHYsGE4deoUnn32WYVz1dTUIDQ0FMnJyUp9K5heGJSORSaTITk5GUePHkVUVBRyc3MREBAAPp+PWbNmqR0TUVBQgIyMDDg6OqKmpgaPHz+GiYkJ6+FpqhSZCh7twAicxMREGBsbw93dXamVgEwmw9tvv42LFy8iLi6OnWBPofRUqMihUChKEELYMRJRUVH4559/MHXqVISGhiIoKAiWlpbgcDjYsWMHUlNTsW3bNjYcyUxMFwgEKC0thbGxMTtPy9jYmM7TagdiqsIhkUiQmJgIQ0NDjBw5UqXAee+993Dq1CnExcWp7HZMofQ0qMihUCgaIYQgKysLkZGRiIyMRFpaGiZNmgRDQ0OcPXsWv/zyC2bNmqXyWIlEguLiYhQVFaGkpAQGBgash8fU1JQKHi3w7l+vgMPhgBACIyMjeHl5KfU4kslkWLt2LWJjYxEXF4dBgwZ1krUUSsdCq6so3ZILFy4gODgYjo6O4HA4zeqaHB8fDy8vL+jr62Pw4MEKoTWGlszn6i1wOBwMGzYMH330ERITE3H79m0YGhrixIkTEIvF2LlzJ3bt2oX8/Hw0/s6ko6MDBwcHjBo1ClOmTMHgwYPZxnSXL1/GP//8g4qKCqXjAMVZWrRSSzWxwgj4+/tDV1cXPB4PNTU1uHjxIuLj4/Hf//4XQqEQMpkM69evR2RkJM6cOdNuAqclr53w8HCluXUGBgYKawghWL9+PRwcHGBoaIiAgADcuXOnXWyn9FyoyKF0S0QiEUaNGoXvv/++WetzcnIQFBSEqVOnIiUlBatWrcJrr72GkydPsmuY+VwbNmxAUlISRo0ahcDAQBQVFbXXbXQ7OBwOjhw5gitXruDq1au4d+8eQkNDER0djWHDhuHZZ5/Fzp07kZubqyRceDwe7Ozs4OHhgcmTJ2Po0KEQi8VISkrCxYsXkZWVhbKyMpWCB6ADRBsTK4yARCJBamoqDAwM4O/vj0mTJmH06NEQCATYsGEDnJ2d4eHhgX379iE2NhZDhw5tF1ta89rp06cPCgoK2MeDBw8U9m/duhU7d+7E7t27cf36dRgbGyMwMFBlywMKRR00XEXp9nA4HERHRyuMnGjMv/71Lxw7dgzp6enstgULFqC8vBwnTpwA0Pb5XD0dQgg2btyIH374AWfOnMGoUaMU9uXn5yMqKgpRUVG4dOkSRo0axQ4QHThwoNrQlEwmw+PHjyEQCFBcXMxOYre1tYWFhYXaOVwMvTGsFSuMgFQqRXJyMjgcDjw9PZW6hEulUqxcuRKHDh1Cv3798PDhQzz77LN47rnnEBISotXxKS197YSHh2PVqlUoLy9XeT5CCBwdHfHee+9hzZo1ABqmo9vZ2SE8PBwLFizQmu2Ung315FB6BVevXkVAQIDCtsDAQFy9ehUA2KoU+TVcLhcBAQHsGkrD7+n8+fMKAgdoEJp9+/bF22+/jXPnzuHhw4d47bXXcOHCBXh7e8Pf3x9ffPEFMjMzlTw1XC4X1tbWcHNzw6RJk+Du7g4ASE9Px4ULF3Dr1i2UlJRAJpOptKm3eXgYgZOSkgJCiEqBQwjBt99+i5iYGFy+fBl37tzBzZs3MX78eOzatQv29vb473//qxV7WvvaEQqFcHZ2Rv/+/cHn83Hr1i12X05ODgoLCxXOaWZmBl9fX/p6pLQIzRP4KJQeQmFhoVJpup2dHSorK1FTU4OysjJIpVKVazIzMzvS1C4Lh8NR6oOkbp29vT3eeustvPnmm3j8+DFiY2MRGRmJzz//HIMHDwafz0doaChGjBih4KnhcrmwsrJixxCUl5ejqKgIGRkZkEqlsLGxga2trdqJ6fJCpyd6eGKFEZDJZEhNTYVUKoWXl5dKgfPDDz9g27ZtOHnyJLy8vAAAQ4cOxYcffogPP/wQubm5TfYyai4lJSUtfu24urpi//798PDwQEVFBb788kv4+/vj1q1b6NevHwoLC9lzND4ns49CaQ5U5FAolHaDw+HAysoKS5YswSuvvIKKigr8+eefiIyMxPbt29GvXz9W8IwaNUpB8HA4HFhYWMDCwgJDhw5FZWUlBAIB/vnnH3ZiOjNAtDcIHnmBI5FIVFZREUKwd+9ebN68GX///bfCQFx5nJycOsJktfj5+SnMwfP398fw4cPx448/4tNPP+1Eyyg9DSpyKL0Ce3t7lbO3+vTpA0NDQ/B4vFbP56I0Dw6HA3NzcyxcuBALFy5EVVUVjh07hsjISAQGBsLGxgYhISGYM2cOfHx8lASPmZkZzMzMMGTIEFRVVaGoqAh3795Feno6rK2t2QGiqsqnN19dg6qqKvj4+GCe5esdfetthhE4aWlpqKurg7e3t0qBc+DAAXzyySf4888/MX78+A6xrS2z7Rh0dXUxevRodm4dc5xAIFDoyCwQCODp6akdwym9ApqTQ+kV+Pn54ezZswrbTp8+zX6b1NPTg7e3t8IamUyGs2fPKnzjpGgPU1NTLFiwAEeOHIFAIMCXX36J4uJi8Pl8jBgxAu+//z4uX74MqVSqcByHw0GfPn0wePBg+Pv7w9fXFyYmJrh//z7i4+ORnJyM/Px81NfXQyaTIT09HUKhED4+PtDT0+t2OTyMwElPT0d1dTW8vb2hq6ursIYQgoMHD+KDDz5AdHQ0Jk+e3GH2aeO1I5VKkZaWxgoaFxcX2NvbK5yzsrIS169fp69HSoug1VWUbolQKGS/9Y0ePRpff/01pk6dCktLSzg5OWHt2rXIy8vDgQMHADQkMrq7u2P58uVYsmQJzp07h3feeQfHjh1DYGAggKbnc1E6hpqaGpw+fRpRUVH4448/oK+vj+DgYMyZMwfjx49X8mDIIxKJ2AGiQqEQurq64HA48PLygomJicbrdsWQVqwwgu0+LRQK4e3tDT09PaV1R44cwfLly3H06FHMmDGjw+1s6Wy7f//73xg3bhwGDx6M8vJybNu2DTExMUhMTMSIESMAAF988QU+//xzREREwMXFBZ988glu3ryJjIwMpZ46FIo6aLiK0i1JSEjA1KlT2Z9Xr14NAFi8eDHCw8NRUFCA3Nxcdr+LiwuOHTuGd999Fzt27EC/fv2wd+9eVuAAwPz581FcXIz169ez87lOnDhBBU4HY2hoiJCQEISEhEAsFuPcuXOIjIzEokWLAACzZ89GaGgoJk+erPSBb2xsDBcXFzg7OyM1NRWVlZXQ09PDtWvXYG5uDjs7O9jY2Kj8kOxqOTyMwLl16xYbalMlcGJiYrB8+XIcOnSoUwQO0PRrJzc3VyH8WFZWhtdffx2FhYWwsLCAt7c3rly5wgocAPjggw8gEonwxhtvoLy8HBMmTMCJEyeowKG0COrJoVAo3QKJRIILFy7gyJEjiImJQW1tLWbPng0+n49nnnmG/fCrq6vD2rVrERwcjPHjx0NPTw+1tbWsh6eiogJmZmZsL56uODGdETgZGRkoLy+Hj48P9PX1ldb99ddfeOWVV/DLL7/gueee63A7KZSuDhU5FAql2yGVSnH58mUcPXoUMTExqKiowMyZMzFz5kzs378fjx49wunTp1UmvtbV1aGoqAhFRUUoKyuDqakpO0DUyMhI43U7QvAwAiczMxOlpaXw8fFR6b04efIkFi5ciH379mH+/PntbheF0h2hiccUihZo6SytqKgoPPvss7CxsUGfPn3g5+enMGICADZu3Kg032fYsGHteBfdBx6Ph0mTJmHnzp24f/8+Tpw4AXt7eyxbtgwXL16Eq6srLl26BKFQqHSsvr4++vfvD29vb0yaNAn9+vVDWVmZwqgKVccB7d94kBE4WVlZKCkpgbe3t0qBExcXh4ULF2LXrl144YUX2sUWCqUnQEUOhaIFWjpL68KFC3j22Wfx999/IzExEVOnTkVwcDCSk5MV1rm5uSnM97l06VJ7mN+t4XK58Pb2Rm5uLoYOHYpTp07Bw8MDmzdvxoABAzB//nwcOnRI5SBQPT099O3bF15eXpg8eTIGDBjAVvFcuXIFd+/eRVVVVYcMEGUEzj///IPi4mL4+PioDKVdvHgRCxYswI4dO/Dyyy9rnOROofR2aLiKQtEyzZmlpQo3NzfMnz8f69evB9DgyYmJiUFKSor2jexBiMVizJ8/Hw8ePMCZM2dgaWkJAGzZ9dGjRxEVFYU7d+7gmWeeAZ/Px+zZs2FhYaFWIEgkEpSUlKCoqAjFxcXQ19eHnZ0dbG1t0adPnyaFRUvDWozAuXv3LgoKCuDj46MydHb16lXMmTMHX3zxBd566y0qcCiUJqDVVRRKF0Amk6Gqqor9gGa4c+cOHB0dYWBgAD8/P2zZsqXTu9V2NS5evIhHjx4pCBygwcPj4eEBDw8PbNq0CZmZmTh69Ch+/PFHvPPOO5g0aRL4fD6Cg4NhY2OjIBh0dHRgb28Pe3t7SKVSlJaWQiAQIDExEbq6umwOj5mZmUqh0ZJKLWZtdnY28vPz1QqchIQEzJ07F59++ikVOBRKM6GeHApFy7TGk7N161Z8/vnnyMzMhK2tLQDg+PHjEAqFcHV1RUFBATZt2oS8vDykp6fD1NS0nazvnkgkEo39c+QhhCA7O5v18CQnJ8Pf3x98Ph8hISFwcHDQODG9tLSUTVzm8XgKE9Nb6uFhBM69e/eQm5sLHx8flf18UlJSEBQUhHXr1mHNmjVU4FAozYSKHApFy7RU5Bw8eBCvv/46YmNjlSaly1NeXg5nZ2d8/fXXePXVV7Vkbe+GEIIHDx4gMjIS0dHRuHbtGsaOHQs+nw8+n4/+/ftrFDxlZWUQCAQoKioCANbDY2FhodAXRhM5OTl48OCBWoGTnp6OmTNnYvXq1Vi3bh0VOBRKC6Aih0LRMi0ROYcPH8aSJUtw5MgRBAUFNbl+zJgxCAgIaNY0cErLIIQgLy8PUVFRiIqKwuXLl+Hp6YnQ0FDw+Xy4uLioFRiEEJSVlbEeHqlUynp4rKys1AqeBw8eICcnB97e3iq9c7dv38bMmTOxdOlSttqOQqE0HypyKBQt01yRc+jQISxZsgSHDx8Gn89v8rxCoRBOTk7YuHEj3nnnHS1ZS1EFIQQCgQDR0dGIiopCfHw83NzcWMEzdOhQjYKnoqKC9fDU19fDxsYGtra2ChPTc3NzkZ2dDW9vb/Tp00fpPP/88w9mzpyJxYsXY8uWLVTgUCitgIocCkULtHSW1sGDB7F48WLs2LFDoVOtoaEhzMzMAABr1qxBcHAwnJ2dkZ+fjw0bNiAlJQUZGRmwsbHp+JvspRBCUFpaitjYWERGRuLs2bMYMmQI+Hw+QkNDMXz4cLWeGkIIKisr2W7LdXV1sLa2ho6ODgQCAby9vdm/tzz37t3DjBkz8MILL+DLL79sduiLQqEoQkUOpVvBeD/u3bvHTix+5ZVXkJiYiIsXL6r8wOgI4uPjFWZpMTCztMLCwtgp2QAwZcoUnD9/Xu16AFiwYAEuXLiA0tJS2NjYYMKECfjss88waNCg9rwVigYYL80ff/yByMhInDp1Ck5OTggJCcGcOXPg4eGhUfAwYrikpAQcDgfW1tawtbWFgYEBWxn24MEDzJgxA8HBwdi5cycVOBRKWyAUSjdCJpMRDw8PsmLFCkIIIevXryf9+vUjjx496mTLKL2RiooKcvDgQTJ37lxibGxMXFxcyMqVK0l8fDypqqoiIpFI4REXF0f+/PNP8ujRIyIQCEhaWhr573//S3R0dMi4cePIBx98QJycnMgbb7xBpFJpu9r+3XffEWdnZ6Kvr0/Gjh1Lrl+/rnbtnj17yIQJE4i5uTkxNzcn06ZNU1q/ePFiAkDhERgY2K73QKE0BRU5lG7Hn3/+SfT19cnmzZuJhYUFSU9P72yTKBQiFArJkSNHyIsvvkj69OlD+vfvT5YvX05Onz5NKisryVdffUWMjIxIcnKykvi5ceMGeeutt4ienh7hcDjkmWeeIbt27SIFBQXtYuvhw4eJnp4e2b9/P7l16xZ5/fXXibm5OREIBCrX/9///R/5/vvvSXJyMrl9+zYJCwsjZmZmCl8uFi9eTGbMmEEKCgrYx+PHj9vFfgqluVCRQ+mWjB49mujp6ZH4+PjONqVLc/78eTJ79mzi4OBAAJDo6GiN6+Pi4pS+jQNQ+rBtiRegN1JdXU1iYmLIokWLiIWFBTEzMyM8Ho+sXbuWVFRUKImcnJwcMmzYMPJ///d/JDs7m3zzzTdkwoQJhMfjkYkTJ5KDBw9q1b6xY8eS5cuXsz9LpVLi6OhItmzZ0qzjJRIJMTU1JREREey2xYsXEz6fr1U7KZS2QoO9lG7HiRMnkJmZCalUCjs7u842p0vT0plaDFlZWQozs5gGhQDw22+/YfXq1diwYQOSkpIwatQoBAYGsr1iKA0J5Hw+HxEREfjxxx9RW1uLqVOn4qeffsLgwYOxYsUKnDlzBmKxGCUlJQgODoa7uzvCw8MxcOBArFq1ChcvXsTDhw+xYMEC1NXVac02sViMxMREhZ5MXC4XAQEBuHr1arPOUV1djfr6eqUO3fHx8bC1tYWrqyuWLl2K0tJSrdlNobSKzlZZFEpLSExMJKampuTgwYNk+vTp5Pnnn+9sk7oNaIEnp6ysTO2atnoBehN//PEHMTIyIn/88QchhBCxWEzOnDlD3nzzTWJvb0/MzMyIpaUlmTVrFqmrq+sQm/Ly8ggAcuXKFYXt77//Phk7dmyzzrF06VIycOBAUlNTw247dOgQiY2NJTdv3iTR0dFk+PDhZMyYMUQikWjVfgqlJVCRQ+k25OTkEHt7e/bD9Nq1a4TD4ZDExMROtqx70BKR4+zsTOzt7UlAQAC5dOkSu7+uro7weDyl8yxatIiEhIS0g9Xdl4sXLxIjIyMSGRmpcr9EIiHHjx8nEyZMUBAL7U1bRc6WLVuIhYUFSU1N1bguOzubACBnzpxpk70USlug4SpKt+Dx48eYMWMG+Hw+PvzwQwCAr68vZs6ciXXr1nWydT0HBwcH7N69G5GRkYiMjET//v0xZcoUJCUlAQBKSkpUhgnt7OxQWFjYGSZ3WUaPHo3Y2FiFPkjy8Hg8zJgxAxcvXoSBgUGH2cU0JBQIBArbBQIB7O3tNR775Zdf4vPPP8epU6fg4eGhce3AgQNhbW3N9o+iUDoDOoWc0i2wtLREZmam0vZjx451gjU9F1dXV7i6urI/+/v7Izs7G9988w1++eWXTrSs+2FsbKxxFllnoaenB29vb5w9e5btyi2TyXD27FmsWLFC7XFbt27FZ599hpMnT8LHx6fJ6zx69AilpaVsPysKpTOgnhwKhaKRsWPHst/G2+IFoHQdVq9ejZ9++gkRERG4ffs2li5dCpFIhFdeeQUAsGjRIqxdu5Zd/8UXX+CTTz7B/v37MWDAABQWFqKwsBBCoRBAQ8fv999/H9euXcP9+/dx9uxZ8Pl8DB48GIGBgZ1yjxQKQEUOhUJpgpSUFPbbuLwXgIHxAvj5+XWWiZQWMn/+fHz55ZdYv349PD09kZKSghMnTrBhyNzcXBQUFLDrd+3aBbFYjOeffx4ODg7s48svvwTQEHq7efMmQkJCMHToULz66qvw9vbGxYsXoa+v3yn3SKEAdKwDhdKjaelMre3bt8PFxQVubm6ora3F3r178e233+LUqVOYNm0agIYS8sWLF+PHH3/E2LFjsX37dvz+++/IzMykJf0UCqVLQXNyKJQeTEJCgsJMrdWrVwN4OiOroKAAubm57H6xWIz33nsPeXl5MDIygoeHB86cOaNwjvnz56O4uBjr169HYWEhPD09FbwAFAqF0lWgnhwKhUKhUCg9EpqTQ6FQKBQKpUdCRQ6FQulQLly4gODgYDg6OoLD4SAmJkbj+rCwMHA4HKWHm5sbu2bjxo1K+4cNG9bOd0KhULo6VORQKJQOpaXztHbs2KEwR+vhw4ewtLTEvHnzFNa5ubkprLt06VJ7mE+hULoRNPGYQqF0KDNnzsTMmTObvd7MzAxmZmbszzExMSgrK2N7ujDo6OjQXj0UCkUB6smhUCjdin379iEgIADOzs4K2+/cuQNHR0cMHDgQL730kkLVGIVC6Z1QkUOhULoN+fn5OH78OF577TWF7b6+vggPD8eJEyewa9cu5OTkYOLEiaiqquokSykUSleAhqsoFEq3ISIiAubm5uzMJQb58JeHhwd8fX3h7OyM33//Ha+++moHW0mhULoK1JNDoVC6BYQQ7N+/HwsXLoSenp7Gtebm5hg6dCidgE2h9HKoyKFQKN2C8+fP4+7du83yzAiFQmRnZ/eYCdjff/89BgwYAAMDA/j6+uLGjRsa1x85cgTDhg2DgYEBRo4cib///lthPyEE69evh4ODAwwNDREQEIA7d+605y1QKJ0CFTkUCqVDEQqFSElJQUpKCgAgJycHKSkpbKLw2rVrsWjRIqXj9u3bB19fX7i7uyvtW7NmDc6fP4/79+/jypUrmDNnDng8Hl588cV2vZeO4LfffsPq1auxYcMGJCUlYdSoUQgMDERRUZHK9VeuXMGLL76IV199FcnJyQgNDUVoaCjS09PZNVu3bsXOnTuxe/duXL9+HcbGxggMDERtbW1H3RaF0jEQCoVC6UDi4uIIAKXH4sWLCSGELF68mEyePFnhmPLycmJoaEj27Nmj8pzz588nDg4ORE9Pj/Tt25fMnz+f3L17t53vpGMYO3YsWb58OfuzVColjo6OZMuWLSrXv/DCCyQoKEhhm6+vL3nzzTcJIYTIZDJib29Ptm3bxu4vLy8n+vr65NChQ+1wBxRK50ETjykUSocyZcoUEA0j88LDw5W2mZmZobq6Wu0xhw8f1oZpXQ6xWIzExESsXbuW3cblchEQEICrV6+qPObq1avsIFaGwMBAtrN0Tk4OCgsLERAQwO43MzODr68vrl69igULFmj/RiiUToKGqygUCqWLUlJSAqlUqjTh3c7ODoWFhSqPKSws1Lie+bcl56RQuitU5FAoFAqFQumRUJFDoVAoALZs2YIxY8bA1NQUtra2CA0NRVZWVpPHtWclk7W1NXg8HgQCgcJ2gUCgdoSFvb29xvXMvy05J4XSXaEih0KhUNBQor58+XJcu3YNp0+fRn19PaZPnw6RSKT2mPauZNLT04O3tzfOnj3LbpPJZDh79iz8/PxUHuPn56ewHgBOnz7NrndxcYG9vb3CmsrKSly/fl3tOSmUbktnZz5TKBRKV6SoqIgAIOfPn1e7piMqmQ4fPkz09fVJeHg4ycjIIG+88QYxNzcnhYWFhBBCFi5cSD788EN2/eXLl4mOjg758ssvye3bt8mGDRuIrq4uSUtLY9d8/vnnxNzcnMTGxpKbN28SPp9PXFxcSE1NTbNsolC6C7S6ikKhUFRQUVEBALC0tFS7piMqmebPn4/i4mKsX78ehYWF8PT0xIkTJ9jE4dzcXHC5T53y/v7+OHjwID7++GOsW7cOQ4YMQUxMjEJ/oQ8++AAikQhvvPEGysvLMWHCBJw4cQIGBgZN/2IolG4EhxANtZwUCoXSC5HJZAgJCUF5eTkuXbqkdp2enh4iIiIUmg7+8MMP2LRpEwQCAa5cuYLx48cjPz9fofvyCy+8AA6Hg99++61d74NC6e1QTw6FQqE0Yvny5UhPT9cocCgUSteHJh5TKBSKHCtWrMBff/2FuLg49OvXT+NaWslEoXRtqMihUCgUNJR6r1ixAtHR0Th37hxcXFyaPIZWMlEoXRsarqJQKBQ0hKgOHjyI2NhYmJqast1/zczMYGhoCABYtGgR+vbtiy1btgAAVq5cicmTJ+Orr75CUFAQDh8+jISEBOzZswcAwOFwsGrVKmzevBlDhgyBi4sLPvnkEzg6OiI0NLRT7pNC6U3QxGMKhUJBgyBRxc8//4ywsDAADXO3BgwYoDBf68iRI/j4449x//59DBkyBFu3bsWsWbPY/YQQbNiwAXv27GErmX744QcMHTq0PW+HQqGAihwKhUKhUCg9FJqTQ6FQKBQKpUdCRQ6FQqFQKJQeCRU5FAqFQqFQeiRU5FAoFAqFQumRUJFDoVAoFAqlR0JFDoVCoVAolB4JFTkUCoVCoVB6JFTkUCgUCoVC6ZFQkUOhUCgUCqVHQkUOhUKhUCiUHgkVORQKhUKhUHokVORQKBQKhULpkfw/PUGCgmw7BqUAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#NBVAL_IGNORE_OUTPUT\n",
"\n",
"# A small sanity check for auto-testing\n",
"assert (u[45:55, 45:55] > 1.8).all()\n",
"u_ref = u.copy()\n",
"\n",
"plot_field(u)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hooray, the wave moved! Now, this little example is already very concise from a notational point of view and it teaches us quite a few key points about how to perform finite difference stencil computation via NumPy:\n",
"* Due to the backward differencing scheme in space (more later) we use only three stencil point in this example: $u^{n}_{i, j}$, $u^{n}_{i-1, j}$ and $u^{n}_{i, j-1}$. These can be identified in the code through the array indices and correspond to `un[1:, 1:]`, `un[:-1, 1:]` and `un[1:, :-1]` respectively. \n",
"* Two buffers for array data are used throughout: `un[...]` is read from, while `u[...]` is updated, where the line `un = u.copy()` performs a deep copy of the field to switch buffers between timesteps. Note that in some other finite difference tutorials the cost of this copy operation is sometimes amortised by using two pre-allocated buffers and switching the indices of them explicitly. \n",
"* The final four lines within the loop code show us how to implement simple Dirichlet boundary condition by simply setting a value on the outermost rows and columns of our cartesian grid.\n",
"\n",
"You may have noticed that the hat has not only moved to a different location, but has also changed its shape into a smooth bump. This is a little surprising, as the correct solution of the convection equation would be movement without shape change. The smooth shape is caused by numerical diffusion, a well-known limitation of low-order finite difference schemes. We will discuss this issue and some solutions later in this tutorial."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Devito implementation\n",
"Now we want to re-create the above example via a Devito operator. To do this, we can start by defining our computational grid and creating a function `u` as a symbolic `devito.TimeFunction`. The core thing to note here is that this is one of Devito's symbolic functions, which have a dual role in the creation of finite difference solvers:\n",
"* They behave symbolically like `sympy.Function` objects, so that we can construct derivatives and use them in symbolic expressions, thus inheriting all the power of automated symbolic manipulation that SymPy provides.\n",
"* They act as containers for user data by providing a `.data` property that wraps automatically allocated memory space in a neat NumPy array.\n",
"\n",
"The particular `TimeFunction` type that we will declare our variable $u$ as in this case is aware of the fact that we will want to implement a timestepping algorithm with it. So the object `u` will declare two buffers of shape `(nx, ny)` for us, as defined by the `Grid` object, and present them as `u.data[0]` and `u.data[1]`. Let's fill the initial buffer with some data and look at it:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#NBVAL_IGNORE_OUTPUT\n",
"from devito import Grid, TimeFunction\n",
"\n",
"grid = Grid(shape=(nx, ny), extent=(2., 2.))\n",
"u = TimeFunction(name='u', grid=grid)\n",
"init_hat(field=u.data[0], dx=dx, dy=dy, value=2.)\n",
"# Note u.data[0] == u.data[0,:,:]\n",
"plot_field(u.data[0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nice. Now we can look at deriving our 3-point stencil using the symbolic capabilities given to our function $u$ by SymPy. For this we will first construct our derivative terms in space and time. For the forward derivative in time we can easily use Devito's shorthand notation `u.dt` to denote the first derivative in time and `u.dxl` and `u.dyl` to denote the space derivatives. Note that the `l` means were using the \"left\" or backward difference here to adhere to the discretization used in the original tutorials.\n",
"\n",
"From the resulting terms we can then create a `sympy.Equation` object that contains the fully discretized equation, but from a neat high-level notation, as shown below."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Eq(Derivative(u(t, x, y), x) + Derivative(u(t, x, y), y) + Derivative(u(t, x, y), t), 0)\n"
]
}
],
"source": [
"from devito import Eq\n",
"\n",
"# Specify the `interior` flag so that the stencil is only\n",
"# applied to the interior of the domain.\n",
"eq = Eq(u.dt + c*u.dxl + c*u.dyl, subdomain=grid.interior)\n",
"\n",
"print(eq)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The above step resulted in a fully discretized version of our equation, which includes place-holder symbols for the spacing in time (`dt`) and space (`h`). These symbols are based on an internal convention and will later be replaced when we build an operator.\n",
"\n",
"But before we can build an operator, we first need to change our discretized expression so that we are updating the forward stencil point in our timestepping scheme - Devito provides another short-hand notation for this: `u.forward`. For the actual symbolic reordering, SymPy comes to the rescue with the `solve` utility that we can use to re-organise our equation."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" ⎛ ∂ ∂ u(t, x, y)⎞\n",
"dt⋅⎜- ──(u(t, x, y)) - ──(u(t, x, y)) + ──────────⎟\n",
" ⎝ ∂x ∂y dt ⎠\n"
]
}
],
"source": [
"from devito import solve\n",
"from sympy import nsimplify, pprint\n",
"\n",
"stencil = solve(eq, u.forward)\n",
"\n",
"# nsimplify: 1.0*x = x\n",
"pprint(nsimplify(stencil))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The careful reader will note that this is equivalent to the symbolic expression for the RHS of the NumPy code we showed earlier - only with `dx` and `dy` denoted as `h_x` and `h_y` respectively, while `u(t, x, y)`, `u(t, x - h, y)` and `u(t, x, y - h)` denote the equivalent of $u^{n}_{i, j}$, $u^{n}_{i-1, j}$ and $u^{n}_{i, j-1}$ analytically and `u[1:, 1:]`, `u[:-1, 1:]` and `u[1:, :-1]` in the numpy implementation respectively. \n",
"\n",
"We can now use this stencil expression to create an operator to apply to our data object:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Operator `Kernel` ran in 0.01 s\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#NBVAL_IGNORE_OUTPUT\n",
"from devito import Operator\n",
"\n",
"# Reset our initial condition in both buffers.\n",
"# This is required to avoid 0s propagating into\n",
"# our solution, which has a background value of 1.\n",
"init_hat(field=u.data[0], dx=dx, dy=dy, value=2.)\n",
"init_hat(field=u.data[1], dx=dx, dy=dy, value=2.)\n",
"\n",
"# Create an operator that updates the forward stencil point\n",
"op = Operator(Eq(u.forward, stencil, subdomain=grid.interior))\n",
"\n",
"# Apply the operator for a number of timesteps\n",
"op(time=nt, dt=dt)\n",
"\n",
"plot_field(u.data[0, :, :])\n",
"\n",
"# Some small sanity checks for the testing framework\n",
"assert (u.data[0, 45:55, 45:55] > 1.8).all()\n",
"assert np.allclose(u.data[0], u_ref, rtol=3.e-2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Great, that looks to have done the same thing as the original NumPy example, so we seem to be doing something right, at least.\n",
"\n",
"**A note on performance:** During the code generation phase of the previous operator Devito has introduced several performance optimisations. We will ignore this aspect for now, also because our example is tiny - but for large runs where performance matters, these optimisations will make a Devito kernel run very fast in comparison to raw Python/NumPy.\n",
"\n",
"Now, despite getting a correct looking result, there is still one problem with the above operator: It doesn't set any boundary conditions as part of the time loop. We also note that the operator includes a time loop, but at this point Devito doesn't actually provide any language constructs to explicitly define different types of boundary conditions (Devito is probably still a kind of prototype at this point). Luckily though, Devito provides a backdoor for us to insert custom expression in the so-called \"indexed\" or \"low-level\" API that allow us to encode the Dirichlet boundary condition of the original example.\n",
"\n",
"#### The \"indexed\" or low-level API\n",
"The `TimeFunction` field we created earlier behaves symbolically like a `sympy.Function` object with the appropriate indices, eg. `u(t, x, y)`. If we take a simple first-order derivative of that we have a term that includes the spacing variable `h`, which Devito uses as the default for encoding $dx$ or $dy$. For example, `u.dx` simply expands to `-u(t, x, y)/h + u(t, x + h, y)/h`.\n",
"\n",
"Now, when the `Operator` creates explicit C-code from that expression, it at some point \"lowers\" that expression by resolving explicit data accesses (or indices) into our grid by transforming it into a `sympy.Indexed` object. During this process all occurrences of `h` in data accesses get replaced with integers, so that the expression now looks like `-u[t, x, y]/h + u[t, x + 1, y]/h`. This is the \"indexed\" notation and we can create custom expression of the same kind by explicitly writing `u[...]`, that is with indices in square-bracket notation. These custom expressions can then be injected into our operator like this:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Operator `Kernel` ran in 0.01 s\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#NBVAL_IGNORE_OUTPUT\n",
"\n",
"# Reset our data field and ICs in both buffers\n",
"init_hat(field=u.data[0], dx=dx, dy=dy, value=2.)\n",
"init_hat(field=u.data[1], dx=dx, dy=dy, value=2.)\n",
"\n",
"# For defining BCs, we want to explicitly set rows/columns in our field\n",
"# We can use Devito's \"indexed\" notation to do this:\n",
"x, y = grid.dimensions\n",
"t = grid.stepping_dim\n",
"bc_left = Eq(u[t + 1, 0, y], 1.)\n",
"bc_right = Eq(u[t + 1, nx-1, y], 1.)\n",
"bc_top = Eq(u[t + 1, x, ny-1], 1.)\n",
"bc_bottom = Eq(u[t + 1, x, 0], 1.)\n",
"\n",
"# Now combine the BC expressions with the stencil to form operator\n",
"expressions = [Eq(u.forward, stencil)]\n",
"expressions += [bc_left, bc_right, bc_top, bc_bottom]\n",
"op = Operator(expressions=expressions, opt=None, openmp=False) # <-- Turn off performance optimisations\n",
"op(time=nt, dt=dt)\n",
"\n",
"plot_field(u.data[0])\n",
"\n",
"# Some small sanity checks for the testing framework\n",
"assert (u.data[0, 45:55, 45:55] > 1.8).all()\n",
"assert np.allclose(u.data[0], u_ref, rtol=3.e-2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You might have noticed that we used the argument `opt=None` in the creation of the previous operator. This suppresses the various performance optimisation steps in the code-generation pipeline, which makes the auto-generated C code much easier to look at. So, for the brave, let's have a little peek under the hood... "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"#define _POSIX_C_SOURCE 200809L\n",
"#define START(S) struct timeval start_ ## S , end_ ## S ; gettimeofday(&start_ ## S , NULL);\n",
"#define STOP(S,T) gettimeofday(&end_ ## S, NULL); T->S += (double)(end_ ## S .tv_sec-start_ ## S.tv_sec)+(double)(end_ ## S .tv_usec-start_ ## S .tv_usec)/1000000;\n",
"\n",
"#include \"stdlib.h\"\n",
"#include \"math.h\"\n",
"#include \"sys/time.h\"\n",
"\n",
"struct dataobj\n",
"{\n",
" void *restrict data;\n",
" unsigned long * size;\n",
" unsigned long * npsize;\n",
" unsigned long * dsize;\n",
" int * hsize;\n",
" int * hofs;\n",
" int * oofs;\n",
" void * dmap;\n",
"} ;\n",
"\n",
"struct profiler\n",
"{\n",
" double section0;\n",
" double section1;\n",
" double section2;\n",
"} ;\n",
"\n",
"\n",
"int Kernel(struct dataobj *restrict u_vec, const float dt, const float h_x, const float h_y, const int time_M, const int time_m, const int x_M, const int x_m, const int y_M, const int y_m, struct profiler * timers)\n",
"{\n",
" float (*restrict u)[u_vec->size[1]][u_vec->size[2]] __attribute__ ((aligned (64))) = (float (*)[u_vec->size[1]][u_vec->size[2]]) u_vec->data;\n",
"\n",
" for (int time = time_m, t0 = (time)%(2), t1 = (time + 1)%(2); time <= time_M; time += 1, t0 = (time)%(2), t1 = (time + 1)%(2))\n",
" {\n",
" START(section0)\n",
" for (int x = x_m; x <= x_M; x += 1)\n",
" {\n",
" for (int y = y_m; y <= y_M; y += 1)\n",
" {\n",
" u[t1][x + 1][y + 1] = dt*(-(-u[t0][x][y + 1]/h_x + u[t0][x + 1][y + 1]/h_x) - (-u[t0][x + 1][y]/h_y + u[t0][x + 1][y + 1]/h_y) + u[t0][x + 1][y + 1]/dt);\n",
" }\n",
" }\n",
" STOP(section0,timers)\n",
"\n",
" START(section1)\n",
" for (int y = y_m; y <= y_M; y += 1)\n",
" {\n",
" u[t1][1][y + 1] = 1.0F;\n",
"\n",
" u[t1][81][y + 1] = 1.0F;\n",
" }\n",
" STOP(section1,timers)\n",
"\n",
" START(section2)\n",
" for (int x = x_m; x <= x_M; x += 1)\n",
" {\n",
" u[t1][x + 1][81] = 1.0F;\n",
"\n",
" u[t1][x + 1][1] = 1.0F;\n",
" }\n",
" STOP(section2,timers)\n",
" }\n",
"\n",
" return 0;\n",
"}\n",
"\n"
]
}
],
"source": [
"print(op.ccode)"
]
}
],
"metadata": {
"@webio": {
"lastCommId": null,
"lastKernelId": null
},
"hide_input": false,
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.4"
},
"latex_envs": {
"LaTeX_envs_menu_present": true,
"autoclose": false,
"autocomplete": true,
"bibliofile": "biblio.bib",
"cite_by": "apalike",
"current_citInitial": 1,
"eqLabelWithNumbers": true,
"eqNumInitial": 1,
"hotkeys": {
"equation": "Ctrl-E",
"itemize": "Ctrl-I"
},
"labels_anchors": false,
"latex_user_defs": false,
"report_style_numbering": false,
"user_envs_cfg": false
},
"widgets": {
"state": {},
"version": "1.1.2"
}
},
"nbformat": 4,
"nbformat_minor": 4
}