733 lines
1.1 MiB
733 lines
1.1 MiB
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "a10c2a41-ab48-4da5-bbe1-a16fd47906fe",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Generating long-range entanglement with measurements\n",
|
|
"*Usage estimate: 3 minutes on IBM Torino (NOTE: This is an estimate only. Your runtime may vary.)*"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "838ac5c7-0819-4482-8875-c57db88ba82a",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Background\n",
|
|
"This tutorial demonstrates how to realize a Nishimori phase transition on an IBM quantum processor. This experiment was originally described in [*Realizing the Nishimori transition across the error threshold for constant-depth quantum circuits*](https://arxiv.org/abs/2309.02863).\n",
|
|
"\n",
|
|
"The Nishimori phase transition refers to the transition between short- and long-range ordered phases in the random-bond Ising model. On a quantum computer, the long-range ordered phase manifests as a state in which qubits are entangled across the entire device. This highly entangled state is prepared using the *generation of entanglement by measurement* (GEM) protocol. By utilizing mid-circuit measurements, the GEM protocol is able to entangle qubits across the entire device using circuits of only constant depth. This tutorial uses the implementation of the GEM protocol from the [GEM Suite](https://github.com/qiskit-community/gem-suite) software package."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "4091005d-ecd5-40c9-b90f-263e49a4cc16",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Requirements\n",
|
|
"Before starting this tutorial, be sure you have the following installed:\n",
|
|
"\n",
|
|
"- Qiskit SDK v1.0 or later, with visualization support ( `pip install 'qiskit[visualization]'` )\n",
|
|
"- Qiskit Runtime 0.22 or later ( `pip install qiskit-ibm-runtime` )\n",
|
|
"- GEM Suite ( `pip install gem-suite` )"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "210b8730-ca3e-46d9-b8b0-64c36f13df8e",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Setup"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"id": "4ad70734-54f8-400a-8399-188ee8a0f3ac",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"\n",
|
|
"from collections import defaultdict\n",
|
|
"\n",
|
|
"from qiskit_ibm_runtime import QiskitRuntimeService\n",
|
|
"\n",
|
|
"from qiskit.transpiler import generate_preset_pass_manager\n",
|
|
"\n",
|
|
"from gem_suite import PlaquetteLattice\n",
|
|
"from gem_suite.experiments import GemExperiment"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "39f59f3a-eb2a-4160-9da2-2bb83c58771c",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Step 1: Map classical inputs to a quantum problem\n",
|
|
"\n",
|
|
"The GEM protocol works on a quantum processor with qubit connectivity described by a lattice. Today's IBM quantum processors use the [heavy hex lattice](https://www.ibm.com/quantum/blog/heavy-hex-lattice). The qubits of the processor are grouped into *plaquettes* based on which unit cell of the lattice they occupy. Because a qubit might occur in more than one unit cell, the plaquettes are not disjoint. On the heavy hex lattice, a plaquette contains 12 qubits. The plaquettes themselves also form lattice, where two plaquettes are connected if they share any qubits. On the heavy hex lattice, neighboring plaquettes share 3 qubits.\n",
|
|
"\n",
|
|
"In the GEM Suite software package, the fundamental class for implementing the GEM protocol is `PlaquetteLattice`, which represents the lattice of plaquettes (which is distinct from the heavy hex lattice). A `PlaquetteLattice` can be initialized from a qubit coupling map. Currently, only heavy hex coupling maps are supported.\n",
|
|
"\n",
|
|
"The following code cell initializes a plaquette lattice from the coupling map of a IBM Quantum processor. The plaquette lattice does not always encompass the entire hardware. For example, `ibm_torino` has 133 total qubits, but the largest plaquette lattice that fits on the device uses only 125 of them, and comprises a total of 18 plaquettes. Similar can be observed for IBM Quantum devices with different qubit counts as well."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"id": "553dbafe-1778-4971-83c3-0408605b701d",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Number of qubits in backend: 133\n",
|
|
"Number of qubits in plaquette lattice: 125\n",
|
|
"Number of plaquettes: 18\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# QiskitRuntimeService.save_account(channel=\"ibm_quantum\", token=\"<MY_IBM_QUANTUM_TOKEN>\", overwrite=True, set_as_default=True)\n",
|
|
"service = QiskitRuntimeService()\n",
|
|
"backend = service.least_busy(\n",
|
|
" operational=True, simulator=False, min_num_qubits=127\n",
|
|
")\n",
|
|
"plaquette_lattice = PlaquetteLattice.from_coupling_map(backend.coupling_map)\n",
|
|
"\n",
|
|
"print(f\"Number of qubits in backend: {backend.num_qubits}\")\n",
|
|
"print(\n",
|
|
" f\"Number of qubits in plaquette lattice: {len(list(plaquette_lattice.qubits()))}\"\n",
|
|
")\n",
|
|
"print(f\"Number of plaquettes: {len(list(plaquette_lattice.plaquettes()))}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "0bf43539-d782-44a9-ba4e-a1b6c7510803",
|
|
"metadata": {},
|
|
"source": [
|
|
"You can visualize the plaquette lattice by generating a diagram of its graph representation. In the diagram, the plaquettes are represented by labeled hexagons, and two plaquettes are connected by an edge if they share qubits."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "625882a4-faeb-4d96-b441-c989f43c4dea",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<qiskit_experiments.framework.containers.figure_data.FigureData at 0x1576f8830>"
|
|
]
|
|
},
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"plaquette_lattice.draw_plaquettes()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "2f0a6b73-d1d2-4117-80cf-6fe3adbb82c5",
|
|
"metadata": {},
|
|
"source": [
|
|
"You can retrieve information about individual plaquettes, such as the qubits they contain, using the `plaquettes` method."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "e412a612-c7d5-4689-840a-2383dd538f06",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"PyPlaquette(index=0, qubits=[0, 1, 2, 3, 4, 15, 16, 19, 20, 21, 22, 23], neighbors=[3, 1])"
|
|
]
|
|
},
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Get a list of the plaquettes\n",
|
|
"plaquettes = list(plaquette_lattice.plaquettes())\n",
|
|
"# Display information about plaquette 0\n",
|
|
"plaquettes[0]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "75edf1b4-f95f-4ff7-9e3c-2e810711636f",
|
|
"metadata": {},
|
|
"source": [
|
|
"You can also produce a diagram of the underlying qubits that form the plaquette lattice."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"id": "a19d63ce-3572-4081-a008-c1332fbbe303",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAABcgAAAUDCAYAAAD1GMMMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydd3yUVbr4vzOTZNJ77z2khwCBkBB6kaI0EV29q6Ku6Fq23d29d+/2cl2va8cKKioqIEV6k04gtJAA6Qmk9zaTzGTa+/uD3zsLiIoQZlLe7+fjR4XkPc/MeZ9znvOcp8gEQRCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQGGbIrS2AhISEhISEhISEhISEhISEhISEhISEhDWQHOQSEhISEhISEhISEhISEhISEhISEhLDEslBLiEhISEhISEhISEhISEhISEhISEhMSyRHOQSEhISEhISEhISEhISEhISEhISEhLDEslBLiEhISEhISEhISEhISEhISEhISEhMSyRHOQSEhISEhISEhISEhISEhISEhISEhLDEslBLiEhISEhISEhISEhISEhISEhISEhMSyRHOQSEhISEhISEhISEhISEhISEhISEhLDEslBLiEhISEhISEhISEhISEhISEhISEhMSyRHOQSEhISEhISEhISEhISEhISEhISEhLDEslBLiEhISEhISEhISEhISEhISEhISEhMSyRHOQSEhISEhISEhISEhISEhISEhISEhLDEhtrC3CzCIKAVquloqKCsrIyqqur6enpobe3l46ODpycnHB0dMTZ2Rl/f3+ioqKIjo7Gy8sLuVy6B+hP9Ho9TU1NlJeXc+nSJVpbW+nt7UWlUqHT6XB0dMTJyQlXV1cCAwOJjo4mIiICNzc3a4s+pBAEAZ1OR3l5OaWlpVRXV9Pb20tPTw+dnZ04ODjg5OSEk5MTvr6+REZGEhUVhY+PD7a2ttYWf0hhNBppb2+nvLycyspKmpqa6O3tRa1W09PTY16fXFxc8Pf3Jzo6mujoaDw8PKwt+pCjr6+PyspK8z4hzkFXVxd2dnbm9cnb25uwsDCio6Px9/fH3t7e2qIPKUwmEyqVioqKCsrLy6mvr6enp4eenh66u7vN8yDu2dHR0cTExODh4YFMJrO2+EMKnU7H5cuXzTrR1dVFb28v3d3dyGQy81x4eHgQEhJCdHQ0wcHBODk5WVv0IYUgCGg0GrMdW1NT8w07Vvznap3w9PSUdKKf0ev11NfXm+3Y9vZ2sx1rMBjMOuHm5kZQUBBRUVGEh4fj6upqbdGHFIIg0NfXR0VFhdmOFXWis7MTR0dH81z4+fldc7azsRk0R9hBgcFgoKWlhYqKCqqqqmhubjbbsRqNxjwPLi4uBAQEEB0dTWRkpGTH3gGu1omamhrUarVZJ5RKpXmf8PHxITw8nOjoaPz8/LCzs7O26EMKo9FIV1cXFRUVVFRU0NDQYD5nd3d3f8P3FBMTQ3R0NJ6entYWXUJC4jYYsNaFwWCgsbGRo0ePcuTIEQ4fPkxVVRUGgwEAd3d37OzsUCqVODo60tfXh06nQ6fT0dnZiV6vRy6X4+3tzZgxY5gwYQITJkxgxIgRODg4WPnTDS66uro4c+aMeS4uXLhAZ2cnJpMJZ2dn3N3dzRuEra0tvb29aDQaVCoVbW1t6PV6bG1tCQoKIjMzkwkTJpCdnU10dLS1P9qgQhAEWltbOXz4MIcPH+bgwYNUVFR8q06I+nC1TgB4eHiQlpZGdnY22dnZJCcnS5cXPxC1Ws3Fixc5evQoR48eJT8/n6amJkwmE0qlEi8vL/NhwtHRkd7eXrNR1dzcjF6vR6FQ4O/vT2ZmJjk5OeTk5BATEyM5Qn4AgiDQ1tbGkSNHOHTokFknxHfdzc0NpVJpdozr9XqzTqhUKrRaLQAuLi7Ex8eTlZVFdnY26enp+Pr6WvOjDTq0Wi2VlZVmnTh58iQ1NTUYjUYUCgU+Pj7XHLBFnejt7aWpqQmdTodcLr+hTkiX3D+MtrY2jh07ZtaLsrIyNBoNAM7Ozjg4OGBnZ4eDg4PZQaXX682HcEEQcHBwIDIykvHjx5Odnc3YsWMJCQmx8icbXIhO2CNHjnDkyBFyc3PNdqxMJsPX1/caR6zoGLxeJ3x9fRk7dizZ2dlmO1ZyhPwwOjo6OHXqlPk8UVRUhEqlMr/rTk5O2NnZYW9vj1wuN+8Toi1rNBqxs7MjODiY8ePHM2HCBLKysoiMjLT2RxtUmEwmmpubOXr0qNmWLS8vN9uxfn5+1+jE1ftEc3MzfX19yGQyvLy8GDVqlHnPTkxMxNnZ2cqfbnChUqkoKCgwn+0KCgpoa2vDZDJhZ2eHs7MzSqUSpVKJra2tWSe0Wi1dXV0YjUZsbGzw8/Nj/Pjx1+zZEjePaMeK+nDo0CHKy8vNduzV+4Srqyt9fX1mnWhtbUWj0SAIAu7u7iQlJZn37LS0NLy8vKz86QYXvb29lJWVmXXi1KlTNDY2mu1YV1dXs04olUqzTvT19dHZ2YnBYDDv2VlZWeTk5DBx4kTpbCchMciQCYIgWFsIEaPRSFNTE9u3b2fjxo0cP34ck8lESEgIERERhISE4Ofnd80tqUwmQyaTIX4MQRAwmUy0t7fT1NREfX09VVVVVFVV0dvbS3h4OHPnzmXRokXEx8dLzvJvQavVcvDgQTZs2MCePXtob28nJCSEUaNGkZaWRmxsLJGRkfj4+GBjY2OeB8A8FyaTCa1WS01NDRUVFVy8eJETJ05w9uxZ9Ho9SUlJ3HfffSxcuJDAwEBrftwBiyAIdHd3s2PHDtauXcvBgwfR6/WEhIQQGRlJaGgofn5++Pv7f69OdHZ20tzcTENDA5cuXaKqqoru7m78/f2ZOnUqixYtYvTo0VKE1LfQ19fHqVOn2Lx5Mzt37qSmpgZvb2/S0tJIT08nPj6eyMhIAgICsLOzM+vD9XOh0+mora2loqKCoqIijh8/zsmTJ+nr6yMxMZGlS5eyePFiAgICJIPqBohRmDt27ODzzz9n//799PX1ERoaSkREhFkn/Pz8UCqV16xNVz9DEARUKhXNzc00NjZSXV1NVVUVra2tuLm5MX78eBYvXsykSZOkaJBvQa/XU1xczNatW9m6dStFRUU4OTmRnJzM6NGjSUxMJCoqitDQUPNcANfsFYIgYDAYqK2tpby8nKKiIk6cOEFeXh5arZb4+HjuvfdeFi5cSGhoKAqFwpofecAi6sTatWv5+uuv0Wq1BAYGmnXC39/ffND+Lp0QD92NjY3U1NRQVVVFQ0MDdnZ2pKens2TJEmbPni1dIH0LRqOR2tpatm3bxubNmzl16hQKhYLExEQyMjJISUkhMjKSyMhIc9bK9faTIAjm54j7RF5eHqdOnUKtVhMdHc3dd9/NwoULiYmJQalUWvMjD1i0Wi379u1j3bp1fP3113R1deHr60tYWBihoaEEBATg6+uLs7MzCoXiW3VCp9PR2tpKU1MTtbW1VFVVUV1djSAIJCUlsXTpUhYsWEBAQICVPunAxmQy0dHRwfbt2/nyyy85fPgwRqORpKQkxo4dS2pqqjky/Pt0QjzTFRcXc/r0aU6ePEl7eztBQUHMnDmThQsXkpaWJmW/fAt9fX3k5uaaz3YNDQ24ubkRFhZGWFgYAQEB+Pn54ebmZj7bXY+4Z7e1tdHY2EhdXR2VlZXmy7+EhATuv/9+yY79DgRBoKen55o9WzwXjxs3zqwTUVFRODg4mPXhRjrR0tJCVVUVpaWl5Ofnc/LkSerq6vD09CQnJ4dFixaRlZWFu7u7dT/0AEWn01FYWMhXX33F9u3bKS8vx97entDQUMLDwwkKCsLPzw9PT09z9vWNztliJvHVOlFZWYleryc+Pp6lS5eyaNEigoKCpKAPCYkBzoBwkPf19XHx4kVWrVrFli1b6OvrIyoqirS0NOLi4nBycsLGxgaFQoFcLkcul3/nhituHCaTCaPRiNFoRKfTUVNTQ0FBARcuXECtVpOens7DDz/MtGnTJAfI/6ejo4OPP/6YDz74gLq6OhISEpg1axZTp04lNDQUBwcHbG1tUSgU5vn4trkQXy1xDgwGAzqdDrVazalTp9iyZQt79uxBr9czd+5cnnvuOZKSkiRjiisZFDU1NaxcuZI1a9bQ3d1t1gkxUuZ6nQC+cy6u1wm9Xk9DQwMXL16ksLCQtrY2oqOjuf/++5k/fz5BQUGW/MgDlq6uLjZu3MhHH31EcXExISEhTJs2jenTpxMbG2vOnLh6Pr5PJ0wmEwaDAYPBgF6vp7e3l1OnTvHVV1+xa9cudDodc+bM4ZlnniElJUVyCnLlu2tpaeG9997jgw8+oL29naioKEaOHElSUtJt6YSoF3q9nra2NkpKSigoKKC2thZfX18WLlzIQw89RFRUlCU/8oBFrVazf/9+PvzwQ06cOIG7uzsTJ05k5syZpKWl4erqeo1O3Mj5JPJtOqHRaDh9+jRbt25l165daDQapk6dyvLlyxk9erRUEocr3117ezvvvvsuK1eupL29ncjISPM+4erqes0c3IxOAGZ9MJlM6PV6VCoVZWVl5OfnU1FRgaOjI/PmzePJJ58kPj7eYp93IKPVajl79iwffPABu3btQqFQMH78eGbPnk1mZibu7u7Y2tpeYz99nx0r6oRow2q1Ws6dO8eOHTvYvXs37e3tZGZm8uijj5KTkyNlgv1/2tvb+eCDD1i1ahVNTU0EBweTkpJCUlISHh4e2NnZfeM8cTM6IeqFwWAwl8o5e/YsRUVFyOVy5syZw7PPPktycrIlP+6ARa/XU1lZycqVK1m/fj0ajYZx48Yxb948Jk6caJ4LGxsb8zoF370+XT0Her0erVZLcXExe/fuZdeuXdTU1BAfH8+DDz7InDlz8PPzs+RHHrB0dnbyxRdf8OGHH1JRUYGPjw+JiYkkJSWZgwmuP9fdrE6I65RY3u7MmTOcP38eQRCYM2cOzz//PMnJydLZjivfWWNjI++//z6rV6+ms7OTsWPHcs899zBlyhQ8PT3NOqFQKMxlhG5GJ0Qbtq+vj0uXLnHw4EF27txJUVERAQEB3Hvvvdx3332Eh4db8BMPXFQqFTt37uTDDz/k7NmzODo6Eh8fT3JyMiEhIdjb22NjY2PeJ27mbCc6ykWd0Ol05n3iwoULGI1GZs6cyU9/+lNGjhwplTuVkBigWNVBrtPpOHPmDO+99x779+9HqVQyevRo0tLScHd3R6lUmhen20VctHQ6Hb29vZSXl5OXl0dNTQ3R0dH8x3/8B3PmzMHb27sfPtngo7u7m7fffpvVq1fT09PDnDlzuPfee4mJicHFxQUHB4fvPdDdDOLrJqaIdXR0sGvXLj788ENqamqYOXMm//mf/0l8fPywNKYMBgNVVVW8/fbbbNq0CUEQSE9PZ+zYsXh4eJhTHftTJ0RnVE1NDadPn6a0tBQvLy/uvfdeHnjgAYKDg/vhkw0+VCoVn3zyCatXr6apqYkJEyawePFiUlJScHd3N18W9ZdO6HQ6c/34Xbt28dFHH1FdXc3UqVP5+c9/TnJy8rCsuWkymWhpaWHFihV8+umn9PX1MWrUKDIzM/Hy8jLrxHcd6G4W8bAhHrybm5s5e/YsBQUFKBQK7r77bn7yk58MW0d5b28vW7du5cMPP6SkpISkpCQWLVpEZmYm3t7eODo69uv6JO7XnZ2d7Nu3j08//ZTy8nLGjRvH008/TUZGBo6Ojv3wyQYXYmbRa6+9xkcffYRWq71GJ+zt7ftVJwRBMB+8Ozs7zVFqWq2WWbNm8fOf/5y4uLh++nSDC61WS25uLitXriQ3N5egoCAWLVrE9OnTzeUilEplv+qERqOhq6uLo0eP8vnnn1NYWMiIESNYtmwZU6dOHbY1gbu7u3njjTdYvXo1arWa1NRUxo0bh5+fn1knvi/A5mYQ92yxZJdKpeLcuXPk5ubS1dXF9OnT+c1vfsOIESOGpR2r1+spKSnhnXfeYceOHTg7O7N48WLuvvtuAgMDcXR0NJeyuV3EtUmr1dLd3c3Zs2f58ssvyc3NxdvbmwceeICFCxcO2+h+lUrFqlWr+Oijj2hpaSEuLo6xY8cSHBxs3q/782wnOsp7eno4d+4cR48epbOzk+nTp/OrX/2KxMTEYRk9azQaaWhoYMWKFaxbtw6ZTMbixYu59957zf0++lMnjEYjWq0WlUpFaWmpOfhGLpezYMECHnnkkWHrKO/p6eHLL7/kgw8+oLKykuDgYDIyMoiMjMTZ2dl8QdEfa7eYbSH6PAoKCjh27Bjt7e3k5OTw3HPPkZ6eLmWBSUgMMKziIBcEgbKyMlavXs2mTZuwsbFhzJgxJCcn4+rq2m+bxHeNL0ZtXrp0iby8PC5fvkxqaipPPPEEEydOHDaLlSAIfPXVV7zwwgs0NzezcOFC7rvvPkJDQ3Fzc+sXB+B3jS2mmXV2drJnzx7ee+89GhsbWbZsGc8++ywuLi7D4oAhCALNzc2sXbuW999/H61Wy5gxYxg9ejRubm44ODjccZ0wGAxotVrq6+s5ffo0RUVFBAYG8thjj7Fw4cJhU45IEAR2797Nyy+/TFVVFVOnTmXJkiXExcWZI57u9FyIOrF3715WrVpFbW0tDzzwAD/96U/x9fUdFgcMsdzDxo0b+de//kVHRwdjxowhMzPTrBN3MrL+6kNGW1sb+fn5nDlzBqVSybJly3j00UeHTRq3IAgcO3aMt956izNnzpCWlsa9997L6NGj8fT0tMj6JDrKDx06xOrVqykvL2f27Nk8+eSTxMTEDIvLI/ECZ/Pmzfztb3+jpaWFjIwMxo8fb7606w8H4HeNLzZM7+7uNh/2dDodjz/+OE8//fSwqQMsCAIXLlxg1apV7Nmzh+DgYJYsWcLEiRPN9fbv9PokOsrz8vL44osvyM/PZ9SoUTzxxBOMHTt22NQpFwTBrBPNzc3myyJxbeoPB+B3jS3W8e/p6aGgoIDDhw/T09PD448/znPPPYeTk9OwsWNra2v57LPPWLNmDQ4ODixZssQcyS2WsrmT4/f19dHd3c2FCxfYsGEDBw8eJCgoiMcff5zZs2cPm8wjQRDYvn07//znP6muriYxMdF8WeTo6NhvDsBvGxv4hk6o1WoefvhhnnnmmWHTeFi8zF6/fj0rVqygr6/PXGrD398fFxeXO2q7iP4OtVpNZWUlW7duZcuWLdja2vLoo4/y4IMPDpsgA0EQOHDgAK+99hqFhYWEhYUxduxYQkNDzT0o7uQ7Ka5Pvb29XLhwgSNHjtDZ2cnixYt56qmnpBKCEhIDCIs7yNVqNVu2bOH999+nsbGR1NTUaw7Zlt4wxZIfJSUlnDhxArVazdy5c3n88ceJiIiwqCyWpqWlhf/6r/9iz549jB8/nqeeeorY2Fg8PT3v6IHiRgiCgFqtpqmpiTVr1rB69WqCgoL4+9//zrhx44b0pqHVajlx4gQvv/wyFy5cID4+nuzsbHx8fO644+lGGAwGenp6qK6u5vjx49TU1JCZmckvf/lLEhMTLSqLpWltbeWvf/0rO3bsICkpiccee4yUlBS8vb3vuPF0I0SdWLduHZ988gkeHh789re/ZdKkSUPaqDUYDJSVlfGXv/yF3NxcoqKimDZtGj4+Pjg5OVlcJ4xGIxqNhqamJnJzc7lw4QIJCQn86U9/Ij093aKyWJqOjg7eeOMNNmzYgL+/Pz/60Y/IysrCz8/PKnt2T08PLS0tbNmyhU8//RSA5cuXM2/evCFdKk1Mzf6v//ovvv76ayIiIpg1axa+vr5mB5yl92yNRkNHRwdHjx7l1KlTRERE8MILL5CRkWExOayBSqXiiy++YPXq1QiCwMKFC5k9ezaBgYFWWZ80Gg2tra3s37+fzz77jObmZhYvXsyDDz44pBurio3Lf/3rX7N3714iIiKYMWOG2RlrDZ0QGxgePXqU48ePExYWxj//+U8yMjKG9MW2RqPhwIEDvPHGGzQ0NDBr1izuv/9+QkJCcHV1tfhn7+vrMzdm/fzzzykoKGDixIn89Kc/HfLZLi0tLfzhD39g165dBAQEMGXKFIKDg7+11v6dRqPR0N3dzdGjR8nLyyMwMJA///nPZGdnD+lLPJ1Ox/nz53nhhRfIz89n6tSpPPbYY4SHh+Pu7m5xndDr9XR1dVFSUsLnn3/O3r17SU5O5r//+79JTU21qCyWpr29nf/7v/9j8+bNODs7k52dTVRUlLkcoKV1QgwyyMvLIy8vD3d3d37+858za9YsqQ+YhMQAwKIO8kuXLvHBBx/w1Vdf4eXlRWZmJmFhYTg7O1vVcBRv9VpbWzl9+jSFhYXExcXx5JNPMnny5CFp1J44cYLf/OY3tLS08Itf/IJJkyYRHBx8R6MKvg/xVWxtbeXixYu8+OKLVFZW8tRTT/Hoo49axRlzp2lubmbTpk2sXLkSQRCYNGkSUVFRuLm5WV0nDAYD7e3tFBUVcezYMTw9PXnqqadYsGDBkLywOHnyJH/84x+pqanhiSeeYNq0aYSFhWFvb2/V906sM1xUVMRrr71GcXEx999/P8uWLcPHx2fI6YRarWbv3r28+OKL5tTcuLg43N3drfreidG7XV1dVFZWsmfPHmQyGc8++ywPPfTQkNSJgoICXnzxRc6fP8+CBQuYO3cuMTExVnECXo0gCHR2dlJWVsaqVas4efIkU6ZMYdmyZcTFxQ05ndDr9Rw7dozf//731NXVMWvWLBISEvDw8LC6TojNbqurq9m2bRtarZbnn3+eZcuW3dFodmtRVlbGO++8w4EDBxg7diz33XcfSUlJVnF4XI04D5cuXWL9+vXs2bOH2NhYnnjiCTIzM4ecHSsIgtmOrampMeuEp6enVd870Y5VqVTU1tayZcsWent7ee6553j00Uet4oy509TX1/P555+zdu1aQkJCeOSRRxg1ahTe3t5WX580Gg21tbXs2bOHtWvX4uTkxPLly5kzZ86Q0wmAvLw8/vu//5uqqiqmTJlCUlISXl5eVj3bwb+DoGpra9m+fTsqlYrHHnuMRx55BHd39yGnE52dnezYsYM333wTW1tbnn76aTIzM/H397e6Tuj1ehobGzl+/DjvvvsuarWaZ555hqVLlw5JO/bs2bP89a9/5cKFC4wZM4bU1FR8fX2vaRxvDcRs4fr6evbt22fO4l+2bBlhYWFDTickJAYTFnOQnzhxgrfffpv8/HxGjBjB2LFj8fHxGVANCkwmEyqViqKiIvLy8lAoFDz00EM89NBDQ6bkiiAIfP755/zjH/8gKCiIX//616Snpw+4UiZ6vZ6KigpWrlzJli1bmDFjBr/73e/w9vYeMkZtaWkpH3zwATt27CAoKIicnBwCAwMH1LtmMpnQarVUVlZy9OhR2tvbuffee/nZz342pEqurF27lhdffBFPT0+ee+45c833gfSu6fV6Ll26xKeffsrmzZsZNWoUv/zlL4mJiRkyRm1zczOffPIJH330EW5ubsyYMYPQ0NABlRYt1gGuq6vj4MGDVFZWsmDBAv7whz8MKZ3YunUrL7/8MgCPPvookyZNws/Pb0CVMjEYDNTW1rJp0yZzhPtTTz1FVlbWgLItbgeNRsNnn33GK6+8glKpZO7cuYSHhw+od00sR9TQ0MD+/fspKipi/vz5/OUvfxlSF9uHDh1ixYoVNDQ0MH/+fObNm0dISMiA2rONRiPNzc3s3buXtWvX0tfXxyOPPMKiRYuGTLSmyWTi888/53//93+xsbHhnnvuITw83OqX2Vcj6kRTUxNff/01RUVFzJ07lz/+8Y+4ubkNGDlvl8LCQt577z1OnTrFhAkTePDBB4mOjh5Q65PJZKKzs5Pjx4+zZs0aysvLWbp0KU8++eSAsi1ul88//5wXXngBmUzG7NmziYqKwtHRcUC9a6JOHDp0iAsXLjB58mR++9vfEhISMqDs7duhpqbGXEI2OTmZ5cuXk5CQMKBK8plMJnp7eyksLOSjjz7i6NGjLFiwgN/+9rcDSndvl40bN/LSSy/R29vL5MmTGTFiBC4uLgPqXTMajbS2tnL8+HEKCgpISUnh+eefZ+TIkQPK3paQGE7ccQe5IAh8/fXXrFixgvr6etLT00lJSbF6hOx3odFozOUlWlpauO+++/jJT34yqGtripFe77//Pi+99BJTpkxh+fLlxMfHWz2y4LsQow1ee+01MjIy+P3vf09ISMigdggKgsC5c+d45513yMvLIzExkYyMjAHt/Nfr9dTX13Pq1CkKCwu55557+O1vfzvoU8EEQWDlypW88sorZGZm8sQTT5CcnGz1yILvoqGhgb179/LWW28RFhbGL37xC1JTUwe1Q1AQBGpqanj//ffZtGkT0dHR5OTk4OfnN2B13Wg00tLSwpkzZzh06BCzZ8/mr3/9K+7u7tYW7bYQBIHPPvuM1157jZiYGB5++GHGjBkz4C5Rr6alpYUjR47wwQcfYDKZ+MlPfsL06dMHtfNDjAheuXIl7733HuHh4UydOpXAwMABqxOCINDW1sbp06fZu3cvd911F//7v/876B2CYj3fN998E3t7e5YuXcrkyZPx8vIasHt2V1cXp0+f5rPPPqO0tJQHHniABx98cEA5aX4ootP5/fff55VXXiE0NJQZM2YQFBQ0oLMV2traOHPmDPv27WPKlCn85S9/wc/Pb8C+OzeDIAgcP36cd955h/r6eubPn8/cuXMJCgoasOtTb28vRUVFrF+/nt27d3P33Xfz85//HBcXF2uLdsuIR/j33nuPl19+meDgYKZNm2Y+Jw1UnWhvb+fcuXMcOHCAUaNG8dvf/pa4uLhB7RAUBIHy8nLeffddjh49ai4zFBkZOWB1QgxG++qrr/jwww+ZOXOm+RJvMCMIAqtXr+bVV1/F3d2dSZMmER4ePqDPdl1dXVy8eJFDhw4REhLCM888Q3Z29oC6gJeQGC7cUQe5IAhs3bqVd955h+7ubsaOHTvgblG/Db1eT0NDA8eOHePy5cssWLCAZ599dlA6BMXSACtWrODNN99kzpw5LF++nKioqAG7UVxNZ2cnW7du5V//+heJiYn8/ve/H9AGx3chpgW/8847XLx4kbS0NEaNGjUonGpGo5H29nZOnDjByZMnzYbUYJD9RgiCYNaJGTNm8JOf/ITY2NhB8V51d3ezd+9e3nzzTTw8PPjZz37GmDFjBmWEoCAIVFZW8tZbb7F3714SExPJysrC29vb2qJ9L6ITMy8vj3379jF58mRefPFFPDw8rC3aLSEIAqtWreKtt95i9OjRPProo6SkpAwKR3NPTw+5ubmsXLmSzs5OHnnkEebNmzcoo6EEQaCjo4O33nqLNWvWEBcXx5QpU/D19bW2aN+L2FA1Ly+PnTt3mnVisDZlEwSBL7/8krfffht/f38efPBBxo8fPyhsQa1Wy/nz5/n44485c+YMCxcu5PHHHx+UwR5iaYAVK1bw9ttvExMTw/Tp0/H397e2aDdFT08Pp06dYvfu3WRmZvLXv/6V4ODgQekkF5vdvfPOO/T29nLfffcxY8YMfHx8rC3a9yJm4n3xxRds3LiRGTNm8Jvf/GZQOgTF4/sbb7zBm2++SXR0tFknBsNa29vbS35+Pvv27WPEiBH89re/JTk5eVAGe4hNm9955x0KCwtZsGABixcvJigoyNqifS9i1tGXX37JW2+9xcSJE/nb3/42qO3Yd955hxUrVhAUFMTkyZPNJWQHOhqNhuLiYg4cOICHhwdPP/00U6dOHRQ2uITEUOKOWmb79+/nnXfeoaenh+zsbJKSkgaFcxzA1taWwMBAcnJyiI6OZuPGjbz77rtotVpri/aDMZlMrFmzhjfeeIP58+fzzDPPDBrnOIC7uzvz58/n17/+NcXFxbz44otUV1djMpmsLdoP5uzZs6xcuZLi4mIyMjLIyMgYNA5mhUKBl5cXWVlZZGZmsmPHDv75z3+i0WisLdot8dlnn/H6668zd+5cc+OmweAcB3B1dWXmzJn8/Oc/R61Ws2LFCs6ePYvBYLC2aD+YS5cu8eGHH7Jv3z5GjhxJTk7OoHCOA8hkMlxcXMjMzGTmzJns3buXP//5z/T29nIH757vGOvXr+fNN99k/PjxLF++nLS0tEFjmDs5OZGVlcVTTz2Fj48Pq1evZufOneh0OmuL9oPp7Ozkk08+Yc2aNSQlJTFt2rRB4RyHKzrh6OjIuHHjmDNnDvv27ePPf/4zarV6UOrEzp07efvttwkNDeXxxx9nwoQJg8I5DmBvb09KSgqPPfYYmZmZbNy4kdWrV9PX12dt0X4wer2eNWvWsGLFCuLj45k1a9agcY7DlfUpIyOD2bNnc+zYMf7+97/T1NQ0KO3Y48eP895776HX6/nxj3/M7NmzB4VzHK6c7SIiInjooYdYunQpu3bt4tVXXx20duyaNWt47bXXGDFihFknBsvZztHRkfT0dGbNmkVJSQkvv/wyxcXFGI1Ga4v2gykpKeGDDz7g4sWL3H///SxdunRQOMfhytnOz8+PpUuX8txzz3HgwAH+/ve/D1qd+OKLL3j99dcJCwtj+vTphISEDArnOICDgwMJCQlMmzaN7u5u3n33XQ4dOoRer7e2aBISw4o7tmKcOHGCFStW0N3dzYQJE4iLixs0B20RGxsb/Pz8yMrKwmg08tlnn+Hi4sKyZcsGzWJrNBrZuXOnuazK008/TUhIiLXF+sE4Oztz9913o9PpePXVV3nzzTd57rnnzKm1g4GLFy/ywQcfcOHCBdLT00lPTx80F0Yicrkcd3d3MjMzMRgMrF+/Hg8PD55//vlBE/UhCAK7d+/mhRdeYOLEiTz11FOEhoYOmvdIxMnJialTp2IwGFixYgXvvfcetra2pKWlDZrPUlNTwxdffMGuXbtITExk/Pjxgy6SS3QIjh07Fp1Ox4YNG/Dy8uLXv/71gC5fdT179+7lpZdeYuTIkeZsisGi0yIODg6MHTsWQRB47733WL16NQ4ODkyfPn3QXH51dnayadMmPvzwQ6Kjo5kyZcqgi+SSyWTY29ubdWLTpk14eXnxq1/9akDVif4+jhw5wuuvv46fnx+PPPIIo0ePHnQZCXZ2dsTHx/Mf//EfGI1GvvjiC5ydnXnggQcGjR2r0+nYsWMHr7zyChEREcyYMQMvLy9ri/WDcXBwYPTo0ej1evbs2YO7uzs///nPB1Wz7fz8fN577z00Gg0/+tGPmDZt2qDbs21sbAgODuaBBx5Ar9ezdu1a3NzcePrppweNTgiCwK5du/jnP/9JeHi4WScGy3skYm9vT2pqKkajkX379rFixQqeffZZ4uLiBo0dW1lZySeffEJBQQELFixg0aJFgybIQ0Qul+Pl5cWSJUvo6+vj9ddfx9PTk1/+8peDyg7cvXs3L774IgEBAUybNm1QlrJSKpWMGDECQRDYv38/77//PnZ2dkyYMGHQ2LESEoOdO2IJXLp0ibfffpu6ujqys7OJjY0ddM5xEYVCgY+PD1lZWfT19fHhhx8SHBzMnDlzrC3a92I0Grlw4QIvvPACMTExPP/884PSOS7i4ODA/Pnz6ezsZPXq1QQEBPAf//EfgyJypaGhgc8++4zTp0+TkJDAyJEjB51zXESMms3KyqK3t5dVq1YRERHB4sWLrS3a9yIIAiUlJfztb38jOjqa559/flB3C7e3t2fatGmo1Wo+/PBD8yVeTEyMtUX7Xtrb29m5cydbtmwhJCSErKysQXfQFhEdgllZWajValatWkV0dDT33XeftUW7KUpKSnjhhRcICAjgqaeeGpTOcRE7OzsyMjLQarWsXLmSTz/9FE9PTzIyMqwt2vfS29vLsWPHWLlyJV5eXkybNm3QOcdFZDIZSqWS8ePHo1Kp+Oijj4iIiGDp0qWD4t2qqKjg9ddfx9bWlh//+Mekp6cPOue4iI2NDXFxcTz44IP09vayevVq/P39mTFjhrVF+170ej3nzp3j//7v/3BycmL27NmD0jkuolQqGTt2LD09PWzatImQkBB+9KMfDYpMwpqaGj766COampq47777mDJlyqDdsxUKBf7+/jzwwAN0dXXx4YcfEhoayoIFC6wt2vciCALFxcX87W9/w97enjlz5gxK57iInZ0daWlpaDQacnNz8fX1ZdmyZYSGhlpbtO+lpaWFTZs2cfLkSaZOnTooneMiMpkMNzc3HnjgAdrb2/nggw+IjIwcNHZscXExf//737GxsWHWrFmD0jkuYmtry4gRI9DpdBw5coQ1a9bg4eFBamqqtUWTkBgW9PvK0dPTw4cffsjZs2dJT08nISFh0B4qRMT0o+zsbOzs7HjzzTe5cOGCtcX6TgRBoL29nVdffZWenh7+8z//k7i4OGuLddu4uLjwwAMPMG3aNDZt2sSBAwfo7u62tljfiUaj4auvvmL//v2EhoYyevToQZOi/W3I5XLc3NyYPHky/v7+vPTSS5w7d87aYn0ngiCgVqt56aWX6Orq4te//jUjRowYtIcKEScnJ+bMmcOcOXPIz89ny5YtNDU1WVus70Sn05Gbm8uGDRtwcHAgJydnUDs94N+R5FOnTiU8PJwXX3yRc+fODfiyEmq1mldffZW2tjaee+45UlJSBoUD87sQLysWL15MV1cXn376KZcuXbK2WN+JwWCgtLSUDz74AI1Gw8yZM/Hz87O2WLeNqBMRERG8+uqrnDp1asCXgurp6eH999/n8uXLPPTQQ2RmZg7aC20RW1tbEhIS+NGPfoSnpyfvvvsuxcXF1hbrOzGZTDQ1NfHGG2/Q1NTEvHnzCAgIsLZYt42450VHR/Phhx9y9OhRent7rS3Wd9Lb28v69evJz89nxowZzJo1C09PT2uLdVsoFAqCg4N59NFHSUpK4pVXXqGgoMDaYn0ngiDQ3d3N//3f/1FbW8s999xDQEDAoLdj7e3tycjIID4+nl27drFz507a2tqsLdZ30tfXx/79+9m3bx9JSUncd999g359kslkeHp68vjjj5OVlcWLL75Ifn6+tcX6XlQqFS+99BLV1dXMnTt30PZ3uBo7OzsSExNJS0vj/PnzrF+/ntraWmuLJSExLOjX1UMQBLZs2cJXX31FfHw8KSkpg/5QIWJjY0NQUBDZ2dlcvnyZt99+e8A6ZgVBQKvV8umnn3Lo0CF+8YtfMGbMGGuL1W94eXmxbNkyAgIC+Oyzz7h48eKArc8lCAKHDh1i48aNuLq6kpGRMegPFSJyuRxPT09mzJhBa2ur2fE8EBEEAUEQ+OSTT9i9eze//OUvGTNmzKA/VIi4u7uzaNEikpOT2bdvH4cPHx6w/RIEQaCwsJB169bR1dVFTk7OoD9UiMhkMlxdXZkzZw6dnZ28+OKLdHV1DVgnuSAIfPrpp+zatYunn36azMzMQe8cF3FycmLy5MlMmTKF8+fPs3HjRnp6eqwt1g0RBIG6ujrzfjZ9+vRBET13s7i6ujJ79mxUKhWvvvoqzc3NA7b2stiUc8eOHSxZsoTJkyfj4uJibbH6BaVSSWpqKkuXLqWxsZFVq1ahUqmsLdYNERsgf/rppxw8eJDZs2cTGRlpbbH6DRcXF6ZNm4bRaOT999+nvLx8wF4cCYLA3r172bJlC2PHjmXu3LmDpifC92FjY0NERARPPvkkWq2W1157bUDbsUajkY8//pgdO3Ywd+5coqOjh4wd6+TkRHZ2Nk5OTmzYsIGTJ08O2H4JgiBw6tQpNm7ciJeXF/fffz8RERHWFqtfkMlk+Pv787Of/QyZTMb//d//DVg79uqz3bZt27jrrruIjo4e9M5xEQcHB9LS0ggJCeHAgQPs2LFjwF+mSkgMBfp1BSkvL+e9997D09OTsWPHDtrUu2/Dzs6OmJgYxo0bx86dO9m+fbu1RbohBoPBXCdw/vz5LFq0yNoi9TvR0dE8/vjjNDc3s2XLFhoaGqwt0g2pqanhs88+o6enh4yMjCHjCBRRKBSEhYUxa9Ysdu/ezaZNm6wt0rdy8eJFXnnlFRYsWMC9995rbXH6nZCQEO6//36cnJzYvn37gI0ObGlpYdu2bVy8eJExY8YQHR1tbZH6FZlMRnBwMHfffTe7du1i48aNA/JgAVd04tVXX2X27NksXrwYOzs7a4vUr3h7ezNnzhxSU1PZtWsXJ06csLZIN0SlUnHo0CF27tzJ6NGjSU5OtrZI/U5wcDBz587l4MGDbNy4ccBe4JWWlvL222+TkZHB4sWLB22Jm2/DxcWFCRMmMH/+fPbu3cuePXusLdIN0el0nD59mo8++oj09PQhFeQhEhgYyMyZMyksLOSrr74asBGzVVVV5rKGixYtIjw83Noi9St2dnakp6fzk5/8hH379rFlyxZri3RDBEHg/PnzvPbaa6SnpzNu3Dhri9Tv+Pj4MHHiRFpbW9myZQuVlZXWFumGNDQ0sHHjRtRqNYsWLRpypS/kcjlJSUn84he/4Ouvv2bjxo3WFulbuXjxIi+//DIjR45k3LhxQ8Y5LuLu7k5GRgb29vZs27aNs2fPWlskCYkhT7+tIjqdjo8//pjGxkYyMzPx8fEZcosUXLnNGzNmDMHBwbz11lvU1NRYW6RrEASBzs5OPvjgA1xdXfnpT3+KUqm0tlh3hMmTJzNnzhwOHz5Mbm7ugIsO1Ov1bNmyheLiYpKSkoiIiBiSDTYUCgUZGRkkJiby6quvcvnyZWuLdA1iRsWKFStQKpU8//zzKJXKIRN1czXp6enMmzeP+vp6du7cSUdHh7VFugaDwcCxY8c4cuQIwcHBpKSkDJqmWD+UjIwMUlNTeeWVV7h06dKAc5LrdDreeustbG1teeaZZ3BxcRmSOhEZGck999yDo6Mjn3/++YArP2Q0GikpKWHz5s24uLgwfvz4IRPFfz2jR48mNTWV999/n9LS0gEXMavT6Vi1ahV6vZ5HH30Uf3//IWnHenl5cc899zBixAjef//9AZe2bTKZaG5uZvXq1chkMqZNmzZkdSIlJYW0tDQ2btzI6dOn0Wg01hbpGvR6PevXr6e5uZkFCxaQkJAwJO1Ye3t7FixYwMSJE3n99dcHpB3b09PDW2+9hV6v56677hqyOhETE8PIkSM5deoU+/fvH3AR/QaDga+//poLFy4wYcIEcnJyhuRcyGQyFi5cyF133cUrr7zC5cuXB5QdKwgCer2eN998k76+Pu666y7s7OyGpB0bFBTEqFGjaGlpYcOGDbS0tFhbJAmJIU2/Wf5nz55l48aNpKamEh4ePiQ3C/h3g8KcnBwuX77MJ598MqBShfv6+jh27Bj79u1j+fLlhIWFWVukO4aNjQ1Lly7F29ubnTt3UlFRMaA276KiIrZu3Yq3tzcjRowY9LX4vw2ZTIatrS0zZ86kvr6eVatWDSidEASB48ePs3HjRp577jnCw8OHpAEFVy4rpk2bRlJSEsePHycvL29A6UR1dTW7d++mt7eX9PT0IVO64HpkMhkKhYLZs2ebSxkYDIYBNRcnTpxgw4YNPP3000RGRg5JRyBc0YmUlBSmT59OcXExO3fuHFDrU1tbG/v376ekpITs7OwhF7F8NQqFgpkzZ9Le3s4nn3xCd3f3gNKJ06dPs2nTJu6//34SEhKGXEaFiFwuJzg4mB/96EfU1taydu3aAaUTvb29HDlyhAMHDjBt2rRB2/TuZlAoFOTk5KDX69m4cSO1tbUDSicKCwvZunUr2dnZjB07dsiUzbwe8Wz39NNP09bWxkcffTSgdMJoNHL8+HE2bdrErFmz8PHxsbZIdwyFQkF6ejrOzs7s3buXgoKCAaUTFRUV7Nq1i4CAAGbMmDFk92zxbPfzn/+crq4u89luIM3F8ePHWbduHXfddRc+Pj5D9mwnl8uJjo4mLCyMkydPcuDAgQG1PklIDDX65USs0+l49913USgUjB49esgaUCK2trZERESQnp7Ohx9+SHV1tbVFAq5E3bS0tLBq1SoSExOHZGmV64mIiGDRokWUlpZy/Phx1Gq1tUUCrkTdrFu3jra2NlJTU4dMvcZvQy6XExoaysSJE3nvvfcGTKSBIAj09vby2muvERcXN2i6sd8OAQEB3HXXXQiCwJ49ewZM2rYYdVNYWEhcXNyQqdf4XYSEhDB58mRWrVpFVVXVgNGJvr4+Xn75ZWJiYrjvvvuGZETg1Xh4eJCTk0NMTAwbNmygsbHR2iIBV5wehYWF7Nmzh/DwcJKSkqwt0h0nKCiIiRMnsm7dOkpKSgZMFHlfXx9vvvkmAQEBLFy4EGdnZ2uLdEdxcHBg9OjRzJgxg08++WTARJGbTCbq6ur45JNPCAwMZPTo0dYW6Y7j7+/P+PHjOXz4MKdPnx4wNWbFzGBbW1vmzJkz5EoEXo+NjQ0pKSn86Ec/YtWqVQMmilxszPnGG2/g5+dHZmamtUW643h5eTF69GguX77MwYMH6ezstLZIwJWz3bZt22hqamLKlCkkJCRYW6Q7ikwmIyEhgUcffZSVK1cOmGbngiCg0+l4+eWX8fX1Zfz48dYW6Y7j6upKcnIycrmcLVu2SFHkEhJ3kH5xkF+8eJGvv/6aMWPG4OnpOWQj0a7G3t6erKwsenp6WLNmzYBwfPT19ZGfn09+fj5PPPHEkL+oELnrrruIjIzkyJEjlJWVDYi5KC8v5+DBg4SGhhIcHDzkHVBwxZCaNGkSer2ejz76CMDqc2EymSgoKODAgQM8++yzQ97pIZKRkcHo0aMpKirixIkTVp8HgNraWo4ePYqNjQ0JCQlDNsvoeiZPnozBYODjjz8eMFHkhYWF7Nu3b0iXVrmeyMhIZsyYQXNzMzt37hwQ89De3k5eXh5NTU2MGTNmyEYsX092djZyuZz169cPmOZfFy5cYP/+/Tz88MP4+voOCzvW09OTJUuWoNFoWLdu3YCYh97eXs6cOUNBQQGTJk0asiUCr2fMmDE4Ozuze/duampqBsRclJaWcvDgQWbOnElMTMyQLYd2Nba2tjzyyCMAfPzxxwNiHgwGA+fOnePQoUPMmDEDe3t7a4tkEUaMGEFAQAAnT54kPz9/QMzF5cuXOXr0KHFxcYwdO3bY7NmPPfYYCoWCjz/+eMBEkRcUFLBnzx5mzZo1ZMtmXk9wcDCxsbGUl5fz9ddfD4h5kJAYitz2CcBoNLJq1SqUSiXJycnDZuOWy+X4+PiQnp7O6tWraW1ttao8giDQ1tbGZ599RmxsLFOnTrWqPJbE09OTWbNmcfny5QFRw9FkMrF+/XrUajXx8fFDNv3uemQyGR4eHkyYMIFVq1YNCJ3o6+vjnXfeISoqirvuusuq8lgSsZaxnZ0dX3/9tdUzK0wmE/v376e8vJyoqKghH4l2NWL08urVq2lsbLSqQSsIAiaTiTfeeIPIyEhmzZo1LA4VcCViNiUlhfj4eDZt2mT1iDSTyURhYSGHDh0iNDSUqKgoq8pjSdzd3cnMzGTz5s1cunQJo9FoVXmMRiPvvPOOOWV+qJZDux5bW1siIyOZOXMmn376qdWzjQRBoL6+ni+//JKAgIAhH515NS4uLowaNYq8vDwKCwvp6+uzqjxGo5FPP/0Ue3t7Jk+ejJeXl1XlsRRyuZzAwEDuv/9+PvzwwwFhx6rValauXImvry9paWlWlceSODk5kZiYSENDA0ePHrV6nymTycSOHTvo6Ohg/PjxwyILEq6c7fz9/XnooYf48MMPrR65LAgCBoOBN998Ex8fH0aOHGlVeSyJUqkkMjISOzs7tm/fPuDq80tIDBVu20He3NzMV199xejRo3F1dR0WUTcidnZ2ZGdnmyPSrInBYKCqqorc3FwefvjhYXPAE5k2bRoBAQGcOnXK6ilgra2t7N69m5CQkCHb5OvbkMlkTJ48mba2NrZu3WpVWQRBoK6ujq1bt/Lkk08OO51IT08nNTWV4uJizp07Z1VZurq6OHr0KHK5fNhEol3NpEmT6OjoYMeOHVYvKdHY2MjGjRtZvnw5jo6Ow8ZBDhAaGsr06dOpqanhyJEjVpWlt7eX/Px86urqSEtLGzYZFSLZ2dloNBr27dtHd3e3VWVpampi8+bNPPTQQ3h4eAwrnXBzc2PJkiW0tLSwe/duq8qi0+koKyvj5MmTZGVlDZvoTJH09HRsbW3Jzc2lvr7eqrK0tLSwc+dOZsyYQWho6LDIghSxsbHhkUceoaOjg23btllVFpPJRE1NDTt27GDKlCnDTidiY2Px8vLi3LlzFBUVWVWWjo4ODh48SGxsLGlpacPOjn3sscfo6upi+/btVq9/3djYyIYNG5g+fTq2trbDas8OCAggOjqa8vJyTpw4YW1xJCSGJLftudu+fTt9fX2MHDly2ESPi8jlcvz8/IiNjWXt2rVWjYLq6uri66+/xsXFZVhFyor4+fmRkZFBbW0txcXFVt28Dxw4QHt7OyNGjBg20eMiMpkMX19fkpKS+PzzzzEajVaLmBVrBdra2jJ//nyryGBNPDw8SEtLQy6Xc/z4cavqxJkzZ7h06RIhISEEBgZaTQ5rIerEl19+iVartWoU+ebNm1EoFCxYsGBYHSrgSkRafHw8oaGh7Nq1y6p7dkVFBefOncPT05OYmBiryWEtvL29SUhIYM+ePbS3t1tVJ7Zs2QLAvHnzhk1JDxFbW1tiYmIYNWoUGzdutKpOtLS0cOjQIXO2x3DDw8ODmJgY8vPzqaqqsuqevXfvXnp7e5k6dSqenp5Wk8MayOVyIiIimDRpEl988YVVdUKj0bBz505zj6/hhouLC5GRkTQ3N3P27Fmr6kRubq65HNpwiR4XkclkREREMHnyZNauXYter7fanm0ymdi8eTOCIDB27FiryGBNHBwcCAkJQaFQsH//fqtn4ElIDEVuy0FuMBjYsGED0dHReHh4DKtIWREbGxtGjRrFoUOHrBbxIZZXOXz4MFOmTBl2xqzI+PHjMRqNXLx40WolJYxGI7t27cLT0xNfX99hF2EgMn78eA4ePGhVndBoNGzevJmZM2fi7e1tFTmszYgRIwgMDOTs2bO0t7dbRQaj0Uhubi46nY6QkJBh54ASGTduHMeOHaOmpsYqhzxBEDAajXzxxRfMmjULb2/vYecghysN8TIyMjhx4gTNzc1WkcFkMlFUVERVVRXR0dHDLrtFZNSoURQWFlJVVYVOp7OKDAaDgfXr1zN58mT8/PyGpR3r6OjInDlzOHz4MA0NDVaRQRAEGhoayM3NJSEhYdj00LmehIQE6uvrKSkpsVqzTqPRyNatW0lNTSU0NHTYZbfAFSf5fffdx8GDB6mrq7OKM1AQBFQqFVu3biUlJQUXFxeLyzAQCA8Px2g0UlBQYLWSEkajkYMHD+Lj40NcXNywCwgUuf/++zl8+LBVdUKv17N27VrS0tKGTQ+d6/Hx8cHb25uTJ09avQyUhMRQ5LZOAo2NjRw/fpzU1NRhl/YlYmNjQ2pqKnK53GolJXQ6HZcuXaK8vJy5c+daRYaBQFpaGpGRkRQXF1NWVmYVGVpaWjh16hRhYWG4ublZRYaBwMiRI7G1teWrr76yyvgmk4m6ujpOnjzJvffeaxUZBgKRkZGkpqbS2NjI6dOnrSJDR0cHBQUFODo6Dqva49eTlpaGUqlk586dVnMG1tfXc/ToUZYuXWqV8QcC3t7ejB8/Ho1Gw4EDB6wig1qtpri4GLVaTXR0tFVkGAgkJibi7OzMwYMHrVYTvrGxkWPHjrFgwYJh6QiEKxFpU6dORaFQsH37dqvIoNVqqayspKqqalhGj4tER0fj5eXF2bNnqa6utooMTU1NnDhxgkmTJuHu7m4VGayNXC5n1qxZ2NvbmzNMLI3RaKS2tpb8/HzGjBljFRkGAoGBgQQFBVFVVUVhYaFVZGhra+Ps2bPExcURFhZmFRkGArNmzcLBwYFt27ZZLXK5vr6e3NxcMjMzrTL+QMDDw4Po6Gja29s5evSotcWRkBhy3JaD/MiRIxiNRmJjY4dtpKxMJsPR0ZHo6Gj2799vlRvV7u5uzpw5g6ur67BMNxKxt7cnPj6enp4eqqurrTIXeXl59Pb2EhkZOWwjoGQyGUqlkri4OHOXbUvPhV6v5+jRoyiVSnJyciw69kDCzs6O8PBwXFxcuHDhglV04uLFizQ3NxMYGDhsGn3dCHt7e2JjYzly5IjV0lMPHjyIra0tEydOtPjYAwUbGxv8/PyIjIwkLy/PKvNw+fJlKisr8fT0JCgoyOLjDxSUSiVRUVGcO3eO7u5uq8zFoUOHkMvlTJgwYdg6yOVyOR4eHuZsSGvMQ1tbGwUFBTg5OREZGWnx8QcKdnZ2hISEUFNTQ319vVXmIjc3F4PBQEZGBs7OzhYffyAgk8lwcXEhKyuL/fv3A1h8LjQaDcePH8fOzo64uDiLjj2QsLW1xd/fH41GQ0lJiVV04ty5c3R1dZGUlISfn5/Fxx8ouLi4kJ2dzcGDB61SQtNoNHLo0CEUCsWwauJ8PQqFAg8PD5ycnDhz5oxVS9RJSAxFbstBfvjwYUJCQnB2dh6Waakicrmc2NhYDh8+bJUGbN3d3Vy8eJHk5ORhm4InEhcXh1ar5fLly1YpY3Dy5Enc3d1xc3MbVk2NbkR8fDyHDh1Cr9dbfGydTsfx48cZOXIkrq6uFh9/IBEYGIi7uzsXLlywik6Ijnlvb+9h64ASiYuLIzc3F41GY/GxBUHg4MGDjBo1CldX12GZliri5uZGXFwcJ0+etEoUVHV1Na2trQQEBAzbkkMiUVFRnD9/no6ODqtdGqWlpeHu7j6sdcLOzo6MjAyOHj1qFZ1oa2ujtLSU0NDQYVu+QCQkJIS6ujqrlTHIzc0lOjoab2/vYW3HymQyJk6cyKFDh6xyttNoNJw8eZKIiAgcHR0tPv5AwtvbG51OR2lpqVXs2Pz8fPOF9nDNmBfJycnh2LFjVsmENJlMHD58mKioqGGvEy4uLri4uHD27FmpDrmERD9zy15tQRA4cuQIkZGRwzZ6XEQulxMfH09rayslJSUWHVsQBLq7uyktLR3WKXgicXFxuLu7c/nyZYvX5RIEgZMnT+Lt7T1sa8peTWJiIm1tbVbRCb1ez8mTJ5kwYYJFxx6IBAUFER4eTl1dHbW1tRYdWxAELly4gFwuH7ap2leTkJBAV1cXpaWlFj1wi1kcR44cGdbR4yJubm7m0kOVlZUWHVsQBC5fvkxHRwf+/v4WHXsgEh0djVarpaKiwuIXR6JOZGVlDesgD7jiIM/KyqK5udkqe3ZbWxvl5eXDunyBSGhoKAqFgkuXLtHR0WHRsQVB4MSJE6Smpg57B5RMJmPSpEm0tLRYRSc0Gg2nTp0a1mW4RHx9fXF1daWurs7ifRIEQaCgoIDg4OBh28/oaiZNmmQ+21nyskIQBLODfMSIERYbd6Di4uJCUFAQjY2NXL582driSEgMKW75RKDVaqmqqjJ30h3OyGQyQkJCsLGx4fz58xYd22Qy0d3dTWtrK4mJiRYdeyASHByMn58fLS0tNDU1WXTsvr4+qqur8fHxGfYRUABhYWHY2tpy/vx5i0dB9fT0cPnyZUaOHGnRcQciXl5ehIaG0tPTw6VLlyw6tk6no6GhAQcHh2EfyQ9XIgPt7OwoKiqyeGaFRqOhvLycUaNGWXTcgYijoyMxMTGYTCaLOz4MBgOtra0YDAbpsM2VDBcHBwcqKyvp6emx6NiiY37kyJHD3o61sbEhISEBGxsbLly4YNGxTSYTXV1ddHR0DOuSQyI+Pj64urrS0NBAW1ubRcfu6+ujqqqKESNGSHYskJycjJ2dncVrXwuCgFqtpr6+Xro04sqltpeXFx0dHRYP9NDpdNTU1BAYGIiHh4dFxx6IJCcno1QqrZKVqtFouHTpEhERERYddyDi6OiIn58ffX19lJeXW1scCYkhxS2HfldUVGAwGPD397/tyBvReWYymcz/LZPJkMvlyGQy859d/XfflgprNBrN8oi/azKZzL8jk8nM/y/+zO0ik8mwsbHBx8eH0tLS237eD0Gj0VBTU4OtrS3h4eEWGVOMRrx6vuRyuXm+xJ8R/23JyCyFQoG3tzf19fUWjyC/fPkyWq22X0pJ3IpOXP3vq7n6fb/emLlalwRB+E7d+iHIZDIUCgW+vr6UlpZa1EFuMBioqqoCsFjkzY10QvwOxPkS/7l6LbIEcrkcNzc37O3tqaurs8iYIvX19XR3d+Pj43Pb0WjfpRPif1//s9f/ucj1e8DVdfLFubl+vvoDhUKBj48PVVVVFk+JLC8vN/cMsQTi93l1ncpv0wmRG83lnUAul+Pk5IS3t7d5rbAUbW1ttLS04OjoeNtZFVfvA+Lafr1OXP9uX/3vq7n692/UN0J85p3QCS8vL+rr6+nt7e2XZ94s5eXlGAwGYmJiLGKnXK8Ton0kOudv9L1bar8Qe4cEBwdbvMm5Wq2mrq4OW1vbfulTcfV+DLeuE9fvAVfvQVfbYv2tE+KeLV4aWJLKykp0Oh0REREWKf/0fTrxQ+arv5HJZOazlaXPdjqdzhwVequZRlfvseI7ev0eeyNb6ep95Wb1A755vrh+z/i259wMcrkcZ2dnmpqaLB78VFNTQ09PD0FBQXesJv/Va4to416vB+LP3Wi9uRPr0Ldha2tLWFgYFRUVGI1Gi5VONJlMlJeXYzKZCAgIuKVn3Egnrt9jv08nxD//Np24en+4/s/E3+0PP5RMJsPe3h57e3spglxCop+5ZQe5aED7+vr2i4O8oaGBAwcOUFlZiSAIxMTEMH36dLOxrFKpuHDhAra2tiQlJd0wskEQBDZt2sScOXPMhp1Go+Gzzz4jPT2dhIQElEol58+fR6lUEhIS0m8phDKZDD8/P4sbUb29vVRXV+Pg4EBoaKhFxjQajezevZsNGzZQVlaGu7s7c+bMYcGCBeaIOKPRSENDA8XFxUyfPt0icon4+vpiMpksHnlTWVmJwWDAy8urXwyG7u5udu/eTUlJifnAMnv2bHx9fQHo6Ojg3LlzODs7k5qaiq2t7TWGKFzRiR07dpCVlYXBYGDnzp20t7ebN9YRI0aQlJREe3s7vb29hISE9GspDH9/f4vrhF6vp6KiAltbW4s1+zKZTOTn5/Pxxx9TUFCAjY0NOTk5PPLIIwQGBqLX6yktLeXEiRNERUUxduxYi5bhcXNzw9nZ2eIO8rq6Onp6eoiOju6XtVan07F9+3YuXLiAVqslLCyMefPm4efnZ373BUEwv3NRUVHfKAEmCAKHDx8mMjKSoKAgZDIZOp2O3Nxcenp6yMjIwMfHh+bmZmprawkJCTHrXH/g5+dnXisshfidKBQKi14a1dTU8O6773LixAn0ej2jR4/mmWeeISwsDJPJxK5du1Cr1ebfWbBggcVKtimVSgICAizuIG9tbaW9vR1nZ+d+yaowGo1s3bqVCxcuoNFoCA0NZc6cOeYDpF6vp6SkBJVKxYgRI8zr+/X7RGFhIXK5nPDwcM6dO8eZM2fMFxr+/v6kp6fj5eXFhQsXCAkJ6ddIX29vbxoaGizuIC8tLUUulxMZGWmxC8uuri5ef/11Dh06RE9PD6mpqfzqV78iIiKC06dPf6PkT1RUlMUi3BUKBVFRURZ3kKtUKurr67G3t+8XB7nRaGTnzp2cP3+enp4eAgMDmT59OmFhYdjY2KDT6SgvLzfri5eX1ze+X0EQqK6upqamhszMTBQKBSaTifr6enbu3Mm0adOIiIjAYDCQl5dHSEhIv9rg7u7utLe309nZ2W/PvBkqKiowmUzmDEBLoNPp+Ne//sX+/ftRqVSkpKTwq1/9ymy/6XQ6du3ahUwmIysr64Zr2J1CJpMRGxtr8UwjMZJfDL66FYxGI3v27KGwsBCVSoW/vz9Tp04lMjLSPLdiQImzszOBgYEIgoDBYKChoYH6+no8PDyIiIj4Rt1tQRDQarXs2rWLOXPm0NzczPr1683+AGdnZ8aNG8eIESM4duxYv+iHk5MTJpOJxsbG23rOD6W6uhqtVktgYOAdbVqr1+t56aWXzHqQnJzML3/5S6Kioszfq0aj4euvv2bChAm4ubkBV+air6+PkydPEhwcbJHo6piYGPNaYSlMJhNlZWXI5fJbvjQymUwcPXqUM2fO0NHRgYeHB+PHjycpKcl8JjMajTQ2NqLRaIiJiTHrRFNTExUVFXh4eBAfH4+Njc0NLyk2bNjAggULzMEgvb29rFy5khkzZhAbG4tMJiMvLw9fX19CQ0Nvy+ZVKpU4ODhIDnIJiX7mlj3bNTU1uLm5YWdnd1tGiiAIlJeXs2bNGjo6Opg3bx4PPfQQgiDw0ksv0dHRQXd3N3/72984ceIE+fn5/Otf/7phRGp5eTk6ne6aRev06dNcuHDBvOEIgkBkZCR5eXlcvny5XyNbvby8LF7CQKvV0tHRgY+Pj8WiPd5++21ef/11/Pz8+Mc//sHy5cs5cOAAv/vd72hra0Or1ZKbm8sf/vAHPvvsszsu0/V4eXkhCILFDxZiKQl7e/vbujQS63G+//77VFZWMnPmTJ588knc3Nz485//TFtbG93d3fz+97+noKCA4uJifvazn90wPb2qqgqNRoNcLqe3t5eamhrS0tKYNWsW8fHx7Nq1i6NHj+Ll5UVtbS1nz57tV53w8fHh0qVLFo0gFy9nfH19LZIiLAgCO3fu5E9/+hMajYb/+q//4k9/+hMtLS38+Mc/prq6miNHjjB//nzOnj3LRx99xKJFiyz6nTg7O+Ps7ExLS4vFxgRoaWlBLpfj6Oh42zqh1+tZsWIF58+fZ9q0aTzzzDP4+fnxhz/8wXwZJggCHR0dvPrqq+Tn59/QCV1XV4dKpbommurSpUucPXuWEydOmDMePDw8EASBr7/+ut/3idraWos7yGtqavDz88Pe3v6OOxYEQeDixYv87Gc/o7S0lOeee44333wTFxcXZs2aRV1dHX19fTzzzDMcOXKEI0eOWLw5oFKpxNfX1+KXRp2dnWi1WpycnG7L6Sm+k6+//jrnzp1jypQpPPPMMwQGBvK3v/2N+vp6BEFg5cqVbN++naqqKv75z39SVlb2jfe5paXFrEMGg4GWlhaUSiWzZs0iKyuL7u5u3n//fYxGI35+fmzatKlfdcLDw4OWlha0Wm2/PfNmqK6uxs/PDwcHB4voRHt7O4899hhHjhzhySefZPXq1YSHh5OdnU1NTQ1FRUXs27ePvXv3snfvXn7/+9+zc+dOi60VcrmckJAQqqurLTKeSG9vL52dnbi4uNz2BZloo545c4bx48ezfPlyIiMjWbFiBcXFxWi1Wt555x0OHz5MQUEB77//PqdOnfrG+9zd3U1DQwMmk8mspz09PeTl5VFYWMjhw4cRBAGFQkFsbCxr1qzpV51wcXFBrVbT3d3db8+8Gerq6vD09LztPftmEAQBo9HIQw89xO7du3n88cdZs2YNMTEx5OTkcOnSJVpaWsjKymL//v2sW7eOxx9/3OI1qCMiIizugNLr9TQ2NuLu7n5LFxWCIJjf7TFjxvDkk08SFxfHBx98wLlz59Dr9ahUKg4cOMDmzZvNZ1dBEDh27BirVq3i1KlT7N27lw0bNnzj3RYd60ajEYVCQXd3N9XV1dx1113MmjWLoKAg/vKXv9DZ2UlycjKffvrpNdlkt4KDgwMmk8nidmxTUxOOjo44OzvfkYtK8Tt58MEHzXrw6aefEhcXx5QpU8x7dn19PX//+9956aWXrgkAa2lp4b333uOFF16wWJnX8PBwampqLF6DvLa2Fg8Pj1vWiS+++ILDhw8THR3Nww8/zJgxY9i9ezf79u1Do9Gg0Wg4c+YMGzZsoKCgALhypjx//jyvvPIK58+f5/jx4/z5z3++ob1SXl6OXq+/xg91/PhxLl68yN69e806kJCQwObNm81+qVvF1tYWe3t76uvrb/kZEhIS3+SWLVGVStUvEYF6vZ6Wlhbc3NxYtmyZefNxdXWlpaWFkydPYmtrS1BQEM8++ywGg4Hf/e53tLS0XBPVJwgC69at48c//vE16arHjh1jwYIFbNy4ka6uLjw9PXF2dsbNzY2mpiYCAgL6JWJWJpPh6OhIQ0ODxZ2BfX19d/RW+2rEBnMPPvgg999/v9mANhgMbNu2jdOnT+Pm5sZf/vIXuru7SUhIsIhcVyM6Rfv6+iw6F2q1GqVSeduHCqPRSEdHBxqNht/+9rfm93nu3LlUVlZy6tQp3NzcSEpK4sknn0QQBFpaWjh9+jQTJky4Jq3rq6++Yu7cuTg6OtLZ2YmdnZ05wiA6OtqcIgdXoozb2tpoamrqt+Zxjo6O/64XaKG5EASBnp4ei9W87unpoaqqipSUFP70pz+Z58vFxYUXXniBr776CoPBwPPPP8/TTz9Ne3s7Y8aM+cYadiexs7PD1tYWjUZjUZ3QaDQoFIp+cXp0dnbS0NDAP/7xD/N3PG/ePEpKSjh58iSzZs1CEARWrVpFbGzsDQ8yosM7MTHRnO0iCAJlZWUEBASYIzEyMjKws7PDzc0Nk8nE5cuX+62ElaOjo/ly1pJzoVKrzRFHdxqdTkdtbS02NjasWbPGPP8BAQGcP3+ebdu2MW/ePKKionj11VfNv2epKF64Ei3r6OhodiRbCnFfuj4i71bo6uqiurqaF1980RytNHfuXMrLyzl37hydnZ20t7ezfPlyPDw8KCwsxMHBAYPBYB5fEAROnz6NQqEgIiICvV6PXC7H09PTnG2gVCppaGhApVLh5uaGUqmkrKys38r12Nvbo9Vqr+xFFt6zLbVPiBe3dXV1HD582KwTv/zlLzl27BhfffUVP/3pT/mP//gP85pUW1vLz372s355V24GmUxmdsxaUicMBgM6na5fLrRFR90f/vAHHB0dkclkBAYGUltbS3l5Ob29vTg4ODBlyhQiIyP56KOPzIEdYgShIAhUVlZSVVXFrFmzzH/W3d1NZWUl8+fPZ9u2bdx3330olUrc3NxwcXGhqKio32xepVJp/l4sbcc6uzhbrDRiU1MT58+fN2fewRWdOHr0KFu3bkWhUDBlyhT++Mc/4ujoSE5ODkVFRXh5eVmsRrqoE4DF5sJkMqHRaG75nC3qwa9+9Svc3d2RyWQEBQXR0NBgtmeOHDnCuXPnrrmAq62tpampifHjxzNjxgzOnz/P4cOH6ezsNNffFgSB3t5edu7cyY9+9CPg3+UeoqKigCuZL1u3bqWtrY2oqCjc3NwoKioiMTHxlvd5W1tbZDLZFcekBXWit7cXe3v7O5rd1tTUREFBAYWFhWbn6i9+8Qtyc3PZuXMn4eHh/PrXvzZn2V/Na6+9xqFDhyza18bV1dUclGUpnRCEK3X5nZycbun31Wo1tbW1LFmyhOjoaGQyGREREahUKlpbW2lsbKSxsZG9e/fS19dnzpIT/z4rK4v58+fT3t7OZ599xrlz5xg3bpxZNqPRyPr163n00UevkfnAgQM89thjvP3222g0GlxcXHB1dcXNzY3KykqSkpJuOcBRPF9ZOvtOQmKoc8urvVqtvu3ocYD29nY6OjoIDw+/xiBzcHAgPj6e/Px8QkJCCAkJATAbu5WVld9wLtXU1FzzZ01NTajVahITE7lw4QJlZWXm5je+vr5UVlb2a0kJpb09Gk8FOdt+0S/PuxlsdeAQoMG9zTLlGs6ePYubmxshISHXzFdUVBS+vr6cPXuW3/zmN6xdu5Zt27axb98+i8h1NUqlEm8Pb/StekoPWq68R7x/PG7ObretExqNhqqqKmJjY6/5jhUKBaNHj+b48eM8+eSTJCQkmFO/ampqWLhw4TfGrqurw93d/ZoIqOPHj1NaWkpjYyNNTU0kJSXh5uaGh4cHNTU11NTU9JuD3N7enmg3JbKP/wcsdOCyNwnc5d7HCQtdGlVUVKBWq4mPj79mvry9vUlPT+fixYusWLECvV5PXl4emzdvJjIy8pbTZm8FGxsbvLyccbSrpbvxXxYbNzlGR1CAbb9cGp0/f56EhIRvPGvs2LEcPXqUmTNnsm3bNuLi4r4zUqmpqYnRo0ebDdLOzk46OjoIDAwkKCiIyspKLl++THR0NE5OTtjZ2VFSUtJvDnKlUoney475X/8JhfOdz/oBQACvYCx2kdrc3ExpaSmjR4++5qLCwcHBPE/x8fG0tLQwc+ZMfH19+clPfkJ2drZla/O7uuHp6GnRfcKxx5Ew3zA6tLdfW/js2bMkJiaaneMio0eP5tixY5hMJnx8fPjiiy/Q6/WMGjWKqKiobzhcOzo68PLywsnJic7OTnOZqt27d6NWq817QnBwMGq1Gi8vL86dO9dvDnKlUkmoixKHvavg4qZ+eebNcLebiW3OzhZ55zQaDceOHWPChAnX6IRMJmPhwoV8/vnn/PSnPwWuHKofeeQRXn/9dYtEt18ti6urM2EhdhbdJ1xsjIxKsaG29vYvAvLz8xkxYoTZmSaSkpJCbm4uKSkp9Pb2cvDgQU6cOEFLSwuJiYnfKHmmVqvp6ekxnw90Oh1NTU0IgkBaWhpnzpwhPz+fsWPHIpfLCQ4O5tSpU/3mILe1tUVwU/Kvis28ve10vzzzZvD0BjsXR4u8c0ajkV27djF58uRvXGgvXLiQzz77jOzsbFxdXa+p11tWVsaYMWMs6iAP8g2i5ECJxXRRp9eRGpHKAbsDt/T7BQUFxMTEoFQqr5E5KSmJY8eOoVKpmD9/PuPGjWP37t3mv1epVJhMJjw9PYErNrx4kXx1g0q9Xm/O1BQv+zs7O9m9ezcmk4nKykp8fHzMZXJCQ0M5c+YMI0aMuGV7UKFQ4OWoxK++AFb/7paecSvkaE3sd1HeMQe5WApzypQp3yjbMX/+fL744gsee+wxPv74Y86cOcMf//jHa37/L3/5CyUlJbz22mt3RL4b4ezsTHioE6rmNzA6WKYUk9EkMHWCgrVrb22fKC4uJjAwEBcXl2u+48jISPN5ePz48eayQH19fcCVzzpmzBjz/Gs0GlpaWsx+KRGTyWTO1BRpaGigp6eHkSNHEh0dzdmzZ8nKysLGxoagoCAuXrxIVFTULTvIxTr1koNcQqJ/uWWvRU9PT79EtfT29tLR0fGNhgcKhQI3Nzc6OjpQqVTX1CV0d3f/RvmM1tbWbyx6x44dIyoqiq6uLkJDQ7l48SIqlQoAT09Penp6bliW4lZxcLBHo9H02/NuBkEQEBAsVs+4vr4etVr9DSPR1dUVBwcHi5c1uRGiQWjJ23QAo8H4jUPZraDT6Whubr6myYeIp6cnnZ2duLm54erqSnl5Ob/73e8YN27cN+r7tbW13TCNX3QcOjs7m50fKpUKFxcXgH6dQwcHhytRy/32xJtAAJPR2G/9Bb4Psene9fMl1lNtbW1FJpPR19fH8ePHOX78OAqFwqK6Ymtri52trdngsxRGkxGFwua201JNJhMNDQ031AkvLy86OjqoqqriwoULzJo161vHE7Morj7oiCVVxPJIYn1a+PfhsD9Teh0cHNBqtRaNCgQBg9Fwy5E3P5Senh5qamq+MV8KhYLAwEAaGxsRBIEJEyawatUqfvzjH7N48WLa2tos9r0oFArzXFgSk8mETC7rl8O2qBPX4+XlRVdXFy0tLRQUFJCcnEx2dja7d+82pwCLiCm+1x/QRKeHra0tdnZ21NbW0tjY+P8v27z6NaVXqVSi0+stmq4NVyKXnZwss0+I68r1lxlwxXl0ddmI9evXExcXR0pKikWzKmQyGU5Ozmh6LWvHmgQBAfql5nVDQ8MNvzMPDw96e3tRqVTY2NjQ0dFBU1MTvb296PX6a8o7aTQa+vr6rrGru7q6KC4uJjIyku7uboKDgzlx4gRw5Xvz9/f/d7ZcP2BnZ4fJZLJoKS4Ag9GIo6ODxZrWlpSUfKtONDU1sWTJEr744gv++c9/8vTTT5v7d1hy/3RxcbG4A0rgSkTqrZ6zv60MjZubG1qtFr1ef0M9EfdD8Txga2uLUqm8pleI0Wg0l0T6htz/f148PDyora01l2sKCAigrq7utubNxsYGuVyOTmfhs53RiNJeeUf7QIh6cD2hoaE0Nzdf09Txeiy5R4i4uLhc8XdY0o4VrqxPt+pMbm5uvuF66uzsjMlk+lZb0MbGBjc3NxQKBSdOnOC9994jIyODwMDAa36ura3tGxlpBw8eJDk5mebmZmJjY8nNzTXL4O/v/60y3SxSBLmExJ3hli0gpVLZL/VCHRwcEASBiooKAHNEbG9vL3V1dYSHhxMYGEhXV5f5d3p6er5xc9fW1maOJhAbteXm5lJbW8sXX3xBQUEBJSUltLa2YjAYsLe37xdn5tXodHqLNbUxIwMELOYM9vPzo6Kiwmz0GI1Gczp9V1cXYWFhFpHjuzAYDAgIFmlqdTUyuaxfdMLW1hZnZ2dzLTlRJ3Q6HVVVVebveM+ePXz00Uc88cQTLFmy5BuXTO3t7eZ3XPxzJycnMjMzmTlzJosWLeKuu+6iu7ub2tpa7Ozs+iUr5Gp0Ot0VGfrtiTeBDLND2hJ4eHigUqnM9epMJhN6vZ62tjaqqqoIDQ2loKAAvV7Ps88+y4YNG5DL5Wzfvt0i8sEVPTUYjdhaqAGiiNit/XYdX3K5HG9vb86ePQv8O51RjHQNCwtj/fr16PV63n77bY4ePUpubi6HDx++5j3o6uoy1x6/uqFncXExBw8eZN++fZSVlVFTU0Nvby82Njb9XrPb3CfDslqBXCa3mE44OjqiVCo5evQo8O8a8mq1moKCAkaOHElOTg6vvPIKQUFBTJ06lRkzZrBlyxaLyAdX9FSn11l8zxbfu/5wBvv5+XHmzBnz/4s6UVlZSXBwME5OTqSlpZGSksLIkSMZNWoUNTU119Q17unpwWg0XhO5ZmtrS3R0NDNnzmTevHksWLCAyMhITp06hVwux8Ghfx1oer0eheKbl193GrlcTl+fziJj2dra4u/vz549e4B/64TYXC0tLc38s//85z/5yU9+csMLwTuJ2OzN1kIlXUTET9gf9pOfnx/5+fnmZ4k6cfnyZby8vCgoKMDNzY377ruP559/npEjR9LQ0EBzc7P5GVqtFq1Wa7afBEGgq6uLkydPUlZWxueff05ZWRllZWVmXXJycupXnTAYDMhkWKzUiYhcJrdYWReZTEZkZCTbtm0D/m3r9vX1kZeXR3JyMqGhoRw5coSoqChmzJhBTk4OKSkpFoseB8zvgqWRyW79TOHn50dhYaHZ+Sbqgdg/7NuCqsRgJ9HhJo5/dXa20Wikq6vrmuh0mUyGu7s7M2fOZNasWdx///1MnDiRAwcOAP2jHyaTCZNgsvzZTibDoDfc0QtcsSSNiKgHJ0+eJCEhweKf+fsw64Sl92yZ7JYdyt7e3pSXl5sve0SdaGxsNAdl3giZTEZHRwfbtm3j2LFjLFu2jNmzZ3+jQWd7e7tZJ8QAg8OHD9PY2MhHH31EaWkpJSUldHZ2YjKZcHR07JfgIZPJZLEybBISw4Vb9pY4Ozv3y2FbTMHat28fFy9eJDw8nLNnz5o3iqeffpq2tjZ27tzJ3LlzUavVFBUVmeueiXh7e1/T2frChQu4u7vz05/+1HzLvWbNGioqKggODqazsxNnZ+d+jajTajQ4aGX8Mf2hfnvm99HS2MzO3M309HZ9/w/3A5mZmXz++eccP36c0aNHY2dnx8cff8y6devIzMzkmWeesYgc34VWq0WlUmEXb0dAQoDFxj1Wcgx1r/q2jShnZ2eSk5M5ePAgZ86cISUlhfPnz7Nu3Tq6u7v5zW9+Q0FBAUeOHOGPf/yjeYO9/iDt7e1Na2vrDQ1smUxGT0+P2TBwdHRErVajUCj6reQQXInEatUJCBOWgIUMPH2vhvwvNvRrdsh3ER8fT3x8PAcOHODEiRNERkayadMm3n77bTw8PPj73//O1q1bcXZ25tlnnwWuOKWSk5MtIh9ccUB1dfXg5OCNg/sci41bc/IQbe06gkNvz/FhY2PDmDFj+PLLLzlx4gQZGRmUlJSwZs0a2tra+N3vfoeNjY05g+fo0aP09fWRlJR0TaSuu7s73d3d6HRXnGLV1dXo9XrmzZvH2LFjAThz5gznz5+nvLwcf39/+vr6+rVWvFarRamBXyYtxs3Lvd+e+12YTCa2fPoll66KAruTBAQEkJ2dzc6dO9mzZw9ZWVns2rWL//3f/0WtVrN27VpWrlxJaWkpL7zwAnq9nnPnzn0jdfhOYjKZUHWr0Bg1Ft0nGs420NzZjML29tfDcePGsWbNGo4fP864ceMoLS3l888/p7m5mV/96ld0dXWxfft28wV6U1MTqamp12TXODs7o9PprokQFBEzsa4uhWcwGOjq6vpG9NTt0NfXR0efCX3KFEgc0W/P/T5Of7beYvW2nZycmDNnDq+99hqbNm1i3rx5HDx4kN///vfU1tayZ88ec9N6tVrNqFGjLH5hcKXOtorOLsGi+0RTZy1Vl8vN6/LtMHbsWNauXcvJkyfJzMykqqqKDRs2UFtby6OPPopGo6GystIckWk0Gs3ZQyIODg7XZHmp1Wqqq6uJj4/n8ccfB65kXqxevZoTJ04wefLkG6bc3w46nQ6Zxsi8gAwmpk/vt+d+HzvXbWG/SmORbA6FQsGiRYv47//+b9atW8fixYs5cuQI//3f/83ly5fZtWsXe/fu5eTJk/zyl79Eo9Hw0ksvERgYeMtRpLeCSqVC1asiMCEQS91rd3Z2cvnw5Vs+Z4v20qlTp8jKyqKmpoZNmzZx+fJl7r///m+1aTw8PJDJZNTV1ZGcnExLSwvNzc3X/LwYUXv1pZLI1RdKtbW1JCUlAVeid4ODg29rTTMYDKi0etTecZBz3y0/54dSvPtrmnvy7lg2h0wmY/HixfzmN79h/fr1LF68mKNHj/K73/2OS5cusWXLFoteCN0MKpWKjk4DDm4zcXC0TAa7Xm/gQsnaW9aJlJQUduzYQWFhId7e3qhUKnbt2sX58+eZNGkSMTExN/y97u5uzpw5Q1tbG88+++wNM15kMhleXl7X+KEKCgrw9vbmP//zP80/v2LFCk6dOsWMGTNoaWnBz8/vti7fxCwjS2WHSkgMF27LQd4faeIKhcJcE3DlypUolUrs7Ozo7u7G3d0dlUplrpn5P//zP3R0dDBnzpxvpHZ5eXmZnXxubm4cOXKE9PR07O3tzbfWKSkp7Ny5k9TUVDo6OnBxcem3MgyCIKDVanFW2DM5ILVfnnkzXNZVk2e0p8VC6TWOjo786le/4uWXX+bee+/Fzc0NjUaDSqVCq9XS1tbWrwfnW6Gvr48+fR92Tna4+HwzBfBOoUOHRnv7BwuZTEZwcDD3338/n3zyCXZ2djg7O9PR0YGdnR2tra0UFBRQW1vLz3/+c/Pv3X333UyZMsX8vnt4eODk5ERvb6+5dmBTUxMvvvgitra2mEwmgoODueuuuwgODubixYvI5fJr6gzeLlqtFqONEsKSwMYyDnKTSkWHwuGGDp87gVKpZMmSJWg0GpYtW4azszM2Nja0trbi7u6ORqNh2rRp/M///A+ff/45MpmMrKws88HBEuj1ejQaHU5O3tja90/d4JtB21dIT6+xXyID3dzceO6551i5ciUbNmzAzc2N9vZ2bGxsaGtrIykpyWyEXrhwgb6+Pjw8PK6JWhKbqfX19WEwGCgqKrpSXzQoyPxzgYGBlJeXU1JSgoeHB1qt1lxHsz/QarU4yu3I8kvEx8e73577XRiNJk4LeyymEzY2NowbN45nn32W559/HkdHR1xcXGhsbMTd3Z2mpibuueceFixYwPz58zl37hx33XVXv37P34fRaKSntwe5jdyi+4TcXo5Wp8WO24/4Effjd999l40bN+Lm5kZrays2Nja0t7eTkpLCpUuXeOONNzCZTISFhREeHn7NYdvZ2RlXV1dMJpP54KlWq9m3bx+HDx9GEAQcHR3JyMhg1KhR9PX10dnZSXBw8G3LL9LX14depkAIiIRwy62LHTY7UVlIJ+RyOeHh4bz11lv84he/4M9//jM+Pj7m7K3q6mpiY2PZt28fWVlZ38gIswRiEzSTYGfRfcIkA1WPol+CbhwcHPjZz37GqlWr2Lp1K66urjQ1NSGTyejq6mLkyJGUl5ezcuVK4IqdNH369GsCA+zt7XFzc6Ourg6NRkN7eztVVVWkpqaa9wl7e3tSUlI4ePAgkyZNorm5uV8d5Hq9HhtBRoJ7qEXPFBfkR9D09FishImnpycbNmzgJz/5CX//+9/x8/OjpqYGpVJJdXU148aN41//+helpaUUFBTwm9/8xuJnDJVKBTKu7BMWUsk+WR9ag/aWS4A5ODjwzDPP8NFHH7Fz505cXFxobW0FrnwevV5/Q6erp6cnQUFB7Nmzh0OHDuHk5MRdd911zVlZPCfY29ujVqtxdHREEAQuXbpkDgIxGo0kJSUxadIk4MrZIzg4+LaiyA0GAzqjCZObj0X3iW7Hc3RrdP1ix34b7u7ubNq0iSeeeMKsB9XV1djZ2VFTU2PuNTJQUKlUGE222CijsbW3jHNWkOvpVitvuZStvb09Dz/8MGvXruXYsWM4OzujUqkwGAxoNBpzA83rUalUFBUVUVBQwIULF4ArttfcuXPJzs42/5zoh1KpVDg7O3Pw4EGys7OvyQTLyMhg69at5ktVPz+/2yq3ZzReOV9ZqqSohMRw4Za10tfXl+7ubkwmE4Ig3LIhL5PJcHFxYerUqWRlZdHZ2YkgCLi5udHd3U17eztOTk48/fTTdHZ2olQqcXJyuuHt3aRJkzhz5gwTJ05k2bJlyGSyazaUpKQkRowYgY2NDXl5ecTHx+Pt3X8Oiq6uLnx9fJHLLJcSaa9U4uzsTFtbGyaT6Y6nY8pkMmJiYnj11Vdpb2+nra0NR0dHcxMXMVJNTGFdvHjxHZXnRlyd8mrJA6aXlxe9vb3mBoG3oxN2dnaMGjWK5ORkOjs70el05hvvhoYGli5dypIlS675veubu8hkMsaPH09paSleXl4EBwfz17/+9ZqDj0wmM/9eW1sbSqWyXw95HR0d+Pj4IJPLwUJ6IVfY4OnpRUtLi8V0IiAggF/+8pc88cQTtLS0IJPJ8Pb2pqmpidbWVkaNGsWGDRtoa2vD3d39mos7SyAaf25ubsgsuD65ububywPdrk7I5XLi4+P5xz/+QXt7O1qtFl9fX9RqNXV1ddc4lGbOnAnwjUgPmUzGyJEjaWlpobOzk2nTpgHXprH7+/ub162ysjI0Gg1xcXG3JPeN6OrqwsvLCxuFwnJ7hfzKnt3U1GSOnLyTa6NMJsPNzY0HHniAe+65h8bGRnQ6HUFBQbS1tVFRUYG3tze7d++mubkZOzs7vLy8LLpe6/V6Ojo68PT0tOi4Ts5O5myH29UJQRCIjY0160RfXx8+Pj6o1Wrq6+uRyWTMmzePadOmmfeV60vLyWQyYmNjaWhooL6+nvDw8G/s3aL+KRQKVCoVjY2NzJ49+7a/CxGVSoWrqyt2dkqL7RMAPr6+NDc33/aefTOI3/+MGTPIy8ujvr6enp4eIiIiaG9v5+LFi8hkMpYtW8Yjjzxi8dIacMVB3tzcjLe3j0X3CXt7e5ycnOj5/47Z25kHmUxGdHQ0f/7zn+no6ECj0eDp6UlfX5+5hv4DDzxgzjCzt7f/Rmk5mUxGYGAg7e3tlJeXk5iYyI9//ONr5sTOzo7s7GwyMzMxmUxUVVUxd+7cW/8SrqOnpwd7pT1Ojk4WPVP4eHvT0d6BXq+3iE4AZGVlcfr0aerq6lCpVERGRtLe3k5RURGurq5s2bLFfLkqBiBYcs1ubGzEx9fHXL7PEtjY2ODh4UF3d/ctzYNMJiMqKorf//73dHR0oNVqcXd3N5eUEM8Bfn5+PPDAA+Z3WyaTkZaWRlxcHFqtFnt7+280CpbJZDg4ODBmzBjy8/PJysoiLi6OlStXXvNzcrnc7PwrLy9n1qxZt7WuiRdorq5uFt0nPDw8UKvV5qDA/n4HxL18/Pjx1+hBREQEnZ2dFBUVmX82LS2NdevWfaOkRmxsLC+//LLFnOhNTU3/32aTW2yvuFJq0Yeurq5b1onQ0FCef/55uru76e3tNTeuF8+LcGW+Z82aZf69gIAAnnzyyWuC3673L4k20sSJEzl16hSTJk1i+fLl33jfR40aRVpaGra2tly6dIklS5bcVg85sRSP2FRXQkKif7hlB3lUVJQ59dbR8fY6nosLjaOjo3mhuNIsyAl/f39kMhm2trb4+PiY/+5GzJgxg7fffpvs7Owb1heXy+XY2dmZU+f9/f37bTMRDxZimr6lcHBwICgoCJVKRVNTEwEBdz5VXC6Xo1Qq8ff3x9fX1+xsEecH/u14vVNdv78LsWHi1Y1dLUF4eDhwxSkcFBR0W2lTok7Y29ubO2KLRqmPj89Nv7eTJ09m9erVjBw5EgcHh2+tU1ZXV4etre1ty309TU1NjBkzpt+edzPY2NgQERFBb28v9fX1/Rrp+G2Ia4uXl5fZUJHJZHh4eCAIwjXrmzUiA7u7u1Gr1RaPvAoMDMTe3p6uri76+vpuK01U/N7s7Oy+oRPXX3R+17qTkZHBpk2b6OjouKFTVi6XI5fLaW9vp6uri7i4uH5N525ubmbixIkWXxujo6PRaDTU1tb26yXYtyHuAa6urri4uCAIAnK5HHd3d8LDw81zFxoaahWd6Ovro6GhgZSUFIuO6+XlhZubGxUVFfT09JgPaLeC+L0plcprdMLR0RFvb29z5NLVY9zoe05ISKC1tdXsIP+2vbu3t5fLly+TkpLSr43B29raiImJsVizcZGYmBi0Wi319fVERkbe8XdQ3NednJyIjo4264Srq6tZJ61R61jEaDRSWVnJxIkTLTqus7Mzfn5+9PT00NXVddtl3sT9+Oozg4uLC56enmaduLre7I3mPTg4mK6uLioqKkhKSvrGvIhzKQgChYWFjBo1ql+j+Lq6unB1de3Xknc3Q2RkJHq9noaGBkJCQu74+yh+jw4ODkRFRX1DJ8QmdGFhYdfUu7YUYp+SCRMmWGxMuJKZGBoaas5guJXzjKgHvr6+1zgUr86sE+0dkavXKLFsw42+b3t7e7Kzs/n888/JyspCLpd/q3137tw5Ro0addtlIHp6epDL5fj7+9/Wc34oISEhyOVympub0Wg0dyRa92o/yNV64ObmRnBwsHk/VigUNzz/iedyS1FWVkZGRoZFo9rFy08xW/1WAhyvP6uJ7/aV4KF/ry9X2z/X68h3PXvGjBm89dZbTJo06YYXeeL8nT9/noSEhGvGvRV0Oh0ajWZA9H+TkBhK3PK1X0xMDDKZzByR1h+IN3CiAStGLIl/932HaAcHB370ox9970Lm4+NDRkbGlcjWfjC0xIZbTU1N31rD6k7h6OhISEgIfX19XLp0yaJjixu6OF/ftnFbEkEQaGlpwcbGpl+zA26GiIgIcwmU/mqa+l06cTPY29uzcOHC73XCuLm5kZKS0m9OArFBSWNjI7GxsRY90NjY2BAVFYXRaKS8vNxi48I350s83F39d9ZIm+/q6kKtVhMUFGTRsYOCgnB2dqarq6vfuqx/m07c7PeqVCqZMWPG934Xjo6OjBgxguTk5H6bM0EQaGpqIiIiwqIOcjFKWBAEysrKLDauOPbVcySXy81OF2vqhEajobGxkYiICIuO7e3tjbe3t9kZ2F9crRPi2nP1ge+77CdbW1vGjh1LcnLyd5ZWsLOzIzIykrFjx/arTrS0tBAQEGDxNOHY2CtlRMrKyixSc1nku3TCWoiNj6uqqixuxzo7OxMUFIROp6Otra3fnns7OqFQKIiNjWXixInf+W7I5XJCQkKYMGFCv+pEZ2enVRzkUVFRKBQKqqqq+qUm/M3ybTohfqdXz6OlEO3Y8vJy81phKezs7IiIiMBoNN6w1vcP4ep99no9+K7f+a7vWwwAWbJkyfeunUFBQUycOPG29nqx/JNcLjdfBluK0NBQHB0dqaurs0iZuu/Sg4GAqBNRUVEWzXSSy+XExMSYz5a3w410oj8+i6OjIw8++OD36oTYp+f67IwfgljaV6PREBoaekvPkJCQuDG3vBp4eXnh7e1NfX39Ha3L9UMQo5i/z4Eo1h7vr4Vd7F7c29vLiBGWazAFVw623t7eODg4WNzxMRBpb2+npaUFV1dXizvIPTw88PLyorW1tV9qafYHMtmVxiHfd/gWawT35wVHW1sbPT09FtcJMXvAw8PDXC9uOKNWq2lqasLGxsYi0fRX4+rqipeXF2q12mL1r78PmUyGu7v790arKpVKXF1d+9Vx1d7ejlqtJjo62uIR5F5eXvj4+FBYWGjRcQciOp2OhoYG9Hq9Reuew5XSX15eXphMJtrb2y069rchRpm7uLh852FNbOL8bZlIt0JnZydqtZqQkBCLO8hFnbh48aJFHeQDEZPJRG1tLT09PRZ3BiqVSry8vFAqlTQ1NVl07G9DJpOZa5F/11lBJpPh6enZr9GbKpWK7u5uvL29+7UnzM3g6emJr68vFRUVA8aOtSa1tbV0dXVZ3I5VKBR4eXnh6upKXV2dRce+GUQHo5ip9F30h35oNBq6urpwcnKySKb01bi5uZn9Hf15qT1Yqampobu7m5iYGIs6yMXzrJeXFzU1NRYb92YRbSdfX9/vvQwSa/jfDjqdjs7OTmQymTmDXUJCon+45ZVNLpczZswYLl26NGAc5HBzUQb9HYlgMpkoKSlBqVQycuTIfnnmzSKTyXB1dSUiIoIzZ85YdOyBSFlZGc3NzYSGhlrciJLL5aSmptLa2nrLjXXuBNbQCYCioiKzTlgy+kEsw5Gamkpubq7Fxh2oNDQ0UFFRga+vL1FRURYdWy6XExsbi8FgoLOz06Jjfxc3877fiejmkpISbGxsSE1NtWjEqBghM3bsWI4ePWqxcQcqXV1dnDt3DldXVxITEy06tkx2pQmzq6vrbUcG9ic3k6V3J3SioqICk8nEiBEjbqvczK0gl8vJyMggNzd32DvIdTodx48fx8HBgbS0NIuOLTqZw8LCBpTj42be9zuhE7W1tWg0GiIiIvD19e23594McrmckSNHUlhY2G9ZX4MVQRA4fPgw9vb2pKenW3RssVRWSkoKFRUVFh37ZrnZd78/zhctLS20tbUREBBg8XIScrmchIQE6urq+jXDZbBy5MgRbG1tSUtLs3iJFYVCwZgxYygtLbXYuD8ES+qEWq2mtrYWDw8Pi1/gSUgMdW7r6i87O5vKykpzA7bhislkorS0lPT0dIsf8OBKlGZcXBynTp3CYDBYfPyBRGlpKTLZlUYclqzHJpKRkUFra6u52dRwpqioiPT09Bt2Bb/T2NnZMXbsWI4dO9Zv5W4GK/X19bS2thIbG2vxGr8AiYmJmEwmOjo6hr0Tqri4mJSUlNuuO3ir5OTkcPjwYQwGw7Ben7q7uykqKiI5Ofm266LeCqGhoXh4eFBfXz/sdaKiooKoqKgf1FujP5kwYQK5ubn09fUNa53Q6XScOHGCkSNHWsWO9fLyIjo6mqqqqgEVdGMNampq8PT07PeeMDfLuHHjKCwsRKVSDWudEASBQ4cOWe1sZ29vz+jRoykrKxv2OtHa2opMJiMyMvK2I29vhdTUVBoaGvq1rOxg5dChQ6SlpV3Tx8FSKBQKJkyYQHFx8bDXCZVKRWdnJwkJCRbPvpOQGOrcloN8woQJ9Pb2UlNTM2wXKrFuY2lpKTk5ORZNNxJxdXUlLS2NhoYGiouLLT7+QMFkMlFcXGxubmMNB5TYkLKurm5ARZFbErFuY1FRERMnTrR43Ui4Unpo/PjxNDc3D+syK2LafEdHB/Hx8VbRicTERFxdXWlsbESlUll8/IGCuD6NGzcOOzs7i8+FTCZj4sSJtLS0DOsyK4Ig0NHRQUlJCaNHj7aKToSFhRESEkJLSwutra0WH3+gYDKZzE0QXV1drTIXEydOpL29nfPnzw9rO1ar1XL8+HFzwz1L4+XlRVJSEu3t7bddX3YwYzKZqKmpISgoiICAAKvoRGZmJr29vRQVFaHRaCw+/kBAPNsdOHCAnJwcq9ixDg4OjB07ls7OTmpray069kBCEASam5uxs7Mz9z+zNGK0dFlZ2YDKhrQ0ok5kZWX9oN4//YVcLicnJ4euri6qq6stOvZAQhAEuru76e7uJi0tbUDVqJeQGArclhWckJBAREQEhYWFFm3mMpAwmUxUVlbS1tbGXXfdZRUZHBwczN2Q9+zZYxUZBgKVlZUUFxcTEhJi8VISIjExMURGRlJZWUl3d7dVZBgIVFRU0NzczJw5c6yycdvY2JCYmEhQUBBfffWVxccfKDQ1NXH+/HkcHBwsniIsEhISQnR0NG1tbcPa8VFZWUlzczMzZszo1xrOP4SkpCTCw8PZtGmTVcYfCHR3d3Pu3Dk0Gg05OTlWkcHHx4fY2FhMJhNVVVVWkWEgUF1dTWNjI+PHj7d4M0KRxMREwsPD2bZt27DNNtLpdJw5c4ampiZmzpxpFRlcXFwYMWIELi4uw/pSu6Ghgfr6euLj463WeC0uLo7IyEgOHjw4bGsuC4LA6dOnuXz5MnPmzLGKDHZ2diQkJODv7z+sS2i2tbVRW1uLn58fSUlJVpEhIiKC6Ohozp8/P6DKQFkaUSdmzZpllYwvmUxGUlISoaGhnDx50uLjDxTUajXV1dXY2tqSmZlpbXEkJIYct+Ugd3BwYPbs2Zw/fx6NRjMsU/EMBgOnT58mOjqa1NRUq8igUCjw9fVl1KhRw/qQl5eXR29vL4mJiRbvci5ib2/P5MmTqa+vH9YlJU6cOEF0dLTFa5mKyGQyXFxcmDlzJl9++eWwvcArKSmhsrKS+Ph4qzVxUSqVjBkzBpPJNKxLSpw8eZLw8HBSU1Mt3qATruiEg4MDd999N+vWrUOv1w/LPbupqYnjx48TGxtrtbqNtra2jBgxgoCAgGGdPn/27Fl8fX1JSUmxWoqwg4MDc+fO5auvvqK3t3dY6kRvby87duwgOjqalJQUq8igUCgICgoy178eruUCi4uLsbe3JykpCU9PT6vI4ODgwLRp0zh27Bitra3Dcs82mUxs2LDBbMdaI9BDLpfj4eHB1KlTh3UJzerqanp7e4mPjycoKMgqMiiVSsaPH8+lS5eorKwctnv2+vXriYyMJC0tzSqZRmJt/rvvvpsTJ04M23KBbW1t1NXVERcXR0xMjLXFkZAYctz26rZo0SLUajXl5eXDzjErCAI9PT0UFBRw9913W6WWqYi7uzvTp0+nvLycU6dOWU0Oa6HVasnNzcXd3Z0RI0ZYpW6jiHizXlVVRU9Pj9XksAZiqvbJkyeZP38+jo6OVkv9srOzY+HChVRWVnL8+HGryGBNdDodFy5coLu7mzFjxlilJr/IuHHj8PPz4/Lly8OyyZFWq+XUqVPMmTPHavXHRZYuXUpVVRXHjh2zmgzWwmAwUF1dzfnz55k8ebJVavKLxMXFkZSURG1tLfX19VaTw1r09fVx7tw5srOz8fX1tUo0msiSJUuoq6vj+PHjw86ONZlMtLW1sX//fubMmWPVWqZ+fn5MmjSJhoYGLl++bDU5rIVOp6O4uNgcwW1NO3bevHl0d3dz8uRJ1Gq11eSwBoIgoFKp2Lx5M/fcc49Vz3aOjo7cc889NDU1UV5ebjU5rIVer+fSpUvmUqLWtGMnTpyIUqnk7NmzNDU1WU0OayAIAmq1mk2bNjFv3jycnZ2tZsfK5XLuu+8+mpubB2yzzjuJ0WiksbERtVrNhAkTrFKTX0JiqHPbDvKEhARGjhzJiRMnhl30jV6vJz8/n76+Pu69916ryuLg4EBKSgohISF8/PHHw2oe4Ep0pth0LTY21qqyREdHM3LkSMrKymhtbR12c3H69GnUajVLly61qhwKhYKUlBSSk5N59913h908lJSUcOrUKfz8/MjIyLCqLCEhIaSlpdHV1UVVVdWwm4szZ87Q3d3N4sWLrer0AEhOTmbkyJG88847mEymYTUXjY2NHDp0CBsbG2bMmGFVWby9vUlNTcXe3p7CwsJhNQ8A586do6Ojg7vuustq5VVEkpKSGDlyJKtXrx522ZA9PT3s2rULtVrNggULrCqLs7MzKSkpBAUFkZubO6zmAa7s2U1NTWRmZhIWFmZVWUaMGEFaWhrbtm2jsbFxWM2F0Whk69attLS0cN9991lVFltbW1JSUkhMTOTAgQPDah7gSvR4dXU1sbGxVstIFQkPDyctLY38/HwuXrw47OZiy5YtNDU1sWTJEqtEj4vIZDKSk5NJT09n3759AMNqLlpbWykrK8PT05NJkyZZWxwJiSHJba9wDg4OPPLII1RXV3Pp0qVhE30jCAK9vb0cPXqUGTNmWC1VW0QulxMQEMCiRYvYu3cvFy9etKo8lkSn07F9+3YcHBwYPXq01dJSRezt7Vm8eDFarZaKigp6e3utKo+lEAQBnU7H3r17mTVrFvHx8VaVRyyz8thjj7F79+5h1ZjQYDBw/Phxc33fwMBAq8pjZ2fH1KlT8fHxobS0dFjVNdXr9ezdu5fp06eTkJBg9YOFg4MDy5cvZ8+ePRQUFFhNFktjNBopKyvj2LFjTJw4kYiICKvKY2trS1paGunp6RQVFdHS0mJVeSyJXq/n0KFDjB07lpSUFKtGBcIVO/bxxx/n6NGj5OfnDxs71mQy0dzczPr165k2bZrVgwsUCgVhYWHMnTuX8+fPD6vMCoPBQF5eHhEREYwaNQpXV1erymNvb88DDzxAWVkZp0+fHjbZkGJm8Pvvv8+MGTMGhB3r4eHBj3/8Y86dOzes6l8bjUaKiopQKpWMGzcOX19fq8qjVCqZPXs2fX19nDhxYtg02BbPdm+99ZZZJ6yZBSmWWXnyySc5d+7csGrWKTZxbm1tZeLEiVbrUyEhMdTpl5P6tGnTiIqKIi8vj56enmFxk6fX6zl//jxtbW08/vjjVmu6djVOTk5MnToVFxcXVq9ePWzqBp45c4aTJ08yZswYkpOTrZqqLZKZmUlCQgKlpaU0NzcPC50QBIHCwkJqa2t56qmnsLW1tXpnbRsbG2bNmoW/vz/vvffesNGJsrIycnNz8fPzY/LkyVapeX09SUlJpKen09bWRnl5+bDQCYCCggJqamp44oknrFpy6Gpmz55NYGAg77///rCp4ShGj+v1ehYtWmT1SH6A0NBQsrKyMJlM5OfnD4t5ALh48SKXL1/m/vvvx8fHx6qXRiIzZswgJCSETz/9FLVaPSzmQq1Ws3//fmpra3n44YcHhB3r7u7OlClTcHNz49ixY8NiHuDKnl1VVcX06dOJiYkZEHZsTk4OUVFR7Nixg9ra2mExFwaDwRxktHz58gGhE0qlklmzZhEUFMT+/fuHxTwA1NTUUF5eTnJyMuPGjRsQduzIkSNJTEzk9OnTFBQUDJu5EAMqli9fjr29vdXtWJlMxuzZswkNDR1WUeStra0UFxfj6enJnDlzBoQdKyExFOmXU4mnpycPP/wwly9fpqSkhL6+vv547IDFZDLR3t7O4cOHmTRpEmPGjLG2SMAVZ2BYWBhLlixhy5Ytw6LruUqlYt26deYGKtaOMBBxd3dn4cKF6HQ6ioqKUKlU1hbpjiJG3ezcuZPJkyczbtw4qxtQcMWI8vX15fHHH2fTpk3k5eVZW6Q7Tm9vL3v37qWhoYGsrCyrNee8HmdnZ6ZMmYK/vz/nz58fFtE3PT097Nixg5ycHDIzMweEI1Amk+Ht7c2TTz7JV199RV5e3pA/WPT19ZGfn8+xY8eYMGECiYmJ1hYJuBKlmZ6eTkZGBvn5+dTV1VlbpDtOb28ve/bsYfTo0WRmZg6Y+pleXl4sW7aMAwcOkJubO+TtWIPBQFVVFV988QUTJkxg1KhR1hYJuJJZER0dzT333MPp06e5dOmStUW642g0Go4cOUJ4eDjjx4/Hw8PD2iIB4OHhwdKlSykpKeHIkSN0dnZaW6Q7islkoqWlhbfeeosJEyYwduxYa4sE/DtD+JFHHuHUqVNUVFRYW6Q7Tl9fH2fPnsXOzo7s7GyCg4OtLRIArq6uzJ49G71ez/79+4d8losgCHR2dvLKK6+Qk5PDuHHjrC0S8G87dvny5Zw6dWpY1OfX6/Xm0q05OTlWz/iSkBjK9Ntpfc6cOaSmpnL8+PEh3/VcbELY09PDU089ZdVGX9fj5OTEPffcg7e3N2+88caQT4v8+uuvOXHiBJMmTSI5OXlARBiITJw4kTFjxpgjg4Zy13OTyURubi4tLS387Gc/G1A6oVAoWLx4MWFhYbz88stDPsvlzJkzHDx4kKioKKZMmTIgIqBEUlNTycnJoauri4KCgiFfyiA3N5empiaef/55nJycBsSlkcjixYuJiIjg1Vdfpbu7e0jrRFVVFTt37sTOzo57773X6iU9riYsLIwZM2agVCo5duwYOp3O2iLdUfLy8mhoaODxxx/H19d3QFwaidxzzz3ExMSwatUqGhoahrQd297ezubNm81ZkAPlogKuBBjcfffdBAQEsHfv3iF/WSGWCVi4cCGxsbEDInpcZPr06SQlJbFlyxaKi4sxGAzWFumOodPpWLduHWVlZTz33HMDyo61tbVl0aJFxMTEsH37drRarbVFuqOUlpZSXl5OZmYm48aNG1CRshkZGYwZM4azZ89y+PDhIb9nf/HFF1y4cMF8thtIduy9997LiBEj2LZtG1qtdkjbsXV1dVy4cIHQ0FDmzZs3oOxYCYmhRr+dTLy9vXn88cdRqVScOXNmyHY91+v1VFZWkpeXx4IFCwbMbaqIWMNx2bJl7N+/n61bt1pbpDtGVVUVH3/8MaGhoeb6xv+PvfuOj7LKHj/+mUnvvZAeSIVQQ+9FQJqiCCgq9lVRXLAiumvbtaxlRdGV1RVZGyhK753QewmBhIR0SO/JZOrz+4Od+YFfuxlmkpz368XrpbubPGd2OM+99zzn3see+Pn5MX36dDw8PDh58iRlZWW2DskqzGeibd26lSlTpjB48GBbh3QVlUpFSEgIc+bMYefOnaxcudLWIVnNxYsXWblyJTqdjrFjx9pN97iZl5cX1113HcnJyZw+fZr8/Hxbh2QViqJQVFTExo0bufnmmxkyZIhdLSoAgoODmTNnDnv27GHVqlVttvBRVVXFtm3bOHPmDBMmTCAlJcXWIV3F1dWV3r17M2bMGDIyMjh79qytQ7Ka4uJiNm/ezNixYxk6dKjdLfCCgoJ4+OGHSU9PZ82aNW1251djYyMHDx5k3bp13HDDDXazC9LM3EU+c+ZMzp07x4kTJ2wdktWUlJSwY8cOevfuzYgRI2z+wtof8vf3584776S6upp169a12Y5ZvV7PyZMn+fTTT7npppsYNGiQrUO6ilqtJiwsjEcffZTMzEyOHj1q65CspqKigv379xMaGsro0aPtpnvczNvbm4kTJ+Lj48OmTZva7Du/FEUhIyODhQsXWuax9kSlUhEUFMTcuXPJysriyJEjbbZAXldXx/Hjx9HpdIwfP57ExERbhyREm9airTvDhw9n4sSJnD59mnPnzrW5J9xGo5Hy8nLS0tKIjIzkgQcesKuOZTNXV1cmTJjAsGHDePfdd0lPT7d1SC2uvr6eL774gtLSUiZPnkx8fLxddaKZ9e7dm4kTJ1JZWcnx48epq6uzdUgtSlEU6urq2Lx5M4GBgcyePdsuc0KlUjFhwgTGjx/PO++8Q3p6epubSDU1NbF+/XpOnz7N4MGDGTBggF11opklJiYyceJEPDw82L9/P5WVlbYOqUWZX+C8fv16/P39eeyxx+ziPP4fM378eMaPH8/ChQs5ceJEmyuSNzc3c+DAAbZt20ZSUhITJ060y5wIDQ1lwoQJJCYmsmPHDi5dumTrkFpcU1MTmzZtwsvLi4ceeghvb2+7zInRo0czfvx4vv76aw4cOIBGo7F1SC1Kr9eTlZXF0qVLCQkJYebMmXY5Znt6ejJhwgQGDx7Mxo0bKSoqsnVILU6j0bBjxw4cHBy4/fbbiYyMtMt57MCBAxk/fjx79uxh69atVFdX2zqkFmUymSgpKWHRokV4eHgwa9Ysu8wJBwcHyzx23bp1bfLlhM3NzRw6dIj6+nomTpxIz5497TInunbtyvjx4ykpKWHFihVt7sGRoihUV1ezYMECHB0dmT17Ng4ODnY5Zk+YMIGJEyeyfv16CgoK2tzaTqfTcebMGQoKChg4cCCjR4+2y3msEG1Ji446Li4u/OlPfyI+Pp6DBw+Sn5/fZrbQmwuBBw8epKqqikcffZS4uDhbh/WjVCoVvr6+zJ07F4PBwD//+U/Ky8ttHVaLMRgMbNiwgbVr13L99dczZMgQvLy8bB3Wj3J2duaWW26hf//+ZGVlkZGR0Wa2CyuKglar5cCBA2RnZ/PEE0/Y7VNtlUqFq6srzzzzDCqVirfeeovy8vI2M5EyGo3s3buXVatWER8fz8SJEwkMDLR1WD/K0dGRIUOGMHHiRMrLyzl48CBNTU22DqtFKIqC0Whk//79ZGRk8NRTT5GUlGSXiwq4/DD1qaeewtHRkffee4+LFy+2mWMljEYjGRkZrFixAoAZM2bYXSeamYODA0lJSdx1110YDAZ27NjRpnbhGY1GDhw4wJkzZ5g9e7bdHYd2JRcXFx599FH8/PxYvHgx586dazPzWJPJRHFxMcuXLyc3N5cHH3yQjh072jqsH6VWqwkODuaxxx7D3d2dDRs2tKmOfqPRyNGjR0lPT+e2226jX79+uLu72zqsH+Xs7Mztt99OXFwca9asaVMPjhRFoba2lm+++YZ9+/YxZ84cuz3bV6VS4eHhwTPPPIOvry9r165tU8ejGY1Gzpw5w8mTJxk2bBjXXXed3ZzH/0NOTk6MGTOGgQMHcvDgQdavX99m7k+KoqDT6Vi2bBkbN26063mseW337LPP4u/vz7p166ipqWkzOWEymcjNzeX48ePExMRwyy230KFDB1uHJUSb1+KPZWNjY3nooYcAOHjwICUlJa3+7GXzCwiPHz/OqVOnuOWWW5g4caKtw/pZjo6OpKSkMGfOHLZv387nn3/eJgZv81nXH374IcnJyUydOpWQkBBbh/WzwsLCmDFjBpGRkRw7doycnJxWv+BWFAW9Xs/p06fZuXMnt9xyC1OnTrV1WD9LpVKRmJjIM888w44dO/jvf/9LfX19q59ImUwmy9ZgFxcXy5l89iwgIIDx48czcOBA0tPTOX36dKt/cKQoCoqicObMGTZs2MAtt9zCtGnTbB3WL0pMTOSpp57iwIEDfP7555SXl7f6IrmiKFy4cIGlS5eSn5/PlClTGDBggK3D+lmenp4MGjSIadOmce7cOQ4dOtQmduGZTCZLTtxwww1MmzbNrt6L8GM6derE7NmzycnJYenSpeTl5bX63RWKolBWVsbKlSvZvn07U6ZMYezYsbYO62c5OzvTo0cPZs2axfnz59mzZ0+bKMwqikJmZiabN29m6NChTJs2DX9/f1uH9bMiIyO5++67MRgMLF++nFOnTrX6s5cVRaGhoYGNGzeyZMkSbr75Zm6++WZbh/Wz1Go1SUlJPP3002RnZ7N79+42cfayoijk5uayY8cO4uPjmTp1KrGxsbYO62cFBwdz0003ERMTw+rVq9m9e3ervz8pioLBYGDr1q0sWLCAKVOmMH36dFuH9YvMa7u8vDzS0tLaxLumFEXh4sWL7N27F2dnZ6ZNm0bPnj1tHZYQ7YJV9i2NHDmSO++8k9LSUvbv309ZWVmrXXArioJGo+HUqVPs27ePwYMH8/DDD9tt99OVHB0dmTJlCrfddhsLFy5k5cqVrXrBrSgKp0+f5o033sDNzY2HHnqImJgYu9x+90OpqanMmDEDFxcX9uzZQ35+fqt9cGSeQGVmZrJ27VpSU1MtXaitwc0338zMmTNZuHAhK1asQKPRtNqJlKIonD9/ng8//JDKykpuu+02+vTp0ypyIi4ujltvvZX4+Hh2795NZmZmqy1CmYvjFy5cYPny5XTv3p358+fj6Ohol103P3TjjTcyc+ZMlixZwvfff09NTU2rHrOLior48ssvOXz4MOPHj7fbo1V+KDAwkKlTpzJy5Eh27tzJyZMnW+3DVHNO5Obm8u2335KSksK8efNwd3dvFTkxduxY7rzzTrZs2cKyZcsoLi5u1WN2VVUVa9eu5bvvvmPgwIHcfffdrWLMdnV1tTxs3L59O0ePHm3VhVlFUcjLy2PFihXExMTw5z//mQ4dOrSKnBg4cCAzZswgNzeXL774grNnz7bqMVuj0bBr1y7ee+89unfvzpw5c1pFTqhUKm6++Wbuuusutm3bxuHDh9Hr9a16HltcXMyGDRvw9PTkvvvuo2vXrq1iHtu5c2duvfVWnJ2dWbx4MYcOHWq19yfzDshDhw7x8ssvk5SUxLx581pFTgDcdNNN3HXXXaSlpVkaDFpzTpSXl7Nz507q6+st88LWMI8Voi2wyl1PrVZz1113UV9fz5dffomDgwODBg0iKCioVSX3lcXx3bt3061bN5599lm7Pbrgh1QqFS4uLjz77LOUl5fz0ksv4evry3XXXYerq2urmJCbmUwmMjMzefXVV6mrq+PFF1+kR48edt+JZqZWqxk3bhxNTU0sWrSInTt34ujoSERERKuZfMD/7xzPzs5mzZo1REVF8dprr9l9F7+ZSqVCrVbz3HPPUV5eziuvvIK3tzejR4/Gw8Oj1eVEbm4u77//PufPn+eBBx7guuuus9tt2j+kUqno1asXs2bN4s0332TTpk2Wl7M5OTnZOrxfTVEUTCYTBQUFLFu2jODgYN555x1CQkJazd8nBwcHnnzySSorK3nvvffw8PBgwoQJ+Pn5tYpFqpm54+bzzz9n165dXHfddcyYMQMfHx9bh/arqFQqIiMjefzxx6mpqWHt2rW4urqSnJzcasY6wLIoLSwsZNmyZQQGBvLmm28SHh7eav4+qdVq/vSnP1FbW8uKFStwc3Nj6tSphIWFtbox21wc//rrr+nSpQtz5swhICDA1qH9KiqVCk9PT+bNm0dFRQUrV67Ezc2Nrl27tqqcgP//8G758uV4eHjw4osvkpSU1Gr+PqnVaqZMmUJjYyOff/45S5Ys4b777iMhIaHVjdlNTU3s2bOHBQsWEBISwosvvkhwcLCtQ/tVVCoVDg4OlnnsypUrcXd3t+REa5l3wOXvoqSkhDVr1mAwGHjiiScYNGgQrq6utg7tV1Gr1QwaNAiNRsMHH3zABx98gIuLCz179rS7l1D/HHPj0/Hjx3nppZdwc3PjH//4R6tZ28Hleeyzzz5LRUUF69evx9XVle7du7eah/JmiqJQUVHB9u3bKSkp4Y477uDmm2+226NkhWiLrLZScXFx4cEHH2Ty5MlkZWWxe/duSkpKWk23gflYlRMnTrBjxw46derE/PnziYmJsXVov4l5cfH666/To0cPnn76aTZt2tSqth8ZjUbOnj3Liy++SHZ2Ns888wz9+/dvNRMoM2dnZyZPnszdd99NY2MjmzdvblXn9JvPpcvKymL16tV4e3vz2muv2e1Z/D9FpVLh5ubG66+/Tq9evZg/fz4bNmxoVWc5Go1GsrOzefvttzl8+DB33nkn48aNazWFQDNHR0f69evHnDlz8PHxYc2aNWRlZbWa41bMHTf5+fksW7YMtVrNO++8Q0JCQquakAO4ubnx4osvMnDgQN58801WrlxJeXl5q+maNZlMFBYW8p///If169czZMgQZs6c2WqKHmZqtZrY2Fj++te/Eh8fz3fffceZM2daze4vc+d4YWEhX331FYqi8M4775CUlNRqiuNmrq6uzJkzh9GjR/P111/z5Zdftqox22QyUV5ezooVK/jss8+IjIxk7ty5REZG2jq030SlUuHn58drr71Gamoq33zzDadOnWo1OQH///70zTffoNPpePnll+nZs2erK/I7Oztz2223MXXqVA4dOsRHH33EmTNnWtWYXV9fz44dO3j77bdxcHDgpZdeolOnTrYO7Tcxz2PfeOMN+vXrxzfffMPJkydbVdesyWTi4sWLrFy5kurqambPns3IkSPx9PS0dWi/iZOTEyNGjOBPf/oT1dXVvPXWWxw+fLjVHLdifp/UkSNHeOGFF6ipqeGtt96y27P4f46bmxuvvvoqAwcOZM2aNRw/fpyGhoZWsyPSPGZv2bKFCxcuMHXqVKZNm9ZqHmgL0VaoFCuPpPX19fzrX/9i6dKlhIeHM3jwYMLDw+16Umg0Gqmvr+fYsWPs27ePlJQU5s+fT0pKiq1D+90URaGyspJHHnmEQ4cO8frrrzN69Gj8/PzsupDT3NzMuXPnmD9/PqWlpbz00kuMGjUKNzc3W4f2uzU1NbFq1So+/PBDFEXhuuuuo2PHjnZd8DeZTGg0GjIzM1m3bh3BwcG8/vrr9OnTx9ah/SGVlZU89thjHDhwgBdeeIGxY8cSFBRk14UcrVZLdnY2r732GpmZmTz88MNMnjzZ7s8w/Tk6nY6DBw/y97//neLiYiZOnEhiYqJdd8ObFxXmznFXV1fee+89uz/r+pdUV1czf/58duzYwaxZs7jhhhsIDw+36w5BnU5HQUEBixYtIi0tjQkTJnD33Xe3ukLglYxGIzk5OTz99NOcOnWKm266iZSUFDw8PGwd2k8y7zAqLi7miy++wNHRkYULFzJw4EC7nmf8ktraWt555x1Wr17NuHHjmDFjBnFxcXY9ZhsMBkpKSli+fDnffPMNKSkpPP7443b/foqfYz5H/dFHH2X//v1MnTqVrl272v3uL3NOfPXVVwC89dZbDB061K7XQb+ksbGRr776iiVLlhAfH8+f/vQnunXrZtf3J6PRSHV1Ndu3b+f999/Hx8eHV155pVWf62veIfLwww+zb98+pkyZQrdu3fD09LT7nLh06RLfffcdGo2GefPmMX78eLy9vW0d2u/W3NzMzp07eeedd1CpVDzxxBP079/frj+TyWSioaGBo0eP8uKLL2IwGHj77bfp37+/rUP7Q6qqqnj88cfZtWsXY8aMoWfPnvj6+tr12s5gMFBWVsbGjRu5dOkSd911FzNmzCA0NNTWoQnR7li9QA6XB40lS5awePFiXFxcGDx4MPHx8bi5udndAK7X6ykrK+PQoUOcOnWKIUOGMG/evFbXOf5jzF3xjz76KNu3b+exxx7jtttuIzQ0FLVabXffRW1tLQcOHOCvf/0rKpWKd955h969e7fqRYWZTqdjy5YtvPvuu1RWVjJ06FC6du1ql5Na86Li5MmT7Nq1i4SEhFbbXfBjGhoaePzxx9m6dSv33Xcft956K1FRUXZ5fnRdXR1Hjx7l9ddfp6amhmeffZbrrruu1XXc/BiDwUB6ejovvfQSGRkZDBs2jD59+uDt7W1334N5UXH27FnWrFlDSEgIH330EV26dLF1aC2isbGRF198kXXr1jFx4kRuv/12EhMTcXFxsbvvoqGhgfT0dD744APOnTvHXXfdxa233tpqjkL7OSaTiUuXLvHUU0+xd+9eRowYwYABA/D19bW778F8bEFWVhbLly/H39+f//znP3Tp0sXuYv09NBoNH374IUuXLqVbt27MnDmTXr162eWYrdFoyM7O5osvvmDbtm2MHDmSxx57jIiICFuH9oeZO4Bnz55t+WyDBg3C19cXwO6+iytzwtfXlw8//JCePXu2quMmf4pWq2XlypV89NFHeHp6cu+99zJ8+HC7vD/pdDqKiopYs2YNS5YsISkpiZdffrnV7YD8KQ0NDcyePZutW7cydOhQBg0aZDkizd6+i6amJnJycli1ahXOzs68+uqrDBkypFU3Ppnp9XoOHTrEG2+8QXl5OQ8++CDjx48nMDDQ7oqzRqORsrIytm/fzltvvUVgYCDvvfceycnJtg6tRTQ2NjJv3jzWr19Pz549GTRoEMHBwXa5ttNoNOTn57Np0yaampr485//zI033oifn5+tQxOiXbomBXK4XPzYsGEDH3zwAUVFRQwYMIDevXvj6elpF51pJpMJrVbLhQsX2LVrF5WVlUybNo2HH364TSy0zczHZLz22mssWrSIUaNG8dxzzxEZGWk3XTgGg4HKykqWLVvGW2+9RY8ePXjzzTeJi4trE4sKM6PRyLFjx1iwYAEHDhygZ8+eDB8+HB8fH7t4CGD+u3Lp0iXS0tLIyMhg7Nix/OUvf6FDhw62Dq9F6XQ63nrrLf7973/Tr18/nnzySRISEvDy8rKLSa3BYKC6uprvv/+eBQsWEBkZyQsvvEBqamqrOufwl5jP8n7nnXdYuXIlXbp0Yfz48fj6+trF5zSf01hVVcXevXvZs2cPgwcP5q233moTxacr6XQ6Pv74YxYtWkR0dDSPPPIIffr0wcfHxy7OzDUYDNTW1rJ582Y+/PBDVCoVjz32GNdff32beGBkpigKtbW1/OMf/+Czzz4jMTGRm266CT8/P7vJCfOuu71797J582b69evHwoULiYiIsIs5RUvR6/WsWLGCDz/8EIC7776b66+/Hn9/f7sYs41GIw0NDezbt49PPvmE/Px87rjjDmbOnNmqdxj90A/nsQkJCdx8882W78HWf+fM76VoaGhg7969bNy4kb59+/Luu++2mhfL/1oGg4E9e/awcOFCcnNzmTZtGjNmzCAoKMgudliYTCaamppIT09nyZIl7Ny5k0mTJvHEE0+0qvOVfw2dTscbb7zBokWLiI2N5YYbbiA4ONhu3jllvj8dOHCAzZs3k5KSwquvvkpKSopd1AFaivmdWe+++67l79usWbPo0KGDXTwEMO9+zMvL48svv+SLL75g2LBh/P3vfyc8PNzW4bUonU7HwoULWbRoEX5+fowbN46oqCjc3Nzs4j5sNBppamri2LFjbN26lQ4dOjBv3jyGDh1q1ztohWjrrlmB3CwzM5OPPvqINWvWEB4ezvDhw+nYsSMuLi42uVmZtwRXV1dz7NgxDh48SFBQEI888gg333yzXRQCrGXTpk3MnTsXRVF4+umnGT9+PP7+/jZ5umo+t7ShoYHz58/z1ltvsW3bNmbOnMmLL75oN8V7a7h06RJffvklixYtwtPTk9GjR5OcnIyrq6tNHgiYi4D19fWcPXuW3bt3YzAYePDBB3nwwQfb1ET2h7Zv3868efOor6/noYce4sYbb6RDhw42W3SbTCYaGxvJzs7m/fffZ/Pmzdxwww3Mnz+fsLAwu5jgWUN9fT0rV67klVdeQaVSMW7cOLp164abm5vNcsL8XeTl5bFlyxZKSkq47777mDdvnl0Ux6xl//79/O1vf+PChQvccsstTJs2jU6dOuHq6mqTv3/mgkdeXh6ffvopa9eupXfv3jz11FN07969zeaEucngySefRKfTMXHiRHr06IG7u7tNugTNY7ZGo6G4uJgNGzaQnZ3NPffcw8svv9ymc+L06dO899577NmzhyFDhnDXXXfRrVs33N3dbXZ/0mg0FBUV8d1337F8+XKCgoJ47LHHGDNmTJudxyqKwqZNm5gzZw7Nzc1MmDCBnj174uHhYbOcgMu7Zi9dusS6des4d+6cJSfscQdOS8nPz+ezzz5j6dKlJCQk8NBDDzFw4EA8PT1tlhNarZbS0lK2bt3Kf//7X5qamnjooYe466672mxOAGzZsoUnn3yS2tpaRo8eTa9evfDx8cHBwcEmf/8URaG5uZmSkhI2bNjA2bNnufXWW/nLX/5CQEBAm82Jqqoqli9fzj//+U/8/f2ZO3cuI0eOxNvb2yZ//8xru8rKSg4dOsSiRYvIysri/vvv5/HHH2/Ta7vdu3fzwgsvkJeXx4ABA+jbty+BgYE4OTnZNCfMHfynT59m9OjRPPPMMyQkJLTZeawQrcU1L5DD5WMC1q1bx7/+9S/y8/Pp3bs3gwYNIjAwEGdn52tyYzAPFI2NjZw+fZrdu3fT1NTElClTuP/++9vMtrtfUlRUxIsvvsiKFSsYPHgwTzzxBCkpKXh5eV2TQvmVi+yKigr+/e9/8+9//5tOnTrx97//neHDh7eprvGfotFoOHjwoOWli926deO6664jJCQEZ2fna/L/gbkTUKPRkJOTw65duygsLGT48OE8/vjj9OjRw+ox2INLly7xxhtvsHz5crp06cIjjzxC37598fPzw8nJ6Zrcn8xnvldUVLB48WI+/vhjwsLCeP755xkzZoxddKFYm16vJzMzk7/97W9s2bKFzp07M378eMLCwq5pTphMJkvBY+fOnZw+fZru3bvzwgsvtPrzxn+t8vJyFi1axJdffklAQAB33303o0ePJjg4+Jo93DZ/D5WVlSxdupRPP/0UFxcXZs+ezeTJk9vFS4zML/r7y1/+wurVq+ncuTMTJ04kLCzM8j1cqzFbq9VazvPdv38/CQkJvPrqqwwbNsyq17cXNTU1fPfdd3z88cdoNBqmTZvG1KlTCQ8Pv2YPt82L7JqaGtatW8enn35KTU0NM2bM4M477yQ6OtrqMdiDoqIinn/+eVatWkViYiITJkwgIiLC8hDvWuWETqejrq6O7du3s2vXLjp16sQ//vEPhg0b1maLgFdqbGxk165dLFiwgPPnz3PDDTdw3333ERMTg5ub2zUpCpq/h9raWvbu3cvixYs5c+YMY8eO5ZFHHmkzx6D9kuLiYv72t7/x/fffExkZydixY4mNjbU8xLsWOQFclRO7d+8mJiaGl19+mVGjRrXph6hmOp2O06dP89prr7Fnzx7Gjh3Ln//8Z+Li4nB3d79mOWFuejpz5gyffvopW7dupU+fPsybN4++fftaPQZ7UFpayoIFC1i2bBkeHh6MGDGCpKQkvL29cXBwuGa1J51OR319PWlpaezevZvg4GCeeuopJkyYgI+Pj9VjEEL8MpsUyM0KCwv54osvWLx4MRqNhtTUVAYNGkRISAgODg4tXqA1FzvMW1qOHz9OWloaFRUVjBgxgkceeYT+/fu36c6Cn7Jt2zb++te/cu7cOYYNG8aDDz5IamoqHh4elocWLfVdmP/KGQwGdDqdpTC+ePFiVCoVc+fO5dFHH23T3TY/pbq6mpUrV/L2229TWlpKz549GTFiBGFhYTg6OlolJ64sjGdmZpKWlkZubi4pKSnMnj2bCRMmtOnOgp+yd+9eXnvtNQ4fPkyPHj245557GDJkCH5+fpYCbUvnhNFotOTEJ598wuLFizGZTMyaNYtZs2bZ5dme1qbVatm4cSMvvPAC+fn5dOvWjTFjxhAREWHJCWi5s2evzAmdTkdhYSG7du0iPT2dDh068Nhjj3HHHXe0i8XdD504cYL333+fLVu2EBERwYwZM7j++ustuyyscX8yfw+VlZV88cUXfPbZZzQ0NHDHHXcwa9YsIiMj2123jaIobNmyhXnz5pGTk0O3bt0YO3YsERERODk5We5N1rg/6fV6Kioq2LFjB4cOHcLDw4M5c+bw0EMP2cWRL9daTk6OpXPWxcWFKVOmMHXqVGJiYnB2dm7xDjVzTph3Pq5YsYIlS5ZQXFzM9ddfz6xZs+jRo0e7aCz4oS1btjB//nzOnz9Ply5duO6664iOjr7q3tTSOWEymdDr9dTV1bFt2zb27t2Lo6MjTzzxBI8++qhdHPlyrZWVlbF8+XI++OADGhoamDRpEvfeey/x8fGWnGjJe7Z5bafX66mtrWXHjh0sWbKEU6dO0atXLx555BFGjRrVLuexu3bt4qWXXuLUqVPExsYyfPhw4uPjLYVya6ztTCaTpSC7bds20tLScHR05M9//jOPPPJIm94R/FMaGxtZt24dr776KsXFxUyYMIGHH36Y5ORknJ2dW7w50DyP1ev1NDQ0cPz4cRYvXsyOHTuIiopi9uzZTJ06tV3OYw8fPsxbb71FWloaAQEBDB48mJSUFEtnf0s/VDXfn8w5sWvXLvbs2YPJZOKBBx5g1qxZBAcHt7t5rBD2zKYFcrh847h48SLLly/nk08+oaCggNjYWPr06UNqaiqenp6o1WrLDeu33rTMNyZzYbygoIBjx45x9OhRmpqaGDp0KA899BCDBg1q9+c9mUwmy8s69u/fT3R0NBMnTmTq1Kl06tQJFxeXqyZUv+W7uLLoZDQaaW5u5sCBA3z77besWrUKR0dH7rzzTp588kmCg4Pb3eTpSuaXUK1Zs4Z//vOfnD17lqioKPr06WN5I3pL5YTJZKKkpISTJ09y9OhRysvL6dq1K/fddx+TJk1q90+zTSYT+/fv54MPPmDbtm34+voyevRopkyZQvfu3fHw8GixnNDr9Rw4cIBvvvmGFStW4OjoyIwZM3j88cfb9HEqv4Z5or9x40Zee+01Tpw4QWRkJH379mXgwIH/JyfgtxXMzTlh/j6qq6s5c+YMR44cIS8vj4iICO6++27uuuuuNnWW7+9hMplIT09n8eLFrFy5EqPRyJAhQ5gyZQqDBw+2dOP83iKteaw258ShQ4dYvnw5q1atwmg0cvPNN/PYY48RFxfXLgseZua/s5s2beJvf/sbx48fJyIigj59+lhe5PnDAsjvuT+Zx4nGxkbOnTvHoUOHOHv2LD4+PsycOZNHH32UoKAga33MVkFRFPLz81m6dCn//e9/qaiooG/fvtx8882WM8rVavXvLkhdmRMGg4Hjx4+zatUqVq1aRV1dHaNGjWLWrFn07t3bLs59tiWTycSWLVt4/fXXOXz4MCEhIfTq1Yv+/fsTGBhoKYCYx9M/khM6nY6srCwOHjzIiRMncHV1vWoe254pikJVVRUrV67kww8/JDs7mx49ejBlyhRuvvlmAgICLOPE780Jc17o9XrOnTvHhg0bWLlyJYWFhaSmpvLAAw8wevRovLy8rPQpWweTyURaWhr//Oc/SUtLw9PTk65du9KvXz8iIiIsxdk/mhPmTmVzThw9ehRnZ2fuvPNOnnjiCUJDQ9v92q65uZn169fz1ltvcfLkSbp27cott9zC9OnTCQoKuion4Ld9F1fmhMFgoKCggG3btrFixQpOnTpFx44dueeee5g+fXq7f/mjyWTi2LFjLFq0iA0bNmA0GklOTqZv377ExcVZzig3z2F/T05c2ZRpzoljx47h6OjItGnTmDt3LtHR0e3yYbYQ9s7mBXIzRVGoqKhgw4YNLFu2jLS0NBwcHIiPjychIYHk5GQiIyN/dNGtUqm48mOY/1lRFMrLyzl//jyZmZlkZmZSWVlJfHw8N954I9OmTSMxMbFdL7J/jMlkYvfu3Sxbtoy1a9dSW1tLly5dGDhwIEOGDKFXr16WgfznFt5XDhJ6vZ7s7Gz27NlDWloae/bsoaqqin79+nHrrbcyY8YMvL29r/VHtWvmo2c2bdrEV199xaZNm1AUhfj4eBITE+ncubNlcP2lAfzKnKiuriYnJ4fMzEyysrIoLS0lNDSUsWPHMn36dPr06dPuF9k/ZDKZOHr0KN999x2rV6+mqKiImJgYBg4cyODBg+nTpw+RkZFXddD+VE6Yf5/JZCI3N5fdu3ezZ88edu7cSXl5Of369eO2227jtttuw8fHp10vKH7IXMDevHkzn3/+OevWrcNkMpGQkEBCQoIlJ35Nt+CVOVFfX09+fr4lJ4qKivDw8GD48OFMnz6dUaNG4eHhca0+ZqtgMpnIyspi9erVrFixgoyMDAIDAxkwYACDBw+mf//+xMfHX/Vd/FxOmBcTubm5pKWlkZaWZsmJ1NRUpk6dyq233iqdNj/CXCj/4osvWLduHQaDgU6dOlnmTjExMZYdWb90P7ny2LOioiKysrLIzMwkNzcXRVEYOHAgt912GzfeeGO7Lzz9kKIolrOnly9fzoEDB3B3d7fkxODBg+ncubOlq/zX5kR+fr7lpcC7d+/m4sWLdO7cmcmTJzN9+nRiY2Pb5c7Hn2Nu+Pj6669Zt24dDQ0NREdHEx8fT1JSErGxsZazyuHnC1FXzmMvXbpkWU9kZ2fT2NhIv379mDFjBtOnT5d57A+Yx9eNGzeydOlStm3bhoODgyUnhg0bRteuXS2d9r8mJxRFoaioiIMHD7J37152795NXl4eUVFRjB8/nmnTptGtW7d2uaPl55hMJktj0urVqykrKyMkJMSypujUqRN+fn6/Oifg8q6i0tJSzp07Z8mL2tpa+vTpwx133MGMGTPw8vKSeewVzPcS89pu/fr1lrF1yJAhDBs2jO7du/9iTph/l/lPaWkpx48fZ+/evaSlpXHu3Dl8fHwYNWoU06ZNY8iQIe2+EfCHzA0fK1asYNWqVZw/fx5fX19L7Sk+Pp7g4GBLEfvXrinMOWH+U1tbS+/evS1ruyvzTAhhf+ymQH4lg8HApUuXWLNmDTt37rQcg+Lg4EBISAghISEEBATg5uaGi6srHu4eNGub0TY309zcTHV1NeXl5ZSUlNDU1ISLiwu9evVi2LBhTJgwwfIyJfHL6uvr2b59O1u3bmX37t3k5OSg1+sJDAykY8eOxMbGEhQUhKenJ97e3jg5OdHY2EhjYyO1tbUUFxeTnZ1NXl4eGo0Gb29vBgwYwIgRI5g0aRIJCQm2/oitgslkoqqqilWrVrF9+3Z27txJaWnpVTkRGBh4OSdcXHB3d0en09Hc3IxWq6WmpoaKigpKSkpoaGjA0dGRLl26MHjwYK6//nrLGdvilzU2NnLo0CG2bNnCrl27yMjIoLGxER8fH2JjY+nYsSMdOnTA09MTLy8v3N3dLTlRX1/PxYsXyc7OJicnh4aGBjw8PCw5MXnyZBISEmQx8SsoikJtbS0rVqxg+/btbN++nbKyMtRqNcHBwZZxwt3dHRdXV9zd3THoDZaxoq6ujsrKSkpLS6mtrUWlUhEbG8ugQYMYPXo0Q4YMoUOHDrb+mK2CVqslIyODjRs3smvXLo4dO0Z1dTXu7u7ExMQQFxdHRESEJSe8vLwsOdHQ0GDJifPnz9PQ0GApKg4fPpwbb7yRxMRE6bL5lWpqalizZg3bt29nx44dXLp0CYDAwECCg4MJDAzEw8MDFxcX3NzcLOeJa7Va6uvrqaqqoqysjKqqKoxGIyEhIQwcOJBRo0YxZsyYdnOu9R+l1+spKChg3bp17Ny5k/3791NRUYGzs7OlUBsdHW3JCR8fHxoaGiw5cenSpatywtXVlT59+jBs2DAmTpxIly5d5EH2r1RXV8fmzZvZtm0bO3fuJD8/H6PRiK+vryUnvLy8cHV1xdXNDQe1mmatFm1zM01NTZacKC8vR6/X4+Pjw8CBAxkxYgQTJ05sN+8s+qNMJhPl5eWsXr2a7du3k5aWRklJCU5OTkRHR5OQkEBMTMxVOXHlOFFSUkJOTg7Z2dnU1tbi7OxMt27dGDJkCOPGjaNXr17ygOJXamhoYO/evZZ5bGZmJs3NzXh6ehIcHExQUBA+Pj6Xc8LVFWdnZ7RaLc3NzWg0mqvW2Vqt1jJmjxw50jJmi1+mKAo1NTWsXLmSbdu2sWvXLi5duoSjoyMxMTGWccI8b/L29qa5udmSF6WlpeTl5ZGdnU1lZSVqtZr4+HgGDx7M6NGjGThwYLvfzfJraTQaTp06ZZnHnjx5krq6Otzc3AgODiY4OBg/P7//5YQbrm6ulrrTlbWnS5cuodFocHNzs4wT5rWdFMWFaB3sskD+QwaDgbNnz3LmzBnLE+r8/HwaGhqodYuhvq4ON3d3PA0VeDsrhIaGEh8fT3x8PMnJyfTs2dNyVIv4Y4qKisjIyODcuXOcP3+e3NxcKioqaGhooK6uDp1Oh4eHB56envj4+BAWFkZcXBzx8fF07txZujpaiKIonD17ltOnT5OVlcW5c+csOVFfX091dTUeHh54eHjg5eVFcHAwcXFxxMXFkZSURPfu3S1bXMUfU15eztmzZzl37hxZWVnk5ORQWlpq+S4aGxstOeHl5UWHDh2uuj+lpqZKTrSQs2fPkp6ebukEz8vLo76+njrnDtQ1aXF2csZdqcfLUUeQvx+xsbGWTpGuXbtazjUXf0x9fT3nzp0jIyODrKwszp8/z8WLFy05UVtbi6enpyUnQkJCLN06nTt3tuSEPCj647Kysjhz5gxZWVlkZWWRm5tLTU3N5flTbS1qtdpyfwoICCAqKspyf0pJSWn3R9m0FJ1OZ5nHmr+LwsJCS07U1NRcNU78cB7bq1cv3N3dJSdaQF5eHhkZGZZxIjc3l8rKSuoVD+pMrhiNRtwdTXgqDfh5uhAREWH5Ljp37kxKSkq7PLu3pZlMpqvG7MzMTAoKCmhoaKChocEyjzWPFSEhIXTq1MmyC6BHjx74+vrK2q4FlJSUXJUTP5zHNjU1Wb4Hb29vwsLCrsqJnj17yjy2hWRkZFyVE4WFhdTX11vGCTc3N8vaztysFhcXR2JiIt26dSM0NFTWdi2gpqaGs2fPcvbsWbKyssjOzqa4uJiGZj11Th1obGzEzc0FT0MV3i7QoUMHy27W5ORkevfu3S7fQSFEW9AqCuQ/RVEg5r3//+/vXQ+TEkAt9yIhhBD/M/QzyK+9/M9z+8PtXSFINhEJIYT4n7f2w/uHLv/zwAh4aiD0kk1EQggh/ie7CkZ9fvmfPZ3g7bFwfSfbxiSEaFny2F0IIYQQQgghhBBCCCFEuyQFciGEEEIIIYQQQgghhBDtkhTIhRBCCCGEEEIIIYQQQrRLUiAXQgghhBBCCCGEEEII0S5JgVwIIYQQQgghhBBCCCFEuyQFciGEEEIIIYQQQgghhBDtkhTIhRBCCCGEEEIIIYQQQrRLUiAXQgghhBBCCCGEEEII0S5JgVwIIYQQQgghhBBCCCFEuyQFciGEEEIIIYQQQgghhBDtkhTIhRBCCCGEEEIIIYQQQrRLUiAXQgghhBBCCCGEEEII0S5JgVwIIYQQQgghhBBCCCFEuyQFciGEEEIIIYQQQgghhBDtkhTIhRBCCCGEEEIIIYQQQrRLUiAXQgghhBBCCCGEEEII0S5JgVwIIYQQQgghhBBCCCFEuyQFciGEEEIIIYQQQgghhBDtkhTIhRBCCCGEEEIIIYQQQrRLUiAXQgghhBBCCCGEEEII0S5JgVwIIYQQQgghhBBCCCFEuyQFciGEEEIIIYQQQgghhBDtkhTIhRBCCCGEEEIIIYQQQrRLUiAXQgghhBBCCCGEEEII0S5JgVwIIYQQQgghhBBCCCFEuyQFciGEEEIIIYQQQgghhBDtkqOtA/i1FEXBZDLR3NxMU1MTWq0Wo9GIiykQk8mESqWiqryeQjcDLs5OuLm54ebmhpOTEyqVytbhCyGEuAZMJhMajQaNRkNzczNGoxG1zg9ngwpUKhqqm7hYrMPg6YCrqytubm44OzujVsvzYiGEaA9MJhM6nc4yTuj1ehpr3HA2ugFgbNJTVtJEsQmcnZ1xc3PD1dUVR8dWs2wSQgjxByiKgsFgsIwTWq2WS7UqXIy+mBQFRxVUltZT6Gy0jBPm2pMQovVSKYqi2DqIH6MoCnq9nvr6eurr66mrq6Ouro7CwkIKCgqorKxEp9Nx2GUkJsWEChWx2tOEOtbg7e1FREQEkZGRBAYG4uXlZfnj5uYmhRAhhGgDzJPXK8eJ+vr6q8aJ5uZmTjn3p5nLhY8wfQ4dVGX4ejgREhJCZGQkwcHB+Pj4WMYJDw8PmeAKIUQbYTAYaGxstIwV9fX1lJSUUFBQQFlZGY2NjeQTxUWHGAC8TFVEGnMJdNHh7+9PeHg44eHh+Pv74+npaRkrXF1dbfvBhBBCtAij0UhzczMNDQ2WcaKqqorCwkKKi4upqamhzuDEaed+KIqCI0ZidGcIcazDx8eHiIgIoqKiCAgIwNPTE29vb8s4Ic2aQrQedlUgNxc76urqqKqqIi8vj2PHjnHmzBnOnTtHRUUFjo6OuLm5ERwcjJubG+7u7nh7e9PU1GTpGiwvL6ehoQGtVou7uzudOnUiOTmZnj17kpSURFBQEL6+vri6ukqxXAghWhFFUVAUhbq6OqqrqyksLOTIkSOkp6eTkZFBWVkZjo6OuLq6EhQUhLu7O25ubnh5eaHX6y3jRHV1NbW1tTQ3N+Po6EhYWBiJiYl07dqVlJQUoqKi8PX1xdPTU7oGhRCilTGZTNTX11NTU8PFixc5ceIE6enpnD17losXL2IwGHBxccHPzw9vb2/c3Nzw8PDA0dGRpqYmmpubLQWSpqYmjEYjvr6+JCQk0LlzZ3r16kV8fDy+vr74+vrKQ1UhhGhlFEVBo9FQW1tLWVkZWVlZnDhxgrNnz3LhwgXq6+txcnLCw8ODwMBAS+3Jw8PjR2tPOp0ODw8PEhMT6dy5M7179yYxMRE/Pz/LOCHFciHsm10UyBVFQavVUlVVRW5uLtu2bWPXrl2cP38eLy8vunbtSt++fUlJSSEmJoaYmBicnZ1/8veZTCZKSkrIy8sjKyuLo0ePcuTIEUpKSvDx8aF///6MGTOGrl27EhISgoeHBw4ODtfwEwshhPgtFEXBaDRSU1NDSUkJW7ZsYcuWLZw6dQp3d3e6du1Kv3796Nq1K7GxsURHR/9s14bJZLIU2HNycjh16hRHjhwhJycHRVFISkpi1KhRDB48mMjISHx8fH523BFCCGF75nGirKyMnTt3snXrVk6ePAlAQkICqampdOvWjbi4OKKjo/Hx8fnJNYCiKDQ3N1NcXExeXh5nz57l8OHDnDhxgtraWsLDwxk1ahTXX389HTt2xM/PT7rKhRDCzhmNRhobG6moqOD48eNs376dgwcPUllZSWhoKN27d6dXr14kJSURHR1NWFjYTz4ENR8DfOnSJXJzc8nMzOTQoUMcOnTI8vtGjhzJ+PHj6dSpEwEBAdJVLoQds2mB3FwYr6ys5Pjx43z11Vfs2bMHb29vRowYwaRJkxg4cCCenp5/+FpGo5GzZ8+yceNG1q1bR3Z2NrGxsUyZMoXrrruOqKgo3N3dpVAuhBB2xDzxrK2tJS8vj88++4yVK1eiVqsZPnw4N998M8OHD8fLy+sPTzbND1f37NnD2rVrOXDgAGq1mlGjRjF9+nS6dOmCt7e3dAoKIYSdMY8ThYWFfP7556xYsQK9Xs+AAQOYNGkSI0aMICQk5A/P880dh0ePHmXNmjWsX7+eyspKBg4cyP33309qaqp0CgohhB0ymUw0NjZy6dIlNm7cyPLly8nPz6djx46MHTuWsWPHkpyc3CIPOg0GA8ePH2fVqlWsXbuWkpIS+vTpwz333EO/fv0ICAjAxcVFxgkh7IxNCuTmo1RqamrYt28fn376KcePHycxMZG7776b8ePH4+fnZ7Xr6/V6Dh8+zOeff87WrVvx9vZm+vTp3HjjjURHR8vNSgghbMx8lEpTUxO5ubksXLiQ1atXExgYyP3338+MGTMICgqy2vWNRiNFRUWsWrWKr7/+mosXLzJixAj+9Kc/0a1bN9zd3eWILiGEsDFzl3dRURHvv/8+3333HT4+PsycOZPbbruNiIgIqzW/mIvlGzdu5F//+hfHjh2jX79+PPnkk/Tu3RtPT09UKpWsKYQQwobMTZllZWUsXbqUpUuXUldXx+jRo7n99tvp1asX7u7uVru+Vqtl69at/Otf/+Lw4cN07dqVRx55hEGDBuHv74+Dg4OME0LYiWteIDffoE6cOMF//vMftm7dSpcuXXjwwQcZPXr0Nd+aeObMGT777DNWr15NSEgIf/rTnxg3bhy+vr7STS6EEDZgPk6lvLycL7/8kvfeew9vb2/+/Oc/c/vtt1t1EvtjqqqqWLNmDYsWLaKoqIg77riDRx99lKCgIOkmF0IIGzA/RK2vr+frr7/mtddew8XFhdmzZ3PnnXfi4+NzTQsOJpOJrVu38o9//IPDhw9zxx13MG/ePEJDQ3F0dJTihxBC2IC5a3z9+vUsWLCAsrIyJk+ezD333ENiYuI1f8/Qrl27ePfdd9m7dy9jxoxh7ty5lq51abwRwvauaYHcaDRSVVXFl19+yb///W+8vLyYNWsWt9xyCx4eHtcqjP/DZDJx5MgRFi5cyM6dOxk5ciRz5syhS5cuMqkVQohryNyRd/z4cZ555hnOnz/P/fffz9NPP42Pj49N46qsrOSzzz7jvffew9fXl7fffpuhQ4fi7Ows44QQQlwj5oeoeXl5/OlPf+LIkSPcd999PP/88/j7+9vsfmw+EuyLL77gr3/9K4qi8MEHHzB69GhcXFwAZKwQQohrxGAwUFxczPPPP8+WLVsYOXIkTz75JF27drVpg4vJZGLFihW8+uqrlJeX8/TTTzNlyhRCQkJk15EQNnbNCuRGo5EzZ87wz3/+k127djFlyhRmz55NVFTUtbj8r9LU1MSqVat49913URSFxx9/nJtuukmKH0IIcQ0oikJVVRXLly/nlVdeoVOnTrz33nt0797d1qFZGI1GcnJymDdvHjt37uTxxx/niSeekBfuCCHENWA+pnHTpk088MADBAQEsHjxYnr37m0392DzWPbYY4/x/fffM3fuXObNm4eXlxcgRXIhhLA2g8HAzp07eeKJJ9DpdLzyyiuMHTvWch+2BzU1Nbz66qt8+eWXjBo1iqeeeork5GQ5ckUIG7J6gdy8BXLDhg28/vrraDQannjiCW6++WZLN4W9OXXqFO+88w67du3i9ttvZ968eXh4eMiNSgghrMA8DOXn5/P222+zdOlS7rzzTl5++eUWeUmzNTQ0NPDRRx/xyiuvMHz4cJYsWXLNt/QLIUR7YR4nDAYDb7/9Nn/961+ZNm0a//rXvyxnfdujjz76iKeffpp+/frx3//+VzoEhRDCisw7eT788ENeeuklBg8ezBtvvEFcXJzdHp/7/fff8/LLL+Ps7MzLL7/MiBEjpEFTCBuxaoHcXBz/4osvePvtt0lISOCZZ56hd+/e1rpkiykvL2fJkiV8+OGHjB49mtdeew0/Pz+5UQkhRAsyD0Fnz57l5Zdf5uDBg7zyyivccccdNo7sl+n1evbt28dtt91GTEwMK1asIDg4WMYJIYRoQeZxQqfT8eyzz/L+++/z5ptv8uc//7lV3G+PHDnClClTCAoKYunSpcTGxqJWq1tF7EII0VqYi+MvvvgiCxYs4PHHH2fOnDn4+vraOrRflJmZyZNPPklubi7z589n8uTJuLm5yTghxDVm1QK5yWRi4cKFLFy4kJEjR/L444+TkJBgrcu1uLq6OlasWMErr7xCr169+PDDDwkICJAblRBCtBBFUTh27BjPP/88RUVFvPnmm1x//fW2DutXMxqNZGRkcOONN+Lq6sq2bdsIDQ2VcUIIIVqIoig0Nzcza9Ysli5dyqeffsptt91m67B+k+zsbCZPnoxer+f7778nKSlJiuRCCNGCTCYTs2fPZsmSJbz55pvMnDnTpu+5+62Ki4uZP38++/fv54knnuD222+XUwyEuMasViBXFIVPPvmEt956i5tvvplZs2YRGRlpjUtZVXNzM5s3b+aZZ56hR48efPzxx3KjEkKIFqAoCsePH+dvf/sbxcXFLFiwgP79+9s6rN/MZDJRWFjImDFj8PT0ZPv27Xh7e8s4IYQQf5C5OD5//nwWLVrEd999x7hx42wd1u9SUlLCxIkTMRgMLF++XDrJhRCihSiKwnPPPceCBQtYvHgxN954o90e5/tzqqureeGFF9ixYwePPfYYM2fOlONWhLiG1Nb6xUuXLuXtt99m0qRJPPTQQ0RERFjrUlbl4uLCddddx6uvvsqhQ4eYPXs2er3e1mEJIUSrd/r0ad555x2Kiop4/fXX6devn61D+l3UajVRUVGsXbuWkpISbrrpJrRaLdfoHdhCCNFmaTQa3n77bRYtWsSnn37aqnYY/VBISAjfffcdBoOBe+65h/z8fBknhBCiBbz77ru8/fbbvP/++9x44404OzvbOqTfxdfXl7/85S8MHTqUDz74gC+//BKj0WjrsIRoN6xSID9w4ACvvfYaw4cP5+GHHyYqKqrVPvVSqVS4ubkxevRoXn31VbZv387rr79u67CEEKJVKygo4LPPPuPcuXM8//zzDB8+vNWOE2ZxcXGsXbuWo0eP8tRTT9k6HCGEaNWam5tZv349r732Gm+88QbTp09v1eOESqUiKiqKZcuWUVJSwssvv0xJSYmtwxJCiFZty5YtzJs3j5dffpk77rijVXdcq1QqAgMDefbZZ+nbty+fffYZ69evt3VYQrQbLV4gr6ys5PnnnycsLIyHH36Yjh07ttoblJlKpcLDw4PrrruO2bNn89FHH7Fq1SpbhyWEEK1SY2Mj33//PTt37mTmzJlMmjSpTYwTAN27d+ff//43H3zwAV9//bV0BwohxO9gNBo5f/48Tz75JFOnTuWRRx5p9eMEXB4rOnfuzDvvvMOmTZv44osvqKystHVYQgjRKpWWlnLvvfdyww03MGfOHJycnFr9WKFSqQgPD2fWrFkEBwfzn//8hyNHjtg6LCHahRYtkCuKwrPPPktJSQnz5s2jc+fOrf4GZaZSqfD39+fWW29lxIgRzJ8/n+LiYluHJYQQrYqiKKxevZqlS5cyatQo7rvvvjY1TqhUKqZOncoDDzzA7NmzKSgokCK5EEL8BoqiUFZWxpw5cwgODubdd99FrbbaqZDXnEqlYsKECdx///3861//4vDhw2i1WluHJYQQrYaiKCiKwsyZM3Fzc+PDDz9s1Z3jP6RSqejevTszZ86ktraWxYsXy8NUIa6BFp1trlmzhi1btvDEE0/Qq1cvHB0dW/LX25xKpaJDhw7Mnz8fgBdffNG2AQkhRCtz6tQp1qxZQ0xMDA8++CDu7u62DqlFmYvkb731FgEBATz55JOYTCZbhyWEEK1GXV0d33zzDWfPnmXhwoX4+PjYOqQWp1armTdvHklJSSxcuJALFy7YOiQhhGhVvv76a3bs2MF//vMfAgICbB1Oi1OpVIwdO5YpU6Zw/PhxvvnmG1uHJESb12IF8oaGBt58800GDhzI8OHD8fLyajNP8K6kVquJjo7mqaeeYuXKlWzdutXWIQkhRKtgPk+2pKSEyZMnt4kjuH6Kp6cn77zzDitXrmTDhg1SJBdCiF/BaDSSl5fHRx99xB133EFqamqbHSfc3d2ZN28e2dnZrF+/noqKCluHJIQQdk9RFOrr65k/fz533303AwYMsDSotDXOzs6MGzeO7t27s3r1ak6cOGHrkIRo01qsQP7hhx9SUlLCQw89RHh4eJu8QcH/P4987NixDBgwgJdffhmDwWDrsIQQwu7t2LGDXbt20a9fP8aNG9emtsxfyTxJHzt2LJMmTeL5559Hq9XKUStCCPELSktL+fjjj3Fzc+Pxxx/HwcHB1iFZjUqlYtCgQUyYMMHSMS8PU4UQ4pf94x//QKPR8MILL+Dg4NCma0+xsbGMGzcOvV7P119/jdFotHVYQrRZLVKdqKmp4YsvvuCmm24iMTERJyenlvi1dkulUhEQEMDcuXM5c+YM69ats3VIQghh1xobG9mxYwcuLi6MGTMGb29vW4dkdU5OTrzwwgucP3+eVatWyYRWCCF+hsFgIDc3l61bt3LfffcRHBxs65CsztHRkYceegiArVu3UlJSYuOIhBDCfimKQlVVFf/+97957LHHCA0NtXVIVufg4GA5peHQoUMcPHjQ1iEJ0Wa1SIH8888/p66ujqlTp+Lv799mn+BdycnJia5duzJkyBAWLFggHR9CCPEz0tLSOHnyJD179qR3797tYpwA6NKlC+PGjePdd99Fp9NJF7kQQvyE0tJSvvvuO7y8vJg2bVqb3WX0Q7GxsYwaNYqdO3dy/vx5GSeEEOInKIrCxx9/jNFo5L777kOtVreLNYW/vz99+/bFxcWFFStWSO1JCCv5wzPP5uZmPvvsMyZMmEBMTEyb3gp5JZVKhbe3Nw8++CDHjh0jLS3N1iEJIYRd0uv17NixA1dXVwYNGoSnp6etQ7pmHB0dmTt3Lunp6ezatUu6yIUQ4keYTCYKCwvZsWMHU6dObZMvXPspjo6O3HrrrRgMBvbu3UtZWZmtQxJCCLujKAoajYZFixZx7733totdRmZqtZru3bszcOBADh8+zKlTp2wdkhBt0h8ukO/evZvCwkKmTp2Kj49Pu3iCZ+bk5ERqaiqJiYl8++23tg5HCCHs0pkzZ8jIyKBLly706NGjXY0TAKmpqXTr1o3vv/8enU5n63CEEMLuVFVVsW/fPkwmE1OmTGk33eNmSUlJ9OjRg5MnT5Kfn2/rcIQQwu4oisL27du5dOkS99xzT5t9MedPCQwMpFevXjg6OrJz505bhyNEm/SHZ5/ff/89nTt3JiEhoc2fPf5DKpUKLy8vJk2axNq1a6mvr7d1SEIIYXcOHjyI0WgkJSUFf39/W4dzzbm6ujJlyhQ2btxITU2NbJ8XQogfKCsr48CBA6SmphIVFWXrcK45Z2dnhg0bRlFREdnZ2ej1eluHJIQQdsVkMvHNN9/Qt29f4uPjbR3ONefg4EDHjh3p1KkTaWlpNDU12TokIdqcP1Qgr62tZcuWLYwdOxZvb+929QTPzNnZmRtvvJHq6mp5kieEED/Q2NjIkSNHCA4OJjk5ud0cw/VDN910E42NjezatUu6yIUQ4gp6vZ6CggLOnz/P6NGj213DjdmQIUPw9fXlxIkTXLx40dbhCCGE3VAUhZqaGjZv3szUqVNxcnJql7WnqKgo+vTpQ1FREceOHbN1OEK0OX+oQH7s2DEqKysZOXIkrq6uLRVTq6JWq4mOjiY5OZlt27bZOhwhhLArOTk5FBQUEB8fT2xsrK3DsZmoqChSUlJIS0uTzkAhhLhCbW0tZ86cwcHBgcGDB9s6HJsJDg4mKSmJoqIiiouLbR2OEELYDZPJxJEjR6iurmbcuHG2Dsdm3N3d6dSpE97e3hw5csTW4QjR5vyhAvnevXuJiIggOjq63XYFqlQqnJ2dGTBgALt27ZKt80IIcYWMjAwAYmJi8PLysnE0tuPo6MigQYPYv38/er1exgohhPifyspKsrKy6NixI6GhobYOx2YcHBzo0qUL5eXlXLp0ScYJIYT4H5PJxJ49e+jUqVO7PIbLTK1WExQURHh4OMePH5dxQogW9ocL5Kmpqbi7u7fLLS5mjo6ODB48mOzsbNkSKYQQV8jIyMDb25vw8PB2+yDVbMiQIRQUFFBUVITJZLJ1OEIIYReqqqrIz8+nW7du7fZ4FbOuXbuiKAoFBQU0NjbaOhwhhLALJpOJvXv3MnDgQJydnW0djk0FBgYSHx/PhQsXKC8vt3U4QrQpv7tArtfrSU9Pp0ePHjg6OrZkTK2OWq0mNTUVnU5n6ZYUQoj2zmAwkJeXh7+/P8HBwbYOx+ZSU1MxmUxkZmbKMStCCMHlokd1dTWVlZV06dLF1uHYXFxcHD4+PhQVFVFVVWXrcIQQwuYURUGn05Genk7fvn1tHY7N+fr6Eh8fT11dHRcuXLB1OEK0Kb+7QF5aWkp1dTWJiYntvkCuUqkIDg4mICCAzMxMW4cjhBB2oaamhsrKSoKCgvDz87N1ODYXGBhIYGAgOTk5GAwGW4cjhBA219zcTFlZGYqitOv3VJj5+PgQFBREdXU11dXVtg5HCCFsTlEUSktLqa2tpXPnzrYOx+ZcXFwICgrC2dmZvLw8W4cjRJvyuyvbOTk5mEwmOnbsaLVt84qi0NzczL59+8jNzUWn0xEWFsawYcMsxRZFUTAYDJw7d46UlBTLUS/Z2dloNBrLuUzx8fG4urpa5SgYlUqFg4MDsbGxZGVltfjvF0KI1qi4uJiGhgZCQkLw9va22nVMJhNpaWlkZ2fT3NxMaGgoQ4cOJSAgALX68nNgg8FAbm4uYWFheHh4AGA0GiktLaWqqoqAgACCg4OtegyMeZzIy8vDaDRa7TpCCNFaNDQ0cOnSJdzc3IiIiLDadUwmEydOnODs2bPU1dXh4+NDz5496dixIy4uLsDlMaGyshKdTkdERAQajYaSkhLq6+stv8fBwYHAwEBCQkKsEqdarSYkJISsrCxqamqscg0hhGhNTCYT2dnZwOVdNtaiKAoXL17k2LFjXLp0CbVaTadOnejdu7flPUrm+lReXh7JycmW/0yv15OZmYmzszNxcXGo1WqrHUGsUqnw8PDAz8+PgoICq1xDiPbqdxfI8/Ly8PDwIDAw0FKAaGmNjY2sXLmS3bt34+fnZ7kJnDx5kjlz5uDt7U19fT1paWns2LGDf/zjH5Yb0ccff0xAQICl2BESEoKLi4tVb1SxsbHk5uZa5fcLIURrU1paislkws/PDzc3N6td5/vvv2fz5s34+vri7+9PUVERJ0+e5OGHHyYkJISmpiYOHz7M7t27ufPOO+nYsSMABw8e5NChQxgMBpycnEhNTWXAgAFWLZLHxMRQVFQkHeRCCMHluX5FRQU+Pj74+vpa7Trbtm1j06ZNljHp4sWLZGRkMHbsWMuW/ezsbPbs2YOfnx/Tpk2jrq6Ow4cPW7aw6/V6ampqGDlyJBMmTLBarMHBwZw+fZq6ujqrXUMIIVoLRVHIz8/Hy8uLwMBAq13n/PnzrFu3juzsbPz8/HB1deXChQtkZmZyxx134ObmRmVlJXv27OHkyZO89NJLluNf/vWvf+Ho6IhOp8PLy4v777/fanECuLu7ExAQIO+/E6KF/e7Kdnl5OX5+fjg5OVml6GwymSgtLeWrr76iV69e3H777dx3332MGjWK1atXc/z4ceByYeS///0v+/bts3SLazQa0tLSCA8PJzY2ltjYWJydna36IlHzMSvyogQhhListrYWZ2dn3N3drfIgVVEUGhsb+fDDD0lJSeG2227j/vvv5/rrr2fr1q0cOXIEnU7Hpk2b+OKLL9i+fbul4FBRUcGGDRsoLy8nJiYGjUZDXl4eGo2mxeO8UnBwMFVVVfKSTiGEALRaLRqNBh8fH6sd2ajRaFi6dCleXl7ceOON3Hvvvdx0002Ulpaye/duysrKyMjIYOnSpaxatYqcnBwAnJ2dCQ0NJTY2lqioKBwdHUlPT7fqjii4fL6swWCgqanJqtcRQojWwGQyUVFRQUBAgNVe5KzX6zl06BDp6ekMGzaMmTNncscddxATE8PGjRs5e/Ys9fX1LF++nK+++orDhw8Dl9ci2dnZLFu2jI4dOxIeHs67775LfX29pTZlDc7Oznh6espRXEK0sN89E21oaMDT09NqRWetVsv58+fx9PTkgQcesHT0jRgxgiFDhrB+/XqGDRtGY2Mj4eHhFBYWWn62pKQEd3d3nJyc8Pb2Jj4+Hi8vL6sWyAG8vLxoaGiw6jWEEKK10Gg0ODk5WW0yC5CRkYFKpeLhhx/G0dERlUrFsGHDGD58OLt27WLIkCFoNBqCgoKu2oaYnZ1NdXU18fHx+Pn50a1bN0JDQ60+Tnh6etLY2GjVSbMQQrQWBoMBvV6Pu7u71a6RnZ2NVqvllltuoXPnzqhUKsLDwxk+fDjHjh0jNzcXFxcXXF1dr+pi9/PzY+jQoSiKQllZGd988w3jx49n4MCBVosVwNXVFaPRKC9zFkKI/2lsbLQcc2IN5eXllJaWkpKSwi233GJp7Bk+fDhnz55lz549dOrUCZ1OR2hoqGVnkaIo1NfX4+LiQocOHfD29rYcuWJNDg4OuLi4yFFcQrSw393S19jYiLu7u9WKCRqNhvT0dOLi4q7a7q5SqRg0aBCHDx9GpVIxa9Yspk6detXPlpWV4ebmxsmTJ0lLS+O///0vZWVlVu3YU6lUeHp6SoFcCCH+R6PR4ODgYNUXOe/bt4+kpCQcHByuGo/69+/PmTNn0Ol03HHHHdx6661XvSi0qKiImpoasrKy2LVrFwcPHqSystKqxXy4XCBvamqSDnIhhOD/F8hdXV2tdo3jx48THBz8f9YtCQkJaLVaSkpK6NevH3fffTfdu3f/Pz+v1WrJyMjg+PHjTJs2zarHcMHlArnJZJICuRBC8P93jJrfIWQNRUVF1NfXExoaetWuV19fX+Li4khPT8ff35+HHnqIiRMnWv57tVpNeHg4lZWVfPPNN3z22Wf4+vri4+NjtVgBHB0dcXFxkZ1GQrSw310g1+v1Vi16mEwmamtrqaioAC7fGE0mEyaT6Re36vv6+nLzzTfz6KOPMm3aNHbs2MHp06fRarVWixfAyckJnU5n1WsIIURrYTQaUavVVntPBUBdXR2lpaWWfzeZTJbr/pyGhgYqKytJTk7mpptuQqVSceDAgat+lzU4OTlJ0UMIIf7HPL+3ZtG5sbGR8vJyy73XfE3gVzX6lJWVsWfPHvr160eHDh2sFqeZo6PjVTEKIUR7Z+3ak1arpaqqyvJSZvM9WFGUnx0nTCYTGRkZREVFER4eTnx8PGq12uovz1SpVDg4OMg7jYRoYb+7auHm5oZWq7XaNnFXV1c6derEkSNHKCkpsWxvTEtLY9u2bYwaNeonf9bDw4N+/foRFBREcnIynTp1orS01OrFa41GY9UX0QkhRGvi7OyM0WjEaDRa7Rq9evXi4MGDXLx4EUVRqKysZO/evWzZsoX+/fvj4uLyoz/n5+dHp06d6NKlCz169CAlJQWVSmV5KGstGo0GV1dXqx/lIoQQrYFarba82MxakpOTyc7OJj8/H61WS21tLSdOnGD79u14enoSFRX1kz9rNBopKirixIkTXH/99VaL8Uo6nQ61Wm31TnUhhGgtXF1daW5uttrvN3eOnzlzhpqaGrRaLXl5eezatYvMzEz69+//oz9nNBo5cOAAycnJPProozz99NO4u7uTkZFhtVjhcmFep9P95DpHCPH7/O7HcOZzVK3F3d2dIUOGsHTpUr788ksGDhzImTNnWLhwITU1Naxevfonf/bUqVOsWrWKe++9F51OR2lpKZ07d7bq+YaKotDQ0GDVs7GEEKI1cXNzs2yft5bhw4cTFxfH559/zogRI8jKymLhwoWUlJTwxRdf/ORDy6SkJPbs2UNmZiZeXl7k5ubi5+dHZGSk1WKFy53rHh4eUiAXQggud0s7OTlZ9QXJ/fr1Izk5me3bt2Mymaivr2fZsmUcP36c+++/n06dOv3kzzY0NJCXl4eXlxfR0dFWi/FKGo0GtVqNs7PzNbmeEELYM/NRttasPUVHR9O7d282b97MypUriYiIYM+ePSxfvpwOHTrw6KOP/ujPqdVqunfvzsqVKzly5Iils7tjx45WixUuH0+m0+msWt8Soj363QVyLy8v6uvrf9XWk99DrVYTGRnJCy+8wDvvvMP+/fvx8fEhMjKSmJgYLl26RLdu3YDLxfouXbpYfnbEiBFs2LCBzz//nLy8PPr27UtsbKzVz5atra21+pvthRCitXB3d0ev16PX660yTqhUKjw8PFi4cCEvvfQSR44cwdfXl9DQUEJDQ6msrLR0r7u7uxMfH285vzAxMZExY8awYcMGDhw4QFRUFMOGDSMwMLBFY/yhuro6PD09rXrsjBBCtBbmFzlXV1dbZZyAyw9rn3vuORYuXMjHH39sGQc6d+6Mk5MTjY2NBAUF4ezsTFhY2FVHmzQ3N2MymRg2bFiLx/VTmpqacHBwkAK5EEJweb7v5eVFbW2t1cYJZ2dnrr/+egwGA2vXrsXJyQlHR0diY2MJDQ2lvLzccnyKr68viYmJwOWXZY4ePZotW7awYMECnJycGDZsGMnJyVZthjEYDGg0Gjw9Pa12DSHao99dIA8NDaWqqorm5marvYTA2dmZAQMGsGzZMkpLS9FoNERERFBbW8vZs2eByzfMrl278vHHH1t+zs3Njffff9/ywrVrUYxQFIWLFy9ek7MJhRCiNfD390ev19PQ0GDVM2a7dOnCN998Q0lJCY2NjURERFBfX09mZqZlcpqQkMDf//73q35u9OjRDB06FJPJZJkIW9vFixcJCgqSArkQQnB527ynpydZWVno9XqrFYU7derEP//5T6qqqqirq7O8tLmgoMBy7w8KCuLOO++86udCQkK44447rBLTT6mursbJycmqL6QTQojWQqVSERISQmVlJVqt1movdQ4MDOTuu+9m+vTpVFZWolKp8Pf3p7y8nPLycuByfap///6WI1eubNaprq7G1dUVNzc3q+8U1Wq11NXVERcXZ9XrCNHe/O5qQFxcHHq9nqKiIgIDA61aWFCr1VcVnoOCgggKCvrFnwsICLBaTFcyv8QhOzubG2644ZpcUwgh7F1YWBguLi6Ul5fT0NBg9Te6h4aGWv7ZxcXlV3WDX8uz+xRFIScnh8GDB1+TYrwQQtg7Ly8vQkNDqa+vp7S01OrHXPn7++Pv72/5965du1r1er+VoihcunQJV1dXfH19bR2OEELYnFqtJi4ujubmZgoLC4mPj7fq9dzc3IiIiLD8e1RU1M++qwKwFNOvBUVRaGpqoqKigpEjR16TawrRXvzuFraOHTvi6OhIdna2VV/A1lrodDry8/NJSEiwdShCCGEXOnTogJeXFyUlJdTU1Ng6HJszGAzk5+cTExMjBXIhhAA8PDwICwujubmZgoICW4djc0ajkdLSUjw8PKRALoQQXC6Qd+zYEbVaTVZWlq3DsTlFUaivr6empuaavRtDiPbidxfIfX19CQ8PJyMjA4PB0JIxtTomk4nc3Fw0Gg1JSUm2DkcIIeyCp6en5SzwyspKW4djcxcuXKChoYH4+HgpkAshBJe3qwcEBODq6sr58+dtHY7NlZSUUFlZSVBQ0DXrRhRCCHumUqnw9fUlLCyMkydP2jocm2tsbKSoqAi1Wk1sbKytwxGiTflDh6D279+fw4cPo9PpUBSlpWJqdYxGI7t378bb25vu3bvbOhwhhLAbSUlJVFVVcenSpXY9TgCkpaXh5uZG165drf7SaCGEaC38/PyIiIjgxIkT7X6cSE9Pp76+no4dO1r9pdFCCNFaqNVq+vfvz549e9r9OFFRUcGZM2cIDg62+nEzQrQ3f6hAPmTIEI4ePUpDQ0NLxdPqKIqC0Whkz549DBgw4JqeZyuEEPauS5cu1NXVUVRU1K6P41IUhbS0NFJTU3F3d7f6y3uEEKK1CAgIICYmhpMnT6LT6Wwdjs0oisLp06fx8fEhLCzMai+2FkKI1katVjNkyBD27t1Lc3OzrcOxGUVRqKysJD8/n65du1rtxdZCtFd/uECu0+k4cuRIu57QNjc3s2fPHoYNG2brUIQQwq506dIFPz8/zp8/z6VLl2wdjs3o9Xp2797NgAEDpHtcCCGuEBAQQEpKCuXl5Zw+fdrW4diM0Wjk1KlTBAYG0qFDB1uHI4QQdkOtVjN06FAaGxs5ePCgrcOxGUVRKCkpoaCggF69etk6HCHanD9UII+Pj6dr166sWbOGpqamdrndRa/Xs3PnTqqqqpg0aZKtwxFCCLsSFhZGly5dyMnJITMzs12OEwA7d+6kpKSEcePGSbeHEEJcwdPTk+TkZHx9fdm0aVO7HSdOnDhBTk4OKSkp8uI1IYS4glqtJjExkZSUFJYuXdpux4nS0lKOHDmCs7MzgwcPtnU4QrQ5f6hADnDLLbewZcsWqqur292NSlEUdDody5cvp1+/fiQmJto6JCGEsDsDBgygtraWM2fOtMtjVhRF4euvv6ZXr14kJSXJCzqFEOIHQkJCSE1NZdOmTe1yV6qiKGzbtg13d3dSUlLw9fW1dUhCCGFX1Go1t956K99++y3Nzc3tsvaUm5vLqVOnSE1NJSoqytYhCdHm/OEC+dSpU9Hr9WzatKnddZErikJ5eTkbN27ktttus3U4QghhlwYMGEBERATHjh1rl13kNTU1rFq1iltuuUWOVxFCiB8RGhrKddddx8WLF9m+fXu7GycaGhrYvXs3iYmJxMTE2DocIYSwO2q1mhkzZlBXV8fq1attHc41p9PpyMrKori4mFGjRtk6HCHapD9cIA8LC2PixIn85z//oaqqqiViahUURaGpqYmPP/4YV1dXpk+fbuuQhBDCLvn7+zNo0CAKCgrYu3evrcO5phRF4YMPPkClUjF9+nQ5XkUIIX6Ei4sLiYmJdO7cmX//+9+2DueaUhSF7777jqKiIoYNGyYFciGE+BEqlYqIiAgmT57M66+/jqIo7eZhqqIoZGRksHnzZqKiohg5cqStQxKiTfrDBXKAuXPnUlRUxNatW2loaGiJX2n3FEWhoqKCzz//nFmzZuHj42PrkIQQwm6NHz+eyMhI9uzZQ1ZWlq3DuWaampr44IMPePjhhwkMDESlUtk6JCGEsEvh4eHcfvvtHD16lF27dtk6nGumubmZb7/9ltTUVLp16yYPUoUQ4ieoVCqee+45Tp48ycaNG20dzjVjMBg4ceIEeXl53HTTTXh4eNg6JCHapBYpkHfu3JmxY8fyySefUFpa2i6e5NXX1/Pxxx+jKAoPPfSQFD2EEOJnREREMGTIEAoLC9m6dSsmk8nWIV0T7733Ho2NjTzyyCNyvIoQQvwMd3d3evfuTefOnVmwYEG7GSe+/vprLly4wKRJk+jYsaOtwxFCCLulUqno3r0748aN46WXXsJkMrWL2pP5gUBsbCwTJ06U2pMQVtIiBXKVSsW8efMoKSnh66+/prKysiV+rd3S6/VkZmbyn//8h7lz5+Lv72/rkIQQwq6pVComTpxIcnIyGzdu5ODBg7YOyeoKCwt5/fXXeeqppwgKCrJ1OEIIYddUKhVhYWHMmjWLAwcOsGzZMluHZHUlJSV8/PHHDBs2jO7du8uDVCGE+BVee+01jh8/zuLFi20ditXV1dWxdetWioqKuOWWW/Dy8rJ1SEK0WS1SIAdISkrinnvuYcmSJZw5cwa9Xt9Sv9rulJeX87e//Y2YmBhmzZolT/CEEOJXCA0NZcKECWg0Gr755hvq6+ttHZJVzZkzh+DgYObMmYODg4OMFUII8QtcXV3p27cvEyZM4G9/+1ubb7p54403aGxs5M477yQ6OlrGCSGE+BW6du3KrFmzePbZZykrK2vTXeRbt25lw4YNDBo0iAkTJsg4IYQVtViBXKVS8dhjjxEeHs7bb7/NhQsXWupX25Xa2lq+/fZbDh8+zKuvvoqrq6utQxJCiFZBpVIxcuRIxowZw969e9tsd6CiKCxbtoxVq1axYMECOSdQCCF+JZVKRVBQEH/+85/RaDTMnz/f1iFZzbp161ixYgUPPPAAycnJqNUttiwTQog2y1wgfuGFF3BxcWHOnDkYjUYbR2Ud6enpfP/99/j5+XHnnXfKLiMhrKxFZ2Le3t68+uqrZGdns3jxYoqKilry19tcc3MzBw8eZMGCBdx///0MGzZMnuAJIcRv4Orqyi233ELfvn358ssv2b59u61DalGKonDhwgUeffRRHnroIcaMGYNKpZKxQgghfiW1Wk2nTp34+9//zvLly/nss89sHVKLy8/P5/nnn2fIkCFMnDgRPz8/GSeEEOJXUqlU+Pr68umnn7Jy5Uo+/vhjDAaDrcNqUZWVlXzxxRcUFBQwY8YMunTpIuOEEFbWogVylUpFv379ePjhh1m1ahUbNmygpqamJS9hM0ajkYyMDF544QW6du3K008/jYODg63DEkKIVkWlUhETE8P06dPx9vbmww8/JCcnx9ZhtQhFUSxb5aOiovj73/8uR6sIIcRvpFKpcHNzY+zYsdx5550899xznDhxwtZhtZimpiYee+wxHBwceOKJJ4iKipJxQgghfiPzztS5c+fy3HPPcfjw4TbTSa7ValmyZAk7duzghhtuYNKkSbLLSIhroMWzzNHRkXvvvZdRo0bx/vvvs379ehoaGlr6MteUyWQiIyOD559/HkVReP311/H09LR1WEII0Sqp1Wr69evHzJkzKS4u5uWXX+bSpUu2DusPURQFrVbLfffdR25uLv/5z3/w9va2dVhCCNEqmbsDn3zySRISEpg5cya5ubm2DusP0+v1zJkzh5MnT/Lyyy+TmJgoRQ8hhPidHB0dmTdvHr179+buu+/m3Llzrb5IbjQaWbJkCV9//TXDhg1jxowZcqyvENeIVWZk7u7uPP/886SmpvLOO++wYcMGNBqNNS5ldYqikJmZyd///ncqKip46623SEhIkE4PIYT4A5ycnBgzZgyzZs0iPT2dl156ierqaluH9bsoioLBYOCpp55i+/btLF68mJSUFAAZK4QQ4ndSqVR06NCBDz/8EEdHR26//XZKS0ttHdbvpigKf/nLX1i/fj2vvvoqgwcPxtXVVcYJIYT4A7y8vPjkk0/w8/Pj7rvvJi8vr9UWyRVF4euvv2bx4sUMGDCABx54gNDQUBknhLhGrFIgV6lUBAcH85e//IXExETeeustvvvuO+rr661xOasxmUycPHmSl156iZycHF544QX69u0rR6sIIcQfpFKp8PT0ZMKECTz88MPs27ePefPmtbrih6IoNDU18dRTT/H111/zz3/+kxEjRuDo6CiTWSGE+ANUKhVqtZq4uDgWLVpEZWUlt912G4WFhbYO7TfT6/U899xzLFmyhPnz5zNu3Di8vLxknBBCiD9IpVIRERHBJ598gk6n45577uHs2bOt7kxyg8HAkiVLeO+99+jevTv3338/sbGxsstIiGvIatmmVquJjo7mL3/5C127dmXBggX897//pbKy0lqXbFEGg4F9+/bxwgsvUFxczHPPPcfIkSNxdna2dWhCCNEmmLfQT548mTlz5nD48GHmzp3barbRK4pCdXU1f/7zn1m+fDmvv/46kydPxsXFxdahCSFEm6BSqXB0dKR79+58+umnVFVVMX36dM6ePYuiKLYO71dpampi7ty5fP755zz77LNMmzYNHx8fKY4LIUQLUavVJCUl8cknn2AwGLj//vs5ePAgOp3O1qH9Klqtlg8++ID333+f3r1789BDD5GUlISjo6OtQxOiXVEpVp5dGgwG8vPz+eCDD9izZw9jxozh7rvvJi4uzpqX/UPq6urYuHEjixYtwtXVlTlz5jBw4EA8PDxsHZoQQrQ5JpOJmpoatmzZwj//+U8CAwOZN28egwcPtnVoP8lgMJCVlcXzzz9Peno6r7zyCuPGjZNzx4UQwgoURUGv13PixAnmzJmDTqfj1VdfZfTo0XZdaM7Pz+eZZ57h0KFD/PWvf2XSpEn4+flJR6AQQliBXq/nzJkzPPPMM1RWVvLEE08wceJEvLy8bB3aTyopKWHBggVs2LCB8ePHc8cddxAXFyeNmULYgNUL5HD5RQOFhYUsW7aMtWvXEhERwQMPPMDQoUPt7qlYbm4uX375JevWrSMxMZE//elP9OzZEzc3N1uHJoQQbZaiKNTV1bF3714++ugjSkpKuPfee7n33nvtboKo0WhYv34977zzDiqVinnz5jF8+HB5ebMQQliRoigYjUZOnTrF66+/zsmTJ7n//vt57LHHcHZ2trtC+ZYtW3j55ZfRaDQ8++yzjBo1SjrHhRDCyoxGIxkZGSxYsIBDhw4xceJEHn74YcLDw+3u4eSBAwd49913uXDhAtOnT+emm24iMjISJycnW4cmRLt0TQrkcLlDsKysjN27d7N8+XLKysoYP348t9xyCx07drwWIfyshoYG9u7dyxdffMGFCxcYOXIkM2bMoFOnTnZXnBFCiLZIURQ0Gg2nT5/m22+/ZcuWLfTv358HH3yQXr162To8DAYDeXl5fPbZZ6xdu5bk5GTmzJlDt27d5CGqEEJcA4qiYDKZOH/+PMuWLWPp0qWkpqYye/Zs+vTpY/Pih6IoVFZW8sknn/Dll1/SsWNHnnzySXr16oW7u7sUx4UQ4howmUzk5uayatUqvvnmG8LCwpg5cyYjRozAx8fH1uFRVVXFN998w1dffYWbmxt33303I0aMICgoSN53J4QNXbMCuVl9fT2nT59m9erV7N+/n5CQEKZMmcKYMWPw8/O7lqEAoNPpOH78OMuXL+fIkSOEhYUxfvx4hg4dapdPGYUQoq3T6/UUFhayefNmvv32W3Q6HTfddBMzZswgNDT0msdjNBopLS1l9erVrFy5Eq1Wy4QJExg/fjxJSUkyTgghxDWmKAqlpaVs3bqVJUuWUFdXx+TJk7nzzjsJCwu75vdl8wPeNWvW8N///peKigomTpzIDTfcQEpKCmq1WorjQghxjZWXl7Nnzx6WLl1KYWEhAwYM4NZbbyUlJcUmzS3Nzc1s3ryZr776ioKCAgYNGsSECRPo1auXvLhZCDtwzQvkcLn4UVRUxL59+9iyZQsXLlwgLi6OMWPGMHLkSIKDg60eQ3NzM0ePHmXDhg0cOnQIR0dHhg4dynXXXUdCQoKcIyuEEDZkMpmoq6vj2LFjrF+/nj179hAaGsro0aO58cYbiYiIsHoMBoOBoqIiNm3axLZt27h06RIpKSlMnjyZXr16ERQUZPUYhBBC/LTGxkZOnDjBunXr2L59O0FBQYwaNYpJkyYRExNj9U48RVFoaGhg06ZNrFmzhoyMDBISEpg+fTp9+/YlJCRECh5CCGFDGo2Gc+fOsXXrVrZv347RaKRPnz6MGzeOHj16XJMjEpuamti6dStr164lPT2diIgIbrjhBgYOHEhERIScWCCEnbBJgdysoaGB8+fPc/DgQQ4fPkxhYSHBwcH06NGD/v3707NnzxZ9MabJZKKoqIijR4+yb98+Tp8+jclkolevXgwdOpSePXsSEhIi3YBCCGEnzO+wOHjwIPv27SM9PR0fHx+6d+/OwIEDGTBgAB4eHi1WgFAUhdraWs6cOcP+/fs5fPgwJSUlREVFcd1119GvXz/i4+Nl+6MQQtiRoqIiyzhx6tQpPDw8SElJoV+/fvTv3x9/f/8Wu28rioLBYOD8+fPs37+fvXv3kpmZib+/P9dffz2DBw+WrnEhhLAzZWVlnDx5kgMHDnDixAmam5uJjY0lNTWVfv360alTJ1xcXFrseiaTiZycHPbv38+ePXs4e/Ys3t7ejBo1ikGDBtG1a1fc3NxknBDCjti0QA6XJ5mNjY2WQvnBgwcpLi5GrVaTmJhI586diY+PJz4+nrCwsN88ua2qqiInJ4fs7GwyMzM5f/489fX1uLm5kZycTM+ePenRowdhYWHyMgQhhLBD5jNn8/LyOHToELt27SI3Nxe9Xk9iYiIpKSnEx8eTkJBAREQEDg4Ov2my2dDQQFFREdnZ2Zw/f56srCwuXbqESqUiPDycXr160aNHDzp37oyrq6sVP6kQQojfS1EU8vPzOXz4MGlpaeTk5KDRaIiNjb1qPREZGfmbH6zq9XrKysos40RmZiY5OTno9Xr8/Pzo06cPPXr0IDU1FXd3dyt+SiGEEL+XoiiUlZVx6tQp9u/fT3p6OlVVVfj5+ZGUlERiYiLx8fHExsYSEBDwm2pP5ndQmNcS586dIysrC61Wi4+PD6mpqfTs2dNynIo0ZQphf2xeIDczn92Xk5NDRkYGGRkZZGVl0dzcjMFgwM/Pj9DQUAIDAwkKCsLf3x8XFxdcXFxwc3NDq9Wi0+nQarXU1dVRUVFBRUUFZWVllJSUoCgKjo6OhIeH06VLFzp37kxSUlKLdpQIIYSwHkVRUBSF3Nxczpw5Q3p6Ounp6Wg0GvR6Pb6+vnTo0IHAwEACAwPx9/fH1dUVFxcXXF1dMRgM6HQ6dDodDQ0NVFVVUVFRQXl5OWVlZTQ2NuLo6Iivry/x8fF06dKF5ORkYmJi5AGqEEK0EuZCeUZGBmfOnCEjI4O6ujp0Oh0eHh4EBwcTFBRkGSc8PT1xdnbG1dUVtVptWU9oNBpqa2uvGicqKipwcHDAxcWFjh070q1bN5KTk0lOTm7RzkMhhBDWoygK5eXlZGVlcfbsWc6cOcPFixfRarU4ODgQEBBAcHCwZU3h4+NjqT25uLhYxglz7am8vJyKigpKS0spKSlBrVbj5OREbGws3bp1o3PnzpZGG+kYF8J+2U2B/Eomk4n6+noyMzPJzc0lLy+P/Px8KisrMRqNAKhUKlSo8FUuvxFeURQaaMagMmFSTJbf5eXlRUREBDExMcTExJCQkEBoaKgUO4QQohVTFIXm5mbOnTvHhQsXLGNFRUUFBoMBwDIB9VHccFA5XH4Qiw6dyoDxinHC1dWVkJAQoqKiiImJoVOnTkRHR+Pl5WWTzyaEEKJlaLVasrOzuXDhAnl5eeTl5VFWVkZzczPmJZBKpcINZ9y4vDbQKUY0Kh1GTJb/jYODA35+fpZxIjY2loSEBAICAmz22YQQQvxxer2e0tJSzp8/b6k7FRUVUVdXh8l0eb2gUqlwQI23cvlIFJNiohEtepWRK8tpPj4+REVFERsbS2xsLElJSQQGBkpRXIhWwi4L5D9kMpksT+PMXeE1NTXotFpq3z6KVqvFyckR94mdcE8Jwcvby/K0Lzg4mPDwcFxcXOTGJIQQbZh5nCgvL6e8vJyamhqam5up/+Q0zWX1ODiocRscgXuvDngE+eDv72/ZlRQaGoqvr69sdxRCiDasqqqK0tJSyzhRXV1NY2MjTbsLadpbiMmk4BLri/uwKNxj/PHx8bGsKUJCQggNDcXR0dHWH0MIIYSVaDQaysrKLGNFZWUldXV1NJfUUf9pOjqdDmcPF9zHd8S9czBeXl6W9URISMjvOu5RCGEfWkWB/KcoisLBkNcs/x730Y0ETE5GJQUOIYQQ/3O837/Q5lYDEPH0EIJn9sQ52PpvrBdCCNE6FL6+i+J39gLgPTiayPnD8eodbuOohBBC2AtNVgUnB/8bALWnM3HvT8J/QqKNoxJCtCSpJAshhBBCCCGEEEIIIYRol6RALoQQQgghhBBCCCGEEKJdkgK5EEIIIYQQQgghhBBCiHZJCuRCCCGEEEIIIYQQQggh2iUpkAshhBBCCCGEEEIIIYRol6RALoQQQgghhBBCCCGEEKJdkgK5EEIIIYQQQgghhBBCiHZJCuRCCCGEEEIIIYQQQggh2iUpkAshhBBCCCGEEEIIIYRol6RALoQQQgghhBBCCCGEEKJdkgK5EEIIIYQQQgghhBBCiHZJCuRCCCGEEEIIIYQQQggh2iUpkAshhBBCCCGEEEIIIYRol6RALoQQQgghhBBCCCGEEKJdkgK5EEIIIYQQQgghhBBCiHZJCuRCCCGEEEIIIYQQQggh2iUpkAshhBBCCCGEEEIIIYRol6RALoQQQgghhBBCCCGEEKJdkgK5EEIIIYQQQgghhBBCiHZJCuRCCCGEEEIIIYQQQggh2iUpkAshhBBCCCGEEEIIIYRol6RALoQQQgghhBBCCCGEEKJdkgK5EEIIIYQQQgghhBBCiHZJCuRCCCGEEEIIIYQQQggh2iUpkAshhBBCCCGEEEIIIYRol6RALoQQQgghhBBCCCGEEKJdUimKotg6iF9DURS0Wi35+fnk5eVx8eJFNBoNER9XoNPrcXR0oGK4J0pnHwKDAomOjiYmJgZfX1/UankO0JIMBgPl5eXk5+dTVFREdXU1Go2GxsZGdDodbm5uuLu74+npSUhICNHR0URERODt7W3r0NsURVHQ6/Xk5eVZcqKpqQmNRkNdXR2urq6W7yIgIIDIyEiio6MJCAjA0dHR1uG3KUajkZqaGvLz8yksLKSiogKNRkNTUxNNTU24ubnh5uaGh4cHQUFBxMTEEB0djY+Pj61Db3N0Oh0FBQXk5eVRXFxMU1MTIcuqUCq1qNVqalPd0HfzxicsgPDwcKKjowkKCsLFxcXWobcpJpOJxsZG8vPzyc/Pp7S01JITDQ0Nlpxwd3e35ERMTAw+Pj6oVCpbh9+m6HQ6iouLyc/Pp7i4mPr6ejQaDQ0NDahUKst34evrS4cOHYiOjiY0NBR3d3dbh96mKIpCc3OzZR576dIlNBoNGo2G2tpa3N3dr8qJK+exkhMtS6/XU1ZWZhknampqcD9Qh8fRBhRFQRfuTH0/T1w6+lnmseHh4Xh5edk69DZFURR0Oh35+fnk5uZa1nY/No8NDAwkKiqKmJgY/Pz8cHBwsHX4bYrBYKC6utoyj62srLSs7bRa7VXz2ODgYKKjo4mKipJ5rBX8WE40NTVRX1+Ps7OzJSf8/f2JjIwkKiqKwMBAnJ2dbR16m2Iymairq6OgoICCggJKS0sxljYR8m0VBoMBlasjlcM8USX5XLW28/X1tXXobY5Op6OoqMgyZjc2NqLRaKivr8fBweGqeWx4eDhRUVGEhITg5uZm69DbFEVRaGpqsqyzS0pKrqo9/XAe21rXdnZbIDcajZSXl3P06FGOHDnCkSNHKCwsRKPRoNfrcXNzw9HRER+tCy6uLuh1ehocdOhUBhobG1Gr1Tg7OxMYGEi3bt3o3bs3ffr0oVOnTlII+Y3q6+s5c+YMR48e5ejRo2RlZVFdXY1Wq8XZ2Rl3d3dcXFws34lWq0Wr1f6fBXiHDh3o2bMnvXv3pnfv3kRHR9v6o7UqiqJQXV3NkSNHOHz4MIcOHSI/P///5ISTkxNOTk4YDAaMRiMGg4GmpiZUKhVOTk74+/vTuXNnUlNTSU1NJTExURZ9v1FTUxPZ2dmWnMjIyKC8vJzm5mbUajWenp64uLjg6uqKi4uLJSe0Wi01NTWoVCpcXV0JCQmhZ8+e9OnTh759+xIdHd2qBhBbUxSFmpqaH80J88M6R0dHPHXOuDm5YDQaaVLp0KoNNDVrMJlMODk54ePjQ1xcHL169aJ379506dKFgIAAW3+8VkWr1VJYWMixY8c4cuQIp06d4uLFizQ3N2MymfD29rbkhJub21U5UV1djUqlwsXF5aqc6NOnDzExMfKQ+zeqqamxfA+HDx8mNzfX8gDb2dkZJycnHB0dcXZ2RlEUDAYDBoMBrVaLwWC4nDOenkRFRVlyonv37nTo0MHWH61VMRgMlJaWWsaJY8eOXTWP9fHxseSEh4cHzc3NV40TAC4uLgQFBdGjRw9SU1Pp06cPHTt2xMnJybYfrpWpq6vj9OnTlvVEdnY2tbW16HQ6HBwcLs9lTU6444JarabZpEOj1tNs1KHVanF0dMTNzY2wsDDL/Sk1NZXIyEhbf7RWxWQyUVVVZfkejhw5Ql5e3o/mhLu7uyUfdDodNTU1KIpiWdt16dKF1NRUevfuTVxcHB4eHrb+eK1KQ0MDmZmZlrHi3LlzVFZWotVqLeOxo6Mjjo6OODg4WNYUer0ejUaDg4ODZczu1avXVWO2+PV+OI89fPgweXl5NDU1odfr8fb2tqwl3N3d0ev1lpyora3FaDTi5OSEn58fCQkJljE7KSkJPz8/W3+8VqW5uZm8vDzLmH369GlKS0st81hXV1ec1I54611wdnZGp9fR6KBDy+V1tlqttozZqamp9O3b15ITsrb7baqrq6+qAV45j/Xy8roqJ4xGoyUn6uvrLeO6t7c3HTt2pGfPnqSmptK1a1dCQkJs/dFaFb1ez8WLFy3jxPHjxykuLkaj0WAwGHB3d8fBweGq2pN5rDDXY8058cO1nT03a9pVgdxkMlFRUcHu3bvZunUrR48epaGhAW9vb/z8/AgICLD8cXV1Ra1WW/6YTCYURcFkMlmegldWVlJZWUlVVRXV1dWo1Wo6duzIiBEjGD16tBTLf4ZWq+Xw4cNs2bKFvXv3UlJSgre3NzExMXTs2JHIyEgiIiIsT6wdHBxwcHBApVJhMpkwGo2W5Lh06RKFhYXk5+eTk5NDfn4+Tk5OpKSkcP311zNmzBiCgoJs/ZHtkqIoNDQ0kJaWxsaNGzlw4AC1tbV4e3vj7+9vyYfAwMBfzIna2lqqqqosOVFVVYWiKISHhzNo0CDGjBlDcAKUpgABAABJREFUSkqKLDJ+gk6nIz09ne3bt7N7927y8vJwcXEhOjqa2NhYoqKiiIyMJCQkxPJdODg4WL4Lc15oNBpLThQUFHD+/HkuXLiAo6MjXbp0Yfz48ZackAnV/2XeTbR79242bNjAvn37qKmpsYwTgYGB+Pv7ExgYiJubG2q1GpVKhYODgyUfzEXB+vp6Sy5UVlZSXV2NTqcjMDCQPn36MGbMGPr27SsdUj/BYDBw4cIFdu7cyc6dOzl79iyKohAZGUnHjh2Jjo4mMjKSsLAw3N3dLfcmR0dHjEajJSe0Wi2XLl2ydOmYc8LBwYHk5GSuv/56Ro8eTWhoqHQN/gStVktaWpolJ6qrq/H09LTMnczjhYeHx1XjBGDJCfOYbZ4/mXOjqakJb29vunfvztixYxk6dKg8QPoJRqOR0tJSdu3axbZt2zhx4gTNzc2Eh4fTqVMnYmJiiIyMJDIy0rKw+GFOmEwmmpubKSkpseREdnY2ubm5AMTHxzNy5EhGjx5NdHS0dA3+BK1Wy4EDB9i0aRP79u2jrKwMV1dXfH19r8oJT09PHB0dr8oJ81hh/i5+uKaoq6vDzc2NLl26MG7cOK677jqZx/4Ecxfm7t272bJlCwcPHqS+vp6wsDDi4uKIjY21dMF6eHj8ZE5otVpKS0spKiqioKCAnJwccnNz0el0REdHM2TIEEaPHk1iYqLsfvkJOp2OEydOsHXrVtLS0igqKsLBwQEfHx9LPvj7++Pj44OTkxMqleqqNYX5j06n+9F1touLC8nJyUyYMEHmsT9DURQ0Go1lbbdv3z5qa2t/NCc8PT0t6wnzPNacFzqdjoqKCoqLiykoKCA3N5cLFy5QX19PaGgo/fr1Y/To0fTs2VN2cf8EvV5PVlYWO3bsYNeuXZw/fx6j0YiPj89V8yc/Pz9cXFz+T06Yxwq9Xm/JiYqKCsv8ydnZmeTkZMvaLjg4WJo+foR5bXflPLampoYOHTrQqVMnS05ERkbi5eVleXB35drO/ACvpqaG4uJiCgsLycvLIycnh8rKSnx8fOjVqxdjxoxh0KBB8gDpJxiNRoqKiizz2PT0dDQazVU5Yc4LFxeXn6w9XZkT5j/V1dU4OTmRkJDAmDFjGD16NBEREXZXLLeLArlOp+PChQusXLmSLVu2UFFRgbe3NxEREZbtpeaWfWdnZ5ydnX/25mI+ekKnu9z5Yd7Sbd5iXF5ejrOzMz179mTy5Mn0799fCiD/U1dXx9q1a1mxYgU5OTkEBARYOvCjoqIICAjA29v7qu/jpyY/5gS58juoqamhoqKC06dPc+jQIc6dO4enpyejRo3i9ttvJy4uTiZTXL45lZSUsGLFCtauXcvFixfx9PS0LLJ9fX3x8PC4KidUKtXPfhcGg8GSE+bufvMCvKSkBICkpCQmTJjAyJEjCQ4OvpYf2W41NDSwfft2Vq5cyZkzZ3Bzc7N04MfFxREQEICPjw8eHh64u7v/7P1JURTLJKCpqYnGxkZqamqorKzk9OnTHDhwgLNnz+Lh4cGoUaO47bbbSEhIkMkU/38HxXfffceKFSsoLCzEw8ODiIgI4uLirhonXFxcflVOGI3Gq3KisbGRiooKCgoKuHjxIlqtlqioKMaOHcvEiROlW/B/mpqaOHz4MCtXruTIkSOYTCbi4+Pp1asXnTt3JigoCB8fH7y8vHBzc7M8MPox5ilIc3Oz5b5kzon09HQOHjzI2bNncXNzY8iQIUybNo0uXbpIUZDL/9/V1dWxfPlyvv/+ewoLC3F3d7eME35+fnh4eFg6bcz3pl8as80dauZt3dXV1RQUFFBYWEhDQwPBwcGMGjWKqVOn0rFjx2v8qe2TVqvl3LlzrFy5kl27dlFfX09sbCypqal0796dkJAQS06Y71O/NI/94ThRVVXF2bNnOXToEBkZGajVavr06cPNN99Mamoqnp6e1/AT26/a2lpWrVrFihUryM3NxcXFhQ4dOhAbG0tgYKBl7mTOCXNzx48xj9nmnGhubqapqYna2lrL4rumpgY/Pz9GjhzJjBkziI+Pv8af2D4ZDAaKiopYsWIFGzdupKysjKioKEvXd0hICL6+vnh7e1u2ZP/SmH3lWF1bW0t1dTVZWVkcO3aM9PR0mpub6dKlC5MmTWLIkCHyIO9/6uvr2bRpEytXruTcuXOoVCqCg4OJiYkhJCQET09Py1jt7OyMo6Pjz34PwP/Jifr6ekuRtqqqCl9fX0aOHMntt99OfHy8rO24/LCosrKS77//nlWrVlFUVERkZKSl27hDhw74+vr+n3Hi574LnU5Hc3MzjY2N1NXVUV1dTV5eHsePH+fkyZNUV1cTExPDuHHjGDt2LGFhYdf4U9unxsZG9u7dy8qVKzl+/Dg6nY6AgACioqIICwuz1DpcXFxwcXGxPDD6MVfmhPn7+LGc8Pb2ZtiwYdx6660kJyfbXVHQFhRFoba2lu+++84yj42IiPjZnPilMdtgMFhyor6+3lIwP3nyJMeOHaO4uJjg4GBGjx7NTTfdJLte/qe5uZlTp06xcuVK9u7dS11dHb6+vpYHEz4+Pri7u1vWFE5OTr+4tvthTjQ0NFjmThUVFXh4eDBgwABuueUWunfvbjcPt21aINfr9Zw7d47vvvuO3bt3U1dXR4cOHUhMTCQ4OBg/Pz88PT1bpGPM/LS2traWyspKcnNzyc3NxWAwkJKSwuTJk9v106TGxkaWL1/OqlWrKCwsJCkpieHDh5OUlER4eDjBwcE/W+T4tcwL8JqaGi5dukR+fj579uwhLS0NgFGjRnHXXXcRGxvbLidTRqOR4uJili9fzqZNmygrKyM4OJjOnTsTEhKCn58f3t7eLZYTWq2Wuro6qqqqKCgo4MKFCzQ0NBAbG8v48eO5/vrr2+12pKamJtavX8+qVavIzs4mIiKCIUOG0LVrVyIjIwkODrZ0O/0R5gW4OScKCgrYs2cPu3fvRlEUhg8fzh133EF8fHy77J413y+WLVvGmjVrKC4uJjAwkJSUFEJDQ/H398fb2/tnFxG/lrkQUl9fT3V1NRcvXiQ7O5uKigpCQkIYM2YMU6ZMISIiooU+XevS3NzM7t27WbVqFadOncLHx4f+/fuTmppqWWj7+Pi0yN9T0/9j7zwDozqvhP3MjNqozaj3XlBBIEAIAQJMB2MwYIpxxcbOxomTXTvelC/NKU7iso4rjnEFYwMGTDG9SyCKKAIJ9d6Feh1p6v1+KPcu4AYSmpHQPr927fi+R/Pec99zznuKyURbW5ukE2fOnOHUqVNotVqSkpJ48MEHGTlyJHZ2dnfgLxtaCIJAV1cXmzZtYufOnVRWVuLh4SHpxPXnxJ3QCaPRSGdnJy0tLdTX11NQUEB1dTVqtVq63B6uDoZOpyMzM5OvvvqKs2fPIpPJGD9+PBMnTiQkJET6Rt0JR1jMxK2rq6Oqqorz58+TlpZGa2srcXFxPPDAAyQmJg7bTMHOzk6+/PJLdu7cSUVFBS4uLsTExODj4yOdE98X5LhVRDtWvDxqaGggPz+f8vJyHB0dmTFjBqtXrx62ZfUGg4GysjK2b9/OsWPH6OzsZOzYsUydOpWwsDB8fX1xc3O7I22CxCrL+vp6qqqquHLlCmlpaVRXVxMSEsLChQuZMWMG7u7ud+AvG3p0dXWxa9cuyY51dHQkIiKCgIAAKVP8h5LObgXRjhV1orGxkby8PMrKynBwcGD69Ok8/vjjhIaGDsuED5PJRENDA1u3bmXfvn00NDQwZswYZsyYQXh4OL6+vnh4eHzvxcStIsY7xMzy3Nxc0tLSyM/Px93dnXnz5rFo0aJhGyjv7u7m6NGj7Ny5k6tXr6JQKAgJCSE4OBh3d3dUKtUPXmDfKqKtJmbR5ufnU1ZWhp2dHVOmTOGhhx4iKipqWCZ8CIJAR0cHmzdvZteuXdTV1REfH8+sWbMIDw/Hz8/vjuqETqejublZ8uvS0tK4dOkSSqWS2bNn8+CDDxIYGHiH/rqhhdg1YseOHZw/fx6tVktAQABhYWF4enpKCWh3Kvak0WikRKjCwkLKyspQKBQkJCSwfPlyxo4da/FuBhYJkAuCQGVlJXv37mXv3r00NDTg5+dHVFQUvr6+d8yZ+C5MJpNkUBUVFVFcXIzJZGLChAnSxgyX/o6CIHDy5Ek+/fRTsrOziYmJYdasWcTFxRESEiKVYw/U2iaTiZqaGvLz8zlx4gQpKSnY29vz4IMPsmLFCimj5G5HzI49fPgwW7dupaysDE9PT0aOHImfnx/u7u4D+k6KH6zGxkbKysooKCigs7OT2NhYli9fzj333DNs2hEJgsC5c+f4/PPPycjIIDAwkHvuuYcxY8YQFhZ2xwKA34XRaKS2tpb8/HxSUlJITU3F1taWJUuWsHz5clxcXIaFgyFe4Bw/fpwNGzaQn58vVbT4+/vj6ek54Dqh1WppamqiqqqKvLw8GhoaCAoKYsWKFSxcuHDYBGcFQSArK4utW7dy+vRpVCoVkydPJjExkfDw8AH/PoltKwoLCzl58iQnT57EZDIxd+5cli1bRkBAwLC4PBLPzNTUVD766COys7MlnQgICMDDw+OOBAC/b32DwSA5Gbm5uVRWVuLt7c3KlStZvnz5sBmIJAgCpaWl7Nq1iyNHjkg25OTJk4mMjMTHx2dAnV4x4FJcXMzZs2c5deoU7e3tJCUlsWzZMmJjY4eVHSvqxNWrV3FxcZEussUBzAOpEyaTiZaWFmpra8nOzqasrAwPDw9WrVrFihUrUCqVw8aOra+v5+DBg+zatYumpibGjRvHPffcQ3R0NAEBAQNqR4qX6aWlpVy6dInU1FSqq6uJjo5m+fLlTJo0adgEogRB4PTp06xfv57Lly/j4OBAdHQ0QUFBeHp63rEA4HetLfo0ok6Ulpbi7u7OihUrWL58Oc7OzsNGJ7q6ujh27BibNm2irKyMMWPGMGvWLGJjYwkKChpQO1Icll5RUUFmZiapqank5ubi5+fH8uXLmTdv3rCyYy9dusSmTZs4d+4cMpmM8PBwQkNDpSqKgbQjr08OzM3NpbS0FJVKxaJFi1i2bBne3t7DxrczGAykpqby6aefkpeXR3x8PHPnziU2NpaQkJABP7N7enqorq4mJyeHlJQUzp8/j4uLCytWrGDp0qXDyo7Nz89nx44dHDt2jK6uLoKCgoiIiMDHxweVSjXg8di2tjauXbtGQUEBJSUl2NraMmPGDJYtW0ZERITFqizMHiDv7u4mLS2NLVu2kJ2djUqlYtSoUQQFBeHq6mr2j0NnZye1tbXk5ORQVlaGq6srCxYsGBa3q62traxbt459+/bh4ODA4sWLmTBhApGRkQP6cfo2BEGgpqaGy5cvs2PHDjIzMxk3bhw/+clPiImJuauDHzqdjuzsbDZu3MjZs2extrZmzJgxhISE4OHhYfa/vaenR/pY5efnY2VlJZVJhoSEmFUWc9PW1sb69evZu3cvCoWCuXPnMmnSJEaMGCH1ATQnNTU1XLlyhd27d3PlyhViY2N58sknGTt27F19YWE0GqmsrOSTTz7h6NGjGI1Gxo0bR1hYmEX6UOv1ehobGykuLiYzMxOdTsfkyZN5+umniYyMNKss5qajo0MqB9ZoNEyePJmpU6cSExODm5ub2XWirq6Oq1evcuDAAS5cuEBAQACrVq0iOTn5rs6cFQSBpqYm1q1bx/79++np6WH8+PGEh4fj4+NzRyoobgexVFwcaNXe3s6ECRN49tlniY6ONpsclkCj0XDs2DG2bdtGdXU1cXFxzJ49m7i4OHx8fMz+fRKzNY8ePcrZs2ext7fn/vvvZ968eXd1qzSxNPtf//oX+/bto7u7WxrYKO6Due1Ysb3B+fPnaW1tJTExkWeffZaYmJi7OiCo1WrJyMjgiy++4OrVq1IV4pgxYwgMDDS7k9vW1kZRURGnTp0iJSWF7u5uZs+ezbJly+76LMHW1lY++ugj9u3bR0dHB6NGjSIiIgJfX9/vbYs5UDQ3N1NeXi7pxNixY/mP//gPRo0adVdf4okzWtavX09aWhqenp7cf//9JCQkEBYWZnad0Gg0lJWVkZ6ezqFDh6ipqSE5OZnVq1cTHh5uVlnMTXt7O5s2beLrr7+moaGBiIgIRowYgZ+fnzQfx5y0tLRIQ+0bGhqIiYnh8ccfZ8KECRbPnB1ITCYT9fX1fPjhhxw6dAi1Wi1VvoWHh5v9e6DX66V92LNnD/n5+UyYMIEf//jHREVFmVUWc9PZ2cn+/fv56quvKCsrw8fHh5iYGAIDA6WqbHPS3t5OVVUVmZmZ1NTUEBAQwPLly5k5c6ZFWqWZNUBeV1fH3r17+eqrr2hrayM6OpqYmBiLD94SjeySkhKuXLlCe3s7ycnJrFy5kvj4+LvyRi83N5d3332XM2fOMGvWLObPn09iYqJFM13EVzEvL49jx47x5ZdfolarWb16Nffee69FDLuBprW1ldTUVD7//HNKSkoYMWKElPlkyd5kYoleWVkZWVlZVFRUMGbMGB555BGSk5PvSp3Iz89n3bp1nDp1ikmTJjF37lwmTJiASqWy6N8rCAIFBQWkpKSwfft2bGxsWLFiBffddx9qtfqu04nu7m4uXLjAJ598wsWLF4mMjGT06NGEhIRY1JkS269UVVWRlZVFdnY2UVFRPPHEE8yePfuu1ImSkhI2btzI0aNHGTFiBHPmzGHSpEl4eXlZ/MwuLS0lLS1NCtzPnz+f+++/n4CAgLtOJwwGA9nZ2bz33nucOnWKiIgIqaLF0johVoFdvXqV8+fPExERwVNPPcX8+fO/t5/wUKW6upodO3awb98+nJ2dmTNnDlOmTCEkJMTiZ3ZNTQ3p6ens3buXyspKqa9jTEzMXfd9EgRBsmNPnDjxDZ2wtB0r6sS5c+cICwtjzZo1zJ8//46Uiw82GhsbOXr0KNu2bUOj0TB79mymT59OTEyMxb9Pzc3NZGRkcODAATIyMoiJieGhhx5iwoQJd51OQK//9N5773H8+HGCg4MZPXo04eHh2NnZWfS9E79P2dnZnD9/nsDAQB555BEWLFiAg4PDXacTnZ2dnDt3jg0bNlBaWioNoxszZoxFqxjEjPasrCyOHDnC0aNHCQgI4PHHH2fGjBl3pU4UFhbyySefcOTIEdzc3IiLiyMiIgInJyeL+3bXrl0jLy+PCxcu4OrqytKlS1m0aBFeXl53nU6I7eg++OADMjIymDNnDvPmzWP8+PEWTfgSfbvc3Fyp9Y6Hhwdr1qxh3rx5d6VOlJeXs3XrVvbs2YNcLic2NpaoqChcXV0t7tuJbVcyMjKQyWTMnTuXpUuXmn2OhdkC5Hl5eWzZsoWjR4+iVCpJTEwkLCxs0DRjh/8djHjx4kVKSkoICwtj1apVzJ49+6655RYEgRMnTrB27Vpqamp4+OGHWbx4MT4+PoPqY9zd3c2xY8fYsGEDtbW1LFu2jMceewyVSjWo5OwPVVVV7N69m507d9Ld3U1iYiKxsbGDatCWWDp85coVrly5gru7Ow899BAPPPDAXVWqmpqayr/+9S8qKytZsmQJixcvtkjW0/fR09PDyZMn+eKLLygrK2POnDk8/PDD+Pv73zUHeGtrKwcPHmTjxo3U1NSQlJREfHz8oBqifL2DcfbsWZRKJQ899BCPPvroXZXVf/bsWT755BPy8/OZPn06S5YsITIyclCV42q1Wi5cuMDWrVvJzs5m7NixPPTQQ8TGxg4q3e0PWq2WY8eO8cEHH1BYWMjEiRNJSEhArVZbWjQJsR3R1atXSU1NxdramocffpgnnnjirrrYzsrK4osvvuDChQuMHDmSpUuXMmbMmEF1Zut0OmlY6JkzZ/D39+ehhx4iOTn5rrJjjx8/ztq1a8nNzWXSpEmMHz9+UNmHotOdlZVFamoqCoWCVatW8fjjj99VAcHS0lK++uorjh49ioeHB8uWLSM5OXlQzXMyGAxUVFSwb98+Dh06hI2NDatWrWLhwoV3lR174sQJ3nvvPbKzs0lMTCQhIcEildnfh06nIycnh1OnTmEymbj//vt57LHH8PDwGFRy9oeGhgb27dvH9u3bkclkrFy5ktmzZ+Ph4WFp0SRMJhONjY0cOnSI7du3o9FoWLVqFatWrbqr7Ni0tDQ++OADrly5QkxMjDQceDDZh3q9nsLCQk6fPk1XVxczZszgkUceITw8/K6pntdoNBw5coRPP/2U1tZWHnroIRYuXDioZpyJ8yyOHDnCxo0baWxs5OGHH+bxxx+/q3Ti0qVLfPbZZ5w+fRpfX1/Gjx8/4O3PbheDwSBVHdXV1Um+XWJiotl0d8AD5IIgkJmZyfr16zl79ix+fn5MmDABPz+/Qav4bW1tZGVlcfnyZZycnHjyySe59957h3RPInGbDx48yP/8z/9gbW3NmjVrWLBggdnbqdwOFy9e5LPPPuPkyZOsWLGC1atXD3lDSsx+3LJlC/v378fe3p7JkydbpOTuVunu7iYvL49z586h1WpZs2YNDz744KC64OoLgiBw+PBh3njjDQAeffRRFixYgJOT06DViaysLLZs2cLx48e55557pMFHg/XduRUEQaCxsZFdu3bx+eefYzAYmDp16qAOdBoMBqmEu76+nqeeeoonnnhiyJdHiv183333XTo6Oli8eLGU0TJYv7uFhYXs3LmTQ4cOER4ezuOPP87YsWOHdPBDrOLZv38/7733Hm1tbUyfPp3Ro0cP2kCnIAgUFxeTkpJCVVUV//Ef/8GTTz455AOCgiBw4cIFPvroI8rLy5k2bRpLly4lLCxs0NqxVVVVHDp0iK+//hpra2sef/xxZs6cOaguuG4XsWLh0KFDvP766zQ1NTFjxgzGjBkzqDOzi4uLSU1NpbKyktWrV/Pkk0/i4uIyaOW9FcTepV988QXp6enExcWxYsUK4uPjB+33qbm5mdTUVLZt20ZdXR2rV69m6dKlQ9qOFX07UScaGhqYNm0aY8aMGdS+XVlZGWlpaZSVlbF06VJWr16Nv7//oP2e3gqCIFBbW8v27dvZs2cPfn5+UtXtYLVFuru7OXPmDJs2bSIzM5MnnniCRx999K6wY48dO8bbb79NVVUViYmJjBs3DkdHx0GrE9XV1Zw7d46ioiKp9c1QnyUiDuLcs2cPn376Kc7OzqxevZo5c+YMWp0wGo2cP3+eDRs2cPr0aZ588knWrFkz5GfiCYLAmTNneP/998nLyyM6OpqEhATc3d0HrW/X0NDApUuXyMnJISwsjCeeeILk5GSzBPMHNEAuCAIXL17kww8/5MqVK0RFRZGYmGiRXjK3S09PD4WFhZw6dQqFQsGaNWtYvHjxkAySiwNT9u/fz6uvvopKpeKFF14gOTl5SCh7dXU1a9eu5cCBAyxevJg1a9YM2WEWgiBQWFjI559/zpEjR/Dy8mLKlCn4+flZWrQfRGwvcezYMZqamnjqqaeGtCElCAIHDhzgtddew8HBgf/8z/9k6tSpQ8IYqaurY/369Xz99dckJSXx5JNPEhkZOWiDyd+HWGa4bds2tmzZgp2dHbNmzRoS/e7FQXkHDhygtLSUH/3oRzz11FODKqP0dhAEgaNHj/LWW28hCAJPPvkks2bNwsnJydKi/SBNTU3s3LmTbdu24ePjw+rVq5kwYcKgyoq4VcQqha+//pp//etfGAwG5s+fPyT63YttDfbt20dBQQH/8R//wdNPPz2oHdPvQxAEzp49y7/+9S8aGxtZsmTJoMt8+i7a29tJSUlh48aN9PT0sHr1aubNmzdk7Vij0ci+fft4/fXX6erqYuHChYwYMWJIvFdNTU0cOHCAgoICHnvsMZ566imLzHC4EwiCQHZ2NuvXrycrK4upU6eycuVKwsLCLC3aD9Ld3c3ly5f58MMPKSws5IknnmDlypVDMkguuu/79u3j1VdfpauriwULFhAVFTUk3quWlhaOHTtGTk4OCxcu5MknnyQkJGRIBskFQaCyspIvv/ySgwcPSvOCRo0aZWnRfhCDwUBhYSFr164lLS2NJ554QrrYHooIgsChQ4f45z//SXNzMzNnziQ2NnbQBmSvp729ndOnT5OZmUlCQgJPPvkk8fHxQ0L2mxEEgdbWVnbt2sVnn32Gn58fzz77LImJiZYW7QcRBIGKigrefPNNDh06xJo1a3j66aeHbLKHmPi0du1aysrKSExMJD4+fkj4dl1dXVy5coXz58/j4+PDmjVrmD59+oAnewxoNOXq1atSuVd8fDzjxo0bVKXy34ednR0jRozA1taW48eP895772Ftbc2iRYuG3IdKEAROnjzJ3/72N7y8vPh//+//MW7cuCGj5H5+fjz33HPY2NhIPZiHaiZ5aWkpGzdu5NChQ4SEhJCcnDyoyu6+D2trawIDA5k/fz6HDh3i3XffxdbWlocffnjI6QT0lt699NJLeHh48Ktf/Yrx48cPGcPc29ubH/3oRyiVSrZu3YpcLufJJ58kIiJiyPwNIg0NDezcuZPPP/8cFxcXZs+ePSQujADkcjmenp4sXLiQ/fv38/bbb6NUKlm9evWQDMyePXuWV199FTs7O372s5+RnJw8ZIJpbm5uLF++HHt7ezZu3Mgnn3yClZWVWUvy7hRdXV0cOnSIt956CxsbG+6//36Cg4MtLdYtIZPJcHV1ZdGiRezdu5e3334bOzs7nnjiCYv3we0Lly9f5p133qGtrY1HHnmEuXPn4urqammxbglnZ2dmzpyJvb09H330ER9++CHW1tbMnTt3SFwEX4/RaCQlJYV//OMfmEwmHnjgAUJDQy0t1i3j5ubGwoULOXDgAB999BE2NjY88cQTQzKTXOzpe/XqVebPn8+yZcvw9/e3tFi3hFKpZNy4cdjb2/Pee++xbt06bGxsWL58+ZC0Y0+dOsVLL72E0WhkyZIlhIWFDZn3ycXFhTlz5mBtbc3OnTuRy+U89dRTBAYGDjnfrqamhq1bt7J//34SExMle3woYGVlRWRkJC+88ALW1ta8//772NnZ8fjjjw9JnTh9+jR///vf6e7u5t577x1SyUPOzs5MmTIFW1tb0tPTEQSBH/3oR8THxw85366trY39+/fzySefEBkZyc9//nPi4uIsLdYtIZPJCAwM5Fe/+hXW1tb861//wt7entWrVw/JtoEXLlzgn//8J7W1tUydOpWRI0cOGd/OwcGBsWPHYmtry6lTp3j//fdRKBRMnz59QO3YAftiFBcX88EHH5CVlcX48eOl0pahhI2NjdS64ODBg7z77ruSwzFUPlQmk4krV67wj3/8A3t7e1588UXi4uKGnHK7u7vz3HPPYTQa2bJlC05OTqxYsQI3N7ch87dUV1dLffhDQkKYNm3akHG0RRQKBd7e3ixYsIDdu3fzxhtv4Orqyn333TdkdEIQBK5evcpLL72EnZ0df/jDHxg9evSQM8hdXFx48sknEQSB7du3o1QqefzxxwkODh4yf0tzczMHDhxg8+bNqFQq5s+fPyQyM69HJpPh4uLCokWL0Ov1/M///A9ubm4sWbIEuVw+ZL5P2dnZvPrqqxiNRn7xi18MyexrZ2dnFi9ejFwuZ8OGDXz66acolcohpd8ajYa0tDTee+89ABYvXjxkLoxEZDIZzs7O3H///ej1ev75z39KOmHJAYq3S0FBAe+++y719fX8+Mc/Zvbs2Tg7O1tarNvC3t5e6j++du1a1q1bh6OjI1OmTBkyZ7bBYODSpUu88soraDQaHnnkEQIDAy0t1m3j7OzMfffdh8Fg4IMPPkCtVrNs2TKcnZ2HjE6Ul5ezYcMGsrKyuO+++1i5cuWQO7NtbGyIjY3lueee49VXX+Wdd95BrVYzb968IaMTgiCQlZXF3/72Nzo7O3n00UcJDAwcMu+RiJOTE7Nnz0YQBHbt2oWjoyOPPPIIfn5+Q+Zvqa+vZ9euXRw6dIiEhAR+/OMfExQUZGmxbguFQkFAQAC//OUv0Wq1vPnmm7i5uXH//fcPGZ2A3haU//jHP2hpaWHFihWEhoYOKfmhNyA4adIkZDIZ6enpbNiwATs7O6Kjo4eMHdvR0cGJEyfYsGEDQUFBvPDCC4wYMcLSYt0WMpkMT09PfvOb39Dd3c0bb7yBm5sbixcvRqFQDJnvU15eHm+88QYVFRXMnTuXmJiYIefb2dnZMWrUKBQKBSkpKXzwwQc4OjqSlJQ0YDoxIE9tbGzk008/5dSpU4wePXrQDTG6HaysrAgMDGTmzJlotVpef/11srKyLC3WLWEymaiqquK1116jqamJF198kVGjRg0Zpb4ZZ2dn/vM//5MpU6awfv16jhw5QkdHh6XFuiXEMqN9+/bh7e1NcnLykAuOi8jlctzc3KRe3S+99BIXL160tFi3hCAI1NXV8fLLL9PQ0MAf//jHIRU8uxlHR0cef/xx5s2bx/Hjx9mxYwf19fWWFuuW6OrqIjU1lS+++AKZTMbs2bOHnKMtIpPJcHR0ZPHixXh5efHnP/+Z8+fPW1qsW6auro7XX3+dqqoqXnjhhSEZHBdRKpUsWLCAFStWSMGc0tJSS4t1S+h0OrKysnj//fdpbGxk0aJFQy44LiKTyXBwcGDx4sX4+vry0ksvcfbsWUwmk6VFuyUaGhp4//33yc3N5bHHHmPmzJlDLjguYmtrS2JiIk8//TQA7777Ljk5ORaW6tYwGo2UlZXxz3/+k7KyMpYtWzYkg+Mi9vb23HfffQQGBvLWW2+RkpJCd3e3pcW6JZqbm9myZQtnzpxh5syZPPDAA0P2zLaysiIsLIz/+q//wt/fn1deeYWMjAxLi3VLiL2uX3nlFQoKCiSdGKq+nVKpZObMmURGRvLll1+yd+9empqaLC3WLdHR0cHhw4fZs2cPkZGRrFmzZsgFx0XEisjf/OY3xMXF8de//nXI2bGvvfYaeXl53H///UMyOC5ia2vLhAkTiI+P5/Tp03zxxRdUVVVZWqxboqenh4sXL7JhwwYcHBx4/vnnh1xwXEQmk6FSqfjd737HmDFj+Otf/ypl9g8Frl27xjvvvENGRgbTp08nOjp6yPp21tbWREdHM3nyZCorK3n//ffJz88fsPXueFRIq9Wye/dudu/eTUxMDOPHjx+yToWIlZUVISEhzJ49m2vXrvHmm29SW1trabG+F3Earzhk4Pe//z2TJ0+2tFj9xs3Njf/+7/8mPDycTz/9lIsXL9LT02Npsb4XvV5PSkoKX331FU5OTkyZMmXItFX5LuRyOR4eHixZsoTu7m7+9re/DfrDWxAEtFot69evJyUlhd///vckJycP2eC4iFqt5qmnnmLixIkcPHiQw4cP097ebmmxvheDwUBmZiZffvklLS0tzJ49m4CAAEuL1S9EQ2rlypWYTCb+8pe/UFVVNegNqZ6eHjZu3Mjx48d5/vnnueeee4asASXi6OjI/fffz/33309WVhabN28e9A630WikoqKCzz//nKtXr7Jw4cIh0dP3h1CpVKxYsQKAv//975SUlGA0Gi0s1fej1WrZtm0bhw8f5qGHHuLee+9FrVZbWqx+YWdnx8SJE3n66adpamrivffeo66uztJifS+CINDS0sKGDRtISUlhyZIlQ6IP/w/h7OzMkiVLUCqVvPPOO2RlZaHT6Swt1vei0+k4fPgw+/btY8KECaxcuXLIXt6JWFlZMWLECH71q18hl8t55ZVXqK6utrRY34s4vPnTTz/lwIEDPPDAA0OmD//34ejoyNy5c/Hw8GDz5s2cPHmSrq4uS4v1vej1es6fP8/OnTtxd3fnqaeeGvLfJ7lcjq+vL3/5y19wdnbmr3/9K5WVlZYW6wfp6enh008/Zf/+/SxatIjo6OghGxwXUSqVTJw4kcjISE6cOMHOnTtpaWmxtFjfi9FopKioiC1bttDW1sZ//dd/ER8fb2mx+oVMJsPDw4O//e1vqNVq/vrXv1JRUTHokz20Wi2bN29m7969TJs2jVGjRg3pIe3Qe3EUGxtLUlISOTk5fPzxxwOWFHhHI0PiUM5169bh4+PDhAkThrxTIWJtbU1oaChTpkwhNTWVzz77bNAGZgVBQK/Xc+LECT766COeeuopFi5caGmx7hj+/v48//zzdHd3s2nTJoqLiwetwy0IAjk5OWzcuBGtVsukSZPw9fW1tFh3BIVCgY+PD4sWLeLs2bN88MEHgzYTSgxSnjx5knfffZennnqKRYsWDXmnQsTT05PVq1fj5eXFrl27uHDhAnq93tJifSviMKPt27eTm5vLlClTCA8Pt7RYdwTRkFq+fDnnzp3j/fffp7u7e9AGyQVB4NSpU6xdu5aHHnqI+++/f8gbUCJqtZqFCxeSlJTE0aNHOXjw4KANQomBwH379nHgwAHuueceRo4caWmx7hgeHh4sW7aMjIwMPvjgA9ra2ga1TqSnp/Phhx8yc+ZMli5dOiQGy98K9vb2TJ48mQcffJAzZ87w5ZdfDmo7tru7m2PHjvHJJ58wffp0xo4da2mx7hhubm4sWrSI4uJi1q9fT1VV1aB1uMV2Hhs2bCA4OJiVK1cOmZkIP4S1tTUjR47kueeeIyMjg48//nhQ64TJZCI1NZW3336bmTNnkpCQcNfYsWq1mtmzZ9PZ2cmWLVu4evUqBoPB0mJ9K4IgUFJSwtatW+np6eHhhx9m9OjRlhbrjiCXywkNDeWPf/wjmZmZg9qOFQRBmrP21ltvMW3aNBISEoZ8cFzEycmJpKQkVCoVX3/9NampqYPajr127Rp79uzhypUrPPbYY0yZMsXSYt0RZDIZwcHB/PnPfyY7O5t169bR1dU1KHUCevfi9OnTvPvuu4wePZrx48cPmZ7jP4RSqSQ2Npbo6GiOHDnCzp070Wq1d3ydOxogb2pq4rXXXsNgMDB9+vQhnyV7M0qlklGjRjF69Gg+/PDDQdtWwmQyUVZWxl//+lfGjRvHc889Z2mR7jjjxo3jqaee4vz58xw+fJjm5mZLi/SttLa28vHHH1NaWkpSUtKQGip1K1hZWRETE8OMGTN47733OHfunKVF+k7q6ur4zW9+Q3x8PC+88IKlxbnjREdH8/DDD9PR0cHu3bsHbUZ/V1cXX3/9NSdOnJBacN1NyGQyoqKimD9/PmvXruXs2bOWFuk7qa+v53e/+x0xMTE899xzd01wXCQgIIClS5fi7+/Pli1bBrQcrz9otVrOnTvHhg0biIyMZOrUqZYW6Y4TFRXFvHnzpPZ7g9XJa2xs5KWXXsLT05NnnnlmyLaQ+C5cXV2ZP38+M2bMYP369Vy+fNnSIn0rRqORwsJCXn75ZYKDg5k3b56lRbrjhIeHM3v2bPbu3cuxY8cGbeVXS0sLa9euRa/X89hjjxEbG2tpke4odnZ2zJgxg0cffZQPP/xw0NqxgiBQU1PDb3/7W/z9/bnvvvssLdIdJzAwkGnTppGVlcWePXsGbZVLR0cH27ZtIy8vj8WLFzN9+nRLi3RHkcvlTJs2jWeffZb3339/0Nuxv/nNb/D19WXBggVDvir4Zry8vJg4cSJdXV18+eWXlJSUWFqkb6W7u5uUlBT27NnDzJkzWblypaVFuuNMnTqVn//853z88cecPn160CZnNjQ08OKLL+Ls7MzcuXNxcHCwtEh3FJVKxbhx4/Dy8mLDhg1cvXr1jq9xx74iRqORL7/8kqysLKZPn46vr+9d95GC3tu8GTNm4ODgwCuvvEJbW5ulRboBsbXKZ599RnNzM3/5y1+wt7e3tFgDwsqVK5k2bRq7du3i4sWLg87hNhqNHDp0iHPnzkm3XUNlkvbtYGVlxdy5c/H19eXPf/4zra2tlhbpBsSKio8//pjq6mppYO3dknVzPbNmzeLee+8lMzOTgwcPDrqMfpPJxIULFzhy5Ahubm5MnDhxQKdQW5L58+cTGBjIn/70J5qbmwddpoHRaOTjjz+msrKSv/zlL6jV6rtSJ0aPHs2KFSukc7Gzs9PSIt2AyWSipKSEHTt2YDAYmDdvHjY2NpYWa0CYM2cOwcHBvPbaa9TU1Ay6jFmj0cjnn39OcXExzz//PEFBQXelHevn58cTTzyBi4sLb7311qALzAqCQHNzM1988QUNDQ088MADQ77t03cxdepUIiIi+PTTT8nJyRl0lV9Go5Hdu3eTmZnJgw8+SEJCwl1pxzo4OPDMM88QGRnJ3/72t0Fpx2q1Wj755BPKyspYtWrVXasT48aNIy4ujiNHjpCSkjLoMvpNJhOnTp0iLS2NSZMmcd99992VZ7ZMJuPnP/858fHx/OlPfxp0lV9iRcVHH31EcXExq1atQqlU3pV2bHh4OAkJCRQWFrJ169ZB137IZDKRm5vL/v378fX15emnn77rEm5Enn32WcaMGcPf//536uvrB6Udu379evLz87n//vtRqVR3pU54eXmRnJxMd3c3//rXv+74TMI7ZvlXVlbywQcfMGLECMLDw+/ag1smk0llYOfOnWPXrl2D6sAwGAzk5uayceNGfvSjHxEdHW1pkQYMGxsbnn76aWQyGfv376eiomJQ7UVdXR2bN29GqVQycuTIITuo9oeQyWTY2tqyZMkSzp8/z9atWwfVPoilkO+++y4/+clPiI2NvSsPC+i9rFi0aBFhYWEcPXqUzMzMQbUXzc3N7N+/n9raWsaNG4eLi4ulRRoQZDIZVlZWLFu2jAsXLrB161aMRuOg2ovS0lLeeecdnn76aUaOHHnXlKTejEKhIDExkdmzZ3Pq1ClSU1MH1T50dXWRlpZGWloakydPxtPT09IiDRhWVlYsXryYnJwcvvrqq0FXolpeXs7777/P0qVLGTdu3F1rx8rlcoKDg1mzZg3p6ens3bt3UO2DTqcjMzOTzZs3Swk3dytigkFtbS27d++mrq5uUO1FdXU1GzduZOzYsUyZMmXIz5T6LkTf7te//jWXLl1i+/btg2ofTCYTRUVFrF27ltmzZ+Pv729pkQYMhULBxIkTATh48CD5+fmDai8aGhrYtWsXSqWSefPm3XVVRiKib/fnP/+ZjIwMybcbTHtRWlrKG2+8IenE3erbKRQKYmJi8PX15fjx45w7d25Q7UN7ezsnTpygoqKC5cuXD+lB2j+Era0tL774Ijk5OWzfvh2dTjeo9qKsrIx33nmHyZMnExwcfFdeaEOvHevn50dCQgKnTp3i4MGDd3Qf7kiA3Gg08u6779LV1cXUqVNRqVR34rGDFhsbG6KiooiNjeW1114bNFnkYtbNe++9h5eXFz/+8Y8tLdKAExsby5IlSzh37hznz58fNFnkRqORTZs2UVZWxrhx44b8MKMfQi6XExkZycSJE3nppZdobW0dFAeGIAjodDpee+011Go1P//5zy0t0oATEhLCvffeS2trK/v27Rs0WeQmk4kjR45w9uxZIiMjiYmJsbRIA05kZCRTpkzhH//4x6BpAyUIAkajkZdffhlnZ2d+9rOf3bUGlIinpyezZs3Cx8eHDRs2DJoscpPJRFZWFrt375bmttzthIeHM2nSJNauXUtlZeWgyb4xGo28+eabWFlZ8dRTT931dqyjoyNTp05l8uTJgyqLXBAEamtr+eijj3B2dmbGjBmWFmnACQoKIikpiZ07d5KVlTVossiNRiOffPIJbW1trFix4q7pO/5dWFtbM2nSJJYuXcrLL788aLLIBUFAo9Hw+uuvY2dnd1e2G7oZHx8fxo0bR2ZmJsePHx80WeQmk4mvv/6a/Px8Zs2axfjx4y0t0oAik8lISkri4YcfHlSVFdfbsTY2Ntx7772WFmnAcXV1ZfTo0Wg0Gr788stBk0VuMpk4d+4cx48fZ+zYsSxYsMDSIg04EyZMYNWqVbz11luD6lLbaDTy2muvATB79uy7srLlehwcHIiNjcXT0/OOZ5HfkQB5dXU1X331FePHj8fd3f2uLEm9GaVSyZw5c6ipqRk0GbN6vZ7CwkKOHj3Ks88+e9dmetzMypUr8fHx4cSJExQXFw+Kvbh27Rr79+/Hz8/vrr7Bux65XM7ChQtpaGhg06ZNABbfC0EQKC8vZ9u2bfziF7+464MeIvfccw/jxo3j0qVLXLhwweL7AL3Z46mpqRgMBkaOHHnXH9wiCxcupLGxkc2bN2MwGAbFXlRUVLBlyxaef/55XFxc7tqsm+uJjo5m4cKFFBYWcuTIkUGxD11dXVy8eJHi4mKSkpLu2pLUm5k/fz6dnZ3s2LGD9vb2QbEXVVVVbNu2jTVr1uDr63vXVlRcj4eHB0899RQ1NTXs2LFjUOyDVqslNzeXlJQUZs6cedcMlvohpk6dikKh4ODBg1RXVw+KvaitrWXPnj3MnTuX6Ojou7Yd2vXY2try/PPPS2f2YNgHk8lEaWkpO3bsYP78+Xdt28ybGTNmDB4eHpw+fZqrV68Oir1obGzk6NGjhIWFkZycPGzO7F/96lc0NzezadOmQZNFXlFRwaZNm1iwYMFd21rlZkJDQ4mKiiIrK2vQVEO2t7dz7tw59Ho9999//7D5Pr3wwgt0dXWxbdu2QTPEtrKyki1btjBr1iycnJyGhU6I7VpLS0v5+uuv79g+9DuSLQgCH374IQaDgYSEhGGjGAqFAi8vL0aNGsU777xj8dttMXv8s88+w9vbmyVLllhUHnPi6enJnDlzyM7OJiMjw+JDEwRBYOvWrdTX1zNy5Ejc3NwsKo+5kMlkeHh4MGnSJF5//fVBoRM6nY61a9fi6urKgw8+aFF5zImLiwuTJ0/GYDBw6NAhi2ekCYLAsWPHuHr1KqGhoQQFBVlUHnMi6sTbb799x3uk3S6i4fD222+jVqtZuXLlsDCgoDfTID4+ntDQUDZt2mTxaiNBEMjKyuLo0aP4+PgMi4oKETc3NyZMmMBnn302KLJvBEHgvffew87OjqVLlw6boKyNjQ2RkZHcc889rFu3blCc2bW1tWzZsgVXV1fGjRtnUXnMiYuLC2PHjuXYsWPk5uYOCjt248aNaLVa5s+ff9e2kbgZuVxOSEgIDzzwAG+99dag0Imuri7WrVuHo6Oj1HpkOODk5ERMTAzFxcVScoUlEQSBffv2UVlZyeTJk4mKirKoPOZCJpMRGBjIgw8+yJtvvolGo7GoPGLv8bfffhulUsnkyZMtKo85USqVhIWFYTKZ2LFjx6CwY9PT00lPTycuLo6kpCSLymNOAgICWL58OR9//PGgmDMlCALvvPMONjY2TJw4cVgkZkJv5Ze/vz/+/v58/PHHaLXaO/LcfgfIOzo6+Pzzzxk/fjxqtXpYZI+L2NraMmvWLEpKSjh06JBFZTGZTFRXV3Pw4EHWrFlz102s/SEWLVqEm5sbZ86coayszKKydHV1sWvXLvz8/IZNJpqITCbj3nvvpby8nP3791taHFpaWvj888/56U9/Oux0YuLEiYwePZrLly+TlZVlUVm6u7s5ceIEBoOBESNGDJuDW+Tee++lsrKSgwcPWtzJa29v55NPPuFnP/sZjo6OwyZADhAWFsaCBQvIzc3l9OnTFpVFp9Nx+fJlCgsLGTt27LCpqBCZNWsWTU1NHD161OIXRx0dHXz22WesXr162FRBiri4uPDEE09QVFTE0aNHLSqL0WikrKyMY8eOkZycfNf2gP8uJk6cKA0ArK2ttagsnZ2dbNu2jTlz5hASEjKs7FgrKyt+/vOfU1payoEDBywqiyAINDQ0SFmBwyVjWSQ2NhYXFxcuXLhAXl6eRWXRaDQcOnSIsLAwxo0bNywqKq7nueeeo7y8nAMHDli8NZpox86dOxdbW9thZcf6+/sTGRnJ1atXOX/+vEVl0Wq1pKeno9frmTNnzrA7s3/605/S0NDA4cOHLX6ZKurEjBkzsLe3H1Y6oVarSUpKoqCggBMnTtyRZ/bbC9i/fz9tbW0kJiYOu4NboVDg5+dHWFgYX3zxhUVvj9ra2jh69CjW1tYsW7bMYnJYCj8/PyZMmEB5eTl5eXkW3YuUlBRqa2uHVfa4iEwmw9fXl5iYGDZu3GjRUjydTsfevXvR6/U88sgjFpHBkri7uzN27FhMJhNnzpyxqE5kZGRQWFhIYGDgXT285bsQdWLLli1otVqL7sXu3bvp7u7m0UcfHVYGFPRmpMXFxeHn58e+ffssug/FxcVcunQJtVo9rLLHRby9vYmKiuLAgQO0tLRYdC++/vprOjs7Wbly5bCzY21sbIiJiSE+Pt7i7QIbGhpISUnBysrqru/t+224u7sTERHBxYsXKS0tteheHDlyhKamJhYsWIC7u7vF5LAEcrmcqKgokpOTJTvWUnR3d3PgwAH0ev2wypQVUavVhIWFUVtby6VLlyy6F2fPnqW8vJyJEycSERFhMTksgUwmIyoqiqlTp/LFF19YdOi8IAjs3r0bjUbD1KlTLSKDJXFwcJDmQVi6XWBubi5ZWVlEREQMq+xxEXHOlGhDWtqO1Wg0JCcnD6sLbei1YwMCAvDy8rpj7QL7FSAXBIEvv/ySsLAw3Nzcht2GQG+mQUJCAgcOHLDYEDZBEGhpaeH48eNMnz4dDw8Pi8hhaSZPnoxGoyEnJ8diN3liCZ5arcbLy2vYZRiITJo0iX379llUJ3Q6Hdu2bWP27NnDpjz4ZmJiYvDy8uL8+fMWG0woCAKnT5+mp6eHwMDAYReAEpk4cSKHDx+moaHBIkaUeFn1+eefM3fuXLy8vIZdgBx6h38lJCSQmppqsQHbgiCQm5tLUVER4eHhw666RSQhIYH09HSqqqos1lJCEAQ2b97MtGnT8PX1HVbZ4yL29vYsWLCAQ4cO0dLSYhEZBEGgrq6OkydPEhMTg5OTk0XksDSxsbGUlpZSWFh4x0qFbxdBENi1axdxcXEEBQUNu+oW6A2Sr1q1iv3791usfF4czinuxXCZoXMzwcHB9PT0kJGRYbH2HoIgcPz4cVxdXYmKiho27WRv5uGHH+bgwYM0NTVZZH1xOOcXX3xBfHw8arV6WNqx7u7uuLq6kpaWZrEB24IgcPnyZTo7OxkzZsywmXt3M8uWLeP06dPU1tZarLJC9O3i4uKGrU7Y29szYsQIjhw5ckeGCffLE2hsbOTEiRPEx8cPSwMKkDJdTCYTu3btsogMBoOBiooKcnJyuP/++y0iw2AgMTGR0NBQsrKyKCgosIgMLS0tnD59mqCgINRqtUVkGAyIN8k7d+60yPqis33q1Klh1Xv8ZiIiIhgzZgyVlZUWK8Vrb2/n0qVL2NnZ4evraxEZBgOJiYkoFAr27Nljsb6BDQ0NHD16lIcfftgi6w8GPD09ueeee6SqK0ug0WjIzc2ltbWVyMhIi8gwGBgzZgxKpZJjx45Z7DK1sbGRY8eOsWzZsmFrx4oBcoPBwNdff20RGXQ6HWVlZeTn5zN69GiLyDAYiIqKklpKlJeXW0SGpqYmUlNTmT59Oi4uLhaRwdLI5XKWLl2KTCZjx44dFpHBZDJRU1PD2bNnmTBhgkVkGAwEBgbi7+9PUVERV65csYgMra2tpKenM2LECEJCQiwiw2Bg6dKlKBQKdu/ebbF2gfX19Rw/fnxYVlSIuLm5MWLECBoaGjh58qRFZOjs7CQrKwt7e/thNS/kZhYuXIi9vT2HDh2yWCKa6NtNnDhxWCZ5QK8dO3r0aLq7u+9Ii99+/YonT55Er9cTExMzbDNlZTIZ9vb2hIeHc+zYMYtkGbS1tXHhwgUcHByYMmWK2dcfLCiVSmJiYujq6qK8vNwie5Genk57ezvh4eE4Ojqaff3BgEwmw87OjqioKI4ePWqRNis6nY5Tp06hUCiYNWuWWdceTNja2hISEoKjoyNXr161iE5kZ2dTW1uLn5/fsK1ugd7v04gRI6Rz0xJ7ceLECQRBYM6cOWZfe7BgZWWFj48PYWFhnDt3ziL7UF5eTlFREa6ursOy5ZCInZ0dYWFhXL58mfb2dovphMlkYubMmcNuNoKIXC6XhmKmpKRYZB+ampq4fPkySqVyWF8a2draEhgYSEVFBdXV1RbZizNnztDd3c3kyZOHbVagTCbD2dmZ5ORkjh07ZhEZuru7OXPmDAqFgtjYWIvIMBiwtrbGx8eH7u5u8vPzLaITly9fpqmpidGjR+Pj42P29QcLok6I56a598JkMkln1KhRo8y69mDCysoKV1dXHBwcuHDhgkV0oqioiPLyckJDQxkxYoTZ1x8sODk5kZSUxMWLF9FoNBa1Y+Pi4oZl9jj02rHOzs74+flx8uTJfu9DvwLkqampBAQE4OTkNGxvLKB3UyIjIy0WIG9vbyc7O5u4uLhha8yKREVFodFoLDao89y5c6jVatRq9bBsOXQ9MTExHD161CIlR3q9njNnzjBmzJhhnckPvf35VSqVxQZ1ioF5Dw+PYXuRKhIVFcXJkyctUjovCAInTpxg3LhxqFSqYWtEAahUKiIjIzl79qxF1i8vL6exsREfH59hN9ToZsLDw7l8+bLF2t2kpKQwevRoXFxchrUda2NjQ1JSkkUD5Pn5+QQFBaFUKs2+/mAiICBACpBbgtOnTxMeHo6Hh8ewtmNlMhn33HOP5NuZWy+6u7tJT08nJCRk2LbhEvHw8KC7u9tigzovX76Mq6srfn5+w7bSSGTatGmkpKRYJIPcaDSSmppKWFjYsNcJJycnHB0duXjxokXWLywsxGAwEBoaOuzP7EmTJkkBcktw4sQJSSeGs29nY2ODv78/qamplguQC4JASkoKoaGhwzbrRkS83W9oaCA/P9+sawuCQHt7O3l5eSQmJpp17cFIVFQUarWasrIyGhoazLq2IAicO3cODw+PYduf7nri4uIsphM6nY5z584NywEuN+Pv709ISAhVVVVUVVWZdW1BELh69SpyuXzYX1RAb3/ZlpYWCgoKzO5ciGf29OnTzbruYESlUjFmzBhqa2spLi4269qCIFBWVkZTU9OwzkQTiYyMRKPRUFRUZHbnQtSJKVOmDOtAIPQ6FsnJydTV1Zm9RZ0gCDQ2NlJQUCANHxvOBAUFIZfLKSsrM3tPeHFmSHx8/LAPQMlkMmbMmMG1a9fMHpgVBEEKkA+3gZDfhqenJyqVisrKSmpra826tthr2d/ff1hXQYrMmDGDxsZG8vPzzZ4AZTKZOHHiBFFRUWZddzAiZsvW1NSYPSlQEASKiopQKBTDuuWQyJQpU+js7KSgoMDsCVCCIHDs2DGioqKGdXAceu3YiIgI6uvrKSws7Nez+hwg1+l0lJSUEBgYOOwdC5lMRlBQEAqFgszMTLOuLQbIGxoaiIuLM+vag5GAgAC8vb2pr6/n2rVrZl1bp9NRXl6Oh4fHsM8KhF4nz8rKiszMTItk3pSWljJ27FizrjsYcXNzIzg4mI6ODkpLS826tsFgoLq6GqVSOeyrWwBp4FlOTo5ZA+SCIKDVaikoKCAhIcFs6w5WHBwcGDFiBAaDwewXeEajkcbGRgwGw/852/RWuCiVSoqLi+nq6jLr2jqdjsLCQsaNGzfs7Vhra2vi4uJQKBRcvXrVrGubTCba2tpobm7Gz8/PrGsPRjw9PXF2dqa6uprGxkazri36djExMcN2oPb1xMfHY21tbfYKPEEQ6Orqoqqq6v8ujQC1Wo2bmxstLS1UVlaadW29Xk95eTl+fn7Dtif/9Yhz565evWrWALkgCPT09FBSUkJYWJjZ1h2s2Nvb4+PjQ09PT7+DgbeLwWCgrq4Oe3v7/zuz6U1+sre3p6CggJ6eHrOtKyYEFhUVERYWNuwD5NbW1gQEBCAIAjk5Of16Vp8D5EVFRej1ery9vYd1WaqIlZUVnp6eZs+80Wg0VFZWYm1t/X9GFL3Z/O7u7uh0OrM7FuXl5XR3d+Pu7j7sS/BkMhkKhQIvLy8KCgrMGiA3GAyUlJQA/F/mDb0toFQqFUql0uwl29XV1bS3t6NSqYZ9Nhr07oWnpyclJSVmzyAvLCzEaDQO616BIuLsEHd3d+lbYS4aGxtpaGjA3t4elUpl1rUHI3K5HHd3d2pqasyeQS6WCEdERAx7xwJ6+1/7+/ub3Y7t7Oykuroaa2tr3N3dzbr2YESsuGpvb6e1tdWsa5eUlKDVagkJCRn2diwg+VbmvkgVh9YCeHt7m3XtwYhMJsPJyQmj0UhdXZ1Z166srKSrqws/Pz+cnJzMuvZgxMrKiqCgIIqKijAajWZb12QyUVxcjMlkwtfX12zrDmbs7OxQKpVmH+hcX19Pc3Mzbm5u/3dm06sTAQEBVFZWmj2DXPTt/q8itRdra2tcXFwoKirq13P63BtFvK3y8vLqU4BcEARKS0s5efIk5eXlUpuSadOmSTe04g16fn6+NCFXEASMRiOXLl3C2tqakSNHYmVl9a3Oze7du5kxYwbd3d3s3buXjo4OoHdYWlxcHDExMdTU1GA0GqVe6n1BJpMhk8ksFiCvqKjAzs5uQId9GY1GvvrqK3bv3k15eTleXl4sX76cuXPnolKp0Gg05Obmkp+fT2hoKAkJCVhZWWE0Grl27RqnT5/GycmJqVOnDmivKnEfTCaT2QPkYtDL3d29T72WBUGgqamJI0eOSB+8iIgI5s2bh5ubG4Ig0NraypUrV3ByciI+Pv6GrDedTkdGRgbjx4//Tp08evQosbGxeHp6IpfL0Wq1pKSkIJfLGTduHC4uLlRXV9PQ0EBAQABubm59/j1kMhne3t5m1wm9Xk9xcTFWVlaEhoYO2Domk4mTJ0+yefNmcnNzcXR0ZN68eaxcuRIPDw90Oh2lpaWcP38eb29vpk2bhrW1NSaTidraWo4cOYKrqyvz5s0b0N7cMpkMlUqFo6OjRQLkXV1dhIeH90nvxTLjAwcOkJOTg1arJTg4mEWLFuHh4SFV0GRkZODo6CjphEwmo6GhgZycHNRqNRERESiVym89Jy5cuICTkxM+Pj5cuHCB7OxsoNfg8ff3Z8yYMTg6OlJQUEBgYGC/nFXx+2TuALkgCBQUFCCXywkPDx+wdUwmE/n5+XzyySdSX8Tk5GT+4z/+A19fX4xGIzU1NRw/fhxXV1fmzp37jXc/LS0NmUzGxIkTByxoKQ4S9vX1NXtVRWNjI01NTTg4OPSpqkK0gfbu3cvVq1fp7u6+QSdkMhltbW1kZmZiZ2fHyJEjsbOzQyaTUVBQQGtrq5T1FRYWhpub2zfOi6KiIpqbm6XMaqPRSEVFBampqUyfPp3AwEC0Wi0XL14kKCioXxlEMpkMNzc3amtr6e7u7vNz+oKoE2FhYQOW6CEIAg0NDbz33nucOnWKnp4exo0bx/PPP09gYCCCIHDt2jUOHjyIWq1m/vz5WFtbI5PJ0Ol0HD9+nLa2NubOnYuzs/OA6oRCoSAsLMzs2WgdHR1UV1dja2uLq6trn55hMpnYu3cvWVlZaDQaAgMDWbBgAd7e3igUCjo6OqSMohEjRqBSqaivr6e2tvaGjC8HBwf8/Py+IUdjYyOXL18mOTmZ6upq9u3bB/zvMMekpCTCw8M5ffo0QUFBBAQE9PHX6H2mWq2mubnZ7C1WxACUWO00EIiZoG+++SbHjh2jo6OD+Ph4fv3rXxMYGIhMJpN0QqVSMWfOHOkb1tPTw/HjxzGZTCQlJQ3o7ABR1yIjIy0SIC8pKZGSr/qCyWTi8OHDXLlyhY6ODnx8fJg1axbBwcHY2NjQ1dUltbYKDg6W/HmTyUR9fT1VVVW4uLhI1aA3093dzaFDh1iwYAFWVlaSz/7JJ58wf/58KaPx1KlTBAYGEhAQ0Ofvl3ipbTKZzB4gr6iooKenB19fXxwdHQdkDfFcf/311zl69Cjt7e2MGjWKX/7yl4SEhCCXy6moqCAlJQVPT08SExNRqVTI5XI0Gg3nz5+nubmZuLg4goODB7T1rUwmIzIykqKiIrNmkJtMJunM9vLy6vMz0tLSuHTpEs3Nzbi6ujJ58mRiY2NRKpV0dXVRXl5OW1sbfn5++Pn5SX62yWSivb2d8vJyRo8e/Z3P/+qrr1i8eDFNTU18+eWX0r9zdHQkKSmJyMhIyS/09/fv817JZDJsbW0tEiCvq6ujtbWVESNG9PnMvhWMRiNvvfUWR44coaWlhejoaH7+858TExODtbU1NTU1nDlzBhsbG8aOHXvDeX/lyhWqqqqIioqSYoUDhUwmIzQ0lOrqarMHyPPz85HL5X32TU0mE1lZWZw9e5ba2lrs7e0ZN24ciYmJODk5odVqqa6upqqqCl9fX+n7Isb38vPz8fLyIjIy8jt/423btrFo0SLJttVoNHzxxRdMmDCBESNGYGNjw+XLl3FwcMDf37/PcULRjnV1de13gLzPVkVlZSUqlarPBtSlS5fYvn07Op2O+++/n6VLl9Lc3My//vUvWltbMRqNVFVVsXXrVo4cOQL0HiAtLS385je/obCwkLS0NN55551vHZ5SUlJCT08PCoWCrq4uKioqSEhIYM6cOURERPDVV19x8eJFKcO1v6n4AO7u7mZ3tnt6emhubh7wth5///vf+eijj4iOjuaVV15hxYoVbNy4kTfffJO6ujrWr1/Ps88+y5EjR3j77bdZvXo1XV1dZGdns2zZMrZv386OHTtYs2bNgMko4urqKgWTzUlNTQ1KpRJbW9s+GYGVlZVs2LCB2tpa5s+fz+rVq7GysuIf//gHTU1NNDU18eKLL5KZmUlOTg7PPfcc3d3dUmB9y5Yt7Nu37ztv9CsrK+ns7EQul0vyFRUVcfnyZU6fPi29u25ubnR1dZGWltb3H+PfiDphzgxyMQjn5eU1oCXCn3/+Oa+99hr29vb84Q9/4D//8z+5dOkSzz33HDU1NaSkpLBixQoOHTrEtm3bmD59Ou3t7ZSVlTFjxgwOHjzI8ePHiY2NlS7vBgpHR0ccHByor68f0HVupr6+HrlcjlKp7JMT29nZybp168jLy2PWrFn8+Mc/xtXVlRdffJGmpiY6Ozv5/e9/z5UrV8jNzeUXv/gFHR0dXLt2jX/84x/k5+dz9uxZ3njjjW+9MLt27ZoUgNDr9Vy7dg0nJyfmzp1LYmIitbW1bNy4Eejt97d3797+/SD06kRlZaXZA+SVlZV4e3tLgYaBIC0tjd/+9rdcu3aN559/nr/97W9oNBpWrFhBVVUVhYWFzJ49m4MHD3L06FHi4uKkd18QBGpra1m2bBknTpwY8G+Gra0tnp6eZr80amtro6enB0dHxz619TCZTKxdu5YrV64wffp0fvrTn+Lh4cGLL75IY2MjHR0d/OUvf+HChQvk5ubyu9/9jurqakwmEzt37iQ9PZ3c3Fxyc3O/dTBmS0sL165dw2QySTrb1tbG+fPnpbMCerM0QkJC2Lx5c/9+EMDFxYX6+nqzlqZCb+DD09NzQC/ty8vLefbZZ7l06RLPPPMM7733Hm5ubsycOZPKykoaGhpITk7mwIEDnDx5kujoaDo6OhAEgUcffZS1a9eSmZnJ5MmTqaioGNCAhFwulwZEmhONRkNrayvOzs59dmLfffddMjIymDp1Kj/5yU/w9fXllVdeoaKigvb2dt544w1SU1PJzc3l1Vdf5fLly9TX15OXl0dmZiaZmZkcPXqUI0eOfOObIFZqGgwGZDIZra2tNDQ0MHfuXGbOnImrqyt///vfaW9vJyYmhs8++6zfv4mTkxNdXV20t7f3+1m3Q1VVFa6urgM67Kurq4snn3ySI0eOsGbNGtavX09wcDDJyclUVVXR1NTElClT2LdvH6mpqcTHx1NdXU13dzfz58/n4MGD7Nmzh5UrV5qlrWVISIjZA1CiPaJWq/usEx9++CHp6ekkJCTw9NNPExERwSeffEJmZiZtbW1s3LiRPXv2kJ2dzccff8yBAwfo7Ozk6NGjfPrpp2RlZbF3716+/vrrb5zHer2esrIy9Hq9dI6Jc5iys7M5fPiw9L8dOXIkn3/+eb+zjcUAubmTn65du4a9vT1OTk4DWjH/2GOPsX//fp544gnWr19PeHg4M2fOpKioiOLiYu677z5SUlLYvn07Dz30kFQB9Ytf/IJXX32Vffv28dvf/la6vBtIgoKCqKqqMqtvJwgCVVVVqNXqPicVffnll6SmphIaGspjjz3GuHHjOHjwIMeOHaO+vp59+/axbds2srOz2bFjBzt27AB63/eSkhK2bdtGamrqd8pXXFyMTqeTgrQlJSXMmTOHOXPm4Ofnx8svv0x9fT1RUVHs3LmTzs7OPv8e0GuH2dnZUVNT06/n3C7Nzc1S8tVABp6ffPJJvv76a1auXMlHH33E6NGjeeihhzh79iwlJSWsWbOGrVu3smfPHn7yk59w5MgRurq6+J//+R9++9vfcvToUf785z/zq1/9asATMAICAqivr0ev1w/oOjdTUVHRL504evQo+/fvx9nZmZUrVzJr1ixycnLYvHkzDQ0NnDt3jnXr1lFYWMjBgwf58MMPMRgMFBcX8/LLL1NaWkpqaiqvvvrqtz6/qKhI0gmRixcvcvXqVY4dOyZVjoaFhZGWltbvd1mhUKBWq/t9Zvf5re7o6JAGEd6uEdXT00N9fT2BgYEsWbJEUi47Ozv27t1Lbm4ukZGRbNq0ifb2dqk032QycfHiRUaNGsXKlSsBeOGFF6itrf1Guc3OnTtZvHixFMC3trYmKCgIb29vwsPDyc7ORqvVolAocHZ2pqWlhcbGxj6XishkMpRKpdmHhxiNRrRaLY6OjgNmzDY3N5OTk8Pzzz/PPffcg5WVFePHj6etrY2cnBwOHjyIRqNhzZo1PPbYY1y8eJH169ezc+dOWlpaGDNmDP/85z+pr6/n0UcfpaKiYkCz3cWgqE6nG7A1vo2uri5sbW2lDNbbQa/X09TUhEKh4Mc//rF0y6ZWq6murubixYs4OjoSExPDmjVrpKyzCxcukJyczCeffPKDFwKHDh0iISEBlUolyZebm0toaKg0wHHUqFHY2tri7OxMTU0NVVVV+Pv79/Unwd7e3uwBKDGLZSCz7drb2ykoKGDOnDn86Ec/kr5hMpmMzZs3s3//foxGI0uXLuU3v/kNtbW1/Pa3v+Xrr79GoVAwffp03nrrLYxGI+Xl5ezevZuHH354QGSF3u+ftbW12TM0u7u7USgU31nl830YjUZaWlpobm7mt7/9raQTCxYsoLCwkAsXLqBWq4mKiuLpp59GJpNJWX4ajYZJkyYxb948bGxs+NOf/kRLSwuurq43HNJnz55FrVbj5+cnXai6u7sTHh4uGf4pKSloNBopW6e4uLhf/Q/FLBVz9+Xv6Oi4QffvNBqNhrKyMnx9fXn11VexsbFBJpPh6upKZWUle/fuxcnJiVmzZvH666+j0+morKzk66+/ZtWqVQiCwE9+8hOSk5PN8tsoFAqLnNlarRZBEKTf53YQBIG2tjbKy8t56aWXpGfcd9995Ofnc/HiRdRqNeHh4Tz66KPY2tqi0WjIy8vD1tYWJycn5s+fL33Tr78sFcnPz6e+vp577rlH+nctLS3U1NQwe/ZsTp8+jU6nw9raWmrdlJ+f36/WPUqlkp6eHrO3HRJ1Am7fjr0VdDodVVVVdHV1sXXrVunyPCAggIsXL7Jnzx48PDyYMmUK77//PjKZjJKSEnbv3k1QUBA1NTXs3bsXpVLJmDFj0Gq1GI3GAc2YdXJyGvAL25sxGAzodLo+X961tbVRWlrKX//6V2xtbZHL5cyfP5+SkhKys7Nxc3PDz8+PBQsW4Obmxvbt26mqqmLChAnExMQgCAIdHR2cOnUKOzs7oqOjb3h+XV0dGRkZLFy4UPpnSqVSqsYJDAzk6NGjNDc3ExwcjKOjI7m5uf0ammVra4terze7s93Z2Ymjo+O3fhvuBGIGcEFBAampqdKeP//885w6dYqvv/4ab29vJk+ezNq1a7GysqK2tpZDhw7h5eWFt7c3zz//PN7e3ixZsoTKykqioqIGNBnC2dnZ7DphNBrRaDTfWfn2Q4iZrs8995yUZe/n50dtbS3l5eVotVqcnJyYNm0a4eHhpKSk0NjYyPnz5+nq6mLq1KkkJiaSlZVFamoqTU1NN/jHGo2GQ4cOsWLFCkk+saryiSeeYN26deh0OmxsbFCpVDg5OZGfn090dHSfv1+iDWjui9Suri7s7Oz6ZMfeCqI/l5GRwYULFySdeO655zhz5gwHDx4EYPny5fzkJz/B0dGR2bNnS0PGDQYDv/nNbxg/fjwvvfQSlZWVtLW1DWgLN2dnZzo7O80eIO/s7Ozz5V1nZyeVlZU88MADhIeHI5fLCQkJob29nZaWFi5duoStrS2LFi1i5MiRnDt3joyMDLq6umhqamLbtm10dnZ+5+wYsdL+kUcekf6ZjY0N4eHhyGQywsLCOHjwIK2trXh4eODk5ERJSQmxsbF9TnAU/Stzt6fr6elBLpcPaMJNfX09GRkZHDt2DLVajVwuJyIigszMTM6cOYO9vT1Tpkxh+fLlBAUF8ZOf/ITKykoyMzOxsrLiP//zP7nvvvs4dOgQR48e5eLFiyQnJw+IrNCbiNbd3W3WtkPQa8eKcdLb3QuNRkNtbS1JSUlMnjz5hmqJjIwMLl26hF6vZ/78+VKSxieffEJTUxNFRUXMmjWL+fPn09PTwy9/+ctv/e5s27aNRx555AabIi0tjQceeIDt27fT3t6Os7Mzjo6OODk5UVNTg6enZ7+6etjZ2dHU1NSn/16kXwHyvjh40Hsbq9Vq8fPzkw486B3CERgYSH5+PklJSfz0pz8lJyfnhgxyjUaDg4ODVM4l3iheHyAXBIGKigrc3d2lg7irq4uzZ8/i7OxMbW0tHR0d+Pv74+joiKurK/n5+dTU1PSrl5LSzo5QJ2v4/E99fsbt4qY3McXZwM5/X1YMBOnp6fj7++Pj43PDfo0aNYq8vDw6OztZuXIlSqUShUIhHTaenp7k5ORI5RNiG5jMzMwBD5B7ejigVFymre6tAVvnZhLjO9mq6ptOtLe3U1dXJ/V9FJ8hlsjn5OTw2GOPMWLECBQKBTqdjpqaGqmM9+c//zmFhYVs2bLlW58vCAI1NTU4OTlJl0YtLS20tLQQGxuLo6Mjzc3N1NTUEBgYKJURFhcX9ytAbmdnh9bVmnsP/g7k5unxKjcK2PlqBrTndU5ODlZWVoSFhd2wX8HBwQQFBVFYWMjPfvYzyXjRarVUVFQwcuRIPDw8mDx5MtbW1uh0OvLz84mJiRkwWeHfPbnULsh75BScNF/LGx9bHzzUHn3KlNVqtRQWFhIZGXnDb2xlZUVCQgLnz5/n6aefJiwsDCsrKwwGAzU1NSxcuPCGMu0rV65ga2srBbhFBEGgsbERNzc3HBwc6OnpkfRKLPsWs669vLxoa2vD2dmZ7OzsfgXI7ezsCHayQbHzn+BgniFoMuBeVTd7B6g8GHozD+vr629o6QG9FT0TJ07kzJkz/O1vf2Pq1KlYW1uj0WgoKCiQ3v233nqLpKQkswWEevv8OuHtoTXrOeHnpiUi1JprjbdvfomlkNHR0TdUKikUCsaPH8/58+d54oknpJZGYr/WiRMn0t7eTmdnJ1988QUqlYoxY8YQFxd3gxEqBuB7enokI7enp4eGhgbkcjmjR48mLy+Pq1evMnbsWBQKBT4+Ply6dKlfAXIbGxsMKmt+celD7Bq/6vNzbhcnXx32jgOXKdvW1kZWVhYJCQk3BLrs7Oy499572b9/P++++y6JiYnSeZCXl0dMTAznzp0jLCyMX/7yl+h0OhYvXkxAQMCAlwk7Oznj5epl1nOiR9NDhF9En4fvXblyhejoaOm7I5bZjh07lvT0dJYtW0ZERARqtRrobZcSGxuLg4MDCoUCQRBIT0/HaDRK77WI2OZL7Leq1+sxmUw0NTVx/PhxDAaDNJw9KCgImUxGYGAgFy5cICoqqs+/ibW1Nd6OtjhnHgLBfC1vZttoOeBoP2A6odVqOXnyJJMnT8be/n/XkclkLF68mB07drBu3ToSEhKws7NDp9NRUFDAM888Q2RkJK+88goff/wxer0eg8GAv7//gFbPQm82f1CAPe11b/cepmZA0JqYmKDgxIm+/W1ZWVmEhoZib28vBSYUCgUxMTGkp6cTERHB3LlzpeSqtrY2FAoF9vb2tLa2SgFhuVwunQGifywIAnq9XgpkiP+srq6Ozs5Oxo0bR3BwMBcvXpRapQUEBJCRkUFkZGSfA+QKhQKZow17WzI4t/83fXpGX7C30WNUWw/Yt1cQBA4fPsyUKVNuSDyUy+UsWrSInTt38sknn2Bvb09JSQkbN26UKuBOnjyJp6cnrq6u2NjY4OPjQ1tbG9euXRvQALmTkxM+7j6UnC3BztY8dqxgEogPiWeL7bf7uT+E2ApCpVLdkMgWGhoqxYcSExPp7OyUqlLd3Nywt7dHqVTyzDPPkJWVJbUPvEE2QcBkMlFeXn5Dq4uOjg5OnDgh/TuVSkVgYCAKhQI/Pz9yc3MJCwvr8zdMLpfjbG+Hb0+DWWNPcZ16RjgrBrQ96OHDh5k0aRJOTk7SfsnlcubMmcOOHTv44x//SEhICFVVVXz22Wc0Nzfj7e1NdHS01DZZLpfT3NxMT09Pv2IZt4KDgwP+fvbo2jfTVqce0LWuZ/pkORs39u39KS8vx9bWFg8PjxsuAL29vVGpVHR3d3Pfffeh1WopKCggIyMDd3d3PDw8mDNnDkajkcrKSi5evIiHh8cNbSPFy7ObdaKuro6Ojg5GjhxJRkYGBQUFkh/u5eVFZWUlQUFB/QqQ29jY9Ls6o89fe41G0+f2Kh0dHXR0dODl5XWDEWZtbY2TkxOlpaXIZDIp61FEoVCQkJDA66+/jq2tLU1NTXR1dX3jtqa5uRl7e/tvGLkGgwGDwYCtrS1tbW3U1NQQHByMSqVCr9f3u5TRTqmktacHDGbMXDaYkCMMaIlwWVkZOp3uGxklrq6uyOVyDAYDvr6+NDY28vHHH7Nv3z4WLFhAQEAAHR0djB07FvjfAZoD3T+uN4NIhl7fA4IZs28EQ58vjUQHTK1W3/Dfi72UWltbUavVCIJAUVERn3/+OQkJCVKA3MbG5obLi5tpbW3FxsbmBgMvNzdX+u+cnZ0pLy+nvLycwMBAHBwcsLGx6Xcpo1KppEfbg8bQg0xhnmG+MqOAlWCUDM2BoLa2VnIorv/NHR0dcXZ2pq6uDh8fH7q6uti7dy/vvvsu9957L7GxscjlcoxGI2fOnOG3v/0tCxcuJC4ubsBkhd5vq421DV3tXQhGM2Z8mATJybpdxP5mN2ftyGQyPDw8JH0BJKchPj5e6pcpk8koKysjNzcXg8FAT08PJpNJOhc6Ojqkg1SS9999IA0GA3K5XGr70dTUhL29PWq1ut99zezs7GjQaUGvBYOZBlwLAhgNA6oTLS0t1NXVMWLEiBv2y8bGBi8vLxobG/H29sZgMHDq1Cn++Mc/snDhQslIOnbsGJs3b+bNN980awa5TmfmcwI9CoWsT862eNH5bZlsok6IJa/l5eVs2bKFkJAQQkJCaGpqwt/fn1GjRgFIZdjjx4+X7Kzu7m70ev0Nwffm5mZKS0vx9/enp6cHLy8vLl68yNixY6Whs2Lblb5ia2uL3qCn26BFMJqvf6OtyYiD/cBdpGo0GsrLy79R4SeXywkMDKSmpgZvb28EQeDChQv893//NwsXLmTUqFFs3ryZY8eOSfrw17/+lfDwcOmSfCCQyWQ4ODqg7dGa9ZwwGU3IkffZ2a6urpZ+k+t/Zzc3N6kKVZyvsmvXLuzs7AgPD5e+h+Xl5XR2dhIQEICLi8sNz9DpdN+aySsGCU0mE3Z2dtTW1lJTUyMlk/S3baONjQ0IAkad1rw+hVGPvX3fWqLd0uONRgoKCr7VXg0JCaG6ulryDS9dusSvf/1rpk+fTnx8PC0tLSiVSoqKitBqtWg0GnQ63Q3n+kDg6OhIT083gqBDZq4IucmETGbqs59dW1sr7eH1v7OLiws9PT3Y2Njg4uJCQ0MDR44cobW1lWnTphEUFERDQwPHjx+nrKyMsrKyb2RFmkwm2trapOA7INm00dHRNDc3M2LECNLS0pg4cSIAvr6+HD16tF9nu5WVFXKZnG6dlm4znhMKo1GqDh4oRH8Mbtyv4OBg6urqUCgU2NrakpmZSWpqqvRdamhowMXFRfqWqVQqqf3gQOLo6IhWq8VkMCFYmeesMJlMCILQ52ByfX09JpNJukQVcXJyQhAEtFotVlZWUoVwbW0tYWFhaLVa7OzsvuFD30xLS4tUfXM9YtKHvb09165do6amhtDQULy8vMjJyelXUohcLsfG2hq9xryxJ5nBgO1NMbo7TV5envT86/crICBAao1pa2tLQUEBp06dorm5WdorsQp+3bp1XLhwgQceeKBfc0FuBUdHRwx6PSaTzmw+Re/31IiNTd90QvzNbo7vie2COzs7JZ0oLCyktLQUZ2dntFotSqUSk8lEUVER+fn5KBQKKYlZRJy3dL1OnDlzhtDQUDo6OggKCiIrK4tRo0bh4OCAm5sb2dnZ/aqIEP36rq6uPj8D+hEgt7a27nMZgb29PRqNRmq9IAYlurq6aG5u/t7hC97e3vzyl78kOzubESNGUF1d/Y0BUc3NzdIHVNxwBwcHJkyYIDkjKpWKa9euce3aNezs7O6Ikhv0+gHN7vk2xNd5ILPuvLy82LZtGw0NDUCvISTeGplMJry8vMjLy+OLL76go6OD3//+90RHR9PU1ISfnx/Nzc3A/1YA9Cf78lYwGAwgMKDGzLchk8sxmfqmEzY2Nsjlcin4Jt5G9/T0UFNTg6+vLyaTidTUVM6ePcuyZcsIDw+/5b+xtbUVhUIhfQQFQSAnJ4eqqiopCC5mHPT09Eh9zfprZOn1eqwUCrNl3YjIZDJ0A6gTrq6u1NbWUlJSAvQabkajkYaGBpqamggMDKS+vp6NGzeSkZHBH/7wB0aPHo2VlRU9PT1s2LCBnTt38oc//IHx48cP+HfDZDJhMpmwUpj5+ySTSUbt7aJQKHB0dOTChQvA/+qEmLHn7++PTCYjJSWFU6dOsXTpUsLDw7GysqKyshK1Ws348eMZM2YMH3/8sXRLLVZHdHR0SI61eE6I5ZDTp0+X+nafOXOGrKwsJk6ceEcuIg0GAwqFFQxQht63IQPkMvmAnhOOjo7odDqpJ6x4Kd3e3k5paSnh4eHSu793717+8Ic/kJCQgEwm4+WXX0aj0fDCCy9w6dIlBEEgNDSU5cuXD9h3vFc+85/ZIJPe5dv+L//dskYsuRafI2Yn+fn5IZfLSUtLIy0tjdmzZzNixAjs7e1xcHDAx8dH+nsLCwtpamq6weYSA05i8Eqcb5GRkYGHhwfl5eV0dXVJSQ5KpfKOVOqIF1IDlbX6XcjkMvT6gXMqbW1tcXBw4MyZM8D/2ro9PT1cvXpVauWxYcMGNm3axO9//3smTJggXd7MnDmTWbNmYWNjw+nTp0lNTe3XQPkfQhAE9Do9VtbmtmNlIKPP/dXd3d3Zt2+fdM4YjUZMJhOVlZV4enpibW3NhQsXSEtLIyEhgZEjR97Qgi0rKwuFQkFoaOg3ghs6nY6urq4bkh/kcjlubm5Mnz5d+t8IgsCpU6d48MEHcXR07Pcln9huSG6myjsRmbz3nBioS0pxmNj69euB/9UJo9HI5cuXiYmJQS6Xs379ejZt2sQLL7xAUlISjo6OvP/++0RHR/Ozn/0MV1dX/t//+39kZGQQEhLS50GWt4L4TTQrst7vfV/9bDc3N9LT06X3SNSJ2tpanJycUCqV5OTkkJaWhp+fHzNnzsTd3V1qARgeHk59fT02NjbfaK9iNBppa2uTKjbEPUxLS8PHx4cvvvgCvV5PXl4eHR0dODk53ZFzwmQyYRJMyM2UbCMik8kx/Pv3GygCAwN54403pP/fYDBgNBrJzMwkMjJSaod53333MWfOHJ5//nnOnj2Lk5MTGo1GGgzY3d2NSqUa0MGJ0KsT5redeu3YvuqEWq3m7NmzUuBMtJ3ECjmj0Uh9fT3u7u4sXryYq1evcunSJUpLS7/RdutmBEGgubn5Bp2AXrtYbFcnrpeenk5AQMA3Aod9QdQ9s8c7/v1tGkidCAgIYPv27dJ+izqRk5ODn58fFRUVqFQqpkyZwqRJk3jttdfIyclh1KhRtLa2smnTJhwcHPj9739/W/GSviL22TbbJeq/6c854eTkRENDgxQHEt/R1tZWuru7pf72KpWKuXPnEhcXx86dO8nKysLHxwcXFxemTp1KQkKCNC9HvBSF3gC52P5M1AuxtelXX30l9TIXK/TEThT9QdSJ/p7Zff66ic5wX/D19cXLy4vS0lLKyspwc3MjIyODlJQUbGxsvrMXryAIZGdnU15ezuzZs+nq6uLLL7/8xuRWtVpNU1PTDQaeeKNga2tLV1eXlP0p3jLY2Nj02+no7umhxQBMWNSv59wOnQ2NFOTuG9DewlOnTuWDDz4gLS2NyMhIurq62LhxI4cOHWLmzJkEBwezf/9+7Ozs+K//+i9UKhXW1tY4OjoSEBBAamoqTz75pNQf+MUXXxwwWaG3hLOtowcDUdipZg7oWtdTWnmEjk5dnw4MFxcXwsLCyM7OlgyhnJwcDhw4QEdHB2vWrCE3N5dz587x4x//+LaHWTk7O9Pe3i4FyMSBU/PmzZMO/vPnz1NbW0tFRQVOTk4YjcZ+G1k9PT3YamU8N/IBsxm1Wk0Px7P2k93P28PvIz4+Hm9vby5fvkxeXh4qlYqdO3eyZcsW/P39+dnPfsbhw4cpLCzk9ddfx8XFBRsbG3Q6HSkpKezZs4cPP/wQd3f3PmcI3Q56vZ6Ozg5srG3wjBg4R/JmcupyaOts65NO2NraEhcXx5EjR7hy5QpxcXEUFBSwe/du6urqePbZZ8nLy+PUqVP85Cc/wcnJScqszcnJwWAwMHv2bBwcHNDr9bi6ut5wYPZmhfXc0M9SJuvN7LW1tZUCIxqNBnt7ewwGAxqNpt+OeE9PD616AdOYOeCi7tezbhXBJJC5c0+/b9S/j5CQEGJjY/nqq69IT09nxIgRHD58mA8++ACdTscrr7zCiRMnOHToEOvWrcPNzQ0bGxsEQeBXv/oVnZ2d0mWFXq8nISFhQAdiGY1G2tu76OyyNes50VqaS139BYym2++3LZfLGTduHNu2bZOyuIuLi9m5cyc1NTX89Kc/pbCwkFOnTvHEE09I77xMJiMjI4OKigomT54sVSUFBQVJF0bQmzUi9vmE/239FRERwYoVK3rlb21l165dXLlyhcTERFpbW/Hx8enXb6LT6bDSCjwYPI2Q2Ih+Pet2OJq3j4oBnAfg6upKcnIyW7du5dixY0yePJmTJ0/yxhtvUFlZyUcffcTJkyfZtGkTn376qaQTMpmM+Ph4UlNTJTu1vLxcmqkwkLR3tKPp0Zj1nNBWaalrqevzBd748ePZsmULGRkZjB07ltLSUnbv3k1VVRWrV6+mpqaGM2fOsGDBAoKCgrC2tpa+LWJLQH9//2+1d2xsbLCxsfnGjBeZTIatra3Uv7ypqUlqMyQmh/QHvV5Pu86INiAOJszo17Nuh5y9h2jv6h6wwIetrS3z5s2ThgrOmzePc+fO8fLLL1NQUMDGjRs5deoUmzZt4oMPPsDLy0vSCXd3dyoqKnBwcECtVmMymXBychrw4HVHRwdt7UaUqllmS/bQtnZQXLZLCnzeLmPHjmXHjh3Sd7q2tpYDBw5QUlLCfffdR09PD+np6YwePZpRo0ZhZ2eHXC6nvr6ewsJClEolY8eOJTMzk+rqatzc3KRny+VyHB0dbwiq5Ofno1Kp+PGPfyz979atW0d6ejozZ86kqakJHx+ffl2CGgwGhB4DYxxDeSDugT4/53Y5f/Q0pzquDFhvYZlMxqJFi/jd737H3r17WbBgAefPn+fll18mPz+fDz74gHPnzpGWlsbTTz8tVQH4+vri5ubGpk2baGpqQqPRkJubS0hISL/axd4KHR0ddHZ34hHugb1y4CoTr8dgMHD40uE+96AfOXIkBw8eJDc3Fw8PDzo7Ozlx4gRXr15l/PjxODg4kJ6eTmhoKDExMVhZWaFQKHBxcfnBZ4sDK8VEQhG5XC5V5LW3t9PU1ERISAgymYzm5mbc3d37ddFgMpno6tHSYac2a+yp6tIVajT5hA7grLdFixbx4osvsn//fhYtWsTly5d54403yMzM5KWXXqKsrIyrV6+ybNkyAgMDMZlMuLq60tDQwMGDBwkPD2fVqlWSbzjQdHZ20tZuwNp+AnaqgW3nIiFAftHuPp8TYWFhnDlzhpKSEiIjI7GysuLs2bOkp6fj6+tLYmIily5dwt3dnaSkJGxtbTEajTg7O3PlyhVsbGyYM2cO0Bt7uznBWaxSEsnLy8Pe3p4nn3xSCpxv2bKFwsJCqT2Us7Nzv5LRxGoQx362FO3zGyP2bO2LY2Fra0tiYiI6nY5PP/0Ue3t7aWK3t7f3d260TCbD39+fXbt20dzcTFlZ2Q2DOEVcXV2l4VRi2VF9fT1vvfUWNjY2UuBv1qxZeHh4cPXqVWxsbG7onXO7CIJAT08PeoUthMX3+Tm3i966kmbhyIAOaHBxceHXv/4177//Po8//jhOTk5UV1fT0NAgDQBLS0sjOzubQ4cOSf3mHnvsMUaNGsVXX33F0qVLaW1t5YEHHhjwg1ur1dLTY0Sm8MLGbmB7O19Pe+dZNBpdn3TCysqKyMhIkpOTpVtPuVxOdXU19vb2dHV1cfXqVUpLS3nzzTeBXn2YPXs2kyZN+kGjU61Wo1QqpSFfV69exc3NDX9/f6lPXVhYGDU1NVK2p8Fg6Pde9fT04CCzZY7f2N6sWTPQ2dFBtjGV9AEMBjo5ObF69Wo+/fRTnnnmGVQqFW1tbdLsg8rKSlJSUjhy5Ai5ubnIZDIcHR1ZtWoVmZmZXLhwgQcffFAq9XvmmWekwcMDgV6vp7unG6WrEpXXwPUlvBmjwki3trtPw/fkcjk+Pj4sW7aMbdu2sX//fmxsbKisrEQul9Pd3S1dmIo6ATBr1ixiYmLYsWMHeXl5CIKAk5MTgYGBN5wVYlbT9YPQOjo6OHnyJOnp6dIgxZEjRzJy5Eh0Oh3t7e3fGAh9u/T09KCXW0HwSBjgb6GIYDLRKD8+oIPGlEolc+bMobm5mRdeeAG1Wi2V0/v4+NDQ0MDRo0c5d+4cK1eulPoJPvPMMyxZskQKyKSmpqLX6wd0TgXw76o1DUbB3qznhNbQTEcnWFv3LRjo4uLCU089xY4dOzh06BBKpZKKigppeFleXh7l5eWsXbtWOhemTJlCXFwcZ8+eZfPmzVJ5/KRJk24wRJVKJU5OTjQ2NqLVamlsbKSmpoaRI0dK54R4VqWnp5OQkEBjY2O/eztqtVpsBSuS3KOI9xvTr2fdDnmmk3R2DFwpurW1NaNHj+ZnP/sZv//976WL0uzsbOzs7GhtbeXEiRNkZmZK5wHAM888w4IFCzh58iQPP/yw1Ft29OjRAxogFy9HBJlg1nOirq0OjVbTZyfP2dmZH/3oR+zatYvDhw9jZ2dHWVmZZJcXFxdTWlrKp59+KgVTx44dS3JyMvX19VIQ5Nsu5MQhg+KZI2YaFhYW8sc//hHoDVL4+fkxadIkoLcar7/l3Hq9Hp0AJo9As/oUTdZnae/SDGgGeVBQEK+99hp/+ctfePfdd3FwcCArK0sKIok68fDDD0t78uSTTzJz5kwOHz4sDbJXKpWMGjWqX77brdDR0YHBaI21Mtps2YEy6yZa26z7rBOijbpv3z5OnjyJnZ0dVVVV6HQ6tFotxcXFFBcXk5eXx/79+wGIiIggMTERvV5Peno6Z86cQSaTMXXq1BsCTKK+WFtb09XVhbW1NefOnWP8+PHSOSEIAomJiZw4cYIZM2ZQX18vVf31FaPRCAYTIQ7ezPVL6PNzbpcWq0JSNNoBHSLt5eXFunXreOmll1i7di2Ojo5SNV5HRwczZszgH//4B48//jgmkwk3Nzfi4uLw9fXl2LFjvPbaazQ3NxMeHs7YsWMHtJ0e9AYDTZhw8nDC0WHgZttcj06vo0vX1ecAuYODA8uWLePw4cNcvnwZpVJJQ0MDnZ2daLVaPDw8aGtrY9++fezbtw9ra2tiYmJu2Q8WL7jFQaIANTU1UlKg0WjE29ubpKQkrK2taWxsxMvLq18XfCaTCa3egEHtbtZzoqO4gVadsc+JsreCh4cHa9eu5fXXX+fDDz/EycmJK1eu9CZ8dXQwYcIEPvroI/7rv/4Lk8kkZTk3NDRw5swZqqur2bx5MzKZjKioKB5//HHpjB4Iurq60BvkKGzDsLEb2E4J19PSdqDPSbL29vbMnj2b48eP8/7776NUKuns7KSpqQkPDw8cHBzw8PAgNTWVU6dOIZfLCQ4OJjg4GLlczq5du8jMzEQQBIKDg2+we2QyGW5ublJisqOjI2fOnCE+Pl6yhQHGjBlDSkoKY8eOpaWl5Y4EyHU6neUC5B4eHlKJuiAIt3XoyWQyvLy8mDt3LhMmTKCrqwuZTIZSqUSj0UjBCmtra0aMGHFDJoZKpeJHP/oRnZ2dUkmY+EwRhUJBYmIi+fn5qNVqfH19+e///u8bDD4xIC72WXZ0dPxGJvrt0t7ejpu7O1gP7MCY67FS2mPn4EhLSwsmk2lAMu7kcjmJiYlSLzRxyr042EWtVnPPPffQ3d19Q6sCd3d3bG1teeWVV6ivr5eGdA50mUtHRweCIKBUOiKTD3x2rohK5Up3d28wsC864ezszJQpU4iNje01PkwmHB0dpfK5+fPnM3Xq1BuGGl3vGIhTnL/tplShUDB69Ghqa2vx8fEhOTkZQRBuMKL8/f1ZuHAhCoWCkpIS9Ho9ISEh/fhFeoeUubu5oVTYmq0cT7Ax4KZyobGxcUB1Ijo6ml/+8pfU1dXR1tYmOWzt7e0oFAr++Mc/8otf/OKGQXqurq7MmDGD1atX39Af8rumot8puru76e7uxtnZGbmV+cpTnZydMBgMUsn27eqEra0t48ePJywsjPb2dgwGAyqVCo1Gg0ajYc6cOUyePPmG54qH68MPP0xbWxs2NjY4ODigUqm+0QdYrIhpbGzEw8ODJUuWMHfu3Bv2zN7eHkdHR2pqamhubmbmzP5lG7e3t6N2cUVuY2e2s0JmMqF2c6ehoeFbezDekTX+fYH99NNPs2DBAqm1llqtpq2tDa1Wy/PPP8+aNWu+8e5f7yA89dRTCILwvTMV7gQGg+Hfsx1czHpO2Ns7I5crpASD29UJuVxOfHw8AQEBtLW1YTAYWLp0qaQTM2fO/IYTIF4GrVixgvb2doxGI05OTt8ICsrlcvz9/dFqtVRWVhIQEMCiRYukTA/oDaInJyczduxYqY1Ff3Wis7MTJ0dHHO3ssbcyn/3k6eYhnRO3uxe3gkwmQ61Ws2LFCpKTk2loaJAuntvb22lvb+enP/0pDz300A374OnpiaOjI7/61a9uCOC6uroOqE6YTCYaGxtxcXUx6zlhp7TDTmlH17+z+W/3bxQHyIo6odfrcXZ2pqenB41GQ3JyMhMmTLjBB3BwcMDR0VFqPXT9O349Yluj4OBgCgsLpQvTP/3pTzd8x+zs7FCpVAiCQElJSb91onfOky22Do5m9SnUbu60tLT0yY69FcRzfeHChYwZM4b6+nq0Wi2///3vaW9vp7W1lWeeeYYHH3zwBp1wd3dHrVbz97//ncbGRqysrFCpVHh7ew+4T1FfX4+rqxsyWd9mDPUFKys7HJ1Ukj/TF50YOXIkvr6+kk6ICQHd3d14eHgwduzYG7Ki7ezscHR0xM/Pj/DwcOm/uXk2kkwmw97entGjR5OdnU1CQgJLly79Rm/o8ePHSzNJSkpKWL16db/2SrwscHFWmfWccFe7ounq9cMGSifkcjnz5s1j5MiRXLt27Rs6ERoayt/+9jfq6+tRKpWoVCqpfdRPf/pTqqurMRgMeHh44OXlNaDVd9CrEy4uLiisFGY7K+QmOS6uLrS3t/dZJ0aMGIGXl5c0jFysmhN7J0+ePJmRI0ei1+tRKpU4OjpKvqutrS2jRo0iPDz8G88Wq08nTJggtZkICAjgpZdeumEv7OzsJH0qLy/nvvvu+86z51YwGAxotVpULq5mPSfsnVXoDUY0Gs2A6AT0+l9z5swhNjaWa9eu0dPTg4eHBxqNhtbWVvz9/fn1r38tzapydnbGw8MDvV5PXFwcWq1WkkupVN5QBTMQ9MYSnbCysjObTyEIAi6uHpJO9MWnCAwMZMmSJVJbFWvr3oHEGo0GKysrRo0aRUBAgKQvDg4O2NraEhwczGOPPXZDu8WbL3sUCgVJSUmSTtx///3S7DuRuLg4aR5kSkoKsbGx0nyxvv4mnZ2d39uu+1boc8QqJCQEnU4nZSLdrnIoFApUKpXUykH8Z2KPIUAKmos3CTJZ7xRuT09P3NzcvjEg73pmzJjB9u3bGTNmDA4ODt+Z9VdTU4OtrS2+vr79+kgJgkBDQwOjR4/u8zP6glKpxNvbm/b2dhobGwesD58Y3Pbx8ZH6XclkMqm5//fd9oSEhODv749CoTBLn6zGxkbkcvmA92C7mYCAAEwmkxSAuN2AsFwux8HBQWrnIAi9Aw6NRiN6vR57e/vvLfWytbX93g/CxIkT2b9/P52dnfj6+n5Dd6ytrXFxcZEmPgcFBfU7C6G+vp6ZM2eatbesQqEgKCiIzs5O6uvr+33x9V2IWX2enp7o9XrkcjkKhQKdTofRaPze28v+ZiHfLh0dHXR2dg7Yb/FdeHt7Y21tTXt7Ozqd7raH64hngK+vL56enlLg1Gg0otVqpeFr34a7u7s0cO27AsJxcXGcPHlSek9cXV2/9bvR1dVFfX09YWFh/W7F1dDQIPUZNiehoaF0dXVJlVoDgZWVFW5ubri4uEiXIjY2Nuj1erRaLc7Ozj/YemCgL4tEtFot165dY+rUqWZZT8TFxUUainzzQJtbQQwwid8ek8l0g07Y29t/59nn5uYmGZ7f1fM7ODiY1tZWysrKCAsL+4bOiuX1tra25OfnExkZKWUN9pWmpiaCgoIGdNj4txEaGopGo+HatWsEBgYOyDkll8tRqVQ4OzsTGhqKyWTC1tZWatmkVqu/s0WNl5cX7u7u3/sNu5MYjUbKysoYP378gK5zMw4ODnh6eqLRaOjo6OhTRrCoEx4eHr3zNqysMJlM6HQ6qX3Et2FlZfWDtr+bmxvR0dFcvXqVuLg47O3tv9U2EgSBvLw8RowY0S8HD3ovUp2cnPr9nNslKCgInU5HfX09AQEBA5LYIJPJcHBwIDIykuDg4G/ohEql+k6dCAwMlOxXc8wtEASB4uJixowxX2UL9NqXAQEBaDQaKRGpL8/w9vbG3d1d0gkxu87GxuY7bRBbW1spcPhdv7GdnR2TJk3iwIEDjB8//hvBJzGIbm9vT15eHhEREbfUquL70Gg00mBocyLaLI2NjVKQ6E4j/l6iThj/PRhU1InrfXDR/xb3xdPTUzrz5XL5gAfHAUpKSqR5AeZCzF7t7u6mtbW1T++TtbU1Hh4euLq63tC7W6/Xo1AosLa2xsHB4Vvffblc/p3ffvHfz5o1iy+//JKJEydKOvxtFBYWEhQUhJubW79+Q51OR09PT7+r+G4XDw8PlEolzc3NvQkOAzQXxd7enoiICIKCgjAajdjY2GAymSTb2crKCk9Pz2+cB/21SftCeXk53t7eZmmbej2hoaGSTvQl7mVlZYWrqysqlUpKoJLL/3dmla2tLXZ2dlLC4fWJsJ6enri7u3/vWTx79my2bNnChAkTvjXJw87OTqr6c3d3ly7++orRaKS1tZWkpKQ+PwP6ESAXb9Dq6+v7dVt588f8Vl4s8abu+3BxceGee+75wR/Z3t6e2NhYKSO6L4i3NteuXSMiwnz9M6E3QO7v709PT480kGggsb5pavGtGM9i/3dzIF5UKBSKAb8tvJmQkBCsra1pamrqHU7ZR8dCJpPd8BvL5fI70mNRrVYzadKkHzw4bGxsCAkJ6dcAETFTS+xfa84AuZWVFaGhoRgMBkpKSgY8KHzzxY+5gzw/hCAItLe309XV1e++qLeLn58fjo6OtLW1odFo+jx9/madsLKyuiX9+qEgtJOTE2PGjJF6yX7Xe2plZYWPj8+3DnG7HQRBoL6+npCQELMOOJLJZEREREgTxwdaJ8S+iyK2trZ93vuBQGy9UFdXR3BwsFnXdnd3x9XVlZycHDo6Ovo8vOxmO+hO6YRSqSQqKuoHM9zFQYXiYNC+Ig4CTUpKMvu3MyIiQgqA9bclxg8hXmyIiL2tfwhzXaSJg43KyspYtWqVWdYUcXR0xMfHB61WS3Nzc79aZlyvA3K5/I58Z62traULHHGw83ehVquZOnVqv3VC7O1v7gC5eMaVl5cTFxc3oOdUX3XCbNWI//btioqKBrQF3rdhY2MjBUobGhr69R7c/Hvdynf2h95fuVyOl5cX06ZN+0GdEAfpfV9S2w8hZgWK65qTgIAAaVhdV1fXgJ9T1+vAzTrxXb6gOe1JUScWLlxo9gB5eHg4JpOJa9eu9evC5Wa/7fr/uz9/k7u7OzNnzvzB6mVnZ2cmTpyIUqnsl05otVo0Gs2AtyS8GS8vL1QqFU1NTTQ1NQ1YgFzkeh0QE2xFLDEs9mYEQaC8vJxRo0aZ3dcR7dhr1671KzH0Zp24/u8QE5Rv5rv++fW4ubkxa9asH1zf0dGRsWPH3jBA/XYRBAGDwUBzczNhYf1rc9Pnr4CnpydqtZra2toBG1zRH+RyOaGhoT8YWHRycsLV1bVf2ePQO7iqs7NTGtJjLsQbHBsbG4qKisy69mCkvb2dhoYGHB0dB7zX+c2ImZNi/9bBhtgC4YeywsVSpP5OnW9tbaWjo8PsOiFWmTg7O5Obm2vWtQcjGo2G+vp6ZDKZ2QPkarUaV1dXOjs7B3RAZF8R233dXEJ8M9bW1ri7u/e712lbWxvt7e2EhYWZ3ajz9PTExcWF7Oxss647GBFnnvT09BAaGmrWtcWzyWAw0NLSYta1bwWxLYiXl9f36oRcLpfaHvSHjo4O2tvbb+lsutN4eXnh4uJCbm7ugA0lHCqIQYfW1lYiIyPNuradnR0eHh5YWVlRX19v1rVvBTG7MyAg4AeDJ2LlUn/o6urqbdn4b5vSnIjZlcXFxYPSjjU3165du2EAq7mwsrKSesDW1NSYde1bQUxauJWkAfFSuD/09PTQ3t6OUqns91Do28XV1RU3Nzdqa2tpb28369qDkWvXrtHc3ExERIRZKyFFe12lUlFVVWW2dW8VMas/PDz8B6tbxGrV/gTj9Xo9bW1tQG/ljzlxcnLC3d2dtra2bwwmHY40NDRIlZDmDpCLPmxVVdWAzQ7pD3K5nLCwsB/8Vojxgv725BfbJ31bK6Tboc+aaW1tzahRoygvLx+UAXLoNTB+6CMl3pj0J8PVZDJRUlIi/SbmRC6X4+zsjL+/P1euXDHr2oOR0tJSGhoa8PPzM7sRZW1tTXR0tFSGNxi5VZ2wsrLqd9Z3UVERCoWCUaNGmTWDXOwHGh0dzfnz58227mClvr6esrIyXF1d+91T/nYRs/mvN+QGG7dyBoiZiP19j4uLi5HJZIwcOfKOVIXcKqIzGx8fz9mzZ8227mClo6ODnJwc7O3tiYqKMuvaCoUCHx8fHBwcBmUwEJDaRX3f+y6+U/3VifLycgwGAxEREf0eqnO7iEM0z58/P2jtWHOh1+u5dOkSNjY2xMXFmXVtsSWen5/foAx8wP9WbJhDJ2pra+nq6iIwMNDsiR7W1tbExsaSnZ3d58FfdwuCIJCeno6VlZXZ22de34amtLTUrGvfKreiE4CkE/3Ri+bmZpqbm/H09Bzwap+bsbKyIiIiQppDM9xJT09HLpcTFxdn1gxysRp91KhRgzYh8FbPgDuhE11dXdTU1ODk5GT2S20rKysCAgLQ6XRUVlaade3BSEZGBgaDgaioqH4n3N4O1/t2xcXFZlv3drmV9/1W4lM/hF6vp7y8HFtbW0aOHNnn50A/AuQAkydPprS0VOo1OlwxmUzk5+cTFRVltv6p1+Ps7ExkZCQXLlwY9k5eQUEBBoOBwMBAs2ejASQkJNDY2CgNrhjO5ObmEh0dbRGdsLGxYfz48Zw+fXpAJ88PBWpqarh27RphYWEW6csWHR2N0WikpaVl2OtEfn4+4eHheHp6mtWxgF5DKjk5mVOnTmE0Gof1XrS3t5OTk0NkZKTZZ1VAbx9dtVpNXV3dsM9cLi4uli60zXlpJJKcnMzZs2fR6XTDWid0Oh3nzp0jKirK7EFZ6M2oCwsLo7y8fNjrRFVVFU5OTlJrB3MzYcIErl69Smdn57DWCYDU1FSL2bFKpZJx48ZRVFQ07HWisbERg8FAcHDwgLdz+Dbi4uKoqamhvr5+2O9FamoqkZGRUu9ncyKXy0lOTiY/P3/Y70NnZyfNzc2Eh4ebvdIIettxGY1GSktLh/1enDlzhoCAALy9vS3S8mXKlCnk5+cPe99Op9NRXl7OiBEj+t1muV8e+pQpU2htbeXatWvDVjnEvo2FhYUkJyebffAa9AbIxWz+8vJys68/WDCZTOTl5WFra0tgYKDZA1DQO7VdLN/X6XRmX38wIPZtzM3N7Xffwb5ibW3NxIkTKS8vp6SkxKxrDyYEQaC6upqWlhaio6MtohOxsbHY29tTX18/KNusmAvxInXChAnY2tqaXSdkMhnTpk2joqJiUGcaDDSCINDS0kJ+fj7jxo2zyJkdFBSEr68v9fX1g7aywhyYTCaKi4uJjY1FpVKZXScApk6dSlVVFcXFxcPaju3p6eHcuXNMmjTJIjrh5uZGTEwM9fX1NDU1mX39wYIgCFRWVuLj44OPj49FzuykpCSampqGdZsV0bdLSUkhOTnZLANBb8bOzo7ExEQaGhoGbbWRORBnS9nY2EjtK8xNfHy8NNeos7PT7OsPFkwmEykpKUyaNOmOVMvcLnK5nKlTp9LQ0EBdXZ1Z1x5MiLOl2tvbiY+Pt4hOhIeH4+zsTFlZGY2NjWZff7BgMpk4ffo0cXFxODg4WMSOveeee2hsbOTatWtmX3uwIPbkr6ysJCkpqd92bL80atSoUXh5eZGTkzOsg4E1NTXU1dUxZ84ci8jg4OBAbGwsNjY2pKSkWESGwUBtbS35+fl4eXmZvZWESHR0NL6+vpSWltLR0WERGQYDNTU1VFdXM3fuXIscFlZWVowaNQq1Ws2hQ4fMvv5gobm5mby8PORyudlLhEVCQkIICgqioaFhWPeqq62tpbq6mhkzZph9yrlIfHw87u7u7N+/3yLrDwY0Gg0FBQW0tLQwefJki8jg5eVFeHg4Wq2WiooKi8gwGKivr6empobExESzDyMUiY+Px8PDgyNHjqDX6y0ig6UxGAwUFBRQVlbGzJkzLSKDs7Mz0dHR2NjYkJ+fbxEZBgNNTU3U1NQQERGBv7+/RWQYOXIkPj4+nDlzZtjasYIgkJ+fT35+PvPmzbOIDLa2towaNQpnZ2eysrIsIsNgoL29nerqalxdXYmJibGIDOHh4QQEBJCTk0N1dbVFZBgMiDoxa9YsiwRl5XK5ZMdevnzZ7OsPFrq7u6XZBImJiRaRwd/fn9DQUGpra8nLy7OIDIOBoqIi8vLymDRpUr9nt/UV0Y69cuXKsE30MBgM1NTU0NbWxvTp0/v9vH593VxcXLjnnnvIysqip6dnWKb1GwwGLl++jKenJxMmTLCIDFZWVvj5+REbG8u+ffuGbUuJS5cu0dTURFRUlNmHEYqoVComTZpEVVUVra2tw1InAC5evIiHhwdJSUkWWV8ul+Ph4cGUKVPYvn37sNWJ4uJiCgsLCQkJISIiwiIyODo6MmbMGHQ6HTU1NcP28L506RIuLi4kJiZapARPJpPh6urKzJkz2bZtGwaDYVh+nxoaGjh37hx+fn4WuzRSKpVERUXh4uJCYWHhsNWJrKwslEolY8aMsZhj4eLiwowZM9i9ezfd3d3DUie6u7s5fPgwnp6ejB8/3iIy2NjYEBgYSFRUFFlZWcO2XaD4PRg5ciSenp4WkUGtVpOcnMzJkydpamoaljohCAJ79uzBzc2NpKQkiyR6KBQKvLy8mDhx4rBuoVlVVUVbWxsREREEBwdbRAZnZ2fGjx9PcXExZWVlw/bM/vrrr3FxcWHChAkWqTQS7dgZM2Zw7ty5YdtSorm5mcrKSgIDA4mNjbWIDPb29sTGxqLVasnIyBi236cDBw5gb2/PuHHjLNISDZB8u/T09GHr23V3d5Obm4uPjw9jx47t9/P6ff33wAMP0NDQQFVV1bALQgmCQHd3N5cvX2b27Nn97nfTH9RqNTNmzODy5csUFhZaTA5LodPpOHPmDA4ODsTExKBUKi0my9y5c9Hr9VRVVQ3aYZ0DhSAI6PV60tPTmTt3Lm5ubhZxLKDX4V6yZAmXL18mNzfXIjJYEoPBQHZ2Nk1NTYwbN84ifRtFkpKScHFxoaKiYlhmpOl0Os6fP8+MGTMs0n/8eh588EEyMjKGpU4YjUaqqqq4fPkyycnJFstaBhgxYgTR0dFUVFQMy5YSer2ejIwMEhISCAgIsEj/cZHly5eTk5NDbm7usHPyTCYTLS0tHDlyhJkzZ1rUjvXy8mLq1KmUl5cPy1JhvV5Pbm4uwcHBREREWMzZBrjvvvuorq4mOzsbjUZjMTksgSAIaDQaduzYIdmxlkKpVLJo0SLKysqkjNHhhMFgoKysDDs7O0aPHm32Qc7XM3XqVAwGA1evXqWlpcVicliKnp4evvrqK2bPno2Hh4fFfDu5XM7KlSspKysbtEOdBxKj0Uh9fT2tra1MnDjRIrOlREaNGoWHhwdZWVnDsuVNT08Pu3fvJikpCV9fX4tcGomsXLmSyspKqqurh12A3GQy0d7eTlFREdOnT78js6X67aVPmDCBkJAQLl68OOyyb8Te401NTaxYscKisjg6OpKYmIijoyNbt24dVvsAvWVfmZmZREZGmn2a883Ex8cTERFBQUHBsMy+KSgooLa2llWrVllUDisrKyZNmoSPjw+fffbZsNuHyspKMjIycHR0tFh1i0hkZCQxMTE0NjZSUVEx7PaisLCQ2tpali9fbrH2KiKTJ08mICCA9evXS/MChgstLS2cP38ejUZjsZZoImIGu9FoJDc3d1jtA0BJSQk1NTXMmzfPohcVAJMmTSIwMJAtW7YMOztW7D1eWVnJ0qVLLSqLWq1m/PjxODk5ceHChWG1D9CbKVtZWUliYiJBQUEWlSUhIYHQ0FAOHDhAQ0PDsNoLk8nE2bNnyc/PZ+XKlRaVxdbWlokTJ+Lj40NaWtqw2gforfgqLy8nODiY+Ph4i8oSGxtLZGQkFy9epKCgYFjthSAInDlzhtzcXFauXGnRJA+ZTMbkyZMJDAzk5MmTknzDhfb2dkpKSrC3t78jrST6Q3BwMCNHjqS6upozZ84Mq30ASE9PJycnh/vuuw97e3uLypKcnExgYCBpaWnDrrKip6eHoqIienp6WLRo0R15Zr+/cCqVipUrV5KXl0ddXd2wyb4Rs8dPnTpFfHy8xQNQCoUCf39/5s2bx86dO4dVjzSDwcD+/fvRarUkJCTg7e1tUXmcnJxYuHAhzc3NlJeXD5v+/IIgYDAYOHLkCPHx8UycONGi8shkMtzc3Fi1ahVbt26lsrLSovKYE6PRSHp6OsXFxYwbN47w8HCLymNvb8+0adOwt7enoKBgWGWkGY1Gjh49Slxc3B0ZHNIfZDIZKpWKxx57jK1btw6roc4mk4mioiJOnDhBfHw8o0aNsqg8tra2xMfHSy0l2tvbLSqPORGH34WEhJCUlGRxx0KlUvHwww+zd+9eSkpKhpUd29TU9P/Zu++oqK714ePfoXcQkGYDwYJd7Ng1GnuLGmuixphYkhtjNJre2y8mGqNGUzSxxxp7F8WCDbsURaVIld5nmDnvH96ZV703uTdXxhng+azFussb1pwHDvvsvZ/z7L35/fffadGihcm2V9GzsrLC39+f7t27ExkZWaWqNLVaLWfPnsXNzY22bdvi6elp0nhcXFwYNmwY586d4/r161XmsE79gbU//vgjzZs3N/k41sLCAi8vL4YPH87p06er1GojnU5HVFQUGo2GNm3amPylkaOjI7169SIjI4Nz585VmdWQ+rndDz/8YBjHmqp6HO6PY93c3Hjuuec4depUlWsTSUlJJCUl0apVK5Ptya+nP0jY1dWVsLAwsrKyTBrPk6TRaPj5558JCgqiffv22NramjQe/dzu3LlzVeqltqIo5OTkcPHiRVq2bFku26tAOSTIAYYPH46rqyuRkZEUFRVViZui1Wq5c+cOt2/fZsqUKSaf4MH9xjF48GAKCwvZsmVLlbgPALdv3yY8PJxmzZrRokULky7V1nv66aepVasWMTEx3Lt3r8rci/j4eK5du8a0adOwt7c36SAK7k+4R48ejVarZd26dVXmPqSkpHDy5EkcHR1Neijkg9q1a0fTpk25e/cu8fHxVeZexMfHc/XqVaZMmYKLi4vJ2wTA2LFjURSF9evXV5lKg5ycHM6ePUtGRgbDhw836fYFekFBQXTu3Jnc3NwqVUWemJjI9evXGT16ND4+PiatRtN79tlnsba2ZsuWLVVmHFtcXExkZCQXL15k4sSJJt2aTq969er079+fsrIyzp8/XyXuA0BqaipRUVF0796dhg0bmuScikcNGDDAcNB5ampqlbgXOp2OixcvEhYWxssvv2wWczs7OzueffZZrKysiIiIqBL3Ae4fWBsTE0P9+vUJDQ01i3Fs586d8ff358yZM0RHR1eZe3Hp0iUOHjzI1KlTcXR0NPk4VqVSMW7cOGxtbTlx4gRQNarI8/PzuXnzJvb29gwcONDkSVmApk2bEhISws2bN6tUFfmVK1c4dOgQzz33HB4eHmYxjh0zZgz29vZERERUmb3IS0pKuHXrFtnZ2YwbN67cxrHlcjdr1qzJiBEjuHbtGomJiZV+L3JFUcjLy+Po0aM0bNjQZCecP8ra2pr69evTt29fVq1aVSWqA0tKSti8eTMFBQV07tyZWrVqmTokAHx8fOjfvz9ZWVmGZR+Vmb7qZt++fdSrV4+BAweaOiTgfvWNv78/o0aNYsWKFdy+fdvUIRmdWq0mLCyM2NhY2rRpQ9OmTU0dEnD/EJFu3brh5OTE1atXKSgoMHVIRldaWsqePXsIDAxkwIABJq0e11OpVNSpU4exY8eycuVKbt26VekHUfp9Qw8fPkzTpk3p2LGjqUMC7q82at26NcHBwZw9e5acnBxTh2R0arWagwcP4ufnx9NPP23SPWUfVKtWLUaNGsWWLVuIjo6u9ONYnU7H3bt3WbduHfXr16dXr16mDgm4v7KiUaNG9OjRgxMnTlSJ6kC1Ws3x48cNL7RNvQpSz8/PjyFDhnD69GkiIyMpLi42dUhGpSgKubm5LF261NBnmwNLS0vq1q3L8OHDOXr0KBkZGaYOyeg0Gg0XL16kuLiY0NBQk2+dqVe9enV69+5Neno6x44dq/R9tn61/HfffUdAQAADBgwweXIc7o9ja9euzdixYwkLCyM9Pd3UIRmdVqslLi6O+Ph4WrVqZfIVX3qurq6GvdB3795dJe5FUVERS5Yswc/Pj759+5rFiwqA2rVrM3r0aE6dOlUlXmrrdDrS09OJjIykSZMm9OjRo9w+u9xedzz33HN4e3sTERFBdnZ2pb4parWaqKgo4uPjmTFjhkkPv3uUs7Mz48ePp6ioiJ9++qnSb+9x+fJl9u3bR7t27WjRooVZVBjoDRo0iPr163Pt2jWSkpIq9anniqIQHR3N1atXmTVrFs7OzmYxiIL7k4uXXnoJrVbL0qVLKS0trdTPp5s3b3Lw4EE8PT156qmnzKJSVi80NJT27duTlJRUJQ7Ei46O5sqVK8ycORNXV1ezaRMAL7/8MoqisGzZskq/73JqaiqHDx8mJyeHZ5991iyqAvXq169Pv379yM/P5+zZs5U+MRsbG8uVK1eYPHkyfn5+ZlF1ozdx4kRsbW357bffKv3Kr/z8fMLCwrh06RIvvfSS2byoAPD09GTMmDEoisLRo0crfZu4ffs2V65cYeDAgQQHB5tF9bjeiBEjqF69Otu3bycuLq5Sj2M1Gg1Hjx7l0KFDvPbaa2Y1t7OxseHFF1/ExsaGAwcOVPo2kZyczNWrV2nRogWdOnUymwQUQI8ePQgODubEiROcOXOm0t+LY8eOsXv3bl5//XWzWQWpN3XqVOzt7Q1tojL32ZmZmVy/fh03NzeGDBliFiu+9Jo3b06XLl2Ijo5mz549aDQaU4dkVMePH2f37t1MnToVT09PsxrHTpkyBWdnZ44cOVLpV0MWFBRw/fp1CgsLmThxIo6OjuX22eV2R2vWrMkLL7zA7du3iYmJqbQVs1qtlpSUFA4fPkxoaGi5bQZfXqytrWnQoAHjxo1j1apVREZGmjoko8nKyuKnn37CxsaG/v37U7t2bVOH9BAfHx9GjhyJRqOp1HvMKopCdnY2f/zxBx06dOCZZ54xdUgPUalUBAQEMH36dFauXMn58+dNHZLR5OXlsXXrVpKSkujVq5fJ91l+lLu7O08//TQ1a9YkMjKy0lZC6SvRtmzZQrt27Rg+fLhZDaDg/uE6r7zyCqtXr+bs2bOVNvFRVFREeHg4x44do1u3bnTp0sXUIT3EycmJDh060LlzZ06fPl2pzw/Jzc3ljz/+oFmzZgwdOtSsXlTA/eqbl156id27d3Py5MlKWzGrVqu5du0aq1evpmPHjvTr18/UIT3E1taWJk2aMGrUKE6ePMmdO3dMHZLR5Ofns3//fmrVqsXAgQPx9vY2dUgP8fPzY9y4cVy7do0jR45U2j1mtVotCQkJfPvtt7Rv356hQ4eaOqSHWFpaEhgYyMsvv8zx48eJi4szdUhGU1hYyIkTJ7CysqJPnz5mUz2uV716dQYNGoRGo2HPnj2Vts9WFIW0tDQ+/fRTwzjWnOhXQ7766quEh4dX6jZRUlLC5cuXSUtLo2fPnrRt29bUIT3ExcWFLl26ULduXbZs2cKNGzdMHZLRpKen8/nnn9OiRQuGDRtmVoWZAHXq1GH69OmcP3+emzdvVtoXeBqNhtu3b3Px4kW6dOlS7qsgy3XGPnLkSNq1a8fx48e5c+dOpXuDpNPpyMnJ4eTJk6hUKubMmWMW+10/ysHBgQkTJhAQEMBHH31EWlqaqUMqd6WlpWzdupXz58/zzDPP0KRJE7NLQAH07t2bbt26cfPmTa5cuVLpDjrSL787cuQIBQUFvP/++2bXWcD9gdTkyZNp1KgR7733HmlpaZXuraparebIkSMcO3aM1q1b07NnT7PY0uNRrVq1ol+/fhQWFnLq1KlKd2CnoihoNBoOHz5Mbm4uH3zwAba2tmZVdaM3adIkmjRpwieffEJiYmKlS5KXlZVx6dIldu3aZahKNafqTD1/f3+GDx+Os7Mz+/fvr5SHf+m3fsrKymLOnDlUq1bNLNvE2LFjadmyJUuWLDEcEFeZ6BOBGzZsQK1W8+qrr5rlONbNzY3x48dTp04d/vjjD3Jzc00dUrnTaDSGpdCTJ08mMDDQLMexgwYNokOHDmzbtq1SvjjSF3n8+uuvJCcn8/bbb5vlONbKyooXXniBRo0asWnTpkq5vYe+z759+zb9+vWjQ4cOZjmO7dixI0899RSXL1/mjz/+qHR9tn5u9/PPPxMXF8f777+PtbW1WfbZL7zwAk2bNmXTpk2VcgcDrVbLzZs3uXbtGs2aNWPYsGFmOY5t2LAhgwcPJj8/n59//rlSvkwtKSnh559/5saNG7z11ls4OTmZZZt4/vnnadmyJbt27SItLa3SrdbW6XSkpKRw7tw5PD09eemll8p9HFuuIzF7e3vmzp2Lk5MTx48fJzU1tdJMuPWdxZUrV7h69SpTp06lZcuWpg7r37KwsMDT05OPPvqIq1evsmTJkkqVhNLpdERGRvLjjz/SsWNHevXqRbVq1Uwd1r9lZ2fHpEmTCA4OJjIyslK9zdOfbB4VFcXRo0d59dVXzWZPtEepVCocHR2ZP38+169fZ9GiRZVq6ZFOpyMmJoY1a9bg7u7O0KFDqVGjhqnD+rdsbGzo27cvffr0ITo6mgsXLlSaJJSiKCiKQkxMDPv27eMf//gHbdu2NcsBFICjoyNfffUVN2/eZOnSpZVqcqHT6UhMTGTLli0kJyczbtw46tWrZ+qw/i0rKytatGjBlClTSEhI4Pjx45VqezSdTkdsbCwHDhxgypQpZnPg2r/j4ODA+++/T05ODitWrCAxMbHSTC4URSErK4u9e/dy5MgRpkyZYnarjPQsLCyoUaMG7777LqmpqRw8eLBSFRjodDri4uI4dOgQQ4YMoXv37ma1pceD7OzsmD59Ok5OTmzYsIFLly5VqnFsUVERYWFh/Pbbb8yYMYPWrVubOqx/S6VS4eLiwtdff829e/fYt29fpdoyUFEUEhISOHbsGCEhIQwYMMDsVlTo2dra8swzz9CsWTP27NnD4cOHK02frSgKWq2W8PBwFi5cyGuvvWa241j93O6bb74hKyuLffv2VaotAxVFIT09ndOnT+Pq6sqzzz5LQECAqcP6t6ytrQkNDWXo0KGEh4ezefPmSrWbhFar5fjx4yxcuJDp06fTrl07s3x5B/fHsZ999hlqtdpQrFWZ8rG5ublcuHCBzMxMJk6cSKNGjcr9OuVeqtC4cWNmzJhBWloa586dIzs7u8LfFEVRUKvV3Lhxg0OHDtGzZ08mT55s6rD+krW1Ne3ateO1115j6dKl7N+/v1J03voB1Mcff4ybmxuTJ0+mTp06pg7rLwUGBvL888/j6OhIREQEqampFX7CrSgKOp2OpKQkNm7cSOfOnfnHP/5h6rD+kkqlolWrVsybN48lS5awb98+1Gp1hR9IKYpCamoqixcvJiMjg9GjR5vtBE/P19eXYcOG0axZM44fP87t27crRZsASEtLY9WqVXTs2JGZM2eaOKr/rFWrVrz55pv8+uuv7N27l4KCgkrRJrKysti4cSMnT55k8ODBZreNxKNcXV3p1asXQ4YM4ejRo5XmoEj9BG/16tW0bduWV1991azORfh3mjVrxj/+8Q8OHDjA9u3buXfvXqUYxxYUFHD48GFWrlzJU089xbhx40wd1l+ytbWlY8eOTJs2jcOHD3P16tVK0ybu3bvH77//Tv369XnppZfw8vIydVh/qUGDBrz44ovEx8ezadOmStNnq9VqLl68yMcff0znzp2ZPn26qcP6SxYWFrRp04Y333yTQ4cOcfnyZbRabaXps3fv3o2zszPPPfccjRs3NnVYf6lWrVo8++yzODk5sXbtWq5cuVLhn0/6uV1sbCyzZs0iNDSU1157zdRh/UetW7dm7ty5HD16lEuXLlWauV1eXp7hMNgRI0bQvXt3U4f1lzw8POjXrx/t27fnl19+ISIiosIXQOkLn27dusXMmTMNuTVzrOJ/UMuWLZk1axaXL1/mwoULlaIoUF+sfPHiRa5cuUK/fv0YOXKkUa5llLV8w4cPZ/jw4Vy4cIEzZ86Ql5dXYW+Kvkr25s2b7Nixg6CgID744AOzXJL6KBsbG15++WV69+7NK6+8UuEPE1EUhYyMDObNm0dKSgqzZ8+mQYMGZrkk9VE9evRg9OjRZGdnc/jw4Qo94dYPoFJTU1m9ejWenp4sWLCgQrQJgGnTpjFw4EBeeeUVIiIiKvTBLvpJxfz58zl37hzjxo2je/fuZvtW+0FNmzbl+eefp1q1auzYsYO7d+9W6DYBkJ2dzU8//YSTkxNLliwx2yWpj5oyZQqDBg3irbfe4ujRoxW6AkdRFPLz81m3bh1btmyhW7dujB8/3uwHs3B/v98XXniBZs2asWHDBu7cuVNh2wT8/0qPn376CXt7exYsWGBWBzj/lbFjxzJ06FB++OEHduzYUaFXVyiKQklJCWFhYSxatIh69erx5ptvVog+29HRkZdeeomnnnqKVatWcfPmzQqdmNUnPVatWgXARx99RO3atSvEOLZ///48++yzhIWFsWrVKpKTkyvs80k/t7t69SpvvfUWbm5ufPnllxWiTahUKsM4duXKldy4cQOdTlehn08FBQVs3bqVrKwsZsyYQbt27SpEm2jXrh3jxo0jLS2NBQsWVOjnkz4RmJiYyPTp07GysmLRokVmu9rrUVOnTmXQoEGsXbuWmJiYCj+3Kyoq4vDhw8TExDB06FCGDh1aIeZ2gYGBTJw4EU9PT95//32uXLlSodsEQGpqKlOmTAFg4cKF2NnZVYhx7MSJExk6dCh79+7l8uXLFX5uV1paSmRkJOHh4bRv355XXnnFaHM7o/Q+lpaWzJ49m4EDB3Ly5EnOnj1bIavS9MuM4uLi2LFjB15eXnzzzTf4+vqaOrT/ikqlwt7enu+//55GjRrx/PPPG6rSKuK9yM3N5d133+X8+fN8+OGHdOjQwaxONv8rFhYWjBkzhueff56kpCQOHjxITk5OhZtc6AdQ6enprFu3Dp1Ox88//0zNmjVNHdp/RaVSYWFhwdKlS2natCmTJk0yVKVVxDaRn5/PwoULOXjwIBMmTGDIkCFmu0z7URYWFnTu3JlZs2ahUqnYsmULGRkZFbJNwP0DUleuXEleXh5r1qyhZs2aFWIABff77G+//ZbWrVszc+ZMTp8+XSEHUvpJxfr161m7di0dOnRg2rRpuLu7mzq0/4pKpSIwMJBPP/2UGjVq8Ntvv5GSklIh24SiKBQWFrJixQpycnL49ddfqVu3boVIesD9NvHee+/Ro0cPvv32W/bu3Vshl6nqq2SPHj3KwoULqV69Oh9//LHZbl3wKJVKhaurKwsXLqRRo0b8+OOPJCcnV8gJt/75tGbNGkNCrUWLFhUmAWVhYcGLL77I8OHD2bFjBytXriQ9Pb1CtomysjKio6N5//33KSoqYsmSJWa7Ld2jVCoVlpaWLF26lJYtW7Js2TJDgUFF7LOLi4vZtm0bt27dYvbs2fTu3dvsDnD+MxYWFvTt25epU6dy8+ZNvvzyS5KSkirc80nfZ6ekpDBr1iwSEhL49ddfqVWrlqlD+69ZWlqyePFi2rRpw8qVK7l9+3aFnduVlpYSFhbGxYsXGT58OBMmTMDNzc3Uof1XVCoVTZs25Z133gFg9uzZxMXFVcg2AfcLn1599VVu3brFqlWrqFOnToWa233++ed07dqVP/74g+vXr1NSUlIh24RGo+HixYuEhYXRsmVL3nrrLapXr260axptpmJvb88777xDr169OHLkCOHh4eTl5VWYgZR+ABUTE8OWLVsMe7U2aNDA1KH9LfrJxW+//YaHhwfPPPMMV69erVBL8hRFIScnh9mzZ7Nr1y4+/PBDevToUWEGUHq2trZMmDCB559/ntjYWHbs2EFmZmaFahP6gxHWrFlDVlYWy5Yto2nTpqYO7W/R71m3evVqqlevzqhRo4iMjESj0VSoNpGXl8cXX3zB+vXrGT9+PCNHjsTDw8PUof0t1tbW9OjRg7feeov8/HxWr15doc6u0E8qcnNzWbFiBXFxcfz66680b968wgyg9BwdHVm+fDkBAQFMnTqVY8eOUVhYWKHaRGFhIb/++is//PADISEhzJgxo8IkPfQsLS1p0KABCxYswN7enh9++KFCTbj1fy+FhYX8/PPPxMbGsnLlSkJCQipMclxPv49jmzZt+PTTTw2HgFWk51NJSQn79u3j888/x8bGhg8//JCgoCBTh/a3qFQqPD09WblyJV5eXixcuLDC7Q3/4PPp2rVrLFiwgE6dOlWYIg89/X7kgwcP5vfff+f7778nJSWlwtwL/UT78uXLzJ07l4SEBBYtWmT223k8Sj+OXbt2LX5+fixYsICEhIQKN7crKipi48aNREZGMmvWLAYNGoSrq6upQ/tbbGxsGDRoENOnT+fChQu88847FWoLIv3cLjExkVdffZWIiAh++eUXmjdvburQ/jZHR0d+/fVXAgICWL58OTdu3Khwc7uSkhL2799PeHg4Q4YM4YUXXsDHx8fUof0tVlZWhISE8Omnn5KTk8NLL71UobYN1M/tMjMzmTp1KkeOHKmwczsHBwcWLlxIy5Yt2bhxIxcvXqxQ263oizzOnj3Lnj17CA4OZt68efj7+xv1uirFyL+hnJwcPv/8czZt2kTLli3p0aMH7u7uZj1R0t+My5cvs2PHDmrUqMGXX35p9vv6/hV91e8zzzzD7du32bBhA23btjX7LQC0Wq3hARUREcH8+fMZNGhQhUuOP6iwsJDVq1cbqrmGDBmCj4+PWS+d0r8wSkxMZM2aNWi1Wn744Qe6dOli6tAeS3p6OiNHjuTmzZusXLmSjh07mv3SKZ1OR3Z2Nm+//Tb79+/nlVdeYdy4cUZ9k2ps+mqJuXPnotFoGD9+PLVr1zb7NqHT6cjKyuLHH38kPT2dVatW0bNnT1OH9lju3bvHiy++yIULF/j888/p06cPrq6uZt1n63Q68vLy+P7771m3bp1hW7G6deuaOrT/mb7C8YUXXiAlJYUpU6ZQt25ds94qRj+pyM/PZ8mSJSQlJbF27Vqeeuops36m/if65+2BAwd48cUXGTduHN7e3mb9fNLpdBQVFbF161YWLlxIrVq1+OCDDypk0kNPURSSk5MZMWIEN2/eZMaMGQQFBWFpaWnWf186nY6CggJ++OEHEhMTWbZsGX379q1wyfEH5efn88MPP7By5Uq6devGzJkzCQgIMOs2oa/MjIiI4N1336W4uJjvvvuO0NBQU4f2P9NvPTl06FBu3LjBtGnTqFevHlZWVmbfJgoLC/ntt9+4ceMGH374ISNGjKgwVbL/TnFxMbt27eKzzz7Dx8eHL774gkaNGpl9n11WVkZcXBwzZswgLi6On3/+mR49epg6tMeSkZHB2LFjuXz5smE/+4owtysuLuaPP/4gMjKSCRMmMGXKlAqzQvvf0Wg0XLhwgVdeeYXS0lKWL19Oy5YtzXorK/3cLj09nQkTJnDx4kXWrFlDz549zfrv5z/JzMzktdde4+jRo/Tp04c2bdrg7Oxs1nM7/Quj8PBwwsLCCA0NZe7cuUY5lPNRRk+QA4ZByC+//IKfnx99+vQx7Llnbn9sOp2O/Px8Tp06xeHDh2ndujWff/459erVM3Voj00/cR05ciRnzpxhwYIFjBw50jBIN7d7UVZWRlRUFC+++CIpKSn88ssvdO7cucIsR/0rpaWlbNu2jS+//BKtVsvgwYMJDg42yzahXwJ57do1Nm3ahJeXFz///DNNmjQxdWjlIi8vj/Hjx3Py5Ek+/vhjRo8ejYuLC2CebeLmzZvMmjWLqKgoPv74YwYOHGiItyIrKyvj/PnzzJo1i6SkJEaMGEHLli3NMvmhr0K7ffs2K1aswMLCgo0bN9KyZUtTh1YuCgoKeOWVV9i/fz/Tpk1jwoQJ+Pr6olKpzO5eaLVa4uPj+fzzzwkLC2PChAlMnjy5wmwh8Vf0VV2TJk3i0qVLjBkzhvbt25ttm9Af3Lx06VLUajV//PEHISEhZhfr/6KoqIjPPvuMDRs28PTTTzN16lQaNmxoln22/oyQFStWsGrVKjp16sTbb79NQECAqUN7bPoVhaNGjSIiIoLx48cTGhpqSMya273QarXcvXuXH374gZKSEjZs2EC7du3MOmn23yopKWH16tUsWrSIgIAA3njjDbN9Pul0OnJycti1axdffPEFvr6+LFq0iODgYFOHVi7y8vIYNWoUJ0+eZPTo0YSGhhrmSuZ2L7RaLSkpKaxcuZLs7GwWLVpUobZV+SsajYajR4/y7rvvUlZWxgcffEDv3r3N8oWFvoL/1KlTvP766+h0OtasWVOhX6I+KD8/n8mTJ3PkyBH69u1L586dDVtQmtu90CdkN27cSHx8PLNnz2bMmDEVblXwv6PVag0v727fvs2XX37JkCFDzLJAUz+3u3LlCpMmTSI3N5ctW7YQEhJi6tDKRWFhIfPmzWPbtm2EhITQo0cPvLy8zHJupy8G3LdvHxcuXGDo0KHMmjXriW379EQS5HC/09iyZQvz588nOzubfv360aZNG7NpIA8eTrF3715u3LjBiBEjmDNnTqWYaOvpq+PnzJnDkiVLmDhxIl9++SUuLi5mM9HT7/2+YcMGXnvtNQIDA/npp58IDg426+qUv0ur1XLq1Ck+++wzLly4QK9evejVqxc2NjZmcx/0h0AePnyYY8eO0b17d+bPn1+h32j/O6Wlpbz77rssWbKEYcOG8cknn+Dn52c2Ez19m9i2bRtz587F1dWVr7/+mg4dOmBnZ2fq8MqNTqfj1q1bfPDBB2zfvp0ePXowbNgwbGxszOItt767LCoqIjw83DBwWrFiBXXq1DFxdOVLrVYzf/58vv/+e9q0acM777xDs2bNzKrP1mq1HD58mA8//JDc3FzmzJnDkCFDKsULIz1FUQwVzL/88gvdu3dn9OjR2NramlWbKCsr48SJE6xatYomTZqwdu1a/P39zeJvpbxoNBpWrVrFt99+S7Vq1XjjjTfo3bs3tra2ZvFz6l9SnD9/nq+//prIyEiee+45pk2bhqenp6nDKzf6SuA333yTJUuW0K1bN8aNG2e4D6a+F/o2odPpOHHiBL/99hvBwcGsWrWKoKAgs2i35aWsrIyDBw/y1VdfkZaWxiuvvMJzzz2HnZ2dWfyc+nFsXFwcP/zwAxs2bKBPnz589NFH+Pn5mTq8clVaWsq8efNYsmQJoaGhjBo1ChcXF7NoE/D/n0+nT59mzZo11K5dm8WLFxMSElIpCp/0tFot165d4+OPP+bEiRNMmTKFN954AwcHB7NqE5mZmaxcuZKvvvqKdu3asWTJEmrXrm3q8MpVaWkpn332GYsXL6Z+/fqMGDECHx8fs8p36HQ6Ll68yMaNG3F0dOSjjz6id+/eODo6mjq8cqPT6UhLS+Pdd99l/fr1vPDCC3zyySc4OjqaTZuA+wW9a9euZfbs2TRp0oRVq1YZfSuPJ02tVrNs2TK+++47HBwcGDx4MA0aNDCbl3j651NMTAzbt28nLy/PUKhVrVq1JxbHE0uQ6127do1vvvmGHTt20LhxY/r27Uvt2rVN1oE/uF/m2bNn2b9/P05OTrz++uuMHTu2UlR5/Jk//viDKVOm4OLiwldffUW/fv1MVnGgvw+KopCUlMQ777zDunXrmDBhAvPnz8fZ2dksGq4xJCUl8dNPP7F48WJq1KjBsGHDqF+/vsnbRGlpKVFRUezatctwsvysWbPMemnU49q9ezevvvoqiqLwzjvvMHToUMN+iKa6F4qicPfuXT799FPWrFnDoEGD+Oyzz6hVq5ZZDCyMITc3lw0bNvDWW2/h6urKqFGjaNq0qcnbhH6boa1btxIVFcWUKVP47LPPKtXk7lFHjx5l7ty5pKSk8PLLLzNu3Dj8/PxMei8URSEtLY1FixaxcuVKWrRowQcffECrVq0q1UvUB2k0GrZt28bUqVOxs7Nj3LhxtGjRwnAPTNVn63Q6MjIy2LhxIxEREbz44ossWLCgUreJyMhIvvjiC06dOsWQIUMM1eSmbhNZWVmsXbuWZcuW4ezszJw5cxg0aFClHccqisL27dt54YUXsLGxYdy4cbRs2dLQL5pyHJuVlcWGDRs4fvw4kydPZsGCBWa/xP9x3Lp1i6VLl7JmzRrat2/PnDlzaNu2rcn77Ly8PA4cOMCCBQtITU3l1VdfZerUqZV6HLtjxw6mTp2KTqdjxIgRtGrVyqQrhR98Pm3evJnjx48zevRovvrqK6pXr15p28S9e/dYtWoVX3zxBYGBgXzyySd07drVZMlZfZsoKSnh3LlzfPHFF0RERDB16lTee++9St1nHzx4kFmzZpGenk7fvn3p0KGDSVcKP3gA5K5duzh69ChPPfUUH330EY0aNaq0c7vi4mI2b97MzJkz8fLy4uuvv6Z3794mbxNlZWWGrZ7++OMPXnzxRebPn1+p20RERAQffPABFy9epH379vTo0cNQEGzqPjssLIzDhw/ToEED3nrrLXr27PnE53ZPPEEO95MfW7duZcGCBaSkpNCjRw+6detm2HvsSdwY/Y+t0Wi4dOkSe/bs4d69e4wYMYIZM2ZUuMM4/1cJCQm88cYbbN26lYEDB/LBBx8QHBxsmFAZ+148+OeXn5/PokWL+Pzzz6lRowYLFy6kV69elTbh8aCioiJOnDjBJ598QmRkJJ07d6Z///6Gqq8n2SbKysq4desW+/bt4/r163Tp0oV33nmnQu/B/3fcvXuX999/n99//92w31Xbtm2xt7cHnuy9KCgoYOnSpXz55Ze4u7vz2Wef0b9//0qxFPU/0Wg0XL9+nXnz5nHw4EFCQ0N55pln8PLyAp7sfdAvf9y7dy8nTpygcePGfPnllxV+D/7/VlpaGgsXLuTXX3+ldu3a/OMf/zDsTQ5P9l7o9y2dP38+Op2ON954g5EjR1boPfj/Wzqdjjt37vD666+zfft2OnTowLPPPvvQKrcn1Wfrt2zbu3cve/bswd/fn++++46nnnrKqNc3F1lZWaxbt47FixejKAovvvgiY8eONcnzqbi4mB07dvDNN99w9+5dxo8fz4svvlih9+D/OxISEnjttdf4448/aNeuHcOHDze8xIMnO44tLi5m7969/PHHH9SqVYvvv/+eXr16Vdok4IMKCgo4ePAgX375JXfu3OG5555jxowZhhWHT7JNlJaWcuLECb777jsiIiJ4+umnmTVrVqXZPuI/SUxMZN68eWzevJnGjRszdOhQ/P39n9jcDh5OyO7du5ft27fj6+vL/Pnz6du3b6VOPumVlpZy4cIF3n//fU6cOMGoUaN4++23DVWpT3puFxUVxaJFi9i8eTMhISF89NFHFXoP/r8jJSWFL774gjVr1uDt7c2AAQNo1KiRYRXuk24Thw8fZufOnbi4uPDee+8xdOjQCr0H/39Lq9USFxfH7Nmz2bVrFyNGjOCTTz4xjFee9NwuOTmZxYsXs2TJEgIDA5k/f36F34P/v3Xv3j1++uknfvzxR3Q6Hb179zbsTQ5Pvs+OiIhg9+7daLVaXn75ZZ5//nmT7VhgkgS5Xnx8PL/88gvLly+nrKyMLl260L1794cmuuV5cx78UUtLSzl//jwHDhwgMTGRHj16MHPmTDp16lRpq23+yr59+5g9ezYxMTEMHDiQ119/nVatWj00gCmve/Hon1xOTg7ff/893333HSUlJbz55pvMmjWrUlfb/JmsrCx+//13PvvsM7KysujYsSN9+/bF19fX8D3GahMajYaYmBj2799PVFQUwcHBzJo1i6FDh1bqaps/c/ToUd5//33OnTtHx44dmTFjBl27djV0HGC8e5Gbm8vixYtZtGgRhYWFvPbaa8ycOZNq1apVuTZRUlLCjh07ePPNN0lKSiI0NJRBgwZRo0YNw/cY6z5otVqSkpI4cOAAZ86cwdPTkzfeeINJkyZV6APW/lfnz5/n//7v/9i/fz9BQUG89NJLDBw48In02fn5+fz88898//33ZGRkMGHCBGbOnEmdOnUqbbXNn9HpdOzZs4d//OMf3Llzh9DQUAYPHvwvA0lj9Nn6pdkHDhzgyJEjWFtbM2fOHP7xj39UyTZx48YNli1bxurVq3FxceH5559n/PjxD+2TaKw2UVhYyO+//86SJUu4ceMG/fr1Y+bMmYSEhFTJceyePXt47bXXuHXrFm3btmXAgAH4+/s/9Hww1ji2oKCAffv2sX//fsrKypg3bx6zZs0ym+13nqS0tDTWrl3Lt99+S0lJCWPHjmXatGkEBQUZvsdYbaK4uJhDhw6xZMkSIiIiaNmyJTNnzqRPnz5Vchx76NAh5s6dy5UrV2jSpAl9+/alXr16Dz2rjXUvioqK2LdvH3v37qWsrIzZs2fz+uuv4+TkVOXaRGFhIVu3buX9998nNTWVUaNG8cYbb9CwYUPD9xjrPqjVai5cuMCSJUvYuXMnfn5+zJo1i7Fjx1aJlxSPOnXqFJ9++inHjh2jZs2a9OrVi2bNmuHk5GT4HmM+nw4ePMi+ffsoLi5m6tSpzJw507DtS1Wi1WrZtWsXs2bN4s6dO4waNepfDmA05tzu9u3bLFmyhN9++w1bW1tmz57NtGnTquQ49tq1ayxcuJAtW7bg6OhI9+7dad++/UNbmhjrXpSUlHD8+HH2799PVlYWI0aMYObMmTRq1MikBbImTZDrL3337l3Wr1/PDz/8QFJSEg0aNCA0NJQ2bdo89MAqj+vFx8dz5swZTp06RW5uLl27dmXGjBl06dLFUJVZ1Tpu+P9L4Pbv329YOlyvXj2eeeYZRo8eTWBgYLkNLvWnZp84cYI1a9awYcMGACZOnMi8efNMusTDHCiKQl5eHtu2beOrr74iJiaGwMBAOnbsSMeOHR9K0JbHtVJTU4mMjOTUqVPcvXuXpk2b8vLLLzN06FCzPazySdC3iePHj7NgwQIOHTqEp6cnAwYMYPTo0TRv3txQVV4e19LpdJw6dYpVq1axbt06AMaPH8/cuXOpUaOG2ewjaQr6g1N27tzJhx9+yOXLlwkMDKRTp0506tSpXLdg0h8Cd/nyZU6ePElsbCw1atRg8uTJvPDCC7i7uwNVu01cvnyZ5cuXs2XLFlQqFU899RSjR49+6BCk8qDT6YiIiGDt2rVs2LCB0tJShg8fzqxZs6hfv/4TrYYzN/pnxq5du3j//fe5ePEidevWpWPHjnTq1AlXV9dybRNFRUVcv36dkydPcvHiRZycnJg0aRIzZ840vCCpqvcB4Pbt26xevZqVK1eSlZVFp06dGD16NP379y/XqjCdTkdkZCSbNm1iw4YNZGZm0qtXL1599VXatm37RKvhzI3++bR3714++ugjzp07R82aNWnfvj0dO3bE09Oz3CZc+nFsdHQ0J06c4PTp01haWjJp0iTmzZv3RFcSmBt9m8jMzGTz5s0sXLjQ8NJi7NixjBgxwtCPlgedTkd0dDTbt29n/fr13Lp1i5CQEKZNm0bfvn0N88iqei8URSEsLIyvvvqK8PBw3NzcaN26NaGhodSsWbNc53b6vWPDw8M5deoUFhYWTJw4kblz5xoKfarifYD7vx/9ap/PP/+cy5cv07p1a8aNG8fYsWPL9UBG/QHf+/btY/369Zw7dw5/f3/DSid94qsq3gv93+m5c+f4/vvv2bVrFxYWFjRr1ozQ0FDq1atXrmc76dvE8ePHOXXqFIqiMHbsWGbPnk1AQIDZ7IduCvqzhHbv3s0HH3zAhQsXCAkJYfz48YwdOxZPT89yHcdmZmZy+PBh1q9fz8GDB3Fzc2PixInMmDHjia7YNzf6NhEbG8uKFStYs2YNeXl5NGrUiNDQUJo1a1auK9cVReHmzZucOnWKU6dOUVpayqBBg3jttddo3ry5WRwwbdIEOTz8FiEjI4OdO3eyfv16jh07hrW1NQ0bNiQ4OJjGjRtTu3btvz24zcjIICYmhuvXrxMVFUV6ejpBQUEMGTKEMWPG0KBBA8PgoCo2igc9uOTk6NGjrF27lh07dpCfn0+zZs3o0qULXbt2pXXr1n97oqHRaLhx4wbHjh0jLCyMsLAwMjIyaNeuHWPHjmXcuHFVOhn7oEcrMPbs2cOqVavYt28fKpWK4OBggoODadKkiaE66u/8zrKysrh58yZRUVFERUWRnJyMt7c3ffv2ZfTo0VV+kv2gB7cTOHv2LBs3bmTbtm0kJycTGBhI586d6dKlC+3bt6dmzZp/q2pPfyDl0aNHCQsL4+DBg6Smpj7UJh5MrFTle/FgmygrK2Pv3r38+uuv7Ny5E+Bf2sTfPVw1Ly+PO3fuGNpEfHw8Dg4OdO/enTFjxtCrV68q/QL1QQ+2iejoaLZt28bmzZu5fv06Pj4+dOrUia5du9KxY0fq1av3tytZb926ZegjDh06REpKCq1atWLUqFGMGTMGLy8vk+0xbG4e7LMfbBM6nY769esbxk7+/v5/u5K1uLiYxMREoqOjuX79OnFxcZSVldGxY0fGjh3LsGHDqnTi6UEPtonk5GR27tzJhg0biIiIwNnZmc6dO9O1a1e6dOlC48aN/3ZC6vbt24SHh3P06FGOHDlCYmIiwcHBDBs2jDFjxhAQEFClXxY96ME2cejQIVavXs2OHTsoLi4mICDA0FfUrVv3b1eyajQakpOTDW0iOjqa/Px82rVrx7hx4xgzZoyMY//pwT47Ly+P3bt3s3btWg4ePIi1tTWdO3emW7dudO/enebNm//tNpGYmEhERATHjh3jyJEjxMXFUbNmTfr3728oYDDlvtvm5ME2cerUKdavX88ff/xBRkYGfn5+hnl2UFAQ1apV+1uVrDqdjtTUVKKiorh+/TrXr18nKyuLtm3bMn78eMaPH//QodlV+V48WtW9d+9eVq1axa5du1CpVIZV9N27d6dFixZ/+0D0tLQ0zp8/T3h4OEeOHOHatWs4OzvTq1cvRo0aRdeuXZ/oVpHm7ME++8qVK2zatImtW7dy8+ZN3N3dDW2ifv36eHl5/a18h/6MnKioKK5du8a1a9fIysqidevWjB071vAyxFTnx5iTB9uEfmXkb7/9xo4dO1CpVHTq1MnQT7Ro0eJv7yyQk5PDlStXOHbsGEePHuXcuXPodDq6dOnCqFGjGDhwoIxj/+nBNnHnzh22b9/Oxo0bOX/+PI6OjjRo0MAwfqpRo8bfzsfq24S+n8jMzKRp06aMHDmSMWPGULNmTcNnmsO9MHmCXO/RBEhycjLbt2/nyJEjhIeHk5mZibW1Nd7e3vj4+ODp6Ym9vT12dnY4OjpSUlJi+MrOziY9PZ2UlBQKCwuxtrYmJCSErl27MmDAAJo3b46Dg4M8nP7Eo3uMHjp0iIMHD3Ls2DFu3bpFWVkZ1atXJzAwkLp16+Ll5YWTkxMuLi5YW1tTWFhIQUEBubm5JCUlcfPmTW7fvk1hYSHOzs506NCBbt26MXjwYMNhlCD34VGPdhyZmZls27aNw4cPc+TIETIyMrCyssLHxwdvb2+qV69uaBMODg6o1WpDm8jJySEjI4OUlBTy8/OxtLSkUaNGdO7cmb59+9K2bduHtu+Qe/GwB9tEUVERERERHDhwgKNHj3L9+nWKi4txc3MjICCAwMBA/Pz8cHZ2xtnZGQcHB0ObyM/P5+7du9y4cYObN29SUFCAnZ0doaGhdO/enaFDh9KgQYOHfv9yL/6/R7d6yM7OZuvWrRw6dIgjR46Qnp6OlZUV3t7eeHt74+npiYODg6FNlJWVGdpEXl4e9+7dIzU1lZycHAD8/f3p2LEjvXv3pkuXLvj6+kqb+BMPtonS0lKuXbvG3r17OXr0KJGRkeTm5uLo6EhAQABBQUHUqlXL0CZcXFwoKCgwfCUnJxMbG8uNGzfIy8vD3t7+oX4iODj4ocGY3IuHPXgvcnJy2L59O4cOHSIsLIyUlBRUKhXVq1c39BOOjo7Y2dlhb2+PoiiUlJRQWlpKfn4+mZmZpKWlkZmZSVlZGd7e3oSGhtKzZ0969+6Nv7+/tIk/8eiWZfHx8ezcuZOwsDBOnTpFZmYmtra2BAQEUK9ePfz9/Q1twtXVlYKCAkNfoe8n9G3C1taWNm3a0KVLFwYOHEjTpk0feukh9+JhD7aJvLw89u3bZ+gnEhIS0Ol0VKtWzdAmnJ2dDW3C0tLS0E8UFRUZ2kRGRgalpaW4urrSoUMHevTowYABA6hXr57chz/x6LL29PR0tm/fzuHDhwkPDyctLQ0bGxv8/f1p0KABAQEBODs74+TkhJubm6E9FBYWkpycTFxcHDdu3CAnJwcrKyuaNWtmGMe2atUKFxcXuRd/4sE2UVBQwPHjxzlw4ABhYWHExsZSWlqKs7Mz3t7eeHl54ebmhp2dHXZ2dtjY2Bj6ieLiYrKyskhLSyM1NZXi4mIcHBwMbWLIkCEyjv0LfzWODQsLe6hN1K9fH39/f1xcXAxtori42NAu0tLSuHXrFjdv3uTevXuoVCqCgoLo1KkTvXv3JjQ0FC8vL2kTf+LBNlFcXMylS5fYu3cvYWFhXLp0iYKCAhwcHAxtwt3d3dBP2NnZGdpESUmJoU2kpKRQVFSEra0toaGhhjbRsGFDo2z3VRk82iZycnLYtm0bhw4d4ujRo6SmpmJpaUnt2rUNYyc3NzfDfKKsrMzQJu7du8edO3e4efMmKSkpaLVaatSoYRjH9uzZk1q1akmb+BOPbkcdFxfH7t27OXLkCKdPnyY7OxtbW9uH5tn29vbY2tr+Sz42KyuL9PR0kpOTDW2iXbt2dO/enUGDBtGoUaOHXgSa070wmwT5gx58YOl0OsPBEteuXePGjRvExMSQkJBgmFxnZ2fj5OSEo6OjoXOvV68eQUFBNGzYkJYtW+Ls7GyotK3KWxX8XfplF/qvxMREoqKiiImJMSS+MzMzKSwsJC8vD7VajaOjoyFh7uvrS1BQEEFBQQQHB9OsWTPDpK4qLyv6ux5tE4qiEBUVxdWrV4mNjSUmJob4+Pj7bcKhDvn5BdjZ22Fflo2zlRZvr+rUrVuXoKAgGjRoQPPmzQ2rAKRN/D2PtomMjAxDm7hx4wa3bt0iLS2NwsJC8vPzKSwsNLQJ/fPpwTYREhJieCsulbH/vT9rE9euXSM2NpbY2FgSEhLIy8szvLCzsbHByckJJycnPD098ff3JygoiHr16tG0aVPDcmNpE3/PgxVq+her+mr8mzdvcvPmTZKTkw1tIi8vD0dHx4f6bP19CA4OplWrVtIm/kcPPpt0Oh03btwwjJ1iY2OJj48nJyeHAisPCtQqVBYq7CnBSVWMu6sTtWvXNjyfmjRpQlBQENbW1g+Nn8R/9mibUKvVD41jb9y4QVJSkqFN5OTkPDSO9fLyMrQJ/TjW0dERCwsLaRN/06N99p07d7h+/brhpdyj49iysjJDn+3m5kaNGjUMbaJRo0Y0btxYxrH/g0f7bJ1OZxjH6ud2iYmJD7WJB/sJLy+vh8axLVq0wM3NTcax/4NH24S+Cjw6OpqbN28SFxdHeno6BRoLCizdKSktxcHGEgdtDq72lvj6+hrm2cHBwQ9Vd0qb+O/91dxO3yaSkpIMBTa5ubmGwsBHx7H169enadOm+Pr6YmVlJW3ib3q0TeTk5Pzbcaz+XuTn5z/UZ/v4+FC/fn1Dm5Bx7P/u0XFsTEzMQ+PYxMTEh+Z2VlZWhjbh7u5O7dq1CQwMpF69ejRu3JiAgABsbGykTfxNj45ji4uLDVXg+nFsYmIihUXF5NvXIj8/Hwd7B+w193CxUf6lTYSEhBgKlM29TZhlgvxRjz60HvzS//dH3z7oG8CDHbW53oSK5MFO/NF78KgHH0SPfonH81dtoukyFSVl97/vk+4wuD7YWz98P8z9wVSRPNqR/6c2of9feWFX/h59Nj34jHrUo88kaRPl5z/12Q/6szbx4H8T/7s/axMv7VJx+M797xnRCF5sCXWr/Xm/LR6PtAnzIeNY8/C/tgmZ25W/R8ew+nuwLw6m77n/PXVc4YOu0Ln2/X8/OoaV+1A+/ttx7KNtQsax5evR379OpzP8/4+SPtu4HmduJ8+n8vNn/XWhWqHFchWKAhYqWNAH+v3zTO6K2iYqxDH38odtPlQqlUlPlRX3/VWbUFmA6p+3yNIKrG3ApnzO4BH/xoP3QtqGaVW1U+DNlfTZ5uPP2oTK6t/0EzZPMLAqRtqE+ZBxrHmQNmE+Hk2w6llZ//9+QmV5/9/STxiXjGPNgzyfzIe0CfPwZ21CA2AJ+v9SGfoJ+YsTQgghhBBCCCGEEEIIUSVJglwIIYQQQgghhBBCCCFElSQJciGEEEIIIYQQQgghhBBVkiTIhRBCCCGEEEIIIYQQQlRJkiAXQgghhBBCCCGEEEIIUSVJglwIIYQQQgghhBBCCCFElSQJciGEEEIIIYQQQgghhBBVkiTIhRBCCCGEEEIIIYQQQlRJkiAXQgghhBBCCCGEEEIIUSVJglwIIYQQQgghhBBCCCFElSQJciGEEEIIIYQQQgghhBBVkiTIhRBCCCGEEEIIIYQQQlRJkiAXQgghhBBCCCGEEEIIUSVJglwIIYQQQgghhBBCCCFElSQJciGEEEIIIYQQQgghhBBVkiTIhRBCCCGEEEIIIYQQQlRJkiAXQgghhBBCCCGEEEIIUSVJglwIIYQQQgghhBBCCCFElSQJciGEEEIIIYQQQgghhBBVkiTIhRBCCCGEEEIIIYQQQlRJkiAXQgghhBBCCCGEEEIIUSVJglwIIYQQQgghhBBCCCFElSQJciGEEEIIIYQQQgghhBBVkiTIhRBCCCGEEEIIIYQQQlRJkiAXQgghhBBCCCGEEEIIUSVZmToAIcT/RlEUALRareFLURQsFFtUOgWVSoVGXUZxsQ4LrQUWFhZYWlpiYWGBSqUycfRCCCGeBEVRDH2ETqdDURSUMisslPs1ElqNlpJiHcV2GPoJS0tL6SeEEKKKUBQFnU6HTqcz9BXqUhUWijUoCiodqEvLKCpSHuonLCyk1k4IIaqCf5d7KtaAhWJzPwelUqEu0fxLP6FSqSrUnEKl6H9SIYRZUxQFRVEoKyszfBUXFxMXF8fNmze5e/cuRUVFHLXpi7pMh4WFJfU1l6hjfQ8vz2r4+/tTt25dvLy8sLW1xcrKCisrK0mECCFEJaJPcOj7iZKSEuLj44mLiyMpKYm8vDwuWrQiXfEEFfhpEwhQJeDrYkmNGjWoW7cuNWvWxMnJydBPWFlZSSJECCEqCf2LU30/oVarycjIIC4ujvj4eO7du8fdMneuWIag1epwVBVTX3uVmnaFeHt7ExgYSEBAANWqVXuon7C0tDT1jyaEEKIc6F+cPph7KigoIC4ujlu3bpGcnExBsZpjNn3RlGmwsrQkuPQctW2z8fLyIjAwkMDAQDw8PP5lPmHOuSdJkAthxvTNU/9QSktLIzw8nBMnTnDixAlu3bqFoihYWlri6+uLo6Mjjo6OuLm5UVRURFFREYWFhaSnp1NYWIhWq8XV1ZWmTZvSoUMHOnbsSLNmzXB3d68QDywhhBD/6sFkR0ZGhqGPOHnyJDdv3kSj0WBhYUH16tVxdnbG0dERFxcXdDqdoa/Izs4mOzsbtVqNra0tAQEBtG3bltDQUNq1a0edOnUMg1vpJ4QQomJ5MNmRk5PDpUuXOHnyJKdOneLq1atkZ2ejUqlwcnLCw8MDBwcHnJ2dsbe3p7CwkKKiIvLz80lPT6ekpAQALy8v2rVrR8eOHenSpQv169d/qJ+QvkIIISqOBwsyi4uLuXPnDidPnuTkyZOcOXOGpKQkFEXB2toaHx8fHBwccHJywtXVlcLCQkNfkZKSQnFxMTqdjurVqxvmE126dKFhw4aGYk1z7CckQS6EGXowMZ6VlcXOnTv5/fffOXbsGBYWFoSEhNClSxdat25NvXr1qFevHjY2Nn/6gNHpdKSmphIXF0dUVBQRERGcOHGCpKQkPDw86NmzJ8OHD6ddu3a4ublJVbkQQpi5B5c6FhQUsHPnTjZs2MCRI0fQ6XQ0a9aMzp0706pVK+rXr09QUBBOTk5/WgmuKAq5ubnEx8cTExPDhQsXOHHiBJcvX0ZRFFq2bMnIkSMZMGAAvr6+srxeCCEqAP0L1OLiYsLDw9m8eTMHDhzg3r171K5dm3bt2tGuXTsaN25MYGAg3t7eWFtb/+lnaTQaEhMTuXHjBleuXCE8PJyTJ0+Sl5dHcHAwo0aN4tlnn6VWrVoVcnm9EEJUNfrEeGlpKTdv3mT79u1s376dy5cv4+TkRKtWrejUqRMtWrQgKCiIgIAAbG1t//Kz9P3E1atXCQ8P5/jx4+Tk5BAYGMiwYcMYMWIE9erVw9bW1qyKNCVBLoQZ0TdHjUbD7du3Wbx4MatXr0aj0dCrVy9Gjx5N7969cXV1fexrabVabty4wZ49e9i0aRNXrlyhdu3ajB8/npEjR1K7dm2zelgJIYT4//2ETqcjIyOD7777jmXLllFYWEjPnj0ZM2YMTz/9NO7u7o+dwNbpdGRnZxMeHs7GjRvZt28fWq2WIUOG8Oqrr9KsWTPpJ4QQwgzpK8azsrL47bff+PHHH0lMTKR58+YMGzaM/v37ExgYiI2NzWNfR6PRcPr0aTZs2MDvv/9OTk4OgwYNYs6cOYSEhBi2XpG+QgghzIc+mV1QUMDx48f54YcfOHr0KNWqVaNv374888wztG/fHicnp8e+VllZGefPn2fTpk1s2rSJ1NRUOnfuzIwZM+jSpQsuLi5m8UJVEuRCmIEHK8ZjY2OZP38+mzZtwsvLi2nTpjFu3Di8vLyMdv2ysjKuXLnCb7/9xubNm7GwsGDs2LFMnjwZf39/QAa1QghhSg8O17Kysvjss89YtmwZjo6OvPrqq0yaNAkfHx+jPav1iZYtW7awePFiYmNj6d+/P++99x5NmjQxi0GtEEJUdfq+Ijc3l++++47ly5dTWlrK6NGjmTRpEsHBwX9a+Vce1y4tLWX79u189dVXXLhwgaeffpqPPvqIFi1aSKJcCCHMgL6fKCoqYvfu3SxevJhLly7Rpk0bXnzxRXr16oWbm5vRrl9aWsqhQ4f4/vvvCQ8Pp0mTJsycOfOhQlBT9ROSIBfCxPRNMDk5mZ9//pnFixfj6enJrFmzGDVqFA4ODk80ntu3b7N69Wp+++03LC0tefXVV3n++edxcHCQAa0QQpjAg9uprF69mrlz56IoCvPmzWPy5Mk4Ojo+0edzSUkJO3fu5IsvvuD69etMnz6dd999F2dnZ+knhBDCRPTVgBs3buSdd94hLy+PKVOmMGXKFPz8/J74IZp79uzho48+4vz580yZMoX33nsPT09PeaEqhBAmop9TnDx5kvnz53PixAk6derE9OnT6dixo9FeoP6ZkydPsnDhQg4ePEinTp2YPXs2bdu2xdra2iT9hCTIhTCx4uJiDh06xHvvvUdaWhrTpk3jlVdewdnZGTDN2zNFUbhx4waLFy9m3bp1NGvWjC+//JJWrVo98ViEEKKq0+l0JCQkMGnSJMLDw5kyZQqffvqpSassFEWhpKSEX375hffffx8HBwd+/fVXunfv/sRjEUIIASkpKbz44oscPHiQ0aNH895775l0y0R9wn7lypW88847qFQqlixZwtNPP42dnd0Tj0cIIaq6rKwsvv76a3777TcCAwN54403eOqppwzP5CfdV+j7if379/P5558TGxvL5MmTmTJlCrVq1XqisYAkyIUwqbt37/Lzzz+zbNky2rVrx6effkrDhg0B0y4/1D8W1Go1ERERvP/++9y+fZu5c+cyZcqUJ16BIoQQVZVarWbPnj1MmTIFDw8Pfv31V1q3bg2YRz+hKAppaWnMmDGD7du388477/DOO+/I3uRCCPEEHTx4kIkTJ2JnZ8eyZcvo1KmT4bBNc+grsrKymDlzJps3b+bll19m7ty5hmpyIYQQxnf+/HnefvttYmJimD59OuPHjzds42sO/UR+fj7Lli1j2bJl1K9fnzfffJPOnTs/9plKf4ckyIUwkcjISL766itOnz7NlClTePXVV81uGxP94+Hu3bssXLiQFStWMHjwYL777jscHR1NHJ0QQlRuBQUFfPPNN3z22WeMHDmS77//3uy2MXlw+5clS5YwZ84cevTowYYNG3BycjKrWIUQojL65ptvmDdvHoMGDeL777+nevXqZreNib5KcMWKFbz99tsEBwezdOlS6tWrJ4U3QghhZGvXruWjjz7C29ub999/3/AS1dz6CYCwsDA+++wz7t69y2uvvcbzzz//xLZ+kQS5EE+YoigcPXqUzz77jPz8fN566y369+9vdgPZBymKQn5+Prt27WL27Nm0atWKX375BQ8PD1OHJoQQlY6iKGRlZfHee++xevVqPvnkE6ZNm2bWVdmKoqDT6Thz5gxDhgwhICCA7du3GxI1Qgghyo9+Cj937ly+/fZbPv74Y1577TVsbGwA8z0IU6fTcfHiRSZNmoSlpSWLFy+mVatWhmp3IYQQ5UdRFL777jvmz59Pv379mDVrFkFBQYD59hOKonDnzh3mz5/PgQMHmDBhAjNmzDBsQWxMkiAX4glSFIUdO3bw5Zdf4urqyltvvUVoaOgTXTbyv9LvNxseHs7UqVOpWbMmGzduNCzLEUII8fj0W5bMmjWLgwcPsnDhQkaMGFEhKuz0FYLR0dEMGDAABwcH9u/fj6+vr9kOwoUQoqLRT9+nTp3Kr7/+ytKlSxk7dixWVlYV4lmr0+mIi4tj8uTJZGRk8N1339G5c+cnfjicEEJUZoqi8OGHH/Ljjz8a9vX28/OrEP2Eoiikp6ezdOlS1q1bx5AhQ5g3bx5ubm5Gva4kyIV4gvbs2cNXX31F9erVmTdvHs2aNasQSQ89RVFQq9VERkYyceJE6tSpw6ZNm57I2zwhhKgKUlJS+Pjjj9m5cyc//PADvXv3xsrKytRh/df0SfL4+Hj69OmDu7s7u3btolq1ahViQC6EEOZOURTeeecdvvnmG9asWcPAgQMrTHJcT6fTkZyczEsvvUR6ejpff/01oaGhUkkuhBDlZP78+Xz77be8/vrrjBs3rsKt6lQUhZycHFasWMHKlSsZOHAgb7/9Ng4ODka7pvmXrQpRSYSFhbFw4UI8PDx4/fXXK1xyHO4vw7GxsSEkJITly5cTHR3NCy+8QGlpqalDE0KICi81NZVFixaxa9cuvvrqqwqXHIf7/YSFhQV16tRh8+bN3L17l/Hjx1NQUIDUZAghxONRFIXvv/+eb775hkWLFlXI5DiAhYUFfn5+LFy4EHd3d9577z1Onz6NVqs1dWhCCFHhrVixgm+//ZaXX36ZMWPGVLjkONyfU7i5uTF+/HjGjx/P9u3bmT9/PhqNxmjXlAS5EE9AdHQ0S5cuxcbGhunTp9O6desKlxzX0yfJ27Rpw9KlSzl27BiffPKJqcMSQogKLScnhz/++IMNGzYwZ84chg4dWuGS4w+ysLAgODiYtWvXcu7cOT788EN5mSqEEI9Bp9Nx5MgR3n77bd5++23GjRtXIZPjehYWFgQEBPDVV19hYWHB4sWLuXr1qqnDEkKICu3EiRN89NFHjBo1iokTJ+Ll5VVh+wmVSoWHhwdjx45l1KhRbNu2jVWrVhntepIgF8LI8vLyWL58OampqYwdO5aOHTtW6KQH3H9Q2dnZ0aVLF95++20WL17MH3/8YeqwhBCiQlKr1Zw9e5Zly5bRt29fJk6cWCn2YrW0tKRdu3Z89tln/Pzzz2zZskWS5EII8T/Qn08xY8YMunXrxmuvvYatrW2FTXroWVpa0rhxY2bNmsWtW7dYu3Yt8fHxpg5LCCEqpHv37jF79myCg4OZNm0avr6+FeK8u79iYWGBj48Pw4cPJzQ0lB9//JFjx44Z51pG+VQhBHB/MPvLL79w8uRJhg0bRp8+fQyny1d0KpUKR0dHRo8eTZ8+fZgzZw7JycmmDksIISoURVG4du0aCxcuxM/Pj7lz5xp1b70nzdramlGjRjFkyBA++OADbt26JUvohRDib9CfATRz5kzKyspYsGABTk5OFT45rmdlZUXPnj155plnOHLkCAcOHKCwsNDUYQkhRIWiKApvvvkmWVlZfPDBB9SqVavCJ8f1LCwsCAwM5Nlnn8XDw4MFCxaQkZFR/tcp908UQhicPn2anTt30qlTJwYOHIiLi4upQypXKpUKd3d3PvjgA3Q6HR9//LGpQxJCiAolJSWFHTt2kJ6ezpw5c/Dz8zN1SOXO0dGRjz76CFtbW/7v//6PgoICU4ckhBAVhlarZceOHezdu5evv/6aOnXqmDqkcmdvb8/EiRNp1qwZf/zxB2fOnDF1SEIIUaHs2rWLXbt28fbbb9O4ceMKv2vBo6ysrAgJCWHChAnEx8fz008/lfs1JEEuhJEUFxezZs0a7OzsePrpp6lVq1alqfR4kEqlwt/fnzfffJMNGzYYbbmLEEJUNhqNhgsXLnDw4EH69u1L27ZtK02lx6Nq1KjB3Llz2bt3L2FhYZSUlJg6JCGEMHuKopCdnc0XX3xB//79eeqppyrsOUb/iYeHB+PGjaO0tJS9e/eSmJho6pCEEKJCKCgo4IsvvqBLly706tULe3v7Spl7sre3p127dvTr148tW7Zw/vz5cv38yjkLE8IM7Nq1i8jISPr06UOrVq2wtrY2dUhGoVKpsLa2ZsiQIbRs2ZJPPvmEsrIyFEUxdWhCCGHWbt68yY4dO3BxceG5557Dzs7O1CEZjYWFBQMGDKBt27Z8//33ZGVlST8hhBD/QWlpKStWrCAtLY0333yzUm3B9SgLCwvatm1L165dOX/+PCdPnkSn05k6LCGEMHsrVqwgPj6e1157DU9Pz0pbcKNSqfDx8aFv3764urqybNmyct26sXL+1oQwsYKCArZu3Yq/vz+hoaG4ubmZOiSj0m+1MmfOHCIiIjhy5IipQxJCCLOmVqu5dOkSUVFRDBw4sFIumX+Uq6srr732GtHR0Rw5coSioiJThySEEGZLp9Nx7949Vq5cyejRowkODjZ1SEbn4ODAkCFDcHd359ixY9y+fdvUIQkhhFnLy8tj+fLlDB06lKZNm1baVUZ61tbWBAcHM2zYME6ePElERES5fbYkyIUwgsOHDxMbG0v37t0JCgqqtG/wHqRSqQgNDaV169YsWrQIRVGkOlAIIf7ErVu3OHbsGB4eHvTt27fS7RP4Z9q2bUvbtm1Zt26dVJELIcRfKC0tZevWreTk5DBp0qRKuxr1UUFBQbRv3564uDhOnz4t/YQQQvyFTZs2kZaWxoQJE3BwcKiUW6s8ysXFhdDQUHx8fPjtt9/KbbVR5c/aCfGEaTQatmzZQp06dWjZsiVOTk6mDumJUKlUODo6Mm3aNI4ePcqFCxdMHZIQQpglrVbL5cuXiY2NpVu3btSoUcPUIT0xDg4OTJo0ievXr3P+/HmKi4tNHZIQQpgdRVHIzc1l9erVDBgwgKCgIFOH9MTY2trSo0cPXF1diYiI4O7du6YOSQghzJJarWb58uX06dOH+vXrV4nCTABLS0tq167NwIEDOX78ONeuXSuXz60avz0hnqBr165x5coVunbtSkBAQJV5SMH9JHnPnj3x8/Nj06ZNpg5HCCHMUmpqKhcuXMDOzo5evXpV+qWQj+rcuTN16tTh0KFD5OXlmTocIYQwO2q1mnPnznHr1i0mTJhQZVYZ6TVo0ICmTZuSmJjI5cuXTR2OEEKYpbNnz3L16lUmTJhQaQ/m/DMuLi506tQJBwcHdu/eXS6fWXUyd0I8IQcPHsTBwYHmzZvj6upq6nCeKJVKhZubGwMHDmTr1q0UFxfLskghhHjEjRs3iIuLo1GjRtStW9fU4TxxLi4u9O7dm1OnTpGWllauh+sIIURlUFxczJ49e6hfvz4tWrQwdThPnL29PS1btkSn03Hx4kXUarWpQxJCCLOzefNmgoKCCAkJqVKFmQBWVlb4+fnRtm1b9u7dWy6rUqvWb1AIIysqKiIsLIymTZtSs2bNKlcVqDdixAji4+M5d+6cqUMRQgizolariY6OJi8vj3bt2mFra2vqkEyif//+5OXlcfHiRTmsUwghHqDT6cjKyuLo0aMMGDAABwcHU4dkEs2aNaNGjRpER0eTkJBg6nCEEMKsFBYWsnPnTgYOHIiTk1OVqh7Xc3V15amnnuL27dtcunTpsT9PEuRClKO4uDhu3bpF27Zt8fT0NHU4JtO0aVP8/f3Zt2+fVJALIcQD7t27R2xsLM7OzoSEhJg6HJNp2LAhdevW5ezZs+Tk5Jg6HCGEMBtqtZrr16+Tnp5O3759TR2Oyfj6+tKgQQNycnKIiooydThCCGFWrl27xp07dxg4cGCVqx7Xs7Ozo3Hjxnh4eBAWFvbYn1c1f4tCGMnZs2extbWlfv36ODo6mjock1CpVNja2tKpUyfCwsJQFEWS5EII8U8JCQmkpqZSp06dKnU456NsbGxo3bo1UVFR5OXlST8hhBD/VFJSwrlz5/D19aVhw4amDsdkrKysCAgIwMrKitjYWOknhBDiAceOHcPLy4vg4OAqWT0OYGFhgaurK02bNuXkyZOP3U9IglyIcnT+/Hn8/f3x8PCostur6HXt2pUrV66QnZ1t6lCEEMJsJCQkUFRURFBQEDY2NqYOx6Tatm3L3bt3SUtLo6yszNThCCGEWSguLubChQuEhIRgZ2dn6nBMyt/fH2dnZ27fvk1hYaGpwxFCCLMRHh5O27ZtcXBwqLIJcrh/ZkVISAjXrl177FWpkiAXopxotVquXr1KvXr1cHZ2NnU4JtehQwcKCwtlSaQQQvyTTqcjOTkZrVZbJQ/nfFSLFi1QqVTcunVL9iEXQghAURSKi4uJjo6mTZs2pg7H5GrWrImfnx+pqamkpKSYOhwhhDA5RVHQarWcO3eODh06VOnkONzfZqVFixbk5eURGxv7WJ8lCXIhyklubi5paWkEBARU2cN0HlSnTh1cXFyIioqSJZFCCMH9qsCMjAxsbW2pWbOmqcMxuRo1auDu7m6oqhdCiKpOq9WSmZlJTk4OjRo1MnU4Jufm5oaPjw/FxcUkJyebOhwhhDAL2dnZpKam0qxZM1OHYnLW1tbUrl0be3t7YmJiHuuzrMopJiGqvPj4eEpLS6lVq5bRlkPq9/OOi4sjIyMDjUaDq6sr9evXx97eHpVKRVFRERkZGdjb2+Pu7o6lpeVDbxXz8vIoKyvDycnJaMv7VSqVYd/AGzduSIJcCCGAzMxMMjMzcXNzw8vLy2jXURSF27dvk56ejlqtxsnJiYCAAFxcXLC0tKSkpMSw/ZWrq6uh/ygsLCQ/Px+tVgvcr8hwd3c3WmWKpaUlNWrUIC0tTRLkQgjB/QM64+PjsbCwICAgwGjXURSF9PR0kpOTKSwsxNraGh8fH3x9fbGxsaGsrIz8/HwKCgpwcnLC1dUVCwsLQ+XivXv30Ol0eHt7G3VbSQsLC9zc3LC0tCQtLc1o1xFCiIpEn2MJCgoy2jhdv6IpPj6erKwsdDod1apVIzAwEHt7exRFoaioiHv37uHg4ICHhwcqlYqcnJx/Gdc7Ojri4uJilMNEVSoVNjY2+Pn5ERcX91ifJQlyIcpJQkICKpUKb29voyWeFUXh4sWLrFu3joyMDKysrHByciI0NJSBAweiKAq7d+8mMTERT09PAgICaNOmDba2tsD9QfeBAwfQ6XR07twZHx8fo8SpFxQU9NgPKSGEqCyysrLIy8vDz88PNzc3o13n6tWrbNiwgeTkZFQqFY6OjrRs2ZKnn34aNzc3zpw5Q1RUFNbW1tSqVYumTZvi5+dHVFQUERERhj6sVq1a9OrVCysr4w0Xa9euze3btykuLjbaNYQQoqJQq9UkJibi4OCAr6+v0a6TkJDA3r17uXjxIqWlpdjZ2eHv70+3bt1o2rQpycnJHD9+nLy8PHx9falfvz7NmjVDrVYTGRnJ5cuXsbGxwd/fny5duhg1SV6tWjVsbGxIT0832jWEEKIiiYuLw9bWlho1ahjtGgUFBURERLB7925ycnKwsrLC3d2d0NBQnn76adRqNXv27OHu3bt4e3tTt25d2rdvz6VLl4iOjjZ8TnZ2Ni1btqRHjx5Gy5Pp5zS3b99+rM+RLVaEKCfp6em4uLhgb29vlDdj+jd47733HiUlJTz//PN89NFHtG3blnfeeYeoqCiuXr3K/Pnz0Wg03L17l7feeou0tDRD5fm1a9f45ZdfOHLkCLm5ueUe46Nq1KhBSkqKVJALIQQYqrNdXFyMlnRWq9V8/PHHZGZmMnz4cN577z169uzJihUrCA8P59q1a6xcuZKYmBiysrJYsWIF+/fvR6PRcP78ecLCwigqKqKoqIjS0lKjP7+9vLzIzc1FrVYb9TpCCFERlJWVkZmZiaenp9ESCWVlZaxfv56TJ08SEhLCzJkzee6550hKSmLlypVERUVx6NAhNm3ahFqt5syZM3zxxReUlpaSlJTE559/blg5++WXX5Kfn2+UOPWcnJywtrZ+7MPXhBCiskhJSaF69erY2NgYpYJcp9MRExPDDz/8gKOjI5MnT2bevHkEBATw8ccfExUVxaVLl5g/fz4qlYqEhAT+8Y9/oNFoKCkpIS8vz7AF8YYNG0hKSjLqnMLS0hIvL6/HXmkkFeRClJPCwkLs7e2NVkGhKAp37tzh3r17bNu2zZBcGTNmDPv372f37t3UrVuXF198kWeeeYbCwkLWr19Pfn4+Op2OrKws1q9fj6enJ9WqVTNKjI9ydnamoKDgiVxLCCHMXWlpKYDRtuGC+9t9paWlsXjxYjw9PVGpVNSpU4fz589z5coVCgsL6d69O+3atcPDw4Pk5GSys7PJzs5GURSaNGnCgAEDDNt0WVtbGy1WuL/ksrS01LCtixBCVGU6nY7i4mKcnJyMdg391iqDBg1i6NChhsKe3Nxcdu3aRXh4OB4eHkybNo2OHTty+vRpvvzySzIzMzl//jwWFha8+OKLlJWV4ePjQ1FRkVFXRdnY2Bi2BxNCCHG/utvFxcVon19UVERCQgKurq58+OGHhhzXyJEjOXPmDHv27CEgIIDp06czYsQIMjMzWbp0KQUFBTz99NP06dMHRVE4ePAgSUlJjBo1ymgvfeH+dlyOjo6PnXuSBLkQ5aSwsBA7OzujVI/D/UN7jh07Rps2bf6l8vDpp5/ml19+4c0338Ta2pozZ87wxx9/4ObmhpubGxqNht9//526devi5eVlSNIYm7Ozs9GrSoQQoqJQq9UoimLUAeKxY8do1qwZdnZ2D1WUhIaGsmrVKoYNG0ZISAixsbFs2LCBxMREWrduTUlJCVlZWZw5c4a7d+9So0YNunXrRufOnY26dN7BwUES5EII8U/6BLmDg4PRrnH16lWcnJzw9vZ+aN7i7+9PtWrVKC4uZty4cWRnZ3P06FF2796Nn58fNjY2hmX9CxYsQKvV0q5dO6pXr260WOF+gtzCwkIS5EII8U8FBQU4Ojoa7fPv3bvHrVu3aNSo0UPzADs7Ozp16sT27dt566230Ol0REREsHXrVmrVqoWrq6vhe3Nzc/nyyy/59ttvDecdGYt+S8nHTZDLFitClJPS0lKsra2NliDX6XTcvXvXMDjUb5uiKAru7u7k5+dTWlpKWVkZiYmJpKamolKpyMjI4NSpU0RERNC0aVPs7OwoKCggPz8fjUZjlFj1HBwcZDArhBD/pH/mGrMq++7duxQVFRmWMer7CRcXF0pLSykuLkaj0ZCRkUFycjIlJSUUFBRQVFREUFAQkyZNYs6cOTg7O/Pjjz9y7949o8UK9wfaGo0GnU5n1OsIIURFoNPp0Gg0Rl1plJmZSU5OjuHFpL6fsLW1xdramoKCAtRqNYWFhSQkJJCVlYWiKKSkpJCQkMCNGzcYOXIk/fv3Z8GCBcTHxxstVrjfZ6pUKqPPW4QQoqIoKSnB3t7eqJ+flpZm2AJR30+oVCrc3NzIy8ujpKSEsrIy4uPjSU1NxcrKipSUFMNn/P777zRr1owGDRoYtdgG7ifIbW1tHzv3JAlyIcqJra2tUSf5FhYW1KtXj8OHDxtOBS4qKiIpKYnjx4/Ttm1bLly4QGJiIkOHDuXnn3/G09OTs2fPsn79ekpKSvjll1/YunUrhw4dYt++fSQnJxslVr3i4mLDAaFCCFHV6Vf/lJWVGe0aDRo0MByspq9ETElJ4cyZM9SqVYvU1FRu3rxJixYt+Oyzz+jduzfx8fEUFRXRp08f+vXrR1BQEB06dKB69epcvXrVaLHC/ZfLVlZWRnu5LIQQFYmFhQXW1tZGXe1Zo0YNkpKSuHPnDhqNBo1GQ2ZmJtevXyc/P59q1apx5coVrK2tmT59Oh988AElJSVcuHABb29vunXrRmhoqOF/jx07ZrRY4X6fqSiKUQ+MFkKIiqQ8ksF/xcnJCWdnZ86cOUNJSQmKopCfn8+dO3eIjIykZcuWREZGkpyczOjRo/n111+xsrIiPDwcuF8UtHz5csaNG/dEnt2KoqBWqx879ySzESHKiaOjIyUlJUZLkFtZWdG/f38sLCzYsGEDWVlZhIWFMWzYMH755Rdeeuklzp07xy+//EJ6ejqZmZkUFxfTsGFD5s2bxyeffMLrr79Onz59CA0NpXPnznh5eRklVr38/HycnZ2Neg0hhKgobG1tUalURk189OvXDzs7O7Zt20ZKSgonT55k8uTJLFiwgE6dOlFQUMDGjRu5fPkyWVlZFBQU4OXlRXZ2Nj/88AObN28mMzOTxMREiouLadKkidFihf+/PZmxK0uEEKIisLCwwN7e3lAMYwxt2rShVq1anDt3jgsXLnDt2jX+7//+jzfeeIOcnBxatGjBgQMH2LlzJ1lZWeTm5mJhYUGLFi1o0qQJcXFxZGZmkpmZyZ07d2jXrp3RYoX7L1J1Op1RqyWFEKIicXZ2prCw0Gif7+PjQ2hoKNnZ2ezevZvk5GS2b9/O2LFj2bp1KxMmTODUqVOsXLmSrKwssrKyKCkpoXnz5gDExsaiVqtp2rTpEymCURSFwsLCx849yWtYIcqJo6MjxcXFaLVaw/KT8qRSqXB3d2f16tVMnz6dZcuW4eXlRXFxMV5eXiQkJDBixAhmz57NmDFj0Gq1tGnThiZNmjx0KGdUVBSWlpb4+fkZfaCZl5cnCXIhhPgn/d7jpaWlRukn4P6AeeXKlbz++uusXr0aDw8PUlNTcXNzIzMzk27dunHr1i0++OADSktLCQgIYOLEibRv357U1FTWr1/Pr7/+ik6nY/z48Xh7e5d7jA+SBLkQQvx/+gR5QUGB0foJe3t7Xn/9dRYtWsSMGTNwcXFBrVZjZWWFSqXCycmJ5s2bs3TpUlatWoWjoyNPP/00zZo1o3bt2ly4cIHhw4fj4OBAp06daNy4cbnH+CC1Wo1WqzXqtjNCCFGRODk5kZeX99DWJ+XJysqKtm3bMn36dD7//HNsbW1xcXFBo9FQrVo10tLSGDZsGG+88QbPPPMMiqLQtWtXGjVqBMDp06fp0aOHUfcdf5BOp6OwsPCxD7iWBLkQ5cTT05O8vDyjVgZaWFjQrl07zp49y927d8nPzycwMJCsrCwuXryIn58f69atIyMjAxcXF2xsbP7lofTMM88YLb5HpaSk4OXl9cQejEIIYc6cnZ2xsLAwbH9irKRwy5YtOXLkCCkpKeTm5lKzZk2Ki4uJiorC3d2dDz/8kNzcXCwtLbG3tzfEMXbsWIYMGUJRUREODg5GPfxH7969ezg5ORn14FIhhKgorKysqFatGvfu3UOr1RptaXrdunX59ttvycnJITMzE0dHRxwcHEhISECr1dK3b1969OhhqMjTn53h5ubGxx9/TFFRkaEPMbbCwkI0Gg0uLi5Gv5YQQlQE3t7epKeno9VqjVah7eLiwsiRIxkyZAipqamUlpZSq1Yt7t27R3R0NAEBAWzatImMjAzc3NweGstPmjTJKDH9Ga1WS0ZGxmMfGi0JciHKib+/PzqdjpSUFEpLS41a5aBSqahZs6bh3z4+PvTp08fwb2OfJv/fUBSF2NhYevbsaepQhBDCLHh4eODq6kp2djbZ2dl4enoa9Xq+vr74+voC9ytNHuwbHjxl/kGOjo5PJDEO9/uJO3fu4OXlJUvnhRCC+yuN6tSpQ2FhIcnJydSuXduo13Nzc8PNzc3w7we31bK1tf23+7laWFg8dpXef0tRFLKyslCr1fj4+DyRawohhLmrX78+JSUlJCYmUrduXaNey8bG5qG+qGbNmoZclEqlMvq2vf+JoihoNBri4+Mfyon9L2QPciHKSUBAALa2tsTHxxv1wISKQL/U5+bNm9SvX18qyIUQgvsrjTw9PcnOziYtLc3U4ZicoigkJCTg7e2Ng4ODqcMRQgiTs7W1JSAggLKyMuLi4kwdjlnIzs5Go9FIglwIIf5Jn2OJjY1FURRTh2NyGo2GxMREAgMDH+tzJEEuRDlxc3PD29ubO3fuGPVgnYrizp075Ofn07BhQ0mQCyEE4ODgQPXq1SktLeXu3bumDsfk7t69S05ODrVq1ZIEuRBCAJaWlnh4eFCtWjWuX79u6nBMLicnh7S0NBwcHAwrooQQoirTn03n4+PDlStXTB2OyZWVlZGQkEBJSQn169d/rM+SBLkQ5SgkJISYmBjDgQlV2eHDh3FwcKB169amDkUIIcxGzZo1sba2looPICIiAq1WS+PGjeVAZyGE+Cc7OzuaNWvGqVOnqnw/cfv2beLj46lZsyb+/v6mDkcIIcxGx44dOXbsmGH1flVVVFREREQELi4utGjR4rE+SxLkQpSjtm3bEhsbS1ZWVpV+SAEcOXKEjh07YmtrKxXkQgjxT3Xq1MHOzo6YmBi0Wq2pwzEZRVE4ffo0QUFBuLu7G+2AISGEqGjs7e1p1aoVJ0+epKyszNThmIyiKNy+fZvi4mLq1atnOChUCCEEdO/enfDwcNRqtalDMRlFUSgqKiIyMpK2bdv+23Mz/g6ZjQhRjtq3b4+FhQWXL18mLy/P1OGYhKIoaLVaDh8+TLdu3UwdjhBCmBV/f3/q1KlDQkJCld5fVqfTcerUKRo1aoSLi4upwxFCCLNhb29Phw4dyMnJ4dy5c6YOx2QUReHWrVuo1Wrq1atn6nCEEMKs9OjRg/z8fE6fPl2lizMLCgo4f/48HTt2fOzPkgS5EOUoICCAJk2acPz48Sp9ANuRI0dITU1l6NChUj0uhBAP8PDwoFGjRhQXF3Pq1ClTh2MyJ0+eJCEhgS5dulCtWjVThyOEEGbD2tqahg0bEhAQwObNm00djsncvHmTK1eu4OPjQ/PmzU0djhBCmJUGDRrQtGlTNmzYUGVXpRYUFHDixAkKCwvp27fvY3+eJMiFKEcqlYo+ffpw6dIlkpKSquyDavXq1bRr146GDRuaOhQhhDArKpWKhg0b4uHhwcmTJ9FoNKYOySS2bt1KQEAAjRs3xs7OztThCCGE2VCpVDg4ONCvXz+2bNlCaWmpqUMyicjISDIzM2nRogXe3t6mDkcIIcyKSqVi9OjRbNq0ieLi4ipZRZ6Tk8O+ffto06YNQUFBj/15kiAXopz169cPOzs7wsPDq1wVuaIo5OTksHXrVsaOHQsgFeRCCPGI4OBgWrRoQWxsbJVcPp+bm8vevXvp3r07bm5u0k8IIcQjHBwcGDZsGJmZmezevdvU4TxxRUVFnD9/Hmtra1q2bCn9hBBC/Btjx44lPz+fnTt3VrnizLKyMu7evcvp06cZMmRIufQTkiAXopx5e3vTs2dPDh48SFxcXJV6k6coCkuXLsXCwoLRo0ebOhwhhDBLTk5OtGjRAltbW7Zt21al+gmAX3/9lYKCAgYMGICbm5upwxFCCLNjaWmJv78/3bt359tvv61y/UR4eDiXLl2iWbNmtGzZ0tThCCGEWapZsyYDBgxgwYIFlJaWVqm+Ij09nQ0bNuDi4sLgwYPL5TMlQS5EOVOpVDz33HNoNBqOHj1Kenq6qUN6IhRFoaCggCVLljB16lQ8PDxMHZIQQpgllUpFy5Yt6dSpExEREVy4cMHUIT0xRUVF/PLLLwwePJg6depgaWlp6pCEEMLsqFQqnJyceOWVV4iMjOTw4cOmDumJKS0t5fDhw9jZ2dGlSxccHBxMHZIQQpgllUrFm2++ydWrVzl06BBlZWWmDumJ0Gq1xMfHc+DAAcaNG1duBTeSIBfCCBo0aECXLl04fPgw169frxJv8nQ6HcuXLycvL48ZM2YAsr2KEEL8GU9PT9q3b4+1tTXr169Hp9OZOqQnYuXKlaSlpfHcc89RrVo16SeEEOJPWFlZ0apVK0JDQ/nyyy+rTD8RFhbGuXPnaN26NW3btpV+Qggh/kLLli3p0aMH33zzTZXZizwlJYWNGzdiZ2fH+PHjy62fkAS5EEZgaWnJhAkTANixYwe3b982bUBGptPpSExMZP78+bzyyiv4+vrKYFYIIf6ChYUFLVq0oFevXoSFhXHo0CFTh2R0KSkpLFy4kFGjRhEYGIiVlZWpQxJCCLOlryKfO3cup0+fZv369aYOyeiysrLYvHkzLi4udOvWDWdnZ1OHJIQQZs3Kyop33nmHK1eusGHDhkp/sHNJSQkXLlzgwIEDjB8/nurVq5fbZ0uCXAgjadCgAYMHD+bUqVMcP36ckpISU4dkNGVlZXz44Yc4OTnx2muvYWEhjxYhhPhPPDw86NatGzVr1mT58uXk5uaaOiSj+uSTTwB46aWXcHV1lRepQgjxH1haWtKmTRueeeYZPvzwQzIzM00dklH9/vvvXLt2jV69etG6dWvpJ4QQ4r8QEhLCqFGj+Prrr0lKSqrUB3beuHGDlStX4u/vz/jx48s19yRZLCGMxMrKylAlt3HjRs6cOWPqkIxCo9GwY8cOtm3bxkcffSR7jwshxH/JwsKCJk2aMGLECGJiYli+fLmpQzKa3bt3s3HjRmbNmkXt2rXlRaoQQvwXVCoVjo6OvPnmmxQWFvLBBx+YOiSjOXv2LFu2bKFly5b07NkTe3t7U4ckhBAVgo2NDXPmzEFRFL744gvy8vJMHZJRpKSksH37dm7fvs306dOpVq1auX6+zE6EMKLq1avz4osvotFoWL9+PdHR0aYOqVxptVri4uJ4//33GTx4MAMHDpSkhxBC/A0ODg506tSJoUOHsn79evbu3WvqkMpdYmIib731Fk899RSDBg3Czs5OqgKFEOK/pFKpCAgI4JNPPmHt2rVs2LDB1CGVu/T0dJYsWYK1tTWDBg0iICBA+gkhhPgbatasyccff8z+/fvZsGEDBQUFpg6pXBUWFhIWFsaOHTsYPHgwXbp0Kfd+QjJZQhiRhYUFbdu2ZdiwYVy/fp0tW7aQkZFh6rDKhaIoZGVl8dZbb2FnZ8e7776Lk5OTqcMSQogKRaVS4evry5AhQ6hXrx7ffPMNN2/eNHVY5aa4uJjZs2ejKArz5s2jevXq8iJVCCH+BpVKhbW1NUOGDGHYsGG8++67XL9+vdIcxFZaWsrixYuJjo5mxIgRtG/fHhsbG1OHJYQQFYqlpSX9+vVj+PDhLF68mDNnzlSa/cjLysqIiIjg119/pX79+kyePBkHB4dyv47MUIQwMnt7e4YOHUrnzp3Zu3cvGzZsICcnx9RhPRZFUcjOzubDDz/kypUrfPLJJwQEBJg6LCGEqJCsrKxo2LAhkyZNoqCggPfff5+UlBRTh/XYysrKePfddzl16hQffvghDRo0kOS4EEL8D1QqFa6ursydOxcPDw9mzJhBUlJShU+Sl5WVsWzZMnbu3MmgQYPo1auXHMwphBD/I2dnZ/7xj39Qu3ZtPv74Yy5evIharTZ1WI9Fp9Nx+vRpli5dio2NDTNmzMDX19co15JZihBPgKenJ88//zytWrVi8+bNbNq0icLCQlOH9T9RFIXc3FwWLlzIgQMHmDdvHl27dpWkhxBCPAY7OzZYA5gAAQAASURBVDvat2/Pq6++SnR0NB999BHZ2dmmDut/oigKiqLwzTffsHHjRt5880169uyJtbW1LJkXQojHEBAQwFdffUVGRgavv/46WVlZFTZJrigKa9asYc2aNfTq1YtnnnkGb29v6SeEEOIx1K5dm/fffx+Azz77jOvXr6PRaEwc1f9GURTOnz/P8uXLKSoqYurUqTRv3txouSfJaAnxBOj3Dpw4cSLBwcGsXbuWdevWVbjDExRFITMzk0WLFrF582YmT57MsGHD5BAdIYR4TCqVCmdnZ3r37s3UqVM5fvw4H374YYXblktRFLRaLd999x3Lli3jhRdeYOTIkTg5OUnSQwghHoNKpUKlUtG+fXs++eQTLl26xJw5c0hNTa1wSXKtVsvq1atZunQpbdu2ZcyYMfj7+2NlZWXq0IQQokJTqVSEhITw1ltvkZmZyeeff14hK8l1Oh1nzpxh8eLFpKen8/zzz9O5c2dsbW2Ndk2VUtF6UyEqMI1Gw5UrV1ixYgXXrl1j8ODBjBkzhurVq5s6tP9Ip9ORnJzMkiVL2LdvH0OHDuXFF1/E29vb1KEJIUSlodPpyMzM5Pfff+fnn3+mXbt2zJs3j9q1a5s6tP9IURRKS0tZuHAhK1euZPDgwbz66qv4+vpKclwIIcqJ/lm7adMmvvrqK1q0aMEHH3yAv79/hVjRWVpayooVK1i5ciUtW7Zk8uTJNGnSxKhJDyGEqGpKS0vZt28fixYtwtXVlWnTptG+fXuj7N1d3srKyggPD+enn34iNzeXUaNGMWDAANzc3Ix6XUmQC/GEaTQarl+/zqpVqzh//jzdu3dnzJgxBAUFmTq0P6VWq4mKiuKXX37h9OnTDB8+nDFjxuDn52fq0IQQotLR6XRkZWWxZcsWli9fTtOmTXnllVcICQkxdWh/SlEU0tLSWLx4MVu2bGH48OG88MIL1KpVS5LjQghRzhRFobi4mG3btjF//nwaNGjAq6++Sps2bbC0tDR1eH8qPT2dFStWsHnzZjp16sT48eNp1KiRJMeFEMIISkpKOHToEEuXLsXKyorRo0fTq1cv3N3dTR3an8rLy+PAgQOsXbsWgFGjRtGzZ88nErMkyIUwAa1WS2xsLL///jvHjx8nMDCQ0aNH07FjR7NbWpibm0t4eDjr168nOTmZ4cOHM3LkSDw9PU0dmhBCVFqKopCXl8fWrVtZtWoVjo6OPP/88wwaNAhra2tTh/cQnU5HZGQkP/74I+fOnWP48OFMmjQJLy8vSY4LIYQRlZaWsm3bNn766Sesra0ZN24cgwcPxsHBweyev5cuXWLFihWcPn2aHj168Nxzz1G3bl2z69OEEKIy0Wg0hIWFsWrVKtLT0+nZsyfDhg0jICDA7FYd3blzh23btrF//348PT159tln6dKlyxM7vFkS5EKYiE6nIykpiT179rBv3z50Oh0DBgygV69e1KlTx9ThoVaruXPnDrt37+bAgQPY2NgwduxYevfujYuLi6nDE0KISk9RFEPlx7p160hISGDgwIEMGTKE+vXrmzo8FEUhOzub/fv3s27dOrKyspgwYQLPPPMMrq6uZpecEUKIyqisrIwjR46wZs0a4uLi6N27N4MHDyY4ONgsks95eXkcPHiQdevWkZaWxvDhwxk2bBi+vr5mXe0uhBCVhVarJTIyks2bNxMZGUm9evUYOHAgbdu2NYtq8sLCQs6dO8fWrVu5evUqzZo1Y+TIkTRv3vyJnncnCXIhTCw3N5dTp06xZcsW4uLiaNKkCf369aN9+/a4uro+8Xi0Wi0pKSmcPHmSI0eOEB8fT7169Rg2bBidOnWSgawQQjxhWq2Wa9eu8dtvv3Hq1Cnq1avH4MGD6datG25ubk88Ea0oCkVFRZw9e5Z9+/Zx9uxZfHx8GDFiBP379ze7lVBCCFEVREdHs2rVKo4fP06tWrXo27cv3bp1w8fHxyTjd7Vazblz59i7dy8RERF4eHgwZMgQ+vfvj6Ojo7xEFUKIJywxMZEdO3Zw4MABFEUhNDSUXr160bBhwyeaiNbTaDRERUVx+PBhTpw4gVarpVOnTgwcOJDAwMAnXuEuCXIhzIBareb27dvs2LGDo0ePGh5W7du3p2XLllSrVs3oMZSVlZGcnExkZCSnTp3iypUrODk50atXL55++ukKcUCcEEJUVoqikJWVxbZt29ixYwd5eXl06tSJ0NBQ2rRpg7u7u9GTDTqdjoKCAi5dusTp06cJDw+noKCAHj16MHz4cBo0aGDU6wshhPhrOTk57Ny5kx07dnDv3j1CQkLo0KEDrVu3xtfX1+gV5YqioFaruXjxIqdPnyYsLIzs7Gy6du3KM888Q3BwsLxEFUIIEyooKCAiIoJdu3YRFRWFj48PHTp0oE2bNtSvXx8nJyejx6BWq4mOjubs2bMcP36cpKQkGjZsaKhqN/ZhnH9GEuRCmBH90pLt27cTFRWFnZ0drVq1okmTJgQFBREYGIidnV25XU+/x21CQgIxMTGcPXuWS5cuYWFhQbt27ejfvz8tWrSQgawQQpgJRVG4cuUKGzZsIDIyEktLS9q0aUPTpk0JCgoiKCgIe3v7ckuW65MdKSkp3Lx5k0uXLnHixAnS09Np2rQpgwcPpmfPnmaxjF8IIcR9UVFRbN26lbNnz6JWq2ncuDFNmzalfv36BAYGUq1atXKrKlcUBUVRSE9P58aNG1y9epXDhw+TmJhI48aNGTJkCL169cLW1laqxoUQwkwkJydz6NAhjhw5QlpaGt7e3rRo0YLg4GCCgoKoUaMGNjY25XY9RVHIyMggLi6O69evc/z4ceLi4qhRo4ahKNPX19ek+6JLglwIM6M/lf78+fNs376dc+fOoVKp8Pf3JzQ0lLp16+Lt7Y23t7ehYvDvDDaLiorIzMwkLS2N1NRUbty4QXR0NAkJCVhbW9OiRQueeuopWrdujYODgxF/UiGEEP8LfTLi4sWLbNmyhZMnT6LT6ahTpw4dOnQgMDAQHx8fvL29qVatGlZWVn+rn9BoNOTk5JCenk5aWhoJCQlcu3aNuLg4cnNzCQoKokePHvTt21fOpBBCCDOl0+mIjo5m586dHD9+nLy8PLy9vWnZsiXBwcH4+fnh7e2Nh4fH3z7UU1EU8vPzSUtLIy0tjeTkZK5cuUJMTAypqanUrVuXHj16MHDgQJNsBSaEEOI/UxSFlJQUwsPD2b9/P7du3cLe3p4GDRrQqlUrateujbe3N15eXri6uv7t5HVBQYGhn0hJSeHatWvExMSQkpKCj48PHTt2pE+fPtSuXdssim0kQS6EmdJX7UVGRnL06FFOnz5NWloanp6eeHt7U69ePerWrYuLiwtOTk44OjpiZWWFlZUV1tbWaLVaysrKKCsro7S0lIKCAgoLC0lNTSUuLo7ExERSU1PRarX4+/vTrl07OnXqRL169cr1TaEQQgjj0el0XLhwgbCwME6dOkVycjLu7u54e3sTGBhI3bp1cXNzM/QT1tbWhn5CURTKysrQarWo1WqKioooKCggOzub+Ph44uLiSE1NJScnB3d3d0JCQujcuTPt27c3yT6FQggh/j6dTkdMTAwnTpzg1KlT3Lp1C2tra6pXr06dOnUMxTfOzs44OjpiZ2dnmFNYWloa5hNlZWUUFxdTUFBAfn4+d+/eJTo6mpSUFFJTU3FwcCAkJISuXbvStWvXcl3NJIQQwnj0q4DOnj3LiRMnuHz5Mvn5+VSvXh1fX18CAwOpU6cOzs7OODk54eDgYJhPWFlZPZR70vcTBQUF3L17l5iYGJKTk0lNTcXW1pamTZvSsWNHOnfujIeHh1mdcScJciEqAP1WKCdPnuTixYtcvnyZxMREiouLcXZ2plq1ari6umJjY4OrtSN2tnaoNRoKNcWUlN1Pjufm5pKTk4NOp8PNzY2goCCaNm1K69atadCgAc7Ozqb+MYUQQjwG/Z6CFy5c4PLlyyQkJFBYWIiDgwNubm64urpiZ2eHk7U99jb291csaUoo1pRQVFJMXl4eOTk5FBcXY29vT40aNWjSpAktWrSgVatWeHt7m/pHFEII8RiKi4u5du0a58+f58qVK8TFxZGdnY1KpcLFxQU3NzccHR2xt7HDyfp+AqRUU0qhpoQSdQn5+fnk5OSQm5uLlZUV1atXp0mTJjRv3pyOHTtSs2ZNU/+IQgghHoP+bLozZ85w6dIloqKiSElJQa1W4+zsbJhT2Fjb4GLtiJ2dLWq1mgJNMSWaUkM/kZ2djYWFBdWrV6dx48Y0a9aMDh06ULt2bbPdwlcS5EJUQIqiEB8fz61bt0hMTCQhIYG0tDSKi4tRHUqluKDofhV4Yzds/d1w86iGn58fNWvWpFatWgQFBf1PS2SEEEJUHImJidy5c+ehfqKwsBDduXuo7+ahQoVFHWesglxx8nbD29ubGjVqUKtWLQICAqhRo4bZDmCFEEI8vqysLO7cuUNCQgJJSUkkJyeTnZ2NOikP3fl7aDQarF3tsWhcDbuarnh4eFCzZk1q1qxJnTp1ZOWpEEJUcqWlpcTHxxvmFElJSWRkZFBcUHQ/91RUhI2tLbRwx7a2K+7u7tSqVcvQTzRo0AAbG5sKsaJIEuRCVDJnan+FrqQMgICv++I5vAmWDqbfz0kIIYR5iB77OzkHbgJQfUxz/Ka3x76eh4mjEkIIYS6ydkUTO3ELALb+1Qj48mncutc1cVRCCCHMhbZQzdmAr+//QwX1lg/FY3CwaYN6TFI+KoQQQgghhBBCCCGEEKJKkgS5EEIIIYQQQgghhBBCiCpJEuRCCCGEEEIIIYQQQgghqiRJkAshhBBCCCGEEEIIIYSokiRBLoQQQgghhBBCCCGEEKJKkgS5EEIIIYQQQgghhBBCiCpJEuRCCCGEEEIIIYQQQgghqiRJkAshhBBCCCGEEEIIIYSokiRBLoQQQgghhBBCCCGEEKJKkgS5EEIIIYQQQgghhBBCiCpJEuRCCCGEEEIIIYQQQgghqiRJkAshhBBCCCGEEEIIIYSokiRBLoQQQgghhBBCCCGEEKJKkgS5EEIIIYQQQgghhBBCiCpJEuRCCCGEEEIIIYQQQgghqiRJkAshhBBCCCGEEEIIIYSokiRBLoQQQgghhBBCCCGEEKJKkgS5EEIIIYQQQgghhBBCiCpJEuRCCCGEEEIIIYQQQgghqiRJkAshhBBCCCGEEEIIIYSokiRBLoQQQgghhBBCCCGEEKJKkgS5EEIIIYQQQgghhBBCiCpJEuRCCCGEEEIIIYQQQgghqiRJkAshhBBCCCGEEEIIIYSokiRBLoQQQgghhBBCCCGEEKJKkgS5EEIIIYQQQgghhBBCiCrJytQB/LcURUGj0ZCamkpKSgr37t2jpKSE0tJSCgsLsbW1xdbWFjs7O9zc3PDx8cHX1xcnJycsLOQ9QHnSarXk5OSQmppKeno6eXl5lJaWUlJSQllZGTY2NtjZ2WFvb4+7uzs+Pj54eXnh6Oho6tArFUVRKCsrIzU1leTkZO7du0dpaSl27mq0xRosLC1IvnYWS/s7uHi64e3tjY+PD66urlhaWpo6/EpFq9VSUFBAamoqaWlp5ObmGtpESUmJ4flkb29PtWrV8PHxwcfHBycnJ1OHXuloNBrS0tJISUkhIyPD0E8UFRVhZWVluBcuLi5Ur14dHx8f3NzcsLGxMXXolYpOp6OkpITU1FRSU1PJysoytImioiLs7Owe6rN9fX3x9fXF0dERlUpl6vArlbKyMjIyMgxtoqioCOviZPBQAyrS7t3kypF8HG674+HhgY+PDx4eHtjZ2Zk69EpFURTUavVD49jS0tJ/O47V9xP6cay0ifJVVlZGdna2oU0UFBRQWlpKcXExWq3WcC8cHBwMbaJ69eo4ODiYOvRK5d+NY/9sbufq6moYOzk7O8s4tpxptVry8vIMc7vc3Fx0l7Ow9ixDp9OBTQ63Tx/DpvD6Q+NYmduVv7/Kd1hbWxvahIuLC15eXoa5nbW1talDr1R0Oh1FRUWGcWx2drahzy4uLv6X3JN+HCtzu/Kn0WhIT083tIni4mLD3M7CwsJwL5ydnfH09MTHxwd3d3dsbW1NHXqloigKpaWlhudTZmYm6vxi7Kpr0ZaVYWFlyd3Ik1gRS7Vq1fD19TXkOyrSOFalKIpi6iD+HZ1OR05ODrGxsURHRxMTE0Nqaio5OTnk5+c/9L0qlYoHfwydToeDgwMuLi54enoSGBhIw4YNadCgAX5+fpII+ZuKioq4c+cOMTExxMbGkpCQQGZmJnl5eZSVlWFpaWn4UqlU6HQ6tFqt4cvR0RFXV1e8vb2pV68eDRo0oEGDBnh7e5v6R6tQFEUhPz+fmJgYoqOjiYqKMrSJvLw8w/d5plphbWWFVqsjz1lDqb2CVtFhb2+Pi4sL7u7uBAQEUL9+fRo0aECtWrVk0vc3lZSUcPfuXWJjY4mNjeX27dtkZGSQl5dHSUkJVlZWWFhYGNqFVqs1tAuNRmN4Pnl5eVGvXj0aNmxIcHAw3t7eFaoDMTVFUSgoKHioTaSkpBj6iQf7hUf7CUVRsLGxwdnZmWrVqlGrVi1Dm/D398fV1dUUP1KFpVarycjIIDY2lpiYGOLi4gwviwoLC7Gysnqor9C3CZ1OR2lpKQ4ODri6ulK9enXDfWjYsCE+Pj7ykvtvKigoMNyH6OhokpOTyc7OJj8/H61WC4BrtiX2mvs1EoW2ZRQ5aimzVLCyssLJyQk3Nzf8/PwM9yIwMBAPDw9T/lgVjlarJTs7m5iYGGJiYrhx4wYpKSnk5uaSn5//UJuwsrKirKzsX9qE/kVeUFCQYezk5+eHlVWFqW8xC4WFhdy6dctwL5KSksjKyiIvLw+NRmP4vkf7Cf3/5+joiJubm2Ec27BhQ+rXr4+Xl9eT/lEqNJ1OZxjH6p9P+j47Ly/PMHbStw39uEmn06FWq7Gzs8PZ2Znq1as/NI6tWbOmvND7m4qLi0lMTDT0FfHx8dy7d88wjgWwLVHhmmuNpYUFalUZec5aNLYKiqIY5nb6Prthw4aGPlv89x4dx+r77EfbhL6feLBNaDQarK2tcXZ2xsPDg9q1axvaRO3atXF2djb1j1eh6BN/+rldXFwcGf+PvTOPj6q8/v97ZpKZ7Pu+L2SFBEhI2MKqrCIIKm4Vrba1tf12ta21ra1tbW3r1tZWW+qGIihuLLKDJCEsgZCQhexk3/dMMvvM/f2R3vsjiAoJmUmIn9fLP1S4z5n73POc5Tnnczo66OvrQ6PRDPuzV8o9iTrh4+NDbGwsCQkJkk58FdtdG9Rq9ef6sTKZbJjvJPpNok4oFAqcnZ3x8vIiODhYyj1FRUXh6elp6582oWAymejq6pL2oqKigvb2dnp7exkYGABAJoBPmx32dvaYzCZ63UwYHAVJJ0Q/VvSd4uLiCAwMHNeX3OMqQW6xWOjv76eoqIizZ89SXFxMS0sLer0ek8kkGQF3d3ecnJwkxbCzsxuWkNXpdPT399Pf349Wq0Uul2Nvb4+3tzdTpkxh5syZpKamEhgY+FWy/HNgNBopLy/n3LlzFBQUUFtbi8FgQKVS4eLigpeXFz4+Pnh5eeHk5IS9vT329vYoFAqMRiMmkwm9Xo9araazs3OYgTEYDPj5+ZGQkEBaWhqpqal4eHjY+iePSwiCgFarpbi4mDNnznD+/HkaGxvR6/XDHCN3d3ecnZ0/VyfEvRB1AsDOzg4PDw8iIiKYMWMGKSkpRERE4OjoaONfPT5hMpmora0lPz+f/Px8qqurpWoOZ2dnPD098fHxwdvbGxcXF0kn7O3tMRqN0j+X6kRvby8ajQadToevry+JiYmkpaUxa9Ys3N3dv3KorgCxm6ioqIjc3FwKCgqG6YSdnR2urq64ubnh7OwsBdr29vbDLu/0ej0DAwOo1WoGBwexWCxScjA0NJSkpCRmzZpFXFzcVxVSnwOz2UxLSwvnz58nPz+f8vJyenp6JOdUDBR8fX1xdXWV9EGpVEp2wmg0MjAwQEdHBx0dHfT09Eg64ePjQ0JCArNmzSI1NRUvL6+vkuWfA4PBINmJgoICGhoa0Ol0kk6ITqp4Nom2QhAESSeMRiODg4P09/czODgoXYA7OjoSFBQknU9JSUm4ubnZ+iePS1gsFnp6eigsLOTcuXOUlJTQ1taGQqEYVrjh5+eHu7s7dnZ2KJVKVCrVMDsxMDBAZ2enFIiIOuHp6UlsbCypqamkpKTg7+//VbL8c2A0GiktLeXs2bOcP3+euro6BgcHMRqNyOVyaT9cXFxQKpWSTshksmE6odVq6e/vR61WYzAYUCgUqFQq/P39SUhIID09nZSUlK8uVT8HgiAwODgoxXaFhYU0NzcP2wMfHx/8/f0lnbC3t8fBwUHSB5PJxMDAAF1dXZKdGBwcRKfT4erqSlRUFDNmzCA1NZXQ0NCvqgY/B0ajkerqaim2q6mpoa+vT7okEquSXV1dUalUkk4oFArpAs9kMkk6IXYQiz6WGNulp6d/5cd+AcRuoqKiIslmNzY2IpfLpWImX19fyU6IvpNKpcJkMkm+k0ajobu7W9KJgYEBtFotDg4OhIWFkZycTGpqKlOmTPmqEOpzYDKZaGxspKCggIKCAioqKuju7sZgMGCxWKSqZDc3NxwdHYclZi+Nsy/VCZ1OJ/0Zf39/4uPjSU9PJzU1FU9Pz6904gq4NLa7VCdkMhmOjo5SZbioE0qlUtIJMTEunk29vb10dHTQ3d2NWq2WcoFBQUFMmzaN1NRUpk6d+tUF0ufAbDbT2dkp+bGlpaW0tbVhMBgkpohL42zxUvvLdELMx4qXqmlpaaSkpODr6zvukuXjIkFuMploaWnhxIkTnDp1isrKSvr6+rCzs5PaGr29vfHw8MDZ2VlKBH4exKSiGOh1d3fT2dlJW1sb/f39ODg4EBoayowZM8jIyCA+Pv6rBMj/oNFoOH36NMePH6e4uJjBwUFcXFyIjIwkIiKCsLAwAgMD8fb2xtPTEycnp89NWIiBt7gH7e3tNDQ0UF9fT3V1NU1NTVgsFiIjI5kzZw5LliwhKCjoK8PBUJDd3d3NiRMnyMnJobS0lJ6eHuRyuURZI+qEi4uLdEB93rsTBEGiNujv76enp4euri7a2tro7e1FoVAQGBjItGnTmD9/PtOnT//q0uJ/0Gq1nD9/npycHM6fP093dzeOjo6EhoYSGRlJWFgYQUFB+Pr64unpiYuLy+eeT4IwVHkj6kRHRwcNDQ3U1dVRVVVFY2MjZrNZ0onFixcTHBz8VVKQ/19lc/z4cbKzsykpKaG7uxuZTEZgYCB+fn54eXnh6ek5zE58kU4YDAY0Gg1qtZre3l66urpob2+nu7sbi8UiJWjnzJnD7Nmz8fX1tfKvHp/Q6/VUVFSQk5PDuXPnaG1tlex1dHQ0YWFhhISE4Ofnh6en5xfSOok6oVarJZ2or6+nvr5e0gmTyUR4eDhpaWksWrSIsLCwr1qJGXp3Go2G48ePk5WVJekEgL+//xXthJgA/LznmUwmNBoNAwMD9Pb2SnvS0dGBXq+XErSzZ89mwYIFBAYGWvMnj1sYjUYaGho4ceIEubm51NXVIQiCVDUTFhZGaGgoAQEBeHp64uHh8YWJbdFO9PT0SHaivr6eixcv0tDQgMFgIDAwkJSUFDIyMoiJifnqcvt/GBwc5OTJk5Kd6OjoQBAEKbgWdcLV1RVnZ2eUSuUX6oQY6A0MDNDf3y8ladvb2xkcHMTd3Z2YmBjS09NZsmQJwcHBVv7F4xNikJ2Tk8PJkyepqKjAbDbj7e1NTEwM4eHhhIWFSa3wnp6eX2qzRVvd0dFBU1MTDQ0Nkk4MDg7i4+Mj+bHTpk376iLvf9BoNOTl5ZGTk0NhYSGtra2YTCY8PDwknfD09JQSHiqV6gtjOzHOvlQnOjs7aW1tZWBgAFdXV2JiYpg9ezZLly79Krb7H8RCwJycHI4fP05paSlGoxFPT0/i4uIknQgMDMTT0xMvL68v1YnBwUH6+vro7OykpaWF+vp6amtrqauro6+vDxcXFxISEpg7dy6pqalfdYL9DzqdjgsXLpCTk0N+fj6NjY3odDqcnZ3x9/fHx8dH0gkXFxccHR2/UCeAK9qJS3UiOjqa9PR0Fi9eTGho6LhLCtoC4jeck5Mj+bGiTsTGxl7RTtjb239pvqOvr4+uri5aW1ulOLu2tpaOjg6USiUxMTHMmTOHefPmfcVo8D8YDAZqamo4ceIEZ86coaamhoGBARwcHPD395fyHGI+VixWvhKupBNiPNHW1oZarcbZ2ZmIiAhSU1NZuHAhUVFR4+Zy26YJcpPJRFNTE8ePH+fkyZOUlJSg0+kIDg6Wggk/P7/rEghbLBb6+vpoamqSgm+9Xk9YWBhpaWksWLCAhISEScsbpdPpOHHiBMePH+fs2bOYTCamTJlCUlISSUlJxMXF4ebmNurDXAw2GhoaKCoq4vz58xQWFtLT00NMTAwLFy5k6dKl+Pn5TUpnymKx0NXVRU5OjmS0+/r6CA4OHmYkrpdODAwM0NLSIgXfarUaX19fKehOSUmZtIlyvV5PXl6epBMDAwOEhoYybdo0kpKSiI+Px8fHZ9TVe4Iw1IbU2NhIUVERBQUFFBYW0t3dzZQpU8jIyGDx4sUEBQVNykT55Ynxs2fP0tXVJelEeHi4pBOjPTPEoK+trU3Sic7OTtzc3Jg+fToZGRnMnTsXHx+f6/TrJhYMBoMUUJw5c4a2tjb8/PyYOnUqSUlJJCYmXrfOLFEniouLJTvR1dVFWFgYc+fOlRLlk7ELTAwAsrOzycrKIjc3V9KJsLAwSSe+KPF3LWuJ9DmiTrS0tKBSqUhKSpLOp8lKNSF2FuXk5HDq1Clqa2txc3MjMTGR5ORkpk6dSnh4+HVx+i0WCy0tLZSUlFBUVERRURGtra34+/sza9YsFi5cSExMzKStFNTpdJKdyM3NpbOzEz8/P8LCwqSkk4ODw6jtqOjHdnV1SfFEfX09dnZ2kk7cdNNNk9aPNZvNtLe3k5OTw4kTJygtLUWlUkk6kZSURHR09HWhRLFYLHR0dFBeXi7pRENDAy4uLsyYMYMFCxaQnJw8aRPlOp2O3Nxcjh8/Tm5uLi0tLXh4eEgxdlBQ0JcWnV0NxKS5qBN1dXXU1dWhUCgknVi6dCn+/v6T0o+9PDFeUFCAXC5n6tSpJCcnM336dGJiYlCpVKM+M0SK2urqakknLl68iEwmY9q0aWRkZJCeno6Xl9d1+nUTC3q9nsLCQnJycjh9+jT19fU4ODgQEhJCaGgowcHBeHh4XJfktRjTiwna+vp6ZDIZiYmJzJs3j8WLFxMSEjIpu8DEeOvS2E4mkzF16lSmT59OcnIyMTExODg4XBc/dnBwkJqaGoqLiyksLKS8vBydTkd8fDwZGRksWLBg0hZBGY1GKisrJZ2oqKhAEARCQkKkgidvb+/r8p2KXZZiPFFfX4/ZbJYuVBctWkRUVJTNKdNskiAXjejZs2c5dOiQlJCNiooiPj6esLCwMb1BMJvNdHR0UFVVRVlZGWq1msjISJYsWcLixYuJjIycNIeVIAiUlZVx8OBBjhw5gl6vJzk5mYULFzJ79my8vb3H7IZTrFYrKSnh008/5fjx4/T09JCamsrq1auZO3fudXEWJgLEw/v8+fMcPHiQ48eP09/fT1RUFAkJCWN+WIgO1cWLFykrK6OjowM/Pz8WLlzITTfdxNSpUydNxaYgCFRVVXH06FGOHDlCf38/MTExZGRkMGfOHIKCgsb0XVyqEzk5OXR3dzN9+nRWrFjBvHnzJtygi5FCbLcrKSnhwIEDHD16lM7OTiIjI0lMTGTKlCljWjFpsVgYHBykrq6O0tJSGhoacHV1JSMjg+XLl5OamjppkrOCIFBfX8/x48c5fPgwLS0thISEMHfuXObNm0dkZOSYnk8mk4mysjKysrLIycmhvb2d2NhYbr75ZjIyMvD29p4UQbeYhCgtLWX//v0cPHiQ9vZ2SSeuVzDxRevr9Xrq6+spKyujqqoKpVLJvHnzWLVqFXPnzp1UOtHe3s7p06c5cuQIFRVDA4nS09PJyMggMTFxTBPVJpOJixcvSpfpjY2NBAcHs2jRIhYuXDipqtMu1YlDhw7R1tZGWFgYCQkJ0oXBWJ0Poh/b2NjIhQsXKC8vRy6XM3/+fFavXs28efOuy0XVRIDY9XDu3DmOHDlCXl4eDg4OzJo1i0WLFjFjxowxLUIym800NjaSm5tLTk4OlZWVuLm5MW/ePJYuXUpcXNykiu0qKio4dOgQhw4doqmpiYCAAOLi4oiJifnCrq7rsbbFYqGhoYELFy5QVlaGXC5n7ty5rFq1innz5uHo6DhpdEKv11NUVMShQ4fIzs5GLpeTmprK4sWLSUtLG1OaB4vFQmdnJ+fOnSM7O5uioiJkMhmzZ89m2bJlzJgxY1LFdjU1NRw7dozDhw9z8eJF3NzciI2NJTY29roUPH0RxPOptLSU8vJyBEEgNTWVFStWMH/+fNzd3SeNH2uxWLhw4YIU25nNZlJTU1m6dCmzZ88e0zhXLA48f/48WVlZnD17Fq1Wy6xZs1ixYgWzZ8+eVH5sc3MzJ0+e5NChQ5SUlGBnZ8eUKVOIjY0d87mNZrOZ1tZWiWder9czdepUbrrpJhYuXEhAQIDN/FirJ8gNBgPl5eWSUnR1dRETE0NycrJNbtG6u7spKyujsLAQvV7PrFmzWL16Nenp6Tc8kf/g4CBHjhxh586dlJWVkZKSwi233ML8+fOtnoQTBIELFy6wZ88eDh48iEqlYu3ataxevZqQkJAb2miIwdWhQ4c4cOAA1dXVREdHM2PGDKKioqyuE2q1mqqqKgoLC+no6CAhIYE1a9awaNGiG75KUKPRkJWVxa5du7hw4QKxsbGsWLGCBQsW4OPjY/Xv8MKFC+zdu5fDhw8jl8tZsWIFq1atIjIy8oZ2asWqi8OHD7Nnzx4KCwuJjIwkJSWFmJgYq/92nU5HbW0t58+f5+LFi0RFRbF27VqWL19+w1NMaLVacnNz2bt3L/n5+fj7+3PTTTexaNEiQkNDrX4+iUH/4cOH0el0ZGRksGrVKhISEm5oigmxk+Lw4cN8/PHHnDlzhsjISFJTU6XEjzVttslkoqGhgYKCAkpKSggNDWXdunXccsstNzzFhF6vp6SkhP3793Py5EmUSqV0mRwXF2f186muro7MzEwOHjxIZ2cnycnJrF69mpkzZ97QvNgixZCoE7m5uURERDBz5kzi4uKsnpgWBIHGxkby8/M5f/48wcHB3HbbbaxZs4bg4OAbOiFoNBqpra3l4MGDHDt2jIGBAebNm8eKFSuYMWOG1RMObW1tnDx5koMHD1JVVUVkZCS33HIL8+bNu+E7wDQaDUePHmXXrl2cPn2agIAAZsyYIc1TsfZ3eKlOBAYGsmbNGm655RbCw8Nv6Es8sZPi8OHD7N+/n+bmZmbPns3q1auZPXu21akE+vr6yMvL48CBA5w7dw5fX19uueUWbrrppht+sKpWqyUnJ4c9e/Zw8uRJnJ2dmTZtGomJiXh4eFg9tmtubpY6Iz09PVm+fDmrV6+WughuVIidFIcPH2b37t1UVVWRnp7Orbfeyvz5861us3U6HYWFhezbt4/s7GxcXFy49dZbWbly5Q3vx+p0OgoKCti3bx9ZWVkYjUYSEhKYOnUq/v7+Vj+b29raKCkpobCwEKVSSUZGBqtXryY5Odkm7B5WTZD39fVx5swZduzYQV5eHv7+/qSlpdkk4XEpBEGgra2N/Px8iouL8fHxYcOGDSxfvpywsLAb0qltbm5m9+7dvPnmm3h7e7NhwwY2bNiAm5ubzX6vWB2XnZ3N22+/TV5eHjfffDMbN25k+vTpVk8AWAMajYaSkhI+/PBDDh06hKurK+np6SQlJdn0BlMQBPr6+igsLCQ/Px9BENiwYQO33norsbGxN9w+ALS0tLB//37eeustHB0dWb16NevXr7eJobgUFouFkydPsm3bNnJzc5k7dy4bNmxg1qxZODk53XB7YTAYuHjxIrt27eK9997D3t6e2bNnk5qaalPHUaS1KCkp4fTp0/T09LBhwwZuv/12pk6dekNe4rW3t/Ppp5/yzjvvoNfrWbRoEevXr2fKlCk2rcSzWCzk5+fz/vvvk5OTQ0xMDLfddhvz5s3Dy8vrhtMJsRpvz549vP766wASL74tq1NFqonS0lJycnJoamri9ttvZ+PGjSQnJyOTyW64vejp6eHkyZPs2LGDhoYGZs2axW233UZKSorNbXZZWRm7d+/m6NGjuLm5sWbNGpYuXXpDJmcFQaClpYXdu3ezefNmAGbPnk16evqYdlFcjVwApaWlZGdnU19fL+nE9OnTv3BWzESFWq2msLCQjz76iLNnzxIfH8/69etZtGiRTdukxQuLAwcO8Mknn6DValm9ejWrV68mOjr6htsHGIrtPvnkE1577TWMRiOpqamkpaXh4uJiUx9FPJ9ycnKoq6vjlltu4c4772TmzJk3ZKewTqejsrKSXbt2sW/fPsLCwtiwYQOrV6+2KQWWIAj09PRw9OhRPvzwQ+rr61m1ahW33XYbCQkJN6Qf29bWxqFDh3jzzTfp6elh6tSppKWljWmH/NVA7FY+deoUFy9eZP78+dxxxx3Mnj3bprmYsYLJZKK+vp49e/awfft2/P39uf3229mwYYPNdUKv15OZmcn27dspKipi5cqV3HnnnSQlJd2QOtHV1UV2djbvvPMOFy9eJCIigvT0dJvT/QiCQENDA2fOnKG8vJy4uDhuv/12Fi5ciL+/v1V1wmoJ8tbWVg4fPsz27dtpbW0lLS2N1NTUccULZzQaqaqqIjs7m4GBAZYtW8bGjRtJTEy8YW65xba7rVu38tFHH5GRkcEPf/hDYmJixtUhoFar+e9//8v27duJiIjgoYceYsGCBTdUW54YaG/fvp38/HySk5NZsGDBuOKFM5vNtLS0kJmZSU1NDQsWLGDTpk2kpqbeUK2qlZWVbNu2jY8//piZM2fy3e9+l2nTpo2rNquBgQHefvtttm/fjpeXF/feey9Lly61SfXDWEGj0VBQUMC2bds4ePAgCQkJ3HzzzeOqc0GkIzp27Bj5+fnMnj2bb37zm8ydO/eG0omamho+/PBDPv74Y8LCwnjooYek1sfxAo1Gw65du3jnnXewWCysXbuWVatW3VCDbU0mExcuXOCdd97h/fffJyYmhlWrVo2rii+xkvfo0aOcOHGCtLQ0vvOd7zBv3rwb6mK7qamJ/fv38+GHH2Jvb89dd93FihUrxpXN1ul0ZGVlsXXrVpqbm1myZAkbNmwgJibmhvJjy8vL2bp1K1u3biUmJoZbbrnF6gHUF0G8UD1y5AgnTpwgNTWVb33rW2RkZNxQlCudnZ1kZWXxwQcf0NbWxq233srGjRvHVWeVwWCguLiYLVu2cO7cOdLS0rjvvvtITk6+oWx2RUUF77zzDlu3biUiIoKVK1cSFBQ0rvReq9WSmZnJiRMnSExM5MEHH2Tx4sW4urreMDqhVqs5e/YsO3bsID8/n2XLlvHwww8THh5ua9EkmM1m6uvreeONNzhw4ABTp07l4YcfJj09/YbSierqanbs2MG2bdvw8vJi6dKlREZGjqvYTqfTcfr0aXJycggKCuLuu+9m+fLl+Pn53TB+rHgGb9u2jcOHD7No0SK+//3vExUVZWvRJFgsFrq7u3n11VclX/uRRx5h/vz5N5ROXHpJYTabmT9//phTAl4rDAaDNCdAqVRy6623sm7dOiIiIqxmz8Y8QS7y2+zYsYMdO3ZgZ2fH4sWLxzUXXHt7OydOnODChQvMnDmT733veyQnJ09oSgNxm8vKynjuuec4efIkmzZt4nvf+964rkLdu3cvL774IgMDA/zsZz9j6dKlE96REgSB7u5uDhw4wFtvvUV7ezuLFi0iNTV13H5jarWa3NxcTpw4QVhYGI8//vgNwdMlBtovvvgiJ06c4I477uDRRx/Fy8tr3DomR48e5V//+hctLS08/PDD3HLLLfj6+o5bea8GIgf/yZMn+c9//kNRURELFy5k4cKF4/YbMxgM5OXlcejQITw9Pfntb39LRkbGhG+PFASB6upqXnnlFTIzM1myZAnf+ta3iIyMHFeB9qXIzc3l1VdfpaSkhNWrV3P33XcTFhY2bn2Mq4HIwV9YWMjf//53srOzWbBgAcuWLRu335ggCJw7d449e/bg4uLC008/zYIFCyZ8QlCsann77bc5cOAAcXFxPPTQQ+PaZpeVlbF161YyMzOZMWMG3/jGN0hISBi38l4NLuXgf/755zl48CCLFi1ixYoV4/obO3fuHJ988glOTk48+eSTLF68eFz73VcDkYN/z549vP/++zg5OfHggw9KezEe0dLSwvvvv8/777+Pv78/P/rRjyb8LJFLYztRJ+bNm8fy5cvH9Td2/vx59u/fj0Kh4Ic//CErVqzA09Nzwvux/f39ZGZmsmXLFrq7u9m0aRN33323zQfOfR7UajU7d+7kv//9L3Z2dvzqV7+S5iZMZAiCQGVlJS+99BL79u0jOTmZm2++eVx/Y2VlZRw5coTBwUG+9rWvsWHDBoKDg8et3301EKuz8/LyePnllykvL+f+++/nm9/85rilRDSZTOzZs4cXX3wRo9HIU089dcP4sbW1tbz++uvs2rWLwMBAli5dSkhIyLj9xurq6sjKyqKpqYmbb76Zr3/968TExFglthvTBLnY3vbGG2+wc+dOgoODWbJkCUFBQWO15HXD4OAg+fn5ZGVlER0dzWOPPcasWbMmZHBxacvn7373O0pKSvjNb37D7bffPiGUvaKigl/84hfU1tby05/+lJUrV+Lm5jZujdwXQRAEOjo62LlzJ2+//TaCILBixQpiYmJsLdqXwmAwUFFRwe7du3Fzc+M3v/mNVA01ESG2fP7hD3+gqKiIn//859xxxx3jNvl0KWpqavjjH//I+fPnuf/++7n99tttTgUzUgiCgFqtJjMzk5dffpnm5mbWrFlDcnKyrUX7UpjNZhoaGti2bRsAf/rTn1iyZMmE+IauBDGoeO655zh79iwPP/wwd99997iqkP08NDU18Z///IfDhw+zePFiNm3aRHR09IRMkguCIF3APPvssxQVFXHbbbeRlpZma9G+FGJRxFtvvYXRaOQvf/mLpBMTwd+4HIIgUFdXx7///W8yMzNZvnw5Dz74IBEREbYW7UvR1dXFBx98wNatW4mMjOT//u//Jmyxx6WDvf7whz9w6tQpbr/9dmbPnj0hvqvm5ma2bt2KTqfjqaeeYtmyZRN24LYgCLS2tvLee++xc+dOYmNjeeSRR5g5c6atRftSDAwMcOzYMV588UXs7e35xS9+wZw5cyakH3t5bHfy5EnWr1/PnDlzJkR81NraygcffEBPTw/f//73Wbt2rU1m/VwPCIJAb28vBw8e5M0330SpVPLDH/6QxYsX21q0L4XBYCA/P58nn3yS/v5+fve737Fw4cIJ7ceWl5fzzDPPkJ2dzbJly5g3b964vaS4FJ2dnezbt4/6+nruvPNO7r333gnL1S8IAlqtltOnT/P3v/+dzs5Ofv7zn7NmzRpbi/alsFgslJWV8ZOf/ITW1lYptpuoSXJBELh48SL/+Mc/OHToEDNnzmTBggUTYtZiX18fx48f5/z588ybN49vf/vbVin2GNMEeVtbG3/729/45JNPiI+PZ9GiRRNqOMqlg5gCAwP53e9+R0pKyoQ7qMTJzT/84Q+pqanh2WefZfny5RNKyZuamvjZz37G+fPn+fWvf82qVasmZCV5d3c327dvZ8uWLbi5ubFixQpCQ0NtLdZVw2QyUVdXx/vvvw/Aiy++yLx58yacTgDU1tbywx/+kOrqav70pz+xcuXKCZVMa21t5ZlnniErK4sHHniAjRs34u/vP+GCi4GBAY4ePcrzzz/P4OAg69atIzY21tZiXTUsFgvt7e1s2bKF/v5+/v3vf7NgwYIJ9S2JqK+v54knnqCkpITHHnuMtWvX4urqamuxrhpdXV289tprfPDBB2RkZPDII48QHR094XTCYDBQUFDAk08+SU1NDXfddRfTpk2ztVhXDUEQ6Orq4vXXX6e7u5v//Oc/LFy4cELSrTQ3N/OXv/yFEydOcM8993D33XePK/qIL4NarWbPnj38+9//xt/fn1/84hckJSVNOJttsVioqqrixz/+McXFxdx3331Mnz7d1mJdE7q6uqSuwWeffZZly5aN6yrfz0NnZyevvfYau3btYs6cOXzrW9+aUDZbp9ORm5vLH/7wB/R6Pc888wzp6ekTTifEy7vvf//7FBQU8LWvfY3k5OQJZe96enp4//33qa+v5yc/+QkbNmzA29t7wulEf38/e/bs4dVXX8Xf35+f/OQnpKam2lqsq4bJZKKyspLHHnuMhoYG/vGPf0xYaom6ujoee+wxzp49y/r1620+H+Ra0d/fz4EDBygpKeHOO+/koYceIjQ0dELpNQyds6dOneKZZ57BYDDw29/+loULF9parKuGIAjU19fzve99j4qKCl555RUWLFiAQqGYcOdTY2Mjv/vd78jKymLhwoXMnj17QsV2g4ODEg3RrFmzeOyxx4iPjx9Tmz1mCfKenh7+9a9/8e677zJ9+nQWLFiAh4fHWCw1pjAajVRUVLBz505CQ0P561//Smxs7IQ5qMRBRr/4xS84ceIEr732GhkZGRNOuWEouPjBD35ASUkJv//971myZMmECi7UajU7duzgtddew9XVldWrV+Pv729rsa4ZIi/5W2+9hVKp5L///e+EG1LY3t7Oz3/+c7Kzs/nvf/8rGb2Jht7eXp5++mkyMzN56KGHuPPOOyfUkEKtVktWVhYvvvgiXV1d3HnnneOKp/FqIVYP/fvf/0av17N169YJN6Swo6ODJ598kmPHjvHMM8+wfPnycdsC+UUYGBjgtdde491332XhwoV897vfnVBDCo1Go1QlW1BQwNe//nWmTJlia7GuGWJnyL/+9S90Oh1btmxh5syZE2pIYVdXF88//zz79u3jkUce4Y477sDb29vWYl0ztFothw4d4vnnnyc4OJinnnqKqKioCWOzLRYLjY2N/PKXv+To0aM88sgjxMfH21qsEaG/v59XX32V/v5+/v73vzN//vwJ1V3R19fHli1bePfdd1m0aBGPPPIIYWFhthbrmmE0GqXOQbPZzD/+8Y8JNaRQ7Eb92c9+xv79+/nOd75DfHz8hPmOLsXAwADvvvsuTU1NPP7446xZswZ3d/cJ81sGBwfZv38/mzdvxsfHh1/+8pckJCTYWqxrhjgM/JFHHqG9vZ3XX399wg0pbG9v55e//CX79u3jgQceYOrUqRMyya/RaDhw4ADFxcXcfffdPPTQQwQEBEwYndDr9Zw7d45nn32W7u5unn322Ql1YSRCEAQ6OzvZtGkTjY2NvPXWWxMutuvs7OSPf/wju3btYtWqVaSmpo4rvvGrhV6vJzc3l6ysLNLT03niiSeIiIgYs30Yk1NPq9WydetWtm/fTmJiIvPnz5+QyXEAe3t7YmJiWLNmDdXV1fz617+mtbXV1mJdFcSkzfPPP8/hw4d54YUXWLBgwYRR6svh7e3NX//6V8LDw3n66afJzc3FYDDYWqyrgl6vZ//+/bz55ps4OjqybNmyCZkcB1AoFAQGBnLffffR19fH97//fZqammwt1lVBEAQGBgZ47rnn2L9/P88//zwLFy6ckMlxAA8PD372s5+Rnp7Om2++yZ49exgYGLC1WFcFo9HI2bNn+c9//kNrayvr1q2bkMlxAJlMhoeHBw8//DAmk4lvf/vbNDY22lqsq8bg4CB///vf2bt3L7/+9a8nbHIcwMXFhU2bNrFhwwY+/fRTXn31Vbq7u20t1lXBbDZLbZBnz57l7rvvnpDJcRjSCTc3N775zW9isVj47ne/S01NDWPYtHhdodFoeO211/j444/ZtGkTt99++4RMjgM4Ojpy88038/3vf5/q6mr++Mc/0t7ebmuxrgoWi4XOzk6ef/55Dhw4wP333z9hk+MAbm5uPPDAAyiVSh5//HEKCwsxGo22FuuqoNPp+Oijj3j33XeZO3cuDz300IRMjsNQbDdt2jT+8Ic/oNFo+OlPf0pzc7OtxboqiH7ss88+y86dO3nggQcmbHIchmz2HXfcga+vLy+88AJHjx5Fo9HYWqyrgsFg4Pjx47zxxhu4ubnxk5/8ZEImxwHkcjmhoaG89NJLKJVKvvvd7044P/aFF17g448/ZuPGjRM2OQ7g5OTEsmXLiI+Pl4aM9vX12Vqsq4LJZKK0tJRXXnmF1tZWnnrqqQmZHIchP9bHx4fNmzfj7OzMd77zHerr620t1lVjcHCQV155hQ8++IClS5dO2OQ4gEqlYtasWcyfP59Tp07xwgsv0NHRMWbrXfcEudls5tixY/znP/8hKiqKhQsXTgj+0i+CUqkkLi6OW2+9lYKCAokKYDxDEAR0Oh0ff/wxr776Kn/4wx8mBO/TlyEwMJDnnnsOR0dH/vGPf1BaWorJZLK1WF8Ii8VCXl4er7/+OoIgcPPNNxMSEmJrsUYFhUJBcHAwDzzwAFVVVTz11FPjPjErCAJms5ldu3bx8ssv8/vf/541a9ZMqOqIK8HX15fHH3+c+Ph4tm3bRlZW1ri/OBLb5bdu3UpZWRlr1qyZEDz8XwTRkfr2t79NXV0dv/71rxkcHBz3CUGz2cyePXt45ZVXeOyxx1i/fv2ETY6L8PDwYNOmTaxZs4ZDhw6xY8cOdDqdrcX6QohD73bs2MG+fftYv349SUlJthZr1PD29pYujH7729/S3d09IXTi8OHDbN68mY0bN3LPPfdMKHrAK0EMuP/v//6P/Px8/vnPf477JJQ4vPmjjz7i9ddf58477yQlJcXWYo0aXl5efP3rX6evr4+//vWv1NbWYjabbS3WF8JsNnPy5EneeOMNpk2bxkMPPUR0dLStxRoVlEolM2bM4M9//rM012Ui+LEmk4mdO3fy0ksvcdddd5GSkjJhk+Mi3N3dueOOO7C3t2fz5s2cPXt23F8cWSwWSkpKpHlS3//+9ycED/8XQS6XExUVxebNm2ltbeXJJ58c9zoBQ+eTqBO33XYbs2bNmrDJcREuLi4sW7aMsLAwPvzwQz755BP0er2txfpCiN1e7733ntShM5FoVa4EmUxGcHAwr7/+utRp29/fPyH82P379/Pyyy+zYMEC5s6dO2GT4yIcHR1JS0tjzpw5ZGZm8tprr6HVasdkreuaGRL50P70pz/h4uIy4TjHvwgqlUriUX/33Xf54IMPxq1DKyYCL1y4wG9+8xvuvfdevv71r9tarOuG6OhonnzySSnB1tjYOG4PKpHi5t///jetra0sXLiQyMhIW4t1XaBQKAgPD+eOO+7g3Xff5e233x63lxXi91FZWclPf/pT7r77bh5++OEJnxwXERISwve+9z3s7OzYtm0bRUVFWCwWW4t1RQiCQHd3Nx9++KHEh3YjJAJhyJEKCgpi06ZNvPvuu2zZsgWz2Tyuz6fKykoef/xx1q5dy0MPPTThk+MifH19ufvuu5kxYwbvvvsumZmZ49pmDw4OSg5fRkYGc+bMsbVY1w1BQUHcf//9fPzxx2zZsgWNRjOudaKmpobf//73zJo1iwcffHDCdntdDldXV5YtW8Y999zDjh072LVr17jWCaPRSEFBAb/73e/IyMhg0aJFthbruiEgIIC77rqL7Oxs3nrrLTo6Osa1TjQ1NfGPf/wDV1dXNm3aNGGrZC+HSqUiLS2NJ554gvfff5/t27ePa50QBxA+9thjzJ8/n6VLl0745LgIX19fbr31Vmpra3n77beprKwc135sR0cH27Zto76+nk2bNpGRkWFrsa4L5HI5iYmJPPvss7z//vts2bIFk8k0Ls8nUSdE/vTZs2ezZMmSCZ8cF+Hh4cHixYtRKBS88847nD59elzrhFqt5uDBg+zdu5f77ruPtWvX2lqs6wKZTEZCQgIvvvgiH330EVu2bMFgMIxLnYChvaiuruaXv/wlMTExLF68GGdnZ1uLdV3g7OxMamoqMTExbN++nf3794+Jzb6u2SG9Xs9vfvMb2tvbWb169YQaZHQ1cHZ2Jj09nfj4eJ5++mmqq6ttLdLnorOzkx/96EeEhoby5z//2dbiXHcsXryYb3zjG+zZs4djx46hVqttLdIVYTQa+de//sW5c+eYP38+iYmJthbpusLOzo7U1FQWLVrEr371KyoqKmwt0udCq9XyyCOPEBAQwHPPPWdrca47UlNT2bRpEzU1NXz44Yd0dXXZWqQrwmQysXv3bj744AOmTp3K/PnzbS3SdYVMJiMlJYXly5fzxBNPUFZWZmuRPhc6nY5HH30ULy8v/vSnP0346oLLMWXKFO6++27c3Nz473//O25b6C0WC+fOneOFF14gNDT0huj2uhwpKSksW7aMp59+msLCwnGbhNLr9fz85z9HEASeeOKJCd/tdTn8/Py44447mDNnDs8++yw1NTW2FumKEJOyjz/+OF5eXtx11122Fum6IykpiZtuuolXX32VEydOjFkl1GhhMBh49tlnaWxs5JFHHiEtLc3WIl1XODk5sW7dOu666y5++9vfjms/Vq1W853vfAcXFxe+9rWv2Vqc646YmBiWLFnCsWPH+OSTT+jt7bW1SFeE0Whk+/btZGVlsW7dOtatW2drka4rFAoFt956K9/+9rfHfWyn0+n41re+haOjI/fdd9+Epcz8PISEhJCRkUFzczNbtmwZtzS/ZrOZrKws3nzzTebNm8ejjz5qa5GuO9asWcOjjz7KU089xYULF8btZYVOp+MHP/gBZrOZ22+/HRcXF1uLdF3h5eXFnDlzcHV15W9/+9uY0N5ctwS5IAh8/PHHZGdns2LFCsLCwm64QwqG2sBuvfVWBEHgqaeeGnctYGIl2rZt2ygtLeWf//znDacYIr797W+Tnp7O22+/TWFh4bg7qARB4OjRoxw5coSpU6cyffr0G+ZW+1LY29tzxx134Obmxs9//vNxqRMWi4W33nqLs2fPsnnzZlxcXG6YqptLsX79elatWsXx48fH7FZ1NBAEgYKCAj755BNcXV1ZsmTJhJoufy2466678PT05Oc//zl6vX7cVRoIgsDWrVs5c+YML730Et7e3jekTsyZM4evfe1rNDY28vrrr4+7Lhex8+7DDz+kt7eX9evXo1KpbC3WmEDkmX3qqafGJdWKIAjs2LGDkydP8pvf/Ibo6Ogb0o+NiIjg+9//PgB//vOfx6VO9PX1sX37dsrLy9m0aRMODg62FmtMsHr1asLCwnjppZfGZcWsIAjs37+fzMxMNm3axPz587G3t7e1WNcdrq6u/PKXv8TX15df/vKX49KPNRqNbN26lbNnz/LNb37zhun2uhwZGRkkJCRIOYXx6MeePn2aAwcOMHv2bO66664b0mbL5XJ+97vfERoays9+9rNxV0UuyvLWW29x+vRpvvGNb+Dk5HRD+rHTpk0jPT2d/Px83n333XGpExUVFezatQs3Nzd+/OMf37Dn01NPPUVERAS/+tWvxiWNpiAIbN++nZMnT3LPPffg7e19w3TLX4qQkBBuuukmOjo6+Nvf/nbd/djr9sZ6enp47rnniIqKIj4+/oZ1ZmUyGZ6enqxevZp9+/axf//+caUc4hTqv/3tb3zjG99gxowZthZpzKBUKvnBD36AWq1mz549NDU1jau96O/v5/XXX0cul5OcnIybm5utRRoTyGQyHBwcuOeee9i/fz+7d+8eV/sAQx0VTz31FI888sgNwdf4ebC3t2fjxo0EBwezd+9eLly4MK72QqPRsGfPHqqqqkhLS7thKLguh0wmw97envvvv58DBw6we/duLBbLuNqLrq4ufvvb3/LQQw8xa9asGzIRCENdLvPnz2fZsmXs3buXU6dOjat9MBgMnD59mr179zJ//nyCgoJsLdKYwd7ennvuuYfjx4+ze/fucUe10tPTwzPPPMOtt97K3Llzb9gATy6XM2XKFL7zne+wf/9+Dh06NK72wWw2U1lZycsvv8ySJUsm7PDmq4G9vT1r166loqKCPXv2jDuqlb6+Pl5++WWmTp3K0qVL8fT0tLVIYwKZTIaXlxe///3v2b9/P5988sm42gdBEGhra+P3v/89N9988w1D1Xgl2NnZsWjRIrRaLZ988gnV1dXjai8GBgbYsWMHMFRRGhwcbGOJxgYymQxHR0deeOEFKbYDxtVedHV18etf/5qbb76ZqKioGza2UygUJCcn4+/vz969e8nLyxtX+6DT6cjMzKS4uJiNGzdO2OHyVwMHBweeffZZjh07xu7duzEajeNqL7q7u/nd737HnDlzmDJlyg1ZmAn/f6hwWloa+/bt49ixY9d1H65LglwQBP7+97/T0dHBsmXL8PDwuB6PHbdQqVQkJSURHx/Pb37zm3EzEE8QBHp7e/nb3/6Gs7MzP//5z20t0pgjJSWF9evXc+TIEc6ePTtuqm/E6syysjLS09OJiIiwtUhjCrlczrRp05gzZw4/+9nPxg03lzjQ6I9//CNyuZwnn3zS1iKNOWJjY7n11ltpbm5m9+7d46bSQBAEDh06RFZWFjExMUyfPt3WIo05pk2bxrx583j88cfHVfu8IAg8/fTTCILAr371qxvWgRIRFBTEqlWr8PLy4j//+c+4qZgVBIGioiJ27NiBr6/vDcWx/HlISEhg7ty5PPPMM7S3t9taHAmCIPDss8+i0Wj40Y9+dMMmAkW4ubmxbNky0tLS+NOf/jRuKmYFQaC1tZVXXnkFlUrFLbfcYmuRxhxTpkxh9uzZvP3225SUlIwL3wmG9mLz5s00NTWxadOmCT9I+8ugVCpZunQpa9eu5YknnhhXsZ1Op+PPf/4zFouFDRs22FqkMUdoaCizZs3i1KlTHDlyZFz5sTt37iQ/P5/ly5ezYMECW4s0ppDJZCxZsoSNGzdK3ZDjASL3+NNPP43JZOL222+3tUhjDl9fX2bOnEl3dzdvvfXWuPJjT58+zb59+5g+fTp33nmnrUUacyxevJg777yT3/3ud+OKBkoQBJ555hk0Gg1r1669ITtbLoWrqyvTp0/Hw8OD55577rr6sdclQd7d3c3bb79NWloafn5+N2wl2qVwcnJizZo1XLx4kQ8//HBcOLRms5m6ujp27drFD3/4wxv+okLEAw88gK+vL0eOHOHixYvjYi96e3v56KOPCAgIIDIy8oZPQMFQkvyOO+6grq6O9957DxgflQZtbW288cYb/PznP7/hkx4iVqxYQWpqKqdOnRo3lQYDAwN8+umnaDQakpOTb3jDLeLOO++ksbGRHTt2jIuBnYIg0NnZyX//+19+9rOf4eXldcNW3VyKpKQk1q9fT2FhIUeOHLH5PsBQ1c25c+coKSlh3rx5N2zF8uW47bbb6Orq4uOPP6a/v39c7EVXVxdvvvkm3/rWtwgODp4UfmxAQADf+973qKioYOfOneNiH0wmE1VVVezbt49ly5bdcHMRPg8333wzZrOZAwcOjJtuyJ6eHnbs2MGKFSuYOnXqDUmtcjkcHBx48sknqa2tZceOHeNiHwRBoLm5mbfeeos1a9bcMMPWvgxpaWl4eXmRnZ09bi6O1Go1Bw4cIDw8nEWLFt2w3fKX4w9/+IMU24nJaVujs7OTzZs3c+utt+Ls7Dwp/NiYmBgSEhLIz8/n+PHj42IfNBoNp06dYmBggA0bNtywtL6XQ5y5+MEHH6DT6cbFXnR2dvLqq6+yfPly3N3dJ4VO+Pr6snDhQsrKyti7d+9124dRJ8gFQeDf//43Wq2WOXPmTBrDrVAoCAoKYtq0afz1r3+1eeWyIAh0d3fzxhtv4Onpyb333mtTeayJwMBAli9fTn5+Pvn5+TY/pARB4N1336W5uZnp06fj5+dnU3msBZlMhr+/P3PnzuUPf/jDuNAJg8HASy+9hKOjI1//+tdtKo814eXlRUZGBlqtdlzQQAmCwJEjRygoKCA6OpqoqCibymNNiDrx5z//GZ1OZ2txAHjxxRdxcHDgwQcfvCG56a4EFxcXUlJSCA8PZ8uWLeNCJ4qKijh48CABAQGToqNChK+vL+np6WzevJnOzk5bi4MgCPzzn/8E4N577500fqxSqSQxMZGFCxfy97//fVzY7JaWFt555x1cXV2ZO3euTeWxJry9vUlJSWHfvn3jYrCzIAhs2bKFvr4+1q5dS2BgoK1FsgrkcjnR0dGsX7+eZ555ZlzohEajkToqJkOXkQh3d3emTp1KWVkZmZmZ48JmixSBCxcuZOrUqTaVx1qQyWRERkayceNGnnnmGZtXLosJ+hdffBGFQsGSJUtsKo814eTkxJQpUzAYDNJlhS0hCAK5ubnk5OQwbdo0Fi5caFN5rInIyEjuuOMO/vWvf9Hf329rcSQ2D4CFCxdOisJMGPJjw8LCCAwM5OWXX75uNnvUkbFOp+P1118nLS0NT0/PSRNswxDVysqVKykvL+fgwYM2lUVsS921axff+ta3Jk2AJ+L222/H09OTnJwc6urqbCqLXq/n/fffJygoaNJUoomQyWSsW7eOyspK9u3bZ2txUKvVvPrqq/zgBz+YNLfaIhYsWMCMGTM4c+YMRUVFNpXFaDRy5MgR9Ho98fHxk6IS7VKsXbuW6upqDhw4YNPgQhAEtFotL7/8Mj/4wQ9wdXWdFBUGIkT6ofPnz3PixAmbymIymSgoKODChQukpqbesMNqPw8rV66kra2Nw4cPo1arbSqLTqdj8+bNPPTQQ/j4+EwqP9bT05NHHnmECxcucOTIEZvKYrFYqKurY//+/SxatGjSdBmJyMjIwGAwkJWVRXNzs01l0ev1vPPOO6xcuZKoqKhJE2zDEC/8T3/6U8rKyti/f79NZRGLn958802WLVs2aSqWRSQnJ+Ph4cHp06cpLy+3qSwGg4G9e/cSFRXFrFmzJp3NfuKJJygvLx8XRTcajYaXX36ZVatW4eDgMKn82PDwcOLi4igoKODMmTM2lcVkMnHq1Cl0Oh0rV66cdOfTT37yExobGzl48KDNaTTF2O7mm2+eNB0VIjw9PZk/fz4lJSUcO3bsujxz1FHA3r176erquqEHGn0eFAoFoaGhREdH8/bbb9tUlr6+Pg4dOoRcLueee+6xqSy2QEhICLNnz6ampobS0lKbynLs2DEaGxtJTk6+YYcQfh5kMhkhISEkJiayZcsWm8piNBrZs2cPGo1mUlWPi/Dx8SE1NRWz2UxOTo5NZTl37hzl5eWEh4ff8Hz8V0JwcDCJiYls27bN5rymO3fuRK1W8/DDD08qBwqG+OpmzJhBUFAQn3zyiU1lqa6u5uzZs3h4eJCUlGRTWWyBwMBA4uPj2bt3Lz09PTaVZffu3fT29vK1r31t0gV4KpWKadOmMX36dN59912bytLZ2cmxY8eQy+XMnj3bprLYAr6+vsTGxnL27FlqampsKsuhQ4doa2tj7dq1k6YLUoRcLmfq1KlkZGTY3I/V6XTs27cPnU43qarHRXh4eBAdHU1zczNnz561qSynTp3i4sWLzJ8/n/j4eJvKYm3IZDISEhJYuHAhb7/9tk054QVBYNeuXajVapYuXWozOWwFZ2dnIiMjEQTB5sWZFy5c4Pz580yZMoX58+fbVBZbIC4ujoyMDHbu3Mng4KBNZdm1axf9/f0sWrRoUhVmwv+vIvfz8+ODDz64Ls8cdYJ8+/btREdHT7qqGxF2dnakpaWxZ88emxL19/T0cPToUZYsWYKvr6/N5LAVZDIZGRkZDAwMcOHCBZtSGXzyySd4eHgQEBAwqapuLsX8+fPZtWsXvb29Nqs0MBgM7Nixg+XLl+Pv728TGWwJmUxGYmIifn5+5Obm2tR4Hz9+HI1GQ1hY2KSrCoShvZg3bx779++nq6vLpm3bb7/9NsuXLycgIGDSJchhKDGblpbG0aNHbdoWWVpaSmVlJVOmTJk0PMuXQiaTMWvWLE6ePElTU5NNOyveeecdFi1aRHBw8KT0Y52dnVmzZg179+61qR/b0tJCVlYWiYmJuLq62kwOW0EmkzFt2jSqqqqorKy06UC8jz76iGnTphEZGTnpOr5gKEl+7733SpdntvJjNRoNH330EcnJybi7u9tEBltCpPfQarXk5+ej0WhsJsuRI0fw9PQkPj5+0hUEwtBefO1rX+OTTz6hp6fHZjphsVh46623mDFjxqThWb4cPj4+Ej+/LTvwCgoKUKvVpKSk4ObmZjM5bAWZTMbGjRvJzs6mra3NphdHb731FsnJyZNm1trlcHZ2Ji4ujoMHD9LX1zfq540qEujq6uLTTz9l5syZKJXKSXlIiQlyi8XCxx9/bBMZjEYj9fX1FBcXc9ttt03KfQCYPXs2UVFRFBYWUlFRYRMZenp6OH78OBEREZPWcAMSd+hHH31kk/UtFgttbW1kZmZyzz33TNp9iIuLIyUlhfr6enJzc20iQ39/P+fOncPBwYHg4OBJuxezZ89GLpeze/dum1SRi8M5Dx48yP3332/19ccL/P39WbJkCX19fRw+fNgmMmg0Gi5cuEBPTw+xsbGTVidSUlJwdHTkyJEjNqsi7+zs5PDhw2zcuHHS+rFOTk7ceuutGI1Gdu/ebRMZDAYDtbW1lJWVMWPGjEm5DwAJCQl4eXmRm5tLbW2tTWTo7u4mMzOTm266CU9Pz0m5F+LQeYAPP/zQJjKYzWaam5s5ceIEc+bMmZT7ABAWFkZISAgVFRWcP3/eJjL09fVx+vRp4uPjiYqKmrR7cccddyCXy/n4449tkgwUBIGOjg6OHDnC/PnzJ+0++Pj4EBcXR3t7O1lZWTaRYWBggMLCQhwdHZk1a9ak3Yt169bh4ODA/v37GRgYsIkMoh87d+5c5HL5pNwLJycnZs6ciUajYe/evaN+3qgS5FlZWRgMBhITEydlhYEIZ2dnoqOjOXr0qE3W7+/v5+zZszg5OU2qAQmXw9HRkcTERAYGBmzGQ56bm0t/fz/R0dGTjvP6Ujg6OhIXF8fhw4dtUmVgMBg4fvw4crmcZcuWWX398QKlUklkZCQuLi4UFxfbRIaSkhKam5sJDg6edJRDl8LR0ZHY2Fiys7MxGo02keHYsWMIgsDy5cttsv54gEKhIDAwkKioKE6fPm0TGerq6qisrMTT05OwsDCbyDAe4ODgQFRUFAUFBTar5s/MzMRkMnHTTTdN2o4vmUyGt7c3qampZGZm2kSGrq4uCgoKcHBwIDY21iYyjAeIrcL19fU24yE/ceIEGo2G+fPnT8pKfhHu7u5kZGTYLLbTarWcPHkSuVzOtGnTbCLDeIC9vT0BAQFotVqb8ZDn5+fT1dXF9OnTJ83A2ivBzc2N+fPnk5mZaZMEucViITMzE4vFMqkGm18OhUKBt7c3zs7O5OXl2USGqqoqamtriYqKIi4uziYyjAe4uroyZ84c8vLybNbhcuzYMcxmM8nJyZMyOQ5DfqyrqytBQUFkZ2eP+nmjSpBnZ2cTEhKCm5vbpN4QuVxObGwsR48etUkysL+/n5KSEqZNmzYpW1xEyGQy4uLi0Gg01NbW2mQvcnNz8fDwwNPTc9JxQIkQz4KEhARJJ6y9F0ajkZMnTzJjxgw8PDysuvZ4gkwmIzg4GHd3d4qLi22iEyUlJQiCgK+v76S+SJXJZMTHx5OdnY3BYLD6XgiCwLFjx5g5c+akbcGDoX1wd3cnNjaW06dP20Qn6urq6OzsJCgoaFJSDomQyWRMmTKFgoICm9EYZGZmMn36dLy8vCa1H6tUKpk9ezaZmZk22YfOzk7Ky8sJCwublPQFIsQ5Lg0NDTQ1NdlkL06cOEF0dDR+fn6T2o+VyWQsWrRISpBbey+0Wi1nzpwhMjJyUtJwiZDJZPj6+qLT6SgvL7eJThQUFODp6UlwcPCkG855KUSdEC+Wrb0XFouFrKwsoqOjcXZ2tura4wkymQwXFxdcXFw4e/asTXSisrISk8lEVFTUpLfZ8+bNkxLkttiLY8eOERUVNakLM2UyGSqVipCQELKzs0e9D6OuII+MjEShUEzawAKGbvISExNpb2+3CbVHf38/5eXlpKenT+p9AIiPj8fd3Z3a2lo6Ozutvv7p06fx8fHB0dFx0u9FUlIS7e3tNqn4MBqNnD59mgULFkz6fQgODiYiIkIKuK2N4uJi5HL5pG3VvhSJiYl0d3dLjqU1IQgCWVlZLF68GGBS74WHhwczZsygubnZJsPw6urq6O7unrQ88JciJiYGjUbDxYsX0Wq1Vl8/KyuLjIyMSe/HKpVKMjIyaGlpobKy0urrd3V1UVFRQXh4+KTeB0B6B7W1tTbhhD916hTTp0/HyclpUu+FTCZj6dKltLa22sSP1Wq15ObmEhMTM6n3AcDPzw83NzcaGhpobW21+vrnz58nODgYX1/fSb8XS5Ysob29ncrKSqvP0zGbzWRmZhIfHz/p98HNzY2goCCam5tt0jVfXV2NQqEgIiJi0u+FOAOvqqrKJhSan376KXFxcdLF7mSFUqkkJiaGtrY2qqqqRvWsESfI9Xo91dXVhIWFTdoKAxEymYzw8HDkcjlFRUVWXdtisdDf3097e/ukbsETERYWhr+/P+3t7bS1tVl1bZFD09fXFwcHB6uuPR4RERGBQqGweuWyIAhoNBpqampISUmx2rrjFT4+PoSHh6NWq63OaWo0GmlqasLBwWFSd7eICA8Px97engsXLlg1QS4IAnq9nvLycmbNmmW1dccrxGEuRqPR6okPk8lER0cHRqNxUlMOiQgODsbBwYHq6mqrDxLW6/VUVFSQkpIy6f1Ye3t7pk2bhlwutzodl9lspq+vj+7uboKDg6269niEn58frq6uNDc309XVZdW1xdguISFhUlcFipg+fToKhcImsd3g4CANDQ2Eh4dbde3xCA8PD7y8vOju7qaxsdGqaxsMBurq6ggODp7U3XciZsyYgb29PcXFxVZNkIt+bHV1NVFRUVZbd7zCycmJgIAAdDrdqJOB1wqj0UhLSwtOTk5f2Wxg6tSpODo6UlFRYdVCD1EnKisriY6OntTJcRjyY0NCQrBYLFy4cGFUzxpxgrympga9Xk9AQMCkDyxgaFN8fHysXkGu1WppbGzEzs6OyMhIq649HmFnZ4ePjw8Gg8HqgUV9fT1arRYfH59J3YInws7ODl9fXyoqKqyaIDeZTNTW1mKxWIiJibHauuMVCoUCDw8PVCqV1SvIW1pa6Ovrw93dfVK3CIsQz6eLFy9avYJcXHMycwWKENtTvby8rF5B3t3dTWdnJ46OjpOa/kmEnZ0dXl5eNDc3W52/8eLFixiNxq8qNP8HR0dHgoKCrF5BPjg4SHNzMwqF4qtLI/6/ze7r67P68Nq6ujp0Oh2RkZFf+bEMzUkICwuzemxnNBqpr69HEAQCAgKsuvZ4hFwux9XVFbPZbPUK8qamJgYGBggKCprUnPwiVCoVoaGhVFdXWzVBbrFYJD82KCjIauuOV8hkMpycnFCpVFavIO/s7KS7uxsvL6+vbDZDOhEcHExDQ4PVK8irq6sxGo2TejbCpVCpVHh4eIz60mjEE4lEB9rf3x+5/Nrz7IIgUF9fz+nTp2lsbEShUBAXF8fcuXNxd3fHZDLR3t4uVeRGRkZiZ2eHIAgYDAaKi4txcHAgPj7+cye2HjhwgIyMDKlNUKfTceDAAcLCwoiLi8PJyYnq6mrMZjNBQUEj5u4RWxr8/Pys7kRpNBoaGhokJ26sYDab2bt3LwcOHKCxsRFfX1/Wrl3LokWLcHNzQ61WU1paSnNzM1OmTCE+Pl7ar76+Pk6ePImrqyvp6elj6nSL+1BYWGh1ipWamhqMRiPe3t4j4loWBIGenh6ys7O5ePEiFouFiIgIlixZgpeX17A/d/HiRWQymXSLrtVqKS0tRaFQEB8fj1KpvKJOHD9+nNjYWJRKJSdOnKClpQUYOlAiIiJISEiQLhdGUy0hru3v7291nTCZTFy8eBE7O7sxrTKwWCycPn2anTt3UllZiZOTE0uWLGHdunV4e3tLf06j0VBSUoJKpSI5ORn4/1XumZmZrF69esxkhKG9cHNzw8XFxeoJ8qamJgYHB4mMjBxRNZogCOh0Oj799FMqKiowGAyEhoayfPnyYe8YhpwEmUxGREQEcrlcOpOUSiVxcXE4ODhcUSfOnz+Pi4sLkZGRyOVyjEYjpaWlNDY2MmvWLPz8/Ojr6+PixYuEhITg6+s74vchnk81NTVWryCvrKyUOJ/Hcp2qqiq2b99OYWEhAOnp6dx///3DgnyTyUR+fj5yuZzU1FQEQaChoYHs7GzCw8NJT0/H3t5+zJKWIlddYGCg1RPknZ2ddHV14ezsPKKuCkEQsFgsHD58mLKyMnQ6HSEhIaxYsQJvb+9h76y2thaz2UxYWNgwm9Tc3IxWq8Xf3/+Kfk9tbS09PT3ExcVRXV1Nbm4uMJSk8PLyYsaMGQQGBnL+/HlCQkJG5ZiLAyJbWlqsTrEi2qbo6OgR+bFXA0EQ6Orq4s033yQ3NxedTkdycjLf/va3h1VeCYLA2bNnkclkpKamIpPJyMzMRK1WSxfMS5cuHTPaC5lMhkKhICoqyuoJcrVaTXNzMw4ODp85168Wl+qEVqslODiYm2666TMxSmNjI3q9nsDAQJycnDCbzbS0tNDR0YGPjw9BQUFXLPrp6uqipKSE+fPno1AosFgs9Pb2smfPHhYtWkR4eDgWi4UzZ84QGho6qgSOOCehv7/f6hQrYkwUHh4+Zr66WPW2efNmcnJyGBgYYOrUqfzf//0fwcHBw77vvLw8BEFgxowZlJeXU19fP8x2BgYGEhcXNyaJS1GOmJgYq/uxer2e2tpa7Ozs8PPzG9EzxIGGpaWlDAwM4Ofnx8KFCwkNDR1mD9rb21Gr1Xh5eeHp6YnZbKajo4PW1lY8PT0JDQ294vmo0+nIzMxk6dKldHV18cknn0j/z8XFhVmzZhEVFUVubi4hISEEBQWN+OwSk4Fms9nq3cENDQ3odLpR5Qm+DKJdf+WVV8jOzmZgYIDExEQeffRRwsLChr3/wsJC9Ho9iYmJODs7Yzabyc/Pl2x2cHDwmBYuymQyYmJipLPCWhD9S7lcjr+//4ieIZ7RRUVF9PT04OHhQXp6OrGxsTg6OtLR0UFLSwtGoxEY6lyIjIyUchm1tbU4OTkRHR19xTjfYrGwd+9eVq5cKdG2abVatm3bxuLFi6X4JC8vDz8/PwIDA0c8HFycHeLo6Eh9ff2InjFStLa20tfXx5QpU4blJ643zGYzr776KllZWfT19RETE8PDDz9MbGws9vb2nDt3jra2NskmJCcnS+eV0Wikuroak8k05gwLMpmMyMhImpqa0Ov1Y7rW5aisrEQul4/4ItVisVBWVkZeXh7t7e04OjqSlJTEzJkzcXFxkbrPxcS/mHuVyWT09vZSXl6Oi4sLiYmJn3vu7Nmzh+XLl9Pf388nn3wi7ZeTkxPJyclMmTKFqqoqqUhjpCwMoh/r6elJdXX1iJ4hYsQRQUNDA66uriMeMFVcXMzu3bvp7+9n3rx5LFiwgNbWVrZs2UJ3dzdVVVW88sorVFZWkp2dzebNmyWn6plnnqGmpoYzZ87w/PPPX/H59fX19Pf3DzPGpaWlnDt3juzsbLq7uwGkCtfROj8ymQwfHx+rUxjodDq6urrw9vYe03bIl156iTfeeANfX1++853vkJGRwdatW3n11VdpaGjgrbfe4qmnnuLYsWP84x//4C9/+QtGo5GzZ8+yadMmsrOz2bJlC7/61a/GvJrYy8sLQRCsHliIAd5I+cebm5t57733qKurY9asWaxcuRKj0chLL70k/RYxif6vf/2LCxcuIAgCZrOZF198kVOnTnH+/Hk2b94sGffLn9/d3Y0gCGi1Wmpra/Hx8WHWrFmEhYWRm5vL0aNHUalU9Pf3c/r06dG+Enx9fa0+MNVsNtPc3IyPj8+YDnH56KOP+Mc//oHBYOD+++9n/fr15Obm8pvf/EbqXjAajRQWFvKDH/xASjJZLBYaGhr4y1/+wssvvzxm8l0KV1dXnJ2d6ejosMp6IsT1nJycRuSwDw4OsnXrVkpKSpgxYwa33XYbSqWSZ599dlhlXV9fHy+//LI0EHRwcJC///3v5ObmcuHCBZ599lkaGxs/U+3S0dFBR0cHJpNJ0tn29nbOnTvH6dOnKSkpAYYqK1UqFQcPHhzpq5Dg4+NDQ0OD1QOL+vp6fH19x7SSPzc3lz/+8Y/U1NRw++23881vfpOOjg6+9a1v0d7eDgx9//X19XzjG9/g+PHjCIJAbW0t69evJy8vj/fee49NmzaNeWWSSqXCz8/P6pdGvb29aLVaXFxcRhQYWSwW3njjDc6dO0dycjIbNmzAycmJZ599VjrfYWg2yauvvkpBQcGwipaBgQE+/PBDjh8/Tn9//2ee39fXR2trK3q9XkqU9Pb2kpaWRlJSEnq9nv/+979otVoCAgL4+OOPR/wuRHh5edHe3m71BLmoE2NpJxobG3niiSc4efIkt9xyC4899hh2dnbceeed0gW1IAi0t7fz4IMPkpWVJf3dxx9/nE8//ZSsrCyysrLGvMJeoVAQGhpq9WBbo9HQ09ODq6vriAc5v/HGG+Tl5TF16lTWr1+Pq6sr//znP2lqapLOWrVazXvvvceJEydQq9XAEAf9zp07KSwsZNeuXRw6dOgzl5darZampia0Wq2UqDIYDJw7d45z585JeyYGye+9995IX4UENzc3BgYGrqijY4nGxkY8PDxwdXUdswtKjUbDj3/8Yw4cOMDy5cv51a9+hbu7O2vXrqWlpUU6w9rb2/nmN7/JkSNHMBqNVFRUcOTIEQ4dOsShQ4d44YUX+PDDD6V4bqwQGRlp9QpNo9FIa2srbm5uI76o2LZtG7m5uURFRXHrrbfi5+fH1q1buXDhghQjaDQaDh06xMGDB+nq6sJsNnPq1Cnee+89ysrK2L9/Px999NFnnm0ymaivr2dgYAC5XE5fXx8VFRWkpaUxa9YsXF1dee655+jv7ycqKor3339/1D6Pk5MTFovF6n5sa2srDg4OuLq6jmni+Qc/+AF79uxh2bJl/OpXv8LT05M777xT6oiFoQv2xx57jF27djEwMEBfXx8//elPef3119m9ezdPP/20VQYti3ONrBnbibGTu7v7iHNPe/bsITs7G29vb1asWEF0dDSHDx8mJycHnU5HUVERBw8epLS0VCqUMZvN1NXV8d///pfc3FxOnTrFtm3bPvNsQRCoq6tDrVYPm2mSl5dHfn4+n376qbSP4eHh7N27d9S0ckqlEgcHB5qbm0f1nGuF6Gt6eHiMadHjT37yEz7++GMyMjJ4/PHHCQ4O5jvf+Q75+flSfuTDDz+UfKTm5maJenj//v288MILZGZmjpl8lyIkJISOjg6rV5DX1dWNSidycnI4ePAgcrmcxYsXM3PmTIqLi9m5cyeDg4M0Njayc+dOSSfEi7G2tjb+9re/cf78eYqKivjDH/6ATqf7zPNra2slnRBnJiYnJzNr1iy8vLx44403qK2txd/fn1OnTo26Q0gul+Ph4TFqP3bEFeR9fX1SJcu1OlF6vZ6WlhY8PT1ZtWqV9BwHBwcOHz7M+fPnMRgMTJ8+nZtuugm1Ws0LL7yAWq2mrq4OlUrF8uXLMZvN/PrXv6a3txcPD49hcuzbt4+FCxcOq6Q9d+4cKSkpnDt3js7OTuk22MHBYVi7yEgg3m5b23CbTCZ0Ot2YOrO9vb2cO3eOu+++m8WLF+Pi4oLRaKS3t5eGhgYOHTrE4OAgGzduZPny5WRmZvLhhx9SW1vL2bNnmTlzJo8++igtLS1873vfo7a2dkzpYMSLAmvf4qnValQq1ed2NHwRTCYTnZ2d6HQ67rvvPil54uXlRX19PcXFxcyfPx+TycSOHTvw9/eXHNz8/HwANm7ciJ2dHc899xxdXV2fqZw6duwYcXFxuLm5ScnFoKAgEhISpI4NrVaLIAg4OzvT3NxMa2vrqNo7nZ2drV7tYbFYGBgYwN3dfcx0YmBggJKSEqZPn86mTZtwd3dHEAQUCgW7du3i3Llz3HzzzTQ0NPDKK68QHBwsGQ6NRsNvf/tbqUvAGlAqlSiVSqtz/A4ODqJQKEZUDSxW6DU2NvLoo49KyRN/f3/Kyso4f/48ixYtAmD79u34+vpKOlFVVYWHhwfr16/HycmJbdu2UVVVhZeX17BkWF5eHg4ODsOGJYoOcXh4OBUVFWRkZGBvb4+7uzsGg4H6+vpRdes4OTnR1NRk9eFG/f39eHh4jFmlrE6n4+LFi6hUKn75y1/i6ekpUSb88Y9/JCsri9tvv53BwUGefvppIiIi0Ol0CILAkSNHWLJkCY899hgWi4W5c+fS1dU1pgOxFAqFTS6NdDodFotlRBepgiCgVqupqKjgxz/+MW5ubtjb2xMQEEBpaSmFhYWSTnzwwQe4ubkN+84EQeDw4cPo9Xrc3d2v+A1WVVXR3t7OnDlzpL/j4uJCfHw8FosFT09PCgoK6O/vx9PTU2p7Hk23jqOjI1qt1qqXRjCkE6KdGIvvTJzB0NzczEsvvYS3tzdKpZLw8HBOnz7N4cOH+drXvoYgCPzyl78kKipKuiTo7e1FpVLxgx/8QApAx5r/9tLKZWvCaDSi1+s/t8vny6BWqykrK+NHP/oR7u7uKJVKgoKCqKqqorS0FF9fX+RyOQcOHEAQBORyOYIg0NraSn19PYmJidLQXtGnvrRStL29ncLCQhYvXizJp9frKSgoYMWKFRw8eJC77roLe3t7KYaoqqoaFSeoSqWS3os1oVarcXV1HZEfezWwWCy0t7eTl5fHtm3b8PHxwcHBgSlTpnDs2DEOHjzIAw88gCAIPPnkk4SEhEgJh5tuuom5c+ciCAJNTU28+OKLLF++fMwpSES6G2tC9GNH2jEyMDBARUUFDzzwAP7+/iiVSsLCwmhubqa2tpbQ0FA8PT05efIk7e3tuLu7Yzab6e7upquri/DwcBYvXkxxcTF5eXnSdyFCo9Fw7Ngxli9fjkwmk/QqPj4egKioKPbs2UN3dzdhYWHIZDIuXrzIlClTRuyDiJdn1r5IHRgYwMHB4XM7c0cLQRDo7OwkOzubDz/8UJpjFRMTw/Hjxzl69Cj3338/SqWSv/zlLzg5OUkV56dOnUKpVHLbbbcRExPDs88+S1FRETNnzhxTe+Hh4TGsu8kaEASB/v5+nJ2dR7QPg4ODVFdXs2TJEmJjY1GpVJhMJvr7++no6JB8/5iYGMmPsre3Z3BwkKqqKnx8fLjtttvo6elhx44d9PT0DHvHFouFTz75hFWrVg2TLzs7m3Xr1vHxxx9z11134ezsjKenJ3K5nLq6OqnreyQQ46uBgYER/f2RQrwsHqnNvhp0dnZy/PhxtmzZQnBwMI6OjiQkJJCfn8+pU6fw8/NDoVBw1113SRXibm5uKBQKDhw4wLZt2+jo6CA2NnZM5Lsc7u7uDA4O2iS2E+Paa90LrVZLfX098fHxzJkzB0dHR+lsuXDhAtXV1RLN15o1a4ChBLTFYqGuro7AwEA2btyIxWKhsbGRoqIi0tLShq2xe/duVq1aJfldcrmcmJgYqRPjxIkT9PX1SZ2uYoHjSLt15HI5jo6Oo6anG3GCfGBgAJVKNSLF6OzslFogPT09h9ExhISE0NjYyNq1a6VboKKiItzc3HBycsLf35/u7m7OnTuHWq2WqAMuhdhOvnHjRum2V+T9XLBggdRCEx4ejqenJ56enly8eJHW1tZRtYo4ODigcZHxUNZzI37GtcIyaKDPW4dTx9hVBRYUFODl5cWUKVPw8fFBJpPh6OhISkoKDQ0NWCwWNm3ahF6vp6qqivPnz0s83P39/QQEBODv74/FYkGj0VBeXj6mCXIHBwc83DwwdBuoPVs7ZutcjnDPcFydXUfk/KnVatrb2wkNDZXeMQw5IQkJCRQVFTFnzhxycnKkNkgRorPr5eWFXC7H29tbosERZRGrNNPT06VbRnG/xMuOlpYWYmNjcXNzw9XVVaJyGU3w4eDgQLCTAj75F4xRYu5yqExm5jrrOD6GVYEVFRVYLBbi4+OHJVfj4uIICQnhzJkzJCUlcfjwYSIiIoY5kY6Ojjz++OPk5eVZrYLc3t4eDw8nnFVtqDvessqaANGh7fj72o+o6sZgMFBTU0NYWNiwRKmrqyszZ86koKCARYsWkZmZ+RmdCAwM5JZbbsHf33+YU32pHIIg0NLSQkxMjGRDBgcH6ezsxMXFhYiICPLz86mvryc6OhoHBwdcXFy4cOHCqBLkDg4OGFwV/Dj33yjdrMTLLgjofPvHrD0YhjpU2traSExMJCQkRNqv0NBQZs2aJdEJ7dixg9DQUIleQiaTsXbtWtasWUN/fz9Hjx7F19d3zIe6KhQK3FzdcFW5WtVOqLQqAr0CGTBee0AjtkKGhYXh5+f3GZ0oLCxkwYIFnDx5Ejc3t89883l5ecDQnlxJJwVBoLu7G41Gg5eXl5S07ujoIC8vD71eT0NDA76+vvj5+SEIAn5+fpw/f35UCXKlUom/ox3KUx9Dy6kRP+dascBpkJ0uIwu2rwb9/f1cuHCBqVOnEh4ePszXXbZsGQcOHOC+++7jrbfe+gxVTW1tLVqtlqeffhpvb2/Wrl37GQqd6w2ZTIarqwv+vgqr2gknxSDxU+TU148sSSCeyX5+flJi18XFhRkzZlBaWsqcOXMoLCyUKuTFb1+8HKurq6OtrQ0fHx/i4+OHdWOKHUnt7e1SW7/ZbKazsxO1Ws3s2bM5c+YMJSUlzJw5E4VCQUhICPn5+URHR4/4ndjb22NxtuOthk85nNUy4udcK/Ru7ShdHcfsItVgMHD69GmSk5OJjIyUvmdvb2/WrFnDvn37eOCBB3jrrbcIDAyU9hSGkh/ipd9zzz3HihUrSEpKGnOudFdXV7zdvak7WwdWGlWg1WmJCYzhqOroiP5+WVkZgYGB+Pv7S0l2e3t7EhMTKS4upr+/n5aWFjQaDcHBwdI7dnFxQalUUllZSW5uLs3Nzbi6ug7rPBMEAaPRSG1trUQlJOpJXl4eFouFpqYmfHx8CAwMRC6XExwcLNmJkX5bdnZ2eDiq8Ggrh90vjegZI8FMXSf7XVRjWj2elZVFcnKyZEdF6rHVq1dz9OhR7rnnHj7++GPc3NxITk6WvnmRrk2k61AqldJw37FMkLu4uBDgp0LT/S6C1jqzCswWC7NmyNg2wkrZ6upqPDw8CAwMxMXFRaIoiY6O5ty5c1y8eJGBgQEqKyvp7e0lODiY5ORkzGYzvb29BAUFSR3qrq6uNDY2Su9YTCpWVFTwrW99S1qzo6ODrq4uKX6/cOECqampKBQKAgMDKS8vJyIiYsRnmFwux85RSYWl3aq5J+NgP4MeshF3fF0NsrOzmTp1KlFRUVK+0cvLi5tvvpljx44RGxtLf38/r7/+OsHBwWRkZDB//nycnJxYunQpgYGB7Nq1a8zkuxzOzs54u3vTVtaGfd/YvZfLER8cP+LqcZHiOigoaFhRYUhICA0NDZSXl+Pn50dzczMfffQR3t7epKam4u/vT0REBEFBQXh6ekpdgJeeOWLeo6Kigm9+85vSf9doNBQUFKBUKmlpaUGpVBIQEIBKpcLX15empibCwsJGRXt9PQoCR5wg12g0I1bovr4+BgYGPlMdplQqcXd3p6mpCXd3d3Q6Hfn5+ZSUlKBUKjEYDAiCgEwmo7KyksHBwSsGC319fdjZ2Q1T3MLCQin5HRQURH19PTExMXh6euLh4YHBYBg1JYeDowM6s57Kfuu1bNvpBRztzXiOkK/naiDy+FxeBSo6rjqdDn9/f6qqqsjJyeH8+fPExMTg6OhIXFwcmzdvxsHBgerqatRq9Zjf/qtUKuzt7DHqjegHrFd9Yy+3R6Uc2aWRVqulq6vrM50ACoUCPz8/8vLyaGpqoqioiHvvvXdYG3Z3dzcRERHS3/P09KSnp2dYUra/vx+5XD5sD8ULi/7+fjQaDWq1mp6eHrRaLU5OTtjb20u0CCOFo6MjfSYjdLdYLUEuswi4yMxj2jYvcmtffkno5uaGh4cHxcXFFBQUUFVVxaZNm4YZaZHnVWyvtwbs7OxwcFBhMWuwmEa3p9cCpb0OBwe7EQVE4pT0K1XaBgUFcfz4cZqbmykoKGDTpk1kZWVJ37yXlxdeXl60trayf/9+vL29P8OpKt7029vbS/I1NTXR19cnUVYplUpKS0uJjo6W7FNDQ8Mo3shQglxvMVKtbsGOsTu3h0EQ8JBbxlQnuru7aWtr+0zVpDjQKSsri+LiYnJycvj1r3/NO++8A/x/XnZBEDh69Cj79+/H0dERnU43YqfvaiCXy4c4TY1mq9oJTKCyV6ETPtuK+GUQudqvVFV4qU6cP3+eO+64g7y8PKn6sq2tjeLiYubOnUtLS8sVqyt0Oh0GgwF7+/9/qSXOfenr68NoNKLVaunp6aGvrw9PT0/8/f2lxPtIoVKpkAsW6O+AbutVpLlgHFOd0Gg0XLx48TN2Xayg2bFjB6Wlpezfv59nn32WN998c9jfTUxMZOPGjXR0dPDrX/+af//73xKH6VhATCwLFoNV7YQcE46OIw+26+vrr9jRGhAQQE5ODs3NzRQVFbFo0SLq6uqkCnmxCzI8PJygoCBpjoyPj4/0/RuNRjQaDfb29hIlkk6no7i4mLCwMIxGI5GRkZw+fZqZM2cCQxe0OTk5o3klKJVKBDm0aLoZsGJM4S6z4Og0MprAq4HJZKK0tBQ3N7fPrBEfH89bb71FaWkp+/bt489//jPbt2//DOXNqVOn0Gg0pKSkfKZ7eCzg6uKKxWxBN6Cz2jBfo9GIyl414ji7sbFR8k8vldnX15fBwUFaWlpobGwkKipK8rXg/yc1+vv7qaqqQq1Wf4YD3WKxoFarsbe3x97eXvo7ZrOZ/v5+LBYLer2enp4eenp6CAgIICgoiJycnFFVV9rZ2WFvJweNeiimsBIcTUZcHMYuQS4IAkVFRbi7uwPDq0Dj4uJ45513KCsr4+DBg/z4xz/m008/lc6wWbNmcejQId577z08PDzIzc0lPj7+ijSb1xMuLi4IghGzsR2LvXUS5BazgJODecR+YWtrK3K5/DPdMR4eHlJBpouLCwkJCYSGhlJVVcXhw4dJS0tDp9MRHh4ODMVwrq6un/Gh+vr6UCqVw+xYbm4ukZGR6HQ6YmJiOHPmDNOnT0ehUBAQEMCJEydGtVdyuRx7pT39eo1Vc09OJgsylWJMLyeLiook3+nS/YqOjua9996jv7+f8PBwUlJSUKlUfPTRRxiNRtasWSPFfKJOWQPOzs4ggGHQYLWYQhAEVHaqEetEV1cXRqPxM/k9Z2dnHBwcaG9vJzAwkClTpjBt2jSampr44IMP+MY3voGPjw8Wi4Wamhr27t1LXFwcoaGhw57f29uLvb39sO/kUvuh0+no7e2V7ISPjw+VlZWjohO0eYJcLJUfCZRKJRqNRqreEG/edDodarVaomVwcXEhOTmZoKAgPvroI8rKymhtbSU6OppVq1ZhNpvZsmULFRUVJCYmSs/v7u6W2j7E1q9z585hNBrJysqShp8kJycTHh6Og4ODNHRnNLCYLWMWuHwhBMa0pcPV1VW6UYWhtcSqMnHvRN7CO++8k+DgYD799FMqKyvJyMhAqVTS2NgoDdMZy2GionwCgtUcWRHitzYSiN+fmHwT36vBYKC7uxs3NzcOHz5Mf3+/NHRHEASio6Px9vYexvtkNBo/EzSIl0aXOgYqlYqYmBimTp2K2WzG09OT5uZm6uvrCQoKQqVSjZrz1Gw2I5PLrVV0I0H2v7XHCs7OzrS2tkq8bxaLBYvFQl9fn3QJtGPHDnp7e3nnnXfIy8vD1dWVadOmsXjx4jGT6/MgCAKCRUBudZ1gxDohl8tRKpUSD7ioE2azmfb2dry9vTlw4AADAwMcO3aMsrIyabBtcnIyhYWF5ObmEhMTQ2xsLN7e3sPOZ5GDVuQKFJOPVVVV9PT0UF9fT1tbG4ODg2i1WomSY7TDNc1m85BtGtVTrh0y2djqhEqlQqvVSvM8xPkIGo2G1tZWXFxceP3112lpaWHLli3k5OQgl8uZOXMmERER+Pv7s2jRIhISEvjpT3/K8ePHWbVq1ZhWbVksFmRya+8ECAgj0guZTIazszMFBQVDz/mfTogc1t7e3hw+fJi+vj6OHz8uTbcPCAigtraWtrY2zp49S0dHB4ODgzg4OODk5CQVD2i1WilBLtoJ8ZI2LS1NmoHx6aefkp+fz0033YSrq+uodcJisYBMhg20Ykx1ws7ODjs7O2lgragTer2euro6goKCePnll6UhniJ3bGpqKunp6fziF78gNDQUnU7HRx99RG5uLgEBAWM6R8BsNiNX2MCPZeS2wsXFhXPnzg1L1AmCQEdHBx4eHhw/fpzOzk5yc3NpbW2VZgCIQ9Xj4uJISEgAhuhUWltbiYiIAIYqni+9DBdnuJw5cwZvb2/27dtHT08PNTU1DA4O4uTkhJub26gTVJJPbwObbTaPXTwhl8txdXXl008/BYbb9YsXLxIWFsbLL79MZ2enZCfMZjPTpk1jxYoVqFQqtm7dSnp6+ucOVL3eMJlNtontGLlOODs7k5eXJ51voo/a3d2Nk5MTRUVF9Pf3MzAwIF16ivze/f39pKSkMG3aNGpraykrK6O+vl7q/DWbzfT19UnFC2LhmjiYE4biELVazenTp1m3bh2urq7XRyeEa6cRGC1kMplkZ8cKXl5e7NmzR/p3s9mM2WympqaG4OBgXnvtNZqbm3n33Xc5f/48Wq2WkJAQVq5cyXe/+13KysrQ6/VERUUxZcqUMU8Mms3mIZ2w0V6MBE5OTjQ2NkpFepfGbXK5nMDAQBISEqQueYvFQmFhoeS/isUGoh338PCQni1234m5J/FbycnJwdvbmz179kj8y2q1GqVSiYuLi2SrRoqh81OwgR8rw/K/s3us4OXlxSeffCKtYTabpRlGYreXyGMtk8koKiqipqaGlpYWyX5bE0P5DpnVuoxEjCb35ODgQFdX17D8niAIDAwMYDAY8PPzIykpifj4eFxdXXF1daW6uprq6mri4uLIy8ujoKCAmTNnEhMT85lEfVdXl9SRJ57bjo6OzJw5E0dHR0wmE2azmcrKSsLCwqSCldF8V6JPMVqbPeIEubOz84iJ6P39/fHw8KCxsZHm5mbc3d0pLy/n9OnT6PV65s+fT3FxMS4uLsyePRtHR0eMRiMODg4IgoC9vT0hISFDSZ8rfBSOjo709/dL/6+hoQGDwcCSJUvw9vYGhviY29vb6e3tRafToVQqRx106HQ6VEY590UvHdVzrgXq7j7y87LR6caOf2r27Nm89tpr5OXlERcXh1arZe/evRw+fJjY2Fj8/f05cOAACQkJzJs3TxqSAFBSUsLg4CArVqyQWjRG03Z6NdDr9Wi0Guyd7fEKG7vpypcj72IeGp1mRAeVm5sboaGhHDlyRGpbvHjxIjk5ObS2trJq1SoEQUCn02FnZ0dLSwsWiwV3d3ciIyM5duyYNMS2rq6OlStXDjscHBwcGBwcHJYMEG/Bvb290ev12NnZScZa1O3R0hzodDoGzCBMXQhWCrpNOj0X67PHdKBZYmIibm5uFBYWUltbi7OzM8eOHWP37t3Y29tz3333SVymOp2OxsZGqQ3SFjCZTAwManFSuaNyTrfaup095+nrN40oCaVSqYiNjeXYsWNUVFQwZcoU6uvryczM5OLFi9x2220IgkBcXBz29va0trZiMpmk4Rw5OTksWLCAyMhIXFxcPmMsVSoVer1e+tbFaqfo6Ghmz54NDFUmlpWVUVNTQ2hoKHq9ftQT2/V6PUqjjA0RGbh4jC2NiAhBEDhXeZzGMdSJkJAQIiMjOXr0KCUlJYSHh3Pq1Cl27NhBa2srjzzyCCaTCa1Wi0wmk7jt/Pz8yMzMRKlUsmnTJoKDg9FqtWM6VwOGnNnBwUFMgsmqdqK1vJW+gT7M8mvXCblczrRp09i5cydlZWXExcXR2NjIsWPHqK6uZt26dcBQJaadnR3d3d3o9Xo8PDxITEyUqo8tFgsKheIzA5bs7e2li1kRMpkMlUqFt7c3ZrMZnU6HyWSS/K+BgQF8fHxG9U4MBgODJgvmyOkQO3KqlmtF9eFsBjUjs9lXAw8PD1JTU9m9ezdnzpxhxowZnDt3jq1bt1JUVMRPf/pTzGYzGRkZqFQqysvLMZlMBAQEcObMGerr63nwwQext7dHrVbj6+s7pgnBof0cZFAjs6qdMPS109pePeIE2vTp0/noo48oLy8nPj6epqYmsrKyqKqqYvny5ahUKgwGA3K5HKPRKHHPKxQKmpubUSgUko2Qy+XDgjw7OzsUCoXE8Wo0GmlsbMTBwYFbb71V+m8ffPABRUVFzJ49+4pVt9cKo9GITG9hjlccM6LnjupZ14LCutO0abRjphNKpZJFixbxj3/8g5ycHObNm0dRURFvvvkmZ86c4YknnsBisTB//nxUKhUXL15Er9dLM3Xa2tqorKzk4YcfHsaJPZYYHBxEZ9DhFeZlteRsv7qf9tPtI46zp02bxp49e6ioqCA5OZmOjg5OnDhBeXk5aWlp+Pj4SM+ur6+X4gkxwSfGJAMDA1ICXIRYvHD5rAI7Ozu8vb0lupVLL07F82s0789sNqMxGNG7h8K0hSN+zrWiMbeAHq1hzC5TZTIZy5Yt4+mnn+b48eNkZGRQUlLCm2++SW5uLj/5yU+ws7NjcHAQe3t7Ojs76e/vx9/fn/r6empqakhMTMTd3Z0LFy7g4eExaj/1yzA4OMjgoAWlUyoqJ+t0QhpNJuobj41YJ2JjYzl06BDV1dX4+vqi0WjIy8ujuLiYyMhInJ2dKS8vx8fHR+LKt1gs+Pr6YjAYaGxslGYDtLa2SvRCIhwdHYfNKqipqcFisbB27Vrpux8YGJBovwYGBqRZPSOFxWLBpDcQoHLnXivmnuqKq8gfrBnTToVly5bxzDPPkJOTw+LFiykvL+edd97h1KlTPPDAA7S0tNDW1sZNN91EQEAARqMRR0fHMS0g+CJoNBq0ei1u/m5WjSmOlxwf8aySsLAwlEoltbW1xMbGolAoKC4u5ty5czg5OZGamkpFRQUKhYKZM2dib2+PwWDAycmJqqoqad5aaGjoFd+7k5PTZ+Z32NnZ4enpibOzM5r/+d9izlCj0eDi4jLq7mGDwTDq7tBRJcjFAVsj+bszZszg1KlTfPjhh7i4uNDX10d1dTV+fn7SgJhTp05RVVWFxWIhICCA8PBwXF1d2b59O++88440qfTyimTxNkmn0+Hs7Ex+fj7h4eHExsZK/Dg9PT3k5+fT3t6O0WhEqVSOKhkoJiddULIhImPEz7lWNNk1Uqc/Q/0YJj6Cg4N58MEHOXjwIBcuXMDBwYHi4mJqa2uJiIggODiYoqIi3njjDXbu3IlWqyUmJoa4uDiKi4v5+OOPqampoaamhnXr1o05t6xer0en16F0UeIR7DGma12KQeNQpelIbr4cHByIjY2lpaWFnTt34uHhgVarpbS0FKVSiaurK6GhodKNd0NDA2azmcDAQDw8PDh69Cjbt2+np6eHiIgISQdEeHh4oFAo0Ov1kpMnTnk+e/asdIsXExNDSEgIvb29UuXhaKDT6dBhB/GzwQqVPgDmgQGaD50Z04GUvr6+bNiwgZ07d/LUU0/h7u5OXV2dNBwnNDSUqKgoiau0rq4OJyenUfH0jgZDbeJ6VEpPlM4zrLZu30AD6oGRJcgVCgVhYWEsXryYPXv24O3tjclkorCwEItliC4kIiJCenZDQ4OUXBI7WORyObm5uQAkJyeTlJQkGXFXV1dpEJrJZKK+vh6DwUBiYiJTpkwBhmxVZ2cnxcXFBAQEoFarr4tOOAp23BIyG28f71E962phsVhoM5wncwwH+bi7u7NkyRJaW1v54x//iJ+fH11dXZw8eRJfX198fX1JSEiQKmjLysoQBIHY2FgGBgZ4+eWXKS0txWKxEBkZSVJS0pgmIywWCwODA1jkFqvaCepArVOPmE4iMDCQNWvWsGfPHk6fPo3FYqGgoACz2YyTkxORkZGSDWpra0Or1UpVx6KuaLVaVCoVAQEBw/iWxeCip6dHCkINBgOlpaVs3rxZujx1cnIiOTkZi8VCV1cXISEho3oler0enSDHEjYV4qeP6lnXgqbDeQwMjJ2dUKlUpKamsm7dOv76178SHByMRqPh008/lfzX6dOnSxcOxcXFGI1GqRLnn//8pzRI0tXVlfj4+DHl/JQqh4x2VrUTZqro7pGNquhm7dq17Nu3jzNnzmCxWCgqKsJgMKBSqYiPj5fOErVajaOjIwEBAXh4eNDR0UFhYSHl5eUYjUamTJkyLLkkxgYibYRWq+XChQskJydLdsJkMjFz5kxOnDjB7NmzaWtr+0yr8bXCaDSiMEOq1xTWWTGm6DNXcHxgZH7s1UChUBAfH8+jjz7Kc889xwcffIDRaOTAgQMYjUbc3NyYOXOmlFwtLS2V6Ans7Ow4d+4cAQEBeHt7S5Q3Yw21Wo3JYsIz2NNq1YHmLjN92r5h3aHXAj8/P1avXk12drbUwVJeXs7AwIBE86dSqaTkt0wmIyAggJCQEPr6+jh//rzkE/n4+Ej8+zC0h56enlI3hfic9vZ2Nm/eDAzZDZlMRkpKCjDUmREcHDwqm24ymdCZzBg9AiB+zoifc63oKGqkV6MfswQ5DNFG/PSnP+X555+XqCIOHjyIwWDA1dVV6uCCIfqczs5OYmJisLe357333uP8+fPodDocHBxISkoaU3o6GNIJvUGO0ikJ5RjSlA2DwUBb1/ER64S3tzc33XQTxcXF1NTUYGdnR11dnTSU1t3dndbWVoqKijhz5gw9PT2EhoYSFhYm2eetW7eiVquJjo4eVkEu8mPDkH/l4ODAqVOnmD59OlOmTJG++1mzZnH27FlSU1Pp7OzE399/VDbdYrFgMhgJdPW0au7pWLWRYo1lTBPkUVFR/OQnP+GVV15hz549WCwWjh07hlqtHppvFhzMrl27KCkpkWhqMzIyxnyY+edhYGAAo8mIi5+L9WIKAXq1vSPWCQ8PD+bOncu5c+fYsWMHDg4OtLW10dTURFxcHG5ubnR2dkr52K6uLonC9NChQ1RUVEhFNnK5nPT0dJKSkqTni0XJInUvDFWVb9myBTs7OwwGAxaLhdTUVJycnCTGhEvjkmt+Jf+LU0Y7c2vE3oWXlxeDg4NSFdG1GD25XC7dWjQ1NaHX65HL5aSkpEjPi4mJkao2xOolJycnVCoVy5cvZ2BgAHt7e1JSUqRhCyJUKhVTp06ltrYWd3d3EhMTcXR0HPayYmNjcXFxwc/Pj4KCApycnEZd8aFWq/Fy98TP0WNUz7kWGJ0GcVM50dvbe11aCq4EOzs7Vq5cSUBAAI2NjRiNRtLS0rBYLDg4OODu7s6yZcsICQlBo9Hg5uZGVFQUXl5eTJs2jXvvvReDwUBcXByzZ88e81ZFkVvY0dkRe5X1BiU4uzqj1WmlKuxr0QlxIMuiRYuoqamRqiynTZsmVV06/I9nXhAE0tPTpW4Ke3t7Vq9eTVdXF8HBwURFRX1msrRSqSQuLo7Ozk6Cg4Px8PBg5cqVDA4OSnRJjo6O0qCGxsZGTCbTqOlw1Go1rh6e4OQGVgpmZIIClasH3d3dY6YTCoWC2bNn4+7uTmVlJTqdjpSUFG6//Xbpck48b1QqFRs2bPgfD/jQHsrlcuLi4vjFL35x3WW7EnQ6HVqtjuDgEOQK61RdATg4emA0mjEajSPSCScnJxYuXEhgYCAajQaZTEZ8fDwGgwGNRjMsCEhPT5fOpISEBIlmSFwzICBgWEBtb29PeHg4BoOBnp4egoKCcHNzG1YN6+XlxZw5c9DpdBKnplhdPlIMDAzg4eqOr6M7PlayFWazGT83L7q6uoZoRS7j9LsekMvlxMbGsmnTJoqKiqRAfOXKlUMdDAMDkk6YzWY2bNggnTszZ87kwQcfpL29HScnp88M8B4LmEwm+vv7cXV1taqdcPhftZVerx+RTtjZ2bFo0SL8/f2lOSyxsbFDSeb/dcOJZ15KSgomkwkXF5dhQVhiYiJRUVF4e3sPq16ys7MjMDAQvV5Pa2srgYGBTJs2Tfr7giCgUCikhIler6e5uVmqXB8pBgcHUTk6oXBxB2frcUY6enhLOnGte3E1kMvl+Pn58cADD3DmzBlpFsjixYvR6XTS8GAYsuvr168f8l0cHYmOjubb3/42Go2GkJAQYmJihg3eHguIFx6urh5WtRN29m4o7BykaqJr3QeFQsHChQvx8/MbphNiwt3Ozk6yFUlJSej1enx9faVh8y0tLej1epydnQkMDBxmV+RyOZ6engQFBVFXV0dYWBgpKSnDgnC5XE5aWhqBgYEIgkB9fT0bNmwY1TvRarUo7ezxcfawakzh7+ZFf1/fiPzYq4FIE/XAAw8QExNDb28vMpmM+fPnSzNxLp2xsG7dOsxms8RZHhsby6OPPjrqrpVrQWdnJ65urtip7KxWQa50UOLo5HjFCu6rgUKhYN68efj6+kqV3jExMZhMJpydnZHL5VISIiYmhsDAQNzd3XF1dSUpKQl3d3epc9vPz29YwkLcw5iYGKqrq5k6dSqBgYHcf//9UrJEEAS8vLykYdx1dXWsW7duVOeXwWDAIoCDm4dV7YTSzZMBjWbYHLTrCXGA6gMPPEBUVJSkE/PmzUOr1Q4VVTg6SjZ85cqV6HQ6AgICsLe3Z8OGDbS3D3UbREdHExMTM+bfaVdXF84ubsgVrsgV1kmQyxUGHB09UKvVI9aJ1NRUaU6XxWJhypQpWCwWVCoVDg4OJCcn4+Pjg16vZ8qUKYSGhuLo6EhoaChLliyht7cXOzs7oqKihsUTMpkMBwcHpk2bJnVtzJgxY1gSHYZ8Ml9fX+zt7WlsbGTBggWjuswwm80Y9Aa83aybe/Jz8UQwWUZss68G9vb23H///URFRdHd3Q3A3LlzpYugoKAg7rvvPokK08/PT6pyhqH47dZbb7UKDRcMFd46OjmidFBaLaYQBAEXVxeJMnQk+dj4+HhcXFxoa2vDaDRKhXwi/WhsbCx2dnbo9XqCg4MJCQmRhqAHBwdL71cmkw2zy2L3aVJSEpWVlSQnJ+Pn58e99947jNrU3d1dGlTb1tZGRETEqAppxfl6o70oGXHGKiwsbIg+YWDgikPUvgwqlYrw8HBCQkLQ6/WSgRBb3t3c3Jg+fTpGo1HiToYhRzc5ORmj0Tg0vfdzkm6LFy8mJyeHhISEYbd3Itzd3XF3d6erqwsYqkAZzW2DIAh0dXWNOnlyrXBwcJAcoP7+/s8cxtcLHh4eLF68GK1Wi16vHxqqJZfT19eHvb09np6eREREYDKZhgXoPj4+kjF3dHS0Co9fV1eXVJ1lTQQFBUmJILGF/VpgZ2eHv78/vr6+6PV6KdkncmCKkMlkn0lcJyYmotfrUSgU0sFzOebMmcOpU6eIiooiICCA6dOvXKknDu308/Mb9Tvs7OwkLS3NqpyBdnZ2BAcH09/fT09Pj3SDeb0h8i0mJydLHNVKpXLoFvmSW3XRaboUcrmcgIAAVq1aNSayXY6BgQEGBwfx9fW1ynoi/Pz8UCgUDA4OSp061wK5XI6Xlxfp6enodDqpStZgMEgOgYhLK/YiIyMlvswvQlJSEnl5eXR0dJCQkPCZS1KVSiXZuqqqKqkSejTo6upi6tSpVqt+g6EzIzw8XNKJsWq/FS8nYmJiJMdZbKO7tB1boVAM0wlnZ2duvvlmqRrt8iFKYwG9Xk97e7tU4WYteHh4SDMM9Hq9dGl2tRDb39PS0tDr9ZhMpmE6cel7E5MTl+OLigHE76Suro7Q0FDpn8thMploaWn5THXhSNDb24uvr+81v4vRIiwsTBpOHRgYOCZr2NnZER4eTmhoqEQ74ObmJlU8iRAvxEXY29uzatUqNBqNZFvGWifE7rTY2NgxXedyiDz44ryHkbRIu7m5SXbCZDJJ/JZqtXrYWXv5t+rn54ePj48UWF7JRxV5ysvKyoiJiSE+Pn7Y/xcvQnx9fWloaMDb23vU35NarcbFxWXMOy4vR2hoKBqNhu7ubkJCQsbETon+z/r16yV/yd3dHZ1OJ82mEjF16tRh/x4dHT3mNI2XQhAEamtrr8qfuJ6wt7eXCgMGBwdHFJ+6urqSkpKCXq+Xkt0iRcSlZ61YESjCz88Pb29vqcDkSrGMg4MDc+bMIT8/n6lTp+Lh4cHChVemPamvr5d0YjRnmFg4ZM3LERjq2rJYLFJn1VhUZ8tkMqkzVeT/FXWis7Nz2Ll0+fk8Z84cKQa5fNjeWKG2tpbQ0FCrcvOLxZUajYaBgYERUSw5OzuTlJSEwWAYNpxQHMQsFkuazWaJXguG4r1p06YNdfYoFFc8F+VyOUuXLuX48eMkJydLfOaXwsfHBx8fH5qamnBzc/tM4c61wmAwoNPpxsx/+Tx4e3tjb29Pb2/viG321cDHx4d169ZJOiHOMujq6sLZ2Zl58+ZJ1dOXDpeHob1OTk4eE7muhMbGRnx9fcd0cOmVEB4ejkajQa1Wj8hfcHR0JCYmhoiIiGG5Va12iGpN7Oq6/NuPjY29Kl/xpptuIjs7m6SkJFxcXMjIuHKnQ2trKyqVCn9//1HFAuKMjEsr2UeCEWuleOvW0dHxmeFn1wKFQjFMsezs7KSKGnES6eX4vP9+KcLDw2ltbf3SJKXFYiE6OhpPT88R/wax6r2trY2YmJgRPWOkcHR0lCq3Gxoaxjwp7OjoOKyS4NJAWxxIdTnE4XbWgDiYSS6Xj1li9PMQGRkp8b6KB8lIcGllB3z2nX8evsxpCw4OJjo6+ksPHkEQ8Pf3x9nZecS/QWwFbG1tJTY21uoJ8sjISIxGI7W1tWP+HSiVymHn0Vhz/10rBEGgv7+fwcHBz02YjRWCgoIkDjKxunUkEIfmiHBwcLguyTRfX1+io6O/9HwSBAEXFxdmzpw5qmoE0U6sWbPGalUNMPT+xOqxixcvjvk3amdnN8xRc3Nz+1LHTewYsAZESrRLh/FZCz4+Pnh5eVFVVSW1io4EYsWSiOulE+7u7kRFRV1V5aJCoWDOnDmjCvAEQaCzs5OkpKRRtVWOBDExMdIgNH9//zHVSXE4oQgXF5erSnpZUyfMZjO1tbWsXr3aKmuKcHV1JSgoCJ1OJw0RHCku1QGFQnFVyawv8/0dHR2JiooaNpDw82CxWMjIyBi1TvT29uLj42P1Qg/xdzY0NJCQkDCmF7kymWyYTjg7O1stVrgaiH5sZWUlK1assOraSqVSSlh0dnaOqoBLpVIN04Orsf9isc3nQfSze3t7r0on5s+fP6rkrchrrlAoRn0he60IDQ1FqVTS0tIiDewdS1y611erE9a0nYIgUF1dzaJFi6yeIJ8yZQomk4n29vZRzSC4PG67dKjp5+UyLp9PcSVERkZKM8K+6N2YzWbS09OHdctcK0Q/VqvVEh4ePqJnjBT+/v64ubnR1dVFT0/PmPspl+qEeJEhwtqFFVeCIAjU1NSwZMmSMT8fLofox3Z0dIzqQl1kJBBxqX5dzbf/eYiMjKS5uflLKbktFgtJSUmjyimLfmx3d/eoL9JHfLIFBQXh4uJCa2vrmE6xHSnEVpov43Zyd3cnJCRk1FUag4OD9PX1Wb3yRuQRVSgUXLx40aprj0doNBo6OztxcnKyepWBv78/rq6udHZ2jphLcywhDnj7sm/d2dmZoKCgUb+/wcFBent7ra4TCoWCoKAgHBwcKC8vt+ra4xF6vZ6uri7MZrPVE+Te3t54eAy1RI4lJ/xIIZfLiYqK+tKAS6lUEhgYOOoqDVEnLm/PtAZEm11aWmrVdccjRAdKrVZbvTLQzc0Nb29vDAaDNDl+PEGs7hQTZZ8HhUJBQEDAqLmWtVotfX19BAcHW324UnBwMK6urpSXl49LP9aaEASBnp4eOjo6bFLo4efnh1wup7Oz06prXw1kMhnu7u6fqWa+Evz9/UedrBDpdzw9Pa3OpxoQEICbmxsXL14cl36stdHT00NbW5vV/Vh7e3sCAgJQqVS0tLRYde2rgXhBm5qa+qV/1t/ff9R0jeJwXaVSOeo5MNcKX19fPDw8aG5u/kzn4mREb28vbW1tREdHWzVBLpPJCAoKwtnZmaamJqute7WQyWQoFArS09O/lMbQz8+PsLCwUcUBZrOZgYEBzGbzqPXrWuHh4YG3tze9vb2f6fqZjOjr66O9vV26TLMmgoODJZ0Yq+Hao4GoE192Vnh7e0uURiOFOEdncHBQmhEzUoz4ZHN0dCQ2Npb6+voxHVwxGqhUqs+lmxChVCqxsxsdr5zFYqG+vh7gM1QKYw2FQoG7uzt+fn6UlJRYde3xiMbGRjo6OvDz87N6lYGDgwNRUVF0dXWNeGDCWEOpVH6pTtjZ2V2Xdu66ujoEQWDatGlWrSAX+RGjoqLIz8+32rrjFV1dXdTX1+Pm5mb1KgOVSkVoaKgU8I9HiLfmX5YMVKlUo/6OGxoasFgsJCQkjOmwvcshVuDHx8dz9uxZq607XjE4OCgNl7Fl4mO8BhZXYwPEBMlodaK5uRm9Xn9VnRzXG46OjsTFxZGfnz/pE+RGo5GSkhJkMtlVJYKvJxQKBV5eXlLr+XiEWEH1RUGeeM6OVic6OjoYGBggKCjI6p2Qjo6OTJkyhbKyMrRarVXXHo8Qh4KPtl37WiF2nISHh1NXV2fVta8WIsfs1XRgjJY2rbe3V6KHG+1Q6GuFSqUiIiKClpYWenp6rLr2eERhYSFms5mpU6davRPSycmJmJgYampqrLbutUD0i75MJ8Q/Mxqd0Gg0tLW14eTkNOpk4LVCqVRKXV/j1WZbExcuXECv1xMbG2vVinbR54iLixu3OgFX971fTc72y2A0GmlqakKhUJCQkDDi58AoEuQA8+bNo7a2VhrANllhsVgoLy8nLCzM6gkoGKpIi4mJ4ezZs5M+yCsvL0ej0UgTqa2NWbNm0dHRIXE3TWaUlpbaTCfs7e2ZNWsWJ06cGLcXeNZCc3MzTU1NhIWFjXoQ8UiQmJgo8TdOdp0oKysjKCiI8PBwqwYWgDQI7fjx49JQwsmKvr4+iouLCQ8Pt3pXBQy1bHt4eNDa2jqp9wGgqqoKLy8vwsPDbdIqO3/+fE6cODHp/ViDwcDJkycJDw+3ejUaDNE+REdHU1dXN+n92IaGBmmI9GhoBEaK9PR0ioqKGBwcnNQ6IQgCmZmZNtMJcYhsVVXVpNeJzs5OiUrC2pdGMDSvprm5mY6OjkmtEwCZmZmEhIQQHh5u1eInGLo4mj9//lddXwzNlmpvbycsLMzqXRUwRMdlMpmora2d9Htx8uRJvL29CQ8Pt3oFOcCCBQsknZjM55PBYKCmpoawsLBRd7eOKkG+YMEC2tvbJQ6yyQiR76ayspJ58+ZZvW0ehhLk4uTk8VqRZg0IgkB5eTlKpZKwsDCrJ6AA0tLS0Gg0dHV1Yfp/7N13fFXFtsDx30nvkEoSEkILBAi9BQgEkI70LqAiAgIqKoroVa+9g4pKk2IBkSa9C6ElkQ6hBBIgCSG993LKfn/wzrnIVa9KwjnJWd/Ph8+7z3vNXnGcPTNrr5nRaB74802B/l0QExNDt27d7nuHxj9hY2NDSEgIV69eJT09/YE+25QoikJycjK5ubk0a9bMKH2iefPmWFtbk5WVRXl5+QN/vqnQv586duxYKZW3f5dKpaJHjx7ExMSQlpb2QJ9tShRFIT8/n9jYWNq1a2eUMTsgIIA6deqQnp5ukkcPPSiKonDz5k2aNWtGrVq1HnifgDvz2NjYWFJTU816HlteXs7Jkyfv+0z5f0p/EWZqaipFRUUP/PmmQlEUbt++bTjS60EeYaAXEhLC7du3SU5ONut5rE6n4+jRo0abx9rZ2dGxY0eSk5PJz89/oM82Jfq7paytrWncuLFR5rGtW7emqKiIW7dumfXOCn2fCAkJeSAXR9/LwsKC7t27c/v2bZM8ou5BURSFwsJCCgoKaNWqlVHG7MaNG2Nvb098fLxZHz2k0+mIiooiODgYJycno8xjw8LCSE5ONvs+UVFRwe3bt+nUqdN994n7mnm1b98eR0dHrl27hlqtvq9Aqiv9uY23bt3ioYceMkoMTk5OtGzZEo1GQ1RUlFFiMAV5eXlcu3YNV1fXB37xml7Lli1xdXUlISHBrBMfubm5xMfH06dPH6MMFlZWVrRv3x4rKyuOHDnywJ9vKoqLi7lx4wZqtfqBbxHWCwwMxNfXl/T0dLKzs40SgynIy8sjISGBHj16PNDjVe7WqVMnbG1tOXz4sFGebwoqKipITEwkJSWFkJAQo8Tg6+truAjTnLen5ufnk5iYSPv27Y2y4wvu9Al7e3uOHTtmtslArVZLSkoKMTEx9OzZ0ygx1K5dmxYtWqDVarlx44ZRYjAF+ndCgwYNjLK7BaBt27a4uLhw6tQps058pKamcu7cOaOt7ezs7GjXrh3W1tZcvXrVKDGYgtLSUlJTU3FxcaFp06ZGiaFZs2Z4enoSExNj1kU3aWlpnDt3jl69ehnlQ4WFhQWdOnXCzs7OrI+VVavVZGRkoFar6dChg1FiCAgIwN/fn9u3b3P9+nWjxGAKMjIyuHDhguHSVWPQz2OvXLlitoUeWq2W7OxssrKy6NGjx33/vPtKkPv6+tK5c2eio6MpKyszy0bRarVcunQJW1tboy0s9LedN2zYkN27d5vtVpcLFy5w+/ZtmjRpYpTtkHDnMpr27duTmJho1jsrLly4gLW1Nb169TLK8y0tLfH396ddu3Zs3rzZbI9ZiY+PJyYmBh8fnwd+rqyem5sbLVu2pKSk5C/dZF1TRUdHY2FhYbQEuUqlom7dunTp0oUNGzaY7Va8rKwsTp48iYuLC506dTJKDM7OzgQFBeHo6GjW2+djYmLQarV06tTpvi9K/6d8fX0JCQlh27ZtZjuPLSsrIzw8HGtr60pZWPwT+jtc6tevbzj32RzdvHmToqIigoOD8fX1NUoM3t7edOzYkSNHjpjt0Wg6nY59+/ZhYWFB7969jRKDlZUV/v7+tGrVyqyP0NQfbVK/fv0HfmeInoeHB23atOHatWskJCSYZZ8A2LdvH3CnYtUYu1v089jOnTtz4sQJs53H5ubmkpiYiKenJ+3atTNKDPqLq4uKijh//rzZvp8OHjxIRUUFXbp0ua8LJu9H3bp1CQkJ4eTJk2i1WrPsE2VlZVy9ehVHR0e6det23z/vvt9uo0aNIjExkaysLLPrHPptqWfOnKFHjx4P/OKQu7m6utKzZ0+OHz9ultvntVotkZGR2NjY0KJFC6MttgEGDBhAYWEhaWlpZrezQn/kUFRUFGFhYfj5+RmlghzunEM+cuRIjhw5QmpqqlFiMCatVsuVK1dIS0ujXbt2Rjm3Ua9Lly44ODiQlJRklttTtVotv/76K926dTPa8U9648eP5/Dhw2ZZuazT6UhJSeH06dN06dLFKOc26gUFBREYGMjNmzfNcreRVqvl7NmztGzZkoYNGxrl3Ea9sWPHEhkZabhE15woikJBQQF79+6lR48eRqtahjsFBqGhocTFxZnspc5VST9m+/r6Gj6gGcuQIUO4evUqN2/epKKiwmhxGIN+q/amTZuMPo91cHBg6NChxMTEmOUFkTqdjoSEBCwtLWndujWurq5GiyUsLIz8/HxiYmLMcsxWq9Vs2LCBHj164O/vb5QEOdxJkk+YMIHLly+Tk5NjlBiMSafTkZGRQVZWFh07djTK3VJ6rVq1wsXFhfPnz5vlMVBqtZotW7bQtm1b6tevb7TdwQATJkwgJibGLHdq648cunbtGt26dauU4oL7frv17dsXV1dXzp07Z3bVN/rFdmJiIuPGjTNqLC4uLoSFhaHRaNixY4dZtQPcqTA4c+YMAQEBRqsw0AsNDcXHx4fY2FizrL5JTU0lLi6ORx55xKhxWFtb069fP6ytrdm4caPZtUNOTg4XLlzAwsKCzp07GzWWVq1aERgYaLgw1NzaQt8nRo8ebdQJFMCgQYOwtbU19Alzaovi4mIuX75MWloa/fr1M2os9evXp02bNhQWFhIbG2tW7QCQnp7O9evX6d+/P7Vr1zZqLP3798fR0ZFt27ZRXl5uVm1RUVHBtWvXuHjxIiNHjjRqLO7u7oSGhqLT6Th//rxZtQNAdnY2N2/epH379kY7JlAvLCwMNzc3fvnlF7Kzs82qLRRFITY2lqioKMaPH2/UWOzs7OjTpw+2tracOnXKrNoB/nMMl6+vL23btjVqLB07dqRevXqcPn2aGzdumFVbKIpCXFwcERERjBs3zmjJcbhzzMqAAQNwdHTk119/NcRnLkpLS0lKSjLq7ha9pk2b0qxZM27evMnp06fNqh0Abty4QVRUFIMHDzbqB22AgQMH4uzsbJZV5Gq1muTkZLKzsxk2bFil/Mz7fsN5eHgwfPhwzp07R05Ojtk0iKIolJWVcfToUfz8/Iy+2LaysiIgIIAePXrwww8/mNW5gTqdjj179pCZmUmnTp2MvrBwdXVlwIABJCcnk5ycbDbHe+gvNTpw4AC+vr4MHDjQqPFYWFjg7e3NiBEjWLFihVl93dbpdJw8eZLo6GiCg4Np1aqVUeNxcXGhW7duWFhYEBsba1Y7K3Q6Hb/88gve3t7079/fqAlylUqFh4cH48aNY/ny5WZ1oYv+Qsj9+/fTqFEjunbtatR4HBwcaN26NQEBAZw/f96sLrDVX/Tl4uJC7969cXZ2Nmo8np6ejB49mh9//JH09HSzmsfm5uby448/4u/vT58+fYwaj42NDY0aNaJLly5ERUVRVlZm1HgeJJ1OZ0iAdu3aFR8fH6PG4+7uzsMPP8zBgwe5efOmWc1jKyoqWL58OT4+Pkafx1paWlK3bl0efvhhDh8+bFY78BRF4erVq+Tk5NCuXTuCgoKMGk+tWrXo1asXN2/e5OzZs2azs0K/tluyZAne3t4MGDDAqAlylUqFl5cXY8eO5dChQ5SUlBgtlgdNf4nz9evXCQoKomPHjkaNx9HRkY4dO2JpacnBgwfN6v2k1WpZuXIltWrVok+fPkY7XkXP09OTMWPGcPToUbPKASqKQl5eHqdPn6ZBgwaVdtx1pbzhpk6diqIoXLhwgdLSUrNYXOh0OjIzM4mOjuapp54y+gIP7iRmH3nkERITE9mzZ49ZtAPcOVP2wIEDNG3alLZt2xp1q7be6NGjcXV15erVq2ZVRZ6dnc2vv/7K008/bbTbnO9mbW3NU089RUpKCtu3bzebdigoKCAyMhKVSkXfvn2xs7Mzdkj06tWLoKAg4uPjzaqKPCcnh6ioKJ566ilcXV2N3icAZs+eTVpaGtu2bTObMxxLSkq4cOEC169fZ+zYsUav9gAIDg6mZ8+eJCcnExcXZxbtAHfOzzx58iTjx4+nbt26Rj1ySG/69Onk5uaye/dus5nHqtVqrl+/zqFDh5g6dSpOTk7GDglvb29Gjx5NVlYW0dHRZtEOcGfMPn/+PGFhYTRv3tzoO40AJk6cCMAvv/xCZmamWbSFoijcunWLTZs2MXv2bJNY29nb2/Pkk0+Sl5fHmTNnzKId4M6FtTExMTRo0IDQ0FBsbW2NHRIDBgygTp06REVFcf36dbNpi+TkZNatW8esWbNwcXEx+jxWpVLx9NNPU1BQwOnTpwHzqCIvKysjPj4egGHDhhntUsi7dejQgTZt2nDhwgWzej+lpKSwYcMGHn30Uby8vIz60Uhv1qxZlJSUcPbsWTQajVm0hUajITk5mdu3b/Poo49W2jy2UlqzcePGDB48mFOnTpnFJEpRFIqLiwkPD8fd3Z0JEyYYOyQAbG1tadmyJaGhoSxevNgsznDUaDRs3bqV27dv06tXLwIDA40dEnDndue+ffuSlJREYmJija++URQFjUbDvn37cHZ25tFHHzV2SMCdKvKgoCAefvhhPvvsM7OoItdqtRw7doyzZ8/Spk0box+vouft7W24AO7SpUtmUUWu1WrZu3cvTk5OTJo0CSsrK2OHhEqlIigoiOHDh/PFF1+YxbmmOp2Oq1evsnfvXurXr8+AAQOMHRIAtWvXplOnTtSrV49ff/3VLKrItVotBw8exNramjFjxhj1vpC7NWnShKFDh7J69WpSUlJq/FnkiqKQkZHBmjVrcHd3Z8yYMcYOCbiTDGzdujWdO3fm0KFDZlFFrr9Dp7y8nAEDBuDv72/skABo0KABAwYMYP/+/cTExKDRaIwdUpVSFIWSkhKWLFmCo6MjkyZNMnZIwJ0dws2bN2fgwIHs3bvXLKo0dTod0dHRpKen06VLF1q3bm3skIA7l+H16tWL69evExERUePHbP3a7ssvv8Te3p5HH33U6MlxuDOPbdq0KcOGDWP37t1mUUWuP4//2rVrNG/enF69ehk7JODOSRJdu3bF0tKSHTt2mEVbaDQalixZgqWlJePHjzd69bhe06ZNGTp0KAcPHjSLKnJFUcjKyuLkyZP4+fkxYsSISvvZlfa549lnn8XS0pKoqCjy8/NrdJJco9GQmJjI+fPnmTNnjtHPz7xbrVq1mD17NtevX+f777+v8YnZxMRENm7cSJs2bWjfvr1JVBjoTZw4ER8fH86ePUtKSkqN7hP6bV9Hjhxh3rx5JlMpC3e2qM6fP5/ExERWrlxZ48/mSktLY8+ePdjZ2dG/f3+TqDDQ69OnDx06dODq1atmce5ycnIy4eHhzJ07F3d3d5PpEwCvvPIKSUlJrFq1ioqKihrdFnl5eRw9epSbN2/yyCOPmERVoF5wcDBDhgzh1q1bnD17tsYnZlNTUzl69ChPPvkkfn5+JlE9rvfCCy+Qk5PDmjVravw8trS0lNOnT7N//35mzpxJrVq1jB2Sgbe3N08++STp6elERETU+D6RkZFBZGQkgwYNIjg42CR2Qeo9+eSTWFlZsWXLFhITE2t0n9BqtVy6dIkffviBuXPnGvVCyHvZ2dnx4osvkpOTQ3h4eI3vEzk5OZw9e5ZmzZrRo0cPk0lAAQwdOpSAgAB++eUXzp07V+PbIiYmhuXLl/PSSy+Z1NoO4F//+hd5eXkcOnSoxu+GLCoq4vLly1hbWzNy5EiT2PGl16lTJ0JDQ/n111/55ZdfzKJPrFixgpkzZ+Lt7W0S1eN6L7/8MiUlJRw5cqTG36lTVlbG9evXSUlJ4cknn6zUgptKa9FGjRoxdepUzp8/T0JCQo2tDtSf2bhr1y6aN2/O448/buyQfsPGxoZWrVoxYcIEPv30U27dumXskKpMeXk5ixcvpqioiJEjR9K4cWNjh/Qb9erVY/z48eTm5nLlypUaW/WhP49//fr1NGnShOnTpxs7pN/QV5HPmjWLDz74gISEBGOHVGXUajU///wzFy9epG/fvoSEhBg7pN/w8vJi8ODBuLu7c/LkyRr7hVt/jumPP/5I48aNmT59uklNoACCgoKYPXs2n3zyCTdv3qyxkyiNRkNUVBQ7duwgJCSEwYMHGzuk36hVqxY9evSgU6dOhIeH1+hz4dVqNRs2bKBu3bpMmTLFpD5UAAQGBjJ9+nS+/fbbGr3LRafTcfPmTb7++mtatWplOErDVNjZ2dG+fXvGjBnDnj17yM7ONnZIVUatVrNr1y4cHR0ZP368yVSP69WvX59JkyZx9OhRIiMjKS4uNnZIVUJRFHJycnjzzTdp0qQJTz75pLFD+g1LS0tatGjB9OnT2b59O5mZmcYOqcpoNBqOHTtGUVERgwcPpk2bNsYO6Td8fX0ZPnw4WVlZ7Nq1q8aO2YqiUFpayvz582ncuDEzZswwdki/oa8if/rpp2t8n9BqtVy8eJG4uDh69OjBQw89ZOyQfsPNzY2HHnoIb29v1qxZQ3p6urFDqjJlZWW8+uqr+Pv78+STT5pUYSbcqSKfOXMmv/zyS43eDanT6UhKSiIiIoJ27doxevToSv35lbpinz59Ok2aNGH//v2kpqbWuEZRFIWioiIiIyPJysrinXfeMalKDz0nJyfmzJmDg4MD8+fPr5FbwHQ6HXv37mXfvn2MHj2atm3bmlQlmt6oUaPo1KkTZ86cISYmpsZV9CuKglqt5vjx48TFxbFgwQKTGyzgTpJ83rx5uLm5MXfu3Br5VVWn0xEVFcXOnTtp1aoVgwYNMokjPe4VGhrKwIEDuX37NpGRkTWyTyiKwvHjx4mJiWHhwoXY29ubVNWN3ksvvYSnpyfz58+noKCgRvaJq1evsmXLFmxsbHjyySdN4mzfezVt2pSJEydSUVHB7t27a+RRBjqdjoiICK5cucJbb71lcjsq9J5++mnq1avHhx9+SFJSUo2cx6alpbFhwwZu377NK6+8YpLzWHd3d2bNmoW9vT0bNmyokR8rdDodp0+f5uLFi8yaNYsmTZqY3IdUgEmTJhEcHMz333/PmTNnauSYXVxczLp16zh16hQffvihSc5jra2tefHFF/Hw8GDNmjU1tk9cvnyZ8+fPM2jQIHr27GmSa7v+/fsTFhbG4cOH2b59e40bsxVFQavV8uOPPxIeHs6CBQuwsbExyTF73rx5eHl5sWbNmhq5G1JRFBITEzl9+jRNmjThkUceMcl5bJs2bRg5ciTx8fEsW7asRl5ie3efeP/993F2djbJPvH888/j5+fH5s2ba+TaTlEUMjMzOXHiBJaWlrzwwguVPo+t1JmYo6MjH3zwAWq1msOHD5OVlVVjGkVfEXjt2jWOHj3KzJkz6dq1q7HD+l0WFhZ4e3vz2WefsXfvXpYtW1ajJrSKonDjxg0+/PBD2rVrx5AhQ/Dw8DB2WL/L3t6eZ599lvr16xMREUFCQkKN6hM6nY7ExEQ2bdrEM888Q1hYmLHD+l0qlQpnZ2dWrlzJvn37WLJkSY06akVRFJKTk1m2bJnhbN/69esbO6zfZWtry8iRI+nfvz8nTpwgOjq6xiSh9P8+3b59mzVr1vDss8/Ss2dPk5xAATg7O/PNN99w+PBhli5dWqMuJ1QUhezsbDZt2sSlS5d49NFHCQ4ONnZYv8vKyopOnTrx9NNPc/bsWaKiompMn4D/vJ/WrVvH1KlTeeihh0wyAQV3CgwWLFjAtWvXWLFiBenp6TWqTxQVFXHo0CHWrVvH9OnTTeaOintZWFgQEBDAxx9/zIULF2rcsRL6DxU///wzgwcPZuDAgSZ1XOPd9MU2Go2G77//npiYmBrVJ9RqNadPn+aDDz5g9uzZhrtSTI1KpcLV1ZVvvvmGixcvsn///hp1rIT+PNm9e/fSrFkzRowYQd26dY0d1u+ys7Nj8uTJNG3alPXr13Ps2LEa837SF3lcunSJl156yaTnsfq13erVq7l8+TIHDhyoUZcTKopCXl4ex48fx9LSkkceeYSgoCBjh/W7rK2t6dWrF6NGjWLLli1s27atxvQJuNMWMTExvPTSS8ycOZPevXubZBEa3JnHLl68mNu3b3Pw4EGKi4trVJ8oKSnh/Pnz3Lhxg6lTp9K+fftKf06llyq0a9eOOXPmEBsby9mzZykqKqr2jaJPBN66dYstW7bQpUsX5s6da+yw/pS1tTU9e/bkueee4/XXX+fEiRM14kWlKAoFBQW89NJLKIrCs88+a3JHq9yrWbNmTJ061VBVmp2dXSP6hP64oZUrV9KmTRvefPNNY4f1p1QqFaGhofzrX//iX//6F7/++qvh96jO9NVPCxcuJC4ujsmTJ9O9e3djh/Wn/P39GTduHEFBQYYdRzWhHQCKi4v5+uuvadmyJW+//baRo/rfunXrxquvvsqHH37I0aNHa0QFjv7Yp40bN7Jz504efvhhxo4da+yw/pSbmxsPP/wwQ4YMYdu2bTXmvN+7L75r2rQpb7zxhkndi/B7OnXqxAsvvMDatWvZt29fjajA0ScCIyMjWbhwId27d+fpp582dlh/ys7Ojt69ezNr1iw2btzI9evXq307wH+OLli9ejVeXl68+OKL+Pr6GjusP9WyZUueeuopzp07x8aNG0lLS6v2baFf2924cYPnnnuOdu3a8dprrxk7rD9lYWFB9+7deeWVV1i/fj1xcXEANaItysrK+Pnnn1EUhenTp9O2bVtjh/WnGjZsyOTJk1GpVKxcubJGHFWnjz8rK4vHHnuMFi1a8M477xg5qv9Nv7bbtGkTsbGxNeLDkb4w88iRIyQmJjJmzBiTOyLwXnXq1GH48OG0a9eOhQsXcvHixRrRDvoPFZMmTSIoKIi33nrLZJPjel26dGHevHmEh4dz6dKlGrFzXn9p8MWLF4mMjKRv375MnTq1Sp5VJXv5Hn/8cYYNG0Z4eDinTp2q1lVp+o6RmJjIunXr8PT05LPPPjPJLan3srW1Zd68eXTr1o3Ro0dz7dq1atsO8J/BYs6cOURHR/PGG28QHBxskltS7/Xwww8zYcIEEhISOHDgQLVecOvjzs/PZ9myZahUKr799ttq0SfgzuWEvXv3ZtSoUYZKqOrcFmq1mo8++oi9e/cyefJkBg4caJJbUu/VoUMHpk6diqWlJRs2bKjWH470cVdUVPDll19SWlrKjz/+aLJbUu/14osvGiYaZ86cQa1WV+u20Gg0rFu3jhUrVtC1a1eeeuopk5/Mwp17K5555hkaNmzIN998U+2rl/Vt8eWXX1JUVMS3335LrVq1qkWfeOqppxg8eDBvvfUW+/bto6SkpNq2hT4RGBkZydtvv423tzfvvvuuSW7TvpezszMvvvgiISEhfPnll9X+wnN9n/jmm2/Iyspi4cKFNGzYsFrMY8eMGcPo0aPZtGkT33//PTk5OdW2LfTzvvj4eGbPno1Wq2Xp0qXVYh5rYWHB/Pnz6d27NwsXLiQ5ORmovkly/XEe+o9gzz//PKGhodViHtujRw8effRRrl27xgcffFCt3093r+0mTZpETk4OP/zwQ7XoE3DncsI+ffrw1VdfkZiYWK2T5Po+cfDgQU6cOMHw4cOZOHFitZjHBgUFMXPmTKytrXnuueeIj4+v1u0Ad+68mzBhAhkZGXz//fcme2zmvZ599lkGDhzIunXruHr1arVf2+l0OqKjo9m9ezetW7fmlVdeqbJ5bJXMyCwtLXn77bcZMGAA+/fv5/Tp09Xyy4U+3qSkJDZs2IC9vT3ffPMNfn5+Ro7sr1GpVDg4OLBmzRr8/f15+OGHq+3gre8YL7/8Mvv37+ejjz4iLCwMOzs7Y4f2l1hYWDBt2jSmTJnClStX2Lt3b7VccN89gfr2228NRxiY6nEe91KpVFhYWPDTTz/RoEEDhgwZwq1bt6plklwf88KFC9mwYQNPPPEEEyZMqNRbnKuShYUFffv25dVXX6WoqIgff/yRwsLCatkOcOdiqeXLl3Pz5k127txJ/fr1q8UECu6M2atXr6ZZs2Y8+uijXLp0qVpuU9X3iQ0bNrBkyRI6dOhgOLO1OtBfOvXFF1/g4uLCkiVLyMvLq3btAP9pi+XLl3Pjxg22bNlismcs/x5LS0sWLFhAt27deP311/nll18oKyurdm2hjzcqKop3330Xe3t7Fi5caPIVy3r6YyW+++476tWrx4IFC8jNza127QD/6RPffvstMTExfPPNN3Ts2LHaJKD0Z32OHDmS7777jm+//bZaj9m3bt3ipZdeIjk5mTVr1lCvXj0jR/bXqFQqrKysWL9+PYGBgXzyySfk5OQA1S9Jru8Tmzdv5syZM7z22msMGTIEJycnY4f2l1hYWDBy5EiefvppTp8+zdtvv10tPxzp4y0qKmLmzJmcPXuWrVu30qBBAyNH9tdZWlry448/0qxZMxYtWmTY5VId20JRFMLDwzl69CijRo1i5syZuLm5GTu0v0SlUtGuXTvef/998vPzmTFjBhkZGdWyHeDOvQjTpk0jKiqKbdu20bBhw2q1tluyZAmdOnXihx9+IDY2ttqu7QCio6PZuXMnzZo1491338Xb27vKnlllKxUHBwc++OADevbsyY4dOzh27Fi1qiTXv6Bu3LjBmjVrAPjqq69o0aKFkSP7e/SLi23bthnOh6puX/P0VbJz5szhu+++44MPPmDgwIE4OjoaO7S/xdbWlqeeeorHH3+cs2fPsmXLlmq1uNDHmZ2dzcqVK4mPj2fNmjUmvw3yXiqVCicnJ3bs2IGdnR39+vUz7K6oTm2h0Wh49913Wbx4MZMnT2by5MnVJhGoZ21tzYABA3jzzTdJTU1lxYoV1Sr5cXd1wdKlSzl9+jSbNm2iQ4cO1WYCpefk5MRPP/2El5cX48eP58SJE9Wq2kBfcfPtt9/y0Ucf0bJlS1566aVqk/TQs7S0pEWLFnzzzTdoNBoWLFhQ7e5z0bfF4sWLiYqKYsOGDXTu3LnaJMf1HBwc+PLLL2nVqhUvvfQSW7ZsqVZnOeoLCw4ePMi//vUvNBoNH3/8scmeYfpHVCoVXl5ebN68GQcHB959991qt+DW94kVK1YQERHB0qVL6d27d7Up8tCzs7PjpZdeYujQoSxfvpwvvvii2o3ZiqJw7do1nnnmGaKjo1mxYgWtW7c2dmh/i34eu2vXLpydnXn33XdJT08Hqk+SXP9+WrduHYcOHWL+/PmMGjXKZM/i/yM2NjaMGTOGZ599lsOHD/Piiy9WqyOI9HHm5OQwbdo0du/ezfr166vkXN+q5uTkxJYtW/Dy8uLTTz8lISGhWlWS6/vEvn372L17N8OGDWPWrFnV5oO2nv5enYULF5KUlMSECRNISkqqVu0Ad9Z2jz/+OBs2bKi2aztHR0dWrVpFs2bNWL16NRcvXqx2aztFUTh9+jSbN2+mUaNGvP3221V+vLJKqeJ/Qrm5ubz55puGs7v79OmDi4uLSf8Lpn9BXbp0iY0bN+Lh4cFnn31mspcZ/RWKcudCoEGDBpGWlsbu3btp06aNSbcD/Of80ieeeIL9+/ezaNEiRo4cWe2S43crKipi9erVfP755/j7+zN69Gg8PT1Nvi10Oh0pKSmsWrXK8Dv06tXL2GHdl/T0dIYMGUJSUhKbN2+mU6dOJr+FTX9+6bx58/j555+ZM2cOU6ZMwcvLy9ih/WNlZWUcPHiQuXPnYmlpyZNPPomvr6/J9wlFUSgsLOTrr7/m5s2bbNiwgf79+xs7rPuSmZnJpEmTuHz5Ml999RX9+vUz+TOjFUWhvLycRYsWsWLFCvr06cMLL7xg8vdT/BmNRsPly5eZNGkSubm5zJkzh3r16lWLPlFeXs7nn3/OtWvX2LRpEwMGDDD5uP9MTk4OL774IocOHeL5559n0qRJuLm5mfTvpC8s2LZtGx988AF16tThvffeo127dsYO7R9TFIXbt2/z8MMPc/v2bV5++WUCAgJMuh3gP8cDfvnll8TExLB69WqGDBlishfV/hUFBQUsWrSI7777joEDBzJv3jzq1q1r0m2h/0hx5swZXnzxRXJycli6dKnJ39nyZxRFISMjg/79+5OUlMSLL75IgwYNTP5jpL5PrF69mnPnzvHuu+/yyCOP4OrqauzQ/rGSkhK2b9/O22+/TcOGDfnss89o3LixSfcJuLO2u337NlOnTuXChQusXbuWvn37Gjus+5KRkcHIkSO5du0aM2bMoFmzZiZ/pJh+zN6yZQsRERE89thjzJ49u9oVedxNfwHyjBkzUKlUrF27lhYtWph8n1CUO/fdTZgwgaNHj7Jp0yb69+9v8nH/maysLJ566ikiIiIYMWIEnTp1MvmjYvRj9tGjR9mzZw+dO3c2HK9c1ao8Qa5P5ixcuJBVq1ZRv359Bg8ejL+/f1U+9r4UFxcTGRnJ3r17adu2LZ9++imBgYEm/S/RX6Hv8MOHD+fs2bMsX76cMWPGmPRESn/pYEJCAj/88AM9evSoNuf6/hH9xHDz5s28//77WFhYMHr0aJOu6iovL+fy5cusW7cOV1dXvv/+e1q2bFmt2wH+k+AcO3YsJ06cYMGCBUyYMAF7e3tjh/aH4uPjeeaZZzh//jzvvfcew4cPN/mPjv+LfhA8efIkzz33HGlpaUycONGkdydotVoSExNZtmyZIRHVrl27at0OcKctioqKmDFjBgcPHuSFF17giSeewNPT09ih/aHk5GTeeecd9u7dy+OPP85TTz1FnTp1qnVb6Ksmbt26Zfhg8cQTT5j0h3pFUUhNTWXRokUUFhaye/fuallxcy/9h/q3336b9evXM2zYMJ5++mkCAwONHdofysrKYuXKlaxYsYIuXbrw5ptv0qBBg2rdFvrlSl5eHiNGjOD06dNMmzaNkJAQk/69UlNT+fLLL8nPz2fz5s107doVS0tLk475f9F/CPv2229ZtGgRTZs25dVXX6Vjx47GDu0P6d9Jb775Jp6enixZsoTmzZtX63aA/6ztRo4cycmTJ3n88cfp0qWLSRd7pKen880335CWlsaSJUsYMGAADg4O1bot9AnO8PBwXn31VVQqFR9++CF9+vQxdmh/qLy8nJMnTzJr1izKysrYsGFDtSie+1/0a7vHHnuMI0eOMHz4cHr06GHSxR5ZWVn89NNPxMbG8vLLLzN58mTc3d2rdVvoC06vXbvGtGnTSEpKYtGiRQwfPtzYof0hnU7HlStXmDhxIunp6ezYsaPGzGOLi4t56aWX2LZtGyEhIfTp08ekd57n5+ezZ88ewzn8L7/8Mv7+/g+kLao8QQ7/OQ5g48aNfPrppxQUFDB06FA6duxocpdw3L59m927dxMTE8OYMWOYP39+tV9o300/qZ07dy5LlixhxowZfPLJJzg6Oprc77h+/Xpmz55NQEAAq1evpnnz5tV+UaGnTwhGRkby3nvvcf78eQYOHEi/fv1MblKbm5vLwYMHOXToEGFhYXz++ef4+fnViHaA//SJf/3rXyxevJhx48bx/vvv4+3tbXIfj7Zt28YLL7yAk5OT4XxcOzu7GtEWdx9r9frrr7Njxw769+/PqFGjTK7yo6ysjKNHj7JhwwZat27N999/X63OHP9f9B/xPv74Y7766iu6du3Km2++SXBwsMmN2YcOHeKNN94gOzubefPmMXLkyGr/wUjv7q3P8+fPZ/Xq1fTt25dJkyaZXJ/Q6XREREQYtnJu2LCh2idk76ZPfnz33XcsXLgQT09P5s+fb5Jj9tmzZ/n44485ceIEkydP5plnnsHDw6NGtIW+T5SVlfHiiy+yePFi+vXrx+TJk7G2tja53zEiIoKVK1fStGlT1q5dS5MmTVCpVCYX5z+hn8fu37+fDz/8kKysLF544QUeffRRkztXPT4+nsWLF7N27Vr69evHe++9Vy12qf1V+nnsvHnzWLJkCT169GDixIkmubY7ceIE3333HXXr1jXcFWKKffef0CcEL168yFtvvUVUVBSzZ89m3rx5JrdjJCcnh++++4733nuP9u3bs2zZsmqxI+ev0veJd955h6+//poWLVowbtw4vLy8TG5td/78edatW4ednR3vvPMOAwYMMMm++0/o13ZpaWm8+uqrrF+/npkzZ/L++++b3BFjFRUV/Pjjjzz33HM0a9aMtWvX1rh5bEVFBUuWLDHcdTRy5EiaNGlicmu72NhYtmzZQm5uLrNmzeKJJ57A1dX1gbXFA0mQw386yOXLl1mwYAG7d++mZcuWDBw40CS2j5SUlHDq1Cn27t2Lg4ODYRttTRm076Zvi61btzJjxgzc3Nz45JNPGDhwoEksupOTk3nttddYs2YNkydPZuHChdSqVQugRrWFvuslJSXxzTffsGTJEvz9/Rk1ahRNmjQxcnR3KguuXr3Kzp07ycrKYtasWbz44ovVvoL/9+j7xK5du5gzZw6Wlpa8/vrrhupsY0tNTeXdd9/l+++/Z/DgwXzwwQeGiWxNaou7KwTXrVvHa6+9hpubGxMmTKBly5ZGju7OsRe3b99my5YtXLx4kWnTpvHBBx9ga2tbo9oB/tMnDh8+zCuvvEJGRgazZs1i0qRJ+Pj4GDs8MjIy+PLLL1m1ahUtW7bk3//+t+Gje01qC32fqKio4Oeff2bWrFk4Ojry6KOP0qZNG+MGx53EeFZWFhs3biQiIoKpU6fy+eef15gPd3fT94mzZ8/y4YcfcvLkSUaOHMnMmTNp2rSpscMjJyeHdevWsWTJEhwcHHjppZcYPnw4VlZWNaot9H1CURS2bNnCk08+iYODA48++iitW7c2evJDURRyc3NZv349R44c4YknnuDzzz83HA1YE9vi+vXrLFmyhJ9++omuXbsyf/58OnToYOTo7hxpeODAARYuXEhKSgpPP/00s2bNqtHz2O3btzNz5kxUKhXjxo2jffv2JvHBIicnh82bN3PkyBHGjRvHxx9/bChAq0ltoe8TmZmZ/PDDD3z00Uc0adKE9957j7CwMCNHd2dtd/bsWT744AOOHz/OjBkz+Pe//12j57EHDhxg7ty5ZGdnM3jwYEJCQkxibZeXl8euXbsIDw+nV69evP322wQHB2NhYVGj2kLfJ0pLS9m4cSNz587Fx8eHBQsW0K9fPyNHd2dH8PXr13nzzTf5+eefmTp1KgsWLKjR89hff/2VN998kwsXLtCtWzd69+5tEke1FhYWcvjwYX755RcaN27Mq6++Sp8+fR74PPaBJcj1dDodubm5bNmyha+++or09HR69+5NWFiYUS7mUKvVREdHs3fvXjIyMhgxYgSzZs2iWbNmNe4FdS+dTkd8fDwvv/wyO3fuZOjQobzxxhsEBQU98Ioo/daPr776ig8//BBvb28++eQT+vfvb0ja19S20B9pcOzYMT788EMuXLhA9+7dGTRokFG2vmg0GuLj49m3bx9XrlyhW7duzJ8/n06dOplFn7h16xZvvfUWW7ZsITQ0lJdffpkOHToY5diVoqIili1bxscff0ytWrV46623GDx4MM7OzkDN7hMVFRVcvHiR1157jcOHD9O1a1dGjhxplAFcq9WSmZnJvn37iIiIICgoiPfff58ePXrUuITsvfR3D3z55Zf8+OOP1K9fn2effZZ+/foZPlw+SMXFxaxdu5YFCxYYLm8eO3ZsjVxo301frXnjxg1eeukldu/eTdeuXRkzZgxeXl4P/PfWb2Het28fe/fuxd/fnwULFtC3b1+z6BPZ2dn8+OOPLF++HJVKxfTp05kwYYJRjiIqLS1l586dfP7554YLsaZOnWo4/7amtoV+oRcfH8/cuXPZuXMnXbp0YdSoUUbZAaYoCmVlZezbt4/t27fj4+PDF198Qd++fQ1z6prcFgUFBRw4cIAFCxaQlJTEY489xqxZs6hbt+4Dj6e8vJzIyEi++uorIiMjeeihh3j++edp06aNWcxjExISeO2119i2bRvBwcEMGzaMgIAAoxRBlZWVsX//frZv346XlxcfffQRAwcONMypa2pb6N8HZ86c4a233uLkyZNMmDCBV155hYCAgAcej0aj4erVq3z99dds2rSJVq1a8cYbb9CtWzezGLNv377Nxx9/zPr16/Hx8WHw4ME0a9bMKFXMZWVlHD58mJ07d+Lo6Mirr77KiBEjDHeb1NS20J8oERsby/z589m/fz9jx47l7bffpkGDBg88Hp1OR2pqKosXL2bJkiUEBATw0Ucf0bt3b7PoExkZGaxcuZJVq1YB0K9fPzp06GDIMTxI5eXlnDhxgt27d6NWq5k2bRqPPvqo4e6lB90WDzxBDv9Z6N28eZPvvvuOb7/9FkVRCA0NJSws7IEsMPRfUA8dOsStW7cIDQ3l6aefpnv37tjZ2Rm9AuVB0el0qNVq9u3bx+uvv05CQgKDBw/m2WefpW3btlW+JUxRFPLz81m6dClff/01RUVFPPvsszz33HO4uLjU+Imsnn5bXmZmJhs3bmTBggXk5+fTtWtX+vXr90AqNisqKoiLi+PgwYNcuXKFwMBAnnnmGYYPH46Dg4NZ9QmNRsPhw4d5//33iY6Oplu3bsycOZPu3bs/kIEjPz+fZcuWsXjxYgoKCpgxYwbPPvssnp6eNX7Q1tMnP4qKitixYwdvvPEGaWlpdOnShcGDBz+QRbdGoyE5OZlDhw5x6tQpateuzbPPPsvjjz+Oo6OjyW1Jqyr64yVOnz7NF198weHDh2natClPPPEEgwcPfiBjdkFBAd999x1Lly4lLS2N8ePH8/TTT9OoUaMaudPr9+j7REVFBbt372bevHkkJyfTpUsXHn744QdySZ5OpyMnJ4eDBw9y9OhRVCoVc+bM4emnn8bJycms+oRGo+HatWusXLmSjRs34urqyuTJk5kwYcIDuWenqKiIn3/+meXLl3Pt2jUeeughZs+eTYcOHbC1tTWrMVutVrNnzx7mz5/PrVu36NixI4MGDaJevXpV/u+kvsDjwIED/PLLL1RUVPD888/z3HPP4ezsbFbzWK1WS0pKCj/99BNLlixBq9Uyfvx4ZsyYQaNGjao8htLSUsLDw1m+fDlRUVG0aNGC2bNnM2DAAOzt7c2uTxw8eJB///vfXL16lRYtWtCvXz8CAwMfyNqutLSUAwcOcODAAcrLy3nmmWeYM2cOrq6uZjWP1el05Ofns3XrVj744ANycnIYO3Yszz333APZeVRRUcH58+dZvnw5u3btwtPTk9mzZ/PII4/g4OBgVmO2Wq0mMjKSjz/+mKioKPz9/XnooYdo2bIlTk5OVR5DSUkJ4eHh/PLLLxQVFfHEE0/wzDPP4O/vX+N2ev0R/Ty2rKyMXbt28dprr5GSksLYsWN58cUXCQoKqvJ/DhqNhoSEBJYvX87atWuxsLDgmWeeYcaMGWY5j7148SKLFy9mx44dODk50bNnTzp16vRALk0uLS0lMjKSgwcPkpWVxbBhw3jmmWcIDg7GxsbGaGO2URLkejqdjoqKChITE9m0aRPff/896enpNGnShM6dO9OuXTvDlsTKoCgKSUlJnDlzhhMnTpCbm0tISAjTpk2jR48e1K5d22wG7XtpNBpKS0v55ZdfWLRoEefPn6dJkyYMGzaM0aNH06BBg0qrPNB3yBMnTrB+/Xo2b95MRUUFY8eOZe7cufj5+Rm2A5pbW+gH8KysLHbs2MFXX33FzZs3adSoESEhIYSEhFTqIK4oCunp6Vy4cIGTJ0+SnJxMkyZNePzxxxk2bBgeHh5mM2jfS6PRUFZWRkREBMuWLSMyMhIvLy8GDhzI6NGjadmyZaVVHugnDCdOnOCnn35i48aNVFRUMGrUKJ5//nkCAgIMzzK3ttC/LwoLC9mzZw+ffPIJV69eNfSJrl274uTkVGn/XBRFIS8vj8uXL3Py5EliY2Px8vJi4sSJPPbYY3h7e5tNQvZeWq2WsrIyLly4wHfffcfevXuxsbGhV69ejB492tAWlUWn03Hq1Ck2btzI5s2bKSwsZPDgwcyePZvmzZsbLvUyt7bQ94nS0lL27NnDRx99xJUrV2jYsCEhISF06dKlUs9h1yc7rl69yokTJ7hw4QJ2dnZMmDCBp59+Gl9f3xp5ZMFfodPpKC8v58aNG6xfv54NGzZQVFREt27dGD16NP3796/UnRY6nY4LFy6wdetWNm/eTHp6OqGhoUyfPt2wbdxcErL30mg0lJSUsH//fj799FMuXryIn58fHTt2JCQkBHd390pb+Or7YFxcHFFRUZw6dQqACRMm8MILL5j1PFafnE1LS2Pbtm2sWLGC5ORkOnbsyNixYxkxYkSlLrx1Oh2xsbHs3r2bzZs3ExcXR4sWLZgyZQr9+/fHzc3NrOexpaWlHDlyhC+//JKTJ0/i6upKu3bt6Ny5M76+vpW6tlMUxdAnfv31VxRFYfz48bzwwgv4+/sbEvPm1hb6tV1+fj67d+9m0aJFxMXF0a5dO8aNG8e4ceNwc3OrtOfpK6YPHjzIpk2bOH36NL6+vkycOJHx48fj5eVltvNYjUZDeXk5p06d4ptvvuHgwYNYWVnRsmVLOnfuTKNGjSr1A9LdfeLkyZNoNBpGjBjBnDlzaNy4Mfb29mY9jy0pKWHPnj0sWLCAmJgY2rVrx/jx4xk7dmylXlKqKAo5OTkcPXqUTZs2cfDgQRwcHBg/fjzTp0/Hx8fHbOexWq2W8vJyYmJiWLt2LT///DPFxcU0a9aMzp0706JFi0q94FZRFG7evMnJkyc5efIkJSUl9OvXj5kzZ9K2bVucnJyMPo81aoIc/vN1tby8nJSUFPbu3cvWrVs5deoU9vb2NGnShCZNmtC0aVP8/Pz+9uQ2KyuL69evExsby7Vr10hPT6devXr079+fESNG0KxZM5ydnc12oLibfgAvKSnh8OHDbN26lfDwcCoqKmjZsiVdu3ala9eutG3bFnd397/1VUetVnPz5k0iIyOJiIjg+PHjpKenExwczNChQxk7diweHh5mO1Dc7e4qwZycHPbv3284t8/GxsbQH4KCgqhXr97ffonk5uYSHx9PbGwssbGxpKSk4ObmRlhYGCNGjKBjx47UqlXLqF/uTMXdA/ipU6fYvn07v/zyC9nZ2TRu3JguXbrQrVs32rdvT926df/W+0mn05GYmGjoD0ePHiU5OZmWLVsydOhQxowZg6enp6Hqydz7BNyphCkqKmLfvn1s3LiRgwcPYm1t/V994u9+6CwsLCQpKcnQJ27duoW1tTUhISGMGDGC3r174+rqalZVmX9EXyVYWlrKlStX2LVrF3v37iUhIQFfX1+6dOlC165d6dy5Mw0bNvzbx3UlJCQQERFBREQER44cITk5mWbNmjF48GBGjRpF3bp1DVVP0ifujK1FRUXs37+fDRs2cOjQISwsLAgMDKRJkyaGPvF3J/6lpaWkpKQY+sTNmzepqKigXbt2jBgxgiFDhuDm5mZWVZl/RD+PLSsrIzExkb1797Jz506io6Nxc3MzjBNdunQhKCjobyekbt26RVRUFJGRkRw9epRbt27RoEED+vbty8iRI2ncuDFOTk5mmwS8m34eW1xczKFDh9i8eTO//PILGo2G+vXrG8aKgICAv30Jmj7pGxcXx7Vr14iLiyM/P5/WrVszYsQIRo8ebZjHSp9QDJfk6Y8n27ZtG1FRUTg6OtK1a1e6detGaGgowcHBf7tPJCcnc/r0aSIjIzl+/DjXr1/H09OTnj17MmzYMNq0aYOLi4vZJjzupp/HFhcXExkZydatWzlw4AB5eXnUrVvXMFY0bNiQWrVq/a1/d/Xb9PVr7KtXr5KdnU2rVq0YOXIkY8eONcxjZW33n3lsQUEB+/bt4+eff+bIkSPY2dnRtWtXQkND6d69u6FP/J1/XpmZmVy4cMGwzr58+TK2trZ06dKFYcOGERoaSu3atWUey2+LDC5cuMCOHTvYs2cPSUlJeHh4GPpE48aN8fT0/Fv/vBRFITMzk2vXrhn6RFZWFsHBwYZxwtvb27AzW/rEf+ax+/btY9OmTRw+fBhbW9v/Gif+7png+fn5XLlyhaioKCIiIjh79iwVFRW0b9+eIUOGMHDgQNzc3Mzq5Ig/cvc8Ni4ujt27d7Nz504uX76Mi4uLoU80adIEHx+fv52PzczMNIwT165dIzMzkyZNmvDwww8zatQoAgICDNX7ptAnjJ4g17s7UV5UVERSUhL79+/nxIkTnD59moKCAmxtbfHy8sLT0xN3d3fs7OywtbXFwcGB8vJyw5+8vDyysrJIT0+nqKgICwsLmjVrRqdOnQxbaVxdXbG3t5cFxe/QJ2dLS0vJzs7m6NGjREVFcebMGVJSUlCpVHh6elK/fn0CAgLw8PDA0dHR8KGhuLiYkpISCgoKSE1NJT4+nsTERAoLC7GxsaFVq1Z07NiRfv360bRpU+zt7WVB8TvuXmCUlJSQlpbG3r17iYqK4sSJE+Tn52NjY4OXlxdeXl5/2icKCgrIysoiIyODwsJCFEWhUaNGtG/fnp49e9K+fXvq1KmDnZ2dLCh+h37RXVZWRm5uLqdOneL48eOcOXOG+Ph4NBoNbm5uBAQEUL9+ferUqYOjoyNOTk44ODgY+kRRUZGhT8THx5Ofn4+lpaWhT/Tv359mzZoZ+oS5LyjupR+uysvLKS0tJSMjg927dxuqlfLy8rCxscHT0xMvLy9DAk/fJ9RqtaFPFBYWkpOTQ0ZGBvn5+Wi1Wnx8fGjXrh3du3enS5cu+Pv7Y29vLx+Lfod+gVFeXm6YhB4+fJjTp09z9epVysrKcHZ2pl69ejRs2BBfX1+cnJwMY4W+TxQXF5OWlsbNmze5ceMG+fn5WFhY0KpVKzp06EC/fv0M1eLysej36ccJfZ/Yt2+fYZzIzs7G2toad3d3w9zJwcEBW1tb7O3tDX+vfu6Vm5tLZmYmOTk5VFRU4OrqStu2benatSthYWE0bNgQe3t7WVD8jrsXGEVFRcTHx/PLL79w6tQpoqOjKSoqwtHR0dAn/P39DX2iVq1aFBcXG/7o+0R8fDx5eXmoVCqaN29O+/bteeihhwgODqZWrVrY29ubzILClNw9j83MzCQ8PJzIyEhOnDhBeno6AK6uroY+4eTkhJ2dneHfa32fKCkpIS8vj8zMTLKysigtLcXBwYG2bdsSEhJCnz59aNKkicxj/8Dd89ji4mJSUlLYt28fJ0+e5OzZsxQUFGBvb0+9evVo1KgR9erVM8ydXFxcKCkpMYwT6enpJCQkcPPmTXJzcw3z2Hbt2tGzZ0/atGlj+EAhRU//TT+PLS0tJScnh6ioKI4fP86JEydITExEq9Xi4uKCp6cnHh4euLi4YGtri52dHdbW1oY+UVZWZugTGRkZlJSUYG1tTZs2bQgJCZF57P9w9zy2pKSEjIwM9uzZY8h35OXl4eDggL+/P40aNcLf3x9nZ2ccHR1xcXGhrKzM0CcyMzO5desW8fHxZGZmotFo8PPzo02bNoSGhhp2CejXhtIOv6Wfx+r/nY6Ojubw4cOcOHGC2NhYysrKcHR0NPSJ2rVrG8YJW1vb/8o9ZWZmkp6eTnFxMZaWloZxQt8n9PNY6RO/9XtrO32fOHPmDLm5udjZ2eHn50eDBg2oV68eLi4uODk54ezsbChkKy4uJicnh6SkJOLj40lLS6O8vBx3d3dat25NSEgI3bt3p379+oa1oYzZv6UvgtLnjuLi4jh06JBh92hxcTF2dnaGfKyrq6uhT9jb2/+mT+Tm5pKVlUVaWpqhT7Rq1YrOnTvTt29fWrRogbOzM3Z2diY3jzWZBPnd9I1TUlJiGAiuXbtGbGwsiYmJJCYmkpKSQmlpKSUO/hQXF2NrZ4ddRQ6OVjo8PNypV6+eYRGiT4jb2dnh4OCAtbW1dIi/SL/YKy0tpby83FBlmZCQQFJSEqmpqeTl5VFWVkZxcTFqtdowKXJ0dMTDwwM/Pz/8/Pxo3LgxLVq0MCxE9G0h/jf9wlvfJ8rKygxf4RISEkhISCA1NdWwmCgsLDS8rBwcHHBzc8Pf35969erRoEEDmjdvjpeXl2GwtrGxMZszt+6X/mio0tJSysrKSE9PJy4ujps3b3Lr1i1SUlLIycm58376//bSt4WjoyNubm74+fkZJr+tWrUyDBAODg7y0e4v0i+8S0pKDG1x9zih7xPFxcWU2HpTXK7G2soKW10RDqoKXGs5U7duXfz9/alfvz5BQUH4+/sb+oR+wBb/mz4ZpX835ebmEhsby/Xr10lKSuL27duG5JL+Q5F+nLj7/aQfJ1q1aoWLi4uh30iy46+7d5zQ76BLSEgwzJ0KCwspLS2lqKgIlUplaAcXFxd8fHyoV68eAQEBhqpC/ZitLyoQ/9vdFWr6hLm+Gj8pKYlbt26RkZFhmOMWFhb+V5/Qz50aNWpEy5YtDQlx/ZgtfeKv0el0hnbQV/nHxsYSHx/PrVu3SE5OJi8vj1KVI8XYo9NqsbXUYa8rwsXeGi8vL8OaIjAwkKCgIMOYrX8/if/t3nlsaWmpYR5769YtQ5/QjxN39wl7e3tcXV2pW7cufn5+NGzYkBYtWhgS4vIh++/RF6Tp+0Vqaqphp9CtW7e4ffs22dnZlJaWUlxcTFlZmWFu5OTkhIeHBwEBAYYPGy1btvzNPFb6xF+j7xOlpaW/mcfe2yf089zCwkLDx217e3tq166Nj48Pfn5+1K9fn2bNmuHj42NoK1tbW5nH/kX6o6H07ZCdnW2Yx+rbIjMzk5IKLSU2dSgtK8XOxho7dS6O1spv+sS981hZ2/09985j797de+vWLcNHCP081tLS0tAnXFxcqFOnDn5+foZ5bIMGDXB0dDQkcmUe+9fcvYu+rKyMgoICYmNjiYuL49atWyQmJpKWlmYYJwoLCw3vHkdHR9zd3alfv75hnLi3T5jy2s4kE+T30i++y8vLqaiooKKiAo1Gg1ano+cP1uh0OlQqFW/00PJQfbCxtsLa2hobGxtsbGwMX4hMtRGqE7VabWiDiooK1Go1Wq0WnU6HTqdDURQsLCwMf6ysrLCxsTG0x9/dHiN+3919Ql8Vq9FoDO2g1Wp/0w6Wlpb/1SdM7WtddaXRaP6rT2g0GsPEV6fTGd4/lpaWWFpaGvqEra2tfMGuRHePEfq20Ol0PLLViqR8BZVKxRNtdAxrouDhaPFffUImsJVDv/i+t0/o+4N+zP69cULfJ6TCpnLcPXdSq9X/NWYDvxkn9G1x9x9ph/unr6K9+/30v/rE3e8n/dxJ2uL+6edM9/aJFedUfBdtgYJCex+Y1lZHSy/Vf/UJqcSsHH+0tvujPvFHcydpi/v3R/PYu9d2vzdm37vOFvdPX32pX2/r57F/1Cesra0NY4XMYyuPVqv9TZ/Qv58S8uDR7ZbodApONipe6aYlLACZx1ah380BarWGglp9n9Cvs+/tE6aciK1O9AWCfzSPvTf39Ec5wOrQFtXiE4pKpTK8bO6mKIAL6IdkTx8ICAAL0//nXm3pXzqVeXmq+Pv+qE+IB8/KygorK6tKvcBC/DN/1Cesav9nXKhdB/zqgac0V5WxsLAwVHMI49InMIRxqVQqQ/WSMC79PPZetVJAVQtUgL0b+NSFej4PPj5zIfNY0yHzWNMhfcI03F2VfDe1M4bck4U1eNW9k3sSVUfmsabBwsLCbOax8rlXCCGEEEIIIYQQQgghhFmSBLkQQgghhBBCCCGEEEIIsyQJciGEEEIIIYQQQgghhBBmSRLkQgghhBBCCCGEEEIIIcySJMiFEEIIIYQQQgghhBBCmCVJkAshhBBCCCGEEEIIIYQwS5IgF0IIIYQQQgghhBBCCGGWJEEuhBBCCCGEEEIIIYQQwixJglwIIYQQQgghhBBCCCGEWZIEuRBCCCGEEEIIIYQQQgizJAlyIYQQQgghhBBCCCGEEGZJEuRCCCGEEEIIIYQQQgghzJIkyIUQQgghhBBCCCGEEEKYJUmQCyGEEEIIIYQQQgghhDBLkiAXQgghhBBCCCGEEEIIYZYkQS6EEEIIIYQQQgghhBDCLEmCXAghhBBCCCGEEEIIIYRZkgS5EEIIIYQQQgghhBBCCLMkCXIhhBBCCCGEEEIIIYQQZkkS5EIIIYQQQgghhBBCCCHMkiTIhRBCCCGEEEIIIYQQQpglSZALIYQQQgghhBBCCCGEMEuSIBdCCCGEEEIIIYQQQghhliRBLoQQQgghhBBCCCGEEMIsSYJcCCGEEEIIIYQQQgghhFmyMnYAf5WiKH/wX9z7v/uvv4RKpaqSmIQQQpiW3xsrVPDbgUG5M1b85n8j44QQQpiF311TKPzumuJuMk4IIYR5+L1xQrl3nJD1hBA1jkr5w8yzcf1eWGVlZcTFxREbG0tiYiLFxSXstxmGuqICSysrWqpP0sA2F2/vOgQGBhIYGIiHh8d/vajkxSWEEDXDvWNFRUUF169fN4wTRUVFHLV6iAK1DRaWljTSxNDIKgVfD2fq169PYGAgPj4+2Nra/ubnyDghhBA1w73jhFqtJjk5mevXrxMfH092djZXlcbEEYhOp8ODbJoq1/B31uDn50fjxo1p0KABLi4uv/k5Mk4IIUTNcO84odPpyM/PJy4ujhs3bpCcnExWmRUR1g+hVquxtVRooT5Nfbt8fHx8aNKkCYGBgbi5uf3m58g4IUT1YrIJco1GQ2pqKkePHuXw4cMcPXqU69evo9PpsLCwwNfXF0dHR5ycnKhd25Xi4iKKi4spLi4mNTWV0tJSADw9PQkJCaFHjx707NmTFi1aYG9vb+TfTgghxP1SFIXs7GwOHz5MeHg4hw8fJjY2Fo1Gg0qlwtvbGycnp/8fJ2pTXl5+Z5woKSErM5OCggJ0Oh3Ozs60aNGC7t2706NHDzp06IC3t7exfz0hhBCVIDc3lxMnTnDkyBGOHDnC5cuXKSwsBKB27dq4urri6OiIs4sLVpaWFBcXU1JSQl5eHllZWajVaqytrfH39yc0NJSwsDB69OhB48aNjfybCSGEqAwlJSVcu3aNo0ePcvToUU6ePElKSgo6nQ5bW1vq1KmDg4MDzs7OODs7G/JORUVFpKamUl5eDoC3tzfdu3enZ8+e9O7dm6ZNm0qSXIhqxKQS5FqtlrS0NLZt28aGDRuIiIjAysqK9u3bExYWRvv27Q2V4fdW+91Np9Nx+/Zt4uLiuHTpEsePH+fYsWNkZWXRoEEDhg0bxvjx4wkODpZkuRBCVCOKolBaWsq2bdtYs2YN+/fvR1EU2rVrR8+ePenQoYOhisPe3v4PJ6U6nY6srCzi4+OJiYnh5MmTHD9+nLi4OBwdHenevTsTJkygT58+uLu7P+DfUgghxP0oLS1l3759rFu3jn379lFUVERQUBDdunWjU6dONGvWjMaNG+Pm5oalpeXv/gz9eJOYmMi1a9e4cOECx44d48SJE5SXl9O6dWsmTpzI2LFjqVu37gP+DYUQQtyPiooKzp07x88//8z27du5fv06Hh4edOzYkW7dutGqVSsCAwPx9/fHxsbmD3+OVqvl1q1bxMXFER0dzZEjRzh69CiFhYW0aNGCSZMmMWHCBPz9/bGwkCsAhTBlJpEgLy8vJzo6msWLF7NlyxYsLS3p168f48aNo2fPnoYtjXcnOv7sS9zdv5L+P2s0GqKjo9m6dSubN28mMTGRdu3aMWPGDAYOHIiHh0cV/XZCCCHul06nIyMjg0WLFrFs2TIKCwvp27cvEydOZMCAAdSqVQuVSvWXj9S6d+hTFMXwcfXgwYNs2rSJyMhIatWqxbhx45g2bRpNmjSpst9PCCHE/cvKymLJkiUsXbqUrKwsunXrxtixYxk4cCA+Pj5YWVnd1zihKAolJSVERUWxfv16tm7dSnFxMSNGjGDevHm0bdu2yn43IYQQ96+goIBt27axbNkyzp07R0BAAEOGDGH48OG0bNkSBwcH4K/lnn5vnIA7R3mdOHGCn376iU2bNpGXl8fgwYN58cUX6dSpE9bW1lX02wkh7odRE+Tl5eWcPHmSL774gkOHDtGgQQOmTZvGiBEjcHd3x8LC4ncTHv+E/tfU6XSUl5cTGRnJypUrOXjwIHXr1mXGjBmMHDkSLy+v+36WEEKIyqHT6UhPT+fjjz9m9erVODg4MHPmTKZMmYK3t7dhnID7P+dPP04oioJarSYxMZENGzbwww8/kJuby8iRI3nhhRckUS6EECYmLy+Pjz76iG+++QZLS0umTp3K448/TkBAAFZWVoaqvcocJ3Q6HUVFRWzfvp3PP/+cS5cuMWjQIN5++21atmwp2+qFEMKEFBUVsWbNGpYuXUpycjJ9+vRhypQpdO7cGScnJ0PeqbJyT/o/paWl7Nq1iy+++IJz584RFhbGK6+8QufOnbGzs6uE30wIUVmMkiBXFIWYmBiWLFnCli1baNy4MTNnzmTAgAE4OjpiaWlZpZNK/ctKo9Fw4cIFVq5cyZ49e2jUqBFz5syhf//+8rISQggjUhSF4uJi1q5dy3vvvYdKpeK5557jsccew8XF5YGNE/rK9a1bt7Js2TKys7OZNWsWzz77LE5OTlX2fCGEEP+boiisW7eOV199lYqKCp555hmmTJmCu7u7YZyoqrHi7uIbtVrN3r17+eCDD7h06RKzZ8/mtddew9nZWRLlQghhRIqiGN7PN27cYMiQIUydOpUWLVpga2v7m2Kbqnq+TqdDo9Fw6NAhFixYwJkzZxg9ejTz5s2jYcOGf3jUlxDiwXrgCfLCwkJ++uknvvrqKywsLJg2bRpjx46ldu3aVZ7w+D1arZaKigp+/fVXFi9ezMmTJxk0aBDPP/+8VAkKIYQRqNVqrly5wosvvsi5c+eYNGkS8+bNw8PDA2tr6wc+TugrytPS0li1ahXLly/Hz8+PL774gi5dujzQWIQQQtx5L6enpzNt2jTCw8OZMGECr7/+OnXq1DGcFfsgxwpFUdBqtZSVlfHtt9/y7rvv4uLiwvLly+nRo4ecOyuEEEaQmZnJa6+9xrZt2+jSpQvPP/887dq1w97evsoT479Ho9FQXl7Opk2b+OSTTygtLeW1115j+PDhuLq6PtBYhBD/7YEmyGNjY1m0aBH79++nX79+PPXUUwQGBmJjY2PU6gr9pDY3N5etW7eyfPlyHBwcmDt3Lg8//LBMaoUQ4gEpKChg+/btvPXWW3h4ePDRRx/RoUMH7OzsjPouvvvs2ZiYGP79739z/vx55s2bxzPPPCOVH0II8YAoisLhw4eZPn06lpaWfPXVV3Tp0sVwMbOx1hT6JVVFRQXJycnMnTuXw4cPM2/ePF544QWjr3eEEMKcREZG8tJLL5GVlcX8+fMN984ZoyjzbncX3nz00Ufs3LmTwYMH8/zzz9O4cWMZJ4QwogeWIA8PD+eTTz4hMzOTqVOnMnr0aFxdXU0qqaAoCmVlZZw+fZolS5YQHR3No48+yrPPPitHrgghRBVLSUnh66+/Zs2aNQwYMIDXXnsNb29vk7rIRv9BNT09nWXLlrFs2TIGDhzI119/jaOjo7HDE0KIGk2n07FkyRLeeOMNwsLCWLhwIXXr1v3dyzeNRf9BtaCggKVLl7JgwQJ69+7N4sWLcXNzM5k4hRCipvr22295++23adq0KW+88QatWrUyVI2bCp1OR3FxMZs2bWLRokW4u7vz+uuv07VrV5Na+whhTqo8Qa4oClu2bOHzzz/H3d2dmTNn0q1bNxwcHEx2glhRUUFiYiI//PADmzdvZsiQIbzyyivUqlXL2KEJIUSNoygKN27cYMGCBRw+fJiZM2cyefJkatWqZVIT2bvpdDry8vI4ePAgc+fOpW3btqxatQp3d3djhyaEEDWO/u6gDz/8kM8//5ynn36aZ599FldXV6NWjf8vhYWFHDt2jNmzZxMUFMSyZcvw8/Mz2bFNCCGqM0VRWLhwIZ999hljx45l9uzZ1KtXz6Q+ot6rpKSEc+fO8e6771JYWMhLL70kd+IJYSRVmiBXFIUffviBxYsXExQUxIwZM2jbtm216OxarZbU1FQ2bNjA6tWrCQsL45133pGzoYQQohIpisKVK1f48MMPuXLlCnPmzGH48OG4uLgYO7T/SX/kyrFjx3jmmWdo0KABa9euxdPT09ihCSFEjaEoChUVFbzxxht8++23zJ8/n8cff7zazMnLyso4ceIEs2fPxtPTk2+++YYGDRqY1C5aIYSo7hRF4a233mLFihXMmDGDKVOm4OPjUy3etRUVFVy+fJmPPvqIhIQEnn32WYYPH46Dg4OxQxPCrFRpgnzTpk0sXLiQtm3b/uam4OpCq9WSlZXF1q1bWbp0Kb179+add96RF5UQQlSSmJgYvvjiC6Kjo5k7dy79+vXD2dnZ2GH9ZfqjuU6cOMGMGTNo0aIF33//PY6OjiZbqSKEENVJeXk5n332GV988QX//ve/GT9+PLVr1zZ2WH9LeXk5Z8+eZdasWfj5+fHVV1/h7+8vleRCCFFJvvjiCz755BNeeOEFHnnkEby8vKrVO1atVhMXF8cnn3xCfHw8s2bNYvjw4YaLp4UQVa/K3hj79u3jyy+/pEWLFkyZMoXg4OBqlRwHsLS0xNPTk+HDhzN16lQOHDjARx99hFqtNnZoQghR7cXFxbFixQouXbrEzJkz6d+/f7VKjgOoVCrs7Ozo0qULn3/+OWfPnuX5559HrVbzAO/AFkKIGqmsrMywG3XOnDlMmDCh2iXHAWxtbenQoQMLFiwgISGB1157jdTUVBknhBCiEvz4448sWLCAJ598kokTJ1a75DiAtbU1TZo04fnnn6devXqsWLGC3bt3o9VqjR2aEGajSt4aly9f5osvvsDX15fHHnuM4ODgavvly8LCAg8PD4YPH87EiRPZunUrP/zwg7HDEkKIai09PZ3Nmzdz6tQpxo8fz5AhQ3BycjJ2WP+ISqXCxsaGsLAw3nvvPXbv3s1XX31l7LCEEKJaq6ioICIigk8//ZQxY8YwderUan0fkLW1NV27duXNN9/kzJkzLF26lOzsbGOHJYQQ1dqpU6d46623GDJkCE8++SSenp7VLjmuZ2VlRbNmzZg5cybu7u6sXbuWyMhIY4clhNmo9DdHQUEBixYtorS0lEmTJtGuXbtqceb4n7G0tMTb25uRI0fSs2dPli5dKi8qIYT4h8rKyjh48CAHDhygW7dujB07tlpWBN5NpVJhb29vmJx//vnnhIeHS3WgEEL8A1qtlqSkJD788EMaNGjAnDlzasT9DnZ2dvTv35+pU6eyZcsW9uzZQ0FBgbHDEkKIaik3N5fXXnsNHx8fnnvuOXx9fattclzP2tqatm3bMnHiRMrLy/nxxx+JjY01dlhCmIVKfXsoisI333zDqVOnmDRpEl27dq0x53VbWVkREBDAxIkTcXV15dNPP5WqDyGE+JsURSEyMpJNmzZRr149HnvsMby8vIwdVqVQqVQ4Ozszffp0WrRowZtvvklmZqYkyYUQ4m9QFIW8vDw+//xzMjIyeP3116lXr56xw6o0Tk5OTJw4kfbt27Ny5UquXLkixzcKIcTfoCgKiqLw4Ycfcv36df7973/TsGHDap8c17Ozs6N79+4MGDCAuLg4fv75ZwoLC40dlhA1XqW+QU6fPs369evp378/ffv2rdbbIH+PjY0NwcHBTJ8+natXr/Ldd98ZOyQhhKhWEhMT2blzJ2q1mkceeYTAwEBjh1SpVCoVvr6+vP766yQmJrJ06VJJkAshxN9QWlrK4cOH2bdvH7NmzaJjx47GDqnSeXt7M2fOHDQaDevWrSM1NdXYIQkhRLVy/PhxfvjhB5555hm6du1aY5LjerVq1eLhhx+mffv2HDlyhMOHDxs7JCFqvEp7i5SVlfHNN99Qq1YtRowYgY+PT417SQHY29vTvXt3Hn74Yb7//nsuXbpk7JCEEKJaUKvVHDlyhJiYGMLCwggJCcHS0tLYYVWJTp068cQTT7Bq1SouXLiATqczdkhCCGHydDodKSkpfPvtt7Ru3ZpRo0ZhbW1t7LCqROvWrZk4cSLHjx8nIiJCqgOFEOIvUBSFsrIyPv30U5o1a8aECROwsbFBpVIZO7RK5+fnx8MPP0ytWrXYtm0biYmJxg5JiBqt0jLYBw4cIDIyknHjxtG0adMaO5lVqVS4uroyfvx4bGxsWLZsmdwsLIQQf8Hly5c5dOgQvr6+DBo0CGdnZ2OHVCVUKhVWVlY88cQTuLu7s2jRItRqtVSSCyHE/5Cfn8/u3buJj49n5syZeHh4GDukKmNpacmIESNo1KgRW7duJSEhQcYJIYT4C7Zv386JEyeYO3cuXl5eNTI5DmBhYUHr1q0JCwsjISGBPXv2SNGNEFWoUhLkJSUlrFq1iqCgIHr27Fljkx561tbWNGnShEmTJrFz504uXrxo7JCEEMKklZeXEx4eTmZmJj179qxxR6v8Hn9/f55++ml27drF+fPnZUIrhBB/Qn8x55YtW+jZsyddu3Y1dkhVztvbm0mTJnHz5k2ioqLIz883dkhCCGGyFEWhpKSEr776irCwMHr16mXskKqci4sLYWFhBAYGcvDgQeLj440dkhA1VqUkyCMjI7lw4QKjR4+usUer3Mve3p7Bgwfj5ubGt99+KxUfQgjxJ2JjYzl16hQNGjQgNDS0xu4yutewYcPw8/Nj1apVUkUuhBB/oqCggOPHj5OZmcnkyZOxs7MzdkgPRM+ePWnatCnh4eFSRS6EEP/D4cOHuXjxIrNmzcLOzq7GVo/frWHDhoSGhpKTk8P+/ftlnBCiitx3Jluj0bB69WoCAwMJCQnB3t6+MuIyeZaWlvj4+DBu3Di2bdsmX/KEEOIPaLVawsPDyc3NpXPnzvj7+xs7pAfGzc2NJ554gp07d3Ljxg2pIhdCiN+h0+lITk5m165ddO7cmbZt2xo7pAfGxcWF4cOHk5CQwPnz5ykqKjJ2SEIIYXIURUGtVrNkyRI6d+5MSEiIsUN6YOzs7Gjbtq2hilwudhaiatx3gvzGjRscO3aM0aNH4+HhYRbV43q2trYMHToUgJ07dxo5GiGEME1paWmcPn0aPz8/OnbsiJWVlbFDeqD0l8zt3LkTjUZj7HCEEMLklJaWcvnyZRISEhg3bhw2NjbGDumB6tWrF76+vpw6dYrk5GRjhyOEECYpNjaWI0eOMH369Bp7MecfqV+/PiEhIWRkZBAVFWXscISoke47m71z504cHBzo0aOH2VSP61laWuLn50dYWBg///wzFRUVxg5JCCFMzpkzZ8jIyKBVq1Y0aNDA2OE8cD4+PvTr148dO3ZQXFws2yKFEOIemZmZREZG4ufnR5cuXYwdzgPn7u5O165diYuLIz4+Hq1Wa+yQhBDCpOh0OrZu3YqbmxsPPfSQscN54BwcHAgKCqJOnTocOXIEtVpt7JCEqHHuK0FeXl7Ojh076NGjB15eXlhaWlZWXNWGjY0Nw4cP5/z588TFxRk7HCGEMClqtZqTJ0/i5ORE8+bNzeZM2XuNHj2aS5cuERsbK4kPIYS4i06nIyUlhQsXLtCzZ0+cnZ2NHZJRhIWFUV5ezpUrVygoKDB2OEIIYTIURaGsrIytW7fy8MMPU7t2bbOqHtcLCAigZcuWREdHc/v2bWOHI0SNc18J8sTERKKjo+nfv7/ZVY/rWVtb061bN2rVqsWePXuMHY4QQpiUjIwMrly5QkBAAIGBgcYOx2hCQ0Px8PDgwIEDsttICCHuUlJSwvXr18nOzjbLqkC94OBg6tevz5UrV0hKSjJ2OEIIYTIURSE+Pp7o6GhGjhxp7HCMxtPTkzZt2lBeXi7HrAhRBe4rQR4REYGtrS3t27c3u7MC9VQqFU5OToSEhHDkyBHZOi+EEHe5cuUK+fn5BAYG4u3tbexwjMbBwYGuXbsSFRWFWq2WsUIIIf5fdnY2ly5dwsvLi+DgYGOHYzR2dnYEBweTmZlJSkqKjBNCCPH/dDodx44dw9nZmc6dOxs7HKOxsrLCx8cHX19fzp07J+OEEJXsvhLkx48fp2XLltSqVcusLue8l6WlJd26dePkyZOUlpYaOxwhhDAZV65cwcHBAT8/P7P9kKoXGhrK+fPnKSwsNHYoQghhMnJyckhISKBFixY4ODgYOxyjCg4OpqCggOTkZLnUWQgh/p9Op+P48eN06NABJycnY4djVB4eHtSvX59Lly5RXl5u7HCEqFH+cVZbp9Nx4sQJOnbsiLW1dWXGVO1YWlrStWtXcnNzuXr1qrHDEUIIk6AoCteuXcPNzQ0fHx9jh2N03bp1o6ioiNjYWLlYRwghuDNO5OTkkJycTOvWrY0djtE1b94cR0dHEhMTyc3NNXY4QghhdIqioNVqOXHiBKGhocYOx+jc3d0JCgoiPT2dhIQEY4cjRI3yjxPkxcXF3Lp1i+DgYLNPkFtYWNC0aVPs7Oy4fPmyscMRQgiTUFpaSmpqKu7u7nh4eBg7HKNr0qQJjo6OXLt2TSoDhRAC0Gg05OTkUFxcTNOmTY0djtH5+fnh4eFBeno6OTk5xg5HCCFMQlFREUlJSbRp08bYoRidk5MTAQEBaLVabty4YexwhKhRrP7p33jjxg00Gg2NGjXC0tKyMmMyUBQFRVEoKCigrKwMRVGwsbGhVq1aWFlZGW4z1ul0hr9HvzVTq9VSWlqKlZUVtra2qFSqKrvpWKVSYW1tTb169YiLi6uSZwghRHWTmppKYWEhderUoVatWlX2HP04UVpaik6n+804oVKpKCsrQ6vVGv73tra2WFpaGsYEtVqNVqvFysoKK6t/PCz+T/pxIj4+XhLkQgjBnaRHSkoKdnZ2+Pv7V9lzFEWhuLiYkpIStFotlpaWODk5YWdnh4WFBWq1+jf3Q1haWmJra4tOp6O8vNzw11UqFfb29lW2prC0tMTLy4u0tDTy8vKq5BlCCFGd6HQ6bty4gU6nIzAwsMqeoygKFRUVFBUVUVFRgUqlws7ODicnJ6ysrNDpdIaclN7dx4KVlpaiKIphjKiqccLCwgInJydq1arFrVu3quQZQpirf5wJuH79OhYWFgQEBFRZglyn05GUlMTKlSu5cOECarWaxo0b8/jjj9OmTRssLCzYvn37b7aqjxkzBktLSy5cuMCZM2fw8vKiTZs2+Pn5VWniw8LCgsaNG0uCXAgh/l9ycjKlpaV4eXnh7OxcZc/Jzs5m8eLFnD17lrKyMho0aMCkSZNo3749tra2HDx4kLy8PMOEtmfPnvj6+qJSqdDpdMTExJCamkqTJk1o0KBBlcUJ0KhRIxITEyVBLoQQ3EmQp6Wl4eTkVKVHceXl5bF+/XqOHz9OTk4Onp6eDBw4kF69euHp6cnVq1e5dOmS4WNqQEAAXbp0ISsri8OHDxve2c7OzgwePLhK1xTe3t7Ex8dLglwIIbiTE7p+/TrW1tbUr1+/yp5TWlrKyZMn2bJlCzdv3sTa2pp27doxatQomjRpQnFxMbt37zaMB9bW1owcORIrKyvS0tI4fvw45eXldO/e3fDBt6qS5A4ODnh4eEiCXIhK9o+PWElOTsbT0xM7O7sq6fiKopCRkcELL7zAtWvXmD59Ol9//TWNGjVi1KhRJCQkoCgKr776KpcvXzb80Wg0xMXF8dhjj3HlyhXCw8OZOnUqt2/frtJbflUqFf7+/ty+fbvKniGEENVJVlYWNjY2ODs7V8mHVEVR0Ol0zJgxg9OnT/PYY4+xdOlSWrVqxeOPP86lS5dQq9UsWLCAiIgIwzhRUFBg2KGUmZnJ8uXLWb58OUlJSZUe4738/f1JS0v7TUW7EEKYq9LSUgoLC3F3d6+yi5x1Oh3vvvsue/bsITQ0lI8++oihQ4fy7bffsnbtWvLz8zlw4ABr1qwxjBO3bt1Cp9MRGxvLZ599ZvjrsbGxVf7+9vDwQK1Wy4XOQgjBnfl+SkoKderUwc7OrsqeceDAAb744gssLS158cUXmT9/Pvn5+Tz33HOFQ7o1AAEAAElEQVSkpKSQnp7O+++/bxgPYmJiDKcWzJgxg61bt5KUlMSgQYMoLi6ukjj17OzsqF27Nunp6VX6HCHMzT8ufygqKsLZ2bnKvoppNBqSk5PJzc3lwIEDhkqN2bNnc/z4cXbs2MEjjzxCvXr1eO2111CpVNjY2GBpacnx48eZMmUKM2bMwMrKitDQUDIyMqq8itzFxUUms0II8f9KS0uxtrau0nsqUlJSuHbtGmfPnsXa2hqVSsXMmTP59ddfOXToEB4eHtSpU4dnnnmGgIAArK2tDUevqNVq1q1bR3p6OvXq1auyGO/m7OxMcXFxlX6wFUKI6kJ/tMnd29QrW2ZmJnFxcbz55pu0bdsWlUpFy5YtSU5OJjk5mYsXL2Jtbc2gQYOYMmUKlpaWWFlZodFoqKiooEOHDrz22mtYWFgY1hpVyd7eHq1WK5c5CyEEd5LXRUVFuLi4VNkzCgsLSUhIoHXr1rz++uuG97y9vT0LFy7k4MGDtG7dmubNmxvGA/2649ChQ4ZdSoqiEBgYSHZ2Nk5OTlUWr5WVFXZ2dnJXhRCV7B9niwsLC3F0dKzMWH6juLiYU6dOERIS8puktoWFBUOGDGHdunWEhIRQUFDAuHHjcHd3Z+LEiTz00EM8+eSTqFQqoqOj2bFjBy4uLnh5eVXphFalUuHk5CQJciGE+H/6eyCqMkG+f/9+evToYUh66w0aNIgff/yRNm3akJuby/PPP4+7uzuDBw+mf//+uLq6snv3bnQ6HZ06dXpgiQgnJydJkAshxP/TaDSo1Wrs7e2r7BnHjx8nMDAQV1fX34wT7du3Jy4ujjNnzpCdnc2xY8cIDw+ndevWDB8+nLp165KUlMTZs2eZOHEiAQEBjB07lq5du1ZZgRDcqQzU6XSSIBdCCP6TIK/K3NPNmzcNl0XfnTPy8PCgZcuWHD58mNq1a3Pz5k0mTJiAj48PEyZMoGvXrly5coX69evzzDPPUF5eztixY6u88MbKygobGxtKSkqq9DlCmJt/fMRKSUlJlV5SU1FRQUJCguHn67fDq1Qq/Pz8yMjIQKfTERoayrJly3jssceYMmUKqamp6HQ6FEUhOjqaU6dOodVqyc/Pr/ItkfrEhxBCCCgvL8fKyqpKP07Gxsb+ZhzSjxW+vr7k5OSgVqvp0KEDH330EbNnz2b58uUcP36cy5cvExERQVBQEMHBweh0OrRa7W8ufa4KTk5Ohkt8hBDC3Okrpatq2zxAQkICFRUVhv9fP064ubmh0+koLi6mXr16PPXUU7z55ptUVFSwcOFC8vLyqFWrFiNHjmTBggW0a9eO559/nuzs7CqLFSRBLoQQ9yopKanSnUY5OTlkZWUZ/n/9OGFnZ4erqyvZ2dnY2dkxcOBAvvzySwYNGsS0adPIzMzk5s2bHDx4kAkTJjBhwgSef/55UlJSqixW+M9F0qWlpVX6HCHMzT+uILe1tf3NZLOy2djY4OnpyaZNm9DpdIbt8OXl5Zw8eZI2bdoQEhJCSEgIFhYW+Pr60qdPH/bv309wcDD16tXjkUceYdKkSUyaNIljx47h7++Pm5tblcVcVlaGra1tlf18IYSoTqytras86RwYGMi7777LF198gUqlMlQjnj59mqCgIDp37szAgQMNSfQ+ffpw/fp1du/eTWJiIjdv3iQvL4/s7GySk5NxdnamQ4cOVRZvWVlZlVbUCyFEdWJhYYGlpWWVJoMDAgLYuHEjubm51K9f35CUv3btGjY2NnTo0IF+/foBd3aEPvTQQ+zcuZP4+HiGDx9u+Os2NjZEREQQHh7OmDFjqixetVqNSqWq8qNchBCiuqjq3JOrqyuFhYVcunTJkBxXq9VkZGSQkJBAu3bt6NevH/369UOlUuHq6kpoaCj79u2jdu3aDB06lN69ewPw8MMPs337dmbOnFll8ep0OjQaTZXd3SGEufrHFeRVfY6qs7MzAwYMIDMzk+3bt6NWqwkPD6dPnz4sWbKE+fPns3r1al544QV0Oh0VFRVER0fTrVs3wsPDWbZsGaWlpeh0OgoLC2nSpEmVbt9UFIXCwsIqPRtLCCGqkwdxjuqYMWMoLCxk48aNaLVaIiMjGTBgAAsXLuTJJ59k7969vPLKK6SmpqJWq4mNjaVBgwbMnz+fzz77jH//+9+MHz+esLAwevbsSWBgYJXFCneOJ3NycsLC4h8Pv0IIUWPot4lXZRXcgAEDsLa2Zv/+/aSnp3P58mWefvppXnrpJerWrQvAhx9+yK5du9BqtWRkZFBaWoqTkxNffvklX331lWE9kZiYSOfOnassVrhzPJmlpaUkPoQQgv8cZVtUVFRlz2jevDnNmjXjypUrnDhxgszMTFatWsW4ceOIjIxk+PDhLF26lPfeew9FUSgtLSUmJoYePXrQvn17Ll68aCgKunjxIl27dq2yWOHO8WRlZWVVeuyMEOboH1eQOzo6UlRU9JujTyqTpaUljRs35quvvmLOnDm8/vrreHl5kZqaip2dHQkJCYwbN46VK1cyZMgQzp07x/Dhw2nUqBGTJk1i9uzZ9OrVC41GQ6dOnWjdunWVJsjhTuLD2dm5Sp8hhBDVhZ2dHWq1Go1GUyXjhEqlwsXFhV27dvHoo4/y3nvv4e3tza1bt7CxsTHcJL9161aeeOIJrl+/Tvv27WnWrBkNGjQw/JyMjAyysrLw8fGhVq1alRrjvfRnKFbl+bVCCFFdWFlZYWVlRV5eXpWME3DnaKvFixczb948vv/+e9zd3cnOzkar1ZKXl0fDhg25ceMGn332Ge+88w6WlpZMnz6d9u3bU1ZWxuuvv86WLVtITU1l/PjxVX62bFlZGZaWlrLbSAghuDPfd3R0pLCwsMrGCVtbWyZMmEBZWRmPP/44Tk5OWFtbk5ubi6enJyUlJfTq1Ytp06Zx7NgxYmNjGTVqFI0bN6Z+/fpERkbSuXNn7Ozs6N69O61bt67Sub5Go6G8vLxKj50Rwhz94wS5l5cXmZmZVXqut52dHQMGDCAmJobk5GSKiopo1KgR2dnZnD17FkdHRyIiIkhLS8POzo7atWujUqnw9fVly5YtZGZm4uLigq2tbZUnIxRFIS0tDU9Pzyp9jhBCVBeurq6UlZVV+QUynTp14urVq9y+fZuCggIaNWpEXl4e58+fx97eno0bN5KVlYWlpSUuLi6/ufgZoHfv3oZtkVUtLS0NNzc3qSAXQgjuzPUdHByIj4+vssQHQHBwMLt37yYzM5Pc3Fw8PDwAiIuLw8rKilmzZvHYY49RUlKCk5OT4Z6lHj168Msvv5CTk4ODg8MDKYTJzc3F0tJSEh9CCMGdBLmnpycZGRlVOk74+PjwyiuvMGfOHNLT01GpVHh5eZGSkkJqaipBQUEcPnyYzMxMHBwcDCcHWFlZ8cEHH/Daa69haWmJnZ1dleeeKioqKCwsxNfXt0qfI4S5+ccJ8sDAQCoqKrh9+za1atWqsnPyVCoVFhYW+Pv7G/6aj48PgwcPNrx4vL29Df/bu//vg0xWK4pCXFzcA0uyCCGEqatbty42NjZkZGRQVFRUZYkF/Tvfz8/P8Nfq1KlD//79Df+9PhnyZ3//g3D9+nXatGnzX0l6IYQwR87Oznh7exMVFUV6ejo+Pj5V8py71wZ3rw/0x6XoKxT129XvXlNYW1tTp06d3/z1qpSamoq9vT21a9eu8mcJIYSps7CwIDAwkJKSEpKSkggICKiyZ6lUKhwcHH6z07Rx48Y0btzYcDfEvbkn/X++d/yoSsXFxWRmZlb5US5CmJt/XMLWpEkTVCoV169fR6PRVGZM/0WlUv3un3v/+z/7+6qSoihotVpu3LhBkyZNqvRZQghRXdStWxdnZ2fS0tLIy8ur8uf92VjxoMaDP6MoCjdu3KBBgwaSIBdCCO4cf1K3bl2Ki4u5detWlT/vn4wTD3L80O9Itbe3x9XVtcqfJ4QQpk6fIFcUhdjY2Cp/3j9dTzzIcaKkpITs7OwqP/JLCHPzjxPkrq6ueHt7ExMTU+UJclOnKAq3bt2iqKiIoKAgY4cjhBAmwdnZGU9PT7KyssjJyTF2OEaXmJhIQUEBgYGBkiAXQgjAxsYGd3d3bGxsuHHjhrHDMTr9nRgeHh6SIBdCiP/n5uZGnTp1uHjxorFDMbqSkhKSk5MBflPpLoS4f/84Qa5SqQgJCeHkyZOo1erKjKna0Wq1HDlyBAcHB9q3b2/scIQQwiSoVCqCgoLIyckhNTXV2OEY3dGjR7G2tqZNmzbY2NgYOxwhhDA6lUqFm5sbfn5+nD9/3tjhGN3FixfJy8ujUaNGeHl5GTscIYQwOv3RJiEhIRw9etTY4RhdVlYWFy9exMPDg2bNmhk7HCFqlPu6Jax79+6cPHmSkpISFEWprJiqHY1Gw/HjxwkJCcHOzs7Y4QghhMlo0aIFeXl53L59u0ovda4Ojh07Rrt27XBycjJ2KEIIYTLc3d0JCAjg7NmzZr8r9dKlS9SqVYu6detW2f1OQghR3VhYWNC9e3eOHTtm9sWZ2dnZJCYm0rJlSym4EaKS3XeCvKSkhPPnz1NRUVFZMVUriqJQUVHBsWPH6NGjh1HPtxVCCFMTHByMi4sLcXFxpKenGzsco9HvNOrcuTPW1tYyVgghxP9zd3cnODiY9PR0rly5YuxwjEar1RIdHY2bmxs+Pj4yTgghxP+zsLAgLCyMvLw8Tp8+bexwjEZRFDIyMkhMTKRNmzYyTghRye4rQd60aVOCgoLYtWsXpaWllRVTtaLRaIiIiCA9PZ0hQ4YYOxwhhDApdevWpVmzZty4ceOBXKxjqiIiIrh9+zYDBw6Uag8hhLiLk5MTzZo1w9nZmf379xs7HKO5fPkycXFxNG/eXC5eE0KIu6hUKpo1a0bTpk3ZuHGjscMxmoyMDM6ePYuFhQWhoaHGDkeIGue+EuRWVlYMHz6cffv2kZ+fb5bHrFRUVLBlyxbatGkjZ0AJIcQ9LC0t6dy5M3l5eWZ9qfP69etp0aIFzZs3l23zQghxFwsLC7y9vWndujX79+83212p4eHh2NjYEBwcLBd0CiHEXVQqFdbW1owePZqNGzdSXl5ulrmnxMRELly4QOvWralfv76xwxGixrmvBDnA6NGjKSoq4vDhw5SUlFRGTNWGTqcjOzubvXv3MmrUKKytrY0dkhBCmJwuXbrg5eXFuXPniI+PN3Y4D1xBQQHbt29n2LBh2Nvby3ZIIYS4R506dejZsyeJiYlERkYaO5wHrri4mKNHj9KwYUMaNGiAhcV9L9GEEKJGsbCwYPz48aSnp3PgwAFjh/PAVVRUEBcXR1JSEmFhYVhZWRk7JCFqnPuefdWvX5+wsDDWrFlDXl6eWX3JKysrY/369Wi1WsaOHWvscIQQwiR5eXnRqVMnEhISOHHihFmNEwBr1qyhuLiY0aNHy/EqQgjxO+zt7WnevDn169fn+++/N7txYt++fSQmJtKtWzcCAgKMHY4QQpikRo0a0atXLz7//HMAsxorrl+/zpEjR/Dy8qJXr17GDkeIGum+E+TW1tY89dRTXLt2jcjISLM5i1yn05GTk8OaNWsYN24cdevWNXZIQghhkiwtLenbty9ubm5ERkaSmJho7JAemNLSUpYuXcrYsWOpV6+eVI8LIcTvsLCwwN/fn+HDhxMZGcmZM2eMHdIDU1ZWxubNm2ncuDGtW7fG3t7e2CEJIYTJUalU2NjY8PzzzxMVFUVERISxQ3pgNBoN0dHRxMbG0r9/fzw8PIwdkhA1UqXs3+vcuTNt27Zl7dq1ZGZmmsWXvJKSEn7++WdycnKYNm2anCkrhBB/onHjxnTs2JEbN24QERFhFuMEwE8//URSUhIzZszAzs5OEuRCCPEHnJ2d6dq1K3Xq1GHVqlXodDpjh/RA7N+/nytXrtC3b18aNWokx6sIIcSfCA0NpU2bNnz++efodDqzWFPExsYSHh6Ou7s7gwYNktyTEFWkUmZgDg4OzJw5k6tXr7Jv3z4KCgoq48eaLI1GQ0JCAt9++y2jRo0iMDDQ2CEJIYRJs7W1pV+/fnh7e3PgwAGuXLli7JCqXEZGBp999hmjR48mKChIkuNCCPEnLC0tCQgIYNy4cRw6dIjw8HBjh1TlcnJy+O6772jatCkdOnTAycnJ2CEJIYTJUqlUODo68uKLLxIeHs7evXuNHVKVKy4u5tixY8TFxdG/f385uUCIKlRpJQqhoaH07NmTtWvXcv36dTQaTWX9aJOTl5fHypUr0Wq1zJw5Uy7nFEKIvyAwMJBevXqRmprKrl27avyRXIsWLSI/P585c+Zga2srCXIhhPgfnJ2deeihh2jatClffPFFjS+6Wbt2LTdv3mTUqFFSPS6EEH/RQw89RI8ePXj//fdr/D14Z86c4cCBAzRq1IjBgwfL5ZxCVKFKm4U5OTkxY8YMSktLWbt2LWlpaZX1o01KcXExhw8fZu/evTz55JM0btzY2CEJIUS1YGdnx0MPPUTLli0JDw/n8OHDxg6pSiiKQkREBN9++y0zZ86kadOmkhwXQoi/wNLSEn9/f6ZMmcKVK1dYvXq1sUOqMmfOnOHHH3+kd+/edO7cGUdHR2OHJIQQJk+lUuHs7My8efO4efMmS5curbFHct26dYsdO3ZQWlrKiBEj8PHxMXZIQtRolVqmEBwczOOPP86xY8fYvXs3OTk5lfnjjU6tVnP16lVWrFhBmzZtGDNmjJz/JIQQf4Ovry9Dhgyhdu3arF+/nsuXLxs7pEqlKAoZGRm88847NG/enMmTJ2NlZSUJciGE+Ivs7e3p1q0bo0ePZtWqVRw9etTYIVW6rKwsFi1ahIuLC6NGjaJOnToyTgghxN/QoUMHZs6cyYoVKzh06BBardbYIVWqwsJCdu/eTXR0NGFhYXTt2lV2GQlRxSq1h1lbWzN69Gg6derExo0b+fXXXykpKanMRxiNTqcjKSmJFStWUFRUxJw5c/D29jZ2WEIIUa1YWlrSrl07Bg0aRHp6OmvXriUjI8PYYVUKRVEoLy9n4cKF3Lhxg3/961/4+vpK0kMIIf4GlUqFq6srkydPxt/fn48//phbt24ZO6xKU1FRwfLly4mOjuaxxx6jZcuW2NraGjssIYSoNlQqFdbW1kydOpUWLVrw4YcfcvPmzRpTSa7RaAgPD2f37t00bdqUESNGULt2bWOHJUSNV+mfoLy8vJg2bRr29vZ8//33nD17lvLy8sp+zAOlKAopKSl89913nD59mmnTptGxY0djhyWEENWS/ozZHj16EBUVxU8//UR+fr6xw7oviqKg0WhYtWoVGzdu5OmnnyY0NNTYYQkhRLVkZWVF48aNmT17Nrdu3eLTTz8lKyvL2GHdN61Wy48//sj69esZPnw4ffr0kYs5hRDiH6pbty7z5s0jMzOTTz/9lNTU1GqfJNfpdERERLB27VqcnJwYO3YsjRo1MnZYQpiFKtmj0apVK6ZPn05OTg6rV68mOjoatVpdFY+qcoqikJ6ezvr169m/fz8jR45k+PDhcrSKEELcBx8fH0aMGEG7du3YunUrP//8c7XdcaQoCjqdji1btrB48WKGDRvGo48+ioWFhVSPCyHEP2RjY0NYWBgzZ87kl19+4euvv6awsNDYYf1jiqKwa9culixZQteuXZk0aRLu7u4yTgghxH3o2rUrL7zwAseOHePrr78mOzu72ibJFUXhzJkzrF69moqKCsaNG0f79u3laBUhHpAquQLXwsKC/v37U1hYyIoVK1i1ahVTpkyhdevW1WoLoaIopKamsnHjRrZv307Pnj2ZMmUKtWrVMnZoQghRralUKgIDA3n00UcpLS3lhx9+wMbGhqFDh+Ls7Gzs8P4yRVFQq9Xs3r2bTz/9lPbt2zN37lxq164tSQ8hhLgPKpUKe3t7Jk6cSE5ODt9//z0uLi5MmTKl2m0112q1HDhwgE8//ZRGjRoxe/ZsAgICpOBGCCHuk4WFBRMmTCA7O5sVK1bg5OTElClTqFOnTrVKLOt0Os6ePcuyZcvIzs7mkUceoVevXtjb2xs7NCHMRpUkyOHOeeTDhw+ntLSUdevWsWLFCiZPnkz79u1xcHCoqsdWGp1Ox61bt9i0aRO7du2iffv2zJgxQ84dF0KISmJpaUnz5s2ZOnUqixcvZuXKlVRUVDB8+HBcXV2NHd7/pCgKpaWl7Nq1iy+++AJ/f39eeeUV/Pz8jB2aEELUCCqVCmdnZ2bOnElBQQErV65Eq9Xy2GOP4enpaezw/hK1Ws3evXtZuHAhrq6uPP/88zRt2hQrqypbhgkhhFmxtbVlxowZFBQUsGHDBjQaDY8++ij+/v7V4kOkRqPh5MmTrFixgtTUVMaPH0+/fv1wcXExdmhCmJUqnZnZ29szfvx4rK2tWbt2LStWrKCwsJAuXbqYdPKjvLyc69evs2nTJsLDw+ncuTMzZsygfv36xg5NCCFqFGtra1q1asUzzzxjSJKXlpYydOhQk04063Q6srOz2bt3L19//TX169fnX//6F0FBQcYOTQghahT9pZ0vv/wyFhYWrFy5ErVazfjx46lfv75J79bJz89n//79fP7553h7e/Pyyy/Tpk0brK2tjR2aEELUKE5OTsydOxdLS0t+/vlnKioqGDt2LEFBQdjY2Bg7vD9UVFTEr7/+yooVKygoKGDixIkMHDgQd3d3Y4cmhNlRKYqiVPVDysvL2bVrFz/88AMADz/8MH379sXPz8/ktr3k5+dz9uxZfv75Zy5evEifPn2YOnUqPj4+xg5NCCFqLK1Wy40bN/j66685deoUDz30EGPGjKFFixYmV/mh0Wi4ceMGO3bs4KeffqJly5a8/vrrNGzY0NihCSFEjaUoCiUlJXzyySds2bKFnj17MnnyZNq0aYOlpaXJJcoTExPZsWMHq1evpmnTprz++us0adLE5MY0IYSoSUpLS/nqq6/YvHkzrVq1YuzYsXTu3BknJyeTGydSU1M5dOgQP/74I1ZWVkydOpVevXpVq+MmhahJHkiCHO4kFCIjI/nuu++Ij4+ne/fuDBkyhCZNmpjE1hG1Wk1qaipHjx5ly5YtFBQUMHbsWMaMGVPtzjkUQojqSKfTkZaWxnfffcf27dtp2LCh4f4KU9hKr9PpKCwsJDo6mvXr13P06FEGDRrE888/T506dYwdnhBC1Hj6ex9WrVrFqlWr8PHx4amnnqJdu3Z4eXkZPfmhKAplZWXExMSwbt06du7cSb9+/XjppZfw9fU1ucIgIYSoidRqNT/99BPfffcdNjY2jB8/ntDQUOrWrWsSd+KVlZVx48YNtm7dys6dOwkMDDSMZXZ2dsYOTwiz9cAS5HoJCQmsW7eO3bt3U6dOHYYNG0ZoaCi+vr5GeVlptVpycnKIiYlh//79RERE4OPjw2OPPUafPn2kykMIIR6w4uJiDh48yFdffUVhYSGjR49mwIABNGzY0CgX1ejPGo+PjycqKootW7aQn5/PpEmTmDp1qmyVF0KIB0xRFCIjI3n33XdJS0tjzJgxDB48mMaNG+Pg4PDAE+WKoqDVaklKSuL06dOsWbOGpKQkJk2axOzZs7GxsTF68l4IIczNmTNn+OKLL4iJiaFHjx4MHjyYVq1aUbt2baPcA6HVaklOTub8+fNs2rSJa9eu8dBDDzFt2jQCAgLkI6oQRvbAE+Rw55ylo0eP8sMPP3Dz5k06duzIkCFDCAoKok6dOg/kq5k+MZ6YmMjhw4fZu3cvGo2GoUOHMmrUKAICAqo8BiGEEL9Po9EQHx/PkiVLOHDgAI0bN2bSpEm0bNkSPz+/B3LZs06no6SkhJSUFKKjo9m2bRvR0dF07tyZWbNm0aZNmyqPQQghxB9LT09n0aJFbNu2jYCAACZNmkSbNm3w9/fH0dGxypPSiqKg0WhITU3lxo0bbNiwgUOHDtGmTRvmzp1Lx44dJTEuhBBGlJWVxZo1a9i8eTM2NjYMHjyYbt260bBhQ2rXrv1ACl00Gg1paWncvHmTrVu3cvDgQRo0aMC0adMICwvDycmpymMQQvxvRkmQ66WmprJ9+3bWr19PQUEBnTt3ZtCgQTRp0gQ3Nzdq1apVqV/29FWAeXl5pKSkcPDgQfbs2UN+fj5hYWFMmjSJtm3bStW4EEKYiIqKCo4ePcqiRYuIjY01nCXYokUL3N3dcXNzq9SzZ/Xb9wsLC8nMzCQ6OpqtW7dy/vx5GjRowJQpUxg2bJhUjQshhAmJiIhg4cKFXL58mebNmzNq1ChatWqFh4cHbm5ulVrBrSgKiqJQVFRkKLbZsGEDBw4cwM3NjWnTpjF58mSsra0lOS6EECYiOjqaVatWcfz4cWrXrk3fvn0JDQ3Fz88PV1dXHB0dKzUPpCgKxcXF5OTkkJSUxKZNmzhw4AAODg488sgjTJw4EXd3d6kaF8KEGDVBDndeHBkZGezevZt169Zx8+ZNGjZsSM+ePenbty916tTB0dERBwcH7Ozs/vZEs6KigtLSUoqLiykqKuLy5cscOXKEiIgIysvL6dq1KxMnTqRDhw5G2bovhBDiz+kr9A4fPszSpUs5deoUdevWpVevXgwZMgRfX18cHR1xdHTE1tYWlUr1t8YKjUZDWVkZJSUlFBcXk5SUxK+//sqRI0e4ceMGDRo0YPTo0YwaNUrupBBCCBOl0+k4fvw4S5cu5ddff8XDw4PQ0FAGDhxIgwYNcHFxMawn/u6HVZ1OR0VFhWGcyMvL4/Tp0xw8eJBff/0VV1dXRo4cybRp0/Dw8KjC31IIIcQ/pdPpuHTpEuvWrWP//v2o1WpatWpFnz59aN++Pe7u7jg4OGBvb/+3P6zqi2yKi4spKSmhsLDQME5ERETg5OTE0KFDeeKJJ6hbt64UZQphgoyeINdTFIWcnBzCw8PZsWMHUVFRaLVagoODad26NR06dCAoKAh7e3usra2xsrLCwsLC8Een06EoCjqdDo1Gg0ajQa1Wk5SUxNmzZzl//jznzp0jLy+PwMBA+vfvz5AhQ2jYsKFUAgohRDWgP+P16NGj/Pzzzxw4cICSkhJatmxJ69at6dixI82bN8fBwQFra2usra2xsLBApVJhYWFhqPrT6XRotVrDOJGVlcWVK1c4d+4cFy5cICEhARcXF8Nl0qGhofIBVQghqgmdTkdERATbt2/nwIED5Obm0qhRI1q2bEn79u0NO5BsbGywsrLC0tLSsJ4ADOOEfk2hVqspKSnh5s2bnD59mvPnz3Px4kXUajWdOnVi2LBhDB06VLbICyFENaHT6bh27Rp79+5l3759xMbGUqtWLYKDg2nTpg1t27alXr162NnZYW1t/ZtxQp970uef9OOEWq0mMTGRkydPcu7cOc6dO0dJSQkdOnRg6NChDBs2jNq1a8vOIiFMmMkkyO+m1WpJT09n//79REZGcvLkSdLS0gDw8fGhXr16+Pr64uDggIuDM87OTpSUlFJUWkxJaQmZmZkkJSWRlJREWVkZjo6OtG7dmpCQEPr06UPz5s0l2SGEENWYoigUFBSwZ88ejh8/TmRkJCkpKSiKgre3t2GccHR0xNnBCWcnJyoq1BSXFlNcWkJubi4pKSkkJSWRn5+PlZUVDRo0oFOnTvTo0YOQkBC8vLyM/WsKIYS4D4WFhRw5coRjx44RFRVFQkICFRUV1K5dGz8/P3x9fe9srbd3wNnRGUtLC4r/j73zDq+yPv//65wkJyfJyd57kQWBQEhYYctQGaIC7lGt1qqttVptq7VVa6vWWreidaAICi6mguyNBBLIJHvvnZw9nt8f+T7PD0SsBpKT8byuq1evFjjPfZ7PuT/j/bmHTofW0Bv919jYSE1NDQ0NDVgsFnx9fUlPT2fatGnMnz+f6Ohoe39FGRkZGZmLwGAwkJ+fz549ezhy5Ai5ubl0dHTg7OxMcHAw4eHhBAQE/J/2pMHV1fUc7ampqUnSnoxGIx4eHtI6ccUVVxAbGyuL4jIyQ4RBKZB/H4vFQlFREYWFhZSWllJSUkJtbS1arRaPMgs9PT2o1WoMQU44+rkQEBBAdHQ0MTExxMfHM3bsWDQajTwxycjIyAxjioqKKCgokNaJmpoaenp6cKuyYOjU4ujohMXPCYW/Gm9/H8LDw4mJiSE2NpbRo0cTHBxsl472MjIyMjIDQ3V1NWfOnKGkpITS0lKqqqpob29H2WhE0WTEarWi9FBhDVDh4udOcHAw0dHRxMbGkpCQQGJiIiqVyt5fQ0ZGRkamn+js7KSoqIiioiLKysooKyujsbERY5cO10oLer0OlYsaY6AjTn6uBAQEEBsbS0xMDAkJCaSkpFzSvhcyMjIDx5AQyC+EIAgcC/yn9L9HvXUVvsuSUMiNDmRkZGRk/o+syW9iLG8HIOyRGQTcOgFVgJwKLyMjIyPTS/Wz+6h98RAAHtMjCf/zbNzTQu1slYyMjIzMYEFf1MKp6W8DoNSoGPXqEnwWJdjZKhkZmUuJrCTLyMjIyMjIyMjIyMjIyMjIyMjIyMiMSGSBXEZGRkZGRkZGRkZGRkZGRkZGRkZGZkQiC+QyMjIyMjIyMjIyMjIyMjIyMjIyMjIjElkgl5GRkZGRkZGRkZGRkZGRkZGRkZGRGZHIArmMjIyMjIyMjIyMjIyMjIyMjIyMjMyIRBbIZWRkZGRkZGRkZGRkZGRkZGRkZGRkRiSyQC4jIyMjIyMjIyMjIyMjIyMjIyMjIzMikQVyGRkZGRkZGRkZGRkZGRkZGRkZGRmZEYkskMvIyMjIyMjIyMjIyMjIyMjIyMjIyIxIZIFcRkZGRkZGRkZGRkZGRkZGRkZGRkZmRCIL5DIyMjIyMjIyMjIyMjIyMjIyMjIyMiMSWSCXkZGRkZGRkZGRkZGRkZGRkZGRkZEZkcgCuYyMjIyMjIyMjIyMjIyMjIyMjIyMzIhEFshlZGRkZGRkZGRkZGRkZGRkZGRkZGRGJLJALiMjIyMjIyMjIyMjIyMjIyMjIyMjMyKRBXIZGRkZGRkZGRkZGRkZGRkZGRkZGZkRiSyQy8jIyMjIyMjIyMjIyMjIyMjIyMjIjEhkgVxGRkZGRkZGRkZGRkZGRkZGRkZGRmZEIgvkMjIyMjIyMjIyMjIyMjIyMjIyMjIyIxJZIJeRkZGRkZGRkZGRkZGRkZGRkZGRkRmRyAK5jIyMjIyMjIyMjIyMjIyMjIyMjIzMiEQWyGVkZGRkZGRkZGRkZGRkZGRkZGRkZEYkskAuIyMjIyMjIyMjIyMjIyMjIyMjIyMzIpEFchkZGRkZGRkZGRkZGRkZGRkZGRkZmRGJLJDLyMjIyMjIyMjIyMjIyMjIyMjIyMiMSGSBXEZGRkZGRkZGRkZGRkZGRkZGRkZGZkTiaG8DfiqCIGC1Wuno6KC9vZ3u7m7MZjM9HjZsVisKpZKCymJcMnW4atzw8vLCy8sLFxcXFAqFvc0fVthsNrRaLR0dHXR1daHX6zGbzZjNZqxWK05OTjg6OuLs7IybW+9YeHp64uzsbG/ThxVn+4Q4FhaLBbPZjNFoxNHREUdHR5ycnHB1dcXT0xMvLy9cXV1RKuW7sUuJzWbDYDDQ0dFBZ2cnOp1O8gmz2Sz5hEqlknzCy8sLtVptb9OHHd/3CbPZTI+jHovGgkKhoLSpmrrTSlwCPfD09MTT0xM3NzccHYfMcjgkEAQBk8kk+URPT4/kDyaTSZqbnJycJJ/w9vbG2dlZXrMvMVarla6uLsknTCaTNA6ANA7Ozs64u7vj5eWFu7s7Tk5OdrZ8eCEIAhaLRZqfxH2sxWLBYDBI43C2T4jrhOwTlxar1XrOPtZgMKBvrcXgbkUQBHSWDjrO5OHi0IRGo8HLywsPDw95H3uJ+aF97IV84ux9rIuLi7yPvcTYbDb0ev05+1jxTCHuY52cnM7Zx3p6esr72H7AYrHQ2dl5jt4hnu0cHByksXBxcTnnbOfg4GBv04cVNpvtvH2sqaoTrbsVm82G0lVBXvkZXDK7cXNzw9vbWz7b9RNWq5XOzs5z9rEWiwWj0YhSqZTOFGq1Gg8PD7y8vHBzc5P3sZcYQRAwm83S/HT22c5oNP7gPnYonu0UgiAI9jbih7DZbOh0OhoaGqivr6e+vp62tjYaGhpoampCq9VisVgIz1WiUCgQBIHmUCsmXwfUajV+fn4EBATg5+dHYGAgwcHBBAcH4+XlJQshPxOj0UhLS4s0Fi0tLTQ3N9PY2ChNUjabDau192ChVCqlyerHxsLT09PeX21IIQgCBoNB8oe6ujrJJxobGyWfsFgsmEwmHBwcpAXD2dkZHx8faRwCAgIICgoiODgYHx8f+dD3MzGbzbS3t0s+0dzcTHNzM01NTbS1tWEymbBaezdQNptN8gkHBwdUKpXkC+J/h4SESD4xlBYQeyMIAkaj8RyfaG1tpbGxkaamJmnhDi5W4mRSICDQ7mfD4KfA0c0ZLy8v/P398fPzw9/fX/IJPz8/XF1d7f31hhQWi4Xu7m7q6+ulOUkci5aWFgwGg+QPFotF8gfxsHe2T4jjEBISIvtEHzAYDOfsnVpbW2lqaqKpqekcAcpsNgNIl6kqlQoPD4/zfCIoKIjAwEA0Go2dv9nQQgwmEMeioaHhnPlJr9f/qE/4+vqes06cvY+VhZCfh9FopKmp6bx9bFNTEx0dHRiNRjwawaNZASgwuNroDBQQPHsPed/fx4aEhBAUFISHh4e9v9qQQhAE9Hq95A/i/CSuGRfyCaVSiZOTEz4+PpJPfH8fKwshPw+TyURbW5s0FmfvY9vb29Hr9VitVin46ewzhaur6zk+IY6DOD/J/HTO3sfW1dVJPtHY2Cj5hHiesFqtKBQKyS+cnJzw9PQ872wXFBSEn5+fLNT+TMQL7IaGhvP2sa2treh0OhQ6K8ElShQosCoFWkKsmL0dcHFxkfexl5Cz9Y6GhgZaWlpoamqisbFRurz7IZ9wdHTE3d39B/exAQEBuLm52furDSmsVis9PT3n7GPb2tqkfaxWq8VqtUrak3ieEDVAf39/AgMD8fX1PW+dGMyX3INKIBc3TjU1NZSXl1NcXExhYSE1NTXU1tai0+lwdnbG1dUVDw+Pc6KexNsL8ZCu0+nQ6/UolUppMxsXF0d8fDwxMTFERUXh6ekpi+UXwGq10tDQQEVFBaWlpRQWFlJbW0tLSwt6vV6agLy9vdFoNDg7O+Pi4oKjoyNGoxGj0Yher6e9vZ3Ozk60Wi0KhQJvb2/8/PyIj48nMTGR6OhoIiMjZTHqAog3dWf7REFBAdXV1dTU1KDVas/xCVHkUKlUklhuNpvRarVotVr0ej0KhQJfX19CQkKIiYkhPj6e2NhYoqKi8PPzkw8ZF8BqtdLS0kJVVRWlpaUUFRVRVVVFc3MzPT09KBQKKdJMzJhQq9U4OztLPmEwGCSf6O7uBsDLy0vyiaSkJKKjo4mKipKzXy6AGHF2tk/k5+dTXV1NdXU1Wq0WlUr1g+uEeNizWCzodDrJJ2w2G56enoSEhBAZGUl8fDxxcXFERUURFBQkXyBdAJvNRmdnJ9XV1ZSVlVFUVERZWRnNzc10dnZis9nQaDR4enpKEQRqtRoXFxfJJ4xGI21tbXR2dtLV1YUgCNI6ERcXd8464ebmNqg3VPbEYrFQW1v7g+tEd3e3FG3m7u6OSqWSIgEBySf0ej1arVY6fLi5uREcHExERATx8fHEx8cTFRVFWFgYLi4udv7GgxMxuOPs+amoqEgSncxms+QT4uW0Wq3Gzc0Ng8Eg+UR7e7sUZW6z2fDy8sLX15fY2FgSEhKIiYkhMjISDw8PWSy/AFarlbq6OioqKigpKaGwsJCqqipqamro7OxEqVSiVqvRaDTS/lWlUqFUKiWfMBqN9PT0oNPpMJlMODs7ExwcTFhYGAkJCdKZIiIiQt7HXgBRADx7fiosLJQO2mazGTc3Nzw9PfH19b2gT5ydeWG1WvHw8MDHx4eoqKhzfEIWyy+M1WqlqamJyspKSktLOXPmDBUVFdTU1NDW1obNZpN8wtXVVfIJR0fHc7Iie3p60Gq1UpS/6BPi2U48Z8v72B9GzCYSfaKoqIiCggLpElX0CQ8PD3x9faWzhJubGyaTSfKJszPDLBYLrq6ueHt7Ex4eTnx8PKNGjSIyMpKAgAB5H3sBbDYbbW1t5+xjS0tLqampoampCbPZLL17jUYj+YSTk9M5wQaiT+j1ehwcHAgJCZHWCXF+ioqKwtXVVfaJH+Dss11FRcV5PmEymaRznY+PDy4uLpL+YbVaMRqNmEwmuru7JZ8wGo2oVCp8fHwIDg6WdMDIyEhCQ0PlC6QLYLPZ6Onpobq6WpqfiouLqampob6+HoPBIL17Mdv0Qnrs2T4RHBxMaGgo8fHx56zZ7u7ug+5sNygEcjH9t7S0lLy8PI4dO0Zubi5NTU14enoSGhpKaGgoQUFBUqj+jwnbgiDQ3d1Ne3s7LS0t1NbWUlNTQ0tLC05OTsTHxzNp0iTGjRtHQkICgYGB8sLxf5hMJioqKjhz5gzfffcdeXl5NDX1ppjGxMSQlJREfHw84eHhBAcH/+jhTBR3m5ubpUNKXl4eBQUF1NfX4+DgQFxcHFOmTCE5OZn4+Hj5lvX/EA/Z4uXE0aNHyc7Opq6uDnd3d8LCwggLCyMoKAhvb2+8vb1xcHC44LsTBEFKJ25paaGuro7a2lqam5sRBIHIyEjS0tKYMGECiYmJhIaGyoe9/0O8oCguLubEiRPk5ORQW1uLk5MTkZGRJCYmkpCQQGRkpBTJdKH5SRAEbDab5BOVlZXk5eWRm5tLXV0dSqXyPJ/w8vKSfYL/f8gWfeLIkSOcPHmSmpoaPDw8CA0NPc8nHB0df9Qn9Ho9nZ2dUgRbTU0NjY2NmEwmgoKCSE1NJS0tTRJp5QjaXiwWC42NjZSUlHDq1Cmys7OprKzEarUSGhpKYmKi9M5CQkLw9/e/oGAhCAKCIEjzUkVFBbm5ueTl5VFXV4dCoSA2NpZJkyZJPuHj4yOLgvz/MjZn+0RWVhbV1dVoNBrpgHa2T6hUqh/1CfHQLUaI1NbWUl9fT09PDz4+PowfP57JkyczevRoYmNj5Uyw/8NqtdLe3k5paSm5ublkZmZSWlqKTqcjODiYhIQE6Z2JETQ/JuLZbDbJJ6qqqsjLyyM/P5+amhpsNhuRkZFMnDiRcePGER8fj7+/v3ThMdIxGo2Ul5dz5swZjh07RlZWFlVVVahUKumAFhQUhI+PD97e3qjV6gsezkQhq6uri/b2dpqamqSgnc7OTtzd3UlJSWHq1KmMGTNGWrNl/v8hu7S0lIKCAr777jvOnDlDR0cHgYGBJCQkkJyczKhRowgJCSEkJORH12xRyKqvr6eqqorCwkLy8/OpqqrCZDIRHBzM+PHjSUlJISEhgZCQEFkA+T9MJhNVVVUUFRWRmZnJyZMnKS8vByAgIEDKYvTz85NKE/zY2c5ms0k+0dzcTE1NjSSyu7m5kZKSQkZGBmPGjCEhIUE+2/0fYibw2Wt2QUEBbW1tBAQEkJiYeJ5PODk5/ahPdHZ20tjYSHV1NUVFReTn51NeXo5Wq8Xb25vk5GRSU1NJSkoiIiJCjqD9P8xmM/X19ZSUlJCVlcWJEycoLi5Gr9fj6+tLaGiotH8VS2z9mE+crT2JPlFdXU1rayuurq7SOiHuY729vQedKGgPvr+PPXz4MAUFBbS2tuLv709CQgJjxowhLi5Omqd+rOycIAj09PRI+1dRWywpKaG9vR2NRkNiYiJpaWmMHj2amJgYORPs/7BYLLS2tlJSUkJOTg7Hjx+noKCAjo4OvLy8JD02ICAAb2/vHw00FuXls9eJ2tpaySfUajVjxoyR9I6EhAT8/PwGTeCyXQVym81GR0cHJSUlZGZmsn37dgoKCvDw8CA+Pp7Ro0cTGRl5ScRrm81GY2OjdCNVV1eHj48Ps2bNYubMmYwZM2ZEC+Vms5mKigry8/PZtm0b2dnZuLi4kJqayqxZs5g0aRL+/v4X/cMVRfOCggL27t3L3r17qaioICQkhEWLFjFlyhTi4uLQaDQjcjMlCuNlZWWcOnWKLVu2cOLECTQaDXFxcSQnJxMdHX1JNv3iYUM8vFRVVeHs7MzkyZOZO3cuKSkpIzpS0GKxUF1dTWFhITt37uT48eMIgsCYMWOYMWMGU6ZMITw8/KJFCfHWvLCwkD179rBnzx7Ky8sJCQnhiiuuYPLkycTFxeHh4TEiN1Pi5qmsrIzc3Fw2bdrE4cOHcXV1JT4+nuTkZGJjYy9JfTObzUZ3dzcVFRUUFBRQVlaGxWIhJSWFhQsXMnHiRKKiokbsAUMUxouKiti/fz+HDh2ip6eH2NhYMjIyyMjIIC4u7pLMT6JP7Nu3j71791JWVoafnx/z5s1j6tSpJCQkSBeDIw1RtCsrKyMvL4+vvvqKw4cP4+LiIq0TMTExlyR6T7xIqq6uJj8/n+LiYrq7u0lMTGTx4sWkp6cTGxuLu7v7Jfp2Qwur1UpbWxslJSUcO3aMvXv3UldXR1hYGNOmTWPmzJkkJydfkgtnq9VKSUkJBw8eZN++fRQVFeHu7s706dPJyMhg9OjR+Pn5jVih3Gw2U15eTl5eHps3b+bw4cM4OjoSExPDmDFjiI2NRaPRXPQ6Ku5ja2tryc/Plw7zcXFxXHXVVdKaPZL3saIwnpWVxfbt2ykpKSEwMJApU6YwZ84cUlNTL8k6arVaqaqq4ujRo+zfv5+8vDyUSqV0dhk7duyIFsotFguVlZUUFBTwzTffcPDgQcxmMxERESQmJhIXF3dJ1lFRNBd9Ii8vj+bmZkaNGsVVV10lne3c3d1HpE+IwnhZWRk5OTls3bqV3NxcfH19mTp1Kpdddhnp6emXJLpY1DtOnDjBvn37yMrKQq/Xk5SUxGWXXcaECRNGdMaLxWKhrq6OM2fOsGfPHvbu3Ut7eztBQUEkJiYSHx9PQEDAJclCEbOYxAvupqYmYmJiWLx4MVOmTJECA0fqPtZsNkv72E2bNnHq1KlzfCItLe2SrKPiRdKpU6fYt28fx44do6WlhZiYGBYsWEBaWhoxMTEjNghKzJAvKiri8OHD7Ny5k6qqKnx9fUlISJACJy/F3lKsUFFQUEB+fj6NjY2EhoYyf/58MjIySExMxNfX1+5ZYHYRyAVBQKfTUVlZyb59+/jqq68oKysjPDyc9PR0kpKS+nXitlqtVFdXc+LECfLy8nB2duayyy7jiiuuYOzYsfj4+IwYIUoQBJqbm8nJyeHjjz/mxIkTBAcHc9VVV7Fo0SIpoqO/nm0ymTh06BBr167l2LFjBAcHc8MNNzBjxgyioqJ+NCp6OCG+i9raWo4dO8b69es5deoUQUFBTJo0iZSUlH4V5cS0y1OnTnHq1ClMJhOTJk3i6quvJjU1lcDAwBGzgAuCQGtrK/n5+Xz22WccPXoUDw8PFixYwOLFiyUxtr8QfWLdunUcO3aMgIAAVqxYwcyZM4mOjv7RCNDhhHjgamhoICsrizVr1nD06FH8/PyYMmUKqamp/bqZETdUubm5nDhxgpaWFsaNG8eKFSuYMmUKYWFhI8onOjo6KCoqYuvWrezbtw9BEJg+fTpLliwhJSWlX9dss9nM0aNH2bBhA0eOHMHd3Z0lS5Ywe/Zs4uLicHNzGzE+AdDY2Mjp06dZvXo1Bw8ePM8n+utdiHs3MRq0qqqK+Ph4brzxRqZPn05ERMSgif7ob8QopfLycnbv3s0333xDR0cHEyZMYNmyZUybNq1fLw3MZjPZ2dl89dVX7N+/H4VCwZw5c5g/fz6jR48e9PUdLyWCINDU1MTp06f56KOPOHjwIF5eXqSnp5Oamoqnp2e/vQvxkC9Gg5aUlBAbG8stt9zCzJkziYyMHFH7WIPBQE1NDUeOHOHLL7+ksrKSxMRErr32Wi677LJ+ja63WCzSGrVr1y66urpIS0vjyiuvZPz48fj7+4+oNbulpYXc3Fw++eQT9u3bh1qtJiUlhYkTJ/ZrpN7ZQR+HDx+muLiYmJgYbr75Zuls92NR0cMJ8TK7vr6ekydP8sknn5Cfn09MTAwrVqzgiiuuwMfHp9+eL5as2LlzJ1u3bqW6upqkpCSWLVtGeno6ISEhI8on2traOHPmDF999RU7d+7EZDKRlJREWlraJRMAL4Q4Px05coTi4mLCwsJYsWIFs2fPJjY2dsSUIxKj7cV97EcffUR2djZRUVGsXLmSxYsX4+3t3W/vQgwO3LdvH1988QX5+flERkayYsUKpk2bRnh4+Ijax4oVPLZv3862bdtobm4mNjaWtLQ0YmNj+/VyWQz0OX78OIWFhfj4+LB48WLmzZtHYmKiXUuvDLhALt5SHDlyhE8//ZTMzEwiIyPJyMggPj5+wG8M6uvrOX78OCdPnsTb25vly5dz5ZVXEhERMewjZ8WozM8++4xPPvmEgIAAbrnlFpYtW9avB4ofQhAEjhw5wttvv83BgweZOnUqv/rVrxg7diweHh7DetEQUxWzs7PZsGED33zzDQEBAcyYMYOUlJQB94n29nays7M5duwYVquVxYsXs3LlSkaNGjXsI2fFTIqNGzeyfv16XFxcuPbaa7n66qvtspE8cuQI7777LgcPHmTChAnccccdTJgwYdhHzopCXGFhIRs2bODTTz/Fy8uL2bNnM3HixAGPkNTpdOTl5XHw4EGampq4/PLLue2220hKShr2kbNipOT27dv57LPP0Gq1LFiwgOXLl5OQkDDg89OJEyf46KOP2LNnDzExMdx4441MmzbtkkX8DFbES9SSkhI2bNjABx98gIeHB3PmzCE9PX3ABQez2cyZM2fYu3cvpaWlzJ8/n7vvvpvk5ORhn65qsVhoamriwIEDfPbZZ1RUVDBlyhSuv/560tPTB3x+ys/Pl/YOHh4eXH311cyfP3/Y19g8OwJt/fr1vP/++7i7uzNz5kzS09N/NA27v+wpKipi165dFBYWMn/+fO655x7Gjh077CNnrVYrHR0dnDhxgs8++4zvvvuOMWPGcPPNNzNnzpwB/x1WVlayefNmNm7ciE6n44orrmDZsmXExMQM+8hZ0Se+/PJLVq9ejYODA1OnTiU9Pd0umYhFRUXs3r2bgoIC5syZw1133UVKSsqwv8QTmzTn5eXx+eef8/XXXxMdHc1tt93GokWLBlxjaGlp4dtvv+XTTz+lsrKSOXPmcNNNN5GQkDDsI2fNZjPV1dVs3bqVNWvW0N3dzYQJE5g0aRIBAQEDfp4qLS1l79695Ofnk56ezu23386kSZMGVYmJ/kAs41dcXMyGDRvYsGEDYWFh3HHHHSxbtmzA12ydTsf+/ftZvXo12dnZTJ8+nTvvvJPRo0ePiH1sfX09e/bsYd26dZSVlZGQkMDUqVOJjIwc8N9hVVUVhw4dIicnh9jYWG644QZmz55NSEiIXbIiB1QgNxqNVFRUsG7dOj777DPUajWzZs1i/Pjxdi1tIggCVVVV7Nu3j4KCAiZOnMjdd98tbSaG46a2p6eHrKws/vKXv1BfX8+NN97IfffdZ9foefFW8csvv+Tf//43LS0tPPzwwyxevJjAwECUSuWwGwuz2UxDQwPbtm1j1apV6HQ6Zs2aRUZGhl0PtmL0yaFDhzh+/DjBwcH87ne/Y9asWfj4+Ay7cYBenzh9+jTPPPMMZWVlLFmyhHvuuUeKALMXNpuNLVu28PLLL1NbW8tdd93FsmXLpGjN4TYWYsmCgwcP8txzz1FfX8+sWbO47LLL7HppKdbxP3bsGHv27EGlUvHHP/6RhQsX4ufnN+zGAZCihV9++WWysrKYNm0ad911F+PGjbNrGQebzcbu3bt58803KSws5KqrrmLlypUkJCQM+AZ7IBCjPDIzM3niiScoLy9n1qxZLFy40K5RR2J03PHjx/n6668xmUw88cQTLFq0CH9/f4BhNxZi/djVq1fz7bffMmrUKO644w67iIBnY7PZyMzM5L333uPw4cNMmjSJW2+9lQkTJgzLUh9iBH9WVhZ//vOfKSsrY+bMmSxcuNCuTdDEfezx48fZsmULBoNB8omAgAAUCsWwGwsx+3Hjxo2sXbsWd3d3brvtNq699lq7BlUIgkBxcTFr1qxhy5YthIaG8qtf/YqMjIxh29ulp6eH7Oxs/vrXv3LmzBkmT57M/Pnz7S5GC4JAZmYm27Zto6enh4cffpilS5cSGho6LDMsLBYLLS0t7N69m9deew2TycStt97KHXfcYVcxWsy2Wb9+PR9++CGOjo488MADzJs3D19f32E3DgBarZbc3Fyef/55Tpw4QVJSEvPmzbN79LwgCJw6dYrt27fT2trKHXfcwfLly4mNjR2WmcJiVu6xY8d45plnaG1t5ZZbbuG+++6zqxgtBmR98cUXvP7663R3d/OHP/yBK6+8En9//2E3DgB6vZ6ioiLeeustdu3aRVBQEHPnziUuLs6ugUaCIHDmzBl27dpFdXU1V1xxBbfccgtjx44d8H3dgAnkWq2WzMxM3nrrLY4fP05aWhqzZ8/u19Sin4vJZOL06dN8++23ODk5cccdd3Dttdfi6+s7bG65xVT5jRs38uSTTxIdHc0LL7zA+PHjB9V3bG9v58knn2TDhg0sW7aM3/3ud0RFRQ0rQdBgMHDmzBk+/PBDvvjiC+Lj41m0aBFBQUH2Nk3CYrFQUVHB1q1baWpq4rbbbuPOO++ULiyGCx0dHWzdupW///3vBAQE8NRTTzFlypRB1ZOgs7OT559/nk8//ZQZM2Zw3333kZycfElqbw8WxIao69ev5/XXXyc0NJQVK1YQFhZmb9MkxCarX331Ffn5+dxyyy389re/JSQkZFj5RGdnJ7t27eKFF14A4MEHH2TBggWDqiljd3c3//3vf/nwww+Jjo7m7rvvJiMjY1gJgmf/3p5++mn8/Py4+eabiYiIsLdpEmJzKjFy9JZbbuHhhx8mNDR0WAmCPT09HDlyhDfeeIPq6mpuvvlmbrjhBgIDA+1tmoROp2Pjxo28/fbbKBQKbrvtNpYsWWJ3gexSIggC7e3tbNq0icceewxfX19uueUWIiIiBs1vTbxQ3bBhA8eOHeOmm27i97//PeHh4cNKENTr9eTk5PDBBx9w4MABLr/8cu677z6ioqLsbZqE0Wjk8OHDvPLKK1RUVHDzzTdz88034+/vP2x8AnrPTZs3b+aJJ57A3d2d6667jtjY2EGVbajVavnyyy85evQoV111Fb/97W+Jj48fVoKgyWSivLycTz75hLVr15Kens5f/vIXEhIS7G2ahFju47nnnuPQoUNcf/31/PrXvyY4OHhY+URnZyfffPMNzzzzDBaLhaVLlzJ69OhBlVml0+nYvn07Bw8eZNq0adx7772kpaXZ9aL3UiPWnf7iiy946aWXSExM5LnnniM5OdnepkmItfufeuopNm3axMqVK/n9739PaGjosPKJ7u5u9u/fz4svvkhNTY2UhTqYsqENBgOHDx9mz549REZGctdddzF//vwBbfbc7wK5eDOzefNmXnvtNTo7O1m4cCETJkwYtOnQNTU1fPvttxQXF7N06VIefvhhgoKChrSDiMPc0dHBCy+8wFtvvcUNN9zAP/7xj0Gd+rlmzRqefPJJQkND+c9//sPo0aOH/EZKTDE6fPgwr776KqdOnWLu3LnMnj170DbX6ujoYPfu3Rw6dIjp06fz7LPPDosazIIg0NnZyUsvvcSqVatYvHgxTz311KC+APjiiy/4xz/+gbOzM0888QQZGRlDvgazGIlaWFjIK6+8wubNm5kxYwZLliwZVBvZszEajezbt4/NmzczYcIE3njjDbtnG1wKxGjld955h1WrVpGens6f//xnEhMTB23q565du/j3v/9Nc3Mz99xzD9dcc82Alwm71Ig1+Ovr6/nPf/7De++9R0ZGBitXrhy0PmGz2di/fz8bNmwgOTmZ//73v0RFRQ357C8xWnnDhg2sWrUKX19fHnzwQWbNmjVo1+ysrCxee+01jh8/zjXXXMM999xDQEDAkPcJgLa2Nl588UVeeeUVMjIyuOGGGwZ15sj+/ftZv349o0eP5vXXXyc+Pn7IB3uIzXv37NnD66+/Tnt7O7/61a+4/vrrB+38VFlZyTvvvMNnn33G9OnT+etf/2r3KNJLgRj49OKLL/Lqq68yadIkrrvuukF9UXz48GG++OILwsPDefbZZ0lLSxvUPvxTEEs+ZWdnS3Pv7bffzm9+85tBW9ano6ODDz74gFdeeYWxY8fy0ksvERERMSx8orOzkzfeeIPXXnuN+Ph4rrnmmkG9BmZlZbFp0yZcXFz4wx/+wOWXX27XGsyXArEfQWVlJS+//DJffPEFN910E0888cSgLdlqNpv58MMPeeqpp4iLi2PVqlXDZh/b3d3NmjVreO2113B3d5f6qg3Ws11RURHbtm2jq6uL2267jdtvv33Agpb7VSAXxfGPPvqIt956Cy8vL6688spBFVlwIbq7uzl8+DB79+5lxowZPPnkk4SHhw/JiUoc4s7OTv785z+zbt06nn32We6+++4h4eynT5/mjjvuQBAEXnnlFSZOnDhko2ZFcXzHjh289NJLtLa2snTpUsaOHWtv0/4nRqORnJwcPv30UxITE3n99deJjo4eshspUQj8y1/+wrp16/jLX/7C3XffPWgPd2dTUFDA73//exoaGnjsscdYsGDBoL7o+jFEcTw7O5tnn32WzMxMrrnmGqZOnWpv0/4nVquVkpIS3n77bYKDg/noo48YNWrUkPaJ7u5unn32WdasWcOdd97Jr3/9awICAuxt2v+kvLycZ599lqNHj3Lbbbdxyy23DNnsL1Ecr6qqOieaZc6cOfY27X8iCAIVFRW8+uqrBAQEsHbtWuLi4obs4UKMBH777bd57733mDlzJg888MCgiga8EI2Njbz33nusXbuWOXPm8MgjjwzZTJezxfHHH3+cNWvWcP311zNv3rwh8buqqKjgjTfewNvbm//+97+MHTt2yDYqFJtxfvXVV7zxxhv4+fnx8MMPk5GRYW/T/iddXV1s3ryZf/zjHyQkJPDCCy9I4sdQ4+yz3WOPPcaHH37IypUrmTdv3pDYg1RXV/Pee+/h4ODA888/z4wZM4Zs1KzYI+To0aP8+9//prGxkccee4ylS5fa27T/idFo5NChQ9x33334+/vz3//+d9BlHvwcxLPdU089xYcffsiCBQuYP3/+oL2kOJuGhgbWr19Pe3s7DzzwAMuXL+/XhpX9iSiOl5SU8Mwzz3Do0CGefPJJbrnlFnub9j+x2WycPHmSm2++GY1Gw8cff8yoUaOG9D62p6eHV155hXfffZfk5GQWLlwolUIczLS1tbF9+3by8/NZvnw5999//4AEMfarQG4wGHjllVd47733iI2NZeHChYOqfMT/Qq/Xc/LkSTZv3kxKSgovv/wy4eHhQ845RMe499572bp1K2+//TbXXnvtkPoe5eXl3H777TQ2NvL2228zadKkISmSm0wmvvjiC/7zn/+gUCi46qqriI2NtbdZPxmz2UxJSQmrV6/G39+fdevWER0dPeTGAXpTPe+99162bNnCq6++yooVKwZtVssPUVNTw0MPPcTp06d5/PHHWbJkyZAUyS0WC8eOHePJJ5+kvLyc66+/fkhcGInYbDZqa2t57bXXcHZ2ZvPmzYwaNWrIjQP0pnr+4Q9/4Msvv+Txxx/npptuGlQlVf4XTU1N/Pvf/2bLli1cd9113HvvvUOyrqbNZqOiooKHH36YgwcPcvvtt5OWlmZvs34ygiDQ2NjIf/7zHxwdHdmyZQtxcXFDstyKXq/nueee4+OPP+b666/n7rvvJjw83N5m/WQ6OztZt24dr732GmlpaTzzzDOEhIQMuXEQo2Tvu+8+tmzZwi9/+UumTJlib7N+Fo2Njbz22mvYbDY+/vhjJkyYMCQjyY1GIx9++CGrVq1izJgxPPzww0Nqzdbr9ezdu5dHH30Uf39/3n33XSIjI4fcOIhBaL/61a/YuHEjd955J1OmTBlSYn9zczPvv/8+HR0d/Pvf/2bevHlDUiQ3m83s3r2b5557DoVCwd/+9jdmzJhhb7N+MhaLhZycHG677TYUCgWff/45sbGxQ24coHcf+5vf/IYvv/ySlStXkpGRMajKZf4v2tvb+eKLLygpKeG3v/0tt95665DsmWC1WikoKOCxxx6jqKiIf//731x55ZX2NusnIwgCJSUlLF++HIPBwJYtWySfGGpjodfreeKJJ1i3bh2zZs1i9uzZQ+ps193dzZ49ezhy5AhXXnkljz32GIGBgf06Dv0mkJvNZt5++21ee+01xowZw7x58wZVvfGfislkIjc3l88//5zx48fz5ptvDqkDt5gG+cc//pHVq1ezfv16FixYMGTsP5umpiZuuukmmpubWbVqlVSmZ6h8F4vFwqZNm3jxxRdRKpVcffXVhIaG2tusn43VaqW6uppVq1YRHBzMF198MeQaWZhMJh555BHef/991q5dy+WXXz4koyVaW1t5+OGHycrK4k9/+hNLliyxa9O+n4vVaiUzM5N//vOfFBUVcfPNNzNq1Ch7m/WzEQSB1tZWXnjhBdzd3dmxY4cUdT1UxsJkMvHXv/6V9957jxdffJGrr756SETcfJ+uri5efvllPv/8c1auXMn9998/pC6OxMjxv/3tb3zzzTfcc889jB492t5m/WxEQfO5555Do9Gwbds2SZgdKmNhNpul8lv33HMPt95665DIpvg+Op2Or776iueff560tDSef/75IRWVJma2/OlPf+LDDz/kgQceYNy4cfY2q090dHTw0ksv4eDgwNq1a0lKShpSNcktFgvr1q2TSnk8+OCDQyrIQ8RkMpGZmcm9995LYGAga9asGVLNtsWI5UcffZS3336b3/3ud6SkpAwZ+8+mq6uLd999l66uLl544QXmzJkzpAKgrFYre/fu5YUXXkCpVPLMM88wfvx4e5v1s7HZbJSVlbF8+XKcnJzYsmWL1Fh4qGAymfjzn//MO++8wy9/+UtSU1OHVOCTiFirv7i4mPvuu4/bb799SJXStNlsnDlzhqeffpqcnBzefPNNpk+fbm+zfjaCINDQ0MAVV1wBwDfffCP1nBkqY2EymXj22WdZtWoVV155JdOmTRu05W1+DIPBwIEDB9i/fz9XXHEFf/vb3/q1Jnm/XDPbbDY++eQTqe7T3Llzh6Q4DqBSqUhOTubqq6/mu+++48EHH0Sv19vbrJ+EWM7jxRdf5L///S9vv/02CxcuHDJO/X0CAgJ477330Gg0PPjgg+Tl5WGz2ext1k/CZrOxa9cuXnnlFQRBYPHixUNSHAdwcHAgPDycu+66i7KyMm699Va0Wq29zfpJiClfL774Im+99RZvvfXWkBXHAXx9ffnnP//J6NGjeeGFF9i+fTsWi8XeZv0kbDYbp0+f5uWXX6agoICVK1cOSXEcejdKvr6+/O53v6OxsZEVK1YMGZ+A3gPea6+9xptvvsnTTz/NsmXLhqQ4DuDh4cF9993HVVddxaeffso777yD0Wi0t1k/CUEQqKur46WXXmLbtm3cdtttQ1Ich16f8Pb25ve//z3Nzc3ccMMNtLe329usn4zNZuODDz7gjTfekEr2DEVxHMDV1VXqp3Po0CGeeOKJIbWP1Wq1vPjii7z//vv88pe/HLLiOICXlxf3338/Op2Ou+++m7KysiG1jxX7SU2YMIH7779/SIrj0Hu2S0tL45VXXqGsrIxf/epX6HQ6e5v1kzh7H/vGG29w1113DVlxHHrX7Ntuuw1XV1f+8pe/cOjQoSG1jz169CivvPIKNpuNxx9/fEiK4wBKpZKYmBjWrVtHS0sLN95445Dbx7700ku88cYb3HTTTUycOHFIiuMAbm5uLF26lOjoaFatWsXatWsxmUz2NusnIQgCZWVlvPTSS2RnZ/Ovf/1rSIrj0LuPDQoK4quvvqKzs5Prr7+e7u5ue5v1k7Farbzzzju8/vrrXHbZZUydOnVIiuMAarWajIwMpk+fztatW3n22WcxGAz99rxLLpALgsCRI0d4/vnniYiIYN68efj5+V3qxwwookh+7bXXsm/fPp5//vlBv6EV6/p+8803/P3vf+fZZ5/luuuus7dZF014eDjvvvsuRqOR5557jrKyMvqxStAlQRAEcnNzef3119HpdEOmDv+P4eDgQGRkJL/+9a85fvw4jz/++JDwCYAdO3bw+OOPSz4xVMVxkaCgIP7xj38QGRnJqlWrOHTo0JDwiaqqKlavXs13333HsmXLhqwQKKJQKAgMDOShhx4iOzubRx55BEEQhsRY7Nq1i7/+9a88+uij3HTTTUN2AyXi4+PDvffey5VXXsn69evZsGHDkJif2tra+Oyzz1izZg0rVqxg4sSJ9jbrogkICOChhx4iJyeHP//5z+j1+iHhEwcOHOCf//wny5cv584775SihoYqGo2GJUuW8NBDD/Htt9/y6quvDgmfMBgMbN26leeee44bbrhhSPSm+F/4+flx//33U11dzdNPP019ff2Q8ImTJ0/y8ssvExcXx3333UdiYqK9zbooVCoVkydP5vXXX+fo0aM8+eSTQ8InBEFgx44d/OUvf+HGG29k2rRpQ1YcF/Hx8eHWW2/FbDbz8ssvk52dPSR8oqSkhHfffZfu7m4eeeSRIT8/KZVKEhIS+Oyzz8jOzubRRx8d9D4BvWPx7bff8pe//IVrr72W6dOnD9rGgz8VDw8Pli5dSkhICB999BFff/31oB8LsbzeJ598wr59+/jrX//K5Zdfbm+zLgqFQkFkZCQbN27k9OnTPProo1gsliExP+3du5ennnqKGTNmMGvWLDQajb3NuihcXV3JyMhg2rRpbN68mXfffbfffOKSCuSCINDS0sJjjz2GSqVi/vz5Q/5QIaJWq0lOTmbOnDmsWrWKjRs3DlrnEBt8VVRUcP/997NixQp++9vf2tusS0ZCQgL//Oc/OXHiBB9++OGgPlyIaeavvvoq5eXlzJ07l7i4OHubdUlwcHAgJiaGG264gTfffJNPPvlkUI8DQH19PXfeeSfLly/ngQceGFK1Gn+MqKgoHn74YcxmMx988AH5+fmDeiy0Wi2ff/4527ZtY9asWcNCCITejVRERAS//OUvefPNN1m7di3AoB6LhoYGfvWrX3H55Zfzm9/8ZsiL4yKBgYHcfvvtJCcn8+677w7qiyMx2+vw4cP85z//Yfr06cyaNcveZl0yIiIiuPPOO3nvvff4+OOPMRqNg3osmpqa+MMf/kBycjK//vWvCQkJsbdZlwRPT08WL17MTTfdxNtvv822bdsG9ThYrVaKiop48MEHmTp1KgsXLrS3WZeM0NBQbr75ZrZs2cKaNWtoa2sb1GPR1tbGc889h4ODA3fdddeQjuI/G2dnZzIyMnjyySd566232LBhw6AeB4Da2lruuOMOpkyZwpVXXjnkxXGRwMBArrnmGvLy8li9evWgDoASyz59+OGH5OXlcfvtt3PZZZfZ26xLglKpZPz48bzxxhu89dZbrF27dtCOA/z/fewdd9xBWloaV1xxxZAXx0V8fHyYN28eFouF9957jxMnTgzasRBL+u7cuZNPPvmEm266aVgEZkLv2W7cuHG8/fbbvPPOO3z88cdYrdZBPRaNjY3cf//9REdHs3DhQtzd3e1t1iVBo9EwefJkYmNjeeedd9i5c2e/jMMlF8gfffRRqqurWbp06ZAtIXEhNBoNU6dOJT4+nj/+8Y/U1tba26QL0tXVxa9+9St8fHx444037G3OJWfBggX88pe/lG4pB3O68CuvvMKhQ4eYPn36kGpk9FNwcnJiypQpzJw5k9/85jdUVVXZ26QLYrPZuOWWW9BoNLz99tv2NueSM2XKFG6//Xby8/PZsGEDnZ2d9jbpgmzcuJE1a9YwevRo5syZY29zLikKhYLJkyezYMEC7rvvPiorK+1t0gURBIHbb78dlUrFq6++OmzEcZGEhARuueUWnJ2dee2112hubra3SRckOzubZ555huDgYK655hp7m3PJmTx5MvPnz+fRRx/lzJkzgzYSShAEHnjgAXp6enj66aeJjIy0t0mXlKCgIG644QbS0tJ48sknqaurs7dJF6SpqYnf/OY3aDQabrvtNnubc8lJTU1l3rx5vPTSSxw7dmzQloISBEHqE3L//fczbdo0e5t0SXFzc2PlypWsWLGC3//+91RXV9vbpAtiNBq57bbbcHR05K677rK3OZecpKQk5s6dy7Zt29iyZQs9PT32NumCrFmzhm+++YZly5axcuVKe5tzSXFwcGD58uXcfffd3H///VRVVQ1KMVDMqLj55ptRKBTceeedQz4r+PtERkYya9YsysrKePfdd2lra7O3SRfk4MGDvPHGG6Snp/PQQw/Z25xLzvLly7nnnnv4/e9/T2lp6aD0Cej1i7vvvhutVsuNN944bMRxET8/P6ZPn45arebZZ5+loaHhkj/jkgnkgiCwceNGdu7cyRVXXEFUVNSwm6QAvL29ufrqqzGbzTz++OODzjnEG7x169Zx4sQJ3n///WHnGCK/+93vmDhxIu+99x6nT58elGOxZ88evv76a8aMGTNkm4X8L5ycnLjxxhtxdXXlwQcfHHTjAL1jsWbNGvbt28fHH388pJr2/Ryuv/56Lr/8cnbt2sU333wz6MZCEAROnTrFxo0bcXNzY968eahUKnub1S/ceuutuLu788ADDwxKMVAQBD7++GP27t3Lu+++O+Qa7f5Upk+fzu23305ZWRn//e9/B6VPVFVV8fnnn9Pc3MzKlStRq9X2NqtfuOmmm/D29uaxxx6jq6trUI7FZ599xq5du3jmmWeIj48flvvY2NhY/vCHP2A0GnnmmWcG5Th0dXXxySefcPr0ae68805cXFzsbVa/sGzZMkJDQ/nPf/4zKCNmBUFg+/btbN++nV/84hfMmjVrWO5jPTw8+Pvf/46Hhwd/+MMfBt04QG+D1I8//pgDBw5w3333DVufmDNnDklJSWzYsIH9+/cPurEQBIFjx46xZcsWJk+ezC233DIs12ylUsm///1vAgMDeeCBB+xtzgVZs2YNe/fu5d577x1SjSx/DikpKUyZMoXvvvtuUEb0C4JAcXExX3zxBa6urvzpT38asn2M/hcvvPACwcHBPPLII/1aA7uvCILAp59+yu7du7nlllvw8/MbNtnyZxMREcHChQupq6vjxRdfvOQ+ccneWE9PD//85z+Jjo5m9OjRw3KxEPH19WXx4sVs3LiRHTt22NuccxAEgdraWp5//nnuuusuUlNT7W1Sv6FSqXj44Ydpb29n8+bNgy4SSqfTSZHK48ePx8PDw84W9Q8KhQIXFxduueUWNm7cyNatW+1t0jmIZW7+9Kc/cc8995CWljYsN1AAjo6O3HjjjYSEhLBp0yYKCgrsbdI5GI1GNm3aRGFhIZMmTcLf39/eJvULCoUCR0dHfvGLX7Bp0ya2bNky6ETy7u5u/vSnP3HnnXcyefLkYSkEQm8k1MyZM1mwYAGbNm3i2LFj9jbpHMxmM8eOHeOrr75ixowZwy7z7mwcHR25+eab2b17N1u2bBl0mV/d3d089dRTLFmyRIpOGY4oFAri4uK4//772bhxI7t27bK3Sedgs9mkJl9z584d8j1bfgxHR0euvvpq8vLy2Lx5My0tLfY26Ry0Wi2vvvoqSUlJzJs3D29vb3ub1G/4+vry7LPP8tVXX7Ft2zZ7m3MOgiDQ2trK448/zrx584iJibG3Sf2Gg4MDc+bMobu7m82bN1NWVmZvk87BYDDwySefYLVaWbJkybBds8Wz3WuvvcbGjRvZsmXLoBJmxYvURx55hHnz5jFq1Khhe7YTy94EBASwadMmsrKy7G3SOZhMJvbt20d2djbXX3/9sCkl+0M4Ozvzyiuv8M0337Bly5ZB1zy1u7ubP//5z1LFi+F6thNrw0+aNImNGzeyf//+S/r5l0wgf+mll2hoaGDhwoV4e3sP20lKoVCgUqkYN24cCQkJ/PnPfx5U3bbb29v5z3/+g1qt5rHHHhu24wC9YzFx4kSuvvpqduzYQWZm5qASoT766CPy8/OZPHkyUVFRw34sxo4dy+TJk3nwwQcHVQMLi8XC3//+d2w2G0899dSwH4eEhASWLFlCTU0NmzZtwmq12tssiR07drBnzx7i4+OZMGHCsB+L5ORkpk2bxkMPPYTBYBg0PgHw9NNPY7FY+Nvf/jZs6jX+EAqFgpCQEK688ko8PT156623BtWanZOTw/r16/Hz82POnDnD3idGjx7N1KlTefrpp2lubh5UPvGvf/2Lrq4uHn74YXx8fIbtWCgUCjw8PFi4cCFpaWnSXDBYaGho4PXXX8fJyYklS5YM23GA/39ZMXnyZD744APy8vIG1T727bffprKykttvv534+PhhOxYKhQInJyfmz5/PkiVLeOSRRwaVT+j1ev75z39isVhYsWLFsB0H6B2L8PBw0tPTOXToEDt37hxUPvHll1+SmZnJwoULmTVr1rAfi3nz5rFixQoeeughzGbzoFqzn376aYxG47CpdX0hFAoF/v7+pKam0trayurVqwfV2e7o0aNs3ryZcePGcf311w97n5g7dy4rVqzgr3/966DLhvzHP/5BT08Py5YtQ61WD9uxUCgUaDQaxo8fj5eXF88999wlXbMviUDe1tbGhx9+SHp6OoGBgcMylP9sFAoFbm5uLFmyhJKSEr744gt7mwT0CoHV1dVs3LiR3/3ud3h5ednbpH5HoVDwi1/8Al9fX3bu3DloIg06Ozv58ssvCQoKIiYmZlgLUNA7DkqlkpUrV1JRUcH69evtbRLQG2HQ3NzMe++9xx//+MdhHf0kolAouPzyy0lNTeXw4cOcPHnS3iYBvVlGu3fvRqfTMW7cuGFbWuVsFAoF1113HVVVVWzYsGFQbGjFSLRVq1bxyCOP4Ovra2+T+h2xwc61115LdnY2u3fvtrdJQG8kWlZWFjk5OWRkZAzbiOWzUSgULFu2jObmZjZu3Eh3d7e9TQJ697Hvv/8+d999N+Hh4SNiHxsUFMRvf/tbzpw5w6ZNm+xtEtCbUVFaWsq2bduYP3/+sE3TPhuFQsH8+fOxWq1s37590GRDdnR08Omnn7Jw4UKSk5OHZWmVs1EoFKjVav72t79RVlbGhg0b7G0S0JtR0dDQwOrVq1m8ePGw6xXyQ4i9XHx8fDhw4AC5ubn2Ngnojc785ptvpLrQI2HNhl7Rrby8nPXr1w8KMfDsfezSpUtHjE/ExcWRlJTEiRMnOHjwoL1NAnqz5Y8ePUpPTw/XXHPNiBmLJ598kvr6er744otBU2qltbWVd955hwULFowYDTAgIIAZM2ZQUFDA119/fck++5KcAN555x10Oh1Tp04dtvWfvo9SqSQkJITk5GT+9a9/DYrb7fb2dj744AM8PT256aabRsQ4AAQHB7NgwQKysrLIzs4eFIv3+vXrqampISUlZdjW9v0hgoKCmDx5Mn//+9+l5in2xGw28/rrr+Ps7Mwdd9wxYsbB19eX6dOno9fr+eabbwbF/LR7926ys7OJiYkhNjZ2xIxFYGAgU6ZM4bnnnsNoNNrdJwBefvllVCoVv/jFL1AqlSNiLDQaDampqYSHh/PRRx8NCp/Iyclhx44dBAYGkpKSMiLGASAgIIBJkybx9ttv09LSMih84o033sBms3HTTTeNmH2sSqVi9OjRTJ8+nVdeeWVQ+ERDQwNr165Fo9EwderUETEO0Ltmjx8/nm3btlFYWDgofOLDDz+ko6ODpUuXEhISMiLGQhShli1bxrPPPjsofEKn07Fq1SqcnJyGfcTy2Xh4eDBmzBjy8/PZv3//oBiLrVu3UlJSwowZM0hOTh4xYxEbG8uKFSt49tlnsVqtdp+fBEHg5ZdfRqlUMmfOHIARMRaurq6MGjUKk8nE+vXrB4VPfPfddxw6dIgxY8aMqPkpJiaGa6+9ltdff53u7m67+wTAq6++iiAIzJo1C0dHxxExFk5OTkRGRhIUFCTt4y8FFy2Q6/V63n//fSZOnDisU1K/jxhpsGDBAgoKCvj222/tao8YYbB582Z++ctfotFo7GrPQKJQKLjmmmvw9PTk0KFDVFZW2tUeg8HAhg0bCA4OJjQ0dNjWf/o+CoUChULB0qVLOXPmDNu3b7erPYIg0N3dzbvvvsv9998/bJvV/hAKhYLp06czbtw4vvvuO7tH35hMJnbt2oXBYCAhIWHYZ1ScjUKhkLKNvv32W7umbQuCgMFg4M033+T+++/H09PTbrYMNKLwsWTJErKzszl69Khd7bFYLJw6dYr8/HxSU1NHREaFiEKhYOHChdTX17N79256enrsao9er+edd97h9ttvH1EX2gqFAh8fH+666y5yc3PtnllhtVqprKxk+/btzJgxY8REZ8L/X7ONRiMHDhygvr7ervYYDAbWrVvHggULiI2NHVH7WCcnJx566CHy8/MHxT62vb2d1atXM2/evGHbmPOHEDO/PD09OXbsGEVFRXa1x2g08vXXXxMVFUVaWtqIWbPF9fDRRx+lsLCQHTt22FUMFAQBnU7Hm2++yYIFC0acT0RGRhIXF0dWVhYnTpywqz1iDx29Xs/ChQtH3Jr94IMPUl1dzc6dO+0eRa7X63nrrbeYM2fOiIjiF1EoFHh7ezNt2jRyc3MvWS3yixbId+zYQXNzM1OmTMHFxWXEHCygN4o8IiKCqKgo1q1bZ1dburq62L17N4IgcN11142ocYDebrbp6emUlZVRWFhoV1sOHjxIdXU1ycnJ+Pn5jbixCA8PJz4+no8++siudpjNZr7++mt6enq4/fbbR9w4BAQEkJqaisVi4ciRI3a1JTs7mzNnzhAeHj7s6/H/EOHh4SQkJPDJJ59gNpvtasuWLVvo6OiQMipG0lh4eHiQkpJCYGCg3ZuwlZWVkZmZibu7+4iKRBMJCQkhPj6er7/+mvb2drva8vXXX9PW1saNN9444vaxYk+dMWPG2L2kRGtrK/v370cQBCZNmjSixgF61+xRo0aRmZlJRUWFXW3ZvXs39fX1LF68mICAgBE1FmJPnSlTpvDxxx/b1Ra9Xs+OHTvQ6XTMnDlzRI0DgLe3NzExMdTW1tq9XODx48cpKSlh6tSpJCYmjqixOLunztq1a+1aLlAQBLZt20ZnZ+eIih4XcXNzIzo6GpvNxs6dO+1qS2FhIadOnSI2NpZp06aNqHEASEpKYsqUKWzatAmtVmtXW7Zu3Up7e/uIih4XUalUREZG4ufnd8nKXl+0QL5+/XqioqLw9/cf9jUbv4/YsHPixIls2bKFzs5Ou9nS3t7O7t27mT59OsHBwXazw14olUoyMjLo6ekhPz8fo9FoN1u2bduGh4cHwcHBw75m4/cRa5FPmzaNzZs309nZabdIA5PJxGeffcbs2bOHbZf5H0OpVDJ69Gj8/f05fvw4Op3ObrYcPnwYrVZLRETEiIr2EFEqlUyZMoVvvvmG1tZWu6ZFrl27lrlz545InxAbdqamprJ371671r8uKCiguLiY2NjYEZXdIqJUKpk4cSJHjhyhrq7OrpkVn3zyCdOmTSMiImJE7mM1Gg1XXnklX3/9tV33sQ0NDRw4cICEhIQRUT/z+yiVSsaMGUNpaSnFxcWYTCa72bJx40YSExOJjY0dMZGyIgqFAkdHR6677jq772N1Oh1fffUVo0ePHhE9dL6PQqEgKioKnU5HVlYWer3ebrbs2bMHT09PkpKSRlSEpoiDgwM33HADW7dupaOjw24+YbPZWLt2LcnJySOqcoGI2LDT29ubAwcO2DUD79SpU3R1dTF+/PgROT85ODiwfPlyDhw4QGNjo10vjj7++GNGjx49IvpKfR+xN2R8fDw7duygq6vroj/zok4CbW1t7Nmzh5SUlGHdKfXHcHBwID09HaPRaLeINLPZTE1NDbm5uSxdunTEHfBEJk2aREREBLm5uZSUlNjFho6ODg4ePEhERAReXl4j0icApkyZgtlsZuvWrXZ5vs1mo7m5mf3793PdddeNWJ9ISEggJSWFiooKu0XfdHd3c/LkSZydnUdMHdMfYvLkyVITNnsIH2JTox07dnDDDTeMmNrj3ycwMJDZs2fT2trKvn377GKDXq+nsLCQtrY24uLiRuQ4AEyYMAFHR0f27dtHR0eHXWxoa2tj586dXHPNNTg7O4/IsXB1dWXRokXodDq7lZQwmUxUVlZSUFAwourxf5/ExETc3d05ceIEVVVVdrGhvb2dffv2MXv27BEpQEHvZcW1116L2Wxmy5YtdrHBarXS0NDA4cOHmTRp0ojdx0ZGRhIcHExRUZHdygV2dXVx7Ngx4uLiiI6OHpE+AXDttddisVjYtm2bXcRAQRBoaWlh586dTJ06dcT6hJ+fH3FxcdL8YA+0Wi05OTmo1WpSU1NHrE8sWbIER0dHdu3aZbco8tbWVnbu3MnkyZNxcHAYkWPh6upKSkoK3d3dlySz4qJmFrFr7ejRo0dcpKyIQqHAw8ODqKgou9VvFAUoJycnZs6caRcbBgPu7u4kJSXR2dlptzrkJ0+epK2tjdjY2BFVB/77uLu7Exsby86dO+0SZWA2mzl69CgWi4X58+cP+PMHCy4uLsTExODi4kJOTo5dbCgsLKS2tpbg4GD8/f3tYsNgQKPREBsby/79++1WZuXQoUMYjUYWLlxol+cPBpycnAgLCyM8PJxjx47ZxYbq6mqKi4vx8PAgIiLCLjYMBjQaDVFRUWRlZV2SiI++cPjwYfR6PfPmzRux+1ilUklQUBDjxo1j7969drGhra2N06dP4+joSHx8vF1sGAy4uroSHh5ORUUFdXV1drHh+PHjdHV1kZGRMSKzW0T8/PyYNGmS3c52BoOB48ePY7VaSU5OtosNgwFnZ2eCg4PRarWcOXPGLjbk5OTQ1NTEuHHjCAkJsYsNgwHRJ/bu3WsXgdxms3H48GEMBgMpKSkD/vzBgqOjI35+fqjVarvVIS8vL6eiooLIyEgSExPtYsNgwNfXl9TUVDIzM+2WqX3o0CH0ej3jxo0bkeI49O5jvby8CAgIuCR1yC9KID9w4ADBwcEjOlJWoVDg4OBAXFwce/bssYsY2NXVRV5eHomJiSMytUJEqVSSkJCATqejsrLSLmNx/Phx3N3d8fHxGVGNCM9GrGucmJgo+cRAj4UokIslRkYqCoWC0NBQPDw8yMvLs4tP5OfnY7FY8Pf3x9nZecCfP1gQ56dDhw5hMpkGfCwEQWD//v2MGTOGgICAAX32YEKhUODp6UlcXBzfffedXXyiqqqK5uZmgoKCRmTJIRGFQkFMTAynTp2yWxmD/fv3k5iYSGBg4Ijexzo7O5Oens6BAwfsMg5tbW2cOXOG0NDQER1coFAoCAsLo6amhrq6OruMxZEjR4iIiCA4OHhE72MdHByYMWMGe/bsARjwsdDr9Rw/fpzw8HA8PDwG9NmDCYVCgZ+fHwaDgTNnztjFJ06dOoVGoyE8PHxENSL8PkqlkpkzZ3LgwAGsVuuAj4XNZuPAgQNERkaOqCbz30ehUODu7o6bmxsnT560i0+UlJRgMBiIjo4e0Wu2Uqlk6tSpZGVlodPp7DIW+/btkyoXjFTEfWxYWBiHDh266HG4aIE8KioKJyenEXuwgF7nSEpKora2lvLy8gF/fldXF2fOnCEtLW3EdJq/EAkJCWg0GiorK+3S+Ov48eP4+vri6uo6on0CIDk5mZqaGrv4hMlk4tixY2RkZIx4nwgNDSU8PJyqqioaGxsH/Pl5eXnSze5I94mkpCQaGhqoqKgY8OgbUSCfMWPGiC2vIuLp6cm4ceOoqqqiurp6wJ9fWVlJa2srQUFBIzZFWCQuLo7Ozk4qKiowGAwD/vz9+/czbdq0Eb+PValUZGRkUFVVZZcGka2trRQVFREZGTnifSIiIgKr1UplZaVdMiuOHj3K2LFj0Wg0I9onFAoFc+bMobq6mrKysgF/viiQjxo1asT7REBAAG5ublRXV9Pc3Dzgzz916hQhISEjrmHtDzF79mxJ77CHQL5//37i4+NHvE+4u7sTHBxMdXU1tbW1A/78kpISHBwciIqKGvFjkZGRQVtbGxUVFXYpobl3717JJ0by/KRSqYiNjaWmpuaiK0n0+RdtMpkoKioiIiJixAtQSqWSqKgobDYbeXl5A/psm81Gd3c3jY2NjB07dkCfPRiJiIggICCAxsZGmpqaBvTZZrOZ0tJS/P39R3SEgUh0dDTAgEcuC4KAwWCgtLSUiRMnDthzByt+fn5ERkbapfSQxWKhuroaZ2fnER0BJSJuJAsLCwe0KaEgCJhMJgoKCpg0adKAPXewotFoSExMxGg0UlxcPKDPtlqtNDU1YTKZRnR2i0hYWBhOTk6UlZUNeP1Gk8lEYWEhqampI/6A5+TkxLhx47DZbOTn5w/os202Gx0dHbS0tIzI5sHfJzAwEDc3N2pra2ltbR3QZ5tMJoqLi0lKSpL3sfT2SQAG/GwnCIKUDRsVFTWgzx6MeHt74+3tTWtr64CLgWazmYqKCkJDQ0dkI8LvM2HCBBQKBfn5+QMa6CEIAkajkaKiImJjYwfsuYMVNzc3goKC0Gq1A36BZ7FYqK+vR61Wy2s2MHbsWFQqFcXFxRiNxgF7rni2O3PmDDExMQP23MGKk5MT4eHhmM1mCgsLL+qz+nwiqKmpQavVEhwcPOIPFtBb69fb23vA66MZDAbq6+sRBEF2DnrHwc/PD71eT0tLy4A+u66uju7ubvz8/FCpVAP67MGIi4sLPj4+A+4TVquVmpoajEbjiK5lKqJSqaSSPwN9sGhubqajo0NKBRzpiD5RWlo6oAI59Na91ul0I7pWoIiDgwNeXl54eHgM+MFCFAJVKtWITocUUavVeHt7U1tbi16vH9BnV1dXo9VqSUhIGPH7WLGfTkBAAEVFRQP6bJ1OR0NDA4B8aUTvmu3p6Ul7e/uAN6+tra2lp6eHmJiYEV0STcTDw4Pg4OAB38eazWZqa2sxmUwEBQUN6LMHI46Ojnh4eGAymaS5YqBobGyks7OTkJCQEV2TX0SMXC4pKcFmsw3YcwVBoLq6Gr1eL4uy9AZnurm54eTkNODBT21tbbS2tuLt7S2v2fQG3QQFBVFVVTWgAjn0lmzU6XSEhoaO6Ohx6N3Hurq64u7uftHBT30uLldcXIwgCAQEBPTpYCEIAg0NDeTk5NDY2IiDgwORkZGkpKSg0WgwmUxUV1dLqQpKpZLY2Fiampro7Ow857O8vb1/sH7kkSNHGD9+vFRuQSye7+zsTFRUFJGRkbS2tmKz2fD398fV1bVP70KsuRwQEDDg0Wh6vV6K0AwPD++359hsNg4ePMjhw4dpamrCy8uLWbNmkZaWhpubG01NTZSVlUnj5eXlxZgxY1AoFHR1dZGbm4tGoyE5OblfaxoqFAr8/f3Jz88fcIG8oqICs9mMr69vn5p9CYJAV1cXWVlZ1NbWYrVaCQ0NJT09HQ8PD2w2G+Xl5eek74gpNTabTUp3ioyMxNHR8QcnyqysLCIjI/H29kahUGA2mzl9+jQKhYK4uDjc3d1paWmhs7MTf3//Pkf9is8ODAyU5oqBwmKxUFZWhoODQ79eGtlsNnJzc9m7dy9VVVWo1WrS09OZNWsWXl5eUnZHQUEBCoWCCRMmoFKpEASBnp4esrKycHJyIjU1tV8PomLNZTEibSARD9thYWF9ml/F2/Hjx49TWVmJ2WwmKCiIKVOm4OXlhSAI5/jFqFGjzimVYLFYKC8vJzIy8oKXVkVFRbi6uuLt7U1xcbFUXsDBwUHqFK9Wq6mpqSEwMPCiIojE+am8vHzAI8iLi4tRKBSMGjWqX59TXV3N9u3bJZEtOTmZxYsX4+vrK2V3nD59GpPJxKRJk3B2dkYQBDo6Ojh+/DgajYb09PQLzmGXAoVCgVqtJigoaMDLSbS2ttLa2oqbm1ufamiKv/ljx45RUVGB0WgkMDCQadOm4enpiUKhkMoziPUh1Wo1CoWC7u5uqqurcXJyIjg4GDc3tx98x3V1dXR1dZ2zvjQ2NpKTk8P48eMJCAjAbDZTVFREYGAgfn5+fX4fCoUCX19f6uvrB7zBkbhfi42N7TeBXBAEOjs72bx5M7m5uZhMJuLi4li+fDkBAQEIgoDFYpHqV06dOhWVSnXOuBQUFGCz2YiPj++3RqIKhQJHR0eio6MpKSnpl2dciJ6eHurq6qTL3L4g+kR5eTlGo5GAgAAmT56Mj48PSqUSq9VKbW0tWq1WqnOuVCppamqio6NDioT08fHB39//vN9DZ2cnpaWlJCcn09LSwnfffSf9mZubG0lJSYSGhpKXl0dgYOBFiQbimt3V1TXgAnlZWRkWi+VH18yLRVzXv/zyS7Kzs9HpdMTGxnL99ddLJSzMZrP0Z+np6bi4uKBQKLBYLOTl5dHZ2cmYMWPw9vbuN98Vz3ajRo0a8Esjo9FIRUUFDg4Ofe4ZYrPZOHnyJGVlZeh0Onx8fEhNTSUoKAhHR0dsNpv0+/f19cXHx0cKLjr7stLJyQkfH5/zfNNoNHLixAkmT56Mg4ODtL5v376d9PR0QkJCUCgU5ObmEhAQgL+/f5/XdIVCgZubm7QWDSSiKBscHNxvtZbFdf2zzz6T1oKYmBhWrlwplWKzWCzk5OTQ3d3N2LFj8fT0RKlUStGSWq2W6OjoH5y/LiVKpZJRo0ZRWlo6oAK5eM5VKBQEBgb2+TPy8/MpLi6mq6sLd3d3kpOTiYyMxNnZWcpmam5uxtXVlZCQEOm3rdPpqKmpkaKmf0jLEASBAwcOkJGRQVdXF/v27ZP+zMXFhaSkJMLCwjhz5owkLve1CoNYc1mtVg+4QN7Y2EhHRwcRERF9XrN/Clarla+++oqTJ0/S09NDREQEy5YtIzIyktraWurq6jCbzdLf9/LyIjIyEhcXF6qqqmhoaCAoKIjIyMh+bcIuVpKora0dcIFc3Mf29SJVEATKy8spKCigtbUVtVpNXFwcCQkJKBQKmpubz8nudHBwkH674lpeUVFBQkLCBZ9x4MABpkyZIp3rjEYju3fvJjExkfDwcBwdHSktLUWtVuPn59dnTUTsHeLt7U1paWmfPkOkz0plVVUVrq6ufa61XFpaytGjRzEYDISHh0sptpWVlVx11VUYDAY2b94s3RI6OTkRFRV1Xi24mpoa0tLSzpssGxoaqK2tJSUlha6uLk6dOkVycjLu7u50dXXxzTffMHv2bEJCQjh9+jRarZbRo0f39XVITUQGut6ywWCgubkZb2/vfr3ZXr9+Pbt378bX15fk5GS6u7v55JNPqKqq4pprruH48eN88cUXREREAL3lNRISEqiurubll18mLCyMnp4eNm7cyF//+td+sxN6OwqLi9xAUltbi5OTE66urn3anLS0tLBnzx5aW1uJjIzE3d2dmpoa1q1bx4033oizszNffvklkZGRANLG3Wg08sknn+Dj44NOpyMnJ4fFixefJzA1NzdTV1d3Tgf22tpajh8/jtlsxtXVlcTERFQqlfR3Z8yYcVHvRBQDB1ogr62txdvbu1+buOzdu5dNmzYhCAJJSUkoFAr27t1Lfn4+9957Lx0dHbz//vt0d3fj4+PD559/ztNPP43BYODxxx+Xoli/+eYbnnzyyX6zE3pvt8WLrIGkqakJm82Gm5tbny7G9Ho927dvp7q6mujoaHx9fampqWH16tXccccdaDQaNm7cSGdnJ76+vhw4cIDbbrsNZ2dnenp6OHnyJIWFhVx33XU/eNhvb2+nrq6O4OBgXF1dKSsro62tTSq/UVRURGlpKYsXL8ZisXDw4EGWLFlyUe/Ez8+P6urqARfIKysr+90n8vPz+fjjj2lpaSE5ORkPDw8KCgo4ceIEf/vb33BycuKll16ipaWFkJAQPv74Y15++WWMRiO/+93v8PT0JCgoiPfee4+XXnrpggLupcDZ2ZmAgABqamr65fMvRHt7OzqdDo1G0ycBShAEtm7dSllZGTExMURHR1NdXc0HH3zAL37xCzw8PNi6dSutra34+Phw6NAhrr32WhwcHKT5Sq1Wc+LECaZNmyat2SKiWGmxWKR3r9VqOX36NIcPH0YQBBYuXChdMnz77bfccMMNF/VOvL29aWpqGvAa5JWVlXh5efWrTzQ1NbFq1SqKi4uZMGECQUFBFBQU8PDDD/Piiy/i7e3N888/T2NjI+Hh4axZs4bXXnsNZ2dnFAoF7e3tPPHEE8yaNUvq+dNfKJVKIiIiBvywrdVqaWtrQ6PR9Lmsx9atWyktLSU6OpqoqCjq6upYu3YtK1euJCAggN27d1NXV4e7uztHjx6V3mdmZiYNDQ3S/jk+Pv68Cx+j0Uh9fT3Nzc0IgkBzczM5OTnMmTMHm81Ga2srq1ev5oEHHsDd3Z2vv/6aW2+99aLeiYeHB83NzecFBPU31dXVuLu74+Xl1W8im9Fo5KWXXiI7O5uJEycyYcIE8vPz+e1vf8vrr7+Or68v//rXv2hoaCAsLIyPP/6YZ599Fm9vb958803Kysrw9/dn/fr13HPPPYwePbpfRfLo6OgBv0g1m83U19ej0Wj63Mh5x44dFBcXExoayqhRo2hubmbTpk3MmzePmJgYMjMzKSkpQaVSYTKZpGbFxcXFUoCRXq/HYrGQnp5+jhBmtVppaGigoaFBWicEQSA/P5+DBw9isVi49tprgd7f8vbt27nxxhsvqiSri4sLNpttwGuQ19fX4+TkhJeXV7/Ovy+++CLHjx8nLS2NCRMmUFBQwEMPPcS//vUvQkJCeO2116ioqCAwMJBPPvmEBx98kMjISF577TU6OztxcHBAp9OxePFipk+f3m92Qm+5wPLy8gEXyKuqqtBoNH0OaDx48CD5+fl4e3sTGRlJT08Pe/fuZdy4cUyYMIHy8nKysrIApN5Js2fPpq6ujv379+Pu7o7RaMTHx4cFCxacsz8VBIH6+nrq6upQKBR0dnZy/PhxrrjiCqA36nr16tXcd999uLu7s3fvXhYtWnRR2o1KpUKtVlNXV9fnz+gLra2tWK1WvLy8+rUU18svv8zx48cZN24cycnJlJaW8re//Y1HH32Uuro6MjMzJfG2urqamJgYVqxYwZkzZ9i7dy8uLi6o1WrGjx/P1Vdf3W92AoSHh0tBEANJZWXlRflEdnY2WVlZODo6EhISgs1mIzs7m7q6OsaPH09ZWRn19fVA77rU1dXFxIkT8fX1paOjg8zMTMrLyy8okNfX11NbW3uOr5w5c4bDhw/T1tbG0qVLpSzzY8eOkZaWdlEZIqK2crH72D4L5O3t7bi5ufWpILzZbKaqqgqz2cysWbOk2043NzcOHz5MWVkZXl5e6PV6UlNTgd6JytHRkaioKGmR7ujoID8//wejRPft2ydFE1qtVilqJyAgAL1eT15eHi0tLcTGxmKz2aSN2MXUydVoNHapjabT6fDw8Oi3WvA9PT3s2bOHsWPHMmfOHIKDg9Fqtbz//vvk5uaSnJxMa2sr7u7uLFq0COhNwTIYDOTm5tLS0sIdd9xBfX09Tz31FPfffz++vr79YisglXIY6HTtjo4O1Gp1nyIfxbq0tbW1LFy4kKCgIJydnfH39+ezzz6jqKiIUaNG0dnZKfkE9E4Ep0+fpqenh9mzZ2M2m1mzZg1Tp049r5nMsWPH8PX1PUd0KioqQq1WS5GFcXFxuLm5oVKppPqXFzNW7u7uVFVV9fnf9wWbzUZnZydeXl795hNi8yQ3NzeuvvpqwsPDEQQBJycnDhw4wHfffYder6ekpIRf/epXKBQKDhw4QFNTE/n5+ZSWlvKnP/0JR0dHHnroIe67774+Rwn9FNRqNc7OznR3d/fbM36I7u5uHBwc+tQATxzHvLw8li5dSkhICG5uboSFhfHuu+9SUFBAaGgoOTk5LF++HI1Gg06nQ6vV4uzszJ49ezhz5gzd3d0XrJMo1sf38fHBZrNhNpvx8fEhJSUFs9mMIAhkZ2djNBolwaKxsbHP0SvQu04M9MECetdsb2/vfvMJo9FIYWEhDQ0N3HnnnURHR+Ps7ExwcDCvvfYaR44cwdfXl6NHj/LII4/g7u7Ol19+SWtrKyUlJbS0tHDXXXfh4uLCH/7wB44ePcrcuXP7TSB3dHSULiEHElFwEKO6fw6CIKDVajl+/DjLly+XImHDw8N5++23KSwslHxi0aJFeHl5ceLECfR6PY2NjVgsFinybMuWLdKF6dmXV5WVlTQ1NZGcnCzZ19HRIWVinDp1issuu0zKsGhpaTnv4vXnIjZfOzsSaCBoa2uTfKI/fmcWi4WamhqOHz/Ogw8+SFxcHB4eHsTHx/Pwww9z6NAhRo0axa5du3jiiSfw9vamvb2dtrY2goODEQSBt956i7a2NlpaWvp9zlAqlXh7e1907cafi8lkQq/X9zm4QKfTcezYMa699lrCwsLQaDRERkayevVqioqKMJlM5OXlkZ6eTnBwsNQDQqfT0dXVRUBAAElJSQBSFsbZtLa2kp+fT3JyMoB0eZSSkoIgCLS1tbFz5046OjoICgqipaWFmpqai0p5dnFxwWQyDfilkVgSrb8yeGw2Gy0tLWzbto3HH3+cxMREfHx8GDt2LHfddRcHDhwgMTGRnTt38thjj+Hn54dWq6Wzs5Pm5mb27NnDTTfdRHR0NLt378ZgMGA2m/s1C8/X15fs7Ox++/wfwmq10tXVJZ2zfy46nY4TJ05w2WWXERUVhYeHB52dnXz22WeUlpbi6OjImTNnCAgIIC4ujpqaGhQKBS4uLiQmJmIwGDCZTJSWltLQ0HDe/K7X6zly5AjJycmSfYIgcPjwYdLT0zl69ChXXXUVjo6Okk/U1tYSFhbW58uMszMwB5Kuri5pD90fPiFmGX3++ec8+eSTJCYm4uvry7hx4/j1r3/N4cOHGTNmDLt37+aXv/wl4eHh7NixA51OR2FhIYWFhcycOZOEhARWrVpFTk4OEydO7PPFyk/B19eXrKysAe8vJc5PffkNidmLiYmJJCYmSjrTt99+S1VVFV5eXlL21MSJE+nq6qK7u5uWlhbKy8tRKpWMHz+elpYWdu/ezeTJk88pk2ez2di9e7e0d7JYLJhMJsaNGwf0aik7duygra2NsLAwOjo6qKurIyYmps8XLw4ODqhUqgG/SNXpdCiVSlxcXPrtcrKzs5Mvv/ySRx55hOTkZCnT8NFHH+XYsWNMmTIFX19fzGYz7e3tbNiwgeDgYClDOyAggLlz53LkyBFpLuzPXlje3t4/et7sL9ra2nB3d5cynn4OYh8mT09PUlNT8fX1xWq1IggCVVVVREVFERcXR2hoqLSfbW5uJiIiAoPBwLfffktZWdmP7t137dolrROifceOHWP06NHk5OQwd+5cNBoNvr6+6PV66urq8PHx6fP8pVQqcXV1pb29vU//XqTPAnlPT0+fDnjQO5hi2v2oUaOkz4iOjqa8vJy8vDySk5OxWCwUFhZK6YsODg4EBgZKaanr1q1j9uzZ55UWEQSBU6dOMXfuXOngZzabqaurw2Aw0NHRgYODA56enlL9y5qaGhobGy+qpISLiwvejgIc/qJPn9EX3Dq6iXM209CP9X0LCgpwdHRkypQpUtkUX19fpk6dyvbt28nMzMRgMNDY2MiRI0cICwtj0qRJODk5SaJcXV0dtbW1uLq69nvjH2dnZzzcnXGgHF3H9n591tlEhWlx16j6tFhotVqampoIDAyUopGht+lofHw8p06dki6GCgsLUavVjB49GoVCQX19PUFBQVIDQL1eT21tLX5+fudsXAsKCrjqqqukSUer1VJfX094eLg0mbS1teHv74+7uzs2m42KioqLEshdXFwwOAv8K2fDgNV4tRjNVLr39FsqJPSW09HpdKSkpDBx4kRpvNLS0igqKmLXrl0EBQXh5OQkpT+lp6ejUqk4efIkSUlJzJgxA7PZjLe3N/n5+f0qkDs5OaFx06AwKWgoHLj6je4Kdzzc+nZ5Zzabqa6uxsfH55xDWFhYGGPHjiU7OxuTySRFxtfX1xMXFyf9vsVNZ2Zm5g9+vphWFhUVhZeXF52dnVitVnp6eqTyFC0tLfj4+Ejp+K6urhQWFl6UQK5Wq/F2UqA88Q149t9v9GwUNoExTrp+zTJqbm6mvr6e+Ph4pk6dKo1XSkoK48ePZ/v27VIJtdLSUqxWK1OnTkWj0eDp6cmvf/1rMjIysFgsGAyGfq+lp1QqcXd3Q+NmGNB1wtO1hqAAB7T6vpXhEgMIxo4de45PpKSkcOrUKYxGIy4uLrS0tEjZSBqNBoVCgY+PD66urjQ1NSEIwnkimCAINDY20t3dLf3GzWYzLS0tGI1GZsyYwaZNm6iqqpJqFPv6+pKTk3NRArmzszNmtYKPy/ewy+ni0iJ/DqXuXWjc+88He3p6KCoqIjIyktmzZ0vjlZyczOzZs/n666+ZPn06np6elJeXU1RUxLRp06S1a8eOHbS3tzNhwoR+LU0nolAoeiN51G4Duk6YWkwEeAZQoaro078vLS3Fy8uLcePGSYew0NBQxo4dS1FRERaLBScnJzo7OzEYDPj6+uLt7Y1Op8NkMtHY2IiTkxMhISHnlY0US99VV1dz5ZVXSv+fXq+nqqoKq9VKY2Mjvr6+eHh4oFKpCAwM5NSpUxcVBeXk5ISHygF15Wk4PHC1wBPpwEvTt4uKn4LFYuHUqVOEhIQwb9486TlJSUksWLCAr7/+Gp1Oh5eXFxUVFZSWlpKWloanpyd79uzBxcWFuro62traiI2NJTAwsN8ufUXc3d3x8lCi79zRr885G8GoJyZS6PN5qby8HI1Gw5gxY6T539XVlTFjxlBRUSGV4tLpdFKJwICAADw9PfHz80MQBKls5KRJk87Zn57d9Hvp0qXS/9fR0UFNTQ3XX389J0+epLS0lISEBFQqFUFBQdI60dfflqOjI0q1Eye7y3nu1Kd9+oy+UK2oRuHu3K+/s8zMTIKCgpg/f74kdCUlJTF//nx27dolXSCKWkVCQgL+/v4YDAYsFgvNzc3SpZqLi8uA+ITGRUNTSRM96oG5sLBYLYR6h/bZJ6qqqlCpVCQkJEiXlxqNhoSEBHJzcyksLJTeZ01NDU5OToSFhUnlMkNCQoiJicHV1ZWenh7q6+slgVwskZOdnc0111wjPdNkMklBYmK2/9nrRFFREaGhoX0WyJVKJa7OKjwM7QOqPYW0VBHiouzXfmuZmZkEBARw2WWXSSW2PDw8mDt3LidOnGD+/PmMGTMGQRD44IMPGDt2LLNnz6ayshKLxcLUqVOZNm0ara2tHDx4kOrqasaMGdNv9rq5ueHp4YhZdwRdx8D1NoqPsfbZJ8TAmVGjRhEVFSWdB2JjY2lpaaG+vl56xy0tLeTk5JCRkUFwcDAWi4X4+HjUajWnTp0677PFy7OsrCyWLVt2TsBNTU0Nv/jFLygrK6O6uhpvb2+pvEpdXR3h4eF9FsjF0kMX26uizzturVbbZ8fo6OhAp9Ph5+d3zuFMrVbj6+tLbm4ucXFxeHl54erqilarZcuWLdx0003Sj6CiooK6ujqWLl163q2JVqvFYrGc83LNZjMNDQ3odDpaW1vp7OyUIgS9vLwoLi6mra2tj2/j/9vvorBC8YmL+pyf9UyzjWCVrV9FZ1GQFScoETESoLKykuDgYAIDA1Gr1eTm5lJUVMQ999yDi4sLbW1tbN++nZaWFlxcXPq9gaWzszOurk4obI2Y9bn9+qyz8fMx4uKi6pOwo9VqaW1txcPD45x/7+joSFhYmLRB8vb2xs3NDb1ez1dffcUvfvELIiMj+frrr8nJyUGr1WIwGOjp6TnnZl+n02E2m1Gp/r+AX1FRgc1mk6KFSktLqa6uxt/fXyqJIabV9BW1Wo3BwcrWqmMoHAZGIFdYBTxdzH1ON/opVFZWSlHFZ4+Xj48Pfn5+7N+/H51OR2NjI1qtlp6eHgoKCkhKSqK+vl5qlKhQKAgPD6esrIzZs2f3m72Ojo64urpi6jDR2TBwkQYuShfc1G59FsjFUjnfP1BFRUVx6tQpKeLSaDRisVjIzMyUGrMmJyfj4uJywcgvMULK0dFREp+sVqu0eIuN45ydnbFarVLjtItN21Kr1bgobSjKT4Fb/14WiigEgXBHS7/6RHNzM01NTURERJwzXi4uLsTGxvLRRx/h5uYm1ZrW6/VkZmaSkZFBXFwccXFxVFZW8sknnxAZGXlOBHN/4ODggEbjisrROKDrhKuzCS9PJQbTz/cJ8VJHrKt8NqJPeHl5ST4hCurh4eFSHdOCggKpxun3RVcxYlWp/P8Hn66uLmpqavD19UWj0eDv7092djYxMTEolUoCAwMpLCxk4cKFfX4nzs7OWBwEDjXl4exycWvOz8FbbcPVtf/K+Gi1WkpKSqR3L+Lg4MC4cePYuXMngYGB1NXVodVqMRqNfPnll8yYMYPq6mq++uorbr/9dvbt2zcgJZlEwcBR4Tig64RZZ8bTzbPPIkFZWRk+Pj7nnQUiIiI4ffo0Li4utLa2EhQUJEVG+fj4SFGhYhRcbm4unZ2dTJ48WbLFarVK2YjOzs6YTCap1nJNTQ1Wq5X6+nppDQIIDQ296IhjJycn1A5KHJsroXjgGsiGKCy497F05k9B7HvzQ0Jpamoq27dvJyQkRKoXbzabpbITZWVl1NTU0N3djdls5tSpU0RFRREcHNwvtoq4u7vj7Cxg0uUMWBM0wWIjwI8+n5cqKiqkzOKzbQ4JCSEnJ4e6ujpaWlpwcnKSLh0cHBykOrbd3d1UVlYiCALx8fHnXaRqtVpsNpt0zrbZbOTk5BAQEICzszOjRo3i2LFjUtp9SEgI2dnZzJ8/v6+vpPdCV+VAma6Rjupjff6cn4s7Ag5uqn4TnQVB4MSJE5Joe/a7Hj9+PN9++y3+/v7U1tbS3d2Nk5MTWVlZxMXFSSVFT548SX5+Po2NjajV6n4XyDUaDU4OTnQ1dGFWD0zml81mw0fj02efqKmpwdnZ+byMVj8/P2w2G7W1tdhsNhwdHaUAmZ6eHtLT0/H09OTMmTNSFLPRaDynLjP0rvdWq/U87UnMUmxoaJAyCKG3ZnRWVtZFleRwcHDAxVmFs65jQLUnb60VH7Vjv5YcOnnyJMHBwefNYWPGjGHnzp1SdlVJSQn5+fnMnTuXyMhIsrOzz+lnotFocHJyoqmpqd8FcrUzWI3FmPUDUwZKEASCAoQ+Z1A1NjZKZRfPfsceHh64urrS2toK9J6XKysr0Wq1UnCOSqVi7NixODk5/aBADr1BIt/XY/Py8iRBPDo6mvz8fEaNGiUJ5FVVVReVJaRQKFCpVOf558+lz7uui02rEVPmxM+y2WxSOoqbmxuhoaFcdtllTJ48mbFjx1JfXy8JE4IgsGfPHiZMmCClFZxNW1ubJOaKf6ZSqaRUgdTUVCIjI2loaKC9vV1K67zY9F4FINgGLt1IRBDo102bQqGgurpa+rGJYyX+b39/f6ZPn87tt9/O1VdfzejRoyksLCQzM5PCwkLGjh3LvHnzWLBgAUqlst/Td///uxjgsRAE+joMCoUCk8kkTUZn+4QYORAQEMC8efOYPHkyEydOpL6+noqKCmJjY0lOTqa+vp729nY8PDzOSxPu6OjAyclJWmjEiPL29nbp0FFfX09NTY2Ururs7HzRzSYUCoV9fAKh332iublZulQTBAGr1Sql+6rVaqxWK8HBwSxevJhZs2ZRU1PDqVOnzoviFUWJ/kShUKBAMaDpkNA7DlzEMIjlr+D/+4TNZkOn0+Hi4iJd+qSmppKWliY1UvsppQjEcjNnb5YdHR3x9/cnPj6e5ORkSaQVU5LFMi4Xgz19oj+zOMQmkGItRNEnTCaTVHPbZDLh6enJokWLWLRoEfX19WRmZuLi4sLp06f573//i8lk4p577jmvRFR/2TzQPvF/T76oZmVnv2ObzSZFAp7tEykpKaSlpaHX66moqKC5uRm9Xo+HhweJiYl4e3tLB0ARvV6PyWSSmkQKgkBraysFBQXo9XqysrLQ6/Xk5+dLQrqnp+dFb0TF7zLQIyEACmX//sZMJpPUm0b0CbGOo4eHBwaDATc3NxYtWsRVV11FQ0MD3333HevWraO8vJySkhJyc3M5ffq0VO6pP7GfT/Sds30COMcnxAtOJycnkpKSpIyvqqoqFAoFqampTJ8+nfT0dDQaDTU1NecEy5hMJrRa7TkHSLFhoNjIKi0tDV9fX06fPg30plpfrE/0PktgwL1C6N+9U+8jBKmUgegTVquVzs5OPD09JZ+48sorueqqq2htbeXEiRNS5vLcuXNZunQpVquV06dP93t5AXv5xMU8UqFQ0NDQIO2FRJ/Q6/U4OjoiCILUyH7ixIl4eHhQV1cnnUHq6upoaGggLi7uvIt1cazEc7Y4hkeOHEGlUnHgwAFsNhunTp3CYDAgCIKUsXEpGPixEFDQ/+fssxvBWq1WLBYLnZ2dUt1rFxcX5s2bx9KlSzEajWRnZ3Po0CHc3d2ZNm0aV155JbGxsTQ1NUk15PvTXvv4RN/nJ6VSSUtLiyRIiz4hZiyK2UchISFMnDiR0NBQmpqa6OzsJD4+nvDwcOrr6+np6cHT0/OcigNiqa3v9+VzdnaWAkDS09MJDAwkLy8Pi8UizXWXonSaPXwC+t8niouLz5nDLBYLXV1d55R2+frrrwkICJCimdVq9TmXKAqFovfCuZ+rFyiVyv97KwPvFxdznujo6JD2K2ef28TAMOjVVQsLCxk9erRUxvincLZPiHPG0aNHUSqVUinawsJCOjs7pYBNce67WC7WJ/ocQS4exPqCn58farVa2oiKaUO5ubk0NDSQnJyMVquVypb4+PTeGFosFgRBoLu7m8LCwgsW3FcoFNKiLKJSqQgPDyc4OFiqqyamW4p/frE17IxGI0aUENF/N1TnPbNbS3NxVr8emsaNG8fq1avJz88nKSkJg8FAZmYmu3btwsnJidjYWLRaLZ6envj6+hIUFIRKpaKnp4fm5maio6NZunQpTU1NfPnll/3eYKU3Cs6CoAjAUR3Xr886m7bO/N7n9sEpxci8Y8eOSem69fX15ObmUlxcTGpqKt3d3VJjNPH3ajab6ezsJDQ0VFqsMzMzz4vOEQV4caHp6OigpaWFoKAgKTVerMfZ0tIiCekXG3FqMBhQ2ZTMDB43YCVWrCYzVUV51PVj7c7Y2FiUSiV5eXk0NTXh7OzM6dOn2b17N42NjcyfP5+Wlhba2tqIiorC2dkZjUaD2WwmKSmJI0eOSGnaRUVF3H///f1mK/SmNesNepROSjR+A1PWA8DQZEBv0PdpA6hSqYiMjOTw4cPU1dURFBREU1MTOTk55OTkMHnyZARBoLa2Fn9/f4DeKPmfGI2hUCgwm83nLMQODg54eHgQExOD1WqVmgJ1dXVJYuTFlikxGo0YBAVCaAJ4DMxYCIJAQ1PuJTug/hBBQUH4+/tz6tQpqqqq8Pf358yZM+zatYvTp0+zePFidDodzc3NREVFSRkYWq2WsrIyVq9eTUpKCkuWLCEkJKTfRZreixYDZotqQNcJvamerm5rn+oUKhQK4uLi+Oabb6Qax2LDwNOnT5Oeng70RiqJneDd3Nwwm82UlZXh7OwspRcXFRVhNBrPsUNMuxcRm4DbbDYpElAsE1VZWUlMTIx00LsYTCYTDlYFE3xiCQgK/9//4BJRXZFPva7/epW4u7uTkJDAzp07KS4uJjo6mtLSUnbt2sXevXu5+uqrsVqtFBcXExUVBfTWwNbpdLi5uTFnzhw6OjrQ6/UYjcbzMsMuNYIgoNPpsArWAV0ndK06unXdfT4UJSQksG3bNmpqaggPD6elpYW8vDxOnz5NcnIyjo6OUiPngIAAPDw8sNlsUsSfmB3k7u6OXn/+eiUIwjl7bPFsEhMTI9VE9vT0lEQp8SLwYjCbzRisNqzeIQN6pmhsK0D7vfPTpcTJyYm0tDSpj0hiYiKVlZXs3LmT7du3c80112Cz2Thz5gyRkZE4Ojri5eWFwWAgLCwMHx8fwsPDCQkJkerP9nfN195SPAqc1PEXdeH/s7AYaGtv6vM5Oy4ujh07dlBTUyP1LyooKCAnJ4ewsDDc3Nyw2Wx4e3sTEBCAl5cXbW1tkjjS0NCAwWAgNjb2gs8Qz8+CINDU1ER7ezsZGRlAb8mcsrIySktLGTNmjOQTF7OuW61WbGYrYS6+TAoa1+fP+bk0tpRzRt9/vzOFQkFGRgYvvfSSlGlaVVXFrl272LFjB4sWLZIu9SIiIvDz85N++62trbi4uDB9+nTGjh1LaWkpOp2uX/d60OsTFqsFjZ8GF3X/1To/G6vVSkdBR58jrqOioti9ezc1NTUEBARgMBikC2gXFxfCwsJoaGjA09OTgIAA2tracHR0lC6VIiIicHNzo6Ojg8rKyvNKLSoUivN6nzk7OxMTEyPpUmLWqyAImM3mPtdTF7HZbBhNZkwq1wFdJzorauk0FvdrZtu0adN45ZVXyM/PZ/z48dTU1LBv3z6+/fZbpk6dipeXF11dXZw4cYKrrrpK0jLCwsI4ffo0TU1NWCwWmpqaMBqN55VjvtTodDpMRgEHVRSO6v4rmfp9mluz++wTISEhWK1WampqSExMRKFQUFlZSU5ODnq9nrS0NCwWC62trTQ3N0sltX4q4u9epKmpidbWVubOnYtKpcLLy4u6ujpqamoIDAzEbDbj4uJyUZkJom9dbA+GPgvkGo1GSuH9uXh5eZGUlMSJEyfYvXs3np6e1NTUcPr0aUlgbW9vJzMzk87OTtra2nBwcCAiIkKqi+bh4XFOR+2z8fHxwWg0SqmQ0BuxfuTIEenGrq6ujlGjRknPVqlUF128X28w0CM4Qsqci/qcn/XM2jqq9/av8JGQkMC8efOk8VAqlezdu5ecnByuueYa/Pz8OHnyJDU1NSQnJ1NYWCgV/LdarXz99desXbsWg8GAp6cncXH9K0YYjUZ6tCZsijDUmin9+qyzaWiqpEdr7JMY6OrqSlxcHOXl5VL96qamJr777juUSiWLFi1Cq9WyZ88e9Ho9HR0dKJVKoqKipPpaU6ZMoampidDQ0PM2ol5eXlKGhs1mo6ioCFdXV9LT06Xx8Pb2Jisri4qKCkJCQrBYLBdVaxl6N9AuVgduGzUPpWP/pvyJ6Hq0fPRtOcWXIKrxQog1ZQ8ePMi7776Lp6cnJ0+e5MCBA1LkZn19PV999RUff/xx70WBSsXEiRNpb2/ns88+Y+3atTQ0NODj4yOJI/2F2WxGq9PiofHAN6r/GuR+H12ejm5935qWiJdv8fHx7Ny5k4iICNrb2zl48CAGg4GrrroKZ2dncnJyOHDgAA4ODgiCQHR09E/acIrZR+JNOfQKG7W1tajVaiwWC21tbahUKiIiIjCbzXR3d0spyH3FYDCgFZQIozPA94fXsEuNYLNRdrT0kkT6Xgg/Pz8yMjKorKzknXfeISIigqKiIrZs2YKXlxe//e1vsVgsfPfdd6xZs0aK2ElNTWXbtm3s2bOH8ePHs23bNgAmTZp0Tp3tS01vvXktRpN6QNeJHsNxWttsKB1+vvChUCiIiYkhJSWFnTt3Eh0dTUdHB/v370ev17NkyRJcXFzIz8/nyJEjODk5YTKZCA8Pp729XWqa7eLigk6nIzEx8ZxoEBcXF5ydnenq6sJisdDe3k59fT1jx45l5syZQG/jpK6uLjIzM6X152JqLUOv36ksChaFTWJ0fPJFfdbPYfXuar7rR9FZo9EwefJk9u3bxzvvvCMJH+vXr8dsNvPII4+gVqvZvXs3a9askUreTJw4kRkzZkiibFtbGzqdjnHjxvVriToxAMVoMQ7oOtFh7aCtp63Ph7yYmBgmTJjA7t27iYqKoquri4MHD6LVapk9ezY+Pj5UVFSQnZ2Nm5sbnZ2dxMXFoVKpyMzMpLS0FA8PDyoqKggODsbb21v6bJVKhZubG0ajURIrbTYbra2t7Nq1Syo3YTQapUafTU1NF30YN5vN6CwC5pCEAT1TVJ6qpatH1+8C+Zw5c1i1ahUTJkygvr6eNWvW0N3dzZ/+9CdcXV3ZtWsX69atw8nJCYvFQkpKChaLhWPHjrF582Y8PT1pa2tj4cKF/dp4DXqzzXR6cHafMmD6uM7UTm3DiT4HP0VFRTF+/HiOHDlCbW0tOp2O48eP09bWxujRo4mOjqatrY2ioiLa2tqkRsve3t50dXXR1dWFp6fnD2Y3Ojg44OXlJZ2zFQoFWVlZxMfHS+uEIAg0NDRIDSbFs8nFCOQWiwVMVkZrwrgtvu+lWn4uW3M3UaA19etFTGpqKldccQWrVq0iNTWVhoYGPv74Yzo7O/nNb36Dj48PR44c4csvv8Td3Z3Ozk6SkpJQKpV8+umn7Nixg9zcXOrq6pgwYcIF9ZFLRXd3NwazAe9w758VUXoxmM1mmrua++wToaGhjBs3jsLCQrq6uqSyQLW1tcycOZO4uDhsNht1dXUcPHiQ9vZ23NzcCAgIoKqqivz8fBITE2loaCAsLOycYBmxx4voE6LA19XVxa5du1AoFOh0OrRaLWlpaTg4ONDc3ExAQMBFiYE2mw29yYTe03NA14nmjgM0GQ5eVHmY/0VqaipXXnklq1ev5tSpU7S2trJhwwaampq49tprcXV1JT8/HwcHB4KDgyVBNDIyEjc3N44cOUJjYyPFxcWEhoZKgVT9hVarRau34ageh1oT1a/POpuq2pw+N/MOCAiQ+lLs2bMHZ2dnSkpKKCoqIiEhgYCAACmw6ftZEz8FX19fqZyps7MzJ0+eJDo6munTp0sR/VqtVnqeWAXhYsRtsUfGxWbm91kgF6NcBEH42SkvDg4O0k1FYWGh1Fxi4sSJkjARGxtLbW2tlM6SkZEhNQ50dHRk1qxZF/x8Nzc3oqKiaGhowMPDA3d3d5KTk9HpdFJkeWRkJKNHj8bT05OcnByp/nlfESNv1Bp38OnfenjnoLVgcVLT3d19UalHP4azszO33normzdvpqysDAcHBxISEoiJiSEiIgIPDw8mTpxId3c3RUVFODg4cMUVV0ibobKyMs6cOYOLiwtLly4dkFs8i8WGytkbB6eBu8VTOHig1/cK5D93LJRKJSEhIcyZM4cTJ05QX1+Po6Mjqamp0sIaFxdHaWkp9fX1dHR0MHPmTDQaDc7OzoSHh9PQ0EBXVxcLFiw4r8aaq6sr4eHhdHR0YDQacXZ2ZuzYsec03gkLC0Or1Up1/y0Wy0U1XoPeic/LzYNYj5ABaTIG0KPswc/Zg46Ojn7zCScnJy6//HKcnZ05ceIEXV1dBAYGsnTpUnx9fbFYLKSnp9Pe3k5JSQlubm4sWbKE0NBQfHx8uOKKKygoKECr1XLvvff2+wbTaDRiMBgICAhArRmYutcAKhcVJpNJ6vfwc8ZCbMiyaNEiDh06JF1kTpgwQWqaExMTI4myjo6OTJo0CV9fX+k5Hh4eTJgw4Qezg9RqNSEhIZjNZil1OyoqSmq6JggCLi4uxMXFER4eLvWuGD169EW9E51Oh8rFDYV3IPj4XdRn/WSsVgQ3TylyBS59aqQ4X9lsNnbu3ElpaSlqtZrFixejVveuUZMnT2bZsmXk5+fj7OzMNddcIx3Kr7jiCqkUBSDVku8vrFYr3d09OKs9BnSdUDp4Y7YoUFhNffIJZ2dnrr76avbu3Ut1dbXkE2KD2djYWDIyMqRGbOPHjycwMBB/f3+6urqklOFRo0YRGRl5jm+oVCr8/f0xGo1SYEJwcPA5a7aLiwvjx4+nvLxcKoE0ffr0i3onOp0OV5WaSPdA4jwuTmz/OQS5ekvrRH+sFUqlkoiICO69914+//xzCgoKUKvVLFq0SCpfM3/+fK6//npOnz6NSqVi+fLl5wlJGRkZGI1GfH19+zUTS2y05+LqMrDrhKsKlL0lfvoyDk5OTpJPiOtESkqKFA0bGBjI5MmTKSsrQ6vVMmrUKMLDw3F3d6e1tVU6a/j6+pKQkHBOKrajoyPe3t74+PjQ2NhIUFAQfn5+JCUl0djYKP29CRMmEB8fjyAI1NTUSEJhXzEajaB0wMHTd2DPFBpvOrt7L7X7wycUCgWenp488sgjfPTRR1L05pVXXik1G7z88su58cYbOXXqFE5OTixdupTIyEjJP7KysmhtbWX69OkkJSX1e+p8W1sbzmoNDo7+A1aDXOnoAApX6ZzdF59YvHgxBw8epL6+HicnJxISErBarZLAPWHCBIqLi2lsbCQgIIBRo0bh6uqKXq8nLCzsghmkvQ2u3QkNDaW2tpbw8HDc3NzOWwfS09PJysoCeus/Z2RkXNT8ZTabwSYQpPEd0HUixNUXk84gBd31h0+o1Woef/xx3nvvPcknLr/8cqnMypQpU1i5ciVZWVk0Nzcze/Zs4uPj0Wg0VFZWUlBQQHFxMfHx8VLN7P6kvb0dtYsatUaNeoB66ShNShydHaVMqr74xNy5czl+/LiUKS1mo3h5eaFWq0lOTiY/P5+mpiY0Gg2xsbH4+flhtVqpq6uTzgazz2q6Df+/7FZUVBTV1dXExMTg4eFBamoqTU1NQO/6mpKSQmJiIg4ODtTX15OcnHxRl95WqxWjyYzK3Wtg1wkPX/QWm6Sp9ce8qFar+eMf/8jq1aulXnhz5szBYrFI/xH1prP3qD4+PkybNo2DBw9K4viCBQsuukrE/6KzsxNHRzUOTr4DdqYQBAGlg4dUKvHnjoWjoyPp6emo1WqpxriPjw9paWl4eXlJJX59fX1/UCNVKpV4e3szceLE8/5M9Ino6GhqamqIjY3FxcWFadOmnaMHjR07VrKlubkZX1/fi8rUttls6PX6i54D+6xYhYaGSoJzX8owuLq6MmHCBJKTk6WUFBcXF7RaLTqdDm9vb5YsWSKltog/bKVS+ZOK7M+aNYv8/Hyio6Px8fHh+uuv/8G/19PTg8FgwM/P75yokb7Q1tYmRZAMFGq1Gh8fH6nxaX8JbcHBwdx99910d3dLIqqDg4NUXmL06NGMHz8eo9GISqWSNqxhYWE8+OCDvaLQJShj81Nob2+XxLWBJCgoCJPJ1OdDnkqlIi4ujpiYmN40Z6sVjUaDXq/v3Yyo1SxdulRqria+S5VKxdKlS+np6ZHqcv3QsydPnkxJSQmRkZGkpKSc93e8vb2ZMmUKer2e3NxcNBrNRUfLtra2SpdhA4XYaKijo4Oenp6LLolxIXx9fVm+fDmLFi2iq6tLanbU1taGwWDA39+fG264obd8gIODFCXg6urK3XffTUdHh9T8tr8R59WLuQTsC2IjZr1ej9Vq/dmXJA4ODoSFhbFy5Up6enowm81SFlBzczMKhYJJkyYxfvx4lErlec1c/P39ufzyyy/4+WPGjOHMmTM0NTUxatQopk+f/oNin1jKyMnJ6aIv+Nra2oiIiOj3Jkpno1AoCAsLo729nZ6enn6ree/u7s6cOXPIyMiQasqJaZDiRfjy5csxGo3nNIJcsWIFK1as6BebLoTJZKKlpYVRo0YN6HM9PT2lpoEWi+VnRw8pFAoCAwN/1CcmTpzIuHHjUCgU5/jEzJkzMRgMODg49DY8+4F5OTIyEq1WS0VFhVQz82xUKhWJiYnExcXR2NgoRbVfDGL5i4HYH5xNaGiotE7017OdnZ2ZMGEC48aNo729HdP/Y+++46OsssePfya9EVJIT0ghCSVACL333qsUxYKighV1Xcu6uvpTV13rIgquSFGqVGnSe+89JCG9957MZOb5/cF3ZoG1kkxmkjnv12tfL3dl5znkyZ17n/Oce65ajZeXF6WlpaSmpmJlZcWECRMYOXIkVlZW//NyG2DgwIFGie1u+uq52u4I+LOcnJxwc3OjvLzcUGn0Z3l7exvGhFqtxtXVlerqavLz87GysqJdu3aGw7Fv/93v3Lkz7dq1Q6fTYWtr+4tzlIeHBy1btuTatWsEBAQQGhrKo48++j9/Tv/SQ1GU32xN8UeUlpbi5ORk9PNJ7ubn50dpaSmlpaXodDqjzFPW1tZERkby9ttvU1BQQGVlJb6+vpSVlRleko4fP57hw4f/z5gYPnw4AwbcqpS0tbWtl9Z9qampBAYGGv06t7O1tcXb25uysjKqq6vv6SVAs2bNGD9+vGFcOTs7G3YG2draEhERQWhoqKEfuf5n+WvJkNs5ODjQrVs3w0Gpd39HqVQqQkNDCQ0NvWNM1OZZoLKyEpVKVetn9T/L29sbtVpNaWnpPc3Zf4T+5/XOO++Qn59PZWUlPj4+lJeXk5ycjEqlYuTIkQwaNMjQU1n/s5w8ebJhF7m9vX29rC3T0tLw8/Or12c7lUpFQECAIW9zL89OHh4eDBs2zNC2TD+uiouLcXBwoGnTpvj4+KDT6QzPFHDre3HUqFGG6/7S946VlZWhyC0sLAxvb28ee+yxX4yjsLAQrVZrePF3r/QHq99e7FYf3N3dsbKyori4+J7n7D8iJCSEN9980zBPNGvWzHBAto2NDTExMcTExNzx/7GysqJ79+6GXUcODg5GPUxULyMjA09Pz3q51u1qOyZcXV3p1asXnTt3pqqqChubW4ev6tcATZo0oUOHDr/4/7WysiIgIOA314yDBg0yVI7369fvf74zAgMDCQwMpLi4GI1Gg5+fX61ymTqdjpKSkl+N+Y+65wR5eHg4Wq2WvLw83Nzc7vkL2dbW9o5fJjc3N9zc3IBbP/h7/SG1a9eOlJSU390mWFpair+/Pz4+Pvf8d9D3ps3JyWHcuHH39Bn3ytHRkYCAAMrLy8nIyDB6+5ImTZrckXAMDQ01/LP+YMe7WVtbGy1JeTdFUcjNzcXa2rrek4EhISFYWVlRUFBgOOjyXtz987r9Z65/I/dLfu9BqlWrVmRmZv7u9fVvDH18fO656ls/7rKzsxkzZsw9fca9srGxITQ0lKqqKlJTU2td8ft7HB0d75iUbp8orKysfvHBpj4X+YqiUFJSQllZWb0nPvz9/XF0dDSc93CvD/sqleqOMeHs7HzHOLjXBWZwcDB5eXm/O0/o27B06NCh1r3RcnJy6NevX73tqIBbP7/w8HDUajXJyclGPckd/luJrOfl5WX47/pqKVNSFIWqqiqysrIYMqT+tmrDreSDu7s7KSkplJaW3vNW6N8bE7/2e/p7P3tvb29KSkp+dweOfhHatWvXWo+J/Px8wsPD6+Vl4e0iIiLQaDSkpKTg4eFh1Id9a2trmjX7744RDw8Pw703lzGh1WpJTEykZ8+e9XptFxcX/Pz8qKqqoqioqFat3W6fY2xsbP7QmPi9tZqrqysRERFcunTpd4sf8vLy6NGjR62SHoqiUFxcjKura70nA/V91dPS0oiIiDBqsk2lUt2xTtdXNev92piorxdp+p0l8fHxzJgxo16uqac/g0WtVte6jdXtc4Odnd0dRW33ug6xs7MjKiqKrKysPzQmunfvbjj8+V7oWxlZWVnVunDnzwoKCsLW1pasrCwqKiqMXp1995jQ50Tg13/3a3te1J+hHxMTJ06st7Ol4NbzVIsWLaipqSEvL69WxSp3P7fd/l1jbW39i9971tbWv5mTUqlUREdHk5iY+Ls7NfPy8ujYsSPOzs61GhP6BHlwcPA9fca98vHxMezAqu2c/Ufcvk62t7f/Q2OwPteT+vbPnTp1qvdCj4iICMPuq+bNm9/z59ydw6urHFp0dDQ3b9783efsoqIiIiMjadas2T1/r+jXsQUFBbUuUrjnb7bmzZvj4OBAdnZ2nZzAW9dsbGwYMmTI7/6iuru7G25IbegrVYydoL6bvk2ATqe7Y3u6pdJXBdrZ2dV7gjwgIAAnJyfy8/ON2pfrXllbW9OrV6/ffeDSbyurbaVsdXU1eXl5REZG1nsFefPmzbGxsbnjVHhLpa8YUqvVtW6Z82d5e3vTtGlTSkpKjNr/+l5ZW1sTHR1NSEjIb07e9vb2BAcH17raWP+wGxYWVq8V5IChncb169fr9brmSN+iR3+Ibn1yd3c39OUrLi6u12v/EVZWVoSGhtK+/W8fgqbf3VHbF5AajYaCggL8/Pzq9SEfbo0JBwcHbty4YZbr2PpWXl5OZmZmve+qcHJywtfXF51OZzjo0pyoVCrDGQu/JyAgwLBl+F7p2yrcnRyrD0FBQTg6OpKYmHjPvX4bk4qKClJTU43e8ututra2BAYGYm1tTVZWVr1e+49QqVQ4OTkxePDg3018+Pv7065du1of0FlWVoatrW29J8h9fX1p0qQJGRkZlJaW1uu1zVFFRYWhZUJ9rmOtrKwIDg7G1taWjIyMervuH6VSqbCxsWHkyJG/Oyb8/PyIioqq1YvUWwfNV6BWq2uVGL0X+kKPwsJCs5yz61tlZSXp6ekEBgbWe4I8JCQEOzu7P1QAaQr6MfF73/9eXl60atWqVgW1+uKnkpKSWq9j7zlB3qRJE5o3b05qaqrRTxC/V/o2IL91UxwcHGr1Vhtu3ZDMzExqamqMXq16NxsbGzw8PHB3d+fatWv1em1zlJWVRW5uLs2aNav3LUcuLi4EBQWRl5dntg8W+tOBf+v3Xd8ip7ZJ7YyMDDQaDW3atKnXBLmVlRWurq4EBARw8eLFeruuuSoqKiI9PR0nJ6d6X0Q5OTnh5+dHZWWl2T5Y2NvbY2dn95tvrG1sbHBycqp1tUxmZiZqtZqWLVvW6zY8fbVxSEgI58+fr7frmqvKykoSExOxsrKq95fa9vb2eHt7Y21tbbYPFra2tjg4OPzm77uVlRUuLi61HhPZ2dlUVVURGhpa7wly/Zi4cOGCxSfIa2pquHHjBjU1NfXeKtDW1hYPDw9cXV3N9iHP2tr6V7fW6+m/Z2s7JgoKCgwHQhv7sL27ubi4EBwczI0bN+754K/GJDY2lurqaqPvurqbvk+4r68vqamp9XrtP0q/y/v3kqT6MVGb54DS0lIKCwtp2rRpvRd6ODs7ExAQQGZmplm+1K5vsbGxVFVV0apVq3qtINd/vzZv3pykpKR6u+6fod/l/Xu5JxcXl9/9M79H31bPzs6u1m3u/iwHBwd8fX2pqKgw2zm7PsXHx1NRUUGLFi3qNUGuHxPBwcEkJSUZ7XDt2vojY8LJyel381O/R6vVGnY1tWzZ8p4/B2qRIAfo0aMHSUlJ1NTUmO1NqQ86nY7r16/TrFkzQ4/D+tSkSRMiIiI4ffq0Rd8HgBs3blBUVERwcLDRTyz+JR07diQvL8/Qh9ySXb16FU9PT5OMCVtbWzp16sTRo0ctPvGRkZFBUlISAQEBRj8g95e0atUKrVZraNlgya5du4abmxuRkZH12mIFbi2kevbsyaFDhwxbxy1VcXExFy5cwNfXt9bb8O5FUFAQbm5uhgOfLJn+MFf9AXH1rUePHhw7dszi17FqtZpjx47h5eVV6weLe+Hh4UGLFi1ITk626PsAt3pe63Q6QkJC6r3FCtw6XPHixYuGAyItlaIoHDhwwFDZVt8cHByIiYkhPj7eou8DQG5uLiUlJQQGBuLnV4+HEf6fdu3akZ6eTm5ursXfi4MHD+Lh4VHvCXK49VKmZ8+e3Lhxw+LvQ2lpKZmZmfj6+tb7Tki41Y6rpqbGrBOz9eXYsWM4OTkRGRlpknZ5vXv3NowJS74XarWamzdv4u3tXevip1p9s/Xp04e0tDTDicKWSN/vJi4urtZ9B++Vq6srrVu35tKlS2ZbpVkfFEUhNjYWW1vbej8ET69r164UFRUZDqizRPrvguvXr9OrV69a79C4F3Z2dnTv3p2zZ89a/JhIT0+nsLCQVq1a1XtSFm4dhGllZWU4lNBS6b+fOnfujJOTU72PCbh1ePXp06cpKSmp92ubC31/3xs3bhATE1PvB+rArRZ1zZo1M+wosFSKopCQkEDr1q1xc3Or94dtuHVw6fnz5ykqKqr3a5sLRVGorq7mxIkTdOvWzSTrWE9PTyIjI0lNTTXbHXj1QVEUUlNT8fX1xd/f3yTr2O7duxMfH09eXp5Fr2P1CfKePXvWurLtXjg6OtKlSxeSkpKorKys12ubE/3ZUra2toSHh5tkHRsdHU1+fr5hZ6ylUhSFgwcP0q1bN+zt7et9TFhZWdGnTx8SEhIsfkyUlpZSUlJC+/btTbKO1bfYSUxMtOjdRoqicOzYMaKiomjSpIlJnu369+/PzZs3DYf1WiL9OjY1NZUuXbrUeh1b6wpyKysr4uPjLTrxUVFRQUJCguFk9frWpEkTYmJiKC0t5cyZMyaJwRxUVVVx7do1wxZRU+jYsSNOTk4kJydb9BdVVVUVN27cYODAgSaZLGxtbenevTvV1dUcO3as3q9vLtRqNUlJSZSXl9O2bVuTxNC6dWu8vLzIysqisLDQJDGYg6qqKuLj4+ndu7dJFrMqlYrevXuj1Wo5cuRIvV/fXGi1WrKzs7l58yZdu3Y1SQxBQUGEhIRQVFRk0dtTq6urSUxMpEOHDkY/+OzX9OrVC51Ox/Hjxy12HasoCoWFhZw7d45+/fqZJAZ3d3fatm1LRUWF2W6frw9qtZrU1FSaN29e760k9Lp27YqNjQ1nz541y7ND6ktJSQlHjx412bOdg4MDXbp0QaPREB8fb5IYzEFNTQ3Z2dk4OTmZZHcL3Kogb9q0KdeuXSM3N9ckMZiD0tJSjh49Sr9+/Uzy8s7KysowZ8fGxtb79c2FVqulsLCQiooKOnXqZJIYwsLC8Pf3Jzk52aLPwCsrK+PkyZN06tTJJLsg4VYFub4Iy5ILlvW7Knr37l3rz6tVgjw0NJTo6GguXLhAdXW1Rd4UrVbLlStXUKvVDB8+3CQx6LcnBwYGsmXLFou8DwCXL1/m5s2bhIeH13s/Lr2goCDat29PYmIixcXFFnsvLl26RGVlJSNGjDDJ9a2trWnRogVt27Zl7dq1FnsfUlJSuHTpEp6ennTo0MEkMfj4+BAVFUVxcTEZGRkWey8uX75MRUUFQ4YMMUmFpkqlIiwsjJiYGNasWWOxW/EKCgo4ceIEtra29OnTxyQxuLu706pVK2xtbYmLi7PI+wC3dhmVlJTQq1cvkyXI9WNiw4YNFruOraqq4uDBg1RXVzNkyBCTxODs7ExkZCR+fn5cvHjRIu8DQFJSEvn5+bRr184kLdHg1uG1HTp0YN++fRQWFlrkvdDpdOzdu5eysjJGjhxpkhj0FdMtW7bk5MmTFnkf4NbZLRkZGQQFBdX7OV96+oNGr1y5YtEtJfbs2UNJSQnDhg0zWYI8LCyM6Ohojh07ZrHr2OLiYm7evImrqyvdu3c3SQzNmjWjTZs2FBYWcv78eYu8D3Cr5VB+fj79+vUzWYI8LCyMDh06cOLECXQ6nUXei6qqKmJjY1GpVAwaNKjWn1fr/axTpkwhNjaWkpISi7shiqKg0Wg4ffo03bt3N0kvUz13d3f69u3Lrl27LLKlhE6nM1RFtmvXziR9G/VGjBhBXl4eubm5ZnuArbHoFytHjhyhR48etGjRwiQV5HDr4WLChAls3brVIltKKIrC1atXSUtLIyYmBl9fX5PFom8/lZaWZpFVmjqdjmPHjtGpUyfCw8NN8mChN336dDZv3myxYyIzM5MTJ07QpUuXej+09natW7cmLCyM+Ph4i2yzoigKZ86coWXLlibr26h33333sXPnTgoKCixyHVtWVsbWrVvp3r27yYoL4NbL1F69enHlyhWL3LKtKApXrlzBy8uLqKgoXF1dTRbLmDFjOHPmDBkZGRa5jtVqtaxatYqePXuadB3r6OjI2LFjOX/+vEW2lFAUxZCQbt++vUnOltLr168f2dnZxMXFWWSbFZ1Ox6pVq+jevTvh4eEmaYkGt5Lk06dP58yZMxa5U1vfcig7O5uOHTsSEBBgsliio6NxcHDg3LlzFjln63Q61q1bR9u2bYmIiDBJ8ZPe9OnTOX/+vEXu+lIUhfLycq5evUrXrl3rpCd/rb/dxo0bh62trUVWkSuKQkFBAdeuXWP69OkmjcXNzY2hQ4dSWFjIjh07LOo+wK23qSdOnCAgIMBkW/D0Bg8ejLu7O7GxsRZZRV5UVMSFCxe4//77TRqHnZ0d48ePp6Kigk2bNlncfSgrK+PixYtoNBqTVRjo6Ses5ORki6wi1x8Ked9995l0AQUwefJkqqur2bhxo8VV31RXVxMXF0dCQoLJdnzpRUREGA51tsRD2EpKSrh8+TJDhw416QttgIkTJ6LVatm6davFrWO1Wi1paWkcPXqUSZMmmTQWb29vBgwYQGlpKZcvX7ao+wC35uzY2Fg6dOhgkkPXbjdy5Ejs7e3Zs2ePRb44ysrKYufOnSZ/tnNycmLMmDGo1WrOnj1rcfehsrKSxMREvL296dixo0lj6dOnDz4+Ppw8eZLExESLuheKopCdnc327duZOnWqyZLjcCtBPnnyZLRaLadPnzbEZynUajXp6enU1NTUSaVsbbRt25ZWrVpx/fp1i6wiz83NZefOnYwaNQpnZ2eTxjJlyhR0Oh1nzpyxuCpyrVZLbm4u6enpjB8/vk4+s9bfcL6+vowePZpjx45ZVEWavhn8vn37aNq0KRMnTjRpPLa2toSFhdGjRw8WLlxoUVWaiqKwbds2kpOT6datW61Prq0tLy8vBg8ezM2bN8nMzLSYLyl9sm3nzp04OzszZcoUk8ZjZWVFYGAgo0eP5rPPPrO4MXHq1ClOnjxJq1at6NKli0njcXNzo1evXmg0Gos7fV5RFHbt2oWjoyOTJk0ySf9xPZVKhZ+fHxMnTuSTTz6xqMplRVFITExk69atBAQEmPzBwsXFhejoaPz8/AwLWkuhKAr79+9HpVIxcuRIk7VX0fPz82PcuHEsWrTI4taxRUVFLFu2DDc3N8aNG2fSeOzt7YmMjKRTp04cOHDAoiqXFUXh5MmTlJeX069fP5O1V9Hz9vZmxIgRbN68mdTUVIuZs/U7g7/++mucnJyYPHmySeOxtramefPmDBs2jJ9//tnixsS1a9fIyMigQ4cOtG/f3qTxeHh40K9fPy5fvsy5c+csZs7Wj/0FCxbg4ODA5MmTTZogV6lU+Pv7M378eLZt22ZxYyI9PZ2rV68SFhZG3759TRqPq6srnTt3Rq1WW+T306JFi1CpVIwdO9bkCXI/Pz/Gjx/Pzp07Leqgc0VRKC4u5vjx43h7ezNq1Kg6+dw6+YZ75plnKCsr4/Lly1RVVVnEQkpRFEpKSjh58iRz5swx+QMegKenJ7NmzeLSpUvs2bPHIu4DQHl5OVu3biUsLIzOnTtjb29v6pCYOXMmTk5OXL16laKiIou5FxUVFezdu5dnn32Wpk2bmmxbqp6trS0vvPACV65cYfv27RZzH6qqqjhy5AhqtZqhQ4earC/a7YYNG0ZkZCQ3btywqBdHlZWV7N27l7lz5+Lh4WHyMQHw8ssvc+3aNcNuI0u4FxqNhqtXr3Lx4kWmTp1KkyZNTB0SHTp0YODAgSQkJHDz5k2LuA9wa0wcPHiQ6dOn07x5c5O2HNKbN28eycnJ7Ny502LWsTqdjrS0NDZv3szs2bPNYh3r7+/PAw88QFJSEteuXbOI+wC3drecOnWKPn360LZtW5PvNAJ47LHHKC8vZ+/eveTn51vMvSgoKGDx4sU89dRTuLm5mTocnJ2defbZZ0lJSbGo/vxqtZorV64QFBRE3759cXR0NHVIjB8/Hnd3dw4fPmxRvciLi4v5+uuvefrpp3F3dzf5OlalUvHKK6+QmprK+fPnAcuoIq+pqSEpKQmNRsP48eNxcXExdUj07NmTDh06cPLkSYv6fiopKWHx4sU8+OCD+Pr6mvSlkd7LL79MVlYWFy5cQKvVWsS90Ol05OTkEB8fz8MPP1xnrenq5G62adOGoUOHcujQIYqKiuriI82aoihUVlayZ88e7OzsmD17tqlDAm4d1hkTE0PXrl35+OOPLaJiVlEUNm3axI0bNxg8eDCtW7c2dUgAhIeHGxIfaWlppg7H6BRFQafTsWPHDgDmzp1r4ohusba2pn379gwbNox3333XYsbEkSNHOHr0KO3bt6dfv36mDgmAwMBA+vTpg1qttpjt84qisH37drRaLU888YRJq8f1VCoV7du3Z+TIkbz33nsWUWmgKAo3btxg8+bN+Pr6MmHCBFOHBNx6qd2tWzd8fHw4cuSIxYyJPXv2UFVVxcyZM80iAQW3tgoPHz6c+fPnU1hYaOpwjE5RFPLy8li2bBn29vY8/PDDpg4JuJUM7NixIzExMfz8888WUaWpn7MLCgoYM2YMoaGhpg4JgMjISIYMGcLGjRtJSEho9N9P+p3BCxYsQKvVMmfOHFOHBICNjQ3R0dEMGjSITZs2WcyYuHTpEsnJyfTo0cPkuyD1goODDVXkR48ebfT3Qj/m//3vf6NWq5k7d67Jk+Nwax3brl07Ro4cyYYNGyyicllRFJKTk7l06RLh4eEmOzz4bj4+PvTs2RO1Ws3GjRsb/ZiAW/diwYIFlJWVMWvWLLMoQoNbZ/CNGDGCbdu2WcyzXUFBAUePHsXDw6NOW/vW2euOV155xVC1WFpa2qgXUjqdjoyMDI4cOcILL7yAh4eHqUMycHd358UXX+Ts2bP88MMPjfo+AGRnZ7Ns2TLatWtHly5dTHrQ190effRRPDw8OHnypEVUzObm5rJt2zZeeeUVPD09zWIRBbceLt5++20uXLjAd9991+jvQ2FhIT/99BMqlYoRI0aYfNvX7UaOHEnHjh25cOECcXFxjf5e5OXlsWXLFl5++WW8vLzMZkwAvPvuu1y6dIklS5Y0+kqD8vJyDh8+zOXLl5k5c6ZZVMrqxcTEMGHCBK5fv865c+ca9X0AyM/PZ/v27Tz++OMEBwebRfW43htvvEFycjLff/99oz94Xq1Wc/HiRdatW2eoCjQX/v7+PP3008THx3P06NFGfR/g1rkt+/btY8SIEbRv394sqsf1nn76adRqNT/++CNpaWmN+l7odDoSEhL497//zV/+8hc8PT1NHZKBo6Mjb775JklJSezfv79R3weA0tJSTpw4QUREBAMGDDCbBBTcOtTZ39+frVu3cuHChUZ/L5KTk/nwww/N7tkO4L333iM5OZn9+/cDjbuKvLKy0lBcNGXKFLPYBanXq1cv+vbty759+9i7d2+jvg8AKSkpfPzxxzz99NP4+/ubRfW43ttvv01WVhYHDhxAo9E06nuh0Wi4efMmCQkJPPHEE3VacFNnd7Rly5Y89thjnDhxgtTU1Eb7Nk/f62bDhg20aNHCbCoM9Ozs7OjYsSNTp07lzTffJC8vz9QhGY2iKHzxxRfk5uYyZcoUWrVqZeqQ7hAaGsr06dPJzs7m6tWrjbbfr6Io1NTU8P333xMQEMC8efNMHdIdrKysaNeuHXPmzOHVV18lNze30U4YiqLw448/curUKYYMGWLy/nR38/PzY/To0bi6unL8+PFGfeq5oigsXboUPz8/nn/+ebNKBMKtitmnnnqKN954o1EfnKooCsePH2fNmjV07tzZ5OeF3M3NzY3+/fvTqVMndu7c2ahPoFcUhRUrVuDh4cGcOXPqbCtkXWndujWPP/44//73v4mLi2vU69iUlBQ++eQTIiMjeeyxx0wd0h0cHR3p2rUrkyZNYuPGjZSWlpo6JKPR74K0srJi5syZJj+c827h4eHMnDmT7du3c+LEiUZblaYoCmVlZbz66qsEBQXx3HPPmTqkO+h3Qz7++OOsXr26UZ+VoCgKBw8eJC8vjzFjxtC5c2dTh3SHwMBAJkyYQHp6Olu2bGm0c7a+/d7zzz+Pn5+f2T3bqVQqoqKiePrpp1m1ahXFxcWmDslo9Dsqrly5Qu/evc2melyvWbNmDBkyBA8PDxYvXtzo78WLL75Is2bNePrpp82qMBMgKiqKuXPnsmXLlkaf70hPT2ffvn20a9eOmTNn1unn1+krj2effZbg4GC2bNlCdnZ2o7spiqJQUVHB0aNHSU1N5cMPPzSLftd3a9KkCX/961+BW301G9t9AAyHQW7YsIH77ruPzp07m10CCmDGjBl06tSJ48ePc/369UZ3LxRFQavVcuTIEc6fP8+XX35plmPCysqKt956C0dHR5566ilTh2MU+kO+1q1bR1RUFOPGjcPGxsbUYf2PgQMHMmLECOLj4xttWwn9lvnTp0+zYMECHB0dzarqRu/NN9/ExcWFefPmUV1d3ejuhb61ytq1a1EUhblz55pVdaZemzZteOihhyguLmbLli2N7j7Af19UnDp1in/+859mt6NC7+WXX8bb25t//OMfjXLnl6Io5Obmsnr1am7cuME//vEPs5yzmzVrZkjIrFy5stHdB7h1L86ePcvJkyd59tlnad26tVlVouk9+uijtGrVikWLFjXKXS6KolBVVcXq1avZu3cvn332mVmOCTs7O9544w2cnJwa7W5I/cGcJ06cYOTIkQwePNgs17Fjxoyhb9++7Nixg82bNzfae7Fy5Uo2b97MggULsLe3N8s5+x//+AcuLi5899136HS6RncvFEUhNTWV48ePExYWxsMPP2wW7Rrv1qlTJ6ZMmcKVK1dYsGBBo7sPcOterFq1ik2bNvHxxx+bxVlrv+S1117D09OTVatWUV5e3ujuhb61yrFjx9Bqtbz66qt1/mxXpysxZ2dnPv74Y8NBfQUFBXX58SZXU1NDXFwcu3btYu7cufTp08fUIf0iKysr/Pz8WLBgAevWrWPhwoWmDqnOpaam8tZbb9GhQwfGjx+Pt7e3qUP6RY6Ojrz44osEBgZy4MABkpOTTR1SnVIUhbS0NL7//nueffZZBg0aZOqQfpFKpcLV1ZXvv/+eDRs2NMrJOzs7m/nz5wMwbdo0s+ljejc7OzumTp3K8OHDOXz4MJcuXTJ1SHVKURSysrL49ttvefbZZxkyZIhZJj0AXFxcWLZsGdu3b+err75qdNWBRUVFrF27ljNnzvDII4/Qvn17U4f0i2xtbenRowfPP/88R48e5dixY6YOqc5lZ2ezePFiHnvsMYYNG2aWCSi4tY6dP38+Fy5c4Jtvvml0u/AqKirYv38/3333HU888QQ9evQwdUi/yNramtDQUD799FOOHz/Ovn37TB1SncvNzWXlypWMGjWKMWPGmFWbm9s5OTnx97//nYqKChYvXkxsbKypQ6pTNTU1nD9/nr/97W8888wzDBgwwNQh/SKVSoWHhwfLly/n5MmT7Nq1y9Qh1Tl9i8DIyEgmT55MUFCQqUP6Rfb29syaNYuIiAiWL1/OkSNHTB1SndIXF8ydO5fnnnuOQYMGmWUiUKVS4eLiwsqVKzl9+jS7du1qdD2wS0tLOXDgAIqiMHPmTLM5a+1udnZ2DB48mClTprBy5Uo2bdpk6pDqXEJCAnPnzmXOnDkMGTLELF/ewa1nu2+//Zb4+Hh2795NZWWlqUOqU1VVVZw7d45r167x2GOPGeWMijp9alepVHTu3Jnnn3+eK1eucObMmUaz9Uin05GamsratWvp1q0br776qllOFnq2trYMGjSIF154gb/85S+cOnXK1CHVmYqKCp5//nk0Gg0vvPACkZGRpg7pV6lUKtq0acPjjz9OTU0NBw8ebDQvjvTthhYuXEi7du149913zXpMqFQq+vXrx9/+9jdefPFFTp061WiS5FVVVXz00UdcvXqVhx9+mP79+5vtvVCpVAQFBTF9+nQiIyPZvn07WVlZpg6rTugP+fr8889p1aoVH3zwgalD+k0qlYo+ffrw2muv8dZbb3HkyBE0Go2pw6oTarWaNWvWsH79esaMGcP06dPNdkwAeHh4MHbsWMaOHcu6detISUkxdUh1prq6mn//+9+Eh4fz//7f/zOrfrJ3U6lUdO/enZdeeonFixfz888/N5oWHzU1NRw/fpz333+fXr168fzzz5v1mHBwcGDo0KE89dRT/PDDD9y8edPUIdWZ6upq/vOf/+Dp6ckrr7xCQECAqUP6VfqDnefOncupU6dYs2YNOTk5pg6rTuh0OpKTk5kzZw7R0dH84x//MOsxoVKp6N+/P6+//jrLli1rVIen6nvdazQannzySbNrrXI7lUpFWFgYDz74IDqdjoULF5KUlGTqsOqEoigUFRUxbdo0WrVqxT//+U+zHxN9+/blb3/7GytWrCAuLq7RJMk1Gg379+/n5s2b3HfffYwdO9as74WPjw+TJk0iJiaGDz74gKtXr5o6pDqhKArl5eVMmTKF8PBw3n//fbOs4tdTqVT06tWLV155hZ07d3LlypVG0+ZXq9Vy+fJlDhw4wODBg3nyySeNMibqvKxNpVLx6KOPMm7cOHbv3s2pU6ca/JsLfb/G77//Hg8PD7744guzHhhw6z7Y29vz6quv0rNnT8aPH09cXJypw6o1jUbDM888w9mzZ3nrrbdo27atWU8WcOtejBkzhhkzZnDz5k127tzZ4PsHKopCSUkJX331FVqtluXLl5tl64Jf8vrrr9O/f3/Gjh1LbGxsg3+4qKmp4f3332fr1q08+OCDjBw50mwrlvVUKhVdu3blscceQ6VSsXLlygb/4kjfi/+zzz6jtLSUNWvWNIgxoVKpeOWVVxg0aBAPPvggZ8+ebfBJcq1Wy8qVK1m4cCE9evRgzpw5ZlvpoadSqWjevDnPPvssISEhLFy4sFEkobRaLZ9//jlFRUUsX77crA5I/TUqlYq5c+cyYsQI3njjDXbt2kVFRYWpw6oVnU7HsWPHePPNN/H29ua9995rEOtYfcvAbt268emnn5KZmWnqsGpNq9WyaNEisrKy+OyzzwgLC2sQ69hp06YxadIkVq1axdKlSyksLDR1WLWiKArJyck8+eSTqNVqvvnmmwYxJqysrHj99dcZMGAAH330EVlZWQ1+HavValm9ejXXr1/nhRdeoF+/fg1iHdu/f38eeughrl69yrvvvtvgiz30vfhnzJhBTk4OK1asaDDr2Ndee41Bgwbx+eefk5qa2uCT5Dqdjj179nD06FHGjRvHzJkzzbKV7O1UKhWtWrVi7ty5WFtb8/TTTzf4Yg/9s92UKVPIyMhgxYoVZl3koadSqZg3bx7Dhw/n+++/5/r16w3+2U6n03Hx4kV++ukn2rdvz9/+9jejPdsZZfaxtrbmnXfeYdiwYezYsYPTp0832K3b+t5Pa9aswcHBgW+++YagoCCzX8zqOTs788MPP+Dv78+oUaMadE9NRVF45ZVX2L59O//85z/p378/Dg4ODeJeWFlZMXv2bB566CGuXLnCzz//3GAfuPXJ8SVLlpCbm8uPP/5IaGhog7gPADY2NqxevZrmzZszZswYUlNTG/SY+PTTT1m1ahWPPPII06dPx9XVtUHcC5VKxdChQ3nttdcoLS1lxYoVDbZSU9+Lf9GiRcTHx7NlyxZD0qMh3Atra2uWLFlCy5YtmTlzJleuXKGmpsbUYd0TRVFYu3YtCxYsoFOnTvzlL38x237Xd9M/XHz++ec4OzuzYMECioqKTB3WPdEf8LVo0SJu3LjBhg0baNmyZYMaE5988gk9evTgtddeY+/evQ32UGF9//d33nkHe3t7Pv30UwICAhrEfQBwd3dn2bJlBAYG8vHHHzfoxKyiKCxZsoQrV67wzTff0LVrV+zs7BrEvbCysuLFF19kwoQJLFmyhCVLljToOTs1NZWXXnrJUAAVHBzcIO4D3NolvHr1asLCwvjwww8pLCxs0OvY9evXc/r0aV5//XXGjh2Ls7Nzg7gXVlZWTJw4kaeeeooTJ07w9ttvN9jvJ/05a/qdIhs2bGgQL+/0bGxsWLFiBS1btuTzzz8nKyurwSbJFUVh37597N+/n4kTJzJ37lw8PDwaxL1QqVR06tSJd999l8LCQh5//HFyc3NNHdY90a9jZ8+ezZEjR9i0aRMtWrQAaBD3wtramq+++orOnTuzfPly4uLiGvSz3aVLl/jpp59o1aoV7777Lr6+vka7D0ZJkKtUKpydnXn33Xfp06cPW7Zs4fDhww2uklyn03Hz5k1WrFiBVqvls88+axAVy3r6OD08PFi3bh0qlYrBgweTlJTU4BZSGo2GefPmsXTpUt555x1GjBjRYBZQcOteODg48OSTTzJz5kzOnDnDpk2bGlwluf5ghO+++46EhASWLFlCx44dG9R90Pcj37BhA7a2towYMYIbN240uIWUvnJ8wYIFzJgxgwceeKDBJALh1r2wtbVl+PDhvPHGG6Snp7N48eIG93Chb6uyaNEiTp06xapVq+jSpUuDuQ/w3x79P/zwA56entx///2cPHmywW3Jq6mpYdmyZXzwwQe0bt2aF154oUElPVQqFdbW1rRt25avv/4atVrNZ5991uD6YCuKYth2fvToUX744Qe6d++OlZVVg7oXLi4ufPbZZ0RFRfHyyy+zadOmBtc2UKvVsm/fPt544w2qq6t5//33adWqVYO6DyqVCl9fX9asWYO9vT3vv/9+g9xdodVqWbx4MYcPH2b+/PkMGjSowRR5wK174ejoyEsvvcTIkSNZtGgR//73vxvcnK3T6YiLi+P555/nwoULLFy4kA4dOjSo+wDQtGlTNm3ahJOTE++99x45OTkN7tlOXzm+d+9eXnrpJSZPnoy7u3uDuhf29vbcd999PP300+zbt4+XX365wVWSK4pCYWEhTz75JD/99BPLly9vsOvYH3/8EQ8PDz799FOSk5PRarWmDu1P0Wq17Ny5k23btjF69GjmzJnToF5oq1QqbGxs6N69Ox999BFJSUk88MADpKammjq0P0VRFNRqNY899hirV69mxYoVdO3atcEUecB/d+H95z//ITIykiVLlnDp0qUG92yn0+k4e/Ys69atIyQkhDfffJPw8HCj3geVYsTZVFEUcnJyePvtt9m2bRs9e/akf//+DWKLrVar5erVq6xbtw43Nzf++c9/0qtXL7Pf3vJL9G/AkpOTmThxIkVFRWzcuJH27ds3iEFeUVHBk08+aagcnzx5coOpkr2bvrfbd999x1dffUVwcDATJkzAy8vL1KH9Lp1OR2ZmJsuWLaOoqIgFCxYwdOjQBjkm4L/ba6dMmUJ+fj4rVqygc+fOZt+KAaCyspK//e1v/Pjjj8yePZtHHnkEPz8/s9+S+kv0VSs///wzr7/+Ovb29jz88MP4+/ubOrTfpd+OunDhQuLi4liyZAmjRo1qEL9Dv0R/6O6sWbNITEzk008/ZdCgQQ1iO2FVVRVfffUV//nPf+jduzfPPfccrVq1arBjQqPRcO7cOR599FHKy8t5+umnzfbAstvpXxgtWLCAK1eusGzZMkaPHo2NjU2DnbOzsrJ45ZVXOHbsGM899xzTp0/Hw8PD1KH9Lo1Gw5YtW/jggw9wc3PjrbfeokuXLg1yzta/dLl58yaTJk0iNzeXF154gebNmzeI36vq6mq+/vprLl++zJdffsmECRNwcnJqELHfTVEU8vPzmT9/PqtXr2bUqFHMmzfPrPuo6+kP5HzllVfIzs7mk08+YeDAgQ12TAAkJyczbtw4cnJyeO655wgJCWkQ855arWb58uWcOXOG119/nfvvv79BFXncTlEUSktL2bhxIx9++CEtW7bkww8/NFSbmjOdTkdGRgZz5szh9OnTLFq0iBEjRjTodWxKSgozZswgMTGRxx57jJYtW5p9+yS4NWdv3ryZw4cPM23aNObOnUtoaGiDGM93068Fjx8/znPPPYejoyOLFy+mTZs2pg7td+nH88MPP8zevXv57rvvGDNmDNbW1g32+ykjI4Onn36a06dPM378eDp16tQgnu1qamo4cuQIO3bsICYmhtdee43o6Gijz9lGTZDDf99KfvbZZ6xcuZKwsDCGDRtGYGCgMS9bK+Xl5Zw8eZKdO3fSunVr/t//+3+0bdu2wU4W8N8keWZmJjNmzCA+Pp5///vfjB8/3qy/eBMSEnjiiSe4fv068+fPZ/DgwQ2qcvyX6JNqa9eu5dNPP8Xe3p4JEyYQERFh6tB+lVqt5tq1a6xduxYnJyfDlp2GsOD4LTqdjqysLB566CGuXbtmeAHj4OBg6tB+VXJyMi+//DInTpzg1VdfZeLEiXh6epr1OP49iqJQVVXF0aNHeeWVVygqKmLq1Km0b9/e1KH9Kq1WS2pqKosXL6aiooLly5fTs2fPRjEm9A/aJ0+e5LnnnuOBBx6gWbNmpg7tV2VkZPDRRx+xdetWpkyZwuzZswkKCmqQSQ89fd/DGzduMHv2bBITE5k5c6ZZH1ymTyZ//fXX5Ofns3r1anr37t1gk+N6Op2OgoIC3n33XbZt28b48eN54oknCAsLM3Vovyo/P5/ly5fz7bff0r59e1577TVatmzZ4Nex+mTOjBkzuHr1Ko888ojZVzpmZWWxaNEicnNzWbJkSYNqD/hrbm+19+2339K2bVteeuklOnbsaOrQflVZWRk7d+7k3XffxdnZmX/961907NixQY8J+O86dsaMGVy+fJmZM2fStWtXs57/cnJyWLp0KWlpaXz00UeMGjWKpk2bNvh1bEVFBbt27eLdd9/F0dGRt99+m/79+5s6tF+lVqs5ffo0L7zwAoWFhfznP/+he/fujWIdm52dzeOPP86pU6cYO3YsPXv2NOuEYH5+PuvXr+fatWs89dRTPPjggw228ElPX+xx8eJFnn32WYqKigzj3VzpdDpiY2N57LHHSEpK4ocffqBXr16NYh2bl5fHa6+9xs6dO+nRowf9+/fH09PT1KH9quLiYnbv3s2JEycYNmwYL774Ii1atKiXuc3oCXL470Jq7dq1fPXVV1RXVzNy5EhiYmLMbgLPyMhg165dXL16leHDh/Piiy8SEhLS4BdQ8N8keW5uLq+//jpr167l8ccf56233jLLSpaNGzfy4osv4u7uzqeffkrnzp0b/EOFnn4hdeDAAT799FNu3LjBsGHD6N+/v9n9rhUVFXHw4EH2799Px44dee+992jVqpXZxXmv9JPGP/7xD9asWcPUqVP529/+hre3t9ktTLZv387rr7+Ooii8+eabDBgwgCZNmphdnPdCv53t8uXLvPfeexw4cIAhQ4YwevRos1usV1dXc+zYMdavX0+LFi2YP38+bdu2Nbs475U+Ifjpp5/yww8/0LdvX15++WVat25tdnP2oUOHeO+990hPT+eJJ55g0qRJZjl274W+t31qaipvvvkmGzZsYPDgwUyePNnsftd0Oh0nT57k+++/JzAwkG+++Yb27ds3+IcKPUVRKC4uZunSpSxevJjAwEDmzZtnlnP2xYsX+eKLLzhy5Ahjx45lzpw5Df6FkZ5+HZuTk8Prr7/OypUrGTJkCFOmTMHW1tbsftdOnjzJ8uXL8ff356uvviImJqbB9Bz/PYqiUF5ezrZt2/jyyy+prKzk2Wef5b777jO7g/1SUlL49ttvWbFiBd26deNvf/sb4eHhZjd275VOpyM3N5e///3vrFixgr59+zJ58mSzfLY7c+YMK1euxN3dnQ8++IDevXs3+MInPX3V7OnTp/noo4+4evUqTz75JE8//TT29vamDu8ORUVFrFy5ko8++ogWLVrwr3/9izZt2pjd2uJe6XQ68vPz+ec//8n3339P27ZtmTBhAs2aNTO79eHly5dZt24dAH/5y18YPXo0Hh4eZhfnvdAXeyQkJPDOO++we/duHn/8cV5//XWzK0ZTq9WsW7eOV155BT8/PxYsWEC7du0azZjQFy0vXLiQxYsX4+npyejRowkPDze737WEhAS2bNlCbm4uM2fONOwsr691bL0kyOHWTamsrOTMmTN89dVXHDlyhHbt2jFo0CCz2JZXWVnJ+fPn2b17N1ZWVsyaNYv7778fd3f3RvFQoae/3UVFRaxfv5633nqL5s2b8+abbzJw4ECzWCxmZWXxwQcf8P333zNkyBDeeecdgoKCzPLhpzb0CcEbN26wZMkSVq1aRVhYGCNHjjSLbXlqtZr4+Hh+/vlnw86DZ599lmbNmpnF70ld0ic/Nm/ezHvvvYebmxsvvfQSw4cPx8XFxdThkZ2dzeeff87y5cvp2rUrr732Gm3atGk0L4z09AnB9PR0Vq1axWeffYavry8TJkygVatWpg6PmpoaMjMz2bZtGxcvXmTixIn8/e9/x8fHp1GOidLSUnbt2sXHH39MdXU1jz76KJMmTcLHx8fU4ZGXl8fixYtZunQpgYGBPP/884YHbXNb6NWGPiGYn5/Pjz/+yFtvvYWnpydTpkwhKirK1OEZXqb89NNPHDlyhPHjx/Pee+/h6+vbYLej/hr9i+1jx47x5ZdfEh8fz4QJE3jooYfMYs7Wt8/7z3/+g1ar5bHHHmPChAk0bdq00a5j161bx+uvv46HhweTJ08mKirK5ONf30pv8+bNHDx4kHHjxvHuu+/i7+/faF4Y6el3f125coXvvvuOXbt20bdvX5555hmio6NNHR7l5eUcPHiQBQsWcPPmTaZNm8YTTzyBp6dnoxoT8N917IYNG3jzzTdxdHRk/PjxtGvXzixeWBQVFbF161YOHjzIkCFDDH1kG8sLIz191WxycjIrVqxgyZIltG/fnldeeYUePXqYOjyqq6u5dOkSn3/+OQcPHmT8+PG88soreHl5Ncp1bElJCdu3b+e9996jsrKSIUOG0LlzZ7N4tispKWH37t3s37+fTp068fLLL9O5c2ccHR1NPo/VJf3ur5ycHNauXctHH31EeHg4b731Fv369TN1eGi1WpKSkvjXv/7FunXrGDVqFO+88w6+vr6NckyUlZVx8OBBPv30U27evEmPHj3o1auXWewULisr4+jRo+zbtw8/Pz+efvpphg8fjqura72OiXpLkOup1WpSU1PZuHEjP/zwA2VlZfTt25du3bqZpDe5RqPh+vXr7Nu3j4yMDPr3789DDz1Ex44dcXFxaVST9t3Ky8u5cOECH3zwAadPn2bs2LE8//zztGjRot6/EPQPnkuXLuWLL77Azs6OefPmMXLkSENPusZ6L2pqasjJyWHv3r18/fXXJCUl0atXLwYMGGCSPqc1NTWkpqayf/9+rl27RlRUFHPmzKFXr164ubk12vsAt/rdX758mc8++4xjx47Rp08fnnrqKaKjo03ypru8vJwffviBL7/8Ep1Ox5NPPsno0aMb5YP27XQ6HUVFRZw4cYKPP/6YCxcu0KNHD4YPH26SCVxfiXLgwAGOHz+Ov78/8+bNY/DgwQ3mZPl7VVlZyY0bN/jPf/7D7t27admyJbNnz6Zv3740adKk3uOpqKhgw4YNfP311xQWFjJt2jQmTJhAixYtsLe3b7T3Qr+oPXfuHO+99x4nTpygR48ejB49Gk9Pz3r/e9++yN6zZw9ubm789a9/NYzRxnof4FaCITk5mTVr1rB+/XpcXV158MEHGTdunEm2q1ZVVbFnzx4WLVpEfHw8gwYNYsaMGbRt27bRVGb+Ev268cKFC/y///f/OH78ON26dTOsG+s7waCvHj1w4AA///wzLi4uvPrqq4wYMcIwJhrrvdBoNGRlZbFjxw6WLl1KWVkZM2bM4MEHH8TX17fe41Gr1Zw5c4bFixdz5MgR2rdvz6xZs+jWrVuDPcPojyovL+fSpUt8+OGHHD58mHbt2hlam5oi2aMfEzt37sTJyYkXXniBUaNG4evr26AObv6ztFotBQUFHDlyhPnz55OYmMh9993HU089ZZI2s/oq3iVLlrBx40YCAgKYM2cOAwYMaFAHo96LiooKQ6vW3bt3ExgYyODBg4mIiDBJZb9+F+quXbtQqVTMnj2b8ePHExwc3OiKAW+n0+koLS3l7NmzfPjhh1y8eJEpU6YYzhMxRTw5OTksW7aMxYsX06RJE55//nmGDRtmknV1faqqquLmzZssW7aMjRs34uDgQP/+/YmOjsbZ2bne41Gr1Zw7d449e/ZQVlbGxIkTmTZtGq1atcLR0bHe70W9J8jh1qRRWlrK5cuXWbNmDVu3bsXBwYGuXbvStWvXennAUKvVXLlyhSNHjpCUlERUVBT3338//fv3x8vLy+y2QhmLRqMhOzub7du3s3DhQsrLyxk6dCgPP/wwUVFRRq860FcprlixgqVLl5KZmcn48eOZPXs2wcHBjfrh7nY6nY6KigoSEhLYuHEj33//PVqtlq5du9K7d2+8vb2NHoNGoyExMZGjR49y7do1fHx8mD59OmPGjMHPzw9HR0ejx2AONBoNubm57Nmzh8WLF5OVlUWvXr24//776dKlS71UHZSWlrJy5UqWLVtGeno6I0eOZNasWYSHhzealiq/R59sSEtLY8uWLXz11VdUVFTQuXNnBgwYUC8P3VqtlqysLI4ePcq5c+ewtbVl6tSpzJgxg4CAAJMsIkyhpqaG/Px8jh49yvfff294cTZt2rR6e5FXVlbG+vXrWb58OYmJifTp04cHH3yQdu3a4ebm1uiqPH6JvjItKyuLrVu38tlnn1FWVkaXLl0YOHAgPj4+Rp8vdTodxcXFHDlyhOPHj1NVVcXUqVOZNWsWQUFBZlGVVR+0Wi3FxcWcO3eONWvWcPjwYQICApg0aRJjx47Fz8/P6DFUVFSwY8cOVqxYweXLl2nbti3Tp0+nZ8+eeHp6mkXVaH3Qj4lt27bx+eefU1xcTMeOHenfv3+9bMnVJ+qPHDnCoUOHKC4uZtq0aTz++OM0b97cotaxZWVl3Lhxgw0bNrBp0yZcXFwYP34806dPJzg42OgxVFVVcezYMVauXMmxY8fw8fFhypQpDB8+HB8fH7Pb0m8sGo2GnJwcdu7cyYIFC8jKyqJNmzb06dOHkJCQenm2q6qq4vDhwxw6dIiioiLuu+8+Hn30UUJDQ2nSpInFjImqqipSUlL46aefWLZsGSqVinHjxvHII4/UyzkW+jOkVq5cyc6dO7G2tmbSpElMnjwZf39/s+7LXZc0Gg35+fkcPHiQ//znP8TGxhIcHEzPnj1p1apVvfwcKisrOX78OIcOHaKgoIBRo0bx8MMP07p160a30+vX6HfPZ2ZmsnXrVhYuXIhGo2Hs2LHMnj2bFi1aGP27QavVkpaWxsqVK1m/fj2lpaWMHz+ehx56iKCgIIt6tisqKuLUqVN8//33HD16FA8PD3r06EF0dHS9FC5XVVVx9uxZjhw5QmZmJr169eLBBx+kc+fOeHh4mKy9jUkS5HrV1dXk5+dz9epVduzYwc8//0xlZSUtWrQgOjqaNm3a1OkXlv6QyitXrnDhwgWys7OJiIhg4sSJ9O3bl+Dg4EZfNf5riouLSUtLY//+/WzYsIHs7GxatmzJ4MGDGT58eJ1WHujbKFy4cIFt27axfft2cnNz6d69Ow8//DBt2rQxPOhb2r2oqamhsLCQ+Ph4du/ezfr16ykoKCAsLIzo6Og6f7On37p//fp1Lly4QGpqKt7e3owaNYoRI0bQokWLRl81/mtKS0tJT0/n6NGjbN68mcTERIKCgujXrx/Dhw8nMjKyzl6k6dso6MfEtm3byMnJoWvXrjz44INERUU1ypYFf4Q+IZeUlMTevXtZsWIFOTk5hIaG0qFDB2JiYuq0z6b+pV1cXBwXLlwgPj4eBwcHhgwZwuTJk4mMjGzwh6Leq/LycrKysjhz5oyhzYy7uzs9e/Zk+PDhhntRV3Q6HZcuXWLHjh1s376dzMxMoqOjmTZtGjExMfj7+ze67dl/hH7bcHJyMnv37mX58uVkZ2cbxkSHDh3qdC2jT3YkJiZy/vx5rl69Sk1NDQMHDuSBBx6gVatWjabv+59VVVVFbm4uly9f5ueff+bIkSPY2NjQtWtXhg8fTu/evet0p4VOp+P69evs3r2bHTt2kJSURIsWLZgwYQI9e/YkKCjILPsO14fi4mJSUlLYv38/P/zwAxkZGQQFBdGuXTuio6Nxd3evs99R/To2KSmJ8+fPc+HCBSoqKujfv7/Fr2M1Gg0FBQXcuHGD3bt38/PPP6NWq+nYsSMjRoxg8ODBdfrgrdPpSEpK4sCBA+zYsYNr167RrFkzRo4cyeDBgwkJCaFp06YWdx/gVguHtLQ0Dh8+zJo1a0hISMDLy4uoqCjat29fp+3h9OvY5ORkzp07x/nz5yktLTWMiaioKHx8fBp11fiv0Wq1FBUVkZSUxJ49e9i4cSMlJSXExMQwcuRIRowYgZubW51dT39g9rFjx9ixYwenT5/Gzs6OAQMGMG7cOMLDwxtNj+s/q6ysjMzMTE6ePMmGDRu4cOECzs7OtGzZkujoaJo3b16nL5D0Y+L8+fOcP3+ekpISevXqxQMPPEB0dDS+vr6Numr81+hbQqWkpLB3717Wrl1LUVHR/4yJulzHFhcXc+rUKXbs2MGhQ4eoqqqid+/eTJs2jZYtW5pk55k5qKysJDs7mwsXLrB161YOHz6MoihEREQQHR1NREREnb5cVhSF1NRULl68yIULFygsLKRDhw5MnTqVrl27EhgYaPIWsiZNkMN/3yTl5uZy/fp19u/fz+HDh7l58ybu7u6EhoYSEhJCSEgIPj4+f/rtWlFRESkpKSQlJZGYmEhWVhZubm7ExMQwYMAA2rZtS/PmzXF1dbWIN3e/Rd83MTU1lQMHDnD48GGuX7+Ok5MTbdu2JSYmhg4dOtCqVSvc3Nz+1JdITU0NaWlpnD9/nnPnznHmzBlSU1Px8vKiY8eODBs2jNDQUAIDAy1yorid/sErPz+fhIQE9u3bx4EDB7h27Rqurq6EhYUREhJCWFjYPW1RLCkpIT09naSkJJKSksjMzMTOzo6oqCj69u1L586dad68OZ6enhZRlflb9Imo9PR0w1v/K1euoCgKkZGRxMTEEBMTQ5s2bfD29v5T3yGKopCens758+c5e/Ysp0+fJikpyTAmhg4dSlhYGIGBgRaZBLyd/sGroKDAkCjft28fly5dwtXVlRYtWhASEkJoaOg9vUjQJ36TkpJITk4mLS0NrVZLeHg4ffr0oVevXgQHB+Pj49NoDmu5V/qD2bKysjh79iyHDh3i/PnzlJWVERISQseOHenQoQPt2rW7pxervzQmPD09iY6OZvDgwYSHhxMUFISDg4NFLmT19Eu3wsJCw0O3fkw0adLEsG4KDQ3Fz8/vT8+r1dXV5OTkkJycTFJSEikpKZSVlREcHEyvXr0YOHAgISEhhpcUlky/2yUnJ4crV65w4MABTp8+TXZ2NgEBAXTs2NGwfgoNDf3TYyIzM5MLFy4Y1k6JiYm4uLgQFRXFgAEDaN26NUFBQRazu+i36A+h0ifK9+/fz8WLF7Gzs6N58+aGceHv7/+nt+3W1NSQl5dnGBNJSUnk5+cTFBREz549GTp0qGEdK2NCMfy84uPj2bdvH8eOHSM5ORlfX186depETEwMHTt2vKfDMnNycrh8+TIXLlzgzJkzxMfHY2NjQ2RkJL1796ZDhw40b9680Z0jdS/0iaHU1FSOHj3K/v37OX/+PFqtFn9/f8OYCAwMxMXF5U99h+jPoNCPh8TERHJycggICDC8ONevY+XZTrnj57Vnzx6OHDlCXFwcPj4+dOrUiY4dO9KpUyfDmPgzP6+CggJiY2O5cOECZ8+e5fr161RXVxMaGkr37t3p3r07zZs3x9vbW57t/q9FXEZGBqdPn2b//v2cPn2akpISfHx8CAkJITg42PAd8mfGhH4O0o+HxMREsrOz8ff3p0ePHgwdOpQWLVqYRRLQ1PTr2IKCApKTk9mzZw+HDh3ixo0beHt73zFPRERE/Oln4dLSUm7evGnIPV2+fJmioiICAgLo3Lkz/fr1IyQkxLBGtmT6syKzs7O5dOkS+/fv5/jx42RkZODp6WnIxwYHB9/TiwT9PU5MTCQpKYns7Gy8vLzo2rUrgwYNolWrVgQGBprNOVImT5Dr6bcO5+XlkZGRQUJCAsePH+fGjRskJCSg1WpxdnbGw8MDDw8PmjZtir29Pba2tjg4OKDRaFCr1ajVakpLSykqKiI/P5+SkhI0Gg3+/v6Eh4fTsWNH2rZtS1BQEL6+vjg5OZnFjTAn+i/3rKwsUlJSOH36NLGxsaSkpFBZWYmTkxNeXl4EBATg5+eHm5sbjo6OODs7Y2NjQ2VlJVVVVZSXl5Obm0t6ejoZGRkUFhZSXV2Nv78/wcHBdOnShTZt2uDr64ufn5/FT9h30y+m8vLyyMzMNLQ/iY2N5caNG9TU1ODs7Iynpyfu7u64ublhZ2eHnZ3dHWNCo9FQVlZGUVERBQUFFBcXU11djZeX1x2V6cHBwfj6+srLol+gT5Tn5OSQmppqqKJMTk6muLgYe3t7PD098ff3x9/fn2bNmuHo6IijoyMODg5UVVVRWVlJRUUFeXl5pKenk56eTkFBARUVFfj7+9O8eXO6du1K27Zt8fX1NRwOYsmLp7vppyv9mEhKSuLw4cOGMaHRaAzzhH5M2NvbY2dnh729PVqt1jBPVFRUUFxcbBgTlZWVuLq6EhoaStu2benQoQPh4eH4+vri4eEhY+Iu+rYCOTk5pKenc/XqVc6fP09ycjK5ubnY2Njg4eGBn58fAQEBeHt74+joiJOTE05OToYxUVlZSV5eHmlpaaSlpRnGhJ+fH8HBwXTu3JmoqCj8/Pzw9fW1+JdFv0S/E0g/Jo4cOUJsbCxxcXFUVVXh5OSEu7s77u7uNG3aFEdHR8OY0BcpaDQaKioqKCkpobCwkMLCQioqKrC3tyckJITWrVvTqVMnIiMj8fPza5QHetWWPlGuX8fGxcVx6tQpkpKSyMjIwMrKCjc3N/z9/QkMDMTHxwcnJyccHR1xcXExjIfKykry8/NJS0sjPT2d/Px8ysvL8fHxoXnz5sTExNC2bVsCAgLw9fW1+JdFv0T/QjUrK4vk5GROnDjBtWvXiIuLo6ysDHt7e9zc3AzzhJOTk2H9ZGVlZRgTVVVVd4yJsrIyAEJCQmjZsuUd69jGeKBXbekLPvRz9s2bNzl27BiJiYmkpqYCGMaE/rlMP084OztTVVVlmCvy8/PJyMggPT2dvLw8ysvLcXd3N+wSaNeuneFFtrws+l/6RHl2djYpKSmcPXuWy5cvExcXR0FBATY2Nri6uuLh4YGbmxvOzs6GecLGxsYwJqqrqyktLaWwsJCCggJKS0upqakhJCSEyMhIunXrRps2bfDz88PPz88idz7+ltsP3r59HZuYmEhycjJwa0z4+fndkavQP2er1WrDmCgsLCQzM5P09HRyc3MpKyvD2dmZgIAAWrduTXR0NGFhYfj4+MjLol+gT5Tn5OSQlpbG5cuXOXfuHHFxcWRlZaFSqWjSpIlh/dSkSRPDPGFvb294ntDnngoLC8nPz6e0tBSNRvOLY8JSK8Z/i/7Z7tfGhKIoNG3aFF9fXwIDA/H19cXFxcUwJrRarSH3VFxcTFZWFunp6eTk5FBSUoKNjQ3+/v5EREQQExNDZGQkPj4+NGvWTObsu+h3jOrzd7GxsZw6dYq4uDhSUlLQ6XS4uLgYnrNdXV3veM6+Ox+rHxP6fGzz5s2JiIigS5cuREVF4e/vb1jHmtOYMJsE+e30NycrK4u8vDxyc3NJSEggNTWVvLw88vLyKCoqMkzUVVVV2NraGm6Oi4sLnp6eeHh4GBLjvr6+NGvWDB8fH4vp81QXampqyM3NJTc3l/z8fFJSUgwJkKKiIkpLS6murkaj0aDRaNBqtdja2mJjY4OdnR1OTk64urri5uZGQEAA4eHheHt706xZM8MXnPh9+iSGfkzoq3JSUlIMY6S4uBi1Wk21oy9qtRobGxtsNCXYqzQ4OzkZxoSvry9hYWH4+/vj5eWFt7e3Ibkufp++Z1dOTg75+fmGavysrCyKioooKSmhqqrKMCY0Gg22traG/zg6OtK0aVOaNm2Kn5/fHRO1n5+fxfQrrS19hVpmZia5ubnk5eWRkJBgGBP6eaK6utrwQGFtbW1Y3OqThp6ennh7exMSEkJQUBBeXl54eXnh6elpMf1Ka0ur1VJWVkZ2djb5+flkZWVx8+ZNMjIyKCoqori4mIqKCmpqagyLJxsbm18dEy1btjTME35+fhbb+uxe6Psx6+fsmzdvkpKSYhgjRUVFVFVVobZ1Q61Yg0qFra4KO10VjvY2NG3aFE9PT7y8vAgKCiI0NNQwJry8vCymX2lt6XQ6QzXO7evYtLQ0CgsLKSoqoqKiwjBHVFdX/8884erqahgTERER+Pr64unpia+vL02aNJF17B+kP1dEPwaSk5NJSUkxfF/pXwap1Wqqq6vR6XR3FBu4urri6emJp6cngYGBtGjRwvD95OPjI+vYP0j/AunudWxqaqphTJSXl1NTU2N4wL59ntDfi6ZNm+Lj40OLFi3w8/O749nO0qsA/6iamhoKCgoMYyItLc2wjs3Pz6egoICysjI02FJt0xSttgYbK7CtKcXBWsHFxYVmzZoZCkMiIyP/Z84Wv+/2c0X0c7Y+EXX3mNDPE9bW1neMiSZNmuDq6oqXl5dhB4t+vvbw8LCYM9VqS6vVGgqhbi9My8jIID8//44kX3V1NdXV1Xcky/VjQp970q9jvby8DPkOWcf+MRqNhszMTMM8oc8BFhQUGMaEWq2mpqaG6upqrKysDHOF/l64urrSrFkzmjdvbqh6btasGV5eXhZzplpt6XQ6ysvLDWul7Oxsbt68SVpaGvn5+eTl5d3KPWlqUDv6/HfOVhdhb6X9n3kiIiLCkO/Qr2PN9UW2WSbI76bT6SgpKaG4uJjS0lJKSkoMDxb6hZSNjY1hcOgnDP2k4e7uLpWYdURfdVlaWkppaSllZWVUV1cbJm+dTnfHvXB0dLzjXri5uclDXR3QVzQXFxdTUlJCaWmpYRH1zG4nKqprsLa25oEoNT0CFVydbk0Yt98He3t7GRN1oLq6+o77UFZWRlVVlWFMaLVaw5iwsbExVAs2adKEpk2bSlVHHSouLv7NeeLuRZSzs7Ph+0m/E8ZcJ+uGRKPRUFJSYhgTpaWlVFZWGsaERqP5zTlb3xtTvp9qr7S09H/mCY1Gw7/P2nE+C1So6B2kZXiYliA3G5ydne/4fjLnBWxDoj9L4fZxoX9p9Gvr2NvnbP0uFhkTtVdeXv6b61hFUQz3ws7O7n/WsVJkUzd+ax1795iwsbH5nzGhL+yQMVF7lZWVd3w36dexZzJVfHXeDq1Wi28TK2a0VtPeR/U/Y0LWsXXn99ax1tbWv7mOlR1FdUOtVv/mOrampuZ/nu1kHWscv5cD1D/b6eds/TpWP1+bS9uOhk7/Eun29VN5eTkV1Vqe3euERlODrY01j0VX080fw0vtu+eJhjAmGkSCXAjxx7WcD1XaW//83kCY0AqcpKhGCCHE/3lkM+xNvPXPU6PgiU7Qwt20MQkhhDAf2+Phya23/jm4KbwzAPoFmzYmIYQQ5qNcDW2+uvXPKmD+SBgdYdKQak1epwghhBBCCCGEEEIIIYSwSJIgF0IIIYQQQgghhBBCCGGRJEEuhBBCCCGEEEIIIYQQwiJJglwIIYQQQgghhBBCCCGERZIEuRBCCCGEEEIIIYQQQgiLJAlyIYQQQgghhBBCCCGEEBZJEuRCCCGEEEIIIYQQQgghLJIkyIUQQgghhBBCCCGEEEJYJEmQCyGEEEIIIYQQQgghhLBIkiAXQgghhBBCCCGEEEIIYZEkQS6EEEIIIYQQQgghhBDCIkmCXAghhBBCCCGEEEIIIYRFkgS5EEIIIYQQQgghhBBCCIskCXIhhBBCCCGEEEIIIYQQFkkS5EIIIYQQQgghhBBCCCEskiTIhRBCCCGEEEIIIYQQQlgkSZALIYQQQgghhBBCCCGEsEiSIBdCCCGEEEIIIYQQQghhkSRBLoQQQgghhBBCCCGEEMIiSYJcCCGEEEIIIYQQQgghhEWSBLkQQgghhBBCCCGEEEIIiyQJciGEEEIIIYQQQgghhBAWSRLkQgghhBBCCCGEEEIIISySJMiFEEIIIYQQQgghhBBCWCRJkAshhBBCCCGEEEIIIYSwSJIgF0IIIYQQQgghhBBCCGGRVIqiKKYOQgjx5ymKglqtJj4+nri4OFJSUqioqGCbaiRVai3WNta0016ghUMeft6ehIaG0qJFC7y8vLC1tTV1+EIIIeqBWq0mOTmZ+Ph4UlJSKC4u5riuE+naZqiA5qTS0iaZQDcbgoKCaNGiBYGBgTg7O5s6dCGEEPWgpqaGvLw8EhISSExMJCcnh2S1B6eUTtRotbhaVdKOy4Q4V+Dn50eLFi1o0aIFbm5upg5dCCFEPdDpdFRUVJCQkEB8fDxpaWmUVqrZrhqBRq3BxsaaGO1pwhwL8fX1JSIigvDwcNzd3VGpVKYO/w+TBLkQDYSiKOTl5XH48GEOHTrEoUOHiI+PR6PRAODj44OjoyMOLm40bdqUispKqstLqawoJzc3h+rqagA8PT2Jjo6mZ8+e9O7dm7Zt29K0aVNT/tWEEELUkfz8fI4dO8bhw4c5fPgwN27coLKyEkVR8PDwwMXFBQdnV1xcm6LodFRWlFFVUUZxURElJSXodDqcnJwICwujR48e9OrVi65duxIUFGTqv5oQQog6UFpayqVLlzhy5AhHjhzh4sWL5Ofno9VqcXR0xN3dHUcnF5yaNMXBwYGKinKqykupKC8jNzeXmpoabGxs8PPzo3v37vTp04c+ffoQERFh6r+aEEKIOqBWq0lNTTXMEydOnCA5ORmNRoOVlRVeXl44OTlh7+KGW9OmlJffmicqK8rIzs42/DkfHx+6d+9O79696dOnD5GRkdjY2Jj6r/erJEEuhBlTFIWSkhJ27NjBjz/+yIEDB9BoNLRp04Zu3brRrl07QxWHo6MjKpXK8B9FUQz/0Wq1ZGVlkZSURGxsLOfPn+fMmTPk5ubi6+vLwIEDmTBhAp07d6ZJkyam/msLIYT4EyorK/n5559Zu3Yte/fupaqqisjISLp06XLHPNGkSROsra0BsLKyQr8E1M8TxcXFpKSkkJCQwOXLlzl9+jQ3btzA1taWTp06MWnSJEaMGIG3t7cp/7pCCCH+pOrqao4dO8amTZvYtWsXmZmZ+Pj4EB0dTUxMDJGRkYSFheHj44Otre2vPlNUV1eTlpZGQkIC169f5+TJk5w9exa1Wk1UVBRTp05l0qRJ+Pr6NqiqQSGEsHQ1NTUkJSWxdetWtmzZwvnz57G1tSUqKorOnTsTFRVFWFgYISEhODg4/Oo8UVNTQ1paGjdv3jTME2fOnKGyspKWLVsyfvx4JkyYQGhoqNl1NpAEuRBmSP+lsnjxYlatWkVpaSldunRh1KhR9O/fHw8PD+zt7bG1tcXGxsbwFu7XFqKKoqDT6aipqaGmpga1Wk1lZSXx8fHs37+fnTt3kpycTFhYGNOmTWPs2LEEBATU519ZCCHEn6AoCoWFhXzzzTcsWbKEvLw8OnfubJgnvLy8cHBwuGOe0C9if+3z9Ily/TxRXV1NXl4ex48fZ8eOHRw/fhx7e3vGjBnD7Nmzad26dT3/rYUQfPRWFwABAABJREFUQvwZRUVFrF27lmXLlpGQkEBYWBgDBw5k0KBBtGjRAmdnZ2xtbQ1zhZWV1W/OE4BhntBoNKjVasrLyzlz5gxbtmxh9+7daDQaRo8ezTPPPEPbtm0lUS6EEGassrKSEydOsGTJEg4cOICdnR29evVi6NChdOnShaZNmxpyT9bW1oZnil9z+/NETU0N1dXVVFZWcu7cOXbs2MHu3bspKyujT58+PPbYY/To0cNsWjtKglwIM6J/a7dw4UI2b96Mra0tEyZMYMKECQQEBODi4oKjoyNWVrU/X1dRFDQaDZWVlZSUlHDp0iU2bdrE4cOHadKkCZMnT2batGkEBgbWwd9MCCFEXdDvLJo/fz7Lly9HrVYzadIkpkyZQvPmze+YJ2qblNC/XK2qqqKsrIzMzEzDjqb8/HxGjBjBc889R8uWLevobyeEEKIulJaW8t133/H999+Tn5/PgAEDmDRpEm3atMHNzQ1HR0dDpXht6FMJ1dXVlJeXU1hYyM8//8yyZctIS0tj6NChvPjii7Rp06ZOnl+EEELUjcrKSvbv3893333HuXPnCAkJYcKECfTv3x9vb2+cnZ2xt7evs9xTdXU1FRUVFBUVceDAAVavXk1sbCzR0dE8/vjj9OnTx+TdDCRBLoQZUBSF3Nxc1q5dy5IlS9DpdEyePJmxY8fi5+eHq6urUXs16b+wiouLuX79Oj/99BN79+7F09OTWbNmMX78eBwdHY12fSGEEL9Nn6zevHkzH374IXl5edx3331MnToVf39/3NzcsLa2Nlqlnr4apKysjKysLHbu3MmKFSsoLi5m1qxZzJ0712yqP4QQwlIpisKOHTv4+OOPSU1NZdiwYUyePJmIiAjc3d2xs7MzWqJavxOprKyMgoICdu3axdKlS8nOzubBBx9k7ty5eHh4SEW5EEKYkKIonDt3jm+//ZZDhw4RFhbGpEmT6NmzJ15eXjg7OxtaMhrr+voXqkePHmX16tVcv36dvn37Mnv2bNq3b2+y1iuSIBfCxKqrqzlx4gRffPEFcXFxDBw4kAceeICQkBDc3d3rvdqiurqagoICLly4wJo1azh9+jTdunVj3rx5tGnTpl5jEUIIcevk+KysLN5880327NlDz549eeqpp2jRogWenp51Ui3+Z+MpKSkhJSWF1atXs3btWkJCQnj33Xfp0qVLvcUhhBDiv/Ly8nj77bfZsWMH0dHRzJ49m6ioKLy8vOqkWvzPKikpITMzk9WrV7Ny5Ur8/Px444036NWrF3Z2dvUaixBCCCguLmbZsmWsXr0ae3t7Jk6cyODBg/H398fZ2bnec0/l5eXk5OSwc+dOVq9eTWVlJffffz+TJ0/G19e3XmMBSZALYVK5ubls2rSJpUuX4urqyqxZs+jWrRt+fn5GfWv3exRFoaqqirS0NPbv38+KFSuwsbFhzpw5jB8/XrZICiFEPdFoNBw7doy3336b3Nxcnn/+efr3709QUJBJT4HXVwpmZ2dz8eJFPvnkEzIzM3nuued4+OGH6z1pL4QQluzUqVP8/e9/Jy0tjTlz5jBw4EBCQkKwt7c36Xexfpfs5cuX+fzzz0lKSuKRRx7h4YcfpmnTpjJPCCFEPbl+/Tpffvklx44do1+/fowfP56oqCjc3NxMmt9RFIXi4mLi4uJYuXIlR48epXPnzjz66KNER0fXa2ySIBfCROLi4liyZAl79+6lU6dOPPzww7Ru3dqstqjrqwRPnTrFDz/8wJUrV5gyZQrPPvssDg4Opg5PCCEatcrKSlavXs0XX3yBv78/L730Eh07dsTV1dXUoRkoioJarSY2NpZvv/2W7du3M378eN566y0cHR0l+SGEEEa2Zs0aPvzwQzw9PZk3bx5du3Y1ecLjbhqNhvj4eJYuXcq2bdvo06cPL7/8MkFBQWYVpxBCNEZ79uxh/vz5FBUVMWXKFEaMGEFAQIBZ7eapqakhIyODbdu2sX79epycnHj00UcZNmxYvcUpCXIh6pmiKFy6dIlFixZx5coVRowYwaRJkwgJCTFp1fhvqaqq4tq1a2zYsIHNmzczZswY/vKXv5hVkkYIIRoLfQ/X7777jm+//dZwynvbtm1NWjX+WxRFITk5mU2bNjF//nyGDx/OO++8IxWCQghhBPpH+O+++45PPvmE7t2788QTT9C+fXvs7OzM9ns3NTWV7du3s2jRItq1a8fLL79MRESE2c5tQgjRkCmKwqZNm/jyyy9xd3dn+vTp9O3b1yStfP+o/Px8jh07xg8//EBBQQEPP/xwvZ2JJwlyIeqRoiicOnWKb775htTUVMaPH8+4cePw8/MzdWi/q6amhpSUFNasWcOqVasYMmQIf/vb32jatKmpQxNCiEZDURSKiopYtGgRq1atYtiwYTz22GOEh4ebOrTfpSgKhYWF/Pjjj3zyySf079+f9957D3d3d7NN1gghREOjf3z/+uuvmT9/PoMHD2bOnDlERkaabcLjdkVFRWzdupUFCxYQGhrKSy+9RFRUlMkOZRNCiMZIURRWr17N119/TUhICA8++CBdu3bFxcXF1KH9roqKCk6fPs2yZctISkpixowZTJ061ejdFiRBLkQ9OnfuHF9//TXp6encd999jBgxAi8vL1OH9YdptVqysrJYs2YN3333HePHj+fVV1+tl7d5QghhCQoLC/nhhx9YvHgxY8aMYdasWQQHB5s6rD9MURRKS0v58ccf+eCDDxg9ejT/+Mc/cHZ2liS5EELUAX3S46233mLMmDE8+eSThIWFNajv2LKyMnbs2MEXX3xBeHg4L7zwAq1btzbb3bRCCNHQ/PTTT3z44Ye0bt2aRx55hA4dOjSovE1VVRUXL15kyZIlxMfH88ADDzB16lTs7e2Ndk3ZyyREPbl+/TpLly4lLS2NSZMmMXr0aDw8PEwd1p9ibW2Nn58fM2bMoLq6muXLl+Ph4cHTTz8tWyOFEKKWiouL+emnn/jhhx8YOHAgs2fPJjAw0NRh/SkqlYomTZowdepUKioq+Pzzz2nWrBnPP/88Dg4ODSqBI4QQ5kZRFHbv3s0HH3xA7969efrpp2nevHmD+251cXFh1KhRaDQavvrqK7755hvmzp1LREREg6iCF0IIc3bo0CE+//xzgoODefTRR+nQoYNRE8vG4ODgQExMDADffvstK1aswMXFhXHjxhntZarMPkLUg6ysLFatWkVsbCwjRoxokMlxPSsrK7y8vJg5cyZjxozh22+/5aeffjJ1WEII0aBVVFRw7Ngxli5dSlRUFE8++WSDS47rqVQqnJ2dmTlzJvfffz9Lly5l48aN1NTUmDo0IYRosBRFITY2lvfee4/mzZvz4osvNsjkuJ6joyNjxozh/vvv5+zZs6xZs4b09HRThyWEEA1aQkICn3zyCY6OjsyePZv27ds3uOS4nq2tLdHR0cycORMfHx+WLVvG0aNHjXY9SZALYWRVVVVs2bKFo0eP0rNnT8aPH4+3t7epw6oVKysrfH19eeKJJ4iOjuZf//oXFy9eNHVYQgjRINXU1BAXF8fy5cuxt7fnmWeeaRA9x39P06ZNmTNnDj179uSzzz7j7NmzkiQXQoh7oCgKJSUlfPbZZ+Tn5/Pqq6/SqlWrBpsc13NxcWHKlCkMHTqUffv28fPPP1NQUGDqsIQQokEqKyvjq6++IjU1lSeeeIIuXbo0qLYqv8Te3p5OnToxffp0VCoVixcvJiEhwSjXkgS5EEakKAqHDx9m06ZNhIeHM2HChAZbEXg3a2trgoKCeOaZZ6iurubzzz+npKTE1GEJIUSDoigKGRkZrF27lqSkJMOLx8bCx8eHefPmoVKpmD9/Prm5ueh0OlOHJYQQDYaiKGi1WlatWsWOHTt44YUX6N69e4NPjut5eHhw//33ExISwpYtWzh9+jRqtdrUYQkhRIOiKArr1q1j27ZtPPjgg/Tr1w8nJydTh1UnHB0d6datG2PHjiUhIYEVK1ZQVlZW59eRBLkQRpSWlsaKFSuws7Nj8uTJtGrVytQh1SkbGxtiYmJ45pln2Llzp7RaEUKIP6m0tJRDhw6xZ88exo0bx/Dhw00dUp1r164d8+bN4/Dhw2zevJnq6mpThySEEA2GoihcvXqVzz77jDFjxjBt2jRTh1TnwsLCeOihh1Cr1WzdupXExERThySEEA3KjRs3+OKLL+jduzdTp07FxcXF1CHVKXd3dwYPHsyAAQPYsWMHhw4dqvNrSIJcCCPRaDRs2bKFpKQkRowYQefOnRvlQZa2trZMnjyZQYMG8emnn5KSkmLqkIQQokHQ6XTcuHGDrVu3EhISwgMPPNBgewT+nokTJzJ8+HD+85//cOPGDWm1IoQQf4CiKFRUVLBw4ULs7Ox44YUXcHBwMHVYRtGrVy9Gjx7N5cuX2bdvn+xMFUKIP0itVrNo0SK0Wi1z587F09Oz0ewyul1AQADjx4/H39+fJUuWkJmZWaefLwlyIYxEn/Ro164dffr0wdXV1dQhGYVKpcLR0ZHnnnuOvLw8li5dKtvnhRDiD8jPz+fAgQOkpqYyY8YM/P39TR2S0dja2vLMM89QWVnJqlWrKC0tRVEUU4clhBBmTavVcvLkSTZt2sTTTz9NaGioqUMyGhsbG0aPHk1ISAj79+/n0qVLMk8IIcQfcObMGdatW8cjjzxCy5YtG2VhJtw6Cy88PJyJEyeSkJDApk2b6jT3JAlyIYxAo9GwZs0aKisrGT58OGFhYaYOyaisrKxo3749Dz30EAsXLiQ1NVUWtEII8Ru0Wi2XLl1i3759dO7cmcGDB5s6JKNr06YNDz74ID/++KNUkQshxO9QFIXS0lK+/PJLIiMjmT59uqlDMrrmzZszZswYCgoKOHDgAMXFxaYOSQghzJpareaLL74gKCiIqVOnNtpdRnpNmjShZ8+edOvWjRUrVtRpFbkkyIUwgps3b3LgwAF69uxJu3btsLW1NXVIRmdlZcXs2bNRqVQsW7YMQJLkQgjxKwoKCjh16hQVFRVMmjSpwZ8w/0c99NBDODs7s27dOoqLi2WeEEKIX1FTU8PFixc5dOgQTz/9dKPrJ/tr+vfvT9u2bTl79iwXLlyQeUIIIX7D5cuX2bVrF08++SQeHh6NsrXK3fz8/JgwYQLFxcVs3LixzuYJSZALUcd0Oh0//vgjNTU19O3bF19fX1OHVC9UKhX+/v7cf//9fPvtt+Tn55s6JCGEMEuKonD58mWOHTtG+/bt6dKli6lDqjc+Pj5MmTKFrVu3kpycjFarNXVIQghhdhRFoby8nMWLFxMaGsqIESNMHVK9cXNzo1+/fpSVlXHkyBEqKipMHZIQQpglrVbLV199RWBgIMOHD7eIwkwAOzs7WrZsSc+ePVm9ejWFhYV18rmSIBeijuXn57Nz50569OhBZGRko+3/9EtUKhWzZ8+moKCArVu3mjocIYQwS+Xl5Vy4cIHi4mJGjhzZaA/m/DUPPPAANTU17N27l9LSUlOHI4QQZken05GWlsbPP//M448/bjG7jPR69epFREQEFy9e5Nq1a6YORwghzFJOTg7r1q3jsccew9XV1SKqx/W8vLwYP348GRkZ7Nu3r04+UxLkQtSx/fv3U1RURN++ffHz8zN1OPVKpVIRFhbGwIEDWbVqFVqtVrZFCiHEXRISErhw4QLBwcF0797d1OHUu+DgYPr27cu+ffsoKCiQeUIIIe5SWVnJjh07sLe3Z/z48aYOp941a9aMTp06UVZWxrlz5+r0EDYhhGgsNm3ahEqlYsKECRZVmAng4OBAy5YtiYqKYvPmzXWyK1US5ELUIa1Wy86dOwkPDyc0NBQ7OztTh2QS06ZNY//+/XV6YIIQQjQGOp2O69evk52dTZcuXXB1dTV1SCYxduxYrl27RlJSEhqNxtThCCGE2VAUhbKyMrZv386QIUPw9PQ0dUgm0aFDB5o0acLFixflsE4hhLiLVqtlzZo1DBkyBG9vb4uqHtdzc3Nj4MCBHD58mOzs7Fp/niTIhahDubm5nDx5km7duuHj42PqcExm1KhR2Nvb89NPP5k6FCGEMCtlZWVcv34dwCKrx/UGDhyIh4cHBw4cqLO+gUII0RhotVrS0tI4f/48EydONHU4JtO6dWtat25NUlISly5dMnU4QghhVjIzMzl8+DD33XcfVlaWmdpt0qQJAwYMQKfTsXPnzlp/nmX+FIUwklOnTlFZWUmnTp1wd3c3dTgmoVKpcHFxoXfv3uzduxdFUWT7vBBC/J+UlBRu3rxJYGAgrVu3NnU4JuPs7Eznzp25cuUKJSUlMk8IIcT/qays5NixYzg5OdG7d29Th2My9vb2hIeHY21tzY0bN2SeEEKI2xw4cABra2v69etnsQlya2trPD09adu2LUeOHKn1PGGZP0UhjOTUqVMEBQXh4+NjcT2g7ta/f38OHjxITU2NqUMRQgizkZycTGlpKeHh4Tg5OZk6HJPq2rUr169fp6ioyNShCCGE2aisrOTs2bNER0dbbBsuvZCQEOzs7IiLi5M+5EIIcZsDBw7QsWNHmjZtapHtVfScnJyIiYnh2LFjte5DLglyIeqIoiicPn2ali1bWvxiFmDAgAHk5uYSGxtr6lCEEMIsKIpCSkoKarWayMhIU4djct26dUOtVhMfH09FRYWpwxFCCJNTFIXKykrOnz9Pz549TR2OyYWEhODv709qaipZWVmmDkcIIUxOv0P/4MGD9O3b16KT4wCOjo507dqV7Oxs4uLiavVZkiAXoo5UV1eTlJREixYtcHZ2NnU4Jte+fXvs7Oy4dOmSbIkUQgigpqaG3NxcrK2tCQ4ONnU4JteyZUuaNGnCzZs3KS8vN3U4QghhcoqiUF5eTnp6OtHR0aYOx+R8fHwICAigqKiItLQ0U4cjhBBmoaqqivj4eDp16mTxCXJ7e3tat26NSqXi2rVrtfosy+4BIUQdSk5OpqqqiubNm+Po6GiUa+gTzTqd7o6ks7W19R3//m76L039v9f/d2N9mapUKmxtbQkJCZGegUII8X/y8/PJy8vDzc3NqAc5K4ryP/OElZXV/8wFt6vveQLA1taWgIAAsrOzpYJcCCEAtVpNUlISVlZWtGjRwmjX0Vcg3t625I/ME7f/e/2fMWbvW2tra9zd3bGyspIKciGE+D/x8fFotVoiIyONtlb/pdyTSqUyfOf/1jxxd0ssYz5XqFQqHBwc8PPzIz4+vlafJQlyIerIzZs3qampISgoCAcHB6NdR61W88knn7B3715KS0uJjo7mr3/9K6GhoZw9e5bExETDl5WiKISEhBAdHU1paSmHDh1Cp9PRvXt3/Pz87lgIG0NkZCQ3btww2ucLIURDkpeXR35+Pl5eXnh5eRntOjU1NXz11Vfs3LmTgoICIiIimDNnDh06dCA5OZm4uDhDQlpRFJo1a0br1q1xdHTk4sWLZGRk0Lp1a9q0aYOdnZ3R4oRb2+clQS6EELdUV1eTmJiInZ0dISEhRruOTqdjx44drF+/nri4ONzd3Rk9ejQTJkwA4PLly+Tk5Bj+vJ2dHREREURFRaEoCjU1NRw/fhwbGxt69OhhtDgBPDw8sLOzkwS5EEL8n9jYWKysrAgPDzfaNRRFITU1lUWLFnH8+HE0Gg1du3blmWeeISAggLNnz5KUlHTHn4+IiCAmJoaff/6Z0tJSw78bM2aMUXNktra2BAcHS4JcCHORmZlJ06ZNcXZ2NkolhaIoaDQaZs6cSW5uLnPnzqVz5878+OOP9OrVi2PHjnHt2jUOHz5seGN37Ngxxo0bR7NmzXjiiSdwcHAgJCSEDz/8kNdee41Ro0Zha2tb57Hq6ZP2UkEuhBBQVFRETU0Nbm5uRvvuVRSFxx9/nOTkZGbOnEmPHj04cOAATzzxBO+++y6KonD48GEKCgoAiIuLw9/fn6lTp3LhwgV27txJu3bt2LhxIy1atODdd9816ovUgIAAYmNjqa6uNto1hBCiodBoNGRnZ+Pt7W20ZIKiKHz55Zds376dTp068eijj1JUVMTy5cs5d+4cjzzyCGfPnjVsVS8pKSEpKYlZs2bRpk0bdDodcXFxTJs2jeeee87oCfKmTZtiZ2dHfn6+Ua8jhBANRUpKCr6+vjg4OBhlna4oCleuXOHvf/87NjY2PP/884SEhLB27VpGjBjBli1buHLlCkePHjX8+YMHD/LII48QExPDU089xahRowyxDR061KgJchsbGwICAu5I2N/T59RNOEKIsrIynJ2dDe1O6pqiKGRlZXHlyhUuXLiAjc2t4fuXv/yFw4cP89NPPzF37lxmzpyJoigkJCTwyiuvMHfuXC5evEjbtm159tlnCQ0N5d133yU2Npb27dsTFhZmlHgBXF1d73hzKIQQlkyfBDZWGy6AnJwcLl68yPbt2/Hy8kKlUtGqVSuuX7/O+fPneeihhxgzZgyKopCdnc0333xDREQEXl5eODo68sYbbzB06FA2btzIypUrKSoqwt3d3WjxOjs7U11dXetT54UQojHQ6XRUVlbSpEkTo12juLiYGzdu8OCDDzJ16lRDYU9NTQ07duygsLCQF154wXBg6OHDh1m3bh2PPvoocOtl78svv0y/fv2MFuPt7OzssLa2pqqqql6uJ4QQ5q6srIymTZsa7fPVajUpKSnY29vz/fffG3JPfn5+XL16ld27d/P444/zyCOPoCgKsbGxpKSk8NJLL1FQUEBISAifffaZYX4xdp90lUqFs7MzZWVltfocOaRTiDpSXl6Og4OD0RLkWq2W3bt3M2DAgP+5xqRJk9i+ffsdrVWeeuopnnvuOby8vOjatSuvvvoqQUFBaDQabt68iaenp1GTHgBNmjSRBLkQQvwftVqNoihGbVuya9cuevbs+T9J+EGDBhEbG0teXh5wa5745ptvaNq0KQMHDqRHjx689NJLdOrUiZ9++omff/6Z4OBg3NzcjBYr3EqQV1VVUVNTY9TrCCFEQ6BPkDs7OxvtGmfPnsXd3Z2goKA7khbh4eE0a9aMCxcuGP63a9eu8d133/Hiiy9ibW1NSUkJixcvpn///rRt29ZoMd7Ozs4OKysrSZALIcT/KS0txcXFxWifn52dTXx8PJ07d74j9+To6MjQoUPZuXMn8N8uB7NmzeJf//oXNjY2xMfHU1hYyPDhw3nggQfYv3+/0df5VlZWkiAXwpxUVlZib29vtINqdDodsbGxWFtb/88buODgYDIzMw0J8o0bNxIcHEy7du2wtbXFw8MDb29vYmNjmTlzJnZ2dvTs2dPoiY8mTZpQXl5u1GsIIURDoVarAYyaIL/93Ifb5wo/Pz/KysoMMZw4cQK1Wk3btm0NleYqlYrs7GyOHTtGbGwsOp2u1gvN3+Pk5IRarZYKciGE4NZ6v6qqyqg7jdLT0yktLb3j0E24tfPTwcGBoqIiALKysjh16hRt2rQhIiKC6upqTp06xYULF5gzZ47R4rubVJALIcSdysvLjfoitaysjLS0tP85s87GxgZ/f3/DmRA6nY4NGzbQunVr2rVrB9zajdSrVy++/fZbZs2axUMPPURaWtr/HNxZl6ysrHBycqp17kkS5ELUETs7OzQajdEGvpWVFSEhIWzbtg3AcEBOdXU1J0+eJDo62vDl9fnnnzNjxgycnJwMi981a9bw2muvMX78eN5//31at25t9K0uVVVVRj/gTQghGgp9BYYxk8GhoaHs3r3bkAjXzxMXL17E19fXUG2yefNmmjVrRlRUFCqVioyMDOLi4ggODubdd9/ljTfeoKCggOPHjxstVrj10sDa2tpoL5eFEKIhUalU2NraGr7DjcHX15eEhARSUlKAW3OSWq0mLS2N0tJSmjdvDsDNmzc5cOAAkyZNQqVSkZ+fz2effUZOTg6zZ89m7dq1rF27lh9++MFoscKteUyn0xm2+AshhKWzs7Mz6vk9zs7O2NnZ3dFjXKPRUFpaysWLFw3JcK1Wy8cff8yTTz5pyDv17NmTL774gqCgIAYOHMiQIUPueDYxBkVRUKvV2Nvb1+pz5GlEiDqi3yZurAS5jY0NEydOpLi4mB9//BGAI0eOMGjQIL744gtefvllrK2tSUhIoLi4mOjoaMMhcEePHmXNmjW8/fbb3Hfffbi5uRk9OQ63DvVxdXU1+nWEEKIhsLe3R6VSGXVBO2HCBCorK9m0aROVlZWcOXOG6dOn8//+3/9j8ODBhISEkJGRQW5uLoGBgXh7ewOQkJDA2rVrOXz4MFZWVtTU1GBjY2PUcyrgv+3JJPEhhBC3XqQ6OjpSUVFhtGv07NmTZs2acfz4ceLi4khJSeH999/n8ccfp7CwkDFjxlBWVkZqairW1ta0bt0aAC8vLz799FM++OADnnvuOfr370/v3r3p37+/0WKFWy9SdTqdUavqhRCiIWnSpIlRd3n6+/vTs2dPkpOT2b17NxUVFWzZsoXRo0ezcuVK5s2bh06nIz4+nrKyMjp16gTcSlQvWbKEl19+2VDQeenSJbp162bITRmDTqejvLy81m1n5GlEiDri5ORk1AQ5QLNmzVi9ejVPPfUU77//Pt7e3qSkpGBnZ0dqaiqtWrVi//79dOnSBVtbW0MS/PDhw1y8eJGJEycakhATJ05k9uzZtGjRwmjxlpaWGvWQISGEaEj0O2qMmSBv2rQpK1asYN68ecyfP59mzZqRmJiIoijk5uZSVVXFhQsXcHd3x8fHxzBPtGvXjmvXrvGvf/2Ld955Bzc3N8aOHUtoaKjRYgXjn98hhBANiZWVFY6OjkZNfDg5OfHXv/6VTz75hMmTJ+Pm5kZ5eTmlpaVUVVVRUFBAdXU1ycnJtGvXzjBP2NraGp4bKisr8fX1BW4lUoxJnyB3cHAw6nWEEKKhcHFxMepZbzY2NvTs2ZO5c+fy/PPP4+zsjIuLC5mZmbi7u5Oenk5oaCgHDhygV69ed+wEnThxIt9++y2TJk3i4sWLDBo0iBYtWhh1t6gkyIUwM56enhQVFRkOYavrCm2VSoWVlRV9+/bl5MmTpKenU1ZWRmhoKIWFhVy7dg2AmTNncv/999+xveS5555j7ty5d3yejY2N0dufZGVlGXrbCiGEpXNxcUGlUlFaWopOpzPKQlGlUtGtWzf27t1LZmYmpaWl+Pv7U1lZSUJCAjqdjiFDhjBw4MA7qrabNm3Kww8/zKRJk6iqqqJJkyY4ODgYvfVJXl4ezs7ORq0qEUKIhsLa2ho3Nzfy8vKMOk9ERkbyxRdfkJ+fT0FBAU5OTjg5OZGeno5GoyE4OJjnn3/+jjX87T3LnZycmDdvnuF/N6by8nI0Go0U3QghxP/x9vYmJycHnU73P+dJ1AWVSoWbmxsPPPAA48ePJysrC41Gg7+/P/n5+SQmJmJjY8Ojjz7KI488csf/z9XVlZ07d5KdnY2dnR0eHh44ODgYda7Q6XTk5eXRrFmzWn2OJMiFqCMhISHodDqysrLqpP/RL1GpVFhbW+Ps7Ex4eDiKohgW0vqT6H8p6W1vb2+UeH5PXFwcvXr1qvfrCiGEOfL09MTV1ZWCggKKiorw8PAwynX080RYWBiKomBlZYWiKAQEBBj6fd/d0kQ/f3h4eBhe8tbHy83k5GS8vb1l67wQQnBrp1Hz5s0pLy8nMzOTgIAAo1zHysoKBwcH/Pz88PX1NXzfe3l5Gf79bz07/NozhzEUFhaiVqvx8fGpl+sJIYS5i4iIoLKykvT0dMO5EXVNfyaGm5uboW2ulZUV7u7uhIaG/uo8oFKpcHJyIjg42PDfjf1ModFoSElJYcCAAbX6HOlBLkQdCQ0Nxc7OjpSUFKOfsq5PlNvY2Bgqy+3s7MymUltRFBRFIT4+nsjISLOJSwghTKlZs2Z4enpSWFhITk6O0a9nZWWFtbW1YZ6wtbX93WpE/Z+tj+9tRVFISUnB29sbJycno19PCCHMnb29PaGhoWg0Gm7evGn06+nnCSsrK8PLU3M6E0JRFAoLC9FoNIaWLkIIYekiIyNRFIW4uDgURTHqtfS5J/0zhbW19R96QaqfV4z9TKE/QDQ1NbXW7YMlQS5EHXF3d8fLy4ukpCSjHqzTUKSmplJcXEzLli1NHYoQQpgFJycnvLy8qK6uJj093dThmFxWVhaFhYUEBgZKglwIIbi1A0i/2+j69eumDsfkSkpKyMnJMVS7CyGEuLUr1cvLi8uXL5s6FJOrqakhPT2diooKIiIiavVZkiAXoo5YWVnRrl074uLijHpgQkNx+PBh7OzsiImJkQpyIYTg1jyhb3OSkJBg6nBM7syZM2g0Glq3bl3rQ3WEEKIx0G9Nb9OmDSdPnjR1OCaXkpJCSkoKfn5+RmsjIIQQDYm+irtr164cPXrU6BXk5q6yspLTp0/j7OxM+/bta/VZkiAXog516dKFuLg4CgsL0el0pg7HpA4cOEDHjh0N/aqEEEJA8+bNcXBw4MaNG2i1WlOHY1InT56kefPmeHl5YW1tbepwhBDCLDg4OBATE8Px48epqakxdTgmlZSURHl5OWFhYXJWhRBC3KZv374cPnwYjUZj0UnyyspKzp07R3R0dK0LbiRBLkQd6tKlC2q1mtjYWMrLy00djkkoioJOp2Pfvn307du33g56E0KIhiA4OBg/Pz+Sk5NJTU01dTgmo9VqOXHiBC1btsTV1VXmCSGE+D+Ojo507dqVrKwsrl69aupwTEan05GYmEh1dTUREREyTwghxG369+9Pbm4uly9fttgEuaIolJeXc/bsWbp37/67Zy39HkmQC1GHIiIiCAsL48SJE+Tm5po6HJM5c+YMSUlJjBw5UhazQghxGy8vL1q2bElpaSlnz541dTgmc/nyZRISEujevTtubm6mDkcIIcyGnZ0dUVFReHt7s23bNlOHYzLp6elcvXoVd3d3oqKiTB2OEEKYlbZt2xIcHMzmzZsttntBZWUl58+fJz8/n0GDBtX68yRBLkQdcnR0pH///pw7d47MzEyL/aJav349LVq0ICYmxtShCCGEWbG1taVly5a4uLhY9Pb57du34+7uTvv27eWATiGEuI2VlRXu7u707duXjRs3otFoTB2SSVy6dImsrCxat25NYGCgqcMRQgiz4uTkxOjRo1m/fj1VVVUWWUVeXFzM3r17CQ8Pp23btrX+PEmQC1HHhg0bRnV1NWfPnqWwsNDU4dQrRVEoKytj/fr1jB07FmdnZ6kgF0KIu7Rs2ZLIyEiuXr1KXFycqcOpdxUVFWzfvp2uXbvi4+Mj/ceFEOIujo6OjBkzhvj4eE6dOmXqcOpddXU1586dQ1EUoqOjsbe3N3VIQghhdqZNm0ZiYiInTpywuOJMrVZLdnY2R48eZdiwYTg7O9f6MyVBLkQdi4yMJDo6mn379pGcnGxRb/IURWHr1q1kZ2czbdo0U4cjhBBmycvLi+joaKqrq9m5c6dFzRMAu3btIiUlhWHDhkl7FSGE+AW2trZER0cTGRnJt99+a3HzxOXLlzl//jwhISF06NDB1OEIIYRZat++PR06dODbb79FrVZb1FxRVFTE3r17qa6uZsyYMXXymZIgF6KOOTg4MGnSJDIyMjh9+jQlJSWmDqleKIpCVVUVCxcuZPDgwbRp08bUIQkhhFmytbWlQ4cOtGrVigMHDpCcnGzqkOpNdXU1S5cuJTo6mvbt20tVoBBC/AIrKys8PDx44IEH2LlzJ1euXDF1SPVGo9Fw4MABysvL6datGz4+PqYOSQghzJKTkxOPP/44e/fu5dKlSxZTRa7T6UhPT2fbtm3079+fiIiIOvlcSZALYQQ9e/YkIiKCAwcOcPPmTYt4k6coCnv37uX8+fPMmTMHOzs7aa8ihBC/onnz5vTo0YPCwkJ27NhhEfMEwKFDhzh79ixTp07Fy8ur1qfNCyFEY2Vvb8/w4cNxd3fnu+++s5jEx7Vr1zh+/Djh4eF0794dGxsbU4ckhBBma+TIkfj5+bFs2TKL6UVeVFTEgQMHyM3N5f7778fOzq5OPleeSoQwAnd3dyZOnEh6ejoHDx4kPz/f1CEZlaIoFBQU8MUXX9C7d2969uwpyXEhhPgNjo6OdOzYkaioKLZt28b169dNHZLRFRcX89VXXxEVFUWvXr1wdHQ0dUhCCGG2rKys8Pf356GHHmLDhg2cOXPG1CEZXUVFBVu2bKG0tJRevXoRFBRk6pCEEMKseXl5MXv2bLZt28bJkyepqakxdUhGpdFoiI2NZcuWLfTq1YuOHTvW2WdLglwII+nfvz/t27dn7969nDt3rlGfQK/Valm3bh1Xrlzh+eefx8nJydQhCSGE2QsODmbw4MGUl5ezevVqqqqqTB2SUW3cuJFz584xa9YsqR4XQog/wM7OjsmTJ+Pn58fnn39OeXm5qUMyquPHj3P48GGio6Pp3r07tra2pg5JCCHM3qRJkwgODmbhwoXk5+c36h1H2dnZbN26lbKyMh566CEcHBzq7LPlyUQII3F3d2fKlClUVVWxffv2RttjVqvVcvXqVRYsWMDYsWPp16+fqUMSQogGwdHRkc6dO9OnTx927drF4cOHTR2S0dy4cYMFCxYwYMAABgwYUKeLWSGEaKysrKwICAhg7ty57Nmzh61bt5o6JKNJS0tjzZo1ODg4MGTIEKkeF0KIP8jHx4dnnnmG48ePs3Xr1kZbdFNaWsqRI0fYv38/o0ePplOnTnX6+ZIgF8KIunXrxsiRI7l48SLbtm0jLy/P1CHVKZ1OR15eHl9++SXW1tY8++yz0idQCCH+BD8/P0aPHo2fnx/ffPMNCQkJpg6pzhUXFzN//nzUajVPPPEErq6u0oZLCCH+IGtra8aOHcvgwYP517/+1SgP7CwvL2f9+vXcuHGDIUOGEBMTI7uMhBDiTxg5ciTDhg3jm2++4cyZM6jValOHVKfUajWXLl1i48aNBAQEMG3atDrPPcmsI4QR6bdFRkVFsXv3bg4ePEhFRYWpw6oTiqJQWVnJunXr2LVrFy+88AKtW7c2dVhCCNGgWFtb06pVK2bMmEFaWhrfffcdhYWFpg6rztTU1LBhwwZ++ukn5s6dS3R0tLxIFUKIP0GlUuHs7Mxf//pXNBoNn3zyCXl5eY3mILaamhoOHDjA5s2b6dixI0OGDMHDw8PUYQkhRIPi4ODAiy++iL29PYsWLSIpKanR9CPX6XQkJSWxfv16srOzmTVrFqGhoXV+HUmQC2FkAQEBzJgxAwcHB9avX8+ZM2eorq42dVi1oigK1dXV7Nmzhy+//JJx48Yxbdo0U4clhBANkouLC71792bcuHFs27aNTZs2NYo+szqdjoMHD/LRRx8xfPhwpk+fXmenzAshhCWxsrKiTZs2vPzyy+zcuZMffviB8vLyBp8k1+l0nD9/noULF+Lp6cl9991HWFiYqcMSQogGKTIyknnz5nHu3DlWrlxJZmYmWq3W1GHViqIoZGRksH79ek6cOMHEiRMZNGiQUa4lCXIh6kGXLl2YMWMGeXl5LFmyhEuXLjXYQzsVRUGtVnPs2DHef/99WrVqxSuvvCIVgUIIUQteXl5MnTqVbt26MX/+fHbt2tVgX6YqioKiKJw/f57XX3+d4OBgXn31VZycnKS1ihBC3COVSsWUKVN44IEH+OSTT9i0aRPV1dUNNkmuKAqxsbF88sknVFRU8Mgjj9CuXTtprSKEELUwduxYHnjgAdasWcO6devIzc1tsId2KopCTk4O69evZ9u2bfTv35/777/faLknmX2EqAdWVlaMHDmSmTNnkpiYyDfffMO1a9caXF8ofeX46dOnef/993F2duaf//wnPj4+pg5NCCEaNJVKRVBQEC+88AIRERG89957HD58uMEdsqNPjl+/fp3XX38dgI8++ojAwEBJegghRC2oVCqsra154403GDRoEH//+9/Zu3cvVVVVDS5JrtPpuHnzJh9//DEpKSnMmTOH3r174+joaOrQhBCiQbOysuK5555j1KhRfPvtt2zatInc3NwGV0muKAp5eXls2LCBjRs30qlTJ5588knc3d2Ndk15UhGintjZ2TFhwgRmzpzJtWvX+OKLL7h06VKDqRDU9xw/fvw477zzDuXl5XzwwQdERESYOjQhhGgUrKysCA0N5e9//zteXl68+uqrDersCkVR0Ol0XLt2jb/85S+kpqbyySef0Lp1a0mOCyFEHVCpVDg6OvLxxx/Tvn17XnjhBXbv3t2g2q1otVoSEhJ47733OHv2LHPmzGHQoEG4uLiYOjQhhGgUHB0def311+nTpw9fffUVP/74I5mZmQ2mJ7lOpyM7O5vVq1ezYsUKWrVq9f/ZO+/wKKvs8X9mJmXSe+8JECCE3kuoIm2xgHyxd3FVrNjYXdeydsEuoqi4ooCiKNKL9BaSUEJCeiW9ZyZlMuX9/cHvfRcQWyCZlPt5Hp9nZWXeM3Pfc+85557Cgw8+SFBQUJs+VyV1lpNUIOgiNDY28uOPP/Lxxx/j7+/PwoULGTx4ME5OTtYW7TexWCzU19dz6NAhXnvtNTQaDa+//jrDhw+3tmgCgUDQ5ZCDB08++SRZWVm8/PLLTJgwAXd3d2uL9pvIFUZpaWk89thjVFdX8+GHHzJmzBjRVkUgEAiuMJIkUV1dzf33309CQgKvvfYaU6ZMwdPTs0PvuQaDgaysLJ5//nnlnJs5cyaurq7WFk0gEAi6HLW1tbz00kts27aNm2++mblz5xIWFtahZwIZjUZKSkpYtWoVGzZsYOTIkTz00EP06NGjzZ8tAuQCgRVoaWlh27ZtvPvuuwAsWLCAKVOm4O7u3uGMWpPJRGlpKdu2beODDz4gODiYt956i+joaGuLJhAIBF0Wi8VCSUkJTzzxBMeOHePRRx9l3rx5+Pj4dLhsbEmSqK+v5+jRozz11FPY2try+eef069fvw53pgkEAkFXQq/X8+CDD7J7924efvhh5s+fT0BAAGq1usPtvzqdjoSEBF544QX0ej0vv/wycXFxoq2KQCAQtCGNjY28/vrrrF+/nvHjx3PbbbcRExODg4NDhzsnmpqayMjIYMWKFRw6dIi//e1vLFiwgICAgHZ5vgiQCwRWwmw2k5iYyDvvvMOpU6e44YYbuPvuu/Hx8cHe3t7a4mGxWDAYDGRmZvLf//6XH3/8kauuuornnnuu3TYogUAg6M5IkkRdXR2vvfYaX375JdOnT+ef//wnAQEBHSKgIEkSJpOJ6upqVq9ezeuvv86wYcP48MMPCQ4O7nBGt0AgEHRFDAYDr776KsuXL2fSpEk8++yzhIeH4+jo2CEuVE0mE3V1dXz33Xe8+eab9OjRg1dffZXY2FhsbW2tLZ5AIBB0eYxGI1999RXLli3Dw8OD+++/n7i4ONzd3dts4OVfwWw2o9fr2bdvHx999BFVVVXce++93HDDDe1aQSsC5AKBlSkpKeGrr77is88+IywsjIcffphx48bh7OyMRqNpd3kkScJoNFJZWcm+fftYsWIFJSUlLFiwgL///e/CkBUIBIJ2xmg0smXLFhYtWoStrS3/+Mc/mD59Oi4uLmg0mnYPRMu9xvV6Penp6bz11lvs3r2bu+66i5deeqlDl20KBAJBV2X79u0sWrQIo9HIY489xqxZs/D29sbW1tYqF5YWi4XGxkaysrJYsmQJ27dvZ968efz73//Gy8tLXKIKBAJBO5OYmMgbb7zByZMnmT59Orfccgt9+vRBq9Va5UJVnnNXWFjI119/zQ8//EBkZCSPP/4448aNa/d4mAiQCwQdgKamJo4ePcpbb73FiRMnmDVrFg8++CARERE4ODi0y8YgB8b1ej0JCQl89tlnHDlyhLi4OB5//HEGDRrU5jIIBAKB4NJYLBYKCgr417/+xU8//cTUqVN59tln6dWrl3JOtHWwQQ6MNzU1UVxczIoVK/jiiy/o2bMnr776KuPHj2/T5wsEAoHg9ykqKuKll17ihx9+YNiwYTz66KMMHjwYFxeXdgmUS5KEJEk0NzdTVVXFp59+yvLlywkNDeXFF19k8uTJ4hJVIBAIrEhVVRWrVq3iiy++wMbGhltvvZXZs2fj7++Pvb19uwTK5dlFNTU1rF+/nhUrVmAwGLj77ruZP38+gYGBbS7DpRABcoGgAyFvEEuWLKGqqoprrrmGBQsWEB0dja2t7RU3bGUjVg6MHzp0iM8//5wjR47Qp08fFi5cyKxZs0TWuEAgEHQQJEli+/btPPPMM2RnZzNr1iweeeQRYmJiLjgnrtRZIZuJJpMJg8FAQUEBK1asYPXq1djb2/Poo4/y97//vUO0BhMIBALBOfbs2cOLL77IyZMnGT16NPfeey8jR47E1dUVW1vbK9qjXD4nzGYzRqORqqoqli9fzmeffYbFYuHRRx/loYcewsnJSWSNCwQCQQfhzJkzfPzxx/z44494enoyf/58rrvuOoKDg7G1tcXGxuaKx54sFgtGo5GamhrWrl3L559/TkVFBddddx0PPfQQ0dHRVumiICMC5AJBB0Medvbzzz/zzjvvcObMGQYMGMC8efO44YYb8Pb2Rq1WK9mCf3XTkjcms9mM2WwmKyuLrVu3sn79ejIyMoiJieGee+5h9uzZuLm5tdG3FAgEAkFrkffxrVu38vLLL5OYmEhsbCw33HAD8+fPx8/PD41Gg1qtVrJA/spZIX++/E9NTQ379+9n3bp17Ny5ExcXF2677TYWLlyIj49PW31NgUAgEFwGFouFffv28c4777Bv3z78/PyYMWMGN9xwA3379kWr1SpnBfz1c+L8s8JoNHL48GHWrl3L999/r2QlLlq0CH9/fxEYFwgEgg6IxWIhMzOTVatWsXr1avR6PaNHj+aGG25g8uTJuLm5KedEa2JP5/sTJpOJhIQEvv/+e3788UcaGxuZOXMmDz30ELGxsR0i2UYEyAWCDookSTQ2NrJt2zZWr17Ntm3bUKlUjB49mnHjxjFhwgQGDBjwq2zBizctWcVlQ7a4uJiEhAT279/P/v37ycrKws/Pj6uvvpr/+7//Y9iwYWi12nb/vgKBQCD461gsFrZt28aqVavYtGkTZrOZESNGMG7cOOLi4hgwYABOTk4XZAv+0Tmh0+lITU3lwIEDHDhwgGPHjmE0GhkzZgzz58/nmmuuwcXFpd2/q0AgEAj+OhaLhcOHD7Nu3To2bNhAeXk5vXr1UnyKoUOHEhAQcEG24G+dE/L/NplM5OTksH//fvbt28fevXupqKhgxIgR3HTTTdx88824uLiIwLhAIBB0AiRJIj8/n59//pnvv/+epKQk3NzcGDVqFGPHjmXMmDH06dNH6SzwZ32K3NxcJe60d+9eSktL6d+/P3PmzGH+/PkEBwdbNWP8YkSAXCDoBFgsFqqrq/npp5/YtWuXsrnY2NgQERFBz549CQ8Px8XFBRcXF9zc3GhsbKShoQG9Xk9paSk5OTlkZWVRU1ODjY0Nffv2Zdy4cUybNo3hw4fj4eFh7a8pEAgEgsugtraWDRs28Msvv7B3716KiopQqVQEBQXRo0cPIiIicHd3x8XZBVc3VywWCw16PfqGBqqrq8nPzyc7O5vi4mKMRiP+/v6MHj2ayZMnM3XqVMLCwqz9FQUCgUBwGej1eg4ePMj27dvZt28f6enpNDU14enpSUREBFFRUfj5+Sk+hVarVfwJnU5HUVERWVlZZGdn09DQgLOzM6NGjWLixIlce+21REdHW/srCgQCgeAyaGlpITs7m82bN7Nnzx7i4+OpqqpCq9USHh5Ojx49CAsLw9nZWYk96fV6xacoKioiMzOTrKwsdDodDg4OjBw5kvHjxzN79mz69u3bYVv4igC5QNAJkSSJM2fOkJycTHp6OmlpaRQWFqLX6/GssaNBp8dea0+js4TazQ4fXx8iIyPp2bMnvXv3ZsCAAXh5eXWo2zqBQCAQXFkyMjJISUkhPT2djIwM8vPzqaurw7FOhaXegEqlwuSkxuyiwcXLjdDQUHr06EGvXr3o168fPXr06LAGrEAgEAgun9LSUlJTU0lLSyMzM5Ps7GzKy8uRdEYc6sBgMGDrYEeTC9i5OxAQEEDPnj3p2bMnffv2ZdCgQR2iLF4gEAgEbUNTUxNnzpwhNTWVjIwMMjIyOHv2LA36BrxqbNHp9Tg4OKB3NqNxs8ff359evXrRq1cv+vTpw5AhQ9BqtZ2iokgEyAWCLkZ86BtYmk0ARLw1He+5/dA4igCHQCAQCM6RdvO31O7IAsDnpgEEPjgSh55eVpZKIBAIBB2F6k1pZNz5AwD24R5EvH417hMjrSyVQCAQCDoK5oYWjkW8de5fVNDzk+vwuqaPdYW6TNTWFkAgEAgEAoFAIBAIBAKBQCAQCAQCayAC5AKBQCAQCAQCgUAgEAgEAoFAIOiWiAC5QCAQCAQCgUAgEAgEAoFAIBAIuiUiQC4QCAQCgUAgEAgEAoFAIBAIBIJuiQiQCwQCgUAgEAgEAoFAIBAIBAKBoFsiAuQCgUAgEAgEAoFAIBAIBAKBQCDologAuUAgEAgEAoFAIBAIBAKBQCAQCLolIkAuEAgEAoFAIBAIBAKBQCAQCASCbokIkAsEAoFAIBAIBAKBQCAQCAQCgaBbIgLkAoFAIBAIBAKBQCAQCAQCgUAg6JaIALlAIBAIBAKBQCAQCAQCgUAgEAi6JSJALhAIBAKBQCAQCAQCgUAgEAgEgm6JCJALBAKBQCAQCAQCgUAgEAgEAoGgWyIC5AKBQCAQCAQCgUAgEAgEAoFAIOiWiAC5QCAQCAQCgUAgEAgEAoFAIBAIuiUiQC4QCAQCgUAgEAgEAoFAIBAIBIJuiQiQCwQCgUAgEAgEAoFAIBAIBAKBoFsiAuQCgUAgEAgEAoFAIBAIBAKBQCDologAuUAgEAgEAoFAIBAIBAKBQCAQCLolIkAuEAgEAoFAIBAIBAKBQCAQCASCbokIkAsEAoFAIBAIBAKBQCAQCAQCgaBbIgLkAoFAIBAIBAKBQCAQCAQCgUAg6JaIALlAIBAIBAKBQCAQCAQCgUAgEAi6JSJALhAIBAKBQCAQCAQCgUAgEAgEgm6JCJALBAKBQCAQCAQCgUAgEAgEAoGgWyIC5AKBQCAQCAQCgUAgEAgEAoFAIOiW2FhbgD+LJElIkkRTUxPNzc0YDAYsFgtmsxmz2YxarUatVqPRaLC1tcXBwQGtVouNjQ0qlcra4ncpJEmipaVFWQej0aishcViQaPRKGthZ2eHg4MD9vb22Nh0mtetUyDrRHNzM01NTYpOGOwsmC1mVKiorKumpaQYe5dz+qDVarG1tRU6cYWRJAmTyURzczPNzc20tLRcoBOyPlxqfxJcWSwWi7IOBoNBWQOTyYRKpVL2J1tbW+zt7dFqtdjZ2aFWi/viK4kkSZjN5gt0Ql6Li89sOzs7ZX8SZ/aVx2KxYDAYFJ0wmUzozU0Y7CwA1Bn0qMtLcXAxXqATGo3GypJ3LSRJ+tX+9Ft2rNCJtsVisVxgx5pMJmV/kiRJWQsbGxtlLYQde+X5LTv2t3w7Yce2HZIkYTQalf3JaDSir6n6/+eEhEXdQnlVBY3F2l/tT4Iri3xO/JFO2NjYXKATwo69ssh2rLwOl7JjZZ9C1gkHBwehE22AbMfKa/Fbvp2NjY2wY9uQ8+3YpqYmWlpaMDUYaLGXsEgWVCo15TWVNBcVdWo7ViVJkmRtIS6FfFDr9Xr0ej06nQ6dTkdBQQH5+flUVFRgMBgwGAzo9XpFGbRaLe7u7oSEhBAaGoqXlxfOzs44Ozvj4uKCVqsVB8hfxGw209DQoKyFXq+nrKyMwsJCSktL0el0ivNtMpmwt7dXAuOenp6EhIQQHByMh4eHshbOzs5otVprf7VOhRyE/T2daG5uJuqQCsloRqVWURol0RJki4uHG0FBQYSEhODj44OLi4uyDo6OjuIA+YvIgb/zdaKyspLCwkKKioqoq6tT9ieDwaDoxMX7k6en56/2J8GfRzZedTqdohN6vZ6CggIKCgooLy9XAiANDQ0XGE6urq74+/sTEhKCn58frq6uF+iEra2ttb9ep0I2Xs/XidraWgoKCjh79izV1dWKg9HY2HiBTri5uRESEkJYWNivzmx7e/tOZVR1BC4+J/R6PUVFRRQUFFBWVkZjYyN+py04VJ4z/+r9JOrDNNh5O+Hr60tISAgBAQG4u7vj5OSEi4sLTk5O2NnZWfmbdS7kZILzdaK+vl7Zn6qqqpQz4rd04mI7VradhB371zCZTDQ2Nl6gE6WlpRQUFFxgxzY1NWE2m5VzwtHREW9vb0JCQggKCsLDw0PRCWdnZ+zt7a391ToV59ux55/bsh1bWVl5gU7Y2dlhb2+Pvb09bm4X2rEX207Cjv1ryIG/88+KyspKCgoKKC4upq6uDrtSI/6pIEkWTA4qyqNACtDi4eFBSEgIISEhih0r64SwY/8al7JjZZ0oKCigsrJSSTJobGzE1tZW0Yvz7VhfX99f2bEiUPvXkAN/55/Z1dXVFBYWXmDHysFBeW9ycHDA3d2d0NDQS8aehB3717nUOXH27FkKCgqoqKhQgrNNTU3KBYW9vT3Ozs6KHevv74+bm9sFOiHs2L+GnExwvk7U1dVRUFBAYWEhlZWVGBsNRB5WKZdGxb3MGIPslXMiLCzskudER9aJDhUgP99wqqmpIT8/n4SEBE6ePMmJEycoKytTlMDd3V1RBgcHB8XxNhqN1NbWKrffzs7O9O3blwEDBjBkyBD69OmDt7c3rq6u2NvbCyfjN7BYLDQ0NFBfX09paSknT57k1KlTpKSkUFBQQEtLC7a2tri7u+Pm5oaDgwPOzs7Y2trS2NhIU1MTDQ0NVFZW0tjYiNlsxt3dnd69e9OvXz+GDh1Kr169cHNzw9XVVQSjfgP5pk6n01FXV8fZs2c5duwYx48f5/jx45SUlCjZsB4eHopOaLVajEYjLS0ttLS0UF9fT1NTE0ajEQcHB3r06MGAAQMYPHgwMTEx+Pv74+rqioODg3AyfgOLxUJTUxM6nY7y8nJSU1M5efIkp0+fJjc3F71ej62tLc7Oznh6euLo6Kj8I+tEY2MjFRUVNDQ0YDQacXFxoXfv3sTGxjJs2DB69+6t6ERnu21tL+SMM1knioqKiI+Pv0AnVCqVsj+drxNms1nRCZ1OR2NjI0ajETs7O0JDQ4mNjWXQoEH079+fkJAQ3NzchJPxO0iShMFgUBzrrKwsjh8/TnJyMpmZmdTU1GBjY4OjoyM+Pj44ODjg6OiIi4vLr3RCr9fT0tKCi4sLffr0oV+/fgwbNozo6Gjc3d2Vc0LoxKWxWCyK4VpUVERCQgInTpzg+PHjFBcXYzabsbW1xdXVVcmG1Wq1ShC3paWFhoYGGhoaMBgMaDQa/P39iY2NZeDAgQwaNIjIyEhcXV1xcXEROvEbnJ/cUV1dTV5eHomJiSQnJ3PmzBkqKyuVrD9fX19FJ1xdXRWdaGpqory8XNEJZ2dnoqOjiYmJUexYT09PXF1dRfXL7yDbsXV1dZSUlCj6cOLECcWOtbGxucBxli8fZJ2Qz3yDwQCAl5cX/fr1Y+DAgQwdOpSePXvi5uaGi4uLsGN/AzkAKF+aFhYWcuzYMZKTkzl9+jTl5eVoNBq0Wi1+fn4X6ISsD42NjVRWVqLT6WhpacHR0ZHIyEhiYmIYNGgQffv2xdfXFzc3N3GB9DvIdmx9fT1lZWWcPn2a48ePc/LkSbKzs2loaECj0eDo6Iizs7NiP9na2io6YTAYlCQQs9mMm5ubck4IO/bPcbEdK/t2sk9RVlam6MTF54R8kdfU1ERVVRX19fUYDAbFjpVjHrGxsQQFBeHq6ioSoX4HuYKlvr6eyspK0tPTlXMiPT2d2tpa1Gq1klhz/qWdrBMtLS1K7MlkMuHq6qr4E8OHDyc6Oho3Nzfc3NyETvwG5+tEfX29ohNy7EmOd9jb2+Pt7Y2Tk5PiT5hMJkUnamtrlbWQ7dg+ffrQv39/BgwYQHh4uHKRJOzYSyP7BTqdjurqanJyckhMTFT2p4qKCmUt3N3dlYrs8+OxF+uEi4sL/fr1Y9CgQQwdOpTevXvj4eGh6FRH04kOESCXF6K2tpa8vDx27NjB9u3bSUlJwd7envDwcKKioggNDcXHxwcfH5/fNUQlSaKmpoaKigqKi4vJyckhOzub2tpavL29GT9+PDNmzCA2NhYfHx9xcJyHfItdWVnJ3r172bFjBwkJCZhMJqKiohgyZAgDBw6kZ8+eSrbfb/12cvCkuLiY3Nxczpw5Q3x8PImJidTW1hIcHMxVV13FrFmziIiIUIJZHU1JrIF8WVRXV0dxcTE7duxgy5YtJCUlYWtrS0REBFFRUYSFheHj44Ovr+/vHrqSJFFXV0dlZSUlJSXk5eWRnZ1NZWUlLi4uDB8+nBkzZjBs2DD8/f3FwXEecgVFVVUV8fHx7Nixg6NHj1JXV0dwcDCDBw9m0KBBREdHEx4ejp+f32/uT7KjKOtEWloaR48eJT4+nurqagIDA7n66quZNWsWkZGRQifOQ/7t6uvrKS8vZ/v27WzcuJGEhARsbW2Vc+J8nfi9gKokSej1eqqqqpRMwuzsbEpLS7GxsaF///5Mnz6dcePGERwcLC7yzkN2squrq0lOTmbnzp0cPHiQ4uJivL29leBRnz59iIiIICgo6DezNmSj+HydOHLkCPHx8VRVVREQEMCUKVOYMWMGPXv2xMPDQ1xu/3/kC9S6ujoqKirYvn07mzdvJiEhAbVaTWhoKJGRkYSFheHr64uPj8/vZm3IjmJVVZVSJZaTk0NhYSFms5mePXsyY8YMrrrqKsLCwnBzcxPZOP8fuYKitraW7OxsduzYwZ49e8jKysLNzY3+/fszfPhw+vXrR3h4OOHh4b/721ksFoqLi8nLyyM9PZ34+HiOHTtGeXk53t7exMXFMX36dPr27Yu3t7fIoD0P+ZyoqKhg9+7dbNmyhfj4eEwmE4GBgYpO+Pn54ePjg5OT02/uJ/KFR3V1NeXl5Zw9e5acnBxyc3NpamoiLCyMmTNnMmPGDCIjI3FzcxNZ5f8f+beTA4A7duxg586dnD59GkdHR/r378/IkSPp378/4eHhRERE/K69Y7FYKCsrIy8vj4yMDBITE0lISKCoqEixY6dNm8agQYPw8/MTl9vnIV9QVFZWcvjwYbZu3crhw4epr6/H19dX2ZMCAgLw8fHB1dX1d307i8Wi6ERxcTFZWVlkZ2ej1+sJCQlh5syZ/O1vfxN27EXIdmxdXR1lZWXs2LGDbdu2ceLECbRaLQMGDFB0IiIigvDw8N/NPrZYLFRVVVFQUEBmZiYnTpwgISGBnJwcbG1tiY2N5eqrr2bUqFEEBQUpiWyC/12gVldXc/z4cbZv387+/fspKSnB3d1d+f2DgoLw8fHBw8PjN/cT2Y6tqamhvLycoqIisrOzycrKor6+npCQEGbMmMGsWbOIiopS7FihE5e2Y7du3crx48fRarXExsYyYsSIC3TC0dHxd3Wivr6ewsJCsrOzSU5O5tixY6SlpWEymejZsydTp05l4sSJhIaGKgFawf8qKGpqakhPT2fHjh388ssvZGdn4+joSEREBBEREUoVl7e39+/qBEB1dTUVFRWKTmRnZ1NXV0dAQABTp05l5syZREdH4+Xl1aEut60aIJcD4/Lm9NVXX7Fr1y7s7Ozo168fQ4YMITo6+oqUa5nNZoqKipQMktLSUqKjo5k/fz5Tp04lODi4W2fPylnKRUVFfP3113z//fc0NDQwdOhQ/va3vzFlyhQCAwMv29iU1zwxMZGffvqJn3/+mcrKSsaMGcP999/PkCFDuvUN6/mB8YyMDFauXMlPP/2EJElKRmXfvn1xcHC47GfJzkZKSgpJSUkUFBTg7+/Ptddey7XXXktUVBROTk7d1sGQjaeSkhLWr1/PunXrKC0tpU+fPkqQqEePHpftDMsGc1JSEuvXr2fDhg2Ul5czZswY7rvvPoYOHarc0HZXnZANnvz8fD7//HPWrl2L2WwmJiaGESNGKDpxub+PxWKhtraWtLQ0kpKSyMzMxMHBgWnTpnHTTTcRExPTrR0MOTBeXl7Orl27WLNmDenp6YSEhDB16lSmT59ObGwsjo6Ol/0sk8nE8ePH2bBhAxs2bKC0tJShQ4dyxx13MGrUKLy9vbtt9uz5mTaFhYWsWLGCNWvWYDKZ6Nu3L8OGDSMmJgYnJ6fL1glJkmhoaCAzM5OkpCROnz6N2Wxm0qRJ3H333QwcOLBbXx7JiQBVVVUcPXqUb775hqNHj+Lh4cHkyZOZNWsWI0aMwNnZ+bKfZTKZOH36NJs3b+bnn38mPz+f3r17c+ONNzJx4kQCAwM7lIPR3sh27NmzZ/nyyy9Zs2YNjY2N9OrViyFDhtCvXz/c3Nwu+/eR7dicnBylUkOv1zNhwgRhx/K/wHhtbS2pqal89dVXbN++HXt7eyZOnMi1115LXFwcLi4ul/0ss9lMZmYmO3bsYOPGjZw5c4aAgACuvfZaZs6cSURERLdOgpIri4qLi/n2229Zs2YN5eXlhIWFMWjQICVR7Er4dmazmdzcXBISEkhISKC+vp7x48fzwAMPKDrRne1Y+eIuNzeXL774gp9++gmVSsXEiRO5/vrrmThxIi4uLpf9+5jNZs6ePcvevXuVJBIHBwemT5/O3Llz6d27d7dOgrJYLDQ2NlJWVsbmzZtZvXo1mZmZ+Pr6MmDAAAYMGPC7SR1/hfN1IjExkbq6OsaMGcO9997LiBEj8PT07LaXR+dXyBcWFvL555+zbt06ACZMmKDohJub2xXx7aqqqjh06BA///wz+/btw2g0MnHiRG677Tb69+/fravA5OSYiooKDhw4wNdff82xY8dwdnamf//+SgXplbj8N5vN5Ofnk5SURFJSElVVVQwePJjbb7+duLg4/Pz8OkQSlFUC5OffoB46dIhPPvmEw4cPExAQwPjx4xk8ePAVcSZ+C5PJRHZ2Nvv27SM5ORk/Pz9uueUWrr32WkJDQ7vVZiU7dyUlJXzwwQd8++23ODg4cPPNN3PzzTcTHh7eZoeo/OwtW7bwwQcfkJiYyOjRo3nqqacYMmSI4tx3h7WQD4qGhgZSUlL48MMP2bJlC+7u7kycOJFRo0ZdEWfit5AvkA4fPkxCQgI2NjZce+213H777fTs2bPD94q6ksjOb1lZGV988QWrV6/GaDQye/ZsbrnlFmJiYtq0x6LBYGDr1q2KTgwbNozHH3+cESNG4OLiglqt7hZrIR9NTU1N5OXl8e677/Ldd9/h5OTEpEmTGDduHK6urm32fNmgOnbsGAcPHkSv1zN16lQeeOAB+vXr97sZDF0NOeBRWVnJDz/8wKpVqygtLSUuLo5bb72VUaNGtemZbTAY2LVrF8uXL+fIkSP07duXv//974wfP16pYuoOayHrhMFgoKioiKVLl/LNN9/g6OjI5MmTFZ1oq99CrrpISkpi9+7dFBcXM378eBYtWsSgQYNwdHS0ulHbXsiX2bW1tezevZvPP/+clJQUYmNjueOOO5g6dSru7u5t9vyWlhYOHTrE559/zt69e/H39+f2229n+vTpBAUFdatA1PnViu+88w6rV6/Gzs6OuLg4xo4di5eXV5u9l/KzT548yY4dO8jJyWHs2LE8++yzDBkyRDknusNanB/wOH78OMuXL2ffvn2EhYVx9913c9111+Hl5dVmzzcajZw6dYqvv/6azZs3Y2Njw5w5c5g3bx5RUVHdKmNTtmNLSkpYvnw533zzDUajkeHDhzN27NgrkvD0e882mUycOHGC7du3k52dzejRo3n66acZNmwYzs7O3UonJEmisbGRrKwsPvjgA37++Wd8fX259957ufHGG/Hx8Wmz55vNZnJycvj+++/59ttvqampYdq0adxzzz306dPniiSWdBZknaioqGD16tX897//paKign79+jFu3LgrFgD8LeT9aefOnWRmZjJkyBAeffRRxowZg7u7e7ezY5ubmzl79izvvPMO3333HZ6entx3333ccsst+Pj4tNlvYbFYKC8v5+eff+aLL74gJyeH8ePH8/DDDzNw4EAcHBy6nR1bXV3Nli1b+Pzzz0lLSyMiIoK4uDhiYmKuSMLTb2E0Gjlz5gy7d+8mLS2NXr16ce+99zJ16lT8/PysmmTQ7gFyeYM6efIkn3zyCZs2bSIgIICrrrqK/v37t/vtTWFhIXv27CEhIYGoqCgeeOABpk+f/rvlZV0F+RZ1zZo1vPzyy6jVah544AFuu+22NnUoLoUkSezcuZNXX32VhIQEbr31Vp555hn8/f27fBaOvEHl5eWxcuVKPv/8c1xcXLj66qsZMWJEu5f+VFRUcPjwYQ4cOICDg4NyYP1eeVlXQc6QXb9+PW+++SY6nY5bbrmFO+64g7CwsHbfE3bt2sWbb77J0aNHmTNnDosWLfrDMuSugHyJWlVVxapVq3jzzTextbVVWp60dwm7Xq8nMTGRHTt2oNPpuOuuu1i4cOHvlpd1FeSSu507d/Lee++RnZ3NtGnTuPvuuxkwYEC7n9kHDhzgvffeY9++fYwfP55HHnmEAQMGdHmj9vys8W+++YYXXngBlUrFzJkzGT9+fLvvCUajkZMnT7Jp0yYKCwu58847efrpp5V2X10ZOSh67NgxPv74Yw4ePMiQIUNYsGAB48ePb/f9KSkpiRUrVrB582Z69erFAw88wMSJE3F2du7SdqysEw0NDaxevZrnn38eSZKYNm0acXFx7X6JKUkSp06dYsOGDWRlZXH33Xfz7LPP/mELvK6AfImakZHBF198wXfffUdERAQPPPAAs2fPviJVj3+FzMxMvv76a7777ju0Wi333Xcfc+fOVQJRXRnZt1u3bh0vv/yyUt0wfvx43N3d2/2cTE5OZsOGDWRmZnLrrbfy9NNPExwc3OUv8WQ7tqSkhFWrVvHRRx/h4eHBI488wo033timgadLUVpayvr16/n888+prq7mjjvu4L777sPLy6vLn9myb7d582beeustCgoKGDp0KBMmTCAwMLDd94TU1FQ2bdpEeno6s2fP5oknnqB3795dPhnt/HYq33zzDa+//jparZbHH3+c2267rd3PbL1ez+bNm3nvvffIyMjgtttu44knnrgiVTUdHbkt4IEDB/jggw+Ij4+nZ8+eTJ48mZ49e7b798/KymLHjh0kJyczcuRIHn74YUaNGvW7LfDaknYNkMs9y1atWsWyZcswm81cffXVjBw50qo9+yRJIjs7m61bt5KRkcHUqVN54okniImJ6bI3enKJw4IFCzh69Ci33347//znP/Hx8bFakEF2dv773//y3HPPAfD+++8zdepUJWO3q62FXP64Y8cOXn75ZYqLi7nqqquYMmVKuzsU5yNJEmVlZezcuZMjR44QExPDf/7zH4YPH95lHT2z2UxhYSGPP/44e/fu5ZprruHpp58mKirKqgelxWJhzZo1vPjiizQ2NvLSSy8xe/Zspeysq62FXOp14sQJnnjiCVJSUpg8eTKzZ89ud4fiYrn0ej179uxh69at+Pr68u677xIXF9dlHT3ZuXvppZfYuHEjw4cP54knnmD48OFW7dlnsVjYuHEjr732GmfPnuXBBx/k5ptvJiAgoEtWWMiXqNnZ2SxYsID4+HgmT57MnDlzrFrJIMu1d+9e1q9fj4ODA8uXL2fy5MnKxUlXWwuLxUJFRQWffvopX375JQEBASxcuJBZs2ZZ9cy2WCwcOHCAd955h2PHjnHttdfywAMP0LNnzy5px8rBp4KCAu6++26OHDnCpEmTuP7665UMVWvJJUkS+/bt47vvvsPOzo5PPvmEKVOmKHtmV1sLOeDx888/s2TJEkwmE/fffz933nlnm1YW/RGSJJGSksKyZcvYsGEDQ4YMYfHixQwaNKhL27EFBQU88MAD7N+/n1GjRnHttde2e9LTxUiSxP79+1m3bh1qtZq3336bGTNmKO9HV1sLOWv8yJEj/POf/6SgoIB7772Xxx9/vE0rH/+MXMXFxXz22Wd8+umnBAQE8MYbbzBmzJgurRNFRUUsXryYrVu30rt3b2bNmkVoaKhVfTtJkjh69Cg//vgjzc3NLF68mBtuuEHJnu5qayEnyKanp7Nw4UJOnjzJPffcwz//+c82rbb7M3Lp9Xq+/PJLJWD/wQcfMHHixC7t25WXl/P222+zZs0aPDw8mDFjBjExMVb17SRJIjk5mY0bN1JWVsbtt9/OPffcQ0RERLv7du0WILdYLKSkpLBkyRK2b9/O0KFDmTZtGt7e3u3x+D+FwWAgISGBTZs24eHhwaJFi7juuuu6lILITsX27du5++678fT05LPPPmPYsGEdKquiqqqKRx55hB9++IGFCxfyzDPPdLmAoMViUfpuffLJJ0RGRjJ37lyCgoKsLZqC0WgkKyuL77//nvr6ehYtWsS9997b5TKYTSYTu3bt4sEHH8TW1pa3336bCRMmtGkrlb9KTU0Nixcv5ttvv2XevHk89dRThIaGdqmAoDzk5rvvvuPf//43Xl5eSvZ+R8FsNlNWVsY333xDRkYGixYtYtGiRV2ufNtsNnPw4EGefvppqqurefbZZ7nmmmvw8PCwtmgKdXV1LF26lC+//JLhw4ezaNEiBg8e3KUCgvKF0ebNm3nggQdwdHRkwYIFREZGWls0BXkI9JdffklCQgJPP/00ixcvVhIfuspamM1mTp48ySuvvMLx48e57bbbuPfeewkMDLS2aAp6vZ7Vq1fzwQcf4O7uzhNPPMH06dO7VPBDtmO3bdvGXXfdhb29PX//+9+JjIzsMN9Rdrq/+OILjh07xqJFi3jmmWe6XEDQYrGQnZ3NsmXL+OGHH5g8eTLPPvssPXr0sLZoCs3NzezevZvXXnuN8vJynnjiCW699dYuacfu2LGDe++9F7VazV133UWvXr06VCakTqfj66+/5ujRo9x77708/fTT+Pn5dTnfrry8nNWrV7NkyRL69evHm2++SWxsrLVFUzAajaSmpvKPf/yDY8eO8cQTT/Dwww93STt27969PPLII9TW1nLDDTcoFYcdhYaGBtavX8+BAweYNWsWTz31FH369Olyvp1er2fDhg08+eSTBAYG8sknnzB48GBri6ZgsVgoKiri8ccfZ/PmzSxatIhnn322S+rEsWPH+Pe//01KSgpTpkxhzJgxuLm5WVs0haamJn755Rd27dpFbGwsixYtIi4url3t2DYPkMvZFFu3buWVV16hpKSEmTNnMmLEiA7bDD8/P59NmzaRk5PDbbfdxrPPPtvp+83Ky2yxWHjrrbf45z//yQ033MBHH310RQYgtBWffPIJzzzzDIMGDeLzzz8nODi40x8a8lokJibyxhtvsG/fPqZMmcLVV19t1UqK36O6upqtW7eyf/9+/va3v/Hee+9dkWEy1kYu93r33Xd57rnnmD59Om+//TaBgYEdtl3D119/zb/+9S8CAwNZsmQJgwcP7vTBD1knCgoKWLJkCStXriQuLo558+Z1qEuK82lubmb79u2sX7+eyZMn89VXX7Vp/+f2Qj6zV6xYwYsvvkhsbCyvvPIKsbGxHcrRPp9Nmzbxn//8R8nCmT17dqcPfsg6odPpWLJkCa+99hqjR4/mjjvu6FDO3flYLBZ27NjB119/zfjx41m7dq1idHf2tZAkifXr1/Pyyy+j1Wp59tlnufrqq62abfN7HD16lDfffJOTJ09y33338eCDD3b6frOyTpjNZsWOHTVqFHfffXeH/m7bt2/n66+/ZuzYsXz11Vf4+vp2+oCgrBMHDx7ktddeIycnh4ceeoi77rqrw+5P2dnZvPvuu6xbt47rr7+eV1991arVBlcK2Y5dunQp//znP5Vh1h3ZHtm9ezdr166lX79+LFu2jOjo6E5/sS3vT+np6bz11lts3ryZO++8k8WLF+Pk5GRl6S5NTU0NH3zwAUuXLmXKlCl89tlnXca3kySJjz76iH//+99ERkZy0003KVWGHZGjR4+ybt06fHx8+M9//sOkSZM6fYKmrBOVlZUsXbqUDz74gJtuuom33nqrTeeqXQ4tLS18/PHHLF68mHHjxrFmzZoOvZf+WWSd+Oabb3jppZewtbVlzpw5REdHd1jfLjU1VamweOSRR7jjjjvarQ1RmwbI5cX4+uuvefPNN3F0dOSaa64hKiqqrR55xaivr2fv3r3s3r2bGTNm8Prrr+Pu7t4pFeT84PjTTz/NO++8w5tvvsmjjz7aKb5PUlIS8+bNw83NjS+//JLevXt3WkNK1ok9e/bwyiuvUFBQwJw5cxg0aJC1RftDmpubOX78ON988w1Dhw5l5cqVeHt7d8p1gP+txbPPPsu7777L888/zyOPPNJhnbvzOX36NAsWLECn0/Hmm28yYcKEThsQlPentLQ0XnjhBX755RfmzZtHXFyclSX7Y8xmM+np6bz//vv06tWLn376qU2Hy7Q1sk688sorvP3229xzzz089thj+Pv7W1u0PyQrK4vnnnuO48eP88gjj3DLLbcog547G7JOVFVV8a9//Ysvv/ySG2+8kauvvtrKkv0xcsu6N998k6ioKDZu3Iifnx/QOYPksk588sknLF26lFGjRvHUU08RExNjbdH+kOLiYpYtW8Y333zD9ddfzz/+8Y8OnRDxe8g6YTQaeeaZZ3jvvfe4+eabmTFjRqf4PtnZ2SxdupTQ0FC+/fZbwsPDO22yh6wTGzdu5PXXX8fR0ZHFixczceJEa4v2h9TW1vL999/zwgsvMHLkSJYtW4anp2enXAf431o89dRTvPvuu8yfP58ZM2Z0qIrg3yI/P59ly5bh4uLCsmXLGDp0aKcNCMr7U1JSEi+99BKZmZn8+9//Zt68eVaW7I9pbm5mz5493HXXXURHR7N27douYcf++9//5p133mHatGnMmDGjw15SnE9xcTGrVq2ioaGBf/3rX1x77bUd+vL395B1oqioiOeee46ff/6ZV155hXvvvdfKkv0xFouF+Ph4rr32WkJDQ5XBup1xHeB/OvHuu++ydOlS+vbty6xZsxTbvCNTWVnJxo0bSUtL46677uLhhx9ul0u8Ng+Qv//++7z//vuEh4czc+bMDlWK+kc0NTURHx/PTz/9xKhRo1i2bBleXl6dTkHkctQFCxbw1VdfsXLlSm688cZO9T2ys7OZN28eer2er7/+mgEDBnTKrFlJkvjxxx957bXXaGlpYe7cufTs2dPaYv1pjEYj6enprFixgrCwMH788cdOe2hYLBZFJz7++GNuvvnmDlvVcikKCgp48MEHSU9P59VXX2XGjBmdcsCLJEkkJSXxj3/8g9TUVG655RYGDhxobbH+NHKrpKVLl+Lm5sbu3bvx9/fvdOsA577LE088wcqVK3nuuee48847rdob8K9SWlrKK6+8wpYtW7jnnnv4+9//3imzoSRJorS0lEcffZStW7dy9913M3LkSGuL9aeR5X/ttddwdnZmz549iu3X2dbCYrHw+uuv8/HHHzNv3jweeuihDtXy6Y+ora3lyy+/5P3332fChAm88cYbeHh4dLp1kAej3n///XzzzTfcf//9jB071tpi/SVKSkpYunQpdnZ2/PTTT0RHR3fKILkkSaxatYolS5YQHR3Ns88+26nO7MbGRnbu3Mljjz1GZGQkX3/9dacMCMpBj3vuuYevvvqKBQsWMHbs2A6bIXspysvL+fjjj2lqamLZsmVWGTh9JZDnDrzwwgs0NTXxyiuvdIoLIxmTycSJEyeYN28erq6ubN26VWl909mwWCw89NBDSmKBNQZnXw7V1dWsWbOG/Px8nn76aW699dZO2cVAkiRycnJ48sknSUxM5L333uOaa66xtlh/GkmSyMjIYPr06djZ2XV63+65557j008/Zfz48UyZMqVT+XY6nY4dO3Zw6NAh5s6dy3PPPdfmyR5tGiD/9NNPeeutt+jbty9Tp07Fy8urrR7VZrS0tHDq1Cm+/fZbRo4cyYoVK6w6dKY1mEwmnnnmGd5//33Wr1/P9OnTO52CS5JEeXk5c+fORafTsXLlSmJjYztFlsT5yIPlLBYLc+bMITg4uNOthTwE6IMPPiAiIoKNGzdadehMa5Ezbr799ltmzZrV6d4lSZKoqqri4Ycf5vTp07z44ovMmDGjw5b8/xbHjx/npZdeIjk5mdtvv52ePXt2Op2QJInKykpeffVVfHx82Lt3b6cMzP773//m3Xff5d1332Xu3LmdIuPmfCRJor6+nrfeeov169dz2223sXDhwk5RFXI+xcXFPPfcc6xfv54HHniAfv36dbp3SZIkamtreemll/Dy8uKXX37plJma7777Lm+//TYLFizgrrvu6hQZNxfT2NjIunXreO211xg3bhxLly7tdLrd1NTE4sWLWbZsGY899hgDBw7sdO+SrBNyRe33339PVFRUpwpoAqxdu5Y33niDIUOG8OSTT9KjR49OtxYtLS1KH+zIyEjWrl3bYUv+fws5c/ydd97hiSeeYNCgQZ1uHeQze/ny5TQ1NfH+++8zbty4TpWsArB//35eeeUVjEYjr7/+OoMHD+50a2E2m8nJyWHWrFm4u7uzY8eOTunbLV68mHfeeYcFCxYoVQmdCUmSaGhoYN26dWRnZ/PEE09w++23d6ogP5xLbHz++ec5evQon376KXFxcZ1OJyRJoqSkhIkTJ+Lk5MTu3bs7ZbuV1157jbfffpuZM2cyduzYThfHlGcx7d27l71793Ldddfx4osv4ujo2GbPbDOrTB5O0atXL6ZMmYKnp2dbPapNsbW1JTY2lrlz53Lw4EEeeughWlparC3Wn8ZoNLJkyRLeffddvvjii04ZHIdzWWe+vr58/fXX2NnZ8eCDD5KamorFYrG2aH+anTt3smTJEsxmM9dcc02nDI4DqNVqQkNDeeCBB0hPT2f+/PkYDAZri/WnkSSJJUuWsGTJElasWMGsWbM6nYMK53TCy8uLJUuW0Lt3b/7zn/+wdetWzGaztUX705w6dYolS5Zw6tQpbrzxxk4ZHJfx9vbmySefpLCwkNmzZ9PS0kIb3j9fcd5//32WLFnCK6+8wty5c9vU8GgrVCoVrq6uPProo1xzzTV89dVXLF++HKPRaG3R/jQlJSUsWbKE9evXc9ddd3XK4DicWwt3d3eefvppiouLuf7669HpdJ1KJ1auXMmSJUu4/fbbufPOO/H19bW2SK3CwcGB66+/nqeffprdu3fz7LPPdio7trGxkaVLl/LRRx+xYMGCThkch//pxGOPPUZdXR133HEHeXl5ncqO/fnnn1myZAkDBw7kscce65TBcTjn2w0fPpyPP/6YlJQU7rzzzk5pxy5dupT777+/UwbH4X9n9j333IOdnR1PPfUUhw4d6lR27NGjR1myZAktLS288MILnTI4Dud8u8jISNavX09RURFz5szpVDoB8Pbbb7NkyRJuu+02hg4d2mF7K/8eKpUKJycnrr/+eiIiInjvvfdYtWoVJpPJ2qL9aXJzc1myZAlHjx7lnXfe6ZTBcTi3FgEBAWzZsoWysjKuu+46mpqaOpUdu3z5cpYsWcJVV13F2LFjO11yBJxbB61WS1xcHHFxcco8oLa0Y9skKnTkyBFeffVVQkJCuOqqqzp1n2KVSoWdnR39+/dnzpw57Nq1i9dff93aYv0pjEYj27Zt47nnnuONN97odG1VLkalUhESEsKXX35JQ0MDr776Krm5udYW609x+vRp3n//ffR6PTNnziQ8PLzTroVKpUKtVhMWFsYDDzzA4cOHWbx4sbXF+lNIksTOnTt5+umneeONN7j55ps7ZYmzjEqlwt/fn9dff52QkBCWLVvGwYMHrS3Wn6KgoICVK1dy5MgRrr/+emJiYjr1OgD4+/vz1FNPkZCQwKJFi6ws1Z9n165dLF68mGeeeYbbb7+9U5ZzyqhUKjw9PVm4cCEzZsxg9erVfPfdd9YW609RXV3NunXr+PLLL5k3bx5Dhw7ttOsA/7vYfuqppzhx4gTPPPNMp3G4Dxw4wIsvvsjcuXO57777Om25OfzP4b722mtZtGgRW7du5b333rO2WH+K5uZmNm/ezH/+8x9uuukmRo8e3WnXAc6thbe3N4888gi5ubm8+OKLlJaWWlusP8Xx48dZsmQJPXr04OGHH6Z3796ddi1k327kyJEsX76cAwcO8Pzzz1tbrD+FxWJh+/btPPPMM9x8882MHTu2064DnFsLDw8P5ZLi7bff5sSJE9YW60+RlZXFp59+Sm1tLc8880yn3p9k3y46Opr169dz7NgxnnzySWuL9afZuXMnzzzzDHPnziUuLq5TtmGVUalUuLi4cM011xAQEMDKlSvZvHmztcX6U5SVlbF69Wp27tzJ888/32kTM2VUKhURERFs2rSJpKQknnrqqU5zgbd3716ee+45xo0bp2TBd9a1UKlUODg4MHbsWMaMGcOPP/7IihUr2ux5VzxAXlVVxT/+8Q9sbGyYOnVqp3YqZFQqFfb29sTGxjJhwgSWLVvGTz/9ZG2xfheLxUJBQQEPPPAAc+bM4ZFHHun06wDn1qJ37968+uqrHDt2jK+++oqSkhJri/W71NbW8v7775OTk8PEiRM7dZasjEqlQqPR0KNHD2688UY+/PBD1q5da22xfhdJkigrK+POO+/kuuuuU4bUdoW1CA8P58knn8RgMLBy5UpSU1OtLdbv0tDQwPfff8+mTZsYN24cQ4YM6RLrABAWFsY999zDhx9+yJo1azp8pkFZWRn33XcfV111FQ8//HCnDo7LqFQq/Pz8uOOOO+jbty+ffvpph784MhgMHD58mKVLlzJ69GgmTJjQ6dcBzq1FaGgod911FytWrOCbb77p8EHyiooKFi1aRN++fXnwwQcJDAzs9GshZ2rOmjWLm266iY8//pgtW7ZYW6zfxWw2k5mZyWOPPcaIESO4+uqrO/06wLm1CAoK4pZbbmHDhg2sWrWK6upqa4v1u9TU1PD666+jVqu599576d+/f6dfC9m3Gzt2LM8//zwfffQR69ats7ZYv4tc8n/nnXcyfPjwTjOk9o+Qz+zrr7+e5ORkvvzyS3Jycqwt1u+i0+n46quvlPaAkydP7vRrIQfJBw0axIcffsiHH37I6tWrrS3WH1JWVsYdd9zB4MGDlSG1XWEtPD09ueqqqzAajXz22WckJiZaW6zfpampiV27dvHNN99w0003MX/+/E6/DnBuLQYMGMDy5cv5+OOPWb16dYfP6C8vL+eBBx4gLCyMadOm4ezs3OnXQqVS4ezszIgRI4iMjOSTTz5h586dbfKsKxoglySJZ599lry8PP72t78RFBTU6RdDRl6U0aNHExUVxeLFiykqKrK2WJdE7un297//HTc3Nz788MNO2ULit1CpVFx99dXceeedrF69mn379tHY2GhtsS6JJEl88MEHHDhwgNGjR3cJp0JGpVJhY2PDyJEjGTNmDA8//DCFhYXWFuuSSJKExWLhjjvuwMHBgeXLl3fqzPGLUalUjBw5kttvv52UlBS+//576urqrC3WJZEkiQ0bNvD1118THR3NxIkTu9Q6AIwcOZLJkyfz0EMPUVBQ0GGD5JIkcffdd6PRaHjvvfe6hAElo1KpiI6O5pZbbsHOzo6PPvqIiooKa4t1SSRJ4uTJk7z66qv4+vpy/fXXd5l1gHNrMWLECCZNmsTTTz9NRkZGh83AkSSJxx57jPr6el544QXCwsK6zFrI5cI33ngjgwYN4oUXXuiwCQby3JlHHnkErVbLbbfd1uXs2MGDBzNx4kTeffdd4uPjO+zFkSRJvPbaa5w5c4YHHnigU2fJXoxcXTFv3jyuu+46nnjiiQ5tx7a0tHDnnXeiVqu55557upxO9OnThwkTJrB582Y2b96MTqeztliXRJIkvvnmG7Zs2cLs2bP5v//7vy6zFnIC1Lx587j77rtZuHBhh7Vj5UG1t99+O5Ikcdddd3XqzPGLUalUhIWFERcXR05ODp9//nmHvUyVJImDBw+ybNkyhgwZwhNPPNFldALOrcXcuXO55557ePzxx8nNze2w7dEkSeL+++9Hp9Nx4403dsq+6b+FXIU3ZswY7O3tef311ykrK7viz7mib+7GjRvZvn07U6dOJSIiotMNvfsj5DKwa6+9lqampg5bjtfU1MTatWs5duwYy5cv71STav8sarWaRx55hAEDBrBy5UpOnz5tbZEuyb59+9iyZQt9+vRh8ODBnW5YyB8hZ+DceOON2NradthyPEmSWLNmDbt37+aLL77Aw8PD2iJdcdRqNfPmzWPKlCns2rWL7du3W1ukS5KcnMzPP/+Mvb09U6ZM6XSDZ/4IuSrhlltuQavVsmjRog5rRK1Zs4Zdu3axbNmyTjud/fdQq9WMGzeOW265hczMTFauXGltkS5JYWEhP/zwA6WlpcydO7fTDRX9M6jVam688UZcXFx47rnnqK+vt7ZIl2T9+vVKaXDv3r27pB0bFRXF448/TmNjI6+99pq1Rbok9fX1fPvtt5w4cYI77rijU/bN/CPUajXXXHMNfn5+vPfeex02Y3bHjh1s27aNW2+9lfHjx3e6QeB/hNwb/sUXX8TBwaHDtgw0mUysWbOGvXv3ct9993VZnZgwYQI9e/bku+++67CVX8eOHWPjxo0MHjyYm2++ucud2XIC1BtvvIGnp2eHbhm4evVqfvnlF+67775ON2j3zyBnLw8bNoyjR4922Grt7OxsfvzxR+zt7Xnqqac63SDIP4NGo+GNN97Ax8eHxYsX09zcbG2RLsl3333Hrl27uOmmm/D19e1yvp18cTRlyhTOnj3LO++8c8WfccUC5Hq9njfeeIOQkBBiYmJwcHDocgsC5xbFx8eHq6++mh9//JFdu3ZZW6QLsFgslJSUsHTpUm699VaGDx/eJdcBwNHRkUceeYTKyko2b97c4TKhGhsb+eyzzzCbzfTv3x93d/cuuxZOTk7Mnz+fH3/8ka1bt1pbnAuQJIm6ujr+9a9/cfvttzNy5EiALrkWWq2W+fPn4+vry8aNG0lPT7e2SBfQ3NzMxo0bOXPmDEOHDu2SB7eMVqvllltu4aeffmLr1q0dLkheX1/Pv/71L26++WZGjx7dJUpSL4WtrS3jx49n4sSJ/PTTTxw7dszaIl2A0WgkISGBDRs2MHLkSEJCQrrkOsA5nfi///s/du3axdatW2lqarK2SBeg0+l4+eWXmTp1KnFxcV2i3dCl0Gg09O7dm/vuu48ff/yRPXv2WFukCzCbzeTl5fH+++8zduxYoqKiuuQ6ANjb2zN79mxOnTrF5s2bqaystLZIF9DQ0MBHH31Ejx49mDJlCl5eXl1yLeQWHy+88ALr16/vcAkGkiRRXV3N888/T1xcXJdo1fhb2NnZMX78eOrq6ti0aVOHmzXV1NTEunXraGlpYdasWYSGhnbZtXB1deWtt95i/fr1bNu2rUNlkUuShE6nY/HixYwbN07Ria64FjY2NgwcOBBPT09+/vlnTp48aW2RLqClpYV9+/aRlJTEnDlzOvV8ij/CxcWFN954g82bN7N169YON/Bcp9Px73//m8GDBxMdHd2lKirOR61WEx4ezuDBg9mwYcMVv0y9YgHyjz/+mMLCQqZMmYKnp2eXXAz4X8bswIEDCQ8P54UXXuhQfYjq6ur46KOPAHjmmWc65QTnP4tKpWL48OFMnz6dHTt2kJSU1KGCUGvXriU5OZkhQ4YQERHRpXVCrVYzYMAA+vfvzzPPPIPJZOowhpTZbGbJkiU0Njby3HPPddnDAv5Xojpt2jTy8/PZtGlTh2plsHv3bvbs2UN4eDgDBw7sUuV35yMb6QMGDGDQoEEsXrwYg8HQYXQC4K233kKv1/PPf/4TrVbbpXUiKCiI6dOn4+joqFxadhRSU1NZt24drq6uTJgwocvqBJxbi9jYWAYOHMjrr79OZWVlh9KJ999/n8rKSh555JFOPVz+j1CpVLi5uTFt2jT69evH66+/3qHs2PLycj799FMsFgszZ87s8jrRq1cvBg4cyKpVqzhz5kyHsmPlXtA333wz0dHRXXYt5KGdV199NZMmTeKf//xnh9KJ5uZm3nnnHfR6PXPmzOlylS3nI2cHDhw4kIMHD7J79+4OpRObN28mPj6eSZMmERcX16V1QqVSMW3aNGbOnMmzzz7boXw7OGfH1tXVMXfu3C6b5AH/G3g+cOBAysrK+OabbzqUHZuQkMDmzZvp3bs38+bN6/L709SpU5k5cyYvv/wyOp2uQ+nE0qVLqaqqYvbs2V02WRn+N8h24MCBODg48Pbbb1/RM/uK7Oq1tbX897//pX///gQGBnZpxYD/Lcr06dNJSUnpMJOFzWYzZ8+eZf369SxYsAB/f39ri9Tm2Nracvvtt+Ps7Mzu3bvJz8+3tkjAuezM9evX4+XlRVRUVJcrSb0Y2bm4/vrrSUtL6zBDbCVJorKyks8++4yFCxcSGBhobZHaHBsbGyXwcejQIU6dOmVtkYBzmWi7d++mvr6e2NhYHB0drS1Sm2NjY8OcOXPIyMhgw4YNHcKglTPRPvnkEx588EGCgoKsLVKbo9FoGDBgALNmzSIxMZH9+/dbWyTg3GDO48ePc/LkSUaMGNEly4MvxsbGhtmzZ1NYWMjmzZvR6/XWFgk4N4Twiy++4JZbbiEqKqrL27FqtZqgoCAWLFjAqVOn2LZtm7VFAs61kcjJyWHTpk1MmDABNzc3a4vU5tjY2DBlyhQaGhrYtWsXpaWl1hYJOJdws3btWuLi4hgwYABardbaIrUpsm+3ePFiUlNT2bBhg7VFAs5VBpeVlbFy5UquuuqqLtk282I0Gg3Dhw/H2dmZ/fv3k5aWZm2RgHPV8lu3bsXf35/x48d3+TNbpVJha2vL888/z5kzZ/jpp586RDBQkiRqamr4+OOPmTp1apdsm3kxarWaXr160aNHD+Lj44mPj7e2SMC5ioqjR49SU1PDNddc0y3Wws7Ojn/84x/k5eWxadOmDjM/pKamhk8//ZS4uLguneQho1ar8fPzY/To0Zw4ceKKdvW4IgFyeQL7yJEju9SQr99Do9EQGhpKVFQU77zzToe43a6trWXNmjXY2dlx8803d9lb7YsJCwtj/PjxJCYmcurUqQ5xeG/YsIG8vDz69evXpdtIXExISAj9+/fnzTffVIanWBOj0cgXX3yB2Wzmrrvu6jY6IR8Y9fX17Ny5s0PsTwcOHOD48eOEhIR06ZL5iwkJCWHAgAG8/fbbtLS0WF0nAFasWIHRaOTOO+/s0hUV5+Pm5sbQoUPx8fFh9erVHUInzpw5w65du3B3d2fAgAHdYh0AgoKC6N+/P59//jlVVVUdQidWrlxJQ0MDN910Ey4uLt1iLbRaLQMHDmTIkCEsW7asQ+hEWVkZ33//PRqNhlGjRnWrMzsmJoYtW7aQmZnZIXRi3bp1lJeXM2vWLIKCgrqFTqjVamJjY5kyZQpLly7tEDrR1NTEf//7X4xGI+PHj+82OuHp6Ul0dDSpqakcPHiwQ+jEzp07SU9PZ9SoUfTr169b6ARATEwM06ZNY+nSpZjNZquvhSRJrFixgubmZiZNmtRlW6tcjLOzMz169KCxsZEffvihQ+xPx48f59ChQ/Ts2bNb7U99+/Zl6tSpLF++vMNkkX/22Wc0NjYyfvx4bG1tu4VO2NvbExERgaenJytWrLhiOnHZb3FzczMrV64kJiYGHx+fbqMYKpUKR0dHJk2axPHjxzlw4IBV5ZEzDDZs2MCNN96Ij4+PVeVpT2xsbLjmmmvQarUcPnyYoqIiq8pjMBj4/vvv8fLyIiQkpMsN5vwt5KEuM2bM4MSJE+zbt8+q8kiShF6v5/PPP+f222/Hz8/PqvK0JxqNhjFjxhAdHc3Ro0fJyMiwqjxGo5Hdu3ej1+vp1atXl89EOx+NRsP06dNJTk5m//79Vs0ilyQJg8HA8uXLuf3227tFlZGMWq0mOjqaqVOnkpCQwPHjx60qj8lk4tSpU5w+fZoBAwZ0yYFrv4VGo2HKlCnk5uZy4MABGhoarCpPc3Mzn332GXPmzCEkJKRb2bHe3t7cdtttJCYmcvjwYavKY7FYKCwsZOvWrd2mokJGvhCor6/n0KFDlJeXW1Ueg8HAmjVrGD16NNHR0V2+ClJGpVKh1WpZuHAhSUlJVq82kiRJqdIeO3Zst6iokJEvK7RaLUePHrX6ENuWlhYle3zYsGHd5syWfbvHH3+c48ePs3//fqsGAyVJorm5mY8//pi4uLhupxNhYWGEhYWRkJBAcnKyVeUxmUzEx8dTV1fHpEmTcHV1tao87YmtrS0PPfQQGRkZHDhwwOpZ5M3NzSxfvpxRo0bh4eHRLYLjcG5/8vT0ZNiwYSQlJV2xyorL9gL2799Pfn4+I0aMwMnJqdssCJwzaKOiovD19eXbb7+1qix6vV5xNOfPn99tHDyZnj17MmDAALKysqweDDx27BhZWVn06dOnW5S4XEyPHj0IDg5m9erVVpXDZDKxZ88eSktLufPOO7udTgQFBTFo0CAaGxs5evSoVWVJTU0lJSUFf3//Lt2P/7eIiooiODiYdevWYTQarSrLL7/8wtmzZ7nrrru6dM/GS+Hu7s6QIUNwcXGx+hC2wsJCEhMTsbOz61aZaDLh4eGEhISwbds2amtrrSrLnj17KCws5Oabb+6ygzl/C61Wy7BhwwgPD+eHH36wqiw1NTUcPnyYxsZGRowY0S3P7NDQUI4dO2b1doGHDx8mJyeHmTNn4ufn1610Qq1WM3z4cGJiYlizZo1VZWlubmbfvn1UVFR06X7Xv4W3tzdhYWHk5+dz4sQJq8py8uRJ0tLSGDZsWJceQngp5Jlf/fr1Y+3atVbNXJYkSbFjJ06c2G2yx2VcXFyIiIigubmZ3bt3W1WW7OxsTp48SUhICGPHju12+9OQIUOIjY1l48aNVk/02L17N2fPniUuLq7bVAbL2NvbExkZiZOT0xVrjXbZb/IPP/xAQEBAt+g9fjEqlQoHBwcGDhzIxo0b0el0VpOlpqaGPXv2MHjwYCIjI60mh7Wws7Nj9OjR1NXVcebMGatOFd62bRtarZbg4GDs7e2tJoc1kPvVDR8+nA0bNqDX662WadDS0sKPP/7I0KFD6dGjh1VksCY2NjbExMTg7u7OsWPHaGpqsposR44coa6ujpCQEJydna0mh7Wws7Nj2LBhbN68mZqaGqtm36xdu5Zhw4bRs2dPq8lgLTQaDcHBwfTv35/du3db1aBNT08nIyODsLCwbtGz8WJsbW0ZNGgQhw4dorS01KqVFevWraN///706tWr29mxarUad3d3pkyZYvWe8GVlZezfv5+IiIhuVQUpY2trS58+fcjMzCQ7O9uql6kbN24kNDSU3r17d6uKL/ifb3fdddexYcMGq5bPNzU18fPPPxMZGdmtKr5kbGxsCA8Pp6GhgRMnTtDc3Gw1Wfbt24e9vT19+/btVlnLMlqtlrlz57Jx40bq6+utphMWi4Vvv/2WqKgoAgICrCKDNdFoNPj5+eHi4sKBAwdobGy0miynTp2iqqqK2NhYfH19rSaHtdBqtcyePZu9e/dSWVlp1YujtWvXEhERQUBAQLcKjsM5O9bV1ZWoqCi2bdt2RezYywqQ19XVsXPnTvr169elJ6X+HjY2NgwdOpSqqir27t1rFRlMJhMlJSWcOHGCmTNndpuWHhczfPhwfH19OX36tNWyb3Q6Hfv37ycoKAh3d/dud5sqM3LkSGpqaqx2u22xWKiuruaXX35hzpw53aY8+GJ69epF3759yc7OJjU11SoyNDY2kpiYiI2NDUFBQd1WJ4YPH059fT379++3SuBDkiTq6urYunUrc+fOxc7Orlue2X5+fowbN47i4mKOHTtmFRmam5tJS0ujoqKCHj16dLugrMygQYMwGAwcOXKE+vp6q8hQV1fHtm3bmD17drfLHpdxdHRk5syZVFZWWq2lhNFopKCggJSUFGJjY7utTvTu3RtbW1tOnDhBSUmJVWSor69n9+7djB07tlu1zjwfjUbDnDlzlOQja2A2m6moqGD//v0MHToUGxsbq8hhbcLCwvDy8iI9PZ3MzEyryKDX6zly5AiRkZFERkZ22/1pzpw51NXVsWfPHqtcassth7Zt28aIESO6XaasjJeXFxERERQUFFitXWBTUxPJycnY2NgwePDgbrs/zZ49G4PBwMGDB612WSH7dsOGDes2vccvxtHRkX79+lFWVsahQ4cu+/Muy+o5fvw45eXl9O3bt9sGoFQqFT4+PgQEBLBz506ryNDQ0EBycjImk4mJEydaRYaOgI+PD9HR0VRWVpKXl2cVGVJSUigpKSEiIqJb9c+8GB8fH4KDg9mxY4dVsgxMJhNJSUnU19czbdq0dn9+R8HNzY2ePXuiUqk4deqUVWTIzs4mPz8fX1/fbplhICPrxJ49e6xW4ZKYmEhVVRUzZ860yvM7AlqtlsjISLy9va3Wc7m0tJTMzEy0Wi3h4eFWkaEj4OnpSXBwMAkJCVYLkCclJVFZWcnUqVO7bXKBjY0NERER9OjRg19++cUqMtTV1ZGSkoLJZKJ3795WkaEj4O7uTmBgINnZ2Zw9e9YqMpw6dYqysjLGjBnTrXrKXkx4eDgxMTHs2LHDKs83GAycOHECnU5HbGysVWToCDg5OeHv709NTQ1paWlWkSEjI4OzZ8/Sr18/goKCrCJDRyAsLIyYmBh2795tlWxZi8VCYmIi1dXVDBo0qN2f31HQarX4+fmhVqutluhRWFhITk4OQUFB9OnTxyoydARCQ0OJiYnh6NGjVguQy77dgAEDuuWFNpyzY/38/PDw8LgiCcuX9SsePHgQT09PfH19u+2CyC0levbsyd69e60SDKyvryc5OZnIyMhufXBrNBqio6NpbGykoKDAKmuRkJCAvb09vr6+3frSSK1W07t3b3bv3o0kSe2+FkajkSNHjhAREUFoaGi7PrsjoVarCQ4OxtXVlZSUFKvoRGpqKs3Nzfj6+uLg4NDuz+8oaDQaevXqxcGDB2lpaWn3tZAkiX379hEZGUlYWFi7PrsjoVar8fT0pEePHsTHx1tFJwoKCigpKVHKZLsrGo2GyMhITp06RV1dnVXWYt++fYSFhREeHt6t7VgHBweGDh1qtQFsVVVVpKWlKQ5Od0WtVhMSEkJhYSElJSVWWYsjR47g4+NDeHh4t7ZjbW1tGTdunJJB3t5r0dzczLFjx/Dz88Pb27tdn92RUKvV+Pr60tzcTEZGhlV04uTJk9jZ2REeHt4t2wTKyDqxb98+TCZTu6+FxWLhwIED+Pn5dcs2XDIqlQo3NzecnJxISkqyik5kZ2ej1+sJDw/H09Oz3Z/fUbCxsWHEiBEcP36cxsZGq6zF3r17u30SmjxgOygoiIMHD172OlyWN3DgwAHCwsK6bam2jFqtJjo6mqysLKuURNbX15Oens6gQYO6bQaUTHR0NPb29uTn51ulJ/yxY8fw9PTsdgNrL4Xc2sMaOtHS0kJ8fDwjR47stg6eTGBgIIGBgeTm5lJdXd3uz09JSUGlUuHh4dFtA1Ayffr0IT8/n+Li4nbPvpED5KNGjeq2JXgyrq6uxMTEkJ2dTXl5ebs/Pz8/n+rqavz9/bttqbZMjx49KC8vp6ioyCqVFQcOHGD48OHY29t3a52ws7Nj1KhRVrNjq6uryczMJDQ0tNvrREhICM3NzRQUFFhlTsLRo0fp27cvrq6u3VonAMaPH09mZibFxcXt/uympiYSEhKIjIzstu0LZHx8fLC3tycvL88qQ51PnTqFv79/t04IlBk/fjw5OTkUFxdbJUC+f/9+evbs2e11wsXFBR8fH3Jzc6msrGz352dnZ6NSqQgPD+/2Z/bo0aMpLS2lqKgIk8nU7s/ft2+fohPd+cyWLzGzs7MpLS29rM9q9S5vMpk4ffo0YWFh3V4x1Go1kZGRtLS0tHufX4vFgk6no6ioiP79+7frszsi4eHheHt7U1JSQkVFRbs+22QykZ6ejre3d7cbanQpoqKiFJ1oTyNKkiQMBgPp6ekMHTq03Z7bUfH19SUsLIyamhoKCwvb9dlms5m8vDzs7Oy65VCji4mMjMRsNpOent6uRpQkSZhMJpKTkxk5cmS7Pbej4uLiQt++fWloaCArK6tdn202myktLaWpqalbZ0DJhIaGolaryc7ObvfyVKPRyKlTpxg2bFi3t2NtbW0ZOHAgBoOh3dsYWCwWampqKC0t7dZVkDL+/v5otVrOnj1LTU1Nuz7bZDKRmppKTExMt674gnMZaUOHDsVoNHLmzJl2fbYkSTQ2NpKZmUlERES7Prsj4uHhgbu7O5WVle1+WWEymcjKyiIwMLBbZ8rKDB06FJPJRFpaWrsmekiShNFo5PTp0/To0aPdnttRcXR0JCAggPr6enJyctr12WazmbNnz2Jvb09ISEi7PrsjMnDgQFQqFVlZWe06SFjWiVOnThEVFdVuz+2o2NraEhYWRlNTE+np6Zf1Wa0OkJeVlVFTU0NgYGC3dyzgXK9fFxeXdncsWlpaKC8vp6WlhZ49e7brszsirq6u+Pj4oNfr2z1AXllZSXV1Nd7e3t0+axnO6YSrq6tVnO2ysjLq6+vp27dvuz67I+Lo6IiPjw+SJLV7gLympobq6mqcnZ1xcnJq12d3RFxdXXF1dSUrK6vdB3XKZ3ZMTEy7PrcjYmtrq7T8yc7Obtdn6/V6Kisr0Wg03bqVhIyzszOurq6cPXu23QPksk706dOn22cFqtVq/Pz8cHd3v2zH4q/S3NxMRUUFRqMRPz+/dn12R8TJyQk3NzeqqqraveqrvLyc6upqoqKisLe3b9dnd0T8/Pzw8vJq9wC5yWSivLychoYGAgMD2/XZHRGtVoubmxtNTU3tXuFSXV1NVVUVgYGB3bonv4yvry/e3t5kZGS066BOSZIoKyujrq6O4ODgdntuR8XW1lap8mnvuWv19fVUVlbi5ubWrdt6yHh7e+Pt7U1eXh4Gg6Fdny3bsSEhId06exzO2bFubm44ODhc9kDnVtenZGdnY7FYWl1uJEkSNTU15OfnU1tbq/QYCw8Px9bWlrq6ugucJZVKhbOzM25ublgsFsrLyzEajUqA/lIvRVpaGhEREUoLGKPRSFpaGh4eHkqP6MrKSiwWC25ubq02BuWeyz4+Pu0+YbupqYnCwkLs7OzatNeyxWIhNTWVtLQ0amtrcXZ2pl+/fvTo0QOj0UhFRcUF62Vra4uLiwsmk+mC4Vty/1d/f/82kVOtVisHd1VVVZs847fIy8ujpaWl1QFyOWMkJyeHqqoqLBYLXl5e9OzZE61WS21t7a/KbZ2dnXF3d8dsNlNSUoKNjY2ik5fSiZycHHx9fdFoNOTm5iprY2Njg6enJ35+fpjNZhoaGnBzc8PR0bFVv4VKpUKlUuHn50dmZma7ZpCbTCZyc3OVyo62QpIk8vPzSU5OpqKiQplFEBsbi0ajoays7II2PxqNRpnZYDKZyMzMxNbWloiIiDYtFVSpVLi6uuLo6NjumTfFxcXodDoiIyNb9S7Jmc+ZmZlUVFRgMplwd3end+/eODk5IUnSBe++n5+f8u4ZjUalfYask5fSiaKiIuzt7fHy8kKlUmE2mykrK6O2tpaQkBBcXFxobm6msrISd3f3y+o/KZ8Tubm57e5YZGVlIUlSm2beSJJEZWUlSUlJyrsWFhbG0KFDcXV1Vao7srOzsbe3JyIiQrlgl9c6IyODvn37tqmhJ/eq8/X1bXfHoqqqiqqqKpycnFrlbMszHdLT0xU7yN3dnT59+uDo6Ki8w6Wlpcr7JttIBoOByspKJEnCy8sLrVZ7yd+5qqqKpqYmfH19qaqqIj8/Hzj3uzk6OhIUFISrqyvFxcW4u7tfVtBArVbj5eVFSUlJuwfIZZ2Iiopqs/dNkiQaGho4duwY+fn5mEwmAgMDGT16NO7u7he893Z2dkRGRirnd01NDbm5ubi5uRESEtKmrZFUKhU2NjaEhYW1e1WFXq+nuLgYOzu7VmdoWiwWMjIyKCsrw2g04ubmRnR0NM7OzqjVasxmMxUVFVgsFjw9PX/VUqehoYGmpiYcHBwueZnb0NBAaWkpERERqNVqJEmiqalJyWb09PREkiQKCgpwd3e/rIopub9sfX19u7eTyM3NxWQyERYW1mYtG+V3/vDhw+Tm5mIwGPD39ycuLg43Nzfl/M7MzFQGyMql43l5eTQ2NiqZq+Hh4W3W0lD27SIjI9vdt2tpaSE/P1/xjVuDfO6XlZVhMBhwdnYmKioKDw8PNBoNZrOZmpoaWlpacHV1VX5Hec+qq6tTdPJSiXBGo5Hs7Gx69uxJQ0PDBRXUsk/q5eWl6MTltOxRqVQ4OTkp9ll7cvbsWZqamggICGiz/uPyuX7w4EFycnIUnRg7diweHh6KTuTk5KBSqQgJCUGr1SqJWecnXDg5OeHj49Nmsmo0GiIiIsjJyWnXDHKLxaKcTa2NIch7dHFxsbLfh4aG4uvri62trVKVr9frFRtN3u+bm5upqqpS/IVLxb4kSSI1NZXevXsr53hLSwvHjx8nKipK8TMKCwuVmFZrL+dVKhX29vZotVoKCgpa9Rmtpby8nNraWnr27NmmVRUWi4UjR46QnZ2tVF2OGjVKsWtNJhOFhYW0tLTg7++v7DEWi4WKigpqampwd3dX/vu2QqPREBoaapVWgbJOtDa5QL54KiwsRKfTYWdnR0BAAMHBwdjb2yvvfnV19QXngSRJSpKuRqPBz8/vN3/jlJQUevfuTVNTE6mpqcq+IT/Lx8eHiooK7OzscHV1bbXtIduxHh4el5381OqoTF5eHvb29q0+8EpLSzlx4gQlJSU4ODhgY2NDcXExJSUlDBo0iNzcXMXBtlgs1NXVERMTw+DBg4mPj6ekpAQnJydSU1OZMmXKr4LktbW1pKamEhISogQrS0pK2L17NwEBAUycOBFvb29aWlqUKbyXU8amUqnw8fFp9zKXpqYmysrKcHV1bdNN6tChQ2zduhWdToebm5tyCMTFxREUFERiYqKyXk1NTVgsFgYNGoQkSYphaTabqaysZMKECfztb39rM1m9vb2Vkt325OzZs6jValxcXFq1EdfX15OUlER2djYODg5otVpKS0spLCxkwoQJ5OfnX5ABXFVVRd++fRk6dCi7du0Czv3Gjo6OjB079ldBV7lXvWwEx8fHo1ar8fDwUMrlevbsSUREBIWFhZSXlzNgwIDL+k2soRMmk4mCggJcXFzadLDR6dOn2bJlC4WFhbi6umJjY0N6ejq5ubmMGTOGhIQEZYM2mUzU1NQwfvx4xowZw3fffYfBYMBgMBAREcH111/fpgFBV1dXnJ2dL7sn11+ltLQUk8mEs7Nzqw68lpYWEhMTSUlJwcHBAUdHR0pLS8nPz2f69OnY2dn96t2Pi4tDkiQOHDhATU0N9vb2ODs7M3To0F8FPhoaGpRLI09PT1QqFfX19Rw/fpzc3Fzi4uLo37+/snfl5+czZsyYy/pNfHx8KCgoaPc+dbm5uUrPwraisLCQzZs3k5ycjIuLi3KLf+bMGW677TYsFgurVq0CzumEh4cHt912G5IkodPpOHToELt37+bVV19t80wIe3t7/Pz8rFJVodPpcHJyalULA0mSSEhI4MSJE0owr6ysjPz8fKZNm4ZWq2X37t2YzWbMZjMODg6MHDkSjUbD4cOHqaysVGyufv36ERAQcIGD1tzcrAQE3N3dycnJIT4+np49e2KxWGhqauLMmTPMnDkTnU5Heno6V1111WX9Jp6enpSVlbVraSqc0wk5mNBW71tdXR0bN27kwIEDuLi4KBUkycnJ/P3vf0er1fLpp58CKJcdt99+OzU1NSxbtgxJknBxccHd3Z25c+e2+tL6z6DRaAgLC2v3S6OGhgYqKytxdHRsdaVRYmIiJ06cQKvV4ujoSHl5OQUFBUyaNAkXFxeOHDlCQ0MDFosFe3t7BgwYgJeXF3Dud09OTqayspLY2NhfyWA0GikrKyM7O1vxE0wmE9nZ2WzdupVx48YxceJEABobG0lNTWX69OmX8YucO7MLCwsvSDBpD/Lz87G3t8fb27vNLu6NRiMbNmxgx44dyrudnZ3NqVOnePjhh3F0dOTTTz9Vysfd3Ny46aabsLe356uvvsLe3l6R7frrr1cuBtsClUpFVFRUu9uxLS0tnD17FkdHx1YPcj5+/DgnT55Eo9EoOlFYWMjIkSPx8/Pj9OnTlJeXY7FYlASPsLAwSktLSU1NpaGhATs7O7y8vBg8ePAFfo3ZbKaqqoozZ87Qo0cPqqqq2LFjh+L3NTc3c+LECW666SYlKDJ16tTLClI5OjoqCXLtSXFxMSqVCi8vrzatqtiwYQNbtmy5QCdOnjzJAw88gKurK1999RVNTU2KTX3NNdeQk5NDYmIier0eOJftHhgYyNVXX010dHSbyRoZGUl+fn67t1jJz8/HwcGh1ZfyqampnDx5EqPRiKOjI2azmcLCQmJjY4mKiqKgoIDs7GwkSUKtVhMUFETfvn2pqqoiMTFRkcPd3f1X7QrlxM/Tp0/Tu3dv5c/z8/PZvHkzo0ePVuJVzc3NnDlzhrFjx17WmW5nZ4eDgwNFRUWt/ozWUFFRQXNzMx4eHm1aHbxx40a2bt2Kg4MD7u7u5ObmkpyczG233UZgYCA///wzpaWlmM1mtFotkyZNIjQ0lPj4eJKTkzEYDDg4ODBkyBCGDBnSpn5FWFgYOTk57R4gz83NvSydyMvL48SJE9TW1uLg4IBaraaoqIjKykr69+9PbW0tp0+fVnzWwMBA+vfvT3NzM/v370ev1ysVPpfyj2Wd6NWrF7W1tezatYs+ffqg0WgwGAycOnWKadOm0dzcTFpaGv369bssP1WOa12uHdvqmtKKigqcnZ1/M3v795D7eeXl5REdHc348eOJi4vD29ubpKQkSktLcXZ2xtPTEw8PD2xsbMjOzsbOzo6qqip++eUXxdHPzMy8ZNZRfHw8Xl5eFzSsP3HihBLEqqqqQpIkvL29qa+vp6CggKamptb+HMA5g7a9b7aNRiN6vV75ndqC5uZm1q1bh9lsZubMmdxzzz3MmTOHuro6fvnlF6qrq/Hz8yMkJAQ/Pz+l948coAwJCSEwMBAbGxsSEhLa1MEDFGNSNhjai6qqKrRabauyvCwWC6WlpRw/fpzIyEji4uKYOHEikZGRxMfHU1BQoOiEnP2UkZGBvb095eXl7Nu3D29vb9zc3Ni8eTN6vf5XWdsnT55Eq9Vib2+PyWRCr9cTGhrKyJEjGThwII2NjaSnpys6k52dfdmDTt3d3SkrK2vXDHKLxUJ1dTWenp5tlgHV0tLCL7/8Qn5+PhMnTuTOO+/kpptuwtXVlS1btpCfn3/Bu69SqUhKSsLOzo6kpCQ2bdpESEgIXl5efPDBB21+maPVatFqtdTV1bXpcy6mrq4OtVqNvb39X86SkCSJ+vp69u7dS0hICGPHjmXKlCn069ePo0ePkpubS3l5OXv37lXe/U2bNtHQ0EBJSQmHDh3CyckJDw8Pjhw5olRlnE9mZiYtLS1KliGcc4bk7JIzZ84ohpebm5tSQXM5uLq6KpVL7YUkSVRUVODl5dVmWahyH7wDBw4wYsQIbrvtNu6880569+7NTz/9xMmTJ0lPT+e7774jNDQUd3d3li5dquwxP/30EytXrmT//v1XXLZLYWtri7u7e7tXGun1ekwmk2KI/hXkwMO2bdsIDg5m7NixXHXVVfTv35/4+HhFJ/bv34+bmxtubm7s2rWL6upqysvLOXnyJLa2tnh6epKWlkZaWtqv7Kfi4mLKy8vx8PBQsmRtbGwYMWIEQ4cOJSgoiPj4ePR6PQEBAaSkpFx2GwhnZ2fq6ura3bFoa52Qne/vvvuOgQMHcuutt3LfffcxduxYvv/+e06cOEFOTg7//e9/CQsLw9fXl7feegudTkdiYiIHDhwgMjISLy8vPvzwwzbfN+SKg/YOQBkMBiVjrzUBNIPBwNatWwkMDGTMmDFcddVVDBgwgBMnTpCdnU1ZWRmHDx/G1tYWNzc34uPjOXv2LGazWQm6nDx5ktzc3EvajbW1tWRmZuLt7a3orMFgIDExETc3Nw4fPqxUBIWFhZGcnEx1dfVl2T2Ojo40Nze3e1VFVVUV7u7ubTa0VpIkamtr+eSTT4iJieHmm2/m/vvv56qrrmLdunXK5fR///tfgoOD8fPz4/3336eyspKmpiZlbwsNDSU0NLRd5v34+fm1u07ISRWyn/1XMRgM7Nq1C09PT0aOHMmUKVMYNGgQOTk5ZGRkUFJSQlJSEk1NTXh4eCgX2fKlZ3Z2Nu7u7mg0GgoLC391eSlnxfr5+aFWqzEYDOh0OkaMGMGIESPo16+fkqQQFhamnBOXoxNyNmN7XxrV1NTg4ODQqjP7zyBXD7/33nv06dNH0YmpU6fy008/kZiYSE5ODqtXr8bDwwM/Pz+++uorcnJycHR0JDAwkJCQEDw9PZUB4G3d5tPPz4+Kiop29+0qKipanYTW0tLCwYMH0Wg0DBkyhEmTJjF8+HAlobKoqIjU1FRKSkrw9PSkqqqK+Ph4dDodubm5nD59Gi8vLyRJYufOnb/SCUmSOHr0KAEBARfExg4fPoy3tzeHDx+mpaUFSZIICQlRKmMvp5rUxsZGiY21JzqdDrVa3er96c/Q2NjIhx9+SGRkJPPnz2fBggVMnz6dPXv2EB8fT1ZWFuvXr8diseDv78+OHTtISEggNzeX3bt3U1JSQkBAALm5uWzevLnNB157e3tTV1fX7slP5eXlik781TPbaDRy4sQJ6urqiI2NZeLEiYwePRqNRsPJkyfJy8sjIyODnJwcPD09MZvN7Nu3T4mbxsfH4+HhgYuLC7t27bqkvXLkyBFFJwwGA/X19QwePJgRI0YQGxvL6dOnKSkpwcfHR/G/L8cXUKvVODk5XfaZ3eqIqnxj0BoDSqfTUVtbS2hoKKNGjVIOnH79+lFcXExubi4zZsxQyrEPHDjAwIED6dOnD0lJSajVaoKDg7FYLJccOCZJEocOHWLBggVKgKypqYns7GzGjBnDvn37KC8vJzQ0FAcHB6XXX3l5OWFhYa36PVQqFQ4ODjTQwqaCo636jNZQVVFJtV1zmwad8/Ly0Ov1zJs3j1GjRqFSqQgNDWXixIns37+f+vp6pk+fjiRJZGdnU1dXR3R0NBMnTlRKk+rr61m9ejXTpk1jwoQJbSYrnDOi7O3saWlooa6k/QKCDmoHHB1al8nS1NSktHCYMGGCohOxsbGkpaWRkpLCDTfcQI8ePZAkid27dzNw4ED69+9Pbm6ukuVhNBqV8tXzkSSJpKQkpk6dirOzM42Njcp/ZzAYlExDR0dHpT2O2WymoKDgsnoWOzg4YC+ZICsJNO3T41Xd1IwvTa3OuvkzlJSUUFVVxYgRI7j22muV9Zo4cSIlJSVkZGRw9913I0kS1dXVfPvtt0ybNo1Ro0axYsUKBg8ezLXXXktLSwuvvfYaaWlpjB49us3ktbW1xdHRHjW1tDQmt9lzLsbZoQZnJ5tWXd6ZTCZKS0uxs7Nj6tSpF5wTffr04fjx44wYMQI7OzulGkh+p1NTU/H29mbcuHE4OjqSmJhIRUUFvr6+ikMtSRJpaWkEBgYqlQZGo5HS0lK0Wi0xMTHk5eVRU1ODt7c3Tk5OaLVaMjMzGTZsWKt/EwcHB5owsqMoCbcm91Z/zl/BIlkottG1qU7U1tZSVFREZGQkt9xyi7JekyZNIikpiV9++YUxY8bg6OhIaGio0i5NNoSqq6vx9fVtt1JRjUZzLvPFTLueEzSDk71Tq6wvSZKUTKFp06ZdcE706dOHkydPMnz4cGxtbZXsWLnlSktLC/3792fQoEG4urqSl5dHU1OTUnovf35hYSG1tbWMGTNGcdzMZrNyTsht0jQaDQ4ODnh4eJCamsrYsWNb/ZNotVrsVRbUZ9PAtf0cbj9LQ5vqRFNTE7m5uXh4eHDvvfcqjuTkyZPZsWMHW7Zs4ZprrlHKvBsbG5W1AnjwwQcZPnw4Z8+epaWlpV0cLxcXF2xtjO16TmikYjzcpFYHdYqKipAkiauvvlpxEmNiYujbty9paWk4ODgoPf9dXFywsbHBZDIplYYZGRlKq5+LkbMCs7KylDNaLsMvKCjg//7v/1ixYoUyYFSr1eLj40NycjJxcXGt/k3s7Owwa+BETQ7O7ehT5KtqcHBuu4xseZi9jY0NDz744AU6ERcXx+bNm5kzZ46iEwaDQSnlLisrQ6vV4uLigpeXFxEREXh6erb5/AAXFxc0Kg11JXXt1uO1sa4RF3uXVl8AFBcXYzabmThxIi4uLqhUKtzd3cnKyqKoqEhpZePm5oaPjw8ODg5YLBaqqqqorKxUEpxMJtOvBufKF7VJSUk89NBDyp/J6yT/b/lCSavV4u3tTUpKCuPGjWt1QM3GxgatrQabunLITGjVZ7QGz6ZK3Bzs27QV4pkzZ5AkiYULFyqtOSZPnsz48ePZuXMn11xzDXZ2dsoeY2Njg9FoZNCgQcTGxip+YWVlJXFxca2OZfxZXFxcsLO1YGxKpUXdPsN8TUYTXh4trR4eLM9rGzFiBGFhYUpVQExMDDk5ORQWFmI2m3F2dlYuihsbGzEajbS0nHuuXKFusVguOI/ldo8HDhzgySefVP68sbGRM2fOcN999/H+++9TWlpKWFgYWq0WLy8vsrKy8PHxaXUMR6PRYGNvS1lLXbvGnlKaCjE5qNv0IubMmTNYLBb+/ve/K1VCvr6+TJgwgWPHjimtogICAggLC8PR0RGTyaS0IZowYQKTJk3CaDSye/duioqK2rSqwtnZGRuNDfpKPXVO7eNTSEi42Lu0Wieqq6tpaGigT58+F2TYx8TEcOzYMU6fPo29vT29evVixIgRFBYWkpCQwNmzZ8nNzSUoKIiJEyfS0tLC3r17KSkpUYaFypdn+/fv58knn1Q+Wz4n5Pigu7s7tra22Nvb4+npSXFxMUFBQa3uACC3HrrcS6PLCpC3VjEqKytpbm4mKCjoAsPG0dERPz8/pd+lnFV78uRJ7rjjDlQqFcXFxUiSxOnTpzEajTg4OPyqDYR8k+3s7KwsSF5eHiqVCm9vb8LDwyksLCQyMpKgoCA8PDwoKCigoqLisg4Ve62WZq3Ea6fWtvoz/io2LRIObka823Da/KlTpy7ZPy4yMpKDBw8qJep6vZ7jx49z9uxZFi1apKyt0WgkIyODPXv28NZbb7X5UFetVouLswvGeiOl6e3XUsLf1R9HB8dWGevyUNGLe/rb2NgQGRnJ4cOHlT+rqKjg6NGj3Hfffco7XV9fz+HDh9HpdJfsodnS0qL8f/LvL/c4NJlM1NbWUlxcTExMDHZ2dkpG7dmzZy8rQK7VavGyU6E6vB7aaQiarUWin4OxTS+NsrKyLjmDwdfXl4CAAGXIWUtLC2lpaRw+fJhXX30VGxsbvLy8yMjIIDU1VcmaPHv2bJvJCv9/mIuLI3aaPJrqtrfps84nyNeAp4dtq3RCfj8DAwMv+PsqlYrevXuzbds2Zs2apbTmqK+vV0r0y8vLL+iH5uXlpfRplB1OufpGzsCAc9lzNTU1uLm5ERwcTHFxsZI5aGdnh5ubG1lZWZcVILe3t6fFQcUHZzagcWmnIWiShKc7bVoKWVpaSnl5OSEhIResl7OzMzExMezYsYO5c+dSUlLCmjVrlCxld3d3VCoVDz/8MEeOHCEhoX0cX7VajYuzC1obbbueE7YGW7zcvKgz/HUDWm5ZFhwc/Cud6tOnD9u2bWPatGno9XqOHj1KY2OjchHg4+NDYGAgZrOZ9PR0ZTbA+e+E2WxW+vs6ODig1+uVPrUpKSkYDAbOnj2LjY2Ncpb4+fkppcKtxc7ODg87DTap+6E29Y//whVigNaEs1PbBQN1Oh1paWlERUVdYPdoNBpGjhzJ559/zsKFC6msrGTNmjVUVFQoOjF58mRUKhV79uxh/fr1Ssuitu7N7+LijLubql3PCXu1idBgNSeTW1fxlZ6ervgT5/8+vXr1YseOHYwfP14J6MnBPScnJ0wmE6dPn1Z6v18qM1VuK3T+RZLRaCQvLw9HR0f8/f0JCwsjISGBoKAgVCoVQUFBSgvC1mJra4uk1bC1LIkDp9pv4LyHk4S9U9tkysK53y4hIYHevXv/yheIi4vjgw8+4LHHHqOyspJvv/2WqqoqZdaOXEmclJSktCGcP3++0he+rXBxccHF0YXS9NJ2C5C3GFsI9g5utZ+dmZmJn5/fBVXUcK5ne05ODjY2NpjNZlJTU8nLy6O8vJyIiAiam5upq6ujubmZ5ORzl2RBQUH07NlT+QxZhxoaGpTZInAuGHj69GksFgtnz5793yU0EBwcTFpaGmPGjLmsALmLvR3O1flwaH2rPqM19Gwx4+1k32a+q5zU17dv31/tYWPHjuWjjz7i/vvvp66ujh9//FFpY+ru7q4E7SsqKti1axcxMTHExsa2+aWRs7MzHu42NOt+QW1qm0rdizFbJHr3ULW6zU1ubi6urq6/Su4MCAggIyODlpYWbGxslM4EVVVVBAQE4OLigpOTE6WlpRw8eFCZw3axjynHns6fP5GRkYGDgwN+fn5ERUWRlJSk2G/ycwcPHtxqf1WtVmOrtSPbXN6usSenZgmji6rNqrThXOZ9dHT0r/awYcOG8cknnzBnzhyamprYvn07tra2lJeX4+7urlxi5ObmKpVh9fX1bT7w2snJCRdHF6rzq3Fobp9LI0mSCPMJa7VOFBcXo9FolEtUGbl1jhwXraqqoqCgQEnWkH1leRaAHIsqLi5WAuSAkjF+fvsXub2Qra0tJSUltLS04OjoqFQwpqSkUF9ff1kBcjs7u8uuGGj1Dmo0Glt9WMjtHeSWJpIkKWWj8oAQQDFoe/XqpWR26PV66uvrGTZsGCNGjCApKelXwaXq6mrlx5Y/LzExEXt7eyU7LS8vTylXdXZ2Vozgy8HGRoPR2L6lFUiAJLXpJqXX66mqqlKymuT1kofhyeuVnZ1Neno6Q4YMuWCoTG1tLdu2bWPkyJHtMnlao9GgQoXF3H4tDOCcI6VRt04n5MGYskLLv7HcB03+jS0WCwcPHiQ6OlrZPAoLC/Hy8lIyQdRq9a9KGWtra7G3t7+gBEej0SgTqMPCwpQgYnl5udKK5XJbrMhZDu2XEwhIIFnaVieampqoqqr61XrBhXtYZWUlu3fvZsSIEQQFBWFvb8/48eMxmUxs3bqVzZs3Kz2y2xK1Wo1Go8bczqVfFsmCWq1qlVNpsVhoaGhQghZyVtL5OnH+u+/r64tKpVJaqZyfeXUpJ1On06FSqZT2CvLwHnnwodwTOSMjA5PJpFRWXG6bGjl7UWpfrVD6jLYVBoOBmpqaC9ZL3sPk0rqsrCylFVd4eDgqlarNL4d+C7VafW4t2vnMliQJFa3TCbkUW34HZX2wWCyKThQVFeHh4aHohEajoaamBltbW5qbmzl9+jTx8fEEBwcTGRl5gZ7I2VLnt1eQB5r6+PgQEBBAeHi40n9ZpVLh6el52S2iNBoNZou5Xcu1oe11Qr58lh2z83Xi/ACVrBPygM7CwkLq6uowGAwYjUY8PDyws7MjPz//gmFsVxp5P2xvO1Ze9db6FI2NjRcEt8+3USVJoqSkRAmy+vj4KLZNeno6WVlZSr/+6urqC851OHdR29DQoFxOyG2HEhMTcXd358yZMzg5OZGUlKSsjY+Pz2VnL2k0GiyShNSOrbjgnE7Y2LZdpqwkSdTV1VFRUaH8u5yRqdFosFgsik74+voqg5yLiopwdnZm1qxZLFy4kBtvvJH4+HiSkpLavHTezs6uTfXuUkhIWCRLq3WiqamJ+vp6ZU89XyfgXEDVxsYGd3d3vLy8cHJyUs4WOcFs+PDh+Pj4cPr0aWW94Jy/Ultb+6ve77a2tvj4+ODn50d0dDQqlYq0tDTgXPuBy22xIgd9zVbw7Wxa0b7gr1BbW3tBSwCLxYLZbFaG4aWlpeHn54e/vz/h4eFKe02DwQDA3r170Wq19OnTp02romQUnWjPM1tC2SdaQ3NzMzqdTqmMu1gnamtrMRqNSntfV1dXZQhhbW0tXl5euLu74+np+as5Z3K18PmDbuVZSL6+vpw+fRoXFxeOHz9Oc3OzMij9fHlagzxI2GRufzv2nF/ZdgmPdXV1lJeXXxD/OF8ncnJycHFxUS6pnZ2dqampITg4WBk2vnnzZs6cOaO0GW1LbG1tz61l+5qx5/anVla3yMmTF8f34Ny75erqSnh4ODqdjhMnTpCeno6tra3iU5//m9rb2/+qBaB8wS3HC+GcD+zt7Y2vry89evTA3t6e3NxcmpubcXNzw2AwXFaLFZVKhUajueyWja22grRabavLPeXbtbNnz9LY2IitrS01NTXk5uZSWlpKjx49sFgs1NfXk5yczP3336/8XXd3d+Xlh3M328XFxRcM2JQ3H5mGhgZyc3MJDAxUhtQ1Nzcr5TPybcPlOkothhbs1DZEuQRc1uf8FczqFnSmBgyGtutT2KtXL77++mtyc3Pp27cvRqOR/Px89u7dC0BUVBRGo5G0tDRKSkq48847/yff/584vn//fpYtW9ZmMp6P0WjEZDJhY2+DvVM7ZWgCLeYWpcXJX0UexJOamopOp8PR0ZG6ujoKCwvJzMykT58+StbG0aNHefTRR5W/e+bMGYKDg5WS+4yMDM6ePav0BgSU8vjzZbO3tycqKopBgwZhNpuxsbHhzJkzyo2hjY3NZQ+kMRgMWNQ24O7fbhnkksmMvvTXPROvJCEhIUrPdp1Oh42NDUVFRRw5coSSkhIGDx6M2WymuLiY+Ph43n33XeXvarVaHnroIaV9yNGjR+nTp0+byQr/v0VCixF7jQNqm7YbXHoxhpZyDAZzq/rm2tra4u/vT2JiInV1dbi6ulJfX09xcTGnT58mJiZGefenT5+uOGNnz54lODiYs2fPKgZVdXU1UVFRF+zxRqPxAsPUYDBQUlJCfX09Hh4eSoBDDprIVRWXa2S1tLRgq9IQ7uyPvUt7ZRlAc2Ep5W2oE97e3jg6OnLq1ClqamqU4ZEnT57k5MmTDB48mMTERAYMGMCjjz5Kc3Mzhw4dIjk5uc3LgS+FxWLBYDCg0qja9ZyQdBIGo6FVOqFWqwkNDWX37t3U1tbi5uaGTqejuLiY5ORk+vbtS3p6OgEBAVx99dXY2dlRUFBASUkJHh4exMfHU15ezpAhQ+jRo8ev3mWTyfSr5AeNRoO3tzeDBw9GkiSlHV1OTo6S8dba8k4Zo9GIGTW4eJ07K9oJXWVxm54TTk5OBAcHK9nhnp6eVFRUcObMGfbu3cv48eM5cOAAffv25ZFHHlHK5OWsZh8fHyZPnsxVV13FNddcQ1ZWFrGxsW1W1iwHf0HTrueERCNNTb9uDfdnCQ8PZ9euXdTW1uLh4YFer1fOiaioKPLz8/Hw8GDixIl4enqyatUqqqqqMBgMaDQaJQBSXV2NVqslIiJCyXy1WCwXBEflwEhBQQGDBg0iLy8POzs75WwKDQ1FpVJddgWb0WhEZZHw1boT2I4+RXNJOdXNLW12WWVjY0OfPn1YvXo1ZWVl+Pr6UlVVRXp6Ort27WLy5Mns27eP3r17s3DhQmxsbDhy5AhpaWkMHTqU0aNHExAQgI2NDb169aKqqorGxsY2b5WkUquwd7ZHRftkkFuaLRiMhlbrRFhYGLt376a6uhoHBwcaGxspKysjJSUFX19fampqsLOzY9SoUURGRrJjxw4l6H3+Zah8wVRVVUVgYCDwvxL5898RlUqFk5OTck7Il6gZGRlK6f7l6oTZbMZktiBpndv1nGjUV9DUYmyz+Q8qlYqBAwfy6aefUlZWhp+fH9XV1aSnp7Nz507Gjh1LfHw84eHh3HfffXh4eJCdnU1OTo5SQb93716GDBlCZGRkm8h4MU1NTUho0Nh6o7Zp237nMpJKoqFJ1+rLqqCgIPbt26dUaxuNRioqKkhJScHOzk5p6ztw4ECGDh1KcnKyMtulrKyMXr16MX36dCorK/nvf/9LUVHRBW25Lo496XQ6MjMzGTlyJDk5OdjZ2aHT6ZQ2FHLyweVcvFgsFkxGE8422naNPRn19ZS3WNq07duAAQOU9mWhoaFKq7Ndu3YRGxtLRkYGnp6e3HrrrfTs2ZOXX36Z0tJSqqqqGDt2LD169KC5uVn53S9uFXWlaW5uRkLC1tG23XwKCYlmY3OrdcLHx0eZ29W7d28lySw9PZ2GhgbCw8Px9fUlLi6OhoYG5b8PDg5Gp9MpFxgmk4nq6upfVc01Nzf/at90cHCgf//+ShVfeXk5JSUl587Z/98e5XIuXuTh3pfrq7c6QO7s7Kz0hvur+Pr6EhkZSXJyMomJiXh6enLmzBkOHz6Mh4cHU6dOvaD/rJ+fH3DOOezRowenT59WWqbodLoL0vnhXDl9fX39uSw9SSIlJQVPT09mz56tTEbdvn07ZWVlVFRU0NTUhJ2dXasnwMo0Nzfj2KLm4ZhrL+tz/gplJaX88Mtaqhor2+wZQ4YMoXfv3hw+fBgnJyeMRiPff/89hw4dYu7cufTr14/q6mpKS0vx8PC4YBNqbm4mJycHJyendju4m5ub0TfqsXWxxbeH7x//hStERVIF+qZfD8f8M7i4uNCrVy/S09M5cuSIMg15165dWCwWHnvsMSRJUsrbAwL+dxCGh4cTHx9Pfn6+UjVxcesPDw8PmpqaLgjgG41GSkpKcHV1pbm5mYKCgnOl7h4eNDY2YjKZLtmT86/Q3NxMnRkYNgPauLWOjLGhgbRT37RpVlHv3r0ZMGAAZ86cYevWrbi7u7Njxw42btxIbGwsCxcupKGhgby8PJycnJQLPJPJRHJyMlu2bOHee+8lPz8fW1tbQkJC2kxWOLfWuvomcPHEwXVimz7rfMqqdlFT2zrHws7Ojj59+rB//34OHDhA7969KSwsVIbQPvPMM5SVlSnvvnxD7evri6+vLwkJCeTn5ystIi4e2ir32ZcP8JKSEhobGxk5cqQyJyE3N5d9+/aRkpLC4MGD0ev1SklZa2lubsa+RcU9vabh4eVxWZ/1Z7FYJNYeWcXpNhxcHBQUxLBhw8jIyGD9+vX07NmTw4cPs2rVKpycnPjwww+VVlsnT55UArHtdS5cjNlsRqfXYZSM7XpO5NXmUa2rRmP71/dDlUpFv3798Pb2Zv/+/fTr14/CwkI2bdpEfX09Tz/9NBUVFSQkJFBQUICtrS0WiwVvb29ycnI4fvw4cXFxaLVaJSNTzk6Gcxe1NjY26PV6RWflZIXs7GzMZjMVFRU0NDTQr18/pWft5ToeBoOBeqMFU/QoiG19S6+/SmrqV+j0DW0WDHRzc2PMmDFs3LiRtWvXMnz4cI4fP86yZcvQ6/X88MMPZGdnK0NsAUUnDh8+zM6dO5UKDIvFQp8+fdq056ckSeh0enR6VbueE4bKfM6WJLU646dfv374+Piwf/9+YmNjKS4uZsuWLdTU1PDggw9iMBiU9n86nQ6DwYCHhwdRUVFK79isrCzy8vKIiopS/AQ4dw45OjoqmX7Nzc1kZmbSo0cPbrzxRuDc+WowGDhy5AihoaFKq6nLwWg0ojZYmOw7gKtipl/WZ/0V1p/4jgx9Y5vphJ2dHePHjycwMJBVq1YxYcIEUlJSePvtt6msrGTz5s1kZ2fz448/curUKaXqMSwsjNOnT7Nt2zbmz5+PjY0NhYWFXH311Re0NGgL6uvraWxuxLeHb7sFyKtrqynZXqJkCP9V+vTpg7+/P/Hx8YqPtmvXLkpLS5k/fz4uLi6kpKRQWlqKRqNRssZDQ0PR6XRUVlaSn59PSUkJgBIch/9Vn9bX12M2m5WM2ebmZrKzs4FzwcHq6mpGjRoFnOv/fHFb1b+KyWRC32Kk0TMEhs9s9ef8VXLLt1DZYLisTN8/YtKkSYSHh/PVV18xefJkUlJSePfddykrK+P777+ntLSUjRs3kpKSgouLC0ajkeDgYLRaLfn5+TQ1NREUFNTmuiCj0+nQ6SzYu4zDoQ3bWZ5Pi9FEdl5eqy+1e/ToQWBgIKmpqcpg2UOHDpGdnc2ECROIjo5WBmfm5+dTVVWFVqslMDBQmYGQl5eHTqdTqiVk5H7mtbW1mEwmNBoNJ06cIDQ0lPnz5ytB8JaWFhITEwkNDaWyshJfX9/LSs60WCyYmlsIcfVs19hTfM0RftafatPB6hMnTiQiIoLVq1czefJksrKyWLZsGQUFBSxbtgyVSsX27duVYfP19fX07duXxsZG9uzZg5ubG71798ZisShzK9oSvV5PY1MjHsEe+Ea0j08hIVG0t6jVOhESEkJoaCjFxcWcOnUKe3t7jh8/zsmTJ+nVqxdBQUGkp6dTUVHBwIEDqa+vV5I3dDodJ0+eJD8/n5qaGnQ63QWxKfjf4FL5nIBz9n5eXh5arRa9Xk95ebmSSV5TU4Orq+tlJd3IF7iXe2ne6gC5q6vrBS1S/soNmI2NDYMGDcJisXD06FE0mv/H3l1Hx3lcDx//7q5WzMxgSZYsJjOz4xgSx0nsOOCGmRpO0/ZN0rRpkzRtmDmOKTFjzLYkM8mSxcyMKy097x/q7s920BbsSprPOT2nOW2813o0OzP3uXNHYaxScnFxobW1FWdnZ9rb2y/qLy6Xy4mIiCAxMZENGzagVCqJjY3F29v7os83tJpoaGjA3t6e6upq4uPjL+q1GRERQUNDA11dXTQ1NWFtbY2Ly5UnKwyVN45WdiS5h//2v9BLSjqs2C2zobit7bKfw+9lY2PDE088wQcffMAHH3yAra0tXV1dhIWFYWNjQ0tLi/E240srAdVqNW1tbUyfPr3X4/olnZ2daLQarOyssHXpn4kbAIv/e1t2uc9CoVAQHBzMjBkz2LVrF2fOnMHa2hpXV1esrKxoamrCx8eHhoYGUlJSLvp3ExISOH36NBs3bkShUBAWFvaTHrWGC3fa2trQaDT/u7Sx+/LCM2fOGI97jRkzhoCAAPLz89FqtcaXU1eqo6MDuZUteIdAH15wcyGptZVOS3taW1v7bExYWVmxdOlSVq5cybfffmustA8ODsbLy8tYcdzZ2cnUqf+XaLCwsCA2NpYVK1bw0UcfUVBQwAsvvNCnl/9A9zhUdXbh7OKDhVVgn37WhXSSM6pOnfFl5eU8C8NlgDfeeCMbNmwgKysLW1tbXFxcjG0dDL/7GzZsQKFQMHz4cPz9/ZHJZMaqqObmZsaMGYOHh8dFb6Xt7OyMF9sajiO7uLhclLB1dXUlODiYhoYG1Go1LS0txMTE9OhnolKpsFfaEOcagoe7x2//C71Ap9OxT+l00ZHr3h4XSqWSSZMm0dnZyXfffWc8geLv74+rqyutra1MmzaNvXv38uqrr2JlZcXEiROJiooy/hl2dnZERkb2aly/RKfT0dbWhtJK2a/zhIWNBWqtGgssLntMGC4Dv+OOO1i9ejXnz583to5wcXGhsbGRuLg4zp07x5YtW1AoFPj7+xMYGMixY8dQKpXs37/fODdER0cbxwZgnHMMR5GVSiXW1tY0NzezevVqoPs5R0VFER8fb6z+6OmY6OzsBAtLZB7+4NN/L0w6rR2NY6Iv5grDd9ITTzzBW2+9xe7du3F0dMTX1xdLS0uqqqqYPXs2O3bs4NVXX0WpVDJhwgSioqJwd3cnIyOD119/HejuRRsREdGnLWEMF6orLGz7dZ6QKTrpUiuNRTeX+xysrKy48847Wb16NTk5Od29QB0ccHBwoK2tjZiYGPLz89m/f78xkREUFHRRj8v29na0Wi0eHh4XVR4plUqcnZ2xt7enqakJhUJBS0sLo0aNMv5/5HI5KSkpHDhwAEmSqKio6PGYMJw0Gubo0697isOWLnS0tV/ROvb3kMlkeHh48Nprr/G3v/2NgwcP4uzsjI+PD76+vpSXlzNnzhx27NjBa6+9hlKpJDk5mZiYGGJjY9mzZw9ff/01JSUlJCQkEBER0edH55ubm7GwtMDWue/uK7hUh64DHbruSt0rHBO33HIL69ato6CgAFtbW+MljxqNhsDAQKqrqzl58iQnTpzA2dmZ6OhoQkJCkMlkHD58mI0bN+Lo6Eh0dPRFySWFQmFsNVFXV2ccM9bW1sZ5Qq/XExERYdyvVFZWMmLEiB79/DQaDVq9hNzRrV/nCbW9K62qTmOBUV+MCTs7O9577z3+/Oc/c+jQIVxcXPD09MTLy4vq6mqmTZvGgQMHeP/995HL5YSEhBAXF4etrS3V1dXExsb2eYXshZqbm5ErrLGwDMDCqu/utrmQXqZGrbGlo6Pjip6DpaUlixYtYtu2bezYsQMrKyu0Wi0+Pj4oFApcXV3x9/fn6NGj5OXlGe/PCQkJQalUkp+fz4YNG4yXFl6YDDRceOvp6UldXR1eXl6Ul5f/5G6WlJQU9u3bhyRJVFdXExAQ0KM5XafTodVo8bZx7td5os62EHmX/orn7N/Dzs6Ot956ixdffJEjR47g5OSEk5MTMTExNDc3M3PmTM6cOWP8zvH19SUxMdH4oiM1NZW9e/cSGBjIzTff3Of337W2tiJTyLBxsum3PYUkSejlejo6Ooz/fDnPQqlUMnXqVA4cOMD+/fu77z6RJDw9PY2tXw1ttn788Ud0Op3xdGpAQAA+Pj6sW7eOjo4OZs+efdEpoQvHRG1tLT4+PlhZWWFnZ8eGDRuQyWTo9XpCQkJITEzEzs6O+vp6Y//znvxMurq6TJcg9/b2NibbriTT7+joyNSpUxk/fryxF6ydnR0tLS3GywR/7tInuVzO7NmzmTp1avflBL/wxTJ58mQyMzPx8fFh/vz5P/mFCQoKIigoCLVaTWFhIS4uLhe9DbwSjY2NfV4JeikrKyucnJxobGxEo9H0WXVRSEgI//jHP2hsbDS2OzBUcBgukgwLC/vJv+fi4sKyZcv6JKZf0tzc/L/Lpvq+D9uFPD096ezsvOI3qtbW1sYbyQ2VGc7OzsY3bAqFwliNYWDoGXrnnXd2J3v+1xvq574gR48eTXl5Of7+/ri7u3PnnXf+bBxarZbW1lYUCgWBgT3bJDc2NhovruovCoXC2ANUrVb3uE3ML/Hx8eHRRx/lzjvvpKGhAUtLSxwcHKiqqjIeRbrlllsu+nfkcjleXl589NFHxiP3fZnwMOjo6KCjo6NHLwGvhIuLi7Gy6EoWURYWFoSHh/PYY48ZLzR1c3Ojvb2d8vLyX/3dv+6664ztb6ysrH62cik6OprS0lJqamqIi4v7yYXPTk5OTJ48GZ1OR0lJCZ2dnRddVnUlGhsbjb2h+4tMJsPb25u6ujrUanWfzRMuLi7ceOONLFy40HjHh2HDUF5ejqenJ++++67xpfSli6m4uDg+/fTTPontUhqNhoaGhp9UPPQ1BwcHYw/kK+mnKZPJCAwM5PHHHzdepubu7n7RmFi+fDnt7e0oFApjP/HJkyczefLk3/zzAwMDUalUFBYWEh8fz8SJE5k4ceJP/n/d1catNDU1XfSS40q0tLTg7Ozcp9XRP8fHx6fP5wkbGxumTZvGpEmTqKmpobOzE39/fxobG8nOzsbW1pZ3332XxsZGrK2tjb2uvby8ePPNN6mvr8fBwcF4V0Jf0uv1VFVV9fjF+OWytrY2JrMN7d4uV0BAAI8//jhNTU10dXXh6uqKSqWisrISpVLJ9ddf3/3CXi7H0tLyJ/NBaGjoT06jGri6uhIeHk5mZiYTJkxg8eLFF/3vCoWCuLg4YmNjjfeTxMbGXvbf4UJtbW1YW1v36cXKP8fLy4umpqYrTsz+HgqFguTkZGNlbHt7O4GBgTQ3N3Pu3DmsrKx49913aWhowMrK6qJe16+//joNDQ0oFArs7e37ZR6tqKjo8cmxy6VUKnF3dzeeXLiSMeHn58cDDzxAS0sLKpUKZ2dn4/0qSqWSWbNmMWnSJCRJwtLS0vizDA4OJiAgwFgJ+3OfbW1tzahRozh16hSzZs0iJCSEv/3tbz8bh0qloq6ujujo6B5VkBuqJPurStrAzc0NlUplvMC6L37nDKfDvv/+eyorKy8aE1lZWVhZWfGvf/2LpqYmLCwsjPesQffltj25EPhKVFRUGO/96S+GdWxra6vxXqDL5eXlxW233Wa8B8/w3VJXV4dSqSQlJYW4uDjjn2/4jMDAQO644w46Ozsv6sF8IblczpQpUzh27BhXX3218YTRhaKiooiKiqKzs5P6+nqmTp3ao7WHVqs1rgH7k7OzM0CPvp9+j+joaFauXEl1dTVtbW34+vrS0dFBTk4OVlZWPP3008a70mxsbIxxLFu2jIULF6LT6fptnqiursbFxaXPC94u5ePjY+yacSVjwtXVlYULF6JSqWhvb0epVBqruXU6Hf7+/gQHB3d3ybC1Nf4s7e3tWbp0KW1tbVhaWv7ii+qpU6dy4sQJ5s6di5+fH3/5y19+9v9nuMcqOTm5Rx09DKdee7pXv+KnGBoailarNVZKXukvn6Wl5UVvpj08PH4zUW3oUfNrxo4dy9dff41Wq/3V/291dTVubm74+fld8S+1ofqopqamXyulofsLwc/Pz9hDqK97ubq4uFyUZIuO7r/j0L+H4TnI5fI+P05zKcOlcw0NDQQEBFzxZt/CwgJXV1fjP1/6M/8lv3XRY1JSEuvWrfvNoziNjY3IZLIeVasZqlSrqqouqqDuDxYWFoSEhKBSqSgrK/vFTW9vsbe3v+hn/3s+z5Ao7w+GqsC2trZ+rTCB7g2aoQLVMLleCblcftEYMFQSGPzS7/5vvSSLjIykqqrqNy+jValUNDU1ER8f36MknuH7aeTIkf2+iAoPDze2Uvq5l5m9ydra+qILmf39/Y3/bDgZYEqGlzaVlZU/eenY1wwXPVVWVtLW1nbFm32ZTGbcpMBPx8SVJtYCAgJoamr6zUsGtVotpaWljBw5skcbPENf87i4uB73Mr9cYWFhdHV1UVpa2uPqxt9iYWFxUZsCLy8v4xxguOz05/TXOsbQaqSgoIAFCxb0y2ca2Nvb4+3tbfye7clm/8IxoVQqL9poXen84+LiQmRkJIcPH/7NpHFeXh5jxozp8Zhobm7Gycnpor9Pfxg2bJjx/pSQkJA+fWklk8kuekHp4eFhbG8G/OKY6K/5w7C3y83NZd68ef3ymQaWlpYEBQUZE2k9WS86Ojoax8Gll8L/UlLDcLL7l1hZWZGSksL333//m2MiNzeX0aNH96jfsuGCaoVC0e8vKwICArCwsKC6urr7BOBv7LV66tIxcWFOpL+/D36OJEnk5eUxY8aMHr3wuFxyuZzQ0FDUajV1dXU9Km64dN92YTGYpaXlz37vKRSKX11XyWQyJkyYwCeffPKbJzUN/eMdHByu+GdoqJRVqVT9fo+PocK4vr6e5ubmPl+nXLhesrGxuWjd/kv7vL4epxeSJInCwkIiIyP7rNjil4SHh/fKmLCxsbloDX7hn3Xhy6ILyeXy30xmT5w4kU8++eQ3Xy6WlpYSEhLyk9Pel8Owjm1sbOzxPveKv9lCQ0OxsLCgqqqqzy6u6AmlUsnixYt/8+idm5sbcXFxF21croRWq6W2tpbhw4f36M+5XDY2Nvj7+xsr4Yc6vV5PbW2tsfqiPwUFBWFtbW2s0jQ3FhYWXHXVVb/5AsrR0ZERI0b0+MtFp9NRU1PD8OHD+7XKwJAgh+6F+VAnSZKxIqy/E+Q+Pj44ODjQ3NxsPAJmThQKBePGjWP48OG/2nPV2tqasLAw4uLievR5hh7OISEh/Zogl8lkhIaGolAoyM7O7rfPNVeGzbbhWfQnNzc33N3d6ejooLm5uV8/+/eQy+WMGDGCMWPG/OqYUCgUhISEXNRq4kro9Xrjwr6nl7hdrrCwMCwsLMjJyTHLdWx/U6vVlJaW9rjy5nLZ29vj6+uLRqP5zRczpiCXy/Hx8WHOnDm/2Zs7KCioxy/d9Ho9TU1NODo69vupL0NSvKCg4Ir7Xw8mWq2WgoKCft/bGRLk0F3IZW4Mp3QXL178u8bEmDFjerQPMJxYMkWC3N/fHzs7O8rLy3+zmGIo0Gq1FBYWEhoaapIEuVwup6qqqt8+9/cynOhetmzZb44Jf39/Ro0a1eMXqZ2dnXR2dvb4tPfl8vT0xNnZmfr6eurq+u4OvIFCq9VSUlKCn59fvyfIw8LCUCgUxvsizI1SqeSmm276ze9/b29vkpKSevwSUK1WmzZB7uzsjLe3N+Xl5X16cUVPODg4YGFh8asPxdbWtse3CBuqAru6uhgxYsQV/zlXQqlU4urqioODg0h8ALW1tdTV1eHs7NzjljmXy9HRES8vL7NNkEN3VeEvtWAxMBxp7enCx3Cc3HAzcn+Ry+U4Ozvj6enJ2bNn++1zzVVzczOVlZXGftD9yd7eHk9PTzo6Osx2Y2FjY4O1tfWv/r5bWFj0qNLDwHAp9PDhw/s9Qe7s7Iyvry9nzpzpt881V4ZKer1e3+fV9JeysbExvrw1x2Qg/N/FhL/2+26oHOnpmKivr6ejo4OgoKB+T5AbxkRGRsaQT5DrdDoKCwtRqVRERET062cbTpLa2dmZZeIDuueA3zota+i52dMx0dzcTGtrK56env2eIHdycsLX15fc3FyRIKe70rOjo6Pf93YKhQIXFxfc3NwoKyvr18/+veRyOQ4ODr9Z7efk5GS8bPVKtbe309zcbHyZ1p8cHBzw9vamoqLCLF9q97eCggLa29uJiIjo1wS5YR3r5eVFcXFxv33u5ZDJZDg6Ov7m77uhTW1PxoRaraa+vv6iorD+Ymtri6enJ21tbWY7Z/en4uJiWltbGTZsWL8myA1jwtvbm+Li4j67XLunfs+YsLe3/8381G8xFKFptdoev9Tu0Tfb2LFjKSwsRKfTme1D6Q96vZ6srCzs7e1/0sO2Pzg4OBAeHs7x48eH9HMAjLftBgcH93uVAUBycjJ1dXXG/o1D2blz57C3tychIaHfP9twsVNqauqQfw4VFRXk5+fj7e190QWU/SUyMhKdTkdTU9OQfxZZWVlYW1sTGxvbL73nLySTyRg/fjz79+8HGNLPoqWlhZMnT+Lm5tbviQ/oPrLt7OxMdXX1kH4O0H3KRy6XExkZ2a9HYg3GjRtHamrqkF/HqtVqDh06hJOTU49PylwJV1dXhg0bZtabvP5SUlJCV1cXw4YN6/dCD4CRI0dy9uxZ42V4Q5UkSezduxcHBweTrGMN9xLl5eUN6ecA3QU3DQ0N+Pn59ftdXwAxMTGUl5dTV1c35J/Fvn37sLOzIy4url/v0oHulzLjxo0jOzt7yD+HlpYWysrKcHd37/cTLtDdjkur1Yo5G0hNTUWhUBAdHd3nl0b/nAkTJpCTk2NsCzZUdXV1kZeXh7Ozc48vSu9RgnzSpEkUFhb+Zk/jwUySJPR6PTk5OYwbN67fj1ZA99v5yMhIjh07ZraVy/1BkiSys7NRKpUEBQX1e49fgFGjRlFXV0dra+uQ/ZIy/L0zMzONY6I/K8ihuyJtzJgxpKWlDekqKEmSKC8vp6GhgREjRvR7Uha6NxZ6vZ76+vohXaUpSRLnz59n5MiRF1061p8mT57MoUOHhvyYaG5uJjs7m8TExH6/GBK6j5y7urpSUVFhtifw+oMkSeTn5xMZGYmrq2u/VqMZTJ48mfT0dLNsAdVfJElCrVZz+PDhHvfPvlJubm4MHz6coqKiIT8mSktL8fLyws/Pr98TUNBd/JSRkTGkX2obEg179+5l3LhxPa5suxI2NjaMHDmSvLw8tFptv362OZEkidraWuOl7aZYxyYkJFBVVUVlZeWQX8fu27eP0aNHGy+U7k9yuZzJkyeTnZ095MdEa2srLS0txMXFmWQdGxYWZlzDDfVnkZqaSkxMTK+cqrwSU6dOJTs7G41G0++fbS4M69jeuBsJeiFBbrjUZygPDo1GQ05OzkWXy/QnR0dHkpKSaGho4NSpUyaJwRzodDoyMzOxsbHp935cBqNGjcLS0pKSkhJUKpVJYjAHOp2OrKwspk6dapJEoFKpZPz48bS2tnL06NF+/3xzodfrKSkpobm52WQX6kZHR+Pm5kZlZSVNTU0micEc6HQ6zp8/z/jx402ywZPJZEyZMoX29nYOHz7c759vLgyXQubk5PS4f/aVCgoKIjg4mLq6OrPsL9tf9Ho9eXl5xsuqTGHSpEmoVCqOHj06pNexhu+FiRMnmuTz3dzciI2NpaWlhZKSEpPEYA70ej2lpaX4+/v36MKtnhg3bhySJHHq1Kkh/eJIrVazd+9ek+3tbGxsGDNmDO3t7eTn55skBnNgaGNqZWVlkkpZ6E6Q29racv78+SHdc1mj0bB3714mTpxokpd3crncOGcP5TumDIUera2tJCUlmSSG8PBwfHx8KCoqGtJztlar5dChQyQkJPT7RfMGU6ZMMVZPD9WX2gAqlYrS0lLGjx/f4z+rRwny8PBwoqOjOXHiBF1dXUPyoeh0Os6dO0drayvz5883SQw2NjZERkbi7e3Nxo0bh+RzgO6WHtnZ2YSGhvb7JVMGISEhREdHk5eXR3Nz85B9FhkZGTQ2NrJw4UKTfL6FhQURERFERESwcuXKIfscSkpKOH36NM7OzqSkpJgkBj8/P0aMGEFjYyMVFRVD9llkZmbS0NDA3LlzTVLtIZPJiIiIIDY2lhUrVgBDs81KQ0MD6enp6PV6pk2bZpIYDK1dFAoFubm5Q/I5QHdLtLq6OiZNmtTvvZYNDGNi7dq1aDSaIfksOjs72b9/P83NzVx99dUmicHe3p7IyEg8PDw4ffr0kHwOAEVFRVRWVhIXF2e8pLG/hYaGEhMTw65du2hsbBySz0KSJPbs2UNtba3J1rGWlpZEREQwbNgwjhw5MiSfA0BVVRUlJSX4+/ubpP0TQGBgIDExMZw5c4aioqIh+yz27NlDdXU18+fPN1mCPCIigqioqCHdQrO5uZn8/HxsbGxM9lLb09OTqKgo6urqOHHixJB9FgcOHKCiooLp06ebpE0gdK9jo6OjSUtLQ6/XD8ln0dnZaTxZMmfOnB7/eT0+B3DDDTdw7ty5IVllIEkSWq2WI0eOMHLkyH6/2OhCLi4uTJo0iU2bNg3JNiuSJHHo0CH0ej3x8fG4ubmZLJa5c+dSXV1NfX39kPuSMvx9Dx48yKhRo4iIiDBJBTl0by4WLVrE2rVrh2RLCUmSyMzMpLi4mMTERPz8/EwWy/jx41EoFJSVlQ3J46mG76ekpCQiIyNN0v7J4KabbmLVqlVDsjWaJElUVVWRlpZGSkpKv19sdKERI0YQHBxMTk7OkGwpIUkSR48eJSwsjKioKJNV3gAsWbKEjRs3mu1Fwn1JkiTa29vZsGEDo0aNMlmFJoC3tzfjx4/n9OnTQ7KaX5Ikzp07h6urK7GxsTg7O5ssloULF5KamkpNTc2QXMfqdDq+/fZbRo8e3e8XzV/Izs6OhQsXcvTo0SF5fF6SJONdZ/Hx8Xh5eZkslilTplBWVkZeXt6QnbO/+eYbRo0aRWRkpElaSUB3knzZsmWkp6cPyZfahpZDlZWVJCUlmezEPEB8fDwWFhYcP358yM7Zq1atIioqihEjRpik+Mlg2bJlHDlyZMjmANvb28nIyCAlJYWwsLAe/5k9/na7/vrrjUfxhloVuSRJtLS0cPbsWW666SaTxuLi4sLVV19NdXU127dvH1LPAbqPB6empuLj42PSFxXQnSB3cHAgKytrSPZwbGtr49ixY9x6660mjcPS0pIbbriBpqamIXmyorOzk7Nnz6JSqRg7dqxJYxk7dixBQUEUFhZSWVk55J5Fe3s7x44d48YbbzRJe5UL3XzzzbS0tLBhwwZgaFWRazQaCgoKyMrK4qqrrjJpLCNGjCA5OZnKykry8/OH1HMA6Ojo4PTp08yZM8ekiUDoTpB3dHSwefPmIbeO1ev1VFdXs3fvXq6//nqTxuLt7c3MmTNpbGwkIyNjSD0H6J6zMzMzSUxMJDg42KSxLFy4EIVCwa5du2hoaBhyz6KhoYENGzawbNkyk8Zha2vLddddR1tbGydPnhxyz0GtVlNYWIi7uzvJyckmjWXq1Km4u7uTnp4+5C4mlCSJpqYm1q1bx9KlS02WHIfuBPlNN91ER0cHx44dM1kcpqLVaqmoqKCzs5OZM2eaNJaEhAQiIyM5d+7ckDz51dzczObNm7n66qtNVj1usGzZMjo7Ozl+/PiQqyLX6/U0NDRQXFzMokWLeuXP7PE3nK+vL/PmzePgwYO0tbX1RkwDhlqtZteuXdjY2LBkyRKTxmJpaUloaCijR4/m7bffNmks/U2SJLZs2UJeXh5jxowhMjLSpPF4enoyY8YMcnNzh1x/WUmS2L59O0ql0uQvjeRyOYGBgcydO5dXX311SE0WkiRx5MgRUlNTiYiIMHmC3NXVlfHjxxuPQA0lkiSxY8cOFAoFN954o0krDGQyGb6+vlx77bX84x//GFJVUIZKtPXr1+Pt7W3yBLm9vT0JCQl4eXkNuXsSDO0LNBoNCxYsMFl7FQM/Pz8WLFjAO++8Q3t7u0lj6W9NTU18/vnn2NvbmzxBbugxnJiYyJ49e0waS3+TJInDhw/T1NTElClTTJ4g9/b2Zs6cOaxdu5by8nKTxtLftFot7733Hkql0uQJcoVCQVBQEDNnzmTLli0mjaW/XXgKMiEhgcTERJPG4+7uzuTJkzl16hQnT540aSym8PbbbyOXy02eIJfJZPj7+7Nw4UJj8dNQ2d9JkkR5eTlnz54lODjYZG0CDZycnBg5ciQqlYqtW7eaNJb+JkkSH3zwARqNhkWLFmFnZ2fSePz8/Fi4cCFbt24dcqeNmpubSU1NxcXFpddaovXKN9zjjz9OU1MTZ8+eHTLHtg03CKempvLAAw/g5ORk6pBwd3fn7rvv5sSJE+zatcvU4fSbrq4uNmzYwLBhwxg5cqRJE1AGf/jDH7C2tubcuXM0NzebOpx+IUkSXV1d7Nixg0cffRRnZ2eTHUs1UCqVPP3005w+fZrt27ebNJb+pNFoOHjwIJ2dncyZM8ek7QsM5s6dy/Dhwzl//jyVlZWmDqffqNVqduzYwYMPPoi7u7upwwHg+eefN46JobKxMFwcfPLkSZYsWWLyag+A5ORk48vUgoICU4fTb9RqNXv27OGmm24iMDDQpJttg6effpq8vDx27NgxZFpy6fV6KisrWbt2LXfffTeOjo6mDgl/f39uu+028vPzycrKMnU4/Uaj0ZCens6kSZOIi4sz+UkjgHvvvZfm5mZjFflQYLj87v333+ehhx4yi72dnZ0df/zjHykoKODMmTOmDqffaLVaMjIyCAgIYMqUKVhbW5s6JBYvXoyTkxP79++nqKjI1OH0C0P7grfeeouHH34YV1dXk+/tZDIZL7zwAoWFhZw+fdqksfQnvV5PUVERXV1dZpGUBZg4cSIJCQmkpaUNqe+njo4OPvjgA2677TZ8fHxMPiage29XVlbGmTNnhkw7U71eT21tLdnZ2dx+++29to7tlV1JVFQUs2bNMl7yMxQ23CqVil27dmFhYcG9995rFgPDysqKpKQkRo4cyb/+9a8hMzh++OEHsrKymDFjBtHR0WbxLMLCwpg2bRq5ubmUlpYOiTEhSRJbt25Fp9Px0EMPmTocoLuKPCEhgVmzZvHiiy8OmTFx8OBBDh48SGxsLFOmTDGLMeHv78/EiRPp6uoaUsfnt2zZgkaj4f7770epVJr8WchkMuLj45k7dy4vvvgiWq12SDyLnJwc1q9fj5eXF9dff73JnwN0n6wYM2YMHh4eHDx4cEg8B4Aff/yRjo4Oli9fjouLi1k8i5iYGObMmcN///vfIdMara6ujs8//xylUskdd9xhFs/B1taW5ORk4uPj2bp165B4DgCHDh2irq6OBQsWEBISYhbPIiIigpkzZ/L9998PmTZQarWad955B7VazYMPPmgWz8HCwoLExESmTZvGDz/8MCSeA8CZM2coLCxk7NixjB492iyeRVBQEFOmTOH06dND6pLI//73v6hUKh566CGzeA7Q3f/acMplqFSRFxUVcfr0acLCwpg3b55ZPAtPT0/Gjx9PV1cXP/zww5DZZ7/zzjs0Nzdz1113YWdnZxbPIi4ujtmzZ7Np06Yh0y6woaGBQ4cO4eLiwq233tprz6FXEuQymYxnn32Wjo4OUlNTB32rFZ1OR0VFBQcPHuTxxx/H1dXV1CEB3c/B1dWVJ554gqNHj/LNN9+YOqQ+V1NTw5dffklMTAyjRo3CysrK1CEB3c/irrvuwsXFhSNHjlBVVWXqkPqU4dKQTZs28cwzz+Dm5mYWk4VMJsPCwoKXXnqJEydO8Nlnn5k6pD7X2NjIxo0bAbjqqqvMosIAup/F1VdfTWJiIqdOnSIvL8/UIfW5+vp6NmzYwJNPPomnp6epwzGSyWS88sornD59ms8//3zQt1ppa2vj4MGDnD59mptvvtksKmWh+zkkJiZy7bXXkpmZOSSObTc0NLBlyxbuuusugoKCzKJ6HLqfxZ///GcKCgr4+uuvB/2FnWq1mrNnz7J69WoefPBBk7e5MZDJZPj5+fHQQw+Rm5tLamqqqUPqc01NTezevZurrrqK+Ph4szgFCd3P4qGHHkKlUrFmzRrKyspMHVKf0ul0FBQU8J///Icnn3wSNzc3U4cEdD8HGxsb/vrXv1JQUMDevXtNHVKfa21t5fDhw4SHhzNt2jSzOAUJ3c/ihhtuwMfHh82bNw/66mVJkigtLeUf//gHTz/9tFmNCYB//OMfFBYWDokxoVKpyMjIQK/Xc/311+Pg4GDqkIDuZzFhwgQmTpzIrl27hkR7tNLSUl577TUeeOAB/Pz8zCLfAd3P4uWXX6aiooL9+/cP+lYrhjsq8vLyuPvuu3v1PqNe25lERkZy++23k56eTmlp6aC+zbalpYV169YRHBzMfffdZzYDA7pbSiQnJ3PDDTfwl7/8hbq6OlOH1Kfeeustqquruf7660160/zPCQkJYcmSJVRVVZGVlTWobxbWarV88803+Pr68thjj5nVc5DJZMTFxXHPPffw7LPPUltbO6jfqq5du5YjR44wY8YMJk2aZFbPwsfHh3nz5uHo6EhaWhoqlcrUIfWpL7/8Em9vbx577DEUCoVZPYuYmBjuu+8+XnjhBaqqqgZ11ceRI0dYtWoVycnJXHfddWb1HJydnZk6dSrJycns2LFj0PfAXrFiBc7Oztx///04Ojqa1bOIiorizjvv5K233iIvL29Qr2NLSkr497//TXh4OHfeeadZPQdra2tGjx7Ntddeyw8//DDoX1YYLky+5ZZbCA4ONqtnER4ezs0338zWrVs5cuTIoG4/1N7eznPPPYefnx+PPPKIWT0HuVxOfHw8d955JytXrqSlpcXUIfWp/fv3U1tby7x580hJSTGrZxEQEMC1115LaWkpmzZtGtRztiRJPP7443h5efH4448jk8nM6lnExMRw//3389133w36DgYZGRlkZGQwfvx45s6da1bPwd3dnZkzZ+Li4sKnn3466FvLPvnkk7i4uPDQQw9hbW1tVs8iJiaGe+65h02bNlFXVzeo93YVFRXs3r2bmJiYXq0eh15MkBsqDQICAtiyZQs1NTW99UeblY6ODtLT0ykpKeHvf/+72bzVNpDJZDg6OvLkk0+i0+l48sknTR1Sn9m5cyc//PAD1113HSkpKSgUClOHdBGZTMbSpUtJTEwkPT190F5OqNVqSUtL49SpU/znP/8xyzGhUCj485//jFKp5NFHHzV1SH3m6NGjfP/994wYMYIFCxaYRR/TC8lkMqZOncrs2bPJz88nLS3N1CH1CUmSSEtL4+jRo/z3v/81myr+C8nlcl544QWsra158sknB23iIzc3lzVr1qDT6bj33nvN5pSRgUwmIyoqiltuuYWmpqZBfRHb4cOHOXLkCC+//DKenp5mtamA7mfxxBNP4ObmxssvvzxoT37V1tayevVqzp8/b/wOMCcymQwPDw8eeeQRJEli5cqVpg6pz5w8eZIjR47wwAMPEBUVZTYnKgxkMhl33HEH4eHhfPTRR5w6dcrUIfUJlUrF6tWr2bVrF6+99ppZrmOtrKx4/vnnsba25ssvvzR1SH3m/PnzHDlyhNmzZzN9+nQsLCxMHdJFZDIZ8+bNY8KECWzbto1NmzaZOqQ+odfrWbVqFevXrzfbvZ1MJuMvf/kLtra2fPXVV4M2GVhaWkp6ejohISHceuutZnPKyEAmkxkLUM6dO8cHH3xg6pD6zOrVq1m3bh2vvvpqr1Ys9xaZTMZzzz2Hs7Mzq1atoqOjw9Qh9Yn6+nrS09PRarU89dRTvb6369WVmJOTE3//+99pbW1l3759g+5SF41GQ15eHj/++CN33nknkydPNrsNHvzfDc9vvPEGa9eu5dNPPzV1SL2utLSUv/3tb0RHR7Nw4UKz3GwD2Nvb88gjj+Dt7c3+/fspKSkxdUi9Sq/XU15ezooVK7j77ruZOXOmWT4H6O73+/HHH7N27Vo+/vjjQVdpUF1dzfvvv49Op+P6668nNDTULJ+FjY0NixcvZtq0aRw6dIhz586ZOqReJUkSNTU1fPbZZ9x9993MmjXL7KpuDFxcXPjwww/ZvHkzn3zyyaBLkjc1NfH9999z/Phxli1bRkJCglk+B6VSydixY7n//vtJTU3l8OHDpg6p11VXV/Pll19yyy23MGfOHKysrMzyWTg7O/P6668bW3INtlN4HR0d7N+/ny+++ILly5czfvx4s3wOcrmcsLAw/vGPf5Cens6+fftMHVKvq62tZeXKlcycOZN58+aZTT/+Szk4OPDMM8/Q2trKF198QU5OjqlD6lUajYazZ8/y17/+lbvuuovp06eb5XOA7n6/H374IYcPH2bXrl2mDqfXNTY2smXLFoYNG8Z1111HYGCgWT4LW1tbbr31VkJCQvjmm28GXbGHJEnk5eXxyCOPGNexgFk+C0PV8tGjR9m9e/egaxnY2trKwYMH0el0LF261GzuWruUlZUVM2bMYMGCBXz33Xds3rzZ1CH1uoKCAh5++GH+8Ic/MHv2bCwsLMzyWTg7O/Puu++Sm5vLnj17Bt1pbZVKxZkzZ8jKyuK2227rkzsqejVBLpPJGDNmDPfeey8ZGRmcPHly0Ly5MCQCf/jhB+Lj43nyySfN7q22gUwmw9LSklmzZnHXXXfx7LPPDqrepiqVimeffZb29nYeeOABIiIizK7qxkAmkxEbG8vy5ctRq9UcOnSIxsZGU4fVKyRJoqWlhc8++4zw8HBefPFFsx4TMpmMGTNm8Mgjj/D0009z4sSJQZMk7+zs5K233uLs2bMsXbqUyZMnm/WYCA4O5sYbbyQ4OJgdO3ZQXV1t6rB6hSRJdHV18d577xEcHMzf/vY3s11AQfezmDZtGg8//DAvvfQShw8fHjQ969RqNevWreOHH35gxowZLF261OxOGRnIZDLc3d1ZsGABM2fOZN26dYOq329XVxcffvghfn5+/OUvf8HBwcGsx8SECRO47777+Pzzz9m1a9eguVdHq9Vy9OhRXn/9dZKSknj44YfNes62sbFhzpw5/OEPf2DlypUUFRWZOqxeo1ar+eqrr3B0dOSPf/yj2SYCoftZJCUlcccdd3DkyBG+//57amtrTR1Wr9Dr9ZSWlvLYY48RFhbGCy+8YNZjQi6XG9ex3377LYWFhYNmHavRaFi/fj0dHR3ccccdpKSkmPU6dvjw4dx00010dXXx6aefDpoCKEmSaG5u5vbbbycgIICXX37ZbNexhr3d9OnTefTRR1m1ahUFBQWDppJcq9Vy4MAB8vLyuOaaa5g/f75Zr2N9fHxYtGgRkZGRvP7664Pm5LwkSbS3t3Pbbbfh6+vLiy++aHatVS4kk8mYPHkyDz30EDt37hxUbX51Oh1ZWVkcOHCAiRMnctddd/XJmOj1mcfCwoI77riDmTNnsmfPHk6ePElnZ2dvf0y/kiSJ8vJyVq1ahZ2dHa+++qrZXPL1S2QyGfb29jz99NNER0ezbNkyCgoKTB1Wj2m1Wp599lnS09N54oknSExMNNvFrIGFhQULFizg2muvJS8vjz179gz4npqSJNHa2spnn31GR0cH77//Pk5OTqYO61cZLux87rnnSExMZNmyZeTn5w/4zYVWq+W///0vGzdu5LrrruPqq682uzYSl1IoFIwePZpbb70VjUbD999/P+BfHEmShFar5cMPP6Suro5PP/3ULI/fXUqpVPLkk0+SkpLCPffcw5kzZwZ872WdTscPP/zARx99RFxcHHfffTe2tramDutXyeVyhg0bxgMPPICXlxeff/75oKhe1ul0fPTRR9TU1PD+++/j5eVltpsKA6VSyf3338+ECRN4+eWX2bt374CvwNHr9Rw7doxXXnkFOzs744sKcyaTyXBxceGJJ54gOjqa9957b1C8TNXpdHz55ZeUlJTw8ssvM2LECLNNehhYWFhw4403MmfOHFatWsV3331HU1OTqcPqEUmSKCsr449//CNNTU385z//GRDrWCsrK5599llSUlJ46623qKmpGfDrWJ1Ox7p168jMzOTee+9lypQpZtdG4lIKhYKpU6dy4403cubMGd54440B317WkAi85557KCoq4qOPPhow69hnn32WUaNG8f7771NeXj7gk+R6vZ79+/eTlpbGrFmzWLZsmdm1ubmUXC4nOjqau+66C7VazVNPPTXgiz0Me7s777yTvLw8PvjgA7O5rPbXGFrKTpgwgZUrV5KbmzvgC6D0ej2ZmZls3bqV8PBwnnrqKezt7fvks/rk1aydnR1/+tOfGDt2LDt37uT06dMD9s2FJElUVFSwbt06JEniX//6FxEREWa/wTNwd3fn/fffx9rammXLlg3ohZQkSfztb39jw4YNPPXUU8yYMQN7e/sB8SxsbGy4/fbbWbRoERkZGQN6wy1JEm1tbaxcuZKysjI++OADYmJiBsRzAHB0dOTjjz/Gzs6Om2++mYqKigE9Jj766CNWrFjBwoULWbJkCW5ubgPiWVhaWjJ79mweeugh6urq+P777wdspaYkSeh0Or755hsyMzP57LPPiI2NBczzSOqlHB0deeedd/Dw8OD+++8nOzt7wCbJJUli06ZNfPDBB4SFhfHQQw/h7+8/IJ6DQqEgNjaWv/3tb8hkMj7//PMBexmbJElIksQ333xDRkYGH374IYmJiWZ3We0vsbe3529/+xsRERG89NJLHDx4cMC2IJIkiRMnTvDaa6+h0Wh48cUXzbYF16VkMhm+vr688847ODk58d577w3oC8AkSWLVqlWcOnWKV199lUmTJpl1JdqFbG1teeihh5gyZQpffvklK1euHLAXFBr2dn/96185f/48//nPf4iKihoQzwG6j9B/8sknuLu78/bbbw/oCwolSTJeAnv//fdzzTXX4OzsPCCehZWVFYsWLeLmm2/m4MGDvP766wP2+0mSJOMJ7f379/PRRx8RGxs7IJ4DdK9jP/zwQ3x8fPjwww+pra0dsElySZJITU1l3759zJgxg7vvvhtvb+8B8SwsLCwYPXo0Tz/9NGVlZTzxxBPU19ebOqwrYljHPvXUU/z44498/PHHxMfHm23bzEs5ODjwxhtvMHz4cFatWkVhYeGA3tudP3+erVu34u/vz/PPP09ISEifPYc+SZDLZDK8vb154YUXiIuLM058A62SXJIkSkpK+P7772lvb+cvf/kLY8aMMfuKZQPDAB42bBgfffQRDQ0NLF26lLKysgG3kNJqtbz00kt8+umn3H///SxcuNBs+zX+HJlMhqurK3fddRfz5s3j6NGjbN++fcAlBA1H71auXElWVhb//Oc/mTx58oAbE0FBQXz88cc0Nzdzyy23DMgjeVqtlnfffZf33nuPmTNncvPNN+Pn52e2R1IvJZPJcHBwYN68eTz44IMUFhaycuXKAbe5kCQJtVrNihUrSE1N5d///jfTp09HqVQOqO+nwMBA3n77bSRJ4v777+f06dMDrtpAp9Px/fff8+9//xsfHx/uv/9+IiMjzb4608BQHThq1CheeeUVGhsb+fjjjwfcfS6SJKHX6/n222/Zv38/r732GjNnzsTS0nJAjQlfX19efvllvLy8+Otf/8qOHTsGXNtAvV5PWloaf//736mrq+Ppp58mOTl5QM3ZcrmciIgI3n//fdRqNW+//faA3HDrdDpWrVrFvn37eOGFF7j66qsHTJEHXHx56qhRo/jkk0/47LPPBtycrdfrKSws5C9/+QtpaWm8+OKLTJgwYUCNCYDg4GA+++wzdDodb731FvX19QNub6fT6di0aRO7du3itttu48Ybb8TLy2tArWOdnJy44YYbWLJkCTt27OBvf/vbgGtBZNjbPffcc6xdu5Z//vOfTJ06dcCMCcC4t/voo49QKpV8+OGHlJeXD7ie5Hq9ngMHDrBt2zYmTJjAXXfdRWho6IBax9rY2DB58mSeeeYZMjIyeOSRR6isrDR1aJdFkiQ0Gg1PP/00X331Ff/617+YNm2a2bYb+jkX3kno5eXFd999R3Z29oDb2+n1ejIyMtiwYQPu7u488cQTxMXF9emYkEl9OJvqdDqys7P517/+xeHDhxk3bhxjx441+2Od0B17Xl4emzZtQiaT8dRTTzFnzhyzP6b9cwzHQwxv5x0cHPj4448HTCW8SqXihRdeYO3atdx7773ccssteHl5DZjJ4kI6nY7S0lI+/fRT1q5dy/Dhw5k9ezaurq6mDu036fV6amtrWbNmDeXl5bzwwgtcd911fXa8pa8Z+rE++OCDWFtb88477xAbGzsgfq86Ozt54403WLFiBVdddRW33347oaGhKJVKU4d22fR6PfX19axbt44333wTd3d3rr/+ejw9PU0d2m8yHEddsWIFZ86c4cUXX+Smm24aEHPcz9FqtZw8eZKnnnqKrq4uXnrpJcaNG2f2xzqhu8/1N998wyeffEJYWBj33HMPycnJZt9u6OcYfq92797Nc889h1KpZPny5fj4+Jg6tN9keGH09ddfc/z4cV566SWWLVtm1n3Hf41WqyUrK4uXX36Z4uJi4wt6c2/FAN09fffs2cObb76JTqfj4YcfZtq0aQNiPF/K8Ht1+PBh7r//fvR6PXfddRe+vr4D4vdKrVbz7bffcuzYMZ599lluvvlm3NzcBkwi8EI6nY7CwkLee+89Dhw4wMKFC7nzzjvx8vIydWi/SafTkZmZySuvvML58+d58sknWbhwIXZ2dqYO7bIZTq4dOXKEu+++G71ezx133DFgTkwZ7glJT0/n9ttvZ/ny5QQGBg6opKyBXq+nqqqK1atX8+WXXzJy5Eiee+45AgMDTR3ab9Lr9dTU1PD888+zZ88ennvuOZYsWTKg93bHjh3j4Ycfpq2tjZtuuolhw4YNiN8rjUbDrl27OHDgANOmTeOee+4hJibG7NsN/RzDS5edO3fyyiuvEBgYyOuvv05YWJipQ/tNhjX4k08+yfr16/nzn//MsmXLBtQL7QtptVrOnj3L888/T1FREXPnziUuLg5ra2tTh/abtFotJ06cYOfOnQQFBfHwww8zYcKEPo+9TxPk0P0XKygo4J133mH37t1ERkYyadIks15IGW5H3b17Nx4eHjz++ONMmDBhwE4W8H9vwk6ePMmjjz6KXq/n5ZdfZvr06Wa9QC8tLeWFF17g0KFDPP7441xzzTV4enoOiCTmL9HpdFRUVLBixQq+/fZb3N3dmTVrFsHBwaYO7RdpNBry8/PZvHkznZ2dvPDCC8yaNcvse/H/FsOYeOKJJ1Cr1Tz33HPMnj3brJNqFRUV/POf/2TXrl0sWbKEG264geDg4AGZHDfQ6/U0Njaybds23njjDRQKBfPnzyciIsLUof0inU5HVVUVa9asoaKigpdffpmrr756QPRr/DUajYaMjAz+/Oc/U1tby7333ms8sWOuampq+Pjjj1m3bh2jR49m+fLlREdHD4jF3y8xLNBTU1N5/vnn6ejo4LrrriMmJsbUof0iSZKoq6vju+++o6CggL///e8sWLAAJyenAbmpMNBqteTk5PDGG2+QkZHBokWLWLp0KQEBAaYO7Rc1NTWxfv16Pv/8c9zd3bnvvvsYPXr0gEwEGhiS5MePH+exxx6jsbGRG2+80exbvNXV1bFy5Ury8/P561//ysKFCwdsctxAp9NRUlLCF198wbZt2xgzZgx33303UVFRpg7tF3V0dHDo0CHefPNNWltb+eMf/8i0adMG7AttA41Gw4kTJ3j00UdpaGhg0aJFfV5d11OGoojs7GwefPBBrr/+evz8/AZEEvOXGIqINmzYwCeffEJwcDCPP/44o0aNMnVov8iw3nv55ZfJzs7mT3/6E1ddddWAeAH8azQaDadPn+aZZ56hrKyMOXPmkJSUZNZrwqamJnbs2MHp06e59tprueWWWxg+fLhZ70d/i16vp62tjb179/L3v/8de3t7/vSnPzF58mRTh/aLDCeMnn/+eY4ePcpf//pX5s+fP+DXsRqNhqysLF555RXOnj3L6NGjGTNmjFnvWdva2khNTSUtLY2EhATuv/9+EhMT+6VYuc8T5NC9kCouLua7775j3bp1WFlZMW3aNLM8+lxTU0Nqaipnz54lPj6eu+++m5SUlAFZOX4pQ7XByZMn+ec//0lmZia33347999/v1n2QNy9ezevvPIKzc3NPPLII8yZMwdXV9cBvakw0Ov1VFdXs2XLFr7++muampqYOnUqI0eONLsx0drayrFjxzhw4AC+vr489thjTJw4cUC/MLqQVqvl9OnTvPHGG5w9e5Ybb7yRe++9F1dXV7MbE4Yeh+Xl5dx2223Mnz8fX1/fAb2pMDBUG+zfv5/333+fvLw8pk6dapYtfNRqNadPn2br1q3Y2try7LPPMmPGjAG/0TbQarVkZmby3nvvceTIEWbMmMFdd93FsGHDzO7798SJE7z33nucPXuWOXPmcMMNNxAWFjYgK24uJUkSnZ2dHD16lH//+9+cOHGCadOmMXPmTLMbE4YjkOvWrUOhUPDCCy8we/bsAVtxcymdTkd+fj5fffUVu3btIjo6mjvuuIOUlBSzexY5OTl8+eWX7N69m7i4OJYvX058fPyArBy/lOFEpGEdm56ezvTp05k1a5ZZHn0+e/Ys69atQy6X8+yzzzJ79uwB01/5t+j1esrLy1m3bh3r1q3D0dGRO+64g9mzZ5vdC/vKykrWrl3LypUr8fT05L777mPs2LED+oXRhQxj4l//+hfp6elMmjSJGTNmYGNjY3a/a5mZmWzcuBGtVsuDDz7IvHnzBnzhk4Fer6ehoYHdu3fz+eef09HRwe23386SJUvMbk3S2trKli1bePfdd5HL5Tz22GNMnTp1UK1jz549y3//+18OHDhAfHw8M2bMMMu9XW5uLtu3b6epqYmbbrqJ6667bsAXPhkYij3S09N5++23KSkp4Y477uCuu+4yuzGh0Wj48ccfefXVV+no6OCZZ55h5syZg2ZMGDp7fPLJJ+zYsQN/f3+mTZtGQECA2e3tSktL2bt3L8XFxUybNo1bb72VqKiofnvJ1S8Jcvi/hODevXtZuXIlhYWFxMfHM2rUKLM4St/Z2UlOTg4HDx6ktbWV2bNnc9NNNxEeHj6g395dynDhwPnz51m5ciVr1qwhOTmZ++67j5EjR5rFRq+uro7PP/+cb775Bj8/Px577DFGjRo1aDbaBpIk0djYyJEjR1i5ciXp6elERkYyceJE/P39TR0eGo2G0tJSDh48SGFhIePHj+euu+4iNjbWrN/CXwm9Xk9OTg5r165l7dq1REREcPvttzN+/HizeDlWX1/Pt99+y7fffouzszN33303EydOxMXFZVBsKgwkSaKjo4PTp0+zevVqNm7cSGhoKNOmTSMkJMTU4aHT6aitreXAgQOcPHmSpKQkHnnkEZKSkgZF8ulChiqKTZs2sXbtWtzc3Fi6dCnTp083ixvcDRWy3377LTqdjiVLljB79mx8fHzMYh7rLYbTX1lZWaxatYpvvvmGkJAQZs2aRWhoqKnDM77Y2rdvH4cOHSIuLo4nnniClJQUs0zO9IRer6eiooIff/yR77//nq6uLhYuXMj8+fPNopq8tbWVPXv28O2331JZWcmsWbNYvHgxISEhZrcR7QlDj/vs7Gy+++47vvzyS4KDg41jwtS/c4aLzPfu3cuBAweIiYkxjgk7OzuTx9ebDKdGUlNTWbt2LYWFhcyYMYOlS5cyfPhwU4eHSqXixIkTfP3115w6dYpRo0bxhz/8gcjIyEG5js3Ozmb16tV89dVX+Pj4MG3aNMLDw80i0dba2sqBAwc4cOAAw4cP58EHH2TcuHE4OTmZXXKmJyRJorW1lZMnT7JmzRrS0tKYMGECt99+O3FxcaYOD7VaTV5eHl999RU7d+5kxIgRPPDAA4PmJeqF9Ho9eXl5rF+/nm+++QZbW1smTJhAVFSUWezt2traOHz4MAcPHsTb25s//OEPTJ8+HQ8Pj0G3jlWr1WRkZLB69Wo2b97M6NGjue+++0hOTjZ1eOh0OiorK/niiy9Ys2aN8fRHcnKyWfye9Ca9Xk9JSQnbt29nxYoVtLW1MXLkSBITE82imryjo4MzZ85w8OBBLCwsWLx4MQsXLiQwMLBf57F+S5AbtLS0cPr0adatW8f+/fuxsrJi9OjRxMTEmORNvlarpaioiKNHj1JcXMywYcOYP38+U6ZMMcs3Kr2poqKCHTt28O2339Le3s78+fNZunQp/v7+/Z50M1TKGSqqKysrmTlzJgsXLiQ+Pt4sK4N6i0qlIjs7m82bN7Np0ya6uroYPXo0ycnJJmlhotPpqK6u5vjx42RmZuLq6sqCBQuYNWsW4eHhg3pMVFVVsXv3br777jsaGhqYNm0aN954I+Hh4SZJMHR2drJt2za+/fZbysrKmDhxIvPnzzcmZAfrmNBoNBQVFbFt2zZWrVpFQ0ODSY+D6fV6mpubOXHiBCdOnEChULBw4UKuvvpqYmJiBvWYqK2t5dChQ6xZs4aSkhKSk5NZvHgxCQkJJpmzOzs72bt3L6tWrSI3N5eEhATmzp3L6NGjB9TFzZfLUK25fft2vvrqK6qrqxk9ejTjx483ydFPSZJQqVScPHmStLQ01Go111xzjXHOHsxjoqmpiePHj7N+/XpOnz7NsGHDWLRoEZMmTTLJ0XS1Ws3Ro0dZu3Ytp06dIiAggKuuuoqJEyfi4+MzaJ+FJElUVlayfft2vvjiC6qqqhg5ciTjxo0zSZWg4WXWiRMnOHjwICqVikWLFl00Jgbr91N7ezuZmZls2rSJ/fv34+zszKJFi5g7d65JXqhqNBrOnz/PunXrOHjwIHZ2dsyePZvp06eb5Umo3lRZWcnOnTv5+uuvKS0tJT4+nrFjx5qsSlutVnPy5EkOHTpER0cH8+bNY8GCBSQkJGBlZTVox0RXVxcFBQVs27aNjRs3olAouPbaa1m8eLFJCgN1Oh1lZWVs2rSJLVu2oNFomDVrFldddRUjRowY1GOipqaGffv2sWLFCnJzcxk2bBhjx47F39/fJHs7jUbDmTNnSEtLo7m5malTpzJ//nxSUlJwdHQctGPCcA/bjh07WLlyJWq1mkWLFnHTTTeZpPWyob3n5s2bWbNmDY2NjcyaNYv58+cTFxc3qMdEQ0MDhw8fZs2aNZw4cQJ3d3dGjx5NeHi4SV6UaTQacnJySE9Pp7q6msTERBYsWMC4cePw9PTs9zHR7wly6J4sDZWp27ZtIysrCw8PD2JjY4mKiuqXpKBGo6GwsJAzZ86Qn5+Pk5MTU6dOZebMmYwYMWLA99/6vdrb2zl+/DibN2/m4MGDeHp6MnnyZK6++up+Od5jqBjduXMnmzdv5uzZswQHB7N48WLGjh07YC5g6imtVkttbS3p6els3bqV9PR0nJyciIuLIy4url/6/2q1WiorKzlz5gw5OTkAjBs3jrlz55KQkGAWVaP9wVDBvH37dg4cOICtrS1jx47lqquuIjIysl8mDsOY2LJlC2fPnsXf35+FCxcyfvx4/P39B1VlwS8xJKWPHDnCli1b2L17N/b29sTGxpKUlNQvF9vqdDoaGho4e/YsmZmZtLa2kpKSwsKFCxk5cqRZ36XRm1QqFefPn2fXrl3s27cPjUZDUlISs2bNIikpqV/mbJVKxb59+9i6dSunTp3Czc2NOXPmMGnSJIKDgwddNeDPMVSmHjt2jM2bN7Nt2zbs7OyIi4szjom+ni/1ej3t7e2cPXuWM2fOUFVVRVJSEosWLWLs2LED4iLR3tDV1UVRURH79u1j9+7d1NbWEhUVxYwZM5gwYUK/zJednZ0cOXKEbdu2cfz4cSwtLZk0aRLTpk0jIiJi0LRB+y3t7e0cO3aMTZs2sX37dmxsbIiJiSExMRF3d/c+3+RKkkRXVxdnzpzh1KlTlJaWkpiYyOLFixk3bhw+Pj5DYh2r0WioqqoiNTWVnTt3kpOTQ2hoKNOnT2fGjBl4e3v3eQyGKsWdO3eSmppKZ2cnycnJzJkzh9jYWLO+S6M3tbe3c/LkSbZu3cqOHTsAiIyMJCEhAW9v737Z26nV6ovGRFxcHIsWLWL8+PH4+voOqtOPv8Swhjx69Chbt27l+PHjBAYGMn36dK6++mp8fX37PAZDIeDOnTvZt28f1dXVREdHM2/ePJKTk/Hw8OjzGMyBSqUyfjfs2LGDtrY2QkJCiI+PJzAwsF/WkF1dXZw7d45Tp05RUlJCREQECxYsYOLEiQQGBg6qk16/xHDCwrCOPXToEH5+fsyYMYMFCxb0S97HcBr4xx9/ZOfOneTn5xMWFsa1117L6NGj+2WuMgednZ3k5eWxd+9etm/fTnl5Ob6+vsTFxREWFtYva0i1Wk12djZnzpyhsLAQf39/Zs+ezZQpUwgLCzNZGzSTJMgNWltbOX/+PGlpaRw5coTc3FxsbW0JCgoiNDSU4ODgXm1vIkkSDQ0NFBYWkpeXR0lJCTY2NowaNYrJkyeTkpKCt7f3oH5j9EtKS0tJS0sjLS2NrKws7O3tiYqKYuTIkYwcORIPD49eW8wYjsfm5+dz+PBhDh06xLlz53BwcGDWrFlMmjTJeMHMUNhUXKirq4v8/HxSU1M5fPgwp0+fxtLSkuDgYEJDQwkNDe3VSVySJFpaWigpKSEvL4+ioiIkSSI2NpapU6cyevRogoODh8RC9lIVFRUcPXqU9PR0zp07h0KhIDw8nOTkZEaOHElAQECvbTIMrY8KCgpIT083jgl7e3umT5/OxIkTiY+Px9LScsiNCZ1OR1FRkfGijmPHjmFhYWEcE4Y2WL31czG8tCsvLycvL4+CgsaOGB8AAQAASURBVALa2toYPnw4M2bMYOzYsWZ5f0Z/qK2t5dSpU6Snp3PmzBk6OzsJDg4mMTGRUaNGERYW1qvfT4Y2L0eOHCEtLY2MjAysrKyYMGECEydOJCEhAQcHhyE3JiRJoqSkhEOHDpGamsqRI0dQKBTGMREWFtarJ0wMyY7Kykry8/PJy8ujtrbW2NZiwoQJxMbGDskx0dzcTGZmJmlpaZw8eZL6+np8fX1JSEhg1KhRxMTE9OoRXb1eT2lpKcePHzeOQ71eT3JyMpMnTyYpKalfksLmyDAm0tLSOHr0KAABAQHGtZO9vX2v/VwM69iqqiry8vLIzc2lvLycwMBAZs+ezaRJkwZ91fgv6ejoIC8vz/gcSktL8fT0NLbVTE5O7tVNryRJVFVVcfr0adLT0zl16hRtbW1ERkYyZcoU43ptKI6J8vJy0tPTSU9P5+jRo3R1deHt7c2wYcMIDQ3t1TZ9hnSCYUxkZ2dTXl5OQECAcW832E8E/xLDqUjD3i4nJwd3d3fi4+MZPXq0sY1obzHkOzIzMzl8+DDHjx+nqqqKwMBApk6dytixYwkLCxuSc7bhhLRhTDQ2NuLu7m5cP3l6evbqCyRJkqiuriYvL4+cnBzKysrw9fVl2rRpxjFha2s75MaEodVHamoqqampZGVl4ebmRkJCwkVjojfXse3t7WRnZ3P48GGOHDlCYWEhHh4eTJ8+nfHjxxMdHT0kx4ShECw9PZ0jR45QVlaGo6MjISEhDBs2rNdPWkiSRG1tLQUFBcYx4erqyoQJE5g0aRJJSUk4OzubdM42aYIc/u8X9sJEeWFhIR0dHfj5+eHn54eXlxfe3t64uLhc9g+rra2NmpoaqqurqaqqoqKiAp1Oh7u7u7HCJDk5GT8/P7Po0WZKkiRRXFzMkSNHOHjwIPn5+ajVaoKCghgxYgTh4eGEhoYSGBiInZ3dZT0Lw9s6w+Y6JyeH3NxcVCoVDg4OpKSkkJSUxMiRI4fkRHEhQzIiPz+ftLQ0Dh06RF5eHs3Nzfj5+eHv74+Xlxc+Pj7GisHL+Xl1dHRQV1dHVVUV1dXVVFZWolKpcHZ2JiIigqSkJBITEwkLCxtU/fevhCRJVFRUcOLECQ4dOsT58+dpb2/H29ubyMhIhg8fTlhYGEFBQZf9ZS5JEvX19eTl5Rk3E9nZ2ahUKuzt7UlJSSExMZGRI0cOuv77l8uQjCgsLCQ1NZUDBw6Qk5NDY2Mjfn5+BAQEGOcJw0W+l/Pz6uzspKGhgerqauOYaG5uxt7enmHDhpGUlERSUhLR0dGDrkfj5TL0nD1z5ozxQuumpiacnJyIjIwkIiKCsLAwQkJCcHd3v+zFZl1dnXGeyM7OJicnh/b2duzs7EhISCAxMZGUlJQrWg8MJoalm2FM7N+/3zgmfHx8jPOEYUxcblJCo9HQ1NRkXDtVVVVRV1eHlZUVgYGBxu+npKSkQdej8XIZXjRnZWWRlpbG8ePHqampwcrKisjISEaMGEFYWBihoaF4e3tf9pior6+noKCA/Px8cnJyyMnJoaWlBRsbG6KiokhISCA5ORlvb+8hcbro10iSRFFREenp6Rw4cIDs7Gzq6+vx8PDAz88Pb29vvL29cXNzu+wXzjqdjpaWlovGRGVlJUqlEn9//4vWsYPl8scrZWibmJubS3p6OmlpaZSXlyOXy4mMjCQqKoqwsDDCwsLw8/O77DHR1NREUVER+fn55ObmkpOTQ0NDAxYWFoSGhhq/m4KDg4dEVeavkSSJsrIyjh49yqFDh8jMzKSmpgYHBwf8/Pzw8fHBy8sLd3f3y95/Gb77LhwT5eXlWFhY4Ofnx8iRIy8aE0N9HavT6SgoKCAtLY0DBw5QWlqKXq8nMjKS6OhowsPDCQ8PN1bYX87Pq7W1ldLSUgoKCsjNzSU3N5eqqioA/Pz8jGNiMPbfv1yGpPWpU6dITU3l9OnTxu/yC8eEp6fnZb9YNZz0u3COqKioQKFQ4OvrS3JyMklJScZ2KkN9HStJEoWFhaSlpbF//36Ki4vR6XTGMWGYJwynpy9nTKhUKioqKsjPzzeun0pLS9Fqtbi7uxvzHQkJCWJv97978c6dO0dqaionTpygpKQEnU6Hr6+vMR/r5eV1RfdGtLa2XjRPVFRUAODt7U18fDxJSUnGEy3m8JLC5AlyA0PVXl5eHmfPnuXcuXPk5OTQ3NxMW1sbtra2uLi44OjoiL29PXZ2dlhYWKBUKlEqlWi1WuN/VCoVbW1ttLa20tTURHNzM5aWljg4OBAQEEBUVBQxMTFER0fj5uZmFg/CnBgS5efOnSMjI4OsrCxaWlrQ6XTY29vj5eWFh4cHbm5uuLq6Ymdnh5WVFVZWVigUCtRqNWq1ms7OTpqbm6mvr6e+vt6YfJIkCYVCQVBQEPHx8URHRxMbGzvkk7GXkiQJrVZrHBOGZ9HU1ERLSwu2tra4urri4OCAg4ODcUxYWFhgaWl50Zjo7Oykvb2d1tZWmpubaWpqQqFQYG9vj4+Pj3EiiomJwdfXd8hvsi9lSJRnZWVx7tw5MjMzqaurQ6fTYW1tjYeHB56enri5ueHm5oaDg4NxTCiVSuOY6OrqoqWlhfr6eurq6ozJWEmSkMvlBAYGkpCQQExMDDExMYO6P+OVMCym8vPzOXPmjHGuaG5uprm5+WfnCaVSaZwr9Hr9RWOio6OD1tZWWlpaaGpqQq/XY2dnh4eHB8OHDzfOE8OGDRvyL1AvZXjBk52dTUZGBpmZmZSXl6PVarGwsMDd3d2YiHJzc8PJyQkrKyssLS2xtrb+1TFRUVGBJEnIZDICAwOJi4szfj8N9U32z7l0TGRmZhrXPtbW1jg7O180JiwtLY1jAjCOia6uLjo6OmhrazOOia6uLmxtbXFzcyM0NNT43RQRESHm7EsYNsa5ublkZGRw7tw5CgoK0Gg0yGQy3Nzc8PHxwc3NDXd3d1xcXLC0tMTKyuonY6K1tZW6ujrj2qmyshKdTodMJsPPz4/o6GjjmDB1pY05Mmy6MzIyOHv2LFlZWdTX19Pc3IxSqcTR0REnJyfjmDDM1YYNuFarRafToVarjWPCsKcw7EmcnZ0ZNmwYsbGxF83Zwv8xFHxcuLfLzs5Go9Gg1+txc3PD19f3ojFhWDtdOCbUajWtra3G/URNTQ2VlZWo1WpkMhmenp5ERkYSExNDVFQUXl5eYh17CUOiPDMz0zhnV1VV0dLSAoCDgwNOTk7G/YS1tbVxTCgUCuM8odFofnafbWtri6OjI8OGDSMuLo7Y2FhiY2OH5MnHX3PhKeqzZ88a52yNRmMs4PPx8cHd3f2iMWFYO2m1WuOYaGtro6Ghgfr6empra6mqqqK9vR2ZTIazszPh4eHGdWx/X3I3EEiSRE1NDefPnzeOidLSUlpaWtBoNNjb2+Ps7GwcE7a2tsZ99oW5p58bE01NTcYxERISYhwPMTExg/oOqStx4d7uwjGhVqvR6/W4urri7e190ZiwtrY2jgm9Xm8cE+3t7TQ1NRnHRHV1Nc3NzQDY2toa52zDC6mh/gL1UpIk0dzcTE5OzkXr2ObmZlQqFXZ2dhftKWxtbS/aZ1+Ye+ro6KC9vd24n2hqasLGxgZHR0eCgoKM66aYmBgcHBzMah1rNgnyC+n1emM1TkFBAQUFBZSUlFBfX28cAFqttnuSsXEzbqTpakEhaZHL5VhaWqJUKo1vyA3HBCIjI/H29hYD4ncytPzIzc2lsLCQ4uJiqqur6ezsRCaTIZfLf7Za0/Blp9fr0ev1ADg5OREQEMCwYcMYNmwYUVFRuLu7m+KvNeAYXiBlZmYa34QWFxdTV1eHRqOhq6vr/8bE/37mhspyuVyOQqEwvkyyt7fH29ub4OBghg0bxvDhwwkICBjyb09/L8MdCoYxUVRURGVlJe3t7cZE989Vfhi+anU6HXq9HkmScHBwIDAw0DgmoqOjcXd3Fwun38FQoXbu3DnjmCgqKrpontBoNN1jwtoFie6JV6btQK7rQi7DOCZsbW3x9PQkKCiIkJAQwsPDCQkJwcHBwcR/y4FBq9VSU1NDdnY2BQUFFBUVUVZWRktLi3FMGOaJC3+3f2lMXDpPeHh4mNXCyZypVCqysrJ+Mk90dnYa106Gn7Uh4XrhXG5Y5NrY2ODm5kZAQAAhISGEhYURHh4+ZHr49pROp6OpqYnz589TUFBAYWEhJSUlNDY2Gteshnnit8aEvb09/v7+xnXsiBEjRALwMhgqmQ0ts4qLi6mpqaGjo8M4JnQ6HZKFLZKFDRIg02uQaTqQozMWHVhaWuLi4oK/v7+xRUVkZKRYx/5OhhdIhu8nw1zR0NDwu8aEYW2r1+uxtbXF19fXuI6NiIjA19d3yFfG/l5dXV0UFxeTm5trHBNVVVW0tbUZ108X/rwNz8cwTygUCuM++8K9XWhoqHHOFn7bhetYw/eTYR17uWPC2toaLy+vi9axQUFBQ+Yuip7SaDRUVlaSk5NjfA7l5eW0tLQYx4ROp0NCjt7aufv5AKhbjbknKysrLCwsfnFMiL3d76NSqcjMzCQvL8+4z66vrzeuWX/vmLC0tMTNzY3AwEDjOjYsLGzI3DPYUzqdzlgIlZ+fT2FhIWVlZTQ2Nv40H3tB7skwT1w4JhwdHY37CcPezlQXR/8eZpkgv5Shz19VVRU1NTXU1NTQ0NBAl1rNe+dc6ezsRKlUMiuwnSg3cHR0wMPDAw8PD7y8vPD39xeVmL2kqanpJ8/BsKDq7OxEq9Ua33Qb3hIZnoW3t7eoTu4lhuNhlZWVxhZCjY2NdHV1GasADZVpVlZWODg4GN+8enl54evre9ltcoSf19bWZjwdUVtbS11dHa2trXR1dRmTUhdWf1w4Jry8vAgICBBjopcYjjPW1tYav586Ozv5JteJmlYtCoWC0d5dxHvo8HDqTgAanoWvr6+oxOwlXV1dxqN0tbW11NbW0tzcbPx+UqlUxu8mw/eTp6fnT8aEmLN7rqamxjhn19bWUl9fj0qlQq1Wo1KpkMlkxrnCzs4OFxcX3N3d8fT0xNvb22yOOw50Wq3WOCYMz8Kwyejs7DSOCcM84eDw03WsqMTsHQ0NDT8ZE+3t7aRWWnK4svukUZCTxDifLoJcLHB2dr7oWfj4+Ig5uxcYeocb5uzq6mrjqZVfW8caTuz5+/uLSsxeYmiT8nPr2K6uLuM61lDZ7+joeNGcPVQuj+8PhjFh2GdfuLdTqVQolUrjuLC3tzeevvD09MTX13fIt+3oLSqV6mfXsTVter7NdaSrqws7awtm+HcQ4cZPxkRgYOCQvEutL1y4djKMic7OTuOYMLyw+7l1rKEdrVjH9pxGo/nZdeyle7tL8x2enp7GeUKpVA6IMTEgEuS/RJIg+L//98//nQPzh4Pc/H/ugiAIQj+Z9DkUd5+w47ExsCwWPIZ222RBEAThAq+lwVtHuv/7OH94chwk+Zg2JkEQBMF85DXA9K+6/7u9El6fDXNCTRuTIAi9S7xiFARBEARBEARBEARBEARBEIYkkSAXBEEQBEEQBEEQBEEQBEEQhiSRIBcEQRAEQRAEQRAEQRAEQRCGJJEgFwRBEARBEARBEARBEARBEIYkkSAXBEEQBEEQBEEQBEEQBEEQhiSRIBcEQRAEQRAEQRAEQRAEQRCGJJEgFwRBEARBEARBEARBEARBEIYkkSAXBEEQBEEQBEEQBEEQBEEQhiSRIBcEQRAEQRAEQRAEQRAEQRCGJJEgFwRBEARBEARBEARBEARBEIYkkSAXBEEQBEEQBEEQBEEQBEEQhiSRIBcEQRAEQRAEQRAEQRAEQRCGJJEgFwRBEARBEARBEARBEARBEIYkkSAXBEEQBEEQBEEQBEEQBEEQhiSRIBcEQRAEQRAEQRAEQRAEQRCGJJEgFwRBEARBEARBEARBEARBEIYkkSAXBEEQBEEQBEEQBEEQBEEQhiSRIBcEQRAEQRAEQRAEQRAEQRCGJJEgFwRBEARBEARBEARBEARBEIYkkSAXBEEQBEEQBEEQBEEQBEEQhiSRIBcEQRAEQRAEQRAEQRAEQRCGJJEgFwRBEARBEARBEARBEARBEIYkkSAXBEEQBEEQBEEQBEEQBEEQhiSRIBcEQRAEQRAEQRAEQRAEQRCGJJEgFwRBEARBEARBEARBEARBEIYkkSAXBEEQBEEQBEEQBEEQBEEQhiSZJEmSqYP4PSRJoquri5KSEoqKiqisrKRDpeLzlmloNBosFAomWp9lhH0LHh7uBAYGEhQUhLOzM3K5eA8gCIIwFKjVakpKSiguLqaiooKOjg7WtI6hQa1ELpeTYFlArF0NPq52+Pn5ERgYiIeHB1ZWVqYOXRAEQegHGo2GmpoaiouLKS8vp7m5mSPtgZxUBSLpJXyVTaTYFBLipMPLy4vAwED8/f2xt7c3deiCIAhCP9Dr9bS2tlJSUkJJSQk1NTVUdyj4oW00Wq0WawuYYHWO4Q6teHh4EBQURHBwME5OTqYOXRCEHjDbBLlOp6Ouro4TJ05w/PhxTp48SUlJCR0dHajVahwdHbGyskJj54uDvT0qlQo66tF3tdLc3IxMJsPKygoPDw9iY2NJSkoiOTmZYcOGiUSIIAjCICBJEs3NzRw/fpxjx45x/PhxioqK6OjooKurCwcHB6ysrNDZemFr74hGo0GvakTqbKGttQWtVotSqcTZ2ZmwsDASEhJISkoiKioKNzc3U//1BEEQhF7Q0tJCRkYGJ06c4MSJE+Tl5dHU1ERXVxeWlpbY2tois3ZGYeeKQqFAo2pF6mxC3dFKR0cHCoUCW1tb/Pz8iI+PJzk5mcTERAICAkz9VxMEQRB6QWdnJ8XFxZw4cYKTJ0+SkZFBVVUVnZ2d6PV6HBwcsLCyQW/rha2tLZ0qFajq0XV2557kcjnW1tZ4enqSmJhISkoKKSkpBAUFIZPJTP3XEwThdzKrBLler6e+vp6DBw+ya9cujh8/Tnt7O97e3oSEhBAUFISfnx8BAQHY29sjl8tRKBRYWFig0+nQ6/XodDq6urqoqqqirKyM0tJSCgsLKS4uBmDYsGFMnjyZ6dOni2S5IAjCAGM4TXTw4EG2b99OamoqTU1NF80T/v7+BAQE4ODggEKhMP5HkiTjXKFWq6mvr6eiooKysjKKi4spKiqitbUVd3d3UlJSmDFjBikpKaIaRBAEYYDp6uriyJEj7Ny5k9TUVGpqanB2djaeMPX398ff3x9XV1csLS2N84RMJjPOE1qtltbWVqqqqigtLTXuKSoqKrCxsSEmJoZZs2Yxbdo03N3dTf1XFgRBEC6DRqMhNzeXffv2sX//fnJzc5HJZPj6+hIcHExgYCB+fn74+PhgY2Nz0Z5Cp9MZ54rOzk4qKyuN80RBQQFFRUVYWloSFRXFrFmzmDFjBp6enqKzgSCYObNIkGs0GgoKCli/fj27d++mvr6egIAAEhMTSUhIwNvbGxcXFxwdHbG1tcXW1vZXv1wkSaKzs5OOjg7a2tpoamqivr6e7OxsTpw4wfnz55EkicTERBYsWMCoUaNEAkQQBMGMSZJEY2MjP/zwA+vXr6e0tBRfX19jlYaPjw8uLi44OTldNE/8UtWGJEloNBpUKhXt7e00NzfT0NBASUkJZ86c4cyZM9TV1REQEMCsWbOYO3cu/v7+/fy3FgRBEC5Hc3MzGzduZP369RQWFuLm5kZsbCzJyckEBATg6uqKk5MTdnZ22NraolQqf3We0Ov1qFQqOjo6aG1tpbGxkZqaGjIyMjh27BgFBQU4Ojoybdo0lixZQlhYWD//jQVBEITL0d7eTlpaGhs2bODkyZPIZDLCwsJITEwkMjISDw8PnJ2dsbe3x9bWFmtr61/MPRlSaYbck2GeqKurIyMjg6NHj5KTk4O9vT2TJ0/mhhtuICIiAgsLi/78KwuC8DuZNEGu0WjIycnhhx9+4ODBg3R2dpKQkMDYsWMJDQ3Fz88Pd3d3lEpljz9Lr9fT0tJifLt3/PhxDh8+TGNjIyNGjGDBggWMGzcOZ2fnnv/FBEEQhF6h1+tpampi7dq1bN68mYqKCqKjo5k6dSrDhw/H398fLy8vLCwsenyEUZIkVCoVdXV1lJaWkp2dTVpaGtnZ2bi6ujJz5kyuueYa/Pz8eulvJwiCIPSG9vZ21qxZw8aNGyktLWX48OFMmjSJyMhIAgIC8PLywsrKqsfVe4aTSA0NDZSXl1NUVMShQ4c4fPgwFhYWTJs2jVtuuUUcqxcEQTAzKpWKPXv2sHHjRjIzM3FxcWHUqFEkJCQQHByMj48Pjo6OKBSKHn+WXq+nsbHROE+kpaWRlpYGwIQJE1iyZAnDhw/H0tKyx58lCELvMUmCXJIkysrK2LZtG9u2baOlpYXExEQmTpxIVFQU/v7+fdr6RK/XU1tbS15eHkeOHCE1NZXm5maSk5NZtGgRCQkJvZKUFwRBEK6MoZXK/v37+fbbb8nOziY6OpoZM2YQGxtLaGgo1tbWffr57e3tFBcXc+bMGQ4ePEhmZiY+Pj4sXryYuXPn9unnC4IgCL9NkiQOHjzIF198QUZGBpGRkUyfPp24uDhCQ0N/89RpTz9bp9NRVlZGVlYWe/fuJS0tDUdHR2688UYWL16MtbW1SJQLgiCYkCRJnDp1itWrV3P48GFcXFwYP348KSkpDB8+HDc3tz6t6NbpdFRUVJCVlcWBAwdIS0vD0tKSq6++mkWLFuHl5SVarwiCmej3BLlKpSItLY3Vq1eTl5dHWFgYs2bNIjExEX9//34/btLQ0HDRotbS0pK5c+dy9dVX4+Pj06+xCIIgCBgTDl9++SV79uzB0dGRhQsXMnr0aMLDw/v9BWZnZydFRUUcOXKE7du3U1ZWxrhx47j99tsJDw/v11gEQRCE/7uk+eOPP2bz5s3Y2NhwzTXXMGbMGCIiIrC0tOzXxLSh+OfEiROsW7eOrKwsRo0axb333suIESNEklwQBMEEWlpaWL16NRs3bqSzs5NJkyYxceJEoqOjcXZ27vfEdEVFBadOnWLLli2cOXOG4cOHc/PNNzNy5Ejs7Oz6NRZBEH6qXxPk1dXVbN26lfXr1wMwffp04zF5U1ZsS5JEVVUVR48eZcuWLRQUFJCSksINN9xAXFyceKMnCILQT1QqFSdOnDBWA06fPp3Zs2czcuRIk16qbLjb4uzZs+zcuZMdO3bg7+/P8uXLmT59upgnBEEQ+okkSWRnZ/Pee+9x4MABpk+fzty5cxkzZoxJK7YlSUKSJLKysti5cydr167F09OT22+/nVmzZvVKKzBBEATh98nLyzMW20RHRzNr1izGjx+Pu7t7r7RRuVKSJBkvB12/fj1yuZyFCxcyb948PD09xTwhCCbUbwnynJwcVq9ezYEDBwgICGDx4sWMGTPGrC7HNPREX79+PQcPHsTLy4ulS5cydepU0XJFEAShjzU3N7Nz505WrFhBW1sb119/PfPnz8fLy8vUoRkZegpu27aNVatWoVKpWLZsGUuWLDFpAl8QBGEokCSJ/fv38/7771NcXMySJUtYvHgxPj4+ZpNUMLxQ3b59O1988QVNTU0sXbqUm266CTs7O7OJUxAEYbBKT0/nk08+ITs7m5kzZ3LdddcRFhZmVj2/Ozs7OXToECtXrqSgoIBJkyaxdOlShg0bZtIEviAMZX2eIJckiYyMDL788kvOnj1LSkoK119/PdHR0WZ7e29VVRU7duxg/fr16HQ6/vCHPzB79mzRb1YQBKEPSJJEfX09mzZt4rvvvsPZ2Zlbb72VGTNmmNVC9kJqtZq0tDS+/PJLzpw5w5133snNN98sjkcKgiD0AUmS0Ov17Nq1i3//+9/o9XruuOMOFi5c2O/tVC7H4cOH+fzzzzl8+DDLly/nlltuwdnZ2WzjFQRBGMgkSWLfvn289dZbxmKbhQsX4ubmZranPc+dO8fq1avZu3cvI0eO5JZbbmHEiBGiQFMQTKBPM9SSJHHy5Ek++eQT8vPzmTNnDtdddx0BAQF9+bE95u3tbbww4YsvvuD999+nq6uL+fPnY2NjY+rwBEEQBg1JkqipqeH777/n+++/JygoiPvuu4/k5GRTh/arLC0tmTBhAn5+frz55pu8++67aDQa/vCHP4gkuSAIQi8yXIa5fft23njjDWxtbXnyySeZOHGi2SeaR48eja+vL2+++SaffvoparWa5cuX4+rqarbJGkEQhIFIkiR27drFG2+8gUwm46GHHmL69Olmn7+Jjo7Gw8MDFxcXNmzYQGdnJ8uXLycuLk4kyQWhn/VpgjwrK4sPPviA4uJiFi1axMKFC83qqPyvsbe3Z/LkydjZ2fHBBx/w4YcfGm8bFl9UgiAIvaOuro4NGzawevVqoqKiuO+++4iOjjZ1WL+LQqFg2LBhPPPMM1hYWPDOO+9ga2vLzTffbLaV74IgCAONTqfj0KFDvPrqq7i4uPCnP/2JkSNHmjqs3y0gIICnn34apVLJ559/jqWlpagkFwRB6GWHDx/mH//4B9bW1vzxj39k3LhxA6b9oaenJ7fddhs2NjasXLmSzz//nDvuuIPY2FjRbkUQ+lGfJcgLCwv56KOPyM/PZ9myZSxYsAA3N7e++rg+YW1tzejRo7GysuLf//4377zzDo6OjkyePFl8UQmCIPRQY2Mj27dvZ+3atURERPDoo48SFhZm6rAui1wux8/Pjz/96U90dXXx2muv4ebmxrx585DL5SL5IQiC0ANarZbTp0/zz3/+E0tLS1588UXi4+NNHdZl8/T05JlnnkGj0fDJJ5/g7OzMNddcg4ODg5gnBEEQeigzM5N//OMf6HQ6nn/+eVJSUgZcUaOzszPLli1DLpfz3Xff8fXXX3PHHXcQEREhThwJQj/pk5FWX1/P559/zrFjx7juuuuYN2/egEuOGyiVSuLi4njwwQextbXl9ddf59y5c6YOSxAEYUDr6OjgwIEDrFq1Ci8vLx544IEBlxw3kMlkuLm58ec//5nY2Fj++te/cvz4cVOHJQiCMKDpdDqKi4v597//TV1dHf/v//2/AZkcN3B2duaZZ55h1KhRvPXWW+zfvx+VSmXqsARBEAa06upq/vWvf1FSUjJgk+MGdnZ23HDDDSxcuJATJ06wYsUKysvLTR2WIAwZvZ4gV6vVbNq0iS1btjB37lyuueYaPDw8evtj+pWVlRVJSUk8/PDDtLW18Z///IeqqipThyUIgjAgabVaMjIyWLt2LXK5nPvvv5+YmBhTh9UjMpkMb29v/v73v2NnZ8dLL71ERUUFfXwPtiAIwqAkSRJNTU188803pKen86c//Ynx48ebOqwe8/Dw4IUXXsDX15f33nuPc+fOoVarTR2WIAjCgNTV1cXXX3/Njz/+yLPPPsuUKVMGbHLcwNHRkaVLlzJ9+nTS0tJYv349TU1Npg5LEIaEXk2QS5LEqVOn+Pjjj0lKSuKGG27Ax8enNz/CZKytrRk5ciR33nknaWlpfPvtt3R1dZk6LEEQhAFFkiTKy8v54YcfKCsr4+abb2b06NGmDqtXyGQyQkJCePnllzlx4gQffvghnZ2dIkkuCIJwGSRJorOzk3379vHll19y++23M3/+fFOH1WsCAwN55plnqKqq4quvvqKiogK9Xm/qsARBEAYMSZKQJInU1FT+85//cNttt3HNNddgYdGnV+z1G3d3d5YsWUJkZCRbtmzhwIEDaDQaU4clCINerybIGxoa+Oc//4mNjQ333HMPwcHBvfnHm5yjoyNz5sxhwYIFfPTRR5w4ccLUIQmCIAwoHR0dbNy4kUOHDnH11VcPqqQHdCfJJ0+ezMMPP8y7777L4cOHTR2SIAjCgKLT6cjLy+PVV18lJSWFRx991NQh9bqxY8dyzz33sHPnTnbv3k1ra6upQxIEQRhQamtrefrpp4mJieGpp54aNMlxg9DQUG688Uasra1ZvXo1BQUFpg5JEAa9XkuQ63Q61qxZQ2ZmJvfddx8RERGD8iJLNzc37r77bnx8fPjXv/5FS0uLqUMSBEEYEPR6PceOHWPPnj1ER0ezZMmSAXO7/OV69NFHiYuL48UXX6SpqUlUkQuCIPwOkiTR0NDAihUraGtr469//Su2tramDqtPLF++nLFjx/L111+TmZmJVqs1dUiCIAhmT5Ik9Ho9n332GcXFxbz66quD9sLjMWPGcO2111JWVsaaNWvo6OgwdUiCMKj1WoK8vLycjz76iBkzZjB69Gjs7Ox66482K3K5HB8fHx5++GEOHz7Mhg0bROJDEAThd2hsbGTbtm2oVCoWLFiAr6+vqUPqEzKZDCsrK1566SWOHz/OmjVr0Ol0Yq4QBEH4DWq1moyMDNasWcPtt99OZGSkqUPqM5aWljz88MM0NzezadMmqqqqxDwhCILwOxQXF/Pmm29y7733Eh0dPSiT4wAWFhZMmzaNkSNHsnfvXg4fPizmCUHoQ72SINfpdLzzzjtoNBr+8Ic/4OXl1Rt/rNmysbFh0qRJzJ49m9dee01UkQuCIPwGvV7Pjz/+yLFjx5g4cSJTpkwxdUh9bty4cdx00038/e9/p7Gx0dThCIIgmDVJkqisrOTTTz/Fz8+Pu+66y9Qh9bmEhAQWL17M1q1bOXv2rKgiFwRB+BWSJKHT6fjHP/6Bg4MDjz322KBNjhv4+fkxZ84crK2tWbVqlagiF4Q+1CsJ8srKStauXcuSJUsICgoalK1VLuXo6MiDDz5IZWUla9asEW/yBEEQfkVjYyP79+/HxcWFGTNmYGNjY+qQ+sUzzzxDY2MjK1euRKvVirlCEAThF6jVas6fP096ejr33HMPjo6Opg6pXyxfvhxHR0d27txJWVmZmCcEQRB+RVlZGStWrODJJ5/Eyclp0CfIAZKTk5k+fTrnzp3jwIEDYp4QhD7S4wS5JEl8/PHHyOVyrrnmGpydnXshLPNnYWFBaGgoc+fO5e2336arq8vUIQmCIJglSZLYvXs358+fZ+TIkcTHx5s6pH4TFBTEDTfcwNtvv01bW5upwxEEQTBLhurx1atX4+fnx4IFC0wdUr/x8fFh7ty5pKamcv78efR6valDEgRBMDuG3uNvvfUWTk5OLF261NQh9RtHR0dSUlJwcXHhhx9+QKPRmDokQRiUepwgb2tr4+uvv+bGG2/E29sbubzX2pqbPTs7O+69917y8/PZsWOHqcMRBEEwS52dnezduxcXFxfGjx+PpaWlqUPqV48//jglJSVs375dHJ8XBEH4GTqdjqKiIg4dOsStt946aC/m/CU33ngjVlZWHDx4kIqKClOHIwiCYJZaWlr49NNPefjhh7GzsxsS1eMGMTExTJ48mbNnz3L06FFThyMIg1KPs9lbt26lubmZ6667DgcHh96IacCwsLBgxIgRjBo1ihUrVoijLoIgCD/jxIkT5ObmkpCQQFxcnKnD6XcRERFMmjSJ1atXo1arxVwhCIJwibq6Ovbt24ednR0LFy40dTj9LigoiDFjxnD27FmKiorEPCEIgnAJSZLYuHEjKpWKW2+91dTh9DtnZ2cSEhJwdHRk165dYp4QhD7QowS5JEmsXr2aMWPG4O/vj4WFRW/FNWBYWVlx3XXXsXXrVnEJmyAIwiUkSSItLQ1LS0tiYmKwt7c3dUgmsXTpUn788Udqa2vFglYQBOECkiRRVVXF4cOHmThxIu7u7qYOySSmTZtGdXU1ubm5onWjIAjCBQyXc65YsYLZs2fj7e09pKrHDYKDg4mMjOTgwYO0traaOhxBGHR6lCCvq6tj9+7dLFiwYMgdhTSwtLRk4cKFSJLE+vXrTR2OIAiCWWlpaeH48eP4+fkxYsQIU4djMtdeey1KpZJNmzahVqtNHY4gCILZUKvVFBYWUlhYyNy5c00djslMnDgRPz8/jh07RnFxsanDEQRBMCu1tbXs2rWLZcuWmToUkwkICGDcuHHU1dWxf/9+U4cjCINOjxLkBw4cQKvVMmXKFKytrXsrpgFFJpPh7OzM2LFj2bNnj6gMFARBuMC5c+eoqqoiKiqKoKAgU4djMo6OjowbN45Dhw6h0WjEXCEIgvA/9fX1nDp1CicnJ8aOHWvqcEzG1taWuLg4qqurqaioEPOEIAjC/+j1evbt2wfArFmzTByN6SiVSgICAvD19eX48eNinhCEXtajBPn+/fuJjo7Gzc1tSF3OeSmFQsGECRPYvXu3+JISBEG4QEZGBtbW1gQGBg7ZF6kGkyZN4tChQ6KCXBAE4QL19fXk5+cTHR095O4zulRsbCx1dXWUl5ebOhRBEASzodPp2LdvH8nJyTg7O5s6HJNyc3MjICCA48ePmzoUQRh0elxBPmbMGCwtLXsrngHJwsKCKVOmUF1dTXZ2tqnDEQRBMBvnzp3D1dUVX19fU4diclOnTqWhoYHs7Gy0Wq2pwxEEQTAL9fX1lJSUkJycbOpQTC4uLg5ra2sKCwvF3UaCIAj/o9frOXDgAFOmTDF1KCbn4eFBdHQ05eXlFBUVmTocQRhUrjhB3tXVRV5eHvHx8UPycs4LyeVy4uLisLCw4OzZs6YORxAEwSxoNBrKyspwd3fHw8PD1OGYnCHxkZmZKRLkgiAIdFcFNjU10dzcPKTvqTAICQnB3d2diooK6urqTB2OIAiCyUmSRGdnJ3l5eaSkpJg6HJNzcnIiLCyMrq4ucnNzTR2OIAwqV5wgz8vLQ6PREB4ePuQT5NB9WWdgYKCoIBcEQfif8vJyWlpa8PLyGvLHIaH7tFFgYCCFhYUiQS4IggC0tbVRXl5ubMU11CkUCjw9PWlvb6epqcnU4QiCIJicXq8nPz8fvV5PRESEqcMxOZlMhoODA05OTuJCZ0HoZVec2Ta8rQoJCUGhUPRaQBeSJInm5mbeeecd9u/fT3t7OwkJCTz11FMEBgYiSRI6nY6NGzdibW3N1KlTsbKyQiaTAaBSqdi1axdTp07Fzs6uT2KE7i8pmUxGeHg4OTk5ffY5giAIA0l5eTnt7e14eXnh6OjYZ5+j0+n497//za5du2hubiY2NpbHH3+csLAwFAoFWq2WvXv30tXVRUpKCh4eHsjlcpqbmzl27BgNDQ3ExsYSHh7eZ/MZdM8VYWFhIkEuCILwP62trZSXl2NnZ4e/v3+ffY5Op+Pbb79ly5YtlJeX4+/vz7Jly5g0aRIODg7odDpyc3PJyckhMDCQ6OholEolKpWK8+fPk5GRQXh4OElJSX3aWlImk+Hr60tZWZlosSIIgkB3gjwnJweFQkFoaGiffs6pU6f4+uuvOX36NEqlkilTprB8+XK8vb2RJInW1lZ2796Nvb09EydOxMrKyvjvS5JEamoqMpmMsWPHGnNSvU0mk2Fra4u7u7tIkAtCL7viBHlpaSkeHh7Y2Nj0ZjwXqa2t5eGHH6alpYU777yT6Oho1q9fz+TJk9m/fz/W1tbMmDGDOXPmUFFRweeff85XX32FUqmksrKSd999l9TUVJKTk/s0QQ7dbVaCg4M5c+ZMn36OIAjCQFFTU4OlpSWOjo59mni+7bbbqKio4M477yQpKYnNmzczb9481q5di7e3N8uXLyckJASVSsVXX33Fs88+S0hICM899xw5OTmEhYXx2WefMWXKFB555JGLFru9LSgoiKNHj6LT6frsMwRBEAaKjo4OWlpacHNz69PE8wsvvMDx48eZPXs2jz/+ONnZ2bz55psUFBRw/fXX89VXX5Gamoqfnx+NjY2MGjWKO+64g02bNvHqq68ybtw4fvzxRwC++OKLPosTuvvLqtVqWltb+/RzBEEQBgJJkigrK8PLywtra+s++5ytW7fy8ccf4+npyZNPPomtrS1r1qzh9ttv56OPPqKqqooHH3yQ8ePHU1VVxTfffMOnn36KTCZDkiQqKytZvHgxDz/8MGPHju2zOAFsbGxwdXWlqqqqTz9HEIaaK06Qt7a24ujoiFwu75O3Y1qtloqKCiorK9m8eTPW1tbGJHRqaiqbNm1CLpczbdo0XnzxRSRJIjExkZycHKKionjqqacoKipCr9f3emy/xMHBQSxmBUEQ/kelUmFpaYmlpWWfzBOSJFFTU8OJEydIT0/H1tYWuVxOaGgoR48eZffu3djY2BAbG8uDDz6Ip6cnt912G1lZWdTU1ODs7Myzzz7L+PHjWbFiBbm5uZw7d46kpKRej9XA0dGR9vb2fp2bBEEQzJVWq0Wr1WJnZ9dn1Xb19fVkZGTw//7f/yMpKQmFQkFiYiJVVVWUl5ezbt061Go1y5cvZ86cOaxdu5Y9e/Zw8uRJKisrefDBB7n55ps5f/48d911F/X19bi5ufVJrNCd+NDr9Wg0mj77DEEQhIFCkiTa2tpwdHTss3mivb2dgoICoqOjef75540vbO3s7HjzzTfZsGEDWq2WuXPn8tRTT9HQ0MDcuXPJzc0lPDwcnU7Hgw8+yIQJE/pljW9hYYG1tbVoxSUIveyKe5C3tbX1aVV2e3s7x44dY/To0djZ2WFhYYFcLsfKyooFCxawdetWmpqacHV1xdLSEmtrayRJIjMzE71ezwcffMArr7yCg4NDn8V4KQcHB9ra2vrt8wRBEMyZSqXCwsKiT++p2LlzJxMmTMDe3h6FQoFcLkepVHL11Vdz8OBBqqurcXBwwMrKytiCq7i4GB8fH+655x5GjhyJQqGgtrYWAC8vrz6LFcDe3p729nYkSerTzxEEQRgItFotarW6T0+kHjp0iNDQUDw9PVEqlSgUCiwsLBg5ciQdHR1kZWUhk8mwt7fHysoKCwsLmpqakMvl3HfffSxatIijR4/y3XffERgYiIuLS5/FCt0Jcp1Oh1qt7tPPEQRBGAgMCXJ7e/s++4yCggLa29uJjIzE2toahUKBQqHAx8eHuLg49u3bR3t7O87OzsY9hVarJSsrC71ez7vvvsuoUaOIj4/vsyT+hRQKBVZWVnR0dPT5ZwnCUHLFWYv29nZsbW377Augq6uL/Pz8n1QeymQyQkJCKC8vZ9GiRVxzzTU4OjpSWlpKQ0ODsdrCzs6uTxfblzIsrEWCXBAEoVtnZ2efJ8izsrKMVR4XzhVBQUHU1NQwa9Ys/vSnPxmTMGfPniUyMhInJyf8/PwoLi7m008/pbi4mJtuuglvb+8+ixW6E+QdHR0iQS4IgsD/VZA7OTn12WcYLne79NSrh4cHOp2O8PBwmpub+fTTT0lLS+Po0aOo1WokSTJW6KWnp3P8+HFcXFyMlYx9xdraWlSQC4IgXKCjo6NPizPr6uqoq6sjODj4onnCxsYGd3d3urq6GD16NM8++ywajYaCggKam5vp6uri5MmT7Nmzh6+//pr//Oc/fRbjhSwsLLC0tESlUvXL5wnCUHHFWQulUtmnCzelUomzszNbtmwBMF7IqVarOXPmDCNGjCAkJIT169ezd+9eRo8eTWZmJhEREcjlV1wY3yNqtRqlUmmSzxYEQTA3FhYW6PX6Pj1qGBAQwPfff29MOGu1WnQ6HefOnSMkJIRhw4bx8ccfk5aWhkwmo7KykujoaBwdHTl48CDfffcdwcHBPPfcc3166bSBmCcEQRD+j1wuRy6X9+nFxT4+Pnz//fc0NzcD3Rd26nQ6ioqKUCqVhIWFMWbMGM6cOUN5eTkymYzW1lbs7e3JycnBw8ODe+65h2nTpvHyyy+zf/9+5s2b12fxGn4WptrPCIIgmBulUtmnp2ocHR1paWnh/PnzQPeFnTqdjsbGRsrLy4mMjGTMmDF89NFHHD16lDFjxlBeXk5ISAivvfYabW1tPP3005w4cQJJkggPD2fx4sV9VkxqiK8vi5AEYSi64pVXX1fB2dvbM3XqVCoqKti5cyc6nY7U1FRuuukmPv30Ux5++GH279/PunXruOGGGxgzZgxlZWWEhYX1y7GWSxluNe7Pli6CIAjmzNra2lgd2FcWLFhAXV0dW7ZsQa/Xc/z4cW699VbeeecdbrnlFs6dO8fGjRsZN24ckyZNQqVS4ebmRklJCevWrWPChAncddddhIWF9enlnAaG9mQi8SEIgtD9IlWpVNLZ2dlnnzFt2jQkSWLfvn3U19eTm5vLn//8Z1588UW8vb1xcnJi27Zt6PV6rrrqKry8vIwvMzdv3szOnTtxcHDAyckJtVpNQEBAn8UK3e3JFApFn15aKgiCMFDIZDLs7Oz6tJ3I8OHDCQkJITMzk1OnTtHY2MiqVau47777OHz4MAsXLmTPnj2kpqZy3XXXkZCQQGVlJSNGjOCPf/wjzz33HDfccAMJCQnExMSQmJjYZ7FC94vUrq4ubG1t+/RzBGGoueJXTnZ2drS1tfVZgtzCwoLIyEiee+45/t//+3+89dZbWFtbc+bMGRQKBe3t7YwYMYJXXnmFyspKTp06xR//+Mc+7U31W9ra2kSCXBAE4X9sbGzQaDR9miD38vLivffe49VXX+XDDz/Ezs6O48ePo9fraW9vJykpiY8//pjz589TXFzM5MmTiYiIYO/evRw5coQ9e/bw0UcfIZPJSE5OZtmyZSQkJPRZvG1tbX3ankwQBGEgMSTIW1pa+uwz3N3d+ctf/sL777/P1q1bsbe3p6CggMbGRlQqFa6urpw+fZotW7ZgYWGBra0tN910E/7+/oSEhPDll1+yatUq5HI58fHxREZG9lms0N2eTKFQiNNGgiAI/2NnZ0dra2uf/vnXXnstHR0dPPbYYzg7O6NSqcjNzSU0NBS9Xo+Xlxdvv/02586dIy8vj0ceeQQ7Ozvi4+ONp2UPHTqERqMhKCioz2IFjJ0VRIJcEHrXFSfI3d3dqa+vR6fTIUlSr2/2DT29r7vuOkaOHEltbS0ajYZnn32WlpYW2tra8PT05J133qGpqYlbb73VeDzeEEtUVBTvvPMO7u7uvRrbz5Ekidra2j691V4QBGEgcXJyoqurC5VK1WfzhEKh4KqrriIqKoqamhq6urp46qmnaGtro62tDVdXV1566SUaGhpQKBT4+fnh6urK7NmzSUpKQqPRGOOyt7fHw8OjV2O8VG1tLS4uLqKCXBAEAbCyssLa2pqSkhJjn/DeJpfLmTBhAiEhIVRXV9PR0YGDgwN6vZ62tjasra258cYbmTRpEmq1GldXV3x8fLCysmLatGlERETQ0tKCg4MDrq6ufX7aqKWlBYVC0a93KQmCIJgrmUyGm5sbdXV1fTpPhIaG8sADD3DNNdcYL2p2cHCgpaUFrVZLYmIir7/+Oq2trdja2hIUFIRMJjOe9pEkidtvvx1JkrCwsOjTYhi1Wk1ra2uf71sEYai54gR5SEgIKpWKmpoanJyc+qRvq1wux9HRkejoaNRqNTqdznhkv62tDYVCQUREBF1dXSiVSmQy2UVfRHZ2doSFhfV6XD9HkiQKCgr6/DiNIAjCQOHt7Y2FhQX19fWoVKo+q3Kws7MjKiqK0NDQi+aJ9vZ2bGxsGDZsGP7+/igUCuMlbW5ubiZ5oVlYWNgvvc4FQRAGAjs7O9zd3Tl27BiNjY199r1sY2NDWFgYQUFBaLVaY9/Wzs5OlEol1tbWuLq6otfrL0psODo6Ym9vj06nM84hfa26uhpra+s+vQhUEARhoJDL5YSEhNDW1kZ1dTU+Pj598jlKpRJvb288PDyMd+0Zep+r1WpsbGyIjIxEo9FgYWHxk/lAJpPh5eXVJ7FdSqVS0dDQIHJPgtDLrniVZ0g8FxYWotPpei2gnyOTybCyssLW1ha5XI6lpSWurq7G/93KyuonN9P3J0mS0Ov1FBQUMHz4cJPEIAiCYG58fX2xtbWlurraeDlaX7p0nriwUtvS0vKiE0amYHiRGhwcLC7VEQRBoPvkjq+vL+3t7ZSVlfX55ymVSmxsbFAqlSiVShwcHLC2tgYwtjW5dJ6Qy+Uolcp+SY5LkkRVVRU2Nja4uLj0+ecJgiCYO7lcTlhYGHq9nvz8/D7/PIVCgbW1NdbW1sbTPE5OTgDGinFTngSVJIn29nbq6+sJDAw0WRyCMBhd8cj29PTExcWF7OzsPk+QmztJkqiurqahoUEkyAVBEP7HxcUFNzc3amtraWxsNHU4JldTU0N9fT3Dhg0TCXJBEAS6L3P28PBALpdTWFho6nBMrqmpibq6OpydnXF2djZ1OIIgCCYnk8nw9PTEycmJzMxMU4djcl1dXcb2w33d61wQhporTpBbWloSGxvLqVOnjEdQhiq9Xs/x48exsLAgLi7O1OEIgiCYBQsLC4YNG0ZDQwM1NTWmDsfkjh8/jiRJxMTEiMvXBEEQ6K4MdHV1xd3dnXPnzpk6HJPLzc2lsbGRwMDAfrlDSRAEwdwZugnExsZy+PBhU4djck1NTWRnZ+Pg4EB4eLipwxGEQaVHZ0PGjRvH0aNHjRewDVVarZaDBw8SGRmJp6enqcMRBEEwGyNGjKCpqYmKigrjDe9D1YEDBwgNDcXLy0tc0ikIgvA/rq6uBAQEcOrUqSF/KvXcuXNYWFgQEBAgLukUBEH4H7lczrhx4zh48CBardbU4ZhUXV0d+fn5hIWFiVZcgtDLerRDnzBhApWVlRQWFg7ZLypJktBqtRw6dIjx48eLi9cEQRAuEBUVhYWFBYWFhf3Sh9xc6fV6Dhw4QEpKClZWVibthS4IgmBOXF1diYiIoKioqF/6kJsrvV7P2bNncXFxwcfHR7xIFQRB+B+5XM7EiRMpLi6moKDA1OGYjCRJ1NXVUVJSQnx8vMg9CUIv69HKKz4+Hg8PD/bu3UtXV1dvxTSg6PV6cnJyyM3NZebMmaYORxAEwayEhIQQGBhIfn4+RUVFpg7HZPLy8jh//jxTp07F0tLS1OEIgiCYDScnJ0aMGIEkSaSlpZk6HJMpLy8nOzub4OBg/Pz8TB2OIAiC2ZDL5SQmJuLq6sr27dtNHY7JtLa2kp2dTUdHB6NGjTJ1OIIw6PQoQe7q6srkyZPZvn07ra2tQ7LNilqtZtu2bbi6ujJmzBhThyMIgmBWHBwcSEhIoKqqivPnzw/ZNiubN2/GwcGBUaNGiQs6BUEQLmBpaUlQUBAhISHs3LlzyLZZOXz4MG1tbURHR+Pl5WXqcARBEMyGTCbDzc2NqVOnsmbNGrRa7ZDMPZWXl3P69On/z959R0dVrQ0c/s2k994LCQkk9BI6hI6AoIIIKIrYQFEUrIBcvVjALiiKvaCi9K70TgKhQwIE0kjvPZlkJjNzvj/4zrkBRQVCJmU/a7nuWnCTs5kz79l7v2fvd+Pn50e7du1M3RxBaHJuee/evffey8WLF7lw4QI6na4u2tRoSJJEeXk5W7ZsYdiwYeIwHUEQhL/Qq1cvLCwsiIuLo6CgwNTNqXfV1dWsW7eOgQMHivrjgiAIf8HLy4vevXtz6tSpZrl9XqfTsX//fry8vGjdujXW1tambpIgCEKDolarmTBhAidOnCA+Pt7Uzal3BoOB5ORkEhIS6N27N87OzqZukiA0Obc8S+/duzcBAQFs2LCh2a0ir6mp4dixYyQlJTF+/HhTN0cQBKFBCgsLIzw8nPj4eGJjY5tVPwFw7Ngxzp07x7hx47CwsDB1cwRBEBocJycnunfvjpmZGRs3bmx2/cT58+c5e/YsnTp1okWLFqZujiAIQoOjUqmIjIzE19eXn3/+GaBZ9RX5+fmcPHkSo9HIwIEDTd0cQWiSbjlB7uTkxMSJE9m1axeJiYnN5rBOefX4Tz/9RPv27endu7epmyQIgtAg2dra0r9/f7RaLdHR0ZSVlZm6SfWmpqaGr776ivDwcPr06SPKqwiCIPwFCwsLgoOD6du3L5s2bSInJ8fUTao3er2eDRs2YGZmRs+ePcWOVEEQhL+gUqlwdnZm8uTJrFixolkd6mw0Gjl37hzHjh2jS5cuoryKINwmdbLPe/z48VhZWbF582ZKSkqaxZu8mpoaTp8+TXR0NNOmTcPW1tbUTRIEQWiwevXqRVhYGGfOnOHMmTPNop8AiIuLY/v27Tz55JM4OjqiUqlM3SRBEIQGycPDg1GjRlFcXMzmzZubTT+RmJjI3r176dOnD2FhYeJFqiAIwnWoVComT56MXq9nxYoVSJLULPqKwsJCYmJiqKqqYvTo0aIMlyDcJnWSIA8ICGDcuHFs3bqV8+fPN/la5Eajkfz8fH744QdatmzJnXfeaeomCYIgNGhubm4MGDAArVbL7t27KS4uNnWTbruqqiqWLFlCQEAAo0ePxszMzNRNEgRBaLCsrKxo27Ytffv25ddff20WqwOrq6v57bffMBgMDBo0CG9vb1M3SRAEocFSqVS0aNGCSZMm8d1335GammrqJt12NTU1HD9+nJiYGDp37kyPHj1M3SRBaLLq7KSwKVOmYGtry4oVK8jOzsZoNNbVr25wqqurOXjwIIcOHeKZZ57BwcHB1E0SBEFo8Pr160eXLl04fvw4Bw4caPIluaKioti0aROzZs3C2dlZrB4XBEH4B+7u7jzwwAMUFhby008/NflFN6dPn+aPP/5g2LBhtGnTRpxTIQiC8C88/fTT6HQ6vvzyS3Q6XZNeRZ6Zmcnu3bvR6/Xcc889onKBINxGdZYgDwgI4PHHH2ffvn0cOnSIysrKuvrVDYperycxMZEvvviC3r17M3bsWFM3SRAEoVFwdXVlxIgR2NrasmnTJtLS0kzdpNtCkiTy8/N588036datG+PHj0etrrPuVhAEocmysrKiQ4cOjBs3jp9//pmzZ8+aukm3TVFREZ999hkuLi7cc889YvW4IAjCv6BSqQgKCuK5557j+++/58SJE002QV5ZWcmOHTs4deoUgwcPplevXqZukiA0aXU6Y7///vvp2rUrP/74I2fOnGlyqz6MRiO5ubn8+uuvFBYW8vLLL4uVHoIgCDegW7dujBgxguTkZFauXNnkDuyUJAmtVsv333/PpUuXmD9/PtbW1mL1uCAIwr8kH8Lm4eHBO++8Q0FBgambVOe0Wi2rVq3i1KlTTJkyhZCQEPEiVRAE4QZMnTqV8PBw/vvf/5Kbm9vkkuR6vZ5jx46xfft2goKCGDt2rDijQhBuszodidnY2DB37lyqqqr46aefSExMxGAw1OUlTEaSJMrLy9m9ezfr1q1j+vTpdO3a1dTNEgRBaFQsLS0ZOXIkkZGR7Nixg61btzaZl6mSJGE0Gjl8+DAffvghM2fOpGfPniI5LgiCcAPUajX+/v7MmzePEydO8NVXX1FVVWXqZtUZo9HIiRMn+PzzzxkxYgSDBw8W5RoFQRBugEqlws7Ojo8//phz587x+eefU1FR0WSS5EajkZSUFFauXElVVRUTJ06kZcuWpm6WIDR5db5UoX379syYMYMjR46wYcOGJlGPXJIkqqurOXz4MIsXL2bgwIFMmzbN1M0SBEFolHx9fRk3bhwBAQEsW7aMU6dONfp65JIkIUkSycnJPPvss/Tq1YsXX3zR1M0SBEFolKysrOjXrx9PPvkkn3/+OXv27KGmpsbUzbplkiSRlpbGq6++ip+fH9OnT8fLy8vUzRIEQWiUunfvzty5c/niiy/Yvn071dXVjT5JLkkShYWFLFu2jLi4OO677z6GDBli6mYJQrNwW/byTZgwgXHjxvHrr7+ybt06CgoKGm2SXJIkdDodR48eZcGCBXh7ezN//nxRWkUQBOEWdOzYkSlTpqDT6XjnnXe4dOlSo91xJA/Ec3NzefLJJ5Ekic8//xwLCwuxelwQBOEm2dnZMX36dCIjI5kxYwYnTpxotP0EXOkrCgoKeP755yksLGT+/PkEBgaK0iqCIAi34Omnn2bUqFHMmjWLw4cPN+pDO+WqBd988w3bt2/nzjvv5N5778XMzMzUTROEZuG2jMjMzMx45ZVXGDFiBN988w3r1q2jpKSk0SXJJUlCr9dz4sQJ3nnnHczNzfn444/x9fU1ddMEQRAaNbVaTf/+/XnhhRfIy8vjv//9L+np6Y0u+SGvHC8qKuK5554jISGB5cuXExAQIJLjgiAIt0ClUuHk5MSSJUto2bIlU6ZMabQvU+WkxyuvvMLp06f5+OOP6dKlC5aWlqZumiAIQqNmZmbGF198QadOnZg2bZpyFl5jS5JLkkRVVRXff/8969at48477+TRRx/F2dnZ1E0ThGbjti1ZsLGx4bXXXmPAgAEsWbKEn376qVGtJJdXjkdFRfHf//6XiooKPvjgA8LDw03dNEEQhCbBwsKCIUOGMGfOHBISEpg1axZJSUmNJvkhJ8fz8/OZPn06+/bt46effqJz584iOS4IglAHVCoV7u7uLFu2DAcHB+69917OnTvXqMpySZJEaWkpzz33HH/88Qcff/wxkZGRWFlZmbppgiAITYKdnR0//fQTPj4+TJ48mZiYGLRabaNJkkuSRGVlJZ999hnffvstQ4cO5fHHH8fb29vUTROEZkUl3eanRklJCQsXLmTjxo1MnDiRqVOn4ufn16C3E8o1x3fu3MnChQuxtbXlvffeo3v37qZumiAIQpOj1WrZu3cvr776Kvb29nz66ae0b9++QZ/ULkkSBoOBrKwsnnjiCWJjY/n5558ZOnSoqZsmCILQ5EiSRFZWFuPHjyctLY3Vq1fTvXt3zMzMGvQLSaPRSFFREY899hgxMTF8+eWX3HnnnSI5LgiCcBvk5+fz4IMPcuHCBZYuXcqgQYOws7Nr8P1EWVkZ7777LmvXruX+++9n2rRpBAQEmLppgtDs3PYEOUBVVRWffvopP/zwA7169WLmzJl07NgRtVrd4B5WRqORwsJCVq5cyeeff067du145513aNWqlambJgiC0GTp9XqOHz/OSy+9RHFxMQsXLmTUqFENMvkh7zA6ceIE06dPp7KyklWrVtG1a1dTN00QBKHJkiSJkpISJk6cyLFjx/jss8+YMGGC8jK1ofUVBoOBCxcuMGXKFPLy8vjtt9/o1atXg375KwiC0NiVl5fz+OOPs3//fubOnctDDz2Eq6srKpWqQfYTly9f5rXXXuPIkSPMmjWLBx98EDc3N1M3TRCapXpZxm1jY8MLL7zA/PnzOXfuHNOmTWP16tUNatuLJEkYjUbi4uKYM2cOH3zwAaNGjeLzzz8XyXFBEITbzNzcnB49evDjjz/SuXNnHn30Uf7zn/+g0WgaTGkuuaRKWVkZ33zzDXfddRfu7u7s2rVLJMcFQRBuM5VKhbOzM5s2bWLy5MlMmTKFZ599loqKCuX5bGpyOwwGA7/99huRkZFYWFiwe/du+vTpI5LjgiAIt5mDgwM///wzTz75JG+99RbPPPMMFy9exGAwNIh+Av63E3Xr1q2MGzeOuLg4PvroIx5//HGRHBcEE6qXFeS1nTt3jo8//pht27Zxxx13MGvWLDp06GCyN3ryP7+kpIT169fz2WefodfrefHFF3nwwQfFQFYQBKGelZaWsmLFCv7zn/8QGBjIu+++y5AhQ0zeT+h0OuLi4nj77bfZtWsXTz75JAsXLhSHrAmCINQzSZLYuHEjjz/+OK6urixatIgRI0ZgZmYG1P9qcrmfkCSJzMxMXn31VZYvX87UqVNZvHgx1tbWDW7loiAIQlO3c+dOXnzxRcrLy3nhhReYOHEiHh4egGl2Hcl9RXZ2Nh9++CHLli2jf//+vPXWW7Rt27ZBlyEWhOag3hPkcCX5sX79ehYvXkxpaSmPP/74VYcQ1MfDSv5nV1dXs2PHDhYvXkx8fDz33XcfzzzzjDiMUxAEwYRqamo4f/48c+fOZffu3UycOJH58+cTHBwM1G8/YTAYSElJYcmSJSxbtox27drx7rvv0r9//9veBkEQBOH60tLSeP7551m/fj3jxo3jrbfeolWrVkqS4Xb3FbWnUeXl5SxZsoSFCxfi7+/PkiVLGDZsmEiMC4IgmFB2djbvvvsuy5cvp3379rz00ksMGDAAe3t7oH7nFJWVlXz77bd88MEHWFlZ8dprrzF27FicnZ1vexsEQfhnJkmQy1JTU/nhhx/4+uuvsbCwYPLkyTz++OMEBQX9r4F1+MCq/U/VaDRs2rSJpUuXEhsby4ABA3j++efp16+fWDUuCILQQFRXV7N582bmzp1LRkYGEydOZPbs2bRp00b5/9yufkKv13Pu3Dm++OIL1qxZg4uLCy+++CKPPfaYOGBNEAShAdm6dSsvvPACSUlJ3Hvvvbz00kt06tTpttUnr91XFBUV8dlnn7FkyRK0Wi1z5szhxRdfxMrKSiTHBUEQGojDhw+zcOFCDhw4QKdOnXjqqacYMWIELi4uyv/nds0pysrK+Oqrr1iyZAklJSU89dRTPP/883h7e4tV44LQgJg0QS5fOjMzkxUrVvD111+TlZVFnz59eOCBBxgzZsxVD6xbZTQaOXv2LOvWrWPlypVkZ2cTGRnJjBkz6N+/P7a2tkDDO+RHEAShuZL7iZqaGrZs2cJbb73F6dOniYiIYPLkycpBNnX13JYkiezsbHbu3MmKFSuIiorCx8dH2enk6uoKiH5CEAShIZHPEtq2bRsLFizg2LFjtGnThokTJ/LAAw8QGBhYZwtgJElCq9USFRXF8uXLWbNmDWq1mkceeYQ5c+bg5eUFiH5CEAShIZHPiDh27BhLly7l999/x9bWluHDh3P//ffTq1cv7Ozs6ux6RqOR6Oholi9fzooVKzAYDDzwwAO8/PLLBAUFmawkmCAI12fSBDlcXbOvoKCALVu2sHLlSg4cOICtrS39+vVjwIABDBw4kA4dOmBhYXFDvz81NZWoqCj279/P3r17SU1NJTQ0lHvuuYf777+fsLAwpX6seDgJgiA0PNeu6t66dSs///wzW7ZsQa1WExkZyaBBgxg4cCCdO3fG0tLyhp7nBQUFnD59mgMHDrB//37OnDmDpaUlgwYN4v7772fYsGHKgFn0E4IgCA2T3FcYjUZ27drFr7/+ypYtW6iurqZr167079+fAQMGEBERgYuLyw2t2quuriYhIYEDBw6wb98+Dh48SGFhIb169WLSpElMmjQJR0dHQPQTgiAIDVXtfiI2NpZ169axfv16kpKSCAgIoF+/fvTv358+ffoQHBx8Qy9WJUkiJSWFffv2sW/fPnbt2kVOTg7du3fngQce+NOiHtFXCELDY/IEuax2olyv15OZmcmWLVvYt28fUVFRFBQUYGlpSVBQEK1btyY4OBh7e3scHBxwdnamoqKCiooKKisrycrKIiEhgcTEREpLS7G0tKRLly5ERkYyatQoOnXqhJ2dnXg4CYIgNCK1+wlJkiguLmbDhg3s3r2bAwcOkJubi4WFBS1atKBVq1YEBwfj6OiIvb09Tk5OaLVaKisrqaysJC8vj5SUFBITE8nLy0OSJIKCgujTpw9Dhw6lf//++Pj4KAeDin5CEAShcaidACktLWXHjh3s2bOHAwcOkJqaitFoxNvbm5CQEIKDg/Hw8MDe3h5HR0fMzMyU+URJSQnp6ekkJiaSmppKVVUVTk5O9OrVi4EDBzJ69GhatWol+glBEIRGpvacQqPRcObMGbZv387+/fuJjY2lvLwcBwcHgoODCQ0Nxd/fX8k9OTg4KP1EeXm5kntKSEigvLwca2trevfuzcCBA7nnnnsIDw9HrVaL3JMgNAINJkFeW+2BrdFoRK/Xc+HCBc6dO6c8fDIyMqioqMC91IqKigqsrW2osNNj5mSFp6cnISEhhISEEB4eTpcuXXBwcECtVisPJ/FgEgRBaLxq9xPy1vpr+4n09HQqKipwKjVHW1GFhbkF1XYSkoM5Lu6uBAYGEhISQuvWrWnfvj3+/v5YWFigUqmuGsgKgiAIjZP8QlWeU6SmpnL+/Hmln0hNTaWoqAiLcgnzciMGgwGVrRlaexU2znb4+voSEhJCaGgobdq0oV27dlhZWV01pxAEQRAar9r9hCRJlJSUcOHCBeLj40lISCA5OZmcnBy0FVU4l1qgqdJgaW1FpZ0RcycrvLy8CA0NJSQkhDZt2hAREYG1tbXST4BIigtCY9EgE+TXuvahJf+vJEkca/EBSIAKQpbchetd4ajN1FclOMSDSRAEoemTEyC1+wmAs/2/oTqlGFTg90I/PB/shIWH3VV9hFgBKAiC0PT91VxCkiQyPjxE1qfRADj2aYH/K5HYd/X903xC9BOCIAhN2/XyTlWJhcQO/g4kMHOwouXHI3EZ0VrpF0TuSRAav7o5reY2q/3QqU2SJCwxh/9/9lhZWGJtbYVKnAQsCILQ7NReqVGbhcoco+pKd2dlboGVlRWW1tb13TxBEATBxOQ+Qj4cTWZlbnFlTgFYqs2xsrTCWvQTgiAIzY5KpfpTHwEgWVopuSc1ZlhZiH5CEJoakUkWBEEQBEEQBEEQBEEQBEEQmiWRIBcEQRAEQRAEQRAEQRAEQRCaJZEgFwRBEARBEARBEARBEARBEJolkSAXBEEQBEEQBEEQBEEQBEEQmiWRIBcEQRAEQRAEQRAEQRAEQRCaJZEgFwRBEARBEARBEARBEARBEJolkSAXBEEQBEEQBEEQBEEQBEEQmiWRIBcEQRAEQRAEQRAEQRAEQRCaJZEgFwRBEARBEARBEARBEARBEJolkSAXBEEQBEEQBEEQBEEQBEEQmiWRIBcEQRAEQRAEQRAEQRAEQRCaJZEgFwRBEARBEARBEARBEARBEJolkSAXBEEQBEEQBEEQBEEQBEEQmiWRIBcEQRAEQRAEQRAEQRAEQRCaJZEgFwRBEARBEARBEARBEARBEJolkSAXBEEQBEEQBEEQBEEQBEEQmiWRIBcEQRAEQRAEQRAEQRAEQRCaJZEgFwRBEARBEARBEARBEARBEJolkSAXBEEQBEEQBEEQBEEQBEEQmiWRIBcEQRAEQRAEQRAEQRAEQRCaJZEgFwRBEARBEARBEARBEARBEJolkSAXBEEQBEEQBEEQBEEQBEEQmiWRIBcEQRAEQRAEQRAEQRAEQRCaJZEgFwRBEARBEARBEARBEARBEJolc1M3QBAEQRAEQah7kiRhNBoxGAzo9XqMRiNGoxFJkpAkCQCVSqX8Z2ZmhpmZGebm5qjValQqlYn/BYJQt2rHhPyf0WhEU1ON1syAhISFpKOiqhLKy1Gr1ZibmyuxIWJCaGrk/kDuJ+SYqN1PAEqfoFarr+orREwITU3tmKjdT1RVVqA1NyBJEmZmZlRUa7AoL0elUin9hIgJoSmS+wI5Hq6dU8jk+UTtsZO5ubnyd41Bo0mQ174p8sAWScKolpAkUKlAW6OjuqoatbmZ0nnLN0moO/LkQr4PcidSe7It/698H9RqNWq12LBQl/4yJuAvEx/y5y9i4vaoPZC6trOQJEnERD36q/tgVBkxqCRQgU5fQ7VWi7Ha/Kr7IGKibskxIT+bjEbjVX8OVz+f5Hshnk+3Rv7+19TUoNfr0el0ZGZmkpycTFJSErm5uZSUlFBRUYFWqwXAxsYGOzs7HBwc8Pb2Jjg4mJYtW+Lr64uNjQ0WFhaYm5uLSd8tEn22adRO/NXU1FBTU0Nubi4pKSkkJyeTlZVFcXExFrk6bML+vy/XpqL97ggWLra4u7sTHBxMSEgIgYGB2NraYmFhocSFuDc3T8SEach9c+2YKCwsJDU1leTkZNLT0ykqKqK8vByNRoPBYMDc3BwHBwfs7OxwdXVVYqJly5bY2dkp8WBhYSHuzS2qPY79u5iQX2qLceytkz/f2jFRVlamxERqaioFBQVUF1fiGqbCYDCgMldTtTYJaa8lLi4uBAcHExoaSkhICPb29lfFBDSe5GBDdO184q9yT9ebUwg3p3ZuQ44JjUZDWloaycnJJCcnk5+fT1lZGZWVldTU1KBWq3F0dMTGxua6MVF77NRQ749Kqp3yb0CufXOn1+upqqoiKSmJhIQEMjIy0Gg0tN0OOl0N5uZmpHWQ0Afb4OnlScuWLQkNDcXNzU2Z2IlguTnXvkHVarXk5OSQnJzM5cuXKSoqoqqqioqKCnQ6Hba2ttjY2ODo6Ii3tzchISEEBQXh7Oz8p9Vpwr/3V2+z/yomNBoNpaWlWFtbY2tri52d3VUTPA8PD6ysrJR7IVZE3bhrV2XKk4ukpCQuX75MXl6eci80Gg02NjbKvfDy8iIkJISQkBBcXV1FTNyC68VESkqKEhMVFRWEHJBQlepRq1XkhYImxBInHzcCAwMJCQnB29sbGxubq+6DuBc35tpVmfLkQh5EZWVlUVVVhUajoaysDFtbWyUmPD09CQkJUfrs2s8m0Wf/O0ajkZqaGnQ6HadOnSIqKoqoqChiYmIoLy8HwNHREVdXV+zs7LCyslJWdNTU1KDVatFoNBQXF1NWVoYkSTg6OtKpUyf69u1Lnz596Nq1qzLAFffln/3VOLayspLk5GQSExPJyMhQYqK0tFQZO8kxIU8q5HGsiIkbI8dETU0NcXFxHD58WImJwsJCjEYjdnZ2uLi44ODggLW1tTJpMxgMVFdXU11dTUlJCcXFxRiNRqysrGjfvj39+vWjb9++9OrVC0dHR+X+iPvy9/4qJqqrq687jq09dvLw8LhqHGthYSF2u9yg2knxxMREjhw5QnR0NDExMaSnp2MwGLC2tsbFxQUnJyesra2VhLfRaKS6uhqtVktZWRn5+fkYjUbUajVt27alf//+9O3bl379+uHo6KjcHxCJwb/zd3M7uZ+QY6KsrAxLS0tl/OTu7k6LFi1o2bIl3t7eWFtbi7ndDZLHrTU1NWRkZHDs2DGio6M5fPgwly5dQq/XY2FhgbOzMy4uLtjY2GBpaYlKpUKSJKqqqtDpdJSXl5OXl6e80JBjol+/fvTr1w8nJycREzdAflkhx0R1dTWXL18mMTGR9PR0Kioq0Gg0lJeXY2ZmpvQVLi4uBAQEEBISgq+vL3Z2dn+aUwh/r3ZSvLCwkOPHjxMdHU10dDRnz55Fq9ViZmaGi4sLrq6uSkzIn23tmMjNzVViIjw8nMjISPr27Uvfvn1xc3NTkuXQsGKiQSXIa68kkFc9HTp0SPnv8uXLGI1GzMzMcHNzw9LSEmtra+zs7JROW6vVUlxcjFarRZIkXF1d6d69O/369aN///60bdtWCZaG/ObC1GonO4qLizlx4oQy4T5//jxlZWWoVCqcnJxwcXFRVp9ZWlpSWVmpdOT5+flotVrUajU+Pj706tWLvn37EhkZSevWrUUn/g9qx4RerycvL4+DBw9y8OBB9u/fT3JyshITrq6uWFlZKYlxrVaLTqdDq9VSUlJCdXU1RqMRJycnJekRGRlJx44dcXFxERPvf1B750RpaSnnzp0jKiqK6Ohozpw5Q0FBAYAyaLWzs8Pe3h47OzsqKyuV/3JycqiurkaSJLy8vOjVqxf9+vVjwIABhIWFKRNtaFidRUMhx4Q80cvPz+fAgQNXxYTBYFA679oxIScQ5QmevDLKzs6O8PBw+vTpQ79+/YiIiMDHx0fExD+oPbHTaDQkJiYq/cTx48fJyspCkiSsrKzw9PRUYsLR0VGJB41GQ3Z2NlVVVUiShIeHB7179/7LmBB99tVqrwK8dOkSv/32GytWrCAjIwNnZ2dat25NWFgYQUFBeHt7Y29vrzxbrsdoNFJRUUFOTg5paWlcunSJxMRECgoK8PT05K677mLcuHH07t1bmeyJe/I/tXdOaLVa0tPTOXToEFFRURw+fJjU1FQkScLc3Bxvb2/s7OyUJK084ausrLwqJtzd3enRo4fSZ7dt21ZJhIiY+DN5vJSYmMjatWtZsWIFKSkp2NnZERISQuvWrQkODsbHxwcnJydlcnY9cmIwNzeXjIwMLl26xKVLl8jKysLBwYG77rqLCRMmMGDAACwtLUVMXOPacWxOTg4HDx5U5nbJyclKuQIfHx8lJpydnZV40Gg05OTkoNFoMBqNuLq60rlzZ/r06UNkZCTt27fH0dFR9NnXIfcTly9f5vfff2flypWcO3cOc3NzAgMDCQsLU3YNubq6Ymlp+be/T5IkdDodubm5ZGZmcunSJeLj48nIyMDa2pq7776b+++/n0GDBikxAWJMK7u2VEHtud3BgwdJSkpSYqJ2P+Hs7Ex1dbUSE/n5+ZSXl2MwGHB0dKRt27bK+KlLly54eHiImLgOOceRlZXFnj17WLVqFTExMdTU1ODn50fr1q0JDQ3F398fd3d3rK2t//b3yQnd2jFx4cIF0tPTsbKyYvTo0dx///0MHDgQW1tbERPX+Ku53aFDhzh48CBRUVEkJiai1+tRq9V4enoqu1mcnJyUxQcajYbCwkJKS0upqanB1taWkJAQevfuTd++fenevTv+/v4i93QdckwUFRVx+PBhVq9eza5duygvL8fLy4vWrVvTunVrAgIC8PT0xNbW9h9/57UxER8fT3p6OhYWFgwbNozx48czePBgJQ/VUMa0DSJBXntbS1ZWFps2bWLNmjXExMRgZmZGSEgIYWFhBAcH4+3tjbe3t7Jd5Xq/r7CwkJycHNLT07l06RIXL16ktLSUgIAA7r77biZOnEj79u2xtbUVHUct8sROo9Gwe/duJThKS0sJDQ2ld+/e9OjRgzZt2hAaGoq7u/t1JxeSJKHVaklLSyMhIYGzZ89y8OBBjhw5QmVlJW3btuWBBx5gwoQJ+Pv7i1WbtchhqdfrKSkpYfPmzaxYsYL9+/cDEBISQnh4uLJqQI6J632PJUmiuLiYvLw8MjIySEhI4OLFixQWFuLu7s6wYcOYMGECPXv2xNnZWcRELXJMVFdXc+TIEdatW8fWrVvJysrCz8+PHj160KtXL9q3b09oaCi+vr7XfT7Jz7n09HQSEhKIi4vjwIEDHDp0iLKyMtq0acOkSZOYOHGi0ok3lM7C1GpPKCorK9m8eTPLly9nz549SJL0lzEhr/K43u+TV3zIJSguXrxIdnY2dnZ29OnTh4kTJzJkyBDc3d3FYKoWuc/WarWcO3eODRs2sHnzZi5evIiLiwvdunWjb9++dOzYkdDQUIKCgq474ZbjS46J2NhYJSZKS0sJCwtj4sSJTJgwgaCgIOU515zvRe0XE3v37uW9995j//79uLm5KS+hAwMD66w/lZNaR48e5dixY2RmZtKqVStmzpzJ/fffj42NTbPvM+R7UlNTQ2pqKps2bWL9+vWcOHECGxsbunbtSmRkJF26dKFVq1aEhIRgZWV13d9XOybOnTunTBILCwtp2bIl99xzDxMmTCA8PBwbG5tmHxPwv8ndgQMH+Oijj9izZw+Ojo5ERETQp08fgoOD/zHxdyPXKioq4ujRoxw+fJjk5GQCAwN5/vnneeSRR5SYgOabAKk9ji0oKGDz5s2sXr2agwcPYmZmRteuXenfvz/dunWjVatWtGrV6m/7bKPRSFZWFomJiZw/f57o6GiioqLIycnB29ub4cOHM378eCIiInBwcGj2zyRAWdRx5MgRPvvsM7Zv345araZjx4706tWL1q1bY2dnVyfXkiSJ0tJSjh49SlRUFAkJCfj7+/PCCy/wyCOPYGdnJ2Ki1ji2vLxcmdvt2bMHlUpF165dGTBggBIToaGhWFtb/21M5OXlkZyczIULFzh69CjR0dEkJyfj6OhIZGQkEyZMoH///ri5uYmY4H8xcfbsWX744QfWr19PeXk5YWFh9OrVi3bt2uHi4lJn15NjIjo6mkuXLuHr68szzzzDI488ouwiBhETRqORyspKNm3axG+//caePXsA6Ny5M5GRkXTr1k15aSHn7v6K0WikpKSElJQULl68yMmTJzl06BDnz5/HzMyM7t27M2HCBEaOHImXl5eY2/G/eVhycjIrV67kl19+IT09naCgIHr16kWXLl3w9PSss+uVlZVx4sQJDh8+zMWLF3F1deWRRx7h0UcfJTAwsEGUJDJpgly+dHV1NWfOnOGLL75g/fr1AHTq1InevXvTrl07bGxsbvlaBoOBtLQ0jh07RkxMDPn5+XTp0oUnn3ySO++8E3d392Y9wZAnd4WFhXzzzTd89dVX5OXl0aNHD8aPH8+dd95JQEDA376Y+LfX0Wq1HDlyhBUrVrB27VpKS0u55557mD17Nl27dr2qXnNzI8dETU0Nly9f5rPPPmPZsmVotVpl1XfHjh3/1Vu7f2IwGMjJyeH06dPExMSQlpZGUFAQU6ZMYeLEiQQGBoqYkCRKSkpYsWIFX3/9NZcuXaJNmzaMHTuWu+66i7CwsH9cVfBvrqPX64mJieG3335j1apVlJSUcPfdd/PKK6/QtWvXBrn9qL7UHjzl5OSwZMkSvvzySyorK+nUqRP9+vWjU6dO2Nra3vLnIyc94uLiiImJ4eLFizg7OzNhwgSmTp1KWFiYiIn/f7Gwfft2vvrqK44ePYqPjw+jR49m7NixdO3atU4m3Hq9nqNHj7Jy5UpWr15NYWEhw4YN4/nnn6d3797KuKA53YvasbB3717mzZvHsWPH6NChA6NGjaJjx463/fspJ4B37tzJkSNH8PLy4uWXX+aJJ5742+RWUyXfE41Gw9GjR/nyyy/Ztm0btra2jBgxgvHjxxMZGYmDg8MtX0uv13Pq1CnWrVvHmjVryMjIoFevXkyfPp0hQ4bg4uLSLJ9P8nNp7969vP7668TExBAeHs7IkSPp1KnTba+JbDQayczMZMeOHezfvx8XFxdmz57N9OnTlYR8c7onckzodDouXbrE0qVL+e2335AkiTvuuIP777+foUOH4uTkdMvXMhgMnD9/ni1btrB27VouXLhAWFgYjz76KGPHjsXX17dZx0RUVBQLFizgwIEDBAQEMHToUKVU1u38TCRJIjs7m+3bt7Nv3z6cnJx46aWXeOqpp5SxWnO6J7UT45mZmXz22Wd8++23VFVVcccdd/Dggw8yYsQIHB0db/lzMRgMpKamsmPHDtasWcPRo0fx8PBg0qRJPPzww4SEhDS7zx/+FxMnT55k8eLF/PHHHzg4ONC/f3969eql5IFup+zsbHbt2sW+ffuwsbHh6aef5qmnnsLT07PZ3ZPa53Tl5eXx6aefKnO7YcOGKTHh7OxcJ3O7/Px89u3bx+rVq9m9ezfm5uaMGzeOZ555hnbt2jW7zx/+FxOXLl3i22+/ZeXKlWi1Wnr37k1kZCQBAQG3/TPJy8vjwIED7Nu3D6PRyKRJk3j66adp1aqVSV/omSRBLl9Sq9USExPDokWL2LVrF15eXgwdOpQePXrUyWTieuTtyLt37+bMmTO0aNGCp556inHjxuHl5QU0n8GsfC9KSkr44IMP+Prrr1GpVDz22GM89thjtGzZ8paT4n937erqajZt2sT777/PqVOnGDlyJAsWLFAm+tA87kXtlTYJCQl8+OGHrFq1Cnt7e+644w769++Po6Pjbbu+/ALp4MGDxMTEYGtry0MPPcTUqVNp0aIF0DzuA/zvXpSVlfHVV1/x5ZdfUlZWxtixY3niiSfo2LFjnby0ux6tVsvGjRv54IMPOHXqFEOHDmX+/PlEREQ0q0R57cFTTk4O7777Lt999x1WVlYMHz6cwYMH18kE+3rkAdXhw4fZv38/VVVV3Hvvvbz00kuEhYUBzeM+wP/uRWVlJatWrWLp0qUkJyczYMAApk6dWmcJwOvRarVs3bqVxYsXExMTQ8+ePZk9ezb9+/dXXhY29XshD2QzMjJ45ZVXWLlyJV27duXee+8lNDS03v/98sq1P/74g/379xMWFsaSJUvo168f0DzuB1xZ4LF3714+/fRTjhw5Qvv27XnyyScZPXp0na5Cu5ZOp2P//v0sXbqUvXv3EhoayrPPPsuoUaNwc3MDmv49gP8l4l566SVWrFhB586dueeee5QSfvXdluLiYn7//Xd27NhBq1at+Pzzz4mMjGwW49naCzxiY2P5+OOP2bx5M35+fjz99NPcf//9eHh43Lbr19TUcPLkSb7//ns2b96Mvb09jz76KA899BD+/v5A0/78ZfKY6bXXXmP58uWEhoYyatQo2rVr97e7Vm4XOSZ27txJcHAwH3/8MYMHD24QqwRvt9ovtdPT03nvvff45ZdfcHJy4tlnn+WRRx5R8g63g1xq6tdff2X58uVUVlYyYcIEnn32WUJDQ4Gm/fnLJEkiPz+fDz/8kB9//BEnJyfuuOMOunbtelvHrtdTUlLCzp072blzJ56ensyfP59Ro0Yp8/ymfE9qz+2KiopYuHAhX3/9Nba2tsycOZPHH38cLy+v2/YZyIut1qxZw1dffUVqaip333038+bNo23btkDT/vxl8njlxx9/5Msvv0Sj0TBw4EB69+59W/vp6ykrK+PQoUPs3LkTCwsLZsyYwaRJk/Dx8QHq/57Ue4Jcvty5c+f47LPPWLNmDV5eXowYMYIuXbrU2fbHfys1NZVdu3Zx/Phx2rRpw4svvsjIkSOxsrJq8gEiT7h/++035syZg06nY+bMmTzxxBO4u7vXa7kTSZLYunUrb7zxBidPnuSZZ55h/vz5SgKsKd8LOSays7P59ttvWbJkCTY2NowaNYo+ffrU+4A2Ly+PQ4cOsX//fhwdHZk5c6ayZbgp3wf4X0xs2LCB119/nfz8fKZMmcLUqVMJDg7+x1qldW379u289dZbHD9+nEceeYT//Oc/zWJFVO2E7LJly5g/fz4Ad911F4MGDar3mCgvL+fo0aNs27YNjUbDs88+ywsvvICdnV2Tvg/wv3uxe/du3nnnHeLi4hg5ciTTp083SZ+9b98+PvjgAw4ePMioUaOYM2cO7dq1a7LbJGsnnZYtW8ZLL72Era0tDz/8MBERESZu3f9Wz/7888/ExsbyxBNP8PHHH9fJjo6GSr4n8kq0HTt20LVrV5599lkGDx58y7uKbtSxY8f4/PPP2bp1K506deLFF19k4MCBTXpFv3wPli1bxsyZM7GxsWHy5MlERESYvFSfnKBctmwZp0+f5rHHHmPRokXY29sDTXM8K9+PlJQUvv76a3744Qf8/f15/vnnuffee+tk1+ONuHjxIj/88AMrVqzA2dmZ559/ngkTJvxtuYrGTr4Hy5cv54UXXkClUjFx4kS6d+9uksT4tXJycvjll184deoU999/P++99x7e3t5Ndjwr3w85CfXee+9hZ2fHyy+/zMMPP1xnpW3+rezsbFatWsVXX31FeXk5zz77LE8//XSTHsfK92D9+vW8+uqrFBUVceedd9K3b9/busDm38rPz1dW+Q8dOpQ33niDDh06NNlSOLV3F/3yyy/MmzcPgDlz5jB16tR6HzeWl5ezadMmPvzwQ5KSkpgxYwZz58697TtsTEm+B3v27OGtt94iLi6Ovn37MmTIELy9vU3cOigqKmLbtm0cPHiQtm3bMnfuXIYNG6YcoF5f6j1BXlZWxi+//MKiRYvQ6XSMHDnyqiRgfX8h5X9+QkICf/zxB5cuXeKuu+5i9uzZhIeH12tb6lt2djZTpkxh7969PProo7z55pvKNh8wzb0wGo388MMPzJ07F0tLS77//nuGDBlS74nJ+lRVVcXu3bt57bXXSEtL44477mD48OEmKyEgx0ROTg7bt2/nyJEjdOnShffff79BJGRup5ycHGbMmMHWrVsZM2YM//nPf2jVqpXJasTJCftffvmF1157Db1ez0cffcRdd91V74Pr+lRTU0NcXBwzZszg5MmTDBs2jLFjx5pstbAcE+Xl5ezevZutW7fi5+fHV199payYbaoKCgp4/fXXWb16Nd27d2f27Nn06tXLZKUDar/Eevvtt8nOzubll1/moYceqtMaeQ2FvJPh+eefZ9WqVYwePZpx48Y1qOSnfE+OHDnC999/T0BAAGvWrCE8PLzBtLEulZSU8OWXX/LVV1/h6enJrFmzuOeee0zaZ0uSxP79+/nggw84efIk999/P88++ywhISH12pb6IEkSFRUVzJgxg59//plRo0Yxfvz4BrWwRe4zYmJi+O677/Dz8+O3336jffv29b6yvT7I54IsWLAAjUbDM888w9SpU032UkCOibi4OJYsWcLGjRvp27cv8+fPp1OnTvXalvpSWVnJc889x08//cTQoUMZN26csjq2IcSFHBPHjx9n2bJluLi48OWXX5pkIVB90Gq1HDt2jJdeeomEhASeeuopXnnlFZOtEpY//8zMTGV3bHBwMJ988gm9e/eu17bUF41Gw6uvvsoPP/xAly5dGDt2rLI6uSHFRGxsLCtWrECSJN544w3uvvvu27pr3FQMBgNJSUlMmzaNI0eOMG3aNN58802TLYaUP/+Kigq+++473n77bZycnPj+++8ZMGBAvbalvlRVVbF48WK++OILPD09ufvuu01ezqQ2+Z4kJSWxYcMGcnJymDZtGtOmTavXOV69Jsjj4+N5//33+eOPP+jWrRsjR47E3d39SkNMeFNql3w5duwYv//+O25ubsyZM4cxY8Y0ycHszp07mTx5Mg4ODvz444/06tWrQRyeIt+LwsJCZsyYwfr163nppZeYO3duk3zLnZmZyXfffcfSpUsJCgpiwoQJ+Pn5AQ3jPsjliNasWUNFRQVz585l6tSpTTIm9uzZw9SpU1GpVHz66acMGjRIWQnYEO5FUVERc+bMYdWqVUyePJk5c+bg5+fX5GKitLSUNWvW8Oqrr+Ls7Mxjjz1GUFAQ0DDug7w975dffiEhIYFXX32Vl19+uUnGxOHDh3nhhRfIzc1l3rx5jB07Vikb0RDuRWlpKR988AHLli2jX79+vPLKK3Tu3NnkK0jril6v5+zZs0yaNInCwkKeeOIJOnfuDDSMhEdt8j3Jz89nyZIlZGRk8PPPPzN27NgG19ZbcfbsWd566y2OHTvGww8/zLRp0xpUn11ZWckvv/zCkiVL8PDw4JVXXmHEiBFNJiYkSSI5OZm77rqLzMxMnnrqKbp27ar8fUP7rkmSREFBAZ9//jlpaWl8/fXX3HffffW+8+Z2SklJYenSpaxYsYLBgwczb948WrVqBTSMmKiurmb37t0sXLhQGUdNnjy5SfXZly9fZvTo0aSnp/PEE08QERHRYA//k0srfPfddyQkJPD222/z0EMP3daSVPWtoKCA3377jXfeeYc2bdqwaNEiOnToADSMmNDr9cTFxTFnzhxOnjzJ3LlzmTlzZpOKibS0NB544AEuXLjAhAkT6NWrV4M9u0Y+72r16tWcPn2aJ554gunTpyslTpuCqqoqNm/ezHPPPYeXlxffffedsuiuIcSEvBvyueeeY9u2bcybN49XX321ScVEVlYWzz33HAcOHGDQoEEMGjSoQczp/oq8EGLnzp3s37+fgQMHMnfuXDp27Fgv16+3BPn27dtZsGABGRkZ3HnnnfTq1eu2H5xzo+SPIjU1lS1btnD58mUeffRR5syZc1trDtcnSZL4+OOPmTNnDvfeey9ffPFFgwwOefXHV199xdy5c+nRowfff/89vr6+TWaid+rUKd577z327t3LkCFDGDFiRINaAQVXJ2e3bt1KVFQUY8aM4dNPP21SK5g/+eQT5s2bxx133MGiRYvw9/dvMG9TZbVXk7/++usEBgby8ccf07lz5yazwyIjI4OPPvqI7777jn79+jFhwoQGV9qn9qR7+/btbNy4kTvuuIOff/5ZWS3XFHz33Xf897//pV27dixYsIBOnTrV+xa3fyLHxO+//87bb79NTU0N//nPfxg9enSjT0BptVoOHjzIlClTcHZ25plnnsHNza1Bff7Xqj35XrZsGXv37mXJkiVMmzatSfTbGzZs4K233sLCwoI5c+Y02D5bXs3/wQcfEBcXx/Tp03n66afrvfRLXTMajZw+fZq77roLa2trXnjhhXo5WO1WyQdx//LLL+zbt4+FCxfy5JNP1nvZkdshKiqKd999l4SEBJ5++mkef/zxBldeSX4uJSYmsnjxYtatW8eECRN45513Gv09kFfJjxw5EktLS2bNmtUoDvyTJAmDwcDatWvZvXs3M2bMYMaMGQ1ii/+tks+R2rRpE1OmTGHevHkNrmRD7bndkiVLWLx4MSNGjODbb79tEuPYc+fOce+991JTU8O0adMIDAxs8GX45JjYtWsX27dvZ/jw4bz44ou0a9fO1E27ZUVFRXz88cd88sknTJw4kY8++qhODqStS7XLvyxdupR58+YxePBgVqxY0SRi4tKlS0ydOpW0tDQmTJhA+/btG9RO1L8iV5Y4ceIEmzdvpkWLFsybN69eVvff9gS5XOP6gw8+wMrKirvuuqvBn6AsSRKlpaXs379fqXP6zjvv4OzsbOqm3TR50jR37lw+/vhjFi5cyKxZsxr8oX8Gg4Hjx4/z4IMP4urqyo8//khYWFijfqMnb4V+5513uHz5Mvfccw9du3Zt8DFRVVXFqVOnWLFiBb169eL7779XDgNrrCRJYt68eSxevJh58+Yxc+ZMJfHfUO+F0Wjk7NmzPP3001RVVfH+++/Tv3//Rr1FVT5F+6233mLnzp2MGzeO/v37N/iY0Ov1xMfHs3TpUtq2bcu6detMcrhJXZIkiXfffZePP/6YKVOm8Pzzz+Pr6ws07JhISEhg/vz5nD17llmzZjFp0qRG+xKvsrKSrVu38swzzxAUFMSTTz7ZaHZQ1T6Aad26daxfv57XX3+9Ua/EkSSJb7/9lo8++ogePXrw0ksv0b59+wb9fJJXQ3355ZesWrWKcePGMXfu3AZRd/Vm6PV6Dh48yIQJE/Dx8WHmzJkNLun0d+Qx+KZNm9iwYQMzZ85k7ty5jXYbvfxi8v3338fS0pI5c+YwaNCgBrewoDb5ULI1a9awYMEC+vbty2effYarq6upm3ZT5Bdhd999N15eXsyaNatBlVT5J3JM7Ny5k02bNnHvvfcyZ84cgoODTd20myJJEqdPn+btt98mPj6e//znP0yYMKHBx0RVVRV79uxh2rRptG3blhUrVii7+xujmJgY7rvvPhwcHJg+fToeHh4Nuq+uTY6JmJgYNm3aRIcOHZgzZw69evUyddNuinyI9vz589mwYQNvvPGGsgu9od4P+UXF4cOHGT9+PC1btmTjxo2N4mX89Zw8eZInnniCyspKHnroIUJCQhr0PahNjomLFy+yceNGLCwsmDt3LmPGjLmt172tCXJJkli6dCmfffYZfn5+jBw5Ej8/v0axkkiSJCorKzl69Chbt26lb9++LFmypFEmBOVgnzFjBsuWLeOLL77goYceajTBYTQauXjxIg8++KByUFmHDh2UE9AbE0mS2Lx5M++//z4ajYZ77rmHsLCwRhMTOp2O+Ph4li1bRkhICKtXr260dX8lSWLGjBn8+OOPLFq0iMmTJzeaA5yMRiPJycnMnDmTy5cvs2DBAkaMGNEoVwjKk4rXX3+d2NhYJk6cSOfOnRtFMk1+u3358mWlpMH27dsb7SooSZKYPXs233//PbNnz+bRRx9t8KuWZUajkaysLN599112797N448/zpNPPqkkDBoLjUbDzp07mT59OmFhYTzyyCON5rl0LYPBwM6dO1m+fDnvv/8+zzzzTKPb7SJJEh999BFLly5lzJgxPP3007Rs2bLR9NmFhYUsW7aMr776iiFDhrBw4cJGV8pAr9dz4sQJ7r77blq0aMEzzzzTqGNi3759/Pbbb7zyyivMmDGj0S2+kRc+ffzxx7Rs2ZKXX36Zrl27Npo+u6Kigh07djB79mzCwsL48ccfG92LbXnl+JAhQwgICODZZ59tsOUj/onBYCAmJobVq1dz3333MWvWrEaXJJckiUOHDvH2229TVlbGG2+8wZAhQxpNTOh0Ok6cOMHkyZNxc3Nj8+bNeHl5mbppN+zcuXMMHz4cT09PnnzySZycnBpNcrw2o9FIXFwcGzZsIDw8nNmzZ9O9e3dTN+uGSJJESkoKc+fO5ejRo3zwwQeMGTOmUYwB5bnduXPnGDNmDPb29uzYsUOpX9+YXLx4kQkTJiBJEpMnT26QO+T/DaPRSGpqKr///js6nY7//ve/jBw58rZd77YmyH/88Uc+/PBDWrZsybBhw/Dw8GgUkwqZJElUV1dz5swZNm7cSL9+/Vi6dGmjW5Wm1+v573//y+LFi/npp5+4++67G9xW+X9iNBpJS0vjoYceQq/X8/XXX9OuXbtGMfiobdu2bbz//vtUV1dzzz330KJFi0YXE3q9nuTkZL799lvCw8NZs2ZNo0tCAbz22mssWrSI7777jnvuuafBbZX/J3JC8KWXXiIpKYnXX3+d4cOHN7rSEmfOnOGdd97h1KlT3H///YSHhzequJYHUjk5OXz00UcEBgaybds2HBwcGtX3CWDBggUsXryYBQsWMGHCBGVy0VgYjUYKCgpYtGgR27ZtY8qUKTz11FON5sWRVqtl//79zJgxA09PT5544okGV2LoRun1erZt28batWv5/PPPefDBBxvVy+2lS5cqL1AfffTRRrPIQyZJEmVlZaxevZpPPvmEQYMG8c477zSacazBYCA+Pp4xY8Zga2vLrFmzGlwJjxul1+vZvXs369ev57XXXuPRRx9tVEnytWvX8uGHH9K2bVuef/552rRp0+j67KqqKqKiopg5cybh4eH89NNPjWYbvSRJpKenM2TIECwsLHj55ZdNdoB5XZFXbG7cuJGJEyfyzDPPNKr6y9HR0bz33ntUVlby5ptv0qNHj0aRCJTJc7vz588ru3Q2bdrUqHa4ZGRkMGzYMFQqFTNnzlSeqY05JuLi4tiyZQtt2rRhzpw5yhk0jUFycjILFy7k0KFDfPLJJwwZMqTRxYTRaCQlJYVRo0bh7u7OH3/80eBKw/ydrKws7rvvPoqLi3n88ceV8Wtjaf+15CT5H3/8gV6v5+2332bQoEG35Vq3bZS/du1aFi9eTGBgIIMHD250yXG48lC1tramY8eOjB49mgMHDvDyyy+j0+lM3bR/raamhs8//5xPPvmExYsXc9dddzW42u//hlqtJjAwkG+++Qaj0ciLL75IfHw8RqPR1E371/bv388nn3xCVVUVd955Z6NLjsOVmDA3N6dly5Y8+uijnD17lsceewytVmvqpv1rkiTx2Wef8fHHH/PRRx81yuQ4XIkJX19fFi5cSGBgIO+//z67d+/GYDCYumn/2rlz5/j00085deoUY8eObXTJcbgSE2q1Gh8fH5577jkSExOZNGkSOp2O2/j+uc59/fXXLFq0iDlz5jB+/PhGlxyHKzHh4eHBs88+y7Bhw/j555/54YcfqKmpMXXT/pHBYODEiRPMnj0bFxcXHn744UafHAcwNzdn+PDhDBgwgBdeeIHo6Gj0er2pm/Wv/PrrryxevJj77ruPKVOmNLrkOFx5Pjk6OnLvvfcyY8YMdu3axZtvvtkoxrFGo5GMjAymTJmCmZkZ06dPb/TJcbgSE4MHD2bgwIG899577Ny5k8rKSlM361/Ztm0bn3zyCWFhYcyYMaPRJcfhSkzY2NjQt29fPvzwQ06fPs3TTz/dKMaxkiRRXl7OuHHj0Ov1PPfcc40+OQ5gZmZGr169GDRoEKtXr2bVqlUUFBSYuln/yokTJ/j000+prKxUzsxqTIlA+N/crm3btvz8888kJSXx8MMPN4qYgCtl6caNG0d1dTVPP/20UkqsscdE+/btGTx4MLGxsXz55ZekpaWZuln/SmpqKkuWLCE6Opq3336bwYMHN8qYUKvVtGzZktWrV5OamspDDz1EdXV1o5jbaTQapkyZQm5uLlOmTFHO8GvMMaFWq2nRogXDhg2jpqaGhQsXEh8ff3uudTt+6YkTJ/jggw9wc3Nj8ODBeHt7N7pJhUweSHXq1IkRI0awbds2lixZYupm/St6vZ69e/fyxhtvMHv2bB566KFGt7q0NrVaTevWrVmyZImySrCxdBbx8fF8+eWXFBYWMmzYMEJCQhp1TJibmxMaGsqUKVPYv38/CxYsMHWz/hVJkjhw4ADz5s3jlVdeYfLkyY0yOS6TO4v58+fj6urKN998w9GjR03drH8lIyOD5cuXExUVxYgRI+jYsWOjm2jL5C2cAQEBPP300xw6dIj58+ebuln/2sGDB3n99deZNm0ajzzyCM7Ozo02JlQqFd7e3jz11FNERkayYsUKNm3aZOpm/aOLFy+yePFitFotDzzwQKN8QXE9FhYWTJgwgZCQEJ5++mkyMjIa/MvtmJgYFi5cyLBhw3j88ceVbamNkUqlwtnZmbFjxzJt2jR+//13vvnmG1M36x8VFxfz5ptvkpWVxRNPPIGLi0uTiol77rmHNm3a8MYbb3D27NkG/yIvNjaWTz/9FB8fH5588kk6dOjQqPtsGxsbIiMjee+999i7dy8ffPCBqZv1j/R6PXPnziUxMZHp06cr5ZKaQlyYm5szZMgQunbtyk8//cS2bduorq42dbP+VkpKCj/88AO5ubnMmDGDyMjIRpcIlMlzu86dO/PDDz8QFRXFG2+8Yepm/Stz587l0qVLPPnkk0qt6KYQE2ZmZkRERBAZGUl0dDTffvttg3+Zmp+fz9q1a9m5cyfPP/+8sjCzMZK/R23btmX58uUcPnyYN954o8GPXwHmz59PbGwskyZNwt/fv9GUVf4n8kuL4cOHk5eXx1tvvUVZWVndX6euf2FxcTFvv/02Op2OgQMHNsoVN9dSqVTY2dnRuXNnunXrxpdffsn27dtN3ay/Ja+8eemllxgwYAAzZ85U6tM1ZmZmZnTt2pU5c+YQHR3NypUrycvLM3Wz/lZZWRlff/01Fy5coE+fPo3+kFG4EhMWFha0adOGUaNG8fnnnzf4JJQkSRQUFPDMM8/Qv39/Zs2a1SRWaJqZmdGmTRueeeYZSktLWb58OQkJCaZu1t/SaDRs2bKFLVu2EBERQbdu3RrtpEImrzZo3bo148eP57PPPmPjxo0NfqVBQUEBs2bNIiIigmeffbZJJKHkF0eTJ08mMDCQH374gWPHjpm6WdeVkZHBihUrOHnypHLgWmO/B9eysbHhoYceorS0lHnz5lFWVtZgY6OwsJDXX38dPz8/nnzySYKCghp9n61Wq3F3d+eee+7hzjvv5Ouvv2bPnj2mbtZ1lZWVsWrVKrZs2cKECRPw8/NrcjFhbW3NuHHjkCSJDz74gOTk5AYbEyUlJXzyySdUV1fz8MMPExER0ST6bHt7e4YMGcJzzz3H0qVL+f33303drOvS6/WsWbOGn3/+mQcffJCAgIAmkwiUWVpaMmzYMNzc3Pjxxx85dOhQg42JiooKVq5cyenTp7nvvvsaZYnDa8lzu759+/LGG2/w2WefsWHDBlM367okSWLNmjX88MMPPPDAAwQGBja5mLCwsKB79+60adOGbdu2sXLlygYbE9XV1Rw4cIAVK1YwatQoJk2ahJWVlambdUvkF0e9e/dmwYIFfPHFF2zYsKFB79Zev349P/74I6NGjSIkJKRRVo74O2ZmZoSGhjJgwABOnDjB4sWL6zwm6jRzLUkS77zzDufPn2fo0KFNYlIhU6lUODk50adPH9zd3XnzzTfJyckxdbP+krwFb86cORgMBj788MNGVUfsn1hYWHDXXXcxZswYVq5cyeHDh6mqqjJ1s/6SJEn88MMP7Nu3j86dO9OpU6dG+yb1WnIJor59+9KmTRteeeUVsrKyTN2svyTXEps1axbV1dUsWrSoUdUR+yfm5ub079+fe++9l1OnTrFx40bKy8tN3ay/JEkSO3bs4Ndff8Xf358BAwY0+gGUTKVSYWZmRr9+/ejcuTMvvfQSWVlZDXYwK0kSL7zwAuXl5bz77rt4eno2+hfaMjMzMzp06MD48ePR6XR8++23FBUVmbpZf1JdXU1UVBTr1q2jR48etG/fvsmMm2pTqVR4eXnxwAMPsGPHDjZt2tQg+21Jkpg/fz4ZGRnKIX6NPREoU6vVBAQEcP/99xMUFMR7773XIBcY1NTUEB8fz+LFi+nevTsRERFNNibc3d0ZM2YMp0+fZuPGjeTn55u6WX8iSRKff/45p0+fZvLkyURGRjb6RKBM3l3xwAMP0K9fP+bNm0d2drapm/UnRqORzMxMXnvtNXr06EGPHj2abEw4OzszdOhQiouL2bBhA0lJSaZu1p9IksSGDRv4448/GDhwIBMnTmwSi9Dgf3O7Bx98kNGjR/Pyyy83yHGsJEnk5+crB1j27NmzyaySrU1+kdezZ09cXFxYt24dJ0+eNHWz/kSSJI4dO8a3335LSEgIzz33XKM56+TfsLS0ZNKkSdx1113MnTuXtLS0BrmSPD8/n9dee422bdvSs2fPJrEQ8FryM6pdu3Z07dqVdevWsW/fvjq9Rp3OhPfs2cPmzZvp3bs3rVu3bjIDKJlarcbT05ORI0eSk5PDokWLTN2kv6TVatmyZQv79u1j4cKFBAUFmbpJdc7W1pYZM2YQEBDA8uXLuXjxoqmb9JeOHj3K5s2b8ff3p2vXrkqtwKZC7rjvu+8+ysvLG2ypFUmSlBXL77//PsHBwaZuUp2ztrZmwoQJ9OzZk927d3PgwAFTN+kvXbx4kS1btqDX6+nfv3+TenkH/+u4J06cSGVlJW+99VaDHEQBSky89dZbtG7duskkx2WWlpYMHDiQMWPGEBcXx6pVq0zdpD+Ji4tj9erVODg4MGDAgCY3bqpNrVbTsWNHOnTowEcffdQgS63s2LGDLVu28Oyzz9K1a9cmdz/kOrPTp08nJyeHpUuXmrpJf5Kbm8tXX32F0WjkzjvvbDIvUP+KWq2mTZs2dOjQgd9++61BllqJiopiy5YtjBo1iqFDhzbKQ9n/jlqtxtvbm1dffZWqqireffddUzfpT6qrq/noo4+orKxkzJgxjebg6ZuhVqsJDg6mU6dOHD58mN27dze4Wthnz55l8+bNhISEcP/99+Pq6mrqJtUp+ewKefz69ttvm7pJf+ndd9+lrKyMsWPHYm1t3eQSgTK5dGCnTp3Izc3l119/RaPRmLpZV0lNTWXz5s1otVpmzJiBj4+PqZtU5xwcHHjrrbdQqVS8++67De65BPDBBx9QWFjI6NGjm9RCwGvJC5c7deqElZUVn376KRUVFXX2++tsNqzRaPj0009xcnKiY8eO2NvbN8mbYmZmRkBAAH379mXVqlUcOXLE1E26itFoJDc3lyVLljB8+HCGDh3aJFcZAHh7ezN16lRSU1PZuXNng1sJVVVVxS+//EJFRQUdOnRQ6qI1NSqVCk9PT0aNGsWKFSs4dOiQqZt0FXlHxYIFCxg+fDjDhw9v9AdVXI+bmxv33XcfNjY2/P7776SkpJi6SVfRarXs2LGD2NhYOnToQEBAQJNLysrklYErV67k0KFDDS4RWFFRwYIFCxgyZAh33HEHlpaWTTImHBwcGDx4MF27dmXDhg3ExsaaukmKvLw8du/ezcWLF4mMjFQOlmrKrKysGD16NIWFhfz444+UlJSYukmKyspKPvroI7p06cLw4cOb7OTCysqKrl27Mn78eFavXt2gzq2oqKjg0KFD7N69m+HDhze5xNNfsbS0ZPDgwRgMBlavXs3ly5dN3SSFRqPh22+/xcPDg+HDh+Pj49MkY8LMzIzWrVvz3HPPsXLlSqKiokzdJEVNTQ0xMTGsXLmS0aNH4+7ubuom3XZyWQkXFxe2b9/eoEqkVVdXs2nTJkpLSxk+fHiTXFwgCwoKYu7cufz2228NqtyNvFp52bJl3H333Xh4eJi6Sbedubk5YWFhhIWFceTIEbZu3WrqJilqamo4cuQIx48fZ8SIEURERDTZmGjRogVz5sxh/fr1HDx4sEG90D5+/Dg//fQTd9xxB97e3k2yr65NrVbj4+NDnz59OHfuHL/++mvd/e66+kUrVqzg3Llz9O/fHw8PjyYbGPLBLhERETg6OvLBBx80qDpE5eXl/PLLLxQVFfHiiy82qe0t11Kr1QwYMIC+ffuyc+dOYmNjG1QSauvWrRw7doy2bdsSEhLSZLZpX0suK9GjRw98fX1566230Ov1DWYgZTAY+P7770lPT2fu3LnY2dk12U5DrVbTuXNnBg4cSEJCAjt37mxQMRETE8OePXtwd3enS5cuTabc0LXkeuQ9evTA399fOZejocQEwPfff09qaiqzZ89uUgdCXkulUhEcHMzw4cPR6/UsX768wfTZZ8+eZffu3QQFBdGuXbsmO266lo+PD/3792fVqlUkJiY2mAnGL7/8ohx+5+vr22Tvh0qlwtXVldGjR+Pt7c2SJUsaTExkZWXx66+/4uvr26Qn2dfy9PSkV69eREVFcerUqQZzOOGGDRs4e/Ys9957L+3atWvS41hra2vGjh1L27Zteeedd9Dr9aZuFnDlJcXnn3+Oh4cHvXv3bjYx4eLiQpcuXcjIyGDv3r0Npmzg/v37iYqKonv37gwcOLDJ7TKSyePYcePG0aVLF95+++0GM7eTJImPPvoId3d3+vTp0+Tqjl+PnZ0dbdu2xcLCgg0bNlBcXGzqJgFXdkJu27YNHx8fxo8f3+R3uIwdO5auXbsqu3oaQkwAfPzxxzg7O9O7d+8mV3f8eqysrAgNDSUkJISffvqpzsrU1UkvW15ezo8//khwcDDBwcFNtrOQqdVq3NzcGDRoENHR0Rw8eNDUTQKuJAKzs7NZvXo19913H23atDF1k247BwcHJk2ahMFg4MCBAw2mdmBlZSXr1q3D2tqa1q1bN7nSKteSS62MHj2a6Oho9u/fb+omAVcGUSUlJXzzzTdMnDiR9u3bm7pJt52trS3Dhw8nMDCQQ4cOcenSJVM3Cbiyo2Lfvn3k5ubSrl07nJ2dTd2k287Ozo67776bmJgY9u3b1yBeVkiSRFlZGV9++SXjx4+nffv2TX4QZWVlRUREBAMHDlQSUKaWl5dHdHQ0+fn5RERENJn6pf+GmZkZkZGRGI1GNm7c2CBWkZeVlfHdd98xfPhwOnfu3OTHsebm5oSEhPDQQw8RFRVFdHS0qZtEeXk5x44dIy4ujn79+jXpBR7XMjMzo1u3btja2rJ79+4GsYpcPoSwQ4cO9OzZs8mVVrmWXEZz1qxZDWYcq9PpOHnyJAcOHGDIkCHY29ubukn1Ri4/5O3tzYkTJxpEv63RaNi2bRt2dnYMHDiwya9clmvCv/LKKxw+fLjO6/zeDKPRyOnTp9m+fTt33HFHk61Y8FfUajX+/v6EhYWRkJDA7t27Td0ktFotMTExZGZmMnz4cAICAkzdpNvO2dmZF198kdOnT7Nv3z50Op2pm6TExODBg5v0oqdryc+o7t27k5OTU2eHCtdJgnzLli1cvnyZHj16NNktqdeysLAgLCwMDw8PvvzyywaR+CgvL+f333+nsrKShx9+uMmuzrxW+/bt6dGjB8ePH+fcuXMN4k3e3r17uXDhAmFhYXh7ezeLFR8qlYrw8HACAwP59NNPkSTJ5PdCr9ezfv168vPzmTp1arOJieDgYHr27Elubi779u0z+X0AOHXqFMePH8fT05PQ0NBmERMAYWFhtGjRgqVLlzaYVeRr164lJyeHJ554Aisrq2bRZ8ur76ysrFi7dq3J++zY2FiOHj2Kv79/kzwT4Z+4urrSrVs3Nm3aRGpqqslXa27cuJGMjAwefPBBnJ2dm0VM2NnZ0bdvX4KCgvj+++9NHhNZWVls2bIFT0/PZrHA41pyicrjx49z9uxZk9c33bFjB0lJSdx5551NuhxabfIh2506dWLp0qUmj4nKykp++eUXXF1d6dSpk0nbYgp2dnaEh4eTm5vL/v37TV53+ciRI8TGxhIREUGnTp2abAnTa0VGRtK1a1c+//xzDAaDScexRqORb775BmdnZzp37myydpiKlZUVwcHBWFtbs2nTJpPvrLhw4QJHjhzBz8+PwYMHN9ldRtfq06cPERER/PDDDw1iFfk333yDo6MjnTt3bhZ9dW3m5ub4+vrSsmVLli9fTmlp6S3/zlv+BHU6HT/++CMtWrQgICCg2QSGSqXCwcGByMhI9u3bx9mzZ03aHqPRSF5eHuvWrWPEiBGEhoaatD31ydramrvuuouamhqOHj1aZ9srblZNTQ1r167FxsaG4ODgZrMyUN6iescdd7Bv3z5Onz5t0vZIkoRGo+G7775j1KhRtG7d2qTtqU+Wlpb07duXgIAAoqOjSUtLM2l79Ho9e/fupaCggFatWjW5gzn/jrW1NcOGDePgwYOcOnXKpBNuSZKoqanhyy+/ZNSoUYSHh5usLfXN3Nyc8PBwIiMjOXjwoEl3VlRUVHDy5Elyc3Pp0KFDs+kjalOpVPTt25fy8nL2799fJwPam6XT6fj2228ZNGgQbdu2bTbjWLl+48SJE9m/f79J6/NXV1cTHx/PqVOn6NGjR7NaPS5TqVR06dIFtVqtrMgzFZ1Ox4oVK2jbti2dOnVq8rsgZfLhhNOmTWPv3r0mHcfq9XrljKV+/fo1q9XjMpVKRWhoKO7u7pw5c4YLFy6YrC01NTXK6vEePXo0i/MR4Mo9sLW15ZlnnmHfvn2cOnXKZMlASZLIyspiw4YNDBw4EAcHh2bxMrs2+cDO1q1bc/HiRZPW59fr9Rw9epScnBwiIyOb5MGc12NnZ8fUqVM5fvw4J0+eNOkq8uzsbNavX09kZGSzjQkHBwe6d+/O5cuX62Snyy0nyE+fPs3Zs2fp0aNHs9rmAldWkbdt2xZra2vWr19v0rZUVVVx8uRJsrKymDRpUrOZ4Mk6duxIWFgY58+fJzEx0aRtOX/+PGfPnqVVq1Z4eHg0q5gA6NChA/b29qxdu9ak7TAYDJw4cYILFy7w2GOPNZvV47KWLVvSuXNnCgoKOH78uEnbkpKSwunTp3FxcSE4OLjZvd3u0KEDDg4ObNy40eT1lo8fP05sbCyPP/54s6lRJ/Pw8KBXr15IksSePXtM1o7k5GTi4uJwcnIiJCTEZO0wNS8vL0JCQti5cyeFhYUma8fJkyeJjY1l0qRJzW4ca2try4ABA3BwcGDLli0ma0d+fj4xMTGYmZk1i1Jo1+Pm5kZwcDCnT5826Vg2Li6Os2fPMmLEiCZdj/+vmJmZMWTIEDw9PVm3bp3J2qHRaNi/fz86nY6IiAiTtcPUHB0dCQoKIi8vz6TJwMTERM6cOUPnzp1p27Zts4oJlUrF0KFD8fHxYf369SZb6GEwGNi1axeVlZX06NHDJG1oCGxsbJRdPdu3bzdZO7Kysjh9+jRubm5ERkY2mx0VskGDBuHn58fWrVtNurtlx44dlJeX06NHj2b1XKrN3NwcPz8/PDw86iT/dMuf4saNG3FwcCA4OLjZJaDklQbt27dn48aNVFVVmawtJSUl7Nu3j9atWzfLbXj29vb06tWLwsJC4uPjTZqE2rVrF0ajkRYtWjSbVTcylUqFnZ0dXbt2Zd26dVRVVZlspYFOp2PTpk2EhoY2y8mFjY0N7du3x97enmPHjpl0u/axY8fIz88nICAAFxcXk7XDVOSY2LJlC2VlZSbdird27VpCQkLo1q2bydpgKpaWlgQHBxMeHs6ePXtMchCeJEmcO3eO1NRUgoKCmuWqQJlaraZLly5cvHiRxMREkx1MuH79egIDA4mIiGh241gzMzO8vLzo378/W7ZsMck4VpIkMjMziYmJITQ0FCcnp3pvQ0OhVqsJDw+nqKiICxcumGz7/NatW3F2dqZr167NbjW/fIjtqFGjWL9+PRqNpt77bEmSqKio4Pfffyc8PLzZrFb+K2q1WtmhfubMGYqKikzSjkOHDmEwGOjYsWOTrz3+V1xcXBg9ejQbN240SUkJSZIwGAysXLmSNm3a4ObmVq/Xb0hUKhVubm74+vpy/PhxcnJyTNKOuLg4srOzadeuHS1atDBJG0zJ2dmZESNGsGfPHoqLi+v9xZFcyva3334TMfH/O13atWvH4cOHb3kH3i0lyCsrK9m6dStt2rRpdqtuZObm5kRERJCcnMzJkydN0gaDwUBubi7Hjh1j+PDhzS4pK5MPETp37hy5ubkmaYN8EKG3tzdubm7N7m2qrHfv3qSkpJgsJiRJorS0lO3bt3P33Xc3uwmeLCwsjNDQUOLj40lJSTFJG6qrqzl27BgqlQo/P79mt7tF1rNnT9LS0jh16pRJ6i1LkkRlZSWbNm1izJgx2NnZNcs+28vLiz59+pCQkMD58+fr/fplZWWcP38enU5HSEhIs7wHtYWFhWFpacmxY8dMclhnZWUlW7ZsYeTIkc3qYKPabG1tufPOO0lKSjJJSYmqqioSExPJzMykQ4cOzfIe1BYUFISjoyPnz58nIyOj3q+v0WjYuXMnPXv2xMvLq1mOY9VqNffdd5/JxrF6vZ7Lly8TFxdHt27dmn1MeHl54eXlRXp6ukn67erqaqKjo/H39yckJKTZvUiVjR8/ntTUVE6ePGmSZGB6ejpHjx6ld+/ezT4m5J0VRUVFJtlZodVqOXv2LJIk0aVLF6ysrOq9DQ3BPffcQ15eHqdOnTLJQrSMjAyOHDlC7969UavVzTourKysCA8Pp6qqigMHDtzS77qlBPnFixdJSUmhffv2WFpa3lJDGiu1Wk2LFi1wdnZmx44dJmlDVVUV8fHxlJaWMnToUJO0oSFo0aIFrVq1IjMzk+TkZJO0ISkpiaSkJIKCgnBwcDBJGxqCFi1a4ObmxrZt20yyWlav1xMfH09GRgajR4+u9+s3FB4eHoSHh1NdXc2ZM2dM0obMzEwSExNxcXHBy8vLJG1oCAIDA3F3d2fPnj0mq1V34cIFUlJSuPvuu01y/YbAwcGBdu3aYWtrS1RUVL1fPy0tjZSUFJycnJpVvcbrcXJyokWLFpw8edIkKwPll4cjR45stkkPS0tLOnbsiJeXF7t27ar36xcWFnL+/Hllh0dzZ29vj5+fH6mpqaSmptb79RMSEkhOTqZfv37NdjW/SqWiY8eOBAYGmqSEgUajUZKQYWFh9X79hsbGxgYfHx8qKytNclZCamoqiYmJtG3bloCAgHq/fkMhx8SuXbswGAz1em2DwUBMTAw6nY62bdvW67UbIktLSzw9PbG2tubw4cP1fv3c3FwSEhLw8PCgXbt29X79hqJ9+/YEBQURFRVFZWVlvV//8OHDaLXaZnmw+bXMzMxwc3PD29ub3bt339LvuqUEeVRUFLa2tvj7+zfLFQZwZRBlaWlJaGgo+/btM0kysKysjLNnz+Lj49OsDiK8loWFBWFhYVRWVpKWlmaSeyHXevb19cXa2rrer98QqFQqzM3NCQsLY+/evcoWoPpUU1PD4cOH8fLyatYDKXNzcwICApSdFaaIifPnz1NeXo6Xl1ezfmlkYWFBq1atiIqKoqamxiTbUw8cOICnp2ezrvGrVqtxc3MjJCSEo0eP1vt9SElJobCwEE9Pz2Z5OOdfadmyJUlJSRQUFNT7qrSDBw/i7u5Ou3btmvU41t7enm7dunHo0KF6j4n8/HwSExPx9vZu1iWHavP396eoqIiMjIx633F05MgR7OzsCA8Pb9bjWGtra/r27asc+FWfcVFZWcmJEyfw8/NrVoea/x25fMClS5fqvYzmmTNnMBqNtGrVqtm+NIIrh87369ePgwcPYjAY6jUmDAYDhw4dwt/fv1nfg9rs7Oxwc3PjzJkz9b7wJikpiaKiIoKDg5v1Yg8rKyt69uzJqVOnTFJWdv/+/fj5+eHs7Fyv122oLCwsCAoKuuXSsreUID906BCBgYFYW1s36yX9arWa1q1bExsba5ItwmVlZcTHx9O5c+dmO5iVhYWFoVKpSE1NNUk902PHjuHq6oqDg0OzPShB1rZtW86ePWuSmKipqeHo0aN079692SehfH198fDwIDExkYqKinq//rlz5wBwdXVttgkoWXh4OBcuXKCwsNAkLysOHjxIz549m32f7eTkRJs2bbhw4QJlZWX1dl1JkkhJSaGiogIvL69mfQ9qa9myJWVlZaSmptb7QUcHDx4kIiKi2ZYckllaWtKzZ896H8dKkkR+fj5paWm0aNGiWd+D2nx9fZEkidTUVEpLS+v12jExMYSHh+Pi4tKsx7EqlYoBAwZw9uxZiouL6+26cjm0s2fPEhoaKmLi/7m5uWFvb09aWhp5eXn1eu0zZ87g4eGBt7d3sy0TKOvfvz9xcXH1uuNLkiT0ej2HDx8mPDxcxMT/s7Ozw9vbm/T09FuuuXyjkpKSkCSJoKCgZrv7TiaXlc3Pz6+3nRXy4sNDhw7Rpk0bVCqViAuuJMhDQkJIT0+/pR14Nz3yMRgMnDx5khYtWjT7zkKtVtOqVSsqKiq4cOFCvV5bkiTKy8u5fPkyXbp0qddrN0QhISG4ubmRmZlJfn5+vV7bYDAQGxuLu7t7s39RAdC6dWsqKytNEhNarZbY2Fh69uxZr9duiLy9vQkKCiIvL6/e65kajUYSExMxNzcXKz6AVq1aUVVVxcWLF+t1VaA8uTh+/Dh9+vSpt+s2VHKZleLiYpKSkurtutXV1WRlZWEwGHB3d6+36zZ0Pj4+2NnZkZiYWK8vLAwGAydOnKBnz57NOhEIVyYV3bt3p6ysjIsXL9bbdWtqasjPz6e4uBg/P796u25D5+7ujpOTE1lZWfV6po7BYODMmTO0b9++2S8uUKlU9O7dm4qKCuLj4+vtukajkeLiYtLT0wkKCqq36zZ0jo6OuLu7U1paWq9n6hgMBi5evIifn1+zPgRP1rt3bzQaDRcvXqzXZGBpaSkJCQmEhITUyzUbA2tra3x8fNDpdPU61zYajaSmpmJpaUlgYGC9Xbeh6tatGwaDgYSEhHqtQ15eXk58fDyhoaH1ds2GztzcHH9/f9Rq9S2Vlr3pGUFJSQk5OTn4+fk1+4mFSqXCw8MDGxubek8G6vV6CgsLqaysbNblVWRubm54eHhQUlJS7ysMysrKyMvLw93dvdkeVlGbh4cHtra2XLhwoV5Xy8qTi/z8/GZdSkLm4OCAj48PNTU1pKWl1eu1KyoqyM/Px87OrlmXV5F5eHhgZ2dHQkJCvW8RLikpITs7m44dO9brdRsia2tr/P39sbCwIDExsd6uW1RURGFhIba2tmI7ZC1WVla4urqSnZ1drzUc5Zho3759sx/HmpmZERgYiJ2dXb2OYysqKsjJycHMzAwPD496u25DZ2lpibOzM2VlZRQWFtbbdUtLS8nOzqZVq1ZiHAvKeUL1eTCkVqslIyMDo9GIr69vvV23oTM3N8fBwQGj0UhWVla9XbeiooLc3Fx8fX3FQg+unDHl6OhIfHx8vZVEkxOyOp0Of3//erlmY2BmZoadnR3W1tb1+tJIo9GQn5+Pvb19sz5bShYQEICzszPJycn1miC/fPmyiIlrqFQqbGxscHZ2JiEh4aZ/z00v/U5KSsJgMNz0CeeSJFFVVUVRURFVVVWoVCocHBxwdXXFwsICSZIwGo2Ul5ejVquxt7dHrVYrK6Zrv7WUJ5rXbi3Izc3Fzc0No9FIXl6esmLPzMwMBwcH7O3tlTIc1tbWN70SXqVSKYP7W7kZN0Oj0ZCRkYGFhQUtWrS4bdeRJImcnBxyc3OpqqrCysoKHx8f3N3dlftVVVVFeXk5VlZWODo6KverpqaGkpISJEnC3d39tpZZMDMzw93dncuXL9frpAKuHOKi1Wpxc3O7qUNr5c+qoKAAjUaDJEnY2tri4eGBpaWlsp2mrKxMiQmVSkVVVRU6ne6qJLSVlRU2NjZ/iomCggIcHBywtLREpVJhNBopLCxEpVLh5OSEhYUF1dXV6HQ6rK2tb/rwXTkmvLy8SEhIqNcEuV6vJyUlBZVKdVtXGkiSRFFREdnZ2VRUVCjPAB8fH6ysrJT7WVRUhIWFhbJdWZIkDAYDBQUFyoEStzM5o1arcXR0xMbGpl4nFQBZWVmUl5fj7++Pra3tDf+83A/k5+dTUVGB0WjExsYGLy8vJSbgyqRe7kPkbWZyrMCVbYhmZmZ/uf2stLQUMzMzrKysKCsro7y8HPhfDVInJyfMzMyorKzExsbmlpIGarUaDw8PUlJS6n0FeWJiIpIk0apVqzr/3aWlpWRmZlJRUYFKpcLd3R0/Pz/ls6rdD3h6eip/ptfrKSgoQK1WX9U36PV68vPzlXrh17t3N0ulUmFra4u7u3u9Tiry8/MpKSnBwcEBOzu7f/1z8rM/Ly/vqjjw9PS86vtoNBopKyvDyclJ+bwMBgMVFRVIkoSdnR3m5ubK3xmNRqqqqjA3N7/u97q6uprKykpcXV2VuNLpdOTm5uLu7o6trS2SJFFcXIyNjc1Nrzp1dXUlLy+vXkusJCYmYjQaCQkJqdNnsDweSk9PV8Y+zs7OBAUFKbvLavcD3t7eys9e77uv1WopLCxU/rz2fawL8nk6AQEB9frSqKysjJycHGxtbW8o+SQ/+/Py8pQ5Qe2+ofZ3vLy8HHt7e+X5YjQaqaysVH5G/v/r9XqqqqrQ6/VYW1tftxSVXq+nqKgId3d3tFrtVSu8zc3NcXZ2xs7OTomJmy1p5ejoSHZ2dr2WMkhJSaGmpoYWLVrc9Pjvr8jP+9TUVIqKijAYDDg6OtKyZUvlmVG7v69dgkpeCARXnhPXfvfLy8vR6/XY2dnVaZvlcWxwcDCXLl2qs9/7T7RaLampqcqLwxshlyySY8La2hoPD4+rvoPy99/Kykr5vIxGozL2t7S0xNraGrVaTU1NDRqNRkmEyvPna7/PkiSRm5uLp6enMs41Go2kp6cri2VUKhXFxcV/G1v/RB5HZmdn3/DP3qz09HQ0Gg2+vr51ekaC3K/L55Lo9XocHR0JCQm56vOR+4lrx0jFxcUYDAacnZ2xsrJS5nSVlZVUVlZia2ur5E7qkrm5OUFBQSQnJ9dbgtxgMJCUlISlpeUN776TJInCwkLKysrQ6/VYWlri5uaGnZ2d8tnIfbacXJP/TKvVUl1djbm5ufLdk+fcMpVKpcy5r5WdnY2Xlxc1NTXk5OQo/ZaZmZnST5SXl2Nubo6Njc1N3StLS0vs7e3r9UDnvLw8iouLCQwMrPNdFXJMFBQUoNfrcXBwIDg4+KoyeAaDgeLiYhwdHZVnmMFgoKysDK1Wi729Pba2tqjVamWcW1FRgbW19W0pgSuf95WZmVmvCfJLly5hbm5+UzFRWlpKSUkJOp0OCwsLnJ2dcXBwUHKh8li/pqZGee7J/XhlZeWfcrPX5qeu9xnn5OTg4eGBWq1GpVJhMBjIycnB3t5eGafJ5WBvNjcrj5NvZSx70wny5ORkzM3NcXFxualOrry8nPPnz3PhwgU0Go2SQGrTpg1hYWHU1NRw+fJl8vLyUKvVtGjRgsDAQCRJIioq6qpB0IABA/6UdK2qqiI6Opphw4ZRUVHB5s2bsba2xsLCApVKhaOjIxEREcqkw9/f/6pJyo2SV5HX58QCrvw7s7KybvtbvJSUFDZv3sy5c+fQ6XTY2toSHh7O4MGDadWqFfn5+cTGxpKTk4OjoyOdOnUiJCSEqqoqTp06xfnz57GysiI0NJSePXve1iS5h4cHRqOxXicVcCVBLk+Ebyagq6urSUxM5OTJk0rC1cHBgfDwcDp27IgkSSQnJ5OTkwNceYsfFBTE5cuXr0p8ajQagoKCaNu27VXtqK6u5uTJk3Ts2FH5rpSVlXHgwAHgyrY5X19fysrKSE9Px8XFhZYtW97KR4Knp2e9x4TBYODy5cvY2Njc1i3b2dnZ7N69myNHjiiTjRYtWjBw4EAiIiKoqKjgzJkzykSnY8eOtGvXDp1OR3R0NJcvX8bMzIywsLDbXgrG0dERe3v7ep1UwJXPqLq6GgcHh5tKLMv38vDhw0rHa2trS5s2bejSpQsqlYqkpCSys7ORJEmJCfnn5HIWfn5+Sp282v2VTqfj/PnzuLq64uXlxbFjx0hKSlISjFZWVgQFBREaGkpSUhLW1ta3fFq7h4cHly9frretqbKkpCSsrKzqfKVBfn4+e/fu5eDBg8oLUn9/fwYMGEDv3r0xNzensrKS+Ph4Tp06xbRp05TkYFRUFOfOncPW1pZ27drRvXt3JEkiOjqa2NhYbGxsaNu2Ld26davzUm5WVlZ4e3vX66SioKCA6upqXFxcbqhmo7x6Kjo6mtLSUiUOwsPD6dq1K+bm5uj1enJycoiNjeWOO+7A3NwcSZJISkoiPT0dtVqNl5cXwcHB2NjYKBPshIQEfH19/3Irv16vJzs7m8uXL9O/f3/MzMyUJNeWLVsYOHAgXbt2xWg0Kt/p7t2739Rn4+rqSkJCQr2uIJcn3H5+fnWabC4vL+fIkSNs3bqVoqIizM3N8fDwoH///gwZMgRLS0uqq6tJSEhgz549zJo1S5lgREVFERcXh62trfLdNxqNHDhwgPPnz+Pg4EBQUBDdunX7y0TVrVCr1QQHB5OcnFxnv/OflJeXU1RUdNVE999KS0vj4MGDSkzY2NgQHh5Oly5dsLS0RK/Xk5eXx7lz5+jTpw/29vZIkkRaWhqpqano9Xrc3d0JCgrCzs6OjIwM5eWlm5sbfn5+fxpXyzvUYmJiGD58ODk5OaxZs0Y5pEyemA0ePJjLly+j1+tvOiYcHR1JTEys1/rXKSkpmJub4+PjU6d1ZXU6HadOnWLNmjXk5+crCaLIyEhGjhyJlZUVWq2WxMREdu7cycyZM5WE35EjR4iLi8PS0pKwsDAiIiKUF001NTXs27cPrVZL796963zMp1KplP6/vmi1WrKyspTE541IT08nKiqK4uJi5SV/q1at6NSpE/b29hgMBgoLC7l48SKtWrXCx8dHefmakpJCZWUlzs7OBAYG4unpSWFhIWfOnFH6X/kw39pzOEmSqKio4ODBg9x7773Kn+fl5fHbb78xePBgevToAVyZJ9XU1NC5c+eb+n7JiXZ5HlQfMjMz0ev1dX6wtiRJnD17ll9//VXZRePk5ET//v0ZOXIk1tbW6HQ6kpKS2L17N48//ji2trYYjUZOnTpFbGwsRqORli1b0qVLF1xcXEhPT+f06dPk5+fj5uZGhw4daNmyZZ0nBENCQkhJSanXFeQpKSk4OzvfcAnTrKwsjhw5Ql5eHpIkYW1tTVBQEB06dMDNzQ1JkigpKVHG/mFhYUoCUX7+2tvbExAQgLu7O0lJScoOdUmSqK6upmXLllfNDeSE+4EDBxg3bhyFhYWsXr1aefGnUqlwcXEhMjKSjIwMNBoNbdq0uakXMBYWFtjZ2dXrDuG8vDxl4URdHyIcGxvL8uXLycnJURZ49e3blxEjRuDg4IBOpyM1NZUDBw5w5513Kud1XLx4kVOnTqHRaPDz86NTp074+vqSlZXF6dOnlQWC7dq1Izw8vE7bDFd2G2VnZ9frYalJSUm4urre8AvH/Px8Tpw4QXp6uvLSyNfXl/bt2yt9aGVlpXKenzw3q66u5tKlS+Tm5mJjY4O/vz9BQUHU1NSQkpKi5BjkuThcvXi5qqqKqKgoRo4cqTxLi4qK2Lx5M6GhofTo0QNHR0fy8vIoKipS+qEbJS8+vJV++6afmNnZ2Tg4OPwp4fBvGI1Gzp07R0xMDC4uLowYMYLhw4ejVqvZsmUL2dnZpKSksG7dOqqqqsjMzGTNmjXKm4wdO3ZQVVWl/PdXq1PPnTuHpaUl5ubmVFdXk5+fT+fOnRkwYABt27YlJiaGCxcuKNt6k5KSbnnLu4uLS70fkqDT6SgtLcXV1bVOV07Uptfr+frrrzl16hR9+/Zl9uzZjB8/nuPHj7Ny5UoSEhLYuHEjv/76K4WFhezfv59vv/0WjUbDpUuX+Oijj0hOTqawsJD33nvvtk+AnZyclJ0G9SkvL++q1Ug3Qt4yuGPHDiwtLRkyZAhjxozB3d2d1atXk5WVRVZWFr/++ivV1dXKwFOn06HVaikvL1cmmocOHVIGArVdunQJo9F4VcwmJCSQkZHBhQsXrkrw19TUcObMmVt+E+rq6kpmZma9n3Qul7q5nTGxefNmtm3bRuvWrZk5cyZTp06lpKSEpUuXcunSJQ4dOsSiRYsoLS3l9OnTvP/++2g0GtLS0njppZeorq4mNTWVp59++ra/cba1tcXW1rbeXxoVFRWhVquV1Ug3Qo7h9evXo9frGThwIBMmTCAoKIhff/1Vqc36888/K8/4lStXUlVVpcRHaWkphYWFbNy4kfz8/D99D9PS0qisrFSSKcXFxTg7OzNgwAC6deuGVqtl165dGI1GnJycOHz48C0f/uvi4kJOTk69JsglSSI7OxtPT8+bej5dj8FgYNeuXWzYsIEWLVrw7LPP8vTTT2MwGFi0aJFy6OL+/ftZsmQJW7ZsUdqTkZHBnDlzlPMiZs+ejVarJS8vj1deeYWMjAwKCgr4z3/+Q1lZWZ0/Q+RVRPVZiqu8vBxJkm5oki1JEhqNRhkDDRgwgIkTJxIcHMzy5cuVl6OJiYn88ccfHD58WJm0lpWVsXbtWjIyMigtLeX3338nJycHo9FIdnY2Bw4cYP/+/detcVxaWkp6ejo2NjZKQqSqqoqTJ09SUlJCdHQ0RqMRtVpNy5Yt2bNnz02vAHd0dKS8vLxeJxfZ2dl4eHgoq+/qgjy+/frrr7Gzs2PatGnMmTMHPz8/3njjDRITEzEYDBw+fJjFixezdu1a5Wfz8vJ4+eWXle/+q6++SkVFBZmZmcyfP19Zkf6f//yHEydO1PlnpVar8fHxqdcXqdXV1VRVVd1QYkBexbRixQqqqqqUmAgJCWHFihWkp6crq9B27NhBdHQ0VVVVwJVyCdu2bePixYuUlpZy4MAB4uPjKSoqIiYmhri4ODQaDcePH2fv3r1/ek7LLzbk1WmVlZUUFhYyYMAA+vfvr8RlSUkJrVu3Zvfu3cqOwBtlZ2eHTqer15dGubm5ShKqrmJCXl38zjvvoNfrefTRR3njjTfo2LEjc+fOVVZnHz16lEWLFrF69eqrdgjMmzePpKQk8vPzWbBgAZmZmRiNRiRJIj4+nu+++46dO3fethcJfn5+9br7Tq/XU1JScsOJJ71ez8qVK6moqKBv376MHz+e8PBwfv/9d2WOm56ezt69ezlw4IDyeckLyo4dO0ZJSQlnzpzhyJEjyqrXY8eOKfPt6urqP32X5WeevFNPduTIEaX/NxgMSJJEaGgoBw8evOk+XX5W1+dBwgUFBcoYuq4SzXK//tprr1FeXs6UKVNYsGAB3bp1Y/bs2co5EMeOHePTTz9l5cqVythTnkufPHmS/Px8vvjiC86cOUNFRQWrVq1i48aNFBQUsGfPHjZv3nxb5hd+fn7KWKI+GI1GCgoKcHFxuaGfMxgMyucRERHBuHHj6NSpE4cPHyY2NlaZL0RHR7Nv3z7S09OBK7mVc+fOsXv3boqLi0lOTmbbtm3U1NRQXV1NeXm5UlY1Ojr6L+dWsbGxSkxoNBpyc3Pp168fAwYMoHXr1mzevJmsrCwCAgI4ffo0eXl5NzUvkFefFxQU3PDP3qzau3bravGKvNN03rx5lJaWMnnyZN5++2169erFm2++yZkzZ9Dr9Zw9e5avvvqKX3/9Vfk3l5SU8O2337Jr1y5yc3NZu3Yt27dvp6ysjD/++IOff/6ZsrIy9u7dy6JFi27LONPb25uioqJ6LZ+Zl5d3w+UaDQYDu3fvJiUlhbCwMO6++27lkNHo6GjKysooLS3lxIkT7Nq1S3kWGQwG0tLS2LBhA8XFxeTl5bF27Vp0Oh3Z2dksX778T/mpa8XFxSmrwuXxxenTpykqKuLYsWMUFxcjSRK+vr6kpaUpO9pulLwQ+lbmdzf9ra6oqPjLEg7/hkajUd4M3H333UqHY2ZmRmFhISdPnsTCwoIOHTowcuRIKioqePPNN8nOzsbOzg5nZ2e6d++OmZkZ9vb2f9puJ0kSO3bsYPLkyUqCTF6N6+TkhK2tLd7e3qhUKuXwuJKSEvLz82+63pu8LSc/OwuK6m9yoSrNw8qou6Ht2jcqOzubrKwsnnjiCfr164daraZNmzbKwEnuNO655x7uu+8+du3axRdffEFcXBzx8fHY2toyffp0tFotoaGhVFRU1Pkbx9quBJ8afU0phpr6S36oVZVYW1ve1ABKp9MptWknTpyo/A47OzuSk5M5efIk1tbWtG3blhEjRmA0Gnn++efJysqic+fOdOnSBUmSOHfuHEVFRfTr1++qTks+6XjAgAHKZ6/X60lKSiI4OJisrCxycnKorq7GxsYGR0dH0tPTycjIuKUyJTY2NlRqq0gqy8bM/PbtGqitsqKCEoPmtta8LioqIiMjg0GDBvHYY48p90ur1fLrr7+ydetW1Go1w4cPZ8aMGSQnJ/Pggw8SHx9Pbm4uAQEBjBs3jqqqKn766SeKioqUFWi3g4WFBVaWVuiqdVRX3FqC90YYdAasLK1uagAlbyvV6XQ8/PDDysSrX79+xMXFcfLkSWxsbGjTpg3Dhw9HpVLxwgsvkJ2dTXJyMqGhoQwbNgxra2veeustsrOzrzofQJIkTp8+jaenJ97e3sqWMSsrK2WrWWBgIEVFRco2P0tLSxITE2+ptr2NjQ1GnRZKcsGsnsqsGI1YaCvrPCbkg8S6devG888/f9WzLzc3l6ioKIYOHcqWLVsoLS1V/k6v17N9+3ZCQkJYuHAhRqORdevWkZSUxOHDhwkKCuLtt9/GzMyMrVu3kpycTOfOnet0Fbm8Cjs3N73e+gmDvgwzM27o3yFPDDUaDVOmTFHiIDIyktjYWE6ePElgYCBHjhz500vhs2fP4ujoyJgxY3BycuLzzz+nsLAQHx8f4uPjyczMvO7gU5IksrKySE5OZuzYscqfVVRUkJKSwl133cWKFSsoKyvD2dkZe3t7nJ2dOX/+PN26dbvhz8bS0hJtjY70ijwSy+onGZWvL6/zmKisrCQtLQ0PDw/eeOMN5X45OTlx6tQpdu7cSXBwMGvXrv1TQm/Lli0EBwezcOFCVCoVmzZtIjk5mby8PIYOHcqLL76Ivb098fHxXLp0iY4dO9ZpnWiVSoW9vT06bf31EzqNDiRu+GV2QUEBJSUlvPTSS8pW3cjISOLi4jhz5gwtWrTg+PHjFBcXX5XEuXjxIubm5gwZMoTg4GDWrFmj1KL38vKiS5cu+Pn5ER0dTUpKCjqd7qot9/LugEceeQT4XxkOZ2dnZXWiu7s71dXVuLu74+rqyvnz54mIiLjh+ZKFhQVIRgzlxfU2r7DUluNgb1enK07lFX81NTV89NFHSkxMmjSJPXv28Pvvv9OhQwdWrVr1p5jYunUr/v7+/Pe//8Xe3p7o6GhSU1Px8/NDo9GwYsUKHB0db+vhiY6OjuhrqjHU5FOHGzauy1BTiCTpbnilrBwTzz77rJJIdnd3JyEhgYSEBIKDg4mLi/vTC/q0tDQ0Gg29e/eme/fuyne/oKCAmpoafH196dGjB+bm5sqcWyYntXbu3Mn06dOVP5MPBX/wwQdZsmQJJSUluLm5YW9vj4uLC5cuXSIiIuKG497c3ByVmZpCTWm99RM5uhIsbG9uHHs9kiSRmppKfn4+69evV373Qw89xI4dO5SYWLt27Z8Wd+zZswcnJyeef/55QkJCeO6558jMzMTMzIz09HT69u3LsGHDyMrKUsqE1PWBuw4ODtTU1KCt1GJ+86mkf02r0aKv0d9wTBQWFlJcXMzUqVPx8PBApVLh5eVFZmYmubm5FBUVkZqaqtQ3l+Xn55OTk0P79u0ZNWoUSUlJ/PHHH2g0Gnr06KF8x+Uke58+fZSfle/VH3/8wbPPPqv8ubxDQE5oe3h4UFNTg42NDS4uLqSlpeHu7n7D+RG1Wo2FhTk1mop66yfMK4uxszCr83MqLl++THZ2NuvWrVNyew888AD79+9n3759dO7cmd9//11Z+Sw7evQoer2eRx55hAEDBrBkyRLy8vK4dOkS5eXldOrUiQkTJnDgwAHWrl1LeXl5nfcZ9vb2GI01GPSFGGpuX45LJklg0GtuOLZLSkooLi5WFgyrVCr8/f2VXRTysyQ+Pv6qBWEVFRVKPzJx4kRKS0tZsmQJOTk5nD9//i/zU7V3pkqSxPbt23nssceU511NTQ2xsbEMHDiQ7du3U1BQgK+vr1LetKioiKKiohuukCHvAJdLtdyMW0qQ3+zqzLy8PKqrq/Hx8blqEGZvb4+/vz/x8fGEh4djMBiUt3RyjRpnZ2f0ej1r1qzB2tqaNm3a0LNnT2WADFcSK/n5+Tg7Oyt/ptFoOHXqFA4ODuTk5FBWVoa7uzvW1tbKym/5EI6bZWNtjb+tGWz+7KZ/x41yrpHoZm8g/Sbq+/5bJ06cwNvbG1dX16vuV3h4OCdOnCAlJYWAgABlFWdxcTGVlZUkJCSQlpaGwWDgww8/BK4kt25mu8SNsLKyws3VFiv1eSoKfr6t16qtU5tqnBxvbnVmeXm5kjit/RlbWloSHh7OkSNHlK3scr1FuS68/ACqqqpi3bp1PPLII39aJSpvq7S1tVUeTHJd56CgIGxtbcnJySEjI4NWrVop9c1TUlJuKUFubW2N1lHN44c+QlVPh6CpDeDkWXNbXxrFx8ejVqv/dEixr68v/v7+nD17lq5du6LT6SgoKFASvenp6XTo0IGkpCS++OILcnNz8fHxue2HnFhYWODk6ISkkUg9Xn8lJTwtPXF1dL2pkkry1tLg4OCrfl6lUtGpUyf27dunDFQrKiowGAwYjUZl663RaKSiooLq6mol2V5TU6MM6IxGIyUlJfj4+GBtbU1lZSU6nY7MzEyio6MpLy8nIyMDNzc3XFxcqKiowMnJifj4+FtKkFtZWeFrZ4565w9gd2OD/ZulliQGOBhYWYf1M+HK9j6tVvunGs4eHh60bt2aEydO8Mgjj7Bo0SJ2797N119/DVx5HiUmJl61JbVVq1bExsZy8eJFZdAGV7byXrhwgfbt29fpBPXKZMUedxddvfUTjtaFuLlY3NC/Q6/Xc+nSJVq2bPmnOOrcuTN79+5lzJgxPProo1y6dInly5crf5+bm3vVOTHu7u4UFRVRXV3NsGHDaNeuHTt27PjL68or3DQajTJh02q1ZGZmYm5uTqtWrfD39+fUqVMMGjRIGWSfOXPmphLkVlZWSDZmfHhuLY4cueGfvxkOvmBnb1dnK2Xhyvg2LS2N8PDwq+6Xra0tffr0Ydu2bcyaNYtPP/2UqKgo5s2bp/x/Ll68eFVMhIaGcv78eYYOHUpERATm5uakpKSQk5NDy5Ytb+pch78jrwhzc3Srt36iMrsSdyd3Csr+/eo3SZKIi4sjNDT0qrE/oPQNRqORSZMmkZSUxOrVq5W/LygowMnJSUm0ODk5odFocHd3p1OnThQVFXHy5EkuXbqk7C6oTavVUlJSgouLi7Iqtry8XNlNkZqaioODg9KnBwQEcObMGSIiIm74s7GwsMDB0hzri4dhc9UN//zNGGptYK193a2UhSsvjU6fPk2XLl2uigkzMzPuuOMOfvrpJ+bOncuSJUs4cuQIL774ovL/SUhIICwsTPm54OBgUlJSaN++PevXr8ff3x9XV9fbugvP3t4eH28rKgp+qtNnxfUYNFoCfM1IS7uxEiRxcXGEhIT8adFY27ZtOXDgANXV1dx1112kp6cru7ngSsLEwsJCeVloa2uLmZkZWVlZlJWVkZmZydq1a3F0dKRdu3Z07Njxqu+HfG5C7YRTamoqRqOR1q1bExISwokTJxg6dChmZmb4+flx4cIFOnbseMN5BDMzM8ysLThcepFHD3x4Qz97s2ytwehkWaelQfV6PQcPHqR79+5/Gg+MHDmSH374gdmzZ7No0SJiYmJ49dVXlb+X59xyYszPz4+CggIlV3L48GFOnjyJj48Pd9xxx21ZLGRvb4+Hswfpp9Oxsarb5Ptf0dXo8HH1ueHvS3x8vHIeTu2YCAkJUcpz9evXj9atW7Nnzx7l7zUaDTqdTik3YWVlpZSp9PLyUs5d2bFjB4888sifvhtyea/aZwhUVlZy5MgR1Go16enpmJmZ4enpibm5OV5eXqSkpNC6deubSpDbWlnhUFVUb/mnDlojYY5mdVqGC668/OnRo8efzh0aOnQoy5YtQ6vVMn/+fE6fPs2CBQuUv8/MzMTZ2VlZTe3u7k5JSYmyuGnPnj1UVFSQlpaGj4/PDZ/t8G/Y2dnh7WlNTfkWKgqc6/z3X0uSJIIDzThygy8pkpOTcXJy+lOJPj8/P2V8OXToUHx9fYmJiVFWYdfU1FBWVqaUo5bP/JNLOP5dfgr+FxO1S3NnZmai0+kIDAwkNDSU1NRUWrRogbu7O25ubpw/f145k+RGyAlyeffezfTbNz0Cqq6uvunAkIvly2+w5dqL8kFparWasLAwLly4wO7du9m6dSs1NTWo1WrMzc3p2LEjDz74IP369WP58uV/WnFQWFioHL4gfyjyykD5rZ1erycjI0NZzSwfZHUrLP+/hl59krjy2d3O0+Zzc3MpLy9XVuHI90vebhYQEICnpydbt27liy++YPXq1dTU1CiHJWZkZDB+/HgGDBjAp59+qmxhul2uJIep10Pw4ErSx9z8xksOwf9K5chtlj9j+TA5nU5H586duXTpEnv27GHjxo1KTMgOHz5MYGAgvr6+f5rclJSUYGVlpXQ6kiRx/vx5VCoVNTU1mJmZUVJSQlpamnIAnJWV1S1vY7xSV/LKCrH6InHlcKAbXWlwI4qKipQDcuB/98vKygpra2vs7Ozo2LEj+/bt4+uvv+brr79Gp9OhUqmUw4PLysqoqanBYDDc9u2i5ubmmJub1+vWL7iShL7ZAxblQ1iujQm4MjjXaDR0795dqeO7ceNGdDodarWaiIgIUlNT2b9/P5s3b6akpESp+yeTa5rXLjkk7yqS317b2dmRn59PdnY2FhYWODo63vI2RisrqysrVeqx7JAEyoFddam0tFQ5cA3+d48sLCywtbX92z61oqJCGfSoVCpcXV0pLS29agAGV0rSyKVJ6pI8JtDp6q/PNhgMqFTc0ERbPk/j7+LgeqqqqnBwcFCuZ2Njozxz/ol8OJW8U1B+ERUbG4uvr69SsufYsWMYjUZlZdbN1oa1sLDAaJTq/D7/ndvRT2g0GvLy8pRnbe2+3NnZ+W9Lv1373Xd1daWsrAwXFxesrKyIjo7mlVdeoXv37nTu3LnOVwXKOyHrcxxrNBoxGo03/PKrsLDwqv5M/pzt7e2vW3oRUL7T8vzF2tpaOYzKYDBQWVlJfn4+Go0GvV5/VXzp9XrKysquOiwMUMqI2djY4OPjQ0lJiVLH3cvLi9zc3Jv6Xpubm8P/1+GuL0ajsU5LDsGVibU8EYb/3StJknBzc7tqd9G1ysvL8fT0VNrj7OyMRqPh2LFjHD58mPbt2+Pg4KAcTHg7xji2tra3XFrtRkiShEFvuOE5dlFR0VWrYOXP2M7ODq1We93voE6nU8Y9cGUOZWZmhk6nw9nZmb59+zJu3DgCAgLYvHnzVfdLkq4cVi8nW+RrHDx4kJCQEC5fvoy/vz8xMTHKCyVPT08KCgpuqpyEmZkZZmozDIb6jQn5M6nL35menq48a28kJioqKnB1dVW+H/Jq7tzcXM6dO4evry8TJkygrKyMjRs33pbSira2tlfaXk/dtSRJ6Gv0N5wgv15M2NjYYDAYrvsdlMdb8kIrOT8lPwe0Wi2nT5+mRYsWf3l+XWFhoRITtecX/8fefYdHWaWNH/9O2qT3HtIbCQRCgBAg9CrSERQb6Npd27r7KvvTdV1dtxd3V911X1FXUREQpEivgUCANAghIYUkpPdJmZlMe35/8M4soKCEZGZCzue6vC7fd808J3nmPOc897nPfYzjRGBgIF1dXabMdeM7YW/GXhsbG+zs7c1attFgkLD9v/fKvnRln4D/3i9vb++r4lDXUiqVuLi4mOZExrMKmpub6enpQS6Xmw7m1mg0/VKC19HREa1Wi8GMc1itVnvT44RCoUClUn0rpmdMrLzeGKrX69FqtaYFtyvjU6NGjbphfAou90Vj8qVxrDh16hR+fn60tLTg6elJWVkZra2tSJKEh4cHWq221yXmHBwcTLHI3uj1N1sul/f6osYi+8YtEjKZDLVaTUNDA42NjYSHhzNkyBAeeeQRysvLCQkJoaOjg9DQULy9vQkODsbJyQkPDw/i4uI4f/486enpps/v6Oj41kDm7OzM2LFjCQoKMr0U1dTU0NzcbKobfasZExqNBhs7O3AwT1YggCTp0Un0a93O8PBwvvjiC2praxk2bBg6nY7Ozk4KCgqQJIm4uDimT59OcnIyFRUV+Pn5UVJSYjrYZsiQIaSnp9Pe3k5GRgYZGRlERkb2W3u1Wu3lh7etA8j6b+HgWgZJ3es+4ejoiFwup7S01BSw7unpoa2tjYqKCqKjo/Hy8uLZZ5+lqKiI8PBw6uvrCQ0NBS4/uPbu3cvjjz/+nd/jzs7OqwZqvV5PSUkJLS0tphfA+vp6vLy8UCqV2Nramuoy3wqNRoO9nR1u9s5ga4a9qYBMJmEn6ejux5f8wMBAmpqaKCkpMQ0mXV1dXLhwgcbGRoYPH05aWhqhoaGcOXOGqKgoenp6CAsLY8OGDaSnp/Pmm2+i1WpZuHAhhw8fNpUx6A96vR6dToetnS02dubJ5AeQZBI6va7XwQFvb28OHjxoOmW7p6fH9HeOiYnB1dWV559/nvPnzxMREWHqE25ubjz11FMUFxcjl8tpa2sjNDT0qomEUqlEr9d/a8dGdHQ0U6ZMMW2BzcjIoKioiPT0dNMi063QaDTY2NqBg5P5xgoJ9DJ9nwe+/Pz8TAduGxcnurq6KCsro6qq6roHmtrY2JCYmGiqFWwwGGhsbOSuu+4y1UmFyy+RTU1NzJ07t88n4gaDAY2mB1tbe7ONEzIbewwGbirgZWtri5+fHzt37jT1A2Nd4uLi4hvu8AkJCaGlpcUUmOjq6iIqKuoHBYU1Gg1qtdr0fTeeUF9QUEBkZCT79u1Dp9Nx6dIlWltb8fb2Ri7v/Tb0y3NBcLZzxNW+/zPSAOwkFYo+7hPu7u7I5XJOnz5NT08P9vb2dHd3U1NTQ35+PqNGjbruzyYlJV313W9sbGT+/PnodDr+85//sH//fp599lnS0tL6ZQHYeAiTnZ2d2cYJY+m1m3m5l8lkBAcHk5GRYXpBNPaJCxcuEBkZed35fGBgoClYa9wlYQwg1tTU4OPjw9KlS8nNzeXUqVNcunSJhIQEUxu7u7uv+o4ba10axwxjFtXJkyeJj4+/pT5h7LcyewezjRU6mYGe//vb9BW5XE5QUBCff/45arXalNnV0tLC8ePHTQc4fpdhw4ZRW1trWkhpaWlhzJgx7Ny5k87OTj788EOqqqro6OjA3t4eX1/fW9r1+F0u9wl7ZDbmuQcymQQy25uefxv7RE9PjynArVQqKSkpITAw8LrBRW9vb1pbW03ZdsafNx5KKJPJcHBwwGAwUFxcTHl5uWlHhHFcuPI7rtFoyM7OJi4ujp07dwKXA18tLS0EBgYil8t7nWBn/B7Ibe3NNk7YynpQaH7YwvIP/kxbW2JiYkzn5jg6OqJSqWhvb+fYsWOMHTv2uotU8fHxlJeXo9FoTDshhwwZgru7u+mstcmTJ6NUKjl58qRpN0xfUqvV2NrZmu2dwlayRWYju+k+ERQUxLFjx+ju7sbd3R2tVotSqeTixYu4urpe9+wL4/9mTM7QarVotVpT9rgxG/yhhx76zp9XKBTfeu67urqSnp5u6ksajYbz588TFxeHg4MD9vb2vYpDXV5Q0yGzNV/8yaDpQaO7/gJDbw0dOpRPPvkElUqFs7OzqU8cP36cpKSk6z7DIiIiyM/Pp7u72zTXdXFxobW1lZqaGu655x5WrFjBiRMn+Pe//01ubi5Tpkzp07b39PQgs7HFxkZulncKmQxsbOxuuk/4+fmZ6uaHhYWh1+tRqVSm97HrlZ6Ry+WmzHxJkkzzoSFDhuDp6Xnd+JTRtX3CWE/e09OTI0eOAJczyo1xYHt7+1uKzWq1WlNyYG/0+o3T1dW11y/bQUFBhIaGcv78ec6fP4+fnx85OTkcPHgQDw8PHnjgAfLz86mtrWXWrFk0NDSgUCjw8fHh+PHjlJeXc/fdd6PVaqmrqyM+Pv6qz/f19aWlpcV0iAtcHlSVSiVdXV10d3dTV1dnOnRDoVDg4OCAh4dHb/8cwOVsrVadDCbedUufczO66hsoOrOx1wdj/RCTJk1i7dq1HDlyhNDQUJRKJR9++CH79+9n+fLlhISEsGnTJpydnZkxYwb79+9HpVIxdOhQysrKTIfntLa2cunSJR577LF+aytcHrgVCjU64nH2nNuv17pSWeVWOjs1vcr28fT0JD4+noKCAnJzc4mJieHcuXNs374dnU7HCy+8wLlz5yguLmbRokW0tbXR3t5uysCsra1Fp9N9q0SLkTETTavVIkkS5eXl2NjYsHDhQpKSkoDLB+pcuHCBiooKvLy80Ol0+Pr63tLfRKVS4aiGl0fe3afZFze8plLF19kbyOnHg62Sk5OJiYnh7NmznDp1Ck9PTzZt2sT69esZPnw4K1asYPv27TQ0NPDAAw9w9uxZWlpaiI6OJjo6mtzcXNP2L61WS1hYWL+1FS4PFJ1dnTg6OBI0tP9qnV/rTPUZFJ2KXk2i5HI5I0aMYO/evZw8eZKRI0dSXFzMpk2bTAfVFRYWUlBQwNKlS2lvb6e9vR1/f3+Ki4s5d+4cc+fOpaenh+7ubjw9Pa96KXN3d6enp+eqbEPjy2FXV5fp4BGlUomPj8/lv2Fn5y3Xiler1bRqJAxj7wTvmztwqLckg4G8detveZfUtRITE0lISCA7O5vMzEyCg4PZunUr//nPfwgNDeXdd9/9zp+ztbUlOTmZN99803SQan5+PsOGDcPBwYGf//zntLW1oVAoyM/P51e/+lWfPz/0ej0dHd10dsvNNk4oNQdoV+Ti7PrDsxzt7e1NdReNpbYuXLjAhg0baGtr49VXX73uz0ZERJCdnU1HRwcqlYqqqiqSk5N/0I4zR0dHHBwcUCgUphdC4xbgJ554Arj8fP/oo484ceIEd9xxB42Njb1+lvX09GCjkbg3ciopI68fMOtLG89+QWVXd58GA4ODg0lLSyMzM5Ndu3YxevRo9u/fz9tvv41er2fjxo3X/dmxY8eyZs0aU43IvLw84uPjOXLkCBs3buRf//oXvr6+KJVKU6JHX5bCMJYL6VJ3mW2cqO+pp72rHY325pI8xowZw5dffklmZiZjxoyhpKSEDRs20Nrayssvv3zdl6KQkBDy8vJoaWlBLpdTXV1NZGQkarWawsJCwsLCSEhIQKVSIZfLryoJaGdnh5ubGy0tLVd9Z4zlvABTPXPjQkhjYyOhoaG93lmo1OjQhA0323vF6Y2bae9S9mnWupubGzNnzmTt2rV89dVXzJo1i2PHjvHrX/+axsZGdu/efd2fHT16NF9//bVpoS8/P59HHnmEl19+ma6uLgwGA7t376aqqopJkyb1y1kuHR0dtLXrcfKciznSPNqUjTQ2n73pxKfRo0ezYcMGTpw4wdixY6moqGDz5s00NDTwxBNPXLfUhr+/P+fOnaO+vp6goCBqa2tRq9UYDAYOHDiATCZj8uTJtLW10dHRcdW2eZlMho+Pz1V1ss+cOUNAQADPPPOM6Xv/3nvvkZWVxfz582lqaiIoKKhXgQudToe+R8twvzBeGrnypn++Nw7s2svejtN9Ggy0s7Nj/vz5vPnmm6xfv55FixZx/PhxXnvtNWpra9m7d+91n+1JSUl88803plryBQUFDBs2jMTERM6ePUttbS3t7e3U1NRgb2/fLwlpnZ2ddCo78Y/zx8W5/8pZGilVSlo2ttz0To6RI0eybds2cnJyGDduHM3NzezcuZOLFy+yZMmS6z4vjGW4qqqqGD58OPX19bS0tBAQEIBOp6O+vh5Jkr4VBDTy8/OjsbHxW+OEsZRjR0cHdXV1REZGYmdnd1WSwc3S6/Uo1T2oHN3NNk6UnThJZVcB4X2cnLlo0SJeffVV1q9fz+LFizl58iRvvPEGVVVVbNy48bqlU2NjY9m3bx8VFRX4+/tz/vx5vLy8SExMpK6uzvR+2NXVhb29/Xdm/d+qrq4u2hVa7Jwn4uzZv+/0cHkTcm1DwU33iaFDh3Lo0CGKiorw8/NDo9Fw6NAhzp49S2pq6rdiqkaOjo74+flx6tQpuru7aWxspKamhoCAAM6dO0dRURGLFy+mra2Ntra2b5VF8fX1pbm52RSbLSwsxMPDg9WrV5uC8ps3b6ampoaoqCgUCgWOjo69KhFlfJc37iTojVsKkBtPs77Z+i729vakpaWh1WpZt26dKStPr9fj4OCAWq0mJCSEffv2UVVVRVNTE/feey/29vaMHTuWjIwM3nvvPS5dukRKSorp4AUjLy8v3N3d6ezsNJVaUSgU/O1vf8PW1hZJkggPD+fOO+/E39+fS5cuIZfLbylAbsy8kewdISyh159zs3SSMx0yuWnVrD/q47m4uPDGG2/w1ltvsWrVKjw9PU0PGY3m8gGhLi4ufP7553zxxRe4urrys5/9DF9fX2bNmkVBQQGLFy82ZdkkJib2eRuv1NPTQ49Gj42dH/aOMf16rSsp1a4oVT2mzn8z98KYTTBnzhzT4RTOzs5otZdrabe3txMVFcWOHTtYu3YtlZWVVx1cWFJSwrBhw657TQ8PD9zd3VGpVOj1ei5cuEBQUNBVL3+hoaGmkjjGHSK3mnWgVqtxtXNiYsCwPs8AvZ7Ozk6O40pXV1e/9QlHR0ceffRR3n//fZ599llcXV1NEyFj5k54eDj/+c9/yMzMpKWlhddffx03NzcWLFjA5s2bWbx4sekw4t7UJ70ZWq0WlVqFm7sbrr59W4f6RiQ7CVWP6r+ZcDdxL2xsbPDz82P16tV8+umnfPPNN6agtpubG83NzaaT4D/88EMqKiq4//77sbe3JyYmht27d/Ppp59SU1PDwoUL8fb2vur6bm5upjMtjOVv1Go1hw8f5ujRo0iShLu7OxMmTGDEiBG0t7fT0dFxy9lparUag50DhMRCH2f1XJdeT4f9f7Nh+qpPyOVy7r33XrRaLS+++CIuLi6msVwul1NXV0d4eDiA6ZkGl/vI6NGjCQoKYtGiRdTW1vLiiy/i5eXFmDFjCA8PZ9myZdTU1PDss88SEBDQp4FAML6sKEHmYr5xwuYMGq10UxkfMpkMLy8vHn/8cT766CN27dqFh4fHVf3AeHaKsWyMUUREBAEBAXzwwQe0trYyceJEgoODTc9iY4mh71p8MB5Wa8yANtZvTElJMf03dnZ2jBo1iv3793PHHXfQ0NBgut83q6enBwcbO0b4RJEe2Psa/zfjBP8tedJX/cLe3p709HTa2tr41a9+hVwux83NDbVajY+Pj+mcD7j897vyhc/43V+yZAnV1dW88MILpjI2NTU1LFq0yNTG1atX89BDD/VpZqAxQG5jZ2O2cULuJkcv6W8qGGgsBfPCCy/w73//m927d+Pp6YlarcbNzY3W1lZT4MLYJ4x/t5CQEIKCgti+fTstLS0kJiYSGxuLj48Pzc3N7Nmzh23btuHh4cG4ceOuyqays7PDy8sLZ2dnU6kVuLz77he/+AVw+W+YlJTEpEmTTP9bbxeNtFotBpkNNj7BZnuvaHPYT0dXd6/msddja2tLdHQ0f/jDH3j55Zd5++238fX1pbu7G29vb1PNfuN/e2WfSElJISIiglWrVlFdXc0jjzxCeHi4qdYsXK7dL0kSwcHBfV6XHy7PKZHJsZdHm6UGua29HJ3e/qaT0JycnHjuuef44IMP2LdvHx4eHnR2dpoSwXQ6nSlL9cpsVV9fX0JCQjh+/Di7d+8mMDCQOXPmEBISgkKhYPv27eTm5tLV1cX48eOv6hM2NjZ4eXnh5uaGQqHA3d2d06dPX7WrGyA1NZXt27czb94803lfvVn01ul0GHR6hrj6mW2cqLDLQ6/UmGrr9sV3wLiwsG7dOp566ineffddAgIC6O7uxsfHx9QnjIcAXxnoSUpKIioqijVr1lBdXc3ChQsZMWIEkZGR1NTUsH79etauXWs6TO9Wzla7ns7OTmQ2Mly8Xa6bhd2XZN0ysOGmg4HGd7V169Zx7Ngx0/dULpejUqmuCqLZ2//3fBh3d3dCQ0MpKCjgd7/7HXK5nLlz5+Ls7GzaEXa9QKJxzubu7o5CocDT0xMbGxtaW1v51a9+hez/ymYlJCSQlpaGk5MTzc3N+Pj49GpnmMFgQKPVYuviYbZxoruwEoXGYNqJ1Vd9ws3NjQ0bNvD444/zz3/+E39/f9OZHzU1NYwcOdL07HJycjI9Q2JjY4mNjeWDDz7gl7/8JWPGjGHx4sUkJydTU1PDP//5Tz7//HM8PT2ZNWvWde/drbi8YGuHnUOYWd4pJEnCIDnddJ+Qy+WsWLGCzZs38+6775pKiBnf3bq7u/Hw8DCVHL2yHF14eDhZWVn8/ve/R61WM2/ePNzd3YmOjr5ufMrI29vbFJt1dHQkLy+PESNGXFUqMDExkX379tHe3o5CocDJyemma/Ib/zbG+WBvyaReps6sW7eOJ598kr/85S+mmjK90dPTg0KhMHUM4x8lPj7+/zK8OnB3d7/qDy1JEu3t7Tg4OFx3NWn37t3IZDKmTJnyrQMLr2QwGNi5cyeenp6MGzfulrYHv/POO/j5+bFly5ZefUZv1NXV8a9//YudO3eSmZnZ71m6LS0ttLa2ml6cy8vLcXFxIT4+nu7ublQqFZ6enlf9HY3bN66scdefPvroI7Zt28bSpUu57777+v16Rl999RU/+clPePLJJ4mIiOh1n9DpdKbsYmPmd11dHUlJSaaDQTw8PG76Xh85cgSVSkVqaupVB9heS5IkcnJyqKysZP78+b0+jBfg7bffxsfHh82bN5stg7y7u5uPPvqIN998k+rq6n6/bkdHB83NzaZdKDU1NXR2djJ27Fg0Gg1tbW1X1QuE/9YVdnR0NMvk8tChQ7zzzjuMGDHihhmnfW3//v28+uqrjB49mvT09F73CYPBQFtbG2q1Gn9/f1PtvuTkZODyc8nYJ668RltbG66urt86tMooNzeXhoYGEhMTb5jlJ0kS1dXV7Nq1iwcffPCWznx47733cHV15aOPPurzU9Svx2Aw8J///IennnrKVIKsr1/0u7q6aGpqwtbWFm9vb+rq6mhqamLChAnX/RnjQS6urq7fmsjU1dWZtrn2R1CivLycl19+GS8vL/71r3/1+ed/lz179vD3v/8db29v5s2bd9O/l7Heq1qtJiAggM7OTioqKkhOTr7hZykUCuzt7W8647i2tpa8vDwCAgJISUm5Yf/QarX86U9/4oUXXujVOL9z504KCwv585//zMSJE2/653vjk08+4cknn6ShoeGWMk2up6enh/r6erRaLSEhIaayXDNmzLjhz/X3d/96urq6eOSRR9Dr9VcdbNmfzpw5w1/+8hcuXbrEo48+2qvft6Wl5aqxwZj1d6Ox35jx7ejoeNV8taenx7TA910/39HRQUZGBu7u7t87phkMBn7zm9/wk5/8BEdHx5v+3Y4fP87p06d56KGHePjhh2/qZ3vryy+/5LnnnuPo0aNERUX1+fdPr9dTW1tLd3c3kZGRpt1Dd9xxxw1/rr6+HmdnZ1xdXft8sfRGJEli5cqVqFQqtmzZYpb+WFdXxx//+Ef27NnDK6+80qtrtra2olKp8PX1Ra1Wc+nSJaKjo294boFKpUKn0+Ho6HjVfNVYlsLBweE7f16r1bJnzx7kcjkzZsz43j7xl7/8hYceeuiqw9p+qOLiYg4ePMiYMWP4/e9/f1M/21vffPMNa9as4be//S1z5szp8++fJEnU1NTQ0dFBTEwMra2t5Obmfu+1mpubsbOzM81xjYzPMHt7+z4/RNHo/vvvp7Ozk88//7xfFqWupVKp+N3vfsfatWv5wx/+0Ks+0d7ejlKpxNPT0/Qc8vf3x8vr+js5NRqNqQTOzcz7JUlix44dyOVyZs6cCXDDONQHH3zAjBkziIiIuOnvV2NjI9u3b8fV1fWGO9T6UmZmJr/+9a+ZPHkyP/vZz/rlmVxdXU1nZyeRkZGm3aSTJ0++4fyyvb0dg8GAq6vrVbELtVqNUqnEycmpz89uMfrxj39MdXU1f/3rX6/aZdNfJEnirbfe4p133uEvf/kLcP3v2PV0dnbS3d1tOpi5sbERBwcH0+G030Wv15uC3FfeC+P7iaen53XnXjt37sTW1papU6dedf7XtQwGA1u3biUoKMh0QP3NUKlUfPnll6aSVb3R65TOmJgYdDqd6UDM3k4art3CGBgYeNUJqd/14DKuzt3I9OnT+de//sX48eNvGOCrqqrCw8OD0NDQXgfHjVn0jY2N31o172/Ozs6EhITQ2dlJfX39Db/UfcHHx+eqoM6V2WTGTPJr2dramiUICJfvhTFIc6vlQW6WcRtbW1sbQ4YM6fXExM7O7qq2+/r6mv5v42F2vTF+/Hi++OILOjs7r8q+uVZTUxMajYb4+PhbCo4bg183CpD1Bzs7O6KiolAqlVRXV/c6o/GHcnd3v2qF05gJBZdrWn/X6cs2NjZm+34aa0R2dnYyZMgQs1zTyHh6vEKhMB2O1hs2NjZXPXe8vLyuGgOuF2j+vnEiKSnJFMi93lZJuBxMqa+vZ+TIkbcUHDeOEyNGjDDbjgqj2NhYVCpVv/WJa+s5GjM6bkQmk113i2t/bJU3MmYX1NXV9fvujSv5+flhb2+PQqH4v0Odb+47YMw6M7q2H1xPb3fHBQYGEh0dTX5+/lVj/bUMBgMFBQWMGzeu14vgLS0tBAUFmW2uAJe/o2q12pTV3dfBL7lcflVfCwsL+0HZxP353b8eY03JsrIyZs2aZbbruru74+3tTX5+vinD9Wb1pk9c73v2fc93Nzc3UlNT+eqrr24435ckiby8PFO9+N58txQKBa6urmZbSAWIiopCp9NRW1tLaGjoLc0Bv4uxtrVRcHDwD8pw7Y8t8d/H+G534cKF713U6kuOjo6EhITQ3Nzc6z5x5XvCD90hfb35mb29/Q1/3s7OjmnTpvHPf/6T6dOn3/C7fvbsWUaNGtXrxT/jgW39/a57pbCwMGxtbWloaEClUl03Ma+3ZDLZVXPzwMDA710wAq77DnErc9QfQpIkSkpKSE9PN9tilY2NDVFRUaYDsHvzXPL09Lzq3feHZBE7ODj0+hk4Z84c/vrXv37volFRUZFpF1Nv/p4ajYauri5TuVRzCAgIwNXVlebmZhQKxQ8ac2/WlX3C0dGR2bNnf+/PXC+2cW0wt69JksTFixeJjIzs9/53pdjYWFMSRm/GCTc3t6uSk35IOSZbW9vv/Dtf+37yXWbOnMm7775Lenr6DdtbUVGBj48PQ4YM6dW7sl6vp7m5+ZYqVvT6yRYbG4uNjQ0NDQ1mPTn3h7K3t+fBBx/83g7h5+fHmDFjbhgc+SEMBgMNDQ3ExcXd0ufcLGdnZ8LCwujp6eHixYtmvba1smSAXC6X09zc3K+HpvaWvb09S5Ys+d4XDXd3d0aMGGE6mKo3jC8W9fX1xMXFmTULzt7enujoaAwGAyUlJWa7rjVTKBR0d3eb9aUCLr/EGHcG9ec5Cb1lZ2fH1KlTSUxMvGEdYkdHR+Lj4xkzZswtXU+SJBoaGoiKijJrgFwmk5n6YXFxsdmua81UKhX19fX9emD0tfz9/fH29jaVLLF2xpfSefPm3bAmsY2NDZGRkUydOrVX15EkyVTf0xzZaEbGPnHhwoU+rbk8UOl0OioqKsw6j3V3dycoKIienh7a29vNdt3eMiYprFy58nu/M7faJzo6OnB1de11UkRvREdHY2dnZzoEcLCTJInS0tJ+2ZJ/PXK5nIiICLRaLc3NzWa7bm8ZSx796Ec/+t7zHMLCwpgyZUqvgjnGQ3XBvIuIYWFhODs7mzJaBztjn4iOjjZbgNxYhlSv19PU1GSWa94KY8mWxx577HvHiZCQECZOnNjrUhLGA6rNkbVsFBgYiKenJ83NzQPiGdXfJEmioqLClBRmLvHx8abEq4HA3t6e1atXf++ik7+/P2PHju1VeSjjYektLS3fm6R1I71+snl7e+Pn50dNTY3Vvli4u7vfMIUfLmc99za7w8iYtWw8mNKc7O3t8fHxwcXFhQsXLpj12taoubmZxsZGPD09zR4g9/T0xM/Pj6ampl4fYNvfjNuObvR9d3R0NNXuvxVNTU0olUpTHT1zsbGxwdvbGx8fHwoKCsx2XWvV2dlJXV0dDg4OZs8gd3Nzw8/Pj+7ubqt9sXB2dsbJyemG33d7e3vc3d1vuU80NzfT3d1NbGxsv219/S7GoE5AQABnzpwx23WtVU9PD9XV1ej1+luuKX8z/Pz88PHxobOzc0AEA+Hyd9/V1fWG5SqMu/p62z90Oh3Nzc0EBgaaNYPc29ubwMBAzp07Z7XzWHPR6/VUVlbS3d1t1mCgu7s7wcHB9PT0DIjAB1wO1lxb+vFaxj7R23JWer2etrY23NzczJpB7uXlRUBAACUlJVY7jzWniooKOjs7bylh5GY5OjoSERGBJEnU1taa7bq3QiaT/aDSj7fSJwwGw+Xa1zKZWZM93N3d8ff3p7a2lo6ODrNd11pVVlbS2dlJfHy82QPkNjY2XLp0ySzX7AseHh7XLfF45X/zfbGq65EkCZVKZSpZZS4uLi6mkmYNDQ1mu661unTpEu3t7RbJILe1tb3t+oSrq+stxWZ7enpoaWm5pWSPW3qyTZgwgfLyctPBFYOVwWCgsLAQZ2fnW84w7A13d3diY2M5derUoL4PcHmrUmNjIxEREWbPloXLp8gbF0sG+70oKCjAycnJrCUMjOzt7RkzZgzHjh0b9PehurqakpISAgMDb2k1tbcSEhLQ6/W0t7cP+ntRWFiIg4MDycnJZg2Qw+UX2PT0dA4fPmzW61qj9vZ2cnJy8PLyYvhw8xz0BZgWqezt7QdMxoc5VFVV0dXVRUJCwg3Lf/WHiRMncuzYMdNBwoOVRqPh6NGjuLm53bCcTl+zs7PDz88PX19fqqqqzHZda1dfX09bWxthYWFmn8umpqaSn5+PUqkc1H1CkiQOHjyIs7OzWeexNjY2eHh4EBkZSVlZmdmua+3a2tpoaGjA29vb7HPZpKQkampqaGpqGtR9AuDgwYM4OjqSkpJitrOlZDIZLi4uJCYmimTAKyiVSqqqqnB0dGTkyJFmvXZUVBRarZaKiopB3yeOHTuGTCb71qGT/cm4cycpKYmioiKzXHMg0Gq1lJeXI0kSY8eO7fXn3FKAfMqUKWIbHpcD5BcuXGDChAl9Xq/vh3B3dychIYGTJ0+i0+nMfn1rUlxcjL29PeHh4WYbuK80btw4mpqaTHXyBrPz588zYcKEW96h0RsODg6MHz+ejIyMQd8namtraW1tJSEhwex1rwGGDx+OXq+ntbV10E+iioqKGDt27C2d23Erpk6dypEjR9BqtYP6XigUCoqKikhJSTH7mB0dHY2Hh4fIurlCWVkZXl5eREREmO3lwmjKlCkcPXp00GfLajQaTpw4QVpamtn7hL+/P9HR0SJAfgXjAeMRERG9PkOgtyZMmMCZM2cGfbasMUA+ceJE5HK5WcdsFxcXxowZQ2lpqdmuae1aWlpMpST8/PzMeu1Ro0ZRU1NDfX39oJ47ARw6dIi0tDScnJzM2ieMh/udP3/ebNe0dt3d3dTV1REREdGrchS3IiYmBoPBQFlZ2aDfgXfs2DGGDx/eJzuNb9aMGTMoKioa9M8lI61WS1lZGRERET/ozJ/rueUAuUajoaysbNAGoSRJQqfTUVRUxNSpUy0S9PDw8GD06NG0tLSQl5dn9utbC2Mmv6OjI+Hh4Ra5F2lpadjb21NZWWmVNZfNwVj/6dy5c0yfPt0ibbC3tyc9PR2FQsHJkyct0gZrYDAYqKqqoq2tjWHDhlmkTwwfPhxvb29qa2sHTFmJ/mAwGDh//vz3Hk7SX2QyGdOnT6ezs3NQ9wlJkmhra6OoqIjU1FSz94no6Gh8fHxMB34JUFpayrBhw/rloKfvM23aNJRKJadOnbLK83TMwbhNOzMzk0mTJpm9T/j7+xMbG0tNTc2AqM1vDtXV1QQGBt7y+Ui9MXHiRPR6Pbm5uYM22cP4bnfgwAGmTZtm9uu7uLgwduxYqqqqBv1ChVFzczO2trYkJCSY/Rk1atQonJ2dOX/+/KCuuazX6zlw4ACTJ082exKanZ0dkydPpqqqCoVCYdZrW6uuri7a2toYO3as2ftEXFwcQUFBXLx4kcrKSrNe25ro9XoyMjJMzwhzmzZtGpWVlSgUChEk53KA/OLFi0yePPmW+sQtBcjj4uIYNmwYOTk5gzaLXK/XU1hYSEdHB4sWLbJIGxwdHUlISCAgIIBt27ZZpA3W4Ny5c5w/f57o6GiLlJKAy4cyJSYmUlpaOqgH8HPnztHa2srixYstEpQ1TqLj4+P58ssvzX59a1FVVUVeXh6enp6kpqZapA0hISEkJibS2to6YOpp9odz587R0tLCvHnzLLLTCC4f6DJ8+HA+++wzi1zfGrS2tnLixAn0ej0zZsww+/UjIiKIjY2lubmZ8vJys1/f2rS3t1NWVsbo0aPNehihkbFPbNy4cdDOY9VqNUeOHKG9vZ0FCxaY/fp+fn6MHDmSnp4ezp07Z/brW5vOzk4qKysJCwsz68FrRjExMQwfPpx9+/bR1tZm9utbA2P2eENDA4sXLzb79V1cXBg3bhy2trZkZ2eb/frWRqVSUVNTg5OTk9lLScDlgzqHDRvGmTNnqKioMPv1rcWBAweoq6tj4cKFZg+Q29raMmnSJBwdHcnKyjLrta2RRqOhvr6erq4uJk6caPbr+/v7k5iYSFNTE7m5uWa/vrXIyMigurqamTNnmvUMHaMpU6bg7OxMVlbWoA+Q6/V6mpubqa6uZvbs2bf0WbcUIJfJZKxYsYJz587R3d09KG+MTqcjKyuLMWPGmPVgoysZDwOaPHky27dvH7RbhY8ePYrBYGDkyJFmPdToSjKZjHnz5lFfX09ra+ug3XZ09OhRxo4da/ZDa41kMhkODg4sXbqUjRs3Dto+UVhYSGVlJaNGjTL79jsjmUzGhAkTsLW1NR2MOBgdO3aM5ORkEhISLFL+SSaTIZPJuPfee/nyyy/p6ekZlGN2XV0dmZmZjBkzxqyHGhk5ODiQlJSEj4+PqC8LZGdnm+rjWyJALpPJuOeee9i6dStdXV2Dsk8olUq2bt1KamrqLR1q1FvGUiJJSUnk5+eb/frW5vz583R1dZGSkkJ4eLjZry+TyVi0aBGZmZk0NTUNynmsXq/n888/Z9y4cWY/aB4u3wM/Pz+mTZs2qHd8GVVVVVFbW0t8fDxJSUlmv75MJmPq1KlcunSJ0tLSQTuPXbdunendzhLJT+7u7ixcuJBjx46Z/drWpqWlhaKiIkJDQy0SIJfJZIwcORI7Ozuys7PRarVmb4M1+PLLL0lISCAxMdEiZ0u5uLiwZMkSMjMzB+X89UoqlYrTp0/j6+vLzJkzb+mzbrlQzvLlyzEYDJw5c2bQBaEkSaKjo4OzZ8+ycuVKiwwWRl5eXtxxxx3U19ezd+9ei7XDUrq7u8nMzCQwMJD4+HiL3ot58+bh6urK+fPnB10WuSRJdHd3c+rUKe6//35TUM4SHBwcWLFiBa2trWzfvt0ibbAktVrN2bNnUSqVpKWlWbRPTJgwgbCwMC5evEhdXZ3F2mEp3d3dZGdns2LFChwcHCx6L+677z7a29sH5W4j49a78+fPM3fuXIvcB5lMxvDhw4mKiuLixYuDNkPTKDc3l0mTJhEUFGT22o1G99xzD93d3ezcuXPQzWP1ej0NDQ0cOnSIu+66y2J9IiQkhAkTJlBWVkZTU5PZ22BNzp8/T0xMDPHx8RZZTAVYtGgRMpmMAwcODLpnlLEM19atWy32bieTyXBzc2PRokWUlJRQX19v9jZYk6qqKuRyOWPHjrVIiTq4XMrAx8eHrKysQVdSQpIk2tvb2bJlC/fccw+2trYWWTSytbXl3nvv5cKFC4N6Rypc3g3Z0tLCjBkzLLYrNTk5mfj4eM6dO8eZM2cs0gZLUigU7Nixg3nz5lnsbCmZTMb9999PSUkJdXV1gzpIrlarKSoqYuHChcjl8lv6rFt+GwkODmbu3LkcO3Zs0GWR9/T0cOjQIeRyOXfffbdF22Jvb09sbCyjR4/m3XffHVT3AWDXrl2UlpaSmppqsUx+o4CAAKZPn05paSkNDQ2D6l5IksTevXuxtbVl5cqVFm2LTCYjLCyMOXPm8Kc//WlQ3QeAU6dOceLECeLi4khLS7NoW7y9vRk/fjxqtZqSkpJBdy/27dtn2nFlqZc7oyFDhrBgwQL+8Ic/oNfrB9W9uHjxItu3b8ff3585c+ZYrB0RERGMGjWK7u5uzp49a7F2WFpJSQkXL15k7ty5+Pr6WmzhKCQkhDvvvJP33nsPpVI5qPqEQqHgk08+wcnJiWXLllmsHb6+vqSlpSGXyzl+/LjF2mFplZWVlJeXM3r0aGJjYy3WJwIDA5k9ezabN2+mpqZmUPUJnU7H+++/j0wms+g81snJiUmTJuHr68uBAwcs1g5La2hooLS0lJCQEMaNG2exPuHn58ekSZPIz88nLy9vUPUJgH/+85/A5QVlSy1m29jYMG3aNIYMGcKePXss0gZroFAouHDhAra2ttxxxx0W6xMeHh6MGTMGpVLJnj17Bl2f+OCDD+jp6WHp0qW4uLhYrB3Tp08nNDSUvXv3DsodX3A5OH7+/Hna29u5++67b7lP3PITzsbGhueee47W1lbOnTs3aLJvJEmiq6uL48eP8+ijj1qspIeRTCbD19eXhx9+mOzsbI4cOWLR9piTWq1m27ZthIeHM3bsWBwdHS3aHplMxoMPPoiDg4OpPv1gIEkSPT097N27l6eeegpfX1+LtkcmkyGXy3nxxRfJyclh//79Fm2POWk0GjIzM+nu7mbWrFkWqYt2JZlMxh133EFUVBRFRUU0NDRYtD3mZOwTjz76KAEBARbNHjfu6Hj55ZfJzc1l//79g2ZCazxMOycnh7vuugtPT0+LtcXGxoaxY8eSkJBAfn7+oD0Ib+/evSQkJJCWlmbRZ5SNjQ0/+clPKC4u5sCBA4NmHmswGKirq+Orr75i9erVFilxYySTyYiMjOSOO+4gKytr0MybrnXixAl8fHwYP348fn5+FmuHjY0Njz76KK2trRw6dGjQZJEbdwb/+9//5vHHH7f4PNbLy4uHHnqIjIyMQXvI+blz51Cr1UyYMMEiNfmNZDKZKRCWkZFBVVWVxdpiTpIkoVQqeeedd3j88cct+lwCkMvlPPfccxw6dIj29vZBM4e9Uk1NDWVlZaSnp5OQkGCxdshkMiZOnMjw4cM5fvz4oDpDRKlU8v7777Ny5UpCQkIstmgElw+wff7558nIyKC1tXVQ9omOjg6OHz/OpEmTGDVq1C1/Xp/czREjRjBlyhSOHj1KR0fHoLgxarWaw4cPA/D4449bNOhh5OjoyNixYxkxYgR//etfB80q0jfffENhYSHTpk0jMTHRKu5FfHw8kyZNorS0lOrq6kHRJyRJYv/+/fT09PD0008DWPxe2NjYMHr0aCZNmsRvfvObQdMnsrKyOHbsGAkJCUyZMsXi9wEuH3I0ceJEVCoVhYWFg6JPwOXscZVKxZNPPom9vb1V3IvRo0czbdo0fvvb36LT6QbFvSgrK2PHjh14e3uzbNkyiy9UDBs2jClTptDe3k5eXp7F2mIp5eXlFBQU8MADD1h84Qhg1KhRTJ06lXfffReFQjEo+kRLSwuff/45kiTx8MMPW7xPBAUFsXDhQvR6/aCsMVtdXc25c+eYMWMGw4YNs+gLN0BiYiKTJ09my5YtXLx4cVD0CY1GwwcffEBXVxdPP/20xfuEi4sLK1euxNHRcVAleRg1NjaaSg5Nnz7d4n0iKiqK9PR0zpw5M6gOxXv//fdpb2/n6aefxsbGxmL9QiaTYWNjw6pVq3Bzc2P37t0WaYclKRQKioqKsLe35+6777ZYGS6joKAgxo8fbzrLZLC8Z3/wwQc0Nzfzox/9yGLlVYxkMhmrVq3C3d2dffv2DbozEtRqNRcuXKCxsZEnnniiT/pEn4w0dnZ2vPjii3R0dJCVlXXbZ0Pp9Xrq6+s5evQojz/+OEFBQZZuEvDfLPJnnnmGzMxMvvrqK0s3qd81Nzfz6aefEhsbS2pqqkW3uFzJzs6O1atX4+rqSk5Ozm1fU1OSJFpaWvjmm2/48Y9/THBwsMUDHnC5Tzg6OvLKK6+QlZXFF198Yekm9TtjTTStVsvs2bPx8PCwdJMATFsBhw8fTn5+PhcvXrR0k/pdW1sb27dv56mnnmLIkCFW0yfs7Ox47bXXOH36NOvXr7/tJ7RKpZLjx4+Tl5fH8uXLLZ4VCJjqqSYlJXHq1KlBlR0oSRLbt28nOjqaadOmWXyHC1wes1966SWKi4vZuHEjXV1dlm5Sv9JoNBQWFrJx40YefvhhAgMDLd0k7OzsiImJYf78+WRkZNDS0mLpJpmNJEkcPHgQd3d3Jk+eTEBAgKWbhJ2dHU8++SQdHR18/fXXt33NX71eT2VlJX//+9958sknreLdTiaTERgYyMMPP8z+/ftv+3eJK0mSRG5uLt3d3UycOJGYmBhLNwlbW1uWLVuGj48PO3fupLCw0NJN6leSJFFbW8sf/vAHnn76aUJCQizdJAA8PT155pln2Lt3L01NTYNmoUKSJC5evEhJSQlpaWkkJydbuknY2NgwceJEUlNTOXDgwKBY3K6treXPf/4zq1atIiIiwuILd3C5T/z4xz/m8OHD1NfX3/bvdUbG+NPRo0dJTU1lwoQJffK5fXZHR44cyYoVK8jKyqKmpua2Xr3o6urim2++ISAggCeffNIqOoaRXC4nLS2NOXPm8Otf/5rW1lZLN6lfffDBB1RVVbF48WISEhKsIgBlFB8fz+LFi6mpqaGoqAiNRmPpJvUbvV7PV199hYeHB88//7zFV7SvJJPJSE1N5e677+a1116jpaXltp5Mbd++naysLCZNmsTkyZOt6vkUGhrK3LlzkcvlnDp1CrVabekm9asvv/wSNzc3nnvuOavJHjcaO3Ys99xzD2+88QaNjY23dZ/Iyclh06ZNJCQksGzZMqvoE8Ys8vnz59Pd3T2oyqKdPHmSwsJCnn/+eYseznmtlJQUli9fznvvvcfFixdv63lsTU0N7733HgEBATzyyCNWcQ+MwUBjxuxgOlw7Pz+fs2fPsnz5ckaMGGE1c6hhw4axZMkSdu7cSU5Ozm1dfkipVPLWW2/h5ubGs88+axX3QCaT4ezszCOPPIKfnx8bNmywdJPMprS0lLy8PFJTU5k9ezZ2dnaWbhJwOYt83rx5VFRUsGvXLpRKpaWb1G8kSeK1117D0dGRF154waLZ40bGLPInn3yS4OBg1q9fb9H2mFNdXR3Z2dn4+vqyatUqix3Oea3AwEBmzJiBo6Mjn3zyCZ2dnZZuUr96/fXXsbOz48c//jHOzs4W7xNwuV888cQTDBkyhK+++gqtVmvpJplFR0cHJ0+eRKlU8uKLL97y4ZxGfTYjdnBw4KmnnsLHx4f9+/fT3NzcVx9tVVQqFdnZ2ZSVlbFmzRqL1x6/lkwmw9vbm+eff57W1lbeeustSzep3xw7doxNmzYxe/Zsxo0b12edoq8Ytz/Fx8dz6tQpysvLLd2kfqHX68nJyeHUqVO8/vrrFq9Pdy1jFvmaNWvo7u7m9ddft3ST+s2ZM2fYsmULoaGh3HnnnVaRmXklOzs7pk+fzpQpU7hw4QI5OTmWblK/kCSJnJwcjh8/zq9+9SuryAa8loODA2vWrEGtVvPmm2/etoGPiooKvv76a7q6uli1apVFa49fSy6XM3HiRObMmUNOTg6lpaWWblK/6+rqYtu2bcydO5fJkyfj5ORk6SaZODg4mBZ4//rXv9622ZotLS1s376d/Px8XnjhBYvWHr+WnZ0dQ4cO5dFHHyU7O/u2z9AE6O7uZv/+/SQnJzNjxgyruh/29vasXr2awMBA/vOf/9y290OtVrNjxw527tzJK6+8YhW7jIyMC0f/7//9P7Kzszlz5oylm9TvVCoVJ06cwMvLizvuuIOwsDBLN8nEzs6OO++8k+TkZHbv3n3blr4xGAx88803bNiwwSrf7by9vXnjjTc4ffo0+fn5t3WSB/x311d7ezsLFy5k6NChlm6Sia2tLWPHjmXevHnk5uaybt06Szep3xj7xJo1a6xmt7yRl5cXr732GgUFBeTn56PT6SzdpH6l0+m4dOkSZ86cYdmyZaSkpPTZZ/dpykhISAj/8z//Q1NTE8ePH7/ttgzrdDoqKio4ePAgixcvZu7cuVaRdXMtW1tb4uPjWbNmDZ999hmbNm2ydJP6XH19PX/6058IDg5m4cKFBAUFWdVDyiggIIDHHnsMNzc3MjMzb7stqgaDgfr6ejZt2sTixYtZuHChVfYJgIiICN566y0+++wzNmzYcNtNplpaWvjoo4/o6OgwTZ6ssU94enqydOlSxowZw7FjxygpKbF0k/qUcbvXZ599xpIlS1i0aJFVZN18l/DwcN588002bdrEhg0bbrtdLh0dHezYsYOsrCwWLlzIuHHjrOo+yGQygoODueOOOwgODmb37t23deaNJEls2rSJnp4ennnmGfz9/a1uvAgNDeX//b//x7Fjx/jyyy9vu8MJVSoVWVlZfPLJJyxYsICZM2da1T2QyWS4u7tzxx13MGbMGL766isUCoWlm9VvJEli165dtLS0cP/99xMfH28VmctXCgoK4umnn6a+vp7169dTUVFh6Sb1KZ1OR3FxMb/97W+ZP38+CxYssLo+4eDgwNy5c5k5cyaff/75bfd+fSVJksjMzOTixYvMnj2biRMnWk32uJGPjw/33HMPXl5efPHFF7fdOSKSJFFVVcWaNWuYP38+ixYtMh3ybg2M7bjjjjuYN28en3/+OW1tbbfde52RJEkUFhaSk5PDiBEjWLp0qdVkjxu5uroya9YsJk2axOeff86hQ4cs3aQ+d+nSJdasWcPcuXNZtGgRDg4OVtMn4HK/mDNnDvPmzWPLli00NDTctqVWJEmirq6O/fv3ExQUxKOPPtqnibJ9OgOwtbVl1qxZLF++nDNnznDu3DlUKlVfXsJijIHAnTt3Ehoayosvvoibm5ulm/WdZDIZTk5OLFmyhLlz5/LLX/6S8+fPW7pZfUatVvP73/+eS5cu8dBDD5GUlIS9vb2lm/WdbGxsGDduHMuXL0ehUHDy5Ek6Ojos3aw+IUkSXV1dbNiwAU9PT1599VXc3d0t3azvJJPJsLW1ZcmSJSxevJhf/OIXnD9//raZTGk0Gj7++GNOnTrFvHnzmD59utXtqDCysbFh6NChLFu2DG9vbw4ePHjb1JqVJAmNRsO6detwdXXltddew93d3aomUFeytbVl0aJFLFmyhN/+9re3VcaBVqtl7969bNmyhVGjRnHPPffg7Oxs6WZ9i729PaNHj2b16tW0tLSwa9eu27a0x9GjRzlx4gQvvfQSSUlJVhf0gP+elbBkyRI++ugjjh07dttsodfr9Zw9e5Z3332XkJAQnn76aatYV5y6AAEAAElEQVTbZQSX70F4eDg//elP0Wq1bNy48bbtE6dOneL48eOsWrWKiRMnWuUzysbGhkmTJrF48WKOHj3Kjh07bpuFI4PBQF1dHa+//jrOzs6sWbPGKt/tjLuDf/nLX2JnZ8dnn31224zV1zp37hzHjx9n0qRJzJ8/36p2fRnZ2NgwcuRIlixZYjoLq66uztLN6hPGd7v/+Z//QSaTWe081niI7ZtvvomDgwOff/45Wq32tnmvu1JlZSXHjh0jKCiIVatWWeWuVBsbG8LDw1myZAm+vr784x//uG3OmpIkCZVKxU9/+lMMBgOvvvoqXl5eVtcn4PJCxS9+8Qvc3Nz46quv6OzsvC37RHNzM0ePHkWlUvH8888TGhrap5/f50vkrq6u/OhHP2LUqFEcOXKE8+fPD/it25Ik0djYyDfffINWq2XNmjWEh4dbulk3ZGNjg6+vLy+++CIuLi688MILVFdXW7pZt0yn0/H222+zd+9eHnzwQat9obiSs7MzixcvZvr06RQXF3PixIkB/8ItSRJKpZLNmzdTV1fHG2+8QXR0tKWbdUPGzLSXX37ZVCv90qVLA37g0Ov1rFu3jq+++or09HQWLFiAl5eXpZt1Q3K5nPT0dJYtW0Z7ezu7d+8e8AtHkiSh1+vZuHEjZWVl/OY3v7GKQ6W+j4eHBz/96U/x8/Pj5z//ORcuXBjwL956vZ79+/fz0UcfERgYyOrVq63yhcLIzc2NadOmcc8995hK89xuysvL+frrr1m2bBmLFy+2mrqN38XNzY0nn3ySiIgI/vKXv3Dy5MkBf16CwWDg3Llz/P3vf6e7u5sXXnihz18o+pKDgwOjR4/mhRdeID8/nwMHDli6SX2usrKSHTt2MGXKFJYuXYqfn5/V9gkXFxdWrlxJSkoKGzduZMeOHQN+t4skSTQ0NPDb3/6WCxcu8Itf/IKoqChLN+u6ZDIZiYmJ/PKXv+TMmTPs3bvX0k3qc7W1tezfv5/IyEiWL19OdHS0VWXzX8nR0ZFZs2YxZ84cTp48ydq1awf8uV/GQODrr7/OyZMnefPNN61+HhsXF8cbb7xBQUEBe/fuve0yZltaWsjMzEQmk3H33XeTkpJitX3CwcGBUaNGce+991JXV8fvfvc7GhoaLN2sW2J8t3vttdc4fvw4b7zxBrGxsVY7VgPExsbyi1/8gsrKSvbv33/bJCsbdXZ2kpubS0VFBStXrmTq1Kl9vvOuX3rYkCFDeOGFF4iMjOTgwYMUFxcP2GLxkiTR1NTE3r17aWlp4Sc/+QkTJkyw2ofTlWxsbIiPj+fNN9+kpqaG//mf/6G1tXXABgQlSWLt2rV89tlnLFu2jIULF1rtCt61/P39WbVqFRMmTCA3N5eTJ08O2IUjY3B8165dFBYWsmbNGqZPnz4g+gRAdHQ0v/vd76irq+Oll16iubl5QPeJzZs385///Ifk5GTuvvtuQkNDB0Sf8PDwYP78+axYsYKKigr27ds3YAdxSZIwGAzs3LmTkydP8sorrzBz5kyr2pJ6I1FRUbzxxhsoFApee+01KisrB2zGpiRJZGRksHbtWpycnHjooYdITEy06ueTTCYjICCApUuXMmPGDPbs2UNubq6lm9Vn6urq+Oyzz4iOjua5554jICDAqu8HQFhYGC+//DIODg785S9/ITc3d8CWIJIkiaKiIv71r39x6dIlnn76aVJTU636HhizA+fPn8/999/Prl27yMrKsnSz+kxDQwMbN27E39+fRx99lJiYGKvcUXGloKAgHn/8caKiovjkk0/YtWvXgB6zm5qaeOedd8jIyOAnP/mJ1R1qfi2ZTIadnR3z5s3jySefZOfOnWRmZg7Y+eu1Wlpa2LlzJwArV65kzJgxVrsT0sjb25tly5Yxbdo0du/ezUcffURXV5elm9UrkiTR09PD3/72NzZv3sz//M//WF0JrmsZdwffcccdPPXUU+zdu5fMzMwBO3+9lkKh4MiRI9TV1XHnnXcyd+5cq08KdHFxYerUqaxatYqcnBz++Mc/DtgyaZIkIUkSb7/9NuvXrzf1CVtbW6t+tzNW9HjiiSc4derUbbUTUqlUkpeXR25uLpMmTeLee+/tl52Q/fLUk8lkjBgxgueffx4/Pz/279/PuXPnBlxA0JhdsGfPHmpqanjssceYP3++VR0qdSPGgWPSpEn84he/4PTp06xZs4ampqYBN6HS6XSsXbuW9957j5kzZ3LfffcREhJidbUar0cmkxEdHc2PfvQjRo8ezYkTJzh+/PiAe7kwbr3bs2cPp0+f5vHHH2f58uVWP2AbGQe0iRMn8vrrr5OTk8PPf/5zamtrB1zWgV6vZ9OmTbz77rtER0dz//33k5CQYLXlhq5lPHhqxYoVLFmyhLNnz7J79+4B93IhSRI6nc50WNMTTzzBvffei4uLi1VPoK4kk8kYP348r776KmVlZfzqV78akJnker2eQ4cO8e6776LX63nggQes8gDn72JnZ0d0dDQPP/wwo0aNYvv27RQVFVm6WbestbWVL774Ant7e1577TXi4+Ot+oXbSCaTkZKSwk9/+lOUSiV//vOfOXHixIDLJDcYDBQUFPDuu+9SWFjIqlWrmD17No6OjpZu2veysbExneMyc+ZMtmzZQkFBgaWbdcva2trYtGkTer2en/zkJ4wePdrq6sl+F5lMxtChQ3niiSfw9/dn7dq1bN26dUCO2XV1dbzzzjt88803rF69mqVLlw6IeaxxJ+QTTzzBggUL2Lx5M2fPnh1w73TXUigU7Ny5k5aWFh588EFmzJhhlaVuriWTyQgNDeXee+9lwoQJbN68mQ8++GDA1YiXJInu7m7eeecdPvroI1avXm21Zem+i5ubG48//jgLFy40HUA90Oav1+rq6uLo0aOUlpYye/ZsVqxYgY+Pj6Wb9b1kMhleXl4sXLiQe++9l3379vH73/+e5uZmSzftphjf7d555x3ee+89HnroIVauXDlg3u1cXV1ZvXo1ixcvJiMjg+zs7AEXc7qWWq3mzJkzZGVlMXLkSJ544gmCg4P75Vr99pZiZ2dHWloazz77LAEBARw8eJC8vLwBs4JhMBi4dOkSu3btor6+ngcffJC77roLDw8PSzftphgPd7nzzjtZs2YNmZmZrFmzhqqqqgEzoerp6eFf//oX7733HhMnTuThhx8mIiLC6rNtrmVra8uwYcN49NFHSU1NJSsriyNHjgyY0hKSJNHW1sauXbvIy8vj/vvvZ9WqVVZfzuNaMpkMe3t75s2bx89//nNOnTrFK6+8QllZ2YDJOjDWuX7nnXcIDw9n1apVjBw5ckAEAq9kY2NDaGgo9913H0uXLqWgoIBvvvlmwNQ3lSQJtVrNzp07OXz4MPfffz+PPvoo3t7elm7aTbOzs2PWrFn87Gc/o6SkhF//+tfk5eUNmIVtrVbLrl27+Mc//oFer+e+++5j8uTJuLi4WLppP5hcLmfkyJE8/vjjhIWFDeiAoLE03RdffIFCoeDVV19l4sSJVp95cyU7OzvS09N57rnnUCqVvP322xw4cGDABAR1Oh2nT5/m73//O8XFxdx9990sXLjQas8K+S62trZERUXx3HPPkZSUxMaNGwf0gXhNTU1s3LiR5uZmnn/+eaZPn27V5YauZWtrS3JyMo899hiBgYF89NFHbNiwYcCUljAYDJSXl/O3v/2N3bt3c9ddd3HfffdZZZ3r65HJZAwZMoQXX3yR0aNHs2HDBvLy8gbMO921Wlpa2LFjB5WVldx3330sXLgQX1/fAdMnbGxsiI6O5oEHHmDChAls2rSJ9957b8CUlpAkidbWVt5++23+85//sGTJEn70ox8NuHmssXrB2LFj+frrr8nJyRmw1QsUCgWHDx+moKCAqVOncv/99w+Y3cFwuU/4+flx1113ce+997Jnzx5+85vfUFNTY+mm/SDGd7u3336bf/7znyxZssT0bjdQ7gFAcHAwTz75JOnp6Rw+fJgTJ07Q3d1t6Wb1Snd3N9nZ2Rw7doyYmBiefPJJhg4d2m/3Qyb184ja09PD0aNH+d///V8uXrzIyJEjSUlJseqgWk9PD+Xl5WRkZNDT08O9997L0qVLrbqG6fcxlsXYuHEjf/nLX0hOTuaZZ54hJSXFqjt7Y2Mja9eu5csvv2T69Ok89NBDxMXFDZgs2e+i1Wo5e/YsH3/8MZmZmcTExDBhwgSr/n7pdDpqa2s5cuQIlZWV3HPPPTzwwAMMGTLE0k27JUqlkk2bNvG3v/3NlBmVmppq1d+vlpYWPv/8c9avX8/w4cN54IEHSE5OHjCZHt9Fp9NRVVXFZ599xqZNmxgyZAhTp0616hq5BoOB1tZW0+LvPffcw6OPPkpYWJilm3ZLVCoV27dv55133iEgIIDVq1czadIkqzzMz6i9vZ0dO3bw+eef4+7uzsqVK5k8efKAW9A2UiqVZGRk8O6771JZWcncuXMZNWqUVY/VV5IkiZqaGrZs2UJnZycvvvgiy5cvx8HBYcD8DldSq9UcPHiQf//73+j1epYvX86cOXPw8/OzdNOuy5h9tm7dOlpbW7nrrruYP3++Vbf5RnQ6HSdPnuRPf/oThYWFzJ8/nzFjxgAMmO9UTU0N27Zto62tjaeeeooVK1ZY5eF3P4RGoyE7O5uPP/6YixcvMnfuXJYuXWrV5zOp1WoKCgr4+OOPycvLY/HixaxcubLfMtD6myRJnD59mt/97necO3eOefPmMXbs2AFT2g2gvr6e3bt3U19fzz333GO6HwNhl9G1dDodpaWlrFu3jsOHD5Oens6DDz7I0KFDLd2069LpdFRUVPDBBx+wZ88eFi5cyMMPP2zVc+/vk52dzZ/+9Cfy8/OZPn06qampA2ru0dzcTEZGBmVlZaZSJUOHDh0wO+avpNfraWhoYP369Xz++eeMHTuWxx9/nBEjRli6addlMBior6/n3//+Nxs3bmThwoU89thjhIWFDZjv0LXOnDnDu+++S1ZWFikpKaSlpQ2ouYdCoSA7O5u8vDzi4+N59NFHSUtL69dE2X4PkMPlgODJkydZt24dubm5BAcHk5aWRmhoqNUNgu3t7Zw9e5a8vDzc3Ny45557mD9//oBbSf0ukiSh0WjYuHEj//u//4ubmxurVq1i/vz5Vjl45OXlsXbtWk6cOMGcOXN4+OGHCQsLG5CDxLX0ej1FRUWsX7+eAwcO4OLiwsSJE4mNjbW630+pVFJcXExWVhY9PT2sWLGCe++9d8C+aF+rp6eHzZs3s3btWuRyOffccw8LFizAzc3N6vpEQUEB69atIyMjg3HjxvHAAw+QkJAw4DLHv4vBYKCuro4NGzawadMmACZNmkRSUpLV9QmtVkt5eTlHjhyhqamJu+++m4ceeojAwEBLN61PaDQadu7cyccff0xPTw/z589n0aJFBAYGWt2YXVpayqZNm9i3bx8RERGsXLmScePGDajM8e+iVqs5fvw47733HoWFhUydOtXqy8UYp5MFBQXs37/fVEJi8eLFVjnHuBlarZaMjAzWrVtHbW0tkyZNYsmSJcTFxVnd86mmpoZvvvmGHTt24ODgwPLly5k1a9aAypL9Lnq9nuzsbN5++21Onz7N9OnTGT9+PHK53Kq/W5Ikce7cOQ4cOIBWq+Wpp55i6dKluLq6WnW7v49Op+PMmTN88cUX5OXlkZSUxIoVKxg9erTV7fBsbW3l0KFDbNq0iebmZpYuXcqyZcvw9fW1dNNuiSRJ5OTk8Je//IVTp04xdepUxo8fj5OTk1V/tyRJori4mMOHD9Pd3c19993H8uXL8ff3t7o5xs3Q6/VUVlayYcMG9u7dS1hYGPfeey9Tp061uj6hVCrJysri008/paioiMWLF/Pggw9adbLWD5Wbm8s//vEPTpw4QWpqKuPHj8fd3d2qv1uSJFFRUcGxY8dobGxkzpw53HvvvcTExFjdHONmGJOJNm7cyJdffomPjw8PPPAAd9xxh9Ulo+l0OnJycvjwww85deoUixcv5pFHHrkt3u3OnTvHBx98wKFDh4iNjWXChAn4+/tb9XdLkiTq6+vJysri4sWLJCcns3r1arPMMcwSIIfLg0ZhYSFbtmzh4MGDyGQyRo0aRVxcnFVM2rVaLTU1NWRnZ1NZWUlsbKwpC82aM+dulvE03j179vDJJ59QU1PDwoULmT9/vtUEZzs6Oti/fz+fffYZtbW13HPPPaxYsQI/Pz+rHtxulrGMz/bt29mxYwdtbW2kpKQwbNgwq5i063Q6mpubyc/P59y5c/j5+XHvvfcyb968AZuZeT06nc70nausrGTmzJnMnz/faoLPnZ2dHD58mPXr11NZWcm8efNYsWIFYWFhVjfpvhXGrZ67du1i48aNVFZWkpKSwsiRI61i0m4wGFAoFBQUFHDq1CkcHR25//77ueuuu6xiHOtLOp2OzMxM1q9fT3FxMWPGjOHOO+8kOTnZKmqDdnd3k5WVxaZNmzh//jzjxo1j+fLlDBs2zCr6bF/QaDTk5OTw/vvvk5WVRXJyMhMnTrSK8eFaxi2pp06dIiMjg5CQEB555BEWLVqEjY2NVQdrfii9Xk9+fj6bNm0iJyeHiIgI5s+fz7hx46zinqhUKs6ePcvWrVs5efIkERER3H333YwfP35A7zC6ksFg4OzZs7zzzjscOXKE5ORkJk2aZLUlGa7sE0FBQaxevZpFixZZfVD/hzIYDJSVlbFt2zYOHTqEq6sr8+fPZ8qUKYSEhFi6eaYdwd988w0HDhzA2dmZlStXMmvWLKsYx/qKsU8cPnyYESNGMHHiRKsNNqvVanJzczl27Bienp7cc889LFq0aMCVL7geg8FAY2MjO3fuZNu2bWg0GhYsWMCcOXOIiIiwdPPQ6XTU1dWxZ88etm7dikql4r777mPRokW31Ty2sLCQ999/n4MHDxIdHc348eMJDg62uqAsXH5OnTt3juPHj2Nra8udd97JsmXLCAsLs8o+fLOM55ft3r2bL7/8kubmZhYtWsSdd95JTEyMpZtnCuLv37+f9evX09TUxP3338+KFSusuuLFzSotLeWTTz5hz549eHl5MW7cOCIjI63yTBqtVktZWRknTpygs7OTSZMmcffdd5OUlGSWPmG2ALlRfX09e/fu5euvv6ampobQ0FBGjhxJaGioRW6QXq+nqamJ4uJiiouLkSSJtLQ0lixZwqhRo6wiYNxfCgoKWLt2LVlZWcTHxzN//nwmTZqEj4+P2R/IkiSh1WrJyclh9+7dHD16FE9PT5YvX87ChQtvm5eJ76JQKDh69Chffvkl58+fJyAggFGjRhEVFWWRl1qDwUB7ezulpaWcP3+ejo4ORowYwbJly5gyZcpt3SfOnz/PJ598QmZmJqGhocyZM4cpU6YQFBRkkUC0RqMhLy+PvXv3cuzYMZydnU3ZvJ6enrdtn1Cr1WRnZ/Ppp59y6tQpvL29GT16NHFxcRbJDDYeYFReXs65c+eoq6sjPj6eu+66izvuuOO2WqS4VllZGRs2bODQoUO4u7szbdo0pk2bRmRkpEUC0Vqt1pSNefToUSRJYvr06SxatIghQ4bcFi8TV9Lr9ZSWlvLxxx+ze/du/Pz8GDVqFMOGDbOKg/0kSUKSJKqrq8nJySEnJ4fU1FQeffRR0tPTgYFTAuOHqqmpYceOHezevRutVsuECROYOXMmiYmJFhmzjVv7jxw5QkZGBgqFgrFjx7Jo0SKGDx9+2/UJSZKorKxk7dq1bN++/Vt9wtLfN+NrVXV1Nbm5uZw+fZqxY8fyox/9iPT09AFVh/+Hamlp4fDhw2zevJmGhgZGjx7N3LlzSUlJsUggWq/XU11dzfHjxzl8+DBVVVXEx8ezZMkSJkyYcFvOYysrK/nwww/Zvn073t7ejBw50vRMsobvm7H0Vn5+PtnZ2aYSgVOnTrWaNval7u5uTp48yRdffEFRUREjRoxg/vz5pKWlWSTJyGAw0NLSwsmTJzlw4ADnzp0jJCSEu+66i9mzZ9+WfaK6upp169axfft2HBwcGD58OImJiXh4eFjFuChJEg0NDZw9e5acnBxCQ0NZsWIFs2bNstpF31uh1WrJz8/n448/Jicnh2HDhrFw4ULS09MtsjhjDNxnZ2ezb98+srKy8PPzY/ny5SxYsOC2fLerr69ny5YtfP3116hUKuLi4hg2bJjVZJNLkkRLSwvnz58nNzfXFPdYuHAh4eHhZusTZg+Qw+Usl/z8fLZu3cqJEyfQ6XTExMQQHR1NSEiIWV4wdDodTU1NVFRUUFxcjEKhIDo6mnnz5jFt2jSryFY0h9bWVjZv3sy2bdvo7OxkwoQJpKWlkZKSYpbOYiz7cubMGU6dOsX+/ftpampi6tSp3HPPPQwdOtQqBrH+ptFoKCsr4+uvv+bgwYMoFApiYmKIiYkhPDzcLEFBvV5Pe3s7FRUVlJSUUF9fT2BgILNmzWLevHlWXVuyLxnrGW/bto3m5mZGjRpl6hMhISFmCUr19PRw9uxZTp06xcGDB2loaGDChAksX76c4cOHW0VgrL/p9Xrq6urYvHmz6bDk2NhYYmNjiYyMNMvOHoPBQFdXF1VVVZSWlnLx4kXc3d2ZPn06y5Yts4rMB3Po6Ojg0KFDbNu2jcrKSlM2zpgxY4iIiDDLmK3RaCgsLCQ7O5tDhw5RU1PDiBEjWLJkCaNHj76tdnpdS5IkOjs7+fzzz9m4caMpADV8+HBCQkIsVnPWYDDQ1tZGcXExeXl5aLVa0tPTeeKJJ4iMjDR7e8ypu7ub06dPs23bNgoKCvDz82PixImMGTOG+Ph4swQFtVotpaWl5OTkmGqWRkREcOedd5Kenm4VWe39xbhjYd26dXz55ZfU19eTkpJi6hOW2rUgSRLt7e0UFxeTk5ODRqMhPT2dxx57jKioqNt6PtvT00NRURFbt27l+PHjODo6kp6eTmpqKsOHDzdLAESn03Hp0iXy8vLIzMykoKAADw8P5syZw+zZs60iq70/qVQqvvjiCzZu3Eh1dTVJSUkMHz6cIUOGYG9vb7GAW1tbGxcuXCA3Nxe1Ws24ceN4+OGHGTp0qFVm9PYV4/dxy5Yt7Nu3D4PBwKRJk0hLSyM5Odks5VuNiYD5+flkZWVx6tQpAGbMmMHChQuJiorq9zZYklqt5uuvv2bjxo2Ul5cTFRXF8OHDCQ8Pt2gpIoVCQWlpKfn5+XR2djJixAjuu+8+UlJSbpsdX9/FYDDQ1NTE5s2b2b59OyqViqlTp5KWlsbo0aPx8vLq93tiMBjo6OjgzJkznDx5kqNHj9LV1cW0adO46667iI+P79frW1pPTw8HDx5kw4YNpvlrUlISUVFRFq1N3tnZSUVFBWfPnqW5uZmoqChTcqa5F1AsEiA3Mh5EsHPnTkpLS5EkibCwMIYMGYK/vz++vr59OnAaswCbmpqora3lwoULtLS0EBgYyNSpU5k3b57VlBkxt7Nnz/Lll1+SnZ2NjY0NKSkpJCUlERMTQ1RUFG5ubn02sTdmnDU2NlJWVsa5c+fYv38/FRUVJCQksGzZMubMmWPRyZylGDMONm/eTGFhIT09PYSFhREaGkpAQAD+/v593idUKhUtLS3U1dVRXl5ObW0tbm5upKWlsXDhQkaNGnVbrqJ+n6KiIrZs2UJWVhYajYbExERGjhxpCtB6e3v32d/F+Bj+rj4RFxfH4sWLmTNnzm2ZZfN9tFoteXl5rF+/nvz8fLq7uwkLCyM8PJyAgAACAgKws7Prs7+LcdGura2N+vp6KioquHjxInZ2dqSkpLB48WImTZo0KPtERUUFO3fu5MiRIygUCiIiIhg1ahTx8fFERUUREBDQ58+npqYmysvLKSws5NChQ5SVlREWFsa8efOYO3euRXY8WYIkSRgMBk6cOMEnn3zCqVOn8PDwYMSIEYSHh5vqw5vj+aDX62ltbaWqqoqioiKqqqqIiYnhrrvuYuHChTg5OfV7G6xFQ0MDBw8eZO/evdTW1hIQEEBKSgqJiYlERkYSGhrapwuaxuyaiooKioqKOHr0KEVFRXh7ezNjxgzuuOMOIiIiBk2fAEx94uTJk7i5uZGUlER4eDhBQUFmy9aWJIm2tjaqqqo4f/48Fy9eJCoqihUrVrBo0SIcHR0HzditUCg4ceIE27Zto7S0FHd3d8aOHcuwYcOIjo4mIiKiT3cfSZKEQqGgqqrKdF7OmTNnsLe3Z8KECdx5551WeZZJf5EkiVOnTvHZZ59x4sQJHB0dSUhIICIigqCgILPuyG1ra6OyspKioiIuXrxIeHg4S5cuZdGiRQPqkLhb1dPTQ05ODhs3bqSgoAAnJydSU1NJSkoiOjqaqKioPt1Fb4x31NTUUFJSQnZ2NqdOnUKlUpGSksLChQsZP378oJnHSpLEmTNn2LBhA0ePHsVgMJjiG8HBwbi4uJjtu9je3s6lS5dMfSIwMNCUIRsQEDBonlMGg4H8/Hy++OILcnNzkcvlpKWlmfpEdHR0nz6rJEmip6eHuro6ysrKyM/P5+jRozQ1NZGUlMTixYuZPn36bb1gdyVJkigpKWHbtm3s378fhUJBWFgYsbGxhISEmHWXRUdHBzU1NVy4cIHy8nJTItrChQuJjY21yHPKogFy+G/N2czMTLZv305BQQE6nQ4vLy9iY2Px8/PD3d0dd3f3Xj3Aenp66OjoMP1TXV1NfX09SqUSX19fxo0bx7x586ym1rAlGQwGzpw5w5YtWzh27BgajYbQ0FBSU1OJj48nMDAQPz8/vL29b/qhZczEbGxspKmpibq6Os6cOUNhYSE1NTVEREQwc+ZMlixZgoeHx6CZNH0XY9D61KlTfPXVV2RnZ9PT04OHhwfx8fH4+/vj7u6Oh4eHKWB6M38vjUZDV1cXHR0dKBQK6uvrqa2tpbOzEzc3N5KTk5kzZw6pqam39Sr2D2EwGCguLmbHjh0cOXKE9vZ2AgMDTbXig4OD8fPzw8fHBycnp5saTIwT2MbGRhobG6mvr+fMmTOcO3eO6upqwsPDmTFjBosXL75tajP2lvHshOzsbDZs2EBWVhYqlQp3d3eGDh1KQEDAt8aJm/l7abVauru7TeNEU1MTNTU1tLe3Y29vT0JCArNmzWL69Om3Vd3S3jCWN9i3bx/79u2jtrYWLy8vkpKSSE5OJjQ0FD8/P3x9fXF1db3pCVZXVxdNTU2mPnH27FkKCwu5dOkSwcHBTJkyhQULFhAcHDxoXiSuZHxufPnll2zdupXq6mo8PT1JSkoyJRa4u7sDfVvaxGAwoFaraWlpobGxkeLiYqqqqvDw8GDGjBmsWrWK0NDQPrveQGJcyDly5Ag7d+6kpKQEZ2dnEhISGDt2LOHh4fj5+eHn59erlw5jYkdTUxP19fUUFhZSWFhIVVUV3t7ejB8/nnnz5hETEzModhd9F6VSaeoTly5dwsPDg8TERAICAkx9oq8XkIwv3K2trTQ1NVFUVER5eTmurq7MmDGDhx9+mNDQ0EE5dht3vWRlZbF161by8vJwcHAwHQ4WERGBv78//v7+eHp63nSfUCqVtLS00NTURENDA8XFxRQWFlJRUYFcLiclJYW5c+eSnJw8qBbsrqRUKvn666/ZunUrFy9exNnZmbi4OIKDg/H19cXDw6NPkwvgv+UyjffGuFjk7OzM9OnTWbVqFZGRkYNiAe9axuSL7OxsvvrqK7KysrC1tSU6OppJkyYRGRmJv78/AQEBphKKN3Nv1Go1bW1tpj5hLAlYVlaGTqdj2LBhzJo1i0mTJt3WO+5uRK1Ws3fvXrZu3UpRURE2NjZERkYSFhaGr68vnp6e/bKApNFoaGlpobm5meLiYsrLy5HL5aSnp3PfffcxdOjQQTl2GxMmc3Jy2LBhA5mZmdjY2Jj6RFRUFH5+fvj7++Pl5XXTY7hGo0GhUJjeKaqqqigoKODChQsoFApiY2OZNWsWc+bMMc2bB5uenh5OnjzJ119/bdr1FhISQnR0NL6+vnh7e/fLTgtjIlpzczOlpaWUlZWZEnSNh31boqSqkcUD5EaSJNHR0cHJkyc5fPgw2dnZNDc34+TkhLOzM4GBgQQEBODk5IRcLsfBwQFbW1tsbGywtbXFYDBgMBjQ6/VotVp6enpME9fa2lo6OjpQKpXI5XKGDh3KxIkTmTJlCkOGDBk0K6g/lPEQpMOHD5OZmcmlS5dwdXUlKCiIyMhIYmJi8PPzw8XFBRcXFxwcHLCzs8POzg4bGxt0Op3pPqjVarq7u+ns7DStmFZXV1NXV4ejoyOjR49m6tSpTJs2bdAHY69lfPnKzs7m4MGDHD9+nIaGhm/1CWdn5+/tEzqdztQn2tvbqa+vp62tDaVSia2tLZGRkaSlpTFlyhTi4uIG5UB9IwaDgZKSEo4ePcqxY8coKyvDzs6OwMBAwsPDiYmJISgoCFdXV1xcXJDL5aY+YWtra7oHOp3O1Ce6u7uprq6msLCQ6upqqqurr+oTU6dONWtWw0BgzKLNzs5m//79HDt2jPr6epycnHByciIwMJDAwMBvjRPGf4x9wmAwoNVq0Wg0pkXUxsZGWlpa6O7uRpIkgoKCGDt2LFOnTiU5OdkqDzGxJGPd6ePHj3P06FEKCwvRaDQEBAQQFhZGTEwMYWFhpj7h5ORk6g/29vamceL7+oSDgwOjRo1i8uTJTJ061WpqR1qaMSi7ZcsWtm7dSm1tLc7OzoSFhREdHY27uztubm64urr2ajeWMdDR3d1NV1cXCoWCuro6Kisr6ezsxNnZmfHjx5tK3Aj/TfgwzmPz8vLo6OggICCAkJAQ4uLiiIyMxM3N7ao+YWdnd8M+UVNTQ1FREZcuXaKmpgZbW1sSExNJT09nypQpBAYGDsrFou/S1NTE1q1b2bZtG9XV1cjlcoYMGUJUVBSenp6mPuHg4HDTzxHjQq2xT3R0dFBfX095eTkKhQIHBwfS0tK46667SE1N7affcGCRJAmlUsnp06c5dOgQJ0+epLm5mYCAAIKDg4mPjyc6Otp0X27UJ3p6ekx9or6+3rRIV1NTg16vJyYmhvHjxzN58mSioqIGTSbg92lpaWH37t1s27aN8vJybG1tCQwMJDIyEl9fX9Pf3tHRsVd9wmAwoFQq6ezspLOzk4aGBkpLS00JBmlpaSxbtozU1FQxdnP5b6bT6UzvdpmZmTQ0NHyrTxgTPpydnU19ws7ODoPBYOoXPT09KJVKU7JNWVkZFy9epKamBpVKRUhICKmpqUyZMoXhw4cP+kRAo/b2djIyMti+fTvnzp1Dp9Ph5+dn2o3n5uaGm5sbTk5ONz22GoO+xthHV1cX9fX1lJWV0d7ejp2dHWPGjGHx4sWMGzdOvFvw37+Z8d0uMzOT+vp6/P39CQ4OJi4ujujoaDw8PEx9wt7e3vQ+cWWsQ6PRoFKp6O7uprW1lYsXL1JWVkZNTQ1tbW34+PgwduxYJk+eTGpq6qBdQL1WV1cXOTk5bN++nVOnTtHd3Y2Xlxfh4eEMGTLENE64uLj0Km5qMBhMc6fOzk4aGxu5ePEira2tyGQykpKSTOUBreGwYKsJkF9Jr9fT0tLC8ePHyc3N5cyZM9TW1qJWq5HL5aZ/jAFZOzs79Ho9er0eg8FgCnqoVCpsbW3x8vIiISGBkSNHMn78+D7fynQ7UyqV5Obmkp2dzZkzZygvL6ejowN7e3s8PDzw8vIyBcmNwSiNRmNapOjo6KCtrQ2FQoGdnR3+/v4MHz6c5ORkJk6cyJAhQyz9Kw4IxgWkY8eOkZOTQ15enmkC9K0+4ej+f5MoPboeJQatBo2mxzRoyGQyPDw8iI2NZcSIEaSmpjJ06NBBnxn7Q6nVas6fP8/p06c5c+YMJSUltLS0mP6uXl5euLm5mfqEvb29qU9oNBpTn2hra8PGxgZfX1+SkpIYNWoU6enpDBkyRATFfwDjBDQjI4Pc3Fxyc3Oprq7+Vp+4MkBuDHAYxwmNRoNarUaSJFxdXQkPDycpKYkxY8YwYsQIfHx8LP1rDggajYbKykpOnjxJfn4+58+fp7GxEb1ej7u7O15eXnh4eJj6hIODg6k/aLVaU58wTpT8/PyuGifCwsLEi/UNtLa2smfPHvbs2WN62XN3d8fb25vQ0FA8PT1xdHQ0PY+M/cGYoWZ8uTAuHF25mFpbW0tzczNdXV1IkkR0dDTTp09n+vTpREdHW/pXt1o6nY7GxkZOnDhBXl4eBQUF1NbWotFoTH3CmK3m4OCAXC6/apzo7OyktbXV1Cd8fHxMZb6MGbhiIfv62traOHDgAHv37qWgoAC1Wo2LiwteXl6EhISYdn0Z+4TxfcKYoXZtgoFxrOjq6qKmpobGxkY6OzvRaDREREQwffp0Zs+eTVxcnKV/datlPAA+MzPT9G5XXV2NWq02Pa88PT1NY4Sjo+NVfaKrq8s0TkiShKenJ/Hx8YwYMYJx48YRGxtr0Ywza6dQKDh27Bj79+8nNzeXjo4OnJyc8PT0JCgoyJT4dGWfMCbdyGSyq+ZPxgULjUZjWthuaGigs7MTlUpFeHg406dPZ+7cucTFxYk57XUYDwk8evQoOTk55Ofnc+nSJdRqNW5ubqY+ceU4YXweGRew29vbaW1tRafT4ebmRlRUlGkea67a/wNVV1cXubm57Nu3j1OnTtHU1IS9vT2enp74+/sTGBiIq6srcrkce3t70/zpu/qEccHCuGhh7BMdHR2oVCrCwsKYOnUqc+bMIT4+XiRn3oCxT+Tm5pr6hFKpxNXV1TR3Ms5p5XK56Z1Oq9WiVCpRKBS0tbWhUqlwdnYmNDSUpKQkUlJSSElJwc/Pz9K/otVSqVQUFxebFiqqqqqwsbHBw8MDPz8/QkJCcHNzMz2T7O3tTXMnGxsb06KpMS5rHCe+q08EBweTnp7OrFmzGDZsmFUtVlhlgPxaer2eiooKysvLqaqqoqqqirq6OlQqlWnV2phB6OzsjI+PD6GhoYSGhhIREUFcXNygrN3bH4wrPpWVlVy6dIna2loUCoVptU6r1ZruhaurK76+vgwZMsR0L2JjY0VWRx+QJImKigrKysqoqqqisrLSVDroWFsgXd0qHOQOxLt2MsTNgK+3J0OGDGHIkCGEh4cTGxsrMjH7iPFg04qKClOGX0tLi+n5pFKpTH3CxcXlW8+n+Ph4EejoI8Y+cenSJVOf6O7uRqVS0dnZib29vWmc8PT0JDg4mCFDhpiybq3lFO+BTqlUmvpEVVUV1dXVNDU1mfpEV1fXdcfsyMhI08FdYsy+eUVFRRw5coTs7GwKCwtpbW3Fzs4OZ2dn09/c3t4eO7kTdnYOIAOdVoNOo0b7f0FA43NLr9fj6elJdHQ0Y8aMIS0tjZEjR4oxvBe0Wq3pPAPjPLaxsfG681jj4saV48RgqmPdl0pLSzl27BinT5+msLCQpqYmANPf2xgoNwYEjQFynU5nWjBSKpUolUq0Wi2urq5ERkYyevRoxo8fz9ixY8UY3gsGg+Gqd7vKykoaGhq+s084OTnh7e191Tw2Li6uV2W8BLh06RJZWVmcPHmSgoIC6urq0Ol0ODo64uzsjKOj4+WgoIMcO4fLmeUGgwGNWoled3WfUKvVODk5ERERwZgxYxg/fjzjx48XY3gvXbx48Vt9wjgmd3Z2IpfLTX3iynmscTert7e3mMf2QmNjIzk5OZw4cYIzZ85QVVVlSsw0zp+MgfIrk260Wq1p0cKYzW987wsPD2fs2LGmPuHg4CD6RC9UVlZeFQNsaGigu7vb9D5ha2tr6hMeHh4EBgaaYk/R0dEEBQWJBYleMB5kmpmZSV5eHqWlpXR3d1/VJxwdHf/vncLF1Cc06m50Ws139omwsDBSUlJIS0sjLS0NV1dXq+wTAyJALgjCDxf/D1DrL//7W9NhyVBwFvEMQRCEQaW7u5uCggLKysqorKykoqLClL1xQeFEm+byZNbPUUeouwEfN0dTiRzjy3ZcXJzYSSHcNozZUSUlJVRWVlJZWUldXR3t7e0olUo0Gg16vR57e3tTGUFfX1/Cw8NNC6kJCQkEBARY+lcRhD7R09NDRUUFxcXFVFRUUFlZaSpHUN+hp6zbBYPBgNzWQJS7lgA3O9PW+/DwcCIjI0lKSiIoKMjSv4og9AmtVktdXZ3pXANjYLalpYWuri7UajU6nQ4bGxtTyQ9PT0/Cw8OJiIggMjKSESNGEBQUZJXBP0G4WXq9ntbWVs6ePWtK9KioqKC5uRlFZxf5Ci/0+svBp1iPHgJdZXh6ehIREXHVOBEcHDwgFrVFgFwQbjMiQC4IgiDcyENb4cDFy/9+9zB4fDREe1m2TYJgacZXIhHUEATYWQpP7Lj87+Ee8MY0mBJu2TYJgqWJcUIQ/qtbA4nvXf53GfCPeTA/1qJNumViv4EgCIIgCIIgCIOaCHgIgiAINyLGCUG4vVl/jrsgCIIgCIIgCIIgCIIgCIIg9AMRIBcEQRAEQRAEQRAEQRAEQRAGJREgFwRBEARBEARBEARBEARBEAYlESAXBEEQBEEQBEEQBEEQBEEQBiURIBcEQRAEQRAEQRAEQRAEQRAGJREgFwRBEARBEARBEARBEARBEAYlESAXBEEQBEEQBEEQBEEQBEEQBiURIBcEQRAEQRAEQRAEQRAEQRAGJREgFwRBEARBEARBEARBEARBEAYlESAXBEEQBEEQBEEQBEEQBEEQBiURIBcEQRAEQRAEQRAEQRAEQRAGJREgFwRBEARBEARBEARBEARBEAYlESAXBEEQBEEQBEEQBEEQBEEQBiURIBcEQRAEQRAEQRAEQRAEQRAGJREgFwRBEARBEARBEARBEARBEAYlESAXBEEQBEEQBEEQBEEQBEEQBiURIBcEQRAEQRAEQRAEQRAEQRAGJREgFwRBEARBEARBEARBEARBEAYlESAXBEEQBEEQBEEQBEEQBEEQBiURIBcEQRAEQRAEQRAEQRAEQRAGJREgFwRBEARBEARBEARBEARBEAYlESAXBEEQBEEQBEEQBEEQBEEQBiURIBcEQRAEQRAEQRAEQRAEQRAGJREgFwRBEARBEARBEARBEARBEAYlO0s3QBCE3pEkCZ1OR0NDA3V1dbS0tKBWq/HoGYVca8DGxpbC0xU4XezE19MNf39/AgICcHd3x9bW1tLNFwRBEMxAp9PR1NREQ0MDzc3NKJVKumricNN4AFBf1sih9gYuetrg4+NDQEAA3t7eODo6WrjlgiAIgjno9Xo6OztpaGigsbGRjo4OzrS74a6Nw2AwQHsPJ49eRFnYg6enJwEBAQQEBODi4mLppguCIAhmIEkSPT09NDQ0UF9fT2trK51qHR66VPR6PTY2MnKOX4DiTjw9PQkMDCQwMBAXFxdkMpmlm/+DySRJkizdCEEQvp8kSXR2dlJSUsKFCxe4cOECdXV1tLW1oVAosLW1xcbGhianOBzkTuh0WpxVNcj1Hei1GhwdHXF3d8fX15fw8HBiYmKIi4sjJCQEZ2dnS/96giAIQh/o6uqitLTUNFbU1tbS2tpKR0cHkiRhY2NDu2M4BkdvJEnCoacZJ00TNjoVNjY2uLq64uXlRXBwMDExMcTGxhIVFYW3t7elfzVBEAShD6hUKqqrq01jRVVVFU1NTSgUCnp6erCxsUFj70mHUzh29vZIPd24qKtx0HWi1+txcXHB09MTf39/oqOjiYuLIz4+noCAAEv/aoIgCEIf0Ol0tLa2UlJSQklJCWVlZdTX19Pe3k5nZye2trbIbOxocE7A0dERjUaDm6oSR50CrVaLi4sLHh4e+Pn5md4njOOENSdrigC5IFgxSZJQq9UUFBSQk5NDfn4+1dXVAMjlclxdXfH19cXf3x8PDw/s7e1xcHBALpej1WrR6XRotVq6urpobW2lubmZ9vZ2lErl5YeYmxuRkZGMGDGCUaNGER4eLrIGBUEQBhitVmsaJ/Ly8rh06RIGgwEHBwdcXV3x9vbGz88PT09P5HI59vb2yOVyJElCq9Wi1WpRq9W0t7fT3NxMW1sbnZ2dpkBJcHAww4YNIyUlheHDh+Pm5mbpX1kQBEG4CTqdjvLycvLy8sjPz6e8vJzu7m7s7OxwcnLC09MTX19fvL29cXFxMb1T2NnZmcYJjUZDZ2cnzc3NNDc309HRgVqtRqvV4u/vT2JiImPGjCElJQV3d/cBlTUoCIIw2On1elpaWjh79ix5eXmcP3+exsZGZDIZjo6OuLm54ePjg5+fnyn2ZHynMI4TxthTU1MTTU1NdHR0oFKp0Gq1+Pr6Eh8fT0pKCqNGjcLX19fqguUiQC4IVshgMNDW1saJEyc4ceIEhYWFqNVq3N3diYmJITIykvDwcIKDg/Hx8cHb2/vyKt51JqLG7PO2tjaampqorq6mqqqKixcvUlNTg1KpxNfXl+HDh5OWlkZSUhIeHh5m/q0FQRCEH0qSJJRKJcePH+fYsWMUFBSgVCpxdXUlJiaGiIiIb40TDg4ONxwnenp6aG9vp6Wlhbq6OqqqqqioqKCyspKWlhbkcjlxcXGkpqYyYcIEkS0oCIJg5VQqFbm5uRw/fpwzZ87Q2tqKXC5nyJAhREZGEhYWxpAhQ/Dz8zMFx68XsJAkCYPBgEKhoLW1lYaGBiorK6msrDRlF8pkMmJiYhg3bhyTJ08mKChIBMoFQRCsmEajobKykhMnTpCdnU1lZSUGgwEfHx+ioqKIiIggNDSUwMBAfHx88PT0xM7uu6t1G8PLV44TxveJ8vJy6urqkCSJ8PBwUlJSmDhxIhEREcjlcnP+ytclAuSCYEUMBgOtra2cOHGC48ePk5eXB8DQoUMZOXIkycnJxMXF9UmWt8FgoLm5meLiYvLz8zl79izV1dW4urqSnJzMxIkTGTlypAiUC4IgWBFjIDszM5OjR49y8uRJtFqtaZwYNWoUcXFxODs733JQQpIkVCoVFy9eJD8/n/z8fIqLi+np6SExMZH09HTS09Px8/Pro99OEARB6As9PT2cPn2azMxMTp48SWdnJ6GhoSQlJTFy5EgSEhLw9va+bpDjhzIGzauqqsjPzycnJ4ezZ8/S1dVFQkIC6enpTJ48mYCAABEoFwRBsCJarZaysjJOnDhBVlYWlZWVuLq6kpiYyIgRI0hKSiIsLKxPgtd6vZ6amhrOnj1Lbm4uBQUFtLW1ERYWxrhx40hPTycyMtLigXIRIBcEKyBJEt3d3Zw9e5b9+/eTmZmJTCZj9OjRTJs2jTFjxvTrlna9Xk9dXR0nT54kIyOD4uJiXF1dmThxItOmTSMhIQF7e/t+u74gCIJwY5IkIUkSRUVF7Nu3j927d6PRaBg1ahQzZsxg/PjxuLm59VsAwjhO5efnc+jQIU6ePIlKpSI1NZW5c+eSmpqKg4NDv1xbEARB+GEkSaKkpISDBw+yd+9eOjo6iI+PZ/LkyYwfP57AwMBbDorf6No6nY6CggL27dvHsWPH6OzsZMyYMcydO5dx48bh5OQkAuWCIAgWJEkSdXV1ZGVlsX//fkpLS/Hx8WHcuHFMmjSJoUOH4uTk1G/X1+l0FBcXk5GRwdGjR2lsbCQ6Oprp06czceJEi9YpFwFyQbAwnU5HbW0tBw4cYM+ePdTX1zNu3DjuvPNOiwQcmpubOX78OLt27aK4uJiIiAjmz59Peno6vr6+Zm2LIAiCcHki29XVxaFDh/j6668pKChg9OjRLF68mMmTJ9+wdEp/0Gq15Ofns337dg4dOoSHhwdLlixh9uzZBAcHm60dgiAIwn8plUoyMjL4+uuvOXPmDAkJCcybN48pU6bg6emJjY2NWdtz9uxZtm3bxt69e3FxcWHBggXMmTOH0NBQq6s7KwiCMBj09PRw5swZdu3axYkTJ3BycmLKlCnMnDmT2NjYfltAvZ7S0lL27dvH3r17USqVpKWlMXfuXIYNG4arq6tZ2wIiQC4IFqVUKikqKuLrr7/mwIEDREREsGzZMubMmdOvq3bfR5Ik6uvr2bVrF9u2bUOhULBgwQLuvPNOYmJiROaHIAiCmRgMBmpqati5cycffvghXl5eLF++nBUrVvRJGZXeMh7weejQIT799FPOnj3LggULWL58OcOGDUMmk4mxQhAEwUzq6+vZvXs3H3zwAc7OzixcuJDly5fj4+Nj9sD4lQwGA0eOHOHTTz8lJyeHWbNmsWzZMkaMGIFcLhfjhCAIgpm0traSmZnJ559/Tn19PWlpaSxbtozhw4dbdBeoJEmcOXOGTZs2kZGRQWhoKIsWLWLSpEn4+fmZdZwQAXJBsJD29naysrLYsGEDxcXFzJ07lwcffJDQ0FBLN81Eq9VSXFzMhx9+yPHjxxkzZgyrVq1i5MiRZl9dFARBGGyMWxC/+OILtmzZwsSJE3nxxReJjY21dNNMJEmivb2df/3rX6xfv57ExESeeuopxo0bd8PDowVBEIS+UVpayhdffMGXX37JmDFjeP7550lMTLSquXpnZycffPABX3zxBWFhYaxevZpJkybh6uoqxglBEIR+Vl1dzY4dO9i4cSOurq488MADTJ8+HU9PT0s3zUSlUrFr1y7WrVtHV1cX8+bNY8GCBYSFhZlt15EIkAuCmUmSRFtbG3v27OGzzz5Dq9WyevVqFi9ebPFDCa6nubmZTZs28emnn+Lt7c3LL7/M6NGjRb1ZQRCEfmDMzi4oKODvf/872dnZPPDAAzz99NM4OztbunnfyWAwsG3bNv74xz9iMBh48803mTBhgtnLvwiCIAwGxlf4Cxcu8Oc//5mMjAxWrlzJM888g4eHh9U+d3ft2sXf/vY3FAoFzz77LLNmzbJI+RdBEITBQJIkqqqq+PDDD9m9ezejRo3iscceY/jw4Va1iHql/Px8PvzwQ06fPs3kyZNZtWoV0dHRZmmvCJALghlJkkRLSwvbtm3js88+w9/fnx//+MeMHz/e0k37XiqVimPHjvHWW28B8Mtf/pK0tDQRJBcEQehDxuB4Xl4ef/jDHygvL+f//b//x9KlSy3dtO9lPET02Wefpbm5mT/84Q9MmjRJBMkFQRD6kPH1vaSkhNdff53c3FxeeeUVVqxYYbUBjyuVlpby6quvUlJSwjPPPMO8efMsXgpGEAThdiNJEpWVlfz973/n8OHD3HXXXTzwwAOEhIRYumnfq6Ghgf/85z9s2bKF0aNH8/jjjxMfH9/vY5wIkAuCGbW3t7N+/XrWrVvH0KFDeeaZZ0hKSrJ0s34wjUZDfn4+P//5z+no6OCvf/0rqamp4qAdQRCEPqLRaDh79iyvvfYaTU1NvPXWW8yYMcPSzfrBJEni0qVLPP7445SXl/P+++8zYcIE7OzsRJBcEAShD0iSRHV1Nc8++yxFRUX86U9/Yu7cuQMqwFxbW8srr7zC6dOneeGFF1i4cCHe3t5inBAEQegjdXV1/OpXv+LEiRM89thjrFixAh8fH0s36wczxs4+/vhjhg0bxk9+8hPi4+P7dawTAXJBMJOuri42btxo6uDPP/88MTExlm7WTdPpdFy4cIFnn30WpVLJv//9bxISEgbUpFwQBMEaabVazp8/z1tvvUVZWRl///vfSUtLs3SzbpokSTQ3N3P//fdTV1fHxx9/zIgRI7CxsRHBD0EQhFtgfL6+9NJLHDx4kI8//phJkyYNyGdra2sra9as4fTp0/z0pz9l3rx5uLu7D8jfRRAEwZq0trby1ltvsWvXLl566SUWLVqEu7u7pZt105RKJZs2beL9999n2LBhrFmzhrCwsH4bJ0RESxDMoKenh927d/PJJ58QExPDU089NSCD4wB2dnbExcXx5z//Ga1Wy3PPPUd9fb2lmyUIgjCg6fV6KioqeOeddygsLOQ3v/nNgAyOA8hkMvz8/Pjf//1fnJycePrpp6mqqkLkZAiCIPSeJEkolUr+/Oc/s337dt5+++0BGxwH8Pb25le/+hWJiYn87W9/49ChQ6hUKks3SxAEYUBTqVT861//YsuWLTzzzDMsWLBgQAbHAZydnVm8eDEPPfQQubm5/PWvf6WlpaXfricC5ILQzwwGA7m5uXz00UcEBgby5JNPkpiYaOlm3RI7OzsSEhL4xz/+QUVFBb/85S9RKpWWbpYgCMKAJEkSTU1NbNiwgYMHD/LKK68wc+ZMSzfrloWGhvLRRx/R2NjIa6+9RltbmwiSC4Ig9IIkSeh0OrZu3crf//53fv3rX7NgwYIBGxw3CggI4I033iAgIID//d//5fTp0+h0Oks3SxAEYUDS6/Xs2rWLd999l0ceeYQVK1bg6elp6WbdEjc3N5YsWcKqVas4evQoa9euRa1W98u1RIBcEPqRJEnU19fz/vvv09PTw6pVq0hJSbF0s/qEvb09o0aN4te//jXr16/n008/Ra/XW7pZgiAIA4oxI/DIkSOsW7eO++67jxUrVli6WX0mISGBv/71r2zdupVPPvkEpVIpguSCIAg3QZIkJEmipKSEn/70p6xcuZJHH310wAfHjSIiInjppZdob29n3bp1lJSUYDAYLN0sQRCEAUWSJC5evMgrr7zC1KlT+dGPfoSXl5elm9UnvLy8WLhwIXPmzOGLL75g165d/RJ7EgFyQehHWq2W9957j4KCAh544AGmTp1q6Sb1KQcHBxYtWsTq1at55ZVXKCkpsXSTBEEQBhSDwUBOTg5/+9vfSE5O5mc/+5mlm9Tn5s+fzxNPPMFbb71FQUGBWEwVBEG4SV1dXTz55JMEBATw5z//2dLN6XPjx4/noYce4vTp0+zYsQOFQmHpJgmCIAwoGo2G5557Drlczuuvvz6gDuT8IYYMGcLdd99NXFwcb7/9NpcuXerza4gAuSD0E0mSOHjwIPv27WPhwoXMnTsXBwcHSzerzxkfwIGBgbz00ktiW6QgCMIPJEkSVVVVbN68Gb1ez6uvvoqzs7Olm9UvfvnLXxIVFcXrr78uSq0IgiD8QJIkodVqWbduHdnZ2fz73//Gzc3N0s3qF/fffz9Tp05lx44dZGRkiCxyQRCEH0iSJD7//HOOHz/O73//e4YMGYKNze0X7k1MTOTxxx+nq6uLv/3tb30ee7r9/mKCYCU6Ozv58MMPCQ4OZvbs2fj5+Vm6Sf1CJpPh5ubGH/7wB3bu3Mm2bdtE4EMQBOEH0Gg0ZGVlcejQIe677z6GDh1q6Sb1G0dHR373u99x/Phxtm3bhkqlEmOFIAjC95AkicbGRn7961/z2GOPMXr0aEs3qd84ODjw0EMP4eTkxI4dOygrKxPjhCAIwg/Q1tbGG2+8wcqVKxk3btxtmZgJYGtry4gRI7jvvvv45ptvOHz4cJ+OEyJALgj9QJIkPv30U0pKSli+fDkjR460dJP6la2tLTNmzGDp0qW89NJLaLVaMaEVBEG4AUmSOHv2LJs2bSImJoZVq1ZZukn9bsqUKSxfvpw//vGPNDY2Wro5giAIVk2SJNRqNb/73e+ws7Pj1VdftXST+t3w4cNZuHAhBQUF7N+/X2SRC4IgfA9Jkvjtb3+LRqPhpZdewsXFxdJN6lc+Pj7MmTOHuLg4/vznP/dpFrkIkAtCP1AoFGzZsoVx48YxevRo5HK5pZvU72xtbXnjjTeoqKhg/fr1lm6OIAiCVVOr1eTm5nLp0iXuu+++23bL/LV+/vOf097ezpYtW+js7BSLqYIgCNchSRJ1dXV89tln/OxnP7ttDlv7PsuWLSM2NpaMjAwKCgrEOCEIgnADLS0tfPDBBzz77LMEBATclqVVrhUREcHDDz9MYWEh33zzTZ+NE7f/X04QzEySJNavX09DQwNz5swhMjLS0k0yC5lMRlRUFCtWrOA3v/kNBoNBTGgFQRC+gzF7fO/evcTGxjJ79mxLN8lsIiIiWLJkCR9++CFNTU2Wbo4gCIJVkiQJpVLJe++9h4uLy6DYZWTk5+fHtGnTqKmp4ciRI+J9QhAE4TokSeLtt9/Gzs6OBx988LYtrXItJycnkpKSSElJ4b333hMBckGwVj09PWzYsIG0tDQSExOxs7OzdJPMxsbGhpdffpmioiJ27txp6eYIgiBYJZ1OR15eHjU1NSxevBgnJydLN8msnn32WZqbm9m3bx+dnZ2Wbo4gCIJVam1tZd26dfz4xz/G1dXV0s0xq9mzZxMVFcWJEycoLi62dHMEQRCsklqt5p///CdPPfUUXl5eyGQySzfJbIKDg3nggQcoKCjg0KFDffKZIkAuCH3s0KFD1NTUMHv2bEJDQy3dHLOSyWQkJiYyadIkPvnkE0s3RxAEwSqVlZVx+vRpQkJCmD59uqWbY3ZxcXGkp6ezZ88e2traLN0cQRAEq6NSqdi5cycajWZQZY8bBQYGMnbsWNrb28nOzrZ0cwRBEKzS119/TUdHB6tXrx5UiZkAjo6OJCUlER8fz6ZNm/rkM0WAXBD62DfffENUVBQxMTGDovb4tWQyGQ888ABbt26lvb1dbIsUBEG4xvnz56mpqSE1NRVPT09LN8fsZDIZS5Ys4fTp09TU1PTp4TqCIAi3A6VSydatW5k5cyb+/v6Wbo7ZyWQy0zlOOTk5KJVKSzdJEATB6nz66afMnDmToKCgQZU9DpfHCS8vL2bOnMmePXtQKBS3/JkiQC4IfaitrY2jR4+SlpZGYGDgoHtIGd11113IZDI2b95s6aYIgiBYFaVSSWFhITqdjokTJw7acWLevHm4ublx4MABkUUuCIJwBb1eT21tLSdOnGDFihWDdpxISkpi2LBhlJaWkp+fb+nmCIIgWJXm5mb27t3Lvffei62t7aAcKzw8PJg7d65p19WtEgFyQehDJ0+epKOjg3HjxuHt7W3p5liMh4cHEydO5MCBAyKDXBAE4QqVlZWUlpYSEhJCUlKSpZtjMW5ubowdO5aCggI6Ojos3RxBEASroVKpOH78OPb29oOyDJeRo6MjsbGx2NjYcOHCBUs3RxAEwaocOnQIg8HArFmzsLEZnKFdGxsb/Pz8GD58OBkZGbf+eX3QJkEQ/s/JkycJCQkhMDBw0NWAMjKuXE6dOtUUIBdBckEQhMsqKyvp6OggJiYGFxcXSzfHYmQyGePGjePcuXMoFAoxTgiCIPwflUpFdnY2I0eOHJRluIxkMhkRERHY2dlRXFwsxglBEIQrHDp0iOTk5EGdmCmTyXB2diY5OZmjR4/e8jghAuSC0IdOnTpFfHw8Hh4eg3KLy5WmT59OfX29yPgQBEG4QlVVFRqNhri4uEE/TqSlpaFWqykrK0OlUlm6OYIgCFZBpVKRm5vL+PHjB/04ERkZSVBQEFVVVdTX11u6OYIgCFbj8OHDTJkyBZlMNqjHCicnJ8aNG0ddXR2lpaW39FkiQC4IfUSj0XDx4kWio6MHdVagUXJyMnZ2dpw9e1ZkfAiCIAA6nY7GxkZsbGyIiIiwdHMsbujQobi4uFBWVkZ3d7elmyMIgmBxBoMBpVLJpUuXSE5OtnRzLC4wMJCQkBDa2tqorq62dHMEQRAsTpIkenp6uHDhAqNHjx7UwXEAuVzOsGHDkCSJ8+fP39JniQC5IPSRqqoqlEol4eHhODk5Wbo5Fufo6EhoaCgXLlwQAXJBEASgtbWV5uZm3N3dCQgIsHRzLE4ulxMcHEx9fT1KpdLSzREEQbA4rVZLZWUlkiQRExNj6eZYnJ2dHd7e3shkMpFBLgiC8H/Ky8vRaDTEx8cP+gC5scxKQEDALWeQD84iyYLQDyoqKtBqtYSGhuLo6NhnnytJEiqVirVr15KZmUl3dzfDhg3jqaeeYsiQIab/Tq1Wc/DgQWbPno2tra3p/9/T00NmZiajR4/G3d0duLx1Mz8/n/b2duLj4wkNDe3TmunGh3RsbCwlJSV99rmCIAgDWXNzMy0tLXh6euLn59fnn6/X61m7di0ZGRkoFApiY2N5+OGHiY2Nxd7eHri82yk3N5fQ0FCCg4NNP6vT/X/27js8qmpd4PBvJn3SC6mkEVIgCV1670UUlCIiCChFsCu247HrVbFgAaTYEAQUkKZ0QxJ6IKGTnpBGEkgvM5m27x+cmQOCR8FJJmW997nPuSeX7P1l9qy99vr2Wt/SkpGRgVarJTIy0ni8oqIiLl26RK9evUwer0wmIzAwkOLiYlFiRRAEgWvP7dnZ2VhbW5t8pZFer+fXX39l79695OXl4enpydixY+nXr59xjKDVasnLy6OkpISuXbve8Lvl5eWcOnXKuHGoXq/nypUrxMXF4eLiwsCBA419janIZDLc3NywtramqKjIpMcWBEFoqlJTU5HL5YSEhJj0uHq9nvT0dH766SfOnj2LTCaje/fuTJ061Ti5R5IkqqurOXz4MCNGjDD+rmFm+/79+xk9erQxJ5Sbm8uRI0fw9vama9euKBQKkyb1ZTIZVlZWBAQEiAS5IDQW+fn5ODo64ujoaNJdhKurq3n55ZfJycnh3nvvJSIigpiYGO677z62bt2Kt7c3RUVFrFq1iiNHjjB48GBjgry4uJi1a9dy8OBBPvroI5ycnNBqtbz33ntkZGTg4eHBli1buO+++xg+fLjJYjYIDg7m4sWLYga5IAgCUFFRgVqtxtXVFRsbG5Mf/4UXXiAlJYUxY8YQGRnJ8ePHmT9/Ph9++CGdO3emsrKSrVu3sn//fubOnWtMkFdVVREXF8eOHTuIjo4mMjISpVLJmTNn+PnnnwHqJUEO4OfnR3Z2NiqVql6OLwiC0JRoNBqKiopwd3dHoVCY9NhLliwhNjaWDh06MGrUKAoLC1mzZg2ZmZnMmDEDuVzO8ePH2bJlC61atTImyNVqNWlpafz444/k5+czePBg9Ho9hYWFPPDAA4SGhuLt7c27777Ljh07sLe3N2nyw9nZGWtra0pKSkx2TEEQhKYsJycHDw8Pk5f2TUhIYPny5chkMsaNG4eLiwsxMTHMnz+fZcuW4e7uTk5ODt9//z1nzpwxJsglSaKwsNCYkxo9ejQAly5d4qGHHqJLly7IZDJWrlzJJ598YvKJQpaWlvj5+f3jUlwiQS4IJlJVVYW9vT2WlpYmeyg0zN5LSkriu+++w9PTE1tbW9q2bUtsbCx79+5l2rRpvP7666SlpaFSqW5IRi9atIjTp09TU1ODTqcD4Pjx4xQXFzN58mS6du3K0qVLyczMpKqqCkdHR5PEbeDi4kJFRYVJjykIgtBUGZLAdnZ2Jl8OWVJSQlxcHN988w2tW7dGoVDQvn17kpKSOHr0KCEhIaxatYq4uDgqKirQaDTG3929ezfr16+nuLjYuKT/3LlzfP755+Tl5dGuXTuTxno9R0dHlEolWq223s4hCILQVOj1empqanB2djbphJuKigpOnDjBpEmTGDBgAI6Ojmg0GsrKysjNzSU9PZ2SkhJWrVrF5cuX6d27t/F38/PzWbRoEdnZ2bi5uQHXZpqfOHGCgIAAXn/9deRyOadOnWLfvn3ce++9JosbrpXjsrCwEKW4BEEQ/qOiogIXFxfkcrnJxhQqlYr09HRsbGx46aWXcHNzw8LCAnd3dz788EMOHjzIoEGDeOedd8jMzLzhvJIkGXNSdXV1SJKETCYjJiaGHj16sGDBAiwtLbnnnnsoKioyHttU5HI5jo6O/7h6gahBLggmUlNTg62trUkfZuvq6khISCAyMpK2bdvi7OyMjY0NrVq1YsyYMfz2228APPfcc8ydO/emcz/22GM89thjODs7G3+WmpqKq6srISEhtG7dmtatW1NZWUlxcbHJ4jZwdHSkurra5McVBEFoigwPjPUxezw+Pp527doRGhqKi4sLNjY2eHh4MHToUJKSkqisrOTBBx9kwYIFBAYG3vC7AwYM4Mknn6RHjx7Gn0VERPD0009z9913mzzW6ykUCurq6owvcQVBEFoynU6HUqk0+ezxpKQkXF1dCQ8Px9PTE4VCgbOzM127dkWn0xk3e3vyySeNJVQMfHx8eOaZZ3jggQeMP7OwsKB9+/Y899xz+Pv74+HhQUFBAd7e3iaNG8Da2hq5XC5WGgmCIPxHVVUVDg4OJj1mfn4+xcXFtG/fnoCAABwdHVEoFAQFBdG1a1cOHDiAg4MDzz33HDNnzrzhd2UyGc8//zzz5s274eejRo3i2WefRavVsm/fPuzt7U3+AhiuJcjt7e3/ce5JJMgFwUSUSiU2NjYmbewajYbk5GScnZ1veEMnk8lo164dmZmZAISFhREQEHDT28M2bdoQEBBwQ33xq1ev4urqanzwdnFxQavVUllZabK4DUSCXBAE4b/UajVwbbBvamfPnsXJyQmZTHZDXxASEkJxcTFqtRp/f3+CgoJu2iejVatWBAcH4+LiYvyZo6MjISEheHp6mjzW69nb24sEuSAIwn9IkoRKpTJ5gjw9Pd1Yp/X6PsLLywuZTEZpaalxAo27u/sNv2tYverj42P8mVwuJyAggPbt23P27Fnmz59Pz549iYqKMvkKKUOCvK6uzqTHFQRBaKpqampMXl6lpKSE4uLim8pk2dra0rp1a3Jzc7GysiI0NPSGvfDgWn4qNDQUf3//G37u5eWFr68vp0+fZvfu3VhYWKBWq01egtewUWdNTc0/Oo5IkAuCicjlcpM3dLlcjkKhIDExEbj20KzT6dBoNGRnZ990Y/o7PDw8jMeBa0sk7e3tTf4GEq7NgjHl0hlBEISmzPCwWR/7Mri4uHDy5En0ej2Asa/Iy8vD3d3d5BunmYper78pqS8IgtCSyWQy473cVBwdHUlPTzeWPtTr9Wg0Gq5evQpww2rTvxujTCZj586dLF68mAEDBvDss8/Wy3hCr9cbl+sLgiAI11bxmLqfsLGxoba21rjRpSRJaLVaampqKC4uvqMVQunp6ZSXl9OzZ0+ef/55XF1dOXHiBEql0qSxw7W+4p9OVhUJckEwETs7O+rq6kx6o7K1taVfv35kZWVx5MgRJEni3LlzvPLKK6xdu5ZZs2bd9jHDwsIoLCykrKwMlUpFZmYmlpaWJt8oAa5tMGrqN5uCIAhNlbW1NTKZzDiT3JSGDh1Kbm4uhw8fRqvVkpKSwttvv823337L4MGDb5oR2FjU1tYa68sKgiC0dHK5HFtbW5MnD7p3705dXR0nT56kpKSEvLw8vv32Wz777DNsbW3p0qXLbR1Pq9WSlJTEzz//zPTp07nnnnsIDQ01acwGGo0GvV5fL+XJBEEQmiJTzJb+I39/fwIDA7l48SIXLlygpqaG2NhY3nrrLQ4ePMjEiRNv+5hxcXFs374dLy8vunXrhl6vr5e9mPR6PbW1tf849yQ26RQEE7G3t0epVJp0mbilpSXt27fnkUce4dNPPyU4OBiVSsWuXbtQq9W4urre9jEjIiJQKBSsXbuWH374AbVaTZ8+feplxkd91MYSBEFoqgylVepjmXjbtm156qmnWLFiBbt27UKr1bJ//36qqqpQKBSNNgFdU1MjEuSCIAj/IZfLsbOzq5fEx/Tp04mJiSE5ORlra2vOnDlDVlYWbdq0wc7O7raOp9Fo2L9/P0ePHsXNzY3NmzcDMG7cOAYNGmTS5IdarUav199UHkwQBKGlcnBwMHkpW2dnZwYNGkRRUREffPABnp6eFBcXc/jwYTw9PW97pRFcm5y5atUqkpOTgWsrXiMjI03+wlOSJJEgF4TGxNnZmerqarRarcmWAcpkMpycnJgxYwbx8fFUVlYil8vp2rUrSqXSuEwSrtUbX7hw4U3L6AMDA1mwYIGxjqyrqysTJ04kNTWV6upqgoOD6dix4w11yk2lpKTEuNu9IAhCS2eoKVtTU2Py5eJWVlY8/PDDBAcHU1ZWBkDnzp1RqVTY2NgYX976+Pjw8MMPExIScsPvu7q6Mnr06BsS1fb29vTq1Ys2bdqYLM4/Ki8vR6FQ1EsfJAiC0NRYWFjg6OhIWVmZSZaLG1haWjJmzBi8vLzIy8tDq9XSoUMHdDod9vb2xg0wHR0dGTRo0E0Jemtrazp27Mhjjz1mPN6AAQPw9fW9YexxfZ1yUzFMQBKrUgVBEK5xc3OjtLTUpKUKLSwsiIiIYNq0aZw6dYra2loiIiIYNGgQer2eqqoq478LDw/nueeeu+kYISEhvPjii8Z4OnfuzJQpUygqKsLW1pZRo0bRunVrk0+M0ev1lJeX39EE0uuJ0YggmIifnx91dXWUlZWh1WpNVu9VLpfj5+fH5MmTqa6uRq1W4+Ligkqlori42PjvvLy8uOeee276fQ8PD0aMGGH87zKZjM6dO9OuXTvgWlKlvmbuZWdnExgYKGoGCoIgcG3WhJ2dHRUVFdTU1Jh8hY2npycTJkygurqauro6nJycjDVmDTPvXF1d6d+//02/6+DgQOfOnW/4mY2NDWFhYYSFhZk0zusVFBTg5uYmZgYKgiBw7bncx8eHyspKKioq/vFg/3qurq4MGzYMpVKJSqXC1tYWmUxGRUWFcdyiUCiIjIy8ZVxBQUEEBQUZ/3vv3r3p3bu3yeL7M5WVlajVajw8POr9XIIgCE1BYGAglZWVlJWVmfTeaGdnR1RUFBEREcYXpQqFgtraWiorK4H/5qf8/Pxu+F2ZTIaXlxf33nuv8Wf29vaMGDGC2tparK2tsbCwqJfckFarJT8/35jjulMiQS4IJhIUFIRcLic/P5+6ujqTb4gmk8lwdHQ0/nd7e3uCg4Pv+Hj1mYwwbECXnp7O0KFDRYJcEAQBcHd3x83NjaKiIkpKSuqtBJWDg4Px2FZWVgQEBNTLef4pSZLIyckhKirqtpf3C4IgNEfW1tYEBgZSV1dHTk6OSRPkBnZ2djfccxvzC0pJkigrK0Oj0eDl5WXucARBEBqF0NBQtFotWVlZ9fLy0NLS8oaSKs7OzndUYsXAsIq2PkiShEajITc3lzFjxvyjY4lNOgXBRLy8vHBycuLSpUv1sitvU1NeXk5hYWG9zjwUBEFoSpydnXF3d6e6uprLly+bOxyzq6qqori4GB8fn3p9cBYEQWgqDDPIra2tSU1NNXc4ZqdSqbh69SpyuRxvb29zhyMIgtAo+Pn54eDgQHJysnFyYkul1+spKyujtLSUtm3b/qNjiQS5IJiInZ0dISEhZGZmmnzDhKbozJkz6HQ6oqKixAxyQRAEriU+vL29kSSJS5cumTscs0tJSaGmpoY2bdqI2rKCIAhcW7ru6OiIv78/p0+fNnc4ZldUVERBQQGurq43LecXBEFoiWQyGQqFgvDwcE6ePNniE+R1dXVcvHgRuVz+j0usiAS5IJhQly5dSEtLo7KyssXfqGJjY/H39ycwMNDcoQiCIDQa/v7+WFtbk56ejl6vN3c4ZnX8+HEcHR0JDAw0+W72giAITZWdnR0dOnTg2LFjLb6fuHTpEleuXCEwMFDUIBcEQbhOnz59OHToEDqdrkXnnpRKJSdPniQgIOAfl5UUCXJBMKFu3bpRVFREXl4earXa3OGYhSRJSJJEbGwsffr0wcrKSswgFwRB+I+AgABcXFzIyMgwbnbTEkmSREJCAqGhobi4uCCXi0dSQRAEuFYTvGvXrly8eJHi4mJzh2M2kiSRnZ1NXV0dISEhWFhYmDskQRCERmPAgAFcuHCBoqIic4diNpIkUVtbS1JSEnfddReWlv9sm00xGhEEE+rYsSMuLi6cOnWKsrIyc4djNkVFRSQmJooNOgVBEP7Az8+PNm3aUFxczIULF8wdjtlcuXKF06dP07FjR5ycnMwdjiAIQqNha2tLly5dADh48KCZozGfqqoq0tLSsLS0JCIiwtzhCIIgNCo9evTAxsaG2NjYFrvaSKvVkp+fT3p6Ov379//HxxMJckEwIS8vL7p27crx48cpKipqsUtddu/eDcCgQYPMHIkgCELj4ujoSEREBJIktejl87GxsdTU1NC9e3eRIBcEQbiOpaUlAQEBREVFsWXLlhbbT6SmppKenk5AQABhYWHmDkcQBKFR8fPzo2fPnmzcuBGNRtMic09VVVXEx8dja2tL3759//HxRIJcEExsxIgRZGdnk56eTl1dnbnDaVCSJKHVatmwYQP9+/fH399fzCAXBEH4g/DwcHx9fTl58iTl5eXmDqfBabVaduzYQUREBCEhIaL+uCAIwh8oFArGjBlDbGwshYWF5g6nwel0OpKSkqiurqZjx464urqaOyRBEIRGZ/LkycTGxnL58uUWlyCXJInS0lJiYmLo06cPvr6+//iYIkEuCCbWt29fWrVqRXx8PAUFBS3uRpWens7BgweZMmWKuUMRBEFolIKDg+nYsSP5+fkcPny4xfUT2dnZHDlyhMGDB+Pi4mLucARBEBodW1tbhg4dCsAvv/zS4vqJq1evkpSUhJOTE506dTJ3OIIgCI3S6NGjsbGxYdOmTWi12hbVV6hUKpKTk0lNTWXs2LEmOaZIkAuCibm5uTFy5EiOHTvGxYsX0Wq15g6pQUiShE6nY9myZXh5eTF69GhzhyQIgtAoKRQKOnXqhJubG7/99hu1tbXmDqnB6PV6vvvuO2xsbBgyZAiOjo7mDkkQBKHRsbCwwM/Pj9GjR7Nq1SqqqqrMHVKD0ev1xMXFkZ6eTufOnUX9cUEQhD/h6enJpEmT+OabbygtLTV3OA1GkiQKCwvZtGkTAQEBDB482CTHFQlyQagHEyZMwNbWltjY2BY1izw/P59169axYMECHB0dRXkVQRCEPxEZGUmfPn04d+4cx44dazH9RGFhIRs3buT++++ndevWWFhYmDskQRCERkmhUPDII4+Qk5PDjh07Wkw/UV5ezoEDB3B1daVv377Y2tqaOyRBEIRGa/78+RQVFbFjxw7UanWL6CvUajUpKSkcO3aM6dOn4+DgYJLjigS5INSDoKAghg0bxpEjRzh9+jQajcbcIdUrSZJQq9UsWbIEGxsbZsyYYe6QBEEQGjVXV1d69OiBi4sLP/30U4uYRa7Valm5ciVarZaJEyeKzTkFQRD+B0tLSyIjIxkxYgSfffZZi5hFrtPp2Lt3LxcvXqRHjx6ivIogCMJfiIiI4J577mHZsmWUlJQ0+wS5JEnk5uby888/4+Xlxfjx4012bJEgF4R68tBDD+Hs7My2bdtITU1t1jcqSZK4ePEiK1euZOHChbi6uorZ44IgCH8hKiqKUaNGceLECX799Vf0er25Q6pXqampfP3118ycORN/f38xe1wQBOEv2NrasnDhQjIyMvjmm2/Q6XTmDqleFRQUsHXrVry9vRkwYAB2dnbmDkkQBKHRe+mllygoKOC7776jtra2WeeeqqurOXr0KEePHuXRRx/F2dnZZMcWCXJBqCcBAQFMmjSJM2fOEBMT02xnfUiSRHV1Na+88gpt2rRh3rx55g5JEAShSXB2dqZfv360a9eOVatWUVhYaO6Q6k1dXR2vvfYarVq1YubMmaL2uCAIwt9gYWFB+/btefTRR/m///s/cnNzzR1SvdFoNPzwww9kZ2czZswYMXtcEAThbwoPD2fevHl8+eWXpKamNtuXqTqdjvPnz/Pdd9/RqVMnJk6caNLjiwS5INSjiRMn0rVrVzZt2kRcXFyzu1FJkkRdXR3r1q0jLi6Ojz/+GBsbG3OHJQiC0GSEh4czdepUioqKWLx4cbMsyaXX69mwYQN79+7ltddew93dXawyEgRB+Jusra1ZuHAhTk5OPPfcc6jVanOHZHJ6vZ4DBw7w66+/MnDgQAYMGCBWGQmCINyG5557Di8vL15//XWuXLnS7GaRS5JETk4OGzdupLy8nGeffRZra2uTnkMkyAWhHtnZ2fHkk0/i5OTEmjVrSEpKajY3KkmS0Ol0nDlzhn/961888cQTDBw40NxhCYIgNClWVlZ0796dOXPmsGXLFjZs2NCsSq1IkkRycjILFy5k5syZDB06VLxIFQRBuA0ymQxXV1dWrlzJb7/9xtKlS9HpdM1qTJGTk8Nnn32Gt7c348ePp3Xr1uYOSxAEoUlxcHBg6dKlJCQksGLFCsrLy5tVP1FRUcHOnTvZvXs3jzzyCF27djX5eUSCXBDqWbt27Xj00UfJy8tj7dq15OXlNfkblSRJSJJEQUEBc+bMITo6mjfffNPcYQmCIDRJbm5u3H333QwZMoT333+f06dPN/l+Aq71FZWVlUybNo02bdrw+uuvo1AozB2WIAhCkyOXy+nXrx8vv/wyr7zyCseOHQNo8n2FJEnU1NTw1ltvUVxczOzZs+nSpYu5wxIEQWiSevXqxQsvvMCSJUv4/fffm0U9ckmSUKvV7Nu3j1WrVjF48GAeffTRejmXSJALQgO4++67eeCBB9i/fz9Lly5t0kteDHEXFRUxa9Ysqqur+fbbb02+vEUQBKElCQgI4IknnqBVq1bMnj2bzMzMJttPwH8fZqdMmcLly5f59ttvcXZ2FqVVBEEQ7pBcLufll19m4MCBjB8/npSUFKDpJsklSUKj0fDvf/+b+Ph4nnjiCfr27StKqwiCIPwDTz31FCNHjuSZZ54hPj6eurq6Jt1P6HQ69uzZw6JFiwgLC+Pll1/GysqqXs4nEuSC0ADkcjmzZ89m+vTpbN++nc8//5yKioomd6MyxFtcXMyTTz5JSkoKP//8M0FBQeYNTBAEoYmTyWSEh4ezePFiJEli2rRpFBUVNbl+Av67ymj27NkcOnSITZs2ERYWhlwuHjsFQRDulEwmw9LSkg0bNhAYGMjo0aMpKCgAml6S3NBPvP3222zZsoWFCxcyduxYHBwczB2aIAhCk2ZhYcGyZcvo0qULTzzxBEeOHEGtVjfJfgJg7969LFq0CD8/P9555x28vb3r7ZxipCIIDcTGxoZ58+bx0EMP8fPPP/POO+9w9erVJnOjMsSZl5fH/PnziY+P54cffqBz585mjkwQBKF5sLCwIDIykhUrVlBSUsK4cePIyclpMv0E/HdG4IwZM9iwYQMbNmygR48eIjkuCIJgAjKZDAcHB3bs2IG1tTWDBg0iIyMDaDpJckmS0Gq1vPzyy6xcuZKnn36a+++/HxcXF3OHJgiC0CzY29vz9ddfExISwty5c9m7dy8qlapJ9RN6vZ6tW7fyxhtv4OLiwptvvknbtm3r9bxitCIIDcje3p7HH3+cJ554gu3bt/P8889z6dIlc4f1t+j1ei5cuMD06dNJTExk3bp1DBgwwNxhCYIgNCuWlpZ07NiRn3/+GaVSyfDhwzl79qy5w/pbDLVkx48fz+bNm9myZQsjRowQyXFBEAQTkslktGrVigMHDuDg4EC/fv04ceJEk0l8KJVK5s6dy7fffstrr73G9OnTcXNzM3dYgiAIzYqbmxtr1qyhU6dOzJ8/n/Xr11NZWWnusP4WtVrNt99+y7///W+CgoJ47733iIqKqvfzyqSm0pMKQjNhqMu6adMm3n//fTw9PXnjjTfo27evuUP7U7W1tcTExPDCCy9gY2PDd999R3R0tKglKwiCUA8MS89zcnKYNm0aaWlpLFmyhPvvv9/cof0pSZJISUnhgQce4PLly+zYsYNu3bqJfkIQBKGeGDZCvv/++zlx4gRffvklkydPrrfarKaQkZHBnDlzuHjxIl988QUjR45EoVCIvkIQBKEeGCavLFy4kO3bt/Pwww8zb948/P39zR3anyoqKuKzzz5jw4YNjBo1ihdeeAF/f/8G6SfElB5BaGAymQxra2smTZrEF198gYWFBdOnT+ezzz6jrq7O3OHdpKCggI8++ohHHnmEdu3asWXLFpEcFwRBqEcymQyZTEZgYCC//PILY8eOZcqUKTz55JOoVCpzh3cTnU7H2rVr6dmzJ9bW1hw+fJhu3bqZOyxBEIRmTSaT4eTkxPbt25k+fTqzZs1i/vz5lJSUNMrZ5Js2bWLAgAGUlpayceNG7r77bpEcFwRBqEcymQx7e3sWL17M888/z7p163j00UeJi4tDq9WaO7ybHDlyhEceeYSff/6Zxx57jDfffLPBkuMgZpALgtkYZgjm5uayatUqVq1aRefOnfn3v/9Nr169zB0etbW1HDx4kI8++ogLFy4wb948nn/+eWxsbMSDrCAIQgMwPKLV1dWxefNmnnzySTw9Pfn0008ZMWKEmaO7Vnrr0qVLvP7666xbt46ZM2eyePFi7OzsRD8hCILQQAy1Wrdt28bjjz+Og4MD77zzDnfffTd2dnbmDo+CggLeeOMN1qxZw/33388HH3yAt7e38WWwIAiCUL8M/cTRo0d56623SElJ4aGHHuKRRx4hODjY3OFRUlLCN998w4oVK/Dx8eGll15i2LBhWFpaNmg/IRLkgmBmkiRRXV1NfHw8H3zwAcnJyUydOpVnnnnGLEtf1Go1SUlJLFmyhD179tCzZ09eeOEFunfvjoWFhXiQFQRBaGCSJKHT6UhPT+fFF19k586dTJ48mTfffJPg4OAGvy/r9XpKSkpYunQpn332GX5+fnzwwQdmeZAVBEEQrtHpdGRnZ/Paa6+xbds2hg0bxssvv0zHjh2xtrZu8Hiqq6tZtmwZH3zwAe7u7rz77ruMGjUKhUIBIPoKQRCEBqbX6ykqKuKbb77hu+++w8XFhXnz5jF+/Hiz7AVRW1vL5s2b+fTTTyktLWXmzJlMmzaNgIAA5HJ5g/cTIkEuCI2AIflRXFzMxo0b+eyzz1AqlUyePJn58+cTGhpa7zGoVCqOHDnCypUrOXDgAIGBgcyfP59x48ahUCiwsLCo9xgEQRCEWzOsOqqrq+O3337jX//6FwUFBUyaNInnnnuOiIiIen+I1Ol0FBQUsGLFCr7//ns0Gg0LFixgwYIFODo6YmlpWa/nFwRBEP43vV6PWq1m3759vPPOO6SmpjJkyBDmz59Pjx49jMnp+mKoi/7VV1+xbNkyKisrmT9/Pk8++SSurq7iJaogCIKZSZKERqPh7NmzfPXVV/z222/4+vry8MMPc//99+Pj41PvMVRVVbFhwwaWL19OdnY2Y8aMYcGCBURHR2NtbY1cbp5q4CJBLgiNiOGh9sqVK+zYsYMVK1aQk5ND165dmTRpEvfdd59J3+zp9XqysrLYvXs3mzdv5vz58wQHB/PQQw9x77330qpVK6ysrMSDrCAIQiMhSRJarZbq6mp27drFJ598QmpqKp07d2bixIlMnDgRDw8Pkz1YGpIdhw4dYtOmTezatQsLCwsmTJjA/Pnzad26tSi9JQiC0MhoNBpqa2uJjY3lq6++4uTJk/j7+zNmzBjuv/9+wsPDsbGxMcm5DEv3jx8/zoYNG9i4cSN1dXXcf//9PP300wQGBmJrawuIWeOCIAiNhU6nQ6VSceHCBdavX8+2bdvQarX069ePCRMmMHDgQJycnEx2Pr1eT1JSEps3b2bz5s2UlJQwaNAg5s6dS+fOnXFycjLLrPHriQS5IDQy188SLCkpYc+ePWzZsoUjR46gUCjo3bs3ffr0oU+fPkRFRd32TIzCwkISExM5cuQIhw8fJiUlBScnJ3r37s0999zDXXfdhYuLCzY2NmZ7cycIgiD8OcOjm1qtpqqqit27d/PLL78QFxeHjY0NPXr0MPYVUVFRt70JWnV1NcnJyRw9epTDhw9z4sQJqqur6dixI2PGjOHuu+/Gw8MDhUIh+glBEIRGyjBLsLq6msOHD7N9+3ZiYmKoqakhIiKCnj170rt3bzp37oyXl9dtrRY1lHM5cuQIhw4dIj4+noKCAiIjI7n77ruZMGECnp6exn5CJMYFQRAaH0MlA6VSSVpaGrt27WLXrl2kpKTg6elp7Cd69OhBWFjYba8WvXTpkjHvFB8fT25uLiEhIQwfPpzx48cTFBRkXIXaGPoJkSAXhEbKkChXqVTU1NRQWFjI7t27SUhIIDExkcrKSuzs7AgICCAkJAR/f38cHBywt7fHyckJpVJJTU0NtbW1FBcXc+nSJbKysigpKUGn0xEUFETHjh3p168fXbt2xcvLC4VCgbW1daO4OQmCIAh/zdBPGO711/cTZWVl2NjY4OvrS3BwMAEBATg7O2Nvb4+joyN6vZ7a2lpqa2spKysjLy+P7OxsCgoKUCqVODk50aFDB7p3707//v1p06YNCoUCOzs7kRgXBEFoIiRJQq1WU1tbS2lpqfHlZ2JiInl5eUiShLu7O4GBgQQGBuLp6Ym9vT0ODg7Y2NhQW1tLTU0N1dXVFBYWkpWVRXZ2NpWVlcjlcqKjo+natSvDhw+nXbt2KBQK44tZMaYQBEFo/K5PlFdWVpKWlkZMTAwnT57kwoUL1NbW4uDgQEBAAMHBwbRu3drYTzg5OVFTU2PMPRUWFpKZmUlmZiYVFRXIZDIiIyPp0qULQ4YMITIyEkdHR2MZ38bUT4gEuSA0AYali4abjlKpJCUlhdTUVHJzc8nNzeXKlSsolUrcqm1RKZVYW1tRY6sDe0ucXZzx8fHB19eXoKAg2rdvb3z4VSgU2NjYiBrjgiAITZxOp6OmpgalUolSqSQ9PZ20tDRjP1FcXExNTQ32tRZQq0Mmk6GxkdAqZNg52dOqVSt8fX3x9/cnNDSUkJAQHBwcsLOzQ6FQYGVlZe4/URAEQfgH9Hq98aWqUqmkoKCAtLQ0srOzycvL4/Lly5SXlyNT6lDUWKDVaJDbWFJrp8PSwQZXV1f8/Pxo3bo1bdq0ISoqCicnJ+zs7LC3tzfLZqCCIAiC6RhWHxn6iYqKClJTU0lPTycvL4+8vDyuXr1KnVKFW40tSqUSa2trqu20yOwtb+onoqOjcXZ2vqGfaExJ8euJBLkgNEGGEiyG/1Wr1ajVavR6PRcHf4dWqUYmk+H3Yj9cR4Zi5WCLtbU11tbW2NjYYGtr2+je1gmCIAim9cd+QqPRoNPpuLRwN5UHLwHgOjaCVlM7oGjjjpWVlbGvsLW1bdQPsIIgCMI/p9VqUalUqNVqY1+h0+moiMkk55V96PV6bP1d8Hm+D049/bG0tMTGxuaGMYVYUSQIgtB86fX6W44ptDVqLg79Dr1ej9xCTuu3BuM6tC2WlpY35J7s7OyazIqi2ysgIwhCoyCTybC1tTVueHO9UpzQy7QABLTywyO4DRYKMetPEAShpbGxsbnlJmwaOw8UlAPQytETX/8g7ILcGzg6QRAEwdwsLS1xcHC46eelF9XUSU4gAxtLV4J8/HFp08YMEQqCIAjmJJfLsbOzw87O7oaf62rUlP6nn0CCIC9/3Jt4PyFe9wqCIAiCIAiCIAiCIAiCIAgtkkiQC4IgCIIgCIIgCIIgCIIgCC2SSJALgiAIgiAIgiAIgiAIgiAILZJIkAuCIAiCIAiCIAiCIAiCIAgtkkiQC4IgCIIgCIIgCIIgCIIgCC2SSJALgiAIgiAIgiAIgiAIgiAILZJIkAuCIAiCIAiCIAiCIAiCIAgtkkiQC4IgCIIgCIIgCIIgCIIgCC2SSJALgiAIgiAIgiAIgiAIgiAILZJIkAuCIAiCIAiCIAiCIAiCIAgtkkiQC4IgCIIgCIIgCIIgCIIgCC2SSJALgiAIgiAIgiAIgiAIgiAILZJIkAuCIAiCIAiCIAiCIAiCIAgtkkiQC4IgCIIgCIIgCIIgCIIgCC2SSJALgiAIgiAIgiAIgiAIgiAILZJIkAuCIAiCIAiCIAiCIAiCIAgtkkiQC4IgCIIgCIIgCIIgCIIgCC2SSJALgiAIgiAIgiAIgiAIgiAILZJIkAuCIAiCIAiCIAiCIAiCIAgtkkiQC4IgCIIgCIIgCIIgCIIgCC2SSJALgiAIgiAIgiAIgiAIgiAILZJIkAuCIAiCIAiCIAiCIAiCIAgtkkiQC4IgCIIgCIIgCIIgCIIgCC2SSJALgiAIgiAIgiAIgiAIgiAILZKluQMQBOH2SZL0pz+TAAnJ+DNJ0t/y38tksnqNURAa2v9qF390q++/aBNCc/NnbcLwP4Dx/xb9hNAS3E4/ATe3AdEmhObmT/sJ6b/jCf7TR+j1etEmhGZP9BOCcKM/7yek6/oJ2Z/2E9B02oVM+l+tXRCERuFWzVSv15OdnU1qairJyckUFhZSXl6OZwboNDpkMhlKX0v0Hja4ursSHBxMWFgYoaGhuLi4IJffuICkqdy0GqM7vY2Kz/yf+ePnrtfruXTpEmlpaaSkpHD58mXKysqoqqqirq4OmUyGo6Mj9vb2uLi4EBgYSGhoKKGhobRq1QpLyxvfGYvrc+dEmzCPW7WJvLw80tPTSU1NJT8/n7KyMhxytFhW6QHQuFqg8bTCzt0RPz8/QkNDadu2LX5+flhbW99wPHF97tw/edwWn/ud++PnLkkShYWFZGZmkpqaSm5uLlevXqWqqgqlUolOp8PW1hZHR0ccHR3x9vambdu2hIWFERQUhI2NzQ3HE9fmzok2YR63ahOlpaVkZWWRlpZGVlYWV69eRVdci1PBtWSHZCNH5WuF3N2WVq1aERoaSlhYGG3btsXW1vaG44lr88+I56eGd6s2UV1dTXZ2NmlpaWRkZFBUVERFRQU1NTVoNBosLCxwdnbG3t4ed3d3wsLCjP9rZ2d30znE9blzok00vFt95nV1dcY2kZqaSmFhIZXlFXhmyNDqtMjlcmr9LJE8bIxtIjw8nNDQUBQKxU3Ha6zXRyTIBaEJkCQJnU7HiRMnOHDgADExMcTHx6NUKgFwcXHBw8MDhUKBjY0NcrkcmUxGbW0tarWa6upqiouLUavVyGQy2rRpQ58+fRgwYAD9+/cnMDAQKysrM/+VTZdWq6W0tJS0tDQyMzO5fPkytbW1VFdXU11djb29Pfb29jg6OuLj42McVLi5uZk79CbL8Nb65MmTxMTE8Pvvv3Pw4EFqamoAcHZ2NrYJW1tbY5tQqVTU1dVRU1PD1atXqa2tRSaT4ePjQ48ePRg4cCD9+vWjffv2NyVChL9Pr9dTWVlJeno66enp5OXlUVNTQ01NDRUVFcY24eDgYGwToaGhuLm5NdoHpqZAkiQSExOJjY0lJiaGgwcPUlFRgSRJODo64u7ujoODAzY2NlhaWiKTyVCr1ahUKpRKJSUlJVRVVSFJEq6urnTt2pVBgwbRv39/unbtestBn/D3SJJEbW2t8WVFTk6OsU2Ul5djb2+PQqG4ZZv44wtt4e+TJIlz584RHx/PgQMHOHjwIEVFRej1ehQKBW5ubjg5OWFra4ulpSVyuRytVotSqUSlUlFeXk5paSmSJGFnZ0enTp0YPHgwAwYMoHfv3tjb25v7T2yyJEmirq7O+FL7+jZRVlaGQqEw9hNeXl60bduW0NBQPDw8bnqhLfx9kiSRnp7O4cOHiY2NJT4+nuzsbLRaLTY2Nri5ueHs7IydnR1WVlbI5XJ0Oh1KpZK6ujoqKyspLi5GkiQsLS3p0KEDQ4YMYeDAgQwYMEC0iX/I0CZSU1O5dOkS1dXVxn7C1tbW+Pzk6elJcHAwoaGheHl5iWfWf0CSJAoKCjh69ChxcXHExcVx4cIF1Go1lpaWuLq64urqikKhwNraGrlcbuzT1Wo1lZWVFBYWIkkScrnc2CYGDRpkbBPi2fbO1dXVkZmZSVpaGtnZ2VRVVRnHExYWFsY24e7ubpz85Ofnd8ukrPD3SJJEeXk5x48fJy4ujgMHDpCYmIhKpUImk+Hq6oq7u/sNuSdDm9BoNMY2YZhNHh0dzeDBg43j7FtN1mwsRIJcEBoxjUbDhQsX+PHHH1m7di35+fm4ubnRrl072rVrR1BQED4+Pn/rYVSn03H16lUKCgrIyMggOTmZrKwstFotXbt2ZcKECdx9992EhIQ02htWY1FVVcX58+eJi4sjNjaWxMREiouLjQPuVq1aGQd19vb2xgFfdXU1hYWFxtnM3t7e9OvXj4EDBzJ48GDCwsLEA9RfkCSJ1NRUfvjhB1avXk1ubi5ubm5ERETQvn17AgMD8fHxwcHB4S+PpdfrKS8vp6CggKysLFJSUsjIyKC6uprQ0FDuv/9+xo8fT8eOHUWb+AtKpZKMjAzjwOLo0aPk5uai1+uxtrbGy8vL2CacnZ2NA76amhouX76MSqUCwNvbm759+zJo0CAGDRpEeHi4+Oz/htTUVNasWcMPP/zApUuXcHFxISws7IZ+wtHR8S8/S71eb7xPXbp0iZSUFNLS0rh69Sre3t7cd999TJ48mV69eonr8hc0Gg15eXnGfuLgwYNkZmai0+mwsLAw9t0ODg64urre0CYKCgqMbcLT05PevXszYMAABg4cSPv27W+a2S/cLD09nZ9++ok1a9aQlpaGQqGgbdu2REREEBwcjK+vL87Ozn+ZaJUkCZVKRWFhITk5OcZVe5cvX8bJyYn77ruPqVOnMnDgQNEm/oJer6eoqIjY2FhiY2M5cOAAaWlp6HQ65HI5vr6+xkSHq6ursT3U1NRQWFiIUqlEkiQ8PDzo1q0b/fv3Z8CAAURHR+Po6GjuP6/Ry8nJYdu2baxZs4YzZ84gl8sJDAwkIiKCkJAQ/Pz8cHNz+1v3F7VaTWFhIXl5eaSkpHDx4kVyc3NRKBTcf//9TJs2jUGDBhknJwi3JkkSV69eNb7UjomJITU11dgmvL29cXBwwMHBARcXF5RKJTU1NdTW1lJcXEx1dTV6vR4XFxeio6Pp168fAwYMoEuXLnh4eJj7z2v0CgsL2bdvHz/++COHDx+mrq4OX19fIiIiCA0Nxd/fHw8Pj5tWSdyKVqs1tonk5GQuXrxITk4OCoWCcePG8dBDDzF48GCsrKxEm/gLhjZx4MABYmNjSUlJMU7y8/LyMq4GdnZ2RqvVGtvE1atXqaioQKfTYW9vT1hYGP369aN///706NGD1q1bm/tPa/TKy8s5fPgw69atY9euXZSXl+Pl5UVERATh4eEEBATg6en5t14+aLVaioqKbugncnJysLGxYfTo0UyZMoUhQ4bg5OTUqNqESJALQiNUU1PD7t27+fTTTzly5AitWrWiZ8+e9OnTB39//5v+/d+5qdyqqdfW1pKSksLRo0c5e/Yser2eYcOGMW/ePPr16ydmlV+nrq6Oo0ePsnHjRn799Vdyc3Px9fWlR48e9OzZk6ioKEJDQ/H19f2fn5tWqyUnJ4e0tDTOnDlDXFwc8fHxVFdXExUVxbRp05gyZQp+fn6NqrMwN61WS0xMDO+//z4xMTG4u7vTq1cv+vXrh7+//x3VOvuz5WOXLl3i2LFjJCUlUV5ezl133cUTTzzB2LFjRWLqOhqNhvPnz/PLL7+wZcsWLly4gIuLC3fddRe9e/emU6dOtG3blqCgoP/5uen1emPi6ezZs8YZbVVVVbRv354HH3yQyZMnExQUhIWFRQP+hY2bJEkcOHCA9957j/379+Pu7m7sJwIDA2+ZrLuTNmEY9B07doyEhATy8/OJiIjgmWee4cEHHxSz1q6j1WrJzc1l69atbNy4kePHj2NjY0OXLl3o378/Xbp0ITQ0lJCQkP/5uen1enJzc0lLS+Ps2bPEx8dz8OBBysrKaNu2Lffffz+TJ08mIiJCfP5/EBcXx4cffsjevXtxcHCgW7du9O7dmzZt2tzyPnQnbUKv11NSUsLx48c5cuQImZmZBAUFsXDhQmbOnCmuyXUMn9X27dtZv349Bw4cQCaT0aVLFwYMGEC3bt2M5Tr+qk0UFBSQnp7O+fPnOXz4MAcPHqSwsBA/Pz9Gjx7NAw88QJcuXf7WC/KW5NixY3z22Wf89ttvAHTo0IFevXoRHh5+ywk2d9ImJEmioqKCY8eOcejQIdLS0ggMDDS2CVtbW/FM+x+SJFFTU8O2bdtYu3Yte/fuRZIkunTpwsCBA29oE/8rMavX6ykuLiYzM5MLFy5w/PhxDh48SHZ2Ni4uLgwcOJAHHniAAQMG4Orq2oB/YeN39uxZVq1axaZNm6ioqCAsLIxevXoRFRV1y8/qTtoEcFObaN26NU899RQzZ87ExcVFtIn/MLyI3rp1K2vWrGHv3r3o9Xo6depE//796datm3FV3f+ajS9JEmVlZWRlZZGcnMzJkyc5ePAgFy5cwMrKip49ezJlyhRGjx6Np6dnA/+VjVtWVhbr169n9erVZGdnExgYSM+ePenatestP6s7zT1VVlZy4sQJjhw5QkpKCh4eHjzyyCPMmjWLgICARjHRQCTIBaERqaioYMeOHXz00UckJycTHR3NiBEjaNeunXEWhik7U+PGnpJEZWUlp0+f5sCBA+Tn59O9e3eeeuopRo4c2aKTUuXl5WzYsIHly5eTkpJCeHg49957L3fffTcRERE3PPT/8T//6Prb7fWfvUaj4ejRo2zYsIGNGzdSWVnJvffey8KFC+nSpUuL/vzr6urYv38/b731FidPnqR9+/aMHj2a6OjoG2YmmapdXH9dlEolKSkpxMTEcOHCBUJDQ3n22Wd54IEHWvTy7qqqKvbs2cNXX33FsWPH8PLyYvTo0YwbN46uXbve8PD6T9rE8ePH+emnn9i0aRNlZWWMGDGCZ555hp49e/6t2TzNlSEx/q9//Ytjx44RGRnJ6NGj6dChQ723CY1Gw6VLl9i3bx/Hjx/Hx8eHhQsX8uijj7boNqFUKklISOCrr77it99+w87OjuHDhzNhwgT69u17w+yYv3N9rv/MDf+p0Wg4deoUmzdvZvPmzRQUFNCrVy/mz5/PkCFDcHFxqd8/spE7cOAAr732GkePHiU0NJSRI0fSsWNHrK2t67VN6PV68vPz2bt3L/Hx8bi5ufHSSy/x2GOPYWFh0WITIBqNhrS0NJYuXcqPP/6ITqdjyJAhPPDAAwwdOhRnZ2eAG55r/06bMPzfkiSh1Wq5ePEiO3bsYPPmzaSmphIREcGsWbMYP348Pj4+9ftHNnKHDx/m3XffJTY2Fl9fX4YMGUKXLl1wdHSs1zYBkJ+fz549e4iLi8PNzY2FCxcyd+7cFp0oN7zk+fLLL1m5ciU1NTUMHTqUKVOmMHLkSJydnY3t4frP6O8+PxnKcWZnZ7N37142b97MiRMn8PT0ZOrUqUyfPp02bdrU+9/ZmCUlJbF48WJ+/fVX7O3t6du3Lz179sTDw8OYmDP1ONtwnQoKCti/fz/x8fHY29uzYMEC5s6di4eHR4ttE4YVFJ9//jnLli2jqqqKIUOG8OCDDzJixAhcXV3/cZswvEiKjY1l48aNxMTEYG1tzYQJE1iwYAHt27ev97+zMUtNTeXrr79m/fr1qFQqunfvfsPks/rMPRUVFREfH09cXBwAU6dO5bHHHqNt27ZmTZSLBLkgNAIqlYrjx4/zf//3fxw6dIguXbowfPhwgoOD6+XmdCuGjkSpVJKcnMz+/fvJzc1l6NChvPTSS0RHR9fr+RubyspKVq5cyYoVKygrK2Ps2LHMnDmTDh06oFAoTPbC4o8DbaVSyfbt2/n00085e/Ysw4YN49///jddunRpUQkorVZLWloar732Gjt27KBDhw43lABqyDahVqvJyclh7969nD59mm7duvHee+/RvXv3ej1/Y1NTU8PGjRv56quvSE9Pp0+fPsycOZN+/frh5ORk0uty/YOtUqlk9+7dfPHFF5w8eZKePXvywgsv0Ldv3xZVX1CSJPLz83nppZf46aefiI6O5p577iE0NLReEuN/FgNca5/FxcXs2rWLQ4cO0a5dOxYvXkyfPn3q7dyNkUqlIjY2li+//JIjR44Yk3NjxozBzc3NmCA1dZtQqVTExcWxYsUK4uPjCQ0N5fHHH2fUqFG4u7ub4C9rOi5fvsxLL73E+vXrad++PWPHjiUsLMxYYx8apk0YZkrv3LmTmJgYwsPD+fzzz+nbt2+LSn5oNBrOnTvH4sWL2bFjB15eXsyePZtJkybh6emJXC43WdmN69uEWq0mMTGR77//np07d+Lk5MSMGTOYOnUqfn5+JvjLmo7CwkLeeOMNfvzxRwIDAxk5ciSRkZG3nNBRXwzXpbS0lF27dhETE0NISAiLFi1i4MCBLWo1nk6nIy8vj48++oi1a9fi4ODA3LlzmT59Ot7e3iZvE3DtfmR4SbV+/Xo2bNiASqVi0qRJLFiwgJCQkH98rqbkypUrfPLJJ3z//fc4ODgwZMgQOnXqZHwpAQ3XJsrKyti/fz8xMTH4+Pjw73//m9GjR+Pk5FSv529MDBsDf/DBB6xcuRIbGxvmz5/PzJkzb2gT8M+vy/VtwrAicvPmzXz99dfk5+czduxYXn75Zdq1a/eP/66mpKysjB9++IGvvvqK6upq48uiVq1a1cvLolsxtInKykoOHjzIgQMHsLGxYcGCBUyZMgVvb+96Pf+fEQlyQTCz7Oxsli9fzrfffouXlxdjx46lXbt2WFhYmOXtmWHAUV1dzZkzZ9i1axdarZZ58+bx5JNPNvuZm5IksW3bNt5++20uX77M5MmTmTlzpnFJfH3XUzTMANFoNOzZs4ePPvqIs2fPMn36dF588UV8fHwaxfKj+lRWVsb333/P+++/b6xn2alTJ7O3ibq6OtLT0/nll18oLCzkkUce4fXXX2/2SVrDjOVFixZx5swZBg8ezCOPPEKXLl2ws7Or91mShjah1WqJjY3ls88+IyEhgTFjxvDcc8/Rrl27Zv/ySK1Ws3btWl566SUsLS2ZPHkyXbt2NWkC9nYYHh0NdbbXr19PWloas2bN4oMPPmgRbeLUqVN8+eWX7N27l8jISObMmcPgwYOxt7dvkDZhSICcOHGCFStW8Pvvv9OpUyeefvpp+vXr1+zLfEiSxNq1a3nuueewsLBg0qRJdO3a1Vjf1VxtQqfTUVBQwNq1a0lOTmbWrFm8//77ODg4NOtEuSRJXLp0ia+//prVq1fj6enJY489xrhx43B0dLzhhUV9nd+QAElOTmbNmjX88ssveHh48MQTT3Dfffe1iE2G169fz4svvohGo+Hee+/lrrvuQqFQmKVNwH/778uXL7N+/XouXrzI5MmTeeedd/Dy8mrWz7OGTe7WrFnDxx9/jJWVFY8//jhTp0417n9Q323CsNIiPz+fTZs28d1331FXV8f8+fOZM2dOi9hQdevWrbz++usUFxczZMgQevfubdwg0JxtoqioiK1bt3L69GmGDRvGq6++SmRkZLNeNWxYDbdu3Tpef/11tFotTz31FDNmzMDFxcX4LF9f1+X6lRbl5eXs2LGDL7/8ktzcXB577DEWLlzYIkp0HThwgP/7v//jzJkzdOvWjYEDB+Lj42O2VW+G/vvq1avs3buX48ePExUVxcKFC411+xuSSJALgploNBoOHjzIhx9+yPnz5xk0aBD9+/dHoVA0is7R0IGUlJQQFxfHoUOH6N27N4sWLSI4ONjc4dWL4uJinn/+eXbu3MmQIUN4/vnniYiIwM7OziwPUhqNBqVSybp161i0aBEWFha89957jBw5slk+1Op0OtLS0njjjTfYt28fAwYMYOTIkTg4ODSaNmHYxPDIkSPs2LGD9u3bs3LlSkJDQ80dXr0oKSnhvffeY+PGjURGRvLEE0/Qq1cv4zVp6Dah1WpRKpVs27aNTz/9lPLycp555hkmTZpEq1atGjSWhmB4YHzllVfYsGEDAwYM4J577sHR0bHRtAnDy6OjR4/y008/0bZtW1avXt1sNx2uqKjgm2++YdWqVTg5OTFnzhzGjh3bIAmPW9FqtdTV1XHgwAGWLFliTEDNnTu3WfbVhvq9CxcuZPXq1QwYMIBx48aZ7Z50q/gMK4+OHTvGhg0baNOmDV9//TWRkZHNMiFYU1PDrl27WLRoEeXl5Tz88MPMnDkTNzc3s2xIp9PpUKvVnDp1ipUrV7J//3769OnDK6+8QlRUVIPG0lBqamp48cUXWb16NT179uSee+7B1dXVLPekWzG80EtISGDjxo34+PiwePFiunfv3ixf5qnVak6ePMmrr77KxYsXmTp1Kk8//TQeHh43lH1qKIZVFpcuXeKbb75h7dq1hIaG8uGHH3LXXXc1aCwNpba2lrfffptvv/2W8PBwxowZY9wnqjG1iTNnzrB161ZsbGz497//zahRo5rlpsM6nY6srCyeeuopDh06xJQpU3jllVfw9PQ0S5swJOtLSkr4/vvv+fzzz/H09OTLL7+kb9++DRpLQ1GpVCxdupTly5fj5OTEiBEjCA0NNU4ANDfDS+60tDR27txJRUUFjz76KDNmzGjQMZ5IkAuCGVRWVrJ+/Xo+++wz7OzsGD16NGFhYY2m076eocTBhQsX2LJlCw4ODnz00UcMGTLE3KGZVHx8PE899RS1tbW8+eabDB48GFdXV7MPuA3Jp4KCAt5880327dtnfND28fFpdN+XO6VUKomLi+Pll1+mqqqK8ePHEx0dbZaHpr9iuCaXLl1izZo1qNVqlixZwujRo80dmkklJCTwr3/9i5ycHBYsWMC9996Lj4+P2QfchuRTUVERn3/+OVu2bKF///48/fTTREVFNYqHPFPQarWcP3+e2bNnk5eXZ5wh21jbhGGW2jfffENlZSUrVqxgzJgxjS7Wf+LChQssWrSIw4cPM27cOGbMmGHc/NHcbcIw0Fu3bh2rV6/Gz8+PZ555hsGDBzebNiFJEtnZ2Tz44IOkp6czZcoUunXrZkywNbbvmkajoaCggG+//ZaKigo+++wz7rnnnmZVXiInJ4dVq1axYcMGunXrxrPPPkv79u3NXmv6+lmC+/bt48svv0SlUvHcc88xadKkRvGC0VRycnKYMmUKaWlpTJw4kbvuusv4+TfGNlFYWMiPP/5IUVERr7/+OpMmTTLWpG8OSktL2bRpEx999BF+fn68+eabxhV35rwXXz/J49SpU7z77rukp6fz/PPPM3fu3GbVJvLy8pg9ezanTp1i1KhR9OjR44Ya742JVqvlypUrbNmyhYyMDOOGhf7+/uYOzWRUKhW7du3ixRdfxM7Ojo8//pgePXoYS5aaiyENWltbS2ZmJq+88grHjh3jhRde4JlnnmlWbaKwsJCXXnqJ33//nbvuuov+/fvTqlUrs+c5bkWn01FaWsrvv/9OYmIigwcP5tlnnyUyMrJBzi8S5ILQwK5cucLXX3/N999/T3BwMCNHjsTDw6NRlwgwDL7z8/PZunUrJSUlvPPOO0ycONHcoZnEypUrefPNN+ncuTNvv/024eHhZh/c/ZGhRteaNWv44osvCAsL45133iEqKqrJd+BVVVXs2LGDt99+GycnJyZNmoSXl1eDL6m6HYbBd2lpKT///DOpqaksWrSIhx56yNyhmcSPP/7Ie++9h4+PDy+++CLdu3fHwcGhUSXaDAO97du3s2TJEqytrVm4cCHDhw9v1N+dv6Ouro5jx44xf/58JEni4Ycfxs/Pr1H/XdfXEly3bh3nz5/no48+Ytq0aY3qe3Ondu7cyaJFi6irq2PevHmMHj0aFxeXRnX/NbzQjo+P56uvviI3N5fZs2czc+bMJj9LU6/Xc+7cOaZOnYpSqWT27NnGNtGY+uo/0ul0VFVVsWHDBs6dO8dbb73F9OnTm0W5j4SEBD799FPOnz/PlClTmDFjRqN7njW80D537hzLly8nNjaWSZMm8a9//avJXwNJkkhOTmby5MnU1NTwyCOP4O/vb/YXdn9Fr9dTVVXFtm3bSEpKYv78+Tz66KN4enqaO7R/LDMzkyVLlrB161bGjBnD888/j7e3d6Pquw0vtHNycli+fDlr167l7rvv5pNPPmkWq1NTUlJ4+OGHuXr1KlOmTCEkJAQ7O7tG3yZqamrYv38/x44dY/To0Tz++OOEh4ebO7R/rKysjK+++oovv/ySwYMH89Zbb+Hn59eoXhRfX+Jj+fLlfPHFF4wYMYLly5c3izaRmZnJ008/zcWLFxk1ahQdOnRodGO6PzLst5OQkEBsbCzh4eE8//zz9OrVq97PLRLkgtCA8vLyWLp0KVu2bCEyMpIhQ4YY66A1dtfvBP3rr7+SlpbGK6+8wuzZs80d2h2TJIkPP/yQxYsXM336dBYsWICvr2+jfJtqUF1dzdGjR3nttdews7Pj9ddfp2fPno3qQeN2lJaWsnHjRhYvXoyPjw/jx4/H3d29USWd/oxhKX1FRQXbtm3jxIkTvPrqqzzxxBPmDu2OSZLE0qVL+fTTTxk+fDiPPfYYYWFhjXrAXVtby+nTp/n4448pKChgwYIFjB8/vsnWwa6treX333/nhRdeQKFQMG3aNDw9PZtMm4Br96ktW7Zw9OhRXn31VR5//PEmEf+tSJLEunXr+Oyzz2jTpg1z5869oa5vY6RSqUhLS+Obb74hJiaGyZMn8/jjjzfZZds6nY5jx47x6KOPIpPJePTRR/H29m4y3ynDvi47duzg6NGjPPnkk036ekiSxO+//87ixYtRqVTMmTOHESNGNOoBt2G/hE2bNrFq1SqGDBnCu+++i4uLi7lDuyOSJJGYmMi0adMAbmgTjfW+dD1DqaR9+/Zx+PBhJk6cyJNPPtlkZ81KksT58+f55JNPSEpKYs6cOUyePLlRj/F0Oh1Xr15l9+7dvP766/To0YOlS5fi5uZm7tDuWFJSErNmzaKuro6HHnqIgICARv8S1UCSJJRKJUeOHCE+Pp677rqLp556ii5dupg7tDsiSRLFxcV89NFHbNy4kblz5/LII4/g7u7eaNuEYUwXExPDk08+SZcuXfjmm29wc3NrEt+hWzl37hxPP/00BQUF3HPPPbRr167RTQL8M4YVw+fOnWP//v24u7vz7LPPMmLEiHo9r0iQC0IDMZQD2L59Ox06dGDAgAE4OTk1iRvU9a7fROHMmTO89957TJkyxdxh3TZJknj99ddZtWoVTzzxBDNnzsTT07PRdtrXU6lUJCUl8eabb1JTU8Orr77KwIEDm9wMwYqKCn7++Wc+++wz/P39GTt2LK6urk3iGlzP8EC1d+9e4uLiWLRoEdOmTWtybVuSJOOO8g888AAzZ84kKCioUc0G/DNqtZqLFy/y+eefc+7cOR555BGmTp3a5GZ+GGb/Pvfcczg5OTFlyhQ8PDyaXJuAa6XE9uzZQ2xsLO+//z7Tpk1rEt+l60mSxKpVq1i2bBndu3fn0UcfJTo6ukncazUaDTk5Ofzwww9s3bqVUaNG8eKLLza5UgZarda4UbWlpWWT6qv/qKqqiv379xMXF8cLL7zAjBkzcHJyMndYt0WSJLZv384XX3yBo6Mjc+fOpW/fvk3iXqvT6bhy5Qrbt29n8eLF3HXXXXzyySdNLiEoSRKpqalMmDABuVzOrFmz8PLyapTlI/5KTU0Nhw4dIjY2lgceeIA5c+Y0uSS5JEmcOHGCjz/+mLy8PBYsWMCYMWOaRNs2zOb//fffeemllwgPD+ebb77Bw8PD3KHdttTUVB544AF0Oh0PPfQQfn5+TeaF0fWUSiVJSUkcOHCArl278uSTT9KxY0dzh3VbJEkiNzeX999/n5iYGJ566ikmT56Mq6uruUP7S4YXFQcPHmTBggW0adOGNWvW4OHh0eS+S5mZmcyZM4fi4mLGjRtHaGhoo57w9Gfq6upITU0lJiYGBwcHXnrpJQYOHFhv5xMJckFoABUVFXzxxRds2rSJyMjIJpscN9Dr9ZSUlLBz505SUlJYvHgxY8aMMXdYt2Xx4sV88MEHvPzyy8YkVFO6HoY3qm+99Ra1tbW8+OKL9O/fv1Et4/xfampq+OWXX/jss89wc3Nj3LhxTfoNvSRJVFVVsX37dhITE1myZAljx45tUn/PsmXLWLRoEY8++ugNg4umQqPRkJGRwZIlSzh16hQzZ85k6tSpTSKZCRg39XvxxRfRarXGmeNN6Tv0R9e3iU8//ZR77rmnydyjANauXcsnn3zCwIEDmTFjBuHh4U1qtY5Wq+Xy5cusX7+en376ibvvvpsXXnihyZSW0Ol0ZGRkMGvWLMrKypg9e3aT33ujurqa3bt3G/d4mDhxYpNIpBns3r2bTz/9FA8PD+bMmcNdd93VZL5PcO35taysjF27dvHBBx/Qu3dvPv744yaR4IdrzxqFhYVMnjyZwsJCHnvsMWObaKrtoqamhri4OI4dO8bUqVOZMWMGfn5+5g7rb0tMTOTzzz8nLy+PJ554gsGDBzep1SGG2fwHDx7kmWeeoWPHjqxatQoHBwdzh/a3FRYWMmXKFAoKCoylhuRyeZNtE0qlksTERA4ePGicSd6uXTtzh/W35ebm8vnnn7N7926ef/557r333ib1ct5QmuvYsWPMmTOH6Ohovv32WxwcHJrMd6q4uJg5c+aQkpLCxIkTG+1ed3+XWq02JsmdnZ159dVX6dmzZ72cq+lNvxCEJkatVvPNN9+wdetWwsPD6dOnT5NOjgPI5XLc3d0ZMWIEnp6evPzyy5w/f97cYf0tkiTx448/8vHHHzNv3jymTp3a5JLjANbW1kRHR/PSSy9hY2PDF198wZEjR9DpdOYO7S9pNBr27NnDihUrcHZ2ZvTo0U06OQ7XNodzdHRk9OjRBAYG8sILL3D+/Hmayjvon3/+mU8++YTJkyc3yeQ4gJWVFW3btmXu3LlER0fzww8/sHnzZrRarblD+0s6nY5z587xzjvvUFdXx8SJE5t8chwwtomgoCBeffVVTp061SSuB8Cvv/7K559/To8ePXj44YeJiIhoUslxAEtLS3x9fZk8eTLjx4831uvXaDTmDu0v6fV6CgsLef755ykuLuahhx7C29u7ybcJBwcHhg4dStu2bfnkk084ePAgSqXS3GH9LQcPHmTp0qW4uLgwa9asJpcch2vPr66urowcOZKnn36a2NhY3nrrLdRqtblD+0uGROb8+fPJyclhxowZTT45DmBvb0/fvn2JjIxkw4YN7Nixg7KyMnOH9becP3+eVatWGTeFHDJkSJNKjsO151d7e3v69+/Pe++9x/Hjx3nxxRebRJuAa8nkBQsWkJ2dzdSpU5t8chzAzs6Ozp0707VrV44fP87q1au5fPmyucP6WwoKCvjuu+/Yv38/8+bNY9y4cU0qOQ7X2oSNjQ29evXi008/5cSJEyxcuJC6uromMa5TKpW88MILXLhwgXvvvZfQ0NAmnRyHa3mP0NBQ+vTpQ1FREYsXLyYrK6teziUS5IJQz3bs2MGWLVvw8fGhV69euLq6NukblIFcLqdVq1aMGzcOrVbLiy++SGVlpbnD+p8kSeLkyZO88cYbjB07ljlz5jTpxKyVlRWdO3fmqaeeQq1Ws3r1as6dO2fusP5SQkICP/74IzqdjqFDhxqXBjd1MpkMFxcXJkyYgEwm4/nnn6eioqLRP0wlJibyzjvvMGjQIB599NEmmRw3sLS0JDw8nFmzZhESEsK6deuIiYkxd1h/KTs7m1WrVpGbm8vYsWNp3bp1s2gTAC4uLtx///1YWlryr3/9i6KiIvR6vbnD+p/Onj3Lxx9/TFhYGDNnziQ8PLxJzXy/noWFBb6+vkyaNImRI0eyceNGNm3aZO6w/lJlZSVLliwhMTGRCRMmEBQU1CTLqtyKs7MzY8eOxdHRkY8//pjk5ORG/+IoLS2N5cuXI5fLmTZtGj169GhyyXEDQ5L87rvvZt68eWzZsoVvv/3W3GH9JZ1Ox+LFizl48CCTJ08mODi4ySfHDRwdHRk8eDC+vr6sWbOGuLi4Rp+gzc/PZ/369cbSHoY6/E2RTCbDzs6OoUOH8uqrr7J9+3a++uorc4f1tyxevJj4+HgmTJhASEhIk0+OGygUCrp370779u2JiYlhw4YNjf5lallZGTt37mTHjh1MmDCBSZMmNakVUteTyWRYWVkxaNAg3nrrLXbs2MGyZcsa/fMrXFsR/PvvvzN8+HDj5I7m0CZsbGxo164dffr0ITU1lc8//5zq6mqTn6d5PGkKQiN16tQp1qxZg4WFBd27d2+ydTP/jEwmo3Xr1owbN46TJ0/y0UcfNdpkoCRJlJeX8+qrr+Lt7W3cWb6pdxg2Njb07t2bqVOnkp2dzcaNG8nJyTF3WH8qIyODn376iZycHPr06UNAQECzahMAPj4+TJw4kaSkJD766CP0en2jbRfl5eW88cYbuLi48OSTTxIYGNhkk+MGVlZWREdH88ADD2BjY8Pq1au5cOGCucP6U8XFxWzbto24uDgGDBhA27Ztm/w1+CNvb2/uv/9+Lly4wOLFi6murm60baKiosLYbmfNmtVkao7/L5aWlgQGBjJx4kQ6dOjA8uXLSUhIMHdYf6qmpoZdu3axYcMGhgwZQvv27Ztdm/D09GTs2LEUFBSwfPly8vLyGm2bqKqq4ptvviEvL4/77ruPfv36NZmSJH/GsBLyvvvuY+zYsXzxxRfEx8ebO6w/pdVq2bt3LytWrGDo0KFERUU1yfrK/4ubmxtDhgxBp9Oxdu1aEhMTG22bqK2tZceOHRw+fJiBAwcybty4Jrvhq4FMJsPBwYHx48czbdo0Pv30Uw4cOGDusP6UJEns27ePZcuWMXjwYKKjo7G0tGxWbcLR0ZGePXvi6enJtm3b2LVrV6NtE2q1muPHj7N+/Xo6derEjBkzmmQt++vJZDJsbW0ZN24cs2bN4vPPPycmJqZRr9aOiYlh+fLldO/enY4dO2JnZ9es2oStrS1RUVF07NiR33//nTVr1pi8TTSvrIQgNCJVVVX88MMP5Ofn07lz52aRePojmUyGXC4nIiKCIUOG8N1333Hw4EFzh3UTSZKQJIlFixaRmprKm2++aZx50xwoFApGjhzJgAEDOHLkCHv37qWmpsbcYd2ktraWXbt2cfz4cSIiImjXrl2T27Tvrxi+U+Hh4QwfPpzvvvuO+Pj4RvlAK0kSH3/8MRcuXDBuztRcroeNjQ3du3dnzJgxFBYW8uOPPzbKFS51dXUkJCSwadMmgoOD6datW5Mr4/F3yGQyQkNDGTZsGBs3biQ2Npa6ujpzh3UTSZL46quvSEpKYvbs2XTr1g1bW1tzh2USVlZWhIeHM3nyZKysrFiyZAmlpaXmDusmWq2WzMxMlixZgp+fH3369Gm2bSI4OJhBgwYRGxvL3r17KS8vN3dYN5EkiZ9++om4uDhGjx7N0KFDm+yMwD+ysLDAx8eHGTNm4Ovry/vvv8/Vq1fNHdZN9Ho9V65c4f3338fLy6tJbsr+d8hkMvz8/Ojbty9ZWVns2LGD/Px8c4d1E0mSiImJYfv27bRr147Jkyc3+USggWEl5Jw5cwgLC+Ott97iypUrje4Z1jDp6e2338bT09PYJprLuM5AJpPh7u7OXXfdhSRJbNq0iZSUFHOHdRNJkjh37hxr1qxBoVAwb948fH19zR2WSchkMpycnJg9ezYRERG8++67FBYWNsqZ5GVlZbz//vs4OjrSt29fHB0dm2WbcHBwoFOnTgQEBLBu3ToSExNNeg6RIBeEerJr1y4OHTpEeHg4ERERzfJhFv5bp6tv3744OzvzwQcfUFNT06gepiRJ4tChQ6xevZoFCxbQt29fc4dkcu7u7kyePJnAwEB2795t8s7CFBISEtizZw9OTk5069atyc9A+zOGZXn9+/fH1dWVDz/8kKqqqkbVJgAOHz7M6tWrmT17Nv379282yXEDJycnhg8fTv/+/Tl8+DB79uwxd0g3yczMZOvWrSiVSgYMGNDkapfeDisrK3r37o2HhwdLlixplKVWEhISWLt2Lffeey9Dhw5tssvl/4ytrS3dunXjwQcf5PTp0/z000/mDukmpaWlrFu3jvz8fEaNGtXkZ2X+L5aWlnTt2hVfX182bNjAxYsXG12plbNnz/LTTz/RuXNnxowZg5eXl7lDMilLS0vCwsJ4+umnSUlJaZSlVtRqNd9//z3Jycncc889uLq6mjukemNpaUn79u0JDg4mLi6O+Pj4RldqJSMjg23btqFQKJg4cSJt2rQxd0gmJZPJ8Pf355VXXiE9PZ1Vq1aZO6Rb+vbbbzl//ryxTTS3RKCBhYUFQUFBREZGkp6ezubNmxvdBIOioiJ2795Nbm4u06ZNIzo62twhmZyhTWRnZ/PNN980yr1cVq9ezZkzZxg5cmSzq1pwPblcjoeHB127dqW6uppVq1aZtPxQ8/zUBMHMLl26xPr167G3tycqKqpZJz3gvzMOxowZw5EjR9i8ebO5QzKSJIna2lo++eQTQkNDmTZtWrNbgmcQEhLCuHHjqK2tZefOnY1qQ5fCwkJ27NjB1atX6dy5M61atTJ3SPXOUGf2+PHjbN68uVEtyVMqlXzyySe0adOGqVOnNrsleAbe3t6MGjUKf39/Nm7cWG8butyJ8vJyYmNjOXnyJHfddRd+fn7mDqneOTs7M3LkSM6dO8eWLVuoqqoyd0hGKpWKJUuW0KpVKyZNmoS7u3uzbBNOTk4MHjyYfv368cMPP5CcnGzukIyUSiUnTpxg27Zt9OrVi6CgIHOHVO8cHR0ZOHAgly9f5tdff21U/XZdXR1r1qxBr9czduxY2rRp0ywH3FZWVvTt25eJEyfy9ddfN6q9XLRaLefPn+fbb7+lT58+tG3b1twh1TtD7WWA3bt3c/HiRTNH9F9qtZpdu3Zx6dIlhgwZQteuXZvd6mC4Nq7r3bs3M2bMYMWKFZw9e7bRTPKQJImUlBSWLVvWYtqEofayr68vv//+O4cPHzZ3SEZarZaTJ09y8OBBevbsydChQ5vdhBuDXr16MWPGDFavXt3oNp1PSUlh+fLldOvWjdDQ0GZ5X7qelZUVAQEBdO7cmfj4eHbv3m2yYze/pxxBaAS2bdtGdnY2UVFReHt7N8sBxR/JZDIiIyOJiori888/p7y8vFE8TOn1en777TeOHj3Kc889h6enZ7NMesC1WQZ9+vShe/funD59moMHDzaaGZoHDx4kMTGRgIAA2rZt2yLaBED79u2Jjo5m6dKljWqZ6m+//cbhw4d56qmn8PHxabbXw1ACatiwYRQWFvLLL780mjZx8eJF9u3bh4uLC507d272D7MG4eHhREdHs3btWnJychrNi6M9e/Zw6NAhHn74Ydq0adNsB3gymQwvLy/uv/9+dDod3377baNpE0VFRWzatAkLCwt69+7dYtpEmzZtiIqKYt++fZw5c6bRzJiNj48nPj6e4cOH06lTp2ZTbuiPZDIZ9vb2TJ8+HYVCwZIlSxrNfUmpVPL999+jVqsZNGhQi2kTvr6+REVFkZKSQmxsbKPZnPDUqVMcOHCAsLAwBg8e3OxWGRnIZDIsLS155JFHcHZ25osvvkCn0zWKZ1hJkowzRocMGdLsavH/GTc3NyIjI1Eqlfzyyy+NZoJBZmYm+/btw9ramgkTJjT7VV8zZszA1dWVFStWoFQqG0WbAPj666+pqalptuWGbkWhUBAZGYmrqyvfffcdFRUVJjlu8xwRC4IZ5efns2PHDry9vQkJCWm2A4o/kslkWFtbM2LECFJSUti1a5e5Q0KSJKqrq1m6dCn9+vVjyJAh5g6p3rm5uTFixAgcHR2JiYlpFPUbi4uL+f3339FqtbRv377Zr6i4nrW1NcOHDyc9PZ09e/aYfUmeYUXFF198QZ8+fRg6dGizTY4bODg40KtXLzp37szu3bvJyMgwd0hUVFRw7NgxsrKy6NKlS7NeMv9H1tbWDBo0iMuXL7N///5GMcirra1l+fLldOjQgSFDhmBnZ2fukOqVjY0N0dHR3HvvvezYsaNRbGKrVCo5e/Yshw4dolevXi1ilZGBlZUVPXv2RKVSER8f3yhmkSuVSn788Ue8vLwYPHhws6mx/GcsLCwICQnh0UcfZevWrZw9e9bcIaHVaklNTWXbtm3079+/2ZW3+V8sLS2JjIzEwcGBo0ePNoqVLnV1dezcuROVSsWgQYOa/QoXmUxGQEAACxYsYMuWLZw5c8bcISFJEpmZmaxfv54BAwbg5eXVIhKBcO0eFRgYSJs2bUhKSuLEiRPmDgmNRkNCQgIXL15kwIABdOjQwdwh1bvAwEDmzZvH7t27SUpKahSzyDMzM9mwYQO9e/du1pOe/siw2Xa3bt04d+4csbGxpjmuSY4iCIKRobRFu3btWlTSwyA4OJioqCiWLVtm9lrkOp2OuLg4zp49y/z585t90sMgOjqau+66i6ysLA4dOmT2t9tHjhwhOTkZf39/WrdubdZYzMHQJr7++mvKysrMfj1iY2M5deoUjz32GAqFokUMLlq3bs2gQYNQKpVs27bN7NcgOTmZo0eP4uLiQnh4uFljMYeAgADat2/P5s2bycvLM/tszUOHDnHq1CmmT5+Ou7t7ixhcODk5MXr0aBQKBWvXrjV7mzDUMLW2tqZTp05mjcUcfHx8aNeuHYcOHeLcuXNmf5l64sQJTp48yciRI2nTpk2LmLlsaWnJuHHjaNWqFV9//bXZ20RtbS2bN29Gr9fTo0cPs8ZiDh4eHoSHh5OTk0NcXJzZ6y5fuHCBhIQEoqKi6NatG1ZWVmaNp6Hcd999+Pj4sGrVKvR6vVnbhV6vZ926dajVanr37m22OMzF0dGR0NBQ9Ho9W7ZsMfvKikuXLnH06FGcnJwYMWJEs9xQ+1bGjRtH69atWbNmDbW1tWbvK9atW4dKpaJnz54toq++no2NDSEhIXh5ebF69Wpqamr+8TGb/whAEBpQZWUlW7duxdvbm4CAgGa7MeefkclkyOVyhg0bxsmTJzl+/LjZYpEkCZVKxcqVK+nWrRu9evUyWywNTaFQ0KdPH1xcXIiLi+Pq1atmi6WmpoaYmBi0Wi2hoaHNdmPO/0UulzNkyBDOnDlDQkKC2RIfkiSh0+lYtmwZ3bp1o3fv3i0iOQ7XHqAiIyONs8gLCgrMFotKpeLkyZNkZWURFRWFk5OT2WIxF7lcTr9+/cjKyiIhIcEkD7R3SqvVsnLlStq1a0evXr1aTL9taWlJQEAAY8eOZdu2beTk5JgtFo1GQ1paGgcPHqRLly64ubmZLRZzkcvldOnShcrKShISErhy5YrZYtFqtaxbtw4vLy969uyJs7Oz2WJpSHK5nFatWjF9+nQ2b95Mdna22WLR6XRcvnyZX375he7duzf7Gfy3IpPJCAsLw87OjhMnTnDp0iWzxaLT6di1axdarZaePXvi4+Njtlgakkwmw83NjVmzZvHLL7+YdR8XSZIoLS1lzZo1xlVGLeUZ1kAmk+Hj40NQUBAnT540a31+nU5HQkICGRkZ9OjRo0XUgjdwc3Nj+vTp7N27l7S0NLPOIi8rK2PNmjX06NGjWZeR/TMymQwnJye6du3KyZMnOXXq1D8+pkiQC4IJnTp1ivT0dCIiIpp1Da6/Eh4ejq+vL2vWrDHbW1W9Xk9aWhrx8fHMnj27xSQ9DCIjI+nYsSOXLl0iKSnJbHGkpKSQnJyMj49Pi9iE8M+EhYXh6+vLzz//bNZZUOnp6cTExDBnzhxsbW1b1IOUn58fAwcOpKysjLi4OLPFkZeXx5kzZ7C2tiYiIsJscZhbSEgIrVu3Zvfu3WZ9iZeRkcGBAwd46KGHcHZ2blFtwtHRkbvvvhu1Ws3OnTvNFkdZWRmJiYnU1NTQpUsXs8Vhbv7+/gQEBHDy5EnS09PNFselS5eIj49nxIgR+Pv7t4gVFQaWlpbcf//9wLX9hMxFpVJx/PhxioqKWuRMWQNPT0+Cg4PJy8sjISHBbHEUFBRw9OhR474yzXWPij8zadIk5HI527dvN9ueFXq9niNHjpCTk0O/fv3MEkNj4OjoSEhICGq1mj179pgtjtLSUhITE7Gzs2PgwIEtZkWFwfjx47GxsWH37t1mncl/5MgRsrOz6du3b4vqq69nY2NDaGgoDg4ObNy48R8fr2V+ioJQDyRJYseOHdjZ2bXI2eMGMpkMCwsLevbsya5duygtLTVLklyj0bB9+3bc3NwYOnRog5/f3BwdHenYsSPW1tYcO3bMLG+3JUkiPj6eqqoqAgICWlTt8T+ytLSke/fuxMTEUFxcbLYBxi+//IKLiwvDhg0zy/nNydbWltDQUNq0acPevXvNMpNfkiTOnz9PRkYGgYGBLXKmrIGFhQWdOnUiMTGR3Nxcs62s2LZtGw4ODgwePLjFLA82sLS0JDAwkB49erB161azbA4pSRL5+fkcPnyYoKAgPD09GzyGxsLCwoKIiAjy8vJISUlBpVKZJY49e/Ygk8no06dPi5k9biCTyfDz82Po0KH8/PPPZmsT1dXVbN++neDgYHx9fRs8hsZCLpfj7++PTqcjMTGR6upqs8Rx5MgRKioq6NKlS4srFSiTyfD19WX48OFs2rQJlUrV4OM6wwrIDRs2EBwc3OKuwfXkcjkeHh60atWKgwcPmmxjwtt1/vx5MjMziYiIoF27dmaJwZx8fHwYMmQIe/bsoaKiwixtQpIkfvzxR4KCglp0mzBstB0REcH+/fspKyv7R8cTCXJBMJHKykri4+MJDg7GycmpRc1Cu5Vu3bpRVlZmlhrYkiRRU1PDr7/+yujRo1vsbP7w8HACAgI4d+4chYWFDX7+6upqEhISsLe3x9vbu8W3iS5dulBVVcXRo0cbfNAtSRJqtZrNmzczZswYXFxcWuT18Pb2pkePHpw6dcosJSVUKhXnz5+nqqqKkJCQFnkNrhcZGYlGoyExMdEsg7y6ujq2bNnC0KFD8fDwaJGzbxQKBaNHjyYxMZHMzMwGP79GoyErK4u0tDSio6Nb5DW4XkhICDY2Npw/f94sm3UaVhN06dIFPz+/FjdTFq69qJg4cSKJiYmkp6c3+DOsXq+nsLCQo0eP0q1btxbfJnx9ffHw8CAjI8MsKys0Gg3x8fF4eXkRGhraYidATZo0iaSkJLO0CYCSkhL2799Pr169WnybcHFxITg4mPz8fE6fPt3g59dqtZw5cwaNRkPnzp1RKBQNHkNjMH78eFJTU0lNTTXLy9SysjL27NlDz549kcvlLXpMYWtrS2RkJFeuXOHYsWP/6Fgt++4iCCZ0+vRpioqKWmyd5esZaqQFBATw66+/NviDlE6nIysriwsXLjB+/PgGPXdj4u/vT2RkJKWlpWYps5Kamkpubi4+Pj4tsn7mH3l7e+Pv78++ffvMMjMwOzubpKQkJkyY0ODnbixcXV3p1q0bkiSZpcxKbm4u6enpODg44O/v3+Dnb2w8PT3x9/fn+PHjlJaWNvj5c3JySEpKYuzYsS1uebCBjY0NvXv3xt7ent27dzf4+UtLSzl//jxwrRRVS+fm5kbr1q3JyMgwS71fQwmo/v37t9jJBTKZjP79++Pq6spvv/3W4OdXKpUkJSVRW1tLdHR0g5+/sXF0dKR169ZUVFSYpL7s7SosLOTcuXO0a9eOgICABj9/Y9G/f3/c3NzYtWtXg2+srdPpOHHiBOXl5XTu3LlBz90Y2dra4uvri5WVFfHx8Q1+/tLSUpKTk3FxcaFDhw4Nfv7Gonfv3nh6ehIbG0ttbW2Dnz8hIYGysjI6d+7copPjcG1FpK+vL+7u7v/4WVYkyAXBRI4dO4atrS2tWrVqkTNubqV9+/YcPHgQjUbToElyjUbD4cOHcXR0pHv37g123sbGysqKwMBAHB0dOX/+fIO/qDDMLvD09MTW1rZBz91YRUREcOLEiQbf9dyQEHZwcKBHjx4Ndt7GxsLCAk9PT0JCQjh+/HiDt4msrCyKi4vx9PRs0SWHrhcSEkJKSgqlpaUNXnooLi4OhUJB9+7dW2y/LZfLcXZ2pmvXrsTHxzd4m7hy5Qqpqal4enri6uraoOdurFq3bs3Vq1fJy8tr8DZx5MgR5HJ5i54VaFiu3adPH2JiYgAatF3U1NRw4sQJvLy8xOSC/3B3d0eSJFJSUho8OXv69GmUSiXt2rVr0dfD0Cbi4uLQ6XQN2iZ0Oh3x8fF4enrSqlWrBjtvY+bg4ICrqytJSUkNXkYzIyODwsJCgoODCQwMbNBzNyYKhYIePXqQmJjY4OM6gAMHDuDp6dmiS9Ndz8rKiuDgYI4ePfqP2oRIkAuCCUiSxPHjx/Hx8cHOzq7Fv8UzaNeuHampqQ1e3kOj0XDs2DG6dOmCg4NDg567sfH19cXNzY3k5OQGXf4lSRLnzp3DxsamxZbzuJXw8HCysrK4fPlygw/yYmNj6datGw4ODi36ejg7OxMeHs6pU6cadMNUSZLIysqiqqpKlBy6Tps2bSguLiYvL6/Bl6jGx8fTqVOnFl8Wzdramh49enD8+PEGXd0iSRJXrlzh0qVLBAYGtuhrcD0/Pz/q6urIyclp8JrLR48eJTQ0FDc3NywsLBr03I2JYRb50aNHG3QDNkOJwFOnThEaGiraxH+4u7tja2tLVlYW5eXlDXru06dP4+7ujo+PT4tdaWTQv39/EhISqKmpabBzSpKEVqvl0KFDtGvXTrSJ/7C3t8fLy4uMjAxKSkoa9Nzp6enodDqCgoJabMkhg169enHx4kXKy8sbLEFuOE9cXBzt27dHJpOJdsG1BHmbNm1ITU2lqKjojo8jEuSCYAJ1dXWcO3cOb2/vFt9RXC80NBS5XM6JEycabBaUodZyYmIivXv3bpBzNma+vr4EBgZy+fJl8vLyGuy8arWatLQ0FAoFTk5ODXbexq5NmzZYWVk1aHJWkiT0ej1Hjhyhb9++DXLOxszJyYno6GiuXLlCRkZGg51Xq9WSm5tLXV2dmAF1nYCAAOzs7EhOTm7QOuSGNtG7d+8WnQiEawnynj17UlpaSkpKSoOdV6fTUVxcTFFRUYveYOqPvLy8cHZ2Jicnp0HrkOv1ek6cOEF0dHSLnT1uIJPJ6NevH2VlZQ3aJiRJoqKigrS0NNq0adNg523sXF1d8fT0pKSkpEH7bcPG2n5+fi169rhBv379qKioICUlpUFXt9TW1nLmzBlCQ0Mb7JyNnUKhoHXr1tTW1nL27NkGO69hsodhlXJL17NnT1QqFenp6Q066UalUpGUlCRK013H0tKS4OBg9Ho9iYmJd3wckSAXBBPIy8ujuroab29vrK2tzR1Oo2Fvb4+7uzvJyckN+la1qqqK/Px8Onbs2CDnbMxcXV3x9/dHqVQ26KaERUVFlJeX4+rq2uJr8l/P3t4eNzc3MjMz0Wg0DXbempoaLl26RJcuXRrsnI2VnZ2dMfGQlpbWYOctLS3l6tWrKBSKFlvb91bs7Oxwc3Pj8uXLDTpbtra2luzsbDp27NjiN/yytLQkLCwMa2trLly40GDnrampoaioCLlcLpYIX8fW1hYXFxcqKioatDZ/bW0tubm5hIeHi7JoXFsFaWtry7lz5xrsnGq1mvz8fLRaLX5+fg123sbOysoKJycndDod+fn5DXZepVJJfn4+vr6+ot/mWplAOzs7Ll682GCrIPV6PTk5OahUqhZdA/6PLCwscHR0xMbGpkH3q6irq6OoqAh7e3t8fX0b7LyNVWhoKA4ODqSnpzfoCrxLly6hVCpFm7iOXC7HwcEBZ2dnUlNT7/g4LbPgoiCYWGZmJjqdDg8Pj9tafidJEjqdjrq6OmOtJCsrK2xtbY0DdkmSkCQJjUZzw+x0Q8JZrVZjbW1tXFpj+LeSJGFlZfWny27q6uqwsLBALpffcH6ZTIaFhYUx0a/T6bCwsLjjGXbe3t6kpaU1WIJcq9WSlZWFTCajbdu2Jj22JEmoVCpqa2vRarVYWFhgZ2eHnZ3dDddLp9Oh1WpvGGAarmNdXR12dnbG6/THGlmWlpbG62YKhvqytra2DTqoyMvLQ6lU4uLiclsDbcPnpFKpjAlkS0tLbG1tjd/BP/vuG/5/f9YmDMf6szbxx3ZjWNapVquxsbHB0tISvV6PRqPB0tLyjtuEl5cX2dnZDZogT09PR6/Xm3ymgeHzrq2tNf49tra22Nvb33C99Ho9arUaOzu7G37XcK2vn60oSRJKpRKZTIaNjY3Jlw7K5XIUCgUeHh4NOqi4cuUKZWVlODg43Fb9ccP3XalUGr+jlpaW2NnZ3fAdvNV33/B9BW7oDwzfbb1ej6WlJXK5/JafsU6nM/Y9Wq32hod/uVyOtbU1lpaWqNVqLCws7riOt7u7O0VFRQ26yVFaWho6nY62bduaNEFu6AOqq6uNJWOsra1xcHAwfj5/9t3X6XSoVCrkcrnxvnn9fUylUmFjY2PyhL5MJsPa2prWrVuTnp5u0mP/L5WVlVy+fBlbW9vbqj9uaBMqlQq1Wn1Dm7j+u2y491/fp+r1erRarfF3DP/++jZheOa5VZvQ6/XU1dVha2tr/D1DWQxbW1usrKyMbfF/HeevODs7c/Xq1QZNkGdlZaFWqwkODjbpZA/DZ1RVVUVdXR2SJGFtbY2jo+Mt28T1pQoNbUImkxk/c5lMZnx2Nnx3/+wedqdkMhmWlpYEBQX9o4H27VKpVGRnZ2NlZXXbM5avf3Yy3NsNz07XtwmtVotcLr+hj/5f3329Xo9OpzN+Jrc6r1KpxM7ODr1ef8N93NCPX99P3GmbMEy2aMhVFXl5edTU1ODr62vSko2Ge1hVVRUqlcr47Onk5HTT9VKpVMbvPmD87gPG/kAmkxnHFIZjm3o8Af/d2ygjI6PBZpDrdDrS09ONe8jcDsO4y9BPGPpWw1jA8G8Myf7r70c6nQ6dTodcLjf+e8N9yvA5/3EMcr3a2lrjM69MJjO2DUN7kMlkqNVqY1u8k+tkeLa4dOnSbf/unSouLqasrAwvLy/c3d1NemxDP3F9mzD0E9dfr7q6OqysrIz3MMMYQ6/XY2VldcN47frvqeEeZspSSZaWlvj7+5OXl9egM8hTU1ORyWR31CbUarXx8zI8y1tZWd2Qy9Dr9cbP8/qfaTQa5HL5DWNluDYml8lk//OeU1tbi62trbHPMPyu4fesrKyMbdGQo7pdcrkcDw+PfzQBSiTIBcEEMjMzsbOzw97e/rYas1arJTs7myNHjlBQUIBcLicoKIjevXvj6+tr7FArKys5f/68sTyCoYOurq4mKSmJ/v37G49ZVVVFSkoKKpWKsLAwPDw8bho46HQ6EhIS8PPzw8XFhcOHD5OVlYWlpSWWlpZ4eXkRFRWFo6Mj2dnZeHl54e/vf0efjbe3N6mpqQ2aIM/MzMTKyoqgoCCTHrumpoZff/2V3bt3c/nyZZydnRk8eDCjRo3Cz88PmUyGSqUiKyuL3NxcRowYAfx38FFUVMTBgwd54IEHkCSJkydP3rBUVKPR0K5dO5Nvoujk5ISDgwMFBQUmPe7/kpubi0wmu2EA/Hfo9XqKi4s5cOAAOTk56PV6fH19GTBgAAEBAcbOuKqqilOnTt3w3dfr9VRXV3P69Gl69uxpTFRUVFQY6+UFBgbi4eFxU0x6vZ6UlBQ0Gg0dOnTAwsICrVZLcnIyJ0+eZMCAAQQHB6NSqTh79iytWrW64+XPnp6eDZoglySJtLQ042DflFQqFUeOHOGXX34hIyMDGxsbunfvzoQJEwgJCTEO2i5fvszx48eZOHGiMSa9Xk9JSQm7du1i+vTpwLXrcOXKFWJjY7GwsKB37954eXkBmHSQZ2tri4+PD9nZ2SY75l8pLi5GqVTi7Ox828mniooK9u7dS2ZmJlqtFm9vbwYPHmys22zoD06dOkWfPn2wsLAwtqWUlBRjXT53d3csLS2prKwkKyuL2tpafHx88PHxuelFll6vp6CggIyMDHr06EFWVhZ79uwxDtQdHByIiooiMjKSxMREPDw87nj5s7u7O9nZ2Q1a1zQ9Pd3YJkz53dJoNFy8eJG1a9dy4cIFJEkiKiqKadOm0a5dO+RyOTqdjpKSEvbs2cO0adOMfXpqairx8fG4urrSp08fvLy8kMvl6PV6ysrKiImJYfjw4Tg7O5ssXgMLCwvatGnT4Anyq1evGl/i3o6amhp27dpFZmYmarUab29vBg0aRFBQEHK53Ji0PnfuHB07dkShUCBJEiUlJcb+wN/f37jyr7KykuzsbMrLy/H09CQgIACFQnHTC9iqqiri4+MZOXKksR8pKytj9erVjBgxgvbt2wOQmJiIu7v7HbcJJycnsrOzG7S2bGZmJpIk4e/vb9IEgl6vJz8/n5UrV3Lq1CnUajVhYWE88sgjREdHG7/jpaWl7Ny5k4ceesj4/Juens6hQ4ewt7enR48e+Pn5IZfLSU1N5eTJk9ja2hIdHU1gYKDJZ73LZDJCQ0MbdKVRXV0deXl5uLi43PBC+e+oqalh7969pKeno1aradWqFf369aNNmzZYW1sbkxKpqam0bt2aVq1aGZ+RsrKyqKysxNvbG39/f+NLCkPfkpmZiaOjIyEhITec05Bs+e233xg3bhxXrlxh/fr1xtjt7OyIioqiU6dOnDp1ChcXF0JCQu7oZarhZWJDPsvm5OQY7y+mXg1ZUlLCkiVLOHHiBCqVitDQUGbPnk2HDh1uuO/v2bOH8ePHG19AZGdnc+zYMWQyGZ06dSIoKAhbW1tOnz5tvLfBtT1vOnfubPISYqGhoQ2eIM/IyMDFxeW2Sz/V1tYSGxtLamoqNTU1uLm50b17d8LDw7G3tzcmWy9duoSNjQ3BwcFIkkRtbS05OTkUFhbi7u5OcHAwDg4OxmtimHQSERGBq6vrTf2ETqdjx44djB8/3vhdr6qq4ocffqBv375ERkZiZWXFhQsXsLa2Jjg4+LbbO1x7YWFvb9+gkz2KioqorKykffv2Jt9Yu6ysjCVLlpCQkIBSqSQkJISZM2fSqVMnrK2t0ev1VFRUEBcXR+/evfH09DQ+q544cYLq6moiIiIIDw+nsrKSc+fOceXKFeDadbGxsSEyMpLIyEiTxh0cHExBQUGD7qOTmpqKq6vrTc8pf0WlUpGQkMDZs2epqKjAwcGBjh07Eh0dbbyearWawsJCqqqqiIqKMt7n8/PzycrKwtnZmdDQUJycnJAkyViez9ramrCwsFs+o2q1Wnbt2sXIkSOpqqpiy5Yt6PV640vUkJAQOnToQGFhIRqNBn9//ztatSOXy3F3d/9Hz7Ite02pIJhIcXExjo6Ot/UQIkkSycnJbN26FY1Gw913383EiRPR6XSsWLGC0tJS9Ho9ubm5bNq0iZiYmBt+v7CwkI0bN7Jv3z7jz3Q6HatWreLQoUMUFxfzySefUFxcfFNyOj8/n+rqauRyORqNhuLiYjw9PRk2bBhdu3YlNzeXrVu3GmeSx8TE3PFSOnd3dy5fvtxgCXKdTkdhYSGenp4mrQev1+tZunQpa9euJSwsjLfeeosZM2YQExPDJ598QklJCVVVVcTExPD++++zbds24+9qNBpOnz7N22+/zXfffWc8XlZWFgkJCSQkJHD06FE++OADDh8+bLKYDRwcHLC3tzc+JDSE0tJSrK2tbysRKEkSxcXF/Pjjj1y5coXhw4fz8MMP4+LiwqeffsrVq1eBa7OHNm3adMN3H649tG3evJm9e/caZ+bX1dXx5ZdfkpycTEpKCitWrDAmAa535coVrl69alxBAdcGL0lJSVy8eJGEhATjw5Wvry/bt2+/4zbh6upKcXFxg+06L0kSeXl5eHp63jALyRTH3bFjB59//jm2tra89NJLvPDCCxQVFfHss89y+fJl6urqSEpK4p133uGHH3644XdTU1N58803Wb58ufHnly9fZsSIEZw9e5bdu3fz2GOP1UvZDWtra1q1atWgM9EqKyvR6/W3NQgyJDS+/vprsrOzGTJkCLNnz8bHx4cPP/zQ2KYLCwvZtGkTe/fuNX4vq6qq+PLLLzl9+jTZ2dksXryY1NRUVCoVGzduZO/evSQnJ7Nt2zYSExNvahOGUlUG5eXlVFVVMXz4cAYNGoSrqytffPEFlZWVhIeHs3HjxjtuE87OzlRUVDTo8tT6ahOnT5/mjTfeoKSkhCeeeIIPPvgAe3t7HnroIXJzc40v4958801WrFhh/N3i4mLGjh3L0aNHjS//ioqKjPU+Fy1axJIlS+qtTrtcLqd169YNuldFbW0ttbW1t72iQpIkli9fTkZGBoMGDWLu3Ln4+fnxySefGJ83iouL2bZtG3v27DG+eKmurmbNmjUcOnSIrKwsVq9eTXx8PJWVlezbt4+tW7eSmZnJnj17WLdu3U3fx7q6OmMiwpD00Ol0HDt2jKysLPbv329sR+3bt+fnn3++YUbn7XBwcEClUjVo2aGCggLc3NxuWBX3T0mSRFFREc888wzJycnMmTOHpUuXEhwczLhx44wzHzMyMnjzzTf56quvjJ/XlStXmDhxIgcOHODUqVPcfffdnDt3jszMTJ566in2799PfHw8zz33HHFxcfXynBkYGEhubq7Jj/tnNBoNZWVlt50YkCSJVatWkZqaSr9+/Xj00Udp06YNK1euJCMjw/hSbu/evezcudPYdyiVSnbu3Mmvv/5KVlYWv/76K5s2bTLO9Fer1Vy4cIEff/zxli+U9Xq98QWChYUF1dXV5OTkMHz4cIYNG4a/vz+LFy+mpKSEiIgItm/ffsPMwdthWF1bVlZ22797p4qLi1EoFDg4OJgs0WxIys6dO5cTJ07wyCOPsGrVKiIiIhg7dqzxHpOZmcm7777LsmXLjBvFlpSUMG/ePLZs2UJSUhKPPPIIO3fupK6ujp9//pmff/6ZM2fOcObMGfLz8+sliR0QEEBBQUGD7i1VXFyMm5vbbf/e2rVrOXv2LJ06dWLGjBlERUWxdetWTp48SV1dHZWVlRw+fJgdO3YYJyyp1WoSEhJYu3YtmZmZHDlyhK+++ora2lpKSkr45ptvSEhIIC8vj0WLFt1y1rBh1cn1M5+PHz9OZmYmMTExxvbVtm1b4uPjuXLlyh21CSsrKxQKRYOO78rKypDJZDg7O9/xqsE/MkyamTNnDseOHWPGjBmsWLGC6OhoHnzwQc6fP49OpyMnJ4dPP/2UL774gsLCQuDaBJK33nqLlStXcvLkSV5//XWWLl1KYWGhcfx2/PhxduzYwfLly+ulXrufnx9Xrlxp0AS54eXN7TCM244ePUpQUBBTpkyhT58+JCQksHfvXqqrq431/rdt28apU6eA/76kWrZsGRkZGVy4cIH/+7//o7q6mqqqKt577z2Kioo4d+4cH3zwAXq9/qbvc1pamnGVUm1tLfn5+XTv3p1hw4YRFhbG1q1bjfv5paSkGF9C3S65XI6Li8s/Gt+JGeSCYAI1NTX/c5nVrdTV1XH16lU8PT156KGHjIMROzs7SkpKOHv2LN26dWPTpk1UVlbe0AlJksT69eupqKi44QaUkpJCZWUlzz//PNbW1gQFBRk7neuXzRw8eJCQkBA8PT2pqqrCwsICd3d3AgMDjTOkzp8/j1qtxtnZGblcTnZ29k0zR/4OW1tbaqqrQVPXIK/kJE0damWtyTeGNMwYmDVrFvfcc4/x86yuriY2NpbTp09jbW3NsmXLKC8vp0OHDsbfvXr1Ku+9956x/jBce2h68MEHmTJlCgBnz54lOzubJ554wqRxA8ZlS3WqWiR9w3TeKlUtlpa3V5pHq9UaXwwtWLDA+LvDhw8nMzOTxMREhg0bxoYNG26ZJNqwYcNNu4hnZGTg7OzM0KFDcXd35/PPP6esrAyNRmNM3kuSxLlz51CpVHTt2tX4sytXrlBVVUW/fv2Mm2ra2tri7OyMQqEgNTWVdu3a3fZnY2trS21tLUptHbXa+l+Op9fpqKytNvmsU8Ms5J49e7Jw4ULj9bK2tmbJkiXEx8fTo0cP3n//fUpKSm4Y8Gs0Gv79739TXFx8wzG3bNnCsGHDeOONN7CwsKBDhw4kJyfTpUsXkz2IA8bySAUFBei1DTPIq6urA4nbLsNVVlZGSUkJb7/9tvEzHjVqFBcvXuTEiROMHj3a+N2/XkZGBqGhoYwfPx5HR0e0Wi05OTmUlJQgSRL33HMP4eHhbNmyhbKyMmpqaoxLyA0vVVJTUxk7dizw39I0hnqHHh4eHDhwgMrKSlq3bo2TkxMXLlwgOjr6tj8bGxsb6urq0KlV1/qKBqCqrjJ5P6FSqcjNzcXV1ZUVK1YYr5eHhwcXL15k9+7dPPTQQ7z22ms3DWgPHz7MsGHDWLp0KXBtgL13716mTJnCu+++S3Z2dr0OvgyrAmpqqhusn9BqVWi1mtteUVFWVkZBQQEffvihcYXcqFGjSElJ4dSpU3h5efHLL7/c9CIyJycHb29v+vTpg7+/Pzt37qSiooILFy5gZWXFqFGj6NatG2fPnuXkyZNkZWUZZ4RLkkRlZSWxsbE8+OCDxp9ptVrjgN6QyFIoFDg7O+Ps7MzFixfvqE1YWVmh0+uoqVM2SD8BUFlbhYODg0lL+Gi1WvLz840zYQ338ccff5zDhw+zfft2nnzySV555ZWb+oOjR4/Sv39/PvjgAxQKBSUlJRw7dgyAkSNHMmHCBLy9vZk9ezYFBQXG8iym5OTkRE1NDXqdHhmmW2nyZ7QarbGkxu0wtIm33nrLWJrMy8uLrKwsUlJSaN26NXv37iUjI+OG+0hRURF2dnbcfffddOzYkcTERM6fP8+lS5cIDQ0lJyeHgwcP3nLFnOH7v337dmbNmmX8ubW1tbGfaN26Ndu3b6eiooKQkBCcnZ1JS0sjOjr6tlcpGMpQqGprGqyfUCtrsPtPSQ5TkSSJgoIC0tPTOXnypPHYTz75JLGxscY28frrr5Ofn3/Di+ekpCQ6derE448/TkBAAG+++Sbp6emkpqZib2/PpEmTuOeee4wlz+pjfw1HR0dqa2uQJE2D9BV6vRplbc1tt+2KigouX77MvHnz8PT0RCaT4efnR3FxMYWFhZSWlnLu3DnjDH6D8vJy6urqGDRoEIMHDyYnJ4edO3dy+vRp4ySauXPnotVqCQoKoqqqytheDeOPTZs2MXv27Ov+Bj2HDx9mypQpfP/991RVVRlfvDg7O5Obm4ubm9ttl/GRy+VYWllSfbW6wfqJKlUtcksLk05Cg2sTZC5evEhSUpKxTMeCBQs4evQo+/fvJywsjI8++oiLFy/ecL2Sk5Px9fVl5syZ9OzZk9WrVxvLjzz99NPGVTK7d+/m7NmzxpWspuTg4HDtGVara5AxhcS1FXK32yaqqqooLCxk1KhRREVFIZPJCA4Oprq6muzsbGOZmP3791NbW2ucUa5UKikuLqZHjx7cf//9VFdXU1ZWxunTp7G1tcXPz4977rkHvV7PM888Q2lp6Q3Je0mS2Lp1K1OnTjXe962srIybH/v7+3PixAnUajVWVlY4OztTWlpKaWnpbZcaM8xI/yeTC0SCXBBMoKam5rbrvF29epWqqir8/f1veICxt7enbdu2JCcnM2jQIJ566ikuXrzIli1bjP9GLpfzzDPPkJqaypo1a4w/z8nJwdPTkzVr1qDVarnrrrtwd3e/qU7tlStXjJsPGWpCXrhwAa1WS3l5Ofn5+QQFBdGqVSuuXLmCQqHg4sWLd5wgd7e1gA3vgaVpl/ndikIvMc6tjkMmXgp58uRJPDw88PHxueF6hYeHk5SUxPnz53nqqaeIjIxk27ZtnDhxwvhvfH19WbduHQcOHODTTz+96dgajYZ58+axfPnyG2YbmIrV/7d33vFR1Vn/f8+k95BOSG8EEhJaCARIQJCuFEGURSn2tayuuru6bnl+z66rj1ssq67rKlZUiiC9hpYQQklCIIEUSO89mZmUKff3B8+9T4KgJCYzE3Lfr5ev3ZDce8/cO+d+v9/zPedzrKxwd3fE3rqc1pp3+vXcN8PXswpXF+teTc7VajVlZWWEhob2+M5aWloyduxYzpw5w7x582743Qd49tlnKSgoYOPGjdK/BQUF0dzczOHDhyXt2Bv1CmhpacHS0lKanGo0Gurq6rC1tSUqKoqioiJyc3OlQK2npydZWVl9DpDr7JU8cPx/sPG49czJPiOAUxD9qp8J17IBtFotI0eO7PG8vL29GTVqFKdOneK+++5j48aNHD58uEe2rI2NDZs2beLkyZP8+te/lv69vb0dR0dH9Hq9lDmQl5dHbGxsvwfIXZxdGGY3jIIU45TPK1uVuLm49WrTSJTriIyM/N5xcXFxpKSksGDBAsknvvzyS+n3YWFhhIaG4uDgQGdnJ7W1tYwcOZKGhgacnJykzToXFxeam5slfXQRtVpNW1sbrq6udHR0oNfrqa2t5fDhw2i1WoqLi/Hw8CAgIECSZTh37lyfgoHW1tYMs7XE+thGqDrR6+P7wr1uenY4OvTr+7a6upqSkhJiY2N7PC8HBwdmzJhBcnIyjz32GJs2bSI1NZXf/va30t9MmzaNqVOnSpIG+fn5REdHY2FhwYYNGzh79ix/+MMf+s3W61EoFDg7OxHgZ220ccLa0Ia/rxUV1b1bUJ4/f57Ro0d/Tz5u4sSJpKSkcOedd/LEE09w5coVNm/eLP0+MDAQPz8/7Ozs6OrqoqGhATc3N8LCwhg9ejTW1tbodDpaWlro6ur6nrZnV1cXdXV10oJNDHR1dnYSExNDcHAwZ8+elaS/AgMDycjIkBaivcHKygqFnRUfXt3Pjn3G6R/i6ANWznb96hMqlYqzZ88yZcqUHu9wCwsL7rrrLr7++mt+8YtfsHnzZk6dOsXzzz8v/U1CQgKTJ0+WFruFhYUsX76cxMREbG1tKSgo4N///jfNzc03lInqD5ycnBjuMZyCEwX9Pje7Ec1tzYzwGNHr7Lfz588zcuTI780hY2NjSU1NpaOjg1WrVlFWVsauXbuk3/v4+ODm5ib1mWhqapJ6KokBq8jIyJtKwun1eiorK3v4Sltbm1RNcfXqVYYNGybJgfn5+XHhwgVGjhzZ6wC5paUlTrbWOFVdgo3/r1fH9pXZWgNHnK37df6h0+lITk4mMTHxe+ddsmQJGzdu5Omnn2bjxo2kp6fz8ssvS7+fMGECsbGxDBs2TGo0nZSURFdXF7W1tSQnJ7NlyxYmT57M3XffTVhYWL9/b52cnAj0t0dV9wEGVf9JMd2Mzk49EaFWXLjYu4BsTk6OJL3U/R5ERERw8uRJmpqamDNnDmPHjiU5OVn6/bBhw5g8eTKWlpbo9Xra2tpoa2uTNrptbW35+OOPAZgyZcr3AnjdqzZFKisr0Wg0REdHExYWxsWLFyUZpeHDh1NUVERISEifAuTWtjYU6mqZu++lXh3bV2w7oMuDfu1TAbB//36SkpK+9w5buHAhX331FevWrePdd98lKyuLP//5z9LvR48eTWhoqFR1VVFRgZWVldRAVBAE0tPTOXLkCL/+9a/7XXIIrs3xfNx9qMyuhOp+P/33EASBQK9Aztmc69VxBQUFuLu74+Li0uMe+/v7U1ZWRlVVFXfccQfBwcGkp6dLm9Z2dnaMGzdOkn5Sq9XU1dURFBSEvb09GzdulDZCPTw8cHd3/57sUEVFRY9/V6lUknxaRUUFGo0GPz8/7O3tcXd3Jy8vj5qamj4HyNVqNYIg9On9J0usyMj0A2q1uteBTbVa3SMLViwbtrS0xMnJidbW1l7bUV9fz4ULF5g0aRJTp07l22+//V6JXUtLi5RR3N1e8f+LC4yKigrq6+uxtbXF0dHxe5k9t4qdnR06rRaMJLEiAIJg6LVO3Y9RUVGBWq3u0SREEAScnZ2xtrbuc9m7IAhs3bqV0aNH92kRfSuIDUmM2TxEq9X2usFGV1eXJHMC/3ePFQoFw4YN69M91mg0WFtb09DQQENDQ49mPSIqlQqDwSBlXYkl4RUVFXh7e9PR0YGrqyuZmZkIgoCFhYW0eOwLtra21zKCjOMSwDU9xP72ifr6ehoaGr73vOzs7HB1de2Tdu7KlSv5+uuv+etf/8ovfvELamtrB6SMV6lUYmdnZ1RJDzGTtbea/DU1Nd+7x3BNvur6rPHuODs74+TkRElJCW+++Saenp6EhoZK3wVxcSM2De7+fujo6JAaSF7/ThIzqFxcXKioqJD6Dfj4+PS5EbCNjQ2CwYDBYDSnQG/o/3FClKW5/nmJvT1uVgYtNlry9PQkLS2N2bNns3jxYqkfgjFQKBQ4ODjQrmk3yvWA7zWBuhUEQaC6uvp7iy9BEHBzc6O1tfWmpeqOjo44OztTW1vLhg0bUKvVREZG4unpibOzMxqNhl27dpGens7YsWN7LMx0Oh2tra04OjpK44RWqyUtLY1Ro0ZRW1tLeHg4KSkp0vWHDx9OeXl5n0vnRR1uY2HQG/pVXgWujeti43To+Q7z8/Ojpqbmpsd6enri6enJuXPnWLx4MXFxcUyYMOHa+0IQyMvLIz09nZaWFjQazYDMcRwdHSV5C2NgEAzotLpeB49v5hOurq6o1eqbyl/Z2dnh7OxMW1sb27Zt48KFC8TExGBtbU1hYSEajYa4uDjpfN2/y6L2rJOT0w3HCYVCgZubG1VVVZSWliIIAj4+PtTU1PRJjsvCwgILS0v0ur5JefWFa3ND2359D4va+tf7hLjR/EM+4e7ujqenJ7m5uaxbtw4HBwemTJmCk5MTYWFh/PKXv+S3v/0tRUVF/Oc//xkQiaZrPtFh1HWd2IC8N4gSZTdat3V1dd1008fa2hpnZ2f0ej3Hjh3ju+++Y8KECdK8v7i4mKlTpxIbG8sXX3zxPcmf+vp6nJ2dezRFT0lJITIykvr6eoKDg8nMzJRkVjw8PGhubu7TfFRssKgzsk9Y/m8coT8Rs75FxOc1YsQIGhoabjoWuri44OHhQXl5OS+99BKXLl1ixowZ+Pj4AFBcXMylS5eIiooiODi4X20WcXBwoLOr06jjdV98oqGhoUcFkXiPxbn+zcY6S0tLnJ2dsbKyIjMzk/fee49Jkybh6+srNSivrq6moaEBnU6HVqvtMVY0NDRI1WniMxb9Q5TraWlpoaysDI1Gg6urK11dXX1+f9nY2NDV1dVnKVM5g1xGph+wsbFBr9f3ahHk4OCAVqulqKiIGTNmANcWYCqViqqqKvz8/Hpth52dHePHjyc6OhorKyvy8/PJy8vD29tbai4jBt67L4BsbW0JCwtj5syZCIJAYWEh6enp5OTkEBcXJ+n+9QUxUIoRMm+Aa9dRKPp9oeTr68s333xDeXk5cXFxGAwGdDodJSUlaDSaPmUSiwPTX//61x46zP2NXq9Hr9NjZTnwmR4ilhaWGAxCr3zC2toaOzs7Ll26xJIlS4BrtouNTwMDA3ttR0pKCiNGjGDRokW4urry+eefU1RUhLe3t6RnqNFo0Gq1PQKXNTU1nD9/Hg8PD3Jycmhvb0en00mllPb29j/JJ8RJglG8QqHAQqnsd59wd3ensbGR3Nxcli1bJpVb19TUUFZWRkRERK/P6efnR1paGt999x1jxoyhpqZGyqLtT8SO9/09wf8hxM/Qmwm02Gzm0KFDrF69Gvhff9brKSws/MGmq4IgcPz4cVJTU5k/fz5RUVHY2Njg5eVFZWWlNIHt7OzE3t6+h9xIZ2cnGo2mx/2xsLDA29ubOXPmSMdZWFhw4sQJVq1a1esm1d3R6XTX/EFppHECUCiUdHb2b3m4qFObnp4uvfu0Wi0tLS1cvHiR6Ojomx4rCALvv/8+Gzdu5J///CcTJ04ckPL4H7p+Z2cnVv2cFfZDKJRKFP/btPSWj/lf6Yht27axbt064P984sqVK9+ryuuOIAicPXuWEydOMHbsWOLi4nBycpLmPcePH8fe3p41a9bg6enZ41gxQN69rFyr1XLy5En8/f35/PPPEYRrDZFbWlokKa6+vrvEOaXSWOME1943128g/1TEfg/btm2TzqvT6aRGYWPHjr3psaKu9ldffcXvfvc7pk6dio2NDTk5Obi4uDBnzhwWLVrEH/7wB7Kzs4mOju5zU9Sb0dHRce09aLQprAILS4teB5B9fHz49ttvWb16NYIgSFVYxcXFeHl53TSQIm40HDt2DDc3Nx588EHc3d3JyckhLS0NgM8//5y6ujqcnJxwcXEhLi5OOrapqel7UgvOzs7ceeedUnAQrs3FAgMDf5JPGAwGDHoDSiNtGgJSo/H+DHwplUqCgoL429/+1sMnRLmm2NjYmybLCILAN998w8aNG3nggQeYN2+e1CgvPDxcOm7WrFmcPXuWixcvMmXKlH6zHbr7hHGcQoECS0vLXge7vLy8SEtLY+HChTg5OWEwGNDr9ZSXl+Pg4HDTpqtiZdDRo0dRqVSsX7+e4cOH09zcjKurq7TO7uzspKCggMzMTGbNmiUd39jY2MMnBEHg5MmT+Pj4SBWuBQUFUjWfnZ1dn6uHr8279SgtlMYbJxRKdHp9v/dRCgsL489//jNvv/22tJ7Q6XScPXuWyMjIm87XBUHgwIEDfPHFF0ycOJHf/OY3UnBcEASys7O5dOkSL774Yr/a253Ozs5rkkYKI83ZFPTJJ9zd3UlLS6O5uRl/f3/JJ8R+dTdruipKzCUnJ1NQUMDDDz9MQEAAXV1dHD9+nDFjxnD//fdjMBh4/fXXycjIID4+Xjr+ep+Aa/Pl6dOnS82iXV1dpeRMGxubXiszdEen00kyU31BDpDLyPQDYrC7N4sKHx8fgoKCSEtLk/QBz549y969e7G2tu6TFnVISAjZ2dno9XosLS2pqKggKiqqx8TY1dUVlUpFR0fH9+wVF8h1dXVoNBpcXFzo7Oykvb1dGmx6S3t7O206AabfC0ZYeHdpNJz6ZqvUlKu/mD59Op9++impqanExsZiMBj4+OOP+e6777jzzjuZP39+n85bUFCAWq1m4sSJ/Wpvd7RaLS2tahzsPLAfdteAXac7ja2baGvr7NUiz8nJiaioKKlJXVRUFBcuXGDLli2o1Wpeeqn35YOenp40NzdLDUN0Oh1OTk49fEKU9FCpVAiCQENDA3V1dcTFxbFy5Urgmjbed999R2ZmJpMmTaKxsZERI0b02h64triw6BJ4LnoZ3iOG9+kcvcFgMLD9y80c6+dMojFjxhAeHs758+c5d+4cI0aMYMuWLfznP//Bz8+P999/v9fn3L17N+np6VKTw1deeYXg4OABCZC3trXSrmvHN8q3X899M7LKs2hVteLsduu619bW1kyYMIHt27eTnp7OpEmTuHz5Mhs3bqSxsZHf//73Nz02NzeX1NRUHnvsMUkLUBAEfH19yc7Oprm5GQ8PD0kzu7tGva2tLdbW1jQ1Nd1wnDAYDJLmbUxMDGITLX9//17elWt0dnai0urRRyfBlPgfP6AfSPlqk+Tz/YW/vz+TJ0/mr3/9K8nJyUyaNIk9e/bwxhtvoNVq2bZt2w2PEwSBgwcP8uWXX3Ls2DFpUi/aZgxph2sLoDaamgWjjRM6RQ51DTl0dfXuGUyePJmNGzeSlpbGlClTyM/PZ+PGjdTX1/PSSy/ddFFUWFhIWloaCxYsICIiQgrgVVVVcebMGfz8/L4X2BPvvZWVFU5OTlIzNZ1Ox6VLl/D19eU3v/kNcO298s4775CamsqCBQskn+jL89NqtQidOub6jGfZhFW9Pr4v7N7yHUfbNP0aDHR2dmbu3Ll88MEH7NixgwULFpCcnMzvf/97qqqqOHz48E2PTU5O5quvvmLr1q3Swl0MNlVVVfHggw8SGBiIRqMhPDy81w3LboXW1lbaNG34jvY1ih9SBQ0tDb3e0J48eTJfffUV6enpTJkyhcLCQjZv3kxVVRVPPPHETfstVFRUcPr0aUaOHEliYqL03Q8NDWXt2rV0dXXR3NxMVlYWDg4OPTa+xQzx6urqG75HBUGgubmZsrIyRo8ejUKhoK6ujuHDh/dpTNfpdGg6u2h384ek+3t9fF84f+AQNar0fg0GWllZsWzZMn7/+9+zefNmVqxYQUpKCr/5zW8oLy8nOTn5ppt8qampfPPNN7z22muMGjVKel5Hjx7l+PHjzJw5k4SEBCorK1Eqlf2+YQTXKqUam3TYuczD3qF/q7BuiKaDiup3eu0T4twpIyOD6dOnU1NTw44dO7hy5QrLli27aSJaY2Mj586dQ6lU8sgjj0j32NramuHDh3P27FlpDKisrCQpKanH8R4eHlIDSbjWY8rd3V3qDwbwn//8h4sXL+Lt7S1JffVFIspgMNDV0ckIS1f+a8KaXh/fFzJOneFQ05WbZuD3lXvvvZdf//rXkk+cPHmSV155haKiIrZt23bTZt5ZWVl8++233HfffSxYsKDH+N3S0kJFRQX29vaEhYX1q73dUalUtKpacQt2wzd44NcUgiBQu7W211UH0dHRHD58mNzcXHx9fens7OTQoUNkZmYSHx9/0yQOjUZDVlYWZWVlPP/88yiVSqk6w8vLS6oQgmuZ7dfLonh4eEgVHTdaU7S1tVFVVYWtrS02NjY0NTVhZ2fXqwbu3c93swrYW0UOkMvI9AOOjo69DpBbWloyceJEOjo6+Ne//oWNjQ3W1taSzlljY+P39C9/jHHjxlFQUMB///d/o1QqiYiIIDg4uMeuq4uLC05OTmi1WmnC19TUxJEjR9i8ebNUppyUlMSYMWOoq6tDrVb3uSypvb0dCxs7CIyCfm7ocSMMbW3UK+2lwEd/LWjs7e354x//yKuvvsqiRYsk/T/xv/r6ery9vXtnq8FAcnIy06dP7xcbb4ZWq6W9vQsHBw+sbHuf1dsXDLjS2aXvVYDcwsKCoKAg7rnnHj799FOsrKxwdHSkpaUFOzs76uvrGT68dwHlSZMmkZmZyd/+9jcp8zA4OLiHzp+DgwMuLi7o9Xo6OzuprKykqamJcePGSX/j6OhISEgIZ8+eZcKECTQ2NvY5GNje3o6dpQ0JXqMJGB7Qp3P0Br1ezxnDftra2vrVJ2xtbVm7di0ffvghq1evxsnJCQsLC5qbmxkx4pqGqtio61ZJTEzkL3/5CwUFBZw9e5Z//OMfNyzf/qno9Xo0Gg1KKyVOnkbQgQes7K3Q6rW9WmiLAYinn36aDz/8kM2bN+Pq6kpzczPW1tZSsOFG5OTkUFZWxiuvvCIttpOSkpg1axZeXl5s3bqV+vp6IiMjSUhI6JHdYWtri6urKxYWFrS3t6NQKOjq6iIjI4Mnn3xSkhoaP368tDisqanp9fMW6ezsBAsrFMNDIejmWdb9SZ3FHlrb2vr1nFZWVsyYMYPGxkZ+/vOfS/IFtbW1eHp6UlJScsNmdwAHDhzg8uXLhISESN/3X//61zzyyCP9rvV5I0TtcwEbo40TSstmtFoLtNpbl7BQKBTY29vzm9/8hnfffZetW7fi6upKY2MjVlZW1NfX3zTwUVhYSHFxMf/4xz+kAJ0opVJQUMCRI0f47rvvgGvVLAsXLiQ2Nha4NmcbNmyYpG2pUCg4deoUCQkJPWybPHky27ZtY8GCBVRXV/d5nOjq6sICJSNd/Zk5PLZP5+gtFzlOu0rTr5tGFhYWRERE8Pbbb/Pss8/yyiuv4OXlJS2Gi4qKbhrEO3ToEDk5OT0yap944gmWLFnCW2+9xf33309nZyejR49m5cqVUlVYf9LW1gZKcPLs/3HoRth32GNQGHodDLSzs+NXv/oV77//Ptu2bcPV1ZXa2losLCxoampCp7uxbEtZWRmFhYWkpKSwadMmAIKDg6UmbnBt/ltUVCQ1FBQRK5wcHBxQqVTSvKq0tJQnn3wSuDbPjY2NZebMmVhYWFBTU8Pw4cP7lNmn1+vRGQwoXTyMNk402WXS0t4lVXT0x3dAoVDg4eEhVcH8v//3//Dx8aGqqgo7OzvJJ250rRMnTpCdnc2cOXOkd9iKFSukJqn/9V//JQVcn3rqqV7r994KbW1tGAQrLG3CsLLt3942N8JSr0ant+l1MNDOzo6nnnqKDRs2cODAAZydnWlubpbGups19W1oaCAvL4+8vDxOnLjWE8XNzY1FixYxduxYioqKePnll6UeRd2rWxUKheQTbW1tODk5cezYMaZMmdJjU2jChAns3LmTKVOmSM+rL00v9Xo92q4uPOxcjTZOdNpVcaxDkCRi+ssnnJ2d2bNnDw8++CD//d//zfDhwyktLcXGxobS0lLGjBlzw/dGRkYG586dY+fOndI7LjExkaeffhp7e3saGxv7VOXdG9RqNQYMOLg5GGVNIQgCglLo9ThhY2PDz372MzZv3syrr756TVbvfyukOzs7UavVN9xMVavV5OTkcP78eSmB09ramsWLFzNlyhTS0tL47W9/i4WFBQEBAd/bjOg+TnSX8n3llVewsLDAYDAQFhbG0qVL8fT0pKioCFtb2z4HyDs7O/t0rIhC6M9ZkIzMEOWtt97iX//6Fz//+c97FSTtXoItDtpi8KOuro7o6OgeC5XrB6EbZZeJLwaFQiEtqq8/Li0tjdbWVmJjY3/U3itXrpCSksL999/fp8H7yy+/pLi4mNOnT/d7x+sboVar2bBhA3/+85+pqKjo1xJ18X43NTVJpXG2trYUFxejVCqlTEqR65/LD/37QC68jh07xj//+U/GjBnzgxmn/cnnn3/Oe++9xx133CEFGG4F8X4YDAYaGxvRarV4eHjQ1tZGaWmpFLS+2X27/j6LP6vVapRKpdSs5/rjcnNzKSkpISwsrMfA3l27UKS5uZlPPvmEJ554ok8ZH1u2bKGwsJAdO3b0SUqptxgMBj799FOefPJJVCrVDT9/X+l+f2tqaiR99oqKCurq6pg2bVqv3mHizxUVFXh5eUmT3f72j6tXr/LSSy/h4uLSo3noQLJ//37eeecd3N3dWbhw4S0fd72OX0dHB97e3rS1tVFcXMy4ceNumPH6Y9M7sYGNnZ0dFhYW37vHFRUVZGVlMXz48B6bRTdCr9fz+uuv8/zzz/fJJ/bt28fFixf5xz/+wdSpU3t9fF8QfaK2thY7u/5rTNg9i6aqqoquri78/f2pra0lLy+POXPm9Pi7W3le3Z9v92P6E5VKxSOPPIJWq2XLli39fv4bcf78ed58803Ky8t55JFHenWseD8aGhqkKjeVSkVxcbGk3X6z8aA3dL/Xra2tHDt2jGHDhvX4nt5sTP/v//5vnn/++T59v06dOsXp06dZt24dDz30UK/t7gtff/01zz33HKmpqQQHB/e7TxgMBsrLy1Gr1YSGhlJfX09mZiaLFi3q8Xe3+g4T5T3E+9vffiEIAqtWrUKlUrFjxw6jBMirqqp44403OHToEK+88kqvjhXvV2NjI+3t7Xh6etLe3k5paSnh4eFSvwmRH/OJGz2H6++BVqtl7969ODo6cscdd/zo+d544w0eeughhg0b1uv7mZeXx5EjR5gwYQJvvPFGr47tK7t37+bll1/m9ddfZ+7cuf36HRDvVVlZGa2trYSHh9PQ0EBGRgYLFiyQsjRFbuUd1traSldXF46Ojt9rTtlfPPjggzQ3N/P111/3ex+PG9He3s5f/vIXPv30014/9+6ZxGq1mmHDhkmZ315eXri5ufX6HguCQFdXF0ql8oYyEIIgsGPHDsknup/7ersAPvzwQ2bNmkVQUFCvKytqa2vZtWsXDg4ObN26tVfH9pWTJ0/y5z//mcTERF588cUBWWeXl5fT2tpKaGioVMGSlJTU63dYdwby/f3MM89QUlLCW2+99YPSh/2FIAj86U9/4l//+hd///vfe/XZxPulUqlQqVSS7FVtbS3W1tb4+fn16R63tbVhZWV10/fOrl27sLW1lRqx/hDfffcdPj4+TJw4sdebqe3t7WzevJnGxkZOnjzZq2NF5AxyGZl+IDg4WGqw0Zvd1O6lu931Lr28vKTs8R86141+p1AoegSib/Q3cXFxbN++nYaGBry9vW96jaamJurr64mOju5zBlt1dTWRkZFG01K1tLQkJCQEjUZDeXl5nzMab4R4n4YNG9ZDp6t7APhm97K3/96ftLS0oFKpjBKMFfHz85N2ow0Gwy0/f/F+KJXKHpkvbm5uPbLDbvV+ij931xq80bEjR46kvr6esrIywsLCbnqejo4OCgsLpUZhfaGmpoaQkBCjZIWKhIeH097eTllZ2YD4hIODQ4/M2IiICKkUuzfvMPHn7vI1A+EjHR0dVFVV/Wjgtz8RdWBbW1vR6/W3vBDqHqToLiEgvoe6N7y50XE348d8Yvjw4bS1tZGVlSUF4W+EXq/n/PnzxMfH99knxOqQm2mCDgQRERF0dHRQXl5+Q5/vK+J5rK2te2SWBQQE9PC93j6vgR4rRA3v7lqqA42zszPDhg0jOzsbnU7Xq4WQeD+6+4Srq2sPTeve3uMfw8nJifj4eLZu3crUqVNvOgcTBIGMjAwmT558wwzFW6GlpQUnJ6cByQC9GaGhoVLwyN/fv996NHQf17v7gK+vL76+vt/7u5v9fD3d52ED4R+CIJCfn8/MmTP7/dw3w9bWlhEjRlBXV4dWq+3VMxDvQfe5krW1NWPGjPne39zs5x86742wtLRk9uzZvPvuu8ycOfMH/1YcS7pX8PUGjUYD0Gd5u74QEBCAhYUF1dXVaDSafh2jxHdF9yqT4cOH99hA7+3z6p79OVBjRn5+PgkJCUZb1ymVSkJDQ6mpqemzT7i4uPSofhg5cuT3/uZmP98Ica5zs7+dP38+//jHPySfuNk1cnNzJXmovtxPsZHhD/U36W/EvmYNDQ20trbi6urab+cW70v39aq3tzdz58793t/c7GdTcPXqVQIDA42SCCgSERFBdXW15BO9jT05Ojr2eBd3Vwro7T0WBEHK2L7Z386ZM4d3332XhISEH9Tcv3r1Km5ubvj5+fVJistgMEjVsX3FeN1/ZGRuY0JDQ7GwsKChoaFPmlzi4Hn9f33lx85hYWHBvHnzCA0N/cFdQQcHB0aPHv2DwZEfo7q6+qalggOBpaUloaGhGAwGCgoKBuQa/f28BhJBEKTMCWMuKvz9/bG3t+9zZ3Zj+4RSqSQuLo74+Pgf9AkrKyvCw8NvGhy5FWprawkKCjJag0iFQiEFq/Py8gbsGsZ8Xj8FUZ+uurp6wDra3wgvLy+GDRsmZW30FmPfY4VCQWhoKAsXLvxBTWKlUklISMiPBkd+CHGz1tgBcoVCQUFBQb9qLosMtnFCp9NRVFTUp+a6fcXFxYXhw4fT0dFBc3Nzn85h7Pvs7u7OqlWrfvQ7ExQUJGUP9sWelpYWHB0dB0Q25GaEhYVhaWnJ1atX+72pMwy+cUIQrjVd7R5MG2hsbGwICgpCq9XS0NDQp3MY2yfs7Ox45JFHftQnAgMDmTFjRp+br4kB8u6bKgNNQEAAdnZ2VFRU9Gnc/jFu9qz6+rwG+nkLwrWGxqGhoUYLkFtYWBAeHi41E+wLxrzHCoUCKysrHn300R/1iREjRjB16lRcXFz6ZE9XVxdqtdooWcsi3t7eDBs2jPr6eurr6wfkGoNt/lRUVMSIESOMGiAfOXIkBoNhUPgEXFs/r1u37keTw7y8vIiLi8PXt299P/R6PQ0NDT+p/4IcIJeR6QdCQkKwtbWVdvLMHYVCgYODAzY2Nj/6MnNycurzJEir1VJdXc3IkSONNrCJmoju7u7k5OQY5ZrmTFtbG9XV1VhZWRk9g9zJyYnGxsZ+b5g6ECgUCmxtbX+0qYdSqcTFxeUn+URNTc33egMMNO7u7nh7e3PhwgWjXdNc6ezspLy8HJ1OR2hoqNGu6+npiYeHByqVqs/BQGOiUCiwtLTE0dHxR7/vrq6uP8knGhoa8PHxMWqA3M3NDW9vby5evDggAfLBhF6vp7S0FI1GY9RgoLOzs9Qoqq+LPGOiUChQKpU4Ozv/4PddoVAwbNiwPvuETqejubkZJycnowbIXV1d8fb2pqCgYEAC5IONkpIS2traBly/tju2trYEBQUhCAKVlZVGu25fEedLtzIvEvta9AW9Xn9NDx7jBsidnZ3x8vKisrKSlpYWo13XXCkpKaG1tZWRI0caNUAuBuTLy8uNcs2fikKhuKXvu7Ozc5/XAgaDgfb29p/UJ6wvODg44OnpSVtbGzU1NUa7rrlSVlZGS0sLwcHBRg2Qh4eHDzqfcHFx+VGfcHBw6LM8lCh/VF9fLwfIZWRMja2tLSNHjqSysrJP2bKm4FZ2+37qjmJhYSFarZb4+HijTaTEnfvx48eTmppqlGuaMxUVFRQWFuLt7T2gHbyvx8bGhpCQkGudvVtbjXbdn4IxfELMzBs/frzRJlKivQkJCRw/ftwo1zRnWlpayMzMxNXV1ahlqVZWVowYMULS+hsMGMMnysrKUKlUjBo1ql9LdX8MhULBlClTOHnyZK+aCd+OdHV1kZqaioODg1FlhywsLPD09MTd3Z2ysjKjXfencKvf95/iFzU1NTQ1NeHv72/Uyi+FQsHEiRPJzs6WsnWHKoIgcPToUezs7JgwYYLRrisGEYKCgrhy5YrRrvtTMIZPNDc3U1NTg5ub208KfPQWhUJBdHQ0FRUVA5YtO5g4evQotra2jBs3rs+bHX3B0dGRUaNGkZ+fb7Rr/lQGev4kyiba2NgQExPzU0ztFQqFguDgYLRaLcXFxUa7rrki6lyPGTOmz5JqfcHe3p7o6OgBqwweCAbaJ8RKSEEQiIuL67OdcoBcRqYfUCgUTJ48mZqaGjnrphu5ubn4+/sbtfQLrgWiJk+eTEpKyqDI6B9IKisraWhoIDIy0qia1wqFgpiYGLq6uuSsm27k5eXh4+NDUFBQrxuP/FRmzJjB8ePH0el0fWpWd7vQ0tLC5cuXGTt2rFGzPRQKBSEhIbi4uAyaALkxuHr1Ki4uLgQGBhp1cQGQlJTEyZMn6ezsHNI+0dXVRXp6OpMmTepTk9W+olAo8PLyIiQkZNAEyI2B2GA8KCioh26uMZgyZQoXLlygtbV1SPuEIAgcO3aMKVOmGN0nHBwcGD9+PIWFhUa7rrnT0NCASqUiMDCwR88mYzB27FgqKyupqakZ8tVGx44dIy4uzijNOUUUCgUWFhZMnz59UAUDBxqVSkVVVRWBgYFG3UiFa3JcBoOBq1evDvkEg5MnTzJ69Og+y+T0BfE6M2fO5PLly0N6rO5OV1cXhYWFBAYG9ugB1FvkALmMTD8xefJkmpubaWxsRKfTmdocsyA3N5ekpCQsLCyMqh1mbW3N1KlTaWpqIiMjw2jXNTcMBgNlZWU0NTUxevRoo+u3iRkN9fX1dHV1GfXa5srly5eZPHlyn8vH+opCoWDGjBk0Nzdz9uxZo13X3BAEgaamJvLy8oiLizO6T4SEhODm5kZ1dTXt7e1Gvba5cuXKFUaNGoWbm5vRn8eMGTNoa2sjIyNjyC7yRE3+tLQ0pk2bZvRn4OnpSVhYGBUVFYNCjssYlJeX4+XlhZ+fn9GfR0JCAlqtlgsXLgzZLHJBENDr9Rw5coSkpCTAuI3gHBwcmDhxImVlZZKsyFCnvr4eCwsLRo0aZbSKVJFx48ZhY2PD5cuX+6wLfzsg+sS0adOMvq6ztLQkMTFRkniRAbVaTVNTExMmTDC6T4SHh+Pt7U1RUdGQ3tzW6/WkpKQwduzYH5XoHAhmzpwp+YQcJEeqapg6depP8gk5QC4j009MmjQJV1dXLl++POQXeWIQKj8/n3nz5hl9wBAn0aGhoWzdutWo1zYnKioqyM7OxsnJiYkTJxr9+tHR0QwfPpzS0lLq6uqMfn1zo7m5mYKCAmbMmGHUjDSRUaNGERkZyebNm41+bXNB3CDo6upi5syZRr9+cHAwYWFhNDQ0UFJSYvTrmxutra1cuXKFcePGGVVrWSQyMpKRI0fy3XffDdlNvM7OTtLS0mhoaGDBggVGv76npycxMTF0dHRw6dIlo1/f3FCpVJSWluLv7/+TMqD6Snh4OCNHjiQ5OXlQ9EoYCARBICUlhcrKSu6++26jX9/BwYFJkyahUCg4f/680a9vbrS3t1NZWYmtrS1jxowx+vUDAwOJjIzkwoULQ3rcTklJoaKigkWLFhm9AtLCwoJp06ZhbW3NuXPnjHptc6Srq4va2lrUajUJCQlGv763tzeRkZHU1dUN6XfUqVOnKCsrY+bMmTg6Ohr9+omJidjY2HDu3LkhHyAXm3OWl5cze/bsn3QuOUAuI9NPODk5MWPGDIqKiuSMDyA9PR07OzuTBMgVCgV2dnYsWrSIb7/9dsjK3ly+fJni4mJiYmKM2qBTxNHRkUmTJqHRaORGLsCZM2ewtrZm1qxZRpX2gP9ruLh8+XI2b95MV1fXkJxMVVdXk5aWRkxMjFEbdIrY2toSFRWFi4sLV69eNfr1zY3z589jMBiYOnWqSQLklpaWLFu2jB07dqBWq4ekT2g0Gnbv3k1sbKxRmxGKWFlZERQUxMiRI+UmwkB+fj6tra2MHTvWJAFyS0tLFixYwMmTJ6mrqxuSkhIGg4FNmzYRGxtLVFSU0eewSqUSHx8fEhISOHPmjFGvbY5UVFRQWVlJWFiYSQLkFhYWJCYmUlpaOqQlJb755hvGjBljEp8AGDZsGHPmzJE0n4cyYhKa+J4wNhYWFsTExKBQKMjIyBiylfPbtm0jJCSEqKgoo8qYiri4uDB//nzS0tKG5Py1Ox0dHZw/fx5XV1dmzZr1k84lB8hlZPoJpVLJwoULaWlpobKycshmo4mcPHmSRYsWGV0/U8Ta2prly5dTVVVFcnKySWwwJZ2dnVy8eBGVSsWkSZOMnu0B14Ky06dPx8bGhrKysiFbri2Snp7O7Nmz8fDwMMniAmDVqlXU1NRw6NAhk1zflIild7m5udx5551YWVkZ3Qax4VdQUBBFRUVDXp8/MzOTuLg4/Pz8jNrwqzsrV66ksbGRI0eODLlx22AwUFtby5EjR1i8eLHJfMLPz4/Jkydz5coVGhsbjW6DOXH58mUCAgIYOXKkSRbcAHfffTdarZaUlJQh944SBIHm5mZ27NjB8uXLTeYTTk5OLFq0iPz8/CFfgVdWVoalpSXjx483ep8KkaSkJJydnTl79iwVFRUmscFUCIJAa2sr27dv55577sHa2tokiU9WVlasXLmSvLy8Id/HpampidraWhITE02SuQwQGxtLaGgoOTk5Q7L6q62tjV27dnHnnXcaVX9cRKFQoFQqWbVqFfn5+dTW1g7pILlYhTh37lycnZ1/0rnkALmMTD+SkJCAv78/Fy5coKmpydTmmARBECgsLOTq1as88MADKJVKkwQDlUol4eHhTJ06lbfffnvIDRrZ2dmkp6cTGBhIfHy8yeyIiYkhIiKCkpKSIa1TV1hYyJUrV7j33nuNrj/enbCwMGbMmMFbb72FwWAYUn5RXl7OwYMHcXJyYu7cuSazIzg4mNjYWFpbW7l8+bLJ7DA1xcXFXLlyhTlz5uDp6WkynwgNDSUpKYn//Oc/aDSaIeUTra2tfPvttwDcc889JrPDw8ODyZMno1AohnSPhIqKCklyKDw83GQ+ERgYyLRp09ixYwdVVVVDyid0Oh1fffUVHR0d3HfffSazw97enqSkJBwdHUlJSTGZHaamvr6eK1eu4OPjQ3x8vMl8wtfXl/j4eLKyssjOzh5SPgHwxRdfoNFoWLlypck2s5VKJbNmzcLd3Z2jR4+axAZzoK2tTWrgO3fuXJP5hLu7O+PHj6e1tZXDhw8POZ/45ptvaGlpYcmSJTg4OJjMDjHx6vjx40Oy4guuJQUWFhbS0NDA8uXLf7JPyAFyGZl+xMHBgXvuuYfy8nIqKyuHbMnR/v37GTt2LFOnTjWZDQqFAnt7e5588klOnjxJWlqayWwxNlqtlrS0NJqampgxY4ZJpAtE7OzsmD17NkqlksLCwiErd3PgwAGioqJISEgwSUYa/J/MyrPPPiv5xFCZ0Or1evLy8jh9+jQLFy7E29vbZLZYW1szYcIEQkJCyM7OHrKVFceOHSMgIIApU6aYLAMKrkl8PPXUU5w/f560tLQhk0VuMBioqalh69atLFu2DF9fX5PZYmlpKW1UnD59GpVKZTJbTMnZs2dxqzlYXAAAN2BJREFUcHAgPj7epO8oKysr1qxZQ0VFBSdPnhwyTfEEQUClUvHhhx+ycuVK/P39TWaLQqHA29ubFStWcOLEiSEr3ZiXl4dKpSIuLo6QkBCT2WFpacldd92FhYUFaWlpVFVVmcwWYyI2cX7//fdZuXIlAQEBJrXHxcWFdevWcfTo0SHbmLCqqoorV64wYcIEk0gOiVhYWDBlyhTCwsI4efKkFLQfCrS3t/Phhx+yYMECQkJCTLZpBNckftevX8/x48dpaWkZkj7R1tbG6dOnGTduHHFxcT/5fHKAXEamH1EoFCxZsgQvLy8uXLgw5LqdC4JAaWkpGRkZPPXUUzg4OJhsZxuuDd7Tp08nKiqKt99+e8jsrGZnZ3Py5EmCg4NJSkoy6cCtUChITEwkMjKSoqIiSktLTWaLqSgtLSUzM5NHH32UYcOGmdQn4FpTl5iYGN5++230ev2QmEyVlpZy6NAhbGxsWLZsmcl9Ijo6moSEBGpra4dkFnl5eTlZWVksX74cf39/kz4PuFb9FRMTw8cff0xbW9uQ8ImWlhZ27txJW1sb69atM4kMl4hCocDX15dFixahUqmGZBO2mpoaLl68yNSpUxkzZozJNlJFJk6cyLhx49i1axelpaVDwie0Wi1btmyhsrKSJ554wuQ+4eDgwKpVq9Dr9UNSd7mxsZFLly7h7+/PjBkzjN675XpGjx7NhAkTyMrKGlJN8TZt2kRpaSlPPPEEVlZWJpvDKhQKLCwsWLduHQAnTpwwiR2mRKVSUVBQgCAILFu2zGSSQyIBAQHEx8fT1NTE/v37h8w6e+vWrRQXF7N27VqcnJxMuq5TKBSsX78epVJJamrqkOuR0NnZSVFREeXl5axdu7ZfsvnlALmMTD/j4+PD3XffTXl5OcXFxUMmG00QBAwGA7t37yY4OJhFixaZ2iQUCgUuLi4899xzHD58mP3795vapAGnra2N/fv309LSwowZM/Dx8TG1Sbi7uzNr1iyUSiW5ublDKmNWEAT27NlDYGAgCxYsMOmCG675hKOjIy+88AJHjhwZEhPa9vZ2zpw5w5kzZ5g/f75JGt9dj7OzM/Hx8YSEhHDmzJkhlR0oCAKHDh3Cw8ODOXPm4OTkZGqTcHR05JlnnuHs2bPs37+f9vZ2U5s0oGi1WvLz89m0aROLFy8mPDzc1CZha2tLdHQ006dP58SJEzQ3N5vaJKMhCAInT57EwsKCpKQkk2bzi9jb27Nu3ToqKio4cODAba+DbTAYqKys5N133+Wee+4hMjLS1CZhYWFBaGgoS5cu5fDhw0NKulEQBC5evEhzczOTJk0ySQPh67G1tWXx4sVYW1tz8ODB277RtiAI1NXV8be//Y3ly5ebxTOAaxJQP/vZzzh48CBNTU1DZqNCEATKysrIz88nNjaWyZMnm9okrK2tSUhIYPTo0Rw8eJDz58+b2qQBp66ujrfeeosFCxYQHR1t8nUdgL+/Pz/72c84evQoDQ0Nt/26TkTsGXLq1CkiIyN/cnNOETlALiPTzyiVSu655x6Cg4PJyMgYUmV42dnZZGVl8eKLL5pFpiz8n2ZdQkICr7322m1ffnT8+HFSU1MZO3YsM2bMMIuBW6lUMmPGDCZMmMDVq1fJz883tUlGIzs7m4yMDJ599lm8vLxQKs1j2J01axbTpk3jjTfeoLGx8bb2iUuXLrFr1y68vb1N1nTtesQs8jlz5tDQ0DCkdJdzcnLIzMxk3bp1BAUFmcU7Cq41YZs+fToffvghZWVlt3UWTm1tLV9++SVKpZKHH37YbHxi+PDhrFy5kq6uLo4dO2Zqk4xGQUEBmZmZzJ07l3Hjxpk8U1YkPj6exMRE9uzZw4ULF9BqtaY2acDo6Ojg3//+NyqVimeeecZkDVK7I2aRP/zww1hYWAyJJA8Rscpo1KhRzJ49G3t7e1ObBEBUVBRJSUlcvnyZ5ORkOjo6TG3SgPLuu+/S3NzMs88+a5LmnNcjZpH//Oc/x8bGhr1795rUHmPS0NBAVlYWdnZ23HvvvWaRXADXsshnzpxJV1cXmzZtQq1Wm9qkAeX999+nvr6eJ554wuTZ4yIWFhY8/vjj2NnZceDAgSEj8atWqzl//jz19fU8+uijuLq69st5zWOlLiNzm+Hn58eqVavQaDRcvHjxttdvFAQBtVrN7t27mTp1KnfddZdZDBhwbTLl6urKCy+8QH5+Pv/+979NbdKAUVhYyPbt27G3t2fevHl4eXmZ2iQJLy8v7rrrLjw9PcnMzLzts9EANBoNu3btIiEhgUWLFplcRqI7Li4uvPDCC1y5coX//Oc/t23go6qqin379lFWVsby5ctNrp/ZHRcXFxITE4mLi+P06dNUVFSY2qQBR6PRsG/fPmJjY1m4cKFJtcevx9nZmaeeeoq6ujo+++yz2zZbs7W1lSNHjnD8+HHWrFlDWFiYqU2SsLW1Zfz48SxbtoyTJ09SVFRkapMGnI6ODo4dO4afnx/z5s0zqfb49Tg6OvLggw+iVCrZunXrbZsx29XVRUpKCps2beLRRx81i+xxEQsLC0aNGsUjjzxCSkrKkND57ezs5OzZsyiVSu68804iIiJMbZKEvb09ixYtIjAwkP3793PmzBlTmzQgiFUtGzZs4LHHHmP06NGmNqkH4eHhPPXUU5w4cYLCwsLbOskDrlV95eXlUV1dzR133NEvOsv9hY2NDZMnT2batGmkpqayb98+U5s0YKSlpfHJJ5+wbt06xowZY1brurCwMJ588knOnDlDQUHBbR8k1+v1VFZWkpWVRVJSEnfccUe/nVsOkMvIDADds5bz8vIoKCi4baVWBEFAr9dz6NAhGhoapOxxc0KhUDBp0iQeffRRPvjgA44ePXrbTaZaWlrYsmULpaWl3HnnnYwbN85sspXh2jMYP348s2bNoqWlhXPnzt22mTeCICAIAgcPHqS2tpbnn38eDw8Ps9k0EomLi+PRRx/lk08+ITk5+bYLkqvVaikQmJCQIMn8mAsKhYKQkBAWLVqEnZ0dR48eva3lhwRB4MiRI1RXV/P444+bhfb49YwfP57169ezZ88eDhw4cNtJ33R2dnL+/Hm+/PJLxo0bx9KlS83qGSgUCtzd3bnnnnvw8/Nj7969t3XDTjEIVVJSwvLlyxkzZoxZZC53Z/To0axatYqcnBx27txJdXW1qU3qV/R6PcXFxbz55puMGjWK1atXm51P2NjYcN999xEZGcl333132/tEdnY2eXl5TJs2jcTERJPrLF9PUFAQS5cuRafTsXnz5ttu00IQBKqrq3n11VcZOXIka9euRalUms0cVqFQoFAo+NnPfsaYMWPYvn37bd07RBAEioqKyMzMJCgoiGXLlplVcgGAp6cn8+bNIzQ0lC+++IKsrCxTm9Tv1NbW8uqrrxIaGsoDDzyAjY2N2fgEXIs9rVy5kpiYGPbu3UtTU9NtK7UiCAL19fWkpaVha2vLQw89hIuLS7+d33xWijIytxlubm6sXr0aX19fzpw5Q2lp6W35ojIYDGRnZ3Ps2DEefvhhEhISTG3S91AoFFhbW/Pwww8TERHBX/7yl9uq6ZRWq2X37t0kJyczadIk5s6di7Ozs6nN+h7Ozs4sWLCAuLg4cnJyyMnJuS19AuDChQscPnyYhx9+mKlTp5rVJErE2tqa9evXExkZyd///ncKCwtvG1kJnU7H6dOn2b59O97e3tx///24u7ub2qzvYWdnR3x8PEuWLOHq1aucOnXqtvWJixcvkpyczH333UdiYqLZyEh0x8rKilWrVhETE8Mnn3xCVlYWnZ2dpjarXzAYDFy5coXPP/8crVbL448/bhY9Kq7HysqKkSNH8thjj1FRUcGRI0dum/fS9eTl5XHs2DFmzZrF7Nmz+608uD+xsrJi0aJFTJ48mYMHD3L06NHbZuNIXGT/61//orKykhdeeMEs9N+vR6lU4ufnx4svvkhNTQ379++/bX2ipKSE1NRUwsPDWbhwISNGjDC1Sd/D0tKShIQEZs+eTX5+Pt9++y2NjY2mNqtfEASB9vZ23nnnHQoKCnjppZcYMWKE2c1hFQoF3t7evPTSS9TV1XHgwIHbtul8TU0N6enpWFlZsXz5crOqqBCxsLAgMjKSpUuX0tHRwUcffXTbbKYKgkBnZydvv/02ly9f5sUXXyQgIMCsEm5EfHx8ePHFF2lra+Pw4cNoNJrb0idaW1s5d+4cFRUVrF69mrFjx/br+c3vycrI3EaMHTuWVatWYTAYOHXqFLW1taY2qV8xGAyUl5ezZ88eJk2axCOPPGJ22U8iCoUCPz8/fv3rX1NWVsZf//pX6uvrB/3AYTAYSE5OZuPGjQQEBLB06VL8/f1NbdZNCQ0NZfny5QQGBpKamnrbldCLmTfbt2+XMrTNLcugO35+frzwwgvU1dXx9ttvU15ePugX3gaDgaysLL744gu6urq4//77za48uDteXl7cfffdTJ8+nZSUFHJzc01tUr9TXV3Nzp07iYmJkTI9zNUnhg8fzs9//nN0Oh0fffQRubm5g74CTBAEiouL+fzzz8nNzWXt2rVMnDjR1GbdFAcHB+bNm8eKFSs4fvz4bdn4q7a2lv379xMQEMDq1avx9/c3ywU3XMsOXL16NR4eHmzZsoXU1NRB38hWEASampr4/PPPOXjwII8++ijTpk0ztVk3xcLCgjvvvJOHHnqIY8eOkZGRYWqT+p3GxkaOHTuGra0ty5cvJzY21qyy+bvj6urKwoULGTduHIcPH2bHjh2DfuNIEAS6urr47LPP2LRpE48//jhJSUmmNusHmT17No8++ignTpzg3Llzg35Ndz2tra2cPXuWpqYmFixYwB133GE2fVuux8HBgSlTprBo0SLOnTvHp59+OuibbQuCgMFg4LPPPuOrr77iscceY8aMGWY7VgPMnDmThx56iMzMTM6dO3fbJHmItLe3k5ubS05ODjNnzmTZsmX93kfHfJ+ujMxtgDihXbx4MY2NjaSlpVFfX29qs/oFg8FAbW0t+/btw8bGhl/96lf4+fmZ2qwfZfr06fzyl79k//79vPvuu7S2tg7aCZUgCKSlpfHhhx/i4OAgBQLNeeBWKpWMHz+eFStWSLIS5eXlpjarXxAX3Dt37sTCwoLf/OY3+Pn5mW0gUGTq1Kn84he/ICUlhX/961/U1NQM2ixmQRDIycnh008/paqqihUrVjB9+nSz94nAwEBWr15NSEgI+/fvv620fpuamti1axcAv/zlLwkJCTHboIdIXFwcTzzxBFeuXOGjjz4a1HqOgiBQXl7O119/TWpqKkuXLuXuu+8262egUCgYNmwY69atY9KkSezateu2au7c3NzMgQMHaG9v5+GHHyY2NtYsKyq6ExUVxbp169Dr9XzxxRekp6cP2o0jQRBoaWlh69atfP3119x1112sWrXK7H3CxsaGRx55hJkzZ7Jjxw4uX748aOev19PW1sbx48epra1l8eLFJCYmmp2MxPUEBQVx7733EhQUxKZNm9i7d++g3TgSBAGtVsv27dt57733WLRoEevWrTN7n7C0tOThhx9m5syZ7N69m0uXLg3a+ev1aDQaMjIyKCgoYMqUKSxdutTsJEyvx8PDg7vuuotZs2axfft2Nm7cOGibdorv1h07dvDWW2+xYMEC1q1bh5WVlVmv6ywtLVm7di2zZ8/m2LFjXLx48bYJknd2dpKfn8/Zs2cJCwtj/fr1A9JvzXxXjDIytwkuLi4sX76cWbNmUVJSQnp6+qBv/mUwGGhsbOTw4cPU1NTw3HPPMWXKFFOb9aOIunUPPvgga9eu5csvv+Tjjz+msbFx0C0yDAYD6enpvPvuu2i1WlavXk18fDy2tramNu1HcXBwYObMmaxYsYL29naOHj066KsrBEFApVJx4MABSkpKeP75581SbuhGKJVK7r//ftauXcuuXbvYsGEDFRUVgy6T3GAwkJuby8cff0xhYSGLFy9mwYIFODg4mNq0H8XGxoaYmBgeeeQR7O3t2bt3723RtFP0ieLiYp555hmmT59uttlP3VEqlSxevJg1a9aQmZnJJ598wuXLlwedTr8gCJSVlfHVV19x6NAh7rjjDlavXm2WElzXY2FhQVBQEM899xze3t7s2LGD0tJSU5v1k1GpVBw5coTCwkLWrFnD7NmzB8U7SqlUkpSUxJo1a2hubuaTTz7h1KlTg66XiLiRvX37dj777DPi4+N58sknzVLe5npEWYlf//rX+Pv7s337dsrKygbd/PV6NBoNaWlpXLp0iblz53L33XebVZP5m6FQKBgzZgxr1qzB09OTTz/9lP379w+6gKAoIbFnzx7efPNNYmNjef75580+GCvi5eXFb37zGwIDA9m5cydFRUWDbv56PR0dHZw/f56srCyio6O5//77CQ4ONrVZP4pYrf3ggw8SHx/PZ599xpYtWwZddYWYOb5v3z5ee+01xowZw4svvoibm5tZB8dFPDw8ePbZZ4mMjCQ5OZn8/PxBu6Et0tXVxZUrV0hLS8PV1ZWHHnqI6OjoAbmWHCCXkTEC/v7+rF69moSEBPLz80lPTx+0enV6vZ76+nqOHj1KXl4ejz32GCtXrhwUAwb8XxbO008/zdKlS/noo4/YsGHDoMqa1el0pKam8tZbb9HY2MgDDzwwKLJtuiNmGSxdupTa2lqOHj06aPXqxGy05ORkMjMzefzxx1m1ahXAoPELGxsbHnvsMe655x6+/fZbNmzYQFFR0aDJmtXr9Zw/f55///vf5OTkMH/+fJYsWTJoFngAjo6OJCUl8eijj9Le3s7+/fsHbXWFIAi0traSnJxMRkYGDz/8MKtWrTL7zJvuWFtbc//993PvvfeSnp7ORx99RHZ29qAJCOr1eq5evcrnn3/O/v37mTRpEuvXr8fb29vUpt0yVlZWTJw4kRdffBFBENi1axclJSWmNqvPtLa2cvz4cc6dO8e9997L6tWrcXV1HTQ+YWVlxbx581i9ejX19fX85z//4cSJE4MmIChWPm7dupVPPvmE8PBwnn32WbPUub4ZCoWC2NhYXnnlFSwsLKSNo8EaJFepVKSnp3P69GlpAyYwMHDQ+ISlpSUTJ05k/fr1uLi48OGHH7J7925aWlpMbdotIQgCarWanTt38ve//x1fX19efvlls5ZqvBExMTH89re/xcbGhj179gzqILlGoyE7O5tTp04REhLC2rVrGTt27KDxCaVSSXBwMI899hixsbF88MEHfPPNN4Mm7iFWU+zdu5dXX30VLy8vfve73+Hv7z9ongFcq/p64YUXcHd358iRI1y+fHnQZpJ3dnZSWFhISkoKVlZWPPTQQ8ycOXPAnodCGKwjqozMIOTixYt8/PHHnDx5kvDwcCZPnoyHh8egeeHqdDpqampISUkhPz+f+++/n+eff97sS4NvRktLC6+//jrbt2/nZz/7GStWrCAkJMSsMxxVKhWpqam899576HQ6Hn74YWbNmjUoMgJvRFlZGRs3buTbb7/Fx8eHGTNm4OvrO2h8QqymEIMe999/Py+//LJZ647/EK2trbzzzjt8++23zJkzh3vvvZdRo0aZdWWCWIb6ySefUFpaytKlS1m2bNmgCgR2p6WlhS1btvDBBx/g7OzM3LlzCQgIGDTfJ0EQaG5u5ujRo5w5c4b77ruPl19+GTs7u0HzGbqjUqn4/PPP+frrrxk1ahT33Xcf48ePN+t3bkdHB3l5eWzatIm0tDSmTZvG+vXrCQoKMrVpfUKr1bJt2zbeeOMNbG1tWbRoEUFBQYPq+9TU1ERKSgpnzpzhrrvu4sUXX8TT03NQfQaR9vZ29u7dy6effoqNjQ33338/06dPx8PDw9Sm3RStVktZWRk7duxg69atREVF8dxzzzFy5EhTm9YnBEHgu+++489//jM2NjYsXLiQ4OBgqVJyMNDS0kJ6ejpnzpxhypQpPPvss4SHh5u1rMfN6Orq4syZM1LD19WrVzNv3jyGDx9uatNuipjwtG/fPj744AMCAwN5+eWXGTNmjKlN6zM7duzg9ddfR6FQcOeddxIWFoalpeWg8Ym2tjbOnz/P6dOnCQ4O5vHHH2fq1KlmvS69GTqdjqtXr/Lmm29y+vRp1qxZw5IlS8x680VMeDp48CB/+9vfGD58OH/84x+JiYkZNN+h6zlw4AD/+Mc/aG1tZdq0aYwaNWpQzcfb29vJz88nLS0NKysr1q9fPyC6492RA+QyMkYmLy+PTz/9lMOHD+Pv78/UqVPx8fEx6wmhuJtaUlLCqVOnKCsr44EHHuCpp54atMFxEY1GwxtvvMH27duZPn069913H+PGjcPW1tbsBo/KykoOHz7MJ598gqOjI8888wxTpkzB3t7e1Kb9JKqrq/nmm2/YuHEjLi4uzJo1C39/f7OeEIrldxUVFZw8eZKcnBxWr17Niy++aNbB5Fuhvb2d9957TwoirFixgkmTJpllY8Xa2lpSUlL48ssv0Wg0rF69moULFw6KcvkfQqVSsX37dt555x2srKyYP38+QUFBAzoh/KmI08nKykpSU1PJysrigQce4Fe/+pVZvk97Q0dHB9988w1fffUVrq6uLF26lKSkJLy8vMxO3765uZmzZ8+yefNm8vPzWbBgAQ8++OCg3TAS0el07N69m1dffRWARYsWSRva5vzdEgSBqqoqTp48yfnz51m+fDm//OUvB02p9s3o6uoiOTmZDRs2oFKpWLRoEfPmzSMwMNDsfEKtVpObm8v27ds5evQoU6ZM4Re/+IVZB2puBUEQ2L17N3/6058wGAwsXLiQ0NBQs6/UEQSBmpoazpw5Q2ZmJrNmzeLpp58mJCTE7L47vUGn03HhwgXef/99Ll++zPz581m6dKlZBv1FuYKdO3eyefNmoqOj+d3vfkdISIipTfvJ7Nu3j7/85S90dHQwa9YsIiIizD4gKAgCDQ0NZGVlkZGRQVRUFE888QQTJ04067XQjyGuk/7xj39w/Phx5s6dy8qVK4mKijI7nzAYDJSUlLBnzx4++ugjIiIi+NOf/kRYWJipTfvJHD16lDfffJOqqiomT55MdHQ0Tk5OZv2+FStRc3NzOXfuHC4uLjz00EMsXLhwwNdCcoBcRsYElJaW8uWXX7Jt2zZcXV2ZPn06AQEB2NnZmdq072EwGNBoNOTn55OamopOp2Pt2rU89NBDg3rQ7o5Wq2XDhg1s2LABT09P1q1bR1xcHD4+PmbxGTs6Orhy5Qpbt25l+/btxMbG8swzzxAVFYW1tbWpzesXGhsb2bFjBx988AEKhYI77riDsLAwswz+i3qNRUVFHDlyhKamJtasWcMzzzxjFt+X/kCr1bJlyxY2bNiAhYUF9957L4mJiYwYMcIsNgA6OzspKSlh9+7dbN++HS8vLx555BGmTZtmlt+ZvtDe3s6hQ4d47bXX0Gg0zJ07l5EjR5qlXrEgCOh0OkpKSjh48CC1tbWsXbuWZ5991uwDmLeKTqfj0KFDbNiwgYaGBubMmcOCBQsIDg42i2ei1WqprKzkyJEjfPvtt3R1dbFq1SoWL16Mi4uLqc3rFwwGA0ePHuX3v/89LS0tzJ8/n8jISBwcHMzyO6bVaiktLeXQoUPU1NSwatUqnnnmGbO1t7fo9XqpeufChQtMnjyZFStWEBERYRbfOZ1OR0NDA6dOnWLLli1cvXqVpUuXsm7dOtzd3U1tXr8h+kRTUxNz584lMjISJycns/yO6XQ6ysrKOHr0KBUVFdx11108+eSTDB8+3Czt7S0Gg4Hi4mI2bNjAwYMHiY6OZs2aNURFReHm5mZq8zAYDLS0tJCdnc2mTZtITU1lwYIFPPvss4NC9/1WSUlJ4U9/+hOVlZUkJiYSFRWFq6ur2QVl4ZpPVFdXk5qaSlFREVOmTOGxxx4jOjrarAOYt4rY9+Gjjz7im2++ITQ0lMcee4yYmBizqDoSBAGNRsOlS5f4+uuv2b17N3PmzOGll17Cx8fH1Ob1G2fPnuXvf/87ly5dIjY2lnHjxuHh4WGWiTdidcu5c+fIzc0lNDRUklUxhg/LAXIZGRPR2NjI7t272bBhA2q1mvj4eCIiInB3dzeLAVzMGq+vrycnJ4f09HT8/f155plnmDNnzm0xkb2eU6dO8T//8z8UFxezYMECFi1aJC00TPFM9Ho9FRUVZGVlsXHjRvLz87n77rt5/PHH8fb2vu2egVqtJjU1lTfffJOysjISEhIYPXo0Xl5eZuMTBoOBpqYm8vPzOXToEK6urrzwwgssXrz4tnseAFlZWbzzzjtS8OOuu+4iNjYWNzc3k2wG6PV6ampqyM7OZuvWrWRnZ5OQkMAjjzxCZGTkbbGY6I5WqyUrK4s//elPXL58mWnTphEdHY23t7dZbMaIU8jm5mauXr3K7t27sbe351e/+hX33HMPMHh0+G+V/Px8PvnkE44ePUpoaChLliwhPj4eLy8vk2xY6vV6GhoauHTpErt37yYtLY2QkBDWr1/PtGnTzOLd2Z8IgkBOTg6///3vyc7OJjExkTFjxuDt7Y2FhYXJv2+iT7S0tHD16lV27dqFnZ0dzz//PPfcc89ts2HUncrKSrZu3crmzZtxdnZm2bJlzJgxgxEjRpikylAMAhYWFnL48GEOHTqEnZ2dVOJvDu/O/iY3N5c//OEPnD9/nsmTJxMTE4OPj4/ZZJOL2YBFRUXs27cPpVLJ448/zooVK3B2djYLG/uTlpYW9u3bx7/+9S90Oh333nsvc+bMITAw0CRJBmKyU3FxMampqWzfvh21Ws0DDzzA2rVrzTJI9lPJy8vjtdde4/Tp00RHRxMbGysleZjD900QBFQqFaWlpSQnJ6PRaLj33ntZtWoVfn5+ZmFjf9LZ2cmxY8f4n//5H5qamrj//vulJANTJAgKgkBXVxdlZWWcPn2ar7/+moqKCh544AGefPLJ29InioqKeO+99zh8+DAjRoxg3LhxBAQE4OjoaBbrJ3GzQqzOrqqq4o477mDt2rVER0cbzSfkALmMjAnRarVkZGTw7rvvcubMGQICApg+fTq+vr4mzTDS6XSoVCpKSko4d+4clZWVJCQk8PzzzxMeHm4Sm4xFbW0t//73v9m2bRvu7u6sWLGC+Ph4/P39cXZ2NkqwQafTUVtbS1FREZs3b2b//v1ERETw9NNPM23aNLPI4B0o9Ho9JSUl/P3vf+fAgQN4e3sze/ZsRowYYdKMKIPBgFqtpqqqijNnzpCfn090dDR//OMfiYqKMolNxqKhoYFvvvmGTZs2ATB//nxmzJhBSEgIrq6uRplE6vV66urqKC4uZseOHezbtw9vb2/Wr1/P7NmzB1Uzzt4iCAKNjY289tprbN++HTc3N+bNm4efn5+kg20KvxAEgfb2dmprazl9+jTZ2dmEh4fz2muvDWoN01uhtbWV/fv388UXX1BTU0NiYiILFy4kPDwcd3d3owQF9Xo9jY2NlJWVcfDgQXbv3o1SqWTFihUsWbJkUDUe7C1iYOHVV19l8+bNkk/4+/tL44SpfKKjo4P6+npOnTpFVlYWYWFh/OUvfyEmJsYsFqADhUaj4fTp03z88cdcuHCBCRMmsGLFCiIjI/H29jbKvEUMjFdUVJCamsrOnTupq6tj7ty5PPDAA7f9/FWlUvH666+zZcsWHB0dmTVrFkFBQbi4uKBUKk02f2pvb6ehoYHTp0+TlZVFYGAgv/vd74iLixv0Mo0/RFdXF/n5+bz//vscO3aM0aNH88ADDxAVFcXw4cONEhQUA+OVlZVkZWWxbds2cnNzmTp1Ko8//jgxMTEDboMpUavVvPvuu3zzzTcIgsDUqVOJiIiQkjxM5RMdHR00NjaSkZFBVlYWHh4ePP3004O6p9StYDAYKCsr4+2332b37t1ERESwfv16xowZg6+vr1E2L8Qq4Orqai5fvsyWLVtISUlhwoQJPPfcc0ycOHFAr29q2tvb+eqrr/j8889pbGxk3LhxUja/KftndXZ20tzczMWLF8nKysLS0pLVq1dzzz33GL26RQ6Qy8iYGFGLb+vWrXz22WeoVComTpzI2LFjcXFxMWqgXKfToVarqa6u5vz58+Tm5jJixAjWrVvH0qVLzVICZqA4e/Ys7733HqdPn8bf35+77rqL+Ph4hg8fjqurK7a2tv222BVfwxqNhqamJsrLy/n666/Zu3cvjo6OrFu3jgceeOC2zLK5EYIgoFar2blzJ//85z+pqalh4sSJxMXF4erqiqOjo9Hug16vp729XaqkOHPmDA4ODqxfv541a9bcNnIet0Jubi4bNmwgOTkZJycn7rzzTmbMmEFAQID0rurPDSQxk6C5uZmKigq+/fZb9uzZI0m+PPjggwwfPvy2DjqJCIKAXq9nz549vPHGG5SXlzNx4kQmT54s+QQYJ1BuMBjo6OigubmZS5cukZKSAsBDDz3EY489ZhZyI8aipKSEzZs3s23bNrRaLYmJicyfP5/Q0FBcXFz6fVNV3JRoaWmhqqqKvXv3snv3btRqNXPmzOHBBx9k9OjRt13W+I0Qx809e/bw+uuvU1ZWxoQJE4iPj2fYsGHSOGEMnxAD462trVy+fJmjR4+i1+t56KGHeOKJJ24bSZVboaGhgT179rBhwwbq6+uZNGkSy5YtY+TIkbi6uuLi4tKvGdxisKO1tZWamhqOHz/Ozp07KS8vJy4ujrVr1w7aJnd9QRAEDhw4wN/+9jeuXLlCdHQ0cXFxeHl54ejoaNQqi46ODlpaWsjLy+PYsWNotVoeeOABHnvsMdzc3IbE2A3XAlKHDx/mn//8J0VFRUyYMEHSYXZ1dcXV1bXffUKr1dLW1kZ9fT0ZGRls27aNCxcuEB4ezvr1642i42suCILAiRMneOedd8jOziYoKIi4uDgp8caYVRbiOFFQUEBKSgoajYYlS5bw8MMPExQUNCTGbri2tjpx4gRvvPEGeXl5jBs3jp/97GdERUUxbNgwSQ6nv56LOIdWqVQ0NjZKgfHU1FR8fHx4+OGHWbly5W0jW/pjCIJAZmYmH330EceOHWPYsGFMnDiR0NBQnJ2djRoo7+zspK2tjaKiIk6dOkV9fT1JSUmsX7+ecePGmeQ9JQfIZWTMBJ1Ox5UrV3j//ffZvXs3VlZWjB8/ngkTJuDo6Iidnd2ADOIGg4Guri46OjqoqqoiMzOTS5cu4eDgwLJly1i7di1+fn79es3BgsFg4Ny5c3zyySccOXIEKysr4uLimDdvHmPGjMHV1RV7e3tsbW17nYkgTmDb29tpb29HpVJx5swZ9u/fz/Hjx3FycmLZsmU8+uijeHt7D5mFRHcMBgO1tbX885//ZNOmTQiCwPjx45k8eXIPn4D+DQwaDAZ0Oh0dHR00NDSQnZ1NZmYmer2eefPm8Ytf/OK2aGTUFwwGA3l5eXzzzTfs2rULtVpNTEwMc+bMYfLkybi7u2NnZ9fn95VWq0Wj0Ug+ce7cOQ4ePMjx48exsbFh0aJFrF+/nuDg4CET8OiOWKb+1ltv8cUXX6DX6xk/fjxTpkzByckJW1tbaYLfnz4haox3dHTQ1tZGTk4Op06dorW1lZkzZ/Lyyy8TERHRb9cbTAiCQHl5Od999x2bNm2isrKSiIgIZs+ezR133IGXl5fkE31ZdFw/TmRnZ5OcnMzx48fR6/UkJSWxZs0aYmJibuvqoh+ira2Nt99+m88//xytVsvYsWOJj4/HxcUFe3t76V3U3z6h1+vp6OhAo9GQm5tLSkoKDQ0NzJgxg9///vdEREQMmcB4dwRBoLm5mf3797NhwwYuX75McHAws2bNYsGCBfj4+GBnZ4e9vX2ffaKjo4P29nbUarUUgD127BhNTU2MHz+e1atXk5iYOKQ27LqjUqn44IMP+OKLL2hra2PUqFFSoLz7u6i/fULcQG1vbycnJ4eUlBTq6+tJTEzk5ZdfHjIbeNcjbuQkJyfz/vvvk5mZSUBAALNnz+auu+7C19e3h09A78ZwnU5HZ2en5BMlJSWkpqZy5MgRiouLiYiIYOXKldx9991m0R/AFKjVar7++ms+++wzKioqCAoKYuLEifj7+0v3fSA2kMRxor29ncuXL5OamkptbS1xcXE8//zzTJgwYUiO3eL74ujRo7zzzjucOXMGf39/Zs+ezd13342vry/29vZ9fl/p9Xq6urqkNUV1dTWnTp3i8OHDXLhwgeHDh7NixQpWr15tFv0BTEFHRwcHDhzg448/JicnB09PTyZMmEBERAQODg7Y2NgMSKWFXq+X3leFhYWcOnWKiooKIiMjeeKJJ5g5c6ZJKynkALmMjJkhluRt2LCB7777Dp1OR1hYGGPHjiU0NBQbGxusrKywsrLqU9BUXNRptVq0Wi2tra1cuXKFnJwcysrKcHV1ZcGCBaxcuZLo6OgB+ISDD4PBQHZ2Nrt372b//v2UlJTg5eVFTEwM48ePZ+zYsZLWpqWlJRYWFlI5q1KpxGAwSBOB7ve+uLiY06dPk5GRwblz51Cr1cTFxbF06VKWLl1qtk2WjI3BYKC0tJSPPvqIr776is7OTsLCwhg3bhzh4eFYW1tjbW3d5yCI+GzE56JWqyktLeXixYtcvXoVpVLJHXfcwZo1a4iPjx+gTzm4EASBK1eusH//fvbs2UNubi4ODg7ExMQwbtw4xo8fT0hIiPS+uplPiIFXnU6HVqulpKSE9PR0ySdUKhXjx4/n7rvvZsmSJbi7uw/JzaLrEQSByspKPvzwQ7788kva29ulcSIiIuJ740RffUJ8LuLiIjs7m/z8fDQaDdOmTeORRx5hxowZA/MhBxliNdjhw4fZuXMnp0+fRqlUEhMTw9ixY4mLiyMiIgJbW1usrKywtLTs4RPiPb/eJ0pLSzl79iwZGRlkZGTQ3NxMVFQU8+fPZ/Hixfj7+w/JzaIbUVlZyccff8zGjRtpa2sjKCiI2NhYwsPDcXBwkMaJvvqE+Gy0Wi2dnZ3U1dVx/vx5Ll26RFNTEwkJCTz++OPMnj17gD7h4EKUwjly5Ajbt2/n+PHjaLVaxowZw7hx45g0aRKjR4/u4ROiP1zvE+LcSafTUVFRQWZmJpmZmWRkZFBbW0tQUJAUWBk9evSQyQT8Maqrq/nqq6/YuHEjNTU1+Pr6Eh0dLWX0iz7Rl8CgGEIQ505i36KsrCxyc3NpaGhgypQpkk/IY/f/JcccO3aMb7/9loMHD9LR0SHNneLj4xk9erSUZPBjPiGOFTU1NVy8eJGMjAwyMzMpLS3F3d2dpKQk7r77buLj44dUFfAPUV9fz86dO/nyyy8pKCjAzc2N0aNHM2rUKKmXSPd5a2+4kU80NDSQlZXFpUuXqK+vZ+LEiTz00EPMmTNHfib839h69OhRtmzZwsGDB2lvbyc6OrrHOOHg4NBj7tR9HBf9ovu8VaxyPHfuHFlZWeTn52NjY0NCQgKLFy9m1qxZQ3YD9XpaWlo4fvw4n3/+OWfOnMHOzo7IyEiioqLw8/OTfEK8971FnDt1dXWh1WppbGzk4sWL5ObmUldXx6hRo1i9ejULFiwwi8atcoBcRsZM0ev1lJWVSeXb+fn5uLq6EhISQnBwMCNHjpSaR3YfKLpPcMVBp/vA0dXVRWVlJVevXqW4uJiysjIAJk6cyJIlS5g1a9ZtrV36U9FoNGRkZHD06FHS0tK4dOkSbW1t2NvbM2LECPz9/fHy8sLe3h4HBwdsbW1pb29Ho9Gg0WioqamhtLSUsrIyOjo6cHZ2Ji4ujmnTprFgwQJCQ0PloPhNEANQmzZtYvPmzVy6dAkXFxdCQkIICQkhIiJCkjT4IZ8AJH8QA+N1dXUUFRVRVFREaWkp7e3tREZGsmTJEhYuXEhoaKipPrbZ09nZSX5+PocPH+bkyZOcP3+exsZGrK2t8fX1JSAgAB8fH8knHBwcevhEbW0tpaWllJSU0NHRgZOTE3FxcUydOpX58+cTFhY2JDPObpXa2lo2bdrEpk2buHTpEs7OzgQFBREcHExERIRUqtp9kwLosbAQ/7f7AqO5uZmioiKuXr1KSUkJTU1NBAQEsHjxYpYtW8bo0aNN9pnNHZ1OR3l5OQcPHiQ1NZUzZ85QW1uLUqnE19eXwMBAKTvKwcEBJycnyR9EXfeSkhJKS0vp6OjAwcFBqhSYO3cukZGRt7V270+lrq6Obdu2sWXLFi5cuICtrS0BAQEEBwcTFhaGu7s71tbW3xsnbjR/En1Cr9ejVqu5evWqNH+qrq7G29ubJUuWcO+99xIbG2vCT23eGAwGGhoa2LdvHydOnODUqVNUVVUB4OvrS1BQECNGjJB8wtHRUaqc0Gg01NfXU1paSmlpKWq1Gjs7O6Kjo5kyZQqzZs0iJiYGJycnE39K86WxsZG9e/eydetWzp07hyAIjBgxguDgYEJDQ/Hx8ZGkA3/MJ8TgrJgtfvXqVa5cuUJxcTHl5eV4eHiwdOlS7rvvPmJjY+U57U0QBIGWlhb27t3L8ePHSU1N7eET4jjh6OiIvb09jo6OUtalqOteXl5OaWkpra2tWFlZERYWRnx8PDNnziQuLs4sgk3mSktLCykpKWzdupXU1FRUKhU+Pj4EBQUREhIiZZYrlUppA+nH1tliZqzoE0VFRZJP3HXXXaxcuZJx48bJm9o/gOgTJ06c4OTJk1RUVCAIAt7e3gQEBEjSOKJPiFKYoiRjZWUlpaWlNDQ0oFQq8fPzY9KkSUyfPp3ExER8fX1N/RHNFo1GQ2ZmJlu3buXw4cPU1NTg4eFBcHCwFH8SG3reauxJzOQvKiqisLCQ4uJiKioqcHFxYe7cuSxfvpxJkyaZlWSpHCCXkRkE6HQ6MjMz2b17NydOnOD8+fN0dnYybNgwPDw88PDwwMXFRSpDEgfe9vZ2urq6UKvVNDQ0SP9ptVo8PT0ZP348M2fO5I477hiykgU/lYaGBvLy8sjPz5cmQ7W1tajValQqFWq1WgoKOjk54e3tTUhICKGhoYwcOZLY2Fg50NEHBEEgKyuLnTt3cvz4ccknXFxc8PDwwN3dHVdXV8knRCmWzs5OOjs7Jb33+vp6Ghoa6OjowMXFhejoaJKSkpg1axZjxowZMhqN/YlKpSI/P5+8vDwKCwu5evUqVVVVkk+0trZKPuHo6IiXlxehoaGEhYUxcuRIxo4di7W1tbyo7gPnz59n165dnDhxgqysLDQaDc7Ozri7u0s+IZYSixUXXV1d0qK7paVF8gmVSoWdnR0RERGST0yePFnOzOwDYmXY5cuXKSwspLCwkIqKCsknmpubcXR0/J5PhISEMHLkSGJiYrC3t5d9og/k5ORI0mWZmZk0Nzdjb2/fwyfEzWwxu1yUExIlherr66mvr6elpQVLS0tCQkJITExk9uzZzJgxQx7D+4DBYCA/P5/c3FwKCwspKCigvLxc8omWlpYewXJPT08pmBseHs6YMWOk5pMyvePKlSskJydz5MgRzp07R01NDdbW1ri5ueHu7s6wYcMkyS4xk9ZgMNDe3k5nZycqlUryicbGRhQKBYGBgSQmJjJnzhxmz54tj+F9JC8vr4dPVFRUoFKpJJ+wtbWV5k8eHh4EBgYSEhJCWFgYUVFReHt7ywkFfaCyspKUlBQOHTrE6dOnKS0tRaFQMGzYMNzd3XFzc8PZ2Rk7Ozusra2xsLCQeoJ0dnaiVqupq6uT5k+CIBAYGEhSUhJ33nkns2fPNkoDytuRgoICLl26JM2dysvLaW1tRa1W09raioWFheQTbm5u+Pn5ST4xatQoAgIC5LVcH2hqaiI9PZ0DBw6QlpZGfn4+er1e8gl3d3cp9mRtbY2lpaXkE11dXT3Gifr6egRBICAggGnTpjFr1ixmz55ttr3V5AC5jMwgQxAE2traSEtLkxbbly9fprq6mpaWFtRqNVqtFgAnJyccHBwYNmyYNFiEh4czduxYwsLCzGq3Tkbmp9Da2kp6ejqXLl3iypUr5OXlUVVVRXNzs+QTgiBIi20XFxcCAgIknxgzZgyRkZG4urqa+qPIyPQLbW1tnD17VvKJ/Px8KioqaGpqQq1W09XVhcFgwNbWVvIJX19fwsLCpMV2dHS00bvHy8gMFGq1mgsXLpCTk0NBQQGFhYWUlpbS2NiISqWis7MTvV6PtbU1jo6O0qa26BOjRo1i3LhxcgaazG1DR0cH+fn5ZGdnSz5RXFxMfX09bW1ttLe3o9frsbCwwMnJCUdHRzw8PAgPD5c2tSdOnEhAQICpP4qMTL/Q1dVFWVkZmZmZ5OfnS4ketbW1tLa2otFo0Ol0KBQKnJ2dcXBwwN3dnfDwcMLDw4mIiGDSpEkEBASYZfBPRqa36HQ66urqOHv2rJT8VFBQQHV1teQTYuzJ2dkZR0dH3NzcevhEXFwcgYGBg2JTWw6Qy8jchohuLQ/MMjLXkH1CRqYnsk/IyPRE9gkZmZ7IPiEj0xPZJ2RkenK7+YQcIJeRkZGRkZGRkZGRkZGRkZGRkZGRkRmSmH+Ou4yMjIyMjIyMjIyMjIyMjIyMjIyMjMwAIAfIZWRkZGRkZGRkZGRkZGRkZGRkZGRkhiRygFxGRkZGRkZGRkZGRkZGRkZGRkZGRmZIIgfIZWRkZGRkZGRkZGRkZGRkZGRkZGRkhiRygFxGRkZGRkZGRkZGRkZGRkZGRkZGRmZIIgfIZWRkZGRkZGRkZGRkZGRkZGRkZGRkhiRygFxGRkZGRkZGRkZGRkZGRkZGRkZGRmZIIgfIZWRkZGRkZGRkZGRkZGRkZGRkZGRkhiRygFxGRkZGRkZGRkZGRkZGRkZGRkZGRmZIIgfIZWRkZGRkZGRkZGRkZGRkZGRkZGRkhiRygFxGRkZGRkZGRkZGRkZGRkZGRkZGRmZIIgfIZWRkZGRkZGRkZGRkZGRkZGRkZGRkhiRygFxGRkZGRkZGRkZGRkZGRkZGRkZGRmZI8v8BuOw3le2paboAAAAASUVORK5CYII=",
|
|
"text/plain": [
|
|
"<qiskit_experiments.framework.containers.figure_data.FigureData at 0x157b37140>"
|
|
]
|
|
},
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"plaquette_lattice.draw_qubits()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "e7b0f54b-5bc2-42bb-b4d4-1346f0a902e3",
|
|
"metadata": {},
|
|
"source": [
|
|
"In addition to the qubit labels and the edges indicating which qubits are connected, the diagram contains three additional pieces of information that are relevant to the GEM protocol:\n",
|
|
"- Each qubit is either shaded (gray) or unshaded. The shaded qubits are \"site\" qubits that represent the sites of the Ising model, and the unshaded qubits are \"bond\" qubits used to mediate interactions between the site qubits.\n",
|
|
"- Each site qubit is labeled either (A) or (B), indicating one of two roles a site qubit can play in the GEM protocol (the roles are explained later).\n",
|
|
"- Each edge is colored using one of 6 colors, thus partitioning the edges into 6 groups. This partitioning determines how two-qubit gates can be parallelized, as well as different scheduling patterns that are likely to incur different amounts of error on a noisy quantum processor. Because edges in a group are disjoint, a layer of two-qubit gates can be applied on those edges simultaneously. In fact, it is possible to partition the 6 colors into 3 groups of 2 colors such that the union of each group of 2 colors is still disjoint. Therefore, only 3 layers of two-qubit gates are needed to activate every edge. There are 12 ways to so partition the 6 colors, and each such partition yields a different 3-layer gate schedule.\n",
|
|
"\n",
|
|
"Now that you have created a plaquette lattice, the next step is to initialize a `GemExperiment` object, passing both the plaquette lattice and the backend that you intend to run the experiment on. The `GemExperiment` class manages the actual implementation of the GEM protocol, including generating circuits, submitting jobs, and analyzing the data. The following code cell initializes the experiment class while restricting the plaquette lattice to only two of the plaquettes (21 qubits), reducing the size of the experiment to ensure that the noise in the hardware doesn't overwhelm the signal."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"id": "02357c6e-5c83-4ac0-811d-22602d9f33d5",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<qiskit_experiments.framework.containers.figure_data.FigureData at 0x1577ce7e0>"
|
|
]
|
|
},
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"gem_exp = GemExperiment(plaquette_lattice.filter([9, 12]), backend=backend)\n",
|
|
"\n",
|
|
"# visualize the plaquette lattice after filtering\n",
|
|
"plaquette_lattice.filter([9, 12]).draw_qubits()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "3234e018-a1a8-47b7-b10c-57d6f7f77ff1",
|
|
"metadata": {},
|
|
"source": [
|
|
"A GEM protocol circuit is built using the following steps:\n",
|
|
"1. Prepare the all-$|+\\rangle$ state by applying a Hadamard gate to every qubit.\n",
|
|
"2. Apply an $R_{ZZ}$ gate between every pair of connected qubits. This can be achieved using 3 layers of gates. Each $R_{ZZ}$ gate acts on a site qubit and a bond qubit. If the site qubit is labeled (B), then the angle is fixed to $\\frac{\\pi}{2}$. If the site qubit is labeled (A), then the angle is allowed to vary, producing different circuits. By default, the range of angles is set to 21 equally spaced points between $0$ and $\\frac{\\pi}{2}$, inclusive.\n",
|
|
"3. Measure each bond qubit in the Pauli $X$ basis. Since qubits are measured in the Pauli $Z$ basis, this can be accomplished by applying a Hadamard gate before measuring the qubit.\n",
|
|
"\n",
|
|
"Note that the paper cited in the introduction to this tutorial uses a different convention for the $R_{ZZ}$ angle, which differs from the convention used in this tutorial by a factor of 2.\n",
|
|
"\n",
|
|
"In step 3, only the bond qubits are measured. To understand what state the site qubits remain in, it is instructive to consider the case that the $R_{ZZ}$ angle applied to site qubits (A) in step 2 is equal to $\\frac{\\pi}{2}$. In this case, the site qubits are left in a highly entangled state similar to the GHZ state,\n",
|
|
"\n",
|
|
"$$\n",
|
|
"\\lvert \\text{GHZ} \\rangle = \\lvert 00 \\cdots 00 \\rangle + \\lvert 11 \\cdots 11 \\rangle.\n",
|
|
"$$\n",
|
|
"\n",
|
|
"Due to the randomness in the measurement outcomes, the actual state of the site qubits might be a different state with long-range order, for example, $\\lvert 00110 \\rangle + \\lvert 11001 \\rangle$. However, the GHZ state can be recovered by applying a decoding operation based on the measurement outcomes. When the $R_{ZZ}$ angle is tuned down from $\\frac{\\pi}{2}$, the long-range order can still be recovered up until a critical angle, which in the absence of noise, is approximately $0.3 \\pi$. Below this angle, the resulting state no longer exhibits long-range entanglement. This transition between the presence and absence of long-range order is the Nishimori phase transition.\n",
|
|
"\n",
|
|
"In the description above, the site qubits were left unmeasured, and the decoding operation can be performed by applying quantum gates. In the experiment as implemented in the GEM suite, which this tutorial follows, the site qubits are in fact measured, and the decoding operation is applied in a classical post-processing step.\n",
|
|
"\n",
|
|
"In the description above, the decoding operation can be performed by applying quantum gates to the site qubits to recover the quantum state. However, if the goal is to immediately measure the state, for example, for characterization purposes, then the site qubits are measured together with the bond qubits, and the decoding operation can be applied in a classical post-processing step. This is how the experiment is implemented in the GEM suite, which this tutorial follows.\n",
|
|
"\n",
|
|
"In addition to depending on the $R_{ZZ}$ angle in step 2, which by default sweeps across 21 values, the GEM protocol circuit also depends on the scheduling pattern used to implement the 3 layers of $R_{ZZ}$ gates. As discussed previously, there are 12 such scheduling patterns. Therefore, the total number of circuits in the experiment is $21 \\times 12 = 252$.\n",
|
|
"\n",
|
|
"The circuits of the experiment can be generated using the `circuits` method of the `GemExperiment` class."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "8e2ade62-9a57-42c3-9a85-3fe2dec3c426",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Total number of circuits: 252\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"circuits = gem_exp.circuits()\n",
|
|
"print(f\"Total number of circuits: {len(circuits)}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "56c3c656-dcfa-4ca0-9df9-2d97c187c685",
|
|
"metadata": {},
|
|
"source": [
|
|
"For the purposes of this tutorial, it is enough to consider just a single scheduling pattern. The following code cell restricts the experiment to the first scheduling pattern. As a result, the experiment only has 21 circuits, one for each $R_{ZZ}$ angle swept over."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "4f8a2c73-752d-47b9-95d5-83439933fc08",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Total number of circuits: 21\n",
|
|
"RZZ angles:\n",
|
|
"[0. 0.07853982 0.15707963 0.23561945 0.31415927 0.39269908\n",
|
|
" 0.4712389 0.54977871 0.62831853 0.70685835 0.78539816 0.86393798\n",
|
|
" 0.9424778 1.02101761 1.09955743 1.17809725 1.25663706 1.33517688\n",
|
|
" 1.41371669 1.49225651 1.57079633]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Restrict experiment to the first scheduling pattern\n",
|
|
"gem_exp.set_experiment_options(schedule_idx=0)\n",
|
|
"\n",
|
|
"# There are less circuits now\n",
|
|
"circuits = gem_exp.circuits()\n",
|
|
"print(f\"Total number of circuits: {len(circuits)}\")\n",
|
|
"\n",
|
|
"# Print the RZZ angles swept over\n",
|
|
"print(f\"RZZ angles:\\n{gem_exp.parameters()}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "7011dc79-8561-42ef-909b-00fd8be9ef34",
|
|
"metadata": {},
|
|
"source": [
|
|
"The following code cell draws a diagram of the circuit at index 5. To reduce the size of the diagram, the measurement gates at the end of the circuit are removed."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"id": "fd57d483-c70b-4ad5-b309-15750ad38bac",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 821.752x894.639 with 1 Axes>"
|
|
]
|
|
},
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Get the circuit at index 5\n",
|
|
"circuit = circuits[5]\n",
|
|
"# Remove the final measurements to ease visualization\n",
|
|
"circuit.remove_final_measurements()\n",
|
|
"# Draw the circuit\n",
|
|
"circuit.draw(\"mpl\", fold=-1, scale=0.5)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "a3aa063b-44cf-49f3-9e12-23b2f6a1c85b",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Step 2: Optimize problem for quantum hardware execution\n",
|
|
"\n",
|
|
"Transpiling quantum circuits for execution on hardware typically involves a [number of stages](https://docs.quantum.ibm.com/guides/transpiler-stages). Typically, the stages that incur the most computational overhead are choosing the qubit layout, routing the two-qubit gates to conform to the qubit connectivity of the hardware, and optimizing the circuit to minimize its gate count and depth. In the GEM protocol, the layout and routing stages are unnecessary because the hardware connectivity is already incorporated into the design of the protocol. The circuits already have a qubit layout, and the two-qubit gates are already mapped onto native connections. Furthermore, in order to preserve the structure of the circuit as the $R_{ZZ}$ angle is varied, only very basic circuit optimization should be performed.\n",
|
|
"\n",
|
|
"The `GemExperiment` class transparently transpiles circuits when executing the experiment. The layout and routing stages are already overridden by default to do nothing, and circuit optimization is performed at a level that only optimizes single-qubit gates. However, you can override or pass additional options using the `set_transpile_options` method. For the sake of visualization, the following code cell manually transpiles the circuit displayed previously, and draws the transpiled circuit."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"id": "e9b99d48-8d33-46b5-bff5-480ab1c1c1f2",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 2362.31x894.639 with 1 Axes>"
|
|
]
|
|
},
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Demonstrate setting transpile options\n",
|
|
"gem_exp.set_transpile_options(\n",
|
|
" optimization_level=1 # This is the default optimization level\n",
|
|
")\n",
|
|
"pass_manager = generate_preset_pass_manager(\n",
|
|
" backend=backend,\n",
|
|
" initial_layout=list(gem_exp.physical_qubits),\n",
|
|
" **dict(gem_exp.transpile_options),\n",
|
|
")\n",
|
|
"transpiled = pass_manager.run(circuit)\n",
|
|
"transpiled.draw(\"mpl\", idle_wires=False, fold=-1, scale=0.5)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "8d0dcd59-54ef-4af8-9213-0784ef94b838",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Step 3: Execute using Qiskit primitives\n",
|
|
"\n",
|
|
"To execute the GEM protocol circuits on the hardware, call the `run` method of the `GemExperiment` object. You can specify the number of shots you want to sample from each circuit. The `run` method returns an [ExperimentData](https://qiskit-community.github.io/qiskit-experiments/stubs/qiskit_experiments.framework.ExperimentData.html) object which you should save to a variable. Note that the `run` method only submits jobs without waiting for them to finish, so it is a non-blocking call."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "6171a383-dd58-4e3f-88aa-bbec7b5870df",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"exp_data = gem_exp.run(shots=10_000)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "71e81552-0d33-4950-8d45-e6c0a8a056c9",
|
|
"metadata": {},
|
|
"source": [
|
|
"To wait for the results, call the `block_for_results` method of the `ExperimentData` object. This call will cause the interpreter to hang until the jobs are finished."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "ed14a067-35ba-4ffc-8534-4ae5ec6bc4c9",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"ExperimentData(GemExperiment, d0d5880a-34c1-4aab-a7b6-c4f58516bc03, job_ids=['cwg12ptmptp00082khhg'], metadata=<5 items>, figure_names=['two_point_correlation.svg', 'normalized_variance.svg', 'plaquette_ops.svg', 'bond_ops.svg'])"
|
|
]
|
|
},
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"exp_data.block_for_results()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "36e0570b-f091-45f2-bb83-143edbc3b433",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Step 4: Post-process and return result in desired classical format\n",
|
|
"\n",
|
|
"At an $R_{ZZ}$ angle of $\\frac{\\pi}{2}$, the decoded state would be the GHZ state in the absence of noise. The long-range order of the GHZ state can be visualized by plotting the magnetization of the measured bitstrings. The magnetization $M$ is defined as the sum of the single-qubit Pauli $Z$ operators,\n",
|
|
"$$\n",
|
|
"M = \\sum_{j=1}^N Z_j,\n",
|
|
"$$\n",
|
|
"where $N$ is the number of site qubits. Its value for a bitstring is equal to the difference between the number of zeros and the number of ones. Measuring the GHZ state yields the all zeros state or the all ones state with equal probability, so the magnetization would be $+N$ half of the time and $-N$ the other half of the time. In the presence of errors due to noise, other values would also appear, but if the noise is not too great, the distribution would still be peaked near $+N$ and $-N$.\n",
|
|
"\n",
|
|
"For the raw bitstrings before decoding, the distribution of the magnetization would be equivalent to that of uniformly random bitstrings, in the absence of noise.\n",
|
|
"\n",
|
|
"The following code cell plots the magnetization of the raw bitstrings and the decoded bitstrings at the $R_{ZZ}$ angle of $\\frac{\\pi}{2}$."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "8ead3582-16df-4616-836c-bdce867ad6b8",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, 'Magnetization distribution with and without decoding')"
|
|
]
|
|
},
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def magnetization_distribution(\n",
|
|
" counts_dict: dict[str, int],\n",
|
|
") -> dict[str, float]:\n",
|
|
" \"\"\"Compute magnetization distribution from counts dictionary.\"\"\"\n",
|
|
" # Construct dictionary from magnetization to count\n",
|
|
" mag_dist = defaultdict(float)\n",
|
|
" for bitstring, count in counts_dict.items():\n",
|
|
" mag = bitstring.count(\"0\") - bitstring.count(\"1\")\n",
|
|
" mag_dist[mag] += count\n",
|
|
" # Normalize\n",
|
|
" shots = sum(counts_dict.values())\n",
|
|
" for mag in mag_dist:\n",
|
|
" mag_dist[mag] /= shots\n",
|
|
" return mag_dist\n",
|
|
"\n",
|
|
"\n",
|
|
"# Get counts dictionaries with and without decoding\n",
|
|
"data = exp_data.data()\n",
|
|
"# Get the last data point, which is at the angle for the GHZ state\n",
|
|
"raw_counts = data[-1][\"counts\"]\n",
|
|
"# Without decoding\n",
|
|
"site_indices = [\n",
|
|
" i for i, q in enumerate(gem_exp.plaquettes.qubits()) if q.role == \"Site\"\n",
|
|
"]\n",
|
|
"site_raw_counts = defaultdict(int)\n",
|
|
"for key, val in raw_counts.items():\n",
|
|
" site_str = \"\".join(key[-1 - i] for i in site_indices)\n",
|
|
" site_raw_counts[site_str] += val\n",
|
|
"# With decoding\n",
|
|
"_, site_decoded_counts = gem_exp.plaquettes.decode_outcomes(\n",
|
|
" raw_counts, return_counts=True\n",
|
|
")\n",
|
|
"\n",
|
|
"# Compute magnetization distribution\n",
|
|
"raw_magnetization = magnetization_distribution(site_raw_counts)\n",
|
|
"decoded_magnetization = magnetization_distribution(site_decoded_counts)\n",
|
|
"\n",
|
|
"# Plot\n",
|
|
"plt.bar(*zip(*raw_magnetization.items()), label=\"raw\")\n",
|
|
"plt.bar(*zip(*decoded_magnetization.items()), label=\"decoded\", width=0.3)\n",
|
|
"plt.legend()\n",
|
|
"plt.xlabel(\"Magnetization\")\n",
|
|
"plt.ylabel(\"Frequency\")\n",
|
|
"plt.title(\"Magnetization distribution with and without decoding\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "90a7ae7a-5175-421f-bda9-bc6b986bdf5f",
|
|
"metadata": {},
|
|
"source": [
|
|
"To more rigorously characterize the long-range order, you can examine the average two-point correlation $f$, defined as\n",
|
|
"$$\n",
|
|
"f = \\frac{1}{N^2} \\left(\\langle M^2 \\rangle - \\langle M \\rangle ^2\\right).\n",
|
|
"$$\n",
|
|
"A higher value indicates a greater degree of entanglement. The `GemExperiment` class automatically computes this value for the decoded bitstrings as part of processing the experimental data. It stores a figure that is accessible via the `figure` method of the experiment data class. In this case, the name of the figure is `two_point_correlation`."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "4ecb25c8-e572-49af-a879-9943039db131",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<qiskit_experiments.framework.containers.figure_data.FigureData at 0x7fd38c498890>"
|
|
]
|
|
},
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"exp_data.figure(\"two_point_correlation\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "f2f3e7e2-2a8b-4790-8ba7-b190c4ed1049",
|
|
"metadata": {},
|
|
"source": [
|
|
"To determine the critical point of the Nishimori phase transition, you can look at the normalized variance of $M^2 / N$, defined as\n",
|
|
"$$\n",
|
|
"g = \\frac{1}{N^3} \\left(\\langle M^4 \\rangle - \\langle M^2 \\rangle^2\\right),\n",
|
|
"$$\n",
|
|
"which quantifies the amount of fluctuation in the squared magnetization. This value is maximized at the critical point of the Nishimori phase transition. In the absence of noise, the critical point occurs at approximately $0.3 \\pi$. In the presence of noise, the critical point is shifted higher, but the phase transition is still observed as long as the critical point occurs below $0.5 \\pi$."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"id": "2b351d68-3924-445a-94ef-047b16214e8a",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<qiskit_experiments.framework.containers.figure_data.FigureData at 0x7fd3d62cae90>"
|
|
]
|
|
},
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"exp_data.figure(\"normalized_variance\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "a94e0cbe-8429-487c-b203-50a8b2eacee3",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Scale up the experiment\n",
|
|
"\n",
|
|
"The following code cells run the experiment for 6 plaquettes (49 qubits) and the full 12 plaquettes (125 qubits) and plot the normalized variance. As the experiment is scaled to larger sizes, the greater amount of noise shifts the critical point rightwards."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"id": "08581c09-a6a5-4a56-9fc4-abf22b063c6a",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<qiskit_experiments.framework.containers.figure_data.FigureData at 0x7fd397aab050>"
|
|
]
|
|
},
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"gem_exp = GemExperiment(\n",
|
|
" plaquette_lattice.filter(range(3, 9)), backend=backend\n",
|
|
")\n",
|
|
"gem_exp.set_experiment_options(schedule_idx=0)\n",
|
|
"exp_data = gem_exp.run(shots=10_000)\n",
|
|
"exp_data.block_for_results()\n",
|
|
"exp_data.figure(\"normalized_variance\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"id": "37e9a4cd-6efb-4ade-ad09-8139db9d58e9",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<qiskit_experiments.framework.containers.figure_data.FigureData at 0x7fd39b285b90>"
|
|
]
|
|
},
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"gem_exp = GemExperiment(plaquette_lattice, backend=backend)\n",
|
|
"gem_exp.set_experiment_options(schedule_idx=0)\n",
|
|
"exp_data = gem_exp.run(shots=10_000)\n",
|
|
"exp_data.block_for_results()\n",
|
|
"exp_data.figure(\"normalized_variance\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "6abd9701-58e4-43a8-a1d7-279506570de4",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Conclusion\n",
|
|
"\n",
|
|
"In this tutorial, you realized a Nishimori phase transition on a quantum processor using the GEM protocol. The metrics that you examined during post-processing, in particular the two-point correlation and the normalized variance, serve as benchmarks of the device's ability to generate long-range entangled states. These benchmarks extend the utility of the GEM protocol beyond probing interesting physics. As part of the protocol, you entangled qubits across the entire device using circuits of only constant depth. This feat is only possible due to the protocol's use of mid-circuit measurements. In this experiment, the entangled state was immediately measured, but an interesting avenue to explore would be to continue using the state in additional quantum processing!"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "b9562a76",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Tutorial survey\n",
|
|
"\n",
|
|
"Please take one minute to provide feedback on this tutorial. Your insights will help us improve our content offerings and user experience.\n",
|
|
"\n",
|
|
"[Link to survey](https://your.feedback.ibm.com/jfe/form/SV_bsCKQkgzuQUQ7ky)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "05abb317-6eba-4f78-9f82-ad05439448ee",
|
|
"metadata": {},
|
|
"source": [
|
|
"© IBM Corp. 2024"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"description": "This tutorial demonstrates how to realize a Nishimori phase transition on an IBM quantum processor.",
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3"
|
|
},
|
|
"platform": "cloud",
|
|
"title": "Generating long-range entanglement with measurements"
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|