{
"cells": [
{
"cell_type": "markdown",
"id": "1db7f356",
"metadata": {},
"source": [
"# Graph Partitioning on Dirac"
]
},
{
"cell_type": "markdown",
"id": "36427c8a",
"metadata": {},
"source": [
"#### Device: Dirac-1"
]
},
{
"cell_type": "markdown",
"id": "e41c0a52",
"metadata": {},
"source": [
"## Introduction"
]
},
{
"cell_type": "markdown",
"id": "44b3cd9e",
"metadata": {},
"source": [
"One area of study from graph theory is the graph partitioning problem. For these problems, we define the goal on a conceptual level rather than mathematically. The goal being that given a graph, a collection of edges and nodes, to divide the graph into $k$ roughly equal partitions such that the fewest number of edges are shared between the partition. Note that we focus on two-way partitions here, but arbitrary numbers of partitions can be constructed by applying such a scheme repeatedly. Since our software provides an automatic tool to solve this problem, we will not discuss the detailed QUBO formulation that is constructed behind the scenes. The method our code uses is described in [this paper](https://arxiv.org/pdf/1705.03082), where the basic strategy is to minimize the number of edges between communities under the constraint that they are the same size. Underneath, the code is using the [QLCBO formalism](https://quantumcomputinginc.com/learn/tutorials-and-use-cases/qlcbo-on-dirac), with the minimization of edges between the partitions as the objective, and equal sizes as the constraint. Graph partitioning is used in a range of applications. In this demo, we aim to execute and plot the optimal split of two small graph instances achieved via Qatalyst graph partitioning solver. Using Dirac-1, we specifically focus on partitioning into two partitions."
]
},
{
"cell_type": "markdown",
"id": "1609b180-98f1-49da-aea7-b412439800a1",
"metadata": {},
"source": [
"## Importance\n",
"\n",
"The problem of graph partitioning is often related to (and a step toward solving) the more general problem of [community detection](https://arxiv.org/abs/1608.00163), which has the goal of [understanding the underlying structure](https://arxiv.org/pdf/2112.00183), rather than just finding a partition which is optimal in some sense. Graphs, which formally consist of nodes connected by edges, arise in a wide variety of settings. A fundamental reason for the importance of graphs is the importance of pairwise relationships between different entities. For example, in social contexts, whether a pair of people get along is fundamental to group cohesion. Communication also tends to be pairwise. For example, whether devices can directly communicate is usually naturally represented as a graph. Pairwise correlations tend to be very important in statistical analysis, and graph partitioning is a natural problem to consider in many graph settings. The goal is to separate highly connected groups of similar sizes which are less connected between each other. Taking a social example again, if edges represent some level of familiarity, then a graph partition could represent a division into friend groups, for example."
]
},
{
"cell_type": "markdown",
"id": "f644730c-e797-45f1-b90c-d093ba5e2243",
"metadata": {},
"source": [
"## Applications\n",
"\n",
"Although the social context is an intuitive context to explain the graph partitioning problem, directly applying graph partitioning can be met with [mixed results](https://arxiv.org/abs/1608.00163), likely because many of these situations include factors that are not directly incorporated in the structure of the graph. There are, however, many important applications where this algorithmic approach is useful. One very important application is [VLSI circuit design](https://cseweb.ucsd.edu/classes/wi09/cse242a/partition/part.pdf). Here the goal is to decompose a larger system into subsystems that can be treated separately to make engineering simpler. For such an approach to work well, high-quality partitions are desired where interactions between subsystems are minimized. This division can be performed for a number of purposes. For example, it can be used to physically separate the packaging of components, to simplify modeling and emulation, or to aid in design of underlying software that will be used with the device. [Partitioning meshes for simulations on supercomputers](https://link.springer.com/chapter/10.1007/978-94-011-5412-3_12) is also an important application. In these cases, the goal is to roughly equally divide effort between worker nodes while minimizing communication (which would be represented by weighted graph edges in a graph partitioning problem)."
]
},
{
"cell_type": "markdown",
"id": "cd241193",
"metadata": {},
"source": [
"## Objective"
]
},
{
"cell_type": "markdown",
"id": "9fe81fc1",
"metadata": {},
"source": [
"##### Partition a graph into $k$ equal size disjoint collections of nodes, while minimizing the number of inter-partition edges (we focus on $k=2$ in this tutorial)."
]
},
{
"cell_type": "markdown",
"id": "c78c34ad",
"metadata": {},
"source": [
"For example, the figure below is an illustration of the Zachary Karate Club social interactions and the partition found using DWave's quantum annealing device."
]
},
{
"cell_type": "markdown",
"id": "77022ada",
"metadata": {},
"source": [
" "
]
},
{
"cell_type": "markdown",
"id": "24985788",
"metadata": {},
"source": [
"## Qatalyst"
]
},
{
"cell_type": "markdown",
"id": "edcee510",
"metadata": {},
"source": [
"### I. Imports"
]
},
{
"cell_type": "markdown",
"id": "0d85a04b",
"metadata": {},
"source": [
"Required and complementary imports:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "1798bf47",
"metadata": {},
"outputs": [],
"source": [
"from qci_client import QciClient\n",
"import helpers\n",
"import numpy as np\n",
"import networkx as nx\n",
"import sys, os\n",
"\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"id": "0015c8f2",
"metadata": {},
"source": [
"### II. Problem formulation"
]
},
{
"cell_type": "markdown",
"id": "e98ec8ab",
"metadata": {},
"source": [
"Example problem 1 - an undirected barbell graph instance (formulated via NetworkX):\n",
"- 8 nodes per cluster\n",
"- 2 nodes connected by edges between the clusters"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "ee48b196",
"metadata": {},
"outputs": [
{
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6dMG1a9fQtm1b0WqIjIzEhx9+iIMHD6Jr165Yvnw53NzcSjSGXC7H48ePiw0Sr56ibmhoWGAm4tUZCRsbG+jr60OpVOLevXv5Zj5eP+X81WVXrq6uaNiwIa5du4bAwEAcPHgQFy9ehFKphLOzs3rWonPnzoW25FUoFPj222+x+csvcQOA3r+dqErllfNjnjx5gnXr1mHNmjWIj4+Hu7s75syZg5EjR2rn9HPSGIMGERFReSiHE5KF335Tn9Nw9epVXL16FeHh4YiKigKgehe7devW6g3DeUHk1f8nC4KAzMzMAuEjJiYGoaGhuH37dr42uFKpNN+Sm/8vSYq6desWO2Py6s/q1KkDfX3x+hHJ5XIMGjQIERERCA0NLfZwPQAICQmBm5sbrl69Wi7viAcHB+ODDz7A9evXMW7cOHz77bfqmjIyMgrsh3j16/j4+Hx7bywtLfMtY3o9SFhZWZU64AmCgAcPHuQLHleuXEFycjIA1WyYUqmEnp4e2rdvj+HDh2PChAlo1KhRseM+fvwY48aNw+nTp/H555/jcwcH6EycCEEQytRq+FVyuRz79u3DypUrcfz4cVhbW2P69Ol499133/jnT9rBoEFERFQOMs6cQe0ePcQbsJhzNF6+fIlr167lCyB5G4YBoFmzZvnCh4uLCywtLXHu3Dl129nw8HAIgoBWrVqpl0P16tVL3c41OTm50NmRomZOcgtpSWpmZlbs8q3XP5uYmBR5Qf3hhx/i559/RnBwMHr37q3Bry8UHTt2RFhYGNq3b1+CX3zxBEFAYmIiYmNjER0djd27d+PAgQPIzs6GtbU1cnNzkZKSor6/jo4ObGxsigwSdnZ2ZToAUdOaIyMj1XstTp8+DYVCgUaNGqkDRUxMDJ48eQJAdfL7q7Mer59yHhgYiEmTJkFfXx9bt25Fr169AAC7vL0xbM8eGOjqQqJJEwOpVLW3aePGAiHjdZGRkVi1ahX+/PNPpKenY9iwYZg9ezb69etX7i2bSXMMGkRERCI7evQopk2bhq2PHsEd0Og8h6LIACQ1b476d+6U6F1smUyG27dvq2c98k6rfrWzEKA6zbl9+/YYMmQIfH190bhx41LXmkcQBPUekqKWb71+W2GnTevr6xcaQp4+fYq///4bkyZNwuTJk9U/q1OnTpGnbIeHh8PV1RVXrlxBhw4dNH4tMpkMjx49KnJJU2xsLLKystT3NzIyUrd6jYmJgZGREcaMGYNx48bB3t4eNjY2WjkJPDMzE8ePH1eHi5iYGBgaGqJPnz7w8PDA4MGDYW9vn+8xT548QXh4uHrmIzQ0FLGxsQAAExMTuLi4ICMjA2FhYejRowd27typ3vdx6dIldO3aFT/PmYO5V68Cp0+rgkRhM3x5t/fsCaxbBzg4aPy60tPTsXXrVqxcuRLXr19H8+bNMWvWLEyePBkWFhal/n2ROBg0iIiIRJKWloZFixbhjz/+QJ8+fbBpyRLYDh4M5OSUajwlVJvA2wCw690b69atK3AxWJwHDx6oN3AfO3YMycnJqFWrFhwdHVG3bl3k5ubi/v376otHIyMjtGvXTj3r0b59e7Rt2xa1atUqVf0lkZubi+Tk5DcGk0ePHuHevXuQSCSFnrlhYWFR6OyITCbDsmXL8PPPP6Nr167qnymVSnVgKCxIPH78WL2hGgCsrKwKdGh69XOdOnXUgTA2Nhaffvoptm7dinbt2mHZsmXo169fuf8u89y/f18dLE6cOIGcnBw0bdoUQ4YMgYeHB3r16lXsvpbCJCUlITw8HMHBwVi3bl2+QyKNjIzg4uKCtm3bYs+ePbC2tsbly5dVzxEWppqpOHsWuHlT1ShBTw9o3brErYYLIwgCzp07Bz8/P/z999+QSqXw9fXFnDlzRJ3BopJh0CAiIhLB4cOHMWPGDDx//hz/+9//8M4776guOLdtA8aNA0pxroAgkeDA2LEYvmMH9PT0oKOjg2+//RZz586FbiHtc1NSUnDixAl129n79+9DR0cHbm5u6raznTt3LrBX4vnz5+olV3kzILdu3VIftNeiRYt8y67at28PKyurUv+uSis5ORkdO3aEhYUFzpw5A5lMVmwwefbsGZ4+fYqEhAQkJycj5w2BTyKRoFatWjA3N0fdunXRsGFDNG7cGA4ODmjVqhXatGmDRo0aFfq7L87ly5excOFCnDt3DkOHDsVPP/1Upha7RcnJycHp06fV4eLu3bvQ09NDz5491Ru5W7RoUeYN/Dt27MCMGTNgbW2N7du3w8HBAVevXlXPegQGBqo3nOvr66Ndu3b5ll21bdsWhvr6QDktcXr69CnWr1+P1atX49GjR+jcuTPmzJmDt99+G4aGhuXynFQ4Bg0iIqIySE1NxQcffID169ejX79+WLduXcHlR/7+wNSpgEKh2ebw19aqX7x4EaNHj0ZCQgJkMhneeustrF+/Hs2aNcP58+fVweLKlSsQBAEtWrRQB4tevXqV6vyB7Oxs3Lp1K9++j6tXryI9PR2AqmPR6/s+7O3ty219vFwux+DBgxEeHo4rV66gSZMmyM3NRVxcXJGbrOPi4gqEC1tbW9jZ2cHc3BzGxsbQ19eHrq4u5HI5MjMz882qJCUl5ZvNAFRhpE6dOsVufH/9NiMjowIH/s2aNQtffvllmQ/8i42NRVBQEAIDA3Hs2DFkZGSgUaNG6mDRp08f0c4zyczMxPz587Fu3TqMHTsWa9asKXC9d/jwYQwaNAjLli3DW2+9pQ4fYWFh6vAqlUrRunVrdfDo0KED2rVrh9q1a4tSZx65XI4DBw5g5cqVOHr0KOrWravePN6kSRNRn4sKx6BBRERUSoGBgXjnnXeQlpaG5cuXY9q0aUW/WxwVBUybVuq16s+fP8fUqVOxZ88eGBoaIicnB1KpFDKZDFZWVujXr5/6o7w68CiVSkRHR6tnPfLCx+PHjwGo1u07OzvnCyCtW7cudQvS1NRUdXj47bffcOzYMfTo0QM5OTmIiYnB06dP8y2fqlevXqGHzzVu3BjZ2dno0qULzpw5g27dumn8ep8/f16ivSZ53bpeVatWLXUIsbS0RFJSEm7cuAGJRIJhw4Zh9OjRaNiwoTqYmJubFxnYZDIZLly4oG4/e+PGDejq6sLd3V0dLtq2bSt62+EbN25gzJgxePDgAVasWIEpU6YUeI6UlBS0bdsWrVu3xqFDhwq8hldPOc8LH9evX4dMJoOOjg5atWqVL3y4uLiIdj15584drFq1Cps2bUJaWhqGDh2K2bNnY8CAAeUTjpXKcpuxqUoYNIiIiEro+fPnWLhwITZt2oSBAwdi7dq1ml/cl3CtemxsrHrG4tixY0hMTASgWpIik8ng4OCALVu2lPjsBjElJCQgIiIiX/i4c+cOBEGAVCqFk5NTvmVXzs7OMDMzw9OnTwvMQrz6dVpaWr7nsbS0hLOzc6FBwtbWtthlMXfv3kXLli1x8uRJ9OzZs9x+F5mZmUUGk1cDSkJCAuLi4go900RXVzffrImJiQkyMjLw9OlTPHjwANnZ2TA3N0f37t3h4eGB4cOHo379+uXyegRBwNq1a7FgwQI0b94c27dvL/LAQx8fHxw6dAg3btyAjY2NRuO/esp5XviIiIhQ/16aN2+eL3y0b98elpaWpX49GRkZ8Pf3x8qVKxEREYFmzZph1qxZmDJlSpnGVf+9PnMGuHXr//9eOzkB3buXeQ9KVcWgQUREVAIHDhzAu+++i/T0dPz888+FvrNbIq+98/nixQucOHFC3XY2b+Nzx44d1W1na9WqhQkTJuDRo0ewtrZGXFwcFi1ahK+++qrEm3vLS3JyMo4fP46zZ8/i6tWriIqKQkJCQr7zIl5lYmKCxo0bo0mTJvmCRE5ODmbOnInhw4dj69atpf5d379/Hw4ODjh+/LhG7XAryvXr1/H+++/j2LFjaNu2LcaNGwdTU1N1YIuKilK3x807hK+wc01MTEw0PtOkbt26MDMze+Pv8sWLF3jnnXewa9cuzJo1C8uWLSvyv6/t27fDx8cH/v7+8HlDa9o3kcvluH37dr7wER4erj60sEmTJvnCh6ura4HTyd9EEARcuHABfn5+2LVrF3R0dODj44M5c+aUqCtZiWYqe/QA1q8vUVetqo5Bg4iISAMpKSlYsGABNm/eDA8PD6xZs+aNh5hpIicnBxcvXlTPWoSEhECpVMLBwUG9FKp3794F3m19+fIlZs2aha1bt6JDhw64ceMG7OzssG7dOvQQ8/yOQgiCgOfPnxc6C5H3dUJCgvr+EokEDRo0gK2tLSwsLKCrq4ucnBwkJSXh4cOH6o3DlpaW6pmPvD0fEyZMgJmZGc6dO1em7lcPHjyAvb09jh49ir59+5b1VyC6v//+G++//z4ePXoEfX195ObmwsLCAoMGDYKHhwcGDhwIKysrCIKAjIwMjc4yyfv61c5QefIOXCxqf8nz58+xYsUKZGRkYPny5Zg8eTL09PQKrT0+Ph5t2rTBwIEDsX379nL5/SgUCkRFReULH2FhYeq2yDY2NgXCR8OGDTUKps+ePVNvHo+NjYWbmxvmzJmD0aNHF795vIx7r2oCBg0iIqpZSrF2et++fXj33XeRlZWFX3/9FRMnTizTycw3btxQB4tTp04hMzMTderUQd++fdWzFppsVhUEAZs2bcJ7772HBg0awMTEBFevXsXs2bPx3Xfflfr/xQqFAo8fPy42SORtCgcAAwMD2NnZFdn2tVGjRkXu0xAEAY8fPy5w2nl0dLT6Pm3atEHnzp3VAcTZ2bnEh9rFxMSgSZMmOHLkCPr371+q34uYBEHA1atX1R2iLl68CKVSCVtbWyQnJ0OhUGDRokX4+OOPy3yAn0wmQ0pKyhv3l+R9XdTMk5mZWaEnvu/duxcJCQlYvXo17O3t1T83NjYWfa/Iq/JOOX81eISGhqpPObe2ti4QPho3blxkTQqFAgcPHsTKlStx5MgR1KlTB9OmTcPMmTPRtGnT/Hf29wfGjy9VNzlIJMCWLYCvb8kfW8UwaBARUfVWhrXTycnJmD9/PrZu3YqhQ4di9erVGq89f9WjR4/US6GOHTuGhIQEGBoaonv37upZCxcXl1JvSr116xbGjBmDe/fuwdvbG/v374elpSXWrFmDwYMHF7h/ZmZmvrMiXg8Sjx49ynehaWFhUeQmazs7O1hbW4u+ofb999/Hb7/9hpkzZyIrKwtXr17FjRs3IJPJIJFI4ODgUKDrVYMGDYocLy4uDnZ2djh06BAGDhwoaq2aSk1NxdGjRxEYGIigoCA8efIEJiYm6N+/Pzw8PDBo0CDY2NggLS0NP/zwA5YtWwYLCwv897//xaRJk0rcVreknj17hokTJ+Lw4cNYsGAB3n33XaSmphY7cxIVFYWkpKRCxzMwMEDdunU1XtJlaWlZ5sMMBUHAo0eP8oWPsLCwQk85zwsfzZo1K/Df771797Bq1Sps3LgRqamp8PDwwOzZszFo0CDo3L8PtG1b6vNxAAAGBsCNG9V+GRWDBhERVU9lXDsdEBCAWbNmITc3F7/99hvGjRun8buzqampOHXqlHrW4vbt25BIJHB1dVW3nXV3dxd1P0VWVhYWLFiAtWvXYsCAAUhJScGVK1fQsWNHdOjQAYmJieog8eqFoY6Ojvq8iKKChFjtUTW1c+dOjBkzBv/73//wwQcfqG/Pzc1FZGRkga5Xectn6tWrl2/TuYuLCxwcHKCrq4v4+Hg0atQIBw8ehIeHR4W8DkEQcOvWLfWsxdmzZyGXy+Hk5KTuENW1a9cC55rkiYmJwaeffgp/f384Oztj2bJl5bbs69ixYxg/fjyUSiU2b96MAQMGvPExd+/ehYuLCyZPnoxffvlF3RJY0yVdr8+aSCQSWFhYaNQyOO9rTVviPnnyJF/wCAsLy3fKefv27dXBw9XVFS1btoSuri4yMzOxbds2rFy5EuHh4bC3t8dJQUCj2FhIithvpBGpFHB3B06dKv0YVQCDBhERVT9lWDud1L8/5s6di+3bt8PT0xOrV68u9p1yQLU05eLFi+pZi8uXL0OhUKBp06bqpVC9e/cu85kJgGqjbHx8fKGnWMfExODBgwcFzo7Q1dVF69at0alTJzRp0iRfkLCxsSly7b02XL9+HZ07d4aXl5dGm78FQcDDhw/zLbu6evUq4uLiAAC1a9dGu3bt0KJFC/z5559YtmwZZs2aVW6b5jMyMnDixAkcPHgQgYGBiI2NhZGREfr27QsPDw8MHjy4xGc4XLx4EQsXLsSFCxcwbNgw/PTTT2jZsqUo9crlcnz55Zf47rvv0LdvX2zevFmjDlZyuRxdu3bF8+fPER4eXuIzMARBwIsXLzRqGZz39avL9fIYGRlpFEzyPltaWqpnL5KSkgqEj/v37wNQtSR2dnZWh4/27dsjPT0dh7/9Fl8HBZXotRYrNLRad6Ni0CAiouqlDGunBQCzTEywS08Pv//+O3x8fAq90M17p/rVfRbp6emwsLBA37591bMW9vb2Ja4hPT290L0ReZ/j4+PzHSJXp06dArMQBgYG+P333xEVFYUlS5YgIiICAQEBGD58OPz8/N4YnLQlJSUFnTp1gomJCc6fP1+mzd/Jycn5DhoMCQnBnTt3AEB9ZsOry65cXFxKHQSjoqLUsxYnT55ETk4O7O3tMWTIEHh4eKBnz55lDjaCIGDXrl1YvHgxHj16pD7wr06dOqUeMzY2Fj4+Prh06RK+/vprLF68WOMlcN988w2+/PJLnDt3Dp07dy51DSWRnZ2tUTDJ+5ycnFzgwEUdHR1YWloWOUtiZGSEFy9e4MmTJ3j48CEiIyNx9+5dCIIAAwMD/GlmhpGJiZCWZm/G66RSYOZM4Pffyz5WJcWgQURE1ce9e2VaO60EoNDRwYuzZ2HVpUu+nz1+/BhHjx5Vfzx58gT6+vro1q2betaiffv2xa6jFwQBz549KzZI5LUyBVQzETY2NgWCRN7XdnZ2Rb6TnJOTg48//hi//PILPD094e3tjY8//hg5OTnqLkLluVG3pBQKBYYMGYKQkBBcuXKl4ObbMkpKSoKVlRV++uknmJmZqQNIRESEum1qo0aNCuz7aNq0aYHfU3Z2Nk6fPq0OF/fu3YO+vj569uypXhLVvHnzcvn9Zmdn47fffsN///tf6Ojo4PPPP8ecOXNKfChiQEAApk6dClNTU2zbtg3u7u4aPzY0NBSdO3fG4sWL8c0335T0JVSYvAMXNT1sMTExEVlZWQXGqVWrFkxNTaGnp4egJ0/QWpNZUk25uADh4eKNV8kwaBARUfXRsydw/rxmy6WKIEilkLi74+WBAzh16pR6OdStW7cAAC4uLupg0a1bt3zvuufm5uLRo0dFBonY2Nh8B7TVqlVLHRwKCxINGzYs8+bY/fv3Y/LkyahduzbWrFmD7du346+//kL//v2xdu3aEi/jKS+ffPIJfvzxRxw6dKhcukKlpKSgTp06+PvvvzFy5Ej17QqFAvfv3y/Q9SqvPa+pqSlcXFzQrFkzKBQKPHz4ECEhIcjKykKjRo3UsxZ9+vQpc3eoknj27Bm++uorrFmzBk2bNsWPP/4Ib2/vN4ab7OxsLFq0CCtXroS3tzfWr18PCwsLjZ83KysLrq6uMDQ0xOnTp6Grqwu5XA6FQgGFQqH++vXPxf2srI8X82c5OTnIzs7O9zk3Nxe5ubnIyclBYloaCt9RU0p6ekBurpgjVioMGkREVD2EhgIdO4o2nJuuLkIUCtjZ2aF///7o378/OnXqhIyMjCKDxOPHj/Hq/y6tra0L3WCd97WlpWWFzCrExcXBx8cHFy9exNdffw1nZ2fMmjULycnJ+PbbbzFnzpxy72hUnF27dmH06NH48ccf8eGHH5bLc6SmpsLc3Bw7d+7EqFGjCr2PUqlUX3TGxMRgx44dOHz4MK5fv55vf4COjg4aN26s3vvRokULNGvWDIaGhhV2kZz3OSkpCZcuXUJ8fDysrKzg7OwMExOTQh+fnp6OW7duISsrS32mSVHPq5DJIP/3cMBXfyaTyaDBJWG5kEgkkEql0NXVha6urvrroj4X9zOJRKI+/DDv9clkMnWoyAsWWVlZyM7OhlwuhwSqWU/RKRQlbrldVTBoEBFR9TB3LrB6dZlmM/LIARyxt4d/ly5ITU1Vz0bkHSwHqA48s7W1LTJI2NraVopTugVBUL9Tu3TpUvz000/o1asXfvjhB6xatQqbNm2Cq6srvv32WzRt2lT0C+E3/ezp06fYvHmzeuO8+kJX5IvzvE30pqamkEqlhd5HW0p6kVzYbS9fvkR0dDQyMjLQsGFDODo6wtjYWH2f2NhYhISEoHbt2ujbty+sra3zPd4uKQluN2+i6aNHsE5Kgq5SCYWuLpKsrfHY3h6RnTvjYm4ufv/9d4waNQqDBw8uU70l/Zmurm6x+0eys7ORmJiIZ8+eqZdBFfd1URvLjYyMoKurC4VCgczMzHwzkCYmJkh++RKitk7gjAYABg0iIqrsXFyAiAjRhrsqkWCYjQ3q1KkDS0tLWFpawtzcHObm5jAzM0Pt2rXzvQNeUe9gl/Rnr2+GrSg6OjpvvHjU0dHB48ePoaOjA3t7e+jp6ZXpXerifqZQKPDDDz9g9OjRcHV1VT//o0ePEBkZiVu3bqnbnTZr1kx9zkKzZs2gr69f5PMBqhmjqKgo3Lt3D7dv38bt27fVLXfNzc3Rpk0btGvXDs7Ozmjfvj1atWoFAwMDdQ1izWrJ5XJs2LABn3/+OV6+fIlFixZh1qxZWLx4MTZv3ozJkydjxYoV+ff1lKAN9EV9ffzu4oLNFy6Ifm7K68QIDiYmJvm6UOXtY8nNzUV6ejqSk5Px9OlTJCYmqh9jZmaG5s2bo0WLFmjevDmaN28OY2Nj3Lx5E4cPH8avp0/DRcwXyj0aABg0iIiostPXVx3GJ5JcAIVtr827MMy7SMy74Hz1QjfvI+/CWV9fH3p6euX+rq+mP0tLS8Pvv/+Oa9euYcyYMfDx8cH27duxc+dO2Nvb4/PPP4eTk1OZnvdNF88KhQJDhw7FpUuXcOXKlVJ16CqJrKws1KpVC35+fjAzM8PBgwdx+PBhJCcnw9LSEoMGDYKHhwcGDhxY5jbEeYfGvb7v4+HDhwAAQ0NDtG3bNt+m83bt2pW4RWxR0tLS8P3332PZsmVQKBSQSqVYu3YtJk6cmP+OJWwDLQMg1deHZNMmwMenRDWJHRysra0LfG1hYQGZTKY+ZPDhw4e4d+8e7t69i9jYWPWSr9q1a6tDxKuBonnz5uo/+5s3byIgIAABAQEIDw+Hvr4++vXrhx+zsuB05gwkYsyAseuUGoMGERFVXkql6hwMkTVu1Aj6hobQ19dXXzjLZDJkZWUhMzMTmZmZhXapKYqhoSFq1aqFWrVqwcjISP11aT6KeryhoaFG75ArlUp8//33+OKLL9ClSxds27YNCQkJmDZtGm7cuIEPP/wQX375JQwNDUv9+yvOZ599hu+//x5BQUEaHQ5XWkqlElevXsW+ffuwdOlSSCQSCIIAV1dXdYcoNze3Ctmj8uLFC0REROQLIDdv3lSt/5dI0KJFiwJdr+rVq1fi5xEEAb///jsWLVoEY2NjPH/+HM7Ozli+fDn69OmjulMZ2kBDIkHuhg1I6Nu3TMHB2Ni40MBQ1Nd5e2BiY2Nx9+5d3Lt3L9/HgwcP1IcAGhoawsHBIV+IyAsV9evXL/B3RKlU4vLlywgICMA///yDqKgomJiYwMPDA97e3hg8eLDq2jYsDOjQoeS/s6LwHA0ADBpERFTZiTyjIdfRQZ+uXREdHY34+Hj17YaGhmjatCns7e3VH40aNUKDBg1gZWUFpVKZL4iU9KOox75+CF9xShJUUlJSsH//fshkMkyaNAkdOnRAcHAw/vnnH9SvXx9LlixBly5dCjxeT0+v+ECjVBa5wXX37t14++238cMPP+Cjjz7S+HVpKjU1FcHBwQgMDERQUBCePn0KExMTvHz5ElOmTME333yDhg0biv68pZGTk4Nbt24VOO385cuXAIAGDRoUOO28WbNmRS5dSk5OxpQpU7B//34sWLAA33//PcLDw/Md+PfLnDmw9/IqUxvoXABtANx/5fbSBIdCx1cqER8frw4Qr4aK6Oho5P67p0FPTw/NmjXLFybyAoWNjc0bl3fJZDKcPHkSAQEB2LNnD548eQIrKyt4eXnB29sbffv2LbxtsAjd7XgyeH4MGkREVLmJvEcj3toaiYcPw9nZGdnZ2Xj48CHu37+P6Oho9ee8j1c3jDZs2FAdQJo1a5bvs7W1danX4ysUijcGmNIGnPT0dKSkpJRoQ7Surm6+WZUOEglGZWTANSMDTTIzoScIkOvo4Im5OR7a2uJahw54YW+PtLQ0/Prrr3B2dsaiRYtQu3btYgORJu19BUHAzZs31edanDt3DnK5HK1bt1bPWnTp0gWGhoZYv349pk6dWqo/g4qiVCrx4MGDAqed5wVeY2NjODs75wsgrVu3RkhICHx9fZGZmYm1a9fCzc1NPbPw7NkzBAcHY9++fdiXloauAMrSOFmpo4MXTk54sGnTG4NDYQRBwNOnT/PNSOQFivv376tnCnV1ddGkSZMCS5yaN28OOzu7Erd/zsjIwOHDhxEQEIADBw7gxYsXaNy4Mby9vTFixAi4u7u/eXYrKgpo06bUQQ0AYGAA3LgBODiUfowqgEGDiIiqBxG7TikkEmwwMMA72dlwdHSEr68vfHx80KxZswL3VSqVePr0aaEh5P79+3j27Jn6vrVr1y4QQvK+zjvRW1sEQcCvv/6KDz/8EG3btoWfnx/q1KmD9evX49dff4WZmRnmzJkDR0fHfCHFIC4OHrt3o2lcHBQSCXQLuVyQQ3VRe14qxSS5HFElqEtPT6/QAGJgYIDMzEykpKQgISEBGRkZkEqlaNq0KZycnODs7IxGjRrlm8EZPHgwlixZAl9f33y353UaqsyysrJw+/ZtnD9/HuHh4bh58yaio6Pz/fcFqPYQSaVS9bv+rzI2NkZvU1Pse/xYvMKKWfojCAKSkpIKLHG6e/cuoqKi1MupJBIJ7OzsCt0z0bRpU+jpla3PU96sXUBAAI4cOYKsrCy0adMG3t7e8Pb2houLS8nfANi2DRg3rtRLz7B1a4n3uVRFDBpERFQ9iLx2WnbpEo4mJ8Pf3x8BAQHIyMiAm5sbfH19MXr0aDRo0ECjcdLT0/MFj1e/fvjwIWT/LveSSCSwtbUtNITY29tX2JkbV65cwZgxY5CUlIQ//vgDo0ePxoMHDzBjxgwcO3YMkyZNwvLly2FpaVnizcQKiQRyQcDz5cthMXt2iWdhHj16hNu3byM6OhpPnjyBUqmEkZERLCwsUKtWLejq6hYYT1MGBgai7pV50/6ZrKws9R4GTTZJF7XHwcLCAikpKcjIyECdOnWgr6+PxMRE9exU/fr10bZtW7i5uaFjx47oExAAE39/UTczP//PfwqEibyPV1tC29jYFLpnwt7eXvS9QPHx8dizZw/++ecfnDp1CgqFAl26dFGHCwcxZhJK+N8/pFLVXrKNG2tEyAAYNIiIqDopp7XTmZmZ2L9/P7Zt24bAwEAoFAr07t0bvr6+GDFiBMzNzUv1VAqFAo8ePSo0hERHRyMlJUV9XzMzsyJDSGmWkBQnNTUV7777Lnbs2IF3330XP//8MwwNDbFx40YsXLgQhoaG2Dd2LNx++63E7+gKUIUqbNkC+PoWe9/s7GycOnVKvSQqKioK+vr66NWrl3pJVPPmzYt+LkFAdna2OnQ0bdoUH330EYYMGVKmfTSvB6RXl869SV7QKOyyKm85mpGREWrXrg0TExOYmZnB3NwclpaWqFu3LqysrFCvXj00aNAAkZGR+M9//gN9fX2sWLEC/fr1UweuqKiofMuuwsPDkZiYiHBA1Pas13V10e7fDdgAUK9evUL3TDRr1ky0rlpFuXPnjrpT1OXLlyGVStGnTx94e3vDy8tL4zcHSqQE7YHRsyewbl21Xy71KgYNIiKqPipg7fTz58+xe/du+Pv74+TJk9DT08OQIUPg4+ODoUOHinpI34sXL4oMITExMeozMnR1ddG4ceNC94U0a9asVP9PFgQB69atw7x589C8eXPs2LEDjo6OePz4Mb6eOBE/HzsGfQClPk2hiN9zTEwMgoKCEBgYiGPHjiEzMxO2trYYMmQIPDw80KdPn1JfsBoYGGD58uWYM2fOG+8rxoyDkZERzMzMYGJiAmNjY3WIMDAwULdA1tHRgSAIEAQBOTk5xYYbmYbNDnR0dAqdeZFKpThz+TL0RDzZW6Gjg11bt6pDRUVe/wmCgNDQUHW4iIyMRK1atTBo0CB4e3tjyJAhsLCwqJhiwsJUMxVnzwI3b6oaU+jpAa1bA926AVOmVOvuUkVh0CAiouqlAtdOx8fHY+fOnfD398eVK1dgYmICb29v+Pr6om/fvqLOMrxOJpMhNja20BBy//59ddciAKhTp06hIcTe3h42NjbF7k+4fv06xowZg5iYGKxcuRKTJk0CevaEcO4cdMpyGOC/M0eyo0dx7tw59azFzZs3IZVK0a1bN/WshZOTU5mXjWVlZcHCwgJz585FXw3asha1VEmTbkp5HyUNnTKZrNig8fLlS9y7dw9r1qzB48eP4e7ujmbNmiE9PR0ZGRnIyMhAVlYWsrKykJ2djezsbOTk5CA3NxcymQwKmQy5r8w+iEahKLLDmNjkcjnOnDmj7hQVFxcHS0tLDBs2DN7e3hgwYICoYb/Uium6VpMwaBARUfWjhbXT9+7dw7Zt2+Dv7487d+7AysoKo0ePhq+vL7p06VIh+yvyCIKA5OTkIkNIfHy8eumOvr4+mjRpUuiSLHt7e9SuXRsZGRmYN28eNmzYgCWDB+ProCDRau1RuzbOZGSgfv366mDRr18/mJmZFfs4sfY4aBIcLC0tYWxsDEEQyrTc6k17UkrS9StvaVVJ95S898EH0BUzbOjpAYVsPBdTdnY2goODERAQgH379iE5ORmNGjXC8OHD4e3tjR49epRrqKfSY9AgIqLqSUtrpwVBQHh4OPz9/bF9+3bEx8ejSZMmGDt2LHx9fdG2bdsyP0dZ5bXrLSyEREdH5zuEsF69eurgkZGRgX5792KGUomy9QFSkQMIf+st6Pr5oWXLlkhOTi5TcKhVqxYsLCzyLVfK24RtYGCA7du3o0OHDnB2dgYA5ObmahQEND3DRCKRlOkQxqI2mUskEnz33Xfw9/fH6NGj8ccff5T+OkvkNtBwcQHCw8Ub71+pqak4ePAgAgICEBQUhIyMDLRq1Uq9mbtjx44VGt6pdBg0iIioetPi2mmlUokzZ87A398fu3btwvPnz9GmTRv4+vpi7NixaNq0abk8b1nknW9QVAgJevpU9M3EnaTSQi/mdXV1oa+vD11dXejo6KhP9ZbL5ZDL5YW2cC2KoaEhcnJyYGpqinr16okaBF5tuSv2xe+NGzcwZswYPHjwACtWrMCUKVPK9BzCe+9BWL0aOmLMavzbdQq//172sQA8ffoUe/fuRUBAAI4fPw6ZTIaOHTuqw4Wjo6Moz0MVh0GDiIhqFi2tnc7NzcWRI0fg7++PvXv3IjMzE126dIGvry9GjRqFevXqVXhNpSHo60Mi4gnsuQDM/p1xMDIygrGxMYyNjWFqalqqpUGFhQAjIyPo6OjA0tISH3/8cbmcRi42QRDwxx9/YP78+XBwcMCOHTvg5ORUpvFOnDiBrR98gPVXr4pXaDHnaGji/v376s3cFy5cgI6ODnr06AFvb28MHz4ctra24tVKFU7TbMCFb0REVD1oaYOmvr4+hg4diqFDhyIjIwP79u2Dv78/3n//fSxYsAB9+/aFr68vvL29K++bdUqlqCEDAPQBZGVkVMifi46OjrpTV2X24sULvPPOO9i1axdmzpyJ5cuXl2mD84kTJ/DVV1/h9OnT6NixI5Jbt4blnTtlO0sjrw10CUOGIAi4du2aOlxcu3YNhoaGGDBgADZs2IBhw4ahTp06pa+LqiRumyciIhJJ7dq14ePjg/379+Pp06dYuXIlcnJyMHnyZFhbW2PUqFH4559/SnQ+Q4XQ0VEtOxOTnl6FhT8dHR0oyqPrkoguXbqE9u3b48iRI9i1axdWrVpV6pBx8uRJ9OrVC3369EFGRgb279+Py5cvo86ePZCU9SR0XV1g/XqN7qpQKHD27Fl88MEHaNasGVxcXPDLL7+gbdu2+Pvvv5GYmIi9e/di8uTJDBk1FIMGERFROahTpw7effddnDx5ErGxsfjmm29w//59jBw5EvXq1cPUqVNx9OjRynOBXIblO4Vq3Vrc8Yqhq6tbaWc0lEolfvzxR3Tr1g3169fH1atX8fbbb5dqrNOnT6N3797o3bs30tLSsG/fPoSEhGDo0KGq/R0ODqp9S6Xd6yGRqB5fTPOEnJwcBAUF4Z133kHDhg3RvXt3+Pv7Y8CAATh06BCePXuGLVu2YOTIkTA2Ni5dHVRtMGgQERGVM1tbWyxatAhhYWGIjIzEggULcObMGfTv3x82NjaYP38+Ll26VOip0hWme3fVshkxSKWqDfkVpLIunXr27Bk8PDywePFifPDBBzh9+jSaNGlS4nHOnDmDvn37omfPnnjx4gX27NmD0NBQDBs2rOAGch8f1ensBgaa/3lKpar7F3HWzMuXL7Fz5074+PjA2toaHh4eOH78OCZOnIhz584hPj4eq1evxsCBA6Gvr1/i10fVF4MGERFRBWrVqhWWLl2Ku3fv4vLly/D19cWuXbvQuXNnODg4YMmSJbh161bFFzZlimZnk2hCLleNV0EqY9A4duwYnJ2dER4ejsOHD+P777+HXgmXp507dw79+vVDjx49kJycjICAAISFhcHLy6v4DlW+vqrT2d3dVd8XFTjybu/aVXX/V0JGUlKSem+FlZUVxowZg9u3b+ODDz7AtWvXcO/ePfz0009wd3eHDg+woyLwvwwiIiItkEgk6NSpE5YvX464uDgcO3YMvXv3xsqVK9G6dWu4uLjgxx9/RGxsbMUU5OoK9OhR5lkNpY6Oapxyai1cmMq0R0Mul2PJkiXo378/2rRpg4iICAwYMKBEY5w/fx79+/dHt27dkJiYiH/++QdhYWEYPny45i1wHRyAU6dU3aNmzlSdi5EXdPT0VN/PnKn6+cmTgIMDYmJi8Ouvv6JXr16oV68epk+fjtTUVHz33XeIjo5GeHg4vvjiC7Rt25ZnXZBG2N6WiIioEsnJycGhQ4fg7++Pffv2ITs7G926dVO3y61bt275PXlUFNCmDaDhQXavU0LV1jboxx/h/eGHopZWHHt7e4wdOxbffvtthT1nYWJjY+Hr64uLFy/i66+/xuLFi0v0bv+FCxfw1Vdf4ciRI2jTpg2++uoreHt7iztj8EobaEEQcOvWLXWnqLCwMOjr66Nv377w9vaGp6dnlWnPTBVL02zAGQ0iIqJKxMDAAF5eXtixYweePXuGzZs3w8TEBHPnzkWDBg3g4eGBLVu24OXLl+I/eRk2EwtQzdL81asXRnz0Ef7zn/9U2J6TyrB0KiAgAC4uLoiLi8Pp06fxySefaBwQLl68iEGDBsHd3R3x8fHYtWsXIiIiMHLkSNGXJSmh6oC1ePFitGzZEm3atMEPP/wABwcHbNu2DYmJiQgMDMSMGTMYMqjMGDSIiIgqKRMTE4wfPx6BgYF48uQJfv31V7x8+RITJkxAvXr1MHbsWOzdu7fQ07dLrRSbiWUAZBIJkn75BTOOH8c333yDL7/8ElOnTi3RKd+lpc2gkZ2djffeew8jRoxAr169cPXqVbjn7Y14g8uXL2Pw4MHo0qUL4uLisGPHDly7dg1vv/22qAFDJpPh6NGjmDNnDmxtbdG5c2ds2LABPXr0wIEDB5CYmIgdO3Zg7NixXLlC4hI0kJqaKgAQUlNTNbk7ERERlaOHDx8K33//vdCuXTsBgGBubi5Mnz5dOH78uCCXy8V5knv3BKFHD0EABEEqVX1+/ePf21Pbtxd62tgI5ubmwu7duwVBEIQtW7YIenp6Qt++fYUXL16IU1MRWrZsKSxcuLBcn6Mwt2/fFpydnQUDAwNh5cqVglKp1Ohxly9fFjw8PAQAgqOjo7B9+3ZBoVCIWltGRobwzz//CBMmTBAsLCwEAIKdnZ2wYMEC4dSpU+L9d0I1kqbZgDMaREREVUzjxo2xePFiRERE4MaNG5gzZw6OHTuGPn36wNbWFgsXLsSVK1fKtnSpBJuJTcPCsOfGDfTt2xcjR47Ee++9h5EjR+LIkSMIDQ1F165dy3VTuzbO0fjzzz/RoUMHZGdn49KlS5g9e/YbN0hfuXIFQ4cOhZubG6Kjo7Ft2zZcv34dY8aMEWUGIyUlBX/99Re8vb1Rt25djBgxAmFhYZgzZw5CQ0Px8OFD/Pzzz+jRowd0y3qwH5EGuBmciIioGhAEAZcuXcK2bduwY8cOJCQkoHnz5vDx8YGvry9atmwpzhO9spm4sBpWrVqFhQsXwtHRETt27IBCoYCHhwdycnJw8OBBtG/fXpw6XtG2bVv06dMHv/76q+hjv+7ly5eYM2cONm/ejMmTJ2PFihWoXbt2sY8JDQ3FV199hQMHDqBly5b44osvMGbMGFEu9uPj47F37178888/OHnyJBQKBTp37gxvb294e3ujefPmZX4OotdxMzgREVENIpFI0LlzZ/z666949OgRjhw5gm7duuGXX35Bq1at0KFDByxbtgyPHj0q2xMV8867RCLB7NmzcfHiRWRmZsLV1RWhoaG4cOECbGxs0L17dwQGBpbt+QstqWL2aISHh6NDhw4ICAjA5s2bsXHjxmJDRt6ZFx07dsTdu3exZcsW3Lx5E76+vmUKGXfv3sUPP/yAzp07o1GjRpg/fz50dHTw+++/Iz4+HhcuXMBHH33EkEFax6BBRERUzUilUvTv3x8bNmxAQkICdu/ejaZNm+Kzzz6DnZ0devXqhbVr1yI5Oblcnt/FxQWhoaEYMWIEJkyYgE8//RQHDx5Enz594OnpiTVr1oj6fOUdNARBwG+//YbOnTvDxMQEYWFhGD9+fJH3v3r1KoYPH44OHTogMjISmzdvxs2bNzFu3LhSBQxBEBAaGoolS5agdevWaNmyJZYuXYqGDRti8+bNePbsGY4cOYJZs2ahYcOGZXmpROISc8MHERERVV4vXrwQNm3aJAwYMEDQ0dERpFKpMHToUMHf319IT08vl+fctGmTUKtWLcHR0VEIDw8X3nvvPQGAsHjxYtE2QLu6ugrvvvuuKGO9LikpSfD09BQACPPnzxeys7OLvO/Vq1cFb29vAYDg4OAg/Pnnn4JMJivV88pkMuHEiRPCvHnzBDs7OwGAYGFhIUycOFEICAgQMjIySvuSiMqMm8GJiIgoHzMzM0yaNAmHDx/G48ePsXz5ciQnJ8PX1xfW1tYYN24cDhw4IGpL2kmTJuHKlSuQSqXo0qUL2rRpg//973/48ccfMW7cOGRnZ5f5OcprM/iZM2fg4uKCs2fPYu/evfjll19gYGBQ4H7Xrl3DyJEj4eLigmvXrmHTpk2IjIzExIkTIS3BSevZ2dk4cOAApk2bhgYNGqB3797YvXs3hg0bhqNHjyIhIQF//vknhg8fjlq1aon5UonKBYMGERFRDVSvXj3MnTsX58+fx/379/HZZ58hIiICw4YNQ4MGDTBz5kycPn1alAt4R0dHXLp0CZMnT8bMmTNx+fJlbNq0CXv27EH//v3LvIRL7KVTCoUCX3/9NXr16oWmTZsiIiICnp6eBe53/fp1vP3223B2dsbVq1exYcMGREZGYtKkSRoHjNTUVGzbtg2jR4+GlZUVhg0bhnPnzmH69Om4dOkSYmNjsWLFCvTt2xd6eV2/iKoIdp0iIiIitevXr8Pf3x/btm1DTEwMGjVqhLFjx8LX1xcuLi5vbOH6Jrt27cL06dNRt25dfPbZZ1i8eDEsLS0RFBQEe3v7Uo3p7u6OVq1aYcOGDWWqDQAeP36M8ePH4+TJk/jiiy+wZMmSAqHhxo0b+M9//oNdu3ahadOmWLJkCSZMmKBxEEhISMDevXsREBCAY8eOQSaToUOHDvD29saIESPg6OhY5tdBVJ40zQYMGkRERFSAUqnEhQsX1O1yk5KS0KpVK/j4+MDHx6dMHY2io6MxZswYRERE4MMPP8TOnTuRmpqK/fv346233irxeN26dUOzZs3w559/lromAAgKCsLEiROhr6+PrVu3olevXvl+fvPmTXXAaNy4MZYsWYKJEydqFDCio6MREBCAgIAAnD9/HhKJBD169IC3tzeGDx8OOzu7MtVOVJHY3paIiIhKTUdHB127dsWKFSvw+PFjBAUFwc3NDT/99BNatGgBNzc3/PLLL3jy5EmJx7a3t8e5c+cwd+5cfPvtt2jWrBmaNm2KXr16ISAgoMTjlXWPRm5uLhYtWgQPDw+4ubnh6tWr+ULGrVu3MHbsWLRt2xYXL17EmjVrcOfOHUybNq3IkCEIAq5du4alS5fCxcUFzZo1w2effQZLS0usX78eCQkJOHHiBObNm8eQQdUWZzSIiIhIY1lZWThw4AD8/f0RGBgImUyG3r17w9fXFyNGjICFhUWJxjtw4AAmTZoEIyMjtGjRAidPnsTy5cuxYMECjcfo3bs3GjZsiK1bt5bw1ahmGsaOHYurV6/i+++/x4IFC9SndEdGRuLrr7/G9u3bYWtri88++wyTJ0+Gvr5+oWPlzQLlzVxER0fD1NQUQ4cOhbe3NwYNGgRjY+MS10hU2XBGg4iIiERnZGSEUaNGISAgAAkJCVi3bh0kEglmzJiB+vXrY/jw4di5cycyMzM1Gm/o0KGIiIiAvb09Tp8+ja5du+L999/H/PnzoVAoNBpDR0cHgob3fdWOHTvg4uKC5ORknDt3DgsXLoSOjg5u376NcePGoXXr1jh79ixWrVqFe/fu4Z133ikQMnJzc3Ho0CG8++67aNiwIbp164YtW7agX79+CAoKQmJiIrZu3Yq3336bIYNqHjF75RIREVHN9PjxY+GXX34R3NzcBACCsbGxMGHCBCEwMFDIzc194+NlMpmwZMkSQSKRCK1atRIkEong5eVV9HkRoaGC8N57guDsLORKJIIACIKeniA4O6tuDw0t8rkyMjKE6dOnCwCEsWPHqq9v7ty5I4wbN07Q0dERGjVqJPj5+RV6bsbLly+FnTt3Cj4+PoKpqakAQLC3txc++OAD4ezZs4JcLtfod0ZUVWmaDbh0ioiIiEQVFRWFbdu2wd/fH7dv30bdunUxevRo+Pj4wN3dXb00qTDHjh3DuHHjkJOTg+zsbLRt2xb79+9HvXr18gYHpk0DTp8GpFJALi84SN7tPXoA69cDDg7qH924cQNjxozBgwcPsGLFCkyZMgX37t3DN998g61bt6JBgwb45JNPMH369HxnZiQlJWH//v0ICAjAkSNHkJOTA2dnZ3h7e8Pb2xtt27Ytc0cuoqqCXaeIiIhIqwRBQEREhLpd7qNHj2BnZwcfHx/4+voWeXGekJCACRMm4OjRo6hVqxasrKwQFBSEVmFhwNSpgEJReMB4nVQK6OoCGzdCGDsWf/zxB+bPnw8HBwfs2LEDenp6+Oabb7BlyxbUr19fHTAMDQ0BALGxsdizZw8CAgJw+vRpCIIAd3d3dbgobTteoqqOQYOIiIgqDaVSiXPnzsHf3x87d+5ESkoKWrdurW6X+/pFu1KpxI8//oglS5ZAX18fvgD+yMpCaeYMBIkEv7m5YcGlS5g5cybee+89/PTTT9iyZQusra3xySefYMaMGTAwMEBkZKR6M3doaCj09PTQt29feHt7w8vL6/9nVohqMAYNIiIiqpRyc3MRHByMbdu2Yc+ePcjIyEDnzp3h6+uL0aNH57uYP3fuHD4eORLBCQnQR+m62CgByADs/OILnIiLw19//QUrKyt8/PHHmD59Om7evIl//vkHAQEBuHv3LmrXrg0PDw94e3vDw8MDZmZmIr1youqBQYOIiIgqvYyMDOzfvx/+/v44dOgQFAoF+vbtC19fX3h7e8PMzAwyd3dILl6E9M2XLEVSSCQ4JwgYXa8ePvzwQzg6OiIwMBB79uxBfHw86tSpAy8vL3h7e6Nfv37q5VNEVBCDBhEREVUpKSkp2L17N/z9/XHq1Cno6+tjrrs7fjpxQrTn+GzQIKy6dAnPnz+HnZ0dhg8fDm9vb3Tr1g1SqVS05yGqzhg0iIiIqMqKj4/Hjh07YPP99xiRmIjCz98uGRmAnRYWiJw9G97e3nB1dWWnKKJSYNAgIiKiqs/FBYiIEHe88HDxxiOqgXgyOBEREVV9t26JO97Nm+KOR0RFYtAgIiKiykmpBGQycceUyVTjElG5Y9AgIiKiyklHB9ATY3fGK/T0VOMSUbnj3zQiIiKqvJycxB2vdWtxxyOiIjFoEBERUeXVvTsgVttZqRTo1k2csYjojRg0iIiIqPKaMgWQy8UZSy5XjUdEFYJBg4iIiCovV1egR4+yz2pIpapxXF3FqYuI3ohBg4iIiCq39esBXd2yjaGrqxqHiCoMgwYRERFVbg4OwMaNQGlP8ZZIVI93cBC3LiIqFoMGERERVX4+PsCWLYCBAQRNZzekUsDAANi6VfV4IqpQDBpERERUNfj6AjduIM7ODgAgFLVvI+/2rl2BGzcYMoi0RKR+cURERETlT9G0KXoolZg8bBi+atwYOHsWuHlTdeK3np7qnIxu3VTdpbjxm0irGDSIiIioyggKCkJMTAyG7NoFdOr0/z9QKnniN1Elw7+RREREVGX4+fmhY8eO6PRqyAAYMogqIc5oEBERUZVw//59HDp0CBs2bNB2KUSkAcZ/IiIiqhLWrFkDc3NzjBkzRtulEJEGGDSIiIio0svKysL69esxdepUGBkZabscItIAgwYRERFVejt37kRKSgpmzpyp7VKISEMMGkRERFTp+fn5YeDAgXDg6d5EVQY3gxMREVGlduXKFVy+fBl79+7VdilEVAKc0SAiIqJKbdWqVbCzs8OQIUO0XQoRlQCDBhEREVVaz58/h7+/P2bOnAldXV1tl0NEJcCgQURERJXWxo0boVAoMG3aNG2XQkQlxKBBRERElZJSqcSqVaswatQoWFtba7scIiohbgYnIiKiSuno0aOIiorCpk2btF0KEZUCZzSIiIioUvLz80O7du3g7u6u7VKIqBQ4o0FERESVTmxsLPbv349Vq1ZBIpFouxwiKgXOaBAREVGls3btWhgbG8PX11fbpRBRKTFoEBERUaWSk5ODP/74A5MmTYKxsbG2yyGiUmLQICIiokrln3/+wbNnzzBr1ixtl0JEZcCgQURERJWKn58fevfuDUdHR22XQkRlwM3gREREVGlcu3YNZ8+exa5du7RdChGVEWc0iIiIqNJYtWoVGjZsCC8vL22XQkRlxKBBRERElUJqaio2b96Md955B3p6etouh4jKiEGDiIiIKoXNmzcjOzsbM2bM0HYpRCQCBg0iIiLSOkEQ4OfnB29vbzRs2FDb5RCRCBg0iIiISOtOnTqFyMhIzJ49W9ulEJFIGDSIiIhI6/z8/ODo6IhevXppuxQiEgmDBhEREWnV48ePERAQgNmzZ0MikWi7HCISCYMGERERadUff/wBAwMDTJgwQdulEJGIGDSIiIhIa2QyGdauXYvx48fDzMxM2+UQkYgYNIiIiEhr9u3bh8ePH2PWrFnaLoWIRMagQURERFrj5+eHrl27wtnZWdulEJHIpNougIiIiGqmyMhIHD9+HFu3btV2KURUDjijQURERFqxevVqWFtbY+TIkdouhYjKAYMGERERVbj09HRs2rQJ06dPh4GBgbbLIaJywKBBREREFc7f3x/p6el45513tF0KEZUTBg0iIiKqUIIgYOXKlRg6dCgaN26s7XKIqJwwaBAREVGFunDhAq5du4bZs2druxQiKkcMGkRERFSh/Pz84ODggP79+2u7FCIqRwwaREREVGGePXuGXbt2YdasWdDR4WUIUXXGv+FERERUYdavXw8dHR1MnjxZ26UQUTlj0CAiIqIKoVAosHr1avj4+MDS0lLb5RBROWPQICIiogoRGBiI2NhYbgInqiEYNIiIiKhC+Pn5oVOnTujYsaO2SyGiCiDVdgFERERU/d2/fx+HDh3Cxo0btV0KEVUQzmgQERFRuVu1ahUsLS0xZswYbZdCRBWEQYOIiIjKVVZWFjZs2ICpU6fCyMhI2+UQUQVh0CAiIqJytWPHDjx//hwzZ87UdilEVIEYNIiIiKhc+fn5YdCgQWjWrJm2SyGiCsTN4ERERFRuQkJCEBISgn379mm7FCKqYJzRICIionKzatUqNG7cGB4eHtouhYgqGIMGERERlYvk5GRs27YNM2fOhK6urrbLIaIKxqBBRERE5WLTpk1QKpWYOnWqtkshIi1g0CAiIiLRKZVKrFq1CqNGjYK1tbW2yyEiLeBmcCIiIhJdcHAw7t+/j7/++kvbpRCRlnBGg4iIiETn5+cHZ2dndOnSRdulEJGWcEaDiIiIRBUTE4MDBw5g1apVkEgk2i6HiLSEMxpEREQkqjVr1sDY2Bjjxo3TdilEpEUMGkRERCSanJwcrFu3DpMnT0bt2rW1XQ4RaRGDBhEREYlm9+7dSExMxKxZs7RdChFpGYMGERERicbPzw99+vRBq1attF0KEWkZN4MTERGRKCIiInDu3Dn8/fff2i6FiCoBzmgQERGRKPz8/NCwYUN4enpquxQiqgQYNIiIiKjMUlNTsWXLFrz77rvQ09PTdjlEVAkwaBAREVGZ/fXXX8jNzcX06dO1XQoRVRIMGkRERFQmgiDAz88P3t7eaNiwobbLIaJKgpvBiYiIqExOnjyJ27dvY9WqVdouhYgqEc5oEBERUZn4+fnB0dERPXv21HYpRFSJMGgQERFRqcXHxyMgIACzZ8+GRCLRdjlEVIkwaBAREVGp/fHHHzA0NMTEiRO1XQoRVTIMGkRERFQqMpkMa9euxYQJE2BqaqrtcoiokmHQICIiolLZu3cvnjx5glmzZmm7FCKqhBg0iIiIqFT8/PzQrVs3tGvXTtulEFElxPa2REREVGKRkZE4ceIE/P39tV0KEVVSnNEgIiKiEvPz84O1tTVGjBih7VKIqJJi0CAiIqISSU9Px59//okZM2bAwMBA2+UQUSXFoEFEREQlsnXrVmRkZOCdd97RdilEVIkxaBAREZHGBEGAn58fhg0bBjs7O22XQ0SVGIMGERERaez8+fO4du0aZs+ere1SiKiSY9AgIiIijfn5+cHBwQH9+vXTdilEVMkxaBAREZFGEhISsGvXLsyaNQs6OryEIKLi8V8JIiIi0sj69euhq6uLyZMna7sUIqoCGDSIiIjojRQKBVavXg1fX19YWlpquxwiqgIYNIiIiOiNDh48iLi4OG4CJyKNMWgQERHRG/n5+cHNzQ0dOnTQdilEVEVItV0AERERVW737t3D4cOHsWnTJm2XQkRVCGc0iIiIqFirV6+GpaUlRo8ere1SiKgKYdAgIiKiImVmZmLjxo2YOnUqjIyMtF0OEVUhDBpERERUpB07duDFixeYOXOmtkshoiqGQYOIiIiK5Ofnh0GDBqFZs2baLoWIqhhuBiciIqJChYSE4MqVK9i/f7+2SyGiKogzGkRERFSolStXonHjxhg8eLC2SyGiKohBg4iIiApITk7G9u3bMXPmTOjq6mq7HCKqghg0iIiIqICNGzdCEARMmzZN26UQURXFoEFERET5KJVKrFq1CqNHj4aVlZW2yyGiKoqbwYmIiCifI0eOIDo6Glu2bNF2KURUhXFGg4iIiPLx8/ODi4sLOnfurO1SiKgK44wGERERqT18+BAHDhzAmjVrIJFItF0OEVVhnNEgIiIitTVr1sDExAS+vr7aLoWIqjgGDSIiIgIA5OTkYN26dZg8eTJq166t7XKIqIpj0CAiIiIAwN9//42kpCTMnj1b26UQUTXAoEFERFSTKZXqL/38/NC3b1+0bNlSiwURUXXBoEFERFSThIUBc+cCLi6Avj6gqwvo6yOzZUuMPX8enw4apO0KiaiakAiCILzpTmlpaTAzM0NqaipMTU0roi4iIiISU1QUMG0acPo0IJUCcnmBu8gA6AFAjx7A+vWAg0NFV0lEVYCm2YAzGkRERNWdvz/Qpg1w/rzq+0JCBvBvyABU92vTBti2rULKI6LqiedoEBERVWf+/sD48cCbFzD8P7lc9TFunOpxbHVLRKXAGQ0iIqLq6t49YOrUkoWMVwmC6vFRUeLWRUQ1AoMGERFRdTV9OqBQlG0MhUK1t4OIqIQYNIiIiKqj0FDVxu8i9mNoTC5XjRMWJk5dRFRjMGgQERFVR5s2qbpLiUEqBTZuFGcsIqoxGDSIiIiqozNnyj6bkUcuB86eFWcsIqoxGDSIiIiqo1u3xB3v5k1xxyOiao9Bg4iIqLpRKgGZTNwxZTLVuEREGmLQICIiqm50dAA9vTffryT09FTjEhFpiP9iEBERVUdOTuKO17q1uOMRUbXHoEFERFQdde8ubtepbt3EGYuIagwGDSIioupoyhRxu05NmSLOWERUYzBoEBERVUeurkCPHmWf1ZBKVeO4uopTFxHVGAwaRERE1dX69RB0dSGUZQxdXWD9erEqIqIahEGDiIiounJwwN9DhkAAShc2JBLVieAODiIXRkQ1AYMGERFRNbVjxw6M/ucf7Bs9GhIDA82XUUmlgIEBsHUr4ONTvkUSUbXFoEFERFQNhYSEYPLkyRg3bhy8tm8HbtwA3N1VPywqcOTd3rWr6v4MGURUBhJBEN44m5qWlgYzMzOkpqbC1NS0IuoiIiKiUoqPj0enTp1gZ2eHkydPwtDQ8P9/GBamWg519ixw86bqxG89PdU5Gd26qbpLceM3ERVD02wgUoNtIiIiqgwyMzPh5eUFqVSKPXv25A8ZgCpEvBoklEqe+E1E5YJBg4iIqJpQKpWYNGkSIiMjce7cOdSvX//ND2LIIKJywqBBRERUTSxduhR///03/vnnH7i4uGi7HCKq4fg2BhERUTWwY8cO/Oc//8F///tfeHt7a7scIiIGDSIioqru1Q5Tn3zyibbLISICwKBBRERUpcXHx8PLywvOzs5Yt24dJBKJtksiIgLAoEFERFRlvbHDFBGRFnEzOBERURVUqg5TREQViEGDiIioCmKHKSKq7Lh0ioiIqIphhykiqgoYNIiIiKoQdpgioqqCQYOIiKiKYIcpIqpKGDSIiIiqAHaYIqKqhpvBiYiIKjl2mCKiqohBg4iIqJJjhykiqoq4dIqIiKgSY4cpIqqqGDSIiIgqKXaYIqKqjEGDiIioEmKHKSKq6hg0iIiIKhl2mCKi6oCbwYmIiCoRdpgiouqCQYOIiKgSYYcpIqouuHSKiIiokmCHKSKqThg0iIiIKgF2mCKi6oZBg4iISMvYYYqIqiMGDSIiIi1ihykiqq64GZyIiEhL2GGKiKozBg0iIiItYYcpIqrOuHSKiIhIC9hhioiqOwYNIiKiCsYOU0RUEzBoEBERVSB2mCKimoJBg4iIqIKwwxQR1STcDE5ERFQB2GGKiGoaBg0iIqIKwA5TRFTTcOkUERFROWOHKSKqiRg0iIiIyhE7TBFRTcWgQUREVE7YYYqIajIGDSIionLADlNEVNNxMzgREZHI2GGKiIhBg4iISHTsMEVExKVTREREomKHKSIiFQYNIiIikbDDFBHR/2PQICIiEgE7TBER5cegQUREVEbsMEVEVBA3gxMREZUBO0wRERWOQYOIiKgM2GGKiKhwXDpFRERUSuwwRURUNAYNIiKiUmCHKSKi4jFoEBERlRA7TBERvRmDBhERUQlkZmbC09OTHaaIiN6Am8GJiIg0lNdh6vbt2+wwRUT0BgwaREREGmKHKSIizXHpFBERkQa2b9/ODlNERCXAoEFERPQGly9fxpQpU9hhioioBBg0iIiIihEfH4/hw4ezwxQRUQkxaBARERWBHaaIiEqPm8GJiIgKwQ5TRERlw6BBRERUCHaYIiIqGy6dIiIieg07TBERlR2DBhER0SvYYYqISBwMGkRERP9ihykiIvEwaBAREYEdpoiIxMbN4EREVOOxwxQRkfgYNIiIqMZjhykiIvFx6RQREdVo7DBFRFQ+GDSIiKjGYocpIqLyw6BBREQ1EjtMERGVLwYNIiKqcdhhioio/HEzOBER1SjsMEVEVDEYNIiIqEZhhykioorBpVNERFRjsMMUEVHFYdAgIqIagR2miIgqFoMGERFVe+wwRURU8Rg0iIioWmOHKSIi7eBmcCIiqrbYYYqISHsYNIiIqNpihykiIu3h0ikiIqqW2GGKiEi7GDSIiKjaYYcpIiLtY9AgIqJqhR2miIgqBwYNIiKqNthhioio8uBmcCIiqhbYYYqIqHJh0CAiomqBHaaIiCoXLp0iIqIqjx2miIgqHwYNIiKq0thhioiocmLQICKiKosdpoiIKi8GDSIiqpLYYYqIqHLjZnAiIqpy2GGKiKjyY9AgIqIqhx2miIgqPy6dIiKiKoUdpoiIqgYGDSIiqjLYYYqIqOpg0CAioiqBHaaIiKoWBg0iIqr02GGKiKjq4WZwIiKq1NhhioioamLQICKiSo0dpoiIqiYunSIiIu1SKov8ETtMERFVXQwaRERUscLCgLlzARcXQF8f0NVVfXZxUd0eFgaAHaaIiKo6iSAIwpvulJaWBjMzM6SmpsLU1LQi6iIiouomKgqYNg04fRqQSgG5vOB9/r0956230Ds6Gkp7e5w8eZKbv4mIKhFNswH3aBARUfnz9wemTgUUCtX3hYWMV27XvXQJJwBkLV3KkEFEVEUxaBARUfny9wfGjwfePIGuJgWgC8BgzhzAzAzw9S238oiIqHxwjwYREZWfe/dUMxklCBl5JIDqcVOnqpZdERFRlcKgQURE5Wf69P9fLlVaCoVqbwcREVUpDBpERFQ+QkNVG7+L2o+hKblcNc6/3aiIiKhqYNAgIqLysWmTqouUGKRSYONGccYiIqIKwaBBRETl48yZss9m5JHLgbNnxRmLiIgqBIMGERGVj1u3xB3v5k1xxyMionLFoEFEROJTKgGZTNwxZTLVuEREVCUwaBARkfh0dAA9PXHH1NNTjUtERFUC/8UmIqLy4eQk7nitW4s7HhERlSsGDSIiKh/du4vbdapbN3HGIiKiCsGgQURE5WPKFHG7Tk2ZIs5YRERUIRg0iIiofLi6ItvNDWWOGlIp0KMH4OoqRlVERFRBGDSIiKhcnD59Gj3u3YMCgFCWgXR1gfXrRaqKiIgqCoMGERGJ7o8//kDfvn1h7OKC3DVrIJFISjeQRKI6EdzBQdwCiYio3Im0S4+IiAiQy+VYuHAhfv/9d8yePRu//PIL9PT0AGNjYOpUQKHQbN+GVKqaydi4EfDxKf/CiYhIdJzRICIiUaSkpGDw4MFYtWoVVq1ahZUrV6pCBgD4+gI3bgDu7qrvi+pGlXd7166q+zNkEBFVWZzRICKiMouMjISnpydSUlIQHByMXr16FbyTgwNw6hQQFqaaqTh7Frh5U3Xit56e6pyMbt1U3aW48ZuIqMpj0CAiojIJDAyEj48PbG1tERISAnt7++If4OqaP0golTzxm4ioGuK/7EREVCqCIOB///sfhg4dip49e+L8+fNvDhmFYcggIqqW+K87ERGVWHZ2NqZMmYIPP/wQH3/8Mfbs2QNTU1Ntl0VERJUIl04REVGJPH36FN7e3ggPD8fWrVvh6+ur7ZKIiKgSYtAgIiKNhYWFwcvLCwqFAmfOnEGnTp20XRIREVVSXDpFREQa2blzJ7p164YGDRrgypUrDBlERFQsBg0iIiqWUqnEF198gTFjxsDb2xunTp1Cw4YNtV0WERFVclw6RURERUpPT8fEiROxZ88efPfdd1i8eDEkEom2yyIioiqAQYOIiAoVExMDT09PREdHY+/evRg2bJi2SyIioiqEQYOIiAo4e/YsRowYARMTE1y8eBGtW7fWdklERFTFcI8GERHls27dOvTp0wetW7fGpUuXGDKIiKhUGDSIiAgAIJfLMX/+fMyYMQPTpk3DkSNHULduXW2XRUREVRSXThEREZ4/f44xY8bg+PHj8PPzw6xZs7RdEhERVXEMGkRENdzt27fh6emJ5ORkBAcHo3fv3touiYiIqgEunSIiqsEOHTqEzp07Q09PD5cvX2bIICIi0TBoEBHVQIIgYPny5RgyZAi6d++OCxcuoFmzZtoui4iIqhEGDSKiGiYnJwdTp07FBx98gA8//BB79uyBqamptssiIqJqhns0iIhqkISEBIwYMQKhoaHYvHkzxo8fr+2SiIiommLQICKqIcLDw+Hp6QmFQoFTp07hrbfe0nZJRERUjXHpFBFRDbBr1y507doV9evXR0hICEMGERGVOwYNIqJqTKlU4quvvsLo0aMxfPhwnD59GjY2Ntoui4iIagAunSIiqqYyMjIwadIk7N69G99++y0+/vhjSCQSbZdFREQ1BIMGEVE1FBMTAy8vL9y/fx979uyBl5eXtksiIqIahkGDiKiaOXfuHLy9vVG7dm2cP38ebdu21XZJRERUA3GPBhFRNbJhwwb07t0bTk5OCAkJYcggIiKtYdAgIqoG5HI53n//fUybNg1Tp07FkSNHULduXW2XRURENRiXThERVXHPnz/H2LFjcezYMaxYsQKzZ8/mpm8iItI6Bg0ioirszp078PT0RGJiIg4fPoy+fftquyQiIiIAXDpFRFRlHT58GG+99RZ0dXVx+fJlhgwiIqpUGDSIiKoYQRDw888/w8PDA127dsWFCxfg4OCg7bKIiIjyYdAgIqpCcnJyMG3aNCxcuBCLFi3Cvn37YGZmpu2yiIiICuAeDSKiKiIhIQEjR47ElStX8Ndff2HChAnaLomIiKhIDBpERFXA1atX4enpCZlMhlOnTuGtt97SdklERETF4tIpIqJKbvfu3ejatSusra0REhLCkEFERFUCgwYRUSWlVCqxdOlSvP322/D09MTp06fRqFEjbZdFRESkES6dIiKqhDIyMjB58mT8/fff+Oabb/Dpp5/yED4iIqpSGDSIiCqZ2NhYeHl54d69ewgICMDw4cO1XRIREVGJMWgQEVUi586dw4gRI2BkZITz58+jXbt22i6JiIioVLhHg4iokti4cSN69+6NVq1aISQkhCGDiIiqNAYNIiItk8vlWLhwIaZOnYrJkycjODgYVlZW2i6LiIioTLh0iohIi168eIGxY8fi6NGj+O233/Dee+9x0zcREVULDBpERFpy9+5deHp64tmzZzh06BD69eun7ZKIiIhEw6VTRERacOTIEbz11luQSCS4dOkSQwYREVU7DBpERBVIEAT8+uuvGDx4MLp06YKLFy+iefPm2i6LiIhIdAwaREQVJCcnBzNmzMCCBQuwcOFC7N+/H2ZmZtoui4iIqFxwjwYRUQV49uwZRo4cicuXL2PTpk2YNGmStksiIiIqVwwaRETlLCIiAp6ensjJycGpU6fQuXNnbZdERERU7rh0ioioHP3zzz9wd3dH3bp1ERISwpBBREQ1BoMGEVE5EAQB//nPfzBy5EgMHToUZ86cga2trbbLIiIiqjBcOkVEJLLMzExMnjwZu3btwtdff43PPvuMh/AREVGNw6BBRCSiuLg4eHl54e7du/jnn3/g7e2t7ZKIiIi0gkGDiEgkFy5cgLe3NwwNDXHu3Dk4OztruyQiIiKt4R4NIiIR/Pnnn+jVqxdatGiBy5cvM2QQEVGNx6BBRFQGCoUCixYtwuTJkzFx4kQcPXoU1tbW2i6LiIhI67h0ioiolFJTUzF27FgcOXIEv/76K+bOnctN30RERP9i0CAiKoV79+5h2LBhSEhIwKFDh9C/f39tl0RERFSpcOkUEVEJBQcHw83NDQBw6dIlhgwiIqJCMGgQEWlIEAT89ttvGDx4MDp37oxLly6hRYsW2i6LiIioUmLQICLSQG5uLt555x3Mnz8fCxYswIEDB2BmZqbtsoiIiCot7tEgInqDxMREjBw5EpcuXcLGjRsxefJkbZdERERU6TFoEBEV49q1a/D09ER2djZOnDgBd3d3bZdERERUJXDpFBFREQICAuDu7g5LS0uEhIQwZBAREZUAgwYR0WsEQcA333yDESNGwMPDA2fOnIGtra22yyIiIqpSuHSKiOgVmZmZmDp1Knbs2IGlS5fi888/5yF8REREpcCgQUT0r0ePHmH48OGIjIzE33//jZEjR2q7JCIioiqLQYOICMDFixcxfPhwGBgY4Ny5c3BxcdF2SURERFUa92gQUY33119/oWfPnnBwcEBISAhDBhERkQgYNIioxlIoFPjwww8xadIkjB8/HseOHYO1tbW2yyIiIqoWuHSKiGqk1NRU+Pr64tChQ/jll18wb948bvomIiISEYMGEdU4UVFR8PT0xOPHjxEUFIQBAwZouyQiIqJqh0uniKhGOXbsGNzc3KBQKHD58mWGDCIionLCoEFENYIgCFixYgUGDhwINzc3XLp0CS1atNB2WURERNUWgwYRVXu5ubmYOXMm5s6di3nz5uHAgQMwNzfXdllERETVGvdoEFG1lpiYiLfffhsXLlzA+vXrMXXqVG2XREREVCMwaBBRtXX9+nV4enoiMzMTJ06cQNeuXbVdEhERUY3BpVNEVC3t3bsX7u7uMDc3R0hICEMGERFRBWPQIKJqRRAE/Pe//8Xw4cMxcOBAnD17FnZ2dtoui4iIqMZh0CCiaiMzMxO+vr5YsmQJvvrqK+zcuRO1a9fWdllEREQ1EvdoEFG1EB8fDy8vL0RGRmLXrl14++23tV0SERFRjcagQURV3qVLlzB8+HDo6enh3LlzcHFx0XZJRERENR6XThFRlbZlyxb07NkT9vb2CAkJYcggIiKqJBg0iKhKUigU+OijjzBhwgT4+vri+PHjqFevnrbLIiIion9x6RQRVTlpaWnw9fVFUFAQli9fjgULFkAikWi7LCIiInoFgwYRVSlRUVHw9PTE48ePERgYiIEDB2q7JCIiIioEl04RUZVx/PhxuLm5QS6X49KlSwwZRERElRiDBhFVCX5+fhgwYAA6duyIS5cuoWXLltouiYiIiIrBoEFElZpMJsOsWbMwZ84czJ07F4GBgbCwsNB2WURERPQG3KNBRJVWUlIS3n77bZw/fx7r16/H1KlTtV0SERERaYhBg4gqpRs3bsDT0xPp6ek4fvw4unXrpu2SiIiIqAS4dIqIKp19+/ahS5cuMDU1RUhICEMGERFRFcSgQUSVhiAI+O677zB8+HAMGDAAZ8+eRePGjbVdFhEREZUCgwYRVQpZWVkYN24cPv30U3z++efYtWsXjI2NtV0WERERlRL3aBCR1sXHx2P48OG4efMmdu7ciVGjRmm7JCIiIiojBg0i0qrLly9j+PDh0NXVxdmzZ+Hq6qrtkoiIiEgEXDpFRFqzdetW9OjRA02aNEFISAhDBhERUTXCoEFEFU6hUODjjz/G+PHjMXbsWJw4cQL169fXdllEREQkIi6dIqKyUyoBHc3et0hLS8O4ceMQGBiIZcuW4f3334dEIinnAomIiKiiMWgQUcmFhQEbNwJnzgC3bgEyGaCnBzg5Ad27A1OmAIUsg4qOjoanpyfi4uJw4MABDB48WAvFExERUUXg0iki0lxUFNCzJ9ChA7B6NRARoQoZgOpzRITq9g4dVPeLilI/9MSJE+jUqRNycnJw6dIlhgwiIqJqjkGDiDTj7w+0aQOcP6/6Xi4v/H55t58/r7r/tm1YtWoVBgwYAFdXV1y+fBmtWrWqmJqJiIhIa7h0iojezN8fGD8eEATNHyOXQ5DLAV9fnAEwe948LFu2DFIp/9khIiKqCfh/fCIq3r17wNSpJQsZ/5IAUALYLJVCd+5cgCGDiIioxuDSKSIq3vTpgEJR6ofrANAFgGnTxKqIiIiIqgAGDSIqWmgocPp00fsxNCWXq8YJCxOnLiIiIqr0GDSIqGibNom33EkqVbXEJSIiohqBQYOIinbmTNlnM/LI5cDZs+KMRURERJUegwYRFe3WLXHHu3lT3PGIiIio0mLQIKLCKZX/fxifWGQy1bhERERU7bHXJBEBABITExEZGYnIyEjcunULkZGROABAX8wn0dMDdPj+BhERUU3AoEFUgwiCgEePHqmDxKvBIjk5GQCgq6uLxo0bQyqV4o6uLtqWobVtAa1bizcWERERVWoMGkTVkFwuR3R0dL7ZicjISNy+fRvp6ekAAENDQ7Rs2RJOTk7o3bs3ZDIZQkJCEBISgujoaADAKYkEjhDpHwqpFOjWTYyRiIiIqApg0CCqwrKzs3Hnzp0CsxP37t1Dbm4uAMDMzAyOjo5o27YtRo8eDScnJzg6OkKpVCIgIAD+/v7YuXMnFP/OXBgbG2Pw4MF49913MaBuXUjFCgdyOTBlijhjERERUaXHoEFUBaSlpRWYnYiMjMSDBw+g/Hdzdb169eDk5ISePXti5syZcHR0hJOTE+rXrw+JRILs7GycPn0a27Ztw8GDB5GYmKgev1GjRvDy8sKMGTPQrl07SCQSHD9+HG4zZ2IFgG4SCXQFodT1C7q6kHTtCri6lvVXQURERFUEgwZRJSEIAp49e1ZgdiIyMhKPHz9W369JkyZwdHSEl5eXenbC0dERFhYWBcaMjo7GihUrsH37dly+fBnyf8/E0NXVhaurKyZMmIBRo0bBxsZG/ZiHDx9i0aJF2L17N7p06YI6AQHQHTsWyMkp1etSApApFIhauBDcoUFERFRzMGgQVTClUom4uLgCsxORkZFISUkBAEilUjRv3hyOjo6YMmWKenaiZcuWqFWrVpFjZ2Vl4dSpU9i/fz/27NmTL6DUrl0bQ4YMwcSJEzFgwAAYGxvne2xmZiZ++OEH/Pjjj7CwsMCWLVvg6+sLiUSiOtF73DigFLMaEokEXzdtiuU+PtiwYQPGjh1b4jGIiIio6mHQIConMpkM9+/fLzA7cfv2bWRmZgIAjIyM0KpVKzg6OmLw4MHq2QkHBwfo6elp9DxRUVEICgrCnj17cObMGchkMkgkEgiCABsbG7z99tt4++230aVLF+jq6hZ4vCAI+Pvvv/HBBx8gISEBCxcuxKeffgoTE5P/v5OPjypkTJ0KKBSanRYulQK6upBs3IjPhg9HzDvvwMfHB9euXcM333wDHba5JSIiqtYkgvDmtyjT0tJgZmaG1NRUmJqaVkRdRFVGZmZmoRuyo6KiIPv3wDtzc/N8y5zyZijs7OxKfMGdlZWFkydPIjAwEPv27UNsbKw6WEgkErRv3x5jxoyBl5cXWrZsWexY165dw7x583Dq1Cl4enpi2bJlcHBwKPoBUVHAtGnA6dOQASg0CkmlqiDSsyewbh3w73iCIGDZsmVYvHgxPDw8sHXrVv57QkREVAVpmg0YNIg09OLFiwKzE5GRkXj48CHy/ho1aNBAHSJeDRX16tVTLUEqpXv37iEoKAgHDx7EiRMnIJPJIJVKIZfLYWhoiAEDBmDEiBHw8PCAlZXVG8dLTk7GF198gdWrV6N58+b49ddfMXDgQM3r2bEDh8aOxYBatWCflQU9QVAdxte6taqF7ZQpRW78DgoKgo+PDxo2bIi9e/eiefPmGj8vERERaZ+m2YBLp4heIQgCnj59WuiG7KdPnwJQ7Tlo2rQpHB0dMXLkSHWoaNWqFczNzUWpIzMzEydPnlSHiwcPHkBHRwc6OjqQy+WwsrKCt7c3vLy80KdPHxgaGmo0rlwux9q1a/H5559DLpfjp59+wnvvvQd9/ZKd/70/Ph6fGRrCz84OAwYMwK8//6zxid+DBw/GpUuX4OnpCTc3N+zYsQMDBgwo0fMTERFR5cegQTWSUqlETExMoS1jX7x4AQDQ09ND8+bN4eTkhBkzZqhnJ1q2bAkjIyNR6xEEAXfv3kVQUBCCgoJw8uRJ5ObmwtDQUH0ehpOTE7y9veHp6QlXV9cSL7k6efIk5s2bh+vXr2Pq1Kn49ttvUa9evVLVGxwcjO7du+PcuXNo0qSJxiEjT8uWLXHp0iX4+Phg8ODB+N///ocFCxaUadaHiIiIKhcGDarWcnNzERUVVWB24s6dO8jKygKg6saUtyF72LBh6kBhb2+v8Ybs0sjIyMCJEycQFBSEwMBAPHz4EDo6OqhduzZyc3MhlUrRrVs3eHp6YtiwYaoL+lKIjY3FokWLsGvXLnTu3BmXL19Gp06dSl13Tk4OTp06hUWLFiE4OBhNmzYt1Tjm5uY4cOAAPvnkEyxcuBARERFYvXq1xrMzREREVLkxaFC1kJGRgTt37hSYnYiKilKfHWFpaQknJyd06tQJEydOVO+laNSoUYV0QBIEAXfu3FHPWpw6dQq5ubkwMTFRH7pnYmKCIUOGwNPTE4MGDYKZmVmpny8rKws//vgjfvjhB5iZmeGvv/7CuHHjyvxaz58/j6ysLPWm8dIGDUB1nsePP/6Idu3aYfr06bh9+zYCAgLQoEGDMtVIRERE2segQVVKSkpKoRuyY2Ji1PexsbGBo6MjBgwYgPnz56tnKKysrCp8aU5GRgaOHz+uDhcPHz6EVCpFnTp11LXUqVMHXl5e8PT0RPfu3cs8iyIIAnbv3o1Fixbh8ePHWLhwIT777LP87WrLIDg4GFZWVupWuWUJGnnGjx+Pli1bYvjw4ejYsSP27NlTplkXIiIi0j4GDap0BEHAkydPCsxO3Lp1C8+ePQMA6OjowN7eHo6OjhgzZox6dqJVq1aFdz9QKoEKCBmCIOD27dvqYHH69Gnk5ubC0tIShoaG6s3cjRs3xty5c+Hl5YXWrVuLFoCuX7+O+fPn48SJExg6dCiCg4NF7+oUHByMfv36ISYmBpaWlqJ1ouvUqROuXLmCESNGoHv37li3bh3Gjx8vythERERU8Rg0SGsUCgUePnxY6IbstLQ0AIC+vj5atGgBJycn9OzZUz070aJFi+LX8oeFqU6zPnMGuHULkMlU7VednIDu3Yttv1pS6enpOHbsGIKCgnDo0CHExMRAX18fNjY2sLCwQEJCAjIzM+Hu7g5PT08MHTpU9KVBKSkp+PLLL+Hn5wcHBwcEBgZi8ODBoj4HoGqLGxoaitmzZ+PChQul3jdSlAYNGuDEiROYNWsWJkyYgIiICHz//feFHjRIRERElRuDBpW7nJwc3Lt3r8DsxN27d5GdnQ0AMDY2VoeI4cOHq1vGNm3aFFJpCf4zfeVAOfXBcXlkMiAiArh5E1ixAujRA1i/Xn2gnKYEQcCtW7fUsxZ5p3HXr18flpaWMDc3x4sXL5Ceno6hQ4fC09MT/fv3R+3atUv0PJpQKBT4448/sGTJEuTm5uKHH37AvHnzStyuVlPHjx+HIAjo378//P39RVk29TpDQ0Ns2LABzs7O+OCDD3Djxg1s27ZNtNbBREREVDF4YB+JJj09Hbdv3y4wO3H//n0oFAoAQN26dQscZufo6IhGjRqVffmQvz8wdSqgUOQPGEWRSgFdXdXMh49PsXd9+fJlvlmL2NhYGBgYoHnz5hAEAVFRUcjJyYGjoyM8PT3h6emJt956q1zfiT99+jTmzZuHiIgITJ48Gd999x3q169fbs8HAO+88w7OnDmDyMhIODg4wNvbGz/99FO5Pd+RI0cwZswYWFtbY9++fW886ZyIiIjKHw/sq0hKZYnPEajKkpKSCt2QHRcXp76Pra0tHB0dMXjw4HzBom7duuVTlL8/MH488Obc/P/kctXHuHGqx/n6qn8kCAJu3LiBQ4cOISgoCGfPnoVMJoOdnR1sbGxgZGSk7nLVrVs3TJkyBZ6enhVyynVcXBw+/PBD7NixA25ubrh48SLeeuutcn9eQRBw5MgReHp6QqFQIDY2tlxmNF41YMAAXL58GV5eXnBzc8P27dvLZUkYERERiY9BozQqcP2/tgiCgPj4+EI3ZCclJQFQbch2cHCAo6Mjxo0bpw4TrVq1Eq3DkUbu3VPNZJQkZLxKEICpU/HS0RHBDx6oZy0ePXoEQ0NDODs7o2vXrrh//z5iY2ORnJyMQYMG4bPPPoOHhwfq1Kkj7uspQlZWFv73v//hu+++g6mpKTZt2oQJEyZUSGteAIiKikJMTAwGDBiA+Ph4yGSycg8aANC8eXNcvHgR48aNw5AhQ/DDDz9g0aJFPNyPiIiokmPQKIkKWP9f0eRyOR48eFBgduL27dt4+fIlAMDAwAAtW7aEk5MT+vbtqw4UzZs3h4GBgZZfAYDp01XLpcpAnpODcFdXjATg4OCAtm3bonnz5ggPD8elS5dgY2OjXhLVq1evCj1UThAEBAQE4IMPPkB8fDwWLFiAJUuWVPgyxuDgYEilUvTs2RNhYWEAIPpm8KKYmppiz549+Pzzz/HRRx8hIiICf/zxh+gntBMREZF4GDQ09er6f6DoPQB5t58/D7Rpo9H6/4qQnZ2Nu3fvFrohOzc3F4DqYs7R0RGtW7fG22+/rV7y1KRJk8rb9Sc0VBX8ykgKoAeAqS4u2HzzJqKiouDi4oJ58+bBy8sL7du318o76Ddv3sT8+fNx7NgxeHh44PDhw2jRokWF1wGogkaXLl1gYmKChw8fAqi4oAGoDvf79ttv0a5dO0ydOhV37tzBnj17YGNjU2E1EBERkeYYNDQh8vr/8pSWllbohuzo6Gj16dPW1tZwcnJC9+7d8c4776hnKBo2bFj1lqNs2lRwdqmUZAA8k5Ph+vPPGDZsGOzs7Mo8Zmk9f/4cX331FVauXAl7e3scOHAAQ4YM0Vo9crkcx48fx6JFiwAADx48QP369bUyozB27Fi0aNECXl5e6NixIwICAtC5c+cKr4OIiIiKx6DxJiKt/4ebm2jLqARBQGJiYoHZicjISMTHx6vv17hxYzg6OmLYsGH5NmRbWlqKUkelcOaMKCEDAPQAeNWpA8yZI8p4paFQKLB+/Xp89tlnyM7Oxrfffov58+drfYlaSEgI0tLS0L9/fwCqoFER+zOK4urqiitXrmDkyJHo2bMn1qxZg8mTJ2utHiIiIiqIQeNNRFj/D4VCtbfj1KkSPUwQBMTFxRW6ITslJQWAajlJ8+bN4ejoiEmTJuXbkF0e5zZUJgqFAjq3bkHUOZibN8UcrUTOnj2LefPmITw8HBMnTsT3338v+sF+pRUcHAwzMzN07NgRgPaDBgDUq1cPx44dw3vvvYcpU6YgIiICP/30U8nOXSEiIqJyw/8jF0ek9f+Qy1XjhIUV2o1KLpfj/v37BWYnbt++jYyMDACqQ8xatWoFR0dHDBw4UB0oHBwcyu1wttJSKBTIzMxUf2RlZeX7vqjbSnq7LDcXSrGLl8kqvF3xo0eP8NFHH2Hbtm3o2LEjLly4UOmWAgUHB6NPnz7qi/gHDx6gR48eWq5K1ahg7dq1cHZ2xoIFC3Dz5k1s3769es3aERERVVEMGsURcf0/pFLI//gDN959t8DsxL179yCTyQAA5ubmcHR0hLOzM8aOHQtHR0c4OTmhcePGZW5jKpfLRbnAf9N98zaXv4lEIoGRkRFq1apV4CPv9vr166u/f/nyJeLi4nD//n2kpqZCAJALQMyYJdfRwa4dO+Dh4QEzMzMRRy4oOzsby5Ytw7fffgtjY2Ns2LABkyZNqrB2tZp6+fIlLl68iN9++w2A6qT3+Pj4Ct0IXhyJRIL33nsPTk5OGDVqFNzc3LBv3z44OTlpuzQiIqIajSeDF8fFRdWyViThAPLmM+rXr68OES1atEDTpk1hZ2cHY2NjZGdnl0sYyAszbyKRSAq96C8qDGhye2G3GRgYFLv5PCUlBcHBwepzLRISEmBsbIy33noLVlZWSEpKwrLjx9FOKd68xqt/RoaGhrCxsUHbtm3Rq1cvDB06FPb29mXeMC8IAvbu3YuFCxciLi4O8+fPx+eff17uwaa09u/fD09PT9y7dw8ODg6IiopC8+bNcfToUfTt21fb5eUTHR0NLy8vxMTEYOvWrRg2bJi2SyIiIqp2NM0GDBrF0ddXLaURSS4AR3t7KBQK5OTkqANBSQJA7dq1y3yB/6bb3xQAyotSqURYWJg6WFy8eBFKpRKOjo5o1qwZ5HI5rl+/jvj4eOjp6cHd3R0/ZWej45UrkJR1Hw0ASKVInzABW9zccPLkSVy9ehVxcXHIzMxU30VXVxdWVlZo1aoV3N3dMWTIEHTq1Al6enoaPcWtW7ewYMECBAcHY+DAgfjll1/QqlWrstdejubNm4f9+/cjOjoaEokEwcHBGDBgAO7fvw97e3ttl1fAy5cvMXHiROzduxfffPMNPvnkk6rXTY2IiKgSY9AoK6USKIezI+rVrYtaxsYwNTWFpaUlLC0tYWZmBgsLC1haWqJOnTqwsrKCtbU1rKysYGJiog4B+vr61e6CKTk5GUeOHEFQUBAOHz6MZ8+ewcTEBO3atUOtWrXw6NEjREZGAgDatGmD/v37o1+/fujRoweMjY1V+146dBCvoNDQAvtoMjMzceTIERw+fBghISGIjo7Gixcv8OpfHXNzc9jb26Njx44YOHAg+vTpA3Nzc/XPX7x4gaVLl+L3339HkyZN8PPPP2Po0KFV4s/T0dER3bt3x9q1awEAa9euxaxZs5Cdna1xwKpoSqUSS5cuxX/+8x+MGTMGGzZsQK1atbRdFhERUbXAoCGGcpjRKGmT0tq1a8Pc3FwdSszNzdUfFhYWxX5vYmJS6S5klUolQkNDERQUhKCgIFy+fBlKpRLNmzdHgwYNkJaWhps3b0Imk6FBgwbo378/+vfvj759+xbdgalnT9UBiWXYS6PU0YFOt24adwaTy+UICQnBwYMHce7cOdy5cwfPnj2D4pWZFSMjI9jY2MDMzAx37tyBUqnEkiVLsHDhQq23q9XUo0ePYGtri507d2LUqFEAgE8//hj+27erD+2rzP7++29MmjQJLVu2xJ49e7R6NgoREVF1waAhBpH3aNzS18ePPj5o164dmjRpgpycHDx58gTx8fGIi4tDfHw8nj59isTERLx8+TLfY3V0dGBoaAg9PT31ZmG5XI7s7Owil17p6OiUKJi8/r2RkZEoQSUpKSnfrEViYiKMjY3RokULSCQS3L9/Hy9evICxsTF69eqFfv36oX///nB0dNTs+aOigDZtIOTklKrVrQAgB8Cnw4bhi7/+yjcTUaJxBAFRUVE4ePAgTp48iZCQEDx58iTfzIeuri7q1asHJycndOvWDYMGDYKLi0ulDR4bN27EiqlTcXb6dBiFhAC3bgEyGWQSCfTatQO6dwemTCm0m1plERERAS8vL2RlZWH37t3o1q2btksiIiKq0hg0xDB3LrB6tShdp5S6ujjt5ITZcrl6KZCTkxP69OmDPn36oGfPnvlacmZnZyMhIQFPnjzJ9/H06dN83yckJKhP/M5jZmYGMzMzGBsbq8OJrq4uBEGAXC5X7w9JS0vD8+fPiwwq+vr6GgeTV782MTFBdHQ0jh49qp61EAQBjRs3hoWFhfp16erqws3NTb0c6q233ip1q97U1athMmsWAKDEPZskEpybPRsemzfD3NwcmzdvLlPr1vj4eCxevBhbt25Fhw4dsHTpUqSmpiI4OBihoaF48OAB0tPT8z3GwsICDg4OcHNzw6BBg9C5c2fUrVu31DWIIioKke7ucExMLLr7Wt7tPXoA69eLdiil2BITEzFq1CicP38eK1euxIwZM7RdEhERUZXFoCGGclr//+TJE5w4cQInTpzA8ePH1ZtsXVxc0KdPH/Tu3Rvdu3fX6HetUCiQlJRUbBjJ+8jOzs73WGNjYzRo0AD16tWDpaUlTE1NYWxsDCMjI+jr60NHRweCICA3Nxepqal48eIFnj9/jhcvXuT7eD3ovEoqlUIikajDjImJCZo0aYJWrVqhXbt2aNCgQaEhxszMDLoa7pHJzc1F37590fb6dazMyoJEqdQsHEqlqn04GzcCPj6IiYnBxIkTcebMGSxevBhLly4tUfDJycnB8uXL8d///he1atXCd999hylTphTarjY9PR0XLlzAoUOHcOHCBdy9excpKSn5Zj+MjIzQuHFjtG/fHn379kWPHj3QrFmziml/6+8PYepUKHJyNOuB/drvsjKSyWSYP38+Vq1ahTlz5uDnn3+utHtMiIiIKjMGDbGIsP5fBuCGiQn0L1xA69atC/w8JiZGHTqOHz+O+Pj4/2vv3uOiqvM+gH8Ghvv9fjeFFAUkBSE0kYu3l+uula21XXyllVK2lbq7aq5r9Zit5Vbent1aLd3C2p4yM30yNOUiioAiKaiId5HbAAPDnbmc5w+aswzXYTgoPX3er9e8GMYzZ84M8PJ8zu/7+31hbm6OqKgoJCQkIDExEZMmTRrQZFZBEKBSqfoMJOXl5VAqlQbPtbCwgLe3N3x8fMSvXl5eaG1txfXr15Gfn4+ioiIAgLu7O8zNzVFVVQWtVgtbW1v4+/vD3d0ddnZ2aG1tFQOKUqnsUiLWkaOjo1GjKV988QUOHz6Mjz76CNOGD4fnq69CfuJE31fh4+KAHTsMrsJrtVps3LgRf/nLX3DfffchOTm5z1WhBEHA/v37sXz5cty4cQMvvfQS1q5d2+8SrLa2Npw7dw4pKSnIyMhAYWEhysrKDOZ9mJubw8fHB6GhoZgyZQoSExPFifOS+ewz4KmnIAhC/0vRZDIgORl44gnpjkdiH3zwAV566SXExsbif/7nf+7+yBEREdHPDIOGVH6q/0drq8m70FlYYFZAAFJv3cKqVauwevVqWFtbd7utvs5fHzpSU1OhUChgaWmJmJgYsdRqIGVGfWlpaTEIIfr7V69eRWFhIW7evNll1aWO7O3t4evri+DgYISEhMDX11cMKPqbnZ0dgPZ5JiqVqtvREmO+b25u7vYYImUyJFla4gFBwEi1GhaCAI1MhlIXF9y85x4UTZyIlpCQHkNMYWEhnnrqKdy8eRPvvfcekpKSup0vcvHiRSxduhQpKSmYMWMGNm3ahDFjxkj2s9DpdLhy5QrS0tJw9OhRnDlzBjdu3OgyOuXq6oqRI0ciJiYG06dPR0REBLy9vfs/x6a4GBg7dkC/77CyAgoKhmwZFQCkp6fjt7/9LRwcHLBv3z6MHTv2bh8SERHRzwaDhpQ+/xx48kmg74+qK5kM2L0brXPn4q9//SveeustBAYGYvv27YiNje3z6YIgoLCwUAwdaWlpqK2thY2NDSZPniyWWkVGRkIul7bRu1arRU5OjrhC1OnTpyEIAjw8PKDT6VBdXQ2gffnTsLAwDBs2DA4ODlAoFF1GTDqfGDs4OHQJHx1HTPQ3V1fXHk+Ws7KyEB8fj8cffxyrV6/uNZjUKZWo6VTy1df8FCcnJ7FszMPDA5MmTYK3tzdcXFxgbW2NzMxMpKamwtPTE8uWLcOcOXPE0DJYIVCvrKwMJ0+exOHDh5GdnY3Lly9DpVIZbGNjY4Phw4cjIiIC06ZNQ3R0NEaNGtX774kEI3iQy4FJk4xewetuuX79Oh588EFcuXIFn376KR5++OG7fUhEREQ/CwwaUvvsM+CZZwCt1qT6f73CwkIsXrwYJ06cwOLFi/H222/3q8RGq9UiPz9fLLXKyMhAY2MjHBwcEBcXJ5ZahYeHm1TLX1FRgZSUFBw8eBCHDh1CTU0NrK2tYW9vj+rqagiCgOHDh4vLziYmJsLNza3XfQqCgLq6ul7LtfT3a2trDZ7bsWyr483a2hpvv/02AgICsHfvXvj7+/e73l4QBDQ3N3cbTDreP3v2LDIyMqDT6RAQEACVSiV+Fj2xtbU1ebWv/sxP6aiurg55eXk4cuQIMjMzceHCBVRWVhpsoy+9Cg8PR1xcHCZNmoTw8PD2v+vTp4EJE/r9uj3qpifJUNPY2IgFCxbgq6++whtvvIE1a9bcmTkwREREP2MMGoPh8mXg2WeBjAyT6v/1dDodPvjgA6xatQr29vbYtm0b5s6da9IhqdVqnDp1Siy1OnHiBFpaWuDq6or4+Hix1Gr06NHdjgxoNBpkZ2eLoxZ5eXkA2leuam5uRltbG5ycnDBt2jRx2dnAwMBB68/R3NyM8vLyXgNJaWkpKioqDJ4nk8ng7u7e6+iI/jF92VZ/VFRU4OGHH0ZWVhYA4NFHH8XGjRvh7OxsctmXMfNT+htSXFxcYG9vL/58WlpaUFBQII6+/PjjjygpKTGY9wG0r3r1oZUV5lZWwryXyf1Gk8uB558Htm4d+L4GmSAIePPNN7F27Vo88sgj2LVrV3szSCIiIuoWg8ZgysuD8PHHOPePfyBUJoO5VgtYWAChocDkyUb3FSgpKcHvf/977Nu3Dw899BC2bdsGPz+/AR1aS0sLTp48KZZanTx5EhqNBt7e3uJoR1hYGC5cuIDvv/8ehw4dQm1tLaysrGBmZobm5mbI5XJMnjxZXHY2MjLSpCvsg0EQBCxatAjJycnYu3cvvL29+1wCuLXTfAMHB4deA4n+e33ZVmlpKVatWoVPP/0UAQEBqKioQFBQEHbv3o3x48eb/F4Ga35Kx/4p3QURR0dHtLW1QaFQoLi4GFevXkVpaSmy29owzuR3041x44AzZ6Tc46D65ptvMH/+fAQGBmLfvn0YPnz43T4kIiKiIYlBY5DdunULw4YNw7fffovfzJ4NmFhuIQgCvv76a/z+979HU1MTNmzYgKSkJMnKNxoaGpCRkYHPPvsMR48eRVlZmfhv5ubm4pXtsLAwzJgxA9OnT0dsbKxJV/3vhH/84x9YsmQJdu7ciQULFvS5fceyrb5W3KqrqzN4roWFBezs7KBSqSCXyxETE4OEhATIZDJ88sknuHnzJlasWIHXXntt0OdkdKe1tbXbZYeNCSlKpRKaTiNyrQAkfRcWFkBbm5R7HHQFBQWYM2cO6uvr8dVXXyEuLu5uHxIREdGQw6AxyL7//nvMmjULV69exYgRIwa8v9raWqxYsQLbt2/HAw88gH/+858ICQkxeX9lZWX4/vvv8d133yElJQX19fWQy+XQarUQBAG2trawsrISl7IdOXKkOOIRHx8PLy+vAb8nqR07dgyJiYlYsmQJNm/eLPn+9WVbZWVlOHDgAHbs2IGqqiqMGTMGvr6+Yr+SysrKLvMz3Nzc4O/v3+PoiP4m6TK0vRAEAU1NTaipqYFSqTT4qr9VVlaisrISVVVVUFZX42JxsfQHotWaHMLvlurqajz66KPIyMjAli1b8MJPjSCJiIioHYPGIHv33Xexdu1a1NfXSzp5ND09HYsXL8a1a9fw5z//GatWrYKVlVWfz1Or1cjKysLBgwexb98+sfu4ftTCxsYGU6dOxYwZMzBt2jRxzoZCoUB6erpYanXx4kUAQGhoqEHXchcXF8neoylu3bqFCRMmICQkBIcOHRq0RmtFRUVYtmwZDh48iGnTpmHTpk1dep9oNBpxZa2UlBRs3LgRzc3NiI2Nhb29vcGoSeeyLUdHR6NW23JxcYFMJoNGo0FtbW2XoNDd/c6PtfUwmuDk5AQXFxe4urrC1dUVLi4ucHFxwX/v2AG5FPMzftIGICQoCPfddx/i4+MRExODsLAw2NjYSPYag0WtVuMPf/gDtm7diqSkJGzZsuWujFoRERENRQwag0mnw8Jnn0VBQQFyc3Ml331LSwvWr1+PDRs2YOTIkeIoR2e3b9/G999/j3379uHIkSNoamqCmZkZdDodZDIZJkyYgF/96leYPn06oqOjjTo5Ly0tNehafu3aNchkMowfP96ga7mDg4Pk77sn+pN4hUKBU6dOwcPDQ/LXUKlUWLduHTZt2gR/f3+8//77ePDBB42a9K5UKvHCCy/giy++wPz587Ft2zY4OjpCEATU1taitLQU165dw5UrV3Djxg2UlJSgrKwMCoUCNTU1UKlUXQIJ0D7Bvac/T7lcDhcXF7i5ucHNzU0MDB3DQ+f7+vkacrkcgiCguLhY/FmnpaXh+4oKSedonJPLcd9PI2gdeXh4IDg4GBMnTkRiYiLGjx8/JEfQAGDHjh1YsmQJYmJi8NVXX8HT0/NuHxIREdFdx6Ahpby89mVqjx0Dzp8H1GqoZTKUOTtj2JNPGj35u7/OnTuHRYsWITs7Gy+88AL+67/+C4WFhdi/fz/27t2Lq1evGmx/zz334Ne//jVmzJiB+Ph4SX5W169fN+haXlpaCnNzc0RHRxt0LR+sq9SCIGDBggX48ssvcfz48QFNvu6OTqfDJ598glWrVqG+vh6vvvoq/vCHP3T7fjQajTi/ofNoQnV1NbKyspCamgq5XI6goCBx+5qamh77dTg5OcHV1RXOzs6wsbGBtbW1GAS0Wi1aW1vR1NSE+vp6cV8d/2RlMhk8PDyMWm2roqJCDBapqaliB/oJEyYgISEBL5w/j4DvvoNsID009H5adar1b3/DxYsXkZubi9TUVJw5cwbXr1/vMpFd3/Nj/PjxSEhIwOTJkzFy5MghsQjB8ePHMXfuXFhbW2Pfvn0YN26ccU/U6X52ZWNERETGYNCQQn+Ws50yBfjoI8m7Id+4cQMrV67EV1991WVJUkdHR0yfPh2zZ8/GtGnTEBAQIOlrd6a/Cq4vszp69CiqqqpgaWkpXp1OTExEdHS0ZGUmmzdvxtKlS7F792488cQTA96fIAhobGxETU0N0tPT8dZbb+HixYuIiorCtGnToNPpeixR6mk5WktLS7i5ucHFxQW2tra4cuUKamtrERUVhVmzZsHDw6PLyII+XPT3RFqj0aCystKoniQ9lU7Z29vD398fo0ePRkREBEaMGAEfHx8Mr6lB0KOP9vsz7VEvfTQqKiqQn5+PtLQ0ZGVl4eLFi13mvpiZmcHb2xtjxozBAw88gKlTpyIiIuKuLD178+ZNPPzww7h48SJ27dqFefPmdd2omwsSsLAAQkKA2NhBuyBBRER0pzFoDJREDfr6q62tDcePH8cXX3yBAwcO4Pbt2+K/6Utpxo4di/feew+JiYl3tbmYTqdDYWGhGDrS0tJQV1cHW1tbg67lERERJnUtP3r0KGbMmIFly5Zh48aNBv+mVqt7HF3oay5D59WW9JydnY0uQer4mI2NjUGJlUajwYYNG/D6668jIiICu3fvxsiRI/v9/vurvLxcHK04cuSIOOI1YsQIjBo1Ct7e3rC1tUVtba1BOOnYUTwNwCQAA5oBY2JncLVajaKiIhw/fhxpaWnIz8/HjRs3uox+ODg4IDAwEJGRkZg6dSqmTJkCPz+/QevtotfU1IRnn30W//73v7FmzRq88cYb7X9/Q+CCBBER0Z3EoDEQn30GPPUU0PdH05VMBiQnA/24+n7r1i18/fXX+Pzzz5GXl2dQZhMYGIg5c+Zgzpw5iImJwbfffouXX34Zra2teOedd/Dcc88NmU7G+q7l+jKrY8eOobGxEY6OjgZdy8eOHQszMzMIgoCGhoZuA8Hly5exdetWuLq6Ijo6GnV1dQb/3tPogpWVlRgCOocDR0dH/Pjjj0hJSYGFhQWWLFmCBQsWwMPDw+Ru3L3JycnBk08+idLSUmzatAnPPfecpCfDCoUCaWlpYrjQT+QfM2aMGPLi4uLg7u7e636amprEkZCNSUn44vx5WAoCTDlSAYBWLsfh996DY0SEWLo1kNK6qqoqnD59Gj/88ANOnjyJS5cuQaFQGIx+WFhYwNfXFyEhIYiNjcXMmTMxduxYyRcNEAQBGzZswJ///GfMmTMHn//mN7B58cU7fkGCiIjobmLQMFVxMTB2LNDN5FyjWVkBBQU9XrVsa2tDWloadu7ciSNHjkChUIj/5uLigoSEBDz22GOYNm0aXF1duzy/pqYGf/rTn/Dxxx8jNjYW27dvR3BwsOnHO0D60YXOIwcKhQKFhYU4f/48rl+/jsrKSuh0Opibm8Pc3BwajQa6HlY5Mjc3h0wmQ1hYGDw9PY0eZejphPa7777DsmXLcOXKFSxZsgRvvPHGHVlJq6GhAcuXL8f27dvx0EMPYfv27X2e+PdEqVQiPT1dDBbnzp0D8J+liRMSEhAfHw9vb2+T9q9Wq+Hm5oZPZs3CQ19+2e+grf9JPm1ujuROZX5OTk5Grbbl7OxsVBjTaDQoLi7GkSNHkJ6ejrNnz+LWrVsGox8ymQwuLi4ICgrChAkTxLlLzs7O/Xpf3Tlw4AD2zpuH7S0tkAH9D2UmXJAgIiIaKhg0TBUXB5w4YdzVyZ50Uzpy48YN7Ny5E19//TXOnz8vzrewtLTE+PHj8dhjj+HBBx9EYGCg0S+TmpqKxYsX4+bNm1izZg1Wrlxp8twIQRBQX1/frxIk/deGhoZu92ltbW0QCJycnMQJ0mVlZSgpKYFOp4OrqyuioqIQFxeHmTNn4u2338aBAweQlZWF8PBwk96PXnFxMZYtW4b//d//RWJiIjZv3oywsLAB7dMU33zzDZ577jlYWFhg165dmDlzZp/PUalUyMjIEINFfn4+BEHA8OHDxRGL+Ph4+Pv7S3KMmZmZiI2NRU5ODqKKi4FnnoGmtRVGFb11uFIv/O534s+4ryaJnUemrKys+uxF4uPjAw8Pj27L8ZRKJbKysnDo0CHk5OTg8uXLqK6uNgi01tbW8PPzw9ixYzFlyhTMmjULwcHB/RttKi6GLiwMaGuDyeOJfVyQICIiGqoYNExx+jQwYYJkuzu8YQPeT0/HiRMnxK7TMpkMw4cPx+zZszF//nxERkYOqGSnubkZ69atw8aNGxEcHIy///3vCA4ONqnvQufJ5vrj1fdZ6GuuQue+DH2VyzQ0NOD48eNiqVVeXp54QhgfH49nnnkGCQkJJp1I19fX480338T7778PX19fvPvuu5g7d+6g1/H3pqysDAsXLkRKSgpefvllbNiwweAzamxsRGZmphgsTp06BZ1OB39/f3HEIiEhAcOHDx+U43vttdewdetWKBQKmJub48yXX0L16KOIA/qeexAXB+zY0e+T5sbGRoMA0tME986lUmZmZkavtmVpaYlLly4hJSUF6enpKCgoQElJCVpaWgz25+bmhpEjRyI6OhozZ85EXFxcz7/Dg3RBgoiI6OeAQcMUL70EfPDBwE4efqIG8AGAlwG4urrigQcewNNPP41Zs2b12R1aEASoVKp+TXSuqKiAQqHosRTJxsbGpInOTk5Od2wOyJ49ezBv3jxERkaira0NZ8+eBQCMGjXKoGt5b70MdDodkpOTsXLlStTV1eHVV1/FH//4xyHTJE6n02Hbtm1YsWIFgoKC8Morr+DmzZtITU1FTk4ONBoNvL29DYJFUFDQHQlIkyZNgp+fH7788ksAwNy5c3H+/HmcT06G2b/+BWRmAoWF/1lNKTQUmDz5jqympFarxdW2+lpxq/NSwk5OTt0GEicnJ5SXl+PChQsoKirC9evXoVQqDQKNnZ0dAgICEB4ejri4OPzmN79BQGWlpBckeludi4iIaChi0DDFuHHAjz9Ktrtyb29UpqRALpf3qxypp9EFMzMzcWWk7kKBs7MzTp8+jb1798LR0RFr167F3Llz4eLiAmtra8ne12C4fPkyoqKiMHHiROzfvx/m5uYGk52PHj2KoqIiAEBYWJi4lO6UKVPEuRa5ubl46aWXkJ2djcceewzvvPMOhg0bdjffloHW1lZkZ2cjNTUV+/fvR15eHgRBgK2tLWbNmiWWQ+m7tt9JdXV1cHNzw9///ncsXrwYly5dwujRo/Hhhx9i0aJFhhsP4f4QgiCgpqbGqEDSuWzL2toa3t7eYolfQ0MD6urq0NDQYLBS2VaZDEmCMLCVufR+6jeCrVul2BsREdEdwaBhCkvL9qu1EmkDYNXN41ZWVrC3t4e9vT0cHBy6fNXfOj9ua2trUGbV+WRU/31FRQW2bt2K3NxcxMXF4YUXXoCrq6vB9j0915jvpX5uU1MTFi9eDI1Ggx07dhh0He+4vUKhQF5eHk6fPo1Tp06hrKwMMpkMQUFB0Ol0uHr1KgIDA7FixQpERETc9ferVqtRWFiInJwc5ObmIj8/Hy0tLXB0dERUVBQiIiJQVFSEb7/9FjExMfjrX/9qMJH7Th7z4cOHkZSUhIyMDAwbNgyrV6/GoUOHkJmZ2WU06E7+bgzmcxsbG1FRUYGKigpUVlaivLxc/L68vFx8rKqqyuC5ZwBJO6hj3DjgzBkp90hERDSoGDT6S6drn8wqMTO0L/lJRP8/tAKQph3lTywsgB6aKxIREQ1FxmaD/ndR+//KzKz9P3yJRzQEtC/V2t1E1Y43Ly+vLmv+d8yAnfNgb993vK9UKrFu3Trs2bNHvGreeTKxFK9j6rYffPABtmzZgi1btmDq1KlG7zczMxPvvPMObt68iXnz5mHJkiWora1FdnY2cnJycPr0aSiVSlhaWiI8PBxRUVGIiopCaGio+DkP9Ph1Oh2Ki4vFEZb8/Hw0NjbCxsYG4eHhiIyMREREBEaNGmWwQlJ3+6qrq8PGjRuRlpaGWbNmYenSpbC1tR30z1/v6aefxvjx4/HKK69g165d2LNnD5KTk+Ho6HjHfyfu5Ouo1WrU1dWJt9raWvG+SqUSv1epVFCpVBB0OmlDRvtBDOlyNCIiIlNxRKMjiedonLeywsrp0+Hj4wMHBwfU1NSgpKREvHVeFtbLywv+/v7w8/ODv7+/eNN/7+fnBzs7O5OO5YcffkBSUhJu376N1157DX/84x8lb2bWXwcOHMCcOXOwdu1avP7660Y95/Lly1i+fDn279+P+Ph4bN68udslcHU6HQoKCnD06FGkpqYiLS0NKpUKtra2iI2NFSeXR0REGL3qlyAIYid0/T6VSiWsra0xadIkcZ9RUVEmfbaCIOBf//oXXnrpJXh6eiI5ORkTJ07s93766/r16xgxYgT27NmDmTNnYtiwYZg/fz42bdo06K8tNX0TyI4lUb19ra2t7bIPZ2dneHl5wdPTE56enrC1tUVrayuUSiVKS0uRV1jIEQ0iIvpFY+mUKSRcdUpnZoajwcFIam3F1atXAQAhISGIi4sTb7a2tgbB4/bt212+r66uNtivi4tLj0FEf3Nycup2MnFTUxNef/11vPfeewgNDcX27dsRHR094PdqiqKiIkRHRyM+Ph579+7tc2WrhoYGrF+/Hu+99x68vb3x7rvv4pFHHjF60rRGo8GZM2fEieXHjh1DU1MTnJycMGXKFHFyeVhYmHgsgiCgqKjIIFgoFApYWloiJiZGXBXq/vvvl3Sy/ZUrV/DUU08hNzcXa9aswZo1a7rtGSGV7du34/nnn0d1dTWSk5OxdOlSXLlyBffcc8+gvWZ/aLVacWU1fUDoLTx0XLYWaB9R9PDwgKenJ7y8vMQQ0d1XuVyOc+fOIScnR7yVl5cDAAICAhAdHY3/PnECXmVl0r1BztEgIqKfGQYNU+TlAZGR0u3vp2UrS0pKkJ6eLt4uXboEoH3Z1o7Bo7t+Ec3NzWIA6S6IlJSUoLy8vMuSnL2FEaVSiRUrVuDMmTN4+eWX8eabb8Le3l66992Huro63H///ZDJZMjOzu71d0oQBOzevRsrVqyAUqnEypUrsWLFij6XCO5LW1sbcnNzxR4eWVlZaG1thYuLCwIDA2FmZobr169DoVBALpcjKipKHLGYOHHigF+/LxqNBuvXr8e6deswYcIEJCcn495Bauz26KOP4tatWzh27BhGjRqFmJgYfPbZZ4PyWnqtra09BoXOj3W3bLONjU23QaG7x1xdXbsNsq2trcjPzzcIFfq/TScnJ0RHR4u3qKgo+Pj4tD9RwgsSXHWKiIh+jhg0THUHGnGVlZUhIyNDDB7nz58HAAQGBhoED2Mbs6nVapSVlfUYRPT3Oy7RKZfL4eDggLq6OlhbW2PmzJmYMmWKQTDx8fGR/Eq6TqfDQw89hPT0dOTm5mLUqFE9bnvq1Cm8/PLLyMrKwrx587Bx40bJr7LfuHEDqampOHz4MA4fPgyFQgGgfVUiQRDg6uqK6dOnY/r06UhMTMSIESMkff2+ZGVl4amnnkJFRQW2bNmChQsXSrr0rVarhaenJ1588UWEhobid7/7HfLy8jB+/Ph+7UffWd7YkiV9A8uOXFxceh1t6Hjfzs6uX5+DTqfDpUuXDEJFfn4+1Go1LC0tMW7cOERHR+P+++9HdHQ07r333p5H2QbpggQREdHPBYOGqS5fBsLCgNZW0/dhZQUUFBjdJVmhUBgED32jumHDhhkEj4E0btPpdFAoFAZBpKSkBBcvXkR6ejqUSiXMzc0N+neYmZnB29u7z3kj/Skbeu2117Bu3Trs378fs2fP7nabyspKrF69Gh9//DHCwsKwefNmJCQkmPS+OystLRVLoY4ePYpr165BJpPhvvvuE/tYxMbGwszMTOzSre9aLggChg8fLo5sJCQkwM/PT5Lj6k19fT1eeeUV7Ny5E3PnzsU///lPuLm5SbLvU6dOISoqCunp6Vi+fDmcnZ3xww8/AGgPIdXV1UaXLLV2+psxNzfvMTR0/urh4QFLS+lmPpSWlhqEitzcXKhUKgDA6NGjDUYrwsPDYWXV3ULUvWBncCIi+gVj0BiIzz8HnnwS6Puj6UomA3bvBh5/3OSXr6mpwbFjx8TgkZ+fD51OBz8/P0yZMkUMHsHBwZJc3daXJy1duhRarRbLly9HZGQkbt++3e0oSecJtO7u7mLwCPDzg19AQJdw4uDggL1792Lu3LlYv349Vq9e3eU41Go1tm3bhjfeeANmZmZYt24dkpKSBjSqUlFRITb9S01NFUtjwsLCxDkWcXFxcHV17XU/SqUSGRkZYqlVQUEBgPbyN/38jvj4eHh4eJh8rH3Zs2cPFi1aBBsbG+zatQvTp0/v9z5aWloMAsLHH3+MAwcOYPbs2di7dy/GjRsHjUaDyspKVFVVdSlZsrW1NbpkycXF5Y50lVepVDh16pRBsLh9+zYAwMfHRxyliI6ORmRkJJydnQf+onfhggQREdFQwaAxUJ99BjzzDKDVGnfVUi5v78Oxc+eAQkZ36urqkJmZKQaP06dPQ6vVwsvLyyB4hISEDOjETqFQYPny5UhOTsbUqVPx4YcfIigoqMt2DQ0NYgBpPn4c3gcPwru4GF41NbAQBLQBOA/gGICdaG9wZmdnh+bmZri7u+NXv/oVAgICDIJIcXEx1q5di6KiIiQlJWHdunUmXbWvrq5Genq6uNqUvixt9OjRBsHC09PT5M8JaB916di1XB9gxo4dK452xMXFSXNS28Ht27fx9NNP48iRI1i2bBnWr1+Ptra2Pkcb9Pf1V/U7srCwEEcTZs+e3WfJ0t3U1tbWZbL2hQsXIAgC7O3tERUVZTBa4efnN3hd1u/yBQkiIqK7hUFDCpcvA88+C2RktAeJ7gKH/vG4OGDHjjtydbK+vh4nTpwQg0dubi7UajXc3NwMgkd4eLhJwSMlJQXPP/88ysvL8frrr2P58uVdl2s14rMRzM0h02pRNnIkHqyqwlUzM8TGxqK8vBwlJSUoLS01uGIuk8ng5+eHoKCgHsu1vLy8DJajra2tRUZGhjhicfbsWQiCgKCgIDFYxMfHw9fXt9+fQ3/cvn1bDB1Hjx7FjRs3YGZmhoiICLHUavLkyUZNutdoNGLJUk+h4dy5cygpKRHnknQkl8v7Lllyd4ejszNCQkKwfPlybNiwAZ988gnmz58/WB9RvwmCgMuXLxuEijNnzqC1tRVyuRz33XefQagIDg42eqliyQyhCxJERER3CoOGlPLy2k8MMjOBwsL2BlsWFkBoKDB5MrBw4V2dzNnU1ISsrCwxeGRnZ6O1tRXOzs6IjY0Vg8e4ceOMLkNqbGzE2rVrsWnTJoSHh2PHjh2I1E+A7efJlUYmg1YQUPv++/BauhSA4XK1Li4uePLJJzFs2LBuy7XaOvQYMDMzg6urKywtLdHc3Iza2loIggB3d3dER0cjMTERDz30ULcjMXfStWvXxNCRmpqKsrIyyOVyhISEYMyYMQgICIC9vT2USmWXMFFVVdUlPNjZ2XUZZRAEAQcOHEBVVRWSkpLw/PPPw8fHB87Ozl0Dpv53+Ngx4Px5QK2GTi7HWY0Gt0eMwH83NWHfrVt3tbdKRUUFcnNzkZOTg+zsbOTm5kKpVAIA7r33XoPJ2uPGjZN0SeEBGaIXJIiIiAYLg8ZgGuJdfFtaWpCdnS0Gj6ysLDQ3N8PBwQGTJ08Wg0dkZGSfJ5anTp3CokWLcPbsWSxduhTrw8Jg/eyz/S4XEfDTSk6fforPZTL86U9/Qk1NDVasWIGVK1f2uFxsY2MjDh48iIMHD+L48eMoLi6GTqeDra2t+LuoUqnQ1NRk8Lzumh92vj+QMiBBEFBbW9vn6kr6W+fmjHq2trbw9PREYGAgRo8eDV9f3y4jEJ6enj0ea0tLC1atWoXNmzdj+vTp2LVrl+HojREnwWoAFgAwZQrw0Ud35CS4oaEBeXl5BqMVN27cAAB4eHgYzKuIiorqcw7NkDDEL0gQERFJhUGDRPqeEfrgcfz4cTQ2NsLOzg6TJk0Sg0dUVFS3q++o1Wq8//77+OQvf8HptjZYAjCl6l0AoJbJECIIGPfII/jb3/7WZQnflpYWnDx5UixDys7Ohlqthqenp1gKlZCQgJEjRxrU3qtUql4bH5aUlHRpfujs7GxQmuXj4wMnJyfY2NhALpeLS7YqFIouIaKystJgpAVon+vQV8mSl5cX3N3dUV5ejmPHjuHo0aNIT0+HSqWCnZ2dQdfy8ePHG10KlJKSggULFkCtVmP79u14+OGHh0xZj0ajQUFBgUGoKCwsFAPjhAkTDEqghg0bNnjzKu6kIX5BgoiIyFQMGtQjtVqNvLw8MXhkZmZCpVLB2toaEydOFINHTEyMQXlKc3Q0LE6dgtyUya8/0QCoDw+Hy48/AmgPQTk5OeIcixMnTqC1tRWurq6Ij48XT7rHjBlj0slnU1OTGBBu3bqFS5cu4erVq7h16xbKy8tRXV0NlUqF5uZmgz4jHVlYWMDGxgZOTk5wd3eHt7c3AgICEBgYiODgYIwaNUosWTLlGPVdy/WlVpmZmWLX8ri4OHFVq9DQ0F7n3FRVVWHRokX45ptv8GF8PBalp0Nm6kTl5GTgiSf6/VRBEHD9+nWDUHH69Gk0NzfD3NwcYWFhBqEiJCRkULueExERkfQYNMhoWq0W+fn5YvA4duwYlEolLC0tcf/99yMuLg6/9vHB/S++KNlrfvzii/j3pUs4fvy4wUm1fsRi7Nix3Z5UC4IApVJpdFfpziVLMpkMbm5uPY42uLq6Qi6XQ61Wo6mpCQqFotsRko6hxMLCwqCvSHf9RvrT/FAfvvTzO06cOIG2tja4u7sb9PAYNWpUl2AjCAK+fOstzFmzBpYATL6ebuTSq1VVVeK8Cv2tqqoKADBixAiDUDF+/Pi7vmoVERERDRyDBplMp9Ph3LlzYvDIyMjA2qoqPI+favkHSA3gIwsLfDttGhITExEbGwtfX98uzeG6+1pZWQm1Wm2wP0tLS6NKljw9PeHu7j7gK+jdNT/sHEZKSkrQ3NwsPkff/LCnINJb88Pm5macOHFCLCfLycmBVquFr6+vGDoSExP/U4YWFwfh+HHIOjRf7Ldumsk1NzfjzJkz4mTtnJwcXL16FQDg5uZmECqioqIGtacIERER3T0MGiQZnU6H1pAQ2BQVSbbPYjs7PDhsGCorK7vMnQAABweHHhvBdf7q5OQ05Gr69ZPF+5o30lvzw+7CiL+/PwAgMzNTLLU6c+YMBEHAiBEjsGDsWKz99lvJ3se+tWtxsKICOTk5OHv2LLRaLaytrREREWEQLAIDA4fcz4CIiIgGB4MGScvSsn0VHYm0AQgbORK2traws7ODnZ0d7O3tYW9vDwcHB1hbW0Mul4s3CwsLg+97u0m97WB2t9Y3P+wpiJSUlKCystLgOQ4ODgbBw9XVFY2Njbh9+zZ+m5GBx+vqJBt5+hDAh53mVYSFhd3VZXCJiIjo7mLQIOnodO2rEUlsxtSpUGu10Gg0Rt3UanWXx7QDKQ8ykkwmG5SgY+x2QHvZUkNDAxoaGqBSqVBXV4e6ujrU1tZCqVRCqVRCEAScATBOwveuDQ+H+U8T94mIiIgA47MBl3uhvpmZtfcDkHBEAxYWOPTDDwPejSAI0HYTVroLJf0NMYO1fUtLiyT77thVXS9kwJ+oIfMLFyTeIxEREf1SMGiQcUJCACmvbIeGSrIbmUxmcOX/l0Sn00Gr1f4nmLS1wVLqCdhqNftBEBERkUl+eWdnZJrY2PZux8Y0fuuLXN7eKZkGxMzMDGZmZobzJQZh5Ikhg4iIiEzBMwgyzsKF0oQMoH0/CxdKsy8yFCJx8ZREI09ERET0y8OgQcaJiACmTGkfjRgIubx9PxER0hwXGYqNHfjPSI8jT0RERDQADBpkvI8+GvjqU+bm7fuhwcGRJyIiIhoiGDTIePfeC+zcCZjamE0ma3/+vfdKe1z0Hxx5IiIioiGCQYP65/HHgeRkwMrK+JNZubx9+927259Pg4sjT0RERDQEMGhQ/z3xBFBQAEya1P59T4FD//gDD7Rvz5BxZ3DkiYiIiIYALm9Lprn3XiA9HcjLaz8pzcxsX/5WrW5fEjU0tH0i8cKFLL+5Gx5/HBAE4JlnAK3WuHkbcnn7SMbOnQyFRERENGAyQRCEvjYyts04EZu7DTGXLwPPPgtkZLQHie4Ch/7xuDhgxw6OZBAREVGvjM0GHNEgaTFkDC0ceSIiIqK7hEGD6JcgIsIwSHDkiYiIiAYZzzSIfokYMoiIiGiQ8WyDiIiIiIgkx6BBRERERESSY9AgIiIiIiLJMWgQEREREZHkGDSIiIiIiEhyDBpERERERCQ5Bg0iIiIiIpIcgwYREREREUmOQYOIiIiIiCTHoEFERERERJJj0CAiIiIiIskxaBARERERkeQYNIiIiIiISHIMGkREREREJDkGDSIiIiIikhyDBhERERERSY5Bg4iIiIiIJMegQUREREREkmPQICIiIiIiyTFoEBERERGR5Bg0iIiIiIhIcgwaREREREQkOQYNIiIiIiKSHIMGERERERFJjkGDiIiIiIgkx6BBRERERESSY9AgIiIiIiLJMWgQEREREZHkGDSIiIiIiEhyDBpERERERCQ5Bg0iIiIiIpIcgwYREREREUmOQYOIiIiIiCTHoEFERERERJJj0CAiIiIiIskxaBARERERkeQYNIiIiIiISHIMGkREREREJDkGDSIiIiIikpzcmI0EQQAAqFSqQT0YIiIiIiIa2vSZQJ8RemJU0KivrwcABAQEDPCwiIiIiIjo/4P6+no4OTn1+O8yoa8oAkCn06G0tBQODg6QyWSSHiAREREREf18CIKA+vp6+Pr6wsys55kYRgUNIiIiIiKi/uBkcCIiIiIikhyDBhERERERSY5Bg4iIiIiIJMegQUREREREkmPQICIiIiIiyTFoEBERERGR5Bg0iIiIiIhIcv8HmQTaRNra1zsAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"barbell_graph = nx.barbell_graph(8, 2)\n",
"helpers.plot_graph_plain(barbell_graph)"
]
},
{
"cell_type": "markdown",
"id": "0b860f9c",
"metadata": {},
"source": [
"### III. Client request parameters\n",
"- `alpha`, `beta`: hyperparameters for weighted importance of objective (`alpha`) versus constraint (`beta`)\n",
"- `n_samples`: number of samples (size of distribution to collect)\n",
"- `num_partitions`: number of partitions\n",
"- `sampler_type`: `\"eqc1\"` or `\"csample\"`\n",
"- `job_type`: `\"graph-partitioning\"`"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "f8ce595a",
"metadata": {},
"outputs": [],
"source": [
"# Constraint-objective hyperparameters\n",
"alpha = 5\n",
"beta = 1\n",
"# Num samples\n",
"n_samples = 1\n",
"# Number of partitions\n",
"num_partitions = 2\n",
"\n",
"# Job and sampler type\n",
"sampler_type = \"dirac-1\"\n",
"\n",
"job_type = \"graph-partitioning\""
]
},
{
"cell_type": "markdown",
"id": "ebb39e20",
"metadata": {},
"source": [
"### IV. Instantiate client, pass job parameters, and execute\n",
"\n",
"- Requirement: `QciClient` client token\n",
"- Preliminary: Use `upload_file()` of `QciClient` class instance to upload the problem and retrieve `file_id` \n",
"- Next: Pass `file_id`, alongside the above parameters, to request body call, `build_job_body()` of `QciClient` class\n",
"- Last: Execute job with `process_job()` of `QciClient` class instance"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "41a0bfbb",
"metadata": {},
"outputs": [],
"source": [
"token=\"your_token\"\n",
"url = \"https://api.qci-prod.com\"\n",
"q1 = QciClient(api_token=token, url=url)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "4d07ee5a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2024-05-08 10:58:19 - Dirac allocation balance = 0 s (unmetered)\n",
"2024-05-08 10:58:19 - Job submitted: job_id='663bbd3bd448b017e54f94be'\n",
"2024-05-08 10:58:19 - QUEUED\n",
"2024-05-08 10:58:22 - RUNNING\n",
"2024-05-08 10:59:11 - COMPLETED\n",
"2024-05-08 10:59:13 - Dirac allocation balance = 0 s (unmetered)\n"
]
}
],
"source": [
"graph_file = {\"file_name\": \"gp_example\", \"file_config\": {\"graph\": {\"data\": barbell_graph}}}\n",
"file_id = q1.upload_file(file=graph_file)[\"file_id\"]\n",
"job_body = q1.build_job_body(job_type=job_type, graph_file_id=file_id, \n",
" job_tags=[\"partition\", \"example\", \"!\"], \n",
" job_params={\"device_type\": sampler_type,\n",
" \"num_samples\": n_samples, \n",
" \"alpha\": alpha,\n",
" \"beta\": beta,\n",
" \"num_partitions\": num_partitions})\n",
"\n",
"res = q1.process_job(job_body=job_body, wait=True)"
]
},
{
"cell_type": "markdown",
"id": "3e5b897f",
"metadata": {},
"source": [
"### V. Evaluate solution"
]
},
{
"cell_type": "markdown",
"id": "b0638984",
"metadata": {},
"source": [
"In this example, we use our imported `helpers` package to map and plot our solution. We map the returned solution in `res` to a list of dicts, as shown below, where: \n",
"- `'class'`: partition index \n",
"- `'id'`: node index:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "b84a4eee",
"metadata": {},
"outputs": [],
"source": [
"results = res[\"results\"]\n",
"best_found_solution = results[\"solutions\"][0]\n",
"\n",
"solution_dict = []\n",
"for i, part in enumerate(best_found_solution):\n",
" solution_dict.append({'class': part, 'id': i})"
]
},
{
"cell_type": "markdown",
"id": "6ed96b32",
"metadata": {},
"source": [
"`helpers` utilizes its `plot_graph_classes()` method to loop through the array of `dict` elements, place each `'id'` in one of k solution arrays, where k is the number of partitions, and then plot the array set using `networkx.draw_networkx_nodes()` (with a designated color set):"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "110025c6",
"metadata": {},
"outputs": [
{
"data": {
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RkQ7fdypoBAcHWwerV6+ee+5MRERERET+cLKzs2nevLk1IzjiVNCwtEvVq1dPQUNERERERKqcUqHJ4CIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nYKGiIiIiIi4nZetX0DIiIiIiKuyMmBgwehsBB8faFdOwgKqu27kvIUNERERESkztu7F+bMgYQEOHwYTKbf3zMYoE0biI2FyZMhKqr27lN+p9YpEREREamzUlJg1Cjo3Blmz4ZDh2xDBph/PnTI/H7nzubjU1Jq537ldwoaIiIiIlInzZ9vrk6sXm3+uaSk8uMt769ebT5v/vyavT+pnIKGiIiIiNQ5zz0HEydCQUHVAaO8khLzeRMnmseR2qGgISIiIiJ1yvz5MH26e8aaPh3ee889Y4lrFDREREREpM5ISYH77nPvmNOmac5GbVDQEBEREZE6Y9Ik11ulqlJSYh5XLi4FDRERERGpE/buhcTEmgkaiYmwb597x5XKKWiIiIiISJ0wZw541dAub15e5uVv5eJR0BARERGROiEhwf3VDIuSEli2rGbGFvsUNERERESk1p0/b97xuyYdOgQ5OTV7DfmdgoaIiIiI1Dp7O367m8kEBw/W7DXkdwoaIiIiIlLrCgsvreuIgoaIiIiI1AG+vpfWdURBQ0RERETqgHbtwGCo2WsYDObryMWhoCEiIiIitS4oCNq0qdlrtG1rvo5cHAoaIiIiIlInxMbW7D4aMTE1M7bYp6AhIiIiInXC5Mk1u4/GlCk1M7bYp6AhIiIiInVCVBSMHOn+qoaXl3ncTp3cO65UTkFDREREROqMuXNrJmjMneveMaVqChoiIiIiUme0bg1vveXeMd9+2zyuXFwKGiIiIiJSp0yYAM8+656xnnsO7rnHPWOJaxQ0RERERKTOefJJePdd8PMDT0+TS+d6eZnPmz8fnniihm5QqqSgISIiIiJ10oQJsHcvhIXtBcDDw1jp8ZZAMnSo+TxVMmqXgoaIiIiI1FmNGmVz6tRV+Pn1ZNIk4287e5evcJiAg/Tv/xN798KKFZqTURfU0JYoIiIiIiIX7p133qGoqIipU6/m7bfNX107derDsWO+FBSYKC3N5f33p/Ppp/Pw8PCgU6fltXzHYqGKhoiIiIjUScXFxbzyyisYDAb+9re/WV8/ceIA3t578PTcRmDgQc6cOUpMTAxr1qwhLy+vFu9YylLQEBEREZE6aeHChWRmZjJ06FBatGgBQG5uLufOncNgMODh4UFERARpaWnExMRQWFjI6tWra/muxUJBQ0RERETqHJPJxDPPPAPAk08+aX09LS3N+vcGg4HIyEjS0tLo0KEDrVu3ZtmyZRf7VsUBBQ0RERERqXNWrVrFoUOHaNGiBUOHDrW+Xj5oWCoaBoOBmJgYEhISMJlcWw5XaoaChoiIiIjUOf/4xz8AePTRRzEYDNbXU1NTrX9vCRqW12JiYkhJSSE5Ofni3qzYpaAhIiIiInXKrl27SEpKws/PjzvuuMPmvbS0NOrXr4/RaLQGjePHj2M0Ghk6dCi+vr5qn6ojFDREREREpE556aWX8PDw4O677yY4ONjmvbS0NCIiIigtLQUgIiKC4uJiTp8+TWBgIIMHDyYhIaE2blvKUdAQERERkTojNTWVzz//HKPRyLRp0yq8n5aWRmRkJKWlpdaKhuV1MLdPrV27ltzc3It631KRgoaIiIiI1BlvvPEGBoOBIUOG0KlTpwrvp6amWisaluVt4fegERsbS1FRkZa5rQMUNERERESkTjh37hz//ve/KS0t5YEHHrB7TNnWKYPBQFhYGJ6entag0b59e9q0aaP2qTpAQUNERERE6oR3332X/Px8IiIiGDNmTIX3S0pKSE9PJzw83DpHw9PTk7CwMGvQsCxzu2zZMi1zW8sUNERERESk1hUVFfHaa6/h4eHBtGnT8PLyqnBMRkYGRqORZs2aAeDhYf4qW3aJWzC3Tx05coRffvnl4ty82KWgISIiIiK1buHChaSnp+Ph4cE999xj9xhLmAgNDQWw7q9h2bTPYsiQIfj6+qp9qpYpaIiIiIhIrTKZTLz88sv4+/szbtw4mjRpYvc4S5ho3Lgx4DhoBAQEMGTIEO2nUcsUNERERESkViUmJvLzzz+Tn59vd0lbi7S0NHx8fKx7azgKGmBun0pKSiInJ6fmblwqpaAhIiIiIrXqlVdeITg4mD59+tC7d2+Hx1lWnCouLgZs52hkZWWRl5dnPTYmJkbL3NYyBQ0RERERqTU7d+5k5cqVnD9/nqlTp1Z6rGUPjaKiIsC2ogHYVDXat29P27ZtNU+jFiloiIiIiEitefXVVwkODqZx48bcdNNNlR5rqWhYgoalohEZGWl9v6zY2Fgtc1uLFDREREREpFYcO3aMzz77jOLiYiZOnIifn1+lx5cPGhaWikbZJW7B3D519OhR9u/f794bF6coaIiIiIhIrfjXv/6Fr68vRUVFTJ48udJjTSYTaWlpREZGVqhoBAYGEhISUqGiMWTIEPz8/NQ+VUsUNERERETkosvKymLu3LkEBgYSHx9PixYtqjw+Ly/PbusU2F95yt/fn6FDh2qZ21qioCEiIiIiF928efMoLCzk9OnTlS5pa2EJEfYmg1teLx80wNw+pWVua4eChoiIiIhcVEVFRbzxxhtERkbSsWNHhg0bVuU5FxI0iouLWbVqlZvuXpyloCEiIiIiF9Vnn33G8ePHOXbsGNOmTbMJDI5YQkR4eLjTrVMA7dq1o3379mqfqgUKGiIiIiJy0ZhMJl599VXat2+Pv78/t912m1PnpaamEhoaio+Pj92gERkZyYkTJygtLa1wbkxMjJa5rQUKGiIiIiJy0Xz33Xf8/PPPnD59mjvuuIN69eo5dZ5laVvAYUWjtLSUjIyMCufGxMTw66+/snfvXjd8AnGWgoaIiIiIXDSvvPIKbdq0ITMzs8qdwMuyLG0LOJyjYTmuvMGDB+Pv76/2qYtMQUNERERELort27fz/fff4+XlxfDhw+nUqZPT59qraDgbNLTMbe1Q0BARERGRi+LVV18lPDyc5ORkp5a0LSs1NdUmaHh6etq0TjVp0gRvb2+7QQPM7VPr1q3j/Pnz1f8A4hIFDRERERGpcUePHuWLL76gRYsWNG/enDFjxjh9rmW/jbJBw8PDw6ai4eHhQbNmzRwGjdjYWC1ze5EpaIiIiIhIjfvXv/5FcHAwO3fuZMqUKXh5eTl97vHjxwFs5mh4enpWOM7RErcAbdq04YorrlD71EWkoCEiIiIiNSozM5N3332Xnj17YjQamTBhgkvnl92sD+xXNMAcRBwFDTC3TyUkJGiZ24tEQUNEREREatTcuXMpLi4mOTmZv/zlLzRp0sSl81NTUwEqzNEoHzQqq2iAuX0qNTWVPXv2uPgJpDoUNERERESkxhQWFvLGG28wZMgQjh075tKSthZpaWkEBgZa99xwVNGIiIiwhhJ7oqOjCQgIUPvURaKgISIiIiI15tNPPyU9PZ28vDx69+5Nnz59XB7DsoeGJVhYgkZ5ERER5OTkkJ2dbXccPz8/LXN7ESloiIiIiEiNMBqNvPrqqwwbNowffvjB5SVtLcruoQGVVzQsxzsSGxvLunXrHIYRcR8FDRERERGpEcuXL2fv3r00bNiQxo0bc9NNN1VrnLJ7aEDlczSg8qARExNDSUmJlrm9CBQ0RERERKRGvPLKK/Tq1YvExEQmTJiAn59ftcZxtqIRHh5uPd6R1q1b06FDB7VPXQQKGiIiIiJSbTk5sHMnbN5s/jUnx/z6tm3bWLNmDVdddRXnz59n8uTJ1RrfaDRy/Phx6x4a4Dho+Pv706hRo0qDBpjbp7TMbc1zfqcUERERERFg716YMwcSEuDwYSj7fd1ggDZtwMPjFJGRo9iwYQPx8fG0bNmyWtc6deoUxcXFdisa9lS1xC2Y26f++c9/8vPPP9O1a9dq3ZdUTUFDRERERJySkgKTJkFiInh5QUlJxWNMJjh0CGAEEENq6goeeyyw2tcsv1kfOK5oWI6rbIlbsF3mVkGj5qh1SkRERESqNH8+REXB6tXmn+2FDFvev/06jIkT+zN/fvWu6yho2JsMbjmuqoqGr68vw4YNIyEhoXo3JU5R0BARERGRSj33HEycCAUFzgSM8rwoKDAwcaJ5HFelpaXh6elJ06ZNra9VVdGoKmiAeZ7G+vXrtcxtDVLQEBERERGH5s+H6dPdM9b06fDee66dk5qaSrNmzfD09LS+VtUcjYyMDIqLiysd17LM7cqVK127IXGagoaIiIiI2JWSAvfd594xp00zj+us8kvbAhQXF1da0TCZTKSnp1c6bqtWrejYsaPap2qQgoaIiIiI2DVpUnVapSpXUmIe11n2gkZVrVOW86oSGxvL8uXLtcxtDVHQEBEREZEK9u41ry5VE0EjMRH27XPu+LS0NJs9NKDyoGE51pmgERMTQ1paGrt373buZsQlChoiIiIiUsGcOeYlbGuClxfMnu3csampqQ4rGvY0bNgQX1/fKpe4BRg0aBCBgYFqn6ohChoiIiIiUkFCgvurGRYlJbBsWdXH5eTkkJ2d7VLrlMFgcHrlKV9fX4YPH84yZ25GXKagISIiIiI2zp837/hdkw4dgpycyo+xt4cGmIOGwWCwGzQsxzsTNMDcPrV+/XrOnTvn1PHiPAUNEREREbFx6JB5h++aZDLBwYOVH2MJC/bmaDjasA9cDxqlpaUkJiY6dbw4T0FDRERERGwUFtaN61jmWTiqaDjiStBo2bIlUVFRap+qAQoaIiIiImLD17duXCctLY0GDRrg7+9v83plczTg96Dh7LK1MTExWua2BihoiIiIiIiNdu2gkoKBWxgM5utUxt4eGiaTieLi4krnaERGRpKfn09WVpZT9xITE8Px48fZtWuXU8eLcxQ0RERERMRGUBC0aVOz12jb1nydytjbQ6O4uBigyjkagFNL3AIMHDiQoKAgLXPrZgoaIiIiIlJBbGzN7qMRE1P1cY720ACqnKMBzm3aB1rmtqYoaIiIiIhIBZMn1+w+GiNGHKjyOHutU5agUdkcjWbNmlnPd1ZMTAwbNmxwut1KqqagISIiIiIVREXByJHur2p4eBjx9/+B66/vyKRJk8jIyLB7XElJCRkZGZVWNBwFDR8fH0JDQ10OGlrm1r0UNERERETErrlz3R80fHw82LGjD6+//jr//e9/adeuHc8//zz5+fk2x6Wnp2M0Gu3uoQGVVzTAtSVuAVq0aEHnzp3VPuVGChoiIiIiYlfr1vDWW+4d8+23oUMHHx544AEOHjzIxIkTeeaZZ+jQoQMLFizAaDQCle+hAZXP0bCc50rQAHNVY9myZVrm1k0UNERERETEoQkT4Nln3TPWc8/BPff8/nPDhg15/fXX2bt3L7179+a2226jb9++rFu3zhoSqjNHA8xL3LoaNGJjY0lPT2fnzp0unSf2KWiIiIiISKWefBLefRf8/MDT07Wn/V5e5vPmz4cnnrB/TLt27fjf//5HUlISANHR0cyaNQsfHx8aNWpkc6wzczSgehWNAQMGEBQUpPYpN1HQEBEREZEqTZgAe/dC27a/AmAwlFZ6vCWQDB1qPq9sJcORQYMGsXnzZhYsWEBKSgpFRUX89a9/5ezZs9ZjXJmjcerUKQoLC6u+8G98fHwYMWKEgoabKGiIiIiIiFNatTLh4XENo0c/hJ/f+4SEnLSzg7gRg+EgPXpsZO9eWLHCPNfDWR4eHtx6663ExsbSqlUr5s+fT7t27fjXv/5FUVGRS3M0AI4fP+7CJzS3T23YsIHMzEyXzpOKFDRERERExCk//PAD+/fvp1evQPLzJ7Jhw2mys6F797u46qp7ge4MG3Y9YWHRFBffS6dO1b9Weno6/fr14+DBg9x44408/PDDdO7cme+//x5wrnUKXNtLA8wTwo1Go5a5dQMFDRERERFxyty5c2nXrh3ff/89w4YNIyoqiqAgCAhIplmzX4Gf6Ny5JVlZWfz000/WlaOqw7JZX9OmTZk7dy4//fQTbdu2ZcaMGQBkZ2fXSNCIjIykS5cuap9yAwUNEREREanSmTNn+PLLL4mLi2Pjxo1MmzbN+p7RaCQgIAAwf8HPz8/Hw8ODhISEal3LZDKRlpZms4dGly5dWL58uTVobNiwgd27d3Ps2DG7Y4SEhBAQEOBy0ABz+9SyZcusS+1K9ShoiIiIiEiVPv74Y4xGI6dOnaJ58+aMHTvW+p7JZCIwMBAwf8E3GAy0a9eOpUuXVutamZmZ5OfnV1jaFsyBA6Br166cOXOGK664gunTp3P+/Hmb4wwGQ7WWuAVz+1RGRoaWub1AChoiIiIiUimTycS8efOIi4vjq6++YvLkyXiV2TLcaDTi4+NDSEgI586do2PHjjRs2JCVK1dSUFDg8vUc7aEBv6861apVK6Kjo3n44Yd57bXXaN++PfPmzaOkpMR6bHWWuAXzMrfBwcFqn7pAChoiIiIiUqn169ezb98+QkNDMRqNTJgwweZ9o9GIh4cHzZo148SJE/Tt25dz586Rl5fH2rVrXb6eM0HDYDDg7e3Ns88+S3JyMiNHjmTSpEn06NGD7777znp+deaJeHt7M3LkSGvrV04O7NwJmzebf83JcXnIy5KChoiIiIhUat68ebRt25bExERuvvlmQkNDbd43Go0YDAaaNWtmXS3ql19+oXnz5tVqn0pLS7OOV15RUZF1xSnLZPDmzZvz8ccfs3XrVho0aMA111xDTEwMvr6+1apoAHTrNo4NG/5C69al1KsHPXpAv37mX+vVg3bt4P77zXuEiH0KGiIiIiLi0NmzZ/niiy8YNGgQKSkpTJ06tcIxJpOpQkXDaDTSs2dPli5disnk2m7iqamphIaG4uPjU+G9oqIiu68D9OrVi7Vr1/LVV19x8OBB/vOf//Drr7+Snp7u9LVTUmDUKJgx48/AZI4c8aT87ZtMcOgQzJ4NnTubj09JceUTXh4UNERERETEoQULFlBaWsrRo0fp1asXffr0qXBM+dapLl26EBAQQMOGDTl8+DC//PKLS9e0LG1rjyVomEwmu8vbGgwGrr/+evbs2cOdd96J0WikXbt2PP/88+Tn51d63fnzISoKVq+2vOJd6fGW6SCrV5vPmz+/qk92eVHQEBERERG7LJPAR44cyerVq5k2bZrdL/flg4aXlxc9e/YkMzMTPz8/l9unLiRoWPj4+DBp0iQArr32Wp555hk6dOjAJ598YnfZ2ueeg4kToaDg9wDhrJIS83kTJ5rHETMFDRERERGxa8OGDezZswd/f38aNWrEzTffbPe4snM0cnJyyMnJoW/fvmzbto1hw4ZVK2iU3UOjLGeDBmAd45ZbbmHv3r307t2b8ePH069fP9atW2c9bv58mD7dpVt0aPp0eO8994z1R6egISIiIiJ2zZs3j9atW7Ny5UomTJiAn5+f3ePKztEAOHHiBP369ePYsWMMHDiQdevWce7cOaevm5qaWmVFA6gyaDRt2hQPDw/S0tJo164d//vf/1i7di0mk4no6GhuuOEGVq8+wn33OX1rTpk2TXM2QEFDREREROzIzMzkiy++oHv37uTk5DB58mSHx5ZtnQKsE8IBGjVqRElJCYmJiU5dt6CggDNnzlQaNLy9vZ2aYO7l5UVYWJjNErfR0dFs3ryZjz/+mC1btjB8+AEKC0udujdnlZTAb11blzUFDRERERGpYMGCBZSUlLBv3z7Gjh1Lq1atHB5rCRphYWGAOWhERkYSHh5OSkoKnTt3drp96vjx44D9PTTAtdYpyzjll7j18PBg/PjxLFp0AJNpJCaTp1P35qySEkhMhH373DrsH46ChoiIiIjYsEwCHzBgAPv372fatGmVHm+ZoxESEoKfnx8nTpwAoG/fvmzevJm4uDgSEhLsTsIuzxIK3DFHAyrfHfyDD/wos8G5W3l5mZe/vZwpaIiIiIiIjU2bNvHzzz9jMpno0KEDw4cPr/R4S0Wj7KZ9AP369WPr1q1cc801nDx5kh9//LHKa1vanNwxR8MyjqOgkZDg+gpTziopgWXLambsPwoFDRERERGxMW/ePJo3b8769euZOnVqlV/oLZPBAesSt2CuaOTk5FC/fn3q16/vVPtUWloaQUFB1KtXz+77ZSsaznAUNM6fh8OHnRqi2g4dgpycmr1GXaagISIiIiJWWVlZLFy4kHbt2uHv788dd9xR5TmWigbYBo2ePXvi4eHBjz/+yOjRo50OGo6qGVC91qnMzMwKm/UdOkSFHb/dzWSCgwdr9hp1mYKGiIiIiFh98sknFBcXs3v3bm6//XaHlYWyLHM0wDZoBAUF0aVLF+s8jW3btlnbqhypbA8NcD1oWMYqX9UoLKzyVLe4WNepixQ0RERERAQwt0DNnTuXq666itOnTzN16lSnznNU0QBz+9SmTZu45pprMBgMJCQkVDpWZXtoQPXmaFjGLcvXt8pT3eJiXacuUtAQEREREQA2b97M7t27ycnJYejQoURFRTl1Xvk5GmfOnKGoqAgwTwjfs2cPfn5+9O3bt8r2KVdap5xhGat8RaNdO3Aip1wQg8F8ncuVgoaIiIiIAOZJ4M2aNWPv3r1VLmlbVvmKBmBtkerbty8mk4lt27YRFxdHYmKiNYTYG+f48eNunaNhmVhePmgEBUGbNk59vGpr29Z8ncuVgoaIiIiIcO7cOT7//HPCw8OJjIwkPj7e6XPLztEou2kfQMeOHQkODrbO0zh//jzr1q2zO86pU6coKSmpdI5GcXGxS0EDHK88FRtLje6jERNTM2P/UShoiIiIiAiffPIJRUVF7NmzhylTpuDlwjdwexUNS9Dw9PSkd+/ebNq0ie7duxMeHu6wfaqqPTTA9TkalvHsBY3Jk2t2H40pU2pm7D8KBQ0RERGRy5xlEninTp0wGo1MmDDB5fMtQaNJkyZ4enrarC5l2SEcIDY21mHQsIQBd87RsIxnL2hERUHv3lmAe9OGlxeMHAmdOrl12D8cBQ0RERGRy9zWrVvZtWsXp0+f5qabbiI0NNSl88tWNDw8PGjatKnNylP9+vUjPT2dY8eOMWbMGJKTkzloZ4OJtLQ0PD09K72+q3M0wLzEbfmgUVxczNNPP822bT0xGEoA922q4eUFc+e6bbg/LAUNERERkcvcvHnzaNKkCenp6S5NArcoGzTA/hK3YF7Vavjw4fj4+NitaqSlpREeHo6np6fDa1UnaERERHD8+HFKS0sBOHDgAAMHDuT5559n5sw7mT3bG3DfElRvvw2tW7ttuD8sBQ0RERGRy1h2djafffYZ9evXp1evXvTp08flMcpOBoeKQaNp06a0bNmSzZs3ExQUxJAhQ+wGjar20IDqz9EoLS0lIyOD+fPn06NHD86ePcv69et56qmnmDTJk2efdWqoKj33HNxzj3vG+qNT0BARERG5jH3yyScUFhZy4MABpk6d6vSX97LKztGAikEDft+4DyAuLo61a9eSk5Njc0xVe2hA9edoAIwbN46JEycybtw4duzYYa20ADz5JLz7Lvj5ub4SlZeX+bz58+GJJ1w791KmoCEiIiJymbJMAm/VqhWNGjXi5ptvrtY4VbVOgXmexo8//khxcTFxcXEUFRWxcuVKm2NcDRrOhqJffvkFgB07dvD111/z7rvvEmRng4sJE2DvXujd2xKAiisd1xJIhg41n6dKhi0FDREREZHL1LZt2/jpp584ceIEEyZMwN/fv1rj2AsaGRkZ1jkRYK5oFBQUsHv3btq2bUuHDh0qtE+lpaVVuocGuBY08vPzue+++7j11lsxGAw8/vjjXHfddZWe07o1DBw4C2/v7jRosJBmzXIBo80xlh2/p0wxB4wVKzQnwx4FDREREZHL1Lx582jQoAH5+flMnjy52uOUn6MRFhZGaWkpp0+ftr7Wo0cPvLy8rMvcxsXFkZCQYG2BOn/+PNnZ2W6bo7Fz50569uzJ/PnzefPNN4mMjKzQqmVPSUkJH330EZ6evzBp0h6eeeYTDIb6eHv34ZFHvmTHDsjOhgMH4M03tYRtZRQ0RERERC5DlkngPj4+xMfH06pVq2qPZa+iAdi0T/n7+9OtWzebeRrHjx9n586dgHN7aBiNRkpKSiqdo2E0GnnllVfo06cPPj4+bNu2jfvuu8/uErf2fPfdd2RkZFBQUMDYsWN/m6AegsHwE61aZdC9O9jpuhI7FDRERERELkOfffYZ+fn5ZGRkMHXq1Asay95kcMBm0z6w3bhv4MCBBAcHW9unnAkaxcXmOROOWqeOHTvG8OHDeeyxx3jwwQfZvHkznTt3to7rTND44IMPaNKkCY0bN6Zv376kpqZa27mqM1H+cqagISIiInIZmjdvHmFhYXTo0IHhw4df0FjlKxphYWEAdieE//LLL2RmZuLj48OoUaNcChpFRUWA/aDx+eef07VrVw4ePMiqVat4+eWX8fX1tb4fERFBampqpZ/jzJkzLF68GA8PD+Li4vD09OTYsWNERka6tMqVmCloiIiIiFxmfvzxR7Zv3056ejpTp061CQmusnwBL/ul38fHh0aNGtld4hbMO5GDuX1q8+bNnDp1itTUVBo2bFjphPSyQcNyzXPnzjF+/HjGjRvHNddcw65duxg6dGiFc52paHz22WfW/TbGjh0LoIrGBVDQEBEREbnMzJs3j3r16uHv788dd9xxQWMZjeYVmcqHFXtL3LZv354GDRpY26diYmIwmUwsX77c6aVt4feKRnp6OldeeSVLlixhwYIFfPbZZzRo0MDuuREREZw/f57z5887HP+DDz6gU6dO1mqLyWTi2LFjNG/evPJ/CGKXgoaIiIjIZeT8+fN8+umnlJaWcvvtt1OvXr0LGs9S0XAmaBgMBvr06WOdEB4WFkavXr1YunSpS0HDYDBw9OhRli9fTsuWLfnpp5+sS9g6YhnbUVVj9+7d/PjjjxgMBoYOHUpwcDDnzp0jNzdXrVPVpKAhIiIichn57LPPyM3NJTc394IngYNrFQ34fUK45Yt7XFwc3333nU2LkiOWoPHQQw9x4sQJevbsyerVq51aMauqoPHBBx/QqFEj9u3bZ9M2Bah1qpoUNEREREQuI/PmzaN+/foMHTrUuiLThbAEjfJfwh0FjX79+nHmzBkOHz4MmINGVlYWKSkplVY0TCYTH330EWDeiC8qKoru3bvj6enp1H1WFjSKi4tZsGABffr0oaSkhDFjxgC/B43mzZurolENChoiIiIil4kff/yRH3/8kczMTKZNm+aWMR1VNMLCwjhx4kSFL+h9+vQBsM7T6NmzJ02bNuXs2bMOg4Zlcvazzz4LwKeffkpgYKBL9+nv70/Dhg3tBo3ly5dz8uRJDAYD3bp1o2XLloB5uVwPDw/rKlqqaLhGQUNERETkMvHuu+8SEBBAREQE8fHxbhmzsjkaBQUFnDt3zub1Ro0a0a5dO+s8DQ8PD6KjowHstk59++23dO3alS1btvDqq68CEBISYncfjao4WuL2/fffp1u3bmzcuNHaNgXmikZYWBje3t6qaFSDgoaIiIjIZSAnJ4cFCxZQVFTElClT8PLycsu4lc3RgIqb9oHtxn0A3bt3r3BMXl4eU6ZMYezYsfTp04fdu3dbqyGONuyrir0lbk+dOsWSJUuIjo4mMzOzQtDQilPVp6AhIiIichn4/PPPycvLw2AwMHHiRLeNW9kcDai4aR+Y52ns3LmTwsJC4Pf5E7t37wZg27ZtXHXVVXz44YfMnj2bJUuW0LRpU7v7aLjCXtD47LPPMBgMlJaWWlfBsig/QV2tU65R0BARERG5DMybNw8/Pz9uvvlmQkND3TZuVRUNRytPFRUVsXPnTgCysrIwGAysXr2a559/nquvvpqgoCB27NjB5MmTrV/wy++j4Sp7QeP9999nzJgxrFy5kri4OJvPYdkVHFDrVDUoaIiIiIhc4nbs2MHWrVvJz893y5K2ZTmaoxEUFERQUJDdoNGtWzd8fX2t7VNpaWnUr1+fFStW8OSTT/K3v/2NDRs20KFDB5vzygeN6lQ0MjIyKCkpAWDnzp3s3LmTkSNHkpycXGHeiioaF0ZBQ0REROQSN2/ePHx9fbnqqqvo27evW8d2VNEAx0vc+vj40KNHDzZt2oTJZOKHH37g3LlzGI1GXnzxRZ577jlre1RZ7ggaRqPROm/kww8/JDQ0lOzsbPz8/BgxYoT12OzsbM6fP2+do6GKhusUNEREREQuYTk5OXz88ccUFhZy3333uf2pvKM5GuA4aIC5fWrjxo2MGzeOjRs30rx5c1q3bs2RI0ccXutCg4alOpGWlkZRURELFixg/PjxJCQkMHz4cAICAqzHHjt2zOYcR59RHHPPcgMiIiIiUictXLiQ3Nxc6tevz8033+z28atT0QAIDg7myJEjnD17lqZNm3LjjTdSVFTE119/7TBEuGMyOJhbok6cOMHp06e5/vrreeONN3jnnXdsji2/K7i4ThUNERERkUvYnDlz8PLyYtKkSfj7+7t9/MqChmXTvrIKCwt59NFHrZvv/etf/+LcuXNERkYSFxfHsWPH+Pnnn+1eq6ioCA8PDzw9PavVytSoUSN8fX1JS0vjgw8+oGfPnhw9epTS0lLrbuAWqampGAwGwsPDXb6OmCloiIiIiFyidu7cybZt2ygpKWHy5Mk1cg1Hk8HBXNEou4/Gnj176Nu3L2+88QYvv/wyTZo0Yc+ePRQUFBAREcHgwYMJDAxk6dKldq9VVFRkrWZUp3XKEhwOHDjA0qVLufPOO1myZAk9e/assCt52c36yp4vzlPQEBEREblEzZs3Dy8vL8aMGUOrVq1q5BpVtU5lZWWRl5fHW2+9Ra9evSguLmbLli08+uij9O3bl/Xr1wPmtiZfX19GjBhRY0HDcp0NGzbg4eHBDTfcwLJly2w26bPQ0rYXTkFDRERE5BKUm5vLRx99RElJCffff3+NXaeqyeAAMTEx3H///UycOJFt27ZZdwLv27evdZM+S0UhLi6ODRs2cPbs2QrjlQ0ajq5ZlYiICH755Rfi4+PZu3cv2dnZdoNG+aVtq3u9y5mChoiIiMgl6IsvviA3N5fWrVszfPjwGrtOZRWNvXv3AuaWqWXLlvHmm2/azBPp168fubm5wO+hJDY2FqPRyHfffVdhvPIVjerw9vYmNzfX2jYVERFBjx49KhyXmpqqpW0vkIKGiIiIyCXorbfewmAw8OCDD9oNAe5ib45GTk4OEyZM4MEHHwTglVde4Zprrqlwbu/evQEICQmxzoWIiIige/fudtunioqKrMdVt3XqyJEjGAwGRo4cyeLFixk7dqzdccq2TlmoouEaBQ0RERGRS8xPP/3Ejh078PHx4Y477qjRa5WvaGzevJnu3bvz+eef8+6771orCPaEhIRQv359mwnXYG6fWr58OaWlpTavX+gcjcLCQnbs2IHJZGLbtm2kpKTYbZvKzs4mOztbczQukIKGiIiIyCVmzpw5eHh4cMcddxASElKj17IEDaPRyKxZsxgwYACNGjVix44dTJgwodK9NAACAwMpLi62eS0uLo4zZ86wefNmm9cvdI7G0qVLraHniy++ICAggGHDhlU4Li0tDcDaOiXVo6AhIiIicgnJy8vjww8/xGg01ugkcAtL0LjvvvuYOXMmTz75JD/88APt27cH7O+lUV52djZ5eXnWn/v06UPjxo0rtE9d6ByN999/nyuvvBKAFStWMHLkSPz8/CocZ29XcFDrlKsUNEREREQuIV988QX5+fn07duXzp071+i1TCYT//vf/wDIzMzkhx9+YObMmTatUFVVNM6fP4/JZGL79u3W1zw9PbnmmmuqDBqufPFPT09n2bJlTJgwAYB9+/YRHx9v99jym/Wpdap6FDRERERELiH//Oc/AXj00Udr9Dpnzpzhz3/+M9OnTwfgo48+4uqrr65wXPlN+8rKz88nOzsbHx8fNm3aZPNeXFwcP/30E6mpqdbXLiRofPLJJ3h6ejJ+/HiCg4Ot17AnNTWVpk2b2rRpgSoarlLQEBERuUA5ObBzJ2zebP41J6e270guV7t372bXrl00bNiQa6+9tsauk5iYSNeuXVmzZg2vvfYaAEFBQXaPrayicfz4cQA6dOhQYT7G6NGj8fT0tKlqVHeOhslk4oMPPuC6666jQYMGeHh4EBoaStOmTe0eX34PDVU0qkdBQ0REpBr27oX774d27aBePejRA/r1M/9ar5759fvvNx8ncrG8/fbbADzwwAN4eXm5ffyCggIeeughRo0aRefOndm1a5d1jw5HS+g2a9aMkydPUlJSUuE9y6Tr3r17VwgaDRo0oH///g6Dhitf/n/88Ud+/vln7rzzTgoLC8nJyaFBgwYOj7e3tC2oouEqBY0/Ej0yExGpdSkpMGoUdO4Ms2fDoUNQ/vuOyWR+ffZs83GjRpnPE6lJeXl5fPzxx3h4eDBp0iS3j79r1y569+7N7Nmz+de//sV3331HRESE3X00ymrWrBkmk4mTJ09WeM/SFjV06FCOHTtWofIRFxfHqlWrKCgoAKrfOvXBBx8QHh7OqFGjWLNmDaWlpZWeq4qGeyho1HV6ZCYiUmfMnw9RUbB6tflnOw9obVjeX73afN78+TV7f3J5W7hwIfn5+YwZM8ZhS1B1GI1GXn/9dXr37o3BYGDr1q088MAD1mBR2c7g8PuO3/bap9LS0ggODmbIkCEAFaoacXFx5OXlsWbNGgCKi4tdDhqFhYV8+umn3HbbbXh6erJkyRJCQkI4c+aMw3PK7gou1aegUVfpkZmISJ3y3HMwcSIUFFQdMMorKTGfN3GieRyRmvDKK68A8Pjjj7ttzNTUVEaNGsXDDz/MtGnT2LJlC127drU5xhI0HH3prypoREREEBkZSXh4eIUJ4Z07d6ZFixbW9qnqzNFYvHgxmZmZ3HnnnZhMJpYsWULPnj05deoUhYWFFY7PyckhKytLrVNuoKBRF+mRmYhInTJ/Pvy2sM4Fmz4d3nvPPWOJWPz888/s27ePNm3a0LdvX7eM+d///pcrr7yS/fv3s3LlSl577TW7e05UVdEIDQ3FYDA4DBqWL/R9+/atUNEwGAzExcWxdOlSTCZTteZofPDBB/Tr14+OHTuya9cufv31V+u8Env3ZGnnUuvUhVPQqGv0yExEpE5JSYH77nPvmNOmqQAt7lW2mnGhT92zs7O58847uemmmxg+fLjNhG97qgoaXl5eNGnSxOGX+oiICMAcNLZt20ZpaanNMWPGjCElJYX9+/e7PEfjxIkTLF++nDvvvBOAJUuWEBQUxDXXXAP8Phm9/D2B/V3BVdFwjYJGXaJHZiIidc6kSa4/96lKSYl5XBF3yM/PZ+HChfj5+XHrrbde0Fjr16+ne/fufPXVV3z44Yd88cUXNGzYsNJzqpoMDo6XuLW0TgH069ePnJwc9pabdzp06FD8/f1ZunSpy0Hj448/xsfHh5tvvhkwB41rrrmG1q1bW69fniVoWDbrK/sZxTUKGnWFHpmJiNQ5e/dCYmLNBI3ERNi3z73jyuXpk08+obCwkNtuuw1/f/9qjVFcXMxTTz1FdHQ0zZo146effuL222936gl+VXM0wP6mfUajkRMnTliDRs+ePfHw8KgwT8Pf359hw4ZVCBpVXdOyd8b1119P/fr1SU9PZ8uWLYwdO5b69esTEBBgN2gcO3aM0NBQfH19q/zsUjkFjbpCj8xEROqcOXOgBrYiAMzjzp5dM2PL5eWll14C4IknnqjW+cnJyQwYMIAXXniBmTNnsnbtWusTf2dU1ToF9isalr01LHMhgoKC6NKlS4V5GmBefeqHH36goKDA6TkaW7duZd++fda2qW+//RYPDw9iY2MxGAxEREQ4rGiUnwhuuZZap1yjoFEX6JGZiEidlJDg/v81W5SUwLJlNTO2XD727NnDwYMH6dmzJ61atXLpXJPJxLx58+jRowdZWVls2LCB6dOnu7zRX3WDhqVFyVLRAPsTwsEcNEpKSjh//rzTrVMffPABERER1vklS5Ys4eqrr6Zx48bW61ruofx9aWlb91DQqAv0yExEpM45fx4OH67Zaxw6pL1X5cLMnDnT5ldnnTp1iuuuu45JkyYxfvx4tm/fTp8+fap1D87O0UhPT7epQliqCWWDRr9+/dizZw/nz5+3Ob9FixZ06dKF3Nxcp4JGQUEBn332Gbfffjuenp7k5+eTmJjI2LFjrcc4qmg42hUcVNFwlYJGXaBHZiIidY697YvczWSCgwdr9hpy6crPz2fRokU0aNCAmJgYp89btmwZXbt2ZcOGDSxatIi5c+cSFBRU7ftwtqJRVFTE2bNnra+lpaXh5eVFaGio9bW+fftiMpnYtm1bhTHi4uIoKiqyqbg4+uK/aNEisrKyrG1T33//Pfn5+cTHx1uPqU7rlLimhh6ji9Mu5iOzC/ifiIjI5cbOPl41YsyYG2jVKoOmTZta/woLC6vwc0BAwMW5IalzcnLMgbSwEHx9oV078x/p7733HkVFRTz66KOVfsm3yMvL429/+xvvvPMOMTEx/Oc//yEsLOyC78/ZyeBgXm62UaNGgDlohIeH29x7x44dCQ4OZtOmTQwdOtRmjLi4OF566SUyMjKAyr/8f/DBB/Tv358rrrgCMLdNtW3blo4dO1qPiYiI4Pjx4zaVkdzcXDIzMx22Tqmi4RoFjdp2MR+Zde9es9cREblElJaWcvToIeCKGr/W8OEDgZ2kp6dz6NAhMjIyOHnypPXLm0VQUJDdIFI+lDRt2pTAwMAav2+pWXv3mjurExLMzyPLflUwGKBNG8jICMRg6Myjjz5a5Xg7duzg1ltvJSUlhbfffpt7773XbV+ana1ogDlodOnSBbDdQ8PC09OT3r17252ncfXVVwOwf/9+wHHrVFpaGitWrGDOnDnW45YsWcJNN91kc3xERASFhYWcOXPGOm/D3mZ9ljHEdQoate1iPTK7WNcREfkDys3NZcuWLaxfv57169ezceNGzp0rAbKpyS5jgwHeeeehCgXn0tJSzpw5Q0ZGhvWv9PR0m583bNjgciix97NCSd2SkmJeMDIx0TzN0l5ntclkfk4J44G7uPFGmDsX7C0UVVpayquvvspTTz1F586d+fHHH4mKinLrPTszR8NSOSk7IbzsHhpl9e3bl/fff79CkLD8/Z49e6zXtRc0Pv74Y3x9fbnpppsA2L59O8ePH7eZnwG/h4m0tLQqg4ZUj4JGbbtYazRrLWgREasTJ05YQ8UPP/zAzp07KSkpISQkhP79+/Poo48yYMAA7rmnZrtb27a139Xq6elJaGgooaGhdO3atdIxjEYjZ86csQkijkLJqVOnKuy6rFBSd8yfb95SyxIuqp6+6Q3A6tUQFQVvvQUTJvz+7q+//srtt99OUlISf/vb35g1a5bNHhTu4kxFw9/fn5CQkApBw1LdKKtfv3688MILHDt2jBYtWlhfLy4uBuDo0aPWccoHDcveGX/6058ICQkBzG1TISEhDBo0yOZYS8hJS0ujW7dugP2VsCzj2rueVE5Bo7a1a2d+pFWTJTmDwXwdEZHLkNFoZM+ePdZgsX79elJ+28y0devWvwWKexgwYACdO3e2+bIUF2deuK8m1uvw8gIX5u865OHhQZMmTWjSpEm1Qkn5YOJsKKmqhUuhxDXPPQfTp1fv3JIS818TJ0JGBjz5JHz22WdMmTKFevXqsXr1agYPHuzeGy7DmTkaUHHTvrS0NLuVg759+wKwadMmm6BRVFRkvc6yZcvstjNt2rSJX375hbffftv62pIlS4iJicHb29vm2LCwMDw8PGyWuE1NTaVJkyb4+flV+lnEOQoatS0oyNxoaa6B1gxHj8xERC5BeXl5FdqgsrKy8PT0pEePHlx77bUMGDCAAQMGWPvGHZk82fyUuCaUlMCUKTUztiPuDiUbN24kPT3d5VBS/ufLPZTMn1/9kFHe9OmwZMm7bN78f4wbN45///vf1K9f3z2DO+BMRQNs99LIzs7m/PnzdlunmjZtSsuWLdm8ebO1/Ql+DxpXXHEFS5cutds69cEHH9C8eXOGDRsGmIPD9u3befjhhytcx8vLi6ZNm9qsPFXZ0ragioarFDTqgtjYuv/ITESkjkpPT7dpg9qxYwclJSXUq1eP/v378/DDDzNgwAD69Onj8hfaqCgYOdLcmuLO/0V7ecHQodCpk/vGdLfqhJLyQcTZUBIYGFhpdeRSDiUpKeZ2KfcxsXnzeP75z1AefPBadw7s+IpOzNEAc9CwVA/s7aFRlr2N+yxBo0+fPnzzzTcEBATYfPHPz8/n888/5/7777fey7fffounp6fD5X/LL3Frb2nbsp9RXKOgURdcao/MRERqiNFoZN++ffzwww/WcHH4t0kUrVq1YsCAAdx1113WNihPT88LvubcuebA4e6gMXeu+8arbWVDib2e+7IchZKyP7sSSipr4fojhJJJk9z9nNGAp6cfCQnX8uCD7hzXMVcqGlu3bgWcCxpPPvkkxcXF1pYnS9Do378/H3/8MV5eXjZB45tvviE7O5s77rjD+tqSJUsYOHAgDRo0sHsde0FjwIABDj+DKhquUdCoCy7nR2YiIpXIy8tj69at1lCxYcMGaxtU9+7dGTNmDAMHDmTAgAGEh4fXyD20bm1+FjRxovvGfPtt+ysEXQ7cHUo2bdpkXX3L1VBS9ufaCCV795pXl3K30lIDiYmwb9/F+QrgyhwNS+tUVUGjX79+FBQUsHv3bq666irg96DRqVMnIiIiyMzMtDnn/fffZ+DAgbT7bV5qbm4uq1at4vnnn3d4TxEREaxbt876s6PWKVU0qkdBo67QIzMRETIyMmzaoLZv305JSQnBwcH079+fv/71r9Y2qAvZydhVEyaYJ9m6o4/+uefgnnsufJzLQXVDiaMWrqpCSVUT3N0dSubMcbyE7YXy8jJ3Zb/5pvvHLs+VikZOTg45OTmkpqbSqFEjh5Oue/TogZeXF5s2baoQNHx9fYmNjeU///mPNdwcO3aMlStXMn/+fOsYK1eupLCwsMKytmWVrWjk5eVx9uxZLW3rRgoadYUemYnIZcbSBlV2NahDvy2M0bJlSwYMGMAdd9zBgAED6NKli1vaoC7Ek09C06a/Lz/qypdDLy/zX2+/rZBRU9wVSiw/uxpKHIWUykJJQkLNhAwwj7tsWc2MXZ4rQQPMy0s72kPDwt/fn27durF582buvfde4Peg4ePjQ1xcHO+++y5nzpwBzHtn+Pv7c+ONN1rHWLx4MR06dKB9+/YOrxMZGcnZs2fJz8+3Bg57u4JredvqUdCoS/TITEQuYfn5+RXaoDIzM/Hw8KB79+7ExsZaV4Oqq08UJ0yA4cOr3lDNwvL+0KGON1STi68uhJL69Ztz6NDdQM19cT10CHJyan7hSWcng5fdtK+qoAHmeRqrVq2y/lw2aAwfPhyA5ORkTCYT77//PjfccAPBwcGA+d/b0qVLue222yq9Rtm9NLRZn/spaNQ1F/DIrNTDA08fHz0yE5E64eTJkxXaoIqLiwkODubqq6/mwQcfZMCAAfTt2/eitkFdqNatYcUKc3/9nDnmp8aHDtluh2QwmFcWj4kxr8ehqXJ/XBcSSuy1cFlCSUZGM6Bm/6w2meDgQejevUYv49IcDfg9aFhaohzp168f//73v8nMzKRBgwY2QSMoKAhvb2+Sk5PZsGEDBw8eZN68edZzt27dSkZGRqVtU2AbNI4dO2bzWlmqaFSPgkZdVO6RWQlV/Iv67ZHZWg8Pem3aRL3fdrcUEblYjEYjv/zyi81qUAcPHgSgRYsWDBgwgNtuu40BAwbQtWvXWm+DcoeoqN/733NyzF/oCgvB19e8R+ofKDuJm7gSSjZuNNK/f83fU2FhzV/D2dapkJAQ/Pz8SE9PJzU1tcoQYNm4b8uWLYwePdomaAB4e3uTkpLCvHnzaNmypc2mhEuWLKFhw4b0r+IfcvmKRqNGjfD396/0HHGegkZd9dsjs12ff86aceO4tUEDGmRmUva3sBHwaNcOYmI49ec/Ezd6NI99/TXPKGiISA0rKCio0AZ19uxZPDw86NatG9dcc421Dcpev/OlJiio5p8ay6XF37/yL+Xu4utb89dwNmgYDAbrXhonT56ssnWqffv2NGjQgM2bNzsMGnl5eXzxxRf87W9/s7n+kiVLiI2Nxcur8q+6wcHBBAcHW4NGVf+/UkXDNQoaddz/9u3jrQYNOHnvvXw6bx71Tp2icVAQ+UYjR7y8SDtwAIAmwL333ss///lP7r//fho2bFi7Ny4il5RTp07ZTNretm0bxcXFBAUF0a9fP+6//35rG5SlR1pEHGvXztxiV5OrphoMJlq3NgI1W0F0do4GmNunDh8+jMlkqjJoGAwG+vTpY924r3zQ8PDwIDg4mPPnz9vsnXH06FF27drFk08+6dT9W1aeqmxXcC1vWz0KGnVcQkICo0eP5tChQzRp3Zotp07R7Lc/xDMyMjCZTNZ0/dhjjzFnzhxee+01nnvuudq8bRH5AzOZTBXaoA789lAjMjKSgQMHcsstt1jboKp6YigiFQUFQZs25vk9NcVkOkjLlr0ZNGgQQ4YMYejQoXTr1s3trYvOztEAc9D49ddfAecmXfft25d33nkHk8lUIWgAeHp64uPjQ+syKy0sWbIELy8vRo8e7dT9W4JGamoq/fr1c+occc7FqdtJtaSnp7Nt2zZiY2NJTk62lvMCAgIIDg7GaDSSnp5uPT40NJT77ruPN954g9OnT9fWbYvIH0xBQQE//PADL730EvHx8TRp0oROnToxadIkdu7cyahRo/j00085evQox44d47PPPmPatGnWde5FpHpiY83TLGuCl5eJG24I5JFHHiE/P5/p06fTs2dPGjVqRHx8PK+//jrbt2+vsEpWdTjbOgXmoGH57lJVRQPME8LPnDnD7t0pHDgQCPRh3z5fcnKgtLSUrKwsioqK2LFjh/WcJUuWMGTIEEJCQpy6/8jIyCpbpzQZvHr0J0Qdtnz5cgwGA6NGjWLq1KnWCU0BAQHWNL97927rKg4AjzzyCO+88w4vv/wyL7/8cq3ct4jUbadOnWLDhg3W1aB+/PFHioqKCAwMpF+/fkydOpWBAwfSt29f6tWrV9u3K3LJmjzZvIVWTSgpMfCPf4TTqdN0pk+fTmFhIVu3bmX16tWsWbOGJ598koKCAkJCQoiOjmbIkCEMGTKkWhUPVysaZ86cwc/PjwYNGlR67N698PXXQ4ADdOvWGmgDxNGvn6XtbDseHsvw9/+IpUuXctVVV3H+/HnWrFnDK6+84vT9R0REsGrVKk6fPq2lbd1MQaMOS0hIoHfv3gCcP3+epk2bAhAUFGQNGlu2bGHUqFHWcxo3bswDDzzA66+/zsMPP2w9R0QuTyaTieTkZGuoWL9+PcnJyYD5D9eBAwcybtw4BgwYwJVXXqkKhchFFBUFI0fC6tXu3bjPy8u8d0vZZZV9fX0ZOHAgAwcO5KmnnqKwsJAtW7awZs0am+BRv359m+Bx5ZVXVhk8LG3czgaNvLw82rRp4/D4lJSye9X4A+3sXBOgLUbjZHJzp/Hqq5sZPx62b19BUVFRlStalRUREWGtslQ1R0MVDdfoT5Q6qri4mBUrVvDQQw9ZvxQ0atQIMK+QYCl17t69u8K5Dz/8MG+99RYvvfQSr7/++sW7aZE/qktobdLCwkK2bdtmsxrU6dOnMRgMXHnllYwYMYIZM2YwYMAAWrRooT80RWrZ3LnmwOG+oGHCy8vA3LmVH+Xr68ugQYMYNGiQ3eDxxBNPOB08jEaj0/8vsWzaFxoaavf9+fN/30oMnPnnYv4qm519FVFRJnr0OEfnzp1t5mxUJSIigpLfLnQ5rJJ3MSlo1FEbN27k3LlzxMbGsnv3bgwGg7WFITg42PrFwbJOfVkNGjTgr3/9Ky+++CKPPPII4eHhF/v2Reo+y25rCQlw+HDF3dbatDE3UE+ebP4WUEedPn3a2ga1fv16tm7dam2D6tu3L1OmTGHAgAH069fP6X5lEbl4Wrc2t09NnOiuEQ28+aaR1q1dm4ZbPngUFBTYBI/HH3+cwsJCm+AxdOhQrrzySoxGo1PzM+D3TfvstWU+9xxMn+7SbZfhTUGBiY0b7yY6uuq5H2WVnSvizLwRcZ4mg9dRCQkJhIaG0rNnT5KTk2nRogXFxcWAecOb3Nxc6tWrR1pamt3zH3zwQfz9/XnhhRcu5m2L1H0pKTBqFHTuDLNnV9zSGcw/Hzpkfr9zZ/PxKSm1c782t2Vug/rPf/7DPffcQ8eOHWnSpAnXXnstCxYsIDw8nFdeeYVt27aRlZXFqlWrmDVrFqNHj1bIEKnDJkyAZ59112hPsmnTxAue5O3n50d0dDRPP/0033//PVlZWaxdu5aHHnqI8+fP8/jjj9OjRw8aN27M7NmzMZlM7Ny50zpfwxFL0AgICLB5ff78CwkZFuaqSlLSaN57z/mzLOEiKCiown1ZqHWqelTRqKMSEhKIiYnBw8ODAwcO0L59e3Jzc/H29iY4OJi8vDxCQ0M5cuSI3fNDQkJ45JFHmDlzJo8++igtWrS4uB9ApC5ytSZveX/1anNV4623zN8ILpLCwkJ+/PFHmzaoU6dOYTAY6Nq1K8OGDeOpp55iwIABtGzZUn8AivyBPfkkNG36+/+iXGml8vIy//X22+Dr24k77niRgoICPvzwQ7fNu7IED0v4KFvxWLBgAaWlpfTo0YMGDRpUaLUqW+1o3LgxYN5szyIlxfy53cfEtGkGhg0zV4yqEhoaisFg0AOZGqCgUQcdO3aM3bt3M/23aH/gwAEGDhxIbm4ugYGBBAYGkpubS/v27Tlw4ACZmZl2V2647777+Oc//8nzzz/PnDlzLvbHEKlbLqQmb/lTf+JEyMgwfyOoAWfOnKnQBlVYWEhAQAB9+/Zl0qRJ1jao+vXr18g9iEjtmTABhg8vOxG6qsBRAngxdKh5rof5S/V4fH19ueWWWygoKOCzzz6z2XfCXcoGj/r16/P444+TkJBgbbX6+9//TmFhIQ0aNGDw4MHW4GGvnXvSJPdOhgcDJSXmcVesqPpoT09P/Pz88Pf3d3iMKhrVo6BRBy1btgxPT09GjhyJ0WjkwIED3H333WRmZtoEjU6dOrFy5UoOHTpEr169KowTHBzM3/72N5544gn+/ve/06pVq4v/YUTqAvfU5M2mT4ewMLjnngsaxmQycfDgQZvVoPbv3w+YWwsGDBjAiy++yMCBA+nWrZvN0z8RuXS1bm3+cmyZRrZsWcUOT4MBvLyOUFy8mHff7cmECQNsxrjxxhvx8/Pjz3/+M3/605/48ssv8fPzq7F7tkwGHzx4MIMHD2bGjBkUFBSwefNma/B47LHHKCwstM7N2LdvHz/99BOenl1JTHR/J39JiTms7dtnu/qWIwaDwel5JuI8/ROtg5YuXUr//v1p0KABaWlpFBQUWFunAgICrEGjR48eAOzcudPhWPfeey8NGzbkH//4x0W6e5E6xv01eZg2zeU5G0VFRWzcuJFXX32V66+/nrCwMK644gruvvtutmzZwpAhQ/j44485fPgwaWlp/Pe//+XBBx+kV69eChkil6GoKHjzTThwALKzYccO2LTJ/Gt2Nvztb/Px8HiINWtm2z1/7NixLFmyhO+//56xY8eSm5tbY/dqbzK4n5+fNXSsXr2arKws1qxZw5gxYwDYs2cP3bt3p1ev+RgMF75poD1eXuapds4oKSmpdF6LKhrVo6BRxxQWFrJy5UpiY2MBc9sUwBVXXGFtnQoICCA/P5+o31bCKbsbZnmBgYE8/vjjfPjhh3ZXqBK55Lm/Jo+1Jl+Js2fP8u233/L4448THR1NSEgI/fv35+mnnyYrK4uJEyeSkJDA2bNn2bVrF7Nnz2b8+PG0bt1af5CJiI2gIOjeHfr2Nf8aFATXXnstRqOR//3vfw5DxKhRo1i2bBkbN24kJiaG7OzsGrk/Z1adsgSPIUOGANCtWzdWr15NQMCfMZlc2yDQWSUl5opQVQoKCigqKiI/P79G7uNypqBRxyQlJZGXl2cNGsnJyXh6etKqVSubORqAdTO+ffv2VTrmpEmTaNq0KbNmzarZmxepa/buNdfOayJoWGry/N4G9eGHHzJx4kSioqJo1KgRY8eO5YMPPiA0NJTnn3+ezZs3c+7cOVavXs2zzz5LTEyM5lqISLX07NmT0NBQCgoKWLx4scPjBg8eTGJiIj/99BOjRo0iMzPT7fdiMpmcbjtKS0sjKCiIkydP0rPnELKyGrr9fso6dMi8VVJljh8/DkBWVlaN3svlSEGjjklISCAyMpKuXbsC5opG69at8fb2rhA0/Pz88PT0dLjylIW/vz9PPPEEn3zyibUHXOSyMGeOuXZeA0yenmz/v//jT3/6E2FhYbRv354777yTjRs3Eh0dzUcffcShQ4c4fvw4X375JQ899BB9+vRRG5SIuIWHhwfXX389vr6+fPzxx5Uee/XVV/P9999z4MABhg0bxqlTp9x6L65s2JeamkrDhg3JyMggObm0wuri7mYymfdjrcyxY8cAyMvLI8dBKlHrVPUoaNQxCQkJxMbGWv9DTk5O5oorrgCoEDTy8vKsv1mrMmHCBMLDw5k5c2bN3bxIXZOQ4P5qxm8MpaXU++EHzp49y4QJE1i6dClnz57l559/Zs6cOdx22220adNGfyiJSI2Jj4+nsLCQ7777rsrw0LNnT9asWcPx48cZMmQI6enpbrsPVzbsS0tLIywsjNLSUk6ezHLbPVSmsLDy91NTU61/72h/MqkeBY065ODBgyQnJ1vbpgDrHhpQMWjk5uYSERFBXl5elZO8fH19mT59OgsXLuTnn3+uuQ8hUlecP2/e8bsGtTUYWPPttzz33HPExsbaXWZaRKSmDBs2zLrB3MKFC6s8vmvXrqxdu5asrCyio6OtT/IvlKtBo3nz5gBkZ592y/Wr4utb+fupqanW1bAcBQ1VNKpHQaMOWbZsGd7e3gwfPhwwr4Bw+PBha9DIy8urUNFo27YtAIed+EJ111130bJlS1U15PJgb8dvNzM4U5MXEakhfn5+jB49mpCQED755BOnzunYsSNJSUkUFRURHR1Niosr6Nnj6hwNy3cXH59fqenv7QYDtGtX+THHjh2zhh9VNNxLQaMOSUhIYPDgwQQFBQFw9OhRiouLHbZO5ebmcuWVVwI4taKUj48PTz31FF9++WWlS+KKXBKqqpX/0a4jImLHtddeS1ZWFps2bXJ6dcm2bduSlJSEl5cXgwYNIjk5+YLuwdk5Gvn5+Zw9e5YOHToAkJWVSps2F3TpKrVta16lqzKpqam0aNGCBg0a2LRRlaWKRvUoaNQReXl5rF69ukLbFFBp61SXLl0A+Omnn5y6zu23307btm155pln3Hj3InVQVbXyP9p1RETssMzr9PX15dNPP3X6vBYtWpCUlES9evWIjo6+oLZqZ1unLNWCli1b0qhRI06cOEFsbI2t2YGnp4mYmKqPS01NpXnz5kRERKii4WYKGnXE999/T2FhoU3QSE5OxtfX11rOsxc02vz2KGD37t1OXcfLy4sZM2awaNEitm3b5uZPIVKHtGtHnajJi4jUoCZNmtC/f39CQ0NZsGCB9cm7M5o1a8aaNWsICwtjyJAhle7LVRlXg0ZERATNmjXjxIkTTJ5cY2t2UFpqYMqUqo87duwYkZGRCho1QEGjjkhISKBNmzbWNikwVzTatm2Lp6d5I5uyG/ZZfm7VqpX1WGfdcsstdOjQgRkzZrjvA4jUNUFB1ImavIhIDYuPj+fkyZMcOHDA5YeIoaGhfP/997Rp04Zhw4axefNml6/v7BwNe0EjKgpGjnR/VcNgKCUkZAudOlV+XGFhISdPnqwyaKh1qnoUNOoAk8lUYVlbsF1xqqSkhKKiIgIDA/H09MTX15fc3Fzq16+Pr6+vSwnc09OTZ555hoSEBDZt2uT2zyNSZ9RkTd7LC6dq8iIiNezaa6+lsLCQ+vXrs2DBApfPb9iwIYmJiXTu3JkRI0aQlJTk0vnOztGwrO4UHBxsDRoAc+e6/3/VXl4msrPHcebMmUqPs2zWp9apmqGgUQfs27ePo0ePEhcXZ/N6+T00AGvbVGBgoPW10NBQMjMzKSoqcvqaN910E507d+bpp592x0cQqZtqsiZfUoJTNXkRkRp2xRVX0KFDByIjI/n8888pqcb/90JCQli+fDl9+vThmmuuYeXKlU6f60rrVEREBABhYWHWoNG6Nbz1lsu3XKkXXsjBZDrMd999V+lxlsnflopGenq63X9+qmhUj4JGHZCQkIC/vz+DBw+2vlZYWMjRo0dtJoID1rapskGjRYsWmEwmjh496vQ1PTw8mDlzJomJiaxbt85dH0WkTll04ABrfX0pdvfAXl7mWn9VNXkRkYskPj6e48ePc/LkSZdCQllBQUF8++23DBkyhDFjxrB06VKnzqtO0LBUNCxf4CdMgGefrdZtV/Dcc/Dww/Xp0aNHlZ/BspdIREQEkZGRGI1GpzZCFucoaNQBCQkJDBs2DH9/f+trhw8fxmg0OlXR6PTbl51Dhw65dN3rr7+ebt26qaohl5y0tDRuuOEGrrvuOj68+mo83b0ylJeXudYvIlJHxMfHc/bsWVq2bFmt9ikLf39/vv76a2JiYrj++uv53//+V+U5rszRiIyMBMxBo6CggOzsbOv7Tz4J774Lfn6ut1J5eZnPmz8fnnjC/FpcXBzLly+ntLTU4XmpqamEhIQQHBxsDUH2lrh1ZZK9/E5Bo5ZlZ2ezbt06m9WmwP7StmAbNPLy8gCsS9y6MiEczFWNWbNmsWbNGlavXl39DyFSRxiNRv79738TFRXF+vXrWbhwIe99/z0eb7/t3gu9/ba51i8iUkdcffXVNG7cmJYtW/L111+Tk5NT7bF8fX354osvuOGGG7j55purXDbXlTkaZSsagLV9ymLCBNi7F4YONf9sMDgOCWbmNqehQ83n3XPP7+/ExcVx9uzZSuejWpa2Baz3Vtk8DbVOuUZBo5atXLmSkpISYspNKj1w4ACBgYHW34iVVTQsO2zu2rXL5euPHTuWnj178tRTTymtyx/azz//zMCBA5k6dSo333wz+/bt46abbjL/oeDumnzZP8lEROoAT09PxowZw4kTJ8jLy2PRokUXNJ63tzcLFizgtttuY/z48fznP/9xeKwzrVOlpaWcOHGiyqAB5uc4K1bAnj3QpMl/CQpKt7NauRE4QPv2iXh5XclHH6VXeP7Tu3dvGjduXGn7lGVpW4DGjRvj4+OjCeFupKBRyxISEujUqROty/3uSE5Opn379tbkXFnQsJy7d+9el69vMBiYNWsW69evJzExsdqfQ6S2FBQUMH36dHr06EFmZiZJSUnMmzePBg0a2B7o7pq8iEgdEx8fz4EDB7jqqqv45JNPLng8T09P3nvvPSZPnsw999zDO++8Y/c4Z4LGyZMnKS0tdSpoWDRvfp7Tp2/ltdcWk50NTz31P6Avf/nLS4SHdwKu4L77DuLtfZD33nvP7v3HxMRUGjRSU1OtQcNgMBAeHm43aGgyePUoaNSissvalld2aVuoPGi0bNkSgCNHjlTrPmJiYujXrx9PP/20qhryh7J69WquvPJKXnnlFaZPn87OnTsZNGiQ4xPK1+SrChyW9+3V5EVE6piRI0fi6+tLmzZtWLFiBSdPnrzgMT08PHjnnXd46KGHmDZtGq+99lqFY5wJGmVXdwLzxPOgoKBKg8b69esxGo0MHjz4t62RzgNb2Lx5LvHxw6zj/OUvf2HevHl252LExcWxa9cu66Rve/dlaZ0CtMStmylo1KKdO3dy4sQJh0Gj7OZ9lvkYlqAREBBgDRpBQUEEBgZy8uRJjEajy/dhqWps3ryZhISE6nwUkYvqzJkz3HXXXQwbNoywsDB27tzJjBkz8HVm0nfZmvyUKfZ3ELfs+D1lijlgrFihORkiUucFBQUxYsQIjh8/jsFgYOHChW4Z12Aw8Nprr/HEE0/wyCOP8I9//MPmwaTJZKrySX/Zzfosyu6lYU9SUhJNmza1fh/y9vYGICUlxWZLgHvvvZdff/3V7neY0aNH4+npafe9oqIiMjIyrOHHcn+qaLiPgkYtSkhIIDg4mIEDB9q8npeXR2pqaoWKhsFgsK5MVbaiARAeHk5JSUm1U/iIESMYNGiQqhpSp5lMJj755BM6duzI119/zbx581izZo115TWXREXBm2/CgQOQnQ07dsCmTeZfs7PNr7/5ppawFZE/lPj4eDZv3syIESMuaPWp8gwGA8899xzPPvssTz/9NE8++aT1+4IzFY20tDS8vb1p0qSJ9bWye2nYs3btWqKjo61f7r1+qzIHBgZatwQwGAz06tWLXr16MXv27Apj1K9fnwEDBthtnzp+/Dgmk8kmaERGRqqi4UYKGrUoISGBkSNH4uPjY/P6wYMHASoEjYCAAOtvtvJBwzIh3NUlbi0sVY3t27df8AQykZpw+PBhrrnmGsaPH8/w4cPZv38/EydOdGpJxSoFBUH37tC3r/nXoKALH1NEpBaMGTOG0tJS2rVrx5YtW1xekbIqTz75JK+99hovvPACf/3rXzGZTE4HjfDwcJvjKqto5OXlsXXrVqKjo62vWSoagwcPtlawLd+LpkyZwvLly0lJSakwVlxcHKtWraKgoMDm9fLtXGCuaKSmplZ46KqHsNWjoFFLzpw5w6ZNm+y2TSUnJwPYtE7l5uZa26agYtDo3Lkz8HtIqY4hQ4YwdOhQZsyYUa0WLJGaUFJSwiuvvEKXLl3Yv38/3377LZ9//jlhYWG1fWsiInVOeHg4vXv35vjx4wQHB7tlUnh5f/3rX3nnnXf417/+xZQpUygtLXVqjkbZtimoPGhs2rSJ4uJim82MLd97RowYUaGV6S9/+QshISHMtbPHUVxcHHl5eaxZs6bCPQEV5mjk5eVx7tw5u/el1inXKGjUkhUrVmA0Gissawvm+Rn169enUaNG1teqChrt2rWznnshZs2axa5du/jqq68uaBwRd9i6dSu9e/fm73//O5MnT2bPnj02fbkiIlLRtddey4oVK7juuutYsGBBjTyNv/fee/nPf/5jbWF1Zo6GvaCRnp5u9/ikpCQaNmxofZAKsGPHDsD8YNTCct2AgADuuOMO3nvvPQoLC23GioqKomXLlnz77bc2rx87dox69eoRHBxsfc2ZvTTEeQoatSQhIYHu3bsTHh5e4T3LRPCyv2ntBQ3LBHH4fYnbn3/++YLua+DAgYwaNYoZM2ZUupOmSE3KycnhoYceol+/fgBs3ryZ119/nSC1NImIVCk+Pp6cnByioqI4dOgQW7ZsqZHr3HXXXXzyySccPHiQQ4cOUVxc7PBYR0EjKyuL/Pz8CscnJSUxaNAgm0rJ1q1bAfO8C3vhafLkyZw+fbrCbuYGg4G4uDiWLl1qc17ZpW0tHAUNTQavHgWNWlBaWsry5cvttk3B73tolGUvaJSUlFBUVARAq1atgAuvaIC5qrF3716++OKLCx5LxFXffvstUVFRzJ07l5deeomtW7fSq1ev2r4tEZE/jC5dutCqVSt+/fVXmjVr5tZJ4eWNGzeOIUOGkJmZyY033lihmgDmL+n2vtRb9tIoX9UoLCxk48aNNvMzCgoK2LZtG2BuqbX3xb9jx44MHTqUf//73xXuIS4ujiNHjrBv3z7ra+WXtgWsD4BV0XAPBY1asG3bNk6fPu0waJTfQwN+nwxuYQkd5ffSOHbs2AWXSPv27UtcXBzPPPMMJSUlFzSWiLNOnDjBTTfdxNixY4mKimLPnj088sgj1lVGRETEOQaDgfj4eJYsWcK4ceNYuHBhpdWGC9WiRQs6duzI8uXLue666ypUKLKzs8nNzbVb0YCKm/Zt27aNgoICm/kZa9assU7mLi4udlhhmDJlCuvXr2f37t02rw8dOhR/f3+b1afK7gpu4evrS+PGjVXRcBMFjVqwdOlSGjRoQN++fSu8d+7cOU6ePGkzERzsVzQsrwP4+fnRoEEDCgoKOH369AXf46xZs0hOTubTTz+94LFEKmM0Gpk3bx6dOnVizZo1fPrppyxbtszaDigiIq679tprSU1NpWfPnpw6dYrExMQau5bJZKJx48YsXbqUpKQk4uLiyMnJsb5vbw8NcBw01q5dS3BwMN26dbO+tmTJEuvxZUNT+S/+1113HWFhYRWWuvX392fYsGE2QcNelQW0xK07KWjUgoSEBEaPHm33Sa2l9amq1ilLdaPshPAWLVoAF7bylMVVV13Fddddx8yZM2v0KYhc3vbu3Ut0dDSTJk3ihhtuYP/+/YwbN05PjERELtCgQYMICQnhl19+ISoqqkZWn7IwGo0YDAaGDx/O8uXL2bZtG6NHj7au3OQoaDRs2BBvb+8KQSMpKYmBAwdavyeZTCaWLFlirXCUbZ0qz9vbm4kTJ/Lxxx9z/vx5m/fGjBnDDz/8QFZWFsXFxaSnp1donbLcp6OKhrhGQeMiS09P58cff3S4co6zQaN8RQOgQ4cOQPX30ihv5syZHD58mI8++sgt44lYFBQUMGPGDLp3787Jkyf5/vvvee+992jYsGFt35qIyCXB29ub2NhYlixZwvjx4/nmm29sqgzuVHYfjUGDBrFy5Ur27t3LiBEjOHv2rPVLe/kFcAwGQ4VN+0pKSli/fr3N/Ixdu3Zx7Ngxhg4dClTeOgUwceJE8vLyKoSr2NhYSktLWbFiBSdOnKiwWZ+FZS8Ne/QgzDUKGhfZ8uXLMRgMjB492u77ycnJhIaGEhISYvO6M0Gjffv2eHh4uKWiAXDllVdy44038o9//MM66VzkQiUlJdG9e3deeOEF/v73v7Nr1y7rHx4iIuI+8fHx7NixgyFDhpCXl8c333xTI9cpv2Ffnz59WL16NUeOHGHo0KHs37+fxo0b4+fnV+Hc8ntp7Nixg5ycHJugsWTJEoKDg60rEVYVNJo3b87YsWOZPXu2TSWiRYsWdO3alaVLl3Ls2DEAh0FDrVPuoaBxkSUkJNCnTx+aNGli9317E8HBvENmVUGjdevWGI1G64Z/7jBjxgx+/fVX/vOf/7htTLk8ZWZmMnHiRAYPHkyjRo3YsWMHs2bNsvsHj4iIXLiYmBi8vLzYvn07gwYNqrHVp0wmU4UN+7p3786aNWs4efIkc+fOJTQ01O655ffSWLt2Lf7+/jarDS5evJjRo0dbv/uUXajGUYVhypQp7Nq1i40bN9q8HhcXx7Jly/j1118Bx0Hj5MmTNg9ZNRm8ehQ0LqLi4mJWrFjhcLUp+H0PjfIcVTTs7aWxf/9+d90ynTt3Zty4cTz33HPW1R5EXGEymVi4cCGdOnXiiy++YPbs2axbt85mEyYREXG/kJAQhgwZwuLFi7n11ltJTEx0uEHehbDM0Sivc+fOJCUlUVBQwJEjRzh69GiFY8pXNJKSkrj66qvx8fEBzBPFt27dSnx8vHXORtmKhiMjR46kbdu2FSaFx8XFcerUKTZu3EhwcHCFDhL4fS6Jo13LxXkKGhfRxo0bOXfunMOgYTKZ7O6hAc61Tln20jh8+LAb7xqefvppjh8/zrvvvuvWceXSd/ToUcaMGcNf/vIXBg4cyL59+5g8eXKFJ18iIlIz4uPjWb16NaNHj8bT05OFCxe6/RrlW6fKat++PW3btsXT05Po6OgK80jLBo3S0lLWrVtns6zt0qVL8fDwIDY2Fm9vb6Dq1ikADw8PJk2axBdffGGzGme/fv1o0KABmzdvtlvNAPub9qmiUT360/4iSkhIIDQ0lKuuusru+2fOnCErK6tC0DCZTBVap3x9ffHw8LAJGs2bN8dgMHDu3Dmys7Pddt8dOnRg/PjxPP/883Z37xQpr6SkhNdff52oqCh++uknFi1axJdffllhIqCIiNSs+Ph4iouL2bp1K7GxsTXSPlVZ0AA4deoUEydOxM/Pj+joaJvOi2bNmnHy5ElKSkr4+eefycrKqjA/o3///jRq1MgaNBxt2FfeXXfdhcFgsGn/9vLy4pprriE5Odlh0LC8rnkaF05B4yJKSEggJibG4W9Gy9yK8q1T+fn5mEwmm6BhMBgIDAy0CRre3t7WHkh3rTxl8fTTT3Pq1KkKJUiR8rZv307fvn155JFHuOeee9i7dy/x8fG1fVsiIpelli1b0q1bNxYtWsT48ePZtm0bv/zyi1uvUVnQKCoq4uTJk0RFRbF27VoaNGhAdHQ0u3btAsxBw2QycfLkSZKSkvDx8bHuM5afn09iYiJjx44FsGmdsqgsaDRu3Jgbb7yRuXPnYjQara/HxcWRlZVFo0aN7J5Xv359/P397VY0xDUKGhfJr7/+yu7du6ucnwHQrl07m9ctYaJs0LD8XDZoALRt2xZwf9Bo27Ytd955Jy+++GKFa4qA+b/TRx55hN69e1NSUsLGjRt58803qVevXm3fmojIZS0+Pp6lS5cyevRo6tWr5/Y9NUwmk8Mv/Ja2qIiICMLCwlizZg2RkZEMHTqUH3/80WbTvrVr19KnTx/8/f0BWLVqFfn5+dagYa91qipTpkzh8OHDrFixwvraNddcA+Dw+4zBYHC4xK1ap1yjoHGRLFu2DE9PT0aNGuXwmAMHDhAZGWndjM/CUdAICAio8Jukffv2eHp6um2J27KmT59OVlYW77zzjtvHlj+2ZcuW0blzZ9555x2ef/55tm3bZn0iJSIitSs+Pp6srCx+/PFH/vznP/PJJ5+49Ql9ZRUNS1XA0o7UuHFjvv/+e9q3b8+wYcOsX+aPHz9OUlKSzfyMJUuW0K5dOzp27Aj8XtFwtnUK4Oqrr6Zbt242HRmWCeCO9soALXHrLgoaF0lCQgIDBgygfv36Do+pbCI4OFfRaN26NQaDwe0VDTBPNr/nnnt4+eWXK+y2KZenjIwMxo0bR2xsLO3bt+fnn3/msccesz51EhGR2nfVVVcRHh7O4sWLGT9+PIcPH2bTpk1uG7+yoGH5Ml92V/D69euTmJhI9+7dufXWWwHz/hmnTp2yzs8wmUx8++23jB071homXJkMbmEwGJgyZQrffvutdUlbS5Vl//79FBYW2j2vfNDQZPDqUdC4CAoLC1m5cmWlbVPgeA8NV4NGSUmJW/fSKOuJJ57g/PnzvPnmmzUyvvwxmEwm3nvvPTp27MjKlSv56KOPWLFihbV1T0RE6g4PDw/i4+NZtGgR0dHRREREuLV9qqqKhr+/f4UHrcHBwSxbtoz+/fsD5tWlPD09rT9v376d48ePW9umADw9PTEYDE7P0bC49dZbCQwMtK6eaQk/+fn5rFu3zu45qmi4h4LGRZCUlEReXl6lQcNkMlW6hwZQoaXKXtCwLHFbU0GjefPmTJo0iVdffZWsrKwauYbUbb/88gtDhw5lwoQJXHvttezbt4/bbrtNT3lEROqw+Ph4Dh8+zP79+7nllltYuHChzRf2C1HZHI20tDQiIiLsvh8QEMDixYupV68eW7ZsoU2bNgQFBQHmTfpCQkIYOHCgzTleXl42rVPOCAoK4rbbbmP+/PkUFxdbdwUPDw9n6dKlds+xBA3LdTQZvHoUNC6ChIQEIiMj6dKli8NjTpw4QW5urssVjbIb9sHvm/ZlZGTU2AZ7jz/+OAUFBfzrX/+qkfGlbioqKuIf//gHV155JampqaxcuZIPPviAxo0b1/atiYhIFYYOHUpgYKB1877Tp0/bTJC+EFVVNBwtIwvg5+dH37598fDw4NChQ/z3v/8FzPMzyu6dYeHt7e1S65TFlClTSE9P55tvviE1NZXAwEDi4uIcBo3IyEgKCws5e/aszet6qOYaBY2LICEhgdjY2Er/47SsOFVZRcOZ1qnw8HA8PT0xmUykpKRc6K3b1axZM+69917++c9/VvgNKJem9evX06NHD2bNmsXDDz/M7t27GT58eG3floiIOMnPz4/Ro0ezePFirrzySrp06eK2PTWqmqNRdn6GPfXq1cNoNBIdHc1f/vIX3njjDXbs2GHTNmVR3aDRpUsXBg4cyOzZs0lNTaV58+aMGTOGAwcO2O0CKb9pnyoa1aOgUcMOHjxIcnJylfMzkpOT8fDwoE2bNhXecyVoeHp6Wp8c1MSEcIvHHnuMkpISXnvttRq7htS+rKwsJk+ezMCBAwkODmb79u08//zz1qUHRUTkj+Paa69l8+bNZGRkcOutt7Jo0SK3LO5SVUWjqqBh6cD48ssvueuuu3jooYcwGAzWZWjLsrROWbhSYZgyZQqrV69mz549REZGMnz4cHx9fe1WNSz3XH5lKlU0XKOgUcOWLVuGj49PlU9/Dxw4QMuWLfHx8anwXl5eHj4+PtZl3SzsBQ0w78NRU0vcWoSGhnLffffxxhtvcPr06Rq7jtQOk8nEl19+SadOnfj00095++23Wb9+PV27dq3tWxMRkWqydFd8++233HLLLeTn5/P1119f8LiO5miYTCaOHz9eZdA4ffo0BoOBhg0bMm/ePFq0aIHJZOLjjz+ucGz5ioYrbrjhBpo0acKuXbuIjIwkMDCQIUOG2A0aYWFhGAwGTQi/QAoaNWzp0qUMHjzYOrnJkeTkZLttU2CuaJSvZoDjoNG6dWu8vb1rtKIB8Mgjj2AwGHj55Zdr9DpycR07doxrr72WG2+8kb59+7J3716mTp2Kp6dnbd+aiIhcgMaNGzNgwAAWL15MixYtiI6Odkv7lKOKxpkzZygsLKx0jgZASkoKJpOJs2fPkp+fz4kTJxgyZAgPPPAAL730ks2x3t7eLu2jUZavry933303GRkZNG3aFDDvEp6UlFShsuPt7U3Tpk0rtE6pouEaBY0alJuby5o1a6psmwLHS9taxrEXNOxt2AfmoFFaWlqjFQ0w/w/rgQce4O233yYjI6NGryU1r7S0lDfeeIOoqCh+/PFHvvrqK7755psq/4AQEZE/jvj4eBITE8nLy2P8+PGsWrXKuq9EdTkKGvb20Cjv2LFjnDx5EjAvjJOYmEhRURFz587l6aef5u9//zszZsywftH38vKq1hwNi3vuucdaaQFz0CguLiYxMbHCsVri9sIpaNSg1atXU1hYWGXQKC0t5dChQy4HjcoqGsXFxdYJ5jXp4YcfxtvbmxdffLHGryU1Z+fOnVx99dU89NBD3H777ezdu5frr7++tm9LRETc7Nprr6WgoIDExET+/Oc/4+Xlxeeff35BYzoKGpYv6ZUFjaSkJOvfnzhxgiVLltCxY0euuOIKZs6cyQsvvMCsWbN47LHHMJlM1tYpC1eDhmWO4caNGwFo06YNHTt2dDhPQ5PBL4yCRg1KSEigbdu2DgOExbFjxygsLKxW61R+fj5Go9HmdcteGkePHrWZMFUTGjRowF//+ldmz55tfTogfxx5eXk89thj9OrVi7y8PNavX88777xDSEhIbd+aiIjUgPbt29OxY0cWL15MgwYNiIuLu+DN+yoLGh4eHoSFhTk8NykpiU6dOlmPt+wGbvH3v/+df/3rX7zyyivcf//91dpHoyxLleXgwYNs3boVMFc1EhISKnyfslfRUOuUaxQ0aojJZHJqWVv4fWnb6lQ0AId7aZSUlFg3palJDz74IAEBAbzwwgs1fi1xnxUrVtClSxfeeOMNZs2axfbt27n66qtr+7ZERKSGxcfHs2TJEkpLSxk/fjw//vgj+/fvr/Z4jiaDp6WlERYWVmExm7LWrl3L4MGDCQkJYevWrZw8ebLCsrYPPPAAc+fO5Z133iE9PZ3CwsJqt05Zgkbz5s2ZPXs2AGPGjCE9PZ0dO3bYHBsZGamKxgVS0HCXnBzYuRM2b4adO9m/bRtHjx51en6Gt7c3LVu2tPu+q0GjadOm1tWranqeBkBISAiPPPII8+bN49dff63x68mFOXXqFLfddhujR4+mVatW7N69myeeeMLuimciInLpiY+P59SpU2zZsoXY2FhCQkIuqKpR2RyNytqmMjIy+OWXXxg8eDDNmjVj69atNGrUyO5Dr//7v//jgw8+4OzZs6xcudLaPuVq0Dh27BgBAQFMmjSJzz77jMzMTAYMGEBISEiF9qmIiAjOnDlDfn6+9TVVNFyjoHEh9u6F+++Hdu2gXj3o0QP69YMePejYpw8HDQZGLF5sPq4SycnJtGnTxmHirypolJ+nYTAYaN26tXWXzYvhvvvuIzg4mOeff/6iXE9cZzKZ+PDDD+nYsSMJCQm8//77rFq1qsrWPhERubT069ePJk2asGjRIvz8/LjxxhtZsGBBtZ/aV9Y65cz8jOjoaJo1a2bdd8zR96Hbb7+d9u3bc+jQIaZOnQpUr6IRGRnJhAkTKC0t5YMPPsDb25tRo0bZDRqAWsMvgIJGdaSkwKhR0LkzzJ4Nhw5Bud+cBqCtyYTXu++ajxs1ynyeHZWtOAWuBw0wT27y9/e/KBUNgODgYB577DHee++9GtuRXKrvwIEDjBgxgjvvvJPY2Fj279/PnXfeqSczIiKXIU9PT8aMGcPixYsBuPXWWzly5AgbNmyo1ngXEjTatWtHeHg49erV49y5c3Z3Ay8rLCyM6OhoVq5cCUBRUZFL92rZFbxp06b86U9/Ys6cOZhMJuLi4qytWxZldwfX8rbVo6DhqvnzISoKVq82/1zVZGvL+6tXm8+bP7/CIZXtoQHmIBEQEFDh9cqCRqtWrTAYDBetogFw77330rBhQ5599tmLdk2pXFFREc8//zxdu3YlJSWF7777jo8//pgmTZrU9q2JiEgtio+PZ9++fRw4cIDo6GgiIyOr3T5V2RyNypZIX7t2LdHR0QDWfSxGjx5d6bW8vb0JCwtj/m/fp2bOnFmhhbwylooGmHcKT05O5vvvvycmJgYwb7RsUTZoSPUoaLjiuedg4kQoKKg6YJRXUmI+b+JE8zi/KS4uJiUlpVoVDUv4cLTEbWFh4UUNGoGBgTz++ON8+OGHF62SIo5t3LiRnj178vTTT/PAAw/w888/M2rUqNq+LRERqQNGjhyJn58fS5YswcPDg1tuuYWFCxe6XCEA+xWNvLw8MjMzHVY0zp49y+7du61BIzU1FU9PT+rVq1fptSwb9lnO27t3LzExMRU23HPk2LFj1qARHR1NVFQUs2fPJjQ0lN69e9u0T9WrV4+goCCbioa4RkHDWfPnw/Tp7hlr+nR47z0Ajhw5QmlpaZUVDVdbpyx7aRw6dOii/uaYNGkSTZs2ZdasWRftmmLr3LlzTJ06lQEDBuDv78+2bdt46aWX7FbFRETk8hQYGMiIESNYtGgRAOPHj+fs2bN89913Lo9lL2hUtYfGDz/8AMDgwYPJzs7m0KFDlJaWkpOTU+m1LBv2Wbzwwgvs3LmTUaNGkZWVVem5paWlHD9+3Bo0DAYDU6ZM4ZtvvuH48ePExcXx3Xff2YxffolbtU65RkHDGSkpcN997h1z2jRISSE5ORlwvLQtVC9oWPbSyMvLIz093Q037Bx/f3+eeOIJPvnkkwtaKk+q5+uvvyYqKooPP/yQf/7zn2zcuJHu3bvX9m2JiEgdFB8fzw8//MCZM2fo2rUrXbt2ZcGCBS6PU52gsXbtWpo3b07Lli1ZsWIFpaWlAFXuUm7ZsM/yELVz586sWrWKX375hWHDhnH69GmH52ZkZFBaWkrz5s2tr9122234+voyf/584uLiyM7OZv369db3LUvcqqJRPQoazpg0yfVWqaqUlMCkSRw4cAA/P79KJ0vl5eVVq6JhcbHbmCZMmEB4eDgzZ868qNe9nKWmpnL99dfzpz/9iauuuoq9e/fywAMP4OnpWdu3JiIiddSYMWMwGo0kJCQA5qrG4sWLyc7Odmkce3M0qgoaSUlJDB48GIPBwJIlS6wPXJ0JGmU37DMYDPTq1Ys1a9aQmprK0KFDycjIsHuuZW+xsvNGQkJCuPXWW5k3bx5du3YlLCzMpn0qIiLCuveG5XriPAWNquzdC4mJNRM0EhPJ3ryZ9u3b212tAcxzOIqLi+0GDU9PT3x9fe0GjYYNG1rPuZjzNAB8fX2ZPn06Cxcu5Oeff76o177clJaW8s477xAVFcWmTZv473//y+LFi2nRokVt35qIiNRxzZo1o0+fPtbVp8aNG0dhYSFfffWVS+PYq2ikpqYSEhJCUFBQheOzs7PZvn070dHRlJaWsnTpUsaMGQNQZReGpXWq/CpQV155JWvXruXMmTNER0fbhIOy9wRUmKA+ZcoU0tLSrBstlw8amgxefQoaVZkzByrZ0fKCeHnRdf36KtumALtBw/K6vdUWDAYDbdq0ITAwsFYmZt911120bNmSZ5555qJf+3Kxe/duBg4cyLRp07jlllvYt28ff/7zn/W0RUREnHbttdeyfPlyCgsLad68OYMHD3Z59SlHrVOOqhkbNmzAaDQyePBgNm7cyJkzZ7jxxhvx8/NzuXWq7J95nTp1IikpiYKCAqKjozly5IjNuampqfj7+9OwYUOb13v06EHfvn2ZPXs2cXFx7Nu3z7pUf0REBMePH7e2dunPWNcoaFQlIcH91QyLkhK6nzhR5URwqDxo2KtogLl9ytfX96JXNAB8fHx46qmn+N///sfOnTsv+vUvZfn5+Tz55JNcddVVnDt3jnXr1jFnzhzq169f27cmIiJ/MPHx8eTk5LD6t2X7x48fz6pVq1zapM7VoLF27VqaNm1K+/btWbJkCaGhofTt25dmzZpVGTS8vLwoKfO9rPwX/3bt2pGUlISHhweDBg3iwIED1vcsK07ZCwtTpkxhxYoVtG7dGm9vb2tVIyIigpKSEjIzMyv/hyB2KWhU5vx5OHy4Ri/RsqSETmUmJZV3IUGjVatWlJaW1tpSs7fffjtt27ZVVcONVq1axZVXXsmrr77K008/zY4dOxg4cGBt35aIiPxBde7cmdatW1vbp2644Qa8vb35/PPPnR7D0RwNR3tolJ+fERcXh4eHh1NBo3xFw56WLVuSlJREUFAQ0dHR7N27F7DdQ6O8m266iQYNGvDJJ58QHR1tEzQAh/M+pHIKGpWxs+O3u3kAXfz8HL5/oRWN3NzcWqlogPmpw4wZM1i0aBHbtm2rlXu4VJw+fZo777yTESNGEB4ezq5du3jqqafw9fWt7VsTEZE/MIPBQHx8PIsXL8ZkMlG/fn3Gjh3r0upTjuZo2Kto5OXlsXXrVqKjozl48CD79u2z7gZenaDhqJUpPDyctWvXEhoayuDBg9m5c6d1V3B7/P39ueuuu3j//fcZNWoUq1evJjc31/oZLDuGq3XKNQoalSksvCiXadmsmcP3qgoaAQEBlVY0LOW+s2fPXviNVsMtt9xChw4dmDFjRq1c/4/OZDKxYMECOnXqxKJFi5g/fz6rV6+mQ4cOtX1rIiJyibj22mtJS0tj+/btANx6663s2LHDWgmoSvmgUVpaSnp6ut2gsWnTJoqLixk8eDBLlizBx8eHkSNHAs4FDUvrVFVBAyA0NJTVq1fTqlUrhg4dyqFDhyrdqXzy5MnW70uFhYV8//33NG3aFE9PT2vQENcoaFTmIj0tbhgW5vC9C61oWNRWVcPT05NnnnmGhIQENm7cWCv38Ed16NAhRo8ezW233cbIkSPZv38/99xzj8MVykRERKpj4MCB1K9f39o+FRsbS/369Z2eFF4+aFj2q7AXNJKSkmjYsCFRUVEsWbKE4cOHW1emcqWiYVFVhaFhw4asXLmSTp06kZ6eTkFBgcNj27dvz8iRI/n6669p164d3377LZ6enjRr1kwVjWrSN5bKtGsHNfwflBEwXOCqU5VVNCxqa54GmPseO3furKqGk4qLi3nppZfo0qULycnJJCQk8Omnn9K0adPavjUREbkEeXt7Exsbaw0avr6+3HjjjXzyyScYjcYqzzcajTZfwC3LwdqrHqxdu5bo6Giys7NZt26dtW0KICwsjDNnzlBUVFTpvVY1R6O8kJAQPvroIwDeeecdVq1a5fDYKVOmsGnTJvr06UNCQgImk4mIiAjN0agmBY3KBAVBmzY1eomMoCDzdRywhIiAgAC771cWNEJCQmjQoAEBAQG1VtEA8PDwYObMmSQmJrJu3bpau48/gi1bttCrVy+eeOIJpk6dyp49e4iJiant2xIRkUtcfHw8O3fu5OjRo4B59amjR4+yYcOGKs81mUw2FQ3LfhXlKxqFhYVs2rSJ6Oholi9fTklJiXX/DDBXNKDyvTRcaZ0qy7JqVM+ePYmLi7NuUlje2LFjiYiIICsri9TUVHbt2kVERIRap6pJQaMqsbE1to9GCXCkU6dKj8nNzcVgMODnYMJ4ZUEDzO1TQUFBtRo0AK6//nq6devG008/Xav3UVedP3+eBx54gH79+uHl5cXWrVt59dVXHVayRERE3Omaa67B29ubJUuWAOZ2qhYtWjg1Kbx861RaWhre3t40btzY5ritW7da97hYsmQJ3bt3t5mc7UzQcHYyeHmWXcG/+OILrrnmGq677jq+/vrrCsd5eXkxceJE1qxZQ2BgIEuXLqVJk9akpjYG+pCcHEBOjlOXFBQ0qjZ5co3to+EFPPHrr8yfP5/8/Hy7x+Tm5hIYGOjwN5KjDfssWrVqhYeHR622TsHvVY01a9ZY1+oWsyVLlhAVFcX8+fN59dVX2bx5M1dddVVt35aIiFxGQkJCGDJkiLV9ysPDg1tuuYUvvvii0lYmsB80wsPDK8wpTEpKIjg4mM6dO5OQkEB8fLzN+5agUdk8DW9v70r30XAkNTUVPz8/wsPD+e9//8v111/PjTfeyGeffVbh2AkTJlBQ0AY/v3nMmnU7c+e+Qlrat8BmbrmlE/Xqmbvr778fnJwvf9lS0KhKVBSMHOn2qkYxsAI41bgx//d//0dkZCSPP/64NXFbWIKGI85UNAoLC2u9ogHmsmzPnj156qmnXOqtvFSdOHGCG2+8kfj4eLp27cqePXv461//ildN7UQvIiJSifj4eNasWcO5c+cAc/tUZmYmy5Ytq/Q8e0HD0fyMgQMHsmnTJrKysmzmZwA0adIET0/PSoOGl5eXy3M04Pc9NAwGA97e3nz66afceuut3Hrrrbz//vvW41JS4K67IjAad3PmzE0UFkYCtmHGZDLvgDB7NnTuDKNGmc+TihQ0nDF3rvvbp7y8mATs2bOHgQMHEhsby7///W9at27NTTfdxPr16zGZTOTl5V1w0MjOzubEiROVHncxGAwGZs2axfr160lMTKzVe6lNRqOROXPm0KlTJ5KSkvj8889ZunSpzeR9ERGRi23s2LEUFxezfPlywLyZX7du3apcfar8hn329tAoKSlh/fr11mVtmzVrVqF67+HhQdOmTausaFSndar8Zn2enp68//77/N///R933303//73v5k/3/x8+ffGi8q/+1kKK6tXm8+bP9+pW7msKGg4o3VreOsttw753ZgxnG/UiK+//pr09HQ++eQTrrvuOmbOnMlPP/3EwIED6d27Nz/++KPDieBQddCw7A4OcLiGdzl3RkxMDP369btsqxp79uxh0KBBTJkyhRtvvJF9+/Zx8803a7k8ERGpdS1btqR79+7W9ikwVzUWL15srXLYY6+iUT5obN++ndzcXOv8jDFjxthdrr2qJW4trVPVmaNRvsri4eHB7NmzeeCBB5g6NY2JE6GgwPWO+ZIS83kTJ8Jzz7l27qVOQcNZEybAs8+6Z6znnuO/9erRvn17rrvuOvbs2cMbb7zB0qVLef755xk3bhxfffUVTZo0YeXKlezfv58ZM2bYnRwVEBBASUmJw/7Jsntp1PY8Dfi9qrFlyxaHKz5cigoKCnj66afp0aMHZ86cYc2aNbz77rs0bNiwtm9NRETEKj4+noSEBOteFePGjaOoqIivvvrK4Tllg4bJZLIbNJKSkggICCAoKIgDBw5UaJuyqCpoVHfVqfIVDQuDwUDnzv8E3JMQpk+H995zy1CXBAUNVzz5JLz7Lvj5ud5K5eVlPm/+fHjiCQ4cOMAVV1wBmNP5fffdx8GDB5k6dSovvPACU6dO5cYbb2T06NGEhYXx2muv0aJFC2677Ta2bt1qHdbSVuWoqtGyZUsA/Pz8+HXvXti5EzZvNv9aS8smjBgxgkGDBvH0009fFlWNNWvW0K1bN1588UUef/xxdu7cyeDBg2v7tkRERCqIj48nKyuLH374ATAvUTt06NBKV58qGzSys7PJzc2t8KV+7dq1XH311Sxfvhx/f3+GDx9udyxnKhqAzaZ9VTEajaSlpdmscGWRkgL3328A3Pd9ZNo0zdmwUNBw1YQJ5iUGhg41/1xF4Ci1JO2hQ83n3XMPAMnJybQvt1Ff/fr1efnll9m/fz+DBw/mnnvuYcOGDURGRpKamsqLL77I+vXr6dOnD/379+fzzz/H97fdyx0FjcCjR3nX35+9xcXcP3069OgB/fqZf62lZRMsVY3t27ezaNGii3bdi+3s2bPcc889DB06lNDQUHbu3MnMmTMdLlUsIiJS26666ioiIiJs/ny+9dZbWb16tXUjvvLKztGwt4dGaWkp69ats87PGDFihMO28LCwMKeChmXlKWcqGidPnqS4uNhuRWPSJEurlPtamEtKzOOKgkb1tG4NK1bAnj0wZQq0a1chB5uA0w0aMN/Hh6KdO83H/9bGlJmZyZkzZyoEjd+Hb81nn33Gpk2bMBgMbNq0iXHjxjFq1CgOHDjAN998g7+/P+P+v707D4+yPNs//p3sy4SwQ1izQAIhCCqLWkVQ2REUpYAsboBS91ptbbWtVlt/WvuKWpVArbIooEhVEhAQBFwIgohAEEISCFsSiED2deb3x/iMmcxMMkkmIHB+juM9kJln7nmmr2nnzHVf9zV5Mnf/FFxqnlZFZqbtGIRevbijpISoqirnH6FzeGzC4MGDGTJkCH/5y188mjp6PrFarbz33nv07NmT5cuXM3fuXDZu3Eh8fPy5vjUREZFamUwmxo4dy8cff2zfdXDLLbcQEBDg8ihYcKxoGGGketDYvXs3Z86coU+fPnz55Zdut02BraKRk5Nj7y+tyTiZ0ahoeBI0jPBTM2ikpsLatd6fYlBZaVt3717vrns+UtBojPh4eOUVSEvjqYceYnjbtgwErjGbefGppzjx5ZfcW1bGyhpHy6alpQHYt065M3DgQGJjY7n++utJS0ujT58+zJ49m4EDB/LZZ5/x/fffc/XVVwPYKyA7d+6k5rEJdW7yOkfHJjzzzDN8//33LF++/Ky839mQmZnJqFGjuO2227j22mvZu3cvs2bNctnwJiIi8ks0duxYMjMz2bNnD2CbsXHjjTe63T7lKmh06NDB/vzGjRsJCAjg5MmTWCwWh2ngNUVERFBVVUVeXp7L5xtS0TCCRs2tU2++2WQzmfHzs/0e92Knbz9ekldWRlbLlmwFzkRFsefQIXr27Em/fv1YuHChw7X79+8HoFu3bnWuW1xcTEJCAqmpqbz00kt88MEHdO/enWeffZaYmBj+/ve/A3DXXXexZs0alvXtCzNnYj0Pjk24+uqrGTZsGH/961/d/ubifFFZWclLL71EQkICe/bs4ZNPPmHZsmX24UMiIiLniyFDhmA2m51On9q5cye7d+92ur5m0GjTpo19azfYGsEHDhzI6tWr6devX63/21jX0L6aQcMThw8fJiAgwGlSeXJyk81kprIS6hg/clFQ0PCSgoICwsLCAFuK37dvHwDTp08nKSnJIZmnpaURERFhv742xsC+gIAAHn74YdLT05k1axbPPPMMsbGx9iE6N998MweffNJ+ZkKjdxqepWMTnnnmGVJTU1m2bFmTv1dT2b59OwMGDODxxx9n1qxZpKam1vrbGhERkV+ywMBARowY4dCnMXLkSFq2bOlypkbNHo3q26asViubNm3i6quvZvXq1U7TwGuqK2g0dOuUMazPUFAATX3qf3r6OTt35xdDQcNLCgoKCA8PB6Bdu3bs27cPq9XKpEmTsFqtLF261H6tq0Zwd4qKihwaplq0aMFLL73E3r17ueqqq3j00UcB+GHVKnwffth7HwjOyrEJAwcOZPTo0fz1r3+t128nfgkKCwv57W9/y4ABA7BYLGzZsoX/+7//w2w2n+tbExERaZSxY8eydetW+xf+gIAAJkyYwLvvvuvUW1mzolE9aPzwww+cOHGC8PBwCgoKau3PAFszONRd0ahv0Ki5bSo93daq2pSsVvgFTBY4pxQ0vKSgoIDmzZsD0LJlS06fPs3Jkydp06YNI0eOZMGCBfZr09LS6hU0XE0Gj4mJYdmyZaxfvx6AnnPmUFlW1vgPUt1ZOjbh6aefZv/+/bz77rtN/l7ekpycTK9evXjzzTd5/vnn+eabb+jfv/+5vi0RERGvGDVqFD4+PqxcudL+2NSpU8nKyrIffWuoLWhs3LgRX19fDh48SOfOnenTp0+t7xsQEECrVq3qDBrGluv6VDSq8/ZXJnfO1vv8UiloeEn1oGFUNqpvn0pJSbFXOarP0KiNxWKhpKTEZdAwDB48mHhgGODn7Wh+lo5NuPzyy+1T0etzLva5kJ2dzaRJkxg9ejQ9evRg9+7dPPbYY/b/4hMREbkQtGrViquvvtqhT+Oqq66ia9euDtunjJOpqgeN6l/qN23aRL9+/fj0008ZM2aMR8GgtlkaNbdOecLVVPBqLSRN6my9zy+VgoaXFBYW0qxZM8xmM8HBwZhMJnvT95gxYwgPD2fRokXk5uaSn5/vUUWjpKQEoNagYTKZuN/fH0tTnWp0lo5NePrpp8nIyHCo/PySWCwW5s+fT8+ePVm/fj2LFi1i9erVREdHn+tbExERaRLjxo1j3bp19lldPj4+TJkyhWXLllH206/qjW1UJpOJsrIycnNz7RUNq9VqP949MzOzzv4MQ22zNOq7dcoY1lczaHTrBh4OFW8wk8n2PhczBQ0vKSgowGw2ExYWRllZGV27drVXNIKCgpg4cSILFy60P+ZJRcP4wa4taACMsFjwaapZFGfp2IRLLrmECRMm8Le//Y3y8vImf7/6+OGHHxg8eDAzZ87k5ptvZu/evUyZMsWj38qIiIicr2688UZKS0tZu3at/bEpU6Zw+vRpkpOTAceKhhEOjKCRkZHBsWPHqKqqIjQ0lMGDB3v0vp5UNDw93vbkyZOUl5c79WiYzdDUvyuMibG9z8VMQcNLjFOnzGYzBQUFxMXF2SsaANOmTePQoUMkJSVhMpmIiYmpc02PgkZBAV2b+mjYs3Rswl/+8heysrJ46623mvy9PFFWVsbTTz9Nnz59OH78OJ999hlvvfUWrVq1Ote3JiIi0uS6d+9Oz549HbZPxcfHc+mll9q3TxkVDR8fH6dhfZs2bcJkMrF3716GDRtGUFCQR+9bW9Co7xwNY6Cxq6ngo0Y17RyNkSObZu3ziYKGF1itVgoLCwkLCyMsLIzCwkJiY2Pt1QuAX/3qV0RFRbF69Wo6d+7s0Q+bR0EjPb3p/594lo5N6NWrF5MnT+a5556jtLS0yd+vNps3b6Zv3748++yzPPbYY3z//fdcd9115/SeREREzraxY8eycuVKh3lXU6ZM4ZNPPuH06dMug4bxpX7jxo0kJCSwbdu2Ok+bqi4iIoLs7Gx7taS6mlun6uJuKjjAnXeWNekcjdmzm2bt84mChhcUFxdjsVicKhoHDhxwSNzTp08nNTXVo0F94GHQOEvHGfzhkUfYuHGjyx96b/rzn//MsWPHmDdvXpO+jzunT5/mnnvuYdCgQbRo0YIdO3bw7LPPEhwcfE7uR0RE5FwaN24cJ06cYMuWLfbHJk+eTEVFBcuXL3fo0Thy5AghISH2Q3E2bdpkP6529OjRHr9nREQEJSUl5OfnOz1nbJ3y9NSpI0eOEBAQQJs2beyPGWMHxo/vAazBZPLuzhA/Pxg6FHr29Oqy5yUFDS8o/GlbkVHRKCgoIDY2loqKCg4dOmS/burUqVRWVuLr6+vRuh4FjbN0nEFaVhaDBw/m0ksv5a233mqyikNcXBxTp07l73//u70Z/mywWq28//779OzZkyVLlvD666/zxRdfkJCQcNbuQURE5JdmwIABtG3b1mH7VIcOHbj++utZtGiRQ4+GcbStyWTi8OHDZGZmkp+fzxVXXEHbtm09fs/ahvbVtxncGCBonIr11VdfcdVVVzFp0iR69+7N2rUxBAZ69r3MU35+MHeuV5c8byloeEFBQQGAvRm8sLCQuLg4AIftU9HR0fj4+NjLeHXxKGh060YTz5sBk4kPvvuONWvW0LlzZ2bMmEHnzp158skn7WVSb/rzn//MiRMneOMsnHYFkJWVxdixY/n1r3/NVVddRWpqKrNnz7b/l5KIiMjFytfXlzFjxjgEDbBtn9q4cSNZWVmAY9AAWzUDYNeuXfXaNgWeBY369Gh06tSJ9PR0fv3rX/OrX/2KsrIy1q9fz8cff8wNN8Tw6qv1ur06vfYaREV5d83zlb5JeYERNKpvnerUqRPBwcEODeFHjx7FYrGwb98+cnJy6lzXo6BhNpPTxEcaFLRtS4HVytChQ/nkk0/Yv38/U6ZM4ZVXXiEyMpLJkyfz9ddfe21bVUxMDHfccQfPP/+8/T8Du8JC+O47SEmx/dmIJvWqqipefvll4uPj2bFjBytWrGD58uUOg4ZEREQudmPHjuWHH35w+E4zfvx4AgMDWbZsGYD9F6nV+zO6du1KcXGxV4NGzVOn6pKZmUlubi49e/bkq6++4u2332bbtm0MGTLEfs2MGfDss/W6Rbeeew7uvts7a10IFDS8oHrQMCoaPj4+dO/e3aGikZaWBth+O/Dee+/Vua7xJTskJKTW6/Z06UIT9TJRCfw3J4c2bdowduxYFixYQOvWrXn55Zc5cuQIL730Etu2beOqq65i4MCBLF682CvH0z755JOcPn2af//735CaCg8+aDuMulkzuPRSuOIK25/Nmtkef/BB23Ue2rFjB1dccQW//e1vufPOO0lNTeWmm25q9H2LiIhcaIYOHUpQUJBDVaNZs2aMHTvWHjRMJpNTRcNsNhMZGUmvXr3q9X5msxmz2dyoikZ5eTlz5sxhy5YtZGRk8NRTT7F//35uv/12lzsW/vQnmDcPgoLqfxKVn5/tdfPnwx//WL/XXugUNLzAVUUDbP0GNYOGUYL0ZDBdUVERQUFBdfZ0pFx6KU10Oht+wK3r1vH888+Tl5fH7bffTtu2bRk9ejTLly9n6tSp7Nu3j5UrV9KiRQumTp1K165deeaZZzyq2rgTGRnJ4xMm0P/JJ6FXL9vQwPR02wlY1VmttsffeMN23bBhkJnpdt2ioiIef/xx+vfvT2lpKV999RWvvvoqzZo1a/C9ioiIXMhCQkIYOnSo0/apqVOnkvrTL/lMJhPHjh2jY8eOZGdns2/fPrKzsxk7dmyD5k65G9pXV9CwWq2sWLGCXr168dvf/hawbcl+6qmn6vzF7YwZtt9ZGsWOuprEjUAyZIjtdapkOFPQ8AJXzeBgG8pXvcy4f/9+oqKiuP3229mxYwe7d++udd2ioqI6fygACrt0YVNDInhdfjo2ocP11/PII4/w5Zdf2qsYhYWF3H333bRr146RI0dy7NgxFi9ezJ49e7j55pv5f//v/9GlSxduv/12tm/fXv/3nj+fZ5Yv52rj+Lq6SqTG8xs2QHy87dcKNXz66ackJCTw6quv8uyzz/Ltt99yxRVX1P/eRERELjJjx47lyy+/5OTJk/bHhg8fTvPmzQHbd6Hy8nI6duzI5s2bAcjLy6v3timDu1kaxtYpV83g27ZtY/DgwYwfP56YmBjWr1+PxWKpV0UlKgrWrIE9e6BVq6WEhWU7TRA3Jn7Pnm0LGGvWqCfDHQUNLzCCRWhoqH3rlNVqJS4ujqNHj9qDSFpaGt27d2fkyJG0atWKhQsX1rpuUVFRnVPBjfd9JDi4aYJGjWMTOnbsyAMPPMDGjRs5evQoc+bMoaKignvvvZf27dvz4IMPcskll/Dtt9/y3HPPsXHjRvr168fVV1/N+++/79meyueeg5kz8Skrw7++91xZCaWlMHOmbR0gNzeXKVOmMGLECGJiYti1axd/+MMf7L8VERERkdqNGTMGq9VqnwgOEBAQwLhx4wBbqADbvIqNGzfSsmVLmjVrxqBBgxr0fu6ChvG/3dXnemRlZTF16lT69+/Pjz/+yOrVq1m9erV9t0LNqeCeaNbsCCdPTiEx8XPy82HHDtiyxfZnfj6kpcErr+gI27ooaHhBQUEBoaGh+Pj4YDabqaqqorS01H7ylNGbkZaWRmxsLAEBAUyePJlFixY5/KDUVJ+gsbe0lLN9bEJERAS/+c1vWL9+PcePH+f111/HZDJx//33Ex8fT1JSEo8++ijz58/H39+fX//610RFRdm3Ybk0fz48+aR37v/JJ/nizjvp0aMHn376Ke+88w5r1671eI6JiIiI2LRv356BAwfy0UcfOTw+fvx4AHbu3AnYfiG5adMmfHx8GD58OAEBAQ16P2NoX02+vr6YTCb7Ly5ffvll4uLiWLduHYmJiezYsYPhw4cDtU8Fr8uqVavw8fFh2LBhmM3Qty8MHGj7s4nP4LmgKGh4QUFBAWFhYQD2P43p4GA74rayspL09HS6d+8OwLRp0zh27BgbNmxwu25xcbHHQaOkpATLXXeds2MT2rZty6xZs1i7di3Z2dkkJiYSFBTEb3/7W2bOnEllZSWPPfYYv/rVr/jrX/9Kp06dmDlzJrt27fp5kcxMeOAB79w/YAUue/tt7hw8mB9++IHp06c3aJ+oiIiI2LZPffrppw6ztPr16wfAN998g4+PD/7+/uzatYuTJ082eNsUuK9ogC1sfPvttwAsWLCA3/3ud6SlpTFz5kz71iqwzdDw9/ev1wwPQ3JyMldeeSUtW7Zs2AcQQEHDK1wFjYKCApo3b07btm3Zt28fWVlZVFRU2MNH//79iYuLq7UpvD4VDcA24O6nYxOsQUH1P4nKS8cmtG7dmrvvvptVq1aRm5vLW2+9RXh4OC+//DJLly6ld+/eDBkyhJUrV3LJJZdw3XXX8dFHH2GdNavuXox6MAFBvr68VFhI69atvbauiIjIxWjs2LEUFRU5/JLUONo+LS2Ndu3a8fXXXwO23olRo0Y1+L0iIiI4ffq0w/Beq9VKUlISVVVVrF+/HrD1X/7tb3+zf/+qruawPk+VlZWxbt26ek0zF9cUNLygsLDQ/i+4+ad6Ws2GcKMp3KhomEwmpk+fzvLly+09HDXVN2jYZ07MmMG3Cxey3rigrt6NJjw2oUWLFtxxxx2sXLmSEydOsHDhQjp27Mj69evJzs4mOjqa9PR0nrjpJkzr1nk1aAD4VFXB2rWwd69X1xUREbnYxMfHEx0d7XD6lMViAWynQJnNZjZt2kRwcDBXX301rVq1avB7GbM0jO1TO3fuZOjQoYwZMwYfHx9uueUWh+tcqT7Xoz42b95MYWFho4KS2ChoeIG7rVPw8xG3aWlpBAQEODQkTZkyheLiYlasWOFy3QYHDeCF99/n/u7dsezaBbNnk+Hr6zxB/CwfmxAeHs7UqVP53//+x4kTJ3j33Xfp27cvubm53AtNNgsEPz/b8bciIiLSYCaTiXHjxvHxxx/bA4bxZ0hICIWFhWzYsIHy8vJGbZuCnwPE999/z1133cWll17KkSNH+PjjjwkPD6dFixZ1rmFMBa+v5ORkOnbsyCWXXFLv14ojBQ0vKCgosFcyalY04uLi7BWNbt26OczE6Nq1K4MHD3a7fcrToGEcgWsEjcOHD7N8+XIefPBBfBISKH7+eWKqqvjHE0/QFxjdqhXTEhLO6bEJYWFhTJ48meXLl3PixAnuateuyWaBUFkJq1Y11eoiIiIXjbFjx3Ls2DF7j4QRNAIDA8nOzua7776jqqqq0UHDODFq4sSJfPLJJ7z66qvs2rWLG2+8kYCAgDoH9kHDKxrJycmMGjVKfZ1eoKDhBbVVNGJjYykoKGD37t32bVPVTZs2jc8++4wjR444PdfQisa///1vzGYzd9xxBwAZGRkAtI2OZieQAnyWl/eLOTbBbLVizs1t2jdJTwc3W9RERETEM7/61a9o0aIFH3/8MYWFsGePPzCAkpI4rNYQrFYrXbt2tZ+8WV9VVVW89dZb9jlX11xzDQcOHOC+++6zH23r7+9fZ9CwWq0cOXKk3kfbpqens2/fPm2b8hIFDS+oHjRcVTTAdvKU0Qhe3a233kpgYCDvvvuu03MNCRpFRUUkJiZy99132+8lPT0d+Pl4t6KiIo4fP05ZWVm9PmeTcTXx29usVjhwoGnfQ0RE5AKXluZP27bv8f/+3wyaNYMbb+wEpFBa+jWQD6TRosVC9u6tfzVg3bp1XHbZZdx9991ce+21REREMGDAAMLDwx2u8/Pzs48HcBc08vLyKC0trXdFIzk5GX9/f66//vp63784U9DwgurN4H5+fgQFBdmDRnR0NL6+vmRnZ7usaDRr1oybb76ZBQsW2E9uMDQkaCxatIgzZ85w//33259PT08nJCTE3pRlHEt39OjRBnzaJnC2As8vJViJiIicZzIzYdgw6NUL0tKGUl7excXvCH2Abnz//a/o1ct2fWZm3WunpqYyevRohg4ditlsZsuWLbz33nt07tzZ5SyN6hUNd4ydIg0JGtdee63LU6yk/hQ0vKB6RQOwTwcH29TMjh07YrVaXQYNsG2f2rNnD999953D4/UNGoWFhcyZM4ebbrqJqGpN3enp6URHRzu9Lisrq861z4rAwAvrfURERC4g8+dDfDwYp9paLLV/fTSe37DB9rr5811fl5uby+zZs7nkkkv44YcfeP/99/niiy8YOHAgUPt08Lq2ThlBoz5bp4yje7VtynsUNLygejM42LZPGRUNwD4oxtXWKYChQ4fSrl07h6Zwq9Va76Cxbds29u7dy0MPPeTwfHp6OjExMU6v+8UEjW7dbCdgNSXjhC0RERHx2HPPwcyZUFpa/xPoKyttr5s507aOoaSkhH/84x9069aNJUuW8MILL5Camsqtt97qEBzcBQ0/P786g8bhw4fx8/Or17C+DRs2UFZWpqDhRQoajWS1Wh22ToGtolE9aISEhGAymdye9ezn58dtt93Gu+++a//BKS8vp6qqyqOg4evrS2BgIKtWreLSSy/lmmuucXg+IyPDIWgEBgZiNps5dOhQvT5rkzGbwUXFxatiYn4xze8iIiLng/nz4cknvbPWk0/CvHkWFi9eTI8ePfjzn//MXXfdxYEDB/jtb39LoItdB42taHTo0MHhtM+6JCcnExMT4/YXw1J/ChqNVFxcjMVicbt1CmxhxGq1UlFR4Xad6dOnk5uby5o1a4CfT5Ayjq6tS1BQkL2aUf2HrqqqioMHDzoEjQ4dOhASEvLLqWgAjBpV92DBhvLzg5Ejm2ZtERGRC1BmJjzwgDdXtHLPPeVMnfok/fr1IzU1lZdffrnWoX4RERHk5uY69WNUbwZ3p75H2xpTx3WsrXcpaDSSUbmoHjRqbp0yQkdmLR1Rffr0oXfv3vbtU0bQ8KSiAbZAERISwqRJkxweP3z4MBUVFQ5Bo2PHjvj4+Pyygsa993p9KrhdZaVtKKGIiIh45J57vP0/yyasVj/69fuW5cuXu+1brS4iIgKr1UpujSPwPa1o1Kc/IzU1laysLG2b8jIFjUYyQkRtFQ3jxIR9+/a5XcdkMjFt2jT+97//cebMGYqLiwHPgsapU6coKirikksucSo9Gkfb1gwalZWVv6ygER8PQ4d6v6rh52db9ywPJBQRETlfpabC2rVN8fs/P7Zta8HevZ5dbWw5r7l9ypOgUd+p4MnJyQQHBzN48GCPXyN1U9BoJKNy4a4ZvLi4mOPHjxMUFMT+/ftrXWvKlClUVFTwwQcf1Kui8Z///AeAbi6andPT0/H19aVr1672xzp06EBBQQGHDh1yOlL3nJo7F6ufH169Iz8/mDvXmyuKiIhc0N58s2l3M7/xhmfXtm/fHnAOGnXN0TCG9dUnaCQlJXH99dcTFBTk8WukbgoajeRq61T1ZvADPw2J69q1a60VDbAFgBtuuIEFCxZ4HDQqKyt59dVXadOmjcvQkJ6eTpcuXezTNMFW0SgrK6OkpIS8vDwPPuXZkR0czF9btsSrOyNfew2qHfUrIiIitUtObtrdzKtWeXZtu3btMJlMLisatfVonDp1ipKSEo+3Tp05c4YvvvhC26aagIJGI7kLGsbWqbS0NAB69epVZ9AA20yNTZs2kZGRAdQdND766COysrLo1q2bPZxUV/1oWyOIdOjQwf78L2X71OHDh7n22muZD+Q++KB3Fn3uObj7bu+sJSIichEoKICfvoI0mfR0qLbD3C0/Pz/atGnjNLSvrq1Thw8fBjwf1rd27VqqqqoUNJqAgkYj1dUMnpaWRvPmzUlISKhz6xTAzTffTGhoKKtXrwbqDhovv/wy11xzDREREXUGDUP1H7xfQtBIT0/nmmuuoaysjE2bNtF2zhyYNw+CgrDW41g6wFaTDQqyncn3xz82zQ2LiIhcoNLTcTHx27usVvhpw0edXB1xW9fWqfpOBU9KSqJXr14O28zFOxQ0GsmoXFQPBNUrGvv376d79+706NGDnJwczpw5U+t6oaGh3HLLLWz4afxmbUFj+/btfPHFFzz88MOEhobaG8gNVqvVZdBo1qwZzZo1w9fX95wHjR9++IFBgwYREBDA5s2bf77XGTMgNZUDP5U93R8M/BNjM+mQIbYuNlUyRERE6q2s7Jf1Pq6CRl0VjSNHjuDr62vv8aiNxWJh1apVqmY0EQWNRiooKCA0NBQfn5//owwLC6OsrIyKigrS0tKIjY0lLi4OwKOqxvTp08nJycHHx4eAgAC3182ZM4fIyEjGjRtHaGioU0Xj5MmTFBQUOAUNk8lEZGQkZrP5nAaNnTt3MmjQIFq2bMmmTZuc9lKWd+zI1cXFjI6M5K3AQA4HBjpPEDcmfs+ebQsYa9aoJ0NERKSBXMzNO6fv4y5o1NajUZ9hfTt27CAnJ0dBo4koaDRSQUGBw7Yp+PkEqoKCAntFwzgv2pM+jcGDBxMeHo6vr6/bY9uys7NZsmQJ999/P76+vi6DhqujbQ1RUVH4+fmds+ngW7duZfDgwXTp0oXPP//c5W8dPvnkE3Jzc/ny1CmeCAnhn/fcA/n5sGMHbNli+zM/H9LS4JVXdIStiIhII3Xr5vw7PW8zfkfoCXdbp+rq0ajPtqlmzZrxq1/9yrMbknpR0GgkV0HD+Pvx48fJzc2le/fuhIWF0aFDB4+Chq+vLwkJCVRWVlJeXu7ymjfeeIOAgADu/mmLUG1BIzo62un1kZGR52yWxqZNm7jhhhuIj4/ns88+czsVNDExkV69enHmzBlOnTrFwIEDwWyGvn1h4EDbn9WOFRYREZHGMZvBxdcGr4qJ8fx/viMiIsjOznY4WbN6RcPd1ilPg0ZycjLDhg1zOJ1TvEdBo5Fqq2js2bMHgNjYWPufnmydMq61Wq0kJyc7PVdaWsobb7zBHXfcQfPmzQEICQlxGTTatm3rdH9gq2gUFRWd9YrGmjVrGDFiBP379+fTTz8lPDzc5XWZmZmsWbOGyMhImjVrBsCAAQPO5q2KiIhclEaNato5GiNHen59REQE5eXl/Pjjj/bHPAkanhxte+LECbZu3aptU01IQaORCgsL3VY0jOqFsW0qLi7Oo4oGQHBwMMHBwSxYsMDpuSVLlnDixAkerHYMrLuKhqttU2ALGpWVleTk5FB2ljq/Pv74Y2688Uauu+46Vq5c6TDksKb58+fTrFkzDh06RGRkJK1atXL7WURERMR77r23aedozJ7t+fWuhvZV3zpVk9Vq9Xjr1KefforVamVkfZKP1IuCRiPVtnXqwIEDtG3b1v5b+7i4ONLS0rBYLHWuW1RURLt27Vi5cqXDUD2r1crLL7/MqFGj7JUSsAWNmlutagsakZGR9n82joFrSkuWLGH8+PGMHTuWDz/8kODgYLfXVlRU8N///pdx48axe/dufHx8GDBggNt+FREREfGe+HgYOtT7VQ1fXytDh9avpTIiIgJwDBq1VTROnz5NcXGxR0EjKSmJyy+/3KPTqaRhFDQaqaCgwOk388bfDx48aK9mgG07VHFxMUePHq1z3eLiYrp06YLFYmHZsmX2xzdt2sTOnTt5+OGHHa43jsGtXtVIT0936M+ovr+xetBo6u1T//3vf7ntttu47bbbeO+992o9SQtsP/jHjx+nS5cu+Pj4cOjQIVt/hoiIiJwVc+d6O2hYMZkqmTu3fq8ygkb1oX21BQ3jl6d1bZ2qrKzk008/1bapJqag0Ui1VTSOHDniEDSMI2492T5VVFREixYtGDFihMP2qZdffpn4+HhuuOEGh+uNoGHM0igqKiI7O9tlRcNkMtGsWTNatmwJNO3Qvn//+9/cddddzJo1i7fffhs/D/5bKzExkf79+/Pdd9/Rr1+/nxvBRURE5KyIioJXX/XmiiZCQ/9Aly7uj6V1JTg4mPDwcLdbp2oGDU+ngqekpHDq1ClGjx5dr/uR+lHQaCRXQSMgIABfX1+OHz/usL0pMjISf39/jxrCi4qKCA0NZfr06WzZsoW0tDQyMjL46KOPeOihh5x+sGpWNDIyMgDXR9saoqKiCA4ObrKg8cILL3D//ffzyCOP8MYbbzjMGnHn0KFDrF69mttvv53PPvvMfv/9+/dvknsUERER12bMgGef9c5a9957mDNn/sXnn39e79fWPOK2tjkaR44cwcfHp87tUElJSbRu3Zp+/frV+37EcwoajeSqGdxkMmE2mykpKXGoaPj5+RETE+NxRSM0NJQbb7yR8PBwFi5cyGuvvUaLFi2YOnWq0/U1g0ZtMzQMUVFR+Pv7ez1oWK1W/vKXv/D73/+ep556ipdeesnj/or//Oc/hIaG0q5dO0pLS/Hx8aFbt25uj8AVERGRpvOnP8G8eRAUVP+tVL6+FoKCYP58eP31TsTExLB48eJ630NtQcPV1qmIiIg6d1AkJyczYsQIj4b6ScMpaDSSq4oGQFBQEIBDRQM8P3nKCBrBwcFMmDCBd955h//85z/MmjWLkJAQp+tdBQ3jC7s7kZGRVFVVeTVoWK1WHnvsMZ555hmef/55nnnmGY9DRmVlJf/5z3+YMmUK69evJzo6mrS0NG2bEhEROYdmzIDUVBgyxPb3ugKHn5+tJ7RFi52kpsLdd9sCwdSpU/nggw8oKSmp1/vXDBp+fn61Bo26+jOOHj3Kzp07tW3qLFDQaASr1UphYaHLY1qNhNytxuhLT2dpGEEDYPr06WRlZVFUVMR9993n8npXQSM6OrrWL/lRUVGUlJRw8ODBOu/HExaLhd/85je89NJLvPLKK/z+97+v1+tXrVrFsWPHmDlzJklJSYwYMYLvvvtOQUNEROQci4qCNWtgzx7b8bSuJogbE79nzzbx7LMfcvLkZZSW7rU/P2XKFAoKCvjkk0/q9d6uKhq19WjU1Z+RnJyMj48Pw4YNq9d9SP0paDRCcXExFovFZUUDbEP0alYf4uLiOHjwIKWlpbWuXT1oXHnllfj5+dG1a1e3PzzG+1QPGnXNnYiMjMRisZCVleVwIlVDVFZWcueddzJ37lz+85//8MADD9R7jcTERC6//HICAgLIysoiLi6O8vJyBQ0REZFfiPh4eOUVSEuD/HzYsQO2bLH9mZ9ve/yVV+B3vxtNREQEL730kv213bt3Z8CAAfXePuUqaLgbFeDJVPDk5GSuvPJK+6E40nQUNBqhoKAAwGXQqKysdFnpMCZ+Gz0U7lQPGqtXr6ayspLs7Gy35UZXFY26gkZUVBQAZWVlnDx5stZra1NeXs5tt93G4sWLWbx4MXfddVe91zh8+DDJycn2akZoaChVVVUEBATQp0+fBt+biIiINA2zGfr2hYEDbX9W/9oTGBjIww8/zMKFCx1CwtSpU0lOTnaYEVaX9u3bU1hYSGFhIeB+65QxrK+2rVNlZWWsW7dO26bOEgWNRqgtaJSVlREYGOj0uCdH3FZVVVFaWmoPD3PmzOGSSy6huLjYbbkxKCgIk8lEUVERlZWVHDp0yClo1KxaVJ+l0dA+jdLSUm655RY++ugjli9fzuTJkxu0zltvvUVwcDCTJ09m5cqV3HDDDWzfvp2+ffu6/M9RREREftnuueceAgMDebXaObkTJ07EarXy/vvve7xOzaF9/v7+9ueqB40zZ85QVFRUa0Vj8+bNFBYWan7GWaKg0QhGsq4ZNKxWK0VFRS5PPGjTpg3NmzevNWgYszBCQ0PZvXs369at4w9/+ANXXHGFw0yN6kwmE6GhoRQVFZGVlUVlZaXbiobxQxkcHEybNm2AhgWNoqIixowZw7p16/j4448ZN25cvdcAW7CaP38+kydPpqKigq+//poxY8aQkpKibVMiIiLnqfDwcGbNmsUbb7xh/+Vs27ZtGTZsGIsWLfJ4nZpD+6p/v6oeNIxhfbUFjeTkZDp27Mgll1zi+QeRBlPQaATjh6bmFqns7Gx7k1JNJpOpzoZwY/tTaGgoc+bMoUOHDtx6661Mnz6d1atXk5ub6/J1oaGhFBcXe3S0rSEmJgZfX996Twc/c+YMw4cPJyUlhdWrVzN8+PB6vb661atXc+TIEWbNmsWnn36KxWLhiiuu4MCBAwoaIiIi57GHHnqIwsJC5s+fb39sypQpfPnll2RmZnq0hqcVDU+mgicnJzNq1CiPT8SUxlHQaAR3W6eMEOFumExdR9waQaOyspJFixZx33334e/vz8SJE/Hx8eG9995z+TqjopGeno6vry9dunSp8zNERkbam689lZeXxw033MCePXtYt24d1157rcevdWXevHn07duXfv36sXLlSi677DL7f1koaIiIiJy/OnfuzOTJk/m///s/KioqALjpppsIDQ3l3Xff9WiN8PBwgoKCXAaN6uoa1peens6+ffu0beosUtBoBHdBIy0tDZPJ5PZkKU8rGp9++ikAs2bNAqBly5aMGTPG7fap6kGja9eubn8Qq4uKisJqtXocNHJychg8eDAHDx5kw4YNjQ4CR48eZeXKlcyaNYuqqipWr17N6NGjSUlJoWXLlh5VZUREROSX63e/+x2HDx9m2bJlgO37yk033cSiRYs8OvXSZDI5nDzlbuvU4cOHad++vdvvP8nJyfj7+3P99dc35uNIPShoNIIRNIymbcP+/ftp0aKFvYejpri4OPLy8tyeuGD0aKxYsYKpU6fSunVr+3PTp0/n22+/Zc+ePU6vqx40PP2CHhUVRVlZmUezNI4cOcKgQYPIy8tj06ZN9O3b16P3qM1///tfAgMDue222/j66685deqUPWgMGDBApU0REZHz3CWXXMKIESN48cUX7cFi6tSp/PDDD+zYscOjNaoHjdq2TtXVn3Httde6HUsg3qeg0QjGsD4fH8f/GNPS0oiIiKC4uNjl9qm6Tp4yKhq5ubk8+OCDDs+NGjWKli1bsnDhQqfXNSRoREZGYrVa6wwaGRkZXHPNNZSVlbF582Z69uzp0fq1MZrAJ06cSHh4OElJSbRp04Z+/fqxdetWbZsSERG5QDz22GPs3LmTdevWAXDDDTfQtm1bj5vCPQ0a7vozioqK2LBhg7ZNnWUKGo1QUFDgclZGWlqaPVEboaE6Y1q4u+1TxmuuueYaevfu7fBcQEAAkyZNYtGiRU4hJiQkpEEVDbD1Xbjb6vXDDz8waNAg/P392bRpk9e2M61du5ZDhw7Zt4YlJSUxatQoMjMzycvLU9AQERG5QAwZMoTLLruMF198EbBtf5o0aRLvvfee257W6tq3b+9y61R1tU0F37BhA2VlZQoaZ5mCRiMUFBQ4ld8sFgsHDhywz6hwtX0qJCSELl26uK1ofPfddwDcf//9Lp+fPn06R48e5fPPP3d4PDQ0lFOnTlFUVORxGOjcubP9twGHDx92ev77779n0KBBNG/enE2bNnnUYO6pxMREevfuzcCBAzl06BC7d+9mzJgxbN26FYABAwZ47b1ERETk3DGZTDz22GOsXbvWvl1q6tSpZGdns379+jpf39itU8nJycTExBAbG9uYjyH1pKDRCK6CxuHDhykrK7NXLYw+jppqawhfuXIlAOPHj3f5/IABA+jevbtTU7gRNMD10bauGq4CAwNp164d4DxLY+vWrQwePJjOnTvz+eefuz3FoSGOHz/OJ598wqxZszCZTCQlJeHn58fQoUNJSUmhW7dutGrVymvvJyIiIufWrbfeSmRkJP/85z8B6NevH927d2fx4sV1vjYiIoK8vDzKy8tdBo38/HwKCgpcbp2yWq32XRPq/Ty7FDQawVXQSEtLA7AnZndBw90Rt0eOHGH79u34+/u7LQ2aTCamT5/O8uXLHbZmhYaGkp+fD0B0dLTb+675Q2aEkupBY/Pmzdxwww307NmT9evXOzSke8Pbb7+Nn58fU6dOBWzhatCgQYSHh9sbwUVEROTC4efnxyOPPMLSpUs5dOgQJpOJqVOnsnz5cvtBOO4YszRycnJcnjpl7MpwVdFITU0lKytL26bOAQWNRigsLHQ5Q8PPz88eNGo7eerAgQNO+xJff/11/P396zwRYerUqRQVFbFixQr7Y0YzeLt27Vz2jrgTHR2Nv7+/PWisXbuW4cOH079/fz799FPCw8M9XssTFouFefPmMXHiRJo3b05xcTEbNmxg9OjRlJWVsWPHDvVniIiIXIDuuusumjVrxssvvwzAbbfdRmFhIZ988kmtr6s+tM/V8bW1TQVPTk4mODiYwYMHN+7mpd4UNBrBVTN4WloaMTExNG/e3H6NK7GxsZSVlTlUEYqLi5k7dy59+vSpM2hERkYyaNAgh+1ToaGhlJSU1LtZ22gIz8rK4pNPPmHMmDEMGTKElStX1iuweOqzzz4jMzOTmTNnArB+/XpKS0sZPXo0O3fupLy8XEFDRETkAmQ2m7nvvvuYN28ep06dolu3blxxxRV1nj7lLmgYFY0jR45gMpno0KGD02uTk5O5/vrrCQoK8uInEU8oaDSCq61T+/fvp3v37vbHa9s6BY5H3C5atIhTp04RHx/vNJvDlenTp/PZZ59x9OhRwBY0Kioq6h00IiMjqaioYMuWLYwfP54bb7yRFStWEBwcXK91PJWYmEh8fDxXXXUVYNs21a1bN2JjY9m6dSsBAQFemdEhIiIivzz3338/lZWVvPnmmwBMmTKF1atXc/LkSbevadOmDb6+vhw/ftzl1qkjR464HNZ35swZvvjiC22bOkcUNBrBXY9GbGwsISEhmEwmt1unOnfuTGBgoL0h3Gq1MmfOHMaNG4efn59HQePWW28lICCAd999F7AFDYvFYq9QeMq4PjU1lUmTJrFkyRICAgLqtYancnJy+N///mdvAjcatEaPHo3JZCIlJYW+ffsSGBjYJO8vIiIi51a7du24/fbbmTNnDqWlpUycOBGr1WqfHO6Kj48P7dq1c1vRcHe07dq1a6msrFTQOEcUNBqhZtCoqKggMzOT7t27YzKZMJvNbisavr6+dO/e3V7RWLduHampqTz00EMUFRV5FDTCw8MZN24cCxYswGq12gcHuhtW487mzZsB2w+x0aTdVN555x18fX2ZNm0aYDs+98iRI4wZMwZAjeAiIiIXgUcffZTc3FwWLVpEmzZtGD58eJ2nTxlH3Lrr0XDXn9GrVy+6du3qtXsXzyloNELNZvCDBw9SWVlJ9+7dAQgLC3Nb0QDHk6fmzJlDnz59uPbaaz0OGmDbPrV792527txpDzXGPkZPvPjii/z5z3/GZDJhsVjIy8vz+LX1ZTSBT5gwgZYtWwK2IX1ms5lBgwbx448/kpaWpv4MERGRC1xsbCzjxo3jn//8JxaLhalTp/LVV1+RkZHh9jXG0D53W6dq/qLVYrGQnJysasY5pKDRQFar1Slo1DzatraKhnHd/v372b9/P0lJSTz00EOYTCaKiooICQnx6D6GDRtG27ZtWbBggX2GRtu2bd3ec/V//utf/8rjjz/Ok08+aW+eqjlLw5s+//xzDhw4YJ8EDragMXToUAICAuyD+hQ0RERELnyPPfYY+/btY+XKlYwdO5bQ0NBaqxquKhq1bZ3asWMHOTk5jB49umk+gNRJQaOBiouLsVgsDqcy7d+/n6CgIDp27AjYKhq1BY24uDgOHz7Mv/71L9q0acPkyZPta3ta0fDz8+O2227j3Xff5cSJEwAenarw+OOP8/TTT/OPf/yDv/3tb/Y+jUOHDnn0vg2RmJhIjx49uPrqqwE4efIkX3/9tcO2qZYtW9qHHYqIiMiF66qrruJXv/oVL774IqGhoYwfP57Fixe7HDAM7oNGfn4++fn5TkEjOTmZZs2a2Q+fkbNPQaOBjABRs6LRvXt3e69EXVunjMrHO++8w7333msPCPXZOgW27VM5OTns2rULoM6hN88++yz//Oc/mTNnDn/4wx8A7PfdVBWNEydO8OGHHzJz5kz7bx9Wr16N1Wq1lzS3bt3KgAEDNLVTRETkIvHYY4/xxRdfsGXLFqZOncq+ffvYvn27y2sjIiLIycmxf88yGKdv1tw6lZSUxLBhw1z2dMjZoaDRQLUFDUNdW6eMI24rKiqYPXu2/fH6Bo2+ffvSq1cv9u7dC7gPGpWVlQAsWbKE+fPn8+CDD9qfi46OxmQyNVnQeOedd+wTzQ0rV66kX79+tG/fHqvVqkZwERGRi8yNN95IXFwcL774Itdddx3t2rVzu30qIiKCqqoqzpw54/C4q2F9J06cYOvWrdo2dY4paDSQUamoHjSMGRqGuioa4eHh+Pj4kJCQ4NDAXd+gYXyBNxq5i4qKnK6pqKjg6aefBuCFF17g7rvvdng+MjKSqqqqWpuwGspqtTJv3jxuueUWWrduDdhCz6effmr/L4CMjAzy8vLUnyEiInIR8fHx4dFHH2XFihVkZGQwefJk3nvvPfsvR6szvivl5uY67H44fPgwgMOwvk8//RSr1cqIESOa+BNIbRQ0GqhmRaO0tJSsrCz7dijjudoqGh9//DEWi8VpimV9gwbAhAkTHF5fXWlpKbfccgubNm0CcJnujR6N9PT0er2vJzZt2sT+/fsdmsC/+uorTp8+bb+XlJQUAFU0RERELjLTpk2jbdu2/Otf/2LKlCnk5OSwfv16p+uqTwf38fFxOHGqXbt2DjPAkpKSuPzyy2nfvv3Z+RDikoJGAxkBwmgGT09Px2q11mvr1Msvv0zbtm0dJmFardYGBQ2LxWL/5+pBo6ioiBtvvJG1a9fywgsvuH19ZGQk8PNvBbwpMTGR7t27c+2119ofW7lyJe3atePyyy8HbEEjJibGXvEQERGRi0NQUBAPPPAAb7/9Np07dyYuLo5FixY5XWeEhuPHj+Pr62t/vObRtjV3Tci5o6DRQDUrGjWPtjWec7d1aseOHWzatIkbbriB/fv3209YKCsrw2Kx1DtoVK9EGGEhPz+fESNGsGXLFlavXl3rtqSIiAj8/f3Jz8+npKSkXu9dm7y8PD744AOHJnCw/aZh1KhR9oaurVu3atuUiIjIRWr27Nn4+fnx73//mylTprBixQqnHRoBAQG0atXKKWjUPNo2JSWFU6dOaX7GL4CCRgMZQcMIBGlpaYSFhTnMsKitojFnzhy6dOnCzTffzJkzZ8jNzQV+rkY0JGgYP3RffvklP/74I9dffz27d+9m7dq1DtUEV3x8fOy/KfBmVcOYWn777bfbH8vMzCQ1NdV+rG15eTk7duxQ0BAREblItWzZkhkzZvDvf/+bm2++mcLCQj7++GOn64yhfTW3TlUPGklJSbRu3Zp+/fqdtfsX1xQ0GqigoACz2Wz/jbzRCF79t/ZGRaPmedA5OTm899573H///cTHxwPYJ4Q3JmhERkYSEhLCtm3buPbaazl48CAbNmzgiiuuAHB7LrXB2D7lrZOnrFYriYmJ3HzzzQ4BLCkpCX9/f4YOHQrAzp07KSsrU3+GiIjIReyRRx7hzJkzfP7551x55ZUuT58yZmnUtnUqOTmZkSNHOlwj54aCRgO5mgpefdsU2IKGxWJx2or05ptv4ufnx4wZM4iJicHHx4f9+/cDjQsaMTExhIeHc+rUKY4fP87GjRvp27ev07Xu5lQYx+16K2h88cUX/PDDDw5N4GALGoMGDbL/55eSkoK/v7/LexUREZGLQ9euXfn1r3/NSy+9xOTJk1m9erV9GLHBCBrGL3oLCws5ffq0vaJx9OhRdu7cqW1TvxAKGg1kVDQMNWdowM+N4tW3T5WVlfH6669z++2306JFCwIDA4mMjPRKRaNNmzbk5eVhMpkYOXKkvVriqZiYGEwmk9emg8+bN4+YmBiGDBlif6yoqIgNGzbYt02BLWj07dvXo4nmIiIicuF67LHHOHjwIEFBQZhMJpYuXerwfEREBNnZ2fZqRc0ZGsnJyfj4+DBs2LCze+PikoJGAxUUFNh/I19YWMixY8ecgkb15w1Lly4lNzfXYVhebGxsoyoaVquV9PR0PvnkE3x8fOjWrRurVq2ivLy8Xp8pKioKq9Vqb2xvjB9//JFly5Yxc+ZMhwmen332GWVlZQ4nQagRXERERAAuvfRSrr/+eubOncuIESOctk9Vr2iYTCaXQeOqq66iZcuWZ/3exZmCRgNVDxoHDhwAcNo6VbOiYbVaefnllxkxYgQ9evSwXxcXF2evaBhTvUNCQjy+lw0bNlBcXEx4eDhXXnklXbp0IS8vj1WrVtXrMxmzNIzP0xiLFi2iqqqKO+64w+HxlStXEhsbaw9lp06dYv/+/QoaIiIiAtiqGtu3b+fSSy9ly5YtDt9LIiIiKCkpcWgEB+jYsSNlZWWsW7dO26Z+QRQ0Gqh60DCqEe4qGkbQ+OKLL9ixYwcPP/yww3VxcXGkp6dTUVFR74rGN998w0033QTYvty3bNkSX19fLr30UhYsWFCvz+StWRpGE/i4ceNo166dw+PJyclO1QzQoD4RERGxGTZsGJdccgkpKSmYzWbeffdd+3PG0D7D4cOHadu2LYGBgWzevJnCwkIFjV8QBY0Gqt4MnpaWRqtWrZzKdDW3Tr388sv07NnTad9gbGwslZWVHDx4sF5B44svvuD666+3f5m//PLLCQ0NpaioiOnTp7Ny5Up+/PFHjz9TmzZtCAgI4MSJEw4DAOvr66+/Zs+ePU5N4Dt37uTo0aMOQSMlJYUWLVo4hTQRERG5OJlMJh577DHWrFnDddddx6JFi+wnZxpBw/h79aNtk5OT6dixI5dccsm5uXFxoqDRQNWbwV01goPj1qmDBw/yv//9jwcffNDp1CfjtKd9+/ZRVFSEn58fAQEBtb7/unXrGDZsGP369ePWW2+lffv2hIaGEhISQlFREZMnT6aqqoply5Z5/JlMJhPt2rWjqqrKPtejIRITE4mMjOSGG25weHzlypWEhYVxzTXX2B9LSUlhwIABbk/CEhERkYvPxIkT6dy5MyUlJaSlpbFt2zbAddAwjrZNTk5m1KhR+k7xC6Kg0UA1t07VFjQKCwt57bXXCA8PZ9q0aU7XdejQgZCQEPbv309RUVGd1YxPPvmEMWPGMGTIEJKSkjh8+DAxMTEA9opGu3btGD58uMP2qbrmaEDjZ2mcPn3aZRM42I61HTZsmD1EWa1WUlJS1J8hIiIiDvz9/Xn44YdZv349bdu2ZdGiRYDtu1VoaKh954UxFTw9PZ19+/Zp29QvjIJGA1UPGq5maAD4+voSHBzMyZMnmT9/PjNnznQZInx8fIiNjbVXNGoLGsuWLWP8+PGMGTOGFStWEBwcbJ+hAT8HDYDp06fz9ddfOzV315b0GztLY/HixZSXl3PnnXc6PH7ixAlSUlIcjrXNzMwkLy9PQUNERESczJw5E7PZTOfOnVmyZAmVlZWAraphBA1j61RycjL+/v5Ouynk3FLQaCAjaJw6dYqTJ0+67TEICwuzNyfdd999btczTp6qLWi88847TJ48mUmTJrFkyRJ7ZcBd0Bg7dizNmjVj4cKFHn8uI2g0ZJaG1Wpl7ty5jB071qlZa9WqVVitVkaOHGl/LCUlBYD+/fvX+71ERETkwhYWFsa9997L3r17yc3NZd26dYAtaFRVVQG20ys7d+5McnIy1157rcOMMzn3FDQawGq12pvBjZkTrioaYCvxffnll4wfP54uXbq4XdOYpeEuaLz++uvccccdzJgxg3feeQc/Pz/AFnhOnDjhMmgEBwczYcIEFi5c6NG2KYDo6GgA+3G79bF161Z27drFzJkznZ5LSkqif//+DqdQpaSkEB0dTZs2ber9XiIiInLhe/DBB6moqHDYPtW6dSQVFb2wWgcAfQgNbceGDRu0beoXSEGjAYqLi7FarQ5Bo1u3bi6vtVqtnDp1yulI25ri4uI4fvw4p06dcgoa//znP7nvvvt4+OGHefPNNx16H9LT0wEcgkZlZSUVFRUATJs2jczMTL788kuPPpvRo2Ec2VsfiYmJdOnSxelUrYqKClavXu2wbQpQf4aIiIjUqkOHDkybNo2ioq4sXXoV0dEWVqx4h9LSr7FYvgK+4+abr6esbDc7dtxBauq5vmOpTkGjAYy5GGazmf3799O+fXt7v0ZNp06dolWrVlx55ZW1rmlURHJzc+1Bw2q18vTTT/PYY4/xpz/9iX/9619O/RWuggb8PGH8mmuuoWvXrh7P1DCG9tW3RyM/P58lS5YwY8YMfH19HZ778ssvyc/PdzjWtry8nB07dihoiIiIiFuZmfDDD3MoKtpKZeVMMjN9gJq9piagG++915xevWDYMNvr5NxT0GgAI2gYFQ1326b27NnD6dOniYqKqvOoNaM34uTJk4SGhmK1Wvn973/PX//6V/7+97/z7LPPulwjPT2dsLAwWrduDTgHDR8fH6ZNm8ayZcsoKyur87O1aNGCoKAgcnJy6ry2unfffZfS0lLuuusup+dWrlxJREQEl156qf2x77//nrKyMgUNERERcWn+fIiPh61bjb4L/1qvr6y0fU/asMH2uvnzm/gGpU4KGg1QM2i4awR/5ZVXCAoKolmzZnWu2axZM9q3b8/p06cJCQnhgQce4MUXX2TOnDk88cQTbl9nNIIbIaRm0ADb9qkzZ87w1VdfefT52rZtS3FxMcXFxR5dbzSBjxkzho4dOzo9n5SUxKhRoxy2fKWkpODv70/fvn09eg8RERG5eDz3HMycCaWl8NNhUx6rrLS9buZM2zpy7ihoNIAx6dvYOuWqopGXl8fChQuJj4/3+At7bGwsBQUFfPPNN7z++uvMmzePBx98sNbXVD9xCiAkJARwDBqxsbEMHDiQ1atXe3QfRtP64cOHPbp++/btfPfdd06TwI37++GHHxy2TYEtaPTp04egoCCP3kNEREQuDvPnw5NPemetJ5+E//zHO2tJ/SloNIBR0SgvLyc/P99lRWPevHlYLBYuu+wy+/V16d69O2fOnCEtLY1FixYxY8aMOl9TM2i4qmiAraphHCdbFyM4eXrEbWJiIp06dWLEiBFOzyUlJREQEOB0rrUawUVERKSmzEx44AHvrnn//erZOFcUNBrACA7Hjx8HcAoaFRUV/Pvf/2bKlCm0a9fOXgGpTWlpKV9//TUWi4Xx48dz22231fmaiooKsrKyPAoaEydOtP9zXf0iCQkJABw8eLDOeygoKODdd9/l7rvvdmoCB1vQuPbaax2a5U+dOsX+/fsVNERERMTBPffUf6tUXSorbevK2aeg0QBG0Dh8+DAmk8nhiz7Ahx9+yJEjR3jooYcICwurs6JRXFzM2LFj7Ufluuv5qOnQoUNYLBaPgkbr1q3rPPnKYBzVu3fv3jqvfe+99ygpKXHZBF5YWMjnn3/udKztN998A6CgISIiInapqbB2bdMEjbVrwYOvNeJlChoNUFBQgNlsJj09nc6dOxMcHOzw/Jw5cxgyZAiXXHIJZrO51qCRn5/PiBEj+Oqrr/jPT5sIPamAgPPRtuA+aAAMHz4cgAMHDtS6rjFLw5OhffPmzWPkyJEuhxGuW7eO8vJyl/0ZzZs39zhQiYiIyIXvzTfhp3nEXufnB2+80TRri3sKGg1gTAV31QiekpLC119/bR/QFxYWRkVFBeXl5U7r/Pjjj9xwww18//33rFu3jgkTJgBw5swZj+4jPT0df39/OnfubH8sKCgIk8nksgHdqGh89NFHta5rzNKoa+vUt99+y7Zt21w2gYPtWNu4uDinik9KSgoDBgyocwuXiIiIXDySk71fzTBUVsKqVU2ztrinoNEABQUFbo+2nTNnDtHR0fbf4pvNZvtrqsvNzWXIkCFkZmayYcMGrrjiCnsYOXnypEf3kZ6eTmRkpENvhMlkIjQ01GVFIyAgAICPP/4Yi8Xidl2z2UxwcHCdszTmzZtHhw4dGDVqlNNzVquV5ORkp21TVqtVjeAiIiLioKAAMjKa9j3S08HDTSPiJQoaDWBsnaoZNI4ePcr777/Pgw8+aP/ybzRBVw8aR48eZdCgQZw4cYKNGzfaB9kZ4eDEiRMe3UfNE6cM7oKGIScnh88//7zWtdu0acPp06fdBpLCwkIWL17MXXfdhZ+LOueOHTs4fvy407apzMxMTp48qaAhIiIidunpYLU27XtYrVDH7nHxMgWNBigoKCAgIICSkhKHrVOvv/46wcHB3HnnnfbHjKBh9F1kZmZyzTXXUFJSwqZNm4iPj7dfa4SDY8eOeXQfDQ0aXbp0YcGCBbWu3blzZywWi9uqxtKlSyksLOTuu+92+fzKlStp1qwZV199tcPjW7duBWDAgAG1vr+IiIhcPMrKLqz3ERsFjQaoXp0wKholJSXMnTuXu+66y2ESePWtU/v27WPQoEH4+vqyadMm++lOBiMcZGdnU1bHT4LVaiUjI8Nl0AgJCXEZNKw//apg3LhxLF++vNYwYtxbVlaWy+cTExMZPny4vXG8pqSkJIYPH46/v7/D4ykpKURHR9OmTRu37y0iIiIXl8DAC+t9xEZBowEKCgqoqqrC19fX3ji9ePFifvzxRx6oMWXGqGjs2rWLQYMG0axZMzZt2kTXrl2d1jW++FssFjLq2KiYnZ1NcXFxgyoa48aNo7CwkP/9739ur+nduzdgq8DUtHPnTrZu3eq2CTwnJ4etW7c6bZuCnxvBRURERAzdukFTnxFjMtneR84eBY0GKCwspKysjKioKPz9/bFarcyZM4cbb7zR6Yu/ETQeffRROnbsyMaNG4mIiHC5bvVwUNfRsq6OtjXUFTQ6d+7MNddcw8KFC91eY2zp2rVrl9Nz8+bNo3379k6N3oZVq1ZhMpkYOXKkw+Pl5eV8++236s8QERERB2YzREc37XvExNjeR84eBY36KCyE774jKjeXznl59P6pmrF+/Xp2797NQw895PSSnTt3AtCuXTvWr19P69at3S5vhAOz2exx0Ih28VNZV9AAmDZtGmvXrnXbD2JUan744QeHx4uLi1m4cCF33XWX07YoQ1JSEgMGDKBt27YOj3///feUlZUpaIiIiIiTUaOado5Gjd9/ylmgoFGX1FR48EFbra1ZM7j0UpZlZbHy6FGWr10L3bpRPHMm47p3Z8iQIQ4vXbduHWPGjMFkMvGb3/yG5s2b1/pWRjiIjY1l//79tV6bnp5Ohw4dnIYFgmdBY8KECfj7+/Puu++6fN7Y2lVz69SyZcvIz8932wReXl7Op59+6rLakZKSgr+/v/2ULRERERHDvfc27RyN2bObZm1xT0HDncxMGDYMevWyjZJ0ce6aCSA9nRGZmfwvLQ3T8OG212E7dWnMmDFce+21tGjRwuXAvpqMIXs9e/b0qKLhatsU2IKGq4F91TVv3pxx48a53T4VHBxMSEgIx48fd3g8MTGRoUOHuqykAHzxxRcUFBS47M/YunUrffr0ISgoqNZ7ExERkYtPfDwMHer9qoafn23dnj29u67UTUHDlfnzbf+2b9hg+3sd8dq+gWjDBoiPZ9u993LzzTczevRoVqxYQVhYmP1429oUFRUREhLicUXD3Zd9TyoaYNs+9f3339u3d9XUunVrTp06Zf/77t27+frrr902gYMtYHXo0IG+ffs6PadGcBEREanN3LlNEzTmzvXumuIZBY2annsOZs6E0tL61+8qK7GWltJv7lwW9+rF0qVLCQwMJCwszGkyuCtFRUWEhoYSFxfHiRMnHL7k11RXRcOToDF8+HDatGnjdqZGx44dKSsrs681b9482rZty9ixY92umZSUxOjRozHVODri1KlT7Nu3T/0ZIiIi4lZUFLz6qnfXfO0127py9iloVDd/Pjz5ZKOWML5e/3rnTvzeeQewNXfXJ2gYQwDdbZ/Kz8/n5MmTjQ4a/v7+TJ48mXfffZdKF6HKWD8rK4uSkhIWLFjAnXfeSUBAgMv10tLS2L9/v8ttU9988w2AgoaIiIjUasYMePZZ76z13HPgpq1UzgIFDUNmJtSYgdFo998PmZn12jpVPWi42z5V29G2UPfAvuqmT59OdnY269atc3ouISHB/n4ffPABp0+fZsaMGW7vPykpicDAQK6//nqn51JSUmjevLl9wKGIiIiIO3/6E8ybB0FB9d9K5edne938+fDHPzbN/YlnFDQM99zj/aMOKivhnnvqXdEIDQ2lU6dObisadQUNoxncYrG4fL76tqbLLruM+Ph4l03hffr0AWxH9CYmJnL99dc7TTOvLikpicGDB9unoVe3detWBgwYgI+P/pUTERGRus2YYTv80zjUs67AYTw/ZIjtdapknHv61ge2fxvXrm2aoLF2LbFVVfWqaEDtR9ymp6fTrFkzWrVq5fJ5Y42SkpI639NkMjFt2jRWrFhBfn6+w3NG9eHrr7/miy++YObMmW7XKSgoYOPGjS6PtbVarWoEFxERkXqLioI1a2DPHtvxtK4miBsTv2fPtn2lW7NGPRm/FAoaAG++2aQTYkZkZtarogEQFxdXa0UjJibGqeHaYKzhSZ8GwJQpUygtLWX58uUOj3fu3BmA7du307p1a2666Sa3a6xdu5aKigqX/RkHDx7kxIkT6s8QERGRBomPh1degbQ0yM+HHTtgyxbbn/n5tsdfeUVH2P7SKGgAJCc36YSYhCNH6h00YmNjSUtLc7n9qbYTp6D+QaNz585cd911TtunAgICCA4OJicnhzvuuIPAwEC3ayQlJdGzZ0/7RPHqUlJSADWCi4iISOOZzdC3LwwcaPvTxY5t+YVQ0CgogIyMJn2LVqdOYamxLcmVmhWN0tJSDh8+7HSdp0GjrqF91U2bNo0NGzZw6NAhh8eDg4OxWq21bpuyWCwkJSW53DYFtqARFRVFmzZtPL4fERERETm/KWi4mPjtbSagXQO2ToHzEbfl5eUcPnzYqxUNgPHjxxMSEsLixYsdHq+oqADcN54DfPvtt+Tk5LjcNgW2RnBVM0REREQuLgoaZWVn5W2sZWUuZ1VUVz1odO3alYCAAKeG8IMHD2KxWLweNMLCwrj55ptZuHCh/Rjcffv22bd85eTkuH3typUrad68OVdddZXTcxUVFXz77bcKGiIiIiIXGQWNWvoOvKmMur/4FxcX20OCr68v3bp1c6po1HW0LbgPGq7maFQ3ffp0fvjhB7Zt2wbYJoEHBQUB7md6gK0/Y/jw4fj7+zs99/3331NaWqoTp0REREQuMgoars5J8zIrcADqbAivXtEAW0O4q6Dh7+9Pp06d3K4TEhJiX88Vd6dVXX/99URERLBw4ULKysp4++23GT58OGDbHuVKdnY227Ztc7ttKiUlBT8/Py699FK39ysiIiIiFx4FDbMZoqOb9C0O+vlRhHO/RXVWq5WioiJ7SABbn0bNSkJ6ejpRUVH4+vq6XashW6fAVkWZMmUK7733Hu+//z55eXk88NO09D179rh8TXJyMiaTiZEjR7p8PiUlhT59+hAcHFyvexERERGR85uCBsCoUU02R8Pi48P3HTsCcMMNN3D11VfzxhtvkJeX53BdaWkpVqvVoaIRFxdHVlaWw+C9uk6cAvDz8yMgIKDeQQNs26dOnjzJCy+8wDXXXMPgwYPt7+tKUlISV1xxBa1bt3b5fEpKivozRERERC5CChoA997bZHM0fCwWLp07F4AnnniCZs2a8cADD9C+fXvGjh3L0qVLKS4utoeCmlunrFYrBw4csD/mSdAw1mlI0Ojduzc9evRg165dzJo1C19fX0JCQjhy5IjTtWVlZaxZs8btsbanT59m3759ChoiIiIiFyEFDbCNmxw61PtVDT8/GDqUoJ/6E6644gqSk5M5duwY//rXv8jNzWXSpEm0b9+ee++9F8DefA3OR9xaLBYyMjI8Dhr1maNRXUREBADXXXcdAC1atODkyZNO123evJnCwkK3/RnffPMNgBrBRURERC5CChqGuXObJmjMnYv5p5GVRjN427ZteeCBB9iyZQv79+/n0UcftZ/0NG3aNH7729+yfft2WrZsSYsWLexB4/jx45SWljZpRaO8vJzvv/8ek8nEJ598AtiCR2FhodO1SUlJdOrUiUsuucTlWikpKYSHhxMbG1vv+xARERGR85uChiEqCl591btrvvYaREURHByMj4+Pyy/r3bt35y9/+QvLli0DYNiwYSxevJh+/foRHx+P2Wxm+/btgGdH2xoaGjQ++ugj8vLyuOqqq1i4cCEAUVFRVFVVOZ2atXLlSkaPHu32FKuUlBQGDBiAj4/+NRMRERG52OgbYHUzZsCzz3pnreeeg7vvBmzHyYaFhdV6vK2xzenpp5/m6NGjrF69mgEDBnD8+HFWrFjBVVddxbx58wDbF/+6NDRoJCYmctVVV3Hffffx5Zdfkp6eTo8ePQgFDn38MaSkwHffkbZjBwcOHHC7bcpqtaoRXEREROQi1jRHLZ3P/vQnaNcOHnjA1iBenyZxPz/b/732mj1kGMxmc61Bo3ozuJ+fH8OHD2f48OFER0fz4osv0qJFCxYvXgzAhAkTmDJlCuPGjXM4Drc6V0GjroF9GRkZrFu3jrfffptx48bRLySEk7fdxuOHDvFXwGfqVPu13bDNBumyahXExNj6XKo5dOgQJ06cUNAQERERuUipouHKjBmQmgpDhtj+XkfvRoXxD0OG2F5XI2QAhIWFudw6ZXB16hTYToEqLi7m7bff5qabbqJbt278+OOP3HbbbbRr147p06fz6aefUlkjEIWEhNR7YN/8+fMJDw/n1/37E3LTTXxTXMzlW7dizslx+hfFBMQA/vPmQa9eMGwYZGban09JSQHUCC4iIiJysVLQcCcqCtasgT17YPZslxPELUBRhw68aTLx3lNP2a53s62pPhWN6oxG6n379nH06FGuueYavvrqKw4cOMDjjz/O1q1bGTFiBJ06deLhhx/mm2++sc/jqM/WqYqKCt566y1ev+wygi+/HDZsADwoeRkBZ8MGW1Vj/nzAFjQiIyNp27atx/cgIiIiIhcObZ2qS3w8vPKK7Z8LC+HAASgro8Rioe1VVzHnb38jadkySjZuZHIty3hS0QgICMCvRvWkW7dumEwm9u/fT3p6OmPHjgVsDeFPPfUUTz75JNu3b2fx4sUsWbKEOXPmEBsbS7NmzeoVND755BPuzsnhtpwcj1/jwNhmNnMm5OSoP0NERETkIqeKRn2YzdC3LwwcSPCVV9K+Wzd27drFpEmT2Lx5M0ePHnX7Uk+awWtWMwCCg4Pp2rUr33//PXl5eU4nTplMJvr168f//d//cfjwYdasWcMVV1zBzp072bt3L1deeSWvvfYaJ06cqPWjZf35zzxX+6f33JNP0nvrVgUNERERkYuYgkYjJCQksHv3bm666Sb8/f15//333V7rydYpV0EDbNundu7cCdR+tK2fnx9Dhw7lnXfe4Xe/+x0tW7akTZs2PPLII0RERPCHP/wBwGmQ35HNm7lnzx5qbxX3nBX4V2Ulgzp39tKKIiIiInK+UdBohN69e7Nr1y6aN2/OiBEjWLp0qdtrPdk65e4Eqbi4ONLS0gDPZmgANG/eHIvFwscff8zx48d59dVX7VupBg4cyNSpU1m1ahWVlZWU3n47ftgavL3BBPgDfd9800srioiIiMj5RkGjERISEsjJyeHEiRNMnDiRLVu2cPDgQZfXNraikZ2dTXh4OC1btvTo3qo3g7du3ZrZs2fz6k8DCe+99162b9/OqFGjGNKuHd0yM/H3aFXP+QO+n30Ge/d6eWUREREROR8oaDRC7969Adi9ezdjx44lODjYPuG7prp6NGoLGnFxcVRVVdG5HluRQkNDqaiooKLCfviufY7GfffdR2pqKtu3b+f34eE/H8/rbX5+8MYbTbW6iIiIiPyCKWg0Qrdu3QgICGD37t2YzWZGjx7NkiVLXF7rydap2oIGQIsWLTy+N2MtVydPmUwmTCYTl112GZfl5Hi9mmFXWQmrVjXV6iIiIiLyC6ag0Qj+/v707NmTXbt2ATBp0iR27NjB/v37na41m80UFha6nc5dW9Do1KkTJpOJgIAAj+/N6Peo7Yjbw6mptK/RGO516em2Y4FFRERE5KKioNFIxslTAKNGjcJsNrtsCg8LC8NqtTqd+GSoLWhUVFRgtVqdpn/XpraKhmHlnDlN/y+A1WqbPSIiIiIiFxUFjUbq3bs3u3fvxmq1EhwczNixY90GDcBtn0ZtQcNoMM/Pz/f4vuoKGpWVlSSvWOHxeo1SVnZ23kdEREREfjEUNBopISGBgoICsrKyANv2qT179tirHAaz2Qw0LGikp6cDcPz4cY/vq66gsXr1ag7XMcTPawIDz877iIiIiMgvhoJGIxknTxl9GsOGDSM8PNypqmFUNNw1hNcVNHx9fcnOzq61obw6Yy13W7USExMx9+kDJm9Nz3DDZIJu3Zr2PURERETkF0dBo5E6d+5Ms2bN7BWMwMBAxo8fz9KlSx0avxtb0ejYsSOAfXBfXWqraBw/fpykpCSmzZ4N0dEerddgMTHw02cXERERkYuHgkYjmUwmEhIS7BUNgIkTJ5KWlsaOHTvsjzW2omEccbtv3z6P7qu2oPH+++8TFBTE5MmTYdQo27yLpuDnByNHNs3aIiIiIvKLpqDhBdVPngK47rrraN26tcP2qdqawY3BerUFjR49etCmTRuPg0ZQUBAmk8khaBgVlmXLljF58mSaNWsG995rm3fRFCorYfbspllbRERERH7RFDS8oHfv3uzdu9c+hdvf359bbrnFYfuUESJcBQ2jj8JV0LBYLGRkZBATE0NcXJzLGR2umEwmQkND3W6dmjVrlu0v8fEwdKj3qxp+frZ1e/b07roiIiIicl5Q0PCChIQEKioqHPonJk6cyKFDh0hJSQHAx8eH0NBQl1unjDBgDNmr7tixY5SVldmDhqcVDWM9V0GjR48e9O/f/+cH5s5tmqAxd6531xQRERGR84aChhckJCQAOPRpDBo0iPbt27NkyRL7Y2az2WVFwwgDrioaxtG2MTExxMbGsn//frfTxWuqWdE4efIkAJMnT8ZU/bSpqCh49VWP1vTYa6/Z1hURERGRi5KChhe0bt2a9u3bO/Rp+Pr6MmHCBN5//30sFgtg69OoraLhLmiYTCaioqKIi4ujoKCA7Oxsj+6rZtD49NNPARg3bpzzxTNmwLPPAuBZjHFmf91zz8HddzdwFRERERG5EChoeEnv3r0dKhpgG9537NgxvvjiC8AWNBpS0ejYsSNBQUHExsYC9Tt5yljbYrGQlJQEYGsCd+VPf4J586jw9aW+7eGVQIWvL8yfD3/8Yz1fLSIiIiIXGgUNL6l58hTAFVdcQefOne3bpxq6dSomJgawbZ/y9fX1uCE8NDTU3mi+du1acnNz63zN7iuuoKfFwrGfjtOts3fjp+fXAx//4x+qZIiIiIgIoKDhNb179yYjI8Nhq5KPjw8TJ07kgw8+oLKyssFbp4ygERAQQFRUVIMqGomJiURGRtb5mieeeAJTdDTtv/8e9uyB2bP5sVUrLDUvNCZ+z57NV/PnMxzoNWaMR/clIiIiIhc+BQ0vSUhIwGq1kpqa6vD4xIkTOXHiBBs2bGh0RQOwN4R7wgga2dnZfPzxx4wePbrW6zdt2sTKlSt57rnnCAgIsB19+8or/P7mm7m2b1/YsQO2bLH9mZ8PaWnwyitsyM4mPDzcPlRQRERERERBw0vi4+MxmUxOfRqXX345MTExLF26tNYeDZPJRFBQkMPjp06d4tSpUw5Boz5H3BpB4+2338bPz4/rr78ewPHEqZ9YrVYef/xxLr/8ciZMmODwXEZGBh1iY6FvXxg40Pan2Wx/PiUlhf79++Pjo3+dRERERMRG3wy9JDQ0lOjoaKc+DZPJxMSJE1m+fDkhISFut06FhoY6BYDqR9saYmNjycjIoLy8vM57MuZozJs3j1//+tf26eSufPjhh6SkpPDCCy84BYb09HSio6Ndvs5qtbJ161YGDhxY5/2IiIiIyMVDQcOLevfu7RQ0wLZ96vTp0+Tm5rqtaNQ1Q8MQFxdHVVUVmZmZdd5PaGgoeXl5ZGRkMHPmTLfXVVRU8MQTTzBixAiuu+46h+fKy8s5fPiw26CRlZVFTk4OAwYMqPN+REREROTioaDhRQkJCU5bp8AWQHr27ElaWlqtFY2a0tPTadGiBS1atLA/ZvRBeLJ9KjQ0lFOnTtGzZ09+9atfub1u/vz5HDhwgOeff97puUOHDmGxWBzCTnXG5HNVNERERESkOgUNL+rduzfZ2dn2CdwGY/tUamoq+fn5TpO9i4uLPWoEB4iIiMBsNnsUNCwWC2VlZcyaNctlXwZAYWEhTz/9NFOnTqVPnz5Oz2dkZAC4rWikpKTQtWtX2rVrV+f9iIiIiMjFQ0HDixISEgDcbp8qLS2lqqqKsrIyh+dqq2jUDBomk8njk6d27twJwJQpU9xe869//YtTp07xt7/9zeXzGRkZ+Pn50blzZ5fPp6SkqJohIiIiIk4UNLyoe/fuBAQEuAwaPXr0sM+xqLl9qj5BA2wN4XVVNKxWK19++SXg+thcgNzcXF588UUeeOABunbt6vKa9PR0IiMj8fX1dXquoqKCb7/9VkFDRERERJwoaHiRv78/PXr0cNmnAdiPl83JyXF4vKioiJCQEIfHSktLOXr0qMugERcXV2dF4/PPP7e/T/UhgtU988wz+Pr68sQTT7hdJyMjw+22qd27d1NSUqJGcBERERFxoqDhZe5OngIYNWoUAElJSQ6Pu6poHDx4EKvV6jZo5OTkcObMGbf3kZiYSKdOnezrAw69IQcOHGDu3Lk88cQTtGrVyu067qoqYNs25evry2WXXeb29SIiIiJycVLQ8LKEhAR2797t1PANtu1T4FnQcHW0rSE2NhZwf/LUiRMn+PDDD7npppvs61dnMpn405/+RLt27XjwwQfdfhar1VprRSMlJYVLLrnEqRojIiIiIqKg4WW9e/cmPz+fw4cPOz1n/mma9tdff+1QjXAXNAIDA+nQoYPTOkbQcLd9asGCBQCMHz/evn51O3fuZNmyZTzzzDMEBwe7/SwnT56ksLCw1oqG+jNERERExBUFDS8zTp5y1adhTOauqKjgo48+sj/uLmhER0c7Tek21omIiHBZ0bBarcybN4/x48c7bZ0y/OMf/6BXr17cfvvttX4Wo6riqqJx5swZfvjhBwUNEREREXFJQcPLunTpQlhYmMs+DaOi0b17d5YuXWp/3F3QcFdJAPcN4Zs3b2bfvn3MmjXLvmbNoLFlyxaef/55lydJVVfbDI1t27ZhtVrVCC4iIiIiLiloeJnJZHI7Idzf35/AwED69OnDmjVryMvLAxoeNFxVNBITE+nWrRuDBw92ChpVVVUADBgwgNGjR9f5WdLT02nTpo29ElNdSkoKzZo1s/ediIiIiIhUp6DRBGo7eSosLIzu3btjsVhYsWIFFovFaTK4xWIhMzOz1qBhDO2zWCz2x/Ly8vjggw/sk8BrBo3PPvsMgD/84Q9uJ4VXV1cjeP/+/V1u7RIRERER0bfEJpCQkMDevXupqKhwes7YPjV48GCWLFlCSUkJ4DhU7+jRo5SVldVZ0SgpKeHo0aP2xxYuXIjFYrH3Xvj5+REQEEBxcTGlpaW88847AB4fR5uRkeHyHqxWqxrBRURERKRWChpNoHfv3pSXl3PgwAGn58LCwigsLGTixIls2LCBgwcPAo5Bo7ajbQ01j7i1Wq0kJiZy00030bZtW/t1oaGhFBUV8dprr9m3annKaEiv6fDhw+Tk5ChoiIiIiIhbChpNoLaTp8xmMwUFBYwfPx4fHx8+/PBDwDlomEwmIiMj3b5HVFQU/v7+9obwr776ir179zJr1iyH60JDQzl58iR///vfGTlyJIBH26aMyeSugkZKSgqAGsFFRERExC0FjSbQunVr2rdv77JPIywsjIKCAlq3bs0NN9xgP+a2ZtDo3LkzgYGBbt/Dz8+PmJgYe0UjMTGR6OhorrvuOofrQkND+fzzzykvL2fq1Kkef4bMzEzAdVUlJSWFLl260L59e4/XExEREZGLi4JGE3F38pSxdQpg0qRJfPvtt4Bz0HDXhF1dbGws+/bt49SpUyxbtoyZM2c6NWf7+/vz7bff8uijj9KyZUuP77+2o23VnyEiIiIidVHQaCLuTp4ytk4B3HTTTfj5+QEQEhJiv6auo20NxiyNRYsWUVlZyR133OF0TW5uLv7+/vzud7+r1/1nZGS4nExeUVHB9u3bFTREREREpFYKGk0kISGB9PR0p2F51Ssa4eHh9hOgalY0PAkasbGxHDx4kDfffJOxY8c6bWXatWsXubm5xMXFuZyFUZv09HSioqKcKiS7d++mpKREQUNEREREaqWg0UR69+6N1Wpl7969Do8bPRoGo6H6xIkTAPz444+cPn3a44qG1WolNTXVqQkc4IknniA0NNThFCpPuZuhsXXrVnx9fT0+IldERERELk4KGk0kPj4ek8nk1KdRfesUYJ+snZSUBHh2tK0hLi4OgDZt2jB06FCH5zZu3EhSUhKXXXaZfVZHfbiboZGSkkLv3r0dtnqJiIiIiNSkoNFEQkNDiY6OdurTqL51CqCqqgofHx/ef/99oH5BIyAgAIC+ffs6bHGyWq08/vjj9OvXj/j4eIqLi+t171ar1W1FQ43gIiIiIuIJBY0m5OrkKbPZTGlpKZWVlQAUFRUREhLCjh072L9/P+np6bRs2ZLmzZvXuf67774LQIsWLRweX758OVu3buWFF17AbDbb+0SsVqtH952dnU1JSYlT2MnPz2fv3r0KGiIiIiJSJwWNJuTq5CmjKduoahQVFREeHo7ZbGbp0qUeN4JbrVbmzp1Lp06dOHz4sP3xiooK/vjHPzJy5EiGDBlinwxeXV0D+4yqSs2KxjfffIPValXQEBEREZE6KWg0oYSEBI4fP05eXp79MSNoGH0aRUVFhIWFMW7cOJYsWeJx0Pjmm2/4/vvvGTJkiH06OMC8efM4cOAAzz//PIDLoFEXY4ZGVFSUw+Nbt24lLCzM3lciIiIiIuKOgkYT6t27N4BDVcNsNgOOQSM0NJRJkyaRmprKDz/84FHQSExMpHPnzowePZq8vDzy8vIoKCjg6aefZtq0aVxyySWAbT5HQ4JGRESEU8N3SkoK/fv3dzryVkRERESkJn1jbELdu3fH39/foU+j5tap4uJiQkNDGTZsGM2bNyc3N7fOoJGfn8+SJUuYMWOGvbqwb98+/vWvf3HmzBn+9re/2a8NDQ2loqKCiooKj+/b1WRyq9WqRnARERER8ZiCRhPy9/enZ8+eHlU0AgICuO666wDn3oia3nvvPUpKSrjrrrvo3r07YNtK9eKLL/LAAw/QpUsX+7XGIMD6VDVcHW17+PBhsrOzFTRERERExCMKGk2s5slTrprBjTDQp08fgDrnXiQmJjJ69Gg6depESEgInTt35p133sHf358nnnjC4dqGBA1XFY2UlBQABQ0RERER8YiCRhMzTp4yjpZ11QxuhAHjz88++8ztetu3b+fbb791mATeuXNnvvvuO5544glatmzpcH19g0ZRURE5OTlOQWPr1q106dKF9u3be7SOiIiIiFzcFDSaWEJCAvn5+fYjaAMDA/H19XUIGkbT9cGDB2nRogXLli1zO/MiMTGRTp06MWLECPtjOTk5+Pr68sADDzhdbwSN4uJij+ZoZGZmAs4DA1NSUhgwYECdrxcRERERAQWNJlfz5CmTyeQwHbx6RSM9PZ0ePXqQlZXFli1bnNYqKCjg3Xff5a677sLPzw+wVRqMuRfGpPDqXFU0apuj4WqGRmVlJdu3b9e2KRERERHxmIJGE+vSpQthYWEOfRpms9nl1qn09HT69+9PREQES5cudVpryZIlFBUVcffddwO2k6Aef/xxunbtSmVlJVlZWU6vqe/WqYyMDEJCQmjXrp39sd27d1NcXKygISIiIiIeU9BoYiaTiYSEBIeTp8LCwpyCRlVVFZmZmXTv3p0JEyawbNkyqqqqHNaaN28eI0eOtJ8qtWrVKjZu3MhTTz0F2I64ram+QcNoBK9e9UhJScHX15fLL7+8Hp9cRERERC5mChpngauTp2punTpy5AgVFRXExMQwadIkjh8/zhdffGF/zY4dO/jmm2/sTeBVVVX8/ve/59prr+X2228nMDDQYUK4wej/qE9Fw9WJU71793Ya4CciIiIi4o6CxlnQu3dv9u7dS2VlJfDz1qny8nIqKysJDQ2190bExMRwxRVX0KVLF4ftU/PmzSMiIoLRo0cDsHDhQnbv3s0LL7yAn58f3bt3d1nRCA4OxmQy1Sto1GwE37p1q7ZNiYiIiEi9KGicBQkJCZSXl5OWlgb8XNEwvvwbQcPHx4fIyEhMJhMTJ07kgw8+oLKykqKiIhYtWsTdd9+Nn58fJSUlPPXUU9x66632k6BiY2NdBg2TyURISIhHQcPYvlW9opGfn09qaqpOnBIRERGRelHQOAsSEhKAn0+eMno0qgeNjIwMOnfubD85auLEiZw4cYINGzawdOlSCgsL7U3gr732GtnZ2fz973+3v0dcXJzLrVPG+p4EjWPHjlFeXu5Q0di2bRtWq1UVDRERERGpFwWNs6BNmza0a9fO3qdhbJ2qWdGo/gX/sssuIyYmhiVLlpCYmMiwYcOIjIzkxx9/5O9//zuzZs2ie/fu9utjY2M5fPiwy0DhadBwdbRtSkoKYWFh9OjRo2EfXkREREQuSgoaZ4kxIRx+3jpVXFwMuA4aJpOJSZMm8f7775OSkmJvAv/HP/5BRUUFf/7znx3Wj4uLA+DAgQNO7x0aGurRwL6MjAxMJhORkZH2x1JSUujfvz++vr71/9AiIiIictFS0DhLqp88VbOiERIS4hQ0wLZ9qqCggObNm3PjjTeSlZXFq6++yu9+9zuHORfwc9Bwd8StJwP7MjIy6NSpE4GBgYBtTkdKSoq2TYmIiIhIvSlonCW9e/cmPT2d4uJip2bwiooKzpw54xQ0oqOj8fHxoWPHjvj7+/PnP/+Z8PBwHn30Uaf1W7ZsSatWrTwKGu4YMzQMR44cITs7W43gIiIiIlJvfuf6Bi4WCQkJWK1WUlNT7UHDGNqXk5MD4BQ0PvjgAywWC4cOHWLr1q0sWLCA1157jbCwMJfv4a4h3NOgkZGRQa9evex/T0lJAVBFQ0RERETqTRWNs8T4Ar97927MZjMAP/74I2A77Qmcg0ZiYiJXXnklhYWF3HvvvcTExDBz5ky37+HuiFtPj7etuX0rJSWFzp07ExERUedrRURERESqU9A4S0JDQ4mOjmbXrl32isSpU6fw8fEhKyuL1q1b06xZM/v1e/bs4auvvuKRRx6hW7du7Nixg7///e/4+/u7fQ+jolGz6duTisaZM2fIy8tzOnFK1QwRERERaQgFjbPIOHnKqGicOnXKPkOjZjVj3rx5tGnThrFjx1JaWoqPjw8jRoyodf24uDjOnDlDbm6uw+OeBI3MzEzg56pKZWUl27dvV9AQERERkQZR0DiLjJOnjIrG6dOnXR5tW1JSwoIFC7jzzjv56KOPOHLkCBaLhaSkpFrXj42NBZxPnvIkaNScobFnzx6Ki4vVCC4iIiIiDaKgcRb17t2b48ePU1lZCdi2K7kKGsuXL+fUqVPcfvvt/PGPf2TUqFEMGDCAJUuW1Lp+t27dMJlMTg3hRtCobY5GRkYGYWFhtGrVCrBtm/L19eXyyy9v6McVERERkYuYgsZZlJCQAMDRo0cBKCgoICQkhGPHjjkEjcTERK677jo2bNhARkYGzz//PJMmTWLVqlWcOXPG7fqBgYFERka6rGgYwwHB9RwNI+wYz6WkpJCQkEBoaGjDP7CIiIiIXLQUNM6i2NhY/P397f0QBQUF+PjY/l9gbFnau3cvmzdvZurUqTz99NPcfvvt9O7dmwkTJlBeXs5HH31U63u4OuLWk8ngGRkZagQXEREREa9R0DiL/P396dGjhz0IVO+bMCoa8+bNo1WrVhw4cID8/HyefvppADp16sQ111xT5/apuLg4lxUNq9VKWVmZ29dVb0jPz88nNTVVQUNEREREGkxB4yyrfvJUcXExVVVVBAcHExERQWlpKQsWLGDChAnMmTOHBx98kC5duthfO3HiRNauXUteXp7b9WNjY0lPT6eiosL+mLH9yV3QqKys5NChQ/aKxvbt27FarQoaIiIiItJgChpnWUJCApm7dnFFUBBxp08TnZ9Pr65dMZlMrFixgry8PM6cOYO/vz9PPPGEw2tvvfVWLBYLH374odv14+LiqKys5ODBg/bHQkJCACgtLXX5msOHD1NZWWkPGikpKZjNZnr06NHITysiIiIiFyu/c30DF43UVHjzTR58/31+n5/vkPCsAN26EVhayq8TEli2bBn/+Mc/aNGihcMS7dq1Y8iQISxdutTthPDqR9x2794d+Lmi4S5oGEfbGlunUlJS6N+/P76+vg38sCIiIiJysVNFo6llZsKwYdCrF7zxBqHZ2U7/oZsA0tO58ehRlu7ezXo/Px688UaXy02cOJENGzaQk5Pj8vmOHTsSEhLi0KdRV9DIyMjA19eXLl26YLVa1QguIiIiIo2moNGU5s+H+HjYsMH295/mZ7jj/9OfV1dUEHjppbbX1zB+/Hh8fHz44IMPXK7h4+NDbGysw8lTngSNLl264O/vz5EjRzh+/LiChoiIiIg0ioJGU3nuOZg5E0pL6wwYNflYLLbXzZxpW6eaVq1aMXToUJYuXer29bGxsS4rGu6awdPT0+39GVu3bgVQ0BARERGRRlHQaArz58OTT3pnrSefhP/8x+GhSZMmsXnzZo4cOeLyJTVnadSsaNQc2Fd9hkZKSgqdOnUiIiLCO/cvIiIiIhclBQ1vy8yEBx7w7pr3329b9yfjxo0jICCA999/3+XlsbGxHD9+nPz8fKD2rVNWq9U+FRw0qE9EREREvENBw9vuuafeW6XqVFlpW/cn4eHhjBo1yu3wvri4OAB7VcPPz4+AgACXQePUqVOcOXOG6OhoKisr2bZtm4KGiIiIiDSagoY3pabC2rVNEzTWroW9e+0PTZw4ka1bt5JZrdJhMI64rbl9ylWPRkZGBmA72nbPnj0UFxcraIiIiIhIoyloeNObb4JfE40m8fODN96w/3XMmDEEBwe7bAoPDw+nXbt2Dg3hISEhLisaxgyN6Ohotm7dio+PD5dffnkTfAARERERuZgoaHhTcrL3qxmGykpYtcr+V7PZzI033uj29ClXDeGugkZGRgYtWrSgefPmpKSkkJCQYO/pEBERERFpKAUNbykogJ+2ITWZ9HQoLLT/deLEiXz33XcOlQuDqyNu3QUNNYKLiIiIiLcpaHhLejpYrU37HlYrHDhg/+vIkSMJCwtzWdUwKhrWn+7JXdAwZmgUFBSwZ88eBQ0RERER8QoFDW9xMwyvKd8nODiYcePGsWTJEnugMMTFxVFUVMSxY8cAx2bw6nM0jIrGtm3bsFqtChoiIiIi4hUKGt4SGHhO3mfSpEns3buX3bt3OzxunDxlbJ9ydepUeXk5hw8fJjo6mpSUFMxmMz179mzCmxcRERGRi4WChrd06wY1Jm57nclke59qhg4dSosWLZy2T0VHR+Pr62tvCHe1derQoUNYLBb7iVP9+vXDyoFYyAAACfZJREFU19e3aT+DiIiIiFwUFDS8xWyG6OimfY+YGNv7VBMQEMD48eOdtk/5+/sTHR3tUNGoGTSqz9BQI7iIiIiIeJOChjeNGtW0czRGjnT51MSJE0lPT+fbb791eDwuLq7WrVPp6en4+/sDcOzYMQUNEREREfEaBQ1vuvfepp2jMXu2y6eGDBlCmzZtnLZPVZ+l4WpgX0ZGBpGRkWzbtg1AQUNEREREvEZBw5vi42HoUO9XNfz8bOu6adT28/Pj1ltvZenSpQ7bp2JjY8nMzKSsrMzl1injaNuUlBQ6depEhw4dvHvfIiIiInLRUtDwtrlzmyZozJ1b6yUTJ04kKyuLLVu22B+Li4vDYrGQkZHhcutURkaGvRFc1QwRERER8SYFDW+LioJXX/Xumq+9Zlu3FldffTUdOnRgyZIl9seqH3EbGhpKZbVtXVarlYyMDKKioti2bRsDBgzw7j2LiIiIyEVNQaMpzJgBzz7bqCWMDVBrrr0W7r67zut9fX2ZMGEC77//PlVVVQC0b9+esLAwe9AwmEwmTpw4QWFhIX5+fhQVFamiISIiIiJepaDRVP70J5g3D4KC6r+Vys8PU1AQq2+9leEbN/LWW2959LJJkyZx/PhxNm/eDNgChdEQXj1owM9H254+fRofHx8uv/zy+t2jiIiIiEgtFDSa0owZkJoKQ4bY/l5X4DCeHzIEUlMZvmwZ99xzD/fccw9r166t8+0GDhxI165dHU6fio2NdapogK0RHCAzM5OEhATMNeZziIiIiIg0hoJGU4uKgjVrYM8e2/G0riaIGxO/Z8+2BZM1ayAqCpPJxGuvvcYNN9zArbfeyu7du2t9K5PJxK9//Ws++OADez9GbRWNNm3a8N1332nblIiIiIh4nYLG2RIfD6+8AmlpkJ8PO3bAli22P/PzbY+/8orTEbZ+fn4sW7aMqKgoRo0axfHjx2t9m0mTJnHy5EnWr18P2CoaJ06coKKiwuE6Y4bGnj171AguIiIiIl6noHEumM3Qty8MHGj7s45tS2FhYaxcuZKqqirGjBlDYWGh22svvfRSunXrZt8+FRcXB0BOTo7Ddenp6TRr1gyLxaKKhoiIiIh4nYLGeaJTp04kJSWxf/9+brvtNvvJUjWZTCYmTZrEhx9+SHl5Od27dwfg6NGjDtdlZGRgtVoxm83Ex8c3+f2LiIiIyMVFQeM80rdvX5YtW0ZycjKPPPKI2+smTpzI6dOnWbNmDWazmY4dO5KVlWV/vqSkhKNHj3L69Gn69euHr6/v2bh9EREREbmIKGicZ0aOHMlrr73Gq6++ypw5c1xek5CQQK9evezD++Li4sjMzMT0UxP6kSNHAMjKytK2KRERERFpEgoa56F7772Xxx57jEceeYT//e9/Lq+ZOHEiH330ESUlJfYjbgMDAwE4dOgQACdPnlQjuIiIiIg0CQWN89Tzzz/PLbfcwm233cY333zj9PzEiRMpLCxk1apVxMXFkZaWRkBAAAAHDx7E398fQBUNEREREWkSChrnKR8fHxYsWECfPn248cYbOXjwoMPzsbGxXHrppSxZsoS4uDhKS0vtQePQoUOEhYXRsWNHOnbseA7uXkREREQudAoa57Hg4GA++ugjQkNDGTVqFKdPn3Z4fuLEiaxcuZKOHTsSCvSuqmIA4LNrF6FWq6oZIiIiItJkFDTOc23btiU5OZns7GxuueUWysvL7c9Nvewyni8pIWroUPKB9adOkQK8uWULB0+dYv7nn8ODD9qmkYuIiIiIeJGCxgUgLi6OFStWsHnzZu655x6sGRkwbBgdhw3jN0BYbq7T/6N9gBY//ghvvAG9esGwYZCZeQ7uXkREREQuRAoaF4hrr72W//73v/i+/TaVcXGwYQMAfnW9sLLS9ueGDRAfD/PnN+l9ioiIiMjFQUHjAjLl4EHmA36VlT8HCE9VVkJpKcycCc891yT3JyIiIiIXDwWNC8X8+fDkkwCYGrvWk0/Cf/7T6FsSERERkYuXgsaFIDMTHnjAu2vef796NkRERESkwRQ0LgT33FP/rVJ1qay0rSsiIiIi0gAKGue71FRYu7ZpgsbatbB3r3fXFREREZGLgoLG+e7NN8GvzrOlGsbPz3b8rYiIiIhIPSlonO+Sk71fzTBUVsKqVU2ztoiIiIhc0BQ0zmcFBZCR0bTvkZ4OhYVN+x4iIiIicsFR0DifpaeD1dq072G1woEDTfseIiIiInLBUdA4n5WVXVjvIyIiIiIXDAWN81lg4IX1PiIiIiJywVDQOJ916wamRs8Br53JZHsfEREREZF6UNA4n5nNEB3dtO8RE2N7HxERERGRelDQON+NGtW0czRGjmyatUVERETkgqagcb67996mnaMxe3bTrC0iIiIiFzQFjfNdfDwMHer9qoafn23dnj29u66IiIiIXBQUNC4Ec+c2TdCYO9e7a4qIiIjIRUNB40IQFQWvvurdNV97zbauiIiIiEgDKGhcKGbMgGef9c5azz0Hd9/tnbVERERE5KKkoHEh+dOfYN48CAqq/1YqPz/b6+bPhz/+sWnuT0REREQuGgoaF5oZMyA1FYYMsf29rsBhPD9kiO11qmSIiIiIiBcoaFyIoqJgzRrYs8d2PK2rCeLGxO/Zs20BY80a9WSIiIiIiNc00aQ3+UWIj4dXXrH9c2EhHDgAZWUQGGgLGZr4LSIiIiJNREHjYmE2Q9++5/ouREREROQioa1TIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidQoaIiIiIiLidX6eXGS1WgHIz89v0psREREREZFfNiMTGBnBHY+CRkFBAQCdO3du5G2JiIiIiMiFoKCggPDwcLfPm6x1RRHAYrFw7NgxwsLCMJlMXr1BERERERE5f1itVgoKCujQoQM+Pu47MTwKGiIiIiIiIvWhZnAREREREfE6BQ0REREREfE6BQ0REREREfE6BQ0REREREfE6BQ0REREREfE6BQ0REREREfE6BQ0REREREfG6/w81999sLCTNzQAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"helpers.plot_graph_classes(barbell_graph, solution_dict, num_classes=2)"
]
},
{
"cell_type": "markdown",
"id": "274205cc",
"metadata": {},
"source": [
"## Rinse and Repeat"
]
},
{
"cell_type": "markdown",
"id": "3d65a6a1",
"metadata": {},
"source": [
"#### VI. Different graph instance: A random graph instance\n",
"Example problem 2:\n",
"- Random graph with low-density\n",
"- We'll use the same job parameters used in the barbell graph instance."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "a3f971dc",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"random_graph = nx.erdos_renyi_graph(20, 0.3)\n",
"helpers.plot_graph_plain(random_graph)"
]
},
{
"cell_type": "markdown",
"id": "f41d6ae5",
"metadata": {},
"source": [
"### VII. Execute"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "f5b94373",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2024-05-08 12:01:16 - Dirac allocation balance = 0 s (unmetered)\n",
"2024-05-08 12:01:16 - Job submitted: job_id='663bcbfcd448b017e54f94bf'\n",
"2024-05-08 12:01:16 - QUEUED\n",
"2024-05-08 12:01:19 - RUNNING\n",
"2024-05-08 12:02:07 - COMPLETED\n",
"2024-05-08 12:02:10 - Dirac allocation balance = 0 s (unmetered)\n"
]
}
],
"source": [
"# Upload, build, process\n",
"graph_file = {\"file_name\": \"gp_example_2\", \"file_config\": {\"graph\": {\"data\": random_graph}}}\n",
"file_id = q1.upload_file(file=graph_file)[\"file_id\"]\n",
"job_body = q1.build_job_body(job_type=job_type, graph_file_id=file_id, \n",
" job_tags=[\"example2\", \"partition\", \"!\"], \n",
" job_params={\"device_type\": sampler_type,\n",
" \"num_samples\": n_samples, \n",
" \"alpha\": alpha,\n",
" \"beta\": beta,\n",
" \"num_partitions\": num_partitions})\n",
"\n",
"res = q1.process_job(job_body=job_body, wait=True)"
]
},
{
"cell_type": "markdown",
"id": "b2cb5712",
"metadata": {},
"source": [
"### VIII. Evaluate solution"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "32292783",
"metadata": {},
"outputs": [],
"source": [
"results = res[\"results\"]\n",
"best_found_solution = results[\"solutions\"][0]\n",
"\n",
"solution_dict = []\n",
"for i, part in enumerate(best_found_solution):\n",
" solution_dict.append({'class': part, 'id': i})"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "66a32918",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"helpers.plot_graph_classes(random_graph, solution_dict, num_classes=2)"
]
},
{
"cell_type": "markdown",
"id": "9b2076e5",
"metadata": {},
"source": [
"## Results Summary\n",
"\n",
"We've shown the use of Qatalyst's `QciClient` class for instantiating and sending a job request for executing graph partitioning on two graph instances. User graph instances are expected to be problem specific, and the `\"graph-partitioning\"` job type of the job body should be specified to implement graph partitioning optimization for the input graph instance passed to `upload_file()` (of the `QciClient` class instance). Last, we showed that the returned solutions are amenable to the NetworkX `draw_networkx_graph()` method, which was executed via the imported `helpers` package, for plotting the graph solution of the input problem instance."
]
},
{
"cell_type": "markdown",
"id": "77c017e7-2d70-4aa8-b897-85a56fea8fde",
"metadata": {},
"source": [
"## Conclusion\n",
"\n",
"In this tutorial, we have shown how to perform graph partitioning based on quadratic linearly constrained binary optimization ([QLCBO](https://quantumcomputinginc.com/learn/tutorials-and-use-cases/qlcbo-on-dirac)) formulation using QCi’s software. A useful next step would be to look at one of the tutorials which uses this formulation more explicitly, listed [here](https://quantumcomputinginc.com/learn/tutorials-and-use-cases/qlcbo-on-dirac). A related graph problem that shares some of these properties is [max-cut](https://quantumcomputinginc.com/learn/tutorials-and-use-cases/max-cut-on-dirac), which is a graph problem that has a complementary goal of two divisions that are highly connected to the nodes in the other division and may be a good tutorial to read after this one. Of course, another option is to start using our device to solve some of your own optimization problems."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}