{ "cells": [ { "cell_type": "markdown", "id": "5dbd70f8-ca5f-455b-bc3b-94c909431b60", "metadata": {}, "source": [ "# 0. Getting started with CapyMOA\n", "\n", "This notebook shows some basic usage of CapyMOA for supervised learning (classification and regression)\n", "* There are more detailed notebooks and documentation available, our goal here is just present some high-level functions and demonstrate a subset of CapyMOA's functionalities. \n", "* For simplicity, we simulate data streams in the following examples using datasets and employing synthetic generators. One could also read data directly from a CSV or ARFF (See [stream_from_file](https://capymoa.org/api/stream.html#capymoa.stream.stream_from_file) function)\n", "\n", "---\n", "\n", "*More information about CapyMOA can be found in* https://www.capymoa.org\n", "\n", "**last update on 25/07/2024**" ] }, { "attachments": {}, "cell_type": "markdown", "id": "deff0053-1130-43f1-bf69-02bd34bc8e03", "metadata": {}, "source": [ "## 1. Classification\n", "\n", "* Classification for data streams tradicionally assumes instances are available to the classifier in an incremental fashion and labels become available before a new instance becomes available\n", "* It is common to simulate this behavior using a **while loop**, often referred to as a **test-then-train loop** which contains 4 distinct steps:\n", " 1. Fetches the next instance from the stream\n", " 2. Makes a prediction\n", " 3. Train the model with the instance\n", " 4. Update a mechanism to keep track of metrics\n", "\n", "**Some remarks about test-then-train loop**:\n", "* We must not train before testing, meaning that steps 2 and 3 should not be interchanged, as this would invalidate our interpretation concerning how the model performs on unseen data, leading to unreliable evaluations of its efficacy. \n", "* Steps 3 and 4 can be completed in any order without altering the result. \n", "* What if labels are not immediately available? Then you might want to read about delayed labeling and partially labeled data, see [A Survey on Semi-supervised Learning for Delayed Partially Labelled Data Streams](https://dl.acm.org/doi/full/10.1145/3523055)\n", "* More information on classification for data streams is available on section **2.2 Classification** from [Machine Learning for Data Streams](https://moa.cms.waikato.ac.nz/book-html/) book\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "4728fd23-a4ca-46e9-8571-dc091e4e0d50", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "82.06656073446328\n" ] } ], "source": [ "from capymoa.datasets import Electricity\n", "from capymoa.evaluation import ClassificationEvaluator\n", "from capymoa.classifier import OnlineBagging\n", "\n", "elec_stream = Electricity()\n", "ob_learner = OnlineBagging(schema=elec_stream.get_schema(), ensemble_size=5)\n", "ob_evaluator = ClassificationEvaluator(schema=elec_stream.get_schema())\n", "\n", "while elec_stream.has_more_instances():\n", " instance = elec_stream.next_instance()\n", " prediction = ob_learner.predict(instance)\n", " ob_learner.train(instance)\n", " ob_evaluator.update(instance.y_index, prediction)\n", "\n", "print(ob_evaluator.accuracy())" ] }, { "cell_type": "markdown", "id": "5934db15-b6e8-4084-978f-4af71b34df46", "metadata": {}, "source": [ "### 1.1 High-level evaluation functions\n", "\n", "* If our goal is just to evaluate learners it would be tedious to keep writing **test-then-train loops**. \n", "Thus, it makes sense to encapsulate that loop inside **high-level evaluation functions**. \n", "\n", "* Furthermore, sometimes we are interested in **cumulative metrics** and sometimes we care about metrics **windowed metrics**. For example, if we want to know how accurate our model is so far, considering all the instances it has seen, then we would look at its **cumulative metrics**. However, we might also be interested in how well the model is every **n** number of instances, so that we can, for example, identify periods in which our model was really struggling to produce correct predictions. \n", "\n", "* In this example, we use the ```prequential_evaluation``` function, which provides us with both the cumulative and the windowed metrics! \n", "\n", "* Some remarks:\n", " * If you want to know more about other **high-level evaluation functions**, **evaluators**, or which **metrics** are available, check the **01_evaluation** notebook\n", " * The **results** from evaluation functions such as **prequential_evaluation** follow a standard, also discussed thoroughly in the **Evaluation documentation** in http://www.capymoa.org\n", " * Sometimes authors refer to the **cumulative** metrics as **test-then-train** metrics, such as **test-then-train accuracy** (or TTT accuracy for short). They all refer to the same concept.\n", " * Shouldn't we recreate the stream object ```elec_stream```? No, `prequential_evaluation()`, by default, automatically ```restart()``` streams when they are reused.\n", "\n", "In the below example `prequential_evaluation` is used with a `HoeffdingTree` classifier on the `Electricity` data stream." ] }, { "cell_type": "code", "execution_count": 2, "id": "1ac9ffd4-6dd0-436b-8c35-eb61393f985d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cumulative accuracy = 81.6604872881356, wall-clock time: 0.25900697708129883\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
instancesaccuracykappakappa_tkappa_mf1_scoref1_score_0f1_score_1precisionprecision_0precision_1recallrecall_0recall_1
04500.087.77777874.44079624.24242468.85617287.22201684.55056289.88970687.14980784.07821290.22140287.29434485.02824989.560440
19000.083.66666766.9639692.64900764.45841483.53854281.65710085.27939183.75248984.37338883.13158983.32568579.11025187.541118
213500.085.64444471.2826262.26928970.00928585.66387585.30482385.96872385.63455483.78016187.48894885.69321686.88600684.500427
318000.081.97777861.953129-25.15432157.02172881.46333176.16808785.51009582.84124885.48812780.19437080.13050268.68044591.580559
422500.086.17777870.20288213.37047464.71922985.38929680.93194489.15998686.64848088.05870685.23825484.16618574.87237793.459993
527000.078.08888953.951820-72.37762247.27272777.18652271.63406282.15061577.96269377.52179378.40359476.42565266.57754086.273764
631500.079.06666755.619360-71.89781046.26354877.82977572.50437883.10010878.08109974.23789681.92430177.58006470.84997184.310157
736000.074.95555649.002474-89.41176537.35408674.66196370.71966778.12075374.25634666.39024482.12244975.07203575.65314174.490929
840500.074.55555650.130218-71.66416841.31214876.11688674.81856274.28699876.19681565.52388386.86974876.03712587.18605864.888191
945000.084.37777868.535062-0.42857168.39028884.26830482.94930985.58540184.24903482.64862385.84944584.28758483.25219185.322976
1045312.084.26666768.237903-2.75762067.87658884.11896682.58730985.65058884.12191882.62795385.61588384.11601382.54670685.685320
\n", "
" ], "text/plain": [ " instances accuracy kappa kappa_t kappa_m f1_score \\\n", "0 4500.0 87.777778 74.440796 24.242424 68.856172 87.222016 \n", "1 9000.0 83.666667 66.963969 2.649007 64.458414 83.538542 \n", "2 13500.0 85.644444 71.282626 2.269289 70.009285 85.663875 \n", "3 18000.0 81.977778 61.953129 -25.154321 57.021728 81.463331 \n", "4 22500.0 86.177778 70.202882 13.370474 64.719229 85.389296 \n", "5 27000.0 78.088889 53.951820 -72.377622 47.272727 77.186522 \n", "6 31500.0 79.066667 55.619360 -71.897810 46.263548 77.829775 \n", "7 36000.0 74.955556 49.002474 -89.411765 37.354086 74.661963 \n", "8 40500.0 74.555556 50.130218 -71.664168 41.312148 76.116886 \n", "9 45000.0 84.377778 68.535062 -0.428571 68.390288 84.268304 \n", "10 45312.0 84.266667 68.237903 -2.757620 67.876588 84.118966 \n", "\n", " f1_score_0 f1_score_1 precision precision_0 precision_1 recall \\\n", "0 84.550562 89.889706 87.149807 84.078212 90.221402 87.294344 \n", "1 81.657100 85.279391 83.752489 84.373388 83.131589 83.325685 \n", "2 85.304823 85.968723 85.634554 83.780161 87.488948 85.693216 \n", "3 76.168087 85.510095 82.841248 85.488127 80.194370 80.130502 \n", "4 80.931944 89.159986 86.648480 88.058706 85.238254 84.166185 \n", "5 71.634062 82.150615 77.962693 77.521793 78.403594 76.425652 \n", "6 72.504378 83.100108 78.081099 74.237896 81.924301 77.580064 \n", "7 70.719667 78.120753 74.256346 66.390244 82.122449 75.072035 \n", "8 74.818562 74.286998 76.196815 65.523883 86.869748 76.037125 \n", "9 82.949309 85.585401 84.249034 82.648623 85.849445 84.287584 \n", "10 82.587309 85.650588 84.121918 82.627953 85.615883 84.116013 \n", "\n", " recall_0 recall_1 \n", "0 85.028249 89.560440 \n", "1 79.110251 87.541118 \n", "2 86.886006 84.500427 \n", "3 68.680445 91.580559 \n", "4 74.872377 93.459993 \n", "5 66.577540 86.273764 \n", "6 70.849971 84.310157 \n", "7 75.653141 74.490929 \n", "8 87.186058 64.888191 \n", "9 83.252191 85.322976 \n", "10 82.546706 85.685320 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from capymoa.evaluation import prequential_evaluation\n", "from capymoa.classifier import HoeffdingTree\n", "\n", "ht = HoeffdingTree(schema=elec_stream.get_schema(), grace_period=50)\n", "\n", "# Obtain the results from the high-level function. \n", " # Note that we need to specify a window_size as we obtain both windowed and cumulative results. \n", " # The results from a high-level evaluation function are represented as a PrequentialResults object\n", "results_ht = prequential_evaluation(stream=elec_stream, learner=ht, window_size=4500)\n", "\n", "print(f\"Cumulative accuracy = {results_ht.cumulative.accuracy()}, wall-clock time: {results_ht.wallclock()}\")\n", "\n", "# The windowed results are conveniently stored in a pandas DataFrame. \n", "display(results_ht.windowed.metrics_per_window())" ] }, { "cell_type": "markdown", "id": "54fd75ab-1671-4d9e-a1ea-a3f0f07b8b63", "metadata": {}, "source": [ "### 1.2 Comparing results among classifiers\n", "\n", "* CapyMOA provides ```plot_windowed_results``` as an easy visualization function for quickly comparing **windowed metrics**\n", "* In the example below, we create three classifiers: HoeffdingAdaptiveTree, HoeffdingTree and AdaptiveRandomForest, and plot the results using ```plot_windowed_results```\n", "* More details about ```plot_windowed_results``` options are described in the documentation: http://www.capymoa.org" ] }, { "cell_type": "code", "execution_count": 3, "id": "c6c1e7f8-2e6a-4ad9-9ace-ce73ff6224d2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "HAT accuracy = 84.68617584745762\n", "HT accuracy = 81.6604872881356\n", "ARF accuracy = 81.90766242937853\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+UAAAHWCAYAAAARsiigAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3gU5RbA4d/sZtMbaUBIQiD03oL0opQgvaNI1YsNEAuCCAgqIHpFVBREBanSu9J7h9B7CaQQSkgCCell5/4xEODSIcmknPd5eHazOztzNkySPfN93zmKqqoqQgghhBBCCCGEyHYGvQMQQgghhBBCCCHyK0nKhRBCCCGEEEIInUhSLoQQQgghhBBC6ESSciGEEEIIIYQQQieSlAshhBBCCCGEEDqRpFwIIYQQQgghhNCJJOVCCCGEEEIIIYROJCkXQgghhBBCCCF0Ikm5EEIIIYQQQgihE0nKhRBCCCGEEEIInUhSLoQQQgghhBBC6ESSciGEEEIIIYQQQieSlAshhBDiucXHx+sdghBCCJGrSVIuhBBC5CAhISG89957lC5dGhsbG1xdXencuTPBwcEPbHvz5k0+/PBDfH19sbKywsvLi549exIZGZmxTVJSEqNGjaJUqVJYW1tTuHBhOnToQFBQEABbtmxBURS2bNly376Dg4NRFIW//vor47HevXtjb29PUFAQr776Kg4ODnTv3h2A7du307lzZ3x8fLCyssLb25sPP/yQxMTEB+I+ffo0Xbp0wd3dHRsbG0qXLs3nn38OwObNm1EUhaVLlz7wurlz56IoCrt3737Wb6sQQgiRY1noHYAQQggh7tq/fz+7du2iW7dueHl5ERwczOTJk2nUqBEnT57E1tYWgLi4OOrXr8+pU6fo27cv1apVIzIykhUrVnDp0iXc3NxIT0+nVatWbNy4kW7duvHBBx9w69Yt1q9fz/Hjx/Hz83vm+NLS0mjevDn16tXjv//9b0Y8CxcuJCEhgXfffRdXV1f27dvHzz//zKVLl1i4cGHG648ePUr9+vUxmUz069cPX19fgoKCWLlyJWPGjKFRo0Z4e3szZ84c2rdvf9+x58yZg5+fH7Vr136B77AQQgiRs0hSLoQQQuQgLVu2pFOnTvc91rp1a2rXrs3ixYvp0aMHAN999x3Hjx9nyZIl9yWvw4cPR1VVAGbOnMnGjRuZMGECH374YcY2Q4cOzdjmWSUnJ9O5c2fGjRt33+Pjx4/HxsYm4+t+/fpRokQJhg0bRmhoKD4+PgAMGDAAVVU5ePBgxmMA33zzDQCKovDGG28wYcIEYmJicHJyAuD69eusW7cuY0RdCCGEyCtk+roQQgiRg9yb2KamphIVFUWJEiVwdnbm4MGDGc8tXryYypUrPzCaDFpie2cbNzc3BgwY8Mhtnse777772Ljj4+OJjIykTp06qKrKoUOHAC2x3rZtG3379r0vIf//eHr27ElycjKLFi3KeGz+/PmkpaXxxhtvPHfcQgghRE4kSbkQQgiRgyQmJjJy5Ei8vb2xsrLCzc0Nd3d3bt68SUxMTMZ2QUFBVKhQ4bH7CgoKonTp0lhYZN7EOAsLC7y8vB54PDQ0lN69e+Pi4oK9vT3u7u40bNgQICPuCxcuADwx7jJlyuDv78+cOXMyHpszZw61atWiRIkSmfVWhBBCiBxBpq8LIYQQOciAAQOYPn06gwYNonbt2jg5OaEoCt26dcNsNmf68R41Yp6env7Qx62srDAYDA9s27RpU6KjoxkyZAhlypTBzs6O8PBwevfu/Vxx9+zZkw8++IBLly6RnJzMnj17mDRp0jPvRwghhMjpJCkXQgghcpBFixbRq1cvvv/++4zHkpKSuHnz5n3b+fn5cfz48cfuy8/Pj71795KamorJZHroNgUKFAB4YP8hISFPHfOxY8c4e/YsM2bMoGfPnhmPr1+//r7tihcvDvDEuAG6devGRx99xN9//01iYiImk4muXbs+dUxCCCFEbiHT14UQQogcxGg0PlCE7eeff35g5Lpjx44cOXLkoa3D7ry+Y8eOREZGPnSE+c42RYsWxWg0sm3btvue//XXX58p5nv3eef+jz/+eN927u7uNGjQgGnTphEaGvrQeO5wc3OjRYsWzJ49mzlz5hAQEICbm9tTxySEEELkFjJSLoQQQuQgrVq1YtasWTg5OVGuXDl2797Nhg0bcHV1vW+7wYMHs2jRIjp37kzfvn2pXr060dHRrFixgilTplC5cmV69uzJzJkz+eijj9i3bx/169cnPj6eDRs28N5779G2bVucnJzo3LkzP//8M4qi4Ofnx6pVq4iIiHjqmMuUKYOfnx+ffPIJ4eHhODo6snjxYm7cuPHAtj/99BP16tWjWrVq9OvXj2LFihEcHMw///zD4cOH79u2Z8+eGZXov/rqq2f/ZgohhBC5gCTlQgghRA7y448/YjQamTNnDklJSdStW5cNGzbQvHnz+7azt7dn+/btfPHFFyxdupQZM2bg4eHBK6+8klGIzWg08u+//zJmzBjmzp3L4sWLcXV1pV69elSsWDFjXz///DOpqalMmTIFKysrunTpwnfffffEgmx3mEwmVq5cycCBAxk3bhzW1ta0b9+e/v37U7ly5fu2rVy5Mnv27GHEiBFMnjyZpKQkihYtSpcuXR7Yb+vWrSlQoABms5k2bdo867dSCCGEyBUU9XkblQohhBBCZKG0tDQ8PT1p3bo1f/75p97hCCGEEFlC1pQLIYQQIkdatmwZ169fv694nBBCCJHXyEi5EEIIIXKUvXv3cvToUb766ivc3Nw4ePCg3iEJIYQQWUZGyoUQQgiRo0yePJl3330XDw8PZs6cqXc4QgghRJaSkXIhhBBCCCGEEEInMlIuhBBCCCGEEELoRJJyIYQQQgghhBBCJ3m+T7nZbOby5cs4ODigKIre4QghhBBCCCGEyONUVeXWrVt4enpiMDx+LDzPJ+WXL1/G29tb7zCEEEIIIYQQQuQzYWFheHl5PXabPJ+UOzg4ANo3w9HRUedoRG6VmprKunXraNasGSaTSe9whMhScr6L/ELOdZGfyPku8pOccL7Hxsbi7e2dkY8+Tp5Pyu9MWXd0dJSkXDy31NRUbG1tcXR0lD9kIs+T813kF3Kui/xEzneRn+Sk8/1pllBLoTchhBBCCCGEEEInkpQLIYQQQgghhBA6kaRcCCGEEEIIIYTQiSTlQgghhBBCCCGETiQpF0IIIYQQQgghdKJrUp6ens6IESMoVqwYNjY2+Pn58dVXX6GqasY2cXFx9O/fHy8vL2xsbChXrhxTpkzRMWohhBBCCCGEECJz6NoSbfz48UyePJkZM2ZQvnx5AgMD6dOnD05OTgwcOBCAjz76iE2bNjF79mx8fX1Zt24d7733Hp6enrRp00bP8IUQQgghhBBCiBeia1K+a9cu2rZtS8uWLQHw9fXl77//Zt++ffdt06tXLxo1agRAv379+O2339i3b99Dk/Lk5GSSk5Mzvo6NjQW0XnWpqalZ+G5EXnbn3JFzSOQHcr6L/ELOdZGfyPku8pOccL4/y7F1Tcrr1KnD1KlTOXv2LKVKleLIkSPs2LGDCRMm3LfNihUr6Nu3L56enmzZsoWzZ8/yww8/PHSf48aNY/To0Q88vm7dOmxtbbPsvYj8Yf369XqHIES2kfNd5Bdyrov8RM53kZ/oeb4nJCQ89baKeu8C7mxmNpsZNmwY3377LUajkfT0dMaMGcNnn32WsU1ycjL9+vVj5syZWFhYYDAY+P333+nZs+dD9/mwkXJvb28iIyNxdHTM8vck8qbU1FTWr19P06ZNMZlMeocjRJaS813kF3Kui/xEzneRn+SE8z02NhY3NzdiYmKemIfqOlK+YMEC5syZw9y5cylfvjyHDx9m0KBBeHp60qtXLwB+/vln9uzZw4oVKyhatCjbtm3j/fffx9PTkyZNmjywTysrK6ysrB543GQy5dxfQFFBcGgW3AwFZx+o2gNc/fSOSjxEjj6PhMhkcr6L/ELOdZGfyPku8hM9z/dnOa6uSfngwYMZOnQo3bp1A6BixYqEhIQwbtw4evXqRWJiIsOGDWPp0qUZ684rVarE4cOH+e9///vQpDzXOTQbVgwAFEDVbnf+CG0mQdXuOgcnhBBCCCGEECIr6doSLSEhAYPh/hCMRiNmsxm4W5ztcdvkalFBWkKumkFNv/92RX/teSGEEEIIIYQQeZauI+WtW7dmzJgx+Pj4UL58eQ4dOsSECRPo27cvAI6OjjRs2JDBgwdjY2ND0aJF2bp1KzNnzryvGFyudWgW2gj5wyja801GZWNAQgghhBBCCCGyk65J+c8//8yIESN47733iIiIwNPTk7fffpuRI0dmbDNv3jw+++wzunfvTnR0NEWLFmXMmDG88847OkaeSW6Gok1Zfxj19vNCCCGEEEIIIfIqXZNyBwcHJk6cyMSJEx+5TaFChZg+fXr2BZWdnH147Ei5s092RiOEEEIIIYQQIpvpuqY836vag0eOlKvm288LIYQQQgghhMirdB0pz/dc/bQq6yv6c7f6ugp3WsffuiKt0Z7Txch4FgSGcelGIl4FbOhSw5tibnZ6hyWEEEIIIYQQ95GkXG9Vu4NPrbt9yp184PppOLsaFvaGflvBqYjeUeYqCwLDGLr4KIqioKoqiqLw29YgxnesROca3nqHJ4QQQgghhBAZJCnPCVz97q+ynpIAfzaFa8dhQU/o8y9YWOkWXm5yMTKeoYuPYla5O+Pg9u2QxUfx93XBV0bMhRBCCCGEEDmErCnPiSxtoetssHaC8EBY/aneEeU46WaViNgkjofHsPl0BAv2hzFp0zkGzD2YkYv/P0VRmB8Ylr2BCiGEEEIIIcRjyEh5TuVSDDpOgzmd4MBf4FkNqvfSO6osF5+cxvVbyUTcSr59m3Tf13fuR8cna6Phz8BsVjl9JTZrAhdCCCGEEEKI5yBJeU5Wsgm8/Dls+hr+/QQKVgCv6npH9czSzSrR8SmPTLLvfTw+Jf2p92tQwNXeCg8HK9wdrHC3tyLoehyHwm4+dLRcBTafuU7nKbvoUsOblpUKY2spPwJCCCGEEEII/UhGktPV+xjCD8GZf2BBD63wm7273lEBkJiS/pjR7CSuxyUTEZtMVHwK6c8wrG1jMuLheDfZ9nCw1pLujK+1W1c7K4yG+/u8X4yM55Xvtzyq0RwGBfYH32B/8A1GrzxJmyqedK3hTSUvJxTlUT3jhRBCCCGEECJrSFKe0xkM0H4K/N4Yos5rFdl7Lgdj1vzXmc0qNxJSMhLqh00lv/PvVnLaU+9XUcDVzhL3Owm2vRUejv9/qz1nb/X8762Ymx3jO1ZiyP9VX1dVlfEdK9GglDuLDlxiQWAYIVEJzN0byty9oZQp5EA3f2/aVS2Cs63lcx9fCCGEEEIIIZ6FJOU5wBN7als7Qre58PvLELID1o+EgLHPdIykVG1UOyPZjkvmemzSfV9HxCYTGZdM2jOMaltZGG6Pals/mGjfM8rtameJhTF76gp2ruGNv68L8+/5nnat4Z1Rdf39xiV4t6Efey9GM39/KP8ev8rpq7cYtfIkY1efJqB8Ibr5e1OruCsGg4yeCyGEEEIIIbKOJOU6e+qe2u6lod1kbQr7nl+gSDXUCh25mZB6T2Kd9MjR7dikpx/VBnCxs7wvyXa/dzT7nqTbwcoiR0779nWzY0hAmUc+bzAo1PZzpbafK6MTUll+JJy/94Vx6kosK45cZsWRy/i42NKlhhedqnvjamvMxuiFEEIIIYQQ+YUk5Tp6Uk9teysLjAblnqS7GHWdXqNlzN8kLX6XTvOuczzd56mPZ2lheMi0ceu7ibeD9pirnRWWFvmnW56TrYmetX3pUasox8NjmR8YyvJDlwmNTuC/684yYf1ZGpZyozgKTdPNmEx6RyyEEEIIIYTIKyQp19GCwDBtlPkhpcLNKrw75+ADj8+jJQ6m4zQwHuMX4wRap3+NwbbAg2uzH5J8O9rkzFHtnEJRFCp6OVHRqyKfv1qOf49dYX5gGPsuRrP5TCSbMbL8v9voVN2bLjW8KO5ur3fIQgghhBBCiFxOknIdXbqRiPqw3l232ZgMlCrkeP80cgcr0i1/J3lTJ4rGXeJQ+QUYuy8Ag0yvzkw2lkY6VveiY3Uvgq7HMW9vCH/vvUhkXApTtgYxZWsQNYu50M3fmxYVCmNjKd9/IYQQQgghxLOTpFxHXgVsHjlSblQUetct9uh10YXnwp/NMAZtgC3faP3MRZbwc7fn0+alKJt6HuviNVh06DJbzkSw72I0+y5G88XyE7St6kk3fx8qFHHSO1wh8qUnFswUQgghhMihJCnXUZca3vy2Neihz6modL230Nv/K1wZWv8ES/vBtm/BswqUaZk1gQoAjAZoWs6DVysX4WpMEosOhDE/MIyw6ERm7wll9p5QyhV2pFtNb9pWLoKTrSw+FyI7PHXBTCGEEEKIHCj/VPPKge701DYoYDQo992O71gpo4XXI1XuCjXf1u4veRsiz2V90AKAQk7W9H+5JFs/acyct16iTWVPLI0GTl6JZeTyE9Qcu4FB8w6xOyjqsUsUhBAv5t6Cmelm9b7bIYuPEhwZr3eIQgghhBCPJSPlOntST+0naj4Grh6D0F0wrzv8ZyNYOWRt0CKDwaBQt4QbdUu4cSM+hWWHw5m/P4zTV2+x7PBllh2+jK+rLZ1reNO5uhcejtZ6hyxEnrIgMIxHla9UFIX5gWGPbY8ohBBCCKE3ScpzgCf11H4sowk6/wVTG0LkGVj2HnSZCVJlPdsVsLOkT91i9K7jy9FLMczbH8bKI5cJjkrgu7VnmLD+LI1Le9DN35tGpd2xMMpEFSGeV0qamY2nrrH4wCXSHzEZRVVVLt1IzN7AhBBCCCGekSTleYFDQS0Rn/4qnFoBOydCvQ/1jirfUhSFyt7OVPZ2ZkSrsvxz9Arz94cRGHKDDaeuseHUNTwcrOhU3YsuzzIrQgjB+Yg4FgSGsfjAJaLiUx67rYpWUFMIIYQQIieTpDyv8K4Jr34Lqz6EjV9qheD8XtY7qnzP1tJCm7pew/u+ZCLiVjK/bgni1y1B1CruQjd/HwIqFMLaJK3VhPh/CSlp913cusPdwYomZT2Yvz8M80NGy1UVCjlaZWOkQgghhBDPTpLyvKR6Hwg/AIdmw6K+0G8rFCiqd1TithIe9gx7tSyfNCvNptPXmLc/jK1nr7PnQjR7LkTjuNyCdlWL0NXfm/Ke0lpN5G+qqt63DCQuOQ3QimE2Lu1OV38fGpV2x2Q0UM2nAEPurb6OQvrtAotj/jlNyYIO1PFz0/PtCCGEEEI8kiTleYmiwKvfw7UTcPkQzH8D3lwHJpm+mZNYWhgIqFCYgAqFuXwzkUUHLjF/fxjhNxOZuTuEmbtDqFjEiS7+3rSt4omjtbRWE/nHzYQUlh66WzDxjqKutnSp4U2n6l4U/L+CiQ8rmNmpuhffrTnDmhNX6TfzAPP61aJCEbnYJYQQQoicR5LyvMZkDV1maYXfrh6FlYOg/RQp/JZDeTrbMPCVkvRvXIKdQZHM2x/G+hPXOBYew7HwGMb8c5JXKxamaw1vahZzQZH/R5EHmc0quy9EMW9/GGtPXCUlzQxoF7BerVCILv7e1CrmisHw6PP/YQUzJ3arQp/p+9l9IYpe0/ax6N06FJMaDkIIIYTIYSQpz4ucvbWK7DPbwtF5UKQ6vNRP76jEYxgMCvVLulO/pDvR8XdGCkM5ey2OJQfDWXIwnOJudnTx96ZDtSJ4OEhrNZH7XYlJZFHgJRYcCCMs+m6V9LKFHenm7027KkVwsn3+mSLWJiNTe1an29Q9nLgcS48/97L43ToPjLQLIYQQQuhJkvK8qlgDaPolrBsOaz+DQhWgaB29oxJPwcXOkjfrFaNvXV8Oh91k/u01tRci4/lm9Wm+W3uGV8p40K2mNw1KSms1kbukppvZeCqCBYFhbDkTkVGgzcHKgjZVPOnm70OFIo6ZNivEwdrEX31q0nnKLoKjEuj55z4WvF37hZJ9IYQQQugjJDaEpeeWcjnuMp72nrQv2Z6ijrm/hpYk5XlZ7f7a2vLji2FBL3h7GzgW1jsq8ZQURaGqTwGq+hRgRKty/HP0CvP2h3Iw9CbrTl5j3clrFHS0onN1b7rU8MbH1VbvkIV4pAvX45gfGMbiA+FExiVnPF7T14Wu/t68WrEwNpZZ033A3cGKWW++RIfJuzhz7RZvztjPrDdfyrLjCSGEECLzLT23lFG7R6GgoKIVdp1+Yjqj64ymXYl2eof3QiQpz8sUBdr8DBGnIOIkLOgJvf8BC0u9IxPPyM7Kgi7+3nTx9+bctVvM3x/GkkPhXItNZtLm80zafJ66JVzpUsOb5uWltZrIGRJT0vn3mNbKbF9wdMbjbvaWdKzuRZca3vi522dLLN4utszsW5Muv+0mMOQG/eceZEqP6phkpokQQogskldHdbOKqqqkmdNINaeSpqaRmp5KmjmNNDWNkNgQvtj1BSoP9kD9YtcXVPOoho+jjw5RZw5JyvM6SzvoOht+bwyX9sGaodBqgt5RiRdQsqADw1uVY3BAaTacjGB+YBjbz11n5/kodp6PwsnGRPvbrdXKFnbUO1yRz6iqyvHwWObtD2XF4cvcut3KzKBAo9IedPX35uUyHrokw2ULO/JnL396/LmXjacjGLr4GN91qvTYAnJCCCHE88juUV1VVUlT07Qk9k5ia37416nm1Ec/f3sfqempd+8/bvuH7V9NJS39bnL9pO3vfJ2upj/Xe1dQWHJuCYOqD8rcb2o2kqQ8P3D1gw5/wNwuEPgnFKkGVd/QOyrxgqwsjLSsVJiWlQpz6UYCCwMvsejAJcJvJvLXrmD+2hVMZS8nuvr70LpyYRyktZrIQjEJqSw7rLUyO3klNuNxbxcbutbwpmN1Lwo76d+esWYxF355vRpvzz7A4oOXcLW3ZNirZfUOSwghRB4SEhvCqN2jMKvmB54buXMk+67sw8bC5oGE9f8T56dKgtW79/MiC8UCC4NFxnt9GBWVy3GXszmyzCVJeX5Rqhk0+gy2jIVVH4FHOS05F3mCVwFbPmxaioGvlGTH+Ujm7w9l/clrHLkUw5FLx/hq1UlaVipMN39vqhctIK3VRKYwm1X2XIxiwf4w/j1+Tyszo4GACoXo6u9N7eKPb2WmhyblCjK+YyU+WXiEqdsu4GpnydsN/fQOSwghRB6x9NxSFB7+t09FZeWFldkSh0ExYDKYsDBoia2FYoHJaMpIdC0MFpgMpvu2edT9B76+vS+T4e7+Hrv9E46VEdud+7efu/OZdeKBifx14q+HjqYrKHjae2bL9zSrSFKenzQYrBV+O7sa5veAt7eCnZveUYlMZDQoNCzlTsNS7kTFJbP0UDjz9odxPiKORQe0kfTi7nZ08/emQzUv3Oyt9A5Z5ELXYpNYdOASCwLDCIlKyHi8TCEHut5uZVbALmfXruhU3Yvo+GTG/nuacatPU8DOki41vPUOSwghRB5wOe7yQ9c+g5ZAFncqTjPfZk9MZE2K6aFJ9CO3/7+k16Dknbop7Uu2Z/qJ6Q99TkWlQ8kO2RxR5pKkPD8xGKDDbzC1MUQHwaI+8MZSMMppkBe52lvxVv3ivFmvGAdDbzJ/fygrj1zhwvV4xv57mm/XnKFJ2YJ0vd1azZjDRjNFzpKWbmbzmevM3x/K5jPXSb/dy8zeyoLWlT3p5u9NJS+nXDULo18DP6LiUvht2wU+W3KMAraWNC1XUO+whBBC5HKe9p6o6sOTcoNioJF3I96r8l42R5W7FXUsyug6o/li1xf3rdNXURldZ3SuLvIGkpTnP9ZO0G0O/P4KXNwGG0dBs6/1jkpkIUVRqF60ANWLFmBk6/KsOnKZefvDOBx2kzUnrrLmxFUKO1nTuboXnWt44+0irdXEXRcj41kQGMaiA5e4futuK7MaRQvQ1d+blpUKY2uZe/+UDG1Rhqj4FBYduET/uQeZ2bcmLxV31TssIYQQuVgVjyqPHCnPC6O6emlXoh3VPKqx5NySjIr2HUp2yPUJOUhSnj95lIV2v8LCXrDrZ/CsChU66h2VyAb2VhZ0q+lDt5o+nLl6p7XaJa7EJPHTpvP8vPk89Uq40aWGN83KF8TKQmutdicxu3QjEa8CNnSp4U0xNzud343IKkmp6ey/rjDnz/3sC76R8bir3Z1WZl6U8HDQMcLMoygK33SoyM2EVDacusZbMwOZ36825Tylc4EQQohnl5yezI8Hf8z42qgY89yorp58HH1ydZX1R5GkPL8q3w4ufwA7f4Tl/cG9LBQsp3dUIhuVLuTAyNblGNKiNOtOXGNBYBjbz0Vm/Ctga6J9VS+cbU1M3HAWRVFQVRVFUfhtaxDjO1ais6zBzVOOh8cwf38Yyw6HcyvJCNxAUaBhKXe61vDmlbIFsbTIO+vT7rAwGpj0elV6/LmX/cE36DV9H4vfqYOPq8waEUII8WwmHpjI+ZvncbF24afGP7E5bHOeG9UVmU+S8vzs5ZFw5Qhc2ALzu8N/NoONs95RiWxmZWGkdWVPWlf2JCw6gYWBYSwIvMTV2CSm7bx4d8M7a6Nu3w5ZfBR/Xxd8ZcQ8V4tJTGXFkcvM3x/K8fC7rcxcrFTeqFuCrjWLUsRZ/1ZmTxQVBIdmwc1QcPaBqj20dpBPydpk5I9e/nT9bTenr96ix7S9LHqnDu4OUgxRCCHE09kVvovZp2YD8FXdr6jsUZnKHpV1jkrkBnlvyEM8PaMFdJwGTj4QfQGW9APzg/0URf7h7WLLR81Ks3Poy0zv4//YKeqqCl+uOsmh0BvEJKZmY5TiRamqyp4LUXw0/zA1x2xgxLLjHA+PxdJooGWlwkzvVZ0RVdMZ0NgvdyTkh2bDpBqw8yc4sVS7nVQDDs15pt042ZiY2bcmXgVsCIlKoNe0fcQmybkthBDiyW4k3WD4zuEAdC3dlQZeDXSOSOQmMlKe39m5QtdZMK05nFsLW8dD48/0jkrozGhQaFzagyUHwwmJisf8kFolKrDpdASbTkcA2nrj4u52FHOzo7i7PcXc7PBzt8PbxTZjbbrQV8StJBYfCGdBYBgXI+MzHi9V0J6u/j60r1oEFztLUlNT+fesjoE+i6ggWDEA1IdcUFzRH3xqPdOIuYejNbPffIlOU3Zx8kos/5kRyIy+NbE2yTkshBDi4VRVZfTu0VxPvE4xp2J8XONjvUMSuYwk5QI8q0CrH2DZu7D1G63wW+kAvaMSOYBXARutxdVD2nooQGFna9LNKtdik4mKTyEqPoX99xQGAzAo2gh8MTc7irvZU8zdDj83O4q521HI0TpXtdDKjdLSzWw9e515+8PYdDoio5WZraWRNpU96ervTRVv59z7/3BoFtrZ+DCK9nyTUc+0S183O/7qU5NuU/ew92I0A/8+xK/dq2FhlMllQgghHrT0/FI2hm7EwmDB+PrjsbHIBbPMRI4iSbnQVHkdwg/C/t+1aez9Nj/T6JLIm7rU8Oa3rUEPfU5RYO5btfB1syMuOY3gyHiCrsdxMTKeC9fjb9/GEZ+STkhUAiFRCWw5c/2+fdiYjBS7naDfSdTvJO6O1qbseIt5VkjU3VZm12LvtjKr5uN8u5WZJ/ZWeeBPwM1QeETbGVBvP//sKhRx4veeNeg1bR/rTl5j+LLjjOtQMfdevBBCCJElQmJD+GbfNwAMqDqAsq5ldY5I5Ea6fiJLT09n1KhRzJ49m6tXr+Lp6Unv3r0ZPnz4fR98Tp06xZAhQ9i6dStpaWmUK1eOxYsX4+Mj1QszVfOxcPUYhO2Bed3hrQ1gZa93VEJHxdzsGN+xEkMWH72v+rqqqozvWCmjyJu9lQUVijhRoYjTfa9XVZXrt5K5kJGox2Uk7KHRCSSmpnPySiwnr8Q+cGw3eyuKu9k9MCXex8U2T1YAzwxJqemsPXGV+fvD2BUUlfF4AVsTHat50dXfm5IF80YrswzOPjx2pNz5+f9O1PZz5afXqvDenIPM2x+Gq70lg5uXee79CSGEyFtSzal8tv0zEtMS8S/kT69yvfQOSeRSuibl48ePZ/LkycyYMYPy5csTGBhInz59cHJyYuDAgQAEBQVRr1493nzzTUaPHo2joyMnTpzA2tpaz9DzJgtL6DIDfmsI109p6zE7TdeGREW+1bmGN/6+Lsy/p0951xreT1V1XVEUPByt8XC0plZx1/ueS003ExadcHdU/Z6EPeJWMpFx2r99wdH3vc5oUPAuYHNfol789gh7QUerfDmSefJyLAsCw1h6KDyj6J6iQL0SbnTz96FJOY+8u66/bFvY8cMjnlS1KuwvIKBCYca0r8hnS47xy+YgXOyseLNesRfapxBCiLzhtyO/cSzyGA6WDoytNxajIY/+rRVZTtekfNeuXbRt25aWLVsC4Ovry99//82+ffsytvn888959dVX+fbbbzMe8/N79LTq5ORkkpPvTtWMjdVG4FJTU0lNlSq6T2TtitJxGsZZbVFOLCW9YCXMtQfoHZXu7pw7+fUcKuJkyUev3P9zlxnfC29nK7ydrWhY0uW+x28lpRESlcCFyHiCo+K5EJlAcFQ8wZEJxKekExyVQHBUApv/bzq8raURX1dt/XqxO7dutvi62uFgnQemat/jVlIaq45dYeGBcI7d08qssJM1nap50rFakbuV01UzqalP31kh15zvqhnjlnEYuD2BXTECKopqRgXSXxmN6ugDL/g+OlUtTGRsIt9vOM9Xq07iZGWgbRXPFw5f6C/XnOtCZAI53zPX4euH+f3Y7wAM8x+Gq6WrfG9zkJxwvj/LsRVVfUgFp2wyduxYpk6dyrp16yhVqhRHjhyhWbNmTJgwge7du2M2m3FycuLTTz9lx44dHDp0iGLFivHZZ5/Rrl27h+5z1KhRjB49+oHH586di62tbRa/o7zD9/oGKl+aiYrCrhKfEulQXu+QhEBVITYVIhIVIpJu3yZCRJJCdBKYHzmNGRxNKu7W4GGjav+swd1Gxc0Kckv9LlWFC7dgT4SBw1EKKWbt/RoVlYoFVGoVVCntpGLIJ5MFSl5dSbkrC0lXTAT6vkuBhAvYJkfiEn8W29RoThXqwNnC7TLlWKoKS0MMbL1iwKCovFXaTPkCuv35FEIIoaMkNYlJtyZx03yTKqYqdLLrpHdIIgdKSEjg9ddfJyYmBkdHx8duq2tSbjabGTZsGN9++y1Go5H09HTGjBnDZ59pLbmuXr1K4cKFsbW15euvv6Zx48asWbOGYcOGsXnzZho2bPjAPh82Uu7t7U1kZOQTvxniHqqKcdVADEf/RrVxIe3NjeDkrXdUuklNTWX9+vU0bdoUk0kKkOVEKWlmwm4kEhwZz8WoBC7ecxsZl/LI192dDm9LMVe7jNH1Ym52uNtb5ojp8JFxySw9fJlFB8K5EJmQ8bifux1dqhehbRVPXO0sM+14ueF8Vy5uw/h3JxTVTNqrP6DeM01dOb4Ii+XvoDoWIe39g5BJ0wnNZpXBi4+z4ugVrE0GZvauQVUf50zZt9BHbjjXhcgscr5nnpG7R7Lq4io87TyZ9+o87E1SgymnyQnne2xsLG5ubk+VlOs6n3PBggXMmTOHuXPnUr58eQ4fPsygQYPw9PSkV69emM3adMu2bdvy4YcfAlClShV27drFlClTHpqUW1lZYWVl9cDjJpNJfgE9q9Y/wPWTKFeOYFrcG/quBVP+bvEg51HOZTJBGRsryng6P/BcbFIqF++pCH/hngrxian3TIcn8r7X2VtZ3E7S7e5bu17M3S7LK5enm1W2nb3O/P1hbDh1jbTbrcxsTEZaVy5MV39vqvkUyNKLBjn2fI8Jh2X9tN7kVd/Aombf+5+v2AHWDUOJDccUvCVTWzx+37UKsclpbDlznf/MPsTCd2pTKq8Vz8uHcuy5LkQWkPP9xay5uIZVF1dhUAx80+AbCtgW0Dsk8Rh6nu/Pclxdk/LBgwczdOhQunXrBkDFihUJCQlh3Lhx9OrVCzc3NywsLChXrtx9rytbtiw7duzQI+T8xWQDXWdrhd+uHIF/Poa2v0jhN5HrOFqbqOztTGVv5/seV1WVq7FJXLwef3+F+Mh4wqITiEtO41h4DMfCYx7Yp4eD1e3K8Pb43VMh3quADaanmA9/MVJrWXaneF6XGt4Uc7MjLDqBhYFhLDxwiSsxSRnbV/HWWpm1qlQYh/zcLi4tBRb2goRIKFQRXv3vg9tYWGltHndPggPTMzUpNxkN/Nq9Gm/8sZeDoTfp+ec+Fr1bG68CsjxKCCHyuqvxV/lyz5cAvFXxLap6VNU5IpFX6JqUJyQkYDDc/+HVaDRmjJBbWlri7+/PmTNn7tvm7NmzFC1aNNvizNecfaDTNJjdAQ7PgSLVwP8tvaMSIlMoikJhJxsKO9lQp4Tbfc+lpJkJjdYS9QuR8bcT97iM6fARt5KJuJXMngv3V4e3MCj4uNpS3M3ugQrx7vZadfgFgWEMvbfNHApTtgRRwsOecxFxGftytjXRvmoRuvp7U6aQLL8BYN1wuLQfrJ2gy6xHz96p3kdLys+tg5hL4OSVaSHYWlowrbc/nafs5lxEHD3/3MfCd2rjav/gLC0hhBB5Q7o5nWE7hnEr5RYV3SryTuV39A5J5CG6JuWtW7dmzJgx+Pj4UL58eQ4dOsSECRPo2/fuVMTBgwfTtWtXGjRokLGmfOXKlWzZskW/wPMbv8bQZBSsHwmrh0LBiuDzkt5RCZGlLC0MlPBwoITHg1OTYxJTM6bCa+3c7o6yJ6WatUT+evwDr3OwssDT2Zoz124n3hklPbTbOwl5vRJudPX3pmm5glibpL1KhmOLYN9v2v32U8HlMa3J3EqAb30I3g4HZ0LjYZkairOtJTPfrEmnybu5EBlPn7/2M/c/tbJ8WYMQQgh9zDg5g/1X92NjYcO4+uMwGfLxrDWR6XT99PDzzz8zYsQI3nvvPSIiIvD09OTtt99m5MiRGdu0b9+eKVOmMG7cOAYOHEjp0qVZvHgx9erV0zHyfKjOQAg/CCeXwYKe8PZWcCikd1Qiu0QFwaFZcDNUmz1RtQe4Pro1YV7nZGOiirczVf5vOrzZfHs6/EPWrl+6kcCt5LS7CflDKMDrL/kwpn3FrH0DuVHEKVhxuz1j/U+ebkp6jT53k/IGn4Ixc//kFXayYeabNek8ZTdHL8Xw9qxApvX2z7s94YUQIp86GXWSnw/9DMAQ/yEUdZQZuyJz6ZqUOzg4MHHiRCZOnPjY7fr27Xvf6LnQgaJo68mvn4Hrp2BBL+i1Eiwyr+KzyKEOzb6dDCloI7oK7PwR2kyCqt11Di5nMRgUPJ1t8HS2oe7/TYdPTksnNCqBz5Yc40DIDR7W9kJRIDYpLXuCzU2SYmH+G5CaAMUaPv2od5nWYOsGt67AubVQpmWmh+bnbs/03v689vsedp6P4qP5R/jptaoY80tfOiGEyOMS0xIZun0oaeY0XvZ+mQ4lO+gdksiDckl3XpEjWNlDtzlg5Qhhe2Dd53pHJLJaVJCWkKtmUNPvv13RX3tePBUrCyMlCzrgX8wFwyMSNkVR8CqQvzscPEBVb59r58GxiFbj4mlbnFlYagXfAAKnZ1mIlb2dmdqjBiajwj/HrvDFiuPo2G1UCCFEJvo+8HsuxlzE3cadUXVG5YhWqSLvkaRcPBtXP+jwu3Z/31Q4/Le+8YisdWgW2gj5wyi3nxfPoksN70cmbKqq0rWGdzZHlMPt+RVOLgeDCTrPADu3J7/mXtV7a7fnN8CNkEwP7456Jd34oWsVFAVm7wll4oZzWXYsIYQQ2WPbpW3MPzMfgK/rfk0Ba2l/JrKGJOXi2ZUOgIZDtfurBsHlw3pGI7LSlSPayPhDqdoac/FMirnZMb5jJQwKGA3KfbfjO1bC181O7xBzjpBdsG6Edj9gHHj7P/s+XP20Ke+o2tryLNSqkidftq0AwI8bzzFzd3CWHk8IIUTWiUqMYsRO7W/QG2XfoE6ROjpHJPIyKRMrnk/DIXD5kLZOc34P6LcF7Fz1jkpklsSbsOlrCNr0+O2cfbIlnLymcw1v/H1dmH9Pn/KuNbwlIb/XrWuwsLd2Uahi5xdrxVijD1zcqs3saDQUjFlXMbdHraJExSUzccM5vlhxggK2lrSu7JllxxNCCJH5VFVl5K6RRCdFU8K5BIOqD9I7JJHHSVIuno/BAB2mwu+NIfoCLO4L3RdnenVjkc1UFY7Mg/UjIP76E7Y1g5NMtX5evm52DAkoo3cYOVN6GizqA3HXwL0stP5Rq4L3vEq3BDt3bX9nVkO5NpkX60N88EpJouJSmLUnhI8WHMbJxkSDUu5ZekwhhBCZZ8GZBWy7tA2TwcQ39b/Bymild0gij5Pp6+L52ThD1zlgsoULW2DTV3pHJF7EtZPwV0tY9o6WkLuV1irst/0VFAMoxru3d9aZrx0GYft0DVvkQRtHQchOsHSArrPA8gVnEFhYQtU3tPsHsq7g2x2KojCqTXlaVSpMarrKO7MPcDjsZpYfVwghxIu7EHOB/wb+F4APq39IaZfSOkck8gNJysWLKVhOa5UGsHMinFimZzTieSTHwbrh8Ft9LREy2UKTUfDODijWQGt71j8Q6g6E8u212/f3QcnmkJYEc7tCpBS1Epnk5ArYpfWCpd0v4FYyc/ZbrZd2G7QJoi9mzj4fw2hQmNClCvVLupGQkk6f6fs4H/HoHvVCCCH0l5qeytBtQ0lKT6J24dp0LyutX0X2kKRcvLgKHaDOAO3+svcg4rS+8Yino6paVetfampJkDkNyrTSEu56H97fg97VT0vUO03Tbt1LQefp4FkNEqNhdgdtDbAQLyLyvPY7BKB2fyjXNvP27VIM/F7W7mdxwbc7LC0MTH6jOpW9nLiRkErPP/dyJSYxW44thBDi2U06PIlT0adwtnLm63pfY1AkVRLZQ840kTleGaWNqqbGw7zXISlG74jE40QFweyOsKAnxIaDc1F4fYHWh975KdeJW9pprylQTKvCPrczJN/K2rhF3pUSDwt6QMotKFoXmozO/GNU76PdHpoN6amZv/+HsLeyYFpvf4q723E5Jokef+7jRnxKthxbCCHE09t/dT/Tj2tLnEbVHoWHrYfOEYn8RJJykTmMFtBpOjh6QXQQLH0HzGa9oxL/LzURNo+DX2tD0EYwWmqV9N/fC6WaP/v+7N3hjcVg66a1T1vQK9uSHZGHqCqsHAQRJ8G+oDYjIyuKRpZuoe0/PgJO/5P5+38EV3srZr35EoUcrTkfEUffGftJSEnLtuMLIYR4vJjkGIbtGIaKSoeSHXil6Ct6hyTyGUnKReaxc9OKMhmt4My/sP2/ekck7nVuPfxaC7Z+A+nJ2lTe9/ZA42Fgsnn+/br6aSPmJlst0V/5gZZkCfG09v8BxxZoRQQ7TQeHQllzHKMJqvbQ7mdDwbd7FXG2YdabNXGyMXEo9CbvzD5ISppcuBRCCL2pqsqYPWO4Gn8VHwcfhvgP0TskkQ9JUi4yV5Fq0GqCdn/zWDi7Tt94BMRcgvlvwJxOcCMYHDyh8wx4Y4mWUGcGr+paMqUY4PAc7f9eiKdxKRDWfKbdbzoafOtm7fGq9wIUrWNEVFDWHuv/lCzowLTe/tiYjGw7e53Bi45gNssFLCGE0NOqC6tYHbwao2JkXP1x2Jps9Q5J5EOSlIvMV/UNqPEmoMKSt7L9g6+4LS0FdkyESf5waqU2CllnAPTfB+XbvVjf54cpHQCtftDub/sWArN3JFLkQvGRWl0DcyqUbaMVd8tqzj5Qool2/+CMrD/e/6letAC/vlENC4PC8sOX+XLVSVSZWSKEELoIjwtn7F5tIOGdyu9Qyb1Spu7/YmQ849ecZsDfhxi/5jQXI+Mzdf8i75CkXGSNgG/Aq6ZW8G1+D62Ik8g+wTu0FmcbvoDUBPCpo7U4a/Y1WDlk3XGr94YGn2r3//kIzqzJumOJ3M2cDovf1AoNupbQWitm9oWiR6lxp+DbHO3iVTZrXNqD/3auDMBfu4L5ZfP5bI9BCCHyu3RzOsO2DyMuNY4q7lV4q+Jbmbr/BYFhvPL9FqZuu8A/Ry8zddsFXvl+CwsDwzL1OCJvkKRcZA0LS+gyE+w8IOIErBgg64yzw61rsKQf/NUSrp/WCrC1mwJ9/tV6ymeHxsOgyhugmmFhb216shD/b8s4bQq5yRa6zAJrx+w7dsnm2jKOhEg4vTL7jnuPdlWLMLKV9jP533Vnmbs3VJc4hBAiv/rz+J8cjDiIncmOcfXHYWHIvAKjFyPjGbr4KGYV0s3qfbdDFh8lWEbMxf+RpFxkHcfCWmJusIDji2H3L3pHlHeZ02HvVG2q+tH5gAL+b8GAQKjyWvaNQIJ2rNYTtSnCaYkwt4ssYRD3O7sWtn2n3W/9U/ZdMLrDaAHVbhd803GZRd96xejfuAQAw5cdY/WxK7rFIoQQ+cnxyONMPjwZgGEvDcPLwStT978gMAyFh3/2UlX4ZfN5Wbok7iNJuchaRWtD83Ha/fUj4eI2fePJiy4Fwu+NYfVgSI4Bz6rwn03Q8nuwKaBPTEaTVkyucGVIiNJ6osdd1ycWkbNEX4Ql/9Hu1+wHlTrrE0e1nlphwuDtEKnf9PGPm5XitZremFX4YN5hdgVF6haLEELkBwmpCQzdPpQ0NY3mvs1pXbx1pu7fbFbZeT6S9Eck3Sqw8MAlGn63hbH/nuJAyA0p+ikkKRfZoOZ/oFI3UNNhYR+tGrh4cQnRWvuxP5poPcKtnaDlBHhro1YFX29W9vD6Qq2w1o2L2oi51BbI31ITtcJuSTFQpAY0G6NfLE5eULKZdj+b26PdS1EUvm5XkYDyhUhJN9Nv5gGOh8foFo8QQuR13+7/lpDYEAraFmRErREomTib8MzVW3T+bTdHLz3697gCGA0QGp3A1G0X6Dh5F7XGbWTEsuPsPB9JWrq0y8yPJCkXWe/OdOZCFbU1nPN7QGqS3lHlXmYzHJoNk2rAgb8AFSq/Dv0PgP+bYDDqHeFdDgW11ms2LnD5oLbGPD1N76iEXv4dDFePgq0rdJmh1Z7QU/XbBd8Oz9X1d5LRoDCxWxVqFXchLjmNXtP2SYVeIYTIAhtDN7L43GIUFMbWG4uTlVOm7DcxJZ1vVp+m5U/bORByA2uT4RGT17WPxasG1GPKG9VoV8UTBysLIm4lM2tPCN3/2EuNMRsYvPAIG09dIyk1PVPiEzmfJOUie5hsoOscbTr15YPw7ydS+O15XD0O0wNg+fvatHCPctBnNbSfDPbuekf3cG4l4fX5YGEN59bBPx/K/31+dHAmHJqlTRnvNE0bqdZbyabgWAQSo7W2gTqyNhn5vWcNyns6EhWfQo8/93ItVi5eCiFEZrmecJ1Ru0YB0Lt8b2oWrpkp+918OoKmP2xlytYg0swqzcoVZNPHjfi2UyUMinbh9d7b8R0rUbawEwEVCjOxW1UOjGjK9D7+dPP3xsXOkpsJqSw8cIk3ZwRS/av19J97kFVHLxOXLIMaeVnmlRkU4kkKFNU+jM/uqH04L1INavTVO6rcISlWq1a99zdtGYClPTQaCi+9o63fzum8a2r/9/Pf0JIzRy9oNETvqER2uXwY/vlEu9/4cyjeSM9o7jIYtbXlW8ZpU9j1Wt9+m4O1ib/61KTzlF0ERyXQ8899LHi7Nk62ueBnXAghcjCzamb4zuHcTL5JGZcy9K/a/4X3eS02idErT/DvsasAeDpZM7ptBZqWKwhA5xre+Pu6MD8wjEs3EvEqYEPXGt74utndtx9LCwONS3vQuLQHX7czExhygzXHr7L2xFWuxCSx6ugVVh29gqWFgQYl3QmoUIgmZT1wttV5tpnIVJKUi+zl9zK8MhI2jIJ/P4WCFcHbX++oci5V1SrXr/0c4rRf+pRrB83HglMRXUN7ZmVawqvfwT8fw5ax4Oh5twK2yLsSomFBD0hPhlIBUO8jvSO6X9UesHU8hOyE62fAvbSu4bg7WDHrzZfoMHkXZ67d4s0Z+5n15kvYWOagZSlCCJHLzD01l12Xd2FltGJ8/fFYGp8/oU03q8zeE8J3a88Ql5yG0aDQt64vg5qUws7q/tTK182OIQFlnnrfFkYDtYq7Uqu4K1+0LseRSzGsOX6VNcevEByVwIZT19hw6hpGg0Lt4q40r1CI5uUK4uFo/dzvR+QMMn1dZL+6g6BsGzCnah/Wb13TO6KcKfIczGwLi9/UEnKX4tr67C4zcl9Cfof/W3eTspUfwLn1+sYjspbZDEvfgZuhUMAX2k8BQw77s+NURLtYALdrNOjP28WWmX1r4mBtQWDIDfrPPUiqFP4RQojncvbGWX448AMAH9f4mOLOxZ97X8fDY2j/606+WHGCuOQ0Kns7s6J/XT5vWe6BhPxFKYpCFW9nhrYow+ZPGrF2UAM+bFKKMoUcSDer7DgfyYhlx3lp3EY6Td7FH9svEBadkKkxiOyTwz4diXxBUaDdr+BWGm5duV38K1XvqHKOlATY+CX8WhsubtXWYjf+HN7dDSVe0Tu6F/fKyLvV+Bf0gvCDekckssr27+HcWu0c7jJLvxZ9T3JfwbdEfWO5rWxhR/7s5Y+VhYGNpyMYuviYtMwRQohnlJyezNDtQ0kxp1C/SH26le72XPuJS07jy5UnaTNpB0cvxeBgZcFXbcuz5N06lPfMnGJxj6MoCqULOfBBk5KsGdSALZ804rMWZajq44yqQmDIDb7+5xT1v91My5+2M2nTOc5H3MryuETmkenrQh9WDtBtDvz+MoTugnXDocV4vaPS35nV2rT+mFDt65LNoMW34FJM37gyk6JAm5+10f8LW7RWaW+uz1vvUUDQJth8u+VZy++hcCV943mcEq+AkzfEhMHJ5VD5+T60ZbaaxVz45fVqvD37AIsPXsLV3pJhr5bVOywhhMg1fjz4I+dunMPF2oUv6375XO3P1p64yqgVJ7gSoxXfbFWpMCNbldN1yrivmx1vN/Tj7YZ+XIlJZN2Ja6w5fpW9F6M4cTmWE5dj+e+6s/i52xFQoRAB5QtToYhjprZ/E5lLRsqFftxKatNZAfZOgSPz9Y1HTzdCYG43+LublpA7emnV6l9fkDeTVQtLbeS0UEWIv64V/4uP1DsqkVluhsGiNwFVK6RW9Q29I3o8gxGq9dLuB+rXs/xhmpQryPiO2gWNqdsu8NvWIJ0jEkKI3GHX5V3MOjkLgC/rfImbjdszvT78ZiJvzQjk7VkHuBKThI+LLTP61mTS69Vy1Bruwk429Krjy9/9ahE4vCnfdqzEy2U8sDQaCLoezy+bg2g9aQf1xm/mq1Un2R8cTbrMvMpxZKRc6KtMS2gwGLZ9p60x9iibs0fUMltaMuz6Gbb9F9ISwWABdQZo3xNLuye/PjezdoTXF8KfTSE6COZ2hV4rwdJW78jEi0hLhoW9tDZjhStDi+/0jujpVH1Dq8IetgciTmm/i3KITtW9iI5PZuy/pxm3+jQF7CzpUsNb77CEECLHupl0kxE7RgDQpVQXGno3fOrXpqWbmb4zmB82nCUhJR0Lg8LbDYsz4OWSWJtydtFNFztLuvh708Xfm9ikVDafjmDtiatsPn2d8JuJ/LnjIn/uuIibvRXNyhckoHwhavu5YjLKOK3eJCkX+mv0mdYy6fx6mN8d+m0FWxe9o8p6QZu1fu1R57WvfevDq/8Fj6ev0pnrORaGNxbDn80gPFAratdlFhjlV1OutXYYhB8Aa2foMhNMOWc04bEcC0PpFnB6lTZa/uq3ekd0n34N/IiKS+G3bRf4bMkxCthaZrTdEUIIcZeqqozePZqIxAh8HX35xP+Tp37todAbDFt6nFNXYgHw9y3AmPYVKVXQIavCzTKO1ibaVilC2ypFSEpNZ9vZ66w5fpUNp64RGZfM3L2hzN0biqO1BU3KaQl6g1LuOf7CQ14ln3yF/gxG6Pg7TG0EN4K1xKz7Iu3xvCj2Cqz7XGt1BmDnobU4q9hJW2+d37iXhtfnw4w2cOZfWD0YWk7In9+L3O7IfNj/h3a/w+9axfXcpEYfLSk/Mg+ajMpxszaGtihDVHwKiw5cov/cg8zsW5OXirvqHZYQQuQoy84vY0PoBiwMFoxvMB4bC5snviYmMZXv1p5mzt5QVBWcbU181qIMnat7YzDk/s8j1iYjzcoXoln5QqSkmdlzIYo1J66y7sRVIuNSWHIwnCUHw7ExGWlcxp3m5QvxchkPHKxNeoeeb0hSLnIGmwLaGuo/m94tEPXKSL2jylzpabBvKmweCym3QDGA/3/g5c/BOusrd+ZoPrWg4x+woCcETgPHItDg6a9sixzg2gltCQpAg0+hVDN943kexV8G56JwMwROLoMqr+sd0X0UReGbDhW5mZDKhlPXeGtmIPP71aacp6PeoQkhRI4QGhvKuH3jAOhfpT/lXMs9dntVVVl19ApfrjrJ9VvJAHSoVoTPXy2Lq71VlserB0sLAw1KudOglDtfta3AgZAbrDl+lbUnrhJ+M5F/j13l32NXsTQaqFfSjYDyhWhSriAuds/f2108mSTlIucoVEGryr34Ta2VkmdVKNta76gyR+he+OcjuHZc+7pIDWg1QVtzKzTl2mgV+Fd/Cpu+0hLzKq/pHZV4GkkxML+HVhfB72VoNDTbQwiJDWHpuaVcjruMp70n7Uu2p6hj0WfbicEA1XtpLQkDp+e4pBzAwmhg0utV6fHnXvYH36DX9H0sfqcOPq45a1RfCCGyW6o5lc+2f0ZiWiI1Ctagd/nej90+NCqB4cuPs+3sdQCKu9nxdfsK1PF7toJwuZnRoFCzmAs1i7kwolVZjofHsubEFVYfv8qF6/FsOh3BptMRGJbAS8VcaVGxEM3KFaKQUy5ZmpaLSFIucpaKnbS+1Xt+gaXvgFspbXpzbhUfBRtGwqHZ2tc2BbRpsVV7agmAuN9Lb0PMJdj1E6zoD/YeeaM3e16mqrDsPa1Yn6MXdPgj25eeLD23lFG7R6GgoKKioDD9xHRG1xlNuxLtnm1nVd7QZrNc2qeN/hcsnyUxvwhrk5E/evnT9bfdnL56ix7T9rLonTq4O+TNUR0hhHgaU49O5WjkURxMDoytNxbjI/4WpaSZ+X37BX7aeI7kNDOWRgPvNy7BO42KY2WRyX+/ooLg0Cy4GQrOPlC1B7j6Ze4xMomiKFT0cqKilxODm5fh3LVbrDl+lTUnrnLiciy7L0Sx+0IUI5efoKqPMwHlCxFQoRBFXfN4YeJsIkm5yHmafglXj0LwdpjXHf6zSavUnZuYzXBwBmwcDYk3tMeq9oAmo8FO1oA+VpPREHsZji/SprP3/gc8q+gdlXiUXT9r67ANJq2wWzaf3yGxIYzaPQqzan7guS92fUE1j2r4OPo8/Q4dCmpdIU4u10bLW/43E6PNPE42Jmb2rUmHybsIiUqg17R9zHu7Fo6y/k8IkQ8djjjM1KNTARhRewSF7Qs/dLt9F6P5fOkxzkXEAVDHz5Wv21WguLt95gd1aDasGAAogKrd7vwR2kyCqt0z/3iZrGRBB0oWdGDAKyUJi07ISNAPhNzgUOhNDoXeZNzq05Qt7JiRoJcqaC+90J+TJOUi5zFaQKfpMLUhRJ2DZe9qFblzy8jy5cPwz8daNXGAghWh5ffg85KuYeUaBgO0+xXirmkXZuZ2gTfXQ4FnnIossl7wDtgwSrvf4hvwqp7tISw9txSFh38AUFBYcm4Jg6oPeradVu+jJeVH50PT0Tm2PaGHozWz33yJTlN2cfJKLP+ZEciMvjWlcq4QIl+JS4lj6PahmFUzrYq3okWxFg9scyM+hXGrT7Eg8BIArnaWDG9VlnZVimRNEhkVpCXkD7lgzPL3ITURXHzBwkbrUmJx+5/J5u59C+sc89nX28WW/zQozn8aFOdabBLrTl5j7fGr7L4QxakrsZy6EssPG85SzM2O5rcT9MpeTln3vc0lsw+ehSTlImeyd9cS8ekB2ijcjgk5v/BX4k2tQN3+P7RfwpYOWhE3//9Ii69nZWEF3ebAtBYQcQJmd4Q31+WPVnm5RewVWNgH1HSo1A1qvKlLGJfjLj90lBxAReVy3OVn32mxhlCgGNy4CMeXQLUeLxhl1vF1s+OvPjXpNnUPey9GM/DvQ/zavRoW0nNWCJFPjNs3jvC4cDztPBn20rD7nlNVlSUHwxnz7ymi41MAeK2mN0MCyuBsm4WFyw7NgkdcMAYV/v346fZjtHp00m6yfnxS/7zPP2EJWkFHa3rUKkqPWkW5EZ/ChlPXWHviKtvORXIxMp4pW4OYsjWIwk7WGQm6v68LxsyoYp/LZx88jmQKIufyqq6NMK8YAJu+hsJVoGQTvaN6kKrCsYWw9nOIj9Aeq9AJmn2t9T4Wz8faCbov1CryR52Dv7tBz+XaHwyhr/RUWNRHO989ykOrH3RpYZeUlkTorVBU1Ic+r6oqnvaez75jgwGq94YNX8CB6Tk6KQeoUMSJ33vWoNe0faw7eY3hy44zrkNFmUIohMjz1gavZUXQCgyKgXH1x+FgebefeND1OIYvPc7uC1EAlC7owJj2Fajhmw0X+G+GwiP+NgFg46IVtE1L0v6lJt69b067u116svaPmKyO+C6D6SFJu9U99220r002FLCwprPJhs6eVqQUsSLoRhrHI1I4fi2Z2FsWXNtjyW97LPnL2oZKvoXwL+lJ5WKFsbSyuXuBwGQDBosnf4543OyDFf21Tj65eMRcknKRs1XrCeEH4MBfWlX2flvApZjeUd0VcRr+/USbZg3gWlJbg1q8ka5h5RlOReCNxTCtOYTthcVvaeuW82oP+9xiwygI3Q1WjtB1li79vI9cP8LwHcMJjg1+5DYqKkblOc+VKt21i4HhB+DKUShc6fn2k01q+7ny02tVeG/OQebtD8PV3pLBzcvoHZYQQmSZq/FX+XL3lwC8WeFNqhWsBkBSajq/bgliypYgUtLNWJsMfPBKKd6qXwxTds0icvbhkSPlilHr9NFk1MOfT0/TupmkJj08aU9NysTnk7X76Sl3j29OhZRUrX3vM7AEyt7+19lw+4GMfQIXbv976PfE8NCk/+7ovhVEX9QGwh6+A212wqO+p7mAJOUi52vxLVw9rq3Rnt9Dm8asQxJwn+Q42PYt7P5Fu6JpYQMNB0Pt/tovDpF5PMpCt7kwq722lGHNUO2ckFFAfZxYCrsnaffbTc72q9Ip6Sn8evhXpp+Yjlk142HjQXPf5sw5Pee+6utm1YyKytRjU3GxcaF72Wec1mbvrrVkPLFEGy1v9UPWvKFMFFChMGPaV+SzJcf4ZXMQLnZWvFkvB13EFEKITGJWzQzfMZzYlFgquFbg3SrvArDzfCTDlx3nYmQ8AI1Ka724vV2y+XNj1R7atOqHUrXnH8VoAUYHsHJ49DaZzZx+O2lPvpvApybeTdrvJPLP8bw5NZHEhDiSE+NJS0nCUk3GmhSsldS7x1fNkBqv/Xsu6u3ZCbmXJOUi57Ow0kZHpzaEa8dg5UDo8Ls+SZmqwskVsOYziNWKhVD6VQj4RgqRZSXfetD+N23K9L6p2pSveoP0jir/uX4WlvfX7tf9AMq2ytbDn4g6wfAdwzl/8zwArYu3ZkjNIThZOdGtTDeWnFtyt095ifYsD1rO78d+55t936Cg8HrZZ+w7XqOPlpQfXQhNvwKrLKjOm8leq+lDdHwK3609w1erTuJiZ6J9VS+9wxJCiEw188RM9l7di42FDePqjyMmwczXqw6x7LBWR8TDwYovWpfn1YqF9FnK4+oHDYfClrHa14qBjHXQbSblvGnWBqNW1DQLCpsaALvb/8xmlUNhN1hz/Cqrj13h+s1YrEjBmlQcjKm85G1Hw+IOvORji7NF2v1J//FFcGHLw6evo9yenZB7SVIucgenItB5Bsxora3fLlIdar2brSHYJl/DOP81CNqgPeDso43Yln6wyqfIAhU6wK0rsHaYttbXsQhU6qx3VPlHchws6AEpcVC0Hrw8MtsOnWpO5fejvzP16FTS1XRcrF0YWXskr/jc7WHv4+jzQJX1AVUHoKLyx7E/GLdvHIqi8FqZ157+wL71wcVP68F+fJG2zjwXeK+RH1FxKUzbeZHBC4/ibGNJ4zIeeoclhBCZ4nT0aX48pI1CD64xmF2nDXyzeguxSWkoCvSsVZSPm5fWv0XknSnhLn5aa9c8VCn8eRkMCtWLulC9qAvDXi3LicuxrD1xlTXHr3IuIo6gYJgbbMagxOHv60JAheI0L18IT2cbbc34pBp3yrtl0L5+wuyDXECScpF7+NaF5mO06ctrP4dCFbUR1KyWmoRh2/e8fOoHDGoqGC21UcJ6H+k/jT6/qf0+xITDnl+0Vnn27rJ+PzuoKqz8AK6fBvtC0GlatnUUOHvjLMN3DOdU9CkAmhVtxvBawylgXeCJr1UUhYFVB2JWzUw7Po2xe8eioNCtTLenO7iiaIn4+hFaz/JckpQrisLwlmWJjk9m2eHLvDvnAHPeqkX1ok/+ngkhRE6WlJbEkG1DSDOn4e9Rn783eXIw5BgA5T0dGdu+IpW9nfUNEm7PrFym3W88DCp20jWcnEhRFCoUcaJCESc+blaa8xFxGQn6sfAY9l6MZu/FaEavPEllLyeaVyhE6VIjaHT6y9sL1dSM2wOVv6RmLr/YoWvPlPT0dEaMGEGxYsWwsbHBz8+Pr776CvURi/jfeecdFEVh4sSJ2RuoyDleegcqdtHaMC3srSVoWencBvi1Fsbt32JUUzEXawjv7oaXh0tCrpdmX0P59lohknlvwNVjekeU9+2bqo0UGyygywxwKJjlh0wzp/HHsT/ouqorp6JP4WTlxHcNvuP7Rt8/VUJ+h6IoDKo2iD4V+gAwZu8Y5p+e//SBVOmuXYi7chguH3rGd6Efg0Hhu86VaVTanaRUM33/2s/Za89WtEcIIXKaCQcmcCHmAtYGZ7btaszBkJvYWhoZ3rIsy9+vmzMScoBrJyDqvNbSrFRzvaPJFUp42PN+4xKsHFCPHUMaM6JVOWr6uqAocORSDN+uOcObR0rzcsr3TE1vxT/mWkxNb8XLKd/TbV9xgiOfdz16zqBrUj5+/HgmT57MpEmTOHXqFOPHj+fbb7/l559/fmDbpUuXsmfPHjw9n6O9jcg7FAVa/wgFK0L8dVjQU1tvktliLmlF5eZ0hBsXUe0Lsd/3fdJfWwRuJTL/eOLpGQzQbgoUratVBp3TGW6G6R1V3hW2T1syANq6ap9aWX7ICzEX6LW6Fz8e/JE0cxqNvBuxrO0yAooFPNf+FEXhw2of0qe8lph/vfdrFpxZ8HQvtnOFsm20+4HTn+v4ejEZDfzavRrVfJyJSUylx597uXQjQe+whBDiuWy/tJ2/T/8NQHRwB9JSbWlWriAbPmrIW/WLY5FdldWfxsnl2m2JJtlbsC2P8Cpgy5v1irHgndrsG9aEMe0r4FVAa4kbohbi27RuDEwdwLdp3QhRtboB8wNz92dBXaev79q1i7Zt29KyZUsAfH19+fvvv9m3b99924WHhzNgwADWrl2bse2jJCcnk5x8N0mLjY0FIDU1ldTU1Ee9TOQmigk6TsdiWhOU8EDS//kE86sTMmff6akY9v+GYdt3KKnxqIoRc81+JNf6iMvbdlM+LU2qfucIRug4A4tZrVCun0ad3YG0nv+CjbPegeUJd35Xpt68gsWCnijmNMxl25Je/S3Iwt+jZtXM3DNz+eXILySnJ2Nvsmdw9cG0KtYKRVFe+Hd4/0r9STOnMevULL7a8xXp6el0KvnkKYVKlR5YHF+EemwRaS+PylUfsEwK/Na9Kq/9sY/z1+Pp8cde/v5PTVztLJ/84nwg41yXzwciH8jN5/uZ65f5YONQAFKi6+BhUYkvXi/DK2W1ehk56j2pKhYnlqIAaWVaoeak2HIhZ2sDXap5sut8JJdvJmJ+yIRqVVUJjYq/7zzICef7sxxbUR81VzwbjB07lqlTp7Ju3TpKlSrFkSNHaNasGRMmTKB7d619jdlspkmTJrRt25YPPvgAX19fBg0axKBBgx66z1GjRjF69OgHHp87dy62tjLdOC9xjz1K7aDvUVA55N2XULdGL7Q/17jTVAqbgWOSNiU+yq4kR717EWuTu6s55mXWKVE0OPslNqk3iLQrze4SgzEbJNnIDIqaTu3z3+Eed5JbVoXZVnoUaUabLDteVHoUSxKWEJIeAkAJixK0t22Pk8EpU4+jqiprktawM3knAG1t2uJv5f+kF/HyqaE4JF/hiHdvgt1eztSYssPNZJh43MiNFAVvO5X+5dOxfs4W7kIIkV3MKmy/CmvT52CwP4U5qSA1kt6jpbcRqxz6O8wh8RIvnx5GumJiTcVJWfq3Mz9ZGWJg02UF80P6vxtQedlTpXXRh1Vm109CQgKvv/46MTExODo6PnZbXUfKhw4dSmxsLGXKlMFoNJKens6YMWMyEnLQprhbWFgwcODAp9rnZ599xkcffZTxdWxsLN7e3jRr1uyJ3wyR27yKeacVxi1jqHJ5NhVf6YZapNqz7yYuAuOm0RjOaetMVVtX0l8ehWOlrtRTtKlQqamprF+/nqZNm2Iy6VzNU9wvojrqzJa4xZ+hZcpK0tv/frv1iHheqampXJrRD/e4k6gmO6x7LaKZe+ksOZZZNbPo3CImH5pMUnoStha2fFjtQzr4dciyNjavqq/yw6EfmH16NssTl1OhYgU6luj42NcY3EJhwwgqpRygXIvvcuWMmVr14un2xz7C4lNZHunB1B7VsLLI3z8r8rtd5Ce57Xw/cTmWEStOcjp+PdaFT4FqwTf1xxJQsqreoT2WYes3ACglXqFZ68f/bRFPr1xUPJt+3KmVW/9/isLQLvUp6np3ADYnnO93Zmw/DV2T8gULFjBnzhzmzp1L+fLlOXz4MIMGDcLT05NevXpx4MABfvzxRw4ePPjUH86srKywsrJ64HGTyZQrfgGJZ9RwMFw9gnJ6FRZL+kC/rVpF7qdhTofAabDxK0iOAbRKy8orI7GwdXnoS+Q8yoGKVIZuc2FWBwynlmNwKgIB4/SOKldTzq6m1LWV2v02P2HyrJAlx7kSd4URu0aw98peAPwL+fNV3a8oYl8kS453r09rfopiUJh1chZj9o3BwmhBp1KPmcpe7Q3Y/DXKtWOYIo6BV/UsjzGzlfZ05q8+NXnt9z3suhDNkCUn+Om1qhgNue8CQ2aT3+0iP8np53tcchoT1p3lr10XwRSBXbFVAHxcYxCty9XUObqncFr7+2mo0B5DDv4+5zYlCzkzvmMlhiw+iqIoqKqacTu+YyVKFHr4zDo9z/dnOa6uSfngwYMZOnQo3bpp7WkqVqxISEgI48aNo1evXmzfvp2IiAh8fO5OH05PT+fjjz9m4sSJBAcH6xS5yDEUBdpNhj/OQuRZrSJ7z+VPbtcUfgBWfaRVVAYoXBla/pArP2gLoFgDaD8FFr8Je37VepjX6a93VLlT9AWMK94HIN2/H8YsaOOiqirLzi9j/P7xxKfGY220ZlD1QbxW5jUM2TTLQVEUBtcYjKqqzD41m9G7R6Og0LHUI0Y1bF2gfDs4Oh8OTMu1vysqezsztUcN+vy1j3+OXcHZ1sTX7Spk2awEIYR4FmtPXGXUihNciUkC0ijst5g4UqlVuBY9y+eCPtQRpyHyjNa1o3QLvaPJczrX8Mbf14X5gWFcupGIVwEbutbwxtfNTu/QXpiuSXlCQgIGw/0fwIxGI2azth6gR48eNGnS5L7nmzdvTo8ePejTp0+2xSlyOGtH6DoHfn8ZQnbA+pEQMPbh2ybegI1f3q6irIKVE7wyAmr0BUMOXZwknk7FThAbrv3/r/scHApJX9BnlZIA83uiJMcSZVcSx1dGkdk/FREJEYzaNYrt4dsBqOxemTH1xlDUsWgmH+nJFEXhU/9PAZh9ajajdo9CURQ6lOzw8BdU76Ml5ceXQPOxYJ25692zS72SbvzQtQoD/j7EnL2huNlb8WHTUnqHJYTIx8JvJvLF8hNsOHUNAG8XG/yr7mH95RCcrJz4uu7X2XbR9oXc6U3u93Ku/RuR0/m62TEkoIzeYWQ6XZPy1q1bM2bMGHx8fChfvjyHDh1iwoQJ9O3bFwBXV1dcXV3ve43JZKJQoUKULp016xtFLuVeCtpPhvlvwJ5fwNETEiLhZig4+0CVNyBsr5awJURqr6nUDZp9BfYe+sYuMk+dgVrv+n2/wbJ3wb4gFKuvd1S5g6rCPx/DtWOotm4E+r7Py8bMK5qnqir/XPyHcXvHEZsSi6XBkv5V+9OzXE+MOl4QeyAx3zUKBYX2Jds/uLFPLXAvA9dPw9EFUPM/2Rxt5mlVyZMbCamMWHacHzeew9Xekp61ffUOSwiRz6Slm5m+M5gfNpwlISUdC4NCvwbFqVshhnc3zgPgi9pfUNCuoM6RPqUTy7Tbcu30jELkQrom5T///DMjRozgvffeIyIiAk9PT95++21GjhypZ1gityrbGup/DNu/10ZKFSNaNQgFdvxwdzv3MtDye/Ctp1ekIqsoirae/NZlOLUS5nWHvquhYHm9I8v5Ds6AI3NBMZDefipJJ+MybddRiVF8tecrNoZuBKC8a3nG1BuDn7Nfph3jRdxJzFVU5pyawxe7vgB4MDFXFG20fM0QbbaN/1u5suDbHT1qFSUqLpmJG87xxYoTONta0qayp95hCSHyiUOhNxi29DinrmjFsPx9CzCmfUUKFVDpuGIAKirtS7SnadGmOkf6lK6fgeunwGCSqevimemalDs4ODBx4kQmTpz41K+RdeTisSp105JyADX9wefrfgAvjwCjFN7IswxG6PA7zGwHYXtgdid4awM4ZX3xsFwr/CD8O1i7//IIVN8GcPLfTNn1uuB1fL3na24k38DCYME7ld6hb8W+mAw562dQURSG+A9BVVXmnp7LF7u+QFEU2pVod/+GlbvChi8g4gRcCgTvJ7RTy+E+eKUkUXEpzNoTwscLDuNsY6JBqacslimEEM8hJjGV79aeZs7eUFQVnG1NfNaiDJ2re2MwKHy67VOuxl/F28GboTWH6h3u0zu5XLv1aww2zrqGInKfXLA4Q4hncGTu7RHyh1CMWqssScjzPpMNvPY3uJXSRs3ndILEm3pHlTMlRMOCXpCeAqVbQr0PM2W3N5Nu8unWT/l468fcSL5BqQKlmNdyHm9XfjvHJeR3KIrC0JpD6Va6GyoqI3eOZPn55fdvZFMAyt9ec35gevYHmckURWFUm/K0qlSY1HSVd2Yf4HDYTb3DEkLkQaqqsvLIZZpM2MrsPVpC3qFaETZ+1JCu/j4YDAqrLqxi9cXVGBUj39T/BluT7ZN3nFPI1HXxAiQpF3nLzVAe3sAQ7fGbodkZjdCTrQu8sRjsC0HESa3eQFqy3lHlLGYzLPkPxIRCgWLQ7tdMmY69JWwL7Ve0Z3Ww9sGqX6V+zGs5j9IuOb8WiKIoDHtpGF1Ld0VFZcTOEawIWnH/RjVuFxo9viRPXOwxGhQmdKlC/ZJuJKSk02f6Ps5HZN7yBSGECI1KoNf0/Qz4+xDXbyVT3M2OuW+9xIQuVXC111oZh8eFM2bPGADervw2ldwr6Rnys4k8p82gMpigzKt6RyNyIUnKRd7i7AM8KqlQbj8v8g1nH+i+ECwdIHi7VvztdncHAWz7Ds5vAAsb6Drrhafb3Uq5xfAdwxmwaQCRiZEUdyrO7FdnM6DqAEy5aIaKoih8/tLnGYn58B3DWRm08u4GXv7gUR7SErVq7HmApYWByW9Up7KXEzcSUun55172XYxi/JrTDPj7EOPXnOZiZLzeYQohcpmUNDO/bD5P0x+2su3sdSyNBgY1KcnqQfWpU8ItY7t0czrDtg8jLjWOKu5V+E/FXFZI884oefFG2owqIZ6RJOUib6nag8eOlFfNBT0uReYqXAm6zgSDBRxfDBukkCQA5zbAlnHa/VY/QKGKL7S7XeG7aL+8PcuDlqOg0Lt8bxa0XkAFtwqZEGz2uzNi3qVUF1RUPt/x+d3EXFHujpYHTtcq1+cB9lYWTOvtT3F3Oy7HJNHltz1M3XqBf45eZuq2C7zy/RYWBobpHaYQIpfYdzGalj9t57u1Z0hOM1PHz5U1g+ozqEkprCzuX2o47fg0DkYcxM5kx9j6Y7Ew6Fr26tndaYVWvp2eUYhcTJJykbe4+kGbSdra8TtryO/ctpmkPS/yH7+Xoe0v2v1dP8OeyfrGo7ebobDkLUDVqolXee25dxWfGs+Xu7/k7Q1vcy3hGj4OPsxoMYOPa3yMldEq82LWgUEx8Hmtz+lcqrM2Yr5zOKsurNKerNQFTLZapd2wvfoGmolc7a0Y0+7uhZR0VcWsQrpZux2y+CjBMmIuhHiMG/EpfLroCF1+2825iDhc7Sz5oWtl5rz1EsXd7R/Y/kTkCX49/CsAn9X8DG8H7+wO+cVEnodrx7WL/6Vl6rp4PrnsMpQQT6Fqd62f8KFZd/uUV+0hCXl+V7kbxIbDxi9hzWfgUDh/XtFOS4YFPSHxBnhWhYBvnntX+6/uZ8TOEYTHhQPwepnX+aDaB7mrMM8TGBQDw2sNR0Vl0dlFfL7jcxQUWhZvCRU6wKHZ2mi5Ty29Q800285FYlDA/JAJAIqiMD8wjCEBZbI/MCFEjqaqKksOhjPm31NEx6cA8FpNb4YElMHZ1vKhr0lITWDo9qGkqWk0K9qMNn5tsjPkzHFnlLxYQ62ejRDPQZJykTe5+kGTUXpHkWeExIaw9NxSLsddxtPek/Yl21PUsajeYT27eh9BTDgE/glL+oG9BxSto3dU2Wv1ELh8SFvz1mUmmKyfeReJaYn8dPAnZp+aDYCnnSdf1f2KmoVrZna0OYJBMTCi1ghUVWXxucUM2zEMgJbV+2pJ+YmlEDAuz3wYu3Qj8ZHPqar62OeFEPlT0PU4hi89zu4LUQCUKmjPmPYV8fd9/O/F7wK/Izg2GA9bD0bWHomSCcVGs51MXReZQJJykSflmSQyB1h6bimjdo9CQUFFRUFh+onpjK4z+sEezjmdosCr38Gtq3DmH/i7G/RdBx75ZNTv8NzbbbwU6PDHcxU+PBxxmOE7hxMSGwJAx5IdGew/GDuTXSYHm7MYFAMja2v1CO4k5kq9sbxaqCJcPQZH5kHt93SOMnN4FbDRPhg/Yq28VwGbbI5ICJFTJaWm8+uWIKZsCSIl3Yy1ycDAV0ryVr3iWFo8fpXsptBNLDq7CAWFsfXG4mTllE1RZ6KoIO1vgGKEMq30jkbkYrKmXOQ5S88tpc2yNvx14i/WhqzlrxN/0WZZG5adX6Z3aLlOSGwIo3aPwqyaSVfT77v9YtcXhMbmwhZzBiN0/EOroJ0Uo/Uwj72id1RZ7+oxWHW7B3mjoVCyyTO9PDk9mQkHJtBrTS9CYkPwsPVgcpPJjKozKs8n5HfcScw7luyIWTXz2Y5hrC5RW3vyQN4p+NalhjfqI96LWYVibvnj/1sI8Xg7z0fS4sft/LTxHCnpZhqVdmf9hw15r1GJJybkkYmRjNo1CoBe5XvxUuGXsiHiLHByuXZbrEGemS0l9CEj5SJPuTeJ/H8jd47EycqJgrYFUVFRVRWzas7Y9s79jOe4/bWqkpqWypnUM9iH22MwGB7c5in3d2cbFTVj3w875n2vV9WM7R+3v3uP///b3Pf6e75+5Da3Xx90M+ih30sABYUl55YwqPqgrPnPzEqWtvDafPizKUQHaYl5n9Vg7ah3ZFkj8SbM7wFpSVCiCTT49JlefiLqBJ9v/5ygmCAA2vi1YUjNITha5tHv12PcScxVVJacW8LQy+tQHAsQEHkWQnaBb129Q3xhxdzsGN+xEkMWH0VRFFRVRQHSb+fpny05Rlq6yusvSYtJIfKjyLhkvl51kmWHLwPg4WDFF63L82rFQk81/VxVtcKZN5JvUMalDAOqDsjqkLOOTF0XmUSScpGnLD239JHPqagM3DTwhfY/a+usF3p9XpKuprP3yl5ikmNy55QzO1d4YzH82Uyrmjr/Dei+CCweXowm1zKbYdl7cOMiOPlAh9/B8HSTpFLTU/nt+G/8cewP0tV0XK1dGVl7JC/7vJzFQedsBsXAF7W/QFVVlp5fylBXB0hPJuDA9DyRlAN0ruGNv68L8wPDuHQjEa8CNrSv6smULRdYciicYUuPERIdz5DmZTAYcuEaUCHEMzObVebtD+Ob1aeITUpDUaBnraJ83Lw0jtamp97P3NNz2Rm+EyujFd/U/wZLYy79uxt9Ea4cuT11vbXe0YhcTpJykWfEJMewKWzTI0d2AayMVjhZOWFQDCgo998qSsZ9g6IlLRn3VYiNjaWAUwGMBuN92/7/fQO3H7t9/84xFOUh+/6/be9s89D9PSK2+47/kNc9cHwejPnefd/79YaQDewI34H6iN7vx6OO02h+I2p71qZFsRY09m6MveWD7U5yLJdi0H0BTG8JF7fCiv7Q/jdt7XlesetHbf280RK6zHjq6XVX06/Sc11Pztw4A0CAbwDDXhpGAesCWRltrmFQDIyqMwoVlWXnlzHU3RXl4hqax0dpF3zyAF83uweqrH/fpTI+rrZM3HCO37ZeICw6gQldqmBtMj5iL0KIvODM1VsMW3qMAyE3AChX2JGxHSpSxdv5mfZz/sZ5JgROAOCj6h/h55yLO+NkVF2vn2d+7wv9SFIucr2E1ARmn5rNX8f/4lbqrUduZ1SMvFH2jeeabp2amsq///7LqwGvYjI9/dXg3K56wersXLbzoetLFRSKOhYlODaY7eHb2R6+HUuDJfW96hPgG0ADrwa5ozWWZ1WtCvncLnB0Pjh65p3K/Re3aS3gAFp8C0WqPfElaeY0/jj+B7/d+o100nG2cubzWp8T4BuQxcHmPgbFwOg6o1FVleVByxni5gw7vqZ58x/0Di3LKIrCoCalKOpqy6eLjvLvsatcvrmHP3rVwM0+d/elF0LAxch4FtwzQ6ZNZU+WH77MH9svkGZWsbU08lHTUvSu44uF8dlKU6WkpzBk+xBSzCnUK1KP18q8lkXvIpucWKbdlmunZxQij5CkXORaKekpLDy7kKlHpxKdFA1AUceihMaGPnRkV0WlQ8kO2R1mrlbUsSij64zmi11f3Fd9XUXNqL5+4eYF1gSvYU3wGi7GXGRj6EY2hm7ExsKGhl4NCfANoJ5XPayMOfgDe8km0OZnWP4e7PgBHItAzf/oHdWLib0Mi/qCaobKr0P13k98yYWbF/h8x+ccjzoOQCOvRnxR5wvcbNyyONjcKyMxjzzHipiTDLmyASV4Lc18m+sdWpZqX9ULTycb+s06wOGwm7T/dSfTe/tTwsNB79CEEM9pQWAYQ++pJQEweUtQxvPNyhVkVJvyeDo/XweGnw7+xNkbZylgVYCv6n6VO9uf3XEjGK4cBsUgVddFppCkXOQ66eZ0Vl5YyeTDk7kcrxUZ8Xbw5v0q79OiWAtWBK14ZBLp4yiFiZ5VuxLtqOZRjSXnlmS0mOtQskPG97K4c3Heq/Ie71Z+l7M3zrImeA2rL64mPC48I1m3M9nxsvfLBBQLoHbh2piMOXC2QdXuEBsOm8fAv4PBoRCUzaVrxNJSYGFviL8OBStCy+8fOyU/3ZzO7FOz+engT6SYU7A32dPc1Jxh9YdhaZlL1/plI6PByJfNf0P9qyYrba34dOunKIqBpkWb6h1alnqpuCtL3qtDn+n7CY1OoMOvu5jSozp1/OQijhC5zcXIeIYuPopZ5aGdJMa0q0D3Ws/fWnbPlT3MODkDgC/rfpn7L/beqbruWw/s3fWNReQJkpSLXENVVTaEbmDSoUlciLkAgIeNB29Xfpv2JdtjMmiJ3pOSSPHsfBx9njjtX1EUSruUprRLaQZWHciJqBOsuagl5dcSrrHywkpWXliJo6UjTYs2pblvc/wL+WNhyEG/hhoMhphLcHAGLH4Leq4An1zYpmX9SAjbC1ZO2jpyy0cvIwiNDWX4zuEcijgEQN0idRnhP4LALYG5exQjmxltnPmqSAsIXclKBzs+3fop3zX8jiZFn631XG7j527P0vfq0G/WAQ6E3KDnn/v4pmMlOlX30js0IcQzWBAYhoICD5lpaFQULt1MfO59xyTH8PmOzwHoXKozjbwbPfe+cgyZui4yWQ76NCzEw6mqyu4ru/np4E+ciDoBgJOVE29VeItuZbphbWH9wGueJokUWUdRFCq4VaCCWwU+qvERR64fYfXF1awLXkdUUhSLzy1m8bnFuFi70LRoUwJ8A6hWsFpGETsdA4eWEyDuGpxdA393hTfXg1tJfeN6FscXw97J2v32k8H14UV0zKqZeafnMfHgRBLTErG1sOVT/0/pULIDaWlp2Rhw3mH078tXB/9CVRRW2dsyeOtg/tvwv7xS9BW9Q8tSrvZWzHnrJT5ZeIRVR6/wycIjhEbF82HTUnJhR4hcIC3dzM7zkaQ/ZIQctOV/l248X1Kuqiqjd48mIiECX0dfPqnxyYuEmjPcCIHLB7Wp62Xb6B2NyCMkKRc52pHrR/jx4I/sv7ofABsLG3qW60mv8r1wsJS1i7mBQTFQ1aMqVT2qMsR/CIHXAlkTvIYNIRuITopm/pn5zD8zHw9bD5oVbUaLYi2o6FZRvw/zRgvoNA1mtIbwAzC7A7y5ARwK6hPPs4g4Dctv93ut9yGUafnQzS7HXWbkzpHsvboXgJqFavJl3S8pYl8kuyLNmwpXxuhZja8vH0Qt1Jh/4oL4ZOsn+SIxtzYZ+albVYq62vLL5iB+2nSekOgEvu1UCSsLqcwuRE6kqiprT1zj27WnuXA9/pHbKYqCV4HnW0e+PGg560PWY6FY8E2Db3JHAdgnuTN1vWhdmbouMo0k5SJHOnvjLD8f+pktYVsAMBlMdC3dlbcqvoWrjbSdyK2MBiMvFX6Jlwq/xLCXhrH3yl7WXFzDxtCNRCREMPvUbGafmk0R+yI0921OgG8AZVzKZH+CbmkHr82HP5tq/b3ndII+/4JVDr4QlHwLFvSA1Hgo1gAaD39gE1VVWXJuCd8Ffkd8ajw2FjZ8WP1Dupbuqv8shbyiRh+MKw4y5tJF1Cqv8m/wv3yy9RO+b/R9nu/vbjAoDG5ehqIudgxbeozlhy9z+WYiv/WogYud1CYQIifZdzGab1af4mDoTQAcrS24lZT20AaoqqrStYb3Mx8jLDaMcXvHAfB+1fcp71r+BSLOQe4k5eXa6huHyFMkKRc5SlhsGL8c+YV/L/yLiopBMdCuRDveqfQOhe0L6x2eyEQmg4l6RepRr0g9RqaPZGf4TlYHr2ZL2BbC48KZdnwa045Po6hjUQJ8AwjwDaBEgRLZF6C9O7yxGP5sBlePwoJe8Pp8yIlF6lQVVgyAyLPgUBg6TtNG/O9xLf4ao3aPYkf4DgCqelTl67pfS62FzFahI6z9HOONYMZ4NUNVVFZfXM3HWz9mQsMJNPZprHeEWa6Lvzeezja8O/sA+4Nv0OHXnUzvU5NibnZ6hyZEvnclAd6efYhNZ64DYG0y8Fa94vRrWJy1x68y5J7q63dux3eshO8z/vymmdP4bMdnJKQlUL1gdfqU75MVbyf73QyD8EBAkanrIlNJUi5yhIiECH478htLzi0hTdXWszYr2oz+VftTzKmYztGJrGZptKSxT2Ma+zQmMS2RbZe2sTZ4LdsubSMkNoTfjv7Gb0d/o4RzCS1BLxZAUcfnrwL71Fz9oPsC+KsVBG2EFQOh3a+PrWSui71T4MRSMFhA5xn3TadTVZVVF1Yxbt84bqXcwtJgycBqA3mj7BsYDTKtONNZ2kGlLrD/DywOzGRspz9BhdXBq/lo60f80OiHvFHk6AnqlXRj8e3K7MFRCbT/dSdTe9SgZjEXvUMTIl+6fDOR79edZskRIyrXMRoUuvp788ErJSnoqNXm6VzDG39fF+bf06e8aw3vZ07IAX4/+jtHrh/BweTA2Hpj887fm3unrueGZW0i15CkXOjqZtJNpp2Yxt+n/iYpPQnQqj8PrDqQcq7ldI5O6MHGwobmvs1p7tuc+NR4NodtZu3Ftey4vIPzN88z6fAkJh2eRFmXsgQU00bQPe09sy6gItWh81/w92twZC44FYGXH5warpvQPbDudjzNx95XLT4yMZIvd3/J5rDNAFRwrcCYemMo7lxcj0jzj+p9YP8fcHoVFgnRjK0/FtAS8w+3fJhvEvNSBR1Y9n5d3pqxnyOXYnjjj71817kSbatI7QIhsktMQiq/bjnP9F3BpKSZAYXm5Tz4tEVZ/NztH9je182OIQFlXuiYhyMOM+XoFACG1xqetX+js9vJZdpt+XZ6RiHyIEnKhS4SUhOYdXIWf534i7jUOACquFfhg2ofUKNQDZ2jEzmFncmOVsVb0ap4K2KSY9gUuok1wWvYe2Uvp6JPcSr6FD8c+IFK7pVo4duCZr7N8LD1yPxASjWHVj/AyoGw7Ttw9IQafTP/OM8qLkKbVm9O06ZN1+yX8dTa4LV8vedrbibfxMJgwXuV36NPhT45qwVdXlWoAnj5w6X9cGg2FvU/Ymz9saiorAlew4dbPmRio4k09G6od6RZzt3Binn9ajNo/iHWnrjGB/MOExqVQP+XS0hldiGyUFJqOjN2BfPL5vPEJmkzEGsUdaa+QyTvda2CyZQ1S7HiU+P5bPtnmFUzLYu35NXir2bJcXQRc0n7vY4CZVvrHY3IY+TTmchWKekpLDizgN+P/U50UjQApQuUZmC1gdQvUl8+pIlHcrJyon3J9rQv2Z7opGg2hGxgTfAaAq8GcvT6UY5eP8q3+7+lesHqBPgG0KRok8wtCli9F8SGw9bx8M/HYF8Iyuj4YSM9DRb1hbir4FYaWv8EisKNpBuM3TuWNcFrAO3na0y9MZR2Ka1frPlR9T7ah7eDM6DuICwMFoyrPw4VlbXBa7XEvPFEGng10DvSLGdjaWRy9+p8s+Y0U7dd4Pv1ZwmJTmBs+4pYWkiBQSEyU7pZZfHBS/yw/ixXYrQZiKULOjCkRWnqFS/A6tWrs/T44/aO41LcJTztPPn8pc+z9FjZ7uQK7danNjgU0jcWkedIUi6yRZo5jZVBK5l8ZDJX4q8A4OPgQ/+q/Wnu21wqP4tn4mLtQpfSXehSugsRCRGsD1nPmotrOHz9MIHXAgm8Fsi4feOoWagmAcUCeMXnFZysnF78wI0+0xLzQ7O1hLjXSvD2f/H9Po9NX0LwdrC0h66zwcqezaGbGb17NFFJURgVI29VfIu3K72NKScWp8vryreHNZ/BjWC4sBlKvIKFwYJv6n+DqqqsC1nHoM2D8k1ibjAoDHu1LD4utnyx4gSLDlwi/EYiU96ojpOtnJ9CvChVVdl4KoJv157m7DVtBqKnkzUfNStN+6pFMBoUUlNTszSGdcHrWB60HINiYGz9sXmvda1MXRdZSJJykaVUVWV9yHomHZ7ExZiLAHjYevBO5XdoV6IdJoN8GBMvxsPWg+5lu9O9bHeuxF1hbfBaVgev5mTUSXZf2c3uK7v5as9X1PGsQ4BvAI29G2Nv+eA6uqeiKNBqIty6Cuc3wN9d4c31WkG47HRqJez8UbvfdhKxToUYv+NzVgRpV/H9nPwYU28M5d3ySPuZ3MjSFip3g32/wYHpUELrU25h0Hr1qtu03435KTEHeKNWUbwK2PD+nIPsvhBFh8k7md67Jj6ueaB3sRA6ORByg/GrT7MvWJuB6GRj4v3GfvSs7Yu1KXsKrF2Nv8ro3aMBeLPCm1QvWD1bjpttYsIhbC9SdV1kFUnKRZZQVZVdl3fx06GfOBl1EgBnK2feqvgWXUt3xdrCWucIRV5U2L4wvSv0pneF3oTGhmYk6OdunGPbpW1su7QNS4MlDbwa0LxYcxp6NcTGwubZDmI0aRXO/2oJVw7D7A5aYm6fBWvZHyYqCJa9p92v9T47nT0Yubw9EQkRKCj0rtCb96u8j5XRKnviEY9Wo4+WlJ/+V7uQc3u6o8lgYnyD8bCNjMT8x8Y/Ut+rvs4BZ49GpT1Y+E4d+v61n6Dr8bT/dSe/96pBNZ8CeocmRK5yPiKO79aeZu2JawBYWRjoU7cY7zb0y9YZKGbVzPCdw4lNiaW8a3nerfJuth0725y6M3W9FjhKi16R+SQpF5nucMRhfjz4I4HXAgGwtbClV/le9CzX8/lHKIV4Rj6OPvyn0n/4T6X/EHQziDXBa1hzcQ3BscFsCN3AhtAN2FjY0MirEQHFAqhXpB6WRsun27mVPXRfCH800aYnz+0CvVZpj2ellASY3wOSY4n3eYnvHCxYvOEdAIo6FuXrul9TxaNK1sYgnp5HWfCuBWF74NAsaDA446k7ibm6VWVD6AYtMX/5R+oVqadjwNmnnKcjy96vy5sz9nPiciyvTd3DD12r8GpF+bArxJNci01i4oazzN8fhlkFgwKdq3szqGlJCjs944XmTDDr5Cz2XtmLjYUN39T/Jm/OgrzTCq1cW33jEHmWLOQVmeZM9Bn6b+xPj9U9CLwWiKXBkh7lerC642req/KeJORCN37Ofrxf5X1WtFvBwtYLebPCmxSxL0JiWiKrg1fzweYPaDi/IZ/v+Jztl7aTan6KdXf2HvDGErBxgcuHYFEfrfhaVlFVWPUhRJxgn3MhOjqYWXx+KQDdy3ZnYeuFkpDnRDX6aLcHZoI5/b6nTAYT3zb8lld8XiHFnMIHmz5gZ/hOHYLURyEnaxa8XZtXyniQnGbmvTkH+W1rEKqq6h2aEDlSbFIq3609TcPvNvP3Pi0hb1quIGsHNWB8p0q6JORnos/w40FtOdVg/8H4OvlmewxZLvaK1n4UZOq6yDIyUi5eWGhsKL8c/oXVF1ejomJUjLQr0Y53Kr9DITupTilyDkVRKONShjIuZfig2gccjzyujaAHryEiIYIVQStYEbQCJysnmvg0IaBYAP4F/TEaHrEmz60EvL4AZrSGc+tg1SBo87O29jyzBU4j4dh8fnR1Ya6jJSRco4h9Eb6q+xX+hXQqNieerFxbWD0EYkIhaBOUbHrf0yaDie8afMcnWz9hU9gmBm4ayE8v/0TdInV1Cjh72VlZMLVnDb5adZK/dgUzbvVpgqMS+LJteUxGGTcQAiA5LZ1Zu0OYtPk8NxO0i8bVixZgaIsy+Pu66BZXUloSQ7YNIdWcSmPvxnQq2Um3WLLUqRWACt4vgVMRvaMReZQk5eK5XYu/xm9Hf2PpuaWkqdoIYYBvAO9XeT9vXikVeYqiKFR0r0hF94p8XONjDkccZvXF1awLWUd0UjSLzy1m8bnFuFq70rRoUwKKBVDVo+qDnQK8/aHTNJjfXZui7FgEGn+WucFeOsDhTSP4vEghQm/3lu1cqjMf1/gYO5Nd5h5LZC6TDVR+DfZOhsDpDyTlACajif82/C8fb/2YzWGbGbhpID+//DN1itTRIeDsZzQojGpTnqKutny56iR/7wvl0o0EfuleDUfrPDgNVoinlG5WWX44nO/XnSX8ZiIAfu52DAkoQ9NyBXVvI/vDgR8IignCzcaNUXVG6R5PljmxTLst107PKEQeJ0m5eGY3k27y5/E/+fv03ySnJwNQr0g9BlYdSFnXsjpHJ8SzMygGqhWsRrWC1RhScwiB1wJZc3ENG0I3EJUUxbwz85h3Zh4eth40921OC98WVHCrcPcDSJlX4dX/wj8fwdZvwNFT62ueCZJjLzNpVS9mFHRBVRQ8bD34ss6X+WYkNU+o0UdLys+ugdjL2vnxf0xGE983/P5uYr5ZGzGv45k/EnOAPnWL4VXAloF/H2L7uUg6T97NtD7+FHHO/im5QuhJVVW2nL3O+NWnOX31FgAFHa34qGkpOlbzwiIHzCLZEb6DuafnAvBV3a9wsdZvxD5L3boKobu1++Vk6rrIOvr/VItcIz41nilHptBiSQv+OvEXyenJVPOoxl8BfzG5yWRJyEWeYGGwoFbhWoyqM4rNXTbz6yu/0savDfYmeyISIph1chav//s6LZa0YOKBiZyOPq2tgfV/E+p/rO1k1Ydwdt0Lx3I84ghdlrbiLxsFVVFo6/sqS9sulYQ8t3EvDT51QE2Hg7MeudmdxLyRdyOS05MZuGkguy/vzsZA9de0XEEWvF0bdwcrzly7RbtfdnLsUozeYQmRbY6E3eS13/fQZ/p+Tl+9hYO1BZ8GlGbLJ43p6u+TIxLy6KRohu8YDsDrZV7P2wUqT60EVPDyBycvvaMReZiMlIsnSk5PZsGZBfxx7A+ik7QemKULlGZgtYHUL1I/705XEvmeyWCivld96nvVJzk9mZ3hO1lzcQ1bLm0hPC6cP4//yZ/H/8TX0ZeAYgEEVHsdv9jLcORvWNgLeq+CIs/eqzU1PZUpR6fw59HfSUfFNd3MKP8hNKrYMwvepcgWNfpA6C44OBMafAKPqFNgMpqY0HACH235iC2XtjBg0wB+fvlnanvWzuaA9VPRy0mrzP6XlpR0+W03P71WlablCuodmhBZ5mJkPP9de4Z/jl0BwNJooFedorzXqAQF7J6yM0g2UFWVL3Z9QVRSFCWcS/Bh9Q/1DilrydR1kU30v9wmcqw0cxpLzi2h1dJWfLv/W6KToinqWJTvGnzHgtYLaODVQBJykW9YGa142edlvm34LVu6bOG7ht/RxKcJlgZLgmODmXJkCu1WtKeD4RpTi1UhVE2BOV0g+sIzHedM9Ble++c1ph6dSjoqLeLiWVb5E0nIc7uybbRK/bGX4Nz6x25qMpr4vtH3NPRqSHJ6MgM2DWDPlT3ZFGjOUMTZhoXv1KZ+STcSU9PpNyuQaTsu6h2WEJku4lYSw5cdo+mErfxz7AqKAh2rebHpk4Z83rJcjkrIARadW8SWsC2YDCa+qf8N1hbWeoeUdW5dg5DbHTGkFZrIYjJSLh5gVs2sD1nPpEOTCI4NBqCgbUHerfwubUq0yZv9J4V4BrYmWwJ8AwjwDSAuJY7NYZtZG7yWnZd3cu7mec4BP3t7Ui45mRYL2tO841wKu5e/bx8hsSEsPbeUy3GX8bT3pLVfazaEbGDK0SmkmdMokG5meGQUzcq9DtX76PNGReYxWUOV12H3JDgwHUoHPHZzS6MlExpN4MMtH7Lt0jYGbBzApFcm8VLhl7IpYP05WJuY1tufkctP8Pe+UL5cdZKQqHhGtCqXI6bwCvEibiWl8vu2C/y+/SKJqVq7xMal3RnSogxlCjnqHN3DBccE893+7wD4oNoHlHYprXNEWexO1fUiNcDZW+9oRB4nSbnIoKoqOy/v5KeDP3Eq+hQAzlbOvFXxLbqV6YaV0UrnCIXIeewt7Wnt15rWfq2JSY5hU+gmVl9czb6rezlpZcVJzHz/bzequFUioPirNCvajB3hOxi1exQKCipaT+Y/j/+Zsc9X0k0Mv3QRt8JVIWCcXm9NZLbqvbWk/Nw6iLn0xPWJlkZLfmj0Q0Zi3n9jf3555RdqFq6ZPfHmACajgbHtK1DMzZax/55mxu4Qwm4k8vNrVbGzko8wIvdJSTMzd28IP286T1R8CgCVvZ0ZGlCG2n6uOkf3aKnmVIZuH0piWiIvFX6JHuV66B1S1ju5XLuVUXKRDeQvmgDgUMQhJh6YyMGIgwDYmezoVa4XPcr1wN7SXufohMgdnKycaF+yPe1LticqMYoNJ+aw5tBkDpiMHI48yuHIo3yz75vH7uNjaz96ndqMYuMCnWeAhVwMyzPcSoJvfQjerq0tbzzsiS+5k5gP2jyI7eHbeX/j+/za5Nd81ZteURT6NfDDu4Atg+YfZtPpCLr8tps/e/lTyCkPT50VeYrZrLLy6GW+X3eW0OgEAIq72TG4eWkCKhTK8csBJx+ezImoEzhaOvJ13a8fbA+a18Rdl6nrIlvl8Z8o8SRnos/w/sb36bm6JwcjDmJpsKRXuV6s7rCad6u8Kwm5EM/J1caVrjUGMr35dDZcjmJI1A0qWzx+SqIBhZtXD6KgQMc/ZLpcXlS9t3Z7cCakpz3VSyyNlvzQ+AfqFalHUnoS7298n/1X92ddjDlUi4qF+btfLVztLDlxOZZ2v+zk5OVYvcMS4om2n7tO60k7+GDeYUKjE3B3sGJM+wqs/bABLSoWzvEJ+YFrB/jj2B8AfFH7CwrZFdI5omxwasX/2Lvv6CjKLoDDv82m95AEkkAapNKrNOm9SehNiiKgYEER2ycKNoqioCg2QFF6iwiI1AgC0jtJ6ITeSSF9d78/hiyEBAghyWyy9zknZzYzszN3l0nI3fede8GgB5+a4OavdjTCDEhSbqbOJJzhrX/eovuf3dl0bhNajZZuwd1Y2XUlb9Z5EzdbN7VDFKJk8KtH6S4/8mxCEr8fO0RTu3JK0p0bg54LlpbQ7H8Q1KJo4xRFI7wT2LtD4kU49neen2ajtWFKsyk0LNuQlMwUs03Ma/q5ETmiIRU8HbiUkEqP77eyMfaK2mEJkatD5+PpP2M7/Wfs4PCFBBxtLHmzdQj/jG5Kv7r+WBWD2giJ6Ym8t/k9DBjoXKEzrQNaqx1S0TgSqSwrRagZhTAj+fptsHHjxgI5uU6nY8yYMQQGBmJnZ0eFChX4+OOPlZ6/QEZGBm+//TZVqlTBwcEBHx8fBgwYwIULFwrk/Obo0u1LjN06ls6Rnfnr9F8AtAtoxx8RfzC2wVjz+PRTiKIW3gnaTQKgwsXDD/zFqwF8nHzv9jsXJY+lDVTvpzzeNeuxnmqjtWFqs6k09LmbmO+6tKsQgjRtvqXsWfpSQ+qXd+d2uo4Xft3Fb/+dUTssIYzirifz6ry9dPzmXzYfu4aVVsNzDQP4Z3RTXm4ejL118bl79NPtn3Lh9gXKOZbj3brvqh1O0Ui6Cqf/VR7L1HVRRPKVlLdt25YKFSrwySefcPbs2XyffOLEiUyfPp1p06YRHR3NxIkTmTRpEt988w0AycnJ7NmzhzFjxrBnzx6WLl1KbGwszzzzTL7Paa5upt7ki51f0GFpB5YcW4LOoKNxucYs6rSISU0m4e8sU3OEKFR1h0LD1+iSeBuDQZ9zu8GAAQ1d234DFqY/eiKeQNYU9uPr4FbcYz3VRmvD1OZTaeDTgJTMFIavH87uy7sLPkYT52Jvxa/PP0X3WuXQ6Q2MiTzEpyuPoNcb1A5NmLFrSWmMXX6YFl9GsXy/MoAUUd2HDaOa8mGnSrg7Fq8aIatOrmLlyZVoNVrGNxqPg5WD2iEVjZgVytR17+rgFqB2NMJM5OujuvPnz/Pbb7/x66+/Mm7cOJo3b87gwYOJiIjA2jrv/RS3bt1K586d6dChAwABAQHMmzePHTt2AODi4sLatdn7uU6bNo2nnnqKuLg4/Pz88hO+WbmdcZvZh2fz65FfuZ1xG4CapWvyWs3XqFmmpsrRCWFmWozFP+Ei406t5EOPUmgAAxiX49zr4Ve6qroxisLnXgECm8Cpf5R7y5u//1hPzxoxf3XDq2y7uI2X1r3E9JbTqVWmViEFbJqsLS34vHtVAtzt+WLNUX7afIq4G8lM6VUDO2ut2uEJM3I7LZOfN5/ix00nuJ2utDdrHOLJW21CqVzWReXoHk9Wu84Tt06w9cJWAIZVHUb10tXVDawoydR1oYJ8JeUeHh68/vrrvP766+zZs4dZs2YxfPhwhg8fTt++fRk8eDDVqlV75HEaNGjAjz/+yNGjRwkJCWH//v38+++/fPnllw98Tnx8PBqNBldX11y3p6WlkZaWZvw+IUEpApORkUFGRsbjvdBiLE2XxqKji5h5ZCa30m4BEOYWxohqI2jg3QCNRmNW78eTynqv5D0TT6z+q3Q+uJCaqWksdXLggqUlPpmZdEm8jd+ZxWQ89SaUKq9qiHK9Fz5NjQFYnvoHw57ZZDZ4A7RWj/V8LVomN5rMG5ve4L9L//HSupeY1nQaNUrXKKSITdewRgH4uNjw9tJD/H34Mr1+2Mr3/Wrg6fToUUm51sWTyNDpWbj7PNM2nuBaktLerLKPM6NbB9PgTnszU7q2HnW9/3HiDz7e/jEajQadQWdc72HjYVKvo1AlX8fy1GY0QEZIRzCX110CmcLv98c5t8aQdQP3E7hw4QI//vgjEyZMwNLSktTUVOrXr8/3339PpUqVHvg8vV7Pe++9x6RJk9Bqteh0Oj799FPefTf3e1ZSU1Np2LAhYWFhzJkzJ9d9xo4dy7hx43Ksnzt3Lvb29vl7gcWIzqBjb/peNqRuIMGgfCDhYeFBS9uWVLSqWPJbWAhh4sIvLCTo8iosyDmFXY8Fx8u0J9qnpwqRiaKk0WfS+vBIbDMT2BH4Khdda+frOBmGDH6//TsnMk9gjTUDHQfib2metyOdSIAZsVpuZ2ooZWNgaJgO75L/375QgcEA+25oWBFnwbVUpXCnh42BDn56qrsbsDDtYuq5uqa7xtTEqRjImRZo0DDSaSTuWtPto15Q/K9tpPrZWdyyC+CfsI/UDkcUc8nJyfTt25f4+HicnR/egSffSXlGRgZ//PEHM2fOZO3atdSuXZvBgwfTp08frl69yvvvv8+ePXs4cuTIA48xf/58Ro8ezeeff06lSpXYt28fI0eO5Msvv2TgwIE5ztetWzfOnTtHVFTUA19YbiPlvr6+XLt27ZFvRnGmN+hZG7eW6QemE5eo3KNYxr4Mw6oMo2NgRywtik9REVOUkZHB2rVradWqFVZWjzeiJcS9tMuGoIn+A00u95UbNBYYwjuj6/KTCpHdJdd70bDY+DHarVPRl2+Ors/CfB8nJTOF1/95nR2Xd2Bvac+0ZtOo7lm94AItRk5fv82Q3/Zy+noyTraWfNO7Gg0rPDiRkGtdPK7/Tt7g8zVHOXBeGfgo5WDFK80q0LNWOawtTXvg42HX+zf7vmF29OxsI+RZtBotA8IH8Er1V4oqVNVo53bH4lQUumZj0Dd4Te1wxBMwhd/vCQkJeHh45Ckpz1em9sorrzBv3jwMBgP9+/dn0qRJVK5c2bjdwcGBL774Ah8fn4ceZ/To0bzzzjv07t0bgCpVqnDmzBnGjx+fLSnPyMigZ8+enDlzhg0bNjz0RdnY2GBjk3PKmpWVVYn8D9dgMLD5/Ga+2fsNMTdiAHCzcWNI1SH0DO2JjbZ4FRUxdSX1OhJFqFQAPKAlmgYNmlIBWJjINSbXeyGr/RxsnYrFyY1YJJ3Pd0EhKysrprWcxivrX2H7pe28vPFlfmj1g3ndA3pHsJcry4Y3ZOhvu9h5+iYvzN7DZ12q0LOO70OfJ9e6eJQjFxKYuDqGf45eBcDeWsuQRuUZ0rg8jjbFa+Ajt+v9UvKlXEfJAQwYuJR8qeT/jCTfgNObAdBW7oK2pL9eM6Hm7/fHOW++PtI7cuQI33zzDRcuXGDKlCnZEvIsHh4ej2ydlpycjMV9VYa1Wi16/d0RpKyE/NixY6xbtw5395I/dSav9lzew6DVgxixfgQxN2JwtHJkRPUR/NXtL/pX7C8JuRCmqEZ/eMAfPmC4s12YhVKBUKE5YIDdvz7Roews7fimxTfU9apLcmYyL657kX1X9hVImMWNm4M1v79Ql87VfcjUG3hryQEmrY6RyuwiX87eSOaNBfvo8M1m/jl6FUsLDQPq+/PP6Ga83iqk2CXkD+Lj+OCBNA2ah24vMWJWgEEHXlWUgpxCFKF8/SZZv379ow9saUmTJk0euk+nTp349NNP8fPzo1KlSuzdu5cvv/yS559/HlAS8u7du7Nnzx5WrFiBTqfj0qVLAJQqVeqxKr2XJNHXo/l679f8e17poWijtaFPWB8GVx6Mq62rusEJIR7OvQI8Mw2Wvwz3119/Zpr8IWBuaj0HJzbA3t+h2XuPXfDtXlmJ+cvrX2bHpR28uO5Fvm/5vVmOmNtYapnSqzr+7g58vf4Y30WdIO5GMl/0qIatlVRmF49243Y63248zm/bzpCuUwaLOlb15s3WoQR4lLzWYF2CuzDz0Mxctxkw0DW4axFHpILDkcqyYoSaUQgzla+kfPz48ZQpU8aYPGeZOXMmV69e5e23387Tcb755hvGjBnD8OHDuXLlCj4+PgwbNowPPvgAUFqvLV++HIDq1atne+7GjRtp2rRpfsIvtk7Hn+bbfd+y+vRqQLnHp2twV4ZVHUYZhzIqRyeEyLMa/cCvHuz9TelT7eqnjJBLQm5+QtuBYxlIugwxK5+4BY+dpR3fNP+Glze8zM5LO3lx3Yv80OoHqnk+uiNKSaPRaHijVQh+pex5d+kBVhy4yMX4VH7sX6vY9YsWRSclXcfMLaf4PuoEiWmZADSo4M477cKoWs5V3eAKkY+jD45WjiRmJGKBBWiUEXIDBsY1GIefcwlvQ5x8Q2lTCZKUC1XkKyn/4YcfmDt3bo71lSpVonfv3nlOyp2cnJgyZQpTpkzJdXtAQAAFUBy+2Lt0+xLf7/+eyOOR6Aw6NGhoF9iOEdVHlPxfkkKUVO4VoOVYtaMQatNaQY1nYfNk2D2rQPri2lvZM635NEasH8Guy7t4ca2SmFf1rPrk8RZD3WuVw8fVlhd/283uMzfpOn0rMwfVoYKno9qhCROSqdOzaPc5vlp7lCuJSsHgit7OvNMujEbBHmg0xbCk+mNYf2Y9iRmJuNm4EREUwaXbl/Bx9KFrcFfz+FszdhXoM6FMZfAIUjsaYYbylZRfunQJb2/vHOs9PT25ePHiEwdlbs4knGHZsWVcSLqAj6MPXYK74O/sz43UG/x88GcWxCwgXa/0v2xSrgmv1HiF0FKhKkcthBCiQNQcCJu/hJNRcP1EgcyYsLey59sW3zJ8/XB2X97NsLXD+LHVj1TxrPLk8RZDDSp4sHR4A577ZSdnrifT9but/NC/FrV8S25XFpE3BoOBvw9fZtLfMZy8ehuAcm52vNk6lGeq+WBRHPub5cPcGGWwrXdYb4ZXH65yNCqQqetCZflKyn19fdmyZQuBgYHZ1m/ZsuWRFddFdsuOLWPstrHGKUIaNMw6NIsmvk3YfnE7yZnJANQqU4vXar5GjdI1VI5YCCFEgXLzh6AWcHwd7PkVWhVMb1x7K3u+a/EdL617iT1X9iiJeesfqeyRszirOQgq7cSy4Q0ZMnsXe+Nu0X/Gdj6LqIR5VqcRADtO3WD8X9HsjbsFgJu9Fa80D6ZfPT9sLM2n9sCR60fYe2UvlhaW9AjpoXY4RS/lpvKhKBTIbCUh8iNf1deHDBnCyJEjmTVrFmfOnOHMmTPMnDmT119/nSFDhhR0jCXWmYQzjN02Fr1Bj86gu7tEz8azG0nOTCa8VDjft/yeWW1mSUIuhBAlVa3nlOXeOZCZXmCHtbeyZ3rL6dQsXZPEjESGrhnKoWuHCuz4xY2How3zhtSjQxVvMnQGRi85xF9nLeRWOTMTeymRF37dSc8ftrE37hZ2VlpeaR7EP2814/mnA80qIQeYG62Mkrf2b42nvafK0aggZhXoM6B0JfAIVjsaYabyNVI+evRorl+/zvDhw0lPV/54sLW15e233+bdd98t0ABLsmXHlqF5QL9igOa+zZnSbEqJv49JCCHMXkhbcPKGxIsQ8ydU7lZgh85KzLNGzIeuGcpPrX+ikkelAjtHcWJrpeWbPjXwLWXP9/+cYPU5C95acoiJPaqZXTJmbi7cSuGrtUdZsuccegNoLTT0quPLyBbBlHa2VTs8VdxIvcFfp/4CoG94X5WjUcmRSGUpo+RCRfkaKddoNEycOJGrV6/y33//sX//fm7cuGGsmi7y5kLSBQwP6FdsobHARmsjCbkQQpgDreXdHvW7ZhX44e2t7Pmu5XfUKF2DxIxEhqwdwuHrhwv8PMWFhYWGd9qF8UnnilhgIHL/RQbM2MGt5IKbpSBMR3xyBuNXRdP0iygW7VYS8naVvVjzemM+61LFbBNygKXHlpKuT6eSeyWqephhMciUW3Bio/K4YmdVQxHmLV9JeRZHR0fq1KlD5cqVsbGR9iKPy8fR54Ej5Ro0+DjK/flCCGE2ag4AjQWc3gzXjhf44R2sHJjecrqSmKcnMmSNeSfmAL1ql2NYuB4HGy3bT92g63dbOXP9ttphiQKSmqHjh39O0GjSBn7YdJL0TD1PBZZi6fAGTH+2ltlX4M/UZzI/Zj4A/cL7medAUOxfytR1z3DwlCLKQj35Tsp37drFW2+9Re/evenatWu2L5E3XYK7PHCk3ICBrsHyXgohhNlw9YWgVsrj3QU/Wg53E/PqntVJTFfuMT9y/UihnKu4CHM1sHDIU/i42HLy2m26fLeV3WduqB2WeAI6vYGFu87S7Isoxv8VQ0JqJqFlnJg1qA4Lhtajpp+b2iGahA1xG7icfJlStqVoE9BG7XDUIVPXhYnIV1I+f/58GjRoQHR0NMuWLSMjI4PDhw+zYcMGXFxcCjrGEsvf2Z9xDcZhobFAq9FmW45rMM48+kIKIYS4q/adgm/75kJGaqGcIisxr+ZZjYT0BIasGWL2iXlIGSciRzSkSlkXbtxOp89P2/lz/wW1wxKPcOrabSaujuGVeXuZuDqGk1eTWHfkMu2mbuKtxQe4GJ+Kj4stX/SoxqrXGtEsrLR5jgY/QFYbtO4h3bHWmmEfgtR4OLFBeSyt0ITK8lXo7bPPPuOrr75ixIgRODk5MXXqVAIDAxk2bFiu/cvFg0UERVCzdE2WHltq7FPeNbirJORCCGGOglqBc1lIOA/Rf0LVwmlP5GjtyPctv+fFdS+y/+p+hqwZws+tfybcPbxQzlcclHa2ZcGwerw2fx9rj1zmlXl7ibuRzPCmFSSRM0ELd53lnSUH0Gg0xur506NOGLe72FnxcrMg+tf3x9ZKCvjdL/ZGLLsv78ZSY0nPkJ5qh6OO2NWgSwePUCgdpnY0wszla6T8xIkTdOjQAQBra2tu376NRqPh9ddf58cffyzQAM2Bn7MfI2uNZFKTSYysNVISciGEMFdaS+Xecii0KexZshLzqp5VlRHztUOIuRFTqOc0dfbWlnz/bC0GPx0IwOd/x/LOkoNk6PQqRybuderabd5ZcgC9QZmqrjeA/p67Afs+5cemt5oxpHF5ScgfIGuUvKV/S8o4lFE5GpXI1HVhQvKVlLu5uZGYmAhA2bJlOXRI6Xl669YtkpOTCy46IYQQwtzU6K8UfDuzBa7GFuqpjIm5R1Xi0+J5Yc0LZp+Yay00jOlYkY86V8JCAwt2nWXQrB3Ep2SoHZpZS8vUceDcLX7/7wwv/b47WxJ+LwsNuNhb4WJnVbQBFiO30m6x8uRKwIzboKUmwPH1ymOZui5MQL6mrzdu3Ji1a9dSpUoVevTowWuvvcaGDRtYu3YtLVq0KOgYhRBCCPPhUlbpWx67Cnb/Cm0/K9TTOVk78X2r73lx7YscuHaAF9a8wIzWMwgtZd6ViAfUD6Ccmx0vz93LluPX6T59KzMH1cG3lL3aoZV4mTo9x64kcfBcPPvP3eLg+XhiLiaSnscZC+duphRyhMVb5IlI0nRphJcKp7pndbXDUcfR1aBLA48QKG2+t+0I05GvpHzatGmkpioFaP73v/9hZWXF1q1b6datG++//36BBiiEEEKYnVrPKUn5/rnQ4gOwKtw+ylmJ+bC1wzh47SAvrHmBjxt8zL6r+4z1TroEd8Hf2b9Q4zA1zcPKsHBYfQb/upNjV5Lo8t1WZgysTTVfV7VDKzH0egOnrt/mwLlbHDgXz4Fz8Ry+EE9qRs4E3NXeiiplXbidlsm+s7dyHS3XaDSUc7MrgsiLJ51Bx8KjCwHoE9bHfOslHI5UlhUjwFzfA2FSHjspz8zMZMWKFbRpo7ROsLCw4J133inwwIQQQgizFdQCXHwh/iwc+QOq9Sr0UxoT8zXDOHT9EK9sfAULjXKXmwYNsw7PYlyDcUQERRR6LKakclkXIkc05PlfdhF9MYFeP25jSq8atK3spXZoxY7BYODczZQ7ybeShB86H09iWmaOfR1tLKlc1pmq5VypWs6FqmVd8S1lh0aj4dS127SYHPXAc/Sq7VvIr6T4is2I5VLyJdxs3Ghfvr3a4agjLRGOr1MeV+ysbixC3PHYSbmlpSUvvvgi0dHRhRGPEEIIISy0UHMgbPxEKfhWBEk5gLO1M+/Xf5/eK3oDoDdkH638cOuH1Cxd0+wKknq72LHoxfq8MncPG2Ov8tKc3bzXLpwXGgWa70hjHlyKT707An4+noPnbnEzOee9+TaWFlTyuScBL+dKeQ8HLCxyf28DPRyY2K0qb99TfT1rObFbVQI8HAr7pRVb29K3AdAtpBs2WhuVo1HJ0b+VqevuQVCmktrRCAHkc/r6U089xb59+/D3N69pbEIIIUSRqfEsRI2HuG1wJbrI7ntce3otWo0WnUGXY5sGDUuPLWVkrZFFEospcbSx5KcBtRn35xF+++8Mn66K5syN24ztVAlLbb7q5pYo15PS7iTed0fBrySm5djPSqshzMv5TvLtQpWyroSUcXzs97BHbV/qBJRiwa6znLuZQjk3O3rV9pWE/CGO3zrOqcxTaDVaeoUWzQd9JunwMmUpU9eFCclXUj58+HDeeOMNzp49S61atXBwyP4LsGrVqgUSnBBCCGG2nL0htB3ErIDdv0C7iUVy2gtJFzCQe2lrnUHHviv70Bv0xqnt5sRSa8FHnSvh727Pp6ui+f2/OM7dTGFa35o42uTrT6piKSE1g0Pn4tl/Lp6D52+x/2w852/lLK5moYGQMk5UKetCVV9XqpZ1IczbCRvLgmlTFuDhwNttpb90Xi04ugCApuWa4uVgprdfpCXdnbourdCECcnX/yC9eyvT2l599VXjununD+l0OT9dF0IIIcRjqv2ckpTvnwctx4JV4Rew8nH0QcODR492X9lNx2Ud6RPWh4igCJysnQo9JlOi0Wh4oVF5yrnZM3LBXqJir9J9+lZmPVcHb5eSV2AsOT2TwxcSjPeBHzwXz8lrt3Pdt7yHgzL6Xc6VauVcqOjjjL21+XxYYcri0+JZeUppg9Y7tLfK0ajo6GrITIVSFaBMZbWjEcIoX78pT506VdBxCCGEEOJ+5ZuDqx/cilOmXFYv/J7CXYK7MOvwrFy3adBgb2XP2cSzTNo5iW/2fkPnCp3pG96XQJfAQo/NlLSt7MUCl/oM/nUXMZcSifh2CzMG1qFyWRe1Q8u3tEwd0RcTOXjuljIKfi6eY1cSc61yXs7NjmrlXKlSzoWqZV2oXM4FZ1vpDW6qIo9HkqpLxcvCi5qeNdUORz1H/lCWFTvL1HVhUvKVlMu95EIIIUQRsLBQCr5t+Bh2zSqSpNzf2Z9xDcbx4dYP0aDBgMG4HNdgHK39W7Py1ErmRs/l+K3jzI+dz/zY+TQs25B+Yf1oWLah2Uxtr+brSuSIBjz/y06OXk6i5w/b+KZPDVqEl1E7tEfK0Ok5djlJuf/7vDIKHnspkQxdzgy8jLMNVcoqo99V7hRiK+VgrULUIj90eh3zYuYBUM+mnvkWJ0y/DcfWKo9l6rowMflKymfPnv3Q7QMGDMhXMEIIIYS4T43+SsG3czvg8uEiqRYcERRBzdI1WXpsqbFPedfgrsaq6z1CetA9uDs7Lu1gTvQcos5GseX8Frac34K/sz99wvrQuUJnHK0dCz1WtZVzs2fxSw0Y/vse/j1+jSGzd/Fhp0oMbBCgdmhGer2Bk9eSjH3AD5y7xeELCaRl5uwF7mZvla0KetVyLpRxtlUhalFQNp/fzPmk8zhbO1PV2ozrPh39GzJTwC0QvMz4fRAmKV9J+WuvvZbt+4yMDJKTk7G2tsbe3l6SciGEEKKgOJWB0PYQvVwZLe/wRZGc1s/Z76FV1jUaDXW961LXuy5nE88yP2Y+y44t40zCGSbsmMA3e78hIiiCPmF98Hcu2TPsnG2tmPVcHd5fdogFu87y4fLDnLmezP86hKN9QFuvwmIwGIi7kcyBc/EcPB/P/rO3OHQ+ntvpOev9ONlYUrmsC1V9lT7gVcu5UM7NznxHUkuoOdFzAOhSoQvWF814hsORSGVZKUKmrguTk6+k/ObNmznWHTt2jJdeeonRo0c/cVBCCCGEuEft55Sk/MACaDUOrE2r7ZOvky+j64xmRPUR/HniT+bEzOFU/CnmRM9hbvRcGpVrRL+wftT3qV9iEz4rrQUTulXB38OeSatjmbnlFHE3kvm6T/VCK3ZmMBi4lJDK/rNKFfSskfD4lJy9wG2tLKjs43LPKLgLAe4P7gUuSoaTt07y38X/sNBY0COkB/su7lM7JHXcO3W9Ymd1YxEiFwX2v0RwcDATJkzg2WefJSYmpqAOK4QQQojApuAWADdPw6GlULO/uvE8gL2VPb3CetEjtAf/XfiPOTFz2HRuk/Er0CWQvmF9eabCM9hb2asdboHTaDQMbxqEXyl73li4n3XRl+n1w3/MGFib0gUwBfxaUhoHz8Wz/04V9P3n4rmWlLMXuLXWgnBvJ+P931XLuRDk+fi9wEXxNzdmLqC0QfNx8GEf+9QNSC3H1kJGMrj6g3d1taMRIocC/ejW0tKSCxcuFOQhhRBCCGFhAbUGwbqxsHuWySblWSw0FjQo24AGZRtwJuGMMrX9+DJOxZ/i0+2f8vWer+kS3IXeYb3xdfJVO9wC17GqD94utgyZvZuD5+OJ+HYLM5+rg42lloW7znLuZgrl3OzoWduXQI/cZz3EJ2dw8Hw8B87f4sBZZSp6br3AtRYagks7GiuhVyvnSoiXY4H1AhfFV2J6IstPLAegb3jhF4k0aTJ1XZi4fCXly5cvz/a9wWDg4sWLTJs2jYYNGxZIYEIIIYS4R/VnYcOncH43XDwA3sWjUJG/sz9vP/U2L9d4mT+O/8HcmLmcSTjD7COz+e3IbzTxbUK/8H7U9apboqa21/IvxbLhDXjul52cvHqbztO2kK7TY6HRYDAY0Gg0/PDPCSZ2q0r7Kt4cOn/nHvBz8Rw8d4vT15NzHFOjUXqBG1uRlXOhorcLdtaSgIucIo9HkpKZQpBrEE95PUVmZqbaIakjPVkp8gZQMULVUIR4kHwl5REREdm+12g0eHp60rx5cyZPnlwQcQkhhBDiXo6eEN5R6Ve+exZ0/ErtiB6Lg5UDfcP70jusN1vOb2FOzBy2nN9C1Nkoos5GEeQaRJ+wPnQs37HETG33d3dg6UsNGDhzB/vPxQOgM9xpOXZnOXrxAUYvPpDr8/1K2d8Z/XahSllXKpd1xkl6gYs80Bv0zI+ZD0CfsD4l6gOvx3Y8a+q6H/jUUDsaIXKVr6Rcr8/ZQkMIIYQQhazWc0pSfmARtPoYbIpfyzELjQWNyjWiUblGnIo/xbyYeUQej+T4reN8/N/HTN0zlW7B3egV1ouyjmXVDveJudpbU7e8OwfOxZOzA/hdXs62xgJsVcu5UqWsC27SC1zk07/n/yUuMQ4nayc6lu+odjjqOvKHsqzYWaauC5NVOOVAhRBCCFHwAhtDqQpw4wQcWqzcZ16MBboE8l7d93ilxitEHo9kbvRcziWdY9bhWfx65Fea+TajX3g/apepXaxH+i7Gp6LRGAfHs9FooFV4GX4cULvoAxMl1txopcBbl6AuJWbmSb5kpEDsauVxxS7qxiLEQ+SrDGe3bt2YOHFijvWTJk2iR48eTxyUEEIIIXKh0dxNxHfNUjWUguRk7UT/iv1Z0WUF05pPo753ffQGPevj1vP838/T/c/uLD22lNTMVLVDzZeH9f620GioULr4zXgQputU/Cm2XNiCBg29w3qrHY66jq+DjNvg4gdla6odjRAPlK+kfNOmTbRv3z7H+nbt2rFp06YnDkoIIYQQD1C9H2it4eI+uLBX7WgKlNZCSxPfJvzY+kciO0fSM6QndpZ2HL15lA+3fkjLxS2ZsnsKl25fUjvUx9Kzti+G3IbJUYrl9qpd8irQC/Vk3UvepFyTEtnd4LEcjlSWFZ+RqevCpOUrKU9KSsLaOud9TlZWViQkJDxxUEIIIYR4AAd3CH9GeVyCRsvvV8G1AmPqj2Ft97W8WftNyjqWJT4tnhmHZtB2SVveiHqDPZf3PDDZNSWBHg5M7FYVC43Swuze5cRuVQl4QFs0IR5XUnoSf5xQ7qHuE95H5WhUlpECR+9MXa8kU9eFactXUl6lShUWLFiQY/38+fOpWLHiEwclhBBCiIeo/ZyyPLgY0hLVjaWQudi4MLDSQFZ2WcnUZlN5yuspdAYda8+sZeDqgfRa0YvI45Gk6dLUDvWhetT2ZcOopgxtXJ4OVX0Y2rg8G0Y1pYeMkosC9MeJP7idcZtAl0Dqe9dXOxx1ndgA6UngXA7K1lI7GiEeKl+F3saMGUPXrl05ceIEzZs3B2D9+vXMmzePRYsWFWiAQgghhLiPf0PwCIFrR+HgIqj9vNoRFTqthZbmfs1p7tecozePMjd6LitOriD6RjRjtozhy11f0j2kO71Ce1HGoYza4eYqwMOBt9uGqR2GKKHubYPWN6xvsS6OWCCMU9el6rowffkaKe/UqRORkZEcP36c4cOHM2rUKM6dO8e6dety9DAXQgghRAG7v+BbMZjCXZBC3EIY22As67qv4/Var+Pl4MXNtJv8dPAn2i5py+h/RrPvyr5iMbVdiIKy7cI2TiecxtHKkWcqPKN2OOrKSIXYv5THlSJUDUWIvMh3S7QOHTrQoUOHgoxFCCGEEHlVrQ+sGweXDsCFPWY5PdPV1pXnKz/PgIoD2Hh2I3Oi57D78m5Wn17N6tOrqeReiX7h/WgT0AZrrfT8FiXb3BilDVpEUIR5t0GDO1PXE8G5LJSVdoPC9OVrpHznzp1s3749x/rt27eza9euJw5KCCGEEI9gX+ruCFAJLviWF5YWlrTyb8UvbX9hUadFdAnqgrWFNYevH+a9f9+j1eJWfLvvW64mX1U7VCEKRVxCHJvPbQaQNmgAR5Rid4Q/Axb5SneEKFL5ukpHjBjB2bNnc6w/f/48I0aMeOKghBBCCJEHte4UfDu0BFLj1Y3FRISVCuOjhh+xrsc6Xq3xKqXtS3Mj9Qbf7/+e1kta887mdzh49aDaYQpRoObFzMOAgUZlG+Hv7K92OOrKTIPYVcpjmbouiol8JeVHjhyhZs2aOdbXqFGDI0eOPHFQQgghhMgDv3rgEQoZyXBgodrRmBQ3WzeGVB3C6m6r+bzJ59QoXYNMfSYrT66k76q+9FvZj79O/0WmIVPtUIV4IskZyUQejwSgb3hfdYMxBSc2QloCOPlAuafUjkaIPMlXUm5jY8Ply5dzrL948SKWlvm+TV0IIYQQj0OjudsebfcvZlfwLS+sLKxoG9CW2e1mM7/jfJ6p8AxWFlYcuHaA/239H5MTJvPTwZ+4lnJN7VCFyJc/T/xJUkYS/s7+NPBpoHY46jsSqSwrytR1UXzk60pt3bo17777LvHxd6fK3bp1i/fee49WrVoVWHBCCCGEeIRqvcHSFi4fgnNS1+VhKrlX4tOnP2VN9zWMqD4CDzsPEg2JTD84ndaLW/O/f//H4euH1Q5TiDwzGAzGAm99wvpgoTHzJDQzDWLuTF2vGKFqKEI8jnz95H7xxRecPXsWf39/mjVrRrNmzQgMDOTSpUtMnjw5z8fR6XSMGTOGwMBA7OzsqFChAh9//HG2FiYGg4EPPvgAb29v7OzsaNmyJceOHctP2EIIIUTJY+cGlbooj3ebd8G3vPKw8+DFai+y8pmV9LDvQRX3KmToM1h+Yjm9V/Sm/6r+rD61mgx9htqhCvFQ/138j5PxJ7G3tKdzhc5qh6O+k/9AWjw4eoFvXbWjESLP8pWUly1blgMHDjBp0iQqVqxIrVq1mDp1KgcPHsTX1zfPx5k4cSLTp09n2rRpREdHM3HiRCZNmsQ333xj3GfSpEl8/fXXfP/992zfvh0HBwfatGlDampqfkIXQgghSh5jwbelkHJL1VCKEyutFdWsq/Frm1+Z234uHcp3wNLCkn1X9zF602jaLmnLTwd+4kbqDbVDFSJXWaPknYM642jtqHI0JkCmrotiKt9Xq4ODA08//TSdOnWicePGuLq68tdff7F8+fI8H2Pr1q107tyZDh06EBAQQPfu3WndujU7duwAlFHyKVOm8P7779O5c2eqVq3K7NmzuXDhApGRkfkNXQghhChZfJ+C0hUhMwUOLFA7mmKpimcVJjSawJpua3ip2kuUsi3FleQrfL33a1otasWYLWOIuRGjdphCGJ1LPMc/Z/8BlKnrZi8zHWJWKI9l6rooZvJVle3kyZN06dKFgwcPotFoMBgMaDQa43adTpen4zRo0IAff/yRo0ePEhISwv79+/n333/58ssvATh16hSXLl2iZcuWxue4uLhQt25dtm3bRu/eOfswpqWlkZaWZvw+ISEBgIyMDDIyZBqayJ+sa0euIWEO5HovniyqD0C75h0Mu2aSWeM5pQiceKjcrnVXK1eGVBrCwLCBrIlbw7zYeUTfiCbyeCSRxyOpWbomfUL60KRcEywtpLitUM/cI3MxYKCeVz3K2Zd75O/skv67XXN8PZap8RgcSpPpXQtK6OsUeWMK1/vjnDtf/5u89tprBAYGsn79egIDA9m+fTs3btxg1KhRfPHFF3k+zjvvvENCQgJhYWFotVp0Oh2ffvop/fr1A+DSpUsAlClTJtvzypQpY9x2v/HjxzNu3Lgc69esWYO9vX2eYxMiN2vXrlU7BCGKjFzvxYtlpgttNNZYXo3hv0VTueEYonZIxcaDrnULLOhr6MtZx7NsS9vG4YzD7Lmyhz1X9uCicaGuTV1qW9fG3kL+vhBFK92QzqKERQAEJwazatWqPD+3pP5ur37mJ/yBU3ZVObj6b7XDESZCzes9OTk5z/vmKynftm0bGzZswMPDAwsLC7RaLU8//TTjx4/n1VdfZe/evXk6zsKFC5kzZw5z586lUqVK7Nu3j5EjR+Lj48PAgQPzExrvvvsub7zxhvH7hIQEfH19ad26Nc7Ozvk6phAZGRmsXbuWVq1aYWVlpXY4QhQqud6LLwvNZjgwl4a2R9G1H6l2OCbvca71F3mRK8lXWHxsMUuOL+Fm2k3WpK7hn4x/aB/Qnt6hvQl2DS6iyIW5W3J8Cak7UinnWI7XOr2Wp6rrJfp3uy4DyymvAuDX9mV8/Z9WOSChNlO43rNmbOdFvpJynU6Hk5MTAB4eHly4cIHQ0FD8/f2JjY3N83FGjx7NO++8Y5yGXqVKFc6cOcP48eMZOHAgXl5eAFy+fBlvb2/j8y5fvkz16tVzPaaNjQ02NjY51ltZWZW8X0CiyMl1JMyJXO/F0FOD4cBcLI78gUW7iWBfSu2IioW8XutlXcryWu3XeLHGi/x16i/mRM8h5kYMy04sY9mJZTzl9RR9w/vStFxTtBbaIohcmCODwcCCo0rtiD5hfbCxzvl378OUyN/tZ/6B1FvgUBrL8o1Bfv7EHWpe749z3nwl5ZUrV2b//v0EBgZSt25dJk2ahLW1NT/++CPly5fP83GSk5OxuK8yolarRa/XAxAYGIiXlxfr1683JuEJCQls376dl156KT+hCyGEECVX2VpQpgpcPgj750P94WpHVCLZaG2ICIqgc4XO7L2ylznRc1gft54dl3aw49IOyjqWpXdob7oEd8HFxsX4vDMJZ1h2bBkXki7g4+hDl+Au+Dv7q/hKRHG089JOjt86jp2lHRHBEWqHYxoORyrL8E6SkItiKV9J+fvvv8/t27cB+Oijj+jYsSONGjXC3d2dBQvyXvW1U6dOfPrpp/j5+VGpUiX27t3Ll19+yfPPPw+ARqNh5MiRfPLJJwQHBxMYGMiYMWPw8fEhIiIiP6ELIYQQJZdGA7UHwcpRSs/yei9JwbdCpNFoqFmmJjXL1ORi0kUWxC5g8bHFnE86z+Tdk/lu/3d0LN+RfuH9OHD1AGO3jUWDBgMGNGiYdXgW4xqMIyIoQu2XIoqRrDZoz1R4BmdruTUTXcbdquuVIlQNRYj8yldS3qZNG+PjoKAgYmJiuHHjBm5ubtmqsD/KN998w5gxYxg+fDhXrlzBx8eHYcOG8cEHHxj3eeutt7h9+zZDhw7l1q1bPP3006xevRpbW9v8hC6EEEKUbFV6wpoP4NpROLMVAhqqHZFZ8Hb0ZmStkbxY7UVWnVrFnOg5HL15lEVHF7Ho6KIHPu/DrR9Ss3RN/Jz9ijBaUVxdSLrAxrMbAWmDZnR6M6TcBHsP8GugdjRC5Eu++5Tfr1SpUo+VkAM4OTkxZcoUzpw5Q0pKCidOnOCTTz7B2trauI9Go+Gjjz7i0qVLpKamsm7dOkJCpKKsEEIIkStbZ6jSTXm8e5a6sZghW0tbugZ3ZXGnxcxsM5OWfi0fur8GDUuPLS2i6ERxtyB2AXqDnrredangWkHtcEzDvVPXtdKmUBRPBZaUCyGEEMJE1HpOWR75A25fVzcWM6XRaKjjVYevmn1Fk3JN0JD7wIUBAxeSLhRxdKI4Ss1MZcmxJQD0DeurcjQmQpcpU9dFiSBJuRBCCFHSlK0J3tVAlw7756odjdkLcg16YMsqDRp8HH2KOCJRHK06tYr4tHjKOpalSbkmaodjGk5vhuTrYO8O0gZNFGOSlAshhBAlUdZo+e5fwGBQNRRz1yW4CwZy/zcwYKBrcNcijkgUNwaDgbnRygdsvUN7S8u9LEcilaVMXRfFnCTlQgghRElUpTtYO8L143D6X7WjMWv+zv6MazAOC40FWk32ZGpc/XFS5E080p4re4i9GYut1pYuwV3UDsc06DIh+s7U9Yqd1Y1FiCckSbkQQghREtk4QZUeymMp+Ka6iKAI/oz4k0GVBtG4bGPjPeb39jEX4kHmRM8BoEP5DnLNZDmzBZKvgV0pCGisdjRCPBFJyoUQQoiSqnZWwbflcPuaurEI/Jz9GFlrJN+2/JbBVQYDMGHHBFIyU1SOTJiyS7cvsSFuAwB9w6XAm5Fx6npHmbouij1JyoUQQoiSyrsa+NQAfQbsm6N2NOIeQ6oMwcvBiwu3LzDj4Ay1wxEmbGHsQnQGHXW86hDiJm2BAdDrIPpP5XHFCFVDEaIgSFIuhBBClGT3FnzT61UNRdxlb2XPW3XeAmDWoVnEJcSpHJEwRWm6NBYfXQxIG7RszmyB21fBzg0CZeq6KP4kKRdCCCFKssrdwNoJbpyE05vUjkbco6VfSxr4NCBdn86EHRMwSJV8cZ+/Tv3FzbSbeDl40dS3qdrhmI4jfyjLsA6gtVI3FiEKgCTlQgghRElm4whVeyqPd0nBN1Oi0Wh496l3sbSwZPP5zUSdjVI7JGFC7m+DZmkh900DytT1I8uVxxWlEr0oGSQpF0IIIUq6rIJvMSsg6Yq6sYhsAlwCGFRpECBF30R2+6/uJ/pGNDZaG7oFd1M7HNMRtw1uXwFbVyjfRO1ohCgQkpQLIYQQJZ1XFShbG/SZsPd3taMR95GibyI3WW3Q2ge2x9XWVd1gTMnhSGUZ1lGmrosSQ5JyIYQQwhxkjZbv+VUKvpkYKfom7ncl+QrrzqwDpA1aNno9RGdNXe+sbixCFCBJyoUQQghzUKkr2LjAzdNwcqPa0Yj7SNE3ca+FsQvJNGRSs3RNwkqFqR2O6Tj7HyRdBlsXKN9U7WiEKDCSlAshhBDmwNoeqvVSHu+Wgm+quH4C1o2Fxc8ry+snjJuk6JvIkq5LZ9HRRYCMkueQNXU9tANYWqsaihAFSZJyIYQQwlxk9SyPWQWJl9SNxdzs/R2m1YYtX8PhZcpyWm3YO8e4y71F3ybunEhqZqpKwQo1/X36b26k3qC0fWma+zVXOxzTce/U9UoRqoYiREGTpFwIIYQwF2Uqgm9dMOhg729qR2M+rp+A5a+AQa+89/cul7+cbcQ8q+jb+aTzzDgkRd/MUVYbtF6hvbCykEJmRme3Q+JF5TYcmbouShhJyoUQQghzkjVavnu20u9XFB5dJpzeAkuHKAl4rjTZPiC5t+jbzIMzpeibmTlw9QCHrh/C2sKa7iHd1Q7HtBz5Q1mGtgNLG3VjEaKASVIuhBBCmJNKEUp/3/g4OLFB7WhKntR4OLQElgyBL4Lgl/ZwfvdDnmCAW9kT75Z+LanvXV+KvpmhuTHKKHnbwLaUsi2lcjQmRK+/m5TL1HVRAklSLoQQQpgTKzuo1kd5vEsKvhWIGydh23fwayeYVF4p5HZwIaTcBLtS4BkOmgf9yaUBV7/sazQa3q0rRd/MzbWUa/x9+m9ACrzlcG4nJF4AG2eoIPfZi5LHUu0AhBBCCFHEaj8H26fD0dWQcAGcfdSOqHjRZSpJwtG/IHY1XIvNvt0jFELbQkg78H1KaUM3rfYDDmaAGv1zrA10CWRQpUH8fPBnJu6cSH2f+tha2hb4SxGmY1HsIjL1mVTzrEYl90pqh2NajkQqS5m6LkooScqFEEIIc+MZCn4NIG4r7PkNmr6tdkSmLzUejq9XPsg4tkYZBc9iYQn+DZQkPLQtlCqf/bnuFeCZaUpRNzSAAQwGZWnjrHzlYkiVIaw4ucJY9G1E9RGF9eqEyjJ0GSw8uhCAfuH9VI7GxNw7db1iZ3VjEaKQSFIuhBBCmKPaz91JymdD4zfBQqt2RKbnxiklCY/9C85sBX3G3W22rhDcWknCK7QAO9eHH6tGP/CrpxR1uxUHjl4Q86fyePFz0D8StNn/LMsq+vZG1BvMPDiTZ8o/g6+zb0G/SmEC1p5Zy7WUa3jaedLSv6Xa4ZiW87sh4TxYOyk/a0KUQJKUCyGEEOYo/BmwexsSzsHxdRDSRu2I1KfXKdPSY/9SkvGrMdm3uwffMy29bo4k+pHcK0DLsXe/rzUQfmoOpzfDug+hzac5npJV9G3bxW2M3zGeb1t8i0ajefzXJkzanBilX32P0B7SBu1+xqnrbcFKbuEQJZMk5UIIIYQ5srKF6n1h2zSl4JuZJuWWuhQ00cvhxFplWnry9bsbNdo709LbKveyulco2JN7hkLEdFjYX/l38KkBVbK3wcoq+tZ1eVdj0bdmfs0KNg6hqsPXDnPg6gEsLSzpEdJD7XBMi8Fwz9T1CFVDEaIwSVIuhBBCmKtag5Rk8NjfEH8OXMqpHVHRuHkGjq5GG7OKdqc3Y3Hgnn7tti7KtPSQthDU8tHT0p9UxWfg6dfh36/gj5fBMwy8KmfbRYq+lWzGNmgBbfGw81A5GhNzfjfEnwVrRwiSqeui5JKkXAghhDBXHsEQ0EiZPr3nN2j2rtoRFQ69TvnjPmta+pUjwN2+sIZSFdCEtlNGw33rPf609CfVfAxc3K/0jV/QD4ZGgZ1btl2k6FvJdD3lOn+d+guAvmHSBi2HrKnrIW2Udo5ClFDSp1wIIYQwZ7UGKcs9s5VWXyVFWqIy7XXZS/BFCMxoBf9+qSTkGi34P42uxTjWhU8k86Xtyv3cAU8XfUIOSpG9bjOUfuU3T8OSIUrF6XtkFX0DmHlwJmcTzhZ9nKLALT66mAx9BlU8qlDFs4ra4ZgWgwEOy9R1YR4kKRdCCCHMWXgnsHeHxAvKPdXF2a042P4j/NYFJpWHhQNg/1xIvgY2LlC5G3T9GUYfh+dWoq83gtu23mpHrbAvBb1+B0tbOL4Wosbn2CWr6Fu6Pp3xO8ZjMBhUCFQUlAx9BgtjlTZofcL6qByNCbqwB+LjwMoBglupHY0QhUqmrwshhBDmzNJGKfi29RvYPQvC2qsdUd7p9cq09KN/QexquHI4+/ZS5e/2DverD1oTr2rtXQ06fQ3LhsKmSeBTHcI6GDdL0beSZX3ceq6kXMHd1p02AeZZaPGhDkcqS5m6LsyAJOVCCCGEuav1nJKUH1urjDa7+qkd0YOlJcHJjUoSfuxvuH317jaNhZJ8h7RRknGPYChu7cOq9VI+aNjxAywdBkM3Kq/jDin6VnLMi54HKG3QrLXWKkdjYgyGu/eTV4pQMxIhioQk5UIIIYS5c68AgY3h1Cbl3vLm76sdUXa3zioF2o6uVmLUpd/dZuOsVEkPbacs7UupF2dBafMpXDoIcVthfj8Ysh5snIybpehb8Rd9PZo9V/ZgqZE2aLm6uE/5gNDKHoJk6roo+eSeciGEEEIoo+WgVGHXZagbi14P53bB+o9hekOYUhlWvQnH1ykJuVsg1BsOA5bDWyehxyyo2rNkJOSgTLPv8Qs4ecO1WIgcrowc3iFF34q/rDZorfxbUdq+tMrRmKCsqevBrcHaXtVQhCgKMlIuhBBCCAjrCA6ekHRJGZEO71S050+/DSc2KveHH10Dt6/c3aaxAN+6Su/w0HbgEVL8pqU/Lqcy0HM2zGoP0cthyxSln/kdWUXftl3cxvgd4/m2xbdoSvp7UkLcTL3JqpOrAOgbLm3QcpCp68IMSVIuhBBCCLC0hur9lORv16yiScrjzykfAMRmTUtPu7vN2gmCWtyZlt4KHNwLPx5T4/sUtJsIK9+A9R8pheAqNAek6FtxtuTYEtL16VR0r0g1z2pqh2N6Lu5XWgNa2ikj5UKYAUnKhRBCCKGoNVBJyk9sUP4odgso2OPr9XBxr5KEH/1LuW/6Xq7+ShIe0hb8GyofFJi72s8rraH2/g6Ln4eh/4CbP6AUfRtYcSAzDs2Qom/FRKY+kwWxCwDoG9ZXZjfk5sid3uTBrcDaQd1YhCgikpQLIYQQQlGqPJRvplQ33/0rtPzwyY+Zngwno+5MS/8bki7fs1GjjAZnTUv3DCv509Ifl0YD7SfD5cNwYS8seBYGrzG2iBpadSgrT62Uom/FxMazG7l0+xJuNm60DWyrdjimR6auCzMlhd6EEEIIcVftOwXf9v6e/4JvCRdg10yY0xMmBcL8PkpV96TLYO0I4c9AxHQYfVxJMBu9AaXDJSF/ECtb6Pkb2LvDpQOw4nVj4Tcp+la8zI1WCrx1D+mOjdZG5WhM0KWDcOMkWNpCsPRuF+ZDRsqFEEIIcVdoe3AsoyTQMSvzNlql1ystjI6uhti/lMTxXi5+ykh4aNa0dElGHpurr1KRfXZn2D8PfGpC3aGAFH0rLmJvxLLr8i60Gi09Q3uqHY5pyholD24FNo6qhiJEUZKkXAghhBB3aa2gxrOweTKsHaNU/nb1gxr9lX7mWdKT4dQ/ShJ+9G+laruRBsrVUZLwkHYyCl5QAhtDq49gzfvw97vgVQX860vRt2JiXsw8AFr4tcDLwUvlaEyQwXC3FVrFCDUjEaLISVIuhBBCiOxsXJTlrTilQjoa2DIVWn8CVvbKiPjJKMhMvfsca0eo0ExJwoNbg6OnGpGXfPVfhvN74PBSWDRQKfzm7C1F30xcfFo8K0+uBKQN2gNdPgw3ToDWBkJk6rowL6reUx4QEIBGo8nxNWKEUqTk0qVL9O/fHy8vLxwcHKhZsyZLlixRM2QhhBCiZLt+AtaPvfu9QQ8GnbL8+z1YMVJJyjNTwcUX6gyBZ5fAWyeh1+9Qo58k5IVJo4HO06B0ReUWg4UDIDMdUIq+eTl4GYu+CdOx9NhSUnWphJUKo2bpmmqHY5qyTV13UjUUIYqaqkn5zp07uXjxovFr7dq1APTo0QOAAQMGEBsby/Llyzl48CBdu3alZ8+e7N27V82whRBCiJJr72/AQ6aaO3pB8/fhxS0w8iB0+AKCWsp94kXJ2kH5AMTGBc7tgNXvAFL0zVTp9Drmx8wHpA3aA8nUdWHmVE3KPT098fLyMn6tWLGCChUq0KRJEwC2bt3KK6+8wlNPPUX58uV5//33cXV1Zffu3WqGLYQQQpRct+IAQ+7bNBYQ0BAajwavynKfuJrcK0C3nwAN7JqhVMvnbtG3dH0643eMx2B4wL+lKDJR56K4cPsCrjautAtsp3Y4punKEbh+TJm6Hiqt4oT5MZl7ytPT0/n999954403jJ8gNmjQgAULFtChQwdcXV1ZuHAhqampNG3a9IHHSUtLIy0tzfh9QkICABkZGWRk5LO1izB7WdeOXEPCHMj1bt4snMthgSbXsXIDGvTO5dCXkGuj2F/rgc2xaPwW2k0TMax4A12pEAw+NRhdazQ9V/Vk8/nNrD+9niblmqgdqVmbc2QOABEVItAatKpdb6Z8vVscXIIW0Fdojs7CFkwwRlG8mML1/jjn1hhM5CPUhQsX0rdvX+Li4vDx8QHg1q1b9OrVizVr1mBpaYm9vT2LFi2idevWDzzO2LFjGTduXI71c+fOxd7evtDiF0IIIUoCh9RLtIh+GyUFv0v5Y0HD+oqTuG1TRpXYRC4Mep46ORXvhL0kW5Xin9CPSLdyZk3KGjalbcLVwpXXnF7DSmOldqRm6bLuMt8kfoMGDaOcR+Fq4ap2SCapefQ7OKVeYLf/MM6Vaqh2OEIUiOTkZPr27Ut8fDzOzs4P3ddkkvI2bdpgbW3Nn3/+aVz3yiuvsGPHDj777DM8PDyIjIzkq6++YvPmzVSpUiXX4+Q2Uu7r68u1a9ce+WYI8SAZGRmsXbuWVq1aYWUlf9iIkk2ud6HZPw/tytdQ7i03GJe6DlMxVOujbnAFqMRc66kJWM5qiebGSfQBjdD1WUSKPoNuK7pxKfkSQyoP4aWqL6kdpVn6bMdnLD6+mOa+zfmi0ReqxmKy1/vVGKx+fBqD1prMkTFgK3+viydnCtd7QkICHh4eeUrKTWL6+pkzZ1i3bh1Lly41rjtx4gTTpk3j0KFDVKpUCYBq1aqxefNmvv32W77//vtcj2VjY4ONTc5iM1ZWVqb1C0gUS3IdCXMi17sZqz0AAhsqRd9uxRn7lFve26e8BCn217qVO/SeCz+1wOL0Ziz++RSr1p/w1lNv8UbUG/x65Fe6BHfB19lX7UjNSnxaPCtPK23Qnq34rMlcYyZ3vceuAEBToQVWTu4qByNKGjWv98c5r6qF3rLMmjWL0qVL06FDB+O65ORkACwssoeo1WrR6/VFGp8QQghhdtwrQMux0H2msiyhCXmJUTocIr5VHm/9Bg4tlaJvKos8HklKZgpBrkHULlNb7XBMV1YrtEoRakYhhKpUT8r1ej2zZs1i4MCBWFreHbgPCwsjKCiIYcOGsWPHDk6cOMHkyZNZu3YtERER6gUshBBCCGGKKnWBhq8pj/94Gc2VaN6t+y6WFpZsPr+ZqLNRakZnVu5tg9YvvJ+0QXuQKzFwNQYsrCBEqq4L86V6Ur5u3Tri4uJ4/vnns623srJi1apVeHp60qlTJ6pWrcrs2bP59ddfad++vUrRCiGEEEKYsOYfQGATyLgNC/oRaO3GwIoDAZi4cyKpmakqB2geNp/fzLmkczhbO9OhfIdHP8FcHflDWVZoDnauqoYihJpUv6e8devWD5xOFRwczJIlS4o4IiGEEEKIYkprCd1nwY9N4MZJWDaMod1msPLUSs4nnWfGoRmMqD5C7ShLvLnRcwHoGtwVO0s7laMxYTJ1XQjABEbKhRBCCCFEAXJwh16/gdYGjq7Gfts0RtceDcDMgzM5m3BW5QBLtpPxJ9l2cRsaNPQK7aV2OKbr6lG4ckSZuh4qs2CFeZOkXAghhBCipPGpAZ2mKI+jxtMqVSdF34rIvOh5ADT1bUo5p3IqR2PCskbJKzSTqevC7ElSLoQQQghRElXvC3WGAKBZNox3Q5+Vom+FLDE9kT9OKPdJ9w3vq3I0Ji7rfvKKndWNQwgTIEm5EEIIIURJ1eYz8K0HafEErniLgaF9ACn6Vlj+OP4HKZkpVHCpQF2vumqHY7quHYfLh8DCUqauC4Ek5UIIIYQQJZelNfT8FRzLwNVohp4+iJe9l7Homyg4eoOeeTHK1PU+YX2kDdrDHFmmLMs3BftSqoYihCmQpFwIIYQQoiRz8oKes8HCEvsjyxntXAmQom8Fbcv5LcQlxuFk5USnCp3UDse0Hc6auh6hahhCmApJyoUQQgghSjq/etB2AgCt/vuV+q5hpOvTmbBzgsqBlRxzYuYAEBEcgb2VvcrRmLDrJ+DyQWXqepj0cBcCJCkXQgghhDAPdV6Aan3RGPS8e2w3lhpLNp3bJEXfCsDp+NNsOb8FDRr63LlvXzxAVtX1wMYydV2IOyQpF0IIIYQwBxoNdPwSvKsRmHSdgRmWAEzYMUGKvj2h+bHzAWhUrhG+zr4qR2PiDkcqS5m6LoSRJOVCCCGEEObCyg56/Q52pRh67hheGhsp+vaEbmfcJvJ4JAD9wvqpG4ypu3ESLh0AjRbCOqodjRAmQ5JyIYQQQghz4uoH3Wdij4bRl84BUvTtSfxx/A9uZ9wmwDmAej711A7HtGWNkgc2Bgd3VUMRwpRIUi6EEEIIYW4qNIOWY2mVnEL9lDQp+pZP97dBs9DIn9YPdSSr6npndeMQwsTIbw4hhBBCCHPU4FU0FSN49/p1LA0GKfqWD/9d+I/TCadxsHKgc5Akmg914xRc3KdMXQ+XlnFC3EuSciGEEEIIc6TRQOdvCXQNYmB8AgATto+Xom+PYW7MXAAigiJwsHJQORoTlzVKHvA0OHioG4sQJkaSciGEEEIIc2XjCL3mMDTFgFdmJudvX5Cib3l0NuEsm85tAqB3aG+VoykGslqhVYpQMwohTJIk5UIIIYQQ5swjCPsuPzL6+k0AZh74SYq+5cG82HkYMNCwbEMCXALUDse03TwNF/aCxgLCZOq6EPeTpFwIIYQQwtyFtqNV7Veon5JCukHHhM3vqR2RSUvOSCbyWCQAfcP6qhtMcXBkubL0bwiOnurGIoQJkqRcCCGEEEKgafou7zpWVIq+XdtH1LE/1Q7JZK04uYLEjET8nPx4uuzTaodj+mTquhAPJUm5EEIIIYQACwsCu/3KwDTlz8MJWz8gNS1J5aBMj8FgYG60UuBN2qDlwa04OL9bmboe/oza0QhhkuS3iBBCCCGEUNi5MbTjL3hl6jhPJjNXPKd2RCZn+6XtnIg/gZ2lnbRBy4usquv+DcGxtLqxCGGiJCkXQgghhBBG9mVrMjpEqSY+IyGas7tnqhyRackaJX+mwjM4WTupHE0xkJWUV5QPMIR4EEnKhRBCCCFENq2eHkN9a0/SLTRM2DkRrsSoHZJJOJd4jn/O/QNIgbc8iT8H53YCGpm6LsRDSFIuhBBCCCGy0Wg0vNvmRywNsMnOmqjFvSE1Xu2wVLcgdgF6g5763vUp71pe7XBMn3HqegNwKqNuLEKYMEnKhRBCCCFEDoGlghh4ZzR4gnUaqUuHgl6vclTqSclMYemxpQD0DZdR8jw5HKksK0aoGYUQJk+SciGEEEIIkauhtV7Dy6YU560smXllG2z+Qu2QVLPy5EoS0hMo61iWRmUbqR2O6Ys/B+d2oExd76R2NEKYNEnKhRBCCCFEruyt7Bld738AzHBx5uzmiXB0jcpRFT2DwcDcmLtt0LQWWpUjKgai7/S596sHzt7qxiKEiZOkXAghhBBCPFAr/1bU966vFH1zd4OlL8D1E2qHVaR2Xd7FsZvHsLO0o0twF7XDKR5k6roQeSZJuRBCCCGEeCCNRsO7dd/F0sKSTfZ2RGnSYUF/SL+tdmhFJqsNWsfyHXG2dlY5mmIg4QKc/U95XFGqrgvxKJKUCyGEEEKIhwp0CWRgxYEATPB0J/XqEVj+ChgMKkdW+C4mXWTD2Q2AMnVd5MGR5crStx44+6gbixDFgCTlQgghhBDikYZWHUoZ+zKc11ow09UVDi2Bbd+qHVahy2qDVterLsFuwWqHUzwciVSWlSLUjEKIYkOSciGEEEII8Uj2Vva8VectAGa4uXLW0hLWfgCnNqkcWeFJzUxl8bHFAPQJl1HyPEm4CHF3pq6Hy9R1IfJCknIhhBBCCJEnxqJvBh0TAyqBQQeLnlPaX5VAf536i/i0eHwcfGharqna4RQP0X8CBij3FLiUVTsaIYoFS7UDMBU6nY6MjAy1wxAmKiMjA0tLS1JTU9HpdGqHYzasrKzQaqXtjBBCmIqsom9dl3flH91NonzCaHohRin89txfYGWrdogF5t42aL3CekkbtLySqetCPDazT8oNBgOXLl3i1q1baociTJjBYMDLy4uzZ8+i0WjUDsesuLq64uXlJe+7EEKYiKyibzMOzWCCmyP1brphe2EPrHoTnvkGSsjv671X9hJzIwZbrS3dgrupHU7xkHgJzmxVHsvUdSHyzOyT8qyEvHTp0tjb28sf/iJXer2epKQkHB0dsbCQuz6KgsFgIDk5mStXrgDg7e2tckRCCCGyDK06lBUnV3A++TIz63Rn+OYZsPc3KFsTaj+vdngFYk70HAA6lO+Ai42LytEUE1lT18vWBldftaMRotgw66Rcp9MZE3J3d3e1wxEmTK/Xk56ejq2trSTlRcjOzg6AK1euULp0aZnKLoQQJiKr6Nuof0Yx4/xGOjV6Dd9NX8Gqt6BMFfCto3aIT+TS7Uusj1sPSBu0x3LkD2UpU9eFeCxmnV1k3UNub2+vciRCiAfJ+vmUmg9CCGFajEXf9OlMNFyF8E6gz4CF/SHxstrhPZGFsQvRGXTUKlOL0FKhaodTPCRdgTNblMcVO6sbixDFjFkn5VlkyroQpkt+PoUQwjRlFX2ztLDkn3ObiKrTDzxCIfEiLBoEuuL5YWqaLo3FR5U2aP3C+6kcTTESvRwMeihbC1z91I5GiGJFknIhhBBCCJEvWUXfACbsnUpqj5lg7QRxW2HN+ypHlz+rT63mZtpNvBy8aObbTO1wio/DkcqyYoSaUQhRLElSLh4pMjKSoKAgtFotI0eOfOC6+/3yyy+4uroavx87dizVq1cv9HjzqmnTpg+MvaAFBAQwZcqUIjmXEEIIUZSGVh1KGfsynE86z8yLm6DrD8qG7d/D/gXqBveYsrVBC+2FpYVZl1/Ku6Sr90xdl6rrQjwuScoLwKlrt5m4OoZX5u1l4uoYTl27XejnHDRoEBERETnWR0VFodFoCrTF27Bhw+jevTtnz57l448/fuC6R3nzzTdZv359gcV1v/Hjx6PVavn8888L7RyPcv8HEVl27tzJ0KFDC+QcY8eORaPRPPRLCCGEKCpZRd8AZhycwVmfqtB4tLLxz9fg4gEVo3s8+6/u58j1I1hbWEsbtMcR86cydd2nBrgFqB2NEMWOqkl5QEBArgnFiBEjjPts27aN5s2b4+DggLOzM40bNyYlJUXFqLNbuOssLSZH8eOmk6w8cIEfN52kxeQoFu06q3ZoBSIpKYkrV67Qpk0bfHx8cHJyynVdXjg6OhZqlfuZM2fy1ltvMXPmzEI7R355enoWWEHBN998k4sXLxq/ypUrx0cffZRt3b3S09ML5LxCCCHEg2Qr+rZzIjR9F4JaQmYKLOgHyTfUDjFP5kYro+Tty7fHzdZN5WiKEZm6LsQTUTUp37lzZ7ZEYu3atQD06NEDUBLytm3b0rp1a3bs2MHOnTt5+eWXC7UllcFgIDk9M09fRy7G886SA+gNoNMbsi3fXnKA6IvxeT6WwWAolNezZMkSKlWqhI2NDQEBAUyePDnb9rS0NN58803Kli2Lg4MDdevWJSoqClBG3bMS7ubNm6PRaB64DpRRYj8/P+zt7enSpQvXr1/Pdq77p69njfZ/8cUXeHt74+7uzogRI7JV2b548SIdOnTAzs6OwMBA5s6dm+tU8H/++YeUlBQ++ugjEhIS2Lp1a7btt2/fZsCAATg6OuLt7Z3jfQD47bffqF27Nk5OTnh5edG3b19jj2yAf//9F61Wy8qVK6latSq2trbUq1ePQ4cOGd+v5557jvj4eOMHTGPHjgWyT1/v27cvvXr1ynbujIwMPDw8mD17NqC0YBs/fjyBgYHY2dlRrVo1Fi9Wis44Ojri5eVl/NJqtcaYvby86N27Ny+//DIjR47Ew8ODNm3aAHDo0CHatWuHo6MjZcqUoX///ly7ds0Yw8POKYQQQjxM9qJv/xB1fjN0/UkZNb0VB0sGg16ndpgPdSX5CmvPKH+L9g3rq3I0xcjta3B6s/JYWqEJkS+q3ijj6emZ7fsJEyZQoUIFmjRpAsDrr7/Oq6++yjvvvGPcJzS0cNtSpGToqPjB3098HL0B2k39N8/7H/moDfbWBfvPsXv3bnr27MnYsWPp1asXW7duZfjw4bi7uzNo0CAAXn75ZY4cOcL8+fPx8fFh2bJltG3bloMHD9KgQQNiY2MJDQ1lyZIlNGjQgFKlSuW6bvv27QwePJjx48cTERHB6tWr+fDDDx8Z48aNG/H29mbjxo0cP36cXr16Ub16dYYMGQLAgAEDuHbtGlFRUVhZWfHGG29kS5SzzJgxgz59+mBlZUWfPn2YMWMGDRo0MG4fPXo0//zzD3/88QelS5fmvffeY8+ePdk+JMjIyODjjz8mNDSUK1eu8MYbbzBo0CBWrVqV7VyjR49m6tSpeHl58d5779GpUyeOHj1KgwYNmDJlCh988AGxsbGAkkDfr1+/fvTo0YOkpCTj9r///pvk5GS6dOkCKFPxf//9d77//nuCg4PZtGkTzz77LJ6ensafj4f59ddfeemll9iyRbm/69atWzRv3pwXXniBr776ipSUFN5++2169uzJhg0bCuScQgghzFtW0bcZh2YwYccE6nWOxLbX7/BzKzixATZ8Ai0f/beBWhYdXUSmIZMapWsQ7h6udjjFR/Sdqeve1WXquhD5ZDLVK9LT0/n9999544030Gg0XLlyhe3bt9OvXz8aNGjAiRMnCAsL49NPP+Xpp59+4HHS0tJIS0szfp+QkAAoCdf9fY4zMjIwGAzo9Xr0ej2AcVnU7o0hLwwGAytWrMiR9Ol0OuPxJk+eTPPmzfnf//4HQFBQEIcPH+bzzz9nwIABxMXFMWvWLE6fPo2Pjw8Ab7zxBqtXr2bmzJl8+umneHh4AODq6krp0qUBcl03ZcoU2rRpw5tvvgkoyf6WLVv4+++/ja8razbAvd+7ubnx9ddfo9VqCQkJoX379qxbt47BgwcTExPDunXr2L59O7Vr1wbgxx9/JDQ01PjvBsq/8eLFi9myZQt6vZ6+ffvSpEkTvvrqKxwdHUlKSmLGjBnMnj2bZs2UKqqzZs3Cz88v23GyPqiAuyPbdevWJSEhAQcHB+O2MWPG0KJFi2zHWbJkCT179sTJyQmNRmN8X+5/vXq9nlatWuHg4MCSJUvo378/AHPmzKFTp044ODiQkpLCZ599xpo1a6hfv74xns2bN/P999/TqFGjXK+He6+f4OBgJkyYYPz+008/pXr16nzyySfGdT///DP+/v7ExMTg7+//2OcsKnq9HoPBQEZGBlqtVrU4zEnW70rpDS9KOrnWC97zFZ9nxckVnE86z0/7f+LFqi+i6fAVln+8CP9+SWaZqhjCOqodZg7punQWxS4CoGdwzxJ5TRTW9a49HIkFoAvrhL4Evm+ieDKF3++Pc26TScojIyO5deuWMTE6efIkoEx5/uKLL6hevTqzZ8+mRYsWHDp0iODg4FyPM378eMaNG5dj/Zo1a3Lc02tpaYmXlxdJSUnG+24NBgPb3qiXp5i/2xzH3F0X0OUy89xCA/1q+zC8Ud76NGak3CYhNe8FujIyMmjUqFGOadi7du1i2LBhJCYmcvjwYdq3b2/8YAKgRo0aTJ06lZs3b7J9+3Z0Oh1hYWHZjpGWloazszMJCQkkJiYCkJycbDxObusOHz5Mx44dc5xr9erVxnVpaWnodLpsH5SEhIRw+/bdwnju7u4cOXKEhIQE9u3bh6WlJUFBQcbnlC5dGldXV1JTU43rZs2aRUBAAIGBgSQkJFC+fHnKlSvHr7/+Sv/+/Tl48CDp6elUrFjR+Jys46anpxvX7du3jwkTJnDo0CHi4+ONSe6RI0eyvUeVK1fOcZz9+/fTtm1bUlNTMRgM2d4HUBLLe2Pu3Lkzv/32G507d+b27dssX76cn3/+mYSEBKKjo0lOTjZOO8+Snp5O1apVH3nszMxMqlSpkm2/3bt3ExUVhbOzM/c7ePAgN2/efKxzFqX09HRSUlLYtGkTmZmZqsVhjrJuKRKipJNrvWA1oxnzmc/MQzNxOOOAu9adyp5tqHD1b1j2IptCPyTJtqzaYWazL30f11Ov46RxIv1QOqsOr3r0k4qpgrzerTMTaXNqEwAbLjuTvKrkvm+ieFLz93tycnKe9zWZpHzGjBm0a9fOOGKblRANGzaM5557DlCSvPXr1zNz5kzGjx+f63Heffdd3njjDeP3CQkJ+Pr60rp16xwJSWpqKmfPnsXR0RFbW1vjepc8xjyokTVzdl144PbnGgdRxt3hgdufhJWVFc7OzjlajGVVXXdyckKr1WJjY5PtddvZ2QHg7OyMXq9Hq9Wyc+fOHCOQjo6Oxn0A7O3tjcfJbV1u57K1tUWj0RjX2djYoNVqjd9bWVlhZ2eX7Tk2NjZYWFjg7OycLdZ76whoNBpsbW2Nz5s3bx4xMTHGEfysGOfPn8+IESOMswmcnJyynUur1WJtbY2zszO3b9+me/futG7dmjlz5uDp6UlcXBzt2rXD2to6WzG73I6T9drvf81ZLCwsssU8aNAgmjVrRmpqKhs2bMDOzo6uXbtiZWVlfM6ff/5J2bLZ/2i5/z3O7diWlpa4urpm2y81NZWOHTtmGz3P4u3tbbwvPq/nLEqpqanY2dnRuHHjbD+novBkZGSwdu1aWrVqle2aFKKkkWu9cLQztOPUxlNsv7SdXU67mNp0KuhaoZ/bDcu4rTS/MoPM59aCTd4KxRaF+X/Ph2ToX6U/nSp3UjucQlEY17tm729YHNRjKFOFpl2eK5BjClEQTOH3++MMaplEUn7mzBnWrVvH0qVLjeu8vb0BqFixYrZ9w8PDiYuLe+CxbGxssLGxybHeysoqxz+ITqdDo9FgYWGRr+JxFUo7MbFbVd5ecgCNRoPBYDAuJ3arSnnPwvvPJquQ2P1xZ31vYWFBeHg4W7duzbbPtm3bCAkJwcrKilq1aqHT6bh27doDpyffe7x7H9+/Ljw8nB07dmQ71/bt27Ptn9Wq697v738N9+4THh5OZmYm+/fvp1atWgAcP36cmzdvGp938OBBdu3aRVRUFKVKlTIe58aNGzRt2pSjR48SHByMlZUVO3fuJCAgAICbN29y9OhRmjRpgoWFBUePHuX69etMnDgRX19fAPbs2WOM5d42Yzt27MhxnIoVKxqTY51Ol+v1dO9rffrpp/H19WXRokX89ddf9OjRw3jdVq5cGRsbG86dO2ecbv8oub2P935fq1YtlixZQvny5bG0zPljn59zFpWs9z+3n2FRuOQ9F+ZCrvWC91699+i2vBubL2xmy6UtNPVtCj1nww+N0Vw/jtWKV6Dnb1CIxXvz6uDVgxy6fggrCyt6hvUs8ddCgV7vsX8CoKncpcS/b6J4UvP3++Oc1ySS8lmzZlG6dGk6dOhgXBcQEICPj4+xYFaWo0eP0q5du6IO8YF61PalTkApFuw6y7mbKZRzs6NXbV8CPApnhPxxjBo1ijp16vDxxx/Tq1cvtm3bxrRp0/juu+8ACAkJoV+/fgwYMIDJkydTo0YNrl69yvr166latWq2f49HefXVV2nYsCFffPEFnTt35u+//2b16tVPFH9YWBgtW7Zk6NChTJ8+HSsrK0aNGoWdnZ0xSZ4xYwZPPfUUjRs3zvH8OnXqMGPGDD7//HMGDx7M6NGjcXd3p3Tp0vzvf//LlrT6+flhbW3NN998w4svvsihQ4ce2H/9o48+wt3dnTJlyvC///0PDw8PY8/4gIAAkpKSWL9+PdWqVcPe3v6BrdD69u3L999/z9GjR9m4caNxvZOTE2+++Savv/46er2ep59+mvj4eLZs2YKzszMDBw587PdyxIgR/PTTT/Tp04e33nqLUqVKcfz4cebPn8/PP/9cKOcUQghhvsq7lM9e9M27HraOntDrd5jVFmJWwL9fQuM31Q6VuTFKG7S2AW1xtyu81q0lTvINOPmP8lhaoQnxRFT/eFKv1zNr1iwGDhyYbQRPo9EwevRovv76axYvXszx48cZM2YMMTExDB48WMWIcwrwcODttmF806cGb7cNM4mEHKBmzZosXLiQ+fPnU7lyZT744AM++uijbAXNZs2axYABAxg1ahShoaFERESwc+dO/Pzydi98lnr16vHTTz8xdepUqlWrxpo1a3j//fef+DXMnj2bMmXK0LhxY7p06cKQIUNwcnLC1tbWWBywW7duuT63W7duzJ49m4yMDD7//HMaNWpEp06daNmyJU8//bRx9B2UTgC//PILixYtomLFikyYMIEvvvgi1+NOmDCB1157jVq1anHp0iX+/PNPrK2tAWjQoAEvvvgivXr1wtPTk0mTJj3wtfXr148jR45QtmxZGjZsmG3bxx9/zJgxYxg/fjzh4eG0bduWlStXEhgY+LhvIQA+Pj5s2bIFnU5H69atqVKlCiNHjsTV1dX44URBn1MIIYR5G1p1KGXsy3A+6TwzD81UVparBe3v/P+64RM4tk69AIFrKddYfVoZROgbLm3QHkvMSjDooEwVcK+gdjRCFGsaQ2E1yM6jNWvW0KZNG2JjYwkJCcmxfcKECXz77bfcuHGDatWqMWnSpIdWX79fQkICLi4uxMfH53pP+alTpwgMDJR7VYuJc+fO4evry7p164wV0IuCXq9n1apVdOrUiZs3b+Lq6lpk5zZ38nNa9DIyMli1ahXt27eX6YiiRJNrvfCtOb2GUf+MwtrCmsjOkfg6K7eIsfxV2PMr2LrC0Cgopc4HwNP3T+e7fd9R1bMqc9rPUSWGolLg1/vv3eD4Omj+PjQe/eTHE6IAmcLv94flofdTfaS8devWGAyGXBNygHfeeYezZ89y+/Zttm7d+lgJuSj+NmzYwPLlyzl16hRbt26ld+/eBAQE5DpdXQghhBCmpZV/K+p51yNdn87EnRPvbmj/OZStBam3YMGzkJ73KsUFJUOXYWyD1jdMRskfS/INOBmlPK7YRdVQhCgJVE/KhXiYjIwM3nvvPSpVqkSXLl3w9PQkKipKRjSEEEKIYkCj0fBu3XextLDkn3P/EHU2StlgaaMUenPwhMuH4M9XoYgnb66LW8fVlKt42HnQ2r91kZ672ItdBfpMKFMZPILUjkaIYk+ScmHS2rRpw6FDh0hOTuby5cssW7YMf39/VWJ5+umn0el0MnVdCCGEeAxZRd8AJuyYQGpmqrLBpSz0+AU0Wji4CLZ/X6RxzYlWpqv3DOmJlVY+7H8sR/5QlhU7qxuHECWEJOVCCCGEEKJQ5Vr0DSDgaWj9ifL47//B6X+LJJ7D1w+z/+p+LC0s6RHao0jOWWKk3IITd7rGSNV1IQqEJOVCCCGEEKJQ2VvZ81adtwCYcXAGZxPP3t1Y7yWo0kOp5L1oEMSfL/R45kYrbdBa+7fGw86j0M9XosSuAn0GlK4InrnXhBJCPB5JyoUQQgghRKHLVvRtxz1F3zQa6PS10lrr9lVYOAAy0wotjusp1/nr1F+AtEHLl8ORylJGyYUoMJKUCyGEEEKIQvfAom8A1vbQ6zelRdr5XfDXW4UWx5JjS8jQZ1DZvTJVPaoW2nlKpJRbcGKD8rhShJqRCFGiSFIuhBBCCCGKRHmX8gyoOAC4r+gbKL3Ku80ANLD7F9j9a4GfP0OfwYLYBYAySq7RaAr8HCXa0dXK1HXPMPAMVTsaIUoMScqFEEIIIUSRGVZ1WO5F3wCCW0Lz/ymPV70J53YV6Lk3xG3gSvIVStmWok1AmwI9tlmQqetCFApJysUjRUZGEhQUhFarZeTIkQ9cd79ffvklW/uwsWPHUr169UKPVwghhBCm66FF3wCeHgVhHUGXDgv6Q9KVAjt3VoG37iHdsdZaF9hxzUJqPJxYrzyWqetCFChJygvC9ROwbiwsfl5ZXj9R6KccNGgQEREROdZHRUWh0Wi4detWgZ1r2LBhdO/enbNnz/Lxxx8/cN2jvPnmm6xfv77A4sp6rQ/7ioqKKrDzCSGEEKJgPLDoG4CFBURMB/dgSLwAi54DXcYTnzPmRgx7ruzBUmNJz5CeT3w8sxO7WvmgxCMUSoerHY0QJYok5U9q7+8wrTZs+RoOL1OW02rD3jlqR1YgkpKSuHLlCm3atMHHxwcnJ6dc1+WFo6Mj7u7uBRZbgwYNuHjxovGrZ8+etG3bNtu6Bg0aGPdPT08vsHMLIYQQIv8eWvQNwNYZes8Ba0c48y+s/fCJz5k1St7SvyVlHMo88fHMzpE/lGXFzurGIUQJJEn5/QwGSL+dt69LB2H5K2DQK701710ufxkuHcr7sQyGQnk5S5YsoVKlStjY2BAQEMDkyZOzbU9LS+PNN9+kbNmyODg4ULduXePoclRUlDHhbt68uXHkObd1oExX9/Pzw97eni5dunD9+vVs57p/+nrWaP8XX3yBt7c37u7ujBgxgoyMu5+GX7x4kQ4dOmBnZ0dgYCBz584lICCAKVOmYG1tjZeXl/HLzs4OGxsb4/fff/89Tz31FD///DOBgYHY2toCcOvWLV544QU8PT1xdnamefPm7N+/P1usf/zxBzVr1sTW1pby5cvz0UcfkZmZ+cT/HkIIIYRQPLToGyiFxCKmK4//+xYOLMr3uW6l3mLVqVWAtEHLl9QEOL5OeSxT14UocJZqB2ByMpLhM58nP45BD983zPv+710Aa4cnP+89du/eTc+ePRk7diy9evVi69atDB8+HHd3dwYNGgTAyy+/zJEjR5g/fz4+Pj4sW7aMtm3bcvDgQRo0aEBsbCyhoaEsWbKEBg0aUKpUqVzXbd++ncGDBzN+/HgiIiJYvXo1H3746E+1N27ciLe3Nxs3buT48eP06tWL6tWrM2TIEAAGDBjAtWvXiIqKwsrKijfeeIMrV/J+b9nx48dZsmQJS5cuRavVAtCjRw/s7Oz466+/cHFx4YcffqBFixYcPXqUUqVKsXnzZgYMGMDXX39No0aNOHHiBEOHDiUtLY1PP/308f8hhBBCCJGrYVWHsfLkSmPRt+HVh2ffoeIz8PQb8O+XykBI6XDwqvzY51lybAlpujTCS4VT3bN6wQRvTo7+Dbo05ZaC0hXVjkaIEkeS8mJsxYoVODo6Zlun0+mMj7/88ktatGjBmDFjAAgJCeHIkSN8/vnnDBo0iLi4OGbNmkVcXBw+PsoHEW+++SarV69m1qxZfPbZZ5QuXRqAUqVK4eXlBZDruqlTp9K2bVveeust47m2bt3K6tWrH/oa3NzcmDZtGlqtlrCwMDp06MD69esZMmQIMTExrFu3jp07d1K7dm0Afv75Z4KDg/P8HqWnpzN79mw8PT0B+Pfff9mxYwdXrlzBxsYGgC+++ILIyEgWL17M0KFDGTduHO+88w4DBw4EoHz58owbN463335bknIhhBCiAGUVfRv1zyhmHJxBpwqd8HXyzb5T8/fh4j6lP/aCfjBkI9iXyvM5MvWZzI+dD0gbtHw7EqksK0WAvH9CFDhJyu9nZa+MWufFxs/gv+nKlPX7abRQ7yVo9l7ez/uYmjVrxvTp07Ot2759O88++ywA0dHRdO6c/b6fhg0bMmXKFHQ6HQcPHkSn0xESEpJtn7S0tMe+9zs6OpouXbpkW1e/fv1HJuWVKlUyjmADeHt7c/DgQQBiY2OxtLSkZs2axu1BQUG4ubnlOS5/f39jQg6wf/9+kpKScry+lJQUTpw4Ydxny5Yt2RJwnU5HamoqycnJOT4IEUIIIUT+ZRV9++/if0zcMZFpLaZl38FCq/Qv/7EJ3DwNS4dA34XK+jyIOhvFpduXcLNxo11guwKPv8RLS4Rja5XH0gpNiEIhSfn9NJq8TyOv/Tz8990DNhqU7QU8Jf1eDg4OBAUFZVt37ty5PD8/KSkJrVbL7t27syXGQJElnlZWVtm+12g06PX6Aju+g0P29z8pKQlvb+9cq7JntW9LSkpi3LhxdO3a1bhNr9eTlJRkvC9dCCGEEAUjq+hbt+XdjEXfmvo2zb6TfSnoNQdmtFLubY4ar4yg58HcGKXAW7eQbthobQo2eHOQNXW9VAUoU0ntaIQokSQpfxLuFeCZaUpRNzSA4e7ymWnKdhWFh4ezZcuWbOu2bNlCSEgIWq2WGjVqoNPpuHLlCo0aNXric23fvj3buv/++++JjhkaGkpmZiZ79+6lVq1agHKP+M2bN/N9zJo1a3Lp0iUsLS0JCAh44D6xsbHZPvDQ6/UkJCRgYSG1EYUQQoiCllX0beahmUzYMYF63vWwtbzvg3DvqtDpa1g2FDZ9Do5ekHAObsWBqx/U6J/jb6+jN4+y89JOtBotvUJ7FeErKkFk6roQhU6S8idVox/41YO9vz30PwU1jBo1ijp16vDxxx/Tq1cvtm3bxrRp0/juO2V0PyQkhH79+jFgwAAmT55MjRo1uHr1KuvXr6dq1ap06NAhz+d69dVXadiwIV988QWdO3fm77//fuTU9UcJCwujZcuWDB06lOnTp2NlZcWoUaOws7PL9/1gLVu2pH79+kRERDBp0iRCQkK4cOECK1eupEuXLtSuXZsPPviAjh074ufnR/fu3bGwsGDv3r3s2bOHSZMmPdFrEkIIIUTuHln0DaBaL7iwB7Z/D6tGKbcLZg2KbJmqDIrU6GfcPasNWnO/5ng5eBXNCylJ0pJk6roQRUCG/QqCewVoORa6z1SWJpCQgzLiu3DhQubPn0/lypX54IMP+Oijj4yV1wFmzZrFgAEDGDVqFKGhoURERLBz5078/Pwe61z16tXjp59+YurUqVSrVo01a9bw/vt5m1b2MLNnz6ZMmTI0btyYLl26MGTIEJycnPI9jVyj0bBq1SoaN27Mc889R0hICL179+bMmTOUKaP0LG3Tpg0rVqxgzZo11KlTh3r16jF16lR8fX0fcXQhhBBC5FdW0TeAGQdncDbxbO471nru7uPcWtJeV2rExKfFs/LkSgD6hkkbtHw59jdkpkKp8uBVRe1ohCixNAZDITXINhEJCQm4uLgQHx+Ps7Nztm2pqamcOnUqWw9rYdrOnTuHr68v69ato0WLFkV23qzp687OzjKFvYjJz2nRy8jIYNWqVbRv3z5H3QchShK51k2PwWBg6Nqh/HfxP5qUa5Kz6BvAurGw5euHF9pt8ym/HPqFybsnE+IWwuJOi82+6nq+rvcF/SF6udKWruWjW90KYSpM4ff7w/LQ+0l2IUzahg0bWL58OadOnWLr1q307t2bgIAAGjdurHZoQgghhChgWUXfLC0sjUXfcrgVhzJlPRcGHWybhm5Seebv+gqAvjo7NDt+hNi/4NIhSI0vrPBLlvTb90xd7/zwfYUQT0TuKRcmLSMjg/fee4+TJ0/i5OREgwYNmDNnjoxoCCGEECXUI4u+ufqhFNZ9sH9I5rzGARedjvYHVsD+P7PvYOuiHMfFT1m6+oKL753HfmDnJkXNjq2BzBRwCwDvampHI0SJJkm5MGlt2rShTZs2aochhBBCiCL00KJvNforRd1yo7GAIRuZu3sC3DhMV8/a2PmUg/g4ZYT91llIuaGMll86qHzlxtrxniT9ztLFF1z9le8dPEt+0n44UllWjCj5r1UIlUlSLoQQQgghTIq9lT2j64zmzX/eZMbBGXSq0AlfpzsFVx/RkvaEvRPbbxzGQmNB72YTwNEn+8HTkiD+rJKg3zpz5/GdhP1WHNy+AulJcDVa+cqNpR24lLsvab/nsaMXFOcaNOnJykg5KK3QhBCFSpJyIYQQQghhclr7t6aedz3+u/gfE3dMzF707SEtaedu+xiApuWa4nN/Qg5g4wilw5Wv3GSkQPyd/ue34nIm7YkXlWnd148pX7mxsLqTtPvmnCbv6gdOPqA14T/Dj6+FjGQlVu/qakcjRIlnwr8NhBBCCCGEucoq+tZteTdj0bemvk3v7pDVkvYeCekJ/HlSuX+8X3g/8sXKDjyCla/cZKZDwrm7Sbpx1D1OmSYffx70GXDzlPKV64vTgnPZ+6bG35O0O5cDS+v8xV8QZOq6EEVKknIhhBBCCGGSHln07T6RxyJJyUwhyDWIOl51CicoS2ulb3ep8rlv12Uqo+nZRtnjsifw+ow7CXwcnNmSy0E04OR9XwG6+6bJW9kVzuvLSIGjfyuPZeq6EEVCknIhhBBCCGGy7i36NuvQLF6q/lKu++n0OubFzAOgT1gf9fqSay3vJNC+uW/X6yHp8j1J+pn7Rt3jIDMVEi8oX2e3534cB8/7Rtn97vneF2ycHj/26ydg7QeQcRtsnMHG5fGPIYR4bJKUCyGEEEIIk3Vv0befD/5Mxwod7xZ9u8e/5//lXNI5nKyd6Fi+owqR5pGFBTh7K1/UzbndYIDb17JXjL9/1D09CW5fVb7O7879PHZu2arGWzj54HXrClzyBY9AsHXNPjV97++w/BXl/ABpifBtHaWoXo183goghMgTScrNyNixY4mMjGTfvn2Ffq5BgwZx69YtIiMjC/1cRSEqKooWLVpw/fp1SpUqpXY4QgghhFl5aNG3O+bGzAWga1BX7K3sizrEgqPRgKOn8lW2Vs7tBgOk3MxZgO7eUffUW8o+KTfh4n4AtNz5CGDGnXZyNs53R9ltneHAQpRK9sYTKeda/rJSVM+9QqG+bCHMWTHu1WA6ziScYcruKbz1z1tM2T2FMwlniuzc27ZtQ6vV0qFDhyI7571Onz6NRqPJkehPnTqVX375pUDPFRAQgEajQaPRYG9vT5UqVfj5558L9Bxqi4qKMr7Ge7/ef/991WO6detWtvWDBg1Co9Hw4osv5njOiBEj0Gg0DBo0KMf+WV/u7u60bduWAwcOFPIrEEIIUdxlFX2ztLA0Fn2716n4U2y9sBUNGnqF9VIlxiKj0YB9KfCuBuGdoP5waDcBes+BF/+Fd87AO2fhpa3QZwG0+xwavII+7Blu2pfHYO+hHCctAa4chqN/wYEFZE/Is51QqXIvhCg0MlL+hJYdW8bYbWPRoMGAAQ0aZh2exbgG44gIiij088+YMYNXXnmFGTNmcOHCBXx8cmn9oQIXl8K5B+mjjz5iyJAhJCcns2jRIoYMGULZsmVp165doZxPLbGxsTg7Oxu/d3R0zNdxdDodGo0Gi0Lqlerr68v8+fP56quvsLNTCs6kpqYyd+5c/Pz8cuzftm1bZs2aBcClS5d4//336dixI3FxcYUSnxBCiJLjYUXfsu4lb1KuSa5T282OrTPYVoIylYyrdBkZbFq1ivbt22NlSL/T9u3O6Pr2H+Ba7AMOZlBG4oUQhUZGyu9jMBhIzkjO01fM9RjGbh2L3qBHZ9BlW3645UNib8Tm+VgGw4M+nXywpKQkFixYwEsvvUSHDh1yjExPmDCBMmXK4OTkxODBg0lNTc22fefOnbRq1QoPDw9cXFxo0qQJe/bsybaPRqNh+vTptGvXDjs7O8qXL8/ixYuN2wMDAwGoUaMGGo2Gpk2bAsqoaEREBAA//vgjPj4+6PX6bMfu3Lkzzz//vPH7P/74g5o1a2Jra0v58uUZN24cmZmZ2Z7j5OSEl5cX5cuX5+2336ZUqVKsXbv2sV/Tzz//TJcuXbC3tyc4OJjly5dn22fVqlWEhIRgZ2dHs2bNOH36dI73f8mSJVSqVAkbGxsCAgKYPHlytu0BAQF88sknDBgwAEdHR/z9/Vm+fDlXr16lc+fOODo6UrVqVXbt2pXj2KVLl8bLy8v4lZWU37x5kwEDBuDm5oa9vT3t2rXj2LG7PVJ/+eUXXF1dWb58ORUrVsTGxoa4uDjS0tJ48803KVu2LA4ODtStW5eoqCjj886cOUOnTp1wc3PDwcGBSpUqsWrVKk6fPk2zZs0AcHNzyzH6XbNmTXx9fVm6dKlx3dKlS/Hz86NGjRo5XpeNjY3xNVWvXp133nmHs2fPcvXq1Rz7CiGEEPcbVnUYZezLGIu+ASSlJ/HH8T8A6BPeR83wig9rB/AMheCWUGcwhLVX2rTlSqNMcRdCFBpJyu+TkplC3bl18/TVY0UP9OhzPY4ePd3/7J7nY6Vkpjx2rAsXLiQsLIzQ0FCeffZZZs6caUzuFy5cyNixY/nss8/YtWsX3t7efPfdd9men5iYyMCBA/n333/577//CA4Opn379iQmJmbbb8yYMXTr1o39+/fTr18/evfuTXR0NAA7duwAYN26dVy8eDFbcpalR48eXL9+nY0bNxrX3bhxg9WrV9Ovn1I4ZPPmzQwYMIDXXnuNI0eO8MMPP/DLL7/w6aef5v7+6vUsWbKEmzdvYm19t49nXl/TuHHj6NmzJwcOHKB9+/b069ePGzduAHD27Fm6du1Kp06d2LdvHy+88ALvvfdetufv3r2bnj170rt3bw4ePMjYsWMZM2ZMjg9GvvrqKxo2bMjevXvp0KED/fv3Z8CAATz77LPs2bOHChUqMGDAgDx/KDNo0CB27drF8uXL2bZtGwaDgfbt25ORkWHcJzk5mYkTJ/Lzzz9z+PBhSpcuzcsvv8y2bduYP38+Bw4coEePHrRt29aY0I8YMYK0tDQ2bdrEwYMHmThxIo6Ojvj6+rJkyRJAGb2/ePEiU6dOzRbT888/bxz9Bpg5cybPPffcI19LUlISv//+O0FBQbi7u+fp9QshhDBvWUXfAH468BMfbfuI5/9+nuTMZHwdfanvXV/lCIupGv158PR1w53tQojCIkl5MTZjxgyeffZZQJkWHB8fzz///APAlClTGDx4MIMHDyY0NJRPPvmEihUrZnt+8+bNefbZZwkLCyM8PJwff/yR5ORk4zGy9OjRgxdeeIGQkBA+/vhjateuzTfffAOAp6cnAO7u7nh5eeVaBM3NzY127doxd+5c47rFixfj4eFhHIUdN24c77zzDgMHDqR8+fK0atWKjz/+mB9++CHbsd5++20cHR2xsbGhe/fuuLm58cILLzz2axo0aBB9+vQhKCiIzz77jKSkJOMHDNOnT6dChQpMnjyZ0NBQ+vXrx8CBA7M9/8svv6RFixaMGTOGkJAQBg0axMsvv8znn3+ebb/27dszbNgwgoOD+eCDD0hISKBOnTr06NGDkJAQ3n77baKjo7l8+XK255UrVw5HR0fj1/Xr1zl27BjLly/n559/plGjRlSrVo05c+Zw/vz5bAX1MjIy+O6772jQoAGhoaFcu3aNWbNmsWjRIho1akSFChV48803efrpp43JdFxcHA0bNqRKlSqUL1+ejh070rhxY7RarfHfNGv0/v5bE5599ln+/fdfzpw5w5kzZ9iyZYvxurzfihUrjK/JycmJ5cuXs2DBgkKbXi+EEKLkae3fmvIu5ckwZLDo6CKibygDBeeSzvHHiT9Ujq6Ycq+gVFnXWCgj5vcun5kmRd6EKGRyT/l97Czt2N73Af0g7/Ptvm+ZEz0HnUGXY5tWo6VfeD9GVB+R5/M+jtjYWHbs2MGyZcsAsLS0pFevXsyYMYOmTZsSHR2dowBX/fr1s41WX758mffff5+oqCiuXLmCTqcjOTk5x/299evXz/H941Zw79evH0OGDOG7777DxsaGOXPm0Lt3b2Mytn//frZs2ZJtZFyn05GamkpycjL29koV1dGjRzNo0CAuXrzI6NGjGT58OEFBQY/9mqpWrWp87ODggLOzM1euXAEgOjqaunWztyipV69etu+jo6Pp3LlztnUNGzZkypQp6HQ6tFptjvOUKVMGgCpVquRYd+XKFby8vIzrN2/ejJPT3f6ibm5ubNmyBUtLy2yxubu7Exoaapy5AGBtbZ3tvAcPHkSn0xESEpIt3rS0NOMI9auvvspLL73EmjVraNmyJd26dct2jIfx9PQ03j5hMBjo0KEDHh4eue7brFkzpk+fDihT8b/77jvatWvHjh078Pf3z9P5hBBCmLe4xDhOxZ/Ksd6AgQ+3fkjN0jXxc5bp1o+tRj+lyvre35R7yF39lBFySciFKHSSlN9Ho9HkuY1Gz9Ce/B79e67bDBjoFdqr0FpyzJgxg8zMzGyF3QwGAzY2NkyblrNNSG4GDhzI9evXmTp1Kv7+/tjY2FC/fn3S09MLPN5OnTphMBhYuXIlderUYfPmzXz11VfG7UlJSYwbN46uXbvmeK6tra3xsYeHB0FBQQQFBbFo0SKqVKlC7dq1jbMA8vqarKyssn2v0Why3PNeEO49j+ZOL9Dc1t1/7sDAQFxdXfN1Tjs7O+NxQXlvtVotu3fvNn5YkCXrXvUXXniBNm3asHLlStasWcP48eOZPHkyr7zySp7O+fzzz/Pyyy8D8O233z5wPwcHh2wfovz888+4uLjw008/8cknn+T5NQohhDBfy44tw0JjkeugiAYNS48tZWStkUUfWEngXgFajlU7CiHMjswZfQL+zv6MazAOC40FWo0223Jcg3GF9iltZmYms2fPZvLkyezbt8/4tX//fnx8fJg3bx7h4eFs3559xP+///7L9v2WLVt49dVXad++vbFg2bVr13Kc7/7n/ffff4SHhwMY7+fW6XL+x3gvW1tbunbtypw5c5g3bx6hoaHUrFnTuL1mzZrExsYaE+57vx40tdnX15devXrx7rvvPvZrepjw8HDjVPYs97+X4eHhbNmyJdu6LVu2EBISkiPxLSjh4eFkZmZmi+X69evExsbmuDXhXjVq1ECn03HlypUc7+29o/O+vr68+OKLLF26lFGjRvHTTz8Befs3btu2Lenp6WRkZNCmTZs8v6asyvApKY9fU0EIIYR5upB0AcMD7n82YOBC0oUijkgIIZ6MjJQ/oYigCGqWrsnSY0u5kHQBH0cfugZ3LdRpUytWrODmzZsMHjw4x/293bp1Y8aMGbz55psMGjSI2rVr07BhQ+bMmcPhw4cpX768cd/g4GB+++03ateuTUJCAqNHjza2tbrXokWLqF27Nk8//TRz5sxhx44dzJgxA1DuM7azs2P16tWUK1cOW1vbB7ZD69evHx07duTw4cM57jn+4IMP6NixI35+fnTv3h0LCwv279/PoUOHHjqC+tprr1G5cmV27dpF7dq18/yaHubFF19k8uTJjB49mhdeeIHdu3fz66+/Zttn1KhR1KlTh48//phevXqxbds2pk2blqOYXkEKDg6mc+fODBkyhB9++AEnJyfeeecdypYtm2Mq/b1CQkLo168fAwYMYPLkydSoUYOrV6+yfv16qlatSocOHRg5ciTt2rUjJCSEmzdvsnHjRuMHL/7+/mg0GlasWEH79u2xs7PL0aJNq9Uap9A/7EOJtLQ0Ll26BCjT16dNm0ZSUhKdOnV60rdHCCGEmfBx9EGDJtdtGjT4OJpGe1ghhMgrGSkvAH7OfoysNZJJTSYxstbIQr+PacaMGbRs2TLX5Ldbt27s2rWL8PBwxowZw1tvvUWtWrU4c+YML730Uo7j3Lx5k5o1a9K/f39effVVSpcuneOY48aNY/78+VStWpXZs2czb94848ispaUlX3/9NT/88AM+Pj4PTQ6bN29OqVKliI2NpW/fvtm2tWnThhUrVrBmzRrq1KlDvXr1+Oqrrx55n3HFihVp3bo1H3zwwWO9pofx8/NjyZIlREZGUq1aNb7//vscHwzUrFmThQsXMn/+fCpXrswHH3zARx99lK1dWGGYNWsWtWrVomPHjtSvXx+DwcCqVatyTMfP7XkDBgxg1KhRhIaGEhERwc6dO429xHU6HSNGjCA8PJy2bdsSEhJi/IChbNmyxkJ8ZcqUMU5Tv5+zs3O23uq5Wb16Nd7e3nh7e1O3bl127tzJokWLjK30hBBCiEfpEtzloSPlXYNz3gonhBCmTGPIT4PsYiQhIQEXFxfi4+NzJAypqamcOnWKwMDAbPcti7s0Gg3Lli0z9hw3V3q9noSEBJydnaVSeBGTn9Oil5GRwapVq2jfvv0jWc9ZvgAAGbpJREFUP/ARojiTa734ijweyYdbP0SDBgMG43Jcg3FEBEWoHZ5JkutdmBNTuN4flofeT9XsIiAgAI1Gk+NrxIjsFcsNBgPt2rVDo9Fka/0khBBCCCHMT0RQBH9G/MmgSoNo49+GQZUG8WfEn5KQCyGKJVXvKd+5c2e24lGHDh2iVatW9OjRI9t+U6ZMyVZNWgghhBBCmLes2weFEKK4UzUp9/T0zPb9hAkTqFChAk2aNDGu27dvH5MnT2bXrl14e3sXdYhmr4Tf3SCEEEIIIYQQqjKZ6uvp6en8/vvvvPHGG8ZR8eTkZPr27cu3336brXXTw6SlpZGWlmb8PiEhAVDuK8jIyMi2b0ZGBgaDAb1eXyg9qkXJkfXhRNb1IoqOXq/HYDCQkZFRaO3mRHZZvyvv/50pREkj17owJ3K9C3NiCtf745zbZJLyyMhIbt26la169euvv06DBg0eWtH7fuPHj2fcuHE51q9ZswZ7e/ts6ywtLfHy8iIxMZH09PR8xy7MR2JiotohmJ20tDRSUlLYtGkTmZmZaodjVtauXat2CEIUCbnWhTmR612YEzWv9+Tk5DzvazLV19u0aYO1tTV//vknAMuXL2fUqFHs3bvX2BM5L5XAcxsp9/X15dq1azmq3ul0Ok6ePImnpyfu7u4F/6JEiWEwGEhMTMTJyUnqGxSx69evc/XqVcqXLy8j5UUkIyODtWvX0qpVK6nQK0o0udaFOZHrXZgTU7jeExIS8PDwyFP1dZMYKT9z5gzr1q1j6dKlxnUbNmzgxIkTuLq6Ztu3W7duNGrUiKioqFyPZWNjg42NTY71VlZWOf5BrKyscHNz49q1a1hYWGBvby8Jl8iVXq8nPT2dtLQ0aYlWRAwGA8nJyVy7dg03Nzdph6aC3H5vClESybUuzIlc78KcqHm9P855TSIpnzVrFqVLl6ZDhw7Gde+88w4vvPBCtv2qVKnCV199RadOnQrs3Fn3ql+5cqXAjilKHoPBQEpKCnZ2dvLBTRFzdXXNc00JIYQQQgghihvVk3K9Xs+sWbMYOHAglpZ3w/Hy8sr1D3E/Pz8CAwML7PwajQZvb29Kly4thS/EA2VkZLBp0yYaN24sny4XISsrK5myLoQQQgghSjTVk/J169YRFxfH888/r2ocWq1W/vgXD6TVasnMzMTW1laSciGEEEIIIUSBUT0pb926dZ57YZtITTohhBBCCCGEEKJASMUqIYQQQgghhBBCJZKUCyGEEEIIIYQQKlF9+nphy5rynpCQoHIkojjLyMggOTmZhIQEuadclHhyvQtzIde6MCdyvQtzYgrXe1b+mZdbsEt8Up6YmAiAr6+vypEIIYQQQgghhDAniYmJuLi4PHQfjaGEV0/T6/VcuHABJycn6S8t8i0hIQFfX1/Onj2Ls7Oz2uEIUajkehfmQq51YU7kehfmxBSud4PBQGJiIj4+PlhYPPyu8RI/Um5hYUG5cuXUDkOUEM7OzvIfmTAbcr0LcyHXujAncr0Lc6L29f6oEfIsUuhNCCGEEEIIIYRQiSTlQgghhBBCCCGESiQpFyIPbGxs+PDDD7GxsVE7FCEKnVzvwlzItS7MiVzvwpwUt+u9xBd6E0IIIYQQQgghTJWMlAshhBBCCCGEECqRpFwIIYQQQgghhFCJJOVCCCGEEEIIIYRKJCkXQgghhBBCCCFUIkm5KJE2bdpEp06d8PHxQaPREBkZmW27wWDggw8+wNvbGzs7O1q2bMmxY8ey7XPjxg369euHs7Mzrq6uDB48mKSkpGz7HDhwgEaNGmFra4uvry+TJk3KEcuiRYsICwvD1taWKlWqsGrVqgJ/vcK8jR8/njp16uDk5ETp0qWJiIggNjY22z6pqamMGDECd3d3HB0d6datG5cvX862T1xcHB06dMDe3p7SpUszevRoMjMzs+0TFRVFzZo1sbGxISgoiF9++SVHPN9++y0BAQHY2tpSt25dduzYUeCvWZiv6dOnU7VqVZydnXF2dqZ+/fr89ddfxu1yrYuSasKECWg0Gkb+v717D4ryvv4H/ua2CKywIISLcjMgCHILKMULMmGrRWNtbRLKGLyGxGqm0UarNTHGzjQ6ubVoEkuaRNLGgSGOt1FCZIBdxRAUYVUuAaUonQ6IF0AwjFz2fP/wx/PLKmi0kJ3A+zWzMzzP5+znc3Y9Oh6eZ/ezdq1yjvVOI8Ubb7wBCwsLk0dwcLAyPuJrXYhGoNzcXHn11Vdl//79AkAOHDhgMr5jxw5xcnKSgwcPytmzZ+WXv/yl+Pv7S1dXlxLzi1/8QiIiIuSbb76REydOSEBAgKSkpCjj7e3t4u7uLosXL5bKykrJysoSOzs7ycjIUGJOnjwpVlZW8tZbb0l1dbW89tprYmNjI+fPnx/294BGj7lz58qePXuksrJSDAaDzJs3T3x8fKSzs1OJWbVqlXh7e0tBQYGUlZXJz372M5k+fboy3tvbK1OmTBGtVisVFRWSm5srrq6u8qc//UmJ+fe//y329vbyhz/8Qaqrq2XXrl1iZWUleXl5Skx2draoVCr59NNPpaqqStLS0kSj0ciVK1d+nDeDRrzDhw/L0aNHpa6uTmpra2Xz5s1iY2MjlZWVIsJap5Hp1KlT4ufnJ+Hh4fLyyy8r51nvNFJs3bpVQkNDpampSXlcvXpVGR/ptc6mnEa8u5tyo9EoHh4e8vbbbyvn2traxNbWVrKyskREpLq6WgDI6dOnlZgvv/xSLCws5L///a+IiHz44Yfi7Owst2/fVmI2btwoQUFByvGzzz4r8+fPN8knNjZWXnzxxSF9jUTf19LSIgBEr9eLyJ36trGxkS+++EKJqampEQBSUlIiInd+kWVpaSnNzc1KzO7du8XR0VGp8T/+8Y8SGhpqslZycrLMnTtXOZ42bZqsWbNGOe7r6xMvLy/Zvn370L9Qov/H2dlZPv74Y9Y6jUgdHR0SGBgo+fn5Mnv2bKUpZ73TSLJ161aJiIgYcGw01DpvX6dRp6GhAc3NzdBqtco5JycnxMbGoqSkBABQUlICjUaDmJgYJUar1cLS0hKlpaVKTHx8PFQqlRIzd+5c1NbWorW1VYn5/jr9Mf3rEA2H9vZ2AICLiwsA4MyZM+jp6TGpxeDgYPj4+JjUfFhYGNzd3ZWYuXPn4ubNm6iqqlJi7lfP3d3dOHPmjEmMpaUltFota56GRV9fH7Kzs3Hr1i3ExcWx1mlEWrNmDebPn39PTbLeaaS5cOECvLy8MHHiRCxevBiNjY0ARketsymnUae5uRkATP7S9h/3jzU3N+Oxxx4zGbe2toaLi4tJzEBzfH+NwWL6x4mGmtFoxNq1azFjxgxMmTIFwJ06VKlU0Gg0JrF31/yj1vPNmzfR1dWFa9euoa+vjzVPw+78+fNQq9WwtbXFqlWrcODAAYSEhLDWacTJzs5GeXk5tm/ffs8Y651GktjYWGRmZiIvLw+7d+9GQ0MDZs2ahY6OjlFR69bDOjsREf2o1qxZg8rKShQXF5s7FaJhExQUBIPBgPb2duzbtw9Lly6FXq83d1pEQ+o///kPXn75ZeTn52PMmDHmTodoWCUlJSk/h4eHIzY2Fr6+vsjJyYGdnZ0ZM/tx8Eo5jToeHh4AcM83Nl65ckUZ8/DwQEtLi8l4b28vbty4YRIz0BzfX2OwmP5xoqH00ksv4ciRIygqKsKECROU8x4eHuju7kZbW5tJ/N01/6j17OjoCDs7O7i6usLKyoo1T8NOpVIhICAA0dHR2L59OyIiIpCens5apxHlzJkzaGlpwRNPPAFra2tYW1tDr9dj586dsLa2hru7O+udRiyNRoNJkybh4sWLo+LfdjblNOr4+/vDw8MDBQUFyrmbN2+itLQUcXFxAIC4uDi0tbXhzJkzSkxhYSGMRiNiY2OVmOPHj6Onp0eJyc/PR1BQEJydnZWY76/TH9O/DtFQEBG89NJLOHDgAAoLC+Hv728yHh0dDRsbG5NarK2tRWNjo0nNnz9/3uSXUfn5+XB0dERISIgSc796VqlUiI6ONokxGo0oKChgzdOwMhqNuH37NmudRpTExEScP38eBoNBecTExGDx4sXKz6x3Gqk6OztRX18PT0/P0fFv+7B+jRyRmXR0dEhFRYVUVFQIAHnvvfekoqJCLl++LCJ3tkTTaDRy6NAhOXfunCxcuHDALdGioqKktLRUiouLJTAw0GRLtLa2NnF3d5fU1FSprKyU7Oxssbe3v2dLNGtra3nnnXekpqZGtm7dyi3RaMj97ne/EycnJ9HpdCZbiXz33XdKzKpVq8THx0cKCwulrKxM4uLiJC4uThnv30pkzpw5YjAYJC8vT9zc3AbcSmTDhg1SU1MjH3zwwYBbidja2kpmZqZUV1fLCy+8IBqNxuTbUIn+F5s2bRK9Xi8NDQ1y7tw52bRpk1hYWMixY8dEhLVOI9v3v31dhPVOI8crr7wiOp1OGhoa5OTJk6LVasXV1VVaWlpEZOTXOptyGpGKiooEwD2PpUuXisidbdG2bNki7u7uYmtrK4mJiVJbW2syx/Xr1yUlJUXUarU4OjrK8uXLpaOjwyTm7NmzMnPmTLG1tZXx48fLjh077sklJydHJk2aJCqVSkJDQ+Xo0aPD9rppdBqo1gHInj17lJiuri5ZvXq1ODs7i729vfz617+WpqYmk3kuXbokSUlJYmdnJ66urvLKK69IT0+PSUxRUZFERkaKSqWSiRMnmqzRb9euXeLj4yMqlUqmTZsm33zzzXC8bBqlVqxYIb6+vqJSqcTNzU0SExOVhlyEtU4j291NOeudRork5GTx9PQUlUol48ePl+TkZLl48aIyPtJr3UJEZHivxRMRERERERHRQPiZciIiIiIiIiIzYVNOREREREREZCZsyomIiIiIiIjMhE05ERERERERkZmwKSciIiIiIiIyEzblRERERERERGbCppyIiIiIiIjITNiUExEREREREZkJm3IiIiIaclu2bMELL7zwSM/NzMyERqP5n3NISEjA2rVr/+d5BtLd3Q0/Pz+UlZUNy/xERDR6sCknIqJR7+rVq1CpVLh16xZ6enrg4OCAxsbG+z7njTfeQGRk5JDlMJwN5I+tubkZ6enpePXVVx/p+cnJyairqxvirIaWSqXC+vXrsXHjRnOnQkREP3FsyomIaNQrKSlBREQEHBwcUF5eDhcXF/j4+Jg7rZ+sjz/+GNOnT4evr+8jPd/Ozg6PPfbYEGc19BYvXozi4mJUVVWZOxUiIvoJY1NORESj3tdff40ZM2YAAIqLi5WfH8ayZcvwq1/9Cu+88w48PT0xbtw4rFmzBj09PUrMhx9+iMDAQIwZMwbu7u54+umnlefq9Xqkp6fDwsICFhYWuHTpEvr6+rBy5Ur4+/vDzs4OQUFBSE9Pf+h1b9++jY0bN8Lb2xu2trYICAjAJ598ooxXVlYiKSkJarUa7u7uSE1NxbVr15Txffv2ISwsDHZ2dhg3bhy0Wi1u3bo16HuRnZ2NBQsWKMdHjhyBRqNBX18fAMBgMMDCwgKbNm1SYp5//nk899xzAO69fb3/roR//etf8PPzg5OTE37729+io6NDibl16xaWLFkCtVoNT09PvPvuu/fk1draiiVLlsDZ2Rn29vZISkrChQsXAAAiAjc3N+zbt0+Jj4yMhKenp3JcXFwMW1tbfPfddwAAZ2dnzJgxA9nZ2YO+F0RERA/CppyIiEalxsZGaDQaaDQavPfee8jIyIBGo8HmzZtx8OBBaDQarF69+qHmLCoqQn19PYqKivDZZ58hMzMTmZmZAICysjL8/ve/x5///GfU1tYiLy8P8fHxAID09HTExcUhLS0NTU1NaGpqgre3N4xGIyZMmIAvvvgC1dXVeP3117F582bk5OT84HUBYMmSJcjKysLOnTtRU1ODjIwMqNVqAEBbWxuefPJJREVFoaysDHl5ebhy5QqeffZZAEBTUxNSUlKwYsUK1NTUQKfTYdGiRRCRAd+DGzduoLq6GjExMcq5WbNmoaOjAxUVFQAAvV4PV1dX6HQ6JUav1yMhIWHQ97a+vh4HDx7EkSNHcOTIEej1euzYsUMZ37BhA/R6PQ4dOoRjx45Bp9OhvLzcZI5ly5ahrKwMhw8fRklJCUQE8+bNQ09PDywsLBAfH6/k1NraipqaGnR1deHbb79Vcpw6dSrs7e2VOadNm4YTJ04MmjcREdGDWJs7ASIiInPw8vKCwWDAzZs3ERMTg9LSUjg4OCAyMhJHjx6Fj4+P0rj+UM7Oznj//fdhZWWF4OBgzJ8/HwUFBUhLS0NjYyMcHBzw1FNPYezYsfD19UVUVBQAwMnJCSqVCvb29vDw8FDms7KywrZt25Rjf39/lJSUICcnR2maH7RuXV0dcnJykJ+fD61WCwCYOHGi8tz3338fUVFRePPNN5Vzn376Kby9vVFXV4fOzk709vZi0aJFyu3oYWFhg74HjY2NEBF4eXkp55ycnBAZGQmdToeYmBjodDqsW7cO27ZtQ2dnJ9rb23Hx4kXMnj170HmNRiMyMzMxduxYAEBqaioKCgrwl7/8BZ2dnfjkk0/w+eefIzExEQDw2WefYcKECcrzL1y4gMOHD+PkyZOYPn06AGDv3r3w9vbGwYMH8cwzzyAhIQEZGRkAgOPHjyMqKgoeHh7Q6XQIDg6GTqe7J0cvLy9cvnx50LyJiIgehFfKiYhoVLK2toafnx++/fZbTJ06FeHh4Whuboa7uzvi4+Ph5+cHV1fXh5ozNDQUVlZWyrGnpydaWloAAD//+c/h6+uLiRMnIjU1FXv37lVug76fDz74ANHR0XBzc4NarcZHH310z5fQ3W9dg8EAKyurQRves2fPoqioCGq1WnkEBwcDuHN1OiIiAomJiQgLC8MzzzyDf/zjH2htbR00366uLgDAmDFjTM7Pnj0bOp0OIoITJ05g0aJFmDx5MoqLi6HX6+Hl5YXAwMBB5/Xz81Ma8rtfY319Pbq7uxEbG6uMu7i4ICgoSDmuqamBtbW1Scy4ceMQFBSEmpoaJcfq6mpcvXpVuXKfkJAAnU6Hnp4efP311/dczbezs/tBf45ERESDYVNORESjUmhoKNRqNVJTU3Hq1Cmo1WokJibi0qVLUKvVCA0Nfeg5bWxsTI4tLCxgNBoBAGPHjkV5eTmysrLg6emJ119/HREREWhraxt0vuzsbKxfvx4rV67EsWPHYDAYsHz5cnR3d//gde3s7O6bc2dnJxYsWACDwWDyuHDhAuLj42FlZYX8/Hx8+eWXCAkJwa5duxAUFISGhoYB5+v/RcbdjXtCQgKKi4tx9uxZ2NjYIDg4WGl49Xr9fa+SP+g1DpWwsDC4uLhAr9ebNOV6vR6nT59GT0+PcpW9340bN+Dm5jakeRAR0ejCppyIiEal3NxcGAwGeHh44PPPP4fBYMCUKVPwt7/9DQaDAbm5uUO+prW1NbRaLd566y2cO3cOly5dQmFhIYA7W2z1fxFav/5brVevXo2oqCgEBASgvr7+odYMCwuD0WiEXq8fcPyJJ55AVVUV/Pz8EBAQYPJwcHAAcKcBnjFjBrZt24aKigqoVCocOHBgwPkef/xxODo6orq62uR8/+fK//rXvyoNeH9TrtPp7vt58gd5/PHHYWNjg9LSUuVca2urybZqkydPRm9vr0nM9evXUVtbi5CQEOV1zpo1C4cOHUJVVRVmzpyJ8PBw3L59GxkZGYiJiVHek36VlZXKxxCIiIgeBZtyIiIalXx9faFWq3HlyhUsXLgQ3t7eqKqqwm9+8xsEBAQ88nZegzly5Ah27twJg8GAy5cv45///CeMRqNyi7Wfnx9KS0tx6dIlXLt2DUajEYGBgSgrK8NXX32Furo6bNmyBadPn36odf38/LB06VKsWLECBw8eRENDA3Q6nfJlcWvWrMGNGzeQkpKC06dPo76+Hl999RWWL1+Ovr4+lJaW4s0330RZWRkaGxuxf/9+XL16FZMnTx5wPUtLS2i1WhQXF5ucd3Z2Rnh4OPbu3as04PHx8SgvL0ddXd0Dr5Tfj1qtxsqVK7FhwwYUFhaisrISy5Ytg6Xl//9vTmBgIBYuXIi0tDTliv1zzz2H8ePHY+HChUpcQkICsrKyEBkZCbVaDUtLS8THx2Pv3r0D5njixAnMmTPnkXMnIiJiU05ERKOWTqfD1KlTMWbMGJw6dQoTJkww2QJrKGk0Guzfvx9PPvkkJk+ejL///e/IyspSbpNfv349rKysEBISAjc3NzQ2NuLFF1/EokWLkJycjNjYWFy/fv2hvxEeAHbv3o2nn34aq1evRnBwMNLS0pQtzby8vHDy5En09fVhzpw5CAsLw9q1a6HRaGBpaQlHR0ccP34c8+bNw6RJk/Daa6/h3XffRVJS0qDrPf/888jOzr7n9vLZs2ejr69PacpdXFwQEhICDw8Pk89/P4q3334bs2bNwoIFC6DVajFz5kxER0ebxOzZswfR0dF46qmnEBcXBxFBbm6uya3xd+cI3GnU7z4H3Nnfvr29XdnajoiI6FFYyGB7mhARERE9AhFBbGws1q1bh5SUFHOnM2ySk5MRERGBzZs3mzsVIiL6CeOVciIiIhpSFhYW+Oijj9Db22vuVIZNd3c3wsLCsG7dOnOnQkREP3G8Uk5ERERERERkJrxSTkRERERERGQmbMqJiIiIiIiIzIRNOREREREREZGZsCknIiIiIiIiMhM25URERERERERmwqaciIiIiIiIyEzYlBMRERERERGZCZtyIiIiIiIiIjNhU05ERERERERkJv8HInduvxu859oAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from capymoa.evaluation.visualization import plot_windowed_results\n", "from capymoa.base import MOAClassifier\n", "from moa.classifiers.trees import HoeffdingAdaptiveTree\n", "from capymoa.classifier import HoeffdingTree\n", "from capymoa.classifier import AdaptiveRandomForestClassifier\n", "\n", "# Create the wrapper for HoeffdingAdaptiveTree (from MOA)\n", "HAT = MOAClassifier(schema=elec_stream.get_schema(), moa_learner=HoeffdingAdaptiveTree, CLI=\"-g 50\")\n", "HT = HoeffdingTree(schema=elec_stream.get_schema(), grace_period=50)\n", "ARF = AdaptiveRandomForestClassifier(schema=elec_stream.get_schema(), ensemble_size=10, number_of_jobs=4)\n", "\n", "results_HAT = prequential_evaluation(stream=elec_stream, learner=HAT, window_size=4500)\n", "results_HT = prequential_evaluation(stream=elec_stream, learner=HT, window_size=4500)\n", "results_ARF = prequential_evaluation(stream=elec_stream, learner=ARF, window_size=4500)\n", "\n", "# Comparing models based on their cumulative accuracy\n", "print(f\"HAT accuracy = {results_HAT.cumulative.accuracy()}\")\n", "print(f\"HT accuracy = {results_HT.cumulative.accuracy()}\")\n", "print(f\"ARF accuracy = {results_ARF.cumulative.accuracy()}\")\n", "\n", "# Plotting the results. Note that we ovewrote the ylabel, but that doesn't change the metric. \n", "plot_windowed_results(results_HAT, results_HT, results_ARF, metric=\"accuracy\", xlabel=\"# Instances (window)\")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "0af53c62-ce89-49eb-a7cb-6c9c09f4e6f9", "metadata": {}, "source": [ "## 2. Regression\n", "\n", "* Regression algorithms have its API usage very similar to classification algorithms. We can use the same high-level evaluation and visualization functions for regression and classification.\n", "* Similarly to classification, we can also use MOA objects through a generic API. " ] }, { "cell_type": "code", "execution_count": 4, "id": "56ed36b6-fd9a-49b6-965e-2ff964423948", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from capymoa.datasets import Fried\n", "from moa.classifiers.trees import FIMTDD\n", "from capymoa.base import MOARegressor\n", "from capymoa.regressor import KNNRegressor\n", "\n", "fried_stream = Fried() # Downloads the Fried dataset into the data dir in case it is not there yet. \n", "fimtdd = MOARegressor(schema=fried_stream.get_schema(), moa_learner=FIMTDD())\n", "knnreg = KNNRegressor(schema=fried_stream.get_schema(), k=3, window_size=1000)\n", "\n", "results_fimtdd = prequential_evaluation(stream=fried_stream, learner=fimtdd, window_size=5000)\n", "results_knnreg = prequential_evaluation(stream=fried_stream, learner=knnreg, window_size=5000)\n", "\n", "results_fimtdd.windowed.metrics_per_window()\n", "# Note that the metric is different from the ylabel parameter, which just overrides the y-axis label.\n", "plot_windowed_results(results_fimtdd, results_knnreg, metric=\"rmse\", ylabel=\"root mean squared error\")" ] }, { "cell_type": "markdown", "id": "d05f9870-2238-41db-9602-d676e2efadf5", "metadata": {}, "source": [ "## 3. Concept Drift\n", "\n", "* One of the most challenging and defining aspects of data streams is the phenomenon known as **concept drifts**.\n", "* In CapyMOA, we designed the simplest and most complete API for simulating, visualizing and assessing concept drifts.\n", "* In the example below we focus on a simple way of simulating and visualizing a drifting stream. There is a tutorial focusing entirely on how Concept Drift can be simulated, detected and assessed in a separate notebook (See **Tutorial 4**: `Simulating Concept Drifts with the DriftStream API`)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "071f25af-0673-4377-8912-0f0f5f43380c", "metadata": {}, "source": [ "### 3.1 Plotting Drift Detection results\n", "\n", "* This example uses the DriftStream building API, precisely the **positional version** where drifts are specified according to their exact location on the stream.\n", "* **Integration with the visualization function.** The DriftStream object carries meta-information about the drift which is passed along the stream and thus become available to ```plot_windowed_results```\n", "\n", "* The following plot contains two drifts: 1 abrupt and 1 gradual, such that the abrupt drift is located at instance 5000 and the gradual drift starts at instance 9000 and ends at 12000. This information is provided to the stream via ```GradualDrift(start=9000, end=12000)```\n", "\n", "* More details concerning Concept Drift in CapyMOA can be found in the documentation: http://www.capymoa.org" ] }, { "cell_type": "code", "execution_count": 5, "id": "f7b59e4a-7651-4cff-82c0-bb587917e234", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "None\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from capymoa.classifier import OnlineBagging\n", "from capymoa.stream.generator import SEA \n", "from capymoa.stream.drift import Drift, AbruptDrift, GradualDrift, DriftStream\n", "\n", "# Generating a synthetic stream with 1 abrupt drift and 1 gradual drift. \n", "stream_sea2drift = DriftStream(stream=[SEA(function=1), \n", " AbruptDrift(position=5000), \n", " SEA(function=3), \n", " GradualDrift(start=9000, end=12000),\n", " SEA(function=1)])\n", "\n", "OB = OnlineBagging(schema=stream_sea2drift.get_schema(), ensemble_size=10)\n", "\n", "# Since this is a synthetic stream, max_instances is needed to determine the amount of instances to be generated. \n", "results_sea2drift_OB = prequential_evaluation(stream=stream_sea2drift, learner=OB, window_size=100, max_instances=15000)\n", "\n", "# print(stream_sea2drift.drifts)\n", "plot_windowed_results(results_sea2drift_OB, metric=\"accuracy\")" ] }, { "cell_type": "code", "execution_count": null, "id": "c7fdefe7-9b15-4341-a6ad-1bd40e19071d", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.9.19" } }, "nbformat": 4, "nbformat_minor": 5 }