{ "cells": [ { "attachments": {}, "cell_type": "markdown", "id": "223810fd-84a1-40f9-a303-2a64403b49fe", "metadata": {}, "source": [ "# 1. Evaluating supervised learners in CapyMOA\n", "\n", "This notebook further explores **high-level evaluation functions**, **Data Abstraction** and **Classifiers**\n", "\n", "* **High-level evaluation functions**\n", " * We demonstrate how to use ```prequential_evaluation()``` and how to further encapsulate prequential evaluation using ```prequential_evaluation_multiple_learners```\n", " * We also discuss particularities about how these evaluation functions relate to how research has developed in the field, and how evaluation is commonly performed and presented.\n", "\n", "* **Supervised Learning**\n", " * We clarify important information concerning the usage of **Classifiers** and their predictions\n", " * We added some examples using **Regressors**, which highlight the fact that the evaluation is identical to **Classifiers** (i.e. same high-level evaluation functions)\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": "df79e7d7-bde3-4b59-8479-a44247b3c26f", "metadata": {}, "source": [ "## 1. The difference between Evaluators\n", "\n", "* The following example implements an **while loop** that updates a ```ClassificationWindowedEvaluator``` and a ```ClassificationEvaluator``` for the same learner. \n", "* The ```ClassificationWindowedEvaluator``` update the metrics according to tumbling windows which 'forgets' old correct and incorrect predictions. This allows us to observe how well the learner performs on shorter windows. \n", "* The ```ClassificationEvaluator``` updates the metrics taking into account all the correct and incorrect predictions made. It is useful to observe the overall performance after processing hundreds of thousands of instances.\n", "\n", "* **Two important points**:\n", " 1. Regarding **window_size** in ```ClassificationEvaluator```: A ```ClassificationEvaluator``` also allow us to specify a window size, but it only controls the frequency at which cumulative metrics are calculated.\n", " 2. If we access metrics directly (not through ```metrics_per_window()```) in ```ClassificationWindowedEvaluator``` we will be looking at the metrics corresponding to the last window.\n", " \n", "For further insight into the specifics of the Evaluators, please refer to the documentation: https://www.capymoa.org" ] }, { "cell_type": "code", "execution_count": 1, "id": "9b29ce7d-7e76-4741-a728-2bd2e795eb79", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ClassificationWindowedEvaluator] Windowed accuracy reported for every window_size windows\n", "[89.57777777777778, 89.46666666666667, 90.2, 89.71111111111111, 88.68888888888888, 88.48888888888888, 87.6888888888889, 88.88888888888889, 89.28888888888889, 91.06666666666666]\n", "[ClassificationEvaluator] Cumulative accuracy: 89.32953742937853\n" ] } ], "source": [ "from capymoa.datasets import Electricity\n", "from capymoa.evaluation import ClassificationWindowedEvaluator, ClassificationEvaluator\n", "from capymoa.classifier import AdaptiveRandomForestClassifier\n", "\n", "stream = Electricity()\n", "\n", "ARF = AdaptiveRandomForestClassifier(schema=stream.get_schema(), ensemble_size=10)\n", "\n", "# The window_size in ClassificationWindowedEvaluator specifies the amount of instances used per evaluation\n", "windowedEvaluatorARF = ClassificationWindowedEvaluator(schema=stream.get_schema(), window_size=4500)\n", "# The window_size ClassificationEvaluator just specifies the frequency at which the cumulative metrics are stored\n", "classificationEvaluatorARF = ClassificationEvaluator(schema=stream.get_schema(), window_size=4500)\n", "\n", "while stream.has_more_instances():\n", " instance = stream.next_instance()\n", " prediction = ARF.predict(instance)\n", " windowedEvaluatorARF.update(instance.y_index, prediction)\n", " classificationEvaluatorARF.update(instance.y_index, prediction)\n", " ARF.train(instance)\n", "\n", "# Showing only the 'classifications correct (percent)' (i.e. accuracy)\n", "print(f'[ClassificationWindowedEvaluator] Windowed accuracy reported for every window_size windows')\n", "print(windowedEvaluatorARF.accuracy())\n", "\n", "print(f'[ClassificationEvaluator] Cumulative accuracy: {classificationEvaluatorARF.accuracy()}')\n", "# We could report the cumulative accuracy every window_size instances with the following code, but that is normally not very insightful. \n", "# display(classificationEvaluatorARF.metrics_per_window())" ] }, { "cell_type": "markdown", "id": "c61735c4-c41a-443c-be3c-e6cc3b526395", "metadata": {}, "source": [ "## 2. High-level evaluation functions\n", "\n", "In CapyMOA, for supervised learning, there is one primary evaluation function designed to handle the manipulation of Evaluators, i.e. the `prequential_evaluation()`. This function streamline the process, ensuring users need not directly update them. Essentially, this function execute the evaluation loop and update the relevant Evaluators:\n", "\n", "`prequential_evaluation()` utilises `ClassificationEvaluator` and `ClassificationWindowedEvaluator`\n", "\n", "Previously, CapyMOA included two other functions: `cumulative_evaluation()` and `windowed_evaluation()`. However, since `prequential_evaluation()` incorporates the functionality of both we decided to remove those functions and focus on `prequential_evaluation()`.\n", "It's important to note that `prequential_evaluation()` is applicable to both `Regression` and `Prediction Intervals` besides `Classification`. The functionality and interpretation remain the same across these cases, but the metrics differ.\n", "\n", "**Result of a high-level function**\n", "* The return from `prequential_evaluation()` is a `PrequentialResults` object which provides access to the `cumulative` and `windowed` metrics as well as some other metrics (like wall-clock and cpu time).\n", "\n", "**Common characteristics for all high-level evaluation functions**\n", "* `prequential_evaluation()` specify a `max_instances` parameter, which by default is `None`. Depending on the source of the data (e.g. a real stream or a synthetic stream) the function will never stop! The intuition behind this is that Streams are infinite, we process them as such. Therefore, it is a good idea to specify `max_instances` unless you are using a snapshot of a stream (i.e. a `Dataset` like `Electricity`)\n", "\n", "**Evaluation practices in the literature (and practice)**\n", "\n", "Interested readers might want to peruse section **6.1.1 Error Estimation** from [Machine Learning for Data Streams](https://moa.cms.waikato.ac.nz/book-html/) book. We further expand the relationships between the literature and our evaluation functions in the documentation: https://www.capymoa.org" ] }, { "attachments": {}, "cell_type": "markdown", "id": "99802e5d-c85c-448a-86ca-93910a245666", "metadata": {}, "source": [ "### 2.1 prequential_evaluation()\n", "\n", "A `prequential_evaluation()` performs a windowed evaluation and a cumulative evaluation at once. Internally, it maintains a `ClassificationWindowedEvaluator` (for the windowed metrics) and ```ClassificationEvaluator``` (for the cumulative metrics). This allows us to have access to the **cumulative** and **windowed** results without running two separate evaluation functions. \n", "\n", "* The results returned from ```prequential_evaluation()``` allows accessing the Evaluator objects ```ClassificationWindowedEvaluator``` (attribute `windowed`) and ```ClassificationEvaluator``` (attribute `cumulative`) directly. \n", " \n", "* Notice that the computational overhead of training and assessing the same model twice outweighs the minimum overhead of updating the two Evaluators within the function. Thus, it is advisable to use the `prequential_evaluation()` function instead of creating separate `while` loops for evaluation\n", "\n", "* Advanced users might intuitively request metrics directly from the `results` object, which will return the `cumulative` metrics. For example, assuming `results = prequential_evaluation(...)`, `results.accuracy()` will return the `cumulative` accuracy. \n", "**IMPORTANT**: There are no IDE hints for these metrics as they are accessed dynamic via `__getattr__`. It is advisable that users access metrics explicitly through `results.cumulative` (or `results['cumulative']`) or `results.windowed` (or `results['windowed']`)\n", "\n", "* Invoking `results.metrics_per_window()` from a `results` object will return the dataframe with the `windowed` results.\n", "\n", "* `results.write_to_file()` will output the `cumulative` and `windowed` results to a directory.\n", "\n", "* `results.cumulative.metrics_dict()` will return all the cumulative metrics identifiers and their corresponding values in a dictionary structure\n", "\n", "* Invoking `plot_windowed_results()` with a `PrequentialResults` object will plot its `windowed` results\n", "\n", "* For plotting and analysis purposes, one might want to set `store_predictions=True` and `store_y=True` on the `prequential_evaluation()` function, which will include all the predictions and ground truth y in the PrequentialResults object. It is important to note that this can be costly in terms of memory depending on the size of the stream." ] }, { "cell_type": "code", "execution_count": 2, "id": "56ad96a5-f8cf-4a49-8817-07c2b284fbe6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\tDifferent ways of accessing metrics:\n", "results_ht['wallclock']: 0.014730691909790039 results_ht.wallclock(): 0.014730691909790039\n", "results_ht['cpu_time']: 0.05554199999999909 results_ht.cpu_time(): 0.05554199999999909\n", "results_ht.cumulative.accuracy() = 83.85000000000001\n", "results_ht.cumulative['accuracy'] = 83.85000000000001\n", "results_ht['cumulative'].accuracy() = 83.85000000000001\n", "results_ht.accuracy() = 83.85000000000001\n", "\n", "\tAll the cumulative results:\n", "{'instances': 2000.0, 'accuracy': 83.85000000000001, 'kappa': 66.04003700899992, 'kappa_t': -14.946619217081869, 'kappa_m': 59.010152284263974, 'f1_score': 83.03346476507683, 'f1_score_0': 86.77855096193205, 'f1_score_1': 79.25497752087348, 'precision': 83.24177714270593, 'precision_0': 85.82995951417004, 'precision_1': 80.65359477124183, 'recall': 82.82619238745067, 'recall_0': 87.74834437086093, 'recall_1': 77.90404040404042}\n", "\n", "\tAll the windowed results:\n" ] }, { "data": { "text/html": [ "
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instancesaccuracykappakappa_tkappa_mf1_scoref1_score_0f1_score_1precisionprecision_0precision_1recallrecall_0recall_1
0100.089.075.66371731.25000064.51612987.84124491.60305384.05797187.58241892.30769282.85714388.10160490.90909185.294118
1200.080.049.367089-42.85714367.21311578.94736860.00000086.66666788.235294100.00000076.47058871.42857142.857143100.000000
2300.071.016.953036-141.66666729.26829358.51475481.29032335.55555658.11403582.89473733.33333358.92103779.74683538.095238
3400.085.066.637011-36.36363677.94117684.02150477.61194088.72180586.37688289.65517283.09859281.79117168.42105395.161290
4500.087.073.684211-8.33333380.00000087.21859188.49557585.05747187.91666783.33333392.50000086.53151394.33962378.723404
5600.084.064.221825-14.28571454.28571482.96570688.05970175.75757685.61507981.94444489.28571480.47538295.16129065.789474
6700.085.070.00000016.66666770.58823585.88085683.14606786.48648685.00000074.00000096.00000086.78016094.87179578.688525
7800.099.097.95417394.11764797.67441998.98734298.82352999.13043599.137931100.00000098.27586298.83720997.674419100.000000
8900.078.057.446809-15.78947456.86274581.75182580.35714375.00000083.58209067.164179100.00000080.000000100.00000060.000000
91000.096.091.92245650.00000092.72727395.99877595.55555696.36363696.18506597.72727394.64285795.81320593.47826198.148148
101100.083.01.162791-142.8571430.00000050.58301390.60773510.52631650.55555691.11111110.00000050.61050190.10989011.111111
111200.076.010.979228-100.0000007.69230866.74057686.04651214.28571487.75510275.510204100.00000053.846154100.0000007.692308
121300.087.066.529351-62.50000059.37500085.39161791.27516874.50980491.97530983.950617100.00000079.687500100.00000059.375000
131400.091.064.28571457.14285752.63157984.63901794.73684268.96551795.00000090.000000100.00000076.315789100.00000052.631579
141500.092.062.68656742.85714350.00000084.07643395.45454566.66666795.65217491.304348100.00000075.000000100.00000050.000000
151600.089.073.17073221.42857165.62500087.14571792.30769280.70175490.00000088.00000092.00000084.46691297.05882471.875000
161700.089.078.0000008.33333376.08695789.19653589.52381088.42105389.39393985.45454593.33333389.00000094.00000084.000000
171800.072.045.141066-47.3684219.67741977.09424163.15789577.41935581.578947100.00000063.15789573.07692346.153846100.000000
181900.058.024.677188-200.000000-31.25000065.56842158.82352957.14285765.32976888.23529442.42424265.80882444.11764787.500000
192000.086.066.41074926.31578958.82352984.23882090.14084575.86206987.93859684.21052691.66666780.83779096.96969764.705882
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" ], "text/plain": [ " instances accuracy kappa kappa_t kappa_m f1_score \\\n", "0 100.0 89.0 75.663717 31.250000 64.516129 87.841244 \n", "1 200.0 80.0 49.367089 -42.857143 67.213115 78.947368 \n", "2 300.0 71.0 16.953036 -141.666667 29.268293 58.514754 \n", "3 400.0 85.0 66.637011 -36.363636 77.941176 84.021504 \n", "4 500.0 87.0 73.684211 -8.333333 80.000000 87.218591 \n", "5 600.0 84.0 64.221825 -14.285714 54.285714 82.965706 \n", "6 700.0 85.0 70.000000 16.666667 70.588235 85.880856 \n", "7 800.0 99.0 97.954173 94.117647 97.674419 98.987342 \n", "8 900.0 78.0 57.446809 -15.789474 56.862745 81.751825 \n", "9 1000.0 96.0 91.922456 50.000000 92.727273 95.998775 \n", "10 1100.0 83.0 1.162791 -142.857143 0.000000 50.583013 \n", "11 1200.0 76.0 10.979228 -100.000000 7.692308 66.740576 \n", "12 1300.0 87.0 66.529351 -62.500000 59.375000 85.391617 \n", "13 1400.0 91.0 64.285714 57.142857 52.631579 84.639017 \n", "14 1500.0 92.0 62.686567 42.857143 50.000000 84.076433 \n", "15 1600.0 89.0 73.170732 21.428571 65.625000 87.145717 \n", "16 1700.0 89.0 78.000000 8.333333 76.086957 89.196535 \n", "17 1800.0 72.0 45.141066 -47.368421 9.677419 77.094241 \n", "18 1900.0 58.0 24.677188 -200.000000 -31.250000 65.568421 \n", "19 2000.0 86.0 66.410749 26.315789 58.823529 84.238820 \n", "\n", " f1_score_0 f1_score_1 precision precision_0 precision_1 recall \\\n", "0 91.603053 84.057971 87.582418 92.307692 82.857143 88.101604 \n", "1 60.000000 86.666667 88.235294 100.000000 76.470588 71.428571 \n", "2 81.290323 35.555556 58.114035 82.894737 33.333333 58.921037 \n", "3 77.611940 88.721805 86.376882 89.655172 83.098592 81.791171 \n", "4 88.495575 85.057471 87.916667 83.333333 92.500000 86.531513 \n", "5 88.059701 75.757576 85.615079 81.944444 89.285714 80.475382 \n", "6 83.146067 86.486486 85.000000 74.000000 96.000000 86.780160 \n", "7 98.823529 99.130435 99.137931 100.000000 98.275862 98.837209 \n", "8 80.357143 75.000000 83.582090 67.164179 100.000000 80.000000 \n", "9 95.555556 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from capymoa.evaluation import prequential_evaluation\n", "from capymoa.classifier import HoeffdingTree\n", "from capymoa.datasets import ElectricityTiny\n", "from capymoa.evaluation.visualization import plot_windowed_results\n", "\n", "elec_stream = ElectricityTiny()\n", "ht = HoeffdingTree(schema=elec_stream.get_schema(), grace_period=50)\n", "\n", "results_ht = prequential_evaluation(stream=elec_stream, learner=ht, window_size=100, optimise=True, store_predictions=False, store_y=False)\n", "\n", "\n", "print(\"\\tDifferent ways of accessing metrics:\")\n", "\n", "print(f\"results_ht['wallclock']: {results_ht['wallclock']} results_ht.wallclock(): {results_ht.wallclock()}\")\n", "print(f\"results_ht['cpu_time']: {results_ht['cpu_time']} results_ht.cpu_time(): {results_ht.cpu_time()}\")\n", "\n", "print(f\"results_ht.cumulative.accuracy() = {results_ht.cumulative.accuracy()}\")\n", "print(f\"results_ht.cumulative['accuracy'] = {results_ht.cumulative['accuracy']}\")\n", "print(f\"results_ht['cumulative'].accuracy() = {results_ht['cumulative'].accuracy()}\")\n", "print(f\"results_ht.accuracy() = {results_ht.accuracy()}\")\n", "\n", "print(f\"\\n\\tAll the cumulative results:\")\n", "print(results_ht.cumulative.metrics_dict())\n", "\n", "print(f\"\\n\\tAll the windowed results:\")\n", "display(results_ht.metrics_per_window())\n", "# OR display(results_ht.windowed.metrics_per_window())\n", "\n", "# results_ht.write_to_file() -> this will save the results to a directory\n", "\n", "plot_windowed_results(results_ht, metric= \"accuracy\")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "309212f3-8986-482b-88ac-85f862325bfe", "metadata": {}, "source": [ "### 2.4 Evaluating a single stream using multiple learners\n", "\n", "```prequential_evaluation_multiple_learners()``` further encapsulates experiments by executing multiple learners on a single stream. \n", "\n", "* This function behaves as if we invoked ```prequential_evaluation()``` multiple times, but internally it only iterates through the Stream once. This is useful if we are faced with a situation where accessing each Instance of the Stream is costly this function will be more convenient than just invoking ```prequential_evaluation()``` multiple times. \n", "\n", "* This method does not calculate ```wallclock``` or ```cpu_time``` because the training and testing of each learner is interleaved, thus timing estimations are unreliable. Thus, the results dictionaries do not contain the keys ```wallclock``` and ```cpu_time```. " ] }, { "cell_type": "code", "execution_count": 7, "id": "960419e2-1cd5-4d93-ba6e-50a74f9b8999", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "OB final accuracy = 82.4174611581921 and ARF final accuracy = 89.32953742937853\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from capymoa.evaluation import prequential_evaluation_multiple_learners\n", "from capymoa.datasets import Electricity\n", "from capymoa.classifier import AdaptiveRandomForestClassifier, OnlineBagging\n", "from capymoa.evaluation.visualization import plot_windowed_results\n", "\n", "stream = Electricity()\n", "\n", "# Define the learners + an alias (dictionary key)\n", "learners = {\n", " 'OB': OnlineBagging(schema=stream.get_schema(), ensemble_size=10),\n", " 'ARF': AdaptiveRandomForestClassifier(schema=stream.get_schema(), ensemble_size=10)\n", "}\n", "\n", "results = prequential_evaluation_multiple_learners(stream, learners, window_size=4500)\n", "\n", "print(f\"OB final accuracy = {results['OB'].cumulative.accuracy()} and ARF final accuracy = {results['ARF'].cumulative.accuracy()}\")\n", "plot_windowed_results(results['OB'], results['ARF'], metric=\"accuracy\")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "120f118c-d8a5-4d10-aad1-a75a2ac122d8", "metadata": {}, "source": [ "## 3. Regression\n", "\n", "* We introduce a simple example using regression just to show how similar it is to assess regressors using the **high-level evaluation functions**\n", "* In the example below, we just use ```prequential_evaluation()``` but it would work with ```cumulative_evaluation()``` and ```windowed_evaluation()``` as well.\n", "* One difference between Classification and Regression evaluation in CapyMOA is that the Evaluators are different. Instead of ```ClassificationEvaluator``` and ```ClassificationWindowedEvaluator``` functions use ```RegressionEvaluator``` and ```RegressionWindowedEvaluator```" ] }, { "cell_type": "code", "execution_count": 8, "id": "3f9b6eeb-f5ce-403d-bf95-5d880be1a278", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "kNNRegressor [cumulative] RMSE = 2.7229994765160916 and AdaptiveRandomForestRegressor [cumulative] RMSE = 2.3894271579519426\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from capymoa.datasets import Fried\n", "from capymoa.evaluation.visualization import plot_windowed_results\n", "from capymoa.evaluation import prequential_evaluation\n", "from capymoa.regressor import KNNRegressor, AdaptiveRandomForestRegressor\n", "\n", "stream = Fried()\n", "kNN_learner = KNNRegressor(schema=stream.get_schema(), k=5)\n", "ARF_learner = AdaptiveRandomForestRegressor(schema=stream.get_schema(), ensemble_size=10)\n", "\n", "kNN_results = prequential_evaluation(stream=stream, learner=kNN_learner, window_size=5000)\n", "ARF_results = prequential_evaluation(stream=stream, learner=ARF_learner, window_size=5000)\n", "\n", "print(f\"{kNN_results['learner']} [cumulative] RMSE = {kNN_results['cumulative'].rmse()} and \\\n", " {ARF_results['learner']} [cumulative] RMSE = {ARF_results['cumulative'].rmse()}\")\n", "\n", "plot_windowed_results(kNN_results, ARF_results, metric='rmse')" ] }, { "attachments": {}, "cell_type": "markdown", "id": "410145fa-5203-4c79-b86f-8ce891691751", "metadata": {}, "source": [ "### 3.1 Evaluating a single stream using multiple learners (Regression)\n", "\n", "* ```prequential_evaluation_multiple_learners``` also works for multiple regressors, the example below shows how it can be used. " ] }, { "cell_type": "code", "execution_count": 9, "id": "121e54e2-4ba2-41be-8397-408ad40db23d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cumulative results for each learner:\n", "kNNReg_k5, RMSE: 2.72, adjusted R2: 0.70\n", "kNNReg_k2, RMSE: 3.08, adjusted R2: 0.62\n", "kNNReg_k5_median, RMSE: 2.94, adjusted R2: 0.65\n", "ARFReg_s5, RMSE: 2.58, adjusted R2: 0.73\n" ] }, { "data": { "image/png": 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XqVu3LvHx8YSGhlKpUiWLW6lSpQCVbG///v0W23n8eXLq1avHtWvXcHBwSLLtYsWKmZfz8/Nj2LBhbNq0ia5du5qT/AH4+voycOBAVq5cyYgRI/jmm28AqFatGrt377ao4AgMDKRAgQKULl06zbIJkd0kiLdTTmXLUrR/fwA0BwdpgRdCCCGEsCEvNvBl24jmvPF0BTrW8uaNpyuwbURzXmzgm+379vPzY/v27axYsYKhQ4cmu0zJkiUZPnw4s2bNSnN7kydPZtu2bZw5cybNZd98803Onj3LihUr8PPzo3fv3gQEBLBy5UouXrzIvn37mDJlCmvXrgVUFvx169Yxffp0zp07x/z581m/fn2avRBat26Nv78/Xbp0YdOmTQQFBbFr1y7Gjh3LgQMHePDgAYMGDWLHjh0EBwcTGBjIgQMHzF37hw4dysaNG7l48SKHDh1i+/btVKtWDYC3336by5cvM3jwYE6fPs1vv/3GBx98wPDhw83j4YXITfJXaMccExKExF67hm4y5XJphBBCCCHEo8oVc+e9dlX5sldd3mtXNVtb4B9XpUoVtm3bxs8//8yIESOSXWbkyJHmjOyp8fPz4/XXXycqKirNZYsUKUJAQAATJkzAZDKxaNEiAgICGDFiBFWqVKFLly7s37/fPK68adOmzJs3j+nTp1O7dm02bNjAsGHDzNPIpUTTNNatW8fTTz/Na6+9hp+fHz179iQ4OJiSJUtiNBq5desWAQEB+Pn50aNHD9q1a8eYMWMAiI+P55133qFatWq0a9cOPz8/5syZA4CPjw/r1q1j37591K5dm4EDB9KvXz/ef//9NI9fiJyg6VmdgDIPCgsLo2DBgty7dw9PT0+rbDM2NpZ169bRoUMHHB0drbJNPT6e07XrQFwclf7cgWPJklbZbn6WHedJWJecI/sg58k+yHmyfXKOcl5UVBQXL160mI88LSaTibCwMDw9PaWl1goGDBjA6dOn+fvvv626XTlPti8/nKPUvmPSG4fmzU8mn9CMRnPgLvPDCyGEEEIIezRt2jSOHj3K+fPn+fLLL/n+++959dVXc7tYQtgsCeLtnLlL/ZWruVwSIYQQQgghMm7fvn20adOGmjVrMm/ePGbNmkX/hNxPQoikZJ54O2cO4q9KEC+EEEIIIezPsmXLcrsIQtgVaYm3c44+EsQLIYQQQgghRH4hQbydk5Z4IYQQQgghhMg/JIi3cxLECyGEEEIIIUT+IUG8nXP08QFUEC+zBQohhBBCCCFE3iZBvJ1z8PICQH/wgPi7d3O3MEIIIYQQQgghspUE8XbO4OSEQ/HiAMT+J3PFCyGEEEIIIUReJkF8HiDj4oUQQgghRPPmzRk6dGhuF0MIkc0kiM8DZJo5IYQQQggbdOsCbJkAy19X97cu5FpRJkyYgKZpDBw40OL1I0eOoGkaQUFBAAQFBaFpGiVKlOD+/fsWy9apU4cJEyaYnzdv3hxN09A0DRcXF/z8/JgyZYrkaRIim0kQnwdIS7wQQgghhI05/CPMbgCBs+DEKnU/uwEc/inXiuTi4sLChQs5d+5cmsvev3+fadOmpbncgAEDCAkJ4cyZM4wZM4bx48czb948axQ3RTExMdm6/cywxTKJvEuC+DzAQYJ4IYQQQojso+sQE5H6LTby4eNrx2HNYNBNoMdb3q8ZBNf+SXt7MRFqv1mwdu1aChYsyE8/qYqDKlWq0KJFC8aOHZvmuoMHD2b69OmEhoamupybmxulSpWibNmyvPbaa9SqVYvNmzeb34+OjmbkyJH4+Pjg7u5O48aN2bFjh8U2vvnmG3x9fXFzc6Nr165Mnz6dQoUKmd+fMGECderUYcGCBZQvXx4XFxcA7t69S//+/SlevDienp60bNmSo0ePmtc7evQoLVq0oECBAnh6etKwYUMOHz4MQHBwMJ06daJw4cK4u7tTo0YN1q1bZ173zz//pFGjRjg7O+Pl5cXo0aOJi4szv9+8eXMGDRrE0KFDKVasGG3btk3zMxXCWhxyuwAi66QlXgghhBAiG8VGwsfeKb5tAAqld1u6CeY1Td+y/7sKTu7p3bKFJUuWMHDgQJYsWcJzzz1n7gY/depUGjZsyIEDB2jQoEGK6/fq1YvNmzfz4YcfMnv27DT3p+s6O3fu5PTp01SuXNn8+qBBgzh58iRLly7F29ubVatW0a5dO44fP07lypUJDAxk4MCBfPLJJzz//PNs2bKFcePGJdn++fPnWbFiBStXrsRoNALw4osv4urqyvr16ylYsCDz58+nVatWnD17liJFitC7d2/q1q3L3LlzMRqNHDp0CAcHFf688847xMTE8Ndff+Hu7s7Jkyfx8PAA4MqVK3To0IG+ffuyePFiTp8+zYABA3BxcbEYTvD999/z1ltvERgYmObnI4Q1SRCfB0gQL4QQQgghEn311VeMHTuW33//nWeeecbivXr16tGjRw/ee+89tm7dmuI2NE1j6tSpdOrUiWHDhlGxYsVkl5szZw4LFiwgJiaG2NhYXFxcGDJkCACXLl1i0aJFXLp0Ce+E69WRI0eyYcMGFi1axMcff8yXX35J+/btGTlyJAB+fn7s2rWLP/74w2I/MTExLF68mOIJszLt3LmTffv2ERoairOzMwDTpk1j9erVLF++nDfeeINLly4xatQoqlatCkDFihUJCwszl6179+7UrFkTgAoVKlgck6+vL7Nnz0bTNKpWrcrVq1d57733GD9+PAaD6sxcuXJlPv3007ROhxBWJ0F8HuDo7QOA6d494sMjMHpkrsZWCCGEEEIkw9FNtYqnwGQyEXb/Pp4FCqgAb/vHsGeu6kL/OM0IT74FLf6Xvv1m0PLlywkNDSUwMJCGDRsmu8ykSZOoVq0amzZtokSJEiluq23btjRr1oxx48axZMmSZJfp3bs3Y8eO5c6dO3zwwQc0adKEJk2aAHD8+HHi4+Px8/OzWCc6OpqiRYsCcObMGbp27WrxfqNGjZIE8WXLljUH8KC6yoeHh5u3k+jBgwdcuKASCA4fPpz+/fvzww8/0Lp1a7p3727expAhQ3jrrbfYtGmT+b1atWoBcOrUKfz9/dE0zbzdpk2bEh4ezn///UeZMmUAqF+/foqfnRDZScbE5wFGD3eMBQsCEHtV5ooXQgghhLAqTVPd2lO7Obo9fNzgdSCl8ey6ej+t7Tm5q/1mUN26dSlevDjffvttilniK1asyIABAxg9enSameSnTp3KL7/8Yh5L/riCBQtSqVIlGjZsyLJly5g9ezZbtmwBIDw8HKPRyMGDBzly5Ij5durUKWbOnJmh43J3t2ykCg8Px8vLy2K7R44c4cyZM4waNQpQY+lPnDhBx44d2bZtG0888YS5cqB///78+++/9OnTh+PHj9OgQQO+/PLLLJVJiJwiQXwe4ZA4zdwVCeKFEEIIIXJV0Yrw/GzQDKrl/dH752er97NJxYoV2b59O7/99huDBw9Ocbnx48dz9uxZli5dmur2GjVqRLdu3Rg9enSa+/bw8ODdd99l5MiR6LpO3bp1iY+PJzQ0lEqVKlncSpUqBahke/v377fYzuPPk1OvXj2uXbuGg4NDkm0XK1bMvJyfnx/Dhg1j06ZNdO3a1ZzkD8DX15eBAweycuVKRowYwTfffANAtWrV2L17t0UFR2BgIAUKFKB06dJplk2I7CZBfB4h4+KFEEIIIWxI3d4w6AA0HQI1uqr7QQfU69nMz8+P7du3s2LFCoYOHZrsMiVLlmT48OHMmjUrze1NnjyZbdu2cebMmTSXffPNNzl79iwrVqzAz8+P3r17ExAQwMqVK7l48SL79u1jypQprF27FlBZ8NetW8f06dM5d+4c8+fPZ/369RZd2ZPTunVr/P396dKlC5s2bSIoKIhdu3YxduxYDhw4wIMHDxg0aBA7duwgODiYwMBADhw4YO7aP3ToUDZu3MjFixc5dOgQ27dvp1q1agC8/fbbXL58mcGDB3P69Gl+++03PvjgA4YPH24eDy9EbpK/wjxCgnghhBBCCBtTtCK0ngAvfKvus7EF/nFVqlRh27Zt/Pzzz4wYMSLZZUaOHGnOyJ4aPz8/Xn/9daKiotJctkiRIgQEBDBhwgRMJhOLFi0iICCAESNGUKVKFbp06cL+/fvN48qbNm3KvHnzmD59OrVr12bDhg0MGzbMPI1cSjRNY926dTz99NO89tpr+Pn50bNnT4KDgylZsiRGo5Fbt24REBCAn58fPXr0oF27dowZMwaA+Ph43nnnHapVq0a7du3w8/Njzpw5APj4+LBu3Tr27dtH7dq1GThwIP369eP9999P8/iFyAmantZAmHwoLCyMggULcu/ePTw9Pa2yzdjYWNatW0eHDh1wdHS0yjYfdeu77wid+gkF2rej9BdfWH37+UV2nyeRdXKO7IOcJ/sg58n2yTnKeVFRUVy8eNFiPvK0mEwmwsLC8PT0lJZaKxgwYACnT5/m77//tup25TzZvvxwjlL7jklvHCrZ6fMIaYkXQgghhBD2aNq0abRp0wZ3d3fWr1/P999/b24VF0IkJUF8HpE4zZwE8UIIIYQQwp7s27ePTz/9lPv371OhQgVmzZpF//79c7tYQtisXO2jMHfuXGrVqoWnpyeenp74+/uzfv36FJdv3rw5mqYluXXs2NG8TN++fZO8365du5w4nFzlmJCdPv7GTUzR0blcGiGEEEIIIdJn2bJlhIaG8uDBA06cOMHAgQNzu0hC2LRcbYkvXbo0U6dOpXLlyui6zvfff0/nzp05fPgwNWrUSLL8ypUriYmJMT+/desWtWvX5sUXX7RYrl27dixatMj83NnZOfsOwkYYCxVCc3NDj4wkLiQEp3LlcrtIQgghhBBCCCGsLFeD+E6dOlk8nzx5MnPnzmXPnj3JBvFFihSxeL506VLc3NySBPHOzs7muSfzC03TcPT2Iub8BWKuXJEgXgghhBBCCCHyIJsZEx8fH8+vv/5KREQE/v7+6Vpn4cKF9OzZE3d3d4vXd+zYQYkSJShcuDAtW7Zk0qRJFC1aNMXtREdHE/1IF/SwsDBAZYSNjY3NxNEklbgda20vOQ6lVBAfdfkyztm4n7wsJ86TyBo5R/ZBzpN9kPNk++Qc5bzY2Fh0XcdkMmEymdK1TuJkT4nrCdsk58n25YdzZDKZ0HWd2NhYjEajxXvp/a7P9Snmjh8/jr+/P1FRUXh4eLBkyRI6dOiQ5nr79u2jcePG7N27l0aNGplfT2ydL1++PBcuXOB///sfHh4e7N69O8mHlGjChAlMnDgxyetLlizBzc0t8weXw0qsWkWhPXu51bIlt9o+m9vFEUIIIYSwOw4ODpQqVQpfX1+cnJxyuzhCiDwmJiaGy5cvc+3aNeLi4izei4yM5OWXX05zirlcD+JjYmK4dOkS9+7dY/ny5SxYsIA///yT6tWrp7rem2++ye7duzl27Fiqy/37779UrFiRLVu20KpVq2SXSa4l3tfXl5s3b1p1nvjNmzfTpk2bbJvn9c6ChdyaOZMCnZ6j5McfZ8s+8rqcOE8ia+Qc2Qc5T/ZBzpPtk3OU86Kiorh8+TLlypVL9zzxuq5z//59ChQogKZp2VxCkVlynmxffjhHUVFRBAUF4evrm+w88cWKFbP9eeKdnJyoVKkSAPXr12f//v3MnDmT+fPnp7hOREQES5cu5cMPP0xz+xUqVKBYsWKcP38+xSDe2dk52eR3jo6OVv/BzI5tJnL29QUgPuSa/NBnUXaeJ2Edco7sg5wn+yDnyfbJOco58fHxaJqGwWDAYEjfRE6J3X4T1xO2Sc6T7csP58hgMKh8Zsl8r6f3e97mPhmTyWTRKp6cX3/9lejoaF555ZU0t/fff/9x69YtvLy8rFVEm+XoraaZk7nihRBCCCHyn+bNmzN06NDcLoYQIpvlahA/ZswY/vrrL4KCgjh+/Dhjxoxhx44d9O7dG4CAgADGjBmTZL2FCxfSpUuXJMnqwsPDGTVqFHv27CEoKIitW7fSuXNnKlWqRNu2bXPkmHJT4lzxsdevoz82vkIIIYQQQuSs4LBgZhycwf/9+X/MODiD4LDgXCvLhAkT0DQtyRzsR44cQdM0goKCAAgKCkLTNEqUKMH9+/ctlq1Tpw4TJkwwP2/evDmapqFpGi4uLvj5+TFlyhRyebSuEHlergbxoaGhBAQEUKVKFVq1asX+/fvZuHEjbdq0AeDSpUuEhIRYrHPmzBl27txJv379kmzPaDRy7Ngxnn/+efz8/OjXrx/169fn77//zhdzxTsULw6OjhAfT1xoaG4XRwghhBAi31p1bhXPr36e7058x8bgjXx34jueX/08q8+vzrUyubi4sHDhQs6dO5fmsvfv32fatGlpLjdgwABCQkI4c+YMY8aMYfz48cybN88axU1RTExMtm4/M2yxTCLvytUgfuHChQQFBREdHU1oaChbtmwxB/Cgpor77rvvLNapUqUKuq5bLJfI1dWVjRs3EhoaSkxMDEFBQXz99deULFkyuw/FJmgGA44JwwakS70QQgghhHXouk5kbGSqtwdxD8yPT986zYRdEzDpJuL1eIv7DwI/4MztM2luLzI2Msst2mvXrqVgwYL89NNPgLqObtGiBWPHjk1z3cGDBzN9+nRC02gYcnNzo1SpUpQtW5bXXnuNWrVqsXnzZvP70dHRjBw5Eh8fH9zd3WncuDE7duyw2MY333yDr68vbm5udO3alenTp1OoUCHz+xMmTKBOnTosWLCA8uXLm5OB3b17l/79+1O8eHE8PT1p2bIlR48eNa939OhRWrRoQYECBfD09KRhw4YcPnwYgODgYDp16kThwoVxd3enRo0arFu3zrzun3/+SaNGjXB2dsbLy4vRo0dbZBJv3rw5gwYNYujQoRQrVixf9PoVtiPXE9sJ63L09ib20iVir1yBBg1yuzhCCCGEEHbvQdwDGi9pbJVtmTDxwu8vpGvZvS/vxc0xc9MdL1myhIEDB7JkyRKee+45czf4qVOn0rBhQw4cOECDVK4Ve/XqxebNm/nwww+ZPXt2mvvTdZ2dO3dy+vRpKleubH590KBBnDx5kqVLl+Lt7c2qVato164dx48fp3LlygQGBjJw4EA++eQTnn/+ebZs2cK4ceOSbP/8+fOsWLGClStXmqeNfvHFF3F1dWX9+vUULFiQ+fPn06pVK86ePUuRIkXo3bs3devWZe7cuRiNRg4dOoSDgwp/3nnnHWJiYvjrr79wd3fn5MmTeHh4AHDlyhU6dOhA3759Wbx4MadPn2bAgAG4uLhYDCf4/vvveeuttwgMDEzz8xHCmiSIz2MkuZ0QQgghRP721VdfMXbsWH7//XeeeeYZi/fq1atHjx49eO+999i6dWuK29A0jalTp9KpUyeGDRtGxYoVk11uzpw5LFiwgJiYGGJjY3FxcWHIkCGAGhq7aNEiLl26hHfCNerIkSPZsGEDixYt4uOPP+bLL7+kffv2jBw5EgA/Pz927drFH3/8YbGfmJgYFi9eTPHixQHYuXMn+/btIzQ01Dxsdtq0aaxevZrly5fzxhtvcOnSJUaNGkXVqlUBqFixImFhYeayde/enZo1awJqRqtHj8nX15fZs2ejaRpVq1bl6tWrvPfee4wfP96cNb1y5cp8+umnaZ0OIaxOgvg8RoJ4IYQQQgjrcnVwZe/Le1N832Qymee2NhgMfHXkK3469RPxenySZY2akd7VevNOnXfStd+MWr58OaGhoQQGBtKwYcNkl5k0aRLVqlVj06ZNlChRIsVttW3blmbNmjFu3DiWLFmS7DK9e/dm7Nix3Llzhw8++IAmTZrQpEkTAI4fP058fDx+fn4W60RHR5sTVJ85c4auXbtavN+oUaMkQXzZsmXNATyorvLh4eFJEl0/ePCACxcuADB8+HD69+/PDz/8QOvWrenevbt5G0OGDOGtt95i06ZN5vdq1aoFwKlTp/D397eYp7xp06aEh4fz33//UaZMGUBNjy1EbrC5KeZE1piD+CsSxAshhBBCWIOmabg5uqV6c3VwNT/uUaUHOsmPZ9fReanKS2luz83RzSKITK+6detSvHhxvv322xTH1FesWJEBAwYwevToNMfdT506lV9++cU8lvxxBQsWpFKlSjRs2JBly5Yxe/ZstmzZAqiZo4xGIwcPHuTIkSPm26lTp5g5c2aGjsvd3d3ieXh4OF5eXhbbPXLkCGfOnGHUqFGAGkt/4sQJOnbsyLZt23jiiSfMlQP9+/fn33//pU+fPhw/fpwGDRrw5ZdfZqlMQuQUCeLzGGmJF0IIIYTIXWU9yzKxyUQMmgGjZrS4n9hkImU8y2TbvitWrMj27dv57bffGDx4cIrLjR8/nrNnz7J06dJUt9eoUSO6devG6NGj09y3h4cH7777LiNHjkTXderWrUt8fDyhoaFUqlTJ4laqVClAJdvbv3+/xXYef56cevXqce3aNRwcHJJsu1ixYubl/Pz8GDZsGJs2baJr167mJH8Avr6+DBw4kJUrVzJixAi++eYbAKpVq8bu3bstKjgCAwMpUKAApUuXTrNsQmQ3CeLzGPNc8SEhMkenEEIIIUQu6VKpC793+Z2+NfrStmxb+tboy+9dfqdLpS7Zvm8/Pz+2b9/OihUrGDp0aLLLlCxZkuHDhzNr1qw0tzd58mS2bdvGmTNn0lz2zTff5OzZs6xYsQI/Pz969+5NQEAAK1eu5OLFi+zbt48pU6awdu1aQGXBX7duHdOnT+fcuXPMnz+f9evXp9kLoXXr1vj7+9OlSxc2bdpEUFAQu3btYuzYsRw4cIAHDx4waNAgduzYQXBwMIGBgRw4cMDctX/o0KFs3LiRixcvcujQIbZv3061atUAePvtt7l8+TKDBw/m9OnT/Pbbb3zwwQcMHz7cPB5eiNwkf4V5jGPJkqBp6NHRxN+6ldvFEUIIIYTIt8p4lmFo/aF8+synDK0/NFtb4B9XpUoVtm3bxs8//8yIESOSXWbkyJHmjOyp8fPz4/XXXycqKirNZYsUKUJAQAATJkzAZDKxaNEiAgICGDFiBFWqVKFLly7s37/fPK68adOmzJs3j+nTp1O7dm02bNjAsGHDzNPIpUTTNNatW8fTTz/Na6+9hp+fHz179iQ4OJiSJUtiNBq5desWAQEB+Pn50aNHD9q1a8eYMWMAiI+P55133qFatWq0a9cOPz8/5syZA4CPjw/r1q1j37591K5dm4EDB9KvXz/ef//9NI9fiJyg6dJcm0RYWBgFCxbk3r17eHp6WmWbsbGxrFu3jg4dOuDo6GiVbabk3DPNibt+nXLLfsE1IUGHSJ+cPE8ic+Qc2Qc5T/ZBzpPtk3OU86Kiorh48aLFfORpMZlMhIWF4enpKS21VjBgwABOnz7N33//bdXtynmyffnhHKX2HZPeODRvfjL5nKOPD4CaK14IIYQQQggbNm3aNI4ePcr58+f58ssv+f7773n11Vdzu1hC2CyZYi4PcvT25sGhQ5LcTgghhBBC2Lx9+/bx6aefcv/+fSpUqMCsWbPo379/bhdLCJslQXweJNPMCSGEEEIIe7Fs2bLcLoIQdkW60+dBMs2cEEIIIYQQQuRNEsTnQeZp5iSIF0IIIYQQQog8RYL4PEha4oUQQgghhBAib5IgPg9y9PICwBQeTnxYWC6XRgghhBBCCCGEtUgQnwcZ3NwwFi4MSGu8EEIIIYQQQuQlEsTnUdKlXgghhBBCCCHyHgni8yhHHx8AYv+7ksslEUIIIYQQtmrChAnUqVMnR/bVt29funTpkiP7ygk7duxA0zTu3r2b20UR+YwE8XmUtMQLIYQQQuSumKAgQj+fzpXhIwj9fDoxQUE5st/du3djNBrp2LFjjuzvcUFBQWiaxpEjRyxenzlzJt99951V91WuXDk0TUPTNNzc3KhZsyYLFiyw6j5yW2JlweO3999/P9fL9HgFRt++fc3lc3R0pHz58vzf//0fUVFRuVPQPMohtwsgsocE8UIIIYQQuefuipWEjBsHmga6DprGrYUL8Zo0iULdumbrvhcuXMjgwYNZuHAhV69exTvhujC3FSxYMFu2++GHHzJgwAAiIyP59ddfGTBgAD4+PrRv3z5b9pdbzpw5g6enp/m5h4dHprYTHx+PpmkYDNnTntuuXTsWLVpEbGwsBw8e5NVXX0XTND755JNs2R9k/zFlRkxMDE5OTtmybds5SmFVMle8EEIIIYR16LqOKTIy9duDB+bHUadPqwDeZIL4eIv7kPffJ+r0mbS3FxmJrusZLmt4eDi//PILb731Fh07dkzS8j116lRKlixJgQIF6NevX5IW0v3799OmTRuKFStGwYIFeeaZZzh06JDFMpqmMXfuXNq3b4+rqysVKlRg+fLl5vfLly8PQN26ddE0jebNmwOW3em//vprvL29MZlMFtvu3Lkzr7/+uvn5b7/9Rr169XBxcaFChQpMnDiRuLg4i3UKFChAqVKlqFChAu+99x5FihRh8+bNSY6pRIkSlClThhYtWiR7TAsWLKBr1664ublRuXJl1qxZY7HMunXr8PPzw9XVlRYtWhCUTM+KFStWUKNGDZydnSlXrhyff/65xfvlypVj0qRJBAQE4OHhQdmyZVmzZg03btygc+fOeHh4UKtWLQ4cOJBk2yVKlKBUqVLmW2IQf+fOHQICAihcuDBubm60b9+ec+fOmdf77rvvKFSoEGvWrKF69eo4Oztz6dIloqOjGTlyJD4+Pri7u9O4cWN27NhhXi84OJhOnTpRuHBh3N3dqVGjBuvWrSMoKIgWLVoAULhwYTRNo2/fvub1nJ2dKVWqFL6+vnTp0oXWrVtbnA+TycSUKVMoX748rq6u1K5d2+LvB2DNmjVUrlwZFxcXWrRowffff2/R8m/tY0r8HHv37k3x4sVxdXWlcuXKLFq0yLzu8ePHadmyJa6urhQtWpQ33niD8PBw8/uJf9+TJ0/G29ubKlWqJDmH1iJBfB4lLfFCCCGEENahP3jAmXr1U7yda9CQ6y1acq5BQ87Uq8/FLl1V4J4ck4mLXbqkur3Em/7gQYbLumzZMqpWrUqVKlV45ZVX+Pbbb82VAcuWLWPChAl8/PHHHDhwAC8vL+bMmWOx/v3793n11VfZuXMne/bsoXLlynTo0IH79+9bLDdu3Di6d+/O0aNH6d27Nz179uTUqVMA7Nu3D4AtW7YQEhLCypUrk5TzxRdf5NatW2zfvt382u3bt9mwYQO9e/cG4O+//yYgIIB3332XkydPMn/+fL777jsmT56cwkdrYsWKFdy5c8eiBTTxmP766y82b95MpUqVkj2miRMn0qNHD44dO0aHDh3o3bs3t2/fBuDy5ct069aNTp06ceTIEfr378/o0aMt1j948CA9evSgZ8+eHD9+nAkTJjBu3LgkFSlffPEFTZs25fDhw3Ts2JE+ffoQEBDAK6+8wqFDh6hYsSIBAQHprsTp27cvBw4cYM2aNezevRtd1+nQoQOxsbHmZSIjI/nkk09YsGABJ06coESJEgwaNIjdu3ezdOlSjh07xosvvki7du3MFQDvvPMO0dHR/PXXXxw/fpxPPvkEDw8PfH19WbFiBaB6B4SEhDBz5sxky/bPP/+wa9cui/MxZcoUFi9ezLx58zhx4gTDhg3jlVde4c8//wRUoN2jRw+6dOnC0aNHefPNNxk7dmySbVvzmED9TZ88eZL169dz6tQp5s6dS7FixQCIiIigbdu2FC5cmP379/Prr7+yZcsWBg0aZFGmrVu3cubMGTZv3swff/yRrvOXKbpI4t69ezqg37t3z2rbjImJ0VevXq3HxMRYbZupibt7Vz9Zpap+skpVPT4yMkf2mRfk9HkSGSfnyD7IebIPcp5sn5yjnPfgwQP95MmT+oMHD8yvxUdEmK+rcvIWHxGR4fI3adJEnzFjhq7ruh4bG6sXK1ZM3759u67ruu7v76+//fbbFss3btxYr127dorbi4+P1wsUKKD//vvv5tcAfeDAgUm289Zbb+m6rusXL17UAf3w4cMWy7z66qt6586dzc87d+6sv/766+bn8+fP1729vfX4+Hhd13W9VatW+scff2yxjR9++EH38vIyPy9btqzu5OSku7u76w4ODjqgFylSRD937lyyx3Lnzh09NjY22WN6//33zc/Dw8N1QF+/fr2u67o+ZswYvXr16hbbe++993RAv3Pnjq7ruv7yyy/rbdq0sVhm1KhRFuuVLVtWf+WVV8zPQ0JCdEAfN26c+bXdu3frgB4SEqLruq5v375dB3R3d3eL282bN/WzZ8/qgB4YGGhe/+bNm7qrq6u+bNkyXdd1fdGiRTqgHzlyxLxMcHCwbjQa9StXrliUt1WrVvqYMWN0Xdf1mjVr6hMmTEjyOT5apsRjT/Tqq6/qRqNRd3d3152dnXVANxgM+vLly3Vd1/WoqCjdzc1N37Vrl8V6/fr103v16qXHx8fr7777rv7EE09YvD927FiL/WXHMXXq1El/7bXXkn3v66+/1gsXLqyHh4ebX1u7dq1uMBj0a9eumY+9ZMmSenR0dLLbSJTcd0yi9MahMiY+jzJ4emJwd8cUEUFsSAjOFSrkdpGEEEIIIeyS5upKlUMHU3zfZDIRdv8+ngUKYDAYuPHll9xe/IPqQv84o5EiAX0oPnhwuvabEWfOnGHfvn2sWrUKAAcHB1566SUWLlxI8+bNOXXqFAMHDrRYx9/f36I1/Pr167z//vvs2LGD0NBQ4uPjiYyM5NKlS0nWe/z544ns0tK7d28GDBjAnDlzcHZ25qeffqJnz57mcc1Hjx4lMDDQouU9Pj6eqKgoIiMjcXNzA2DUqFH07duXkJAQRo0axdtvv02lSpWSPabr169jMpmSPaZatWqZH7u7u+Pp6UloaCgAp06donHjxql+BqdOnaJz584WrzVt2pQZM2YQHx+P0WhMsp+SJUsCULNmzSSvhYaGUqpUKfPrf//9NwUKFDA/L1y4MIGBgTg4OFiUrWjRolSpUsXcMwLAycnJYr/Hjx8nPj4ePz8/i/JGR0dTtGhRAIYMGcJbb73Fpk2baN26Nd27d7fYRkpatGjB3LlziYiI4IsvvsDBwYHu3bsDcP78eSIjI2nTpo3FOjExMdStW9e8TIMGDSzeb9SoUZL9WPuY3nrrLbp3786hQ4d49tln6dKlC02aNAHUua1duzbu7u7m7TZt2hSTycSZM2cszmN2jYN/lATxeZSmaTh6exN97hyxV65KEC+EEEIIkUmapqElBIzJMpkwxMVhcHPDYDBQ+KWXuP394uSX1XUK9+yJIbXtZdLChQuJi4uzSGSn6zrOzs7Mnj07Xdt49dVXuXXrFjNnzqRs2bI4Ozvj7+9PTEyM1cvbqVMndF1n7dq1NGzYkL///psvvvjC/H54eDgTJ06kW7duSdZ1cXExPy5WrBiVKlWiUqVK/Prrr9SsWZMGDRpQvXp1i2P64osvKFq0KEWLFqVp06ZJjsnR0dHiuaZpScbsW8Oj+9E0LcXXHt93+fLlKVSoUKb26erqat4uqM/WaDRy8OBBc+VCosTu5f3796dt27asXbuWTZs2MWXKFD7//HMGp1EB5e7ubq5E+fbbb6lduzYLFy6kX79+5jHka9euxSdhSuxEzs7OuXpM7du3Jzg4mHXr1rF582ZatWrFO++8w7Rp09JdpkeD/OwkY+LzMBkXL4QQQgiR85zKlcNr0iQwGMBotLj3mjQJp7Jlrb7PuLg4Fi9ezOeff86RI0fMt6NHj+Lt7c3PP/9MtWrV2Lt3r8V6e/bssXgeGBjIkCFD6NChgzlB282bN5Ps7/H19uzZQ7Vq1QDMLZHxyfVEeISLiwvdunXjp59+4ueff6ZKlSrUq1fP/H69evU4c+aMOUB/9JZSFnJfX19eeuklxowZk+wxVatWLcVjSk21atXMY/0fPebHlwkMDLR4LTAwED8/vyRBpbVUq1aNuLg4i/N669Ytzpw5Y67ESE7dunWJj48nNDQ0yWf7aOu/r68vAwcOZOXKlYwYMYJvvvkGSP85NhgM/O9//+P999/nwYMHFknoHt+vr68vAJUqVeLgQcueL/v370/zs8jqMQEUL16cV199lR9//JEZM2bw9ddfA+pzPnr0KBEREeZlAwMDMRgM2ZrALiXSEp+HOSbUbsVeuZLLJRFCCCGEyF8KdeuKW/163F2+gtgrV3D08aHQC92zJYAH+OOPP7hz5w79+vVLMpVb9+7dWbhwISNHjqRv3740aNCApk2b8tNPP3HixAkqPNJjs3Llyvzwww80aNCAsLAwRo0ahWsy3fp//fVXGjRoQLNmzfjpp5/Yt28fCxcuBFQWdVdXVzZs2EDp0qVxcXFJcXq53r1789xzz3HixAleeeUVi/fGjx/Pc889R5kyZXjhhRcwGAwcPXqUf/75h0mTJqX4Wbz77rs88cQTHDhwgAYNGpiPqV69eoSEhPDhhx8me0ypGThwIJ9//jmjRo2if//+HDx4MEnCuhEjRtCwYUM++ugjXnrpJXbv3s3s2bOTJA+0psqVK9O5c2cGDBjA/PnzKVCgAKNHj8bHxydJ1/5H+fn50bt3bwICAvj888+pW7cuN27cYOvWrdSqVYuOHTsydOhQ2rdvj5+fH3fu3GH79u3mipqyZcuiaRp//PEHHTp0wNXVNcUp71588UVGjRrFV199xciRIxk5ciTDhg3DZDLRrFkz7t27R2BgIJ6envTp04fXXnuNOXPm8N5779GvXz+OHDli/qwfbXm39jGNHz+e+vXrU6NGDaKjo/njjz/M7/Xu3ZsPPviAV199lQkTJnDjxg0GDx5Mnz59zF3pc5K0xOdhMs2cEEIIIUTucSpblhIjhuMz/XNKjBiebQE8qK70rVu3TjZY7t69OwcOHKBatWqMGzeO//u//6N+/foEBwfz1ltvJdnOnTt3qFevHn369GHIkCGUKFEiyTYnTpzI0qVLqVWrFosXL+bnn382t/w6ODgwa9Ys5s+fj7e3d6rBZMuWLSlSpAhnzpzh5Zdftnivbdu2/PHHH2zatImGDRvy5JNP8sUXX1A2jc+xevXqPPvss4wfP97imBo0aMDAgQMZNGhQsseUmjJlyrBixQpWr15N7dq1mTdvHh9//LHFMvXq1WPZsmUsXbqUJ554gvHjx/Phhx9aTL+WHRYtWkT9+vV57rnn8Pf3R9d11q1bl2R4QHLrBQQEMGLECKpUqUKXLl3Yv38/ZcqUAVQr+zvvvEO1atVo164dfn5+5goJHx8fJk6cyOjRoylZsmSSLO2PcnBwYNCgQXz66adERETw0UcfMW7cOKZMmWLe9tq1a81TE5YtW5Zly5axcuVKatWqxdy5c83Z6dPqcp+VY3JycmLMmDHUqlWLp59+GqPRyNKlSwFwc3Nj48aN3L59m4YNG/LCCy/QqlWrdA9TsTZN1zMxAWUeFxYWRsGCBbl37x6enp5W2WZsbCzr1q2jQ4cOaf6Hspaw9eu5Mmw4rvXqUW7JTzmyT3uXG+dJZIycI/sg58k+yHmyfXKOcl5UVBQXL16kfPnyFuOuU2MymQgLC8PT0zPFbt55iaZprFq1yjznu73Ib+fJHqV0jiZPnsy8efO4fPlyLpbOOlL7jklvHCrd6fMwGRMvhBBCCCGEsDdz586lUaNGFC1alMDAQD777LNUW/vzGwni87DEID4uNBQ9NhZNavCFEEIIIYQQNu7cuXNMnjyZ27dvU6ZMGUaMGGGRrDC/kyA+DzMWLYrm5IQeE0Ps9es4lS6d20USQgghhBB2Tkbjiuw2ffp0ZsyYkdvFsFkyGCQP0wwGHL28AIi9Il3qhRBCCCGEEMLeSRCfx0mGeiGEEEKIjJPWZiFEdrDGd4sE8XmcQ2JyO5krXgghhBAiTYmzAERGRuZySYQQeVHid0tWZhyRMfF5nJOPDyAt8UIIIYQQ6WE0GilUqBChoaGAmh9a07RU1zGZTMTExBAVFSVTl9kwOU+2Ly+fI13XiYyMJDQ0lEKFCmE0GjO9LQni8ziZZk4IIYQQImNKlSoFYA7k06LrOg8ePMDV1TXNgF/kHjlPti8/nKNChQqZv2MyS4L4PE6CeCGEEEKIjNE0DS8vL0qUKEFsbGyay8fGxvLXX3/x9NNPZ6mLrMhecp5sX14/R46OjllqgU8kQXweZ54rPiQE3WRCy2PdUoQQQgghsovRaEzXBbfRaCQuLg4XF5c8GXjkFXKebJ+co/SRiC6PcyhZEoxG9NhY4m7czO3iCCGEEEIIIYTIAgni8zjNwQGHkiUAiL0qGeqFEEIIIYQQwp5JEJ8PyLh4IYQQQgghhMgbcjWInzt3LrVq1cLT0xNPT0/8/f1Zv359ist/9913aJpmcXNxcbFYRtd1xo8fj5eXF66urrRu3Zpz585l96HYNAnihRBCCCGEECJvyNUgvnTp0kydOpWDBw9y4MABWrZsSefOnTlx4kSK63h6ehISEmK+BQcHW7z/6aefMmvWLObNm8fevXtxd3enbdu2REVFZffh2CxzEH9FutMLIYQQQgghhD3L1ez0nTp1sng+efJk5s6dy549e6hRo0ay62ialuK8erquM2PGDN5//306d+4MwOLFiylZsiSrV6+mZ8+e1j0AO+Ho4wNIS7wQQgghhBBC2DubmWIuPj6eX3/9lYiICPz9/VNcLjw8nLJly2IymahXrx4ff/yxOeC/ePEi165do3Xr1ublCxYsSOPGjdm9e3eKQXx0dDTR0dHm52FhYYCapzA9c4OmR+J2rLW9jDCUKKn2feVqruzfnuTmeRLpI+fIPsh5sg9ynmyfnCP7IOfJPsh5sn35/Ryl97g1Xdf1bC5Lqo4fP46/vz9RUVF4eHiwZMkSOnTokOyyu3fv5ty5c9SqVYt79+4xbdo0/vrrL06cOEHp0qXZtWsXTZs25erVq3h5eZnX69GjB5qm8csvvyS73QkTJjBx4sQkry9ZsgQ3NzfrHGgucrxxg/LTPsfk5MT5DyeCpuV2kYQQQgghhBBCPCIyMpKXX36Ze/fu4enpmeJyuR7Ex8TEcOnSJe7du8fy5ctZsGABf/75J9WrV09z3djYWKpVq0avXr346KOPMh3EJ9cS7+vry82bN1P98DIiNjaWzZs306ZNGxwdHa2yzfQyRUfzb4OGAJT/+y+MhQrl6P7tSW6eJ5E+co7sg5wn+yDnyfbJObIPcp7sg5wn25ffz1FYWBjFihVLM4jP9e70Tk5OVKpUCYD69euzf/9+Zs6cyfz589Nc19HRkbp163L+/HkA81j569evWwTx169fp06dOilux9nZGWdn52S3b+0/nuzYZjp2irFYMeJv3kQPDcWxePGc3b8dypXzJDJEzpF9kPNkH+Q82T45R/ZBzpN9kPNk+/LrOUrvMdvcPPEmk8miVTw18fHxHD9+3Bywly9fnlKlSrF161bzMmFhYezduzfVcfb5gUwzJ4QQQgghhBD2L1db4seMGUP79u0pU6YM9+/fZ8mSJezYsYONGzcCEBAQgI+PD1OmTAHgww8/5Mknn6RSpUrcvXuXzz77jODgYPr37w+ozPVDhw5l0qRJVK5cmfLlyzNu3Di8vb3p0qVLbh2mTXD09ibq2DHiJIgXQgghhBBCCLuVq0F8aGgoAQEBhISEULBgQWrVqsXGjRtp06YNAJcuXcJgeNhZ4M6dOwwYMIBr165RuHBh6tevz65duyzGz//f//0fERERvPHGG9y9e5dmzZqxYcMGXFxccvz4bEliS3yMzBUvhBBCCCGEEHYrV4P4hQsXpvr+jh07LJ5/8cUXfPHFF6muo2kaH374IR9++GFWi5enSHd6IYQQQgghhLB/NjcmXmQPCeKFEEIIIYQQwv5JEJ9POPr4ABB3RYJ4IYQQQgghhLBXEsTnE44+qiU+/t49TBERuVwaIYQQQgghhBCZIUF8PmH08MDg6QlIl3ohhBBCCCGEsFcSxOcjMi5eCCGEEEIIIeybBPH5iATxQgghhBBCCGHfJIjPRySIF0IIIYQQQgj7JkF8PmIO4q9cyeWSCCGEEEIIIYTIDAni85GHQby0xAshhBBCCCGEPZIgPh9JnGZOutMLIYQQQgghhH2SID4fcfTxASDuxg1MMTG5XBohhBBCCCGEEBklQXw+YixcGM3FBYC4kJBcLo0QQgghhBBCiIySID4f0TRNMtQLIYQQQgghhB2TID6fkSBeCCGEEEIIIeyXBPH5jGSoF0IIIYQQQgj7JUF8PiNzxQshhBBCCCGE/ZIgPp+RaeaEEEIIIYQQwn5JEJ/PyJh4IYQQQgghhLBfEsTnM+Yg/vp19Pj4XC6NEEIIIYQQQoiMkCA+n3EoUQIcHCAujrjQ0NwujhBCCCGEEEKIDJAgPp/RjEYcS5UCpEu9EEIIIYQQQtgbCeLzIRkXL4QQQgghhBD2SYL4fEjmihdCCCGEEEII+yRBfD4kLfFCCCGEEEIIYZ8kiM+HzHPFX7mSyyURQgghhBBCCJEREsTnQ9ISL4QQQgghhBD2SYL4fMgcxIeEoOt6LpdGCCGEEEIIIUR6SRCfDzl4eQGgR0URf/t2LpdGCCGEEEIIIUR6SRCfDxmcnHAoUQKQLvVCCCGEEEIIYU8kiM+nZJo5IYQQQgghhLA/EsTnU5LcTgghhBBCCCHsjwTx+ZR5mjkJ4oUQQgghhBDCbkgQn09JS7wQQgghhBBC2B+H3C6AyKRbF+DwD3D3EhQqA3X7QNGK6V794Zj4K9lVQiGEEEIIIYQQViZBvD06/COsGQxogK7uA2fC87Ohbu90bUJa4oUQQgghhBDC/kh3entz64IK4HUT6PGW92sGqffTITGIN92/T/z9+9lZYiGEEEIIIYQQViJBvL05/AOqBT45WsL7aTO4u2MsWBCQ1nghhBBCCCGEsBcSxNubu5dQXeiToye8nz6OPj6AzBUvhBBCCCGEEPZCgnh7U6gMqbbEFyqT7k3JNHNCCCGEEEIIYV8kiLc3dfuQakt83T7p3pQktxNCCCGEEEII+yJBvL0pWlFlodcMoBkfvq4Z1OuZmWZOgnghhBDC9ty6gGH7R9S/OAfD9o/SnbxWCCFE3iZTzNmjur2hzJMqid3RpXA/BJ58O93TyyVykLnihRBCCNuUMJ2sAQ1v3YS2ez/s/jJD08kKIYTIm3K1JX7u3LnUqlULT09PPD098ff3Z/369Sku/8033/DUU09RuHBhChcuTOvWrdm3b5/FMn379kXTNItbu3btsvtQcl7RitB6Ajw9Sj2/cjDDm5CWeCGEEMIGPTKdrKbHY0BHy8R0skIIIfKmXA3iS5cuzdSpUzl48CAHDhygZcuWdO7cmRMnTiS7/I4dO+jVqxfbt29n9+7d+Pr68uyzz3LlsZbkdu3aERISYr79/PPPOXE4uaNyG3V/eR88uJOhVROD+PhbtzBFRVm7ZEIIIYTIDCtNJyuEECJvytXu9J06dbJ4PnnyZObOncuePXuoUaNGkuV/+ukni+cLFixgxYoVbN26lYCAAPPrzs7OlCpVKnsKbWsKlYHiVeHGabiwHZ7olu5VjYUKobm5oUdGEns1BOcK5bOxoEIIIUQm3Lqggta7l9RvXt0+Gcr/YpesOJ2sEEKIvMdmxsTHx8fz66+/EhERgb+/f7rWiYyMJDY2liJFili8vmPHDkqUKEHhwoVp2bIlkyZNomjRoiluJzo6mujoaPPzsLAwAGJjY4mNjc3E0SSVuB1rbe9RhoqtMN44jensRuKrdEp7hUc4enkRc+ECUZcvYfAtbfWy2ZvsPE/COuQc2Qc5T/bB1s+TdnQJxrVDUa3SuroPnEl8x5notXvlbuGykcGzNAa0ZNvidcDkWRqTjZ6z/MrW/y8JRc6T7cvv5yi9x63pup5SVW+OOH78OP7+/kRFReHh4cGSJUvo0KFDutZ9++232bhxIydOnMDFxQWApUuX4ubmRvny5blw4QL/+9//8PDwYPfu3RiNxmS3M2HCBCZOnJjk9SVLluDm5pb5g8shxe6fpOn5qUQ5FGTjEzNVpvp08l60CI/TZ7jerRv3GjfKxlIKIYQQ6ecedY1Wp95De6xFWj3T2Fr9UyKcS+ZG0bJd4rGDniSQ14E9FYYTWrBOzhdMCCFEtoqMjOTll1/m3r17eHp6prhcrgfxMTExXLp0iXv37rF8+XIWLFjAn3/+SfXq1VNdb+rUqXz66afs2LGDWrVqpbjcv//+S8WKFdmyZQutWrVKdpnkWuJ9fX25efNmqh9eRsTGxrJ582batGmDo6OjVbZpFh+Dw/TKaDERxL6+BbzqpHvV0EmTCPtlGYUHDKDokMHWLZcdytbzZMtuX8BwdAna3Uvohcpgqv0yFLHN7qr59hzZGTlP9sGWz5Nh+0cYds9WCd0eo2tGTP6DMLUYlwslyxnGNe9gOP4LOiqU1zQD6PGqT4J7CeL6rIGilXK7mCKBLf9fEg/JebJ9+f0chYWFUaxYsTSD+FzvTu/k5ESlSupHqH79+uzfv5+ZM2cyf/78FNeZNm0aU6dOZcuWLakG8AAVKlSgWLFinD9/PsUg3tnZGWdn5ySvOzo6Wv2PJzu2iaMjVGgBp//A8eJ2KNMw3as6l1Zd6OOvX8uX/1FSki3nyVYlTGP0aHdVox1MY5SvzpEdk/NkH2zyPIX9R0rjwjV0jGH/YbS1MltLXDQE7wRAL/8MV+9E41W9McYnusJvg9GuH8dxSXd4bT0ULpvLhRWPssn/SyIJOU+2L7+eo/Qec65mp0+OyWSyaBV/3KeffspHH33Ehg0baNCgQZrb+++//7h16xZeXl7WLKbtqfysuj+3OUOryTRz+dwj0xiROH2RTGMkhLAFhcqQaob2QmVysjQ569BiCLsCBbyJ7/ETB8u/rXodeNeFPqugmJ96f/HzECa/30IIkd/kahA/ZswY/vrrL4KCgjh+/Dhjxoxhx44d9O6tWv8CAgIYM2aMeflPPvmEcePG8e2331KuXDmuXbvGtWvXCA8PByA8PJxRo0axZ88egoKC2Lp1K507d6ZSpUq0bds2V44xx1Rqre7/2w+Rt9O9mjmIvyIXAfmSTGMkhLBVdfuQYoZ23ZTwfh4UGwV/f64ePzUcHFws3/coDgG/QeFycCcIFneGiJs5XUohhBC5KFeD+NDQUAICAqhSpQqtWrVi//79bNy4kTZt1Nznly5dIiQkxLz83LlziYmJ4YUXXsDLy8t8mzZtGgBGo5Fjx47x/PPP4+fnR79+/ahfvz5///13st3l85SCPlDyCUCHC9vSvZqjtw8Acdevo+fTLJD5mkxjJISwVUUrqqFiAGgqaas5casON8/mVsmy18Hv4H4IeJaGegHJL+PpDQFrwNNHfQ4/dIEHd3KylEIIIXJRro6JX7hwYarv79ixw+J5UFBQqsu7urqycePGLJbKjlVqDdf/gXOboOYL6VrFoXgxNEdH9NhYYq+H4lTaJ5sLKWxKfu6uKoSwbbEP4Ooh9bja82B0UN9J9/6D47/CigHQfwuUqJq75bSmmEjYOV09fnokODhDShXshcuqFvlF7eHacfjxBQhYDc4Fcqy4QgghcofNjYkXWZA4Lv78FjCZ0rWKZjDgkJAvIPbqlewqmbBVqXVXRc+73VUfd+sCbJkAy19X95ILQIjcd2K1al0uWAZeXAQvfAutJ0CXuVC2KcTch6W98lYL9IFvIfy6qqyok47EosUqq0DepRBcOQBLeqqKACGEEHmaBPF5iW8jcC4Ikbfg6uF0rybJ7fKxohWhft+Hz7VHWuVbvK/ez+sO/wizG0DgLDixSt3PbgCHf8rtkgmRvx34Vt3XfxUMxoevGx2hx2IV3N/+V1W+xcflThmtKSYCAmeox0+PAgen9K1Xsgb0WQlOBVRG+2V9VHZ7IYQQeZYE8XmJ0REqNlePz21K92qOPhLE52vXT6h73yehRjcoXEE9v7Q798qUUyQ7vxC26dpx+G8fGByS7xHkXgx6/gSObioPzJYPcr6M1rZ/AUTcUAnravfK2Lo+9aH3r+Dgqnrj5ZWKDSGEEMmSID6vMU81l4EgXlri86+rh+HyXnWh3ON71V31leVgcITzm+Fs+v+O7JJk5xfCNiW2wlfrBAVKJr+MVy3oMkc93j0bji7NmbJlh+j7sHOGevzMe6pSPqPK+kOvJWB0gtN/wOq30j20TgghhH2RID6vSZxq7uphCL+RrlXMGeoliM9/9n6t7mt0hQKl1OOiFeHJgerxxjEQF5M7ZcsJkp1fCNsTfR+OLVOPG7ye+rI1usJTI9XjNUPgv4PZW7bssu9reHAbilSEmj0yv52KLeHF71XF7PFlsHYY6Cl9xwkhhLBXEsTnNQVKQalaqKnmtqZrlcSW+JgrktguXwm/Af8sV48bvWn53tOjwL043DqvLi7zKk9v1XU+WZKdX4hccewXiAmHopWh3FNpL99iLPi1h/ho+KU33L+W/WW0pqgw2PWlevzMeyoLf1ZU7QDdvgY0NV3dxv9JIC+EEHmMBPF5kblL/eZ0LZ44Jj7uagi6dL3LPw59B/Ex4F0PSjewfM+lILQarx7/+Wm6e3XYFV2Hm+dTWyD/ZOcXwlboOuxP6Erf4HXLZJspMRhU0Fq8qppf/ZdX7Cux2975KsN+0crpnh42TU90h86z1eM9c2D7ZOtsVwghhE2QID4vqtxG3Z/fAqb4NBd3LFkSDAb02Fjibt7M5sIJmxAf+/BCufGbyV8o1+kNXrUh+h5sn5Sz5csJO6fD2fWoMfEaaEbQHvlK9KoDhcvnUuGEyKcu74PQEypBW50MJHdz8YSeS1QF5H/74Y/h9tH6/OAu7E5ohW8+2jILf1bVfQXaf6Ye//UZ/D3detsWQgiRqySIz4t8Gqg5Y6Puwn8H0lxcc3TEoUQJQMbF5xunfof7V1WX+Rpdk1/GYIR2n6jHB7+HkGM5V77sdnotbP1QPe44DQYfhKZD1GfxxAugOcDVQ7Dtw9wtpxD5TWJCuye6g2vhjK1btCK8sEhVxh35UbVw27o9cyHqHhSvlvJ3cVY0fgNaT1CPt058mAdFCCGEXcviwCuRW4LDgll1bhVXw6/i7eFN18pdKetZVr1pdIBKreCfFSrDeJnGaW7P0dubuGvXiL16Fdc6dbK38PnJrQsqw/ndS2p8dd0+tjH3euI49/qvgYNzysuV9VcX0/+sgA2joe/a9HVvtWXXjsOKAepxwwHQsL96nHihCypB5OqBsPMLNd1T/b45XEgh8qHI23BilXqcVkK7lFRqBW0+gk1j1VjwElWhQnOrFdGqHtxRXd0Bmr9n3Vb4RzUbpuag/+szWD8KHF2hbBPb/G0SQgiRLtISb4dWnVvF86uf57sT37ExeCPfnfiO51c/z+rzqx8uVCmhS306p5qTaeayweEfYXYDCJylLkwDZ6nnh3/K3XKFHFVzwBsc0neh3Hqi6toaHAgnV2d78bJVeCj83AtiI9SFfbupyS9Xpxc8M1o9/mM4nE9fkkghRBYc/lElp/OqDT71Mr8d/3fUPOt6PCx7FW7/a70yWtPuryA6DErUgGqds3dfLcbCk++ox2sGwZf1be+3SQghRLpJEG9ngsOCmbB7AibdRLweb3H/wa4PuBSWMCVW4lRzIUfh/vU0t+voo6aZkyDeSm5dgDWDVeZzPd7yfs0g9X5uSexOWb0zeHqlvXwhX2j6rnq8aRzEPsi+smWnuGiV8OreZTWN04vfpZ4FuvloqPXSw0Dg+skcK6oQ+Y7JBAcXqcfpTWiXEk2D52aopJ1Rd+Hnl9W0dbYk8rbqSg/QYoxKzpedNA3aToYa3RJe0G3vt0kIIUS6SRBvZ1adW4VG8hc3Ghorz61UTzyKqwsYUAnu0mBuib9i5SD+1gXYMgGWv67u88sFwuEfIIXzBFrC+7kg4iYc/1U9bjww/es1fRc8fVQAnDgVkj3Rdfj9Xbi8VyW+evmXtMfbaho8/yWUbQox9+GnF+1v6ioh7MXFHarF3NkTar6Y9e05ukDPn8CjFNw4BasGqooCW7FrlppGr1QtqPpczuxTS5w20wZ/m+zdrQsYtn9E/YtzMGz/KP9c6wghco0E8XbmavhVdJLPuKujczX8kSC8cvq71GdLd3pb7U6eE+5eghTOE+gJ7+eCQ98ndFetA6Ubpn89Jzdok5Dk7e/pcO+/bCletgmcCUd/VhnoX/wOilVO33oOzvDSj2rqp7D/YMlLamypECnJrxWXWZWY0K52T3Byt842Pb3V/1+jE5z+A/78xDrbzaqImw97RDUfk7N5Ru5dTmV/ufjbZM8SrnUMu2fjfXcvht2z88+1jhAi12Q6iP/hhx9o2rQp3t7eBAcHAzBjxgx+++03qxVOJOXt4Z1qS7y3h/fDFxLni7+wHeLjUt1u4lzxsVeuoFtjWh5b7k6eEwqVSWV6o8TWkBwWHwf7F6rHjQdm/MLxie7g+yTEPVDBib04s/5hedtNhYotM7a+WxHovQzcikLIEVjRP11TN4p8KD9XXGZF2FU4vU49zmxCu5T4NlRd6wH+nAon11h3+5kROFPl5fCqA1Xa5+y+02qJz43fJnv2yLWOpsdjQEfLT9c6QlhbdvVqyYMV7JkK4ufOncvw4cPp0KEDd+/eJT5eXdAWKlSIGTNmWLN84jFdK3dNtSW+W+VuD1/wrqsCj+h78N++VLfr6KXGRpsiIzHdu5f1gtpqd/KcUqo2qbbE1+2Tk6VRTv8BYVfArRg80S3t5R+nadB+KqCpLvmX9lq9iFZ3/YQKutFVcNBoQOa2U6QC9FoKRmc4sw42jrVqMUUekN8rLrPi0A/qsyrTBEpUs/726/aGJ99Wj1cNVN8LuSU8FPZ9ox63GJvzs33U7YPN/TbZs1SvdVDTswoh0ie7erXk0Qr2TAXxX375Jd988w1jx47FaHw4JUqDBg04fvy41QonkirrWZaJTSZi0AwYtYefvYbGxCYTKeP5SC26wQgVW6nHaXSpN7i6YixSBLBSl3pb7U6eE6LDLecX14xq3uJETYfmzlQ+iXMmN0hjWrnUeNeFuq+oxxves60xpo+LuAk/91TjTss/De0/zdoFs28j6JbwGe6dax9zUIucERUGO6akskA+qLjMrPg4OPidemztVvhHtfkIyj+jWsB/7gkRt7JvX6nZOUP1ZvJp8HDIW04qWhGen61+kzQjFgFoqw9kmrmMSu1aRzfB7i9h/tPw2ztqCMWlPelPspgHWw6FSFFWerXoOsRGwYO7Kpn3nWC4cRZCjsE/q9T6ebCCPVPzxF+8eJG6desmed3Z2ZmICBkvmt26VOpCvRL1WHluJSvPreRO9B3eqv0WXSp1Sbpw5Wfh+DI4t8VyHuxkOHp7E3/7NrFXr+JSvXrWCpnQZS/mvpG7/7oRG2HE0T2eQhUicfLU83aXvU1jVYImz9IqsdLJ1eqH/uZZNUf52Q3Q4n9gdMy5MoUcg0u70j+tXGpajYcTq+HqYTXOvG5vqxTRqhIz0d+9BIXLw4vfW+fzrtEV7gSpC6oNo9XfcU53hxXWc+tCxufKjrgF146qmT8Sb2lOYZbHKy6z4uwGuH9V9Rqr/nz27cfooPJhfNNC/R9e0kMlrQz7L+fmSQ8LgQMJQ5pa/C/nW+ET1e0NZZ5Uf/t3glXCz7ArcHot+A9KfdYOYSnV4QmoQCHxe4IfE17UVO8ur1oqsWGpWuqxR4mH6x3+UQU0aKhKAk0Nw3h+tm3+5gqRVan1atFNsKgDuBdT13dx0RAX9fA+PjqTO02oYE8jPrJVmfqmLl++PEeOHKFs2bIWr2/YsIFq1bKhK5xIooxnGYbWH4q7ozuzDs/i5O0Upr+q2BLQ4PpxNe7Q0zv55VBBfNQ//1inJb5uH+7+8DUhez0tfoNunfLAq9FdCg3skfV92KIzGx62KnWdC9511A3UlEJf1ofQk6oVt8mgnCvXvoRW42rPp/o3kC4eJeCZ/4PN41QwW60TuHhmuYhWo+tqbvdLu1Wm65d/UeParaXpULh9USUJXP46vLZO9VAQ9iWti2Rdh/shjwTrx9R9WApJHZ0LqF44ybXK6SZVYRAdDs4e2XdM9igxoV3dVzLfQyi93IqoYTHzn4ErB+DKwYRAOocCpJ1fqAtO38YZz81hbUUrPrxwvXsJ5jZVw+52Tlff7yJ96vZRvSuSoxkg4DfVOnjtOFw7pr5H7l+F2xfU7cSqh8t7lFLBfMHScGARyX6XrBmkKmCkx4TIa1LtwQuEX1O3NGng4KJ+TxxcIDoMYiNTWNa+K9gzFcQPHz6cd955h6ioKHRdZ9++ffz8889MmTKFBQsWWLuMIhXNfJox6/As9obsJTY+FsfHWxvdi0LpBvDffji3Geq/muK2rDnNXMx9IyH7Cqonif8ndfVPyL5CuG2YhdOr87K8H5sSfkP9wIJqzSj/tOX7bkWgzUQVOOyYosalZzWgTo+IW3B8uXrc+E3rbLPxQFVZcfsC/P25Oi5bsXs2HPlRXUC9sAiKV7Hu9jUNOn6usjxf2AZLesKArerCS9iHR8evP+63d1TN/K3zEHEj+fWLVASv2uqC26u2yoERdVeNsUspoWXIEZjjD8/PgootrHUk9u32v3BhK6BB/ddyZp9GJ4iPSXiiW56v7AyQ7l15WMGbm63wySlURn2nrRwAO6aqYXil6+d2qexD+HUSL3J0zYCu62iaAQ1dVQolXgc82ssk4ubDgD7x/tZ5FaCcSytIse+WQyGSdfuiylWS3G8yqOu5qp2gQV/LAN3isbPKW2R0tPx+3TJBjYHXk0tIbN/JPDMVxPfv3x9XV1fef/99IiMjefnll/H29mbmzJn07NnT2mUUqahSpApFXYpyK+oWh0IP0dircdKFKj+rgvjzaQTxPj5A1sbEm2JieHDoMKGfTkq4OHr8QkUDTefu6j8o0XgdVO2Q6X3ZFF2H34eoi/4SNaDluOSXq/OKSuL03z6VHO3FRdlftkPfq9Yfr9qqBcgaHJyg7WQ1tnTPHKgXYBstA2c3waaEz77tx1C5dfbsx+iouuZ+2071rPipB7y+wbZ6JKRXZrqU2yuTCe4Gw9YPSTVnx6Xd6qFmhOJVHwbrXrWh5BPJn2f3ouqifc0gLFr30cH/HTj5m/qMf+iiPuNnJ4FrIesfoz1JDGortYIi5XNmn4d/UBeEKV3QZVeAtHO66vJZtqkam29rar6oZvI4sVIF8wP/tt5Uf3lV7AP4LaHivnpXTIXKEHJyL17VG2Os/2rK36PuxVRPjEd7Y8REqCAm5KiqiL4TlMJO7bvlUKRTfvldjrgJf32mZk4yxaa+bOtM5uyo20f1tEqWfSfzzPTAp969e9O7d28iIyMJDw+nRIkSaa8krM6gGWjq05Q1F9YQeCUw+SC+UmvYPhku7IC4GBWAJcM8zVwGgnjdZCL6zBkidu0mYtcuIg8eRI+KSng35ez0sRFG1eLlvQs8vdK9P5t1+AeVtdzoBN2+BkeX5JczGFSLx9fPqIulegHZ2yr36LRyjd60buuPXzt1EXJhmwqcey2x3rYzI/SU6t6ODvVeVb0FspNLQXh5GSxoBaEn4NdX1fOczHWQVfY07jIjFzVx0Wr5m2dUcpvE+1vnVIVWqjQ1BKbD51CyOji6pr+Mj441frycz4xWlQf75qv3z29RU59VaZf+7eclcdHq7w+yN6Hd49JKRJZi8JSVfV5+mKXc1lrhE2kaPDddjY+/fUFVMneakdulsm07pqrPqoAXdJqBycGdgw/W0aFFB4yOGfwdcHJXyVN9G6n8BCm1HOom9R2m67b5dySyzp5+lzMrJgJ2z1HHFZOQ6LFiS9XQ9Ocn6GjousmyV0tmKzESk3kmV8Gele3agEwF8Q8ePEDXddzc3HBzc+PGjRvMmDGD6tWr8+yzz1q7jCINzXyasebCGnZe3clwhiddwKsOuBdXrcSX9yTt5v2Y6LNnCf18OoW6d8OpXLkk78deuULEbhW0R+zeQ/ydOxbvG4sUxBh3k5gwB5IN5A1GHEsWhQcXYNWb0Ge1Cm7t1e1/Yf1o9bjl+1DqidSX96oFjd6AvfNg3Uh4a1f2jQU9s1aN4XUrquZ5tyZNg7ZTYG4TtZ8L23JvnGfELVjykvoxKNsMOkzLmQucQr5qzP2iDur4146ATjPt4+IqtS7ltjbuMqWLmvafqYD75lm4cebh/Z2gFFpaUd3tnAtA5C2SDeY0A1RonvnuxI+ONX6Uswd0+BRqdFGtd7cvwM8vQc0e0G6qasnPT07+ps6Bpw9Ubptz+001EZkO/+5QQ8+smTn+72mqlancU1CumfW2a22uhaHLXFj8PBxcBH5tJXFnSq4ehl1fqscdp6teNbFptCSmV6oth6gEhEt6qN+5wmVTXk7YH3v6Xc6M+Fg4tBj+/CRhKAqqh1vriQ8btGq+iOng9+nr1ZJeqVWw27FMRU6dO3dm8eLFANy9e5dGjRrx+eef07lzZ+bOnWvVAoq0+Xv5Y9AMnLtzjmsRyYynMhigUsIFybnNyW7j7oqV/DdoMAB6bCy3vv2WCx06cnflKuLv3SNs0yZCJk7kfNu2nG/VmpD3xxG2bj3xd+6gubnh8cwzlBwzmgq/r6HyWz74PnU75UBG1yk04gtwdIOLf6opWOxVfBysfFNNW1S2mRoLnx4t/gceJdU4uF3ZePx7v1b39fum3DsgK0pUfTj3+oYx6vPIaXExsKyP6iZduBy89EOKvU2yhXddeOFbQFNDF1K7+LIlac1vvOvLzJ/PWxcwbP+I+hfnYNj+UdamcAk9nfL86+tGqJ4Qq9+CwBmqN8ztC+p9Z081jVed3uoCoddSGHwIxoZAv02pVLRkc/e6sk3grUBoMkRVGBxfBl81skxwlR8kJrSr92rOZkNPdZ504MEd+OkF+KGb6t2TVXeCH/Y4aPG/rG8vu1V45uHv2G+D1Lz2wlJ8LPw2WH3PPNHd+sMCH58G8NH7Kh1Uj79zm+CrxiqpXryVKg9E7kv1d9mOpyrVdTWr0VeNYe1wFcAXLgfdF8KAHZY9UotWxNRiHAfLv42pxTjrBdqJFewvfKvu7TyAh0y2xB86dIgvvvgCgOXLl1OqVCkOHz7MihUrGD9+PG+99ZZVCylSV8ilEE8Ue4JjN46x6+ouulXulnShyq3h6BIVxD/7kcVbMUFBhIwbZznnd7xqxQr53/8I0TTL5D9GI661auHu7497E39ca9VCc0oImv47ABe24ORpxGvMUEKmzlIXyyaTeRtekybhVOcZMH2iLs63fqR6B9hjhu/AL9T4dmdPlY3eYEzfei4F1ZjYlQPgr2lqPKK1a9Sv/QPBO9WPf4N+1t32o5qPhmPL4MZpdWHe+I3s29fjdF0FcsGB4FQAelk5E316VWmvWlM3vAdbPlDnskbXnC9HRtw4k3JrtW5SLXGHf1Q/dEUrQTE/KFZZ3RetlPJ47oRWcwMa3roJbfd+VVGXWlfA2Aeq9fz2vyrBze1/H97Syljr6K5azYtVUUkMi/mpW4FSKQfqud29ztFVfQ/X6AKr34Ebp+DXvvDPCtWNv0DJ7N1/brt+QuUd0IxqSFFOSu3ct/9U/R3una8S7s3doSpAW/xPjWPOjL8+A1McVGihKnDsQctxcGG7Gia0ZrCqALOH3kU5JXCmmvHHtQi0+yR79pFay+GNs/DHMPX7vuUD9fvbaYbqii/sW6q/d3aaDyFoJ2wer2YDAXArBs+8p75bc7LBJQ/KVBAfGRlJgQIFANi0aRPdunXDYDDw5JNPEhwcbNUCivRp5t2MYzeOsfPKzuSD+IotVS3ujVNqfF4hX/Nbd1esTP0HWtdxqlAB9yZNcG/ij1vDhhgTzn8SO6aq+9o9KdTlTdyeacfd5St4cPw4kXv2YPD0pGCXzmqZun3UuNCTv8HyfvDmX/Y1/dKVQw+Pt8NnGc9wWfNF1a0o6G/Vim3tMeXmaeU6QUGfVBcNDgtm1blVXA2/ireHN10rd6WsZzorFVwLQ8uxqiv59slQ84WcC6T3zFWfoWZQtaslqubMfpPz5EC4c1ENk1j5pqpguHbM9rpuRYeri9Czm1JfTnNQXYBvnFa3x7mXSAiYEwL8opXVD3JCq3nCxF0PKwrWDFKBf3zMI4F6wv39TCbT1AxqTPkL32Z8XVvoXudTH978U83w8PfncOp3uPi3qhCq3TPvBk4HEhJ6Vu2YOzlR0jr3DV5XF52n/1Dzuh9fDk+PVLN7ZGTo0+1/4UjC97o9tMIncnSB7t/A183h7AZVoZeTeQts2Y2zqiswQPtPwKN49u0rpaE5xf2g7x9w9GeVuyD0BCxso2Z4aP2B+k0W9scUD/evpZyh3d4yqV/7B7ZOVL1GQFW4Nxmspld2TiGGEBmSqSC+UqVKrF69mq5du7Jx40aGDRsGQGhoKJ6edpidOQ9o6tOUOUfnsOfqHuJMcTgYHju1roWhdCM1Jv78Zosf5NgrV1KeFknT8GjRAt85X6VdiP8OqG1rRnXBAziVLUuJEcPRY2M5+6Q/prAwok6cxLXmE+oCtdNMtd7tC7BhNHSendmPIGfFRKrx/KY4qN4Far2U8W1omhrTNq+pGlN+ZoP1klxF3la185BmgrdV51YxYfcENDR0dDQ0Fp1YxMQmE+lSqUv69levL+z/Vl1M7JiiKjWyw60LGA5+T/2LezGuXAGn1qjX23wEfjaQj6PtxyooOLMOlr+m/i/YSmIaU7xqJd8++eFYtJRoBnhnrwrKb55LuCUkhrt5Ts2fHhGqbsE707d/3QRLX075feeCULQCFC4PRSok3Mqrbub7F2bP9DApXSTnJAdnFeBV6wSr31YVP6sHqlb5TjPy3tSF0eFwdKl6nJuBYWrnvmhF6PmTqlDZOEbN8b15nOpp9OxHUPW59FWw/PmZ+rut1Nr+WklL1lCfz8b/wYb/qfH8xSrndqlyl8mkKiPjY9SsPzVfzL2yaBrUeVnlk9g8Xk2renCRqnhqN1V188+rlYB50b0r6poyODCVhWwwk3pyCWeNTrD9Y1XJhA4GB9Xq/sx74CFJ0K0pU0H8+PHjefnllxk2bBitWrXC398fUK3ydevaYZfoPKBG0RoUci7E3ei7HLtxjHol6yVdqHIbFcSfswziHX18Uv6yNxhwrpjOlilzK3wvdQH+CM3RETf/JwnfspWIwJ0qiAdVudDta/juOfVFUKmV7XdDBtWF7eZZ8CgFz32R+R/LElXV9FOBM2H9/6nxiBnJhp2SQ4tVBttSNVWLUwqCw4KZsHsCpmRqfj/Y9QH1StSjjGc6giSjA7SbohIi7V+oWgRKVs/KEST1SDdtH90EdxMqnsr4q8/QFhiMKiA7s049fzzwzK3ENOe3qBkEQk+q54XLQ5uJEH0/acK4xC7lxSqpZQuVUf8vHxUVpvI53DyXENifVY9vnE6lFQGVVM67zmOBekKw7lo4+f9HHiVh/4IUNmiDFzWZVaomDNgGu2ap79Lzm+GrJ1XQWL+vatXNC0l5jv+qElAWqWibU609qvxT8MafqjV920eqp80vr6iAtu1klZApJTfPw7GEyormdtQK/6jGb8HZjSp3zcoB0G+zfc2+YW37v1HZ+508sva7b03uRaHLV1Cnl+pif/MsrOinfi+fm57kWkzYoJNr1O9w1F3VWv1E14QePAm/x4m/qR6l1EwItiK5hLM7Z6jGCz0hn06Nrmp4jj3+VtmBTCW2e+GFF7h06RIHDhxgw4YN5tdbtWplHisvcpbRYMTfW1Wm7LySQstY5YSWyn//VNP7JCjUvVvKLfG6TqEX0pHV/PL+R1rhRyS7iEezpwAI//ux8pVrBk8lrPP7u6q7vy07vwX2JSSM6zIn613Hn/4/laH5bjD8PT3r5YuPexj0NB6Y6oXGqnOr0FJIoqKhsfLcyvTvt8IzqoVKj1e9KlL6m8qMRzK2ano8GvrDUl/eqwIcW/HPioQW+OTkcGKa6ydVgq4fu6sA3qWQ6i3wzj6o3hnqvgKDDkDTIerHtukQ9Tyt3gIunuBTD2q/pGZk6LEY3t6dkKwthWPXjOD/tkoq120+NH8Par2oxrO7FUl7/HpySZ7sfHqYJIyO6rtw4E4o3VAFu38MVYnvZjdQ006dWKXuZzeAwz/ldokzRtcfJrRr8Jp9zEpiMEK9PjD4IDw1Ehxc1BCo+c+oaVLvJ5NMFuCvT9XFt1+7zM90kNsMBpWt3qWgysb+56e5XaLccycYtkxUj9tMtL0eMuWaqe+NFu+rytJ/t8Mcf5WTIS4mt0snkhMToa55l/VRAbx3XRj4N3T+yvJ3udEbKv/C/auwblRul1p5NIv+owln0VUA79NAVUq/+F3e+o22MZn+BS1VqhR169bF8MiPcKNGjahaNRfHpOZzzXzU1DUpBvGlaqqavNgICN5lftmpXDm8Jk1SP9hGo8W916RJOJVNx9joP1NuhU/k3kyV78GRI8Tfv2/5ZvPR6j991D1Y+Ybq+muLIm+rRFSg5l1/vIUyM5w9VCs2qAzbWcnkDXB2Pdy7rL7005hW7mr4VfQUkqjo6FwNz+BY5Wcnqa5UF/982BqdFbquEk2lWilgYxlbU52HOl6Nrz29zqIizeruX4c1Q9RQjQtbweAIT74DQw6rXguPJpOxZsbWegGkmpQns63mdXtnrrLBXhWvAq9vVFM4Gp1V61py2fnXDMr690VOunJQDRcwOqtZA+yJcwFoNQ4G7U/4XtVVS9SseipQin2gzsWWCfDTi3DsF7Ve8zG5WeqsK+gDz81Qj/+eBpf25mpxcoWuq8q02Ago2xTq22h+AAdneGaUqlCt0Fz1xts2CeY1e3jNl/g3uvx1dW/L3x/2VNaMCjmqck4c/A7QoOlQeH3Tw9/fR3+XO3wGPb5XFddHfnw420VuSi2LvmZQvZV87LTy0o5kqjt9VFQUX375Jdu3byc0NBTTo1nNUdnrRc5r4q0y3566fYqbD25SzPWxbLqaprLUH/5Rdal/ZEqHQt264la/HneXryD2yhUcfXwo9EL39AXwl/er1ulUWuEBnEr74FS+PDEXLxKxezeezz4yhtnoCN0XwLyn4NIu1SL9jI3UOCZK/CEPv6YSeVlzLG2159W4yfNb1Nzxr6SRbDA1exMS2tXvm2bXfG8P7xRb4hPfz5Ai5dX0RDunq7GUlVpnLBGUrqsuq0E7IShQ3Yf9l9ZKtpWxNdV5qFEVLEt7qTHgVTvCE93UBZc1uqnGRMLu2apLW2yEeq3a8zk3ncojmb91NHTdhKYZ0KyR9d0Wxq/nJENCz4WbZ9VY12QlVGDZy+eS2Apfo2vuzCJhDYXKqAvrxgNVQtIrB1SgtPsreHBXXcA+Oozm+gk1hMSePdFNJbg79gusekO1+OanxFRHf4YL21QvjE6zbL8HSdGK0Ge1Grqy8X9w8wwsaq+Gnl3ei0X359zO1ZKS5Lpq22pZM8Jkgj1zVKWEKVZ1j+86X/VkTE35p9VQvW2TYO1I1WpfskaOFDlZac0ac8+GrsnysEwF8f369WPTpk288MILNGrUCM0WxgUJirkWo1qRapy6fYpdV3fxfMXnky5U+Vn15Xh+M/CxxVuJSegyLB2t8IncmzVTQfzOQMsgHlQA2PFzdZGwY4r6UrOlZEDHflGZ9A0O0O0bcHKz3rY1TU1vNMdfXSyc/E1NP5VR10+orp6aERqmPa1c18pd+faf5DN7m3QTHSpkYv7bp4ar8Vx3guDHbmpMc0pjeHVd1a4HPxK0P56p3OAA7sUTuq0m96NhYxlb6/ZJea54zQC1eqqujvdD1LSPR5eo8eDVOkGNbqoGO6PzZptMavzt1o8efn4+9eHZyVDWP2vHk1EJmb9NB78n5ORevKo3xlj/VelSl1nRYQmBYXK5BmysAis1kbfVUBNI13eTzfNtpMaI/7NCZQiPSEgWaSt5MKytw2eqNTexZ1TndCS7zQvuX1eVNaB6VSTmCrF1mga1eqiK9C0T4ND3alrH5Nja3+ijXbUfZ2tlzYj712D1W+oaD9Tww+e/TH+FZrMRELxb9a5bFgBv7Mi9yjTP0qn3jrSla7I8LFNB/B9//MG6deto2rSptcsjsqiZTzNO3T7Fzis7kw/iKzRXQdHNs2p6pyLls7bDdLbCJ/Jo1pQ7P/xA+M6/0XU9aQVQ7ZfU9o4vgxX9VY2/iw3MeHD30sOxSM3HZE/LStGK0Gyomr5mwxjVVT+jX9CJrfDVnkvXmL2ynmVpVKoRe6/tRUMzn4/ERHff/vMtU5pNyVhFnXOBhMqixSoo1ww8rEX/Us2SELzzYWt7+GNjSg2OKgAt1wzKNQXfxurHb3aDFH40bCy5WVpzkNftrYLuy3vgn5VwcjVE3FDJCA8tVnOoVu+sWr/K+KsW2UTJZYK99x9sGqsyaAMULKOmGarRLfdajIpWxNRiHAcfrKNDiw4YHfNxMqysSrVnhx1dLB1dqrr3lqypxvvnBQaDyusQckS1xKdUyWhPvSVS4lJQtRh+11E1BFRuC9WTucbIa9aPUuOVvWqrXmb2xq0IPD9L/d9LHOKRhI39jabWVdvWyppeZzbAb29D5C1wcFVDKOv3zViPS4NBNSDNf0ollv39Xei+MOcTLJpMKqFtdgydExmSqSDex8fHPE+8sC3NfJrxzfFv2H11N/GmeIyPBgCgfoh9n1RB1Pkt0GhA1naYgVZ4ALeGDdGcnIi7GkLMxYs4V0hmnY7TVIBzN1h1Le/2ddbKmFWmeFg1ULWI+TZWY5eyS7Nh6mL3brAK5p+dlP51H51WrtGb6VolKi6Kk7dVxvJnyz2LAQPeHt5UKlSJ9wPfZ+2/a6lRtAZ9qmfgC/nWBTVuK9Gjtem/JZNF3uikLurLNlWBe+mGSXs5ZGc37eyQ1jzUBgOUbaJu7T9RFRonVqostZE31dzUBxaqHBaJAf3Nc/D7ECwzwT6SSNTZUyVFazxQzfMs8obUenbYy8XS4wnt8lrvvfsh6phSqmS0l94SaSnXFJq+q3K3/D5EfVd7ZnO27OQqLnPq+/7kmoe97zp/lfEeUrbEFGc/PXpuXUh5lhM9XuWUKd1Q5VEqUDJny5ZRsQ/UzDD7v1HPS9VUgXfxKpnbnntReGERfNdB9QIq45/16/iM0HVYNyIh51HC97hmIEljha1dk+VRmfpG+vzzz3nvvfeYN28eZdMzZlrkmFrFa1HAsQB3o+9y4tYJahWvlXShym1UEH9uc9b+81u0wo9M1yoGNzfcGtQnYtduIv7+O/kg3qWg+pL7tp2qOa7YSrXQ55bds9XcnU4eqiUiO3/IHV3V3PFLXoQ9c1XypxLV0rfu4R8g7oFq6SrbJF2rbA7ezP2Y+3i7e/Pp059i0B623N6LucfUfVP5/MDnVClchUZe6RzakGotOurvpWwTFbCXbQqlG6RvWj1766ad3jHcBqMaOlLhGXXuL/4J/6yC07+rXgr75qtbamr2UDX77sVSX07Yn+R6diRe4DZ603b//h918S/VcuPkobr45jV5pbdEerQYq7rzXjuuKmVfWZF9lTK5OS76wR1Ym9C7sOlQFXzZs9T+RnWTCuIf3AXXQjlYqMfExajKvnObSHW89c0zsPRl9bhgGTX7g08DFdh71Ur9euLWBQwHv6f+xb0Yth+E7LyGuH4ClveDG6fUc/9B0Gp8xvIEJadMY2g9UfXA2/g/1XPRJ5lppa1N12HzuIQKWU3lsfKumzemPrVTmepr2aBBA6KioqhQoQIFChSgSJEiFjeRexwMDjzpreYFD7wSmPxClduo+4t/QWxU5neW2Apfp1eGuuW7J041tzOF8oEab9h8tHq8doTq+p8brh1X44xBBUlZHX6QHn7PqrFSpjh17OmZqs0UD/sSp5V7I90XVcvPLgegW+VuFgE8wMtVX6ZThU7E6/GM/HMkIeEh6St/aglPNINKtNb3D3V+yz+VvgA+UWI37fJvY2qRB+ceNTqqMYxdvoKR56HXL1DrJTA4pbyOZlQZpCWAz7sez87vnXDBdmKVCjZsXWIrfK0eeTMhWt0+5JuupQ5O0G2BSvJ2YSvs+yZ79pPSFFY5NSvDxvchIlQlsX3axpLsZkaqf6PAf/thVh3YPSd7Z05JjsmkZm35qiFseE91/U+RpnqnlaiuHt+7pL4HN42Fb5+FKaVV1ve1I+HoLwmt+gnHffhHmN0Aw+7ZeN/di2H3bOtM1fl4Fv2b59XQxq9bqADevYSq7Go7OesBfCL/d9R1YnwM/PpqzvwO/PUZ7PpSPe40E2q+YN3ZbUSGZapJsVevXly5coWPP/6YkiVLSmI7G9PMpxmbgzez88pO3qrzVtIFSlRX85KHXVEt8pVaZ3wnj7bCP5W+VvhE7s2awqcQuW8fpqgoDC4pdP19agRc2K6y1a/oD69vsE4G7/SKjYIVA1QG0arP5eyFWLspcH6r6gFwbFnaPRHOrFc/Zq6FoeaL6drFv3f/5VDoIQyagS6VuiR5X9M0xvuP5/zd85y6fYqhO4byfbvvcXFIo6t2Wq1SRcqlq3z5noMTVGmnbnHRqltnshdhNtYVUmSPR3t2xD5QM3ncOgfrR0O3NHpq5Kb71+D0H+pxgzyQ0C45aeXByGsXtiWqQpsPYf3/qZa58k+r16xpz5xU3szmcdEXtiUMCdPU+csLw5NS+xtt9Ia61rp5BjaOgb3zVItxTuRV+XcHbP5A5ZUAlQi3+Wg1hOH3d5OW9dFeGFFhcPWwmiHivwOqIiLihnrt6uGHXdhdC0PxagmJ/XS0hK2Zk1BmJVlecr1FHh3mVrmtGorhUTzj206NpqntXjuuhl+ufgd6/pR9vWJ2z4Htk9XjtlNUDwYgOCyYVedWcTX8Kt4e3nSt3JWyntJDO6dkKojftWsXu3fvpnbt2tYuj7CCxKnmjt88zt2ouxRyKWS5gKapwP3Q96pLfWaC+B0J85pnsBUewLlyZRxKliTu+nUiDxzEo1kKCRINRjUefm5T9SX95yfQ8v2MlzWztn2UUItaXNU65mRlVaEyaoq9rR+qGma/tql3c9s7T93XezXdLdsrzqlM0U/7PE1J9+THlbk4uDCjxQxe+uMlTt46yUd7PmJS00mpV9zlhTG8tqZI+aRTV5nlse66Im2OrtBlrmp5OrZUtUxVzcRMEjnh8A+qV5FvYyj1RG6XJvuklQcjr2k4AM5uVK3xK/tD/22q4jGzdB2uHVMV0qfXqscpL5x9FZfR4QnBI9D4TdV1Oa9I7W80Pg6O/ATbP1ZB4Yp+qtW1zYdpT3+WGSHHYMsHDzO1OxVQ+Rb83wYnd/Va2aap/39y8Xw4FA3U39DdS48E9QfUfOwP7qjGoJToJljSQ302LoXUkE6Xgo89fuTm5K6uB1PLog/w9HvQYkz2XTu6FlLzxy98Fs6sVUM/mwy2/n4OLVaVOwDN/6fOEbDq3Com7J6AhoaOjobGohOLmNhkYrINQ8L6MhXEV61alQcPHli7LMJKSrmXonLhypy7c47dIbtpX7590oUqP5sQxG9SibUy4vI+9cOdiVZ4UC287s2acm/FSiJ27kw5iAco5AudZsDy1+CvaSq7frlmGd5nhssY9Jf6QgRV25kbXZX9B8ORn1Vr2/bJaoqf5Fw/mTCtnAEa9k/XpmPiY1hzYQ0AL/i9kOqy3h7eTHtmGm9sfoM1F9ZQo2gNXq72csor5LdWqZwgFSPicb4N1RjLXbPgj6HqAtTW5l43xcPB79XjBq/nbllyQnrzYOQFBoP6bZzbRLUG7vg448ceF6N6A55ep4L3sP/St55uUuON715W1wjWtG2SCgQLloGW46y7bVuQ0t+o0UG1rtZ8QfWC2DlTtY4vfh4qtYE2E60zL/mdYHU9c2wZoKvZaBr2U0MWHr/Oyuj/J02DwmXV7Ynu6rW4GLh+HP4YpgL6lNw6r27pYXBQwbwpPuUAXjOAKSb7G3+866qem2tHqB4NpRuq3wJrOb4c1gxRj5sMhmf+D1At8BN2TzDPZPSoD3Z9QL0S9SjjKY0L2S1T/WSmTp3KiBEj2LFjB7du3SIsLMziJnJfM28V6O68sjP5BSo8o748b/+b8bFlOzI3Fv5RHk8ljov/O+2Fn+gGdV8BdFj5RvaN/bl1AcP2j2jw7yyMvwao1+q/plrBc4ODk8rUD7B/AVw9kvxyiUnPqnZM9wXNtkvbuBt9lxJuJWjqk/ZUkY29GjO8/nAAPtv/GQevH0x9hcfH8DYdop5ndzKivCqxYkQzqMqzR++lYiT/ajFWjdkNvw7r38vt0iR1bhPcu6y6s1bvktulEdbm6aV6qQHsnKECs0fHBid3bfHgrgoMfn0NPqsIP3RV3Z7D/gNHNzV0rfMc6L8lIet1Cm6cVuOZt0xU3aqt4dLeh73aOs0AZw/rbNeeOLmrgPrdIypxpsEBzm9WPSJXv62mNM2MyNuw4X/qnB37BdDhiRdg0D7VkJRdDSUOTirxW8WW6jczOZoBKrRUlTZNhqgejdW7QIUWKkguUgHciqrPAlTPoshbaurB1OTUMLcG/VSlhR6v/l9F3LTOds+sh1VvArq6Fm7zkblSYtW5VWgpDJvU0Fh5bqV1yiBSlamW+Hbt2gHQqlUri9cT5/2Oj0+uy6fISU19mrLoxCICrwRi0k1JkpbhXADK+qvkduc2pz8IyGIrfCJ3f38wGIg5f4HYkBAcvdKYpqbdJxC8G25fUF3dXvzeujWcCeOaDGh46/EPv5q8ksnunwFZHi9Uobn6cv5nhapp7bfZcozagzsqeQuoqcXSKTGhXddKXXEwpO9rIKB6ACdunWD9xfUM3zGcX577hVLupVJeIT+1SuWE/NZdV6TN0QW6zIOFreH4MtWtvtpzuV2qhxIT2tXpnaVxxTLu0oZVfx7qvKLGkK8ckBAoPZZJvlwzFRCcWafyvJjiHq7vXiIh90dH1bjw6HCwlHp0PT0KggJVK/7O6eo7scVY9X2Y2dljYqMS9qWrv9dKrdJcJU9zLwYdPlVDCrZ9pJLHHflJXYs0Hqimw01PJvuYSNg7V1XyRCdUtpR/RrXse9fNziOwlGpvNlSDSVq/pboOsZGqIirqnhr7/s/yFFrjc3CYm6apyrSQY6rn5so3oPfyrOUz+HcHLHtV/V+t2QM6Tre45r4afhU9hUSJOjpXw69mft8i3TL8bRcbGwvAvHnzqFIlk/McimxXr0Q9XB1cuRV1izO3z1CtaDLTlFV+NiGI3wRPpjMAtEIrPICxYEFca9XiwZEjhO/cSeEX00jG5uyhprNY2EYl+Pp7OsTct04w88i4piTVAmtHqB+cTGzbauOFnp0MZzepcV6HF0P9vg/fO5QwrVyJGmr8WDpcDrvM3mt70dDoVrlbuouhaRoTm0zk37v/cubOGYbvGM537b7DyZiFcZAiY6RiRDyudH01lnTnF6rLaNkmttGt/k6QqiCGLHWll3GXdqDxGwmJ4Eiat+O3t5MuX7wqVGmvAnef+ikHG6lVXOq6qhTYNE5V7v8xVGUEbzspc3l+/p4GN8+qSoVnJ2V8/byqaEV48Ts1vG/zOFUJEzhDDcd8epQawufgrK6jHj1PtXrBf3th+xS4nxDQlawJbSaoaYNzOiH2I8P8dDR03YSmGdAyMsxP01RPBSd3NSNM89EqiE9WDg9zcy6gxsd/00o1tP39ucqrlBmX98HPL0N8tOoZ02Vukv+j3h7eqbbEe3t4Z27fIkMyXE3j6OhI0aJFadGiBc8880yyt/SaO3cutWrVwtPTE09PT/z9/Vm/fn2q6/z6669UrVoVFxcXatasybp16yze13Wd8ePH4+XlhaurK61bt+bcuXMZPUy752h0pLGXSsiSYpf6ys+q+6CdqrY0LYmt8AaHLLXCJ3Jvprr8R6Q21dyjfOo9HKO27UMInKVqhwNnpT1NiK6rVuub51WXudNr1VjNvz9Xme9TnMYtIQtuBj06Xihej7e4/2DXB1wKy0A3K08vlRwFVBfFiFvqsSn+YfbVxm+m+0cxMaFdE+8mGf6idXVwZUaLGRR0Lsjxm8eZvHcyenqmwBNCZJ/mY1RgFBEK62xkOqyD3wO66k2UyQpWq36PiuxzYlXqXd9BVTI/OxkGH4J39qrKSN+GabcWpjSFlaapIWRv71E99VwLq0S0P3aHH7qpXDHpde34w4ziHafZRiWYrSldH/quVdOeFq+qrqc2JnSPX/Ouujdfk82EOY1U48j9qyq/QNev4c2/VAVLbs1olTDMz+Q/iKuFGmPyH5S1YX62NsytZA3o+Ll6vONj+PfPjG8j5Bj8+ALERqjhBC98m2zvlq6VuyY7Hh5UHJaRBiKReZnqa/HKK6+wcOHCLO+8dOnSTJ06lYMHD3LgwAFatmxJ586dOXHiRLLL79q1i169etGvXz8OHz5Mly5d6NKlC//88495mU8//ZRZs2Yxb9489u7di7u7O23btiUqKgvzodupNMfFF/NTX67x0SoxWloSW+FrZ60VPlFiQruIXbvQ4+LSWDpBlY4PHz8+d+xv78C6/1Pzg/7aF77vBHOawDQ/+KgYfFIOZtdXGZ2Xvgy/D1HZ368eItU5fjMxrsnq44Uavala2x/cga0T1GtnN6iyuRRK97RysaZYVp9fDaSd0C4lpQuU5tOnP8WgGVh5biW/nv01U9uxJcFhwcw4OIP/+/P/mHFwBsFhwbldJJED8sx5d3CGLnPUBeQ/y+Hkmtwry60LqnV091fq+aPf2Rkk4y7tRKq/kRpU7QSvrYMmg6wf2Dg4qZ6EQw6rRI8GR9XYMK+pGnoXHpr6+vFx8Nsg1W242vNqSIpInqapoQ8DA+H5L6GAlzr3h76zvBZ7NLhrNgIG7VfT5Gb3dHXpUbQiphbjOFj+bUwtxmX979HW8v/U7a2Gt+gm1UB1/1r6171xVuWoiL4HZfzVlHUpzGtf1rMsjUo1Mj9/dMjuqzVelaR2OSRTg4fi4uL49ttv2bJlC/Xr18fd3d3i/enTp6drO506dbJ4PnnyZObOncuePXuoUSNpFsyZM2fSrl07Ro1SLQ0fffQRmzdvZvbs2cybNw9d15kxYwbvv/8+nTurL+LFixdTsmRJVq9eTc+ePTNzuHYrMWHZ0RtHuR9znwJOBSwX0DSo3AYOLFTdHlNL4GbRCj/CKuVzqVkTQ8GCmO7d48Gx47jVS8f4qKM/qQvVZKfa0h8meUuJk4dKUOJeDNyKqfsbp1Ugn2yLcubGNV0Nv5pyLWVmxgsZHVQN66J2arqPuBh1PkCNSXRyS9dm/rr8F7eiblHUpSjP+GZ+2pgm3k0YUncIMw7NYMq+KfgV9qNOiTqZ3l5uku66+VOeO+8+9aHZUNW7aO1w1fLpXjRny2CeM5mHF/Ib3lPdTzNxUSvjLu1EoTKQQmULmgGKVcr+MrgWhraT1dCNLRPg1Bo4+J1KotdsGPi/k/z0q3u+UlnYXQpCh2nZX84MsNlcEEYHqBegEtP91B2CU5i+TTMCpizlw7AL2TDMLUvnvsNncPUwhJ6A5f0g4Le0c0XcCYLFnSHyJnjVhpd/eTjVXzJCI0M5HHoYQM2ApUNQWBCnbp/ixK3kG2KF9WUqiP/nn3+oV68eAGfPnrV4L9X5o1MRHx/Pr7/+SkREBP7+/skus3v3boYPH27xWtu2bVm9ejUAFy9e5Nq1a7Ru/XA8VMGCBWncuDG7d+9OMYiPjo4mOjra/Dwxw35sbKw5B0BWJW7HWttLj5IuJSnnWY6gsCACLwfSqkzSRC1a+RY4HFiIfnYjcW0+TrGbk3H7FAyAqeZLxBcoDek8jkthl/jt39+4GnEVb3dvOlfobFFD5/bkk4Rv3EjYn3/iWDPtOYSNt4PQ0JO9XNABvVA59BrdwK0IultRcCtmvsetCDgk82Ny+wIO8/zhse3qCf/G1eyV7uMF1doddC8oxYtPDY1SbqUy/rfg3QBj6cYY/tuLfmypOdUPh38k3rsheu1eaW5i2ZllAHSq0AniITY+83+Pfar04Z8b/7Dl8haGbR/GT+1/orhr8UxvL72s+X/pUtglJuyagIlkpkkJ/ICaRWpSpoDUKGdGbnznpVeePe9NhuNweh3ajVOY1g4nvuuCNFex2nm6fQGHNYPRHqu81HUTrBlEnHcDleU5A0q5pZI4M+F9W/z7sjZb/r8EQM2eOCQkDbPGb2iWeJaBbt+iXdqNYcs4DCFHYNtH6Ae+Jb7F++g1usOdixiOLkELPYl2YRsaENd6ErpLkSyV05rn6bcLv/HR3o/QNM2cNHrRP4sY/+R4nq/wfKa3m9Y1WYZojhjdS6qx5ck0Wujo6LeDiLexv1tb//+U5XOvOUK3BTh82xoteCfxWydhajE25eXvh+CwuDPa/avoxaoQ13MZGN1S/b+w8NhCYkwx1Cleh0lPTkLTNK5FXOP5359n37V97L+6nzrF62T84BPY+jnKbuk97kwF8du3b8/Mask6fvw4/v7+REVF4eHhwapVq6hevXqyy167do2SJUtavFayZEmuXbtmfj/xtZSWSc6UKVOYOHFiktc3bdqEm1v6WjjTa/PmzVbdXlq8orwIIoil+5YS/U90kveN8dG01xww3rvEX6sWEu6SdIx04YhzPP3vNkwY2Rpbl8jH8hCk5GD0QVY/WG3x2ncnv6Ora1fqOatKIM8CBSgFXF23jr0V0u6iX+1WLJX05Ov8dQycd36CU5F1wDzE/wHwX8ItZb6+/ah7aQGmR7Lgaugc9u3H5T2ngdNplg3gvuk+SyOWEhyfcrdck26i0OVCrLuavs8xkXvUNVr9tw94ePwa6iLZ+McQtv4bRYRzyRTXv2O6w+6w3QAUvlw4w/tPjr/uzzHDMUKjQhmwZgCve7yOg5bJ7MAZZI3/S5sebEq1pW/6puk86/pslveTn+X0d156bHiwIc+e94JFevL0jYkYTq7mQGRpQgo3Snslsn6eql1dlux3swaYdLi48kNOeffI0DYLxhdMsUeTSTehXdKs8j1my27G3+RQzCHumO6wac0m6jnVo5gxm6bjygJr/YZaVcmhlHbaQ7Wry3ALu4LDb28RsX48bjE3E/rePCztsaNHuXyloFV2m9X/SzfjbzLz/kz1HZX4NZVwP3HPRO6duEdRY8Z72aTnmiyjUr0m0+H8rVhOpfOaMSfY+v8na557b+9XaRg0B+OuL9h3zUBowdpJlnGKu0+zc5MpEHWVCKcS7Cz1NlE79qa63fum+ywLUw1CtSNrW+Qyq+NQhwMxB5i6fSoBHgHpKmdqbPH6ISdERqYjTxmZDOKtqUqVKhw5coR79+6xfPlyXn31Vf78888UA/nsMGbMGIsW/rCwMHx9fXn22Wfx9PS0yj5iY2PZvHkzbdq0wdHRMcvbC7oVwfKDV/nv7gNKF3LlhfrelCuatOtLoauF2L1jN5eNl2nfvn2yPSW08CXw73aa+8RiatwhyfvGnxPGW9fuSfPn+qarfJfCLjH+j/HJXiivfrCagNYBlClQhrj69QlavhzX//6jrb8/xsKFU9/w7Spo89ah60lr/DUNyncbT/kMtvYoHYi7PQAOLeb6mQOUrNIA6gVQs0gFaqZzC0duHOH//v4/bsbfxMPRg07lO/HL2V/QNA2TbjJ/FmMajuGFyhkfj27Y/pHqmvjYUAIN0DUDLQr9h6nFaymuP/fYXPR/dBqUbECfVtbLmlr/fn36bOjDpdhLnChxgjENx1ht28mx5v+lv3f+DSkM59Q0DddSrnRomvT/hEibtb/zrOHivYus/nc1+87sSzGIB3As4UiHp+z3vOs7wiDwcxqG/kxcl3fAPeUeMtY6T8ZffkC7nnzArWlQqagj5Ttk7DO9E3WHr1Z/RawpFgMG85d+YmC/VdtK75a9KeySxu+Gnfrtwm/M2jvL/Bti0AzsjN6Z5dbY7KF+Qw1Hf0K7e+n/2Tvv8KbKNg7fJ+neu6UDWqBl772XDFmycYGAKCCIiAoO/FScKCiKoIhMFdlT9oayW2gLZXSX7r13k/P9ERpaaDqTDsh9XRqac3LOm5z1Puv3IFo0RNbulUo9Q0uj+pHjkVDwCbJrvyO5+CPG+QkAClXyYnSI3ECbkW9WOlukOOq6llb5rEK4K5QqGisi8lv2b1gaWKIv1cdAaoCBjgEGUgPF3zoGyvf1dR4ulxqQU5jDPv995c7JKo3G5mTqpz5cT6t8ViG5K0FWSsmoRJCQ6pLKlPYVnb8NR3Y0F6n3BrrHbKBwxFkwc3q0ODcdnX/GIORGI5o2QG/qIQZWoHz0p5s/UZheSGvr1swfMr+EXdE2sy1jD44loDAA126utLSumi1XF+cPNUlRRnh51LoRr6enR9OminqpTp06cf36dX7++WfWrn2yttnBwYG4uLgS78XFxeHg4KBcXvReg2J9x+Pi4mjfvr3KMejr66Ov/6R4g66urtpPHnVsc4dXBB/u9iuRarPOM5Rl49sysbNLiXW7OXVDX6pPfE484VnhuFu6P7lB9yEQcgZpyCmkveeXXPbgKoScAYkOkn4fIKng2A+GHVRc2KXMkwVB4GDoQRZ0WoCuszP6Hh7kBQSQd/065iPKEUGyb15q79iiNiG69tVoe2jfjILnPsc7/zDDnxte4eMkiiJb721l+fXlFIqFNLVoyk/9f8LV3JVXW73KnsA9RGZEcjH6IpkFmaQWpFbtHEiPRJUAn4CIND0SqYrtyuQyDoQoxK4mNZuk1vO6iVUTvuv7HfNOzWNn4E5a27auEWXS6l5LcVlx+Cf7l1n24Gzq/Ew+QNSJJu6jlSG7IJtjYcfYG7RXWcNXFiIil2MucyHmAgMbDqyBEWqAAR9C0DGEuNvoHv8QJm0p9yPVOk63din6CqtAQECwcq3w86OIrX5bKZAX0MS8Cf1d+ivrQ/s49+GjCx8RnhHO/HPzWT90Pca6qus36yPh6eF8ee1LRcnHw1tU0cR+6dWldGnQpe6JR9k3gyFLlX9Kq7m50nQrNt/dXHndCl1d6L8IshPg2joef44KD/+ve+tftdQ2V+daupd8j5MRJ1VmoADkynKJyYqp6vCeoPicrNJock6mRurL9RSbHVtmllhsdmzlzq3nv4PoGwgxPujueBWaDID0KIUoYegFiPUDIxuEqQfQtS1f5C85N5ldgYq2enPaz0FPr2SLYTdLN0Y0HsGB4ANsuLOBnwf+XPGxlkJtzx9qi4p+51o34h9HLpeXqE8vTo8ePTh16hQLFixQvnfixAllDb2bmxsODg6cOnVKabSnp6dz9epV5syZo+mh1wihiVl8uNsPucgjIbaHr4t3+9HF1QpXm0eTGQMdA7o4dMEzypOLURdVG/HHPlKIk+RlKnqyF3Guaor0lREkMu7dm7yAALI8L5ZvxEPZvWNrmJzCHJZeXsp/If8BMMx1GF/0/AIjXUUZRkOzhsoH49Gwo3xw7gM23t7IBPcJ2BpVsn68LPGgcgT4LkZfJC47Dgt9i1K1EapLX+e+zOswj1U3V/HVla9wt3CnjW114i+aQxRF/gv5j2+vfUtGfkaZ62nbpNRPRFHkVuIt9gTu4UjoEbILFalpUkFKH6c+9HLqxbdXvy21Jh4guzCbd868w0CXgXzU7SMcjMuuza5z6Ogp1OrXDYQ7++H2HmitgXO5IAeOLFb0jC6TyvdMTslNYeu9rQAs6LSA/i79Syz/ffDvvHbkNfyT/HnnzDusGbQGPaleKVuqn+wN3KtymSiKrPVby+c9PkdX+nROcIu3F3yczy59Rke7jpU3urKTFOHhUkVsq9aJRh3kyfI4HnacHfd34JPgU+a6EkHCmCZjmOAxgVxZLrmFueTJ8sgpzCFPlkduYa7y/eL/vhp7ldis0stKZaKMm/E3lUGhSlOH5mTFEUWRyMxIbifeZrP/ZpWOkaJOF1VyYqiZstr+Vqn/uo6+on/86u4Qdwvibj+8Bh7+FjqGMHUf2HpUaHNb/LeQU5hDS+uW9HHqU+o6r7d5nYPBBzkdcZqAlAA8LCu2bS2Vp1aN+I8++ojnn3+ehg0bkpGRwdatWzl79izHjh0DYOrUqTg5OfHtt98C8M4779CvXz9WrFjBiBEj2LZtG15eXvzxxx+Awpu4YMECvvrqK9zd3XFzc+PTTz/F0dGRMWPG1NbXVCs7vCIeRriffAgJgsB2rwgWD2te4v3eTr3xjPLEM8qTaa2nPblR6yZg6QYpoRB6Hpo/THl8cBWCTysU6ftWri+8o4mjytZARcuLMOnTm+QNG8jy9Kz4Q0QDaqCVJSI9ggVnFxCQEoBUkLKw00KmtJyicvxDGw3lb9u/8U3w5VefX/mi55M6DGXSYYqi/2qplD1JLmoDN6rJKI1NdGe2mcmdpDucenCKBWcXsH3kdmwM606tGUBiTiJLLy/lTIRC16O1dWsGNBzAap/VitiBKCoNOxczF+yM7GpzuFoqSUpuCgeDD7I3aC9BqUHK9xuaNmSs+1hGNxmtPKYGOgZ8dumzElE+EZEl3ZYQnRXNptubOB1xmisxV5jfcT4vNnsRqaS6scUapEE7RSeRc8vg0Hvg2htM1Hg+JwQoWnnG+wOC4hlh0VDR1qtYRI6HEbnKTug3+28mpzCHFlYt6Of8ZCeNxuaNWTNoDa8ff52rMVf52PNjlvVZVr+OUSnEZsVyIvwEuwJ3ldnh5EDwAY6GHqW5dXPa2rSljU0b2ti2wdnEucoCw3WJirQXrLTRVQ1HuCaIzIhkZ8BO9gbuJSUvBQAdQYcejj3wjPJUGQh5vc3rlXZgrPReySb/TaWmaQPciL/BK4dfYV6HefRo0KPy51AdUGhPyknCP8mfW4m3uJV4C/9Ef1LzUsvdT13qdDHWfSzrb5fewrvKgQW5DAqL2myLJe0HWR7oVkz7KzU3lX/v/QvA7LazVZ4jjc0bM8R1CMfCjrHObx0/9Puh8mPWUiFq1YiPj49n6tSpxMTEYG5uTtu2bTl27BiDBw8G4MGDB0iK9ZXs2bMnW7duZcmSJXz88ce4u7uzb98+Wrd+pGq+aNEisrKyePPNN0lNTaV3794cPXoUA4Ono8VFZEpOqXVS8NDrmJLzxPu9HBWt5rzjvckuyFZGiZUUtZq79gcEHn9kxBdF4du/DJaulRrnWPexbLi9odRlclFeIhps2KkTgqEhhQkJ5AUEYNCsbqRflcX5yPN8eOFDMvIzsDKwYnm/5XRx6FLmZwRB4P3O7zPlyBT2Bu7l5eYv08yqEt/VukmpaWvlTZLjs+O5EHkBoEq1+BVFIkj4uvfXhB4KJSQthLkn59KtQTdis2LrRHucY2HH+OrKV6TmpaIj0WFOuznMaD0DHYkOw1yHsSdwD9GZ0ehJ9TgRfoLw9HAWnl3IzwN+fmqjXfUJVRM6mVzGlZgr7Ancw+mI0xTKCwEwkBowuNFgxrqPpbN95ycmHGOajqGjXUflcXc0cWSc+zjl5Hi423CWXl6KT4IP3137joPBB/msx2e0sG5R49+9yvR5H+4dVkRgDi2ESX+p7EBSKXy3w3/vQkGWot5+3DpFmiYoWttVMyJXPAr/Vvu3VE4W29i2YeWAlcw9NZdjYcew1Lfk424f1zsjNjEnkeNhxzkWdowb8Tcq9Bl9qT55sjz8EvzwS/BTvm9lYKUw6B8a9a1tWmOm96S2T51tX/aQ4LRglQZnlY2uajjC1YVMLuNi9EW239/OhcgLSkPd3sieiR4TGe8xHhtDG/YF7SvVyfhFzy+qlPY91n0sG/03lrpMQEBPqsetxFvMOjGLTvadeLvD23Sy71St71odymsBml2QzZ2kO9xOvM2txFvcTrxNdNaT54SuRJfmVs0plBdyP/l+qdlXVYpwawiZKFN+56Le60XOvFY2raqW8n/zr1L1lBQIiuUVcMD8dfcvsguzaWbZ7InMqMd5o80bHAs7xrGwY7zV/i3czCueyaul4tSqEb9+fenepiLOnj37xHsTJ05k4sSJKj8jCAJLly5l6dKlKtepzzhbGpYZiXe2fLIPaiOzRjibOBOZGcm12GulX3zuQx4a8ScU24649igKX4W+8A1NG9LQtCHhGeGKesiHk6qim9Gqm6v47bnfkEqkSPT0MO7alcxz58i6cKFOG/FyUc5a37X85vsbIiJtbdvyY78fsTdWrQpfnPZ27RnqOpRjYcdY4bWCtYPXVm7CWYW0tX1B+5CJMjradaSxhWYFZox1jVk5YCUTD07kTvId7ibfRRCEWu3BnZKbwjdXv+Fo2FEAmlk24+veX5dwoBQvewAY5z6OWSdmcSHqAh97fsx3fb6r9xG++kxpE7oNtzfQ36U/d5PvlkgTbWndknFNx/F84+dLNV6K8/hxL467pTubn9/MroBdrPReiX+SPy8deolXW7zKW+3fetIZWhdRptUPgLsH4fZuaFMNR15+NhxZpLj/ALj2gfF/gmmxcgM1ROTKi8IXp6djT77t/S2Lzi9i2/1tWBlaMadd3S+fS85N5mT4SY6FHcMrzqtE1L2DXQe6OHThT78/SzU6JIKE3aN2IwgCvgm+ishjwi3updwjOTeZc5HnOBd5Trm+m7kbbWza0M62HW1s2nAn6Q5LryxVaSDVNj7xPlyJvqJ6BbHstGOVVNERrg5SclPYG7SXHfd3EJUZpXy/p2NPJjebTF/nvuhIHk3Jy3MyVpZGZo34oucXKh0DvZ16s/7Wenbc34F3nDfTjk6jp2NP5rWfV+OlcWWVUnx68VPW+a0jMjPyieUCAm7mbrS2aa10ZHlYeqAr1SU8PZzR+0aXKiskUndK51bfXI2ISFeHrrSxaaMMLOwP3s+txFtcj71ebsDoCVIfoEpPqaJlJGl5aWy9q3Cszm6nOgpfRDOrZgxwGcCZiDP8eetPvu79deXGrKVC1LmaeC1lM6mzC2vPBZe6TBRFJj8mbAcK476XUy+239+OZ5Rn6Ua8a29FD/X0SEi4V60oPCgi1eEZ4ehJ9BjnPo60vDQcTRzpYNeBD85/wOWYy6z2Wc38jgohPePevck8d45Mz4tYz5xZ6f3VBGl5aXzs+THnI88DMLnZZBZ1WVTp9PQFHRdw+sFpLsdcxjPKkz7OpdcVqaQSk2S5KGdP4B4AxnuMr9x+qohEkJAvywce9okt5nCqci1jFTn94DRLLy8lKTcJqSBlZpuZzGo7q9zIekf7jqwcsJJ5p+dxNOwoxrrGfNbjs3oX4asIdT0iV9aErqgswkzPjJGNRzLOfVzlslvKQSJImNRsEgNcBrDs+jKOhR1j853NHA8/zpLuS+jr3Fdt+9IYDdpC30Vw9hs4/L7C8DatmNOxBAn3H6bP3wEE6LcY+i0CNTu3KhqFL84wt2Ek5ybz7bVvWeOzBit9KyY3n6zWcVWE8q6ltLw0Tj04xdHQo1yLvVYi0tzWpi1DXYcyxHWIUoPBxdRFaXQVqWkXGV2NzBXbbWjWkFFNRgGK2up7yffwS/DjVsIt/BL9iMqMIjQtlNC0UA4EHyhz/DV9fy6NA8EH+PzS5xTIVfdJliPH3aIUfZ+KoKH67fD0cHbf341XlhfBPsGMbzaehqYN8U3wZfv97RwLO6b8TmZ6ZoxpOoZJzSaVea8ty8lYFcpzDCzuupjXWr3Gn7f+ZHfAbi5FX+JS9CX6u/RnXvt5ar23lsXO+zvLXP4gQ2F02hvZ08amjdJob2ndEhM9k1I/87gTo3jHoA86f1AnRO3uJt3lePhxBAQWdVlU4vc20DFg+/3tfH3la3aO3omupBLZgWooI9l6dyuZBZk0tWhaYcHXWW1ncSbiDIdCDjG73WxcTJ+0T7RUD60RX89wszFm2fi2LH6oTi+TK25CggDLxrctIWpXnN5OvZVGfKl157qG4NgRHlyCv8ZBRjQI0ipF4WVyGStvrATglZavsLDTwhLLP+/xOYsvLGbdrXW0tmnNwIYDMe6tSPnP9vZGnpWFxLhuKQ3fT77PgjMLiMyMRF+qz6fdP+WFpi9UaVvOps680uIVNvlvYoXXCno49ijhgVcnV2KuEJUZhamuKYMbDdbIPh5nb+BeJELpLVKAGhGQSctLY9m1ZRwMOQhAE/MmfN37a1rZtKrwNno59WJZn2V8cP4DdgfuxkTXhPc6v/dUGfLlpSzWBcqqjQXo79yf5f2Xoy99ssOIurA1smV5v+WMbjKar698TXRWNHNPzWVwo8F82PXDuq+d0Gch3PtPoUR8aCFM/rtyafU+/yo+V5ANxnYwfh007q+RoVYmCl+cl1u8TEpeCr/7/s7XV7/GwsCCoa5DNTLG0lB1LX3U9SMMdQw5GnaUK9FXKBQLlZ9pYdWCYW7DGOo6FCcTpye2WWR07bq/C69ALzq7d2ZCswkqDQ59qT7tbNvRzvZRP+iknCRuJ97GL1GRdu8d563SQK5NgS+ZXMbPN35WpnwPdBlIL6defH316xK/adFz5YsrX+BoqggMVBo1128XP/ZyUc6du3fYdGcT9sb2JbKEWlm3YnKzyQxzG4ahzpNZkzVBeY4BB2MHlnRfwrRW0/jd93cOhhzkbMRZzkacZajrUN5q95baM/ryZfn4JvhyPfY612KvcSPuRpldYzrYdWB5v+WVFgd+/HqKkcaQmJtIaFqoOr5GtVl1cxUAz7s9/4TD5O0Ob3M87DjBacFsvbuV11q9VvENV7OMJCM/g7/uKrKvZrebrUzzL49WNq3o5dSLi1EX2XB7A5/1+KziY9ZSISp2JLTUKSZ2duH0e/15s29jGpgrav2n9XB9or1ccbo6dEVXoktUZhTh6eFPrnDzb3hwWfHvjId1RaIMwi5WenyHQg8RlBqEqZ4pr7d+/YnlwxsP59UWrwLwiecnhKWFoefqiq6zMxQUkHXtWqX3qUn+C/mPVw+/SmRmJE4mTvz1/F9VNuCLeKPtG1joWxCcFqyMlGuCXQGKViAjGo+osUlDWZ0J5KKcA8EHFEI+uSka2b9nlCfj9o/jYMhBJIKEGa1nsH3U9koZ8EUMcR3C5z0+B2Dznc384feHmkdbexSPcMtEWYnXzy59xoP02lFqLk5kRiQnH5xU6RCSCBIMdQw1asAXp69zX/a+sJfpraYjFaScCD/BC/teYNu9bWW2hKp1pLow5jeQ6CqM+Vu7Kva5/CzY9xbsm60w4N36wWxPjRnwVYnCF+etdm8xyWMSIiIfXviQy9GXNTHMJyjrWvr66tcsubgEzyhPCsVCPCw9mN9hPofGHmLHqB3MaD2jVAO+iIZmDXm7/dtMNp7M2+3frnTE0NrQmn4u/Xi7w9usG7KOQQ0HqXSKyUV5rQh8ZeZnMv/MfKUB/2bbN/lpwE9MajaJg2MOMq3VNIY2Gsq0VtPYM3oP3Rt0J6cwhzkn5+Cb4Fvj4y3O48deRFS+xmbFoifRY0zTMfw74l+2jdzGWPextWbAVwZnU2e+6v0V+17Yx/NuzyMgcCzsGGMPjOUTz0+ISI+o8rYL5AX4xPvwh98fzDw+k57/9mTGsRn85vsb3nHeKucPoLjnd7DrUPnuPg8pfj1921shmr07cDchqSFV2p66uBl/kwtRF5AKUua2n/vEcnN9c6XzZY3PGuKz4yu+8aIyEkGiCM4Vf61AGcm/9/4lIz+DJuZNKh0MmtV2FqAo61TVHUFL1dEa8fUUVxtjFg9rzvxBipQy38jUMtc30jWio31HQGHklCApGA68Tak1MwfmKZZXkHxZPqtvrgbg9davY65vXup6CzsvpKNdRzILMnn37LvkFOYoo/FZFzxL/UxNUyAv4Ltr3/HRhY/IleXSy7EX20ZsU4uwlZmeGbPbzQZgtc9qMvMzq73Nx0nKSVKmG0/w0Jyg3eOU15kgISeB/136H/139GfGsRn8c/cftdzcM/Mz+fzS58w5OYf4nHhczVzZPGwz73Z6t1pG3lj3sSzushiAX31+5Z+7/1R7rHWB3QG7VZfJgUadS+VxO/E27597nxF7R5TudHxIbQgSGekasbDzQraP3E4bmzZkFmTy9dWvmXJkCgEpAYSnh7PSeyWLzi1ipffKMsdfozi0VqTAgyKtPqOcay7+rqJFnc8/isnegE9gyt6qpeJXkKpG4YsQBIGPu33M4EaDKZQXsuDMAvwT/TUw0pKUly1ioW/BW+3eYv+Y/ewevZs32r5Ra+m7TiZOKiNpIiIPMh6QXZBdY+OJSI/g1cOvcj7yPPpSfb7v+z1vd3hbOcaiyPH3/b5nQacFuFu688vAX+jq0JWsgixmn5hdI8dYFeWp6E9qNokve31Ja5vWpa5T13Ezd+P7vt+za/QuBjUcpHTEj943ms8vfU5MpqJffVn3PZlchn+iPxtvb2TOyTn0/rc3U45MYdXNVVyNuUqeLA9rA2ued32e//X4H38M/gOJCvNEnfXrnew6McBlADJRxk/eP6llm1VBFEV+vqGIlI9pOkblvWFM0zG0tWlLdmE2K7xWVG4nHV6BeV7Qaz60Gqt4neeleL8Msgqy2HJnC6BwrlU0Cq/c7UN9j0J5IRtvly6sqKXqaNPp6zl9PRTeSJ+IVNKyCzA3Ul0n09uxN1djruIZ7cmrLV99tODmX5RZL1NB5UqA7fe3E50VjZ2hHS+3eFnleroSXZb3W86k/yYRlBrE55c+Z0nvIaRu207mxdox4ovXtN3yUrQouZN8B1DcvN5q95Zaxc0mNZvEtnvbCEsPY8PtDUp9AHVxIPgAhfJC2ti0qbFaNihfBfeVFq/gHefN3eS7XI+9zvXY63x37TtaWbfiuUbPMbDhQBqbVy5d72rMVT69+CkxWTHKfczvOF9tEY9XW75KRn4Ga3zX8N217zDRNal2NkZtkZGfwe6A3fx771+VfdLlopx9QftoYtGEQQ0H1YiIm1yUcyHyAhv9N+Id5618v6NdR0UP41I8DrUpSNTMqhl/Pf8X2+9v55ebv+CX4MfEAxOVqsJ1sjyh9wK4dxBifBXq8i9uLX29m/8o2tIV5oCJvUK8zk2z9f/VjcIXIZVI+a7Pd6TnpXM19ipzTs5hy/NbcDV3VeNoHyGKIrcSb6nOFkFC9wbdmdO+bojtlXV/BvBP8mfs/rF82uNTejv11uhYrsVcY+G5haTlpWFnaMcvA3+pUMaUoY4hqwauYs7JOdyIv8EbJ95g/ZD1tdI5Ijw9XOWxFwSBpJykGh6RZvCw9GDlgJX4J/rzq8+veEZ5sjtwNweCD9DRriPXY68jCCWFR4e5DSOnMAfvWG8yCjJKbM9c35yuDl3p4tCFrg5daWzeuMQ1/0Uv1SJ86nSAvdvpXc5Hnuds5NmqicapgcvRl/GO80ZPoqcM7pSGRJDwcfePeem/lzgcepgJHhMqN94qlJFsu7eNtLw0XM1cq1yeNKvtLK7HXmd3oMKBWddaD9dntJH4eo6ThSHudibIRfAMSixz3aIHslesF7nKnpGoRbkSFJHQdX7rAJjTfk65BpStkS0r+q1AR9DhSNgRDlqEgY4OBeEPyH9Qs6m8ewP3MnrfaLbc3cLtgttsD9jOneQ76Ev1+WXAL7zd4W21q5PrSnR5t9O7AGy5s0WtqUaiKLI7cDcA491rRtCuiCIBGYkgQSpIS7wu7bWUxV0Xs2PUDo6OP8qiLovoaNcRAQH/JH9+vvEzL+x7gRf2vcAvN37BP8m/hDBeeHo4q3xWsT1rO6t8VnEv6R5fX/mamcdnEpMVg5OJExuGbmBx18VqT1mc3W42U1oqasf+d+l/nAw/qdbta5rIjEiWXVvGczufY4X3CnJluWWun5SbxMeeH9N/R38+8fyEqzFXNZIynifLY3fAbsbsH8O80/PwjvNGR9BhdJPR7Bq1i83Pb2Zpr6Wlnk/qntBVFqlEysstXmb/C/vp6dgTOXJlOm1dLE9QpNX/rkirv38YLq1CcuZLOoWuQXLmS4jxg72zYf9bCgO+8QBF+ryGDXiofhS+OHpSPVYOWEkLqxak5KUw68Qs4rLi1DRSBYXyQo6GHeWlQy9xLVZ1CZggCGWmy9c0Zd2fp7aciqOxI9FZ0cw5OYfF5xeTnJuskXHsuL+DWSdmkZaXRmvr1vw78t9KlTwZ6Rqx5rk1tLdtT0Z+Bm+ceIP7yfc1MlZV+MT7cCVGtYp+XWpdpi5a2bTit+d+Y8vzW+ji0IUCeQFXY68ip2QpiYjIkdAjnI04S0ZBBqa6pvR37s+iLovYNWoX5yef58f+P/JS85doYtGk1Bagj5dSHBxzUO3OUDdzN2Wm4nKv5TVeFiWKIr/c/AVQBHaKRC1V0cq6FZOaTQLgm6vflCkAWV2yC7LZ7L8ZUASyqjoH7urQlXa27ciT5bHFf4s6h/jMI4iqmo4/w6Snp2Nubk5aWhpmZmW3KKooBQUFHD58mOHDh6Orq96e01/9d4c/PUOZ1NmZ7ye0U7meKIoM3jWYuOw4fnvut0de9pOfw8VfSu8hKUgVaTcV8N79evNX1vqtxdXMlb0v7K2wWNs/d//hu2vfIRWk/H3YDanPPez/9ylWL6uO5KuTotYjpd28BQT+G/ufxgwFURSZcWwGXnFejGw8km/7fKuW7V6Pvc6MYzMw0jHizKQztdIO60H6gwq3x0nMSeRsxFlOPjjJ1Ziryl7fAA2MGzCo4SB0pbpsvr0ZQVCIBxW9FjG52WQWdlqo0e8qiiKfXfqMvUF70ZXo8uugX+np2FNj+1MHPvE+bLmzhVMPTil/r6YWTRnhNoJVN1ep7Jv7couXOR95noiMR7WPDsYOjGo8ipFNRpabLVHePS81N5Xt97ez9d5WpaFgomvCxGYTebn5y09MZipzPtUGK71XsvH2RpW/58jGI/m85+eV7mahEc4vh9NfAiAKUkRRjiBIEIqeAYIEBnwMvd8DieZ9/Sm5KQzdPZScwhxWDVxVbg/iipKUk8TUI1N5kPGAphZN2TRsk8oSr4qSU5jDvqB9bPbfrGwVpivRVTmZlggSDo45WK1zVRPzB1XXU3ZBtrJsSC7KsdC34IMuHzCq8Si1iHoWyAtYdm0Z2+9vB2C423C+6PkFBjoGVdpeZn4ms07Mwi/RD0t9SzYM3UBTy6bVHmdZyOQyNtzewGqf1Sqj8KCeY1/XWXR+EUdCj6hc3sWhC+91eo/mVs3rTJvWx6+npJwkRuwdQVZBFt/1+Y4RjUfU2FhOhZ9iwdkFGOoYcmTcEawNrcv9TFpeGiP3jiQ1L5UPOn/A1FZTNTK2zf6bWe61HBdTFw6MOVAtAebzkeeZe2ouhjqGHBt/DEsDyzLX16TNVB+oqB2qjcQ/BRSl1J8LSKAsn4wgCErD/WJUMcG6DlMoMxJfjnIlKIyworqZ+R3nV+pif7n5ywx3G45MlHHQOhKALM/KC+pVlb2Be1UukwgSjdYGC4LA+13eBxQCeuqq7SsStHve7fla62f9eC1jWRMZG0MbJnhM4Pfnfuf85PN81+c7BjcajKGOITFZMfx992+lgVTk5S9uwH/V6yuWdF+i8e8qCAKf9fiMIY2GUCAvYMGZBfjE+2h0n1WhUF7I8bDjvHL4FaYcmcKJ8BPIRTk9HXvy+3O/s2f0Hma2nckXvVRnTHzY9UMOjT3EX8//xUSPiZjqmRKbFcu6W+t4Yd8LvHzoZf699y+pualP7P/xjIni9ZERGRF8c/Ubhuwewq8+v5Kcm4yDsQPvd36fExNOsLDTwlKjEZU5n2qD6MxolVVJIiIHQw7SY2sPphyewgqvFZwMP0lCdkLNDrKI5qOU/xREGRLERwY8wNi10PeDGjHgQb1R+OJYG1qzdvBabA1tCUoNYt6peeQU5lRpW8m5yaz2Wc2QXUP45uo3RGVGYaFvwex2szk58SRf9vqyTmaLqELV9WSka8SiLov4Z/g/eFh6kJqXyieenzDrxKwSDr2qkJaXxpwTc9h+fzsCAu90fIfv+nxXZQMewETPhN8G/0Yr61ak5KUw8/hMQtI0J1IWnx3PrBOz+OXmL8hEGc+7Pc+SbkuUx1xAqPPHXq2IqKyTlggSbAxsaGXTqs4Y8KVhbWitFGH++cbP5MnyamS/MrlMqUg/peWUChnwoChFKMriXOO7RiPPkZzCHGUN+xtt3qh2B6U+Tn1oYdWCnMIc/r77tzqGqAVtTfxTQVc3Kwx0JcSl53E/LoPmDqq9Nr2derM7cDeeUZ4s5qHIUZFy5YF5KGah4qPXCihXAqz1XUtOYQ5tbNrwXMPnKjX+IsMoMDWQSw0DGANkXbmCmJ+PoKf5qJVvgq/KFCoRUeNqva2sWzGq8SgOhhzkB68f2Dh0Y7UiHml5acpU74keE9U1zBrDVM+UEY1HMKLxCHILc7kcfZlfbv5CUGpQqetLBEmNtogpqrnNKsziYtRF3jr5FhuGbaC5VfMaG4MqMvMz2Ru0l3/u/lMiSjiy8UimtJyCu2XJ3srl9Q0WBIH2du1pb9eexV0XczbiLAeDD+IZ5cmtRIVuxPfXv6evU19GNx1NX6e+/Bfy3xPtljbf3czMNjMJTQstkRHQ3Ko501pNY4jrkMr1va2DlCfoaCA1IFeWi0+CDz4JPsr3nUycaGfbjvZ27Wln2w4PS49SJ0zl9SCvFH7/KrKsVGVfxd+p2nargLpq4VXhbOrM74N/Z9rRafgk+PD+ufdZOWBlhc+3B+kP2Oy/mf3B+5WTe2cTZ6a2msqYpmOUZTvlXUv1jdY2rdk2chub/Tfzu+/vXI65zLj945jbfi6vtny10pP6kNQQ5p2eR0RGBIY6hnzX57sK95suDzM9M9YOXsvM4zO5l3yPmcdmsmHoBrXrIJyPPM8SzyWk5KVgqGPIx90+5oUmLyAIAj0ce1S4FeDTRFn3vfpUTvBqy1fZfn87MVkxbL27lemtp2t8n4dDDxOcFoypnmnlWsahuN/sDtiNX6IfK7xX8F2f79Q6tt0Bu0nKTcLJxImRTUZWe3uCIDCr7SwWnF2gbJFnpqeeTOdnGa0R/xRgoCule2Nrzt5P4HxAQplGfLcG3dARdAhLDyMiIwIX04dt6Tq8Ag27K0TsUh+ARUNFBL4CBnxEeoQy8vtup3erNAkz0jViZf+VvJQxmVSjVCyys8m+6YNxt66V3lZFyZPl8ZP3T3jFealcp6YeQvM7zud4+HG847w5HXGaQQ0HVXlbB4MPki/Pp7lVc1pat1TjKGseAx0DBjQcwJHQI4SkhqgUYqvptki6Ul1+6v8Ts0/M5kb8DWadmMXmYZs1Jp5VhCpDLiYzhn/u/sPuwN1kFig6HVjqWzK5+WQmN5tcppBMeX2Di9CX6jPUdShDXYeSlJPEkdAjHAg+wN3ku5yOOM3piNOY6Joo919EUbpp8fZ8vZ16M63VNLo6dFW70VZblCUYJhEk7Bq1C0EQFEZ8vA++Cb4EpgQSlRlFVGYUh0MPAwrRrtY2rWlv217Z8/tMxJlSe5BXWTBPTToo6kBTUfjieFh68OvAX3nzxJucjzzP55c+V0bOVeGX4Mcm/02cDD+pFFVsbd2aaa2n8VzD50qNLFb0Wqov6Ep0mdlmJoMbDWbp5aVci73GCu8VHA49zBc9v6iwkNyFyAssOr+IzIJMnEyc+GXgL3hYeqh1rOb65qwbvI4Zx2cQmBLI68dfZ9PQTbiYqW69W1HyZfn85P2TMoLY3Ko53/f9HjdzN+U6Ra3LDkcfZnj7ZycFuKz7Xm0Kj1YWQx1D3u7wNksuLmGd3zrGNh2LhYGFxvZXICtgjc8aAGa0nlFpg7a4yN2hkEOMdx+vNlG+PFkeG25vAGBmm5lqc7APaDiAphZNCUoN4t+7/zKr3Sy1bPdZRmvEPyX087Dl7P0EzgUk8GZf1Ya3qZ4p7eza4R3nzaWoS0xuPvnRwiooVwKs8llFoVhIL6de1bqJNDRryNd9v8V371v0uy3ie3AjPTVkxAekBLD4/GKV0d0iauoh5GDswNSWU1l3ax0/ef9EX6e+6Eorf+N8XNDuaTGQHE0cFd+lFLujtrz9hjqG/DroV14/9jp3k+/yxok32DJsCw1MGmhkf3sD9z5hyG24vYHW1q25k3xHaSy7mbsxpeUURjUeVa001bKwNrTm1Zav8mrLVwlMCeRg8EH+C/mPhJyy0/rcLdxZ1nfZExkBTwNFgmGqFJUbmSui5g3NGjK6yWhAkTnhl+iHb4IvvvG++CX4kVGQoezaUB6fXfqMjnYdKx/xs2hImR1JLGomgqjpKHxxOtp3ZHm/5Sw4s4ADwQfQEXSwNLAs4RBzMXXhfOR5Nt7eyI34G8rP9nHqw/TW0+ls3/mpuadWhkZmjfhzyJ/sC9rHD14/cDf5Li8deompraYyp51qEVtRFNlyZws/ev+IXJTT0a4jPw34CSsDK42M08LAgnWD1/H6sdcJTgtmxvEZbBy6EWdT5ypvMywtjEXnF3E3+S4Ar7Z4lXc7vVs3tC3qAOXd9+pTNsLIxiP5++7f3Eu+x1q/tSzuulhj+9obtJfIzEisDax5uXnV9J9aWbdiosdEdgTs4Jur37Bj1A61GNx7AveQkJOAg7EDLzRRXxceiSDhzbZvsuj8Iv66+xdTWk6ptXLPpwWtEf+UUFQXfz00hay8Qoz1VR/a3k698Y7zxjPKs6QRXwXuJt1Vipos6LigWtsC6O/Sn4R+g+D2SdIvnOd+8n21tkeTi3L+vvM3K2+spEBegJWBFV/2+pLk3GTlQ0guypUtomryIfR6m9fZE7iH8PRwdgTs4JUWZffvLA3fBF+CUoMwkBrUqDiLpqmr3n5TPVNlqm5oWihvnHiDTcM2qb2FSnh6OJ9f/rzUso9bSbcARZbN1JZT6e3Uu9K9XKuDu6U7Czsv5J2O7/DG8Te4Hle68SlBQlOLpk+lAV9EZVOqTfRM6OnYUymOKBflhKSG4JOgiNT7xPsQlh6mcn8CAnsC91Q++tthClz8WcXCiumgqIOaiMIXp79Lf77o+QVLLi5hT9AeBAQEQVA6xGwMbZSOKB2JDiPcRjCt1TSNC6XVBwRBYKz7WPo49+G7a99xLOwYG29v5ETYCT7r+RndG3QvkSlkb2xPRHoEpyJOAQqn8ifdPqmSc7oyWBta8+fQP5l+dDph6WHMPD6TjUM3Vtq5Kooi+4P3883Vb8gpzMFS35Ive31JPxfNn6f1jaellEQqkbKw00LePPEm2+5t46XmL2nkO+QW5rLWdy0Ab7R9o1qGbFEWZ1F0u7oid/myfNbfWg/AzNYz1X69Dmk0hNVmqxXz3Ps7mNZ6mlq3/6yhFbZ7SmhsY4yzpSH5MjlXQsruS9rLsRcAV2Ovki/Lr9Z+f76hmAgOdxuutprg0S/9D1GARnFyPj0wj7S8NLVsNz47ntknZvOD1w8UyAvo59yPPaP30Ne5r7KdydQWU2mt25qpLaZqpJ1JWRjrGjO3w1wAfvP9rUrfu6isYYjrEEz1TNU6vtrk8bZIdUk8yMrAij8G/4GjsSPh6eHKtknqQC7KeZD+gB+9f1QpWikgMLbpWP4c8id9nfvWqAFfHKlESlvbtkiF0gWMBKH+1EdWh+oI8EkECU0tmzLBYwJf9vqSg2MPMqjhIJU1p1XW7CjSQREkiIIUOQKiIFWo0ldQB6W6FI/Cz2k3p8Yi3O3t2it/zyKBzCKxzIScBIx0jJjeajpHxx3lq95faQ34x7AxtGF5v+WsGrgKeyN7IjMjeeP4G0w5PIXRe0ezyX8Tx8KOscl/E6ciTiEg8GHXD/msx2caN+CLj3H90PU0MmtEVGYUM47NqFQL18z8TBZfWMynFz8lpzCHbg7d2DV6l9aAL4O6LjxaUXo49qC3U28KxUJW3lipkX1sv7+d+Jx4Ghg3qLZukbm+uTKApg6Ru31B+4jLjsPOyI6x7mOrta3SkEqkzGwzE4BN/ptKtrvWMOHp4az0Xsmic4tY6b2yhOBufUVrxD8lCIJAv4fR+PMBZV/Eza2aY2NoQ05hTomUwcpyLeYaF6MvoiPRYV6HeVXezuPo29ii10LhELC9Hc0nnp9Uu3fnyfCTjDswjssxlzGQGrCk2xJWDVxVQg20qKZtsvFk3m7/dq08hMY2HUtTi6ak5aWxzm9dpT6bkZ/BsbBjQP0UtCuPuuBoUYWDsQPrhqzDxtCGgJQA5p6ay72ke5V6YGQVZOET78P2e9v58vKXvHr4VXps7cGIvSM4/eC0si73cQRBqNEHYVmMdR+rcpz1qT6yLuFq5qrSMSMX5VVXUu7wCszzQt5jHtEW3ZD3mAfzvBTv1wDFo/DqailXEfYG7lX5ewoIjHcfz8LOC7E3tq+xMdVH+rv0Z98L+3ip+UsA+CT4POoV/ph2SR+nPjVehmBnZMefQ/7E2cSZyMxIZh6fSXx2fLmfu5Vwi4kHJ3Ik9AhSQcr8DvNZO3gtdkZ2NTBqLXWBhZ0WIhEknAg/ofbuM5n5mfx5609A4bxUR1nGWPextLFpQ1ZBFiu8V1R5OwWyAuXYZrSeobGSkRGNR+Bk4kRSbpKy/FPT7A3cy+h9D52M4Qon4+h9o9kXtK9G9q8ptEb8U0S/Yq3mykIQBGX6ZolWc5VAFEWll3Kix8RHAnlqwqyPwuPdMVTgXOS5EqJYlSG7IJvPLn3Gu2ffJS0vjRZWLdg+ajuTm0+uk7WNOhId3uv8HgBb722tVEufwyGHyZXl0sS8Ce1s22lqiLVKXXC0qKKhWUPWDl6LmZ4Zvgm+TPxvYqkPDFEUicyI5NSDU/zm8xsLzixg+J7hdN/anSlHpvDV1a/YEbAD3wRfsguz0ZPoYW1gXS8UgOtyxkR9pSzHCMDpiNMsPLuQpJyyM7BKxboJ8gGf4u32FvIBn9ZIBB5qLwoPChHMshxiiTmJNTaW+o6Jngkfd/uYkY1Vq1druk1rWTgYO7B+6HplltTM4zNVHl+5KGfD7Q1MPTKVyMxIHI0d2TRsE2+0faNOt0fTon7cLd0Z21QRhV7utbzM1s2V5a87f5Gal4qrmSujmowq/wMVQCJI+KTbJwgIHAo5hFesarHmsjgYcpCYrBhsDG0Y7z5eLWMrDV2JLjNazwBg4+2N1c4ILo/i5YgyUVbi9bNLn/EgveaEXNWN1oh/iujRxBodiUBYUjZhiVllrlvUL94zyrNK+zr54CS3Em9hqGPIm23frNI2ysKkj2J8XSMMEESRNT5ruBB5oVLbKPKo7wlU1D7OaD2Df4b/Q2Pzxmofrzrp7dSbno49KZAXsNJ7ZYU+I4oiuwIVqfTjPZ4eQbv6hoelB5/1+Ez59+MPjE8vfkr3rd15fs/zLDizgDW+azj14JTSWWNnaEcvp17MaD2DZX2Wse+FfVx95Sqbn9+s8pjWtQh3Xc6YqI887hhRviKhn3M/pIKUE+EnGLN/DIdDDqt1wqkpaisKD09PS6y6hEwuQ6JiOlkTbVrLwtHEkfVD1+Ng7EBoWigzj83EL8GvRJaUT7wPs0/M5ifvnygUCxnqOpSdo3fS3q59rY1bS+0yt/1cDHUM8U3w5UT4CbVsMzU3lc13Niu232FutXuvF6eVTSsmeEwA4OurX1MgL6jU5wvkBcpg2fRW0zUmilvEmKZjsDOyIy47jv3B+zW6r72Be8u859eWk1EdaIXtniJMDXTp1MiSq6HJnA9MwNXGWOW6PRr0QCJICEoNIjYrFgdjhwrvp1BeyC83fgHgtVavqV3EC8CwXTskxsbopGfxpt5Q1hac4sMLH7Jt5LZyo/6F8kL+vPUnv/v+jkyUYW9kz7d9vlVb+42a4L3O73Hl4BWOhx/HJ96n3MnEnaQ73Eu+h65El1GN1ePd1VI17iTdQSJIVJaAZBdmoyvRpYlFEzwsPfCw9KCZVTM8LD1UqjbXNwXgZ7XdkqYoSzjqbtJdPr34KfdT7rP4wmKOhh3l0+6fYmtkW9vDLpXajMJD3RXJrM/Uxe4hxXE2dWb9kPVMPzqd4LRgXjn8ClJBqszIWH9bIeRlIDXgw64fMs59nNYR/oxja2TLa61e43ff31l5YyUDXAZUW9Nhw+0NZBVk0dyqOUMaDVHTSB8xv8N8ToSfICg1iG33tjGlZcUFSg+HHCYqMworAysmNtN8OaaeVI8ZrWfw3bXvWH9rPWOajlFbK7vHCUsPU3bveZzadjJWF20k/imjX7OK1cVbGFjQ2qY1UPmU+n1B+whLD8NS35LXWr5WtYGWg6Cri3HPHgBMTGlKW5u2pOens/DswjLrfyMzIplxbAarfVYjE2UMcx3G7tG765UBD4qIblE61w9eP5QbXSuKwg9uNFijvU21lE9ZDwQBgV5Ovbj6ylV2jtrJ172/5rVWr9G9Qfdy2y4VRbintZrG0EZDmdZqmjbC/QyhSjiqhXUL/h3xL2+1fwsdiQ5nIs4wZv8YDgQfqJNR+dqMwkMZmQ3ako8qUx+0MBqaNeTLXl8q/y7KjirubF3Zf6U2k02LkumtpmNtYE1ERgTb72+v1rbis+OVzsu3O7ytEQFaCwML3un4DgBrfCouclcoL2TdLYUG07RW01S2jFQ349zHYWVgRVRmlLLLlbo5G3GWS9GXVC6vC07G6qA14p8yiuriLwUnkVdYuuepiN6OipT1i9EVN+JzCnP4zec3AN5s+yYmeiZVHGn5GPdSjC/n0hVW9F+BlYEV95Lv8eWVL5+YnIqiyMHgg0w4OIGb8Tcx1jXmm97f8H3f7zHXN9fYGDXJvA7zMNQxxC/BTylYVxrZBdkcDjkMoEyn0lJ7lJWuKxEkNLdsXmWP89OiAKxFvehKdZnTbg7bR26nhVUL0vPT+cTzE+aemktcVlxtD09JbUfhi9A6xNRLfXGMXIu9ptJ4kgpSle0xtTybGOkaKTsG/e73O+n56VXe1h9+f5Any6O9bXv6OPVR1xCfYJz7ONrYtCGzIJMfvX+s0GeOhh0lPD0cC30LJjerXtvpymCoY8hrrRSBwHV+65DJy7ZZKkPRM/Dt02+TU5ijcr264mSsKloj/imjhYMZNib6ZOfL8A5LKXPdorr4y9GXK1w/88/df4jPicfJxIlJzSZVe7xlYdz7oRHv44Ot3Jjv+36PRJBwIPiAIsXpYU3bsmvLmHtqLh97fkxWQRYd7Dqwa9QuRjUZVa896jaGNkrxj5U3VqpUoT4adpTswmwamTWis33nmhyillKoD1EpLU8nHpYebB2xlXc6voOuRJcLURcYs38MewL31ImofG1H4YujdYipl/rgGCkrS6q+p9Vq0Qxjm46liXkT0vLS+NPvzyptIyIjgt0BChX2+R3na3ReWlzk7r+Q/8oVuZPJZcpa+NdavVatnvVVYXKzyZjrmxOWHqY27QHPKE/G7h/LgeADCAhMbzWdz3p8VuedjFVBa8Q/ZUgkAn09FDXq5anUt7RuiYW+BZkFmfgl+JW77bS8NDbc2gAoRD801X6iCD1nJ/Tc3EAmI+vyZbo16FaiH+ZG/40cDTvK33f/5kLUBQQE5rWfx4ahG3A2ddbo2GqK11q9hp2RHVGZUWy9u7XUdYoeDto6vrpBfYlKaXk60ZHoMLPNTHaO2qmMyHx26TNmn5xNTGZMrY2rrkThtWiOuu4Y0YoaaqksOhIdFnZeCCiCWFGZUZXexu++v1MoFtKjQY8aKe1sZdOK8R4Kdflvrn1DobxQ5bonwk8QmhaKmZ4ZLzZ7UeNjexxjXWNebfEqAGv91larnXRmfiafX/qcOSfnEJ8dTyOzRmx5fgsLOy9kgseEOu9krApaI/4ppKKt5qQSKT0cFXXnFamLX39rPRkFGbhbujPcbXj1B1oBjB+q1GddUKjoD3AZoFwmF+VPRDyfd3terYqftY2hjiHzO8wHFOlGKbklsyvuJ9/HL9EPHUGH0U1G18YQtZRCfYhKaXm6aWLRRDGB6bQQPYkel6IvMfbAWHbc31ErUfm6FIXX8myizZLSUhX6OPWhm0M38uX5SlHnihKcGsx/If8Biih8TfFOh3cw1zcnMCWQbfe2lbqOXJSz1m8tAFNaTtFoeWxZvNziZUx0TQhKDeJMxJkqbeNqzFXGHRin7Dv/aotX2TmqZIeJuu5krApaI/4ppI+7LYIA92IziEtXLQIHKGtzyms1F5sVq4yiLOi4oMb6ppo8TKnPvOiJKIrsC9qHVCh937XZj1aTjGoyiuZWzckoyOA3399KLCu6YQ1oOKBaXQJCE7NYdvQeb/97k2VH7xFaTotCLeXzND4wtNQvdCQ6TG89nV2jd9Hetj1ZBVl8eeVL3jj+BpEZkYSnh7PKZxXbs7azymcV4enhGhmHNgqvpS6gzZLSUhUEQVBG4w+HHsY/0b/Cn13tsxq5KGdQw0FKMemaoLjI3Wqf1STmJD6xzqkHpwhKDcJU15SXW7xcY2N7HDM9M15q/hKg0A6ojJM5uyCbr698zczjM4nJisHJxIkNQzewuOviGhPoq020RvxTiJWxHm2dLYDyo/FFkfi7yXdLvciL+M33N/JkeXS066hRUY7HMerSBUFPj8LoGPJDQojOjC7Tk/401rRJBAnvd34fgJ33dxKaFgpAbmGu0sM7wb3qgnY7vCIYtOIsf5wP4ZBfNH+cD2HQirPs9Iqo/uC1aNFS67iZu7Fp2CYWdVmEgdSAq7FXGb1vNKP2jmLL3S3cLrjNlrtbGL1vNPuC9ql9/9oovJa6gjZLSktVaGndUtm+d7nX8goZmv5J/pwIP6Es9axpxjUdR2vr1gqRO6+SIndyUc7vvr8D8ErLVzDTM6vx8RVnSsspGOoYcifpToXFtr3jvBl/YDzb7isyDSZ5TGLP6D31rhtVddAa8U8p/dwrVhdvY2hDS+uWgOqU+pDUEOXE7t1O79ZoFEViaIhRZ4VYW5an5zNb09atQTf6OfejUCxUKo6eCD9BRn4GTiZOdHfsXqXthiZm8eFuP+QiyORiidfFu/0I00bktWh5KpBKpExpOYXdo3fTyroVBfICRERkokz5KhflfHbpMx6kP1DbfrVReC11DW2WlJaq8HaHt9GT6OEV58W5yHPlrr/q5ioARjQeQVPLppoe3hNIJVI+6a4QuTsYchDvOG/lsrMRZwlICShRk16bWBpYMslDIZa91ndtmU6S3MJcvr/+PdOPTicyMxIHYwfWDl7Lpz0+rXFhvtpGa8Q/pRT1i/cMTEQmL9tj2MuxF6DaiP/l5i/IRTkDXAaUqC+pKYpU6jMveD7TNW0LOy9EKkg5G3GWxecX88P1HwCFTkBVe47u8IpQOakWBIHt2mi8Fi1PFQ3NGtKtQTeVzlBArWVJ2ii8Fi1angYamDRgSsspAPzo/WOZgnFesV5cjLqIjqDDW+3eqqkhPkFrm9ZKkbuvr35NobwQURSVUfiXm79cZ9owT2s9DT2JHj4JPnjFl66q75vgy8SDE/nrzl+IiIxtOpY9o/fQ07FnDY+2bqA14p9S2jlbYGagQ1pOAb6RqWWuW9Rq7lLMpSf6NPom+HLqwSkkgkRZX1PTmDwUt8u+fh0XPftntqatsXljOtp3BBR1WSl5CpG7rXe3VjkFNjIlR6XHUxRFIlNU99fUokVL/SQmM0al804uytkZsJONtzdWW81eG4XXokXL08TrbV7HUt+S0LRQlc5OURSVUfix7mNxMXOpySE+QXGRuzkn5jD92HTuJt9FX6qvdErUBWwMbZQOh88uf1ZCqyVfls9P3j8x9chUwtLDsDW0ZfWg1SzttRRTPdNaHnntoTXin1J0pBL6uD9Uqb9fdkp9W9u2mOqakpaXxu2k28r3RVFkpfdKAEY3GU0TiyYaG29Z6DVtio69PWJeHtle3s9sTVt4ejjesd5PvC+n6imwzpaGZU6snS2ffmEQLVqeNcoqSwJIz0/nR+8fGbJ7CFOPTOXfe/+WqZmiCm0UXosWLU8TpnqmzG43G1AIxmUVPFlyeDH6Ijfib6An0WNW21k1PcQnsDCwoK9TXwCuxF5RptXny/IrVBZQkxSVxMZmxyq1WkbtHcXzu59nw+0NyEU5IxuPZO8Le+nr3LeWR1v7aI34p5iK9ovXkegoa6qLp9R7RnniFeeFnkSPue3nam6g5SAIQrFWcxcAzdS05YeFkbjyZxy2/kviyp/JDwur9jbVyd7AvapT3xGqlAI7qbOLyki8XIQOLhaV3qYWLVrqNmWVJUmQMLf9XDrbd0ZA4Gb8Tb65+g2Ddg7izeNvsjdwL+n56eXuQ51ReG33DC1atNQVJjabSCOzRiTnJrPh9oYSy+SiXNmG7qXmL2FvbF8bQyxBeHo4h0IOPfG+iKh2DZTqEJ4ezk/ePyn/Lq7ZEp8Tj7meOSsHrOTbPt/WmRKA2kZrxD/F9H3YL94vMpWUrPwy1y1KqS8y4uWinJ9v/Awoejg6GDtocKTlU7zVnCZI3b2H4OEjSN20CVM/P1I3bVL8vWevRvZXFTShzO9mY8yM3m7KvyUCSIvNtd/f6cvNBymlfFKLFi31lcdbbQkIj8qSen3B7Haz2ThsIycmnOCDzh/Q2ro1clHO5ZjL/O/S/+i/vT9vn36bI6FHyC7ILrHt8PRwVnqvZNrRaeQU5tDEvEm1ovDa7hlatGipS+hKdHm347sAbPHfQlxWnHLZyfCT3E2+i5GOEa+3eb22hlgCTQSANMHewL1lClePbDKSQQ0H1fCo6jY6tT0ALZqjgbkhzexNuR+XgWdQIqPaqVZuLxK3u5V4i5TcFC5GX+R+yn1MdU2Z2WZmTQ1ZJcY9eoBEQn5QMAUxMeg2aKC2beeHhRHz6acglwMobiEyhTZAzJIlGHXqiF6jRmrbX1XRlDJ/bFouAK0dzXCzNcHZ0pCRbRrw2QF/vMJTmLL+Ghund6GLq1WVx65Fi5a6xZimY+ho15Fd93fhFehFZ/fOTGg2oURWk72xPVNbTWVqq6lEpEdwJOwIR0KPEJQaxNmIs5yNOIuhjiH9nfszzG0YybnJfHnlS0DhCAYISQthf/D+KpU7Fe+eQVHG0MPXxbv96OJqhauNcTV+BS1atGipPAMbDqSDXQduxt/kV59f+bLXl8jkMn71+RWAqa2mYmlgWcujVFBfWjOXNU5BEEjOSa7hEdV9tJH4p5wilfryUurtje1pZNYIEZG5p+by9ZWvAZjRZkadSFuRmptj2LYtAJme6o3Gp+4uwwspCKTu2q3W/VUVTSjzp2UXcPyOwov83fi2rHqpA4uHNaeVkzmbZ3Sle2MrMvMKmbr+GpeCKl8Tq0VLXeZZT9NuaNaQt9u/zWTjybzd/u0yy5JczFx4s+2b7H1hL3tG7+GNNm/gbOJMTmEOR8KO8M6Zd/ji8hfIRbnSgIfqpWxqu2coztHlxwPZHCBh+fHAZ+4c1aKlLiIIAu93fh+AfUH7+N/F/zHlyBRC00Ix0TVhasuptTzCR9SX1sz1ZZx1Ca0R/5TT96G43fmAhDL7Lu4N3KucZN1KvEVmQSYA5nq1b8AX8aguXn1GvCwtjYxTp5RR+CcQRQqiotS2v+rweAqsOpT5D/hFk18op7mDKa0czUosM9bXYeO0rvRxtyGnQMb0TdfLdQZp0aIp1G1wa9O0q467pTvzO87n8LjD/DviX6a2nIqRjur+vFVN2XzWu2cUnaN/eoZxM0ngT88w7TmqRUsdoa1tW1pbtwZgb9BebiXeAiCrIItTD07V5tBKUF9aM9eXcdYltEb8U05nV0sMdaXEZ+RxLzaj1HXC08P5/PLnpV48X139qs6IXhTVxWddvoxYqLo/Z0WQ5+SQuG4dQYOHkB8SonpFUURqY12tfakTdSvz73o4GZzQybnUiJehnpR1UzvzXAs78grlvLHZi5N34p5YT4sWTaJug7t4mrZMLpZ4XbzbjzBttLNCCIJAa5vWfNDlA/o691UZRalqymZZ3TMEQXiqu2eUOEdFEREBmag9R7VoqSuEp4fjn+T/xPt1TTBOEwEgTVCmVksdGmddQlsT/5RjoCulRxNrTt+L51xAAi0amD2xTnliEnsC97Cg0wINj7R8DFq3RmpujiwtjRw/P4w6dqz0NsTCQlL37CHx19UUxscDoNuoEQUPHjyquSzxAZH0Q4cxHTgQ4+7dK72/0MQsdnhFEJmSg7OlIZM6u+BWzRrOImX+6hIQl4FvZBo6EoGxHZxUrmegK2XNK514Z9tNjtyOZfbf3qx6qQPPt1GfLoEWLaooqy560S4/IlOyMTPUQyaXUyATKZSJin/LRQplcgrlivcK5fKHryJ+kamlXu7wKE178bDmNfMFnxKcTJyQCBJkouyJZVVNhZzU2YW154JLXSaXi0zuXLv9lzWJspSglBNVgGfmHNXEM1SLFnWwN3Bvmfe8ujJ3hkcaKHsC9xCdGY2jiSPj3MfVOcO4IlotWh6hNeKfAfp52CqM+PsJzO73ZK/3+iJ6IUilGPfqSfrhI2R5elbKiBdFkYxjx0lYuVLZOk7X0RHbd+ZjNnIkafsPELNkCQgColyOIJGAXI7UygpZUhIPps/AasZ0bN95B4meXoX2ucMrgg93+yEIAqIoIggCa88Fs2x8WybWgclnURRzYHM7rE30y1xXT0fCqpc68N5OX/b7RDPv35v8KJPzQnvVxr8WLeqgLGNGBH4+FaTW/T0LadqaYKz7WDb6byx1WVVTId1sjBnf0Zmd3pGAonuGKCqOu0SAhMy8p1bYrqxSApkIh/xieLGLC42sn87vD3X/Garl2aa+zJ2LUFcASNMUabUcjj7M8PbD0dXVre0h1Vm0RvwzQFGrOa/wZLLyCjHWL3nY65OYhHGv3qQfPkLmBU9s58+v0GeyrlwhfsWP5N5S1CtJLS2xmTMbixdfVBrkFuPGYtSpI0k7dvLAy4uGnTtjPWkiOra2xH23jNQdO0hev4Gsy5dx+uEH9Js86QwpTl1XVS6Qydl7U1HrX9HJkI5Uwo+T2qMrlbDLO5IF233IK5QzSTuZ0qJByjJmABqYG9DZ1QpdiYCOVEAqkaArFdCRSNCRCuhIBHSkkoevAroSCWfvx3MpJKnUaLxcVGSpRKfm4Gjx9KZrq5uiVMjPLn2GgIAiAVzxWp1UyCLtg+5uVtiaGeBsYcDdmAzOBiQw+y9vDrzdG6en8Dg5WxiozBYBeJCczYDlZxnVzpG3+jelmYNpzQ2uBqjrz9CaQJuFULepT3NnLU8nWiP+GcDV2oiGVkY8SM7mcnASz7W0L7FcExGUItT9EDJ+WBefe/s2hSkp6FiqbuGR4+9Pwo8/kXXxIgCCkRHW06ZhNWM6UhOTJ9bXa9QImwXvcO3wYToOf+T9a7D0C0z69iFmyafk3blL6PgJ2C9ehMWLL6qs1ywzFbIOpOueu59AYmY+NiZ69H/YwaAiSCUC349vi56OhK1XH7Bolx8FMjmvdKv9Fnxank6cLQ1VGjNSicCYDk6Vvpaea2nPoBVnVcRQ4H5sBv2Xn2V6T1fe6t8UcyNtJKAiqDtlMyQhE6/wFCQC/PxSB+zNDADIzi9k4u+X8Y9O543NXuya0wMjvadrOpOZV6jy/BQE6OJqxbXQZPb7RLPfJ5rnWtgzd0ATOjSsG22tqktdf4ZqGm0WQt1Hk3Pn+oLW0VS7aIXtngEEQaCfh+pWc5oSvdCE+rOuvR36Hh4gimRdulTqOvnh4UQtXEjY+AkKA15XF8tXX6Xp8WPYzn+7VAO+PEyfew63/fsx7tkTMTeX2C+WEjnnLQqTkkpdv66rKu/0VhyDMe2d0JVW7jYgkQh8PaY103u5AvDJ3tts8AxV9xC1aAHAycJQpTEjilWri3azMWbZ+LZIBIUjoPjr2wOb0tXNivxCOWvPh9D3hzP8cT6Y3IIn6x61PElRyub3/b5nQacF1aplLEqj7+dhqzTgAYz0dPhjamdsTPS4E5POBzv9yszWqG/8fSWcv64oRLEEFOemgIhUUJQRfD++LTtm9eC/t3szok0DBAFO3o1j7JpLvLzuCheDEuv971HXn6GaRCu8WT+oL4JxmkLb4aX2ebpc11pU0s/Dlr+uhHM2IF7p1S2OuiMomkyFM+7Tm7yAAJJ+X0vmqdPoOjlhMX4cEmNjEtasIXXnLigsBEHAbORIbOe/jZ5L9T3XuvZ2uPy5jpS//iJ++Qoyz54lZPQLOH77DSZ9+5ZYVyIo0nJLo7ZVlZMy8zh1VyHqV1WPviAI/G9kS/R0JKw9F8LS/+6QVyhnTv+yywzqKvlhYaTu3kNBVJTyfNJzda3tYT3zhCZmsezIPUBhzEgkj6JSoiiybHzbKt9HJnZ2oYurFduLRREmd3bB1cYYURQ5fS+eZUfvERCXyTeH77H5UjgLB3swpoMTUknpGTha1IdMLrLnhsKIL61kx8nCkN9f7cRL665w6FYMzU+b8vYg95oepto55h/L//bfBuCdQe6M7eDEv1fDuX4nmC4tG/NSt0bKc761kzmrX+lIcEImv58NZu/NKC4FJ3EpOIl2LhbM7d+E51rYI6mH52tZz0ihnOX1GVEU+fV0oMrsI7kI87be4I2+jensavVUlpLUJ+qLYJy60Za71A20RvwzQo8m1uhKBSKScwhLyi413UWdohcaTYV7uM28wEDygoNBEEj680/Q0YGCAgCM+/bBbuFCDJqrN91OkEiweu01jLp3J/r998kLDCLizVlYvvoqdu+/h6Cvz4aLYRz0VS1oUtXoobrY5xNNoVykrbN5teooBUHgw2HN0deR8supQJYdvUdeoYx3BrmrLDOoi6Tu3kPMp58qclRFUXE+rV9Pg6++wmLc2Noe3jNLdn4hs//yJiOvkC6ulnw7rg27b0Q9YXBXB1cb41LvQ4IgMKiFPf2b2bHbO5IfTwQQlZrDezt9WXchhA+fb04/D9t6dZ7XN84HJhCXnoelkS6DWtiXuk5nVyu+GtOaxbtvseJEAO72pgxr7VDDI1UfXmHJzP/3JnIRXuziwoLnFPfS94e4c7gwkOFD3EsVeWpia8IPE9uxYLAH686HsO36A3wjUnnzL2887E14q39TRrZtgE4ls65qk3EdnPjtbOmdCWQidG70dJQNFBGTlsO+m9HsuRFJYHxmmevejk7nnW0+gEITpGMjSzo3sqRzIytaNDAt8zhr05/VjyYE4+r6cXrWy13qCloj/hnBWF+Hzo2suBySxPmABI3fDDSVCpcfFkbyps2P3pDLH/27oAD95s2x//gjjLt2rdL2K4pBs2a47txJ/IofSfnrL1L+/pvMy1fYOvh1NsQqJlkdXCzwjUxFEARkD8PyAlQrelhdRFFUpjpN7ORc7e0JgsDCwR7o60j44dh9Vp4MJL9QzgdDm9ULAyc/LExhwBc/jx4Ss2QJRp06otdIW+9f04iiyOLdt7gfl4GtqT6rX+6InZlBjU8KpBKBSV1cGN3ekY0Xw1hzNoh7sRlM23idnk2s+ej5FrRxNq/RMT0r7PJSROFfaO+Eno5qo2Ryl4bcjclg06UwFu7wwdWmJ80dnmylWtcJis/g9c1e5BXKGdTcjq/GtK70PdTJwpDPR7di3sCmbLwYypZL4QTEZbJguw8rTtxndr8mjO/ojIGutM4bCUdvxyr/LRUEpQp4UYbb2//e5MdJ7eu10yYrr5Bj/rHsuRHFxeBEpT0kfZjJV9oMSiJAK0dzBAH8o9OJScvlkF8Mh/xiADDUldLexYJOjSzp5GpJx4aWmBsq5iTaOvv6QX04Ts9yuUtdolaN+G+//ZY9e/Zw7949DA0N6dmzJ8uWLaNZs2YqP9O/f3/OnTv3xPvDhw/n0KFDAEybNo3NmzeXWD506FCOHj2q3i9Qz+jXzJbLIUmcC0jgtZ6uGt2Xs6VhGT1uq55Onrp7jyJiWhoSCcZ9emvcgFfuzsAAh08+xqRPbyI+/JiC4CDGhC4hrdUI2sx/k9d6NyY8KZvtXhFcDUnixoNUjPV1arW/un90OvdiM9CTShjVTn3KqXMHNEVfR8JXh+6y5mwweYVyloxoUecN+TLPJ0Egdddu7N5bWLOD0qLMZtGRCKx5RWHA1yYGulLm9G/Ci11cWH0miC2Xw7kUnMSoXz0Z1c6R94d4PNWtvmqalKx8TtyJA2Bi5/KdjUtGtCAoPhPPoERmbvbiwLzeWBlXrBVoXSAuPZfXNlwnLaeA9i4WrHq5Q7Wi5jYm+nwwtDmz+jXhr8vhbPAMJSI5h0/23ubnk4F0dbXi8O2YOmsk3IlO55fTgYDi2CZl5SudDc+3duD7o/fxDEpk9t/evDfYg3kDm9b5Z00RMrnIlZAkdt+I5OjtWLLzH2ltdHOzYnxHZ1o4mvLCrxdVptSveqkDrjbGZOcX4huRhnd4Mt7hKXiHp5CeW8jlkCQuhyj0egQB3O1M8LA35ZBfjMIxoE1/rrPUlzR1CyNdlSWjchH0y3C8alEftWrEnzt3jrlz59KlSxcKCwv5+OOPGTJkCHfu3MHYuPSTdM+ePeTn5yv/TkpKol27dkycOLHEesOGDWPjxkeqkfr6ZffBfhbo52HLd0fucTk4idwCGQa6Uo3ta1JnF35XmQonMqmKUeCCqKhSHQNFFEbVfF/O6/bN+bTvAl6/8i/dY+8w89YBjDcmUujxLY452Uz3P8wrUVHsipKxw7Y9f18JZ3a/2qkd3/VQKGpwK3ssjNQ7yZ3ZpzH6OhI+3e/Pes9QEjJycbQwJCo1t05GeuDh+VRKFB4AUVQs11KjXA1J4pvDdwH4ZEQLurha1fKIHmFprMeSkS15racrP54IYJ9PFAd9ozl6O4ZXujXi7YFNSc8trNMRzvrAfp8o8mVyWjma0cqx/EwHHamEX1/uwAurLxKelM2cv735e2a3Sot21gbpuQW8tuEaUak5uNkYs/61zmpT2jcz0GXugKbM6OXG9usP+ON8CNFpufx3SxG1rYtGQn6hnPd3+lIgExnayp7Xe7s9YaBvmt6Frw7dZdOlMFacCOBeXAbLJ7TDUE9zc5ryCE3MYtvVcK4HSLijE8iL3RqVuO6D4jPYfSOKfTejiEnLVb7vam3EuI7OjO3ghIuVkfL9ZePbsvixaOzjOiBGejr0aGJNjybWAMjlIkEJmXiHp+AVlsKNBymEJmYREJdJQJzqFH1t+nPdoT6kqd+OSuOwX9lz7X03I2nZwIzpvVzrjYOtPlKrRvzjkfFNmzZhZ2eHt7c3fR8TCivCyqrkhG7btm0YGRk9YcTr6+vj4FB/06w0QXMHU+xM9YnPyMMrLIXe7jYa25eVkR4mBjpk5BYi8CjYWeS5O3Uvnpm2lVeJ13VyKjNyquvkVLUBVwG5XOTXM0H8dDIAEUMOTHyXgUah5Pz8I1mXLhE8bBhibi5IJCCKDAEGy4/zZ1YkOT0+qvEJR16hjH0+D3vDqyGVvjSm9HBFT0fC4t23OOAbozz2dS3SA4qUr/zoaNVOoRo+n7QoIpJzt95EJhd5ob0j0zScMVRVXKyM+Glye2b2cWPZ0fucD0hg06Uw/r32gPxCOZKH6b918byvDxSp0lfmPmVhpMefUzszds0lroYm88VBf74a00ZTQ1QL+YVyZv/lzb3YDGxM9Nk8vSvWJuoPOBjqSZnWy42XuzVi1l9enLn/ZJcaqBtGwuozQdyJScfSSJevxrQp1QDQkUr4fHQrmjmY8r/9tznkF0N4UhZ/TOmMYy0IvSnTnxGQiwK+nmGs8wzl05EtEYA9N6Pwi0xTrm9moMOodo6M6+hMx4YWpX7HsoQ3VSGRCHjYm+Jhb8pLXRXCaomZeXiHp/D90XsEJ5Sual9X05/resmHJqjraerH/WN5Z5sPOQUy7E31ScjMe8LR1LKBGbej01n63x0uBiXyw8R29Sozqj5Rp2ri09IUN7nHDfWyWL9+PS+++OITkfuzZ89iZ2eHpaUlAwcO5KuvvsLa2rrUbeTl5ZGXl6f8Oz09HYCCggIKHgqlVZei7ahre1Wld1Nr9tyM5sy9WLq5aq6Wc+l/t8nILcTF0oAhLe2JTc/D2cIQHanA6rMhfHP4Lk1tjejVpPRjogrjF0aTtH596QtFEeMxL1TrN67occrILeCD3bc5dU8xGXqpizOfDG+Ovk438nt2JWbhQgqCQxQryxTpckWP6ZmXt7LrQF9efKFHlcdZFY7djiU1uwB7U326u1po7Fzs6GKGgKKeT5kRVizS08HZjEbWRmVsoWzUcS2JcjmJy74n18dH8TePjo9yHZm82ufTs0xlj5PCoPEiMTOPZvYmLB3VnMLCQk0Osdp42BqxfkoHLgUn8eXhewTFKybJslIinNU97zVFXXk2FXEnJh3/6HR0pQLDW9tValyuVgasmNiG2f/c5O8rD3C3NeblrnXTeSKXi7y36xaXgpMw1pPy55QONDDTLfX7qusYCYCRnlRl9xRRFHmQlFVr54J/dDqrzwQB8PnIFlgYSMocy4QODWhkacDcf324HZXO6F89WfNSezo0tKihEUNYUrH054dPkqLr/4uDd5Tr6UgE+nnYMKa9IwOa2SrTjcu6xzmZ67FwUMmsvcoeG3N9CQM9rLkRZkdYYtije9NjOJrp15l7AMCuG1F8ss8fRXNFEQGFQ/SbMa0Y37F6zvW6ds8rjq1x2WnqolxeK+MWRZFNlx/w7dH7iCL0amLNqhfbkpxVwE7vKCJTc3C2MGRiJycaWhmy9VoE3xwN4NS9eJ7/+Tw/TmxD10pk1dXlY1QTVPR7C2IdaSYql8sZPXo0qampeHp6Vugz165do1u3bly9epWuxeqgi6Lzbm5uBAcH8/HHH2NiYsLly5eRSp+Mfn7++ed88cUXT7y/detWjIzq3qSrOtxIFNgcKKWBociH7TXT9/heqsBvd6UIiMxvJaNxMY0hUYStwRKuJUgw0hF5v40M60qWu5p5eWG/a3cJNXFEkbgJ40nv3Fm9X6YUYrJh/X0pCbkCOoLIxMZyutuVvIxsDh3G8vz5JwxDAJkg4WCzfni8NpSaLBtae1fCnVQJzznKGdVIRQq5GjgYLuF0tIC8lG8vIDLIUdTo/stFLsd+127Mvb0BOOnSkYERNxEfnkcCIkWHJWToSAoH9q69sT5D7AqVcCFWgqFU5L02MmzrWeekAw/Pe7GU816CyMDaPu/rCbtDJZyPldDeSs70ZlX7vU5ECfz3QIpEEJnbQkbTOqg9uD9MwukYCRJBZFZzOc0tamYqVtb9uTbP00I5LL8lJSZboL21nOkeFR9DUi6su6/4rFQQebGxnK52tf97ApjqigxxktPRRsTkycYCNUZ8DnzjI+WRxG5xRN5oJqN1HalcejTWJ8cpAJ+0r3/Ph4ogk8PqOxKCMyQ8GVoo+lvkOSeR4c5yaqpaSCYq7ssX4xQ77GkvZ4Jr+fuPzILNAVLicxWumGHOcoY4i9TDjpc1TnZ2Ni+//DJpaWmYmakWaq0zRvycOXM4cuQInp6eODtXLIVu1qxZXL58GT8/vzLXCwkJoUmTJpw8eZJBgwY9sby0SLyLiwuJiYll/niVoaCggBMnTjB48OBSW8TUFCnZ+XT/7ixyEc6/35cG5uoVjMrMK2TEqktEp+UytXtDPh3xZFpeXoGMl9dfxy8qneYOpmx/o0ulawDzHzwgfc9eCqOj0HF0wmzcWPQaVr8vZ3nH6cjtWD7c6092vowG5gasfqkdbZyenCHGLlpE5rHjpdZbyxE479QOo6Vf11iUKD4jjz4/nEMuwvF3emk0JW3BDj+O3I5V6U1ubGPM3zM6Y2tatbTR6lxLYkEBcR9+RObx4yCVcmb0G/wgNsUhM5Gh4dewz04mzsgSw8I8RodeAsBm8SIsXn21SmN9lqnMcdrvE837uxW9sde+2oGBzWxrYohqpbzzvksjC/55vUudqw+sK88mUGRj9P7hHCnZBfw5pQP9PKp2HoiiyMKdt/jvViyWRrrsnt0NF8u645DfeCmcb47cB+CH8a0Z075skVF1HqOwpCyG/nyx1PNUAE4s6F0rGSM/ngzkt3OhWBnrcvjtXlhXMv02K6+QD3bf5sTdeABe79WID4Z4INWgxZCTL2PKxuv4RqaXulwiwPOtHVg5qa3GxlAZdt+I4uN9/o/Sn1EYaADmhjpsfK1TqfOZmmb58UD+9AxVjq04AjC6XQO+GdOqzK4VZVGX7nlFyOUii/bcZr9vDDpSRUcjSbHjJAKdGlpwPTwVgHbO5vw4sQ0NrTR7rWbkFvLOdl8uBCUhCPDhUA+m92xU4edYVl4hSw/dY89NRQ19V1dLVkxsg0M5YrV18RjVJOnp6djY2JRrxNeJdPp58+bx33//cf78+Qob8FlZWWzbto2lS5eWu27jxo2xsbEhKCioVCNeX1+/VOE7XV1dtZ88mthmZbAz16WtswU+EalcDk1hcpfqG77F+enwfaLTcnGxMuTD4S3Q1X3yFNPV1WXt1M6MWuXJvdgMPtl/l1UvdajU5Fa3SROMP3hfnUN/YozFj1OhTM4Px+6z9rwiRb5nE2tWvdRBZf2ivrMLmSq+j4BIw4w4fj3my8vdXWtEfOngrQfIRejUyBKPBhYa3VdDa2OVwiwAIYlZDPjxAi92ceHNfk1wqmINY2WvJXluLpELFpB1/gKiVId/hr3JP2JjAGJMbNjUavijlUWRLF1DXgo4ReKy70nOldFszswqjfNZp7zjdCc6nSUHFGmn8we5M7S1+rom1CTlnffXw1N58c/rfDC0uVKIqi5R288mgJP3YkjJLsDeTJ8BLRpUywBbPqk94cmXuRWVxltbfdk9pyfG+rU/5TnoG6004BcPa87ELhVvYamOY+TuYPGEaJr4sJ2ZjlQgT06Nnwe+Ean8cSEMgK/HtMHBovJOZgtdXdZO6cxPJwNYdTqI9RfDCU7M5peXOmBmoN7vExiXwT9XH7DnRiTpuarT4QVBoKG1ca1fV0W82M2V7k1sS9TZj2jTgP/tv82NB6m8ttGbTTO60qmRZa2O8358ZqkGPCjO0/2+MRy/E09nV0u6uVnRvbE1bZ0tKm3U14V7XhHfHL7Lft8YpBKBP6Z0orGNSal6CIf8Yvhojx++kWm8sOYKX41pzZgOmtHuiUzJ5vVNXtyPy8BQV8rKF9sztFXltMYsdHX5cXIH+njYsmTvba6FpTB69WVWTGrHwOb25X6+Lh2jmqSi37lWpVtFUWTevHns3buX06dP4+bmVuHP7ty5k7y8PF6tQIQsMjKSpKQkGjSovdZedYmi6Mb5gES1bvdqSBJbLocD8N24tmVG1xuYG7LmlU7oSAT+84tRGsd1kaTMPKZuuKYc46y+jdkyo2wBIovx41RO5gWgcXoMX+35As+lPyIvlgWiCdTdG748JnV2USnMIgjQwsGUvEI5my+H0+/7Myza5UtoYumCO+pClplFyIyZZJ2/QJ5UlyVdp/OPbmMkwpOJhUUD3dJiGNs8BgIg/3kFS1//gp9PBhIUn6HRsdY0oYlZLDt6j7f/vcmyo/c0fiyKk5ZdwOy/vcktkNO/mS0LBrnX2L7VTZnnPaCnI3DjQSovrbvClPVX8Y1IrdHx1QeKBO3GdXSudgTVQFfKH1M7YWuqz73YDBbu8EGuKk2ihrgUnMh7O3wBeK1HI2b3a1wr45jY2YXT7/Xnzb6NGdHWkTf7NqZzI0sKZCIzN3sRn55b/kbURG6BjPd3+iKTi4xq51itFqwSicB7Q5qx6qUOGOhKOHs/gbGrL6rlnpZbIGPvzUgm/n6JwT+dZ9OlMNJzC7E301eRSK949k6uY4KWrjbGLB7WnFUvdWDxsOa0djJny+vd6OpmRUZeIVPWX+XKw/Z0tcFx/1guBqqemwqAga6EnAIZFwITWX48gAm/X6btF8d45c8rrDoVyPWwZPIKSy8XDU3MYvnxQDYHSFh+PLBGn3eq+ON8MH88nF9+P74tA5vbP3GcigQNR7RtwJEFfeniaklmXiELtvuwcLsPmXnq1Y/xiUhlzOpL3I/LwM5Unx2zelTagC/O2A7O/De/D62dzEjJLmDGJi++/O8O+YXaErPqUKtG/Ny5c/n777/ZunUrpqamxMbGEhsbS07OI/XFqVOn8tFHHz3x2fXr1zNmzJgnxOoyMzP54IMPuHLlCmFhYZw6dYoXXniBpk2bMnToUI1/p/pAv4epqhcCEyiUqecCysmXsXi3oqzhpa4u9GpavvJ9VzcrPhvdCoDvj97jXEDpirm1iV9kKqN/vcil4CSM9KSsfrkjHw1vUW4PXz1XVxp89ZVCmV4qLfFqPXsW6a7uGBXm4bB9PSEjRpJ+/LhKA6C63IxIJTghCwNdCSPaat6R5WZjzLLxbZEIIJUIJV6/H9+Ww+/04Z+Z3ejR2JpCucgOr0gGrTjL/H9vcj9W/Qby3fsRXBwzmYIb3mTpGPBJzzd50KQtC55zZ+fsniqbHUgkAg0WvsvV7iMAmHhxGwF/bOS5H88z9Kfz/HIqkKB41W176gM7vCIYtOIsf5wP4ZBfNH+cD2HQirNKp48mkctFFmy/yYPkbFysDFk5uT2SelwsV+Z5P6EtnosGMrVHI3SlAhcCE3lh9UVm/eVFQNzT5RSqKnHpuZy9r0iFVpezsYG5IWundEJPKuGYfxwrTwWqZbtV4V5sOrO2eJMvk/N8awf+N6pVrZZWFDcSPhregvXTutDE1piYtFze+Mub3ALNaOY8zsqTgQTGZ2Jjos/Sh/OB6jKqnSM7Z/WkgbkBwQlZjFl9Ec8yDMOyCIrP5Mv/7tD921O8u92X62EpSCUCQ1vZs3lGVy5/OIjvJzy67gVEpIIilb54O7i6jIm+Dpumd6FXU2uy82VM23ityr9XVRFFkVWnAnnzL28KynC2CQIcnt+HYwv6svSFVgxv44CVsR65BXIuBiWx4kQAE3+/TLsvjvPyuiv8ciqQa6EKo77oefenZxg3kwT+9AyrseedKnZ7R/LN4XsAfPR8c8ZX4N7nZGHIv290Z8Fz7kgERfeDEb9cUJtj+PCtGCavvUxiZh7NHUzZN7cXbZyrX2bhZmPM7jk9md7LFYD1nqGM/+0SYXXAkVJfqdWaeFUPsI0bNzJt2jQA+vfvj6urK5s2bVIuv3//Ps2bN+f48eMMHjy4xGdzcnIYM2YMN2/eJDU1FUdHR4YMGcKXX36JvX35qRugqEUwNzcvtxahMhQUFHD48GGGDx9e66khMrlIxy9PkJZTwO45PejUqPpqJt8cvssf50NwMDPg+MK+FU5fE0WRj/bcYtv1CMwMdDgwr3etPfSUfV7vBNOlZRPMjPT4+VQg+YVy3GyMWTulEx72ppXaZn54OKm7dlMQFYWukxMWE8aj16gRmTn5fDTneyb7HMQ6V1FPZ9S1K/YffYhBixZq/V4f7bnFv9ceMLaDEz9Nbq/WbZdFWGJWue1xvMOT+fV0UImWR0Na2jNvYFPaOluUut2KXEsyucjJu3HsOO7D+H+X4ZYeS5qeEZvHLGTI2H6MaOOoTL3b6RWhsh/vxIfR1YhvvydryyYAVrcfz3+ujzoLNHcwZXibBoxo24Amxdom1vX2OKGJWQxacbbU2liJAKff61+ta7G84/TTiQB+PhWIvo6EPW/1rFA/8PpAeed9RHI2K08GsvdmJPKHupxj2zux4DkPGtZCLXJdeTb9djaYZUfv0bmRJbvm9FTrtnd5R/L+TkUEfPXLHWvEmVmcqNQcxq25SFx6Hl1drdjyelcMdCveYrSmjlFYYhZj1lwkNbuAkW0bVLrMrbLceJDChN8uIRfhjymdGFKNSF9pxGfkMusvb24+SEUqEVgyogXTepbftzqvUMbR27FsvfqAq6HJyvedLAx5sYsLk7q4YP9YTW9YYhb/Fps/vNStUb0w4IuTWyBj9t/enL2fgJ6OhLWvdmJAczuN7zc7v5D3d/py+FYsoMhSaeFoxsd7bql8LhdHFEWC4jO5EpLElZBkroQkkZSVX2IdXalAgYocfXU876rCmXvxzNzihUwu8kYfNz4Z0bLS27gelsyCbT5Epeag8zATZVbfxlVyiIuiyO/nQlh2VOFUGNDMllUvd8REA2VIJ+7E8cEuX1KzCzDWk/LNuDa80P5RWUBdeS7VFhW1Q+uMsF1d4mk34gHmbr3BIb8Y5g9sysIhzaq1LZ+IVMatUQjlrH+tM4NaVMxZUkReoYwX/7jCzQepeNibsPetXjVeu1iyz6scReW6guda2PPj5HZqr6tbdSqQ1UduMTv6IsP8TyHm5YEgYDFhArbvzEfHpvxshvLILZDR5auTZOQVsnVmN3pWIEOiNrgdlcaas0EcuR2rrELo62HLvAFN6epW0slU1rWUllPATq8INl8OIzcymm8ursU5K5EsEwskK1bRoW+nUidw5RleoigS//0PJG/cCEDUjHf427YjnoGJFBazgps7mDKiTQMkEoEVx+9XaAJSG4QmZrFk7y0uBpeeNikVBN7s17ha/aLLOk6n78UxY5MXACsmtqtQ9OFpIzAugx9PBHDktmLiqiMRmNzFhbcHuuOgZsHRsqgLzyZRFBn04zlCErJYNr6N2rVaAL767w5/eoZiqCtl15weNeY0Ss3OZ8LvlwmKz8TdzoRds3tiblS537kmj9GVkCSmrL9KgUzknUHuvDvYQyP7yS2QMfyXC4QkZGnUwZxbIOPjvbfYcyMKUGQKTu/pxl6fqCccrKGJWfx77QG7vCNJfmgESgQY2NyeV7o1pK+HbZllHnXhWqoueYUy5m29yYk7cehKBVa/3FHtzpXiRCRn88YWL+7FZqArFVj6Qmtlj/uKBAJKQxRFghMyufzQoL8akkxipuqyRalE4M2+1XveVZYbD1J4ed0VcgvkjO3gxIqJ7aqciZaWXcDHe29x6FYMAL2aWvPjpPZPOJrKokAmZ8ne22x/mJUwracrS0aUn3VaHWLScnjnXx+uhSkcZZM6O/P56FYY6ek8FddSddAa8dXgWTDid3hFsGiXH+1cLNg/t1eVt5NXKGPUKk8C4jIZ096RlS92qNJ24tJzGbnKk4SMPJ5v7cCaVzrWWKphWRFJATj1Xj8aF4uwqou0nAJ6f3eajLxC1g11ouXBLaQfPgKAxNgYm7fmYDllChK9yqn0Fme/TxTvbPPB2dKQ8x8MqPPpykHxGaw5E8x+32hkDw9IVzcr5g1oSh93G8KSsktkS7zYrRFuNsYEJ2Sy6WIYu29Ekp0vwzEzgWWX1mKTnYrg0IDGWzZVu3uBKIrEf7eM5M2bAXD4cinCiBc4fieOQ34xXAwqadCXRm15/HMLZFwLTeb0vXjO3o8nLCm73M90bGjBjlk9qvwQV3XPC0/KYtQqT9JzC5nSvRFfjmldpe0/LfhFprL8eADnH5YT6etIeK2nK7P7NcGqkgrdVaEuPJu8w1MY/9slDHWlXF/ynEYiP4UyOTM2e3E+IAEnC0P2z+uFTRm6Juogt0DGlPVXuR6WgoOZAXve6oljFYQ8a/oY7bgewaKH5XG/vNSB0e3ULzb59aE7rLsQip2pPsff7YuFkebOdVEU+fNCKN8euat8zkuFR/3H5aJIE1tjghIepfU6mBkwuYsLk7u4VPiY1YVrSR0UyOQs2ObDoVsx6EgEVr7YnpFt1X8OXAlJ4q1/bpCclY+NiR6/vdqJLpXoJV5RRFFkxqbrnL2fQGlPaIkAI9o6suqlqs1fK0tQfAYTfr9ManYB/Txs+fO1ztUWOBZFkR1eEXx+4A45BTIsjXT5YUI7nmtZflAtLbuAOf94cyk4CYkA/xvZkmm9Kq5RVh0KZXJWnQ7il9OBiCI0sTXmo+dbcD006Yl53rNERe3Q2pdq1VIrFInb+UWmkpyVX+XJ4uozwQTEZWJjosdno6pez2ZvZsDvr3bixT8uc+R2LGvOBjN3QNMqb68y7PCKUKkqLZEI7PSO1IiH1txQl9d6uvLrmSBW3srgvxUrsHzlFeK++ZZcf3/if1hOyvYd2C/6AJNBg6rk1NjppRCKGt/Ruc4b8ABN7Uz5cXJ7FjznwW/ngtntHcm10GSmhl7DxdKQyJQcJIKAXBTw9QzjD89QPOxMuV+srri/TjoLr/+BbnYqem5uNNy4AV2H6kcSBEHA7sPFiKKclC1/Efvp/2ggkTBp/HgmdXYhNTuf4/5xrDodSERKTqnbEEX4eM8t5g1qSqsG5pWOyFWGqNQczjw02i8GJZFTrMZVVypgZ6pPdFquKv1FbjxIZeCKc7zZtzETOjlXKv1XFTn5Mmb95U16biEdG1rw6cjKpw8+bbR1tmDLjK5cCUli+bH7eIWn8Mf5ELZefcDMPm683tsNUwPdOl+eUR12eSuiP8+3cdCIAQ+gI5Ww6qUOjF19kZDELKZvvEaPJjbEpOWq7fcsfoycLAzwj0rnelgKpgY6bJrRpUoGfG0wqYsLQQmZ/HE+hPd3+uJiaUiHhupTLPcKS+ZPz1AAvh3XRqMGPCju3W/0bYyJgQ4f7bkFgEx541O8FhnwA5rZ8nK3RgxoZqvRKGRdRlcq4ecX26OnI2HvzSjm/3uTApmcsR3UlzH115VwvjjgT6FcpLWTGX9M6ayx60MQBJo3MON8YKIyOFAcuQh60pqZH0Wn5jB1/TVSswto52LBb692VEuHIkEQmNylIZ0aWTH/35vciUln5hYvXuvRiI+Gt1D5/H6QlM30TdcITsjCWE/Kqpc7VEg1Xl3oSCW8O9iD7o2tWbD9JsEJWczc4qXQKno4z1vnGVpnshjrGloj/hnF3syA5g6m3IvN4EJgQolalIpyJzqdNWeCAPhidGssqxk16tTIkqUvtOajPbdYfvw+LRqY1sjNxD8qrdQbOyi8m5EqDDJ1MKO3GxsuhuIfnc7Z+wkM6NQJ1507SNu3n/iffqTgwQMi572NUffuinr5Zs3IDwsjdfeeR3X248eh5+r6xLajUnO4GKwQi+lznwAAbXpJREFUp5lQz9KVG1ob8e24NrwzyJ0/zofw99UwpWGsmHwJyklYkQH/XAt73rDJxmLpUuRp6eg3b07D9X+iY62+dl6CIGD/0UcgF0n5+29ilnwKCFiMH4eFkR6TurhwISiRqNScUjM7ROBSSBKXHqr/ulgZ0trRnNZO5rR0NKO1ozm2pqqjg2UZcgUyOd7hKZy5H8/ZewklHBuAom1XMzsGNLejV1MbEjLyGLTibKmRCQEwM9TlQXI2S/bd5udTgbze241XujXEtIplJaIo8vHeW9yLzcDGRI81r3Sqcp/fp5Huja3ZObsHZ+8n8MOx+9yJSWflyUA2XwqjVxMbDt+OKVGesfZc8FMxscnOL+SgryINdJKGv4u5oS7rXuvMiJ8vcCsqndtR6QgCavk9lSVZj7VtkwoCf0zpTHMH9WT11RSLhzUnJCGLk3fjeGOLN/vn9apyO9Di5OQr1OhFUfFcqmz5XXV4kJyNREBl1t0r3Rvy1Zg2NTaeuoyOVMLyie3Qk0rY7hXBwh2+5BfKq13qkl8o5/OD/my9+gCA0e0cWTa+LYZ61XcSl8Wkzi6sPRescvmeG1E4mBswf5A7+jqaGUtqdj6vbbhGdFoujW2N2TitS5ldnKpCUzsT9s7tyfdH77PeM5TNl8O5GprMLy91QFcqKTF/aNnAlM8O3CE5K58G5gasf60LLR1r5z7Vo4k1v7/aibFrLgFFMbVH87zFu/3o4mpV73QmNI3WiH+G6edhy73YDM4HJFbaiC+UyVm025dCuciwVg4Mb6OemqmXujbkdlQa/1x9wDvbfNg/t5dGUtlB0Tpu+fEAzpfVzkQQcLbUXPTEyliPV7s34o/zIfxyOpD+zWwRJBIsxo3FdMgQktatI3njRrKvXCF07DgMO3Uix9tboYYlKlSxktavp8FXX2ExbmyJbe/2jkQUoXtjK1ysal4wSx04mBvwv1EtkYsimy+FqTQ4X+7WkI+dcoic/S7y7GwM27XD5Y+1SM3VX/cqCAL2n3wMcjkpW7cSs2QJSCRYjB0DgLOlocrMDgGFKnSBTE5kSg4RyYr/iuqiQWFst3I0p7WjGa2cFAa+o7kBO70jSxgJRYbHhE7OZOYVciEgkYxibWYkAnRsaMmA5nYMaGZHiwamJbI5TPR1nugXXbx2f2RbR7Zdf8C68yFEp+Xy3ZF7rDkTxNQerkzv5Vpmi8XS2HI5nL03o5BKBH59uWON1n3XFwRBYEBzO/p52HLkdiwrTtwnJCGL/x7WOirPqadoYnP0diyZeYU0tDKim5v6U2kfRyII5D3syiLy8Kcs9ns2sjaisa0JulIJelIJOlIBHYlQZiZUaGIWH+72UxiHj133clGkQT0816USgZ9fbM/43y5xLzaDmZu92DW7R7X1ar4/do+wpGwczAxqPBOnLIe8IEBajnrbdNV3pBKBb8e1QU9Hwl9Xwlm8+xb5hXKm9HCt0vYSM/OY87c318NSEARYNLQ5s/s1rpHSyaLuIUXPO7lcjkRQaB+1c7bgZkQqq88Ec/JOPCsmtaO1k3rnDjn5Ml7f7EVgfCYOZgb89Xo3jZVL6etI+XRkS/q42/D+Tl/uxWYw/OcLyOQiEomg7IRU5Mxq7WTG+te6VKqGXhMcvxOHVCKozJZ4ffN1xndyVgY+aqLcrK6jNeKfYfp52LL2fAjnAhKQP7y4K8ofF0K4HZWOuaEuS8eot1XOZ6NacT82A6/wFN78y5u9b/WscvSvNAplcv6+Es6PJwJIzy37oV0TfV5n9nFj86Uwbj5I5VJwkrI9n9TEGLt3F2AxcQLxy1eQcfQoOdevl7qNmCVLMOrUEb1GjZTj3vWw5/LETvU7UgeQlJWPCrsYQQCLW15EfP4zYl4eRt2747L6VyTGmjNsBEHA/tMliKKc1H+3EfPxxwgSAfMXXijT4y8IsHFaF1xtjEnNzudOdDq3o9Pwj07ndlQaIYlZxKXnEZcez+l78crPmRrokFF0rj5myO14WDIBCqdQfw9b+je3o6+7TblpqhM7u9DF1UqleND0Xm680q0R+32i+P1cMMEJWfx6Jog/PUN4sUtD3ujbuELROa+wZL787w6gaKPTvbH6siOeRiQSgRFtGzC0lT1vbPEq0b2hOIIgsN0rokYFmdRNUcnPhE7ONTKZ3+EVgUQQiqVTP0IuwqS1V0r9nJ5Ugq5UQEcqeWjgC+jqSNCRCKRkF5Qa3QXFsayvx8hYX4f107rwwq8XuRuTzjvbfFg7pVOZ4m5lcSUkiY0XwwD4bnwbzA1rtm68TAerhh329RWJRGDpC63Q05Gw3jOUT/f7k1coZ2afxpXazu2oNN7c4kV0Wi6m+jr8/FL7Gk3bhkfPu0ddBBoruwgcuRXDkn23uR+XwZjVF5k7oClzBzRVS7ZYgUzO3K038A5PwcxAh80zuqolq6U8+jez48g7fXnrH4XjBCjVQP5hQttaN+BB4WQrS6YtOCGL74/eV/7tZGFIK0czWjuZ09pJkcloV8b3eBpL0rRG/DNMJ1dLjPSkJGbmcTc2vcJqvUHxmaw8qei3+7+RLbEzVe/Fr6cjYc2rHRm96iJB8Zks3OHL2lc7qaWm+2JQIl8c9CcgTtHfu0UDM74Y3YrwpKxSPbQ10efVztSAl7o2ZNOlMFadDlQa8UXoOTvjvPInot7XIf2//0rfiCCQums3du8tBOBaaDIPkrMx0dfheTVlSdQmZU2+ekf5Mdx7K6KsEJMBA3Ba+RMSfc0KVoFi0ufw6acgiqRu2070hx+BIOA2enSZEe6i88nCSI+eTW1KdAzIyivkXqwizdc/Oo3bUekExGU8MuBV0KmRJUtGtKCts0WlJ9hF/aJVoacjYWJnF8Z3dOb4HYVehV9kGpsuhfH3lXDGdHBidr8mNLUrPWMmISOPt/65QaFcZGTbBrzeu2YEc54GdKQSTAx0VaYAy+UiEcnlixTWVSKSs7kckoQgUGMdCsqbKApQasZPvkxOvgygcv3TNV2SpWmcLAz5Y2onXvzjCifvxvH90Xt8NLzybVCz8gpZtEshlvdiFxf6N9N867LHKcvBWhMO+/qKICja8+npSPjtbDBfHbpLvkzOW/0rplt00DeaD3b5klsgp7GNMX9M7azyeaFpXG2MeX+IO4cLAxk+xF0pQPh8mwZ0dbPi0/23OXwrlp9PBXLiThwrJrWjRYOqp5gXtVE+fS8efR0JG6Z1oZlD5VoVVwdbU306NbLEKzyl1CCIVBA44BtDiwa13+K1rHmeRIBublbYmBrg/zDgEZWaQ1RqDsfvxCnXszXVp41TxTMZ63tJmtaIf4bR15HSs4k1J+/Gcy4goUJGvEwusni3H/mFcvp52DKuY+Vr6SuCnakBv0/pxKTfL3PiThyrTgfxznPuVd5eRHI2Xx+6y1F/RdqypZEu7w9txotdGiKVCHR1s1Lpoa0J3uzbmH+uhnMlJJnrYcmlK7TK5SCRKF4fRxQpiIpS/rnzYRR+RJsGaq+5qg2KJl+OmQkMCb+OfXYycUZWZOoYMO3uESSImA0fjuOy7xBqUBVYkEhw+N//QC6SumPHQ0NewsRRI8uMcKvCWF+HTo2s6NTo0fHPK5TxxmYvLgQmqlTWdbRQr/BUaUgkAsNaN2BoKwcuBiWx5mwQl4KT2OUdye4bkQxt6cBbA5rQ1tmC0MQstl0N51qAhG/9rxCfkYeHvQnLxretsa4TTwtlTWxE4EJAAntuRDK6nWO9E+Iquk/1bmpTI5EpKPv3LGo1tWhoMwpkIgUyOYUykXyZnALlf2Kxfyv+/vtKOIdvxZRea/0URHg7NrTkhwltFZH48yE0sTOptH7BsqP3eJCcjaO5AZ+MqLwTQB08nlKtysGq5UkEQWDR0Gbo60hYeTKQ74/eJ69AzoLn3FXe0+VykeXH77PmrMJx0s/Dll9e6lDjGRgVxdpEnzWvdOKgbzSf7r/NnZh0Rv/qyTuD3Jndr0mV7q/Ljt5nl3ckUomiXV9nDajvl0dUaq5K56RI3XEylqdb8O24R9doRm7Bw0zGdPyj0rgdnUZQfCYJGXmcvlcyk9HMQOdR1u1TVpJW/2f3WqpFXw9bTt6N53xAQoW8qlsuh+EdnoKJvg7fjGuj0Ql5excLvhrbmkW7/PjpZAAtHc0YXIF2GcXJyZfx27lg1p4LJq9QjlQiMKV7IxY85/5EqrEqD21N4GhhyIROzvx7LYJVp4PYMqPrE+voOjkp8rFLQy4nPyoSWWYWubr6HH5YQzuxc/0StFOFm40xa21icNz7I+LDCbgASB4+liwmTsDh888RpJoVxykNQSLB4fPPQJSTunMX0YsXg0TAsVUrpvsffiRA2HwcVOFBoa8jpZWTOReDk0pNhatpI0EQBHq729Db3QafiFTWnAni+J04jvrHctQ/Fnc7E4ISMpEgIBMFQNGfd0x7p2rX0z6LlDexScstZOEOX349HcT8Qe6MaudY5XTnmkQuF9nt/SiVvqaoSDRWEAT0dIQKp9Lamxko77mqtlnfeaG9E8EJWfxyKpBP9t6ioZVRhctiLgUlsuVyOADfT2in1vK4ylJeCZEW1QiCwILnPNDTkfD90fv8fCqQfJmcRUObPTEXzMgtYME2H049NKZm9W3MomHN68W9aVQ7R7o1tuKTvbc5cSeO5ccDOH4njhUT2+FuX/Eo+p8XQvj94b3m27FtKtTuTRPUlzKSsnQLHneymRro0q2xNd2K3YNy8mXcjVWUJir+U2QyllU2W99L0rQzqmecolZzXmEpZOYVltne50FStrIe5cPnm9dI5GRSZxf8o9LYfDmcd7f7sG9urwqlYYmiyKFbMXxz6C7RabkA9GhszWejW9ZZleA5/ZqywyuS8wEJ+Eak0s7FosRyi/HjSFq/XuXnc339CH5+GGHjppOTZ4ubrSmdGmk2OlsWFVXRr+i2nNf/BIhPPogEAavXX68VA145BIkEhy++QJTLSdu9h+j3P1AskEjKFSCsCHU1DbS9iwV/TO1MYFwGv50LZt/NKALjFaUqMhRdBIpYfvw+w9s00E6WK0lZ0cOlL7QmPbeAP86HEJKYxYLtPqw6Hcg7z3kwok2DOj1hvhySRFRqDqYGOgxtVXMlP5qIxj4rEd4Fg9wJTsjkkF8Ms//2Zv/cXjSyLvu7ZeYV8sHDNPpXujWkt7tNmevXBOWVEGkpm7f6N0VfR8qX/93ht7PB5BXIebV7Q3Z6RxKZkoOpvg6eQYk8SM5GX0fCsvFtGdNBM1mbmsLO1IA/pnRin08Un+33xy8yjRG/eLJwiAdv9Glc7r11380ovjp0F4BFw5oxqUvtOfLq6vyhNMrSLSgPQz0pHRta0rFYVmJ5mYz1vdxJa8Q/4zSyNsbV2oiwpGwuBSUyRMVkShRFPtzjR06BjO6NrXi5a/XajFSGJSNbcjc2g2uhyby5xYt983phVoYn/25MOp8f8OdqaDKgqOlbMqIFw1o71OlU3obWRrzQ3pE9N6L49UwQ66Z2LrFcz9WVBl99pVBDL6ZOjyhi+eorZJ47R0H4A1zW/sAKy0Zkznqn1r5v6u49xHz6aYVU9EFxfonZ2RQmJ1OYmIgsOZnCpKSHr8lkXbxYehkBgERC2u49Sj2A2kKQSGjw5ZfIMjLJPH5c8aasZP3s4wKEFaWuGwnu9qb8OKk9RnpS/rnyoPQuAvXc412blBc9nNK9EZsvhbHuQijBCVnM//cmq04F8s5z7gxv3UAteiLqZqeXojf86HaOKnsYawpNRGOfhQivRCKwYmI7IpOz8Y1MY8am6+x5q1eZ6dHfHr5LVKri96hKLb2Wusnrvd3Q05Hw6b7bbLgYyoaLoUglAvKH7RVBkcb898xutHW2qNWxVhVBEBjbwZmeTWz4cLcfZ+4n8N2Rexzzj2X5xHY0UdE56VxAAu/v9AVgei9X5vRrUpPDfoK6Pn94HHVmxda1TEZ1ozXitdDPw5awy+GcC0hQacRvux7BpeAkDHQVXtWanBTqSiWseaUjo1d5KqJN23z4c2rnJ8aQkpXPjycC+OdqOHIR9HUkzOnfhFl9m2i8B6m6eKt/U/bejOLEnTjuxqQ/IahiMW4sRp06krpr96MI94Tx6DVqhPz99wn5bR3pf/xBi5RwWPYe0UEXsXv3XbX2Si+P/LAwhQFfitEd88kn5Pj4IBYWIktKojA5Wfkq5uZWbYeP6QHUJoJEgl7Dho+cF0+sUFKAsDLUByMhLadQ5Vev7x7v2qas6KGpgS7zBroztacrmy6G8eeFEALjM5m39SbN7INY8Jw7Q1s51BljPi2nQNlWUdO94VWhiWjssxDhNdCVsm5qZ15YfZHghCzmbb3BxmldSq0XvhCYwD8P+4F/P6FtmZl+WuofU7o3Ij27gB+OKzI0HzeSMvMKywy41BfszQzYMK0LO70j+fLgHW4+SGX4zxf4YGgzpvdy40FytlL1XE8qcOhWDIVykdHtHPl0RMs6ETyqD/MHTVGfMhEqi/aOqoW+HrZsfmjEF3noihOTlsM3D9OC3h/SrNz0OU1gY6LP2imdmfD7JU7fi+ezA7cxMdAlMiUHJwsDDHSlbLoURmp2AaAQdPtoeHOcLetXf/SmdiYMb9OAQ34x/HomiNUvd3xiHb1GjUo1AiV6euxv8Rz/PGfJh5GnaON/ibRdu8k4egybeXOxeuWVGhF9S976r+qFokIAThWCgQE61tZIra3RsbJCamONjpU1Obf8yL56rfRovCAo9ALqCIXR0aqN+Go6HOq6kVBfau+eVswMdJk/yJ3Xerqy8WIo6y+Ecj8ugzn/3KC5gykLnvNgaCv7Wp9U/ucXTV6hHA97E9o6174qspbKYWdmwLqpnZn4+2UuBCbyxcE7fDmmdYl1MnILWPwwjf61Ho3o2aT20+i1qJ/M/EKV3TOepuwrQRCY1NmF3k1tWLzbjwuBiXx16C5/XwnnQXK2MrJd9Dt42JuwfGK7OuM4hbo/f9AU9S0ToTJojXgtdG9sjZ5UQmRKDqGJWTQuliIkiiKf7L1NRl4h7V0smN6r9tpDtXE259txbVi4w5e/rjxAIijUNovbC83sTflsdMt6PWGYN6Aph/xiOHwrhqD4zAq3YpE9FIpKNjTH8H9f0kgWR9zXX5Pr70/8d8tI3bkL+48+wqR3L7WPOT8yiszTp8k4fZrsq1dLN2AfouvqisWYMUitrdBRGus26FhZITEq3emSHxZG8PARpW9QFLGYMF4dX0MtlClAWMccDurmafZ41yfMDXVZ8JwH03u6sd4zhA0Xw7gXm8Hsv71p5WjGguc8eK6FHWFJ2Wy7Gs71AAl3dAJ5sVujGumbW9QbfmInl1p3KGipGq2dzFn5Yntm/+3NX1fCaWpnwms9XZXLv36oR9PQyojFzz97hsOzQlnZVU9j9pWjhSFbZnRl2/UIlh70JyzpYYvPx+Y8QfGZRKfm1GsD8Wniac1E0BrxWjDW16GLmyUXg5I4F5BQwojf7xPN6Xvx6Ekl/DChba0LJXVoaKlslfG451cAVr/SgaZ2NdeDUxO0aKBQ4T9xJ441Z4L4cXL7Cn3ucnAS0Wm5mBnoMLilPQa6jrju2E7qnj0k/LSS/OBgImbOxGTQIOw/XIyeS9UNKlEUyfW/Q+bpU2ScOk3e/fsV+6BUitngwdjMnlWp/T2uByDK5QgPReMafPVVpWvMNUmZAoQyGca9etbsgGqQyqjLatE85ka6LBzSjBm93fjzQigbL4biH53OG1u8cLIwJDotBwkCclHA1zOMdZ6hGu+bGxiXgU9EKlKJUO/ErrSUZGgrBxYNbc6yo/f44qA/BrpSwpKyuBGeotSkWT6x3VPR5lRL6TyL2VeCIPBS14bcjkpTlouUts7TkoXwtPA0ZiLUr6ayWjRGkUr9uYAE5XsJGXl8ftAfgPmDmlaqtYam2OEVgURF5EYiEdh9o27URleXtwcq2v3t940mPCmrQp/Z6f1QKKr9I6EoQSrFcuJEmhw9gtVrU0EqJfPUKUJGjCR+5Urk2Qovcn5YGPErfiRq4XvEr/iR/LCwJ7Yv5ueT6XmR2KVLCRowkLAJE0hc85vCgJdIMOrSBbvFi3HZuEGhyl4a1YiaW4wbS5Mjh7GYNo2Mtm2xmDZN8XcV1N41SZHDAYkEpFLFa7HfI+qdBWRduVKLI9QsEzu7cPq9/szs5UoHa5GZvd04/V5/jRqGWsrGwkiP94c248Ligczp3wQDXQlRqTmIIshEEREB2cNU0MW7/QhLrNg9pyoU9YYf2NwOW1N9je1HS80wu19jxnd0Vp47a88FKw14ASr8/NJSP5nU2QVRRebd0559lZ6rKCUojacxC0FL3UPrHtUCKOrivzl8jyshSeQWyDDQlfL5AX9Sswto2cCMWbWsrllEZEoOYqna10/XTbOtswX9PGw5F5DA7+eC+XZc2zLXT8sp4OhDoaiJnZ58aErNzLD/6CMsJk4k7ptvyLp0maTf15K2dx8m/fqRumtXqUryps8NIvP8BTJPnyLz/AXkmZnKbQpGRpj06oXJoIGY9OuHjuWjth6qVPSrGzXXa9QImwXvcO3wYToOH14t1VJNUpoAoXH/fsR/t4zcW7d48PpM7D/6CMtXXn4q04nVqS6rRX1YGeuxeFhzcvJlbL4UVuNdBApkcvY8dLROrMHe8Fo0hyAIvNnXjd03FM6Z4hlyIgrDvourlTYL5ynlaa43Lo9nMQtBS91Ca8RrARS15NbGuiRlFTBt4zXMDXU55h+HVCLw/YS26JaiPFsbPEs3zbcHNuVcQAK7vCN5e6A7jhaqv1tFhaL0mzbFZf16Mk+dIu67ZRRERqoUmov5f3v3Hd5U9cYB/Hszu/dKN3tvEAFFhMpUmYKgyBIQioAg0zItqwwFBFwU/MkeBRUZIlD2KlAZIqN075XuNmlyfn+EBgpt6Mhs38/z9AnJPffcNzm9Ke+9Z8yfj8QF/FLLpPGdnGD99tuw6tEdlp06gScu+06apln0a4uyJiD0+fV/SFy4ENm//4HkwEAUPXgAtwUB4EQiA0VJaqP0PJlBVhE4+yAVablFcLIS4e3GLjo5BtG/w+EJ4HOq3hwvom7FNV9NHW/8KjQHDDE0SuIJAFUXx/Q81czuV55kqF9/q6ETmnsYz+zBtelLs72vA16v64ArTzLww9kILOnfvNyylZkoiuM4WPv5wfLNNxEz7lMUhIWVX1ihgKh+PVi/3R3WPbrDrGVL1Vj0CihvFv3ajGdmBvdVq2DWqBFS1qyFdP9+FD15As8N6/W6DCCp3TRdDGUM8LQz08lxS4b8DGjtYTQXhkn11ZYecqR8NXG88avU5l4IxDjQX1GCyLQ8zD14u8xtoQ9SdTo+srJKvjR5HMDncaUea+KX5ufdGwAAdl+PRUpO2euoP055NlFU/zbuFa6bJxZD6OJS/vh1joPVW2+h3pEjcJk5A+atW1c4gSfl4zgOjuPGwev7LeBZWaHgxg1EfvABCu/fN3RopJbQOI4VQJy04KU1n6srPbcIp+6nAADNj1DDqC8KlaGm9ZAj5Hklc8BM6FoX/Vq6Y0LXujQHDNEb+h85wb6wWI1/gPeGxeo5Is1q05dm53qOaOttB1mxEj+fjyyzTMlEUW83coaLdeXuoGlcDo3Hg7hhw0rVRyrO6q234LtvL0Q+PihOSETU8BHIPn7c0GHVKhWZ0LEmevFiKAcGPqeaiIwD8Mc/ifDfeROFcsWrqqqwQ7fiUaxkaOVpi0Zuhp8klWhPbZ7cjJCSXggbh7fBnN6Na9zNJGK8KIknqq5wGv4AG2NXuNrypclxnPpu/I4r0cjIk5XaXvzcRFFDypjQ7lXsBg8qf013I1t/vSYS160L3317YfnGG2CFhYif/gVSN2wAUyoNHVqNJz0Ygoi+/ZAeHIzs48eRHhyMiL79IA05ZOjQ9KKsVQTOfNkNWz5uCxGfh+P3kjAq+BqyC+XVPhZjDAeeXmwcQgldjVPbesgRQogxoCSeUFc4I9etkTOae9ggX6ZA8IXSd+PPPUpFak4RHCxF6F6FiaLKXA7t6aOxrb9eU/FtbeH1/RY4jBkDAEjbvAVxU6dCkWs8w1hqGllUFBIXLACUStXEjc89JgYEQBYdbegQ9aJkFYFRDZX4smcD+DpZondzCX4Z+xqsxQJcjczAsB+uICW77KE8FXU3Phv/JeVAJODh/ZYVH/JDTEdt6iFHCCHGgJJ4Ql3hjBzHcZjytupu/C+XopBV8OzOWMmEdgNae0AkqNrpXLL+uuPYsbDp3RuOY8ca5frrNRknEMB1zmxIVqwAJxQi9+9TiB4+HLJY4xrKUlNID4aUP4yE4yA9cFC/ARmZTvUcsWfi63CyEuN+YjYGbbmEyGrMjVIyoV3vZm6wtaDlBmuq2tJDjhBCjAEl8YS6wpmAnk1d0dDVCjlFxfjlUhQAIDNPhr/vJwMAhlRzzeWSmeQ91q2Fy8wZdAfeQOwGDoDPr/8D39kJRY8eIWrIB8i7ctXQYdU48vh4jcNI5PHx+g3ICDVzt0XIpM7wcbRAXGYBhmy5hNtx0krXUyhX4PCtp2vDt6e14QkhhBBtoCSeAKCucMaOx+Pg/3Z9AEDwxUjkFhXjt/B4yBUMzdxt0NTdxsAREm0xb90adQ4cgFnz5lBkZSFm3Dhk7NpVbm8ZUnkaJ3TkONV2Am9HCxz4rDOae9ggPU+G4T9ewflHqZWq4+S/ycguLIa7rRk613PSUaSEEEJI7UJJPFGjrnDG7d2W7qjjZAlpvhzjf7mOdX8/BAB0b+Rs4MiItgldXeGz41fYvPceoFAgeenXSFq0GEWPHtXK2dS1zW7wINU4+LIoFDSh43OcrcXYPf51dKnviDyZAmO3X8fv/yRUeP+S1TMGt/MEn1fOhRNCCCGEVIrA0AEQQiqGz+PQwdcekWl5uPwkQ/36ptAIeDtaUq+JGoZnZgb3oFUwa9QQKWvXQbpvH6T79qkmHmQM4Dikb90KSWAgzV9QSYqcnGdPeM9dy36a2Bf+94CGlDzH2kyI4NEdMGPfP/jzdiKm7r6F9NwijOlSR+N+CdIC9Z376g75MQWyqChID4ZAHh8PoYcH7AYPgsjX19BhlcmUYiWEEPIySuIJMRGRaXnqZZqep2TAnIO30cHXgXpP1DAcx8Hx00/BWdsgedEi1YuK0mt3JwYEwKJdW0o6K4jJZEj8KgBgDFbdukHcoIE6kSmWZiJr/wEkfvUVzJo0hsjb29DhGg2xgI+NH7aBk6UIv1yOxpI//kVabhG+7Nmo3NVNQm7GgTGgYx0H+DjW7O8m6cEQ1YoHHGf0F9lMKVZCCCFlo+70hJiIfWGxGpcC3BtGM5nXVMVxcaXvGD+PZlOvlLQff0LRw4fg29tDsnxZqQkdJQsXwrxNGyhzcxE//Qsoi4oMHa5R4fE4LH6/Gb7s2RAAsOlMBOYevINixctDE55fG76m9xIypSULTSlWQggh5aMknhATEZdZoHEpwLjMAj1HRPRF42zpSiVk8S/30CAvK3z4EGk//AAAcA34CgIHh1LbOaEQHt+sA9/ODoX//ouUVasMEaZR4zgOU7o3wIpBLcDjgL1hsfhsx00Uykv3ELkelYmo9HxYivjo28LNQNHqhyktWWhKsRJCCCkfJfGEmAhPe3ONd+I97c31HBHRF42zqTOG/OthKLh9W79BmRimUCAxYAEgl8Oqe3fY9O1bZjmhmxvcg1TJe+au3cg+elSfYZqM4a95Y8vH7SAS8PD3/WSM3HoVWfly9fb9T3sGvdvSHRaimj1yz5SWLJRFRb00JEfNyGIlhBBSPkriCTERQ9t7abwTP6yGd1mtzewGDyo/SQCgSE1F1NBhSAgIQHF6uh4jMx0Zv/wPhbdvg2dtDbdFi8q9IAYAVl27wnHCBABA4oKFtApAOXo1c8OvY1+DtZkA16MyMfSHy7gWmYHAI/8i5Ona8G/UdzRwlLqn8SKbUgmBq4t+AyqHLDoaeVevll+AllckhBCTQUk8ISaijpMlVg1uCR6nmqn++cdVg1vSpHY1mMjXF5LAQNW4eD6/1KPLvLmw7d8fAJB14CAievdBxq87wIqLDRy18ZBFRyN1/XoAgMvsWRBWIKlynvo5zNu3gzIvD3FfzKDx8eXoWNcR+yZ2gou1GA+SczD0h8vYeiESCqXqotO0veHqu/I1lcYlCwHknj8PeXKyHiN6Wf6NG4ga9iGU2dnlF1IqaXlFQggxEZTEE2JCPmjvhdMzu2FC17ro19IdE7rWxemZ3Wr8xFEEsBs0EPWOHYXj2LGw6d0bjmPHqp6PGgX3VSvhs2sXxE2bQJmTg+RlyxA5aDDyr183dNgGx5RKJAYsACsqgkWn12E3ZEiF9uMEAnisXQu+gwOK7t9H8vIVOo7UdDWR2ODbYa3Vz5/vM1KyekZUWp7e49IXvqMjOAsL1ROOe3aRjePAWVpC9jgCUR8MRcG9ewaJL+uPI4gZPQYKqRRmLVrAdd680hcES96HkxP4jk4GiZEQQkjl1OyBaoTUQL5OlpjTu7GhwyAGIPLxgcvMGWVus2jbBnX274d0/36kfvMtih4+RPTIT2DTr9/Tu8+ueo7WOEj37UP+9evgzM0h+fprjd3oXyR0dYV7UBBix4+HdO9eWHToANt3++kwWtN1/nEa+BwHRRnDPkpWz6ip31tpm7eA5eVB6OkJ6149UZyYpFp7fchggM9H7MTPIIuIQPTHI+GxZjWse/TQS1yMMaRt3oy0jd8BAKzf8YN7UBB45uaw6vYWpAcOQh4fD769PbKPHYMiNRUJc+fAc8MGcOWthkEIIcQo0Lc0IYTUEByfD/sPP0Td48dg9+EwgOOQ/eefiOjTF2k//QSlTGboEPVKnpiIlNVrAAAuX0yHyNOz0nVYvdEFjp9NBAAkLVyIoieRWo2xpojLLABD7Vs9o+jJE2T8+isAwG3RQrjOmqVeslDk4wORpyd8d++CZefOYAUFiJvyOdKDt5U7v4m2KGUyJM6dq07gHcaOhcf69eCZqyZALbkg6LFuLdwWBMBry2ZwQiFy/z6FtC1bdBobIYSQ6qMknhBCahiBvT0kixfD98B+mLduDZafj9S16xD5fn/knj9v6PD0gjGGxEWLoMzLg3nr1rD/6KMq1+U8ZQosXnsNyvx8xE+fDmVBzUxIq6M2rp7BGFMNsyguhtXbb8PqzTfLLMe3sYHXD9/DbtgwgDGkBAUhadFiMLm8zPLVpZBKETt2HLJ++x3g8+G2ZAlcZ8/SeHfdvFUruC1eDABI2/gdck6f1klshBBCtIOSeEIIqaHMmzWDz66dkKxcAb6TE2RRUYgdPwGx/lMgi1OtLS+LikLK2nWInzETKWvX1ZiZ2LN//x15586DEwohWRYIjs+vcl0cnw/3NavBd3JC0cOHSFq2TIuR1gy1cfWM3DOhyLtwAZxQCNe5czSW5YRCuC1eBJc5c1Trse/bh9iJE6HQNNFcFciioxE17EPkh4WBZ2UFrx9+gP2woRXa127wIPXFroRZs1EUEaHV2AghhGgPJfGEEFKDcTwe7AYMQL1jR+EwejQgECD31Ck86dsPsZMmI6JvP6QHByP7+HGkBwcjom8/SEMOGTrsailOS1NPROfk7w9xvXrVrlPo4gKP1UEAxyHrwEFk/fZbteusSWrb6hnKoiIkr1D9jjmMGQORj88r9+E4Do5jRsNz03fgLCyQd+kyooaPgCxWO7P3l8xAL4uOhsBdAp9dO2H1RpdK1eE6dw4s2rdXrcow2V/rFxkIIYRoByXxhBBSC/CtreE6dw7qHj4Ei06vg8lkyD1zRrU0lkJR6jExIACy6GhDh1xlSYHLoMjKgrhJEziOG6u1ei07dYKTvz8AIHHxEhQ9fqy1umuC2rR6Rsb2XyCPjYXAxQVOEydUal/r7t3hu+NXCFxdIYuIQNTQYci/eata8bw4A32dvXth1rBhpevhhEJ4rP8WAokEsuhoxM+aBaZQVCs2Qggh2kdJPCGE1CLi+vXhHRwMK00zZHMcpAcO6i8oLco+eRI5x48DfD7clwWCEwq1Wr/TpM9g2bmTapKy6dOhzM/Xav2mrmT1jI3D22BO78Y17g48AMiTk5H2ww8AAJdZX4JnWfn3aNa0KXz37YW4aRMoMjMRM3o0sv44Uul6GGNI3bQJCbNmgcnlsH7nHfj87xcInJ0rXVcJgaMjPDduBCcWI+/sOaRu3FjlugghhOgGJfGEEFLLcBwHnlhcao3oUpRKyOPj9RuUFiiyspC0dCkAwHHcOJg1bar1Y3B8PtyDgsB3doLscQSSln6t9WMQ45ayZi1Yfj7M27SBzbvvVrkeoasrfHfsgFWPHmAyGRJmzULqd5sqPHP9SzPQjxsLj/Xfqmegrw7z5s0g+Vp1LqV//wOyj5+odp2EEEK0x6BJ/IoVK9ChQwdYW1vDxcUFAwYMwIMHDzTus337dnAcV+rHzMysVBnGGBYuXAiJRAJzc3P4+fnh0aNHunwrhBBiUoQeHkB5a6Yzhvxbt5B39Zp+g6qm5JWroEhNg6huXTj5T9bZcQROTvBYuxbg8ZB1+DCkB0N0dixiXPJv3kT2H38AHAfXgK/KnZG/ongWFvDcsB4OY1XDPtK++w4Js2ZDWVSkcb8yZ6CfpXkG+sqyff991TwaABLmz0fhg4daq5sQQkj1GDSJP3v2LPz9/XHlyhWcPHkScrkcPXv2RF5ensb9bGxskJiYqP6JfmHsZlBQEDZs2IDvv/8eV69ehaWlJXr16oXCwkJdvh1CCDEZdoMHARru+BUnJiJm1ChEfzwSeVeu6nxd6+rKPX8BWYcOARwHSWCgqqeBDlm+9hqcp34OAEj6+msUPqQER1eMZQUFplAgKTAQAGA3ZAjMmzXTSr0cnw/X2bPgtnQJIBAg+4hqfHtxRkaZ5aszA31luXw5UzWHRn4+4qZMgUIq1clxCCGEVI5Bk/jjx49j9OjRaNasGVq1aoXt27cjJiYGN27c0Lgfx3Fwc3NT/7i6uqq3Mcbw7bffIiAgAP3790fLli3xv//9DwkJCTh8+LCO3xEhhJgGka8vJIGBqi71fH6pR5c5s2E/Yjg4oRD5YWGIGT0a0SNHIu/yZaNM5hW5eUhctBAAYP/xx7Bo20Yvx3WcMAGWb7wBVliI+OlfQPmKC9Ck8qQHQ4xmBQXpwYMo+vc+eNbWcP5iutbrtx86FN4//QietTUKbt1C1NBhyD13Dmnfrofbrt1I+3Y9sv78Uz0DvdDdvUoz0FcGJxDAY906CD08II+NRfyMmWDFxTo7HiGEkIoRGDqA52VlZQEAHBwcNJbLzc2Fj48PlEol2rZti+XLl6PZ0yvikZGRSEpKgp+fn7q8ra0tOnbsiMuXL+PDDz98qb6ioiIUPdd1LfvpkipyuRxyubza76ukrucfiXGidjJ+1EbaY/neu/Bu1RLZIYdQnBAPgbsHbAYNhMjbGwBgO2YMMrcGI+vgQRSE3UDMmLEwa9MGDpMmwfz1jhq7EuuznVLXrEFxQiIEHu6wn+Kv198Nl2WBiPlgKGRPniBh0WK4LF9W7S7W+mTM55MsOhqJCxaoVk54QWJAAIStWqp/V3VNkZWNlG++BQA4TJ4EZm2tk89M1L49PHf8igT/KZDHxSF2wkSAx4M1Y5Devg3p04to4ubNIdm4AXwnJ923nZUV3NZ/i7iRI5F36RKS1q6F04wZuj2mCTLmc4k8Q+1k/Gp7G1X0fXPMSG6rKJVKvP/++5BKpbhw4UK55S5fvoxHjx6hZcuWyMrKwpo1a3Du3Dncu3cPnp6euHTpErp06YKEhARIJBL1fkOHDgXHcdi7d+9LdS5evBhLlix56fVdu3bBwsJCO2+QEEJMlECaBfuzobC9dh28p3fhCnx8kO7XA/kNGpQ/tl4PzCMj4fW9aqbwuE/HqeIxQAyeP/4ETqlE0uBByH7tNb3HUBM5HTsO+3PnwJWRxDMeD5lduyKtT2+9xOL8+++wv3gJRS4uiJ4+TdVrRYfMomPgtXkzyjqzGIDo6dMge+7/OPpg9c9tuO/aBQBIHP4hclq31uvxjZkwLQ2218MgyMxEsb09sjq0h9zJydBhEUJMUH5+PkaMGIGsrCzY2NiUW85o7sT7+/vj7t27GhN4AOjUqRM6deqkft65c2c0adIEP/zwA77+umqzBM+bNw8znruqnJ2dDS8vL/Ts2VPjh1cZcrkcJ0+exDvvvAOhlpc8ItpD7WT8qI0MZMRwFKekIDM4GNkHDsI8OhqeW4MhbtkSDpM+g0WXLqXuQOujnZSFhYgd8gHkAGwGDUS3adN0cpyKyBSbIX39erj9/gcaKBlYYYGqZ8PAARD5+Bgsrlcx5vMpKTQUueVs4wB4m5vhtb59dR5H0ePHiL1yFQBQJzAQzTq9rvNjpn27HlI+HyhjjXaOz0frnFw4jdP9ey+lb1+kmZlBGhwM90OH4TloEMSNG+s3BiOUfegwUtauAzgOTKkEx+PB4dw5uCxZApsB/Q0dHnmBMX/nEZXa3kYlPcJfxSiS+ClTpuDIkSM4d+4cPD09K7WvUChEmzZt8PjxYwCAm5sbACA5ObnUnfjk5GS0LueqsVgshriMSZCEQqHWf3l0USfRPmon40dtpH9CDw+YL1gA54kTkbF1KzL37EXR7dtInDQZZq1awtnfH5Zvvgl5dDSy9h+AW1gYsh4+guMHQyDy9dV6PCkbNkAeHQ2BszPc5s4F34C/D84TJyDn+DHIHjxEzqFDqjkGOA7SbdsgCQyE3aCBBoutPLKoKL20U1WJPb3KTeJLtuv6O4AxhoSgIEChgPU7frDt+qZOj1dCmZhY/sSTjEGZmGiQ7z+3mTMgf/gQeRcuIGnadPgePACBvb3e4zAWsqgopCxerB7ywQHqCy8pixbB+rUORn0Rrzaj/0MYv9raRhV9zwad2I4xhilTpuDQoUM4ffo06tSpU+k6FAoF7ty5o07Y69SpAzc3N5w6dUpdJjs7G1evXi11B58QQkjVCF1c4DpvHur/fRIOo0aBMzND4T+3ETthIh77vYOIPn0h3b4d1rdvQ7p9u04mIiu4ew/pwdsAAG6LF4GvpV5TVSWPiYHs0eNnLyiVqv/MK5VIDAiA7IVVVAytZMI4XbdTddi8/16Z4+EBAEolLHU4oVuJnJMnkX/5CjiRCC5z5uj8eCU0LgHJcartBsDx+fBYuwZCb2/IExIQP/2LWj3RnfRgiMZ2kh44qN+ACCG1hkGTeH9/f+zYsQO7du2CtbU1kpKSkJSUhIKCAnWZTz75BPPmzVM/X7p0Kf766y88efIEN2/exMcff4zo6Gh8+umnAFQz10+fPh2BgYH4/fffcefOHXzyySdwd3fHgAED9P0WCSGkxhI4O8N13lxVMj9mDCASoTg+XnUHUaEA9/RR24ksk8mQ+NVXgEIBm759YN2jh1bqrQ6N/5lnDAnz5iPr99+Rf/MWitPSKj3Lv7aWWVMWFSH38mUkBgSoLzToqp2qS7pv/7MnfJ6qd8Nz66DHz5iJgrv3dHZ8ZWEhUlYFAQAcPx0HUSV7ClaHxiUgGYPdkMF6i+VFfFtbeG36DpyFBfKvXkXK6tUGi8XQ5PHx5V9oYky1nRBCdMCg3em3bNkCAOjWrVup17dt24bRo0cDAGJiYsB77o92ZmYmxo8fj6SkJNjb26Ndu3a4dOkSmjZtqi4ze/Zs5OXlYcKECZBKpXjjjTdw/PhxmJmZ6fw9EUJIbSNwcoLrnNlgcjkyd+4sO/lQKhH3+VTYDhwIs0YNIW7YEIJKTPwki4qC9GAI5PHxkCcno+jBA/Dt7OAaEKDFd1J18pKLF2VhDAU3b6Lg5k31S5yFBUSenhB6eUHk5QWhlydE3t6qf7u7gxOJ1GWlB0NUs7RznOoYHIf0rVtf6qavzM+HPCkZxclJzz0moTgpGfLkZBQnJUGRman5jTy9e+gy07Czj2efPInMX38FALgtXQJ5bBzk8fEQenjAsls3JC9diqIHDxD9ySfw/PYbWHXtqvUY0oODIY+Ph8DNDY5PbxToS8kSkIkBAaXGWoMxSAIDDd5FW9ygAdxXrkD81GnI+OV/EDdpArtadqOEMQZFVlb5570Be0wQQmo+gybxFbkTERoaWur5N998g2+++UbjPhzHYenSpVi6dGl1wiOEEFIJioyMZ4lmGYoePkTKqlXq53wHB4gbNlQn9eKGDSGuXx88c/NS+5VKYpVKdf3WPXtC8IolSfXlVd2fxQ0bgm9nB1lsDIoTk8Dy81H08CGKHj58uTyPB6GbG4ReXuDb2yHnxF9lfqaJ8+dDGhICZVYW5MnJUFZwMhzweEZ991AWF4/Er1QXZxzGjoX90KEvlfHZuQPxU6ci79JlxE6aDMmSxbAbMkRrMcgTEpD+408AANfZs8AzwEo1doMGwqJdW6Tv24+YsDB4t28Px6EfGDyBL2HTsyeKJk9C2uYtSFq4CDwLSxTeuaO+2GI3eJBRzbGgTcUZGUj8KgB5Fy+WX8jAPSYIITWbUUxsRwghxPRpTGR5PJi3bg2BoyOKHj6ELCYGiowM5F+5gvwrV56V4ziIvL3VST3fzg7Jy5eXmcRKDxyA47ixRpHU2A0ehPStW8veyHHw3LBeHadSJlP1KIiLgywmBvLYOMhiYyGPjYUsNhasoADyhATIExJeedyCsLBSz3lWVhC4uULo6lb60c0NAlc3CN1ckfbzz8gI3lbmzOeGvnvIZDLEz5gBZXY2zFu1gssX08ssx7eygtf33yNxwQJk/fY7EgMWQJ6YBKcp/qVWSaiqlDVrwAoLYdG+Paz79Kl2fVUl8vGB0/RpuHb0KNr27Wt0kzw5TZmCwn/vIzc0FPFTp6qW3tPQW6QmyD1/Hgnz5kORlgZOKIR1r57IPnrsWY+Jp99VFq+/bhTfTYSQmomSeEIIIVqhMZEF4L5i+bNENj8fRRER6rvRhQ9Uj4qMDMiioyGLjkbOyZOaD2gkXb+Bl7s/lyQyZXV/5olEENepA3EZk7kyxqBIT4csJhbyuFik/fQzZI8elX1QjoNZixZwnjb1aZLuCr6V1StjtR88GBlbg8veqFDAduCAirxlnUhZ9w0Kb98Gz9YWHuvWgtOQtHIiESQrV0Lg6ob0H39E2qZNkCcnQbJokcb9XiXv2jVVUsbjwTXgK61cFKipOB4PTp9PQW5Jr8kXLgwlBgTAol3bGpHMKouKkLJ2LTL/pxrmIW5QH+5r1sCsUSM4f/65useExM0VeSf+Qv6lS8i7eg2WHV8zcOSEkJqIknhCCCFaUZlxvDwLC5i3aAHzFi1K1VGclqZK6h8+RNGDh8g5dar8buJG0PX7eSXdn6UHDj7rUjxkcKUSGI7jIHByUs0X0LYNih49RvqTJ2XfNefxYNmxI6y6VG6W9jLbqWSoAoCM7b/AbclivSevOafPIGP7dgCA+/JlFeoRwHEcXGZ8AaHEDUlfByLrwEEUp6TA85tvwLO0rHQMrLgYycuWAwDshg2FGa2D/ko5x0+UP0TDiC60VUfhw4dI+HKWeviL/ccfw+XLmeA9nWvpxR4TabaBkO7bh8T581Hnt9/At6r87yIhhGhCSTwhhBCtqe443pIE1rJzZwBAytp1SA8ONsqu32UR+fhoNWHR2LuhGmNuy2onM09PJC1dCum+fRB6esJpwvhqRF458oQEJDxdicZh1CeVXnHAfvhwCFxdET9jJvLOnUf0J6Pg9cP3lZo8EQCk+/ej6MED8Gxt4Tx1aqX2ra00XkhTKlEU+UR/wWgZYwyZO3YiZfVqMJkMfEdHuC9fBqu33tK4n8vs2ci7eBHy+HikrF4NyZLF+gmYEFJrGHSJOUIIITVPyV2ppBHD4TR9WrW60hrzUlv6UHLXHDyearzxc4/VnaX8xXayH/4hXOfPBwCkrluHrD+OaOttaMTkcsTPmAllVhbMWrSAy8yZVarHunt3+GzfBr69PQrv3UPUh8NR9CSywvsXZ2Yi9dv1AADnqZ9DYG9fpThqG41zYTCG3NNnED9rNvJv3qr00oqGVJyWhtiJE5G8bBmYTAbLt7qi7m+HX5nAAwDfyhKSZcsAANK9e5F7/oKuw60QbS1VSQgxPEriCSGEGC1dJrGmwm7QQNQ7dhSOY8fCpndvOI4di3rHjupkwjCHkR/D4ekSr4nz5yPv2jWtH+NFqevXoyA8HDxra3h8s67U8nqVZd66NXx374LQ2xvyuDhEjxiB/Ju3KrRv2saNUGRlQdywIeyHDatyDLWNxgttAKBUIvuPPxA9YgQiBw1G5r59UObn6y/AKsgJDcWT9/sj79x5cGIxXBcEwOv7yvXssHy9I+w//hiAam4ARUVXj9AR6cEQRPTth/TgYGQfP4704GBE9O0Hacghg8ZFCKkaSuIJIYQYNX0mscaqpJu+x7q1cJk5Q6cXL1xmz4J1z55gcjnipnyOoogInR0r9+xZpP+sGi4gWRYIkadntesU+frCd/cumLVoAYVUipgxY5D9ikkSCx88QOaevQAA16++Aieg0YYVpfFC2/Ll8N2/D7aDBoETi1F0/z6SFi7Co65vIWnZchQ9Ma6u9srCQiQt/Rpxn02CIiMD4kaNUOfAfjh89FGV5ogoOVeLk5ORvHyFDiKuGFlUlGqZTqVSNTTpucfEgADIoqMNFhshpGooiSeEEGL09JnE1nYcjwf3oFUwb90ayuxsxI6fgOLUVK0fR56UhIQ5cwEA9h99BJuePbVWt8DRET6/bIfVW2+BFRUhfuo0ZOzcWWZZxhiSA5cBSiWse/em2cSrQNOFNvMWLeC+fBkanA2Fy+zZEHp7Q5mbi8xff8WTvv0QPXoMsv/6C6y42KDvofC//xA5ZAgyd+0CADiMGgXffXshbtCgynXyzM0hWbEC4PGQdfgwck6f1la4lSI9GFL+kIenkw8SQkwLXWomhBBCSCk8MzN4btmMqA8/hDw6BrGfTYLPr/8Dz8JCK/Wz4mLEz/wSCqkU4qZN4DJ7llbqfR7PwgKem75D0pKlkO7fj+SvA1GclATnL75QrZrwVM7x48i/fh2cmRlcZ32p9Thqi1dN6si3s4Pj2DFwGD0KeRcvIXP3buSGhiL/yhXkX7kCgasr7IYNhd2QIRC6uABQ3UGWHgx5ttrD4EEQ+fpWK84X67QdOBC5584ide06MLkcfGcnuC9fAas336jWcUpYtG0DhzGjkbE1GIkLF8G8TRu9z7cgj4/XOLeIMa3yQQipGEriCSGEEPISgb09vH/8EVEfDkfhvXuInzETnt9t1EpX89TvvkPBjRvgWVqqloMTi7UQ8cs4gQBuS5dA6C5B6voNSP/pZ8gTk+A4cQKyf/8DspgY5F5QTTrmOP5To1vtoCbieDxYvfkGrN58A/L4eGTu3QfpgQMoTk5G2oaNSNu8Bdbv+EHo4YGM4G2qO8iMARyH9K1bIQkMrPJQGunBEFW38pI6AaT/9JN6u1X37pAEfg2Bg4NW3msJ56lTkXv2LGSPI5D89dfwWLdOq/W/isbfayNc5YMQ8mrUnZ4QQgghZRL5+MBz8yZwYjFyQ0ORtGxZtWcYz714Eek//AgAkHy9VOdDIziOg9OkSZAsXw4IBMg+cgSR772P9OBg5Pz1F1heHgBA4OSs0zjIy4QeHnCZ8QXqh56B++rVMG/bFiguRs6x48j4eWu5Y7jzb9+BIjcXyqIisLKWnyxDmePCn1vb3unzz+G56TutJ/AAwBOL4b5iJcDnI/voMWQfP671Y2gicHEp9V5LqQWrfBBSE9GdeEIIIYSUy6JNG7ivDkL8tOmQ7t4DkacnHMeNq1Jd8pQUJMyarUochg2DTd++Wo62fHaDBoIplUgKCFC98ELyl7RkCSxf70jzLRgATySC7Xvvwva9d1H4339ImDsPRf/9V3ZhpRLRQ4e+UAEPnFCo+hEInv1bKAQnEgICIYrT0spPZHk8sMLCKk1eV1HmLZrDaeIEpG3egqTFS2DRvn2lZruvqqzffkPyiucm1ePzVb0Qnn4WVt270+88ISaI7sQTQgghRCObnj3hOncOACBl9RpkHz1a6TqYQoGEWbPVs367zpur7TBfSR4drZo9vSw0wZdRMGvcGOK6dctvp7IolWBFRVDm5kIhlaI4NRXyhATIoqNR9Ogxiu7fh+IVkzPqY1y402efQdykCRRSKRIXLa52r5ZXydyzRzV5pFIJ28GDUPfos8kHrbp3BwDknT8PWWysTuOoClrTnhDN6E48IYQQQl7JYdQoyOLikfnrr0iYMxcCFxdYtG9f4f3TNm9B/tWr4Cws4PHNN+CZmekw2rJpTNRogi+jIfTwKH82dT4fDmPGwHnq52AyOZhcBiaXA8XFYHJ56Z/i4qdl5JDu34+cv/8u+268nsaFcyIR3FeuQOSQD5B76hSyf/8dtv376+RY6Vu3ImX1GgCA/ciRcJ03FxyPp558kDGGmLFjkX/5CpICA+H1/fc67YlQGS/NXaCF+RAIqWnoTjwhhBBCKsR17hxY+fUAk8sR6z8FRU8iK7Rf3pUrSNu8GQAgWbIY4rp1dBlmuTQmhzTBl9GwGzxI42zq9h8MAU8kAt/KEgJ7ewhdXCB0d4fIxwfi+vVh1qQJzFu2hEXbtrB8vSOs3nwDLjO+KP+AehwXbtaoEZz9JwMAkgKXQZ6crNX6GWNI3bBRncA7TpwI1/nzSq3IAKjminBbsBAQCpF39hxyT53SahxVZWpr2lOPAWIolMQTQgghpEI4Ph8eq1fDrFVLKLOyEDthgmqssQbFaWmInzULYAy2QwbD9r339BTty16VHNIEX8ZB5OsLSWCgqks9n1/qURIYWKUx3Lqos6ocP/0UZi1aQJmTg8SABVrrVs8YQ8rKVeoLZs5ffAGXL6aXe4ddXLcOHMeOBQAkLV8OZX6+VuKoDlNa0156MAQRffshPTgY2cePIz04GBF9+0EacsjQoZFagJJ4QgghhFQYz9wcXps3Q+jlBXlcHGInTS73P/9MoUDC7NlQpKZB3KAB3L76Ss/RlmZMiRzRzG7QQNQ79mwMt+PYsah37Gi1ulPros6q4AQCuK9cAU4kQt7585Du31/tOplCgaSFi5Dxyy8AANeAADhNnPDK/Zw+mwihuzuKExKRtuX7asdRXRrXtFcqUXj/vs7nEqgIU+sxQGoeGhNPCCGEkEoRODrC68cfEP3hcBTeuYP4L2fBc+MGcHx+qXLpP/6IvEuXwZmbw+ObdeCZmxso4mfsBg2ERbu2kB44CHl8PIQeHrAbMpgSeCMk8vFRj+E25jqrQlyvHpynT0dKUBBSVq6CZecuEHlWbTgHk8uRMG8+so8cUV2Q+vprVa+TCuCZm8M14CvETfZH+vbtsB3QH+J69aoUhzYIPTw09pbJu3ABEb17w6ZnL1j36gWzZk0NMpZf1WOgnI1PewwYw+9ZCVlUFKQHQ5595w0eBJGvr6HDItVAd+IJIYQQUmniOnXguWUzOJEIuadPI3n5ilJ3yPKuXUPqxu8AAG4LFkBcv76hQn1JSSLnsW4tXGbOoASeGITDqE9g3rYtlPn5SPzqK7DylsDTQCmTIW76F6oEXiCAx9o1FU7gS1h37w6rbt0AuRxJS7826J1uvp1t+Uk8AIhEkEfHIP2nnxA1ZAgi/N5BctBqFPzzj07jZkolCh8+ROaevUiYMwcZO3cCinLay8gmyaRu/zUT3YknhBBCSJVYtG0L96BViJ/+BTJ37gRnYQEOQFFkJPIuXVItbdW/P80oTUgZOD4f7iuW48mAgci/ehWZu3bD4eOPKry/Mj8fcVM+R96lS+BEInhsWA/rbt2qFItrwFfIu3wZ+VevIvvPo7B9t1+V6qmOwvv3kbpho+oJx6mGuzydnR6MQRIYCJtePZF77hyyT/yF3LNnIY+PR0ZwMDKCgyGQSGDTsyese/WCeetWL03mJ4uKQvr+A3ALC0Paw0dw/GBIuXejlfn5KLh9BwW3biL/5i0UhIdDmZNTsTeiVEIWEwN5cjKErq7V+ESqr1S3/xckBgTAol1buohpoiiJJ4QQQkiV2fTuDfmsBKSsXo2Mn35S/cf7uf8wmrdubbjgCDFyIh8fuHw5E8lfByJlzRpYvdGlQt2cFTk5iP1sEgpu3ABnYQGvzZtg+frrVY/D0xNOn01E6voNSF61ElZvdQXf2rrK9VWWQipF3OdTwYqKYNn1TbjOm4eskENlDnmx6dMHNn36QJmfj9zzF5Bz4gRyQ0NRnJiIjF9+QcYvv0Dg4gLrnj1h06snzNu2Rdbh39TL1lkrlZDevQvptm3qZevkyckouHkT+bduoeDmLRTev68a4/4czsLi6aoHbSBwd0fSwkVlL1kIoPDuXUT4vQPbgQPh+Ok4iLy9df4ZliV9a3D5PRuMsNs/qThK4gkhhBBSLVbd30bK6tWqJy/8pzbp669h2bkT3e0hpBz2w4cj5+TfyL9yBQnz5sNnx68vzS/xvOLMTMR+Oh6F9+6BZ20Nrx9/gEWbNtWOw2HcOGQd/g2y6GikbtwIt/nzq11nRTCFAvGzZkMeFwehpyc8goLAt7N7ZXLJs7CATS9Voq4sLETexYvIPnECuafPoDglBZk7diBzxw7w7O2hzMxU78cB6gQ9cf58pH77LYpTUl6qX+DmBou2bWDeug3M27aFWeNG4ATPUieOx0diQECp9ezBGBxGjULhnTvIDwuDdN8+SA8cgE2/fnCaMB7iBg208plposjJQfbRY8gKCUHBP/+UX9DIuv0DlestUdtREk8IIYSQaskKOaSa5f2FO1cA6G4PIa/A8XhwXxaIJ+/3R8GtW8jY/gscx40ts2xxaipixo5D0aNH4Nvbw3vrzzBr2lQrcfBEIrguXIDYcZ8ic8dO2A0cCLMmTbRStyZpmzYh7/x5cGIxPDduAN/OrtJ18MzMYN2jB6x79IBSJkPexYvIOfEXck6fLpXAl6U4JQXg8SBu3AgWTxN2i7ZtIHR317jfqybJzL9xA2nf/4C88+eR/ccfyP7jD1j59YDTxIkwb9Gi0u9RE6ZUIv/KFUhDDiHn5EmwoiLVhpILDGVRKsEZwWSjJaQHQzT2liClURJPCCGEkGrRuCyUEd7tIcTYCD084DJ3DpIWLETq+vWweqvrS5NByuPjET12LOTRMRC4uMB7W7DWZ5K36tIF1n16I+fYcSQtWQqfXTtfGluuTTmnzyBt8xYAgGTpEq1cNOCJRLB++21Yv/02mEyGmHGfIv/69bILcxwsOnSA5+bN4FtZVvpYmlY7sGjXDt4//YiCe/eQ/sOPyDl5Erl/n0Lu36dg2bkzHD+bCIsOHao1u74sJgbSQ4eQdfg3FCcmPourfj3YDRwE8zatEf3xyHK7/WcfOwbbfn1h2blzlWPQhhfH7pfqLUFj98tEs9MTQgghpFqEHh6qOz5l4TjVdkKIRnZDhsCy65tgMhkS5s4DKy5Wb5NFRSHq45GQR8dA6OEBn507dLYUnOvcueBZWKAgPBxZh3Q3g7ksOhoJc+YAAOxHjIBt//5aPwYnEqnm5ShveAKPB/NWraqUwFeUebNm8NywHnWP/KF6j3w+8i5dQswnoxA94iPknj1bqZn1lXl5kB4MQfTHIxHRsxfSt3yP4sRE8GxsYDf8Q/ju34e6f/wBx3FjYdG2LSSBgaq5Svj8Uo8iX1+w/HzETJioWjLPgFRL9pX/N0R64KB+AzIBdCeeEEIIIdViN3gQ0rduLXsjY7AbMli/ARFigjiOg+TrQDx57z0U3r2L6NGjIXRxBWduru4WLqpTB97bgiF0c9NZHEJXVzh9/jlSVq1Cyuo1sOreHQJ7e60eo2RmfWVODszbtIHr3Dlarf95xvL9JK5XD+6rVsLp8ylI37oVWQdDUHDrFmInfgZxkyZwmjgB1u+8A3ls7Etrugt9fFAQFgZpyCFknzgBlp+vqpTjYNmlC2wHDoC1nx94YvFLxy2v279AIkHi/K+QfeQIEr/6CrK4WDhPnVqtngFVJYuOKns4FgAoFCj87z+9xmMKKIknhBBCSLWIfH0hCQwsc5InSWAgdYMkpIKEri6w6dUT0v0HUBB2AwXPjWkWuLnBZ8evEDg66jwOh48/QlZICIoePULqN99CsnSJ1upmjCFxwULVuH5nJ3h8+y04kUhr9b/oxe8nplSqhggY6PtJ5OkJyaJFcJo0CRnbtiNz714U3b+P+OlfgO/kBEV6+rPl9QCk//wz+Pb2UGRkqOsQ+njDbuAg2A7oX6ELOuV1+3dfHQShlyfSt3yP9C3fQx4XD8myQPB02B4vyj1/AbkXLmosk3fhApJXBcHJ31+nvSZMCSXxhBBCCKm2V03yRAh5NVlUVOmuzc91sy5OSYEyNxfQQxLPCYVwW7wI0R99DOn+/bAbPAjmrVpppe7MX39F9p9/AgIBPL/5BkJXF63Uq0nJ91P6vv2ICQuDd/v2cBz6gUG/n4QuLnCdMxuOE8Yj89cdSP/lFyjS0lQbX7grrcjIAGdmBpt3+8Fu4ECYt22rlTvmHMfBZdo0iDw9kbhoMbL/+APFSUnw/G4j+La21a5fE0VuHlJWrYJ0//5XF2YMGdu2IfvoUbjOnw/rnu8YpMeAMaEx8YQQQgjRipK7PR7r1sJl5gxK4AmpJGMaG2zRrh1sBwwAGEPikiVg5XV3roT869eRvCoIAOA6exYs2revdp0VJfLxgdP0aUgaMRxO06cZzfeTwN4ezlM/h90HQ8pvex4H++Efwj0wEBbt2mk9gbUbPBheP3wPnpUV8q9fR9TwEZDFxWn1GM/Lu3IVke+/r07g7UeOhNuSxeox+4zj1GP3JcuXw+vHHyD08kJxcjLip01D7ISJkMXE6Cw+U0BJPCGEEEIIIUbA2FZ6cJn1JXg2Nij69z4yd++pVl3y5BTEfTEDUChg8+67sB85UktR1gyKlNTyk3hwKE5+eS17bbLq0gU+O3dCIJFA9uQJooZ9iILbt7V6DGV+PpK+DkTM6NGQJyRA6OEB719+gdtX82E/bBjqHTsKu9GjkdOyJexGj1Y9HzQQVl27ou4fv8Np8mRwQiHyzp/Hk3ffQ+qmTVCWLKdXy1ASTwghhBBCiBEwtpUeBI6OcPliOgAgdf16FKemVqkeJpMhfto0KNLSIG7YEJKlS2p9d+gXGUPbmzVqCN89eyBu2gSK9HREfzIK2SdPaqXu/Js38WTgQGTu3AkAsBs2DHV++w2WHV9Tl9HUW4JnZgbnqZ+jzu+/wbJzJzCZDGkbv0Pk+/2Re1HzmPqaiJJ4QgghhBBCjIDd4EEa78QbYqUHu6FDYda8OZQ5OUhevbpKdSSvXIWC8HDwrK3huXEDeBYWWo7S9BlL2wtdXeD766+weustsMJCxE+dhvTt2yu1DN7zlIWFSF4VhOiPPoY8OgYCNzd4/fwzJEsWV2mSOnGdOvDauhUe36yDwNkZsuhoxI77FHFffAG5jnsrGBNK4gkhhBBCCDECJTOpl7Wut6FWeuD4fLgtWgRwHLJ//wN5165Vav+s335D5q5dAAD3oFVGMxbd2BhT2/MsLeG56TvYDf8QYAwpK1chednySs+LUHD7NiIHDUbGtm0AY7AdNAh1f/8NVm90qVZ8HMfBpk8f1D12FA6jPgF4POQcO44nffsi45dfwIqLq1W/KaDZ6QkhhBBCCDESxrjSg3mL5rD7cBiku/cgaelS1D10CJxQ+Mr9Cu/fR+LCRQAAp8mTYf3227oO1aQZU9tzAgHcFi6EyMsbKUFByNyxA/L4eHisXfPKnhRKmQxpmzYj/aefAKUSfGcnSJYu1Xr7862s4DpvHmwHDEDS4iUo+OcfJK9YCemhw3BbtBAWbdpo9XjGhJJ4QgghhBBCjEh563obksv06cg58RdkjyOQ8b//wXHcOI3lFVIp4j6fClZUBMuub8Jpir+eIjVtxtT2HMfBcewYCN3dkTBnDnLPnEH0yE/g9f0WCJydy9yn8N9/kTB3HooePgQA2Lz7LtwCvgLfzk5ncZo1aQKf3bsgPXAAKWvXoei//xA9fATsPhgC5xkzoMzKgvRgyLMLI4MHQeTrq7N49IGSeEIIIYQQQohGfFtbuMyahcR585D63SbY9O0LoURSZlmmUCB+1mzI4+Ig9PSER1AQOB6N4jVVNr17QeDqgrjJ/ii8dw9Rwz6E26KFyA+7oU6Mbfu/j+zjJ5D2/fdAcTH4Dg5wW7wINj176iVGjseD/dChsPbzQ8ratcg6GALp/gPIOvInWGGhangCYwDHIX3rVkgCA2E3aKBeYtMFOpsIIYQQQgghr2Q7oD/M27UDKyhA8oqV5ZZL27QJeefPgxOL4blxg07vwhL9sGjTBr5790Dk6wt5QgJiJ36G9K1bkX38ONK3bsWTd99D2nffAcXFsO7ZE3WP/KG3BP55AgcHuC9bBp+dOyD08QErKFAl7woFoFSqHxMDAiCLjtZ7fNpCSTwhhBBCCCHklTiOg9vChQCfj5y//kLu+fMvlck5fQZpm7cAACRLl8CsSRN9h0l0ROTtDUnQqmcvKJXPfp5ymTcXHuu/hcDBwQARPmPRrh2s/fw0LtsnPXBQv0FpESXxhBBCCCGEkAoxa9QQDiNHAgCSvg6EsqhIvU0WHY2EOXMAAPYjRsC2f3+DxEh0J/fk36pZ88vC40GRlg6uvMRZz4oTE8tP4hmDPD5evwFpEY2JJ4QQQgghhFSY05QpyD56FPKYGKSsXgOeuTlkMTHIv3YNypwcmLdpA9e5cwwdJtEBeXx8+evZl2w3EkIPD4134oUeHvoNSIvoTjwhhBBCCCGkwvhWlnCdNxcAkLljB9K3bkXOiRNQZGYCAKx79QInEhkyRKIjppQY2w0eVP4FB8ZgN2SwfgPSIkriCSGEEEIIIZUibtz42ZPnxkQDQEpQkElPGkbKZ0qJscjXF5LAQNXM9Hx+qUdJYCBEPj6GDrHKDJrEr1ixAh06dIC1tTVcXFwwYMAAPHjwQOM+P/30E958803Y29vD3t4efn5+uHbtWqkyo0ePBsdxpX569+6ty7dCCCGEEEJIrZEVckiVFJXFxCcNI+UztcTYbtBA1Dt2FI5jx8Kmd284jh2LeseOmvTycoCBx8SfPXsW/v7+6NChA4qLizF//nz07NkT//77LywtLcvcJzQ0FMOHD0fnzp1hZmaGVatWoWfPnrh37x48nuu+0bt3b2zbtk39XCwW6/z9EEIIIYQQUhtoHPts4pOGEc3sBg2ERbu2kB44qF4n3m7IYKNL4EuIfHzgMnOGocPQKoMm8cePHy/1fPv27XBxccGNGzfQtWvXMvfZuXNnqec///wzDh48iFOnTuGTTz5Rvy4Wi+Hm5qb9oAkhhBBCCKnlTGlsNNG+mpgYmxKjmp0+KysLAOBQiXUF8/PzIZfLX9onNDQULi4usLe3R/fu3REYGAhHR8cy6ygqKkLRc8tjZGdnAwDkcjnkcnll30aZSurRVn1EN6idjB+1kWmgdjIN1E7Gj9rINNTGdrLs/z7St24teyNjsBzQ3+g+j9rYTqamtrdRRd83x5iGNQL0SKlU4v3334dUKsWFCxcqvN/kyZNx4sQJ3Lt3D2ZmZgCAPXv2wMLCAnXq1EFERATmz58PKysrXL58Gfwy1jVcvHgxlixZ8tLru3btgoWFRdXfFCGEEEIIITWUTVgYXA8cVN2RZ0z9mDxkMLLbtzd0eISYnPz8fIwYMQJZWVmwsbEpt5zRJPGTJk3CsWPHcOHCBXh6elZon5UrVyIoKAihoaFo2bJlueWePHmCevXq4e+//0aPHj1e2l7WnXgvLy+kpaVp/PAqQy6X4+TJk3jnnXcgFAq1UifRPmon40dtZBqonUwDtZPxozYyDbW5nWQxMcgOOYTihHgI3D1gM2ggRN7ehg6rTLW5nUxFbW+j7OxsODk5vTKJN4ru9FOmTMGRI0dw7ty5Cifwa9aswcqVK/H3339rTOABoG7dunBycsLjx4/LTOLFYnGZE98JhUKt//Look6ifdROxo/ayDRQO5kGaifjR21kGmpjOwnr1YPlrC8NHUal1MZ2MjW1tY0q+p4NmsQzxvD555/j0KFDCA0NRZ06dSq0X1BQEJYtW4YTJ06gfQW66sTFxSE9PR0SiaS6IRNCCCGEEEIIIQZj0HXi/f39sWPHDuzatQvW1tZISkpCUlISCgoK1GU++eQTzJs3T/181apVWLBgAYKDg+Hr66veJzc3FwCQm5uLWbNm4cqVK4iKisKpU6fQv39/1K9fH7169dL7eySEEEIIIYQQQrTFoEn8li1bkJWVhW7dukEikah/9u7dqy4TExODxMTEUvvIZDIMGTKk1D5r1qwBAPD5fNy+fRvvv/8+GjZsiHHjxqFdu3Y4f/48rRVPCCGEEEIIIcSkGbw7/auEhoaWeh4VFaWxvLm5OU6cOFGNqAghhBBCCCGEEONk0DvxhBBCCCGEEEIIqThK4gkhhBBCCCGEEBNBSTwhhBBCCCGEEGIiKIknhBBCCCGEEEJMBCXxhBBCCCGEEEKIiaAknhBCCCGEEEIIMRGUxBNCCCGEEEIIISbCoOvEG6uS9euzs7O1VqdcLkd+fj6ys7MhFAq1Vi/RLmon40dtZBqonUwDtZPxozYyDdROpoHayfjV9jYqyT9L8tHyUBJfhpycHACAl5eXgSMhhBBCCCGEEFKb5OTkwNbWttztHHtVml8LKZVKJCQkwNraGhzHaaXO7OxseHl5ITY2FjY2Nlqpk2gftZPxozYyDdROpoHayfhRG5kGaifTQO1k/Gp7GzHGkJOTA3d3d/B45Y98pzvxZeDxePD09NRJ3TY2NrXyF9LUUDsZP2oj00DtZBqonYwftZFpoHYyDdROxq82t5GmO/AlaGI7QgghhBBCCCHERFASTwghhBBCCCGEmAhK4vVELBZj0aJFEIvFhg6FaEDtZPyojUwDtZNpoHYyftRGpoHayTRQOxk/aqOKoYntCCGEEEIIIYQQE0F34gkhhBBCCCGEEBNBSTwhhBBCCCGEEGIiKIknhBBCCCGEEEJMBCXxhBBCCCGEEEKIiaAkXk82bdoEX19fmJmZoWPHjrh27ZqhQ6qRFi9eDI7jSv00btxYvb2wsBD+/v5wdHSElZUVBg8ejOTk5FJ1xMTEoF+/frCwsICLiwtmzZqF4uLiUmVCQ0PRtm1biMVi1K9fH9u3b9fH2zNZ586dw3vvvQd3d3dwHIfDhw+X2s4Yw8KFCyGRSGBubg4/Pz88evSoVJmMjAx89NFHsLGxgZ2dHcaNG4fc3NxSZW7fvo0333wTZmZm8PLyQlBQ0Eux7N+/H40bN4aZmRlatGiBo0ePav39mqpXtdPo0aNfOr969+5dqgy1k26tWLECHTp0gLW1NVxcXDBgwAA8ePCgVBl9fs/R37ayVaSdunXr9tL59Nlnn5UqQ+2kO1u2bEHLli1hY2MDGxsbdOrUCceOHVNvp/PIOLyqneg8Mj4rV64Ex3GYPn26+jU6n3SAEZ3bs2cPE4lELDg4mN27d4+NHz+e2dnZseTkZEOHVuMsWrSINWvWjCUmJqp/UlNT1ds/++wz5uXlxU6dOsXCwsLY66+/zjp37qzeXlxczJo3b878/PzYrVu32NGjR5mTkxObN2+eusyTJ0+YhYUFmzFjBvv333/Zxo0bGZ/PZ8ePH9frezUlR48eZV999RULCQlhANihQ4dKbV+5ciWztbVlhw8fZv/88w97//33WZ06dVhBQYG6TO/evVmrVq3YlStX2Pnz51n9+vXZ8OHD1duzsrKYq6sr++ijj9jdu3fZ7t27mbm5Ofvhhx/UZS5evMj4fD4LCgpi//77LwsICGBCoZDduXNH55+BKXhVO40aNYr17t271PmVkZFRqgy1k2716tWLbdu2jd29e5eFh4ezvn37Mm9vb5abm6suo6/vOfrbVr6KtNNbb73Fxo8fX+p8ysrKUm+ndtKt33//nf3555/s4cOH7MGDB2z+/PlMKBSyu3fvMsboPDIWr2onOo+My7Vr15ivry9r2bIlmzZtmvp1Op+0j5J4PXjttdeYv7+/+rlCoWDu7u5sxYoVBoyqZlq0aBFr1apVmdukUikTCoVs//796tfu37/PALDLly8zxlRJDI/HY0lJSeoyW7ZsYTY2NqyoqIgxxtjs2bNZs2bNStU9bNgw1qtXLy2/m5rpxeRQqVQyNzc3tnr1avVrUqmUicVitnv3bsYYY//++y8DwK5fv64uc+zYMcZxHIuPj2eMMbZ582Zmb2+vbifGGJszZw5r1KiR+vnQoUNZv379SsXTsWNHNnHiRK2+x5qgvCS+f//+5e5D7aR/KSkpDAA7e/YsY0y/33P0t63iXmwnxlTJx/P/yX0RtZP+2dvbs59//pnOIyNX0k6M0XlkTHJycliDBg3YyZMnS7ULnU+6Qd3pdUwmk+HGjRvw8/NTv8bj8eDn54fLly8bMLKa69GjR3B3d0fdunXx0UcfISYmBgBw48YNyOXyUm3RuHFjeHt7q9vi8uXLaNGiBVxdXdVlevXqhezsbNy7d09d5vk6SspQe1ZNZGQkkpKSSn2mtra26NixY6l2sbOzQ/v27dVl/Pz8wOPxcPXqVXWZrl27QiQSqcv06tULDx48QGZmproMtV31hIaGwsXFBY0aNcKkSZOQnp6u3kbtpH9ZWVkAAAcHBwD6+56jv22V82I7ldi5cyecnJzQvHlzzJs3D/n5+ept1E76o1AosGfPHuTl5aFTp050HhmpF9upBJ1HxsHf3x/9+vV76bOk80k3BIYOoKZLS0uDQqEo9UsJAK6urvjvv/8MFFXN1bFjR2zfvh2NGjVCYmIilixZgjfffBN3795FUlISRCIR7OzsSu3j6uqKpKQkAEBSUlKZbVWyTVOZ7OxsFBQUwNzcXEfvrmYq+VzL+kyf/8xdXFxKbRcIBHBwcChVpk6dOi/VUbLN3t6+3LYrqYNo1rt3bwwaNAh16tRBREQE5s+fjz59+uDy5cvg8/nUTnqmVCoxffp0dOnSBc2bNwcAvX3PZWZm0t+2CiqrnQBgxIgR8PHxgbu7O27fvo05c+bgwYMHCAkJAUDtpA937txBp06dUFhYCCsrKxw6dAhNmzZFeHg4nUdGpLx2Aug8MhZ79uzBzZs3cf369Ze20d8l3aAkntQoffr0Uf+7ZcuW6NixI3x8fLBv3z5Krgmppg8//FD97xYtWqBly5aoV68eQkND0aNHDwNGVjv5+/vj7t27uHDhgqFDIRqU104TJkxQ/7tFixaQSCTo0aMHIiIiUK9ePX2HWSs1atQI4eHhyMrKwoEDBzBq1CicPXvW0GGRF5TXTk2bNqXzyAjExsZi2rRpOHnyJMzMzAwdTq1B3el1zMnJCXw+/6UZGJOTk+Hm5magqGoPOzs7NGzYEI8fP4abmxtkMhmkUmmpMs+3hZubW5ltVbJNUxkbGxu6UFAFJZ+rpnPEzc0NKSkppbYXFxcjIyNDK21H52LV1K1bF05OTnj8+DEAaid9mjJlCo4cOYIzZ87A09NT/bq+vufob1vFlNdOZenYsSMAlDqfqJ10SyQSoX79+mjXrh1WrFiBVq1aYf369XQeGZny2qksdB7p340bN5CSkoK2bdtCIBBAIBDg7Nmz2LBhAwQCAVxdXel80gFK4nVMJBKhXbt2OHXqlPo1pVKJU6dOlRrPQ3QjNzcXERERkEgkaNeuHYRCYam2ePDgAWJiYtRt0alTJ9y5c6dUInLy5EnY2Niou2516tSpVB0lZag9q6ZOnTpwc3Mr9ZlmZ2fj6tWrpdpFKpXixo0b6jKnT5+GUqlU/8Hu1KkTzp07B7lcri5z8uRJNGrUCPb29uoy1HbaExcXh/T0dEgkEgDUTvrAGMOUKVNw6NAhnD59+qWhCfr6nqO/bZq9qp3KEh4eDgClzidqJ/1SKpUoKiqi88jIlbRTWeg80r8ePXrgzp07CA8PV/+0b98eH330kfrfdD7pgKFn1qsN9uzZw8RiMdu+fTv7999/2YQJE5idnV2pGRiJdsycOZOFhoayyMhIdvHiRebn58ecnJxYSkoKY0y1xIW3tzc7ffo0CwsLY506dWKdOnVS71+yxEXPnj1ZeHg4O378OHN2di5ziYtZs2ax+/fvs02bNtESc6+Qk5PDbt26xW7dusUAsHXr1rFbt26x6OhoxphqiTk7Ozv222+/sdu3b7P+/fuXucRcmzZt2NWrV9mFCxdYgwYNSi1dJpVKmaurKxs5ciS7e/cu27NnD7OwsHhp6TKBQMDWrFnD7t+/zxYtWkRLlz1HUzvl5OSwL7/8kl2+fJlFRkayv//+m7Vt25Y1aNCAFRYWquugdtKtSZMmMVtbWxYaGlpqSaX8/Hx1GX19z9HftvK9qp0eP37Mli5dysLCwlhkZCT77bffWN26dVnXrl3VdVA76dbcuXPZ2bNnWWRkJLt9+zabO3cu4ziO/fXXX4wxOo+MhaZ2ovPIeL24agCdT9pHSbyebNy4kXl7ezORSMRee+01duXKFUOHVCMNGzaMSSQSJhKJmIeHBxs2bBh7/PixentBQQGbPHkys7e3ZxYWFmzgwIEsMTGxVB1RUVGsT58+zNzcnDk5ObGZM2cyuVxeqsyZM2dY69atmUgkYnXr1mXbtm3Tx9szWWfOnGEAXvoZNWoUY0y1zNyCBQuYq6srE4vFrEePHuzBgwel6khPT2fDhw9nVlZWzMbGho0ZM4bl5OSUKvPPP/+wN954g4nFYubh4cFWrlz5Uiz79u1jDRs2ZCKRiDVr1oz9+eefOnvfpkZTO+Xn57OePXsyZ2dnJhQKmY+PDxs/fvxLfxipnXSrrPYBUOo7SJ/fc/S3rWyvaqeYmBjWtWtX5uDgwMRiMatfvz6bNWtWqfWtGaN20qWxY8cyHx8fJhKJmLOzM+vRo4c6gWeMziNjoamd6DwyXi8m8XQ+aR/HGGP6u+9PCCGEEEIIIYSQqqIx8YQQQgghhBBCiImgJJ4QQgghhBBCCDERlMQTQgghhBBCCCEmgpJ4QgghhBBCCCHERFASTwghhBBCCCGEmAhK4gkhhBBCCCGEEBNBSTwhhBBCCCGEEGIiKIknhBBCCCGEEEJMBCXxhBBCCCGEEEKIiaAknhBCCDFhqampEIlEyMvLg1wuh6WlJWJiYjTus3jxYrRu3VprMXTr1g3Tp0/XWn2EEEIIKR8l8YQQQogJu3z5Mlq1agVLS0vcvHkTDg4O8Pb2NnRYhBBCCNERSuIJIYQQE3bp0iV06dIFAHDhwgX1vytj9OjRGDBgANasWQOJRAJHR0f4+/tDLpery2zevBkNGjSAmZkZXF1dMWTIEPW+Z8+exfr168FxHDiOQ1RUFBQKBcaNG4c6derA3NwcjRo1wvr16yt93KKiIsyZMwdeXl4Qi8WoX78+tm7dqt5+9+5d9OnTB1ZWVnB1dcXIkSORlpam3n7gwAG0aNEC5ubmcHR0hJ+fH/Ly8ir9GRFCCCHGQmDoAAghhBBSOTExMWjZsiUAID8/H3w+H9u3b0dBQQE4joOdnR1GjBiBzZs3V7jOM2fOQCKR4MyZM3j8+DGGDRuG1q1bY/z48QgLC8PUqVPx66+/onPnzsjIyMD58+cBAOvXr8fDhw/RvHlzLF26FADg7OwMpVIJT09P7N+/H46Ojrh06RImTJgAiUSCoUOHVui4APDJJ5/g8uXL2LBhA1q1aoXIyEh1ki6VStG9e3d8+umn+Oabb1BQUIA5c+Zg6NChOH36NBITEzF8+HAEBQVh4MCByMnJwfnz58EY00o7EEIIIYbAMfpLRgghhJiU4uJixMXFITs7G+3bt0dYWBgsLS3RunVr/Pnnn/D29oaVlRWcnJzK3H/x4sU4fPgwwsPDAajuiIeGhiIiIgJ8Ph8AMHToUPB4POzZswchISEYM2YM4uLiYG1t/VJ93bp1Q+vWrfHtt99qjHvKlClISkrCgQMHKnTchw8folGjRjh58iT8/Pxeqi8wMBDnz5/HiRMn1K/FxcXBy8sLDx48QG5uLtq1a4eoqCj4+Pi88nMlhBBCTAF1pyeEEEJMjEAggK+vL/777z906NABLVu2RFJSElxdXdG1a1f4+vqWm8CXp1mzZupEGgAkEglSUlIAAO+88w58fHxQt25djBw5Ejt37kR+fv4r69y0aRPatWsHZ2dnWFlZ4ccff3xp0j1Nxw0PDwefz8dbb71VZv3//PMPzpw5AysrK/VP48aNAQARERFo1aoVevTogRYtWuCDDz7ATz/9hMzMzEp9LoQQQoixoSSeEEIIMTHNmjWDlZUVRo4ciWvXrsHKygo9evRAVFQUrKys0KxZs0rXKRQKSz3nOA5KpRIAYG1tjZs3b2L37t2QSCRYuHAhWrVqBalUWm59e/bswZdffolx48bhr7/+Qnh4OMaMGQOZTFbh45qbm2uMOTc3F++99x7Cw8NL/Tx69Ahdu3YFn8/HyZMncezYMTRt2hQbN25Eo0aNEBkZWdGPhRBCCDE6lMQTQgghJubo0aMIDw+Hm5sbduzYgfDwcDRv3hzffvstwsPDcfToUa0fUyAQwM/PD0FBQbh9+zaioqJw+vRpAIBIJIJCoShV/uLFi+jcuTMmT56MNm3aoH79+oiIiKjUMVu0aAGlUomzZ8+Wub1t27a4d+8efH19Ub9+/VI/lpaWAFQXBbp06YIlS5bg1q1bEIlEOHToUBU+AUIIIcQ4UBJPCCGEmBgfHx9YWVkhOTkZ/fv3h5eXF+7du4fBgwejfv36Wh//feTIEWzYsAHh4eGIjo7G//73PyiVSjRq1AgA4Ovri6tXryIqKgppaWlQKpVo0KABwsLCcOLECTx8+BALFizA9evXK3VcX19fjBo1CmPHjsXhw4cRGRmJ0NBQ7Nu3DwDg7++PjIwMDB8+HNevX0dERAROnDiBMWPGQKFQ4OrVq1i+fDnCwsIQExODkJAQpKamokmTJlr9fAghhBB9oiSeEEIIMUGhoaHo0KEDzMzMcO3aNXh6ekIikejkWHZ2dggJCUH37t3RpEkTfP/999i9e7e62/6XX34JPp+Ppk2bwtnZGTExMZg4cSIGDRqEYcOGoWPHjkhPT8fkyZMrfewtW7ZgyJAhmDx5Mho3bozx48erl4hzd3fHxYsXoVAo0LNnT7Ro0QLTp0+HnZ0deDwebGxscO7cOfTt2xcNGzZEQEAA1q5diz59+mj18yGEEEL0iWanJ4QQQgghhBBCTATdiSeEEEIIIYQQQkwEJfGEEEIIIYQQQoiJoCSeEEIIIYQQQggxEZTEE0IIIYQQQgghJoKSeEIIIYQQQgghxERQEk8IIYQQQgghhJgISuIJIYQQQgghhBATQUk8IYQQQgghhBBiIiiJJ4QQQgghhBBCTAQl8YQQQgghhBBCiImgJJ4QQgghhBBCCDER/wcOi3Xt76yu3wAAAABJRU5ErkJggg==", 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EQRAEQRAqtAx/f4IHDiT7+vUit0veupXo7+agycwso5YJQtVS7tPdp0yZwiuvvELr1q1p27Yt8+bNIz09nTFjxgDw8ssv4+3tzTfffANAv379mDt3Li1atMif7v7ZZ5/Rr1+//GBdEARBEARBEITi0eTkEDt/PglLloIsY+LliV3vPiQsXQqSpB1Vv/fTonFjsi5dImHJElL37sVj5gxsOnUq70MQqqjKWiaw3IP0ESNGEBsby+eff05UVBTNmzdn9+7duLu7A3Dnzp0CI+fTpk1DkiSmTZtGeHg4rq6u9OvXj6+++qq8DkEQBEEQBEEQis2YAousa9eI+PAjsgMDAbAfNAj3T6aitLXFcfgwkjZuut/OoUMw8/Ul9dAhomZ+geruXcLGjsN+QH/cPv4YE0fHcjkGoWpK2rRZW4XggY6k+MWL8Zw1C4fBg8q7eU+k3IN0gLfffpu333670PsOHTpU4HcTExOmT5/O9OnTy6BlgiAIgiAIgqA/xhJYyLm5xC9eQuwvv4BKhdLJCc8vZmL73HP525j5+uL2/pRHHmvbtStWrdsQO38+iStXkrxtO2lHjuL+yVTsnn8eSZLK7DiEqiknJKTIMoFWrVpi5utbDi3Tj3Jdky4IgiAIgiAIVUWBwEKtLvAzcto0ckJDy6YdoaGEvjSa2B9/BJUKm2efpeaO7QUC9MdR2ljj8ekn+K1dg3nduqgTE4n44EPCxk8g5264AVsvCNrOLnR1BkkSSRs3lW2D9MwoRtIFQRAEQRAEobIrMrAAEjdsxP1/7xvs+WVZJmndOqJnf4ecmYnC2hr3adOwHzig1KPfls2aUWPTRuIXLyHut99IP3aMoH79cH3nHZxGv4RkUjHDDWNaklAejP34VeHhhY6iAyDL2vsrsIr5rhEEQRAEQRCECkYVHl5kabPEFSuQs7Ox690by+bNkBT6m/Sqio4m8tNppB87BoBVu3Z4ff0Vpt7eT7xvydQUl9cnYtuzB1HTZ5Bx+jQxs2eT8vffeM76EosGDZ74OcqSsSxJKC/Gfvxybi45d+/qfi9Jkl5e1+VJTHcXBEEQBEEQhDLwuMBBzs4mccUKQkeN4tazzxE9+zsyL19+4jLDyf/8Q1D/AaQfO4ZkZob71I+pvnSJ3gMZ8xo1qL58GZ6zvkRhZ0dWQADBQ4cR8/33FaZcm7EsSSgvxn78uQkJ3Bk3nqxLl3RvJMs4DB1Sdo0yABGkC4IgCIIgCEIZcBgyWPcUXYUCjxkzsOvfD4W1NbmRkSQsXUrIsOHc7t6DmB9+IOvq1RIF7LmJiYRPmULE+/9Dk5yMRaNG1Ni8CadXXtHrKP2DJEnCYehQav3zN7a9eoFaTfyfiwkaMJD0EyfICQkh5oe5hE95n5gf5pITEmKQdpRWZV/r/DhJmzbrvrOcjz/z8mWChwwl4+RJJCsrHEaOBIUClMoCPz1nzarQSeNATHcXBEEQBEEQhDJh4uaGZGGBnJWlDSogf0px3lRixxdGoMnKIu3oUVJ37SL130Oo7t4lftGfxC/6EzNfX2x798Kudx/M69bJX0v+8Bpi0+rViPvpZ3JjY0GpxOX113F5fSKSqWnZHKurKz7zfiT1YH+ivvgC1Z073BnzmvZOpdJoplFrsrLIvnGDzIAAsgICSN27TztyXOjGGu0060oq5244Kbt26e5I0mjKba134vr1RH85C1mlwszPD59ffsa8dm2cX32l0DKBFZ0I0gVBEARBEAShDCTv+Bs5KwsTL0/s+vQlNyKi0MBCYWGBXffu2HXvjiYjg7QjR0jZuYu0w4fJCQ0l/o8FxP+xALNatbDr3RvJREnsTz/fX0Oc9w8wq1EDr+9mY9mkSbkcs+0z3bBq24aomV+QsmOH9saHguAnLZmVExJC/IaNePj7E3czEOdhQwtNcqbJzCTr+nWyrl4lK+AqWQEBZN+6pTsof5gsk3bkCPGLF+MwbBhKO7tStdfYqKJjiF/wB4kbNoJKpXtDWSb71i1y4+MxcXYuk7ZpsrOJnjWLpA0bAbB57lm8vvkGpa0toLtMYEUngnRBEARBEARBMDBZlklcvRoAp9Ev4zzm1WI9TmFlhV2vXtj16oU6LZ20f/8lZfdu0o8cIef2beJ++aXIx3vPn4dF3bpP2vwnorSxwdTDQzt7oLBRWo2G232fx9TLCxMXl/v/XF1Q5v/uiomrCyZOTkhmZvkPfTDJma1GQ9KVKyQtXYrH9M8xr1OXrHsj5FkBAWQHBRUakCudnbFo1BCLRo0wcXUletZXOkeT5fR0YuZ8T+yvv+EweDBOL4/GrHp1vf2tylJuYiLxi/4kcdUq5OxsACxbNCfzwkWdSdmyb97kdu8+uE5+F8cRI5CUSoO1TxURwd133iXryhWQJFwnT8Z5/DiDLdUwJiJIFwRBEARBEAQDyzx/nuwbN5AsLEo9tVtpY419v+ex7/c86tRUUg8cIO7X31CFhel4gJKUHX9jYQQjjY+dJp2bi+rOHVR37jx2X0oHB0xcXZCsrcm6cDH/dgnyg/Co6TMKf6yLCxaNGmLZqBEW9/6ZuLsXKEGnsLAkctq0AtnNkWU8ZkxHUipJWLac7MBAEleuJHHVKmyeeQanV17Gqk2bUpeyK0vq1FQSli4lYdlyNBkZAFi2aIHr5MlYt2tL0uYthR6/84TxpB05QvbVa0R/8SXJGzfhMf1zLJs103sb00+cIHzK+6gTE1Ha2+P1ww/YPNVJ789jrESQLgiCIAiCIAgGlrhKO4pu93xflPb2T7w/pa0tDgMHkn7kqO6a0UZUL9rU21t3QjalEoehQ7Dv35/c2Dhy4+LIjYslNy4Odf7vceTGx0NuLuqkJNRJSY99TsnSEuu2bbXBeON7Abmb22MDaYfBg7Bq1VLnWmf7wYPJOHGC+GXLSD9ylLQDB0g7cADzhg1wfuUV7RKEB0b7jYUmI4OEFSuJX7IETXIyABYNG+I6+V2sO3fO/7sUdfyukyaRuHYtsfPmk3X1KiEjXsBh2FBcp0zBxNHxidsoyzIJixcTM/dH0GiwaNgQ759+wsynYpdUKykRpAuCIAiCIAiCAeXGxZGydy8AjiNH6nXfRQa/RlQv2mHIYOIXLy78TlnG+bXXHrsmXdZoUCcno74XtMfOn0/mxUuFT81WKLDt1g3vuT+Uqr1FrXWWJAnrjh2x7tiR7Nu3SfhrBcnbtpF99RoRH31MzPc/4PjiiziMGK6XwPVJabKzSVq3jrgFC1HHxwNgVqsWru+8g22P7oV2Wug6fkmpxOnFF7Hr1YuY738gecsWkjZsJHXvPlynTMFh6JBST4FXp6UT+cknpN57r9gPGoTH9M9RWFiUan8VWeWf0C8IgiAIgiAI5ShpwwZQqbBs1gzLRo30um+HIYN1rh82pnrRZn5+eM6a9UQlsySFAhNHR8zr1MG6Qwes2rS9nyX/kY3LpoPCvFYtPGfOoPa/B3GdPBkTV1dyY2OJnTePW92eIXL6DO1a+HvKsgSdrFKRuG49t3v2Ivrrb1DHx2NarRpes7+l5vZt2PXsUerp+SbOznh98zW+q1ZiXq8e6uRkoqZPJ+SFkWRevlLi/WUHBREyYoQ2QDc1xWPGdDy//qpKBuggRtIFQRAEQRAEwWDk3FwS160HwPHFUXrff17wW9gaYmOrF/24aeQl3t9jRufLsoPCxNERl9cn4vzaGFJ27yZ+2TKyr14jad06ktatw7pLZ8xq1SJx+V8FzpM+StA9XH7PftBAsi5fJvaXX/PzFZh4eODyxhs4DB6k1zJ8Vq1aUWPTRhJXryH2p5/IunyZkOHDcRgxHLfJk1E6ODx2Hyn79hH58VQ06emYuLvjM38els2b662NFZEI0gVBEARBEATBQFIPHiQ3KgqlkxO2vXoZ5Dn0Hfwakj5LZj3cQSFrNNrM3+XYQSGZmWHfvz92/fqRceYMCcv/Iu3gQdKPHCX9yNFCHxM5bRqWzZpiXqtWiZ/vwez2eTMq4hctyr9f6eyMy8QJOIwYgcLcvHQH9RiSiQlOL4/GtldPYr7/npTtO0hau47U3Xtw+9/72A8eXGhGdlmtJnbe/Pz2WrVpg/ePczFxcTFIOysSEaQLgiAIgiAIgoEkrlkDgMPQoSgMmEysstaLfpy8Dor49Ru44+9P9datcR4+rNw7KCRJwrptW6zbtiUnNJTwKe+TFRBQ+MYaDUF9n0cyNUWyskKR98/S8v7/rayQrB743dIKTVYW8X/8oXO5g9OYMbi+/RYKa2sDHul9pm5ueH/3HY7DhhH1xRdkB94ictpnJG3YiPvnn6G0ts6vZx976TI5VwPIPH9B29ZXX8Xt/Sl6HeWvyESQLgiCIAiCIAgGkB0URMaJk6BQ4PjCiPJuTqVl5uuLy+R3Ob1zJy379MHUyAI9M19fzHx9ybp2TWf9ddCuIZeTk/Mzrz8RpRLJxKTMAvQHWbVpQ43Nm0lYuYq4n38m8+JFQoYO03YmKJXYajQkX7xXOs/UFO/Z32LXp0+Zt9OYiSBdEARBEARBEAwgcbV2FN2mWzdMvbzKuTVCeXpcCTrHF1/E+bUxaDIy0KRnaH9mZiBn3Pt/RgaajMwH/p9B+onj5EZGFb7Pci6/J5ma4jzmVez69CFy+nTSDx3S3qFWU+CvkJuLhZ6TKVYGIkgXBEEQBOGxHk5M5DBkMGZ+fuXdLEEowJhep5r0dJK3bgX0X3ZNqHgel+TO6cVRmHp4lGifMT/MJX7JElCrH73TSMrvmbq7YVGnDulHjhQ+i0ChIGnjpiq5VKMoogSbIAiCIAhFStq0mdt9+hK/ZIk2a/GSJdzu05ekzVvKu2mCkM/YXqfJO3agSUvDzNcX644dyqUNgvHQRwm6h1WU8ntFjuiX84i/sRIj6YIgCIIg6JQTEqLNHFzICEjktGlYtWpZ7gmaBMHYXqeyLJO4ajUAjqNGFprZWqh69J2Fv6KU3ytyqr+RjPgbGxGkC4IgCIKgU/zy5bpHaiRJTFMUjELi+g1G9TrN9PcnOzAQydIS+0Glr38tVD76zsJfEcrvGVM9+4pCBOmCIAiCIBSgSU8nZe8+krduJePUqSI21JBzN6zsGiYID1EnJ5O4Zi2JK1cWOe23rKfT5pVds3/+eZR2dmX63ELVY+zl94yxnr2xE0G6IAiCIAjIGg0Zp0+TvGUrKfv2IWdkFONBMhn+Z8kJDRUXWUKZUkVHk7BsOUnr1qF53Gu1jKfTqmJiSNm7DwDHF0eV2fMKgjEz1nr2xkoE6YIgCIJQheWEhJC0dSvJ27eTGxGZf7upb3UcBg7EsmVL7ox5TWdtX3VsLMGDBuP+2WfYDxyApGvdoSDoQfbt28QvXkLyjh2gUgFgXqcO9gMHEvPDD4W/Tst4Om3Shg2Qm4tly5ZY1K9fZs8rCMbO2OvZGxMRpAuCIAhCJZMTEkL8ho14+PsTdzMQ52FDC5ShUqekkLJzF8lbt5J54UL+7QpbW+x698Z+4EAsWzTPD7h1JSZy++B/pB04SIa/P5FTp5J+9CgeM6aL6b2C3mWcO0/8n3+SdvBg/m1WrVvjPH4c1l26IEkSSkfH+69TjSZ/+rvTa6+V2WidrFKRtG49IMquCYJQeiJIFwRBEIRKJGnTZm2Wa0nCVqMh6coVkpYuxeOLmZi6upK0dStpBw4i5+RoH6BQYP1UJxwGDsTmmWdQWFg8ss+iEhM5vfwy8Yv+JPbnn0nZuZPMCxfw+n4OVi1blvGRC4ZSXrXHZY2GtMOHif9zMZlnz2pvlCRsnn0Gl3HjsGzevMD2D79Os4OCyL5+ndRdu3B943UU1tYGb3PqgYPkxsSgdHbGtmcPgz+fIAiVkwjSBUEQBKGSeLgMlQSgVgMQNe2zAtvmTRG26/c8pm5uj923rsREklKJy+sTse7QnvD/fYAqLIzQl0bj8sYbuLzxOpKJuNSoyB7s9MmbRRG/eDGes2bhMNgwWcvlnByS/9lJwpLFZAfe0t5oaop9/344jx2Lec2aOh/74OtUnZZOcP/+qMLDif7+ezynTzdIex+UuFpbds1h2FAUZmYGfz5BECon8c0pCIIgCMVUXiOKxZW0abPuWrSAZGGBw7Bh2A8cgEXDhnpdP27ZrBk1tmwm+ssvSd62nbhffyX9+HG85szBzKdsa+Aa+3mqKAxZe7ywc2Ti6krihg0kLFtOblQUAApraxxeGIHTy69g6v74zqQHKW2s8fxqFnfGvEbSmrXYde+OdceOpWpvcWTfukXG6dOgUOA4YoTBnkcQhMpPBOmCIAiCUAzlMaJYUjnh4ToTvCFJ2HTtisennxjs+ZU2NnjNno31U52JmjmTzPPnCR44EI+ZM7Dv29dgz/uginCeKooiO31kmejv5uA4ciRKG2sUNjbaf9bWKKyskJTKIvf7yDn6808kCwvkzEwAlC4uOL38Mo4vjHiiHAfWHTrgOGokiavXEPHpNGru2I7SxqbU+ytK4mpt2TXbZ5/B1NPTIM8hCELVIIJ0QRAEodwZ+8inIUcU9SX9+HHtKJ6uWtEKBWbVqpVJW+z7PY9li+ZE/O8DMi9cIOL9/5F+5Cjun32G0sZw64IrwnmqSFTh4UXWHk87cIC0AwcKvVthZVUwcLexRmljgyxD2v79he8yMxMTL09cJr6O/cABKMzN9XIcbu+/T9rRY6jCwoiZPRvPL7/Uy34fpE5LJ3nbNgAcR4mya4IgPBlFeTdAEARBqNqSNm3mdp++xC9ZQsru3cQvWcLtPn1J2rylvJuWr8gRRUkiaeOmsm3QAzIvXiT01THceW0s6rg43RuWcRkqMx8ffFeuwOXNN0GhIHnbNoIHDybz0iW9Po8mI4O0//4jZv58Ql8dU+RMgvI8TxWR0s1Nd5AOmHh4YF6vHqY+PigdHOCB/AOajAxyY2LICQoi6/JlMk6cJHXffp0BOgAKBXZ9+uA4YrjeAnTQTpn3+vorAJI2bCTt6FG97TtP8vZtaNLTMatRA6v27fW+f0EQqhYxki4IgiCUm4ow8inn5pJx5nR+ArZHqNVkXb2KLMtlWiM8OzCQmHnz80cyJVNTHEa+gJlPNaK//RYkCVmjQVIoQJbxnDWrzP+WkokJru9MwrpTR8I/+ADVnTuEjHoR10mTcB43tsgp0bqo09LIPHeOjDNnyDh9hsyAAMjNLcYD1WRdv16Ko6iasoOCta+tImZm+C5fVuA1Jcsyck4OmvR0NGlpaNLSUKeloUlL196Wnkbi2rVk37ipc7+5EZGGOBys2rTB8eXRJP61gshpn2mnveupVKAsy/kJ4xxHjizTzwFBEConEaQLgiAI5SI3IYGYuT/qDgLujXwWllG8LGiys0nespX4P/9Edfdukdum//cfwUOG4Dh8OHbPP2+wNa8AOXfDifv5Z5K3b9f+7RQK7AcOxPWtNzH11iZos3m6C/HrN3DH35/qrVvjPHxYuXZ2WLVqRc2tW4mcPp3UXbuJ/fFH0o8dw+u72cjZ2UUudVAnJ5Nx9iwZp8+QceYMWdeuPdKpY+LliXWbNuQmJpJ+7D+do+npR48SPmUKLm+/XWSG8Kou9eBBIj78CE1aGgpbWzRpaXCvsydvHXlhnT6SJCGZm2tHwZ2cCt23KjxCm7G9sE4vScp/DRuC23vvkXb4MKrQO0R//Q1e336jl/1mnD5Dzq3bSFZW2A8aqJd9CoJQtYkgXRAEQTA4WaMhJyiIjHPnyDx/gczz58kJCSn6QWo1mZcu3R8NLiPqtHSS1q0jftlS1LHa6eMKe3s0KSm6OxRMTcm+eo2oGTOJnv0ddn164zh8OBZNm+ptVC03Lo643/8gcf16UKkAsO3eHdfJ72Jeq1aBbc18fXGZ/C6nd+6kZZ8+mJqa6qUNT0JpZ4f33Lkkd+5C1KxZZJw5w+0+fZGzsgoEgPGLF+PwwgtICgUZZ86QffPRUVfT6tWxatMaqzZtsGrdJj97fE5ICLf7FJ2gLmXnLlJ278G+Xz9c3noTs+rVDXbMFY2s0RD3yy/E/fY7AJatW+Hz449oMjLya4+benvjMHRIqTt9HIYMJn7xYh0NMOySDIWlJV7ffEPoiy+RvHUrtj16YPtMtyfeb94oun2/fihtbZ94f4IgCCJIFwRBEEokJySE+A0b8fD3J+5mIM7Dhj6S5E2TkUHm5Stknj9HxvnzZF64iCY5+ZF9KRwctLfrCH4zTp3ids9eOAwZjP2gQZi6uxvikADITUwkceUqElauzG+riacnzq+9hsPQIaTs2k3ktGkFMlLnjSjaPtON5O3bSVy3npzbt0netJnkTZsxr1cPh+HDtBfvpZxaq05JIX7xEhL++is/87V1xw64vvcelk2a6O34y4IkSTgMHoRVyxaETXqHnMBA7R0Pjaom3Qt68pjVrIlV63tBeds2Ol8HZn5+eM6apfM8WTRsQOzPv5B24ADJ27aR/M8/OAwahMsbr2Pq5WWQYy5Kcd5LZUWdnEz4hx+SfvgIAI4vvYT7Rx8i3evg0deMlsedI0PP+LBq2RKnMWNIWLKEyOmfY9Vyh3Y9fSmpomNIvbfOXiSMEwRBX0SQLgiCIBTbg6WTbDUakq5cIWnpUtw++ABTdzcyzl8g89w57drfhwIvydISyyZNsGzZAqsWLbBs3hx1YqJ25FNHkC5ZWqIKCyN23nxif/oZ66c64TBkKLbduiKZmenlmFTRMSQsW0biunXIGRmANpBwHj8e+37P5z+Pw+BBWLVqqXNE0enll3EcPZrM8+dJWreelN27yb5xg+gvZxEz53vsevfGYfgwLJs3L9bouiYzk4SVK4n/c3F+p4FF06a4TXkP6wqemMrMzw+bLp1JuHVL57m3aNgQ5wnjsWrdGhMXl2Lv+3Hnqdqvv5B5+TKxP/1M+tGjJG3YQPLWrTgMH47zxAmYupWsFndp6XovlUepuKwbN7k7aRKqO3eQzM3x/GIm9gMGGOz5HneODM31nUmkHTpETlAQUV99jfec70q9r6T160GtxrJ1Kyzq1dVjKwVBqMpEkC4IgiAUy8NJ3iTID8RjZs9+ZHsTDw+sWrbAsnkLLFu2xKJe3fxRuTxKe/siR9XsevUkZc9ekjZtJNP/LOlHjpJ+5ChKJyfs+/fHYegQzGvXLt3x3LlD/J+LSd6yBfne9HHzBg1wmTgB2+7dC01qZubrW+SIoiRJWLVsiVXLlrh/MpXk7TtIWr+e7MBAkrdsIXnLFszr1MZh2HDsB/RHaW//SPk5+wH9yfD3J+7X38iNjdU+b+1auE2ejM2zz1aapFS5kVH3z/nDFArM/Pyw69WrVPt+3HmybNKE6osWknHuHLHzfyLj1CkSV60iaeNGHEeNwnn8OEx0rKnWh6LeS2WdMDFl504iPp2GnJmJqZcX3j//hGWjRgZ/3sedI0NSWFjg9c3XhIwcRcqOHdj26I5d9+4l3o+sUmmDdMBJjKILgqBHIkgXBEEQiiVp0+Yi71c6O2PXuzeWLZpj1bIlpp6exdrv40bVHAYNxGHQQLKDg0nevIWkrVtQx8aRsGwZCcuWYdmsGfZDBmPXp2+BGty6aq9n3bhJ/KJFpOzcmR8kWbZuhcvEiVg/9ZTegmClvT1Oo1/C8aUXybxwgaT1G0jZtYvswFtEf/01MT/8gEWDBmRevHh/TTYQv2hR/j5Mvb1xmfQ29v36lSoTujEz9fYusqydIROI5bFq2RLf5ctIP3mS2Pk/kXn+PAlLl5K4bh1Oo0fj/NoYlPb2gO7XU3Gp09LICQoi+9ZtEteufWypOEMHsHJuLjE/zCVh6VJAu4TC64cfMHF0NOjzGgvLZs1wHjuW+EWLiJoxUztjo4THnrp/P7mxsShdXbB97jkDtVQQhKpIBOmCIAhG4EkDAEPLTUggZc8e3YGFQoF1u3Z4TPu0VPsvzqiaeY0auL0/Bdd33yHtyFGSNm0i7dAhMi9eJPPiRaK/+Ra7Xr1wGDqE7JAQoj77vMDofPyff2Jerx7ZD5Thsu7SGZcJE7Bq3bpU7S4OSZKwaqGd4u8+9WOSd+wgaf0Gsm/cIPPCBe1GhWS6dn7zTVxen4hCT9P6jU15JhB7mHX79li1a0f6sWPEzptPVkAA8QsWkLh6NU6vvoLS0ZHoWV8VfD0tXlzo1PTcxERybt8m+9ZtsoNuk3PrNtlBQeRGRRWvMWo16SdPoklPR2Ft/fjtSyE3IYHwKe+TcfIkAM7jx+E6eXKl6wh6HJdJb5N26F+yA28R9cUX+Pz4Y4ken7jqXtm1YcP0tvxGEAQBRJAuCIJQ7h5cm/q4AKCsaXJySFyxkrjff9eWYdKljEY+QVt72/aZbtg+043c2FiSt20jaeMmckJC8qeU65IXoNv27oXL+PFYNGxYJm3Oo7Szw+nFF3EcNYrIqVNJ3ra98OneSiWoVJU2QIfyTyD2MEmSsOncGeunniLt4EFi5/9E9s2bxP38i87HRH76KTlhYagTE8i5HUT27duoExJ0bm/i6opZ7VpoklO0peR0rMfPunyZwM5dsOvbF4dhQ7Fo0kRvMzwyrwRw951J5EZEIllZ4fX119j16qmXfVc0CjMzPL/5lpARI0jdtZuUHj2w6927WI/NunGTDH9/UCpxGDHCwC0VBKGqEUG6IAhCOXp4beqDynpt6oNkWSZ1/35i5nyP6s4dAMxq1SInKKjwwKKMRz7zmLi64jxuHE5jx2oTtm3cpK0fnptb+AMkCYehQ/H88ouybegjzZCQc1S612TLMqrw8LJvWBkr7wRihZEkCdtnn8WmWzdSd+8mcuYXhVYmAECWif/990duNvX2xqxWTcxr1ca8Vk3MatXCvFat/Az/+aXiCjv3koSppyeqiAiSNmwgacMGbZWAoUOx7/f8E2UiT9q8hagZM5BzcjDz9cXnl58xr1On1PurDCwbN8Jl4gTifvudqJlfYNWmTbESFSauXQOA7bPPGrTqhCAIVZMI0gVBEMpR0qbNutflAonrN+D+wf/KsEWQdfUq0d98S8aZM4A2EHZ97z3sBw4geeu2/JHP/Prl5TTy+aAHE7Zp0tJI3bdPZwCkSU8v+wYWwhjWZBuD8kwgVhRJocCuTx9S9u0ndfdunaPeJu7u2A8YgHntWpjVrIV5zRoorKyK3PfDswgefi/ZDxpIxpkzJG3cSOqevdoqAV99RcycOdj26IHDsGFYtW1T7NF1OSeH6G+/JXG1NrC06doVr+9ml7osYGXj8vrrpB78l+zr14maORPvn34q8m+rTksjZdt2QJRdEwTBMESQLgiCUI5U4eE6L/7RaEhcuRLJ1ASHIUMwq1bNsG2JiSF23nztdHFZRjI3x3nsaziPHZu/NjZv5DN+/Qbu+PtTvXVrnIcPK9cA/WFmvr7aRGyFrPM2puDXmNZkC7qZ+fjofj0pldj374/blPdKvN/HvZes27bFum1b1J9+SvLff5O0YSPZ16+T8vffpPz9N6a+1XEYMhSHQQMxcXXN3+/D+S2su3Yl9ocfyDx3DiQJl7ffwuWNN7SdAgIAkpkZXt9+Q/DQYaTu20/KPzuxf76vzu2Tt25Dk5GBWe1aWLVrW4YtFQShqhBBuiAIQjky8fTUnYwNkLOzif9jAfF/LMCqQ3schg7Ftnt3va5V1mRlkbBsOXELF+bXCbd7/nncpryHqZfXI9ub+friMvldTu/cScs+fTB9qKxaeasowa+xrckWCmfI11Nx3ktKe/v8PAZZVwJI2riRlL//RhV6h9i5c4mdPx+bbl1xGDqU3Lg4oj6fXmAZRV61AIWtLV5zvsO2a9dSt7cys6hfH5c33yDup5+J+vJLrNq2wdTN7ZHtZFkmcY12RoLjyJGVpiSiIAjGRQTpgiAI5USWZXKjo3VvoFDgPvVj0v49RPrx42ScOEnGiZMo7e2xHzgAh6FDn2g9qSzLpOzcScwPP5AbEQmARbOmeEydimXz5qXeb3mrSMGvMa7JFgoylteTJElYNmmMZZPGuH/4ASm795C0cSOZ58+Ttv8AafsPFPl4n/nzsO7YsUzaWlG5jB9P2v4DZF29StT0Gfj89usjQXjm6dPk3L6NwsoK+wEDyqmlQlkIjktnvX8YdxMz8XG0ZHjratRwMUzFBUF4mAjSBUEQyknCsuWk/P239hdJul8r+4EAwGHwIJxGjybn7l2SN28madNmcqOjSVj+FwnL/8KyWTMchg/DrlevEpVryrx0iehvviXz/HlAO6LvNmUKds/3rRQjQxUp+DXWNdnCfcb2elJYW+MwZDAOQwaTfesWSRs2krh2LXJ2duEPUCpJP3FSBOmPIZma4vntN4QMGUrav/+SvG0bDgMHFtgmee1aAOwG9EdpY1MOrRTKwnr/MD7edEmb5FOWkSSJBYdvM3tIU4a1NuzSM0EAEaQLgiCUi5S9e4n57jsA3D78ENtnnykyADDz8cH1nXdweest0o8d0yaU+veBGuFfff1IuabCaq9L5ubEzP2RlB07AJCsrHAZPw6nV19FYWlZLn8LQxHBr6BPxvp6Mq9dG/epH6OKjiZ1z54qXS1AHyzq1sVl0iRi584l+quvse7QIT97u0lSMun/HgLASSSMq7SC49L5eNMlNDL330/3fn606RJt/JzwEyPqgoGJIF0QhFIpLAA08/Mr72ZVCJkXLxLxwYcgyziOGonTmFeRJKlYAYCkVGLz9NPYPP00ubGxJG3dStLGjahC79wv11S3LuZ165Kyc2fB2ut//qmtv52bC5KE/cCBuE6ejKn7o+suBUGoWMyqVasQCRMrAufXxpC6fz9Zly4R+dlnVFuwAAD706dArcaqTZsqX7quMlvvH6adUVZIh5ckSazzD+OjXvXLoWVCVSKCdEEQSixp02Ztbe8HA8DFi/OnZwu65YSFEfbGm8jZ2Vg/3QX3Tz4p9fRyE1dXXMaPx3ncuILlmm7eJPvmzcIflJuLRePGeMycgWWjRk9wJIIgGJOKkjCxIpBMTPD65muCBw0m/chR4hcsRJWchOPhIwDY9uhezi0UDOluYiayjqorsixzNzGzjFskVEWi/oYgCCWSExKiDdA1Gu2IzQM/I6dNIyc0tLybaLTUycmETXwddUIC5g0a4DN3LpLJk/eVSpKEddu2eH/3HXWOHMaqqHWnCgVWHdqLAF0QKpm8BHcoFNoZMw/8NLaEiRWBea1auL77LgCx8+aRtGw5itxcAKK/+ZakzVvKs3mCAfk46l76JUlSkfcLgr6IkXRBMDLGnk00adNm7Qh6YSSJpI2bjHLdZnmTc3K4O+kdcoKCMPHwoNofv5co0VtxKe3tMXFw0F6g6yjtlhseoffnFSo/Y/9sEowvwV1FZ9OtKzFz5mh/eXBk9V6ntFWrluJvWwk19LDVrkcvhCzLjBCJ44QyIIJ0QTAixp5NVFapSD91qvA1jyCSE+kgyzKRn31GxunTKKytqbbgj/xERIZg6u1dZEeKWJsqlJSxfzYJ9xlrgruKKHnLVt0dnqJTulI6G5rIx5sv5/+uVGg/8/KC9nGda4qkcUKZENPdBcFIPJhNVK2RC/z8aNMlQuLSy61tmpwcEteu43av3mRdulTktiIAfFTcL7+SvG07KJV4z5uHRb16Bn0+hyGDC8/wDGJtqlBixvzZJAiGVGSns+iUrnQuhCXx6pLTpOeo6VjLmd3vdmZCl5r0bepFE297QBvE61qvLgj6JEbSBcFIrPcPQ0ICjCebqCYzk6T164lfvITcmBgAFA4OaJKTCw8CNRrk3FxkjQZJIfoAAZK2bCXu118B8Jj+OTadnzL4c+atTY2cNq1Acr+82utiemblFxyXztpToZy5qeCqSSAvtPMt1tT0nFwNofHp3IpJ0/6LTeO/W3E6p36KTMdCZSZmJVUdl+8mM3rxKVKzc2lXw4k/X2mNlZkJ9T3tAIhJyaLzd/9yNjSRI4FxPF3XtZxbLFR2IkgXBCMRGp+O2kiyiarT0khcvYaEZctQJyQAYOLujvPYsTgMG0rKrt2PBoD3psAnLF1KTmgoXt9+g9LOrszabIzST54i8vPPAXAePx7H4cPL7LnF2tSqK39qOhIaWeLisRAWHQsuMDU9IyeX2zHp3IpNzQ/IA2PSuBOfQa6uiLwQItOxUJmJjPlVIxfFlfBkXlp8itSsXNr4ObLk1TZYmRUMkdzsLHipvS+LjwXz476bdKnjUurKLIJQHCJIFwQjkJ2rJiA8Ref9ZZVNVJ2URMJfK0hYuRJNirY9pj4+OE8Yj/3AgSjMzIDCA0D7IYPJOH2a6FlfkXbwIMFDh+Ezfx4WDRoYvN3GKPvWLe5OmgQqFXZ9euP63uQyb4NYm1r1PDg1XTsrR8rv/Ptw4yU2+N8lPCmT8CTdgbW1mZLabjbUcrOhjpstl+4msScgqtDRdJHpWKjMHp6VlD9LrIrMSqoKuSiuRqTw0uJTJGeqaFndgaVj2mJtXnh49PrTtVh1KpQLYUkcuhFLt/puZdxaoSoRQboglLOcXA1vrTpHaEKGzm0MnU00Ny6OhGXLSFy9Bk2Gth1mNWviMnECdn37FlomrLAA0NzPD4uGjQh/911Ud+4Q8sJIPKZPr3K103Pj4gib+Dqa1FQsW7TA85tvHjv9vyqMVgiGt94/TDu6U8isHBk4HZKQ/7uztRm13Gyo7WZDbVcb6rhr/+9hZ1FghCg4Lp09AVGFPp/IdCxUdnmd0vHrN3DH35/qrVvjPHxYpQ/QC3T45X2e3Pv50aZLtPFzqvAJ1G5EpfLS4lMkZahoVs2BZa+1xUZHgA7gamvOKx38WHAkiB/336RrPVcxmi4YjAjSBaEcqdQa3l59jv3XYjA3UfBKRz/+PBqEJEmo7w1bScDsIU2f6MswJySEpE2b7097HjIYMz8/VJGRxC9eQtKGDcjZ2QCY16+Py+uvY9v9OSSlssTPZdm4ETU2bST8o49IP3yEyE8+IfP8edynfYrC3LzUx1BRaDIzCXvjTe3f2rc6Pr/9+tjjrgqjFULZuJuYqTOpkQQ08bFnWt+G1HazwcnarFj7rOFizewhTfnogddo3qh6Iy+7Cn+hXlxVuSOtKh87aDulXSa/y+mdO2nZpw+mpqbl3SSD0WhkwpMymbPneiEZcrQqQy6KWzGpvPjnSRLSc2jibc9fr7XFzuLx53VCl5qsOBnKpbvJHLgWw3MNDVepRajaRJAuCOVEpdbwzprz7L0ajZmJgkUvt6ZLXVdGta3OOv8wDl6L4UZ0KnU9bBjayqfUz5O0aTORn31WYP14/J9/Ytm6NZkXLoBKBYBFs6a4vP46Nl27PnHPsNLBgWq//078ggXE/vQzSRs2kBUQgPdP8zHzKf2xGDtZrSb8gw/IunwZpb091RcswMTRscjHVIXRCqHsFDX1XKGQ6FTbhbY1nEq832Gtq9HGz4l19wI1KzMl686EcTk8hYthSTSr5vAErTZ+VbkjrSofe0VTks6UXLWGOwkZBOYliYxJIzAmldsx6WSqdJRZvUetkTlwLZr+zbyo72Fb4UaTb8emMXLRKeLScmjkZceKsW2xtyxex4uzjTmvdPTj90O3+XH/TZ5t4Fbhjl+oGESQLgjlIFetYfK6C+y6EoWZUsGC0a3oci9TqJ+LNR/1qs+4p2rQ4duD3IhK40xIYqkurHNCQrQBeiE1XjPPnAHAqm1bXN54Hav27fX6RSMpFLi88QYWTZsS8f7/yLp6leAhQ/H+bjY2Tz+tt+cxJjHfzSFt/wEkU1N8fvsVMz+/xz6mqOnJlWG0QihbNZytdWZif9Kp6XmfTXly1TKbzt1l9u7rrBrXrtJeqFbljrSqfOwVja7OlK8GNaZFdUdtEB6trdhwKzqN4Lh0ctSF1H8HTJUStuamJGbk6BxNvxmdRu/5R6nuZEXPRu70bORBy+qOKBTG/TkQHJfOyIUniU3Npr6HLSvHtsPBqnizivJM6FyTv46HEBCRwt6r0fRs5GGg1gpVmQjSBaGMqTUyU9Zf5J9LkZgqJX5/qSXd6j2afMTZxpwhLb1ZczqMP48GlSpIT9q0WXf5GMCuXz+853xX4v2WhE2nTtTYvIm7771H1sVLhE18HZc338DlrbdKNZ3eWCWsXEXC8uUAeH77DVatWhXrcWEJGWh0RFUic7ZQElcjUvji76v5vyslCY2sQSFJyDz5spmHvde9DjsuRnD8djxHA+PyOxorm6rckVaVj70iKaozZermKzofZ2GqoPa9BJG18/JTuNng62RFWGImz/5wqNBqqxLQoZYT/qFJ3EnIYNHRYBYdDcbFxpzuDd3p2cidjrVcMDMxrlKsofHaAD0mNZu67jasGtcOx2Iu+3mQo7UZYzrV4Jd/b/Hjvpt0b+Bu9J0TQsUjgnRBKENqjcwHGy6y/WIEJgqJX0e15NkGutczjX2qBmtOh7HvWjQhceklvsDODg7KL432CIVC9316Zurlhd+KFUTP/o7EVauI++13Mi9cxOuH7x87HbwiSP33X6K//hoA1/few75v32I9LiQuHf+QRN3r/ih6+rIg5IlKzuK1ZWdIy86lfU0nvhzQmI3+YZy5eps2DWsysp2v3kc8fRytGN1BW5Jo9u7rPFXbpVJeqBa1zr+yd6RV5WOvSNb7h1HUO89MKdHI254694LwvKDc28FS53u2sFwUeT/zljqkZ+dy+GYsewKiOHg9hri0bNacvsOa03ewtTDhmfpu9GzkwdN1XQtkTC+PHAdhCRmMXHiSqJQsarvZsGpce5xtSp8nZ1znGiw/HsL1qFR2B0TRp4mnHlsrlERlzZkhgnRBKCMajcxHmy6x+Xw4SoXEL6Na0uMxU6Rqu9nSrZ4r/96IZel/wcwc0Lh4z5WZScLyv0g7fET3RpKEqbd3SQ6hgJJ+KEpmZnh8Ng3L5s2J/Pxz0o8fJ3jwEHzm/Yhls2albkd5eDARn2RuTvLOnaDRYD90CM4Txj/28RqNzMpToXyz83qRa//UMgxs7qXPpguVUGqWijHLzuRffC54qTX2Vqb8r0cdduYG0qdHHYMlunqrW23WnQkjICKFfy5H0q9Z5Xu9OlqZ6lxCUNlL0JkppSp77BWFWiNz9GYsah3nSSFBz0Ye/DyqZYn3/XAuCh9HS0a0rpbf4WdtbkKfJp70aeJJTq6Gk0Hx7AmIYu/VaGJTs9l2IYJtFyIwM1HQpY4LPRp5kJ6dy5d/Xy3THAd3EzMYuegkEclZ1HS1ZvX4drjaPlkiWwcrM8Y8VYOfDgQyb/9NejXyqJSdlMauMufMEEG6IJQBjUZm6ubLbDx7F6VC4qcXWtCrcfHWMI3rXJN/b8Sy3v8uU7rXw95K98W2rNGQvG07sfPnkxtVeMmk+xvLOAwdUpLDyPckH4r2/Z7Hon497k56h5yQEEJeGo371I9xHDmyQqxpfSQR3731/ma1a+M5ffpjjyE8KZOPNl7i2K04ADrUdKZrPVdm776e//cE8i+MFx4J5vthTSvE30Yoeyq1hrdWn+daZAouNuYsfbVNkZ8R+uZkbcaELjWZu+8mP+y9Qa/GHpgqjWuK65OISs7iwLVonfdX5hJ0687cYfuFCJ33V+ZjryiuR6Xw8abLXIlI0bmNJEn4OFmV+jkezkWhi5mJgi51XelS15UvBzTmfFgSewOi2BMQRUh8BvuvxbD/Wsz9B5RRjoOIpExGLTrF3cRMarhYs2Z8e9xsLfSy77FP1WDpf8HcjE6rtJ2Uxqyy58yoPN+kglDGckJCiPlhLuFT3ifmh7nkhIQUup1GI/Pp1ius8w9DIcG8Ec3p27T406I61nKmvoctmSo1q06H6twu/cQJgocMJXLqVHKjojDx8sRrzhw8vpqlndquVBb46TlrVqnqvD74oajWyAV+frTpEiFx6Y/dh3mdOvht3IBtz56gUhH9xZdEfPAhWdevEzdvPh6r1xA3b77Ov2l5KZCIT60ukJAvJygIVUTRF7Qb/MPo9eMRjt2Kw8JUwYx+DVk1rh0Tn67Fwfe7MqFLTfo29WLi07X4flhTFBJsOneXxceCy+LwhApGlmU+33aFIzdjsTRVsuTV1lR7govx0hr7VA1cbMwJic9g7ZmwMn9+Q4lKzmLkopOEJ2XhaGWKQgKlQiqQ5mPSM3Uq9EVgYbJz1Xyy5TIfbbqMSiPTyMsu/9gfHCgc06lGpTv2iiJLpeb7PTd4/qdjXAhLwspUqXO6e3l0pigUEq18HZnapwH//q8reyZ3YUr3urjY6F7/LQO//HuLXB3J7EojKjmLUYtOcichg+pOVqwe3w53O/0E6AD2lqaM71wTgHn7b+aXzhXKRn7OjELk5cyoyMRIuiCUQqFlzRYvxnPWLBwGD8rfTpZlpm8PYM3pOygk+HFE8xL3tEqSxPjONXl/w0WWHw9h3FM1CyRjybp5k5jvvyf9yFEAFLa2uEycgOPo0fn1ua1btyZp46b7ddKHDilVgA6PSSRE8RMJKW1s8J73I4l//UX0nO9J+ftvUv7+GxQKbGWZpCtXSFq69JG/aXkqMhGfJJG0cRNu70955K6Y1Cw+2XyF/fdG5FpUd+CHYc2o6WqTv01hoxXJmdppgV/vvEZdd9tKm5hLKJ3fDt1mzWlt599PI1vQ1MehXNphbW7CO8/W5vNtAfx0IJAhLb2xMqvYlxd5AXpwXDo+jpasndCeXLWcP+33WmQKt2LS2Hc1mrefqV1pZg9EJmfyxspzXAhLQpLg/e51ebNrbe4kZOQf+534dC7eTeZoYCy5ag0mleTYK4pTQfFM3XyZoHsd4t0buvPlgMYcDYzVuX68PDtTJEminoct9TxsCYxJ459LEYUuoZBl2Hj2LrsuR9KiuiOtfB1p7edIi+qO2JiX/PMkJkUboIfEZ+DjaMmaCe3xtNf/8owxnfxYfCyY27Hp/H0pggHNS7+MUCiZu4mZaCpxzoyK/S0qlEhlTaxQ1ooqaxY5bRpWrVpi5uuLLMvM3HGVFSdDkSSYM7RZqT+8+zXzYvbu60SnZPPP5QgGtfBBFRND3M+/kLRpk7YtJiY4jhyJy5tvPJKMzczXt9DgsTSKSiSklmV2X4nimfputCpGKRZJknB65RWULi5EvP8/7Y0ajXZE4F5Suwf/puUtJzy80PMOgCyjCg9/5OZ/LkUybetlEjNUmCkVvNe9LhO61ERZjLVrr3Xy41pkChvP3uXt1efY/vZTYuRKAGDbhXDm7LkBwPR+jejeUHcCyrLwQpvq/Hk0mDsJGSz9L4S3utUu1/Y8ieiU+wG6t4Mla8a3x8dRO0MhryMtLi2b5+Ye5mpkCouPBfP607XKs8l6cTIonrdXnyMuLQc7CxPmj2yRX3nkwU7E5AwVT3//Lzej01jnH8aL7cr/s7kqSM5U8e2u66w5fQcAV1tzvujfiF6NPZAk6bHrx42Bj6Olzk5+0OZASM9Rc+xWXP6SMIUEDTztaO3rSCs/J1r7OuLl8GiwHRyXztpToZy5qcBfvsbhm/HcScjIfw97F/IYfbC1MGVCl5rM2XOD+fsD6dvEs1w6rqraNX54UiaX7ybpeilVipwZIkivIipzYoWy9riyZonr1uH2wQd8+fc1lh0PQZK0pY+GtPIp9XOamSh4paMfc/bc4K+D13nqv63EL1mKnJEBgG2PHrhNea9Ydbmf1OM+9ILj0hn2xwncbM3p1diD3o09aVvDqcigNPv6DVAqoLBpbkWMUJcldVIS2dev6by4eDgRX1JGDp9tC2DHRe0U+Iaedswd0Yz6HnbFfk5JkvhqUGNux6Zx/k4S4/7yZ8ubHbG1KLs1x4LxORUUzwcbLgHaqeavdPQr3wah/Yx6v0dd3l17gT8O3WZU2+qlKm1U3qJTshi58H6AvnZC+0KXELjYmPNpnwZ8sPESP+7TJo0ypmCoJGRZZul/IXy18xpqjUx9D1sWjG6Fr3Phx2NvZcrkZ+swY8dVftx3k/7NvIzqM6kyBiu7r0Ty+bYAYlKzARjZtjof966PvWXBv3tx14+Xl+Gtq7Hg8O1C71NIsGtyF1RqDWdCEjkbkoB/aCJ3EzMJiEghICKF5Se0S/687C1o5edEGz/tiPuV8GSmbr6MhIRGljgXr53mbG9pwurx7Qy+DOiVjn78eTSIoLh0tl2IeKLrvdKoStf4KrWGpf8F8+O+wCIT71aGnBkiSK8CKntihbKmCg/XHahpNCQsXUbgweNg6klb55oMe6WPXj4kR7by5uriFYzcvZu4LG2SGItmTXH/6COsWpY8a2tp9W3iwe+HCv+SldBOvTsRFE9MajZ/nQjlrxOhuNiY0aORB30ae9KuptMjU0O1f1MdT6jRkHP3rn4PooTST54k4qOPyY3WnUDqwUR8B69H89Gmy8SmZqNUSLzVtRZvP1OnVDVjzU2ULHipFf1/+Y9bMWm8t+4CC0e3Fllkq6jbsWlMWHGWHLWGXo08+LRPg/JuUr5+Tb1YcDiIq5Ep/HboFp/2bVjeTSqRmHsBetBjAvQ8Q1v5sPVCOP/diueTLZdZNa5dhUvwmJmj5uPNl9h2L0HcgOZefDO4yWOXK7zY3pe/ToQSFJfO74du86GRBIaVLViJSs7i821X2HtV+91T08WabwY3oV1N53JuWek8rqxbrXtLwOp72DG6vXaGRlRyFv6hCfiHJHI2NJGrkSlEJGcRcTEivxP8PhkeWJ2fmpWr83JNn2zMTZjQpRazd1/np4OBDGjuVWaj6VXpGv9saAKfbrnC9ahUANr6OdGlrgtz9900umUe+iCC9CqgyDXEUvHXEFdkD06DumoSyAvtfEvds/7YsmWyjHPIDYZxg2GBh+DUUoLq1MGqdSusWrfGslVrTN3ddD78wfJept7eOAwZTE7YXZK++463AwMBSLJ3pdGMqdj26lXmF4Vbz9//UlQqCq+dmp2r5viteHZejmTftWji0nJYfeoOq0/dwdHKlO4N3endxJNOtVwwM1Fo/6a6jkOWyfD3J+vGDSzq1Sujo9TS5OQQ++M8EpYuBcDMzw/bPn2I/+OPAvkIkGU8Z80i292LzzZeyk9WUsvVmh+GN6d5NYcnaoebnQULRrdi2IIT7L8Www/7bvBBz/J7z+rz/SQUX1xaNq8uPU1ypooW1R2Y90Jzo+qsUSgkPuxVj1eXnmH5iVDGdKpR6LRUYxSTksULi4ofoIP2+/PrQU3oOe8Ix2/Hs+HsXYZXoEDwTnwGE1b4cz0qFaVC4tM+DRjTya9Y3ymmSgVT+zRg/F/+/HksmFHtqucvCSgvlSlY0WhkVp++w+xd10nNzsVEIfFG11q81a02FqbK8m7eEynptHwPewueb+rF8021+XzSs3O5EJaEf0gi/qEJnAyKR6Wj/lxZXuO+3MGXP48GERqfwebz4WX2WVAVrvGTMnKYvfs6a05rr60crUyZ2qcBw1r5IEkSzzf1MuplHqUlgvQqoKg1xJUhscLj5Pes35sGdfFYCIuOBZe6Z92mW1fiFy0q9D5Zkvi44wTcMpN42ToJ77Ab5ISEkH3zJtk3b5K4eg0AptWqYdWqFVatW2HZqhVmftoLo0cS0kHB57K1Y6FfV/7268ju1p2xK+MA/UZUKkuPhwAwe0gTQuIzCv1QNDdR0q2+G93qu6FSa2un7rysLcWSkJ7Dev+7rPe/i62FCd0butOv2dO4a/4EKJChNu9Vq46NJXjIUJzHjMHlrTdRWOgvO6su2YGBhP/vA7JvaNf9OowYgftHH6KwsiK1S3cCFq2A6Ehw96TR+NFctXXhg3lHCU/KRJJgbKca/K9nPb1dUDWr5sB3Q5oyed0Ffv33NvU97Mql3Iu+30+GVJmmvWbmqBm33J+whEyqO1mx6OXWRnmx/nRdV9rVcOJUcALz9t/ku6HNyrtJjxWTql2DHhSbjpe9BWvGPz5Az+PrbM17z9Xlm13X+eqfa3Sr5/bE9ZfLwr83Ynh3zXlSsnJxsTHjl1EtaV/C0dnnGrjRoaYzJ4Li+W73DX4a2cJArS2eyhKs3IpJZermy5wJSQSgeTUHvh3SpERLpYzdk0zLtzY3oVNtFzrVdgHg7dXn+OdyZKEj5k96jRuaEsqWwC1EpEXgZePFoDqD8LUrPAeDtbkJrz9di692XuPng4EMauFdJgkl7yZmotGRVb6iX+PLsszmc+F8tfMaCek5AAxv7cPHvRvg9MByKmNf5lFaIkivAnwcLZGQKGw+sczj1xhXZAV61u9Ng1I/Qc+6JjubmNnf3f9docgfTZVkmbnNh3PJtQ7T+zWkS6caAOTGxZHhf5aMs2fJOOtP9vUbqMLCSA4LI3nrVgCULi5Y1KtH+vHjOqfS2w8ejPuHH5C67Raqa9EsORbMV4OalObPUiqyLPPZtiuoNTK9Gnkwok31Yj3OVKmgcx1XOtdx5csBjTgdksCuy1HsuhJFXFo2m8+Fsxl4rvlw3ju/Hs0DI9SSLPNn43687pyK5vC/xC9aRMqePXjOmI51x46GOU6NhsSVq4j5/nvknByUjo54fjUL22eeAfKC1NtI9p2Q7WRtsLr2NjLaJQDVnCz5fmgzg0xHHNjCm2uRKSw4EsQHGy9Sw8Waxt72en8eXfT9fjKkyjTtVa2RmbzuPBfCknCwMmXZmDa42BhnIChJEh/1rs/g346z8exdxneuSR132/Julk4xqdop7rfvBehrJ3SgunPJRoTHPlWD7RcjCIhIYeaOAH4ZVXbLj0pKo5H59d9bzN1/E1nWBoC/v9SyVFmvJUni074N6PfLMbZfjGBMJz9aVHd8/AMNpKINSDzciTiouTe7rkTx67+3yFFrsDJT8kHPerzcwa9YiUarqmpOViik+99FD3qS5GFbArcw48QMJCRktN/1SwOWMrPjTAbWHljoY15q78uCI0GEJWSy6exdXmhbvOuk0tK+rjN0rhaEinuNfysmlWlbr3AyKAGAuu42zBrYhLY1nMq5ZWXHKOpm/Prrr/j5+WFhYUG7du04ffq0zm27du2KJEmP/Ovbt28ZtrhiGd66Ghodb2FZhoT0HJ29cBVdUTUUZeDbXdfxD0kgOC6d5EyVzi940H4YRn0+ncyLF8m1tuWTThPYVLsrR72bsbF2V8Y++xH7fdswrW8DxtwL0AFMXFyw69UTj08/oebmzdQ9fYpqixbiPHEilq1bIZmaoo6LI/2//3SvdVcoMHF2RungwLjO2n1vPHs3v2exLGy9EM7p4AQsTBV81q90a01NlAo61nLhy4GNOfXJs6yf2IFXO/phbaZkv28bxj33ERsf+JuOe+4jttbpwi9Pj8Ph+x8xcXdHdecOd14bq10jnpio12NUxcQQNmEi0V9/jZyTg/XTXai5fVt+gF5ojXhZzn939W/mye53uxh0veCHverTtZ4rWSoNE/7yJ/ZeIqGysN4/7F6H36OMqSZpoefp3s+PNl0i5F7pooriq3+usScgGjOlgoWjWxco3WeMWlZ3pGcjdzQy+RnojdGDAbqnvQVrJrQvcYAO2s+12UOaolRI/H0pkgPXishdUY5SslRMXHmWH/ZpA/RR7aqzbuKTlaVq7G3PkJbaJFmz/rlW5HeooXnaWxRa2guML9Pzev8wnv3hEAuPBPHPpQgWHL5Nj3lH+HH/TXLUGp6p78a+KU8zplMNEaA/xvDW1YrsnClN8rDQlFBmnJiBRtagltUFfk4/Pp07KXcKfZylmZI3umorPfx88BY5ufqr+f6wvApC5+8k6dxGI0MDD+PtJC1MlkrN93tu0Hv+UU4Gaa85P+pVn78nda5SAToYwUj6unXrmDJlCn/88Qft2rVj3rx59OzZkxs3buDm9ui63c2bN5OTcz8wiY+Pp1mzZgwbNqwsm12h1HCxpom3HZfupiChnUmtnaqqDS7WnQkjKSOHeSNaYGlmfNMnn0TRNRRhd0AUuwOi8m8zVUo4WZvhbG2Os41Zgf/XP7wNr23bkBUKpjcfyXnXupx3rVtgnxLwXIOiSyEpbWyw6dwZm86dAe3ofNbly0R98SXZN2/qfFxeea92NZxo4m3P5fBkVp0MZdKzdYrzp3giKVkqvvrnOgCTnqmjl1ImSoVE2xpOtK3hRFxaNv9cjiTSxoVljfoU3FCGHZci2QHUfOZ/jLu5l+bn9pO8bRsphw/jMfVj7Pv319kZU9wpzyn79hH12eeok5KQzM1x+/ADHEeNQpIkUrJU3E3I5KcDgTp7rBUSeDtaYV2Keq4loVRIzH+hBYN+/Y+guHTeWHmW1ePblyopXUnIssypoPhCRyvy7jeWkaqipr3KMszefZ3p/Rrhbmdu9Im+lv4XzJL/ggH4fnizCnOR8kHPeuy7Gs3eq9Gcu5NIy3IcYS1MbGo2oxadyg/Q105orzObeXE09rZn3FM1WHAkiGlbr9CupnOpajsbSmB0KhNXnCUoLh0zpYIvBzYq9myox/lfj3r8cymSs6GJ7LwcRd+mnnrZb0nFFdFhaUyZngtdO/+Az59vWOzcAMKjyeg0Gg0KSUKGUicP2xK4RXeHNBKbAzczudXkQu9/sV11Fhy+TXhSJhvOGqZEoVoj8+mWy6w9o+0YH9TCm20Xwu/PHAPylul/sPESVmYmPFfOZTqL49CNGD7fFsCdBG3lomfquzGzfyODZ+c3VuX+DTJ37lzGjx/PmDFjAPjjjz/4559/WLJkCR9//PEj2zs5FbxAWbt2LVZWViJIL0Jieg7XI9MAbTbarFxN/hrii3eT+GDDJfYERDNi4Qn+fLk1bnaGX+9bFkLi0rlSRA1FAHc7c8xNlCSk55CWnYtKLROdkk10SsEv+zZR1+h6cgkAfzTqz7mHgvM8CkXJ170pzM2xat0am6efJvv27fz64AU8UN5LkiTGda7Bu2svsPxEKBOerom5iWE7V37cd5O4tGxquljnj+TrU5HT1QBbCxNSsnIJypT4pFpP6lvX550LG6iRFEXkRx/z328ruPXiW/g1rUsjL3tquFijVEjFmvKsSU8n/KuvSdu8GYD06jU58cK7XJWdCfvlGGEJmSRnqop1HGUVpNpbmrLoldYM/OU//EMTmb79Cl8PamKwi7rA6FQ+3xbAuSJ67CWMZ6SqyDV6wK4r2uUWLjbmNPWxp7G3PU3u/Xtc4F6W69z3BkTxxd9XAfiwVz36l0MOgtKq7WbL0FY+rPe/y+xd11k7ob3RBB2xqdmMXHSSWzFpegnQ80x+ri67rkRxJyGDObuvM3NAYz20tuQefo2625rz3Z4bZOSo8bS34I+XWtHsCZNZPsjD3oKJT9dk3v5Avt19jecauhn8O+lh/1yKZPN5bUe2JIFCktBo7s9ymt6vkVEtxdHViaiUIDYt22jeKxVFXjK6NadCOXP1Nm0a1mRkO99Sn/OItAhkXTNQkYlIezir/H0Wpkre7FqLGTuu8svBWwxt5aPX94NKreH99RfZfjEChQTfDW3G0FY+vPtsnQLJ0wY292LOnpvsvxbNxJVn+XZwE6NY6lVY4lkrMyVf7LjKP5cjAe2smOn9GtGzkXuVfi+Ua5Cek5PD2bNnmTp1av5tCoWC5557jhMnThRrH4sXL+aFF17A2rrwN2J2djbZ2fcDrpQUbekqlUqFSlW8C+/iyNuXPvepL1vPh5Gj1lDfw5avBxacpuxt74abTSveXH2BS3eTGfDrfyx8qQX1K9j0mAelZuXy2+Eglp8I1ZnxE7Qjn6tea4PvvemN2So1CRkqEtJziE/Pyf+pCgqiy67VKJA51bAz++p1AR1TmGRZ5k58eqleB9YD+hO/eHHhd8oy1gMH5O+3e30X3O3MiU7JZsvZMIa0fEzG+SdwLTKV5feSxX3Wtz4KWYNKpd8pXIObe+isnSpJsPn19jhZm3ItKpWrkalcjfTi57r1aXbiH0Ze20vN0AC8Zr/Lqvo9mFKrC+YWZvg5W3E1Ulum4+FMvx9uvMTOSxHYBN9gyK5FuKfFoUFiU52n+atBL3JvqoCoAu1wtDLFRCERl5ZT6Fe3BHjZmZfZZ0B1B3PmDm/ChJXnWXM6jLpu1rzUTr/r39Kzc/n1UBBLj4eSq5ExVUrkqgu/dNHIMkOaexrFZ2BmtkrnjAcJ7blMzsolLi2bg9djOHg9Jv9+VxszGnnZ0Tjvn7cd7vc6LjeeC+fTrQEF1iguOHybrwc20vt78NLdZN5Zex5ZhhGtfRjXsXqJ/7bl/b30dteabL0QwangBA5cjeTpuq7l0o4HxaVlM3qJP7di03G3M2fFmNZ42Znp5W9kIsEX/Rvw6rKz/HUylL6N3WlR3eGxj9PneXr4NSrL97PRtK/hyLzhTXG20f/n1JgO1Vhz6g5hCZksORrEuKf89Lr/ogTFpvPhxosATOxcg2GtvNlwNpw7CRmcCEogKVOFf0g8o9o82XtUX+fpTny67unZ9+43hs/Risbb3ox3u/mxLzeQ7t38MDU1LfXf0cPKo8iRdA8rjyL3PbSFJ78fvk1kcharT4bo7bs5O1fD5HUX2X89FhOFxNxhTejd2B2VSoW3vRlTnq1VYPufRzThk21KtpyP4IONl4hLzSrT9+bD7n8+cS/xbDALjwZjaiKRkyujVEi80r46k56phY25Cbm5ueXWVkMpyWtSkstxAVFERATe3t4cP36cDh065N/+4YcfcvjwYU6dOlXk40+fPk27du04deoUbdu2LXSbGTNmMHPmzEduX716NVZWVWP6xPeXlISlSwzyU9PVs/DTHZcFC64picmSMFfKvFpHQ0PHirVOXSPDqRiJv8MUpKm0H6717TXUspPZGabIT52X93NkLQ3t3Io+RkVGBtV/+RWz+HgyatTg7rix7Ag342CEhKaQD3AFMs94yfTzLV0Qa+fvj/vGTY+U94oeOoSU1q0LbHsgXGL7HSWeVjIfNVXrrGD2JDQy/BSgJDhVormzhjF1Dbe+6lSMxJrbJTtPKg0khcVRY8cWvMK0QX6QvSfzmw/jpqPuL0WFRs0LNw8w6sZ+lLKGGEsHfmrzApE+tXA2l3GyACdzGWdz8n+3UEJMJnx9QXnvordgHnoJ+LS5GtcyHkzOex0okHmzoYY69k/+vpVluJggsSVEQVKO9jgbO2oY7KfhVkrB8wR5Rw99qqnp6VO+nxv+sRIrbimgwCspz/3zZG8GERlwJ00iLF37LzqDQt/XdqYyrhYyt1Olh/ZXcJ/6OvfxWTD3ipI0lUQDBw3j62tQVtDBhG0hCg5GKvC2kvlfUzXlubw2VQW/BCiJypSwN5OZ1NAw79dVtxScjlXgYSnzQVM1Bl6Jku/+51Nhf2SZqc3VeBjw8+lUjMTq20oslTLTWqixMTXcc+XJUcPcy0oiMyVq28m82VBd4L0Smgo/XtH+TV6rq6aZc/lf1+wIVbA/orDPkie/hhD0I04dx/zU+YWOpktITLadjLOy6Nwzx6IkNgQrsTeV+aylGtMn/BzIUcPiGwquJyswkWReq6ehUTGu0zUybA9V8G+ktgHPemnoV11jkGvGohT9+QReVjIv1lbjYxwTXgwmIyODUaNGkZycjJ1d0RUbyn26+5NYvHgxTZo00RmgA0ydOpUpU6bk/56SkkK1atXo0aPHY/84JaFSqdi3bx/du3fH1LQMvpmK6UZUKmEnTmCikPjohWdxfqBkwcMGZKp4a80FTgUnsuiGks/61tf7yJyhnApO4KudN7gWpR05reFsxdTe9eha1wVJkngvPoO1Z+5w7noILev78UKb6vkj6LrIKhURb7xJZnw8Jt5eNFq2lKZOTjSMT+fg/P8KS5YPksTHwzs/dt869elDzquvkrJ5C7kR4Zh4eWM3eBB1qj96Hjplqtj//REiM9TY12vHU7X1n6xs8/lwgk8GYGWm5KcxXfC0N9xSiD7Aa6U4TwDy66NJ3b6duDnfUzM5knlHf+F4k27M9emGQ3YqPULP4J6RQLSVE+dda/Py9T00TAgFIPfpZ6k37VPWuDsXa1qVbY1wPtkaUGDtl4xkkNHU4ugty7DxCtsvRbIqxIJNr7ej2hPUKw6JT+eLv69z9FY8AD4OFkzrW59n69/PEfLweVJIChYeC2FnmJKG9eswsYv+l0QUx5bzEaw6eQWAVr4OnL+TVKLzlJmj5npUKlciUrT/wlO4FZtGikoiRaXrtSGBBP4qb97vWhsfB0tMSlh2JyQ+nY1nI7iblImrjRkHQmJJU2XSwMOW1ePalHptszF8L3XIyOGZuccIz8hF49OC55uVz3rl+LRsRi/1JyozHXdbc1aObY2fHqa4F6ZDRg69fvqPqHQVodb1mNStVpHb6+s8fb83EIUUUuiyIaUkkWBbh9d6GC6HSS+NzIU/TnI1MpXryhp83qeBwZ4LtDPXPtoSQGRmBC42Zix/vQNuhZS/y3AK5I8jwWwLt2Ti4I4FSjeVhL7OU8SxEPZH6Mg/86TXEFWcPj/z0i+ls+jKo+V2p7efTv+a/R/7+GdzNRybd4zI5CySnBvxSofSr01PzcplwspzXE9OwspMyR8vNqdDCRLUPg8sPBrMnL2BHIhQ4ORZjS/6NSjxd9WTKOrzSZLg+ZY1mNCz8KWklUnejO7iKNcg3cXFBaVSSXR0wUyo0dHReHh4FPnY9PR01q5dyxdffFHkdubm5pibP/qhbWpqapCLFkPtt7S2XdJO2X2mvhseDkVfkLiYmrJibHs+2XKZjWfvMvPv69xJzGJa34ZGm100LCGDr3deY9cV7XHaWZjw7nN1Gd3et0Airdoe9nzUqz47NUH06VW/WOco6tvZZJ46hWRlRbXffsPCXZt0o46HQ4EkJXlrnWVZZvaQptT2eLKSWKa1amH9wf8eu52LqSnDW1dj2fEQlp24Q7cGRb9nSio5U8V3ewIBeOfZOlR3MfwSiNKcpzzOQ4di/8wzRH/7LSnbd9Dp4gGaXD2OjSoL+d6MBAkYHngQCVBZWOH75Qzs+/UrURtfaOdH+1quBdZ+PVgjvjx8N6wZIQkZXLqbzJurL7LpjY4lTmCXmaPmt0O3WHA4iBy1BjOlgolP1+TNrrUfSShZ2HmytzZnzp4bfL8vEHNTE8Z3qanPQ3ys9WfC+GjLFWQZRratzlcDG3MnIaNE58nU1JS2tSxoW+v+tOzMHDVXI1OYvv0KV8IL/3LVJqGMZndANKZKCT9na2q6WlPL1YaarjbUcrWmpqsN9paPvp4fzpuQt5Te3tKEpWPa4mjz5B1j5fm95GZvyhtdazFnzw3mH7xNv+Y+Bk9yCAXXZTtbm3HoRgwh8Rm425mzdkIHg+URAO0xz+jfmHfWnOePw8H0b+5NbbfHf34+6XmKSM7SnSgViEjJNvjrYNrzDRm16BSrz9zllU41qe1muEoE687cYct57brcn0e2xNup8Od6r0c9Dt6I5WZ0GrN23eTnJ6zn/iTnKTA6lZ8Oamd9SWjz2Oj7GkLQz2deSGoIALUdauNm5cbxiOOYKczoXbN3sfZtaqpNtPvJlsssOBrCSx1qYGFa8rXpSRk5jPnrHBfDkrA1N2HZa21o5VvyBKJvPVMXV1tLPt58iQ1nw0nOzOWnkS1K1abSCInP0Pn5JAGRqTlGFT8ZSkmOsVyDdDMzM1q1asWBAwcYOHAgABqNhgMHDvD2228X+dgNGzaQnZ3NSy+9VAYtrZhUag1b7iVSKW6yCDMTBXOGNqWGizVz9txg6X8hhCVkMP+FFgbPWl0Sadm5/PrvLRYfDSZHrUEhacvJTOler9S95A9KXLeexFWrAPD+bjYW9eoVuD8vSUl5B2qvdarB8hMhHL4Zy83oVOrqsR7x3L03iE/PobabDa91Kp+R0ZIycXLC+7vvsO8/gLCpn2IXe68D8KEvBhmwnvMj9t27lOp5/FysS5Qc0NAsTJUsGN2Kfj//x/WoVKasv8DvL7ZCUczOtf1Xo5mxIyA/8V2Xuq7M7N+oRIHMW91qk6uW+XH/Tb7aeQ0TpVSgFKEhrT51h0+2XAZgdHtfZvZvhEIh6eU8WZopaeXrSOc6rlyLTEVdSEI6CXCyNiM9J5cslYbAmDQCY9KAgh3QLjbm+QF7LVdrrM1N+HTL5UKzPKdk5ZKlKiSJZAU0ppMfy46HcCchgzWn7/BKRz+DPp+ujg9bCxPWjG9v0AA9T7+mnmw9H87B6zF8vOky6yd2KPb7sTQyc9TciE7VnYuhjEqQdazlwnMN3Nl/LZpvdl5j8attDPI8ARHJfL4tAID3e9SjQy3do4rmJkq+H9aMQb8dZ8fFCPo09qB3k7Kf0ZGencsbq86RqVLTqbYzXwxozMazd42ms1e4Lzg5mP2h+wGY02UOtRxq0W9rP0JTQjkUdog+NfsUvYN7hrby4bdDt7ibmMnKk6GM61yyzuvY1GxGLz7F9ahUHK1MWTG2HY29S9+JM7xNNeytTJm05jx7r0bz6tLTLHq5NbYWhguOkzNV/Hk0iIPXY8r986miKfc66VOmTGHRokUsX76ca9eu8cYbb5Cenp6f7f3ll18ukFguz+LFixk4cCDOzoarR1zRHb4RS1xaDs7WZnStV/yEPZIk8Va32vwyqgVmJgr2X4th2B8niEwu//JKGo3Mev8wun1/iN8P3SZHreGp2i7sercLswY20UuAnn76NFFffgmA6+R3sX3uuUK3ywsAfh7Zgo961S+XL9fqzlb0bKgdQV98NFhv+70SnsyKk9rp4F/0b1QmI1/6ZPNUJ5ye76MdQS+MQoHtJf+ybZSBedpbsmB0K8yUCvYERDP/QOBjHxOWkMG45WcY95c/dxMz8bS34PcXW7J8TJtSBTLvPleHSc/UBmDmjqv5ryFD+utESH6APqaTH18MaGSQYKioWrySBJve6MjVmb049lE3/nqtLdP7NWR0e1861nLG3U47mysuLZtTwQmsOX2HWf9cY+rmyzrrOiuMqO78k7IyM+Hde6Uifz4YSHq24ZIBPVjeSq2RC/x907NzUZTRQkxJkvhyYGOszZT4hyay+nThdZX1ITgunUG//cfN6DSd25RlCbKpfepjopA4cD2G/27F6X3/KVkq3lx1juxcbT3xN54uejkBQFMfh/ztpm29Qnya7nJthiDLMlM3X+ZWTBrudubMf6EFtVxtyv0aQijcsoBlyMh0rdaV2o61kSSJnn49AdgVsqvY+zEzUeR/J/5x+DYZOcX/7ItMzmTEwhNcj0rF1VY7A+hJAvQ8PRt5sHxMW2zMTTgZlMALC08SW0T5wtJKy87ll4OBdJ59kJ8P3kKl68sO4yqRaEzK/cp7xIgRfP/993z++ec0b96cCxcusHv3btzvTS2+c+cOkZGRBR5z48YNjh07xtixY8ujyRXGxrN3ARjYwhvTUqw7eb6pF2sntMfZ2oyrkSkM/PU/roQn67uZjwiOS2f27utMWnOe2buvExyXDsCZkAT6/3qMDzdeIjY1Gz9nKxa93JoVY9tST0/Z6HPu3iX8nXchNxe7Pn1wnjhRL/s1pLySaFsuhOvlg1ajkfls2xU0MvRr5kXH2i5PvM/ykBsdrXONucT9uvOVSStfR2YN0pZ9mn8gkN1XIgvdLjtXzc8HAnlu7mH2X4vBRCEx8ema7J/yNL2beD5RyZMp3esy8WntaMFnW6+wxoDByZJjwfmjaRO61OTz5xsarFxLXi1ehaStVf/gz7xavAqFhI+jFV3qujKmUw2+HNiY1ePbc+qT57gysyfb3+7EvBHNmfRMbfo28cTWQvfsJGOqO68PI9pUw8/Ziri0HBYf01+H4sPyy1sVQirjjg9vB0s+6KmdhfXtrutEJWfp/Tn2BETR/+djXI9KxcXGnNefrlnka7Qs1HK14aX22vW3s/65Vujsk9KSZZkPN1wiND4DbwdL5g5vVuxOuUnP1qaeuy3x6Tl8vj1Ab20qjpWn7rD9YgRKhcQvo1riYvPoMkzBOESnR7P99nYAxja+H2f08usFwH/h/5GSU/x1xYNb+lDdSfvZt+JE8Tqu78RnMOyPEwTFpuNlb8H6iR30dp0L0KGWc/71fUBECsP+OE7YvdrkTypLpWbRkSC6fPcv3++9SUpWLnXdbfjjpVbMGXr/O1RCRilR5p9PFYlRzF9+++23dU5vP3To0CO31atXT+eIhqCVkJ7DgevaqZZDW/mUej8tqzuy9a1OvLbsDIExaQxfcIKfXmjBcw3d9dXUAnTVtW7sbc+lu9oOAltzE955tg6vdPTT6wivOi2du2+8iTopCYtGjfD8alaFqM/YyteR5tUcuBCWxMqTobzX/ckSb2w8e5fzd5KwNlPyqYET/xiSqbc3OtOXPlB3vrIZ3roa1yJTWPpfCJPXXaD/9RgyVZr8mt53EjKYvu0KIfHaL+T2NZ34ckBj6uhpqYQkSXzcqz65apnFx4L5ZMtlTBSS3uuzLjxym693Xgfgza61+KBnPYO/X59kmYuNuQlNfRxo6uOQf9vs3ddZeCSo8Cn0lWz6n6lSwfs96jFpzXkWHgnixXbVcTZAoHItMkVnUFgeHR+jO/ix9UIEF8KS+GzbFRaObqWX12muWsOcvTdYcDgIgDZ+jvwyqiXudha80KZ6uS/FevfZOmw+d5drkSlsOnuX4W308/5ffCyY3QFRmColfnuxJQ5WxZ89Z26i5IfhzRjw63/8cymSPo0j6dvU8NPeL91N4ssdVwH4uFd92viVfD2xUHZWXF1BriaXVu6taO7WPP/2Oo51qO1Qm1tJtzh45yADaw8s1v5MlQreebYO/9twkQVHgnipvW+Ry0dvxaTx0p+niErJws/ZipXj2uHzBMlgdWnsbc/GNzoyevEpQuIzGPL7cf4a25b6HqVLqp2dq2b9mTB+PniLmHsDRjVcrJn8XB2eb+qVn9tKn/XsK7tyH0kXDGPbhXBUapnG3nY08HyyLPbVnKzY+EZHOtdxISNHzfgV/iw+Fqz3jpLCpinm/bx0NxkJbUKofz/oyvguNfUaoMsaDREffkh2YCBKVxd8fvsVhWXFuECWJCl/NH3lydAnWsealJHDt7u1gc973eviYcBs7obmMGTwI+t888kyDkOHlG2DytCnfRpQ282aLJWG9f53+edSBAsP36bb94d4ZclpQuIzcLU1Z/4LzVkzvr3eAvQ8kiQxrW8DXu3ohyzDh5susfW8/mYu/PrvrfwA/Z1napdJgJ5Hn8tcippCXxmn//Vt4kljb7t7OUVu63XfQbFpvLv2PIduxOrcpjw6PpQKidlDmmKikNh3NZrd95KcPomY1Cxe/PNUfoA+9qkarB7fHnc77ee1MSzFcrQ24517Sxzm7L2hlyUOZ0MT+HaX9n3/2fMNaVbNocT7aOxtz1tdtdPeP9t2hTgDT3tPysjhjZXnyFFr6NHQPf+7WjBOydnJbLi5ASg4ip4nb8r77pDdJdrvwOZe1HCxJiE9h+UnQnRudy0yhRELThCVkkUdNxvWT+xgkAA9Tw0Xaza90ZF67rbEpGYz/I8TnA1NKNE+ctUa1p8J45nvD/PZtgBiUrPxdrDku6FN2fdeFwY09y6QfNrPxZr/9ajDK3U1/K9HHRGgF0EE6ZVU3lT3oS1LP4r+IHtLU5a82oaRbasjy/Dl31f5fFsAt6JTC52aXlJZKjULjxR90Ta0lQ/fDG5ikGlisfPmk3bwIJKZGdV++QVTd8PMFDCUXo088HawJD49Jz9ZYGnM2XODhPQc6rrbGDy5k6GZ+fnhOWsWKBSgVBb46TlrFma+pS+HYuzCEjMJir3/XtTIoH4gFhza0oeD7z/NgObeBgtuJUlier+GvNhO+5kxZf0FdlyMeOL9zt8fyJw9NwB477m6TOlRdgG6vhVnCn1lolBI+Yn8Vp4M5W7ik0+vDEvI4H8bLvLc3MNsu1D066u8Oj7qedjy5r3A8PPtASRnqEq9rzMhCTz/0zFOBSdgbabk11Et+ez5hqVa0mZoozv4Ut3JitjUbBYcCXqifcWnZfPWqvPkamT6NfNidPvSf36//Uwd6nvYkpCew2dbrxhsZqZGI/P++ouEJ2Xi62zFnGHNKuxnVVWx5voaMnIzqOtYl6e8n3rk/rwp76ciTpGYlVjs/ZooFbzzrHZt+sIjQaRmPfoZcCEsiRcWniQ+PYdGXnasm9gBNzvDD5S422mn07fydSQlK5cX/zzFv9djHvs4tUZm24Vwuv94hA83XSI8KRN3O3O+HNiYf//XleGtq5VpibfKyCimuwv6dTUihYCIFEyVEgOa629Kr6lSwdeDGlPDxYpvdl1nxclQVpwMRSlJyNyfmj57SNMCU1tVag1RyVlEJmcRkZRJRHImkUlZRCZnEnHvZ+JjLloUEmTlavR2LA9K3vE38QsXAuA560ssmzUzyPMYkolSwZhOfsz65xqLjwUzonW1EifPunQ3KT+50RcDGhvlRV9JOQwehFWrliRt3IQqPBxTb28chg6p1AE6PLAut5CLT4UErnbmBs3mmkeSJL4c0Jhctcw6/zAmr7uAiUIqVWZlWZb5cd9Nfjp4C4APetbjrW619d3kMmcslSLKylO1XehYy5njt+P5cV8gPwwv3edtRFImPx+8xQb/MHLvTW9/tr4b73Wvy7XIFJ0lMsvr7/pmt9r8fTmSoNh0vt19jW8GNy3R42VZu3zkm13XUWtk6rjZ8PtLrQxa4uxJmZsomdq7Pm+sOsfCI7cZ2bYanvYln8mg1shMXneBqJQsarpa883gJk8U7JqZKPh+WDMG/vofu65E8felSPo18yr1/nRZcCSIA9djMDNR8NuLLQstwSgYjwxVBquuaav6jG08ttDXmJ+9Hw2cGnAt4Rr77+xnWN1hxd5//2be/HzwFkGx6Sw/HsLbz9TJv+9UUDyvLTtDeo6altUdWDqmbZm+XuytTFk5th1vrDrLoRuxjP/Ln++HNaNZNYf8UpZ5S+b8nK3YExDF3H0385NVOlmb8WbXWrzU3rfMSrpVBSJIr4TyRtGfa+COox6ynT9IkiQmdKmFuYmS6fcSr6jzAoF7Pz/ceIkdFyNIzsolMimT2LRsnbOOH2SqkHRmfzTUNMXMy5eJnDYNAOdxY7Hv31/vz1FWRrSpxrz9gdyKSeNwYCzd6rkV+7EajXxvREE7Lat9zcpTNcHM1xe396eUdzPK1N3EzCJHh8pyXa5CIfHN4CaoNBo2nwtn0prz/K5U0L0EeS1kWea7PTf4/ZB2ts0nfeozocvjMzpXFMZW0s+QJEk7mj7g1//YfP4uE7rULFFCpOiULH799xZrT4eRo9Z23Hau48KU7nVpUd0R0E5pNraODwtTJd8ObsrwBSdYczqMAc29i/05m5ql4qNNl9h5WTtVvn8zL74Z3MSoyqLq0quxB238HDkTksicPTeYO7x5iffx88FAjgbGYWmq5I+XWmGjh+Nu7G3PW91qM/9AIJ9vu0L7ms642upvlt6J2/HM2aOdmv9F/0Y08hK1z43dlltbSMpOwtvGmx5+PXRu19OvJ9cSrrEneE+JgnSlQuLdZ+vw7toL/H7oNokZKmJSs9HIMvuuRpGTK9OxljOLXm5dLu9tSzMli15uzQcbLrL1QgST111AQvsdntfZ+cfh23jZWxCepE2CaWdhwsSna/FqR78K8XlU0Yi/aCWTk6th6wXtdOcnSRj3OFEpWSgkCi0fJANHAguWXTEzUeBpb4GnvQVe9pZ4OljgaW+Jt8P9/8enZfPc3MOF79MA0xRV0THcffMt5OxsbJ5+Gtf33tPr/suarYUpL7Spxp/Hgll8NLhEQfo6/zAu3k3G1tyET/pW3GRxgpaPo6XOkfTyWJerUEjMGdrs3vS4CN5cdZaFo1vTrf7jX6OyLPP1zmssuldi8LPnGzL2KbGusyJrVs2BPk082Hk5ijl7rvPnK4+vpR2Xls3vh26z8mQo2fdmVbWv6cT7PeoVmojLGDs+2tZwYlS76qw+dYepmy+z693Ojx11uhmdyusrzxIUm46pUmJa34a83MG3wkyb1uanaKjtlDkXzpiONWjiU/yA9cjN2Pxykl8NakxdPebPeKtbbfZejeZaZArTtl7mj5f0k9QvJjWLSWvOo5FhSEsfRugpaZ5gOCqNiuUBywEY02gMJgrd4VGvGr2Yd24eZ6LPEJcZh4tl8SvgPN/Ui6/+uUZMajZL/gsGmfza4Q08bFnyaptyHYk2VSqYO7w5CoXE5nPhyHA/Eee964nwpCwsTRWM71yTsZ1rihkiBiSC9Erm0I0YEtJzcLEx5+m6xa+NXlJFjcRJQCMvOyY9Wyc/IHe2Nnvsl5+9pSmzhzQtk2mKmqws7r79NrmxsZjVroXXD98jKSv+FJ1XO/mx5L9gjt2K42pECg29Hp80MCE9h9kPJItzs624yeIEreGtq7HgcOE5HsprXa5SIfHDsGbkamT+uRTJxJVn+fPl1nQp4nNKlmW++PsqS/8LAeCLAY14uYNf2TRYMKj3e9RjT0A0+6/FcCYkQWfG68T0HBYcCWL58RAy7yXFbO3ryJQedelYq+KVh/y4d332X40mOC6dnw8G8kFP3R0J2y6E8/Gmy2Sq1HjYWfDriy1p5etYhq3Vj2bVHBjY3IutFyKY9c9V1k5oX6xgODI5k8nrLiDL2qSxg/WUYyePmYmCH4Y1o/8vx9gTEM32ixFPvEQwV63hnTXniUvLpp67LbMGNq4wHSpV2e7g3USmR+Jk4cSA2gOK3NbbxpumLk25FHeJvSF7GdVgVLGf505CRn6p3If70G9EpxKVnFXuS50UCgl3W3N09PMjAS+0qc6UHvXKvG1VTcVfdCoUsOHeVPfBLb0NmrAhf6SuEAqFROe6rvRs5EETH3tcbMyL/SU1rHU1Dr7flQldatK3qRcTutTk4Ptd9Vq+SZZlIqd9Rtblyyjt7an2228obYx3XV9J+Dha5a/3LW4t4jl7rpOUoaK+hy0vd6jca7WrCmNNSGaiVDBvRHN6NnInJ1fD+L/8+e9WXKHbajQy07cH5AfoXw9qIgL0SqSWqw3DW2uDrpnbA5i961qBBKTJmSrm7r1B5+/+5Y/Dt8lUqWnmY8/y19qy4fUOFTJAB7CzMOXLgY0BWHA4iGuRj9ZbzsnVMH3bFd5de4FMlZpOtZ35552nKmSAnueDXvUxN1FwKjiBvVejH7u9Sq3h7dXnSbiXRGt6v4YGaVdDLzsm3VsbPH17ADGpT1bLfu6+m5wM0ib1++2llliaVfzO/8pOI2tYcmUJAKMbjsbC5PEDFb1qaBPI7QnZU6LnWu8fpjNfkCRJrPMPK9H+DOVuUha6rtolCeLSc8q0PVWVGEmvROLSsvMzMg7Rc4/zwww5UmeIaYo5ISHEb9iIh78/4Rs2kuXvDyYmeM+fj1n16np9rvI2vnNN/rkUyfaL4XzUq16R2UHP30lk7Rntl8KXAxuLTJyViLEmJDNVKvh5ZEveXHWW/ddiGLv8DMvGtC2wPlejkfl06xXWnL6DJMHswU31Vme5qghNCWXTjU34p/tz+8JthtQbgq+dcXXCvftsXTb43+VKRApX7wWrEhJ/HLqNuYkiP1loQ087pnSvy7MN3CrFqGTPRh70auTB7oAo3lt7ns51XDh7U8FVk0CeaeDON7uucyEsCYC3u9Xmve51C5Qwqoi8HSwZ17kGv/57m292XqNbPbciy6jO3nWds6GJ2FqY8PuLrQw6BfjNbrXYezWKgIgUPt1S+lr2B65F89u9vBmzhzallmvl6Pyv7I7cPcKtpFtYm1ozvN7wYj2mh28P5pyZw7mYc0SlR+Fh7VGsxxWVL0aW5TLNF1MUY1syV1WJIL0S2XYhglyNTFMf+xIl4imNvJE6Y8ugW5ikTZuJ/OwzkCRsNRqy7n3o2PXtg3X7duXcOv1rXs2B1r6O+Icm8teJUP7Xs/ApSWqNzOfbApDvrZvTNd1UqLiMcV0uaKeZ/vpiSyau0GaSfW3ZGWYPbsLVqFTCEjK4FZPG9ahUJAnmDG1m0PwaldGWwC3MODEDCQmNrOHqtassv7acmR1nMrD2wPJuXr5MlTp/veP9XCTa/2TlavBztuKjXvXp2cijxNUqjN3MAY04dCOG69Fp3IhJA1niwrFgFtzLvWBnYcKPI5rzbIOKVQ60KG90rc26M2GExGew8mQor+nILbH7SiR/3psJ9sOwZlR3NlydaNB2HH5/b9r7vqvRbLsQwcAWJZv2HpaQwZT1FwF4taMfzzfVf7Z4Qf9kWebPy38CMKLeCOzMHr9EEMDd2p2W7i05G32WPSF7eKXRK8V6nCGD39CUULYEbiEiLQIvGy8G1RlU6o5ZY1wyVxWJYbNKQpZlNtybJjOsjC5oy2Jq+pPKCQnRBugaDajVSA98MKbs+Juc0NBybJ3hjOusvfhZeSqUjJzcQrdZffoOl8OTsbUw4ePexhfICZWbuYk2U3PnOi5k5KiZtPYCCw7f5u9LkVyPSgVgZJtqIkAvodCUUGacmIFG1qCW1cjIqGU1GlnD9OPTuZNyp7ybmG+9fxgKXcumJG1m8N5NPCtdgA6QkaPOT4AnyyAjFUia+sdLrSpVgA5gY27C+/fWsc4/EEhSxqNTZkPi0vlgwyUAJnSpSY9GxRuhfFINPO1458Fp7ynFn/aenavmrdXnSM5U0byaA5/0EclXK4pzMee4GHsRM4UZLzV4qUSPzauZvjt4d7EfM7x1tSJH0ksb/G4J3EL/rf1ZFrCMPaF7WBawjP5b+7P11tZS7c9Yl8xVNSJIryQCIlK4HpWKmVJhkHqfuuSN1P08sgUf9apvdG/cpE2btQtoCiNJJG3cVLYNKiPdG3pQ3cmKpAwVm86FP3J/fFo2c+4li/tfj3p6LT0jCMVlYaoscEH7cGWHtWfCCIlLL+NWVWxbArcg6VpNKMOGmxvKtkFFuJuYiUzhF6xAfpmfyqiotalKSeKojlwNFd3w1tWo525LcqaKnw7cKnBflkrNG6vOkZqdSxs/Rz7QMQvMUF7vWosm3vYkZ6r4ZMvlIstYPmjW39e4dDcZBytTfn2xZZHT+AXjsvjyYgAG1B6Aq1XJki0/5/scCknBlfgrhKUWby25IYLfhztmH/z5JB2zFWEgrrITnySVRF5t9O4N3XGw0m9t9IosOyQY1OrC75RlVOGPBrCVgVIh8VonPwCWHAtG81D0M3v3dVKycmnoaceL7SrXmnyhYtl+MQKljo40Y0qkU1FEpEXoDHw1aFh1bRXfnfmOW4m3Ct2mLBWVgLSyr3sscm0qxrM2Vd+UColP75X5XHEyhOAHOuFmbA/gWmQKztZm/DyyJaZlnCMlb9q7mVLB/msxbDn/+OuDbRfCWXFSOyPvxxHN8XaovK/ZyuZGwg2Ohh9FISl4tdGrJX68i6ULbT3aAiVLIKfv4LeojlkJic2Bm0u1XzD+gbjKTgTplUBOroZtebXRW4upoXnSjhwh/dh/ujeQJEy9n6zcijEb1roathYmBMelc/BeQkGAs6GJrPfXduqIZHHGIzQllHln5/Hh4Q+Zd3YeoSmVcynGw4oaTTWmRDoVhZeNF0UMTqPSqFhxdQWDtg/ixZ0vsunmJtJV5TNbwVBTPyuCqtxB0aWuK13ruaJSy7y27DST1pzntWVnWHsmDEmCn0a2wMO+fEqB1vOw5d3ntNPeZ2wPILqIae+3YlKZuvkyAJOeqU23em5l0kZBP/Iyuvfw7UF1u9INVpRmyjvoN/gtqmNWRiYiLaLU+xbKl7g6rwQOXo8mMUOFm605nWtXzLI0+qRJTydyxgzCJkxEziziAl+WcRg6pOwaVkz6CtaszU0YdW+UfNHRIEBbw/WzrVcAGN7ap0KX9KlM9L2erCKpysGKITzl/RQaNIXep0DB9A7TeabaM5hIJlyKvcSMEzPotr4b049P52LsxWJP8dWHqrzusSp3UAD53z3BcRn8fTEivyO5R0N3OpXzdczELjVp6mNPSlYuUzcXPu09PTuX11eeIyNHTcdazkx+rm45tFQorbDUMHaHaAPr1xq/Vur9POf7HCaSCTcSbxCUHKSv5pWIl41XkSPpXjYiiWFFJYL0SiBvqvsgA9dGrwgyzp8naNBgktauA8Bx9Gg8Zs4EhQKUSmRJAqUSFAo8Z83CzNe4ShLpO1h7taMfJgqJU8EJ/G/9RQb+9h9XI1OwNlMaZdbvqshQ68kqiqoerOiTRtaw8NLC/N+VkhIJCaWkRCEpmNlpJkPrDmX+M/PZN2wf77V6D187XzJzM9kcuJmXdr7EoG2D+CvgLxKzEsukzVV13ePDHRQSMkqJKtFBERyXzo/7bub//uC7f9/V6HLPQ2GiVPDDvWnvB6/HPJLXRZZlPt1ymVsxabjZmjP/hRYVvkReVbM8YDkaWUMnr040cC59oj97c3s6eHUAYE9wyWqm68ugOoPQyIV3zMrIDK4zuIxbJOiLKMFWwcWkZvHvjVig7LK6GyM5J4fY334jfuEi0Ggw8fDA65uvse6g/fC0bt+O+PUbuOPvT/XWrXEePszoAvQHg7WHTT8+nZZuLUs8JcvT3pIm3vacD0ti47m7+bdn5Kg5eD2m0l8IVwRbArfovC9vPdnkVpPLrkFlrCKVczR2a66v4UTkCSyUFszrNo9TEafwD/SndZ3WDK03tMDnh4ulC681fo0xjcZwLuYcmwM3szdkL7eTbzPHfw4/nvuRZ6o9w5A6Q2jv1R6FpNBriZ8HGWupQEMb1roabfycWHMqlDNXb9OmYU1GtvOt9K/59f5hRZahWucfVu6vhzrutkzuXofvdt9g5o4AnqrtgrOVtlb7Wv+7bL0QgVIh8cuolkaVeNVQ79HKJC4zLn/gY2yTsU+8v141enE0/Ci7QnbxerPXdc4MMxRbM1tMFabkaHJQoMifSSUhMbPjzFJP5TeU0JRQNt3YhH+6P7cv3GZIvSHiNaqDCNIruG3nI1BrZJpXc6C2m2Froxur7MBAwj/6iOyr1wCw698Pj2nTUNrdr3dp5uuLy+R3Ob1zJy379MHU1LS8mquTIYK14Lh0LtxNeuR2Gfho0yXa+DlV+gtCY5WZm8nfQX+z7sa6InvBq8J6srxgZZ1/GHcTM/FxtGRE62ritVkCQclB/Hj2RwDea/Uenbw70datLTsjdtKnue7PPEmSaOXeilburfi47cfsCt7FpsBNXI2/yt7QvewN3YuntSf1nepzKOwQCkmBjIyExNKApUZXe72i8XOx5n896rAzN5A+PeoY5XeTvhWZNE8PeSj0FahO6FyTPQHRXAxL4p2152juY8+RqwpupmivNT7qVY+2NZyeqK36tCVwCzNOzEA7L0O8R3VZfW012epsmro0pbV76yfeX7dq3TBTmBGcHMzNxJvUcyrbqgSLLy8mR5NDbYfaPO3zNEfuHiEwKZBqttXoX6t/mbblcR58jWpkDVevXWX5teXiNaqDCNIrMFmW86e6F6eWcGXrYZU1GhKW/0Xsjz8i5+SgtLfHY+ZM7Hr1LO+mlcq1hGt6D9by6hCrDTBiUdleT2UlIi2CtTfWsunmJlJyUorctiqtJ6uqo6n6oNKo+OToJ2Srs+ng2YEX6r9Qqv3YmtkyvN5whtcbzvWE62wO3MzfQX8TmR5JZHokAGq5YLWM0s7yEaqu/DwUOr6XniQPhT4DVe2096b0nHeU08GJnAlJRJbvj5I6GlElHUPMxDOk8rp+SMtJY+31tQC81uQ1vYx625rZ8pT3UxwMO8iekD1lGqRHp0fnH8/7rd/nKe+nGNN4DD039eRO6h2O3D1C12pdy6w9RSnsNZr3ffKkr9HKej1atRcwV3CXw5O5EZ2Kmcnja6NXtsRUqvBw7rw6hpjZs5FzcrDu0pkaO7ZX2AB9S+AWTkac1Hl/aYM1Q41YVLbXk6HJsox/lD/v/fsevTf3ZumVpaTkpOBj48O4JuNQ6Pgo1sgasZ5MeKxFlxYREB+ArZktX3b6EoX05F/t9Z3q80m7Tzg47CBdfbrq3O5JS/wIVY+h8lAYIr+HUqHIL2GqbfL9oO6jTZfKff18HkOW4dK38rx+2HBzA6mqVGrY16BbtW5622/vGr0B2B2yu0yTby68tJAcTQ4t3VrSyasToF0nP6LeCED73VCW7SlKUa9Rjaxh4r6JzDg+g98v/s7mwM38F/4ftxJvkZqTWuQxVObrUTGSXoHljaL3/D975x3fVNXG8e9NOmhLW8ouhZYNZY+yt7L3EhQFAcGB4FZERQQHrlcRUVEUUJYoe+89hbKhrBbKbAvde+W+f5ymA5o0SZMOOF8/NSG5ufe0Se49z3me5/erXxF3J8MlcsVthdUYqqoSvWYtoZ9/ji4uDsXJiQqTJ1Nq+LAC7wOyBqnpqXz535f8c/kfo9tZKv5hi4zFo/R5sjXJ6clsCtrE0otLuRhxMfPxVp6teM73OTp4dUCr0eLj5sO0Q9Mysz+qqqKi4qh1xMlOqptLDHP23tlMsbiPWn1EBZcKVt1/CbsSONk5oVE0uX7nH5eWDIn1sJUOhSmBqrktY/8cv4lGo5CuK7r98wDXoq89VOWiJ11NZ++tvTzp/ST1y9a3yiKepRTm/CE5PZm/LvwFCEV3a/4dOlbuiJOdEzdjb3Ih/AL1y9a32r4NcSv2Vubiy6Smk3LMgUfWG8mSgCWcuX+GYyHHaOnZ0ubjyQtjVnEAt+JucevKrVyfc7ZzprxzeSq4VKCCs/ip6FIRgM+OfJbrfh+F+agM0ospyWnprD0lJkZ5lbrb4sJVGKRFRBAybRqx23cA4NSkCZW++rLICcCZSlhCGG/teYvT906joDChyQQqOFfILNXTX3DzI/4xzK8Kv+4NzPU5SzMWj8rnyZaExoey/NJyVlxeQWSyUMkuoS1B3xp9GVF3BLU8auXYfmDNgTQr34xVV1ZxJ+4Oni6e7L+9nytRV5j530y+6/xdYfwakiJOYloiHxz4gHQ1nZ5Ve9K7em+bHMeYxY/+eYnEHGyhQ2ELv2hb98/nl6S0JBYHLGb/7f1Gt7sadZURm0ZQukRp2lVqR4fKHWhbqS3uju4FNFLByssrDT5n6/nD+sD13E+8TwXnCvSp1seq+3a2d6Zj5Y5svb6VLde3FEiQ/svpX0hT02hbqS1+FXP21pd1KsugmoP4+9LfzDs7r0gE6cauExo0tPVqS6OyjQhNCCUkIYSwhDBC40OJSYkhIS2B6zHXuR5z3eTjPQrzURmkF1N2XAgjOjGVim4laJ+Hp6gtLly2JOX6daJWriL19m3svbwoNWQwydeucXfqx6Tfvw92dpSbOJEy415AsSueH+EToSd4e+/b3E+8j6u9K192/JKOlTsC0LxCc6G0HLyNm7E3aVuprcWCGrbIWBj9PKlF7/NkC3Lrf/J29eb0vdMsDVjK9uDtpKlpAHi6ePJ03acZUmuI0QmRt5t3jotJ7+q9eXrD02wP3s7O4J086fOkrX8tSTHju+PfcT3mOuWdyvNR649yPhkeiMb/T5pfO4pmtz80fx7K1LDoOINqDWLB+QW5PqdTdQyqOcii/RY3HtW+x8LC2joUlUpWwlCiztKWMVv2z+cHnapj07VNzD4xO1MvwhAKCm0rteXUvVNEJEWwPmg964PWo1E0NC7XmA5eHehQuQN1POrkWpFo6ec+NiWWSxGXuBhxMfPncuTlQpmPpuvSWXBOnMOer/889lrrCzT2qtorM0h/s/mbNq1YCIoKYkPQBkBk0XNjTIMxrLi8giN3j3D23lkalmtos/GYwqBag/jj3B+5P6nAlJZTck1GJaQmEJYQJoL2hFDxEy9u/UP9DWr7FMX4xlyKZ4QjYYX/TQAGN/PK05/TWBakqAlTRa1cxd2pU0F/UVQUwufNy3zesVZNKn31FSXq1SvEUVqOqqosu7iMb459Q5qaRs1SNfmhyw85Tkz6YK1P9T4MXjeYI3ePcDfuLp4lPS06prUzFsY+Lzp0XIu+RnhiOGWcyli0/6JObsJE88/Np5JLJW7HZ/npNq/QnGd9n6VLlS7Yacw/1dYpXYcxDcYw7+w8Pj/6OS08W+Dm4Jb3CyWPBYduH+LvS0IwaEa7GTkXgE4uhnWT0KBQSdWhHD4Gh3+E/nOg6bNmH8vHzYfpbafnaMkAMktWT98/jY/7ox2sPu7K2cVhgaKrT1eDQYClLWO2qEbLL8dDjvPt8W85H34egArOFXi92euk6dIe+oyqqJmf0dT0VE7dO8X+W/vZf3s/V6OucjLsJCfDTjL75GzKO5WnfeX2dPDqQGvP1pR0KGnS515VVcISwrgUeYmA8IDM21txuZcuG0JVVco7l7f2nwuAHTd2cCP2Bu6O7gypNcQmx2hfuT0u9i6ExIdw5t4ZmpRvYpPjAPx06id0qo4uVbrQoGyDXLepVLISvav3Zl3gOn4/+zs/PPGDzcZjCpFJkZn3NYoGVVUz3UKMVYs62ztT1b0qVd2rPvTcLP9ZLDy/MNdWj6IW31iCDNKLIWExSey9LLzRTVF1H1RrUOYK4oOoqmUXLluQcv26CNB1uSucuw8ZQsWPp6JxLDqepOaQlJbEp0c+ZV3gOgB6Vu3J9LbTcbZ3znX7Wh61aFWxFUdDjrL80vJ8lexYM2NhdDUUuBh5kb6r+zK+0Xie830OB23RUcDNL8b66W7H38ZesadPjT6MqDsC3zK++T7eS41fYnvwdq7HXGeW/yw+bvNxvvf5OFEcAgtLiE6OZurBqQA8Xedp2nm1y3oyPBDWTQJVh0KGzJV+ArNuIni3tiij/mBLRqWSlUjRpbDowiI+P/I5Tcs1pYpbwQcsBcHjrsNRXBYosoujZddQyE/L2IPVaDqdDo2ioEK++uct4Xr0db73/55dN3cBok93XMNxjKw3khJ2JYCsSjz9d3RwrcGZv7e91p4WFVvQomIL3vJ7iztxdzhw+wD7b+3naMhRwhLDWHVlFauurMJOsaNemXqcvX8218z3xwc/5lTYKe7E3eFS5CUikiJyHbOniyd1StfBt7QvdUrXwc3ejXHbxmV6eWdHRWX3zd30q9HPqgrpqqryx1kxZxlRd4TBOVd+cdQ68kSVJ1gftJ4t17fYLEgPCA9gW/A2FBQmNp1odNsXGrzA+sD17Lq5i6uRV6npUdMmY8oLVVX55vg3AHTz7kblkpU5fuU4frX8GFpnqMXnT2NVXpYuzBUlZJBeDFl18jY6FZr7eFC9XMk8t/dx82FAzQGsvip8uDVoMk+QtTxq4VXSy6bjNZWolatEBj03NBrsSpcutgH67bjbvLn7TQIiAtAoGt5q/haj6o3KU+xuhO8IjoYcZcWVFbzc+OXMC3Fh4urgip1iR5qallnOpZ+8jak/hkN3DhEQEcD3/t/zz6V/eKv5W3Tz6VYshf0eJK9+/GF1h/F+y/etdjxHrSPT2kxjzNYx/Hv5X3pV60WLii2stv9HmeISWFjC50c+JywxjKpuVXnL762cT55cBAY+o6CI57t+YtFxH2zJSNelcyH8Av6h/ry//30W9lqIvebR8/l+nHU4issCxamwU/x7+V8Avmz/JVeirrD52mbuxN/Br6Jfvr7z+mq0ZUeDOXYhkBb1qvNMK58CC9AjkyKZe3ou/1z6J/O6O7TWUF5p8gplnXK2Oz74HTVGpZKVMi0Xk9OT8Q/xZ/9tkWUPjgnmzP0zBl+rorLySlZ/uUbRUN29eo6AvK5HXUqVKPXQa6e3y1mVo/fMdrZz5kbsDZ7Z+AyvN3udkfVGWqVk/PDdwwREBOBk58QzdZ/J9/6M0bNaT9YHrWfr9a286/cuWo3W6seYc2pO5rFqe9Q2um31UtXp6tOV7cHb+ePcH8zsMNPq4zGFbcHbOHPvDE52Trzf6n087D3YdGcTvZv0xt7e8mtGblVe2StIisK5KT/IIL2YYa43up7bcaIMt3mF5pR3Ko+dxo4t17ZwKfISP5z8gbeav5XHHmxP6u3bufZ95Xi+GHL4zmHe2/ceUclReDh68E2nb2jl2cqk13aq3Amvkl7cjrvNpmubisSq4JKAJaSpadQqVYuOlTs+tGL/WrPXWB+4ntknZnM77jZv732bZuWb8V6L9wpETMWW3Im7Y9DLXlEUIhJzzybkB7+KfjxV+yn+vfwv0w9PZ2X/lThqi+diVUFRXAILS9h8bTObr29Gq2j5ov0XD6v/R93AYGMuasbz1kGr0TKz/UyGrBvCmftnmHt6rsH+yOLM5cjLBpWzH4W+R2MUhwWKNF0anx75FIABNQbQp4YQBRtUaxD91/TnWMgxzt0/Z7As2BSqlnXhne612JR2hd7da+UrsDCV5PRklgUs47czvxGbGgtAB68OvO33NjVKWaYvYQhHrSNtvdrS1qstk5lMcEww7+59l4CIAIOv8Xb1ZnSD0fiW9qVmqZomJxFyq8oZXGswJR1KMu3gNPbc2sO3x7/lwO0DfNbus3w7Vsw/Ox+AIbWG4FHCI1/7yos2nm1wc3DjfuJ9ToSdsPqi+qmwU+y7tQ+touXVJq+a9JoXGr7A9uDtbL62mQlNJlDFtWArnlLSU/je/3sAxtQfQ3nn8qSmplpt/4Y+T8X1Gp8d6ZNezDh9K5qrYXGUsNfQp5FpPcoh8SEcCzkGwBftv+DrTl/zRYcv+LS9uKgtOLegSPgJ2nt5Gc6kK4p4vhihqirzz83n5R0vE5UcRf0y9Vned7nJATqISbB+5XdJwJJC97uMT41n2cVlAExoMoE3mr/B152+5o3mb2SeEDWKhgE1B7B+0HqR/deW4ETYCZ7e+DQf7P+AkPiQwvwVLCYlPYWg6CCDoje27H96s/mblHMqR3BMML+e/tUmx3iUyMuP9f3977MhaANXI6+Spksr4NFZTmh8aGYwMr7R+NyFgEp5YzSTXsq6ExfPkp6ZbRi/n/0d/1B/q+6/MFFVlTVX13D4zmGj2xX3vkdDBEUHse/WviK/QLEkYAmXIy/j7uieo7LEx82HvtX7AkIJu7igqipbrm1hwJoB/M//f8SmxlLHow6/dfuNn7v+bPUAPTd83HxoW6ktWiX3TLBW0dLNpxtP1X6KBmUbmF3lp8/4Z58/lC5RmtlPzGZq66mU0JbgyN0jDFk/hB3BOyz+Pc7eO8vRkKPYKXaMqjfK4v2Yir3Wnq4+XQGxoGpt5pwUWfQBNQeY3LpVv0x92lVqR7qazsJzC60+prxYdnEZt+NuU86pHM/Xf94mx8jt8/QoIIP0YoZeMK5n/Yq4lTBtJXdD0AZUVPwq+OWYTPSp3ocXG70IwPTD0zkResL6AzaDUkMGG86kqyqlhtpG7MMWJKQm8M7ed/je/3t0qo6BNQfyZ68/LRJ/G1hzIE52TlyOvMzx0OM2GK3prLi8gtiUWKq6VeUJ7yeMbuts78yrTV5l/aD19KveD4D1Qevpt7ofP5/6mYTUhIIYslUISwhj7NaxXIq8ZHAbW/Y/uTq48mHrDwGxqHYpwvA4JMJuyFBgAXD2/lmm7J/CoHWDaLWkFcM3DGfaoWksDVjKidATxKXEGXxtcEwws/xn8d7e95jlP4vgmGBb/AoPoVN1TD04ldiUWOqXqZ957n6IpiMxmklvOtLqY+tZrSf9a/RHp+qYsn+KQbXd4kR8ajxTDkxh6sGpmU4NuaFTdbSt1LYAR2Y7VFXlSuQVfj71M4PWDmLAmgFcibpicPuiIMwUEh/CT6d+AuCt5m9RukTpHM+/2OhFtIqWfbf2cfbe2cIYokFyO5ecDDvJc5ue491973I77jblncrzabtPWd53OW0qtSnQ8Q2qNcioErstrneKojCszjCW91uOb2lfopOjeXPPm0w7NM2iOcP8cyKL3rt6b4vFd82lR9UeAOwI3mHVReCjd49yNOQo9hp7Xm70slmvHddwHACrr67mXsI9q40pL6KSovj1jEgsTGo6yWZ6AI8qMkgvRiSlprMu0xvdtHIVVVXZEChsGvQrytl5tcmrdPPpRpoujTd2v5FZFl8YOFStilu/flkPaDSg1YJGg+dnnxUbP/Tr0dcZsXEE24K3Yaex46NWHzGj7QyLS5TdHd0zg9ylAUutOVSzSElP4a/zfwEwtsFYk3vFKrpU5IsOX7CszzKalW9GUnoSv5z+hX6r+7H26lqD5eNFhVNhp3h6w9OcvncaVwdXRtUbhUbRoFW0OW5t3f/0pPeT4ruqpjHt0LRilQEuSPbe3Gs086mg4Fval6blm+Js50yKLoUL4RdYdWUVM/+byfNbnqfNsjb0WtmLN3e/yS+nf2H3jd3cjbvL6iur6b+mPwvPL2Rr8FYWnl9I/zX9C6QS6e+Lf3P47mEctY580eELw73fZWqA3xhAhOo6FFR9Zt25DLjaZqL6QasPqOJahbvxd/ns8GeFXvWTH86Hn2fY+mFsDNqIVtHyerPXmd52eo7ve/bz39SDUwv12pkfVFXlUsQlfjz5IwPWDmDwusH8cvoXrkZdxU5jh18FP6NVKYXdgvXVf1+RmJZIk3JNcu0793HzoU91Uf5elLLpD55LFpxfQN/VfRm1eRRn7ove3QlNJrB+0HoG1hxok97mvND3+xbG9a66e3WW9F7C2AZjM9sqnlr/lFkLLUHRQey8sRMQc5aComXFlpQuUZrI5Ej+u/ufVfapqiqzT84GYGjtoWYvODSv0Jym5ZuSqkvlrwt/WWVMpvDrmV+JTYmltkdt+tfoX2DHfVSQPenFiO0XQolJSqOSewna1DDN3upixEUCowNx0DjQrWq3h57XKBo+a/cZt2JvERARwMSdE1ncezEu9gWnWKpHVVWSzp8DwLlNG+w8PIRP+tAh+Q7Qg2OCWXlpJcfjjxN4KpAhdYbYROV5z809TNk/hbjUOMo5leO7zt9ZReFzhO8I/rn8D7tu7srsuSloNgRtICwxjPLO5XNd8MmLBmUbsLDnQrYHb+c7/++4HXebjw5+xNKLS3nX7138KvoV2PtkKisvr+Szo5+Rpstplze8zvBC6X+a0nIKR+4e4Xz4eZYELLFZ6VhxJF2Xzk+nfmLe2XlGt1MUhW87fYu3mzc6Vcet2FtcihRevpciLnEp8hIh8SHcirvFrbhb7LiRd6mlrfvcr0Vfy+zpe7P5m1R3r278BaEXAFArt+ROnAbP2k3Qnl8F8WGwczr0+srqY3Sxd+HLDl8yavMoNl/fTPvK7YvdpExVVRYHLOY7/+9I06Xh6eLJ1x2/zjyH+1Xwy/G971ylM1MPTuV6zHVe2PoCC3osKLBsnTHycjVQVZULERfYfn0724O3cyM2S6fAXmNPu0rt6Fa1G52rdMbNwY01V9fkEGbSL6yWdy5vM8ssU9h3ax87buxAq2iZ2maqwYXjlxq9xMagjey/vb9I+EUb08wA6OHTg8ktJ1POuZz5Ow8PFOKQUTdEa0vTkRa5OegpzH5fe609bzZ/k/Ze7Zmyfwo3Ym8wcvNIJjSZwAsNXshz4WLBuQWoqHSp0sXyFgEL/p52Gju6+XRj+aXlbL6+mbZe+a+02XdrH2funaGEtoThKiojKIrCuIbjeHXnqyy/tJxxDcfltO20AcExwfx9UdiEvu33dqEsNBV3ZJBejNALxg1pXjlPb3Q964PWA2RebHPD2d6Z2U/M5pmNz3A16iqT903mhy4/FPgXKuHwYVKuBqJxdqby7B/QurpaZb/ZVZ51qo4LARf4M+DPfKs8Z58IeZb0JCEtIfOE1LR8U/7X6X+WXWRzoUapGrTybMXRu0f5+9LfBS70l65Lz7Txe77e89hrLRPNURSF7lW706lKJ5YELOG3M79xIfwCY7aOoV7pepnq99Z8nywhNT2VL//7kn8u/wNAV++ufNb+s8zFK3MUdK1JOedyvOP3DtMOTWPOyTk84f1EgYvAFEXCE8OZvG8yR0OOAsJmp7ZHbWYcmWFU8VWjaPB288bbzZtuPlmLmFFJUVyKvJQZtF+MuMiVyCtG9QhsJaCVqkvlg/0fkJSeRGvP1nmrE989AzcOg8aO9MF/4L//JL279UZbuxssHgJH50LdPlCto9XH2qhcIyY0mcCPJ38sdrZskUmRTD04lb239gKicmV62+k5JrK5fe9/7/47Y7eO5UbsDcZuHcuCnguo6FKxIIeeA4OuBm2mU6NUDbYHb2db8LYcmX9HrSPtvdrTzacbnSp3oqRDTteYBwM1jxIebAzaSGhCKF/+9yWftP2kgH9LSExL5IujXwAwqt4ooyrX3m7e9Kneh3WB6/jl9C/83PXnghpmrhjTzNAoGiq7VrZs7nBysbBfREHU0Shw8AfoPweaPmvxeAvreqenRcUWrOy/ks+OfMaW61v48eSPHLx9kC86fGHQnSgkPoQNQaKK9IWGL1h24Hz8PXtU7cHyS8vZeWMnU1tPzZcVrU7V8ePJHwF4xveZhxT9TaWDVwfqeNThUuQllgYs5ZUmr1g8JlOY5T+LNDWN9l7tH5mWoIJGlrsXE0Kik9h/RfSRDGlmmqp7mi6NTUGbAOhXo5/RbSu6VGR2l9k4ah3Ze2svP5z4IX8DtoCIRYsBcB80yGoBevYV63Q1HRWVdDUdnarj44MfcyzkGOGJ4cSnxptVPpyjVO36Vuafm58ZoD9T9xn+6P6H1QJ0Pc/WFReFlZdXkpiWaNV958Wum7u4HnMdNwc3htYemu/9OWodGdtgLBsHbeSp2k+hoHAh4kLm+5P9fZp2aBo3YqynSJ0X9xPv88K2F/jn8j8oKExqOonvOn9XKNUluTGo5iBaVmxJUnoSnx7+tFiXFVuDk2EnGbZ+GEdDjuJk58TXHb9mSqspDKk9hPUD1zO6/mh6+PRgdP3RrB+43qQFn1IlStHKsxWj6o/i8/afs7L/Srr7dDc4sU5X0/EP9SddZ7gP3lJ+P/M758LP4ergyqftPs27zeS/DGHBegNylrbX7ArNRRk8a16F5FirjxWEL2+z8s1ISEvg/f3vk6qznoqvrTgWcoyh64ay99ZeHDQOfNTqI77v/L1JmaYKLhX4o8cfVC5ZmVtxt3hh6wuEJYQVwKgf5sHrXfbbqYemMmLTCBacX8DtuNuU0Jagm083vun4DXuH72VWl1n0qd7noQBdT3ZhpimtpvBNp29QUFh5ZWXmPKMg+e3Mb9yOu01Fl4q83Djv/tyXGr2EVtGy//Z+ztwzbC1WENyJu2P0vG2RGF94oAgoVR2o6Tlv100Uzxdj3B3d+brj13zR/gtc7F04EXaCoeuGZgbiD7Lk4hLSdGm0qNiCxuUam3/AfP49m5VvRnmn8sSmxHLoziHzj5+N7cHbuRR5iZL2JRlb3/KyfUVRGNdI9KYvDlhMfGp8vsZlDP9Qf3bc2IFG0fB287dtdpxHHZlJLyasOnkLnQotqnqY7M155O4RwpPCKeVYinZe7fLcvmG5hsxoO4PJ+yez4PwCqpeqXmAZzJQbN4jbswcAj+csX/F9EGMr1ioqY7fmPOHZKXY42jniqHWkhLYEjnYZt1rxmKOdI2m6NIMnXQWF53yfszjTbIyOlTtm2rFtDNpolWDZFFRV5fezvwOi7N6awh9lnMrwcZuPSdOlsfrq6ly3KUibn7P3zvLGnjcISwjD1d6VLzt+ScfK1s845gdFUfi4zccMWTeEw3cPsy5wHQNqDijQMRSFtoTM0uTj35GmplHdvTrfdf4uR1mjNTNAlV0ro1E0BgXpTt07xeB1g3mp0Uv0qNrDKpVI5+6fyxTd+bDVh3lnaOPD4YzwiqblSw8/3/1TCNwFUcGw9UPoPzvfY3wQrUbLlx2+LBa2bGm6NH498yu/nv4VFZVq7tX4puM31Cldx6z9VHSpyPwe8xmzdQw3Ym/wwtYXmN9jvtUXavPC2PUOxPWtq09Xuvl0o71X+3ydy9tUasP4RuP57cxvTD88nfpl6xfYOeBq5NVMleopLaeY9Ht4u3nTt3pf1gau5ZfTv/BL18LrT69UspL1XUJOLsKwqwNwfD70+Nz8/RYhFEWhX41+NC3flCn7p3Dq3imm7J/Cvlv7+Kj1R0QmRbLy0kqOxh3lcvRlQCwaWoTRv6cinu/6icGXazVaulftzuKAxWy5voXOVTpbNAx9GxeIipHcfOfNoZt3N3zcfAiOCWbF5RU2aZnTqTq+PfYtAINrDaamR02rH+NxQWbSiwHZvdGfMlEwDmB9oCh171m1p2GRoQfoXb03LzUSk7uCVHyPXLIUVBWXjh1wrFbNavs9H37eqMqz5oGvQJqaRnxqPBFJEdyJv8O16GsERARw6t4pjoYcZd+tfUZXRTWKhlVXVllt/NkpLDu2I3ePcCH8AiW0JRhRd4RNjpGUlmQwQ5iupnMi7ITNhdJWX1nN81ueJywhjOru1VnaZ2mRC9D1+Lj58EpjUar29bGvuZ94v8COra8i+SvgL86lnuOvgL8KTDxNT1xKHG/vfZuvj31NmppGr6q9WNZnmU2tiYwpHSsouNi7EBQdxOT9kxm0bhAbgjbk6zObmJbIlP1TSFfT6VG1B72r9c77RSf+hPRk8GwMVVo+/LyjKwz8OWvbK9stHp8xioMtW0h8COO2jWPu6bmoqAyqOYi/+/xtdoCux7OkJ3/0+ANPF0/Ro77thQL9XoLIwBrqc1ZQeML7Cb7p9A3dq3a3ymLrK41foXmF5iSkCTeT5PTkfO8zL1RVFTohahqdq3TO02UkO3ql9wO3DxRqNr1FxRbWV02PuoFBVwdVB0d+hr8GwuGf4P4Vw046xYDKrpVZ0HMBE5pMQKto2XxtM71X9qbf6n78FfAXF9IuZDoyWKxkbuzviZrxvHF6VusJwO4bu0lKS7JoGBuCNnAt+hruju6MrJd/Zw6tRpu5cPHn+T9t8p3dcm0L58LP4WznbLKXuyR3ZJBeDDhxI4qge/E42WvpbaI3enxqPLtu7ALyLnV/kAlNJhSo4nt6XDxRK1cCUHqkdeyBwhPDmXpwKkfuHjG4jVbRMqbBGE6POs1/z/7H/uH72T50OxsGbWBFvxUs6b2E+T3m8/OTP/N95++Z2WEmn7T5BN/Svkaz87b0jR1UaxBOdk5cjbrKsZBjNjtOdv449wcAQ2oPwaOEh02OUalkJaMZoJNhJ+m5sie/nv7V6hPfVF0qnx/5nI8PfUyqLpUnqjzBkt5LqOpe1arHsTaj6o+ibum6xKTE8PV/XxfIMY21jxRUW8KVyCs8s/EZtgdvx05jx/st3+erjl/Z3NrFmNLxjHYz2D50OxObTMTNwY1r0deYsn8KA9cOZF3gOouC9e/9v+d6zHXKOZVjauupKEoeOiTpaXBMfFdp9TIY2r5qe2g9QdxfNwkSI80emykUZVu2PTf3MHT9UPxD/XG2c+bLDl8yo92MfH+GvEp68UePP6jgXIFr0dcYt3Uc4Ynh1hl0HtyKvcW58HMGgz+NorG6foWdxo6vOnyFh6MHFyMu8s2xb6y6/9xYF7gO/1B/nOycmNJyilmv1WfTofCU3tN16TmObTXV9BKlRDBuCFUHQbth6wcwxw9+aAwb34HLWyGl+Nih6rHT2PFK41f4s9efVHCuQHRKdOb1KDvTDlt4XdLYG/l7KkJELg8alW1EJZdKJKQlsP/2frOHkJqemvlZGdtgrMFWFHPpW70vFZwrcC/xHmuvrrXKPvUkpydntsuObTDW4v55iUAG6cUAfRa9V4OKlHQ0rUNh542dJKUn4ePmQ8Oy5imZ6hXffUv7EpkcycSdE23auxK9dg26uDgcqlbFpV3eZfnGSNOlsTRgKf3W9Mszs6dfsdYoGpzsnChVohQVXSri4+ZDndJ1aFSuES0qtqBD5Q509elK3+p9GVJ7CG0rtTWY9bW1b6ybg1umYvKSgCU2O46ec/fPcfTuUewUO0bVG5XzyfBA2PEJrBgrbvPR85ZXltLdwZ3QhFDmnJpDtxXdeG/fe5wMO5nvaoLwxHDGbxvP35eEnsCEJhP4vsv3VrsY2hJ7jT3T204XmYTrm9l7c6/Nj2msnFbflmBLNgRt4NlNz3I95joVnCuwsOdCnvV9Nu8A1koMrDnQYJ+7q4MrLzV+ia1DtvJa09dwd3QnOCaYDw98yIA1A1hzdY3JwfqhO4dYdnEZADPazTBNhffSRoi5JWzW6ueRiXvyYyhTC2LvwubJJo3JEoqaLVtKegpf/fcVk3ZNIjo5mnpl6vFvv38zLbqsQRXXKszvMZ/yzuUJjA5k/PbxRCbZZiEExO/06+lfGbh2IDdjbxrczla+1hVcKvBFByHgtvzScrZd32b1Y+iJSorif8f/B8DLjV+26Fqr700/cPsAp++dtvYQ82TRhUWcvneakvYlWdhzoUWaGQ+RGCnaWAyhaODZVdDjC6jeGbQOouXl2DxYOgy+qgqLBsORublfx614rbc2jcs1pkfVHta7LqUkwJYP4MzfRjZShcp7HiiKQo9qwjN9y7Utpo8hg1VXVnE77jZlncrmLRhqBvZae8Y0EPok88/Nt2qV4pKAJdyJv0N55/KMqj8q7xdIjCKD9CJOUmo6G05neKP7mSYYB1ml7n2r97VoAqtXfC/nVC5T8d0WokiqTkfkYhFseox8DkVj+UfyZNhJnt7wNDP/m0lsSix1S9dlUa9FmWJLWkWLgpLvFWtjAaWtJkLZ0Z+s99zaw63YWzY91vxz8wHRBpFjQnRysViNPzgbzq8Wt3P84KRlCwcPZimzv08z2s1g17BdfNH+CxqVa0SaLo3N1zYzavMohm0YxorLK0hINT8TcP7+eYZvGI5/qD8u9i7M7jKbVxq/YrL/e1GgXpl6mYsnnx75lLiUOJseLzgm2GA5rU7VcTXqqk2Om5KewmdHPmPK/ikkpiXSxrMN//T7xzJBoHySXUDrjeZvPHQOKelQkvGNxrN1yFZeb/Y6pRxLcSP2BlMPTqXf6n6svrLaqJhadHI0Uw9OBWB4neG092pv2sCO/iZum48G+xLGt7V3gkFzxeT9zHIIWG/aMcxEb8umX0jSu40UBMExwczyn8V7e99jlv8sDt0+xHObnmNxgBAoHVVvFIt7LbaJlZS3m7cQD3Uqx5XIK4zfNp6opCirH+fQnUMMXjeYOafmkJyeTMuKLXmt6WsF7mvd3qt9pg/1tEPTjC4W5IdZJ2YRmRxJzVI1LS79reJWJbO6sKCz6UFRQZkq3e+1eI/mFZobPZeYRGoS/P0sRF4T2XRFA4o2523/OVDrSWjzKoxaC+9dg6eXgd9YcK8iWmQCd8KWyfBjM5jdFDa9B1d2iF52K17rM7Fi4H8v4Z7Bea5Z1Y3X9sMvbeGI6AGnSuucf0c9T0w12dauZ1VR8r7v1j6z5ilJaUn8dkac08c3HI+TnZPJrzWFwbUG4+Howe2422y5bv4CQm5EJEUw74ywQH292etWH/PjiBSOK+JsPR9CbHIaXqWcaF3NNG/00PhQjt4VVkSW+FnrqehSkR+6/MCYrWPYe2svs07M4m0/66o0xh88RMq1a2hKlsR9wECL9nE/8T7f+3/PusB1ALg6uPJa09d4qvZTaDVampRvQrPyzVhxaQXHrxzHr5YfQ+sMtXjCog8os/vG5mbvZCtqlKpBG882HL57mOWXllv9PdFzLfoaO4KFR/SY+mOynsiuevog6yaCd2uLfFn1Nj+G3qd+NfrRr0Y/zoef5++Lf7P52mYuRlxk+uHpfOf/HQNrDuTpOk+b9PdfF7iO6Yemk6JLoapbVX544oe8vaeLKK80eYXtwdu5FXeLH078wIetP7T6MdJ16ay8spIDtw8YXaDae2svA9cMpIt3F7pU6UKDsg3yvehxJ+4Ob+95m3Ph5wCRQXu50ctF3nPVxd6FcQ3HMaLuCP6+9DcLzy3kVtwtPj70Mb+e+ZXxDcfTv2Z/7DX2OewcL0VeIiwhDB83H9OtFkPOQfABMZn0M1EoqbIftHsDDnwH698A7zbgYv3SxMKwZXvQhgw1q22nlGMpPm//uc31Jqq6V+X3Hr8zdstYLkVe4sXtLzKv+zyreBOHxofyzfFv2Hp9KwBlncryrt+79KrWS2TvqvYocF/riU0nciL0BKfuneLdve/yV6+/8mU79SCnwk6x8opoi5vaeqrJOju58WLDF1kfuJ6Dtw9y+t7pAlnsS9elM/XgVFJ0KbT3am8dUV6dDta8DMEHwdENxmwCuxJ5+3o7loS6vcWPqsK9i0Kf4up2CD4MEUHCJULvFJEb+bjWW9sqzli7nEnVjUkxsGOaWJAAcPOCfj9ArW45fdJvn4TIINHTbyK+pX3xdvXmRuwN9tzcQ+/qJmiLIKpSwhLD8HTxNF0k2AxPdyc7J0bWG8nsk7P54+wf9K7WO9/X6rmn5xKXGodvad98xR6SLBS1sOvPCpiYmBjc3d2Jjo7GzS1333BLSE1NZdOmTfTu3Rt7e+spe4/84yj7r9zntSdr8VY3wz6g2VlwbgHf+X9Hs/LN+LPXn/kew+Zrm3lv33sAzGg7g0G1BuV7n3puvPgi8fv2U/r5UVSYYl5/WZoujb8v/s1Pp34iLlVkEAfXGszrzV6ndInSD21v7ffoRsyNAp8I6dl7cy8Td03E1cGVHUN32KQfd9qhaay6sorOVTrz4xM/Zj2x4xOxmp6bIJ+ihXavGVU9zQtT36eopCjWXF3D8kvLuRWXVVHQrlI7nq77NB28OqDVaHMEQBVdKhKeFJ65oNOpcidmdpiJq4N1LP8KiyN3jzB+23gUFP7s9SdNyze12r7/u/sfXx37isuRl/PcVouWdLI+F2WdytKpciee8H6CVp6tcNQ6mnXsA7cP8P7+94lOjsbd0Z2Z7WfSoXIHs3+HokBCagL/XPqHBecXEJEUAUAll0r4VfRjQ+AGFEVBp+oyF0FebPSi6aro6ybBib+g3kAYlnXOz/O7lJYMv3WBsPPg2w+GLTLcy54P0nXpjN06lhNhJ2hUthELey3MV5BljOCYYPqv6W+w4uPPnn/SrEIzmxw7NwKjAhm7dSwRSRHUK1OPed3n4eaQc+5h6jkvVZfK0oCl/HzqZxLSEtAoGkbUHcGEJhOKxDnsbtxdhq4fSkxKDM/5PsfkltZppUjVpTJ8w3CuRF5hUM1BzGg3w/gLTAhWph6cypqra2jn1Y65XeeaNo58zCHmn5vP9/7f42rvyqoBq/J2ajCFrR/C4Tmif/q5lVC9U/73mRwLQXvhyjY4txKMVWcpWnDyEIKUjq5Qwj3rvqNbtsfdsv6dHAurX8p9kV/RwMTjZgf+xr7zGkXD+oHrDc/NruyA9a+LViEQNpXdZogxP8htf5j3hPi9Jx2H0qYt7P948kd+O/Pbw3MpA8SnxtNrZS8ikyNNn3PntvCBanThIyYlhh4rehCXGscPXX4wS4TxQa5FX2Pw2sGkqWn80f0PWnrmIlyaDVvFTMUBc+JQmUkvoly7H8/8A9fYf0WIZLWq9nDQaQi9b6S1+ux6VetFUHQQc0/PZcaRGXi7edO8QvN87zf52jXi9+0HRcHjWfNWT4+HHOeL/77gSqRY0axfpj4ftvqQhuXM67/PD9a0dzKXDpU7UMW1Cjdjb7IhaAPD6gyz6v5D40MzA9mHLEysoHpqDUqVKMXoBqMZVX8UB24f4O+Lf3Pg9gEO3jnIwTsH8SrpRf0y9dkRvANFUVBVFR1ZF/GXG79ctMrbzVgFf5DWnq0ZWHMga66u4ZNDn/Bvv3/zncW6GXuT745/x44boprC1cGVV5u8Sgm7Esw4PAMFEVRqFE1mFUmXKl04cPsAe27u4cDtA9xPvM/KKytZeWUlTnZOtK3Uli5VutCxcseHRAizL6Z4uniSkJ7A8ovLUVGpX6Y+33X+zqZ6D7bG2d6Z0Q1GM7zucBGsn1vAnfg7md+zB79Sv5/9nQE1BuS98JcQAWf+Efdb5e0XnQM7Rxj0i5h4BqyHsyug0VPm7cMEHrRl+/X0r0xsOtHqxwHjuglaRcu+W/sKNEivUaoGv3f/nRe2vsCF8Au8tO0lfuv+m9lB9YnQE3x65NPMlpLG5RrzUeuPqFu6ri2GbRGeJT35vP3nTNo1icUBi/Gr6MeT3k/me79LLizhSuQVSjmW4s3mbxrf2MQs7YuNsrLpp8JO0aR8k3yP0xCBUYHMOTkHgPdavmedAP3ILyJABxj4i3UCdBCBtG9f8ZMSJ0rcDQmoqemQcF/8WIW8rc1y48HqxgevS7meQxMjxSLHqYyyfY+q0P9HqGakwsarOdTsJioO9v8PBvxk0vh6Vu3Jb2d+4+Dtg8SkxDy0SPcgiy8sJjI5Eh83H9OEny2sbnRzcOPpuk/z+9nf+f3s73Sp0sVifZfv/IUVaufKnfMM0CWmI4P0Isg/x2/y/sozOeZsI/84yldDGvGUn/EywUsRl7gceRl7jT09qvaw2pheafwKgVGBbA/ezpu732Rpn6VUdjW9Rz43IpcsBaBk5844eJuWgQ5LCOM7/+/YGLQRAHdHd15v9jqDaw4u8uWv1kSjaHim7jN8fexrlgYs5anaT1lVPOuvC3+RpkvDr4Lfw5OXUt4Y9Q81QfXUmmgUDR0rd6Rj5Y7cjLnJP5f/yRRcyXQmeCAAUlDoV71f0QnQrVD+947fO+y/tZ+g6CDmnZ1nsfVJfGo8887M468Lf5GqS0WjaBhWexivNnk106O1RYUWBtsS+lTvQ5/qfUhNT+VYyDF23dzFnpt7CE0IZeeNney8sRONoqFp+aZ0qSLK4v1D/bPKkx9YTBleZzjvtXjPqqWzhYmTnRPP13+eYXWGMWnnJI6GHM11O73gUZ4LgSf+grQkqNhQTMbMxbMxdJoMuz+HTe8I9Xc301xEzDpMhi3bu/veZd7ZebSp1MYqi716dKoO/1B/Nl/bbNB209buG4ao5VGLed3nMW7bOM6Fn+PlHS/za9dfTRKoDE8M5zv/7zIXc/SB6sCaA4vO+Ssbnat0ZlS9Ufx14S+mHpyKb2nffC2u3Y27y8+nhW3gW83fMu4wYkawUsW1Cv1r9Gf11dXMPT2Xud1My6abS5oujY8OfESqLpWOlTsyoMaA/O/0wlrYklF52PUTmyysAcav9YpW6F+0eEFkx5NjISk6635yTO6P379sODuvpsO51ULcrmoHMGNOl1e7XA4uboQNb0JcqPj9Wr8CT3wEDi55H6jTeyJIP/03dHxXBPd5UMujFjVL1eRq1FV239jNgJqGPwPRydH8eV5UQ01oPAE7jQlhWj483Z/zfY5FFxZx9v5ZjoYcpbWn+deQYyHH2HNzD1pFy5t+eSyiScyi6J3hH3Ou3Y/n/ZVn0Kk5bSx1KkxeeYbr942rrOuz6J0qd7JK75sejaLh8/afU69MPSKTI5m0a1K+RKrS4+KIXiUUN0uPfC7Hcw8K/gTHBJOqS+XP83/Sb3U/NgZtREHhqdpPsWHghsze88eNgTUH4mTnRGB0oMGJviVEJ0fz7+V/AXihYS79rU1HGllZ15mkemorqrhV4W2/t9n51E46eBkui7aln73ZZJ9Yquk5b9dNNFlQx93RnSmtxMTt97O/Z1aZmIpO1bHm6hr6ru7LH+f+IFWXSmvP1qzot4IPW3+YGaCDqCKZ1GQSw12GM6nJpFwnQvZae9p6teWj1h+xfeh2lvddzsuNX6aOR53MgOrb49/SZ3UfPj70caatW/YAXUFhVL1Rj0yAnh0nOydKlyiNxsBl2KSAMj0Njv0u7rd8yfJS9fZvgmcTSIqC9a/ZzEPZFrZsIfEh/Hr6V/qs6sPYrWO5E2/4b2Zr9w1j1CldJ7PU/cy9M7yy4xWjrinpunSWX1xOvzX9MgP0IbWGsH7g+kxXkqLKG83eoGHZhsSmxPLuvneNCiXmxZf/fUliWiLNyjczGtwApgUr2RjfaDx2ih0H74hsui1YeH4h58LP4WrvysetP87/YnrwYVg5HlChxTihK2Ermo7EaNVcm1ehQn2x+FGrGzQcCn5jRMvbEx9Br69g4M/w9BJ4fh28uBtajhcBviGirsNfA+B/dWHTu3DjqOi9N4E8r0vx94VQ3d8jRIBephaM3Qo9Z5oWoANUaQnVu4AuDQ58b9prIDNptvn6ZqPbLTy/kNjUWGp51Mr0Wc+TfFQ3lnEqw5BaQwD4/czvph0vGzpVl2m9OLT20GKr7VNUKbpn+ceUf47fNHgSVxSF5ccNq6am69LZFLQJgL41rC/a4GTnxOwu2RTf91uu+B69ahW6hAQcatTAuU2bzMdXX1lN/zX9WXh+IVuDt7Lw/EL6re5HjxU9+Pb4tySkJdCobCOW9VnGx20+zhE4PG64OrhmrsovDVhqtf0uu7iMxLRE6njUoV2lXCzxytSAyi0y/qFkqJ5mfGYVDcSFWW0sllLCrgQl7UsanMgWVkYtV8ycWBqju093OlfpTJoujU8OfWLy9/Nk2ElGbBzB1INTuZ94H29Xb2Z3mc1v3X6jlkctk49vCEVRqFemHq82eZUV/VewdchW3m/5Pq08WxksTYYitphiAyqVrGT4fG9KQHl5M0TfBKfSYoJsKVp7ofaudRS9qGZ85szFGrZsKekpbLm+hZe3v0z3Fd2Zc2oOt+Ju4WLvYtSOqSDcN4xRt3Rd5nWfh6uDK6funWLCjglcDL/Ij6d+ZHn8cn489SPBMcGcv3+eZzc9y2dHPyM2JRbf0r4s7r2YT9p+UiyuefZae77u+DWu9q6cuXeG2SdmW7Sf3Td2s+vmLuwUOz5q/VHeCxNRNwBDAd3DwUoV1yr0ryksTeeetn4m/UrkFX4+JaoAJrecTAWXCvnb4b3LsOxpocZepw/0+tomGhKZlKkhqrkMKcZbIhpnLPBXFGEf6eQB8WHw328wvzv80Ai2TYW7py1bQFRV0V//U0txq2jEwuTLB8C7lfn765ShtXByCUSZ5mSgV3k/eueoQUvG+4n3M611JzaZaPpCXClvI3+XvKsbR9cfjZ1ix9GQo2bbEm4M2khARAAu9i5MaDLBrNdK8kYG6UWMW5GJBictqqpyKzLR4GuPhhwlLDEMd0d3OnrZRrm2gksFZj8xG0etI/tu7WP6oekPZb3zQtXpiMiwXSs98rnMSWpwTDCfHP4kK6OWcauici/xHm4ObkxvO51FvRdRv2x9m/x+xY1nfDPs2G5ax44tITUh8yLxQsMXcg8gkmMhVCht02g41B8E7V6HGk+IDPDfzxQJH9V8K74WFFbs8VcUhQ9bfYiLvQtn7p/J9H83xN24u7y39z1GbR7F+fDzlLQvydvN32b1gNV08ba8Py0vKpWsxLO+z/J799950vtJo0FVkVlMsQH5tnM8mqG+3Px5YauWH8r7iuwXCJ9gG2lL5MeW7WLERWYenckT/z7Bu3vf5eCdg6iotKjYgi/af8HuYbv5ttO3zGg3wzY2ZFawjapXph7zus3D1d6VE2EneGrDU/wV8BfnUs/xZ8Cf9F3dl6c3Pp35fXy/5fss7bO0UOwG80Nl18p82u5TQGQH993aZ9brE1ITmPnfTABG1R9l2mJhiVJmByvjGo6zSTY9TZfG1INTSdWl0qlyJ/rX6J+/HcaGwuIhotrFyw+G/G5WObjFNH1WiLm1ey3jWv+a+LcFKuxAHoH/T/DUAnj7Moz4V8wvHEqKhchDs+HXjsL+bfcXYsHiQcID0ez+lObXfkaz+1Px/YwNgeXPie9sQjiUrw/jdory77ysKg3h00aU4+tS4eAsk15S1b0qvqV9SVPTMnVeHuSPs3+QmJZIw7IN6VKli+nj8W6DwTmECdWNniU9MxN7v581PZuelJbEDyd+AMT3KDfBZkn+kD3pRYzKHk5iYpzLhUZRFCp7GJ6IbQgUpe49fHpgr7WdWmKDsg34rN1nvLvvXVYHCpEeRVFQUFhwfgHT2043ai8Ss3cPqTdugGtJ7rSrRcDtQ8SkxLD66mqDCxQKCv1r9C/ULEhRpLp7ddpVasfBOwf5++LfvNPinXztb/XV1UQlR1G5ZGW6+XTLfaOA9ZCaAGVqZngtZwRYKQnwZ1+hgLpkqLgQOhfeSXtQrUEsOL8g1+cKO6OWA1dPw+0DFvT4V3SpyFvN3+LTI5/yw4kf6FKly0MLEolpiSw4t4AF5xaQlJ6EgsLgWoOZ2HQiZZ2sb8NlDB83HzSKJtc+4iK1mGID8mXnGHoBru8Xk1tTbdfyos2rol/z5hFY+yqMXAsa66/lNyrXiFcav8KcU3P4/MjnlHcqz5G7RzKdMgbVGoSPmw8g2m82Bm1kzdU1BEQEZO6jgnMFBtQcwMAaAx+ydNP3p1rVfcOKtlH1y9bnk7af8PZeYZ+p/+xnv/51rtKZaW2mFfj30Zo86fMkI+qOYOnFpXx44EP+7fevyaJpv575lbvxd6nkUomXGr2U9wtSEsT3wSBqrsGKPpu+6soqfjn9C792M2I7ZgYLzi3gfPh5XB1c+bhNPsvck2Nh6VMQfUMoio9YDg7Wd3QxSJka+XJseYimz4oSeUNCqXYOULu7+ElNzFKav7wVwq/C3q/ET4WG0HCIyL5f3w/rJqFBoZKqQzl8TAT2diUgLRE0dtDhHejwtth/fun8PizcLzRBOrwNbnlfp3pU7UFARABbr23lqdo5dQRC4kP455IQAJ3YdKLpnxdVzRIQhIxWAn2/rCr+nRSV527GNhjL2qtr2XNzD5cjL1PbI283qUUXFhGaEIqniyfP+T6X5/YS85FBehFjmF8Vft2b++q8qqoMNyAcl5CakLk6Z5IaZD7xLeObOZlUUXNMLj4++DFnws6gKioxyTHEpMQQnRxNTIq4/9pfUTQG1tWLZ/Gu0SYdT1EUwhPDLR9weCAa/z9pfu0omt3+IvNkSalWQWCmyvcI3xEcvHOQVVdWMaHJBIvt2PR9/wBjGowxLFhyKqO0vvHTOUvtHJzhmb9h3pPCZ/XvETBqrVCQLgQK28/eJFLi4cYRIxvkPrHMi6G1h7IxaCMnwk7wwtYXaFC2AV4lvRhYcyDnw8/zvf/3hCaEAtC8QnMmt5iMbxlfC3+J/FFsFlNshMUBpd7DuG5fKGUl33GNVvSQzm0P1/bB8T9ED6kNGNdwHIfuHOJE2AnGbx+PVtFmfkcXnFvAyHojM8UG9T3N9hp7nvB+gkE1B9Has7VRLRKrum9YqJ5sjAvhF9Aomtxto9BQw71G0QrQLXSfeNvvbU6GnSQgIoDJ+ybzR48/8hTDuhJ5hb/O/wXAlFZT8r6mqap4f+5fFpnX1ISMxzP+tnmUZ49vOJ51V9dx6M4hqyi9X468nCl2N6XlFMo7l7d8Z+mp8O9oUertXFZYrbkUoc+FpZga+Ns7Qb0B4icpBi5tFgF74E4IPSt+dmTtR8n4ybSITUuEcr6i8qBiA+uNv2p78GknPOoP/iD67/OgZ7WezDoxi2Ohx7ifeD/H9/vXM7+SokvBr4IfbTzbGNnLA1xYI87VWkd4bgUE7hLfUfcqcPsEXN8Hfz8LL+4BV8MLZNXcq9HNpxvbgrfxx9k/+Kqj8d/nfuL9zKz7a81eo4SdhVUJEqPIIL2IUa2sC18NacTklWcybaP0t18NaUTVsrmLW+y6uYvEtESquFYpkLK41VdWG8x+qaj8e+XfXF/ndV+l8TUVnQJ7WzpTwbkUbo5uuDm4cT/hPjdib+Ra/pmvjFpGBiTHCuvhHy3KgNgcC7I17b3a4+3qzY3YG/myY9tybQt34+9SpkQZwwI9UTeyshWNhj/8fMny8Oy/8Ed3uHFYZOMGz7Nt35wRbJJRsxbJcbB0GNw+DtoSoEtGdCCpWZPLWj0sWkzSKBraebXjRNgJbsXd4nbcbRRF4Y9zf2RuU8mlEm/7vU03n242K2s3BZsupuTD1q4gMTugTIyE08vF/VYmZBnNoUwN6DodNr8L2z8WbSw2+JtpNVomNZnEmG1jAB66lvx5IcvvvY5HHQbVGkSfan0Kpyc7H+rJhjDaxqHk8XxBk48qAgetA992+pZhG4ZxIuwEP536idebvW5we52q47Mjn5GmpvFElSfoXKVz3uM7PAfOrRDZ0hH/iGDk6FzR0wzw/Aaomou+SgaVXSszoOYAVl5Zme9seqoulY8OfESaLo3OVTrTt3o+9IFUFTa8AVd3gJ2T+N1M9OZ+JCnhBo2Hi5+ECAhYJwL2a8ZaKRSo1d26AbqeTu8JkTv/haLH3UgQDOBV0otGZRtx5v4Ztl3fxgjfEQDcjLnJmitrAJjUdJLp1+OUeGEjB+L41TrmtJBLioHfu8L9S7B8JIzeYDRpMq7hOLYFb2PL9S1MbDLxoQql7Pxy6hcS0hKoX6Y+vav1Nm28ErORQXoR5Cm/KrSoWprlx29yKzKRyh5ODPerYjBAh6xS977V+xr+gltxwnon7o7BXkoQE+8+1fvg5iACcHdHd9wc3HD6YRE6NuH6xBNsejWnx2RwTDD91/TPteTd4oxatgzIQyusFmZAbIaF2RqNomGE7wi+/O9LlgQssciOTafq+OOsCOCeq/ccjloDJ3K9H3PVDobLsMvXheF/if65s/+CRzV44kOzxmNNCtPP3iDJsbDkKbGQ4egGz60SrQH672d6imgrCNoDMXdMKqXLTnBMMD+dyvp+PVjtMrLeSF5rWnRWv4t6eXKR48QikSEqX19kc6xNi3Fwcb2Y/K55BcZstkn/64E7B9CgyaHonx3f0r5Mbzu90Ko8MrGiboSeYqOZYYUqAm83bz5p+wnv7n2X38/+jl8FP9p55f65XXt1LSfCTuBk58T7Ld/Pe3yBu8RiEkDPL7OC8d7fQOh5kem8c9JokA4iQFl7dW2+s+nzz84nICIANwe3/Ku57/1KnMcUDTy1ECpbz7Kw2ONcWljANR8Ny0bApU3k+h1VFIjJv15PrlTrBFVawc2jcHA29Pwiz5f0qNqDM/fPsPX61swg/efTP5OmptHOqx3NKjQz/fj7/wcxt8VcrP0bDz9fwg2eWQbzusCt/2Dj28IL3sBn0reML+292nPg9gHmn5/PtDbTct0uMCqQFVdWAML6tSg7TRR35F+2iFK1rAuTe9blx2eaMrlnXaMB+r2Eexy+exjA8KrtycVCcOPgbDi/WtzO8RPqlBZgbIKhVbR09e7KK41f4VnfZ+lXox8dK3ekYYnqqJt2A1Bm5KiHXqfPqFlV8MeKytk2x+hYjI91QI0BONs5ExQdxJG7xsqnc2fvzb0ERgdS0r4kw+vkkiEHsap/epm43/gZ4zus3hn6zhL3932dVSIvEavbi4dkBOjuMHINVGmRVf43dD4MWyTEYNISYdfnZh9i9ZXVBr+fGkWDg8ahyAToevSLKV93+po3mr+R/wy6FWztiiS6dDg2T9xvlQ/bNWNoNDDgJ3BwFRPQwz/l/RoLuBN3x+DpWaNoqOpWtfADdMhDF8J83QiwgmhgQWGla2jPqj0ZVltUeX1w4APCEh52AYlMiuQ7/+8A4RHtWdLT+E4jrsG/YzLEsZ4Ti0vZqT9I3J5fnef49Nl0IFOR3VwuRVxi7hmhEj+l1RTKOZezaD+A6HXeI4Tz6PM/qGOiHdfjSLnaGS4zuWHZ99MkFEVk0wGOzzfJ2UbvPnEi7AQh8SFcjbzKxqCNgMiim0x4IBz6MWOnMw0Lh5apIeYUikZ8V/+bZ3S34xuK9qa1V9cSGh+a6zbf+X+HTtXxRJUn8KvoZ/qYJWZjdpCemJjIgQMHuHDhwkPPJSUl8ddff1llYBLT2XRtEzpVR6NyjXKf2NpgwmrJBCNq5SrUxEQca9fGuVXLXF87sOZA1g9cz+j6o+nh04PR9UezfuB6o0J0RrFBBsQmpCRAwAYjAmLGx1rSoWTm38hcOzZVVfn9nOgtGl5nOK4OrrlveNtfiLbYOUE9E5Rqm40UgioA617LoyTtMSEpWgToN49CCXcYtSb37IiiQPfPxP1TSyDkrFmHyavSpUiV0tqC4rQ4Zy6Xt4pzQYlS0PCpPDe3mFLeWZmhXZ9CWIDx7S2g2GSTm440fm62QDfiwUVpBcV6KvTWxIrX0Pdavkdtj9pEJEXw/v73H7KI/N7/e6KSo6jlUYtn6+VR7ZISL3ptk6LAqzn0/t/DC1a+/QFFtBSZME69b/rhu4c5GXbS5N8LRJn71INTSdOJMv0+1fqY9focXNkO698Q9zu8A35jLd/X40Befu4WfD9NpsaT4vOXlpgVNBuhgksFmpZvCsCHBz7k5R0vo6LS1rMt9cuY4Vq0ZYqouKvxJNTN47NWs6toYQLY8j5cMyyw2KxCM5qVb0aqLpW/Ljwczx25e4R9t/Zhp9jxZvM3TR+vxCLMCtIvX76Mr68vHTt2pGHDhnTq1Im7d+9mPh8dHc2YMWOsPkiJcfSrcP2qGxCMs8GE1dyst5qeTuTixQB4ZLNdyw2rZtRKeWPwd1d1IitV2FzbD7+0hfArRjbKezX4mboiu7331l5uxpjm3QngH+rPmXtncNA48Fw9Iwqd+iy6bz9wNBDIP0iXj4Tyqi5V2KDcu2TyuB45kqJh0WBRdlaiFIxaB15GStsq+4m/HarwiDWDYhP82IrisjhnCUcz/JybP297heemI0U/Z3oKrH5ZiFhZkWKTTc7+eVGylf3nxy+arEXpUb6jaGDfgFG+o/K3KG0LjF1DzcxSOmod+bbTtzjZOXEs5Fhm1hngROgJVl8VGe+PW3+MvcaIQ42qwpoJEHYeXMrD8MW522m5VshqB7mwNs/xeZX0sjib/vvZ3wmICMDd0Z2pbaZaXuZ+5yT887xIpDR+JssWUWKYbLZuqqJFh4KaXz93U1GULN/0Y79D/P08X6K//v4X8l+mgOvhu4dZc3WNace8tAWubAWNvRCsM+Wz1nYSNBwmPlf/jIJIw3bJ4xuJbPq/l/8lKpsyfLounW+PfQvA8LrDqepe1bTxSizGrCB98uTJNGjQgLCwMC5duoSrqyvt2rXjxo1iPOEp5lyNvEpARAB2Gjt6VjVQDmWjCas5We+4PXtIvX0brbs77n3zIaRiLo2GZ/Wg58aFNeKCGBtSYEPKJClGrJb/2Rcir4FLBQxPhvJeDa7qXpX2Xu1RUVl2aZnJw9CLiQ2sOdCwmnBashBoAaHqbioaDQz8RfRtJUWLPuy4e6a//lEhMQoWDRIZHScPeH4dVGqS9+u6TgOtAwTtFuJBJlJsgh9bYe9iVVu7IkPYRbi2V0w+HyzttQWKAv1mi0Wlu6fgwPdW3b1NWpysjU6XpR7d6GnhE+2eMa4GQ/Ktb+Dt5s2kJpMY7jKcSU0mFY3fOTvVOxm+hqrpULmFWbur5l6Nj9uIHvK5p+fy3r73eGfvO7y+W4jJDak1JO9+8APfi2u3xh6GLzKu2VF/oLg1oeQdsrLpR+4e4UToCZNeczHiIr+dFiJ1H7T8wHJV/sjrsGQYpMaLlrF+swtNdLXYkeHnrmszkTulWqFrMzF/fu7mUKs7eDYRrgJ5tAYFxwSzKWjTQ4+rqEw7NI0bMXnMx1OTYEvGokCbCVC2lmljVBToP1uMMzFCuO+kxOe6abtK7fAt7UtiWiJLLma1xK4PWs+lyEu42ruaZosoyTdmBemHDh1i5syZlC1blpo1a7J+/Xp69OhBhw4dCAoKstUYJUZYH7QegA5eHQyr3lpxJfxBTM16RywSWfRSw55C42TY693qHM+ydnpohbVmV5EVubAG5rQQq6A6QxN7K3N5G/zcGvwzxuc3FiYdF32giiZntgbF5NXgZ33FBWn1ldUk6G1ojHAp4hIHbh9Ao2gYXX+0kfFuFYrSrp5i8mAO9iXg6aVCQC4qGP5+RnifPi4kRsKigaJdwKk0PL8ePE10YPCoCi1fFPe3TTW58qNYBD+2IjIYLm82/LyaDnXyUYpamOht1+r0LriFBjdP6C2yJ+z5UmQwV4wVgasVevut3uJkbS6sFgsUDiVFC0rXT6D/D+K5qzsgLaUwR2dbYkOzyq5BXJcevD6tegkCd5u1277V+9KsvKgi2nxtM9uubyMqOQogb3/mK9th5wxxv/c3QrjOGJkl7/5Gs4d6smfTfzn9S57bp6ZnqLmraTzp/SS9qvXK8zW5khABi4dCfBhUaCB0Sazh5/04UaYGui5T8a82AV2XqQUnCpw9m/7fb+K9NMDqK6sNVlkoKKy6ssr4sQ79KBZzXD2h47vmjdPeSczFXMpD6DkhCpqLULOiKIxrKBaBlwQsIT41noTUBH48Icr5X2z0Ih4lPMw7tsQizArSExMTsbPLEoRXFIVffvmFfv360alTJy5fvmz1AUoMo1N1WaXuxrzRjfbT6WzbrwMkXbpMwpEjoNXi8UwegmPW5OyKrElt3x8eXmF9bqXwjqzUDJJjhPLl/O5CEdZWxIfDyvGw9CmhyulRTdjD9P1eKHFmrAbT7jUoV1e8xrOxyavBbSu1papbVeJS41gXuC7P7fVZ9B4+PYzabXD6b3HbaJhlKs8uZYU1W4lScOsYrH6p4BZECpOECGHRcuckOJcRAXrFhubto8Pb4u8WdkH0p5tIkQ9+bEFsqFgQib8HrpWyAooHA4v1rxudSBVJEqOyvofWtl3Li4ZDRQZGTRefQSuIj2bHqi1O1iQtBXZ+Ku63fQ1KZgiBVeskJsmJkXB1e+GNz5bo9TMir4vFwrHbxXWp/iBx+9I+4fKREgtLhmZZAppAcEwwp8JOZf47e9XPV8e+MpxNDA+ElS8AqlD19jOhvdK1gvC0BpNK3kEEIaZm0+edncelyEuUcizFR60/Mq/MPTxQLHb983xWy5tb5YxrpZvp+5EUPnV6QYWGkBIHRwy3ShjTi1FRjevFRN0Qiu4gFgxNbTvMjruXqD7R2Ivvw/5vc93sSe8nqepWldiUWCbtmsRzm54jLDGMCs4VMlXpJbbHrCC9bt26HD9+/KHH58yZw4ABA+jf3wQxKYnVOBZyjNCEUFztXelYuaPhDcvUEIEoAEqGCmbGhaSEhyi/tSH6XnTXrl2xr1RAvbD3LgmxMoD2b4Hf6NxXWD0bwbgd0OsboWR86xj82hG2TxNibtZCVeHcKvipJZz9R7wHbSbCK4egWoec2+pVvketFSfSu6dEFsAENIomszd96cWl6AwuzsDN2Jtsvb4VgLENjQjTxIeL/icQ5Z6WUraWWMXVXxx2Trd8X8UBfYB+9zQ4lxWLMZZ4tTqXzlKQ3fW5wRK13CiywY8tSIyCxYMhIghK+cD4XVkLXvrAYuQaKFlR9LL+NUAEWcWFU0tEOWX5eiI4KkgigiDkTNa/HyW1fGOc+DOjFakctHk163GNVixcQNbCyaNEapKwtQo9K7JuI1eDd8ss94mun4jF4+dWQoOhoEuD1S/CgVm5ZuYexKJsYnKsKNFNihbtU72+Nv33qScy41xYY9LmlUpWYmCtgYCwxzJEQHgA884ItewPW31oXpl7dsedC2sgNkPfyW+02ZabkiJAdqX3o78avLbkSy9m20dCoM6nnWi1sRTv1tAnIzjf9RlcerjyTKvRZgrcHQs5xpUooZkUlhDGpmsPl+tLbINZQfqgQYNYtiz3Xtc5c+bwzDPP5OpxLbEN6wNFqXv3qt0N+1qD6H0Oy8gON3lGTFhbTxArtokRGcrvtnnf0iIjiV4vxll6pBFRMmuSHAfLR4q+rqodoEseHt0aLbR6EV49KkTRdGlwcJYoRzejD9ggsSFCNG3FGEi4D+V84YUd0ONz48JPrhWzJoKHTRexGVBzAC72LlyLvsaRO4bt2BaeW4hO1dHOqx11S9c1vMNzK8XfxLMxVKhn8jhypWo7UdIP4m/svzB/+yuqxIfDn/1FYONSDkZvyN/frsU4EXjGhcChOdYb56NCSjwsHSZK+EpWEKr5bp45be26fgI1uohqBpdy4r1ZNFhM+os6unRRRgnQcnzB96k+ymr5hkiOFT7VIEpZHUvmfF6/YHl5S/Fa7MmL9DSRrQ4+AI5u8NwKKF09923tHGHwPLHgDLBjGmyenGdbjtnZRJ1OCBfeuygqGIb9JY5tKr79xcK4iSXvIKyo7BQ7jt49in/ow4vkqempfHRQlLl38+lGj6o9TB/Pg4472dn9xaO76PWoU7evWERNjhGBei5YrBcTuFskNxStWKDK7zWg+egsXZOV4x8S9Q2OCWbt1YcrT0zunZdYBbOC9ClTprBpk+EVlJ9//hnd41DCWgRITEtkxw0RQBotdQe4uAHSkqBMLRjws5iw9vwCnl4sspoXN4h+bBsQvXIlalISjr6+ODXPxWrK2qiqKGW9f0lkzIbOB61d3q+DjDKgxfD0MnDzEv3Ti4fAihdEGa0lYzm5WGTPL24AjR10el+UCeZmu5UbrSeI2/OrIfqWSS9xsXfJLGnOLvqRnfuJ9zOVRF9o8ILxHZ7OsHRrbKUSp8bDofMUcX/DW3B1p3X2W1SIvw9/9c/KQj2/Acrn0+vZzlEEmQAHfygcocOiSlqKUKvV29o9t8pwUAHCU3fUOtF+cOeE6ANNji248VrCle2i7LiEuxDDLGgeZbV8Qxz+SbRNlK4uJrQPUrGB6B1OTzFZlKzIo6qw8U1xvdI6isqnvPQzNBqx4Nwjw67vv1/FgnRqksGXmJ1N3P9txpgcxDXataI5v9UDKu9rTHpJ9mx6br3pv575lcuRl/Fw9ODDVh+aV+b+OC56PQ5oNFl94kd+znUB2CK9mLQU2JyRpW8xzrKKvNzo+aX4XqTEwrJnciw25rt3XmIVzPZJT01Nxc7OjnPnztliPBIT2XNzD/Gp8XiV9MosSTHImYxesUbDc66+VWoK3TIEWLZ+aLYXc16oaWlELBEBXumRIy23JDGHY7/DuRVitfGphVCyvPn7qNtbZNVbvypW38+tgJ9aCBE6UxehIoOFmvfaV8WJulJTEZx3mWKeGIxnI6jWUay2G1iZzQ19yfu+W/sIjnk4c7D4wmJSdCk0KtcIvwp+hncUdlH0U2vs8lde9SCdJotMlJou+vFCL1hv34VJ3D34s19WRnf0RihvpErBHOoPAi8/USGy+wvr7LO4o0sX+gZXd4C9M4z417QJTIV6op2kRClhibdkmFltBAWO3nat6UhwcCn449tQfLRIEheW5Xn8xFTQGrAD0ztdmNGPXaTZ9Smc+Etc94b+8XArljHavJqxKO4gMn6LBhmsMDArm3hpc9b5rs93wprSEjJV3teY/JLxDcdjp3k4m34h4gK/nxWJjQ9bf0gZpzLmjeVxXPR6XKg3AMrWEfM+ffXTA5itF/Pfr3D/smib6/KB9caqtRdVKe5VICJQJKQyqmDy1TsvsRpmB+n29vZ4e3uTnl4E/KUfY/Sl7n2q90GjGHkbY+7CtX3ivr50OjutX4HaPSE9Gf4dI0rFrUTszl2k3b2L1sMDtz69rbZfg9w6DlsyMrTdZoBPG8v35egqqg3G7xKZhKRo2PAGLOgFYQGGX6fTwdHf4Oc2wjbLroQYyws7oEJ9y8bSOqMX0v9Pk98fHzcfOniJCdbfF3P2TMamxLL8kphUjmswzvjiyZmM19bsliWaZA30diA+7TOEh54q/tnhuDARoIddEFUcozeKrK21UBSRsQKRaTH2OXwcUFUh9nh+VZYVk3cr019fsaEoi3d0hxuHYOlw6+pQWIt7l8W5BEWUuhcGTUdiNKiwsfhogbPvGyEAVamZWBwzRMOnREB784jo2y/OHP45S5Sq7yzR+mUuDYaIShb9d2p+T4i6+dBmJmcT712GVS8CKrQYD83y8TnTl7zfOSGqUkygUslKDKop3v9fTolsepqaxieHPyFdTae7T3fzytz1PG6LXo8TGm1Wb/rhnwxWaZmsFxMbIlw1QFTTOZWy7nhdyoqKGTsnCNyZaTeZr955idUwO0gH+PDDD/nggw+IiChm6riPCPcT73PoziFAWJkY5dxK0fdUpRWUrvbw84oiSuBdKwllUX1JjRWIXCRKtkoNH4bG0Yz+MUuIDxcZWV2quBhnF/nJD5Wawrhd0GOm8F6+eQTmthcWMKHnxQlNb0d0dacI4je/K7Kd3m3h5YPQ7nXTS+5zo1Z3KFMTkqPNUvfOtGO7upr41Kws4T+X/iEuNY4a7jXoVKWT4R3o0rMyRE1soMpv5ygCqzI1IeZWRpBUhLOZxogNhYV94V6A6JkcvdF0/1Jz8G4tJs+qDrZ/bP39Fyd2fZphYajAkHnCUtFcKjWFkauEaOT1/bD8WaNluoWCPhtTp5dQ2S4MytQQNpDZ1fL1tBhXcFZHBUFEEByfL+53m26899O1YpYl5Zl/bD40m3HmH9iascD95MfQ/HnL91WtA4zdLOYU9y7CH7k7puSZTUyKFkJxyTGiJLfnTMvHBKKqLrPk3TSVd8iWTQ85yoeHPuSn2J+4Gn0Vdwd3Pmydh96NIYw67jyCi16PG/UHiXlNYiT8Ny9/+9r+sVgw9GoOTWzk+e7ZCAZmaAUdmg1n/rG8d15iVSwK0ufMmcO+ffuoVKkSderUoVmzZjl+JLZly7UtpKvpNCjTgGruuQTe2cksdR9meBuXMmKSq2hEEGiF0r2kgAASjh8vGNs1XTqsGi8CvdI1MrzGrVhar7WDNhNECXztXkJEbf//hGXKwR8y7IhmCWXpm0eEn27vbzMCtZr5P75GIyoeQPQ5meiV3aZSG6q6VSU+NT5TACQ5PZlFF8TiydiGY41XYVzbB7F3RB9s7Z75+hUM4lxa2M04lxEq9sueQbNrOs2v/Yxm96dFV0BHb52zYixseldY992/JCam1nrfDdF1umg/uLINgvbY7jhFmYOzs7J+/WYZz3bmRWU/IY5l7wKBu+CfkZCWbJVh5pukaDiVoQnR8sXCHUt2e8j6g8TCL4jzhInnpGLBzk/FOb5mV9FqlBd6AbnTf9tMgNWmXNku/JIBWr0i3FDyS4X6MG67sBGNvSMy6vqKvmwYzCbqdCKDHn5F6MM89afhlgNz0J8nzNAQ8CzpSdNyoqVw8/XN3NPdAyAmJYZ9tx7+nUzCuXTW76Noci5+9Z/zaC16PY5otFm96YfnWF6hGnw4Yw6vQO9vxFzQVjQYkvXdXzcJn7gI83vnJVbHovTewIEDrTwMiTlsCNoAQN8aeWTRwy4KBWONHdTPY9WranvRJ7xnJmx8S0xc83GhiFgkbNfcenTHvkIFi/djEvu+EWU6dk4iM2srf9FSVeCZZaLvfdM74rHcVsNHLM/yZbUWjZ8RVhmR10WPnm8e7z3Cjm2E7wi+OPoFyy4u4+m6T7P26lrCk8Kp6FKRXtV6Gd+B3lqowRDzlHTNpXR1Ida3oDdc24vm2j4qAcrhY3D4RzFpMdEnvkA4uVgo86IAatZnoIQHjNloXLTMGpSpAX4viD61bR/Bi/tse/Euapz4C7ZPFfe7fpK7qJe5eLeGZ/8RInJXtonWn2FWCgzyw6mloiqnbJ2sjG1holfLB2F590NjkS09+29Wf3Zx5vYJ0T6BkvV75oVvX9jgIqzabh2DKi1tOULrcvOYEF3UpYnS/R5fWG+B270yjN0irNxuHBIirIPmmqZtsvdLoZqvdRRCcdZqtfLtL67dd05CxLXcqwsfIDgmmOOhD1sP61Wum5VvZn7AcmKREBwsXVNURkXfECXuTUfKAP1RocFQUaYeeU1U5rR7zbzX69JFAgBEm4dXAQgvP/GRqHq5shX+fpaBL+6h2cD1rLqyijtxd6hUshKDaw2WAXoBYlGQPm3aNJO2W7ZsGf3798fFpRCEbh5RgqKDOB9+HjvFLu8g62xG+V3NbmLlNi86vgvX9gvrlRVj4IXtFgVnaRERxGwQCwkeI21ctnV1R1a/Tt/vLe/7NhVFgZjbYtX7QesUEI9f3WH9IN3BBfzGiuzh4Z9MCtIB+tfoz+wTs7kec5139r7DgdsHMh+31xgJQJLjIGCduN/YxpUQIPqiMv6eCqrohNL/fddNFEFUUZi8ZLfOeZDk6ILLpHWaDKeXCbHHM8tt045QFLmwVrg3gGgjaf+m9fZdtT2M+Fu0XVzaKGyohpjhDmFtdLqsUvdWLxa87VpeOJWC9m+IipI9M8VCsDmimEUNVRUWYiAqzyo2NO11Di5Qr7/4Pp7+u/gE6WEXYelTkJogqgYG/Gz9xT4nD+GxvvpF8d1dMVb02BprRwtYn2V91+8H8LJidWbJcuJ7fm2fGE/7N/J8yeorq9EoGtJzud7rVa7faJ73fjJJT8sqgW7/OjQbZfprJcUHrR10fEeIBx+aLdqCjFnuPsjx+cIhpoQ7PGlazJVvNFpRVTvvSVHFsnwk3s+vN+/zLbEqNk2/vPTSS4SGWmBdJTHIhkAR/LbzakfpEkYCb50Ozvwr7hsrdc+O/gvqVBrunobtlp0Yov75FzUlhRINGuDUpIlF+zDtQDeFvyOqyKYVVKBSWMqsLcYLgawbh0TGxwRc7F1oWFZMNrcHbycxLRGA38/8nmnBlisB68TkrXQNqNwivyPPm5OLcva55qAIWdIUFesclzLQ4W1xf9enkJpYMMctTAJ3wcpxYoGk2ShR9m9tqneG4UuyFKpXv1R4pdxXd4j+aEf3rJLqokbLF4WLQeT1ovMdtZTAXSJ40zpAFzN7jfW2eOdWFp1WCWNE3RTtWYmRwjFi2F+2W2CxLwFDF0DLl8S/t34g3GRyc0oJCxB+6CBK721xTTez5N3qKteXNorMuXMZUb0geXRpNFxUSMTfA/+Fpr8u/r64roNwl3Apa5Ph5UoJd1Ex6ugm2jdXvQjbP8nSXiqqLYiPKDYN0tXi2J9VhNGpuqxS97wE424eFRcCB1chOGQqbpVESRrA0V/g4iazxqimphK5bBkApUc+ZzvbtbQU+Hc0JEYI9fWeX9nmOLlRWMqsbp5ZpYJHfjbpJcExwRy5e+Shx3XomHZoGjdiDCwonBbvIY2fKZgMXnGxpClK42z1srBOiblt8ueh2HLrOPz9nCgRrTdQqE/b6nNZqysMWyQWxM6tEJkQU60Xrcl/GZaLTZ8Dx5IFf3xTcHCBDhmtP3u/Lr6LRTpdVha9xTjw8DHv9dU6CsHIpCjRLlGUiQ8XAXrMbdFG8ey/trf102ih11dZlq+H58CqcSIo12t7bHlfuHykxEHVDtD9U9uMpW4/sSB895Qoec8Dq6tcH8mYXzUfA/ZO5r1WUrzQ2mctph+cZfr5cecMoUdSoaH4nBQ0ZWvBkD/E/Qur4ZBee2k2zPGDk6YLGEvyx2PUyFj88Q/15278XUral6Rzlc7GN9YLxtXrb/6FoHaPLNuvtRMg+rbJL43dvp200FC0Zcvi2suMxQFz2fYh3D4ufI6H/SVW6wuKwrQjajNB3J5fbdL7oi/Vyw19qd5DRN0UbQ9gehVGfjG28KGq4F5EeqDsHI2o8hawdY59CaHEDLD/e+HR/igSekH0s6bGQ40nYPBvYtJvS+r0hKcWiPaV08tgw+sFG6jfvyIy6SjQclzBHdcSmj8vvp9xIflXMi4szq0UrSMOrlmLDuag0WZlRfVaHkWR5DhR4n7/MrhVFs4GprTCWQNFES0qg34TOjnnVsLPrcXE//xqEbxG3xSVfE8ttJ0eRMlyYhEA4MKaPDe3qsr1nVOiEk5jJxaDJI8+jUeIxfS4UKGnkhe3T2Rt1/ubwmu3KlODzDmZqsv4SRe36ybKjHoBIYP0YoQ+i97Npxsl7IwEpWkpWaVclgZZXaeBZxNRDrdynOijMgG9YJzH8OFoHGxUPnd2RVav5uDfCt6WKDc7ooJSZvVsLCYYurSsv4ERLCrVO/sPoAoPc3MzSpaS18JHfFjhKydfPwjnjVn3FIJ1ToOh4nuaEivElh41Iq/DokEiQ1m5pRCRsqWIYXZ8+8GQ38X3+sRfQnCqoD6D+mC3dg/bCxHmFztH6Py+uH/gO0iKKdzxmEtaMuzKyPC2f120kliCXjjv8lZIKIL2tGkpwrngtr8IhEeuFuJuBU3j4aLXXI9+4q8//ydFiSyiLak/UNyeX5Pnpg96uisolqtcH83IotcfJCrjJI8+dg5Z2ikHvjdu8anTZYjFqaJU3qdNgQwxV4pLC6Ke7I47j1BZvgzSiwnJ6clsuy7K6PrV6Gd846vbxYWuZMWsFWNzsXOEofNFZuHGIdj3dZ4vSTx7jsSTJ8HenlLDbZSBDbsI6zJUMju8LSaxhcGDdkTtXhP/LggVcr3ojv+CPK09zC7VU1U4lVHqXpBiZNkWPlRFiw4FVdGSuZJ7agmsf63w+oMvbxMloqnxUKZ24SzQ5IZGA90/E/ePL4B7lwv2+LYkNgT+GiAytOXrC/V1W5flPkiDwTDoV0CB43+Iktz7V207GUiKKTq2a6bSaDiUrS0WdYtb68XxBaJNpWQFaD3B8v1UqC/E5nSpZll8FQg6Hax5WfTd2zuLEvdytQtvPOFXxXkzVwogAPDtn63kPSjPzfWe7qN8R9HAvgGjfEfl9HQ3hdhQkWAA0W8veXxo+pywZ429C6cWG97u9FJRIepQMqs1pLAoSq19eXFysSjD11flPEJl+TJILybsubmHuNQ4KrpUpHmFPKwY9KXuDYfmryy0TA3hQQyi3zAXn9PsRC7OsF3r2RP78uUtP64hkuOEXUxqvOgBNFfcx9ro7YiGzhe3BRWg1eohBN2yeygbwOxSvdsnhKqnnZOYyBQkGQsfujYTuVOqFbo2E2GSv1Ad1mczV78E6akFO65zK+HvZyAtCWr3gpf3Fd4CTW5U6yDGpaaLoPFRIDESFg0WmXSPqqIs18mjcMbSaBgM+EncPzrX9pOB08tEZUSZWlC9i/X2a0u0dlnn40NzRN9zcSApJmsBuvP7+V8Eyu6ZXlRQVdgyWZzHNHbCprSyX+GOqbADAJeyWQkME7LpIDzdJzWZxHCX4UxqMsl8G6rj88UCTuWWULkA7LQkRQc7x6xs+v7vRVXLgyRGZYk1d5oMrhULbHi5YrQFsRA0WgyR3XFHX5XzCJXl2zRI9/Hxwd6+kH1mHxH0qu59qvUx2GMMiMDt0hZxX684mx8aDhWrgKhC5TH+fq6bpd2/T8wmITJXeuRz+T/ug6iqyKTevyQEeobMt31falFFo4HWGSvxR38xml1+sFQv+22upXp6wTjfvrbzmzdGmRroukzFv9oEdF2mioWPps+KhRCNnfBj/uf5glNQ9l8IK17I8hEevkhoPBTWAo0huk0XmalLG+H6AdsfLzwQze5PaX7tZzS7P7XOhVBfrvbPKPi5DYSdF9VAI9cU/oSl6bPQWb8oqNpuMpDDdu0l61ti2RLf/qIdJyUWDn5f2KMxjUM/QkI4lKlpnVaVhkPFguKt/wp3cpi99HNB76zP1KBfhd1aYVNY4qvZ0au8m9CXnm/SkkUlDkDrl21/PEnRo9kocT2LuSUy5g+yZyYk3BcVSa2KwGfEaAsiYtFv29TcFxwKkqLiuGMjbDoDOHfuHFWqVLHlIR4LIpIiMv2t8yx1v7AO0pOhXF3TfV7zotfX4sQRexfWvJJDQCnl+nXC/vcdwWPGoqam4li3Lk6NGlnnuNn5b15WJuCphUL85XGmyQghmhcRBJe3GN1UX6o3uv5oevj0YHT90bmX6qUlCzVryOqvLCrUH5RhjeUoAtFlT0NKgm2PeXB2hie3KjzqB/1mOzGj/FKujhDwAtj2kW1FzjJKyzSH51Ap6iiaw3Pyn03OXq52Ya0414AQVypdzTrjzi9pCbbv0QvcJUqBHVyL3ncwLzQaYRcE4nwdY6Y1VUETGypUxkH4EFvju+1aMav64cw/+d+fJWT/Lp1bJdrVABo8JRYRigKFKb6qx7efWNi8e9qkkvd8cW6lsOFy8yr4CjVJ0cC+hBBOBNj/v5wVgSHnshbSen1lOztEczCmveTTTmxzaDb80U0InRYGqUnCTUM1lKgqYmX5FmCybKCHh4fJdloREUVQNKUYs+XaFtLUNHxL+1KjVB4ZO32pe6Nh1rMocnARPqfznhBfiCM/Q9uJRK1cxd2pU8Vx0sWXJPnSJaJWrabU4EHWOTbAzWPCWxVEn453a+vtu7ji4AJ+Y4QQyeGfoW4fo5t7u3nzRvM3jO/zyjZRZlyyYtEss63TU/QlLxshgpnFQ2DEcutn/FUVdn0G+78V/27/ppjEF4QVXX7oPEUEBndOwvlVtpmQZystU8hYv9ZfINe+KiYbzqWzLWxn3FGUB+5ney4hQlzsc5u07/lC9IUXdqUCGL/Yq+lw+CdRxVC6umhHKV0dylQXt3mV6ocHiiBfrwfh2wccXa039oKiZlfwbgM3DsO+b6BvEc6o7/0SUhOET7hvHovf5tD4aQjcCWf+FiX0BXneyF76+SDnV0KXKUXju6QPANZNRJwH1KzbgtL2cCkrWoWC9oiS9w5v2eY4qpql09BiXNFd6JXYnuajhbhm1A0xV2/6nPh8bH5PfGd9+wsHk6JC02fFfPvkIjHmUt5iAa1MDQhYL841d0/Brx2h55eiWqAgzneqChc3wNYPISrYyIYF7LhjA0wO0mfNmpV5Pzw8nM8++4wePXrQpo1QHzx8+DBbt25l6tSpZg/ip59+4ptvviEkJITGjRvz448/0rJlS4PbR0VF8eGHH7Jq1SoiIiLw8fFh1qxZ9O7d2+xjFwc2Bm0ETMiiR9/OKnXV28FYi4oNoOdM2PgW7PiEFG01EaA/mLFTVe5+9BHOzZvh4GMFZfD4cOGHrkuFegPyJ+zzqNHyRVGuGXxABGaVmuZvf/o+ykbDim4rQfXOQpV4yVMiQ/RXf3jOijZCOp24YB7LUNd+cprtJm/WpmR5aP+GWGDYMR3q9rWuNWF6KmyfaqQfTYWj1hYNy8hQd/3Eyvu1AKMluggP91vHxM+DOJXOCNprPBzEX9woJjsoWQseZ/6Bqh0LT+fAUhRF2AIu6CU0JNq+VnQqIbJz/yr4/ynud5tu3Yll3T5C+CnyOtw8WrCLyqaUfhaF7xIYDwAKivqDMoL01bY7zwcfEvZ+dk4iSJM8vjg4i3Pi9qmwe6YQer1xWLTHaB2hx+eFPcKH0bf2PYhvP/BqLnSCru0T7ahXt0O/2ba1dQw9LwRc9RpZLuUy2nBzq8wpBMcdK2NykP78889n3h8yZAgzZsxg4sSJmY+99tprzJkzhx07dvDmm2+aPIDly5fz1ltvMXfuXFq1asWsWbPo0aMHly5donwu4mMpKSl069aN8uXLs2LFCry8vAgODqZUqVImH7M4cT36Omfun0GraOlVLQ/f8XMrABW829pm9chvrLigBawjatZ7hic2ikLUipWUf9vCi54+qxQZLOxiYm6JnsH+c4p+NrMgcasEDYaIFdnDP8OQfHgUx4cL6yCAxgWo6m4J3q3g+XXCmuvOSVjYF0atEUFqfkhPFdngM8sBBfr8D1q8YI0RFxytX4Vj8yH6Bvz3a1Z5XX6IDIYTf4oy2rhQIxsqQuStWseMf2dcNDNty9QcN6K3W4Xgg0ZWw4tQuVrTkXDwh9yfUzTw9FLRMhIRBBGBEHFNnMviQiAxAm5HCOVeU9D3uXu3LhqZT3PwaSsy6ld3wJ4vYfCvhT2ih9k1QyyI1OoBVdtbd98OLiIjdnqpWPgsyCC9sAXZzMVQAFBQ1O0HG96CkDPiu2qL75o+i954eMF50kuKLi1eEFU8Mbfg8I9Zi97pKXBtf/FamHWrBCPXit9j56ciu37LX5zzM+cBViI+HHZ/LlyNVJ1Y1Gj3GrR7Q7TIFWZVjg0xOUjPztatW/nqq68eerxnz568//77Zu3ru+++Y/z48YwZMwaAuXPnsnHjRubPn5/rvubPn09ERASHDh3KFKWrWrWq+b9EMUHvjd66UmvKOpU1vrG+B85Sb/S8UBTo/yPp108SH5wI6Qb6ZlSV1Nu3LTvGycXZskrZvFMbDS8cIbOiTusJIqg8v0pkhNwq5f2a3Di3UlQreDaGCvWsO0ZbUKkJjNksLLrCzsP8niJwt9T3NzUJVoyBS5tE39WgX6GRlatRCgIHZ3jiI1g7Afb9TwSWlkwM09PgylZhT3V1B5nfQ3tnSE0k10BA0Qj/YXMn3Ts+Ef2zufaVFaFytbxKdOsYWERNjoPIayJ4Dw/MCOKDsgJ4gxSxzKc5PPGR+NycWS6qO8r7FvaIsrh1XEzqUKDrNNsco/FwEaSfX53RY+pom+M8iNHvShH6LhUVXMqIYCJotxCQ6/C2dfcfeV1cU0DarkkEsSFZejo5qtLU4rkwq9GIZEC1jrBynNBU+bO/eKzLh/nvr09PhWN/iNa3pGjxWL0B0O1T8Mio1i0KVTk2wqIgvUyZMqxdu5a33855Qlu7di1lypQxeT8pKSn4+/szZcqUzMc0Gg1du3bl8OHDub5m3bp1tGnThldffZW1a9dSrlw5RowYweTJk9FqHy7RTU5OJjk5Swk6JiYGgNTUVFJTrWflpN+XNfepqmqmqntvn97G9x12AfvQc6gae9Jq9wErjkM/lqSTJ4lZvYa4LXaoSUa+eIqCxtPT/L9FRCB26yahPFBOqwLsmUla3QGiRNRCbPEeFTrl6qP1bovmxiHSj8wViugWoD21FA2Q3mAYukL++5j8PnnUgJHrsFsyGCUiEHV+T9KeXQUeZpbXJseiXTEKzfX9qFpH0gf/gVq7p9W/QwVGvSHYHf4ZJewc6bu/RNfdjBK6mDtoTi1Cc2oxil68DdBV64Su2WjUMrWxm9cBVDVHUa2a8f+0hs+Y/3dr+DR2GRlqq+3TVjQYBpX80JxeghJ1A7WUN7rGz4rzkqExahyhTF3xUyvnU9qVY1EubXjonAfCIlGNuE56Pn73QjvnlWuAtm4/NBfXo9v5KelD/yzY4xtCVdFum4oG0DUaTnrp2rb5bHm1xs7VEyX2LmkBm1Dr9jW6udXep+pPYnfg+4cK3ovkd6mIoNTth13QbtRzq0lr/ZrRbc19nzRH5qJVdeiqdSbdo4b82xcARX2ep/H/E42iQcllUVpFQef/p8XzuEKlXAMYuxPt9o/QnFoEB2ehC9xN+sBfRSXsA5jyPimBu9Du+Ajl/mUA1PINSO/+OapeuC77a928odMDtsxF9DNgzmdTUVXVUG2UQRYuXMi4cePo1asXrVq1AuDo0aNs2bKFefPmMXr0aJP2c+fOHby8vDh06FBmbzvAe++9x969ezl69OhDr6lbty7Xr1/n2WefZcKECVy9epUJEybw2muvMW3aw6vin3zyCdOnT3/o8aVLl+Ls7Gzib1zw3E+/z+6k3ZxOPY0GDa+UfAVPO0+D29e7vZxaYRu5696c/6pbocQ1A21MDG7+J3A/fhyH+1n2a6qbI0pMUsa/ck6tVUXh+jvvkFo2l8y/qqNEahTOKfdwTrkvfpLFffeE69jrEnLtqNOh4WqF3gRUslGVQDGmYvQJWgXNIkXrwrb6s0jXmpe1KZl0mycDpqBDw9YGs0mxL14VCyVSwml39UtKJoeSZFeKQzUnE+vkZdJr7dPiaB34P0onBJKmKcGR6m8S7lqEsn4WUi7mHG0Dv0aHll2+M4kvYcTCTNVRPuYsVcN3UTH6FErGlD7ZzpUbpTsQXLYL8Y4VMjevEr6fpjd+R82WTVZQOek9jptlOlg0Xlvsszjge+cfaoZuQsPDQXpxP+e5Jt6my8UPUFDZW/sTolwsX2C1FuWjT9Mm6H+kK/bsrPcViQ55VKflg6xrcjP+q/6GzY6TiarS8tosPKNPogIqGh6n75KlOKTF0uPsJDTo2OH7tfFzpRnYpSfS/fyb2KcncLj624S5N7bKfiXFm+bXfhauKLlUo+lQuFOqFf7Virf2kmfUMZrcmI9DejxpGgfOVh7JjdIdTW5XdUkKocHtpVSMOQWIuUiA51CCy3Qy4rBSfEhISGDEiBFER0fj5mZ8vm1RkA4iKJ89ezYBAQEA+Pr68tprr2UG7aZgSZBeu3ZtkpKSuHbtWmbm/LvvvuObb77h7t27D22fWya9SpUq3L9/P88/jjmkpqayfft2unXrlm9v+LWBa/n06Kcik4KKkvHfx60/pn/1XOw7VB12c5qixNwmbcgC1Lr5U6pVU1OJ37uXmNVrSDhwIFMcTnFyomTPnrgNGkiJKiWJn/wEIf+Veij9VbFVDK5vzQY1DSXqBkrUDYi+iRIVDDG3UdLN91VUFQ2q7wDSB1ned23N96hIoeqw+6UVSuQ10nt8jc5vrFkv1+z+FO2hH9DV7E768Fz8OwsYi96nuFDslg5FuReA6lyGtKf/EaX7xogNwW7ZU+I1Th6kP70ctVKz/P8CRQTtsuFognailq6JWrFhRtZ3hBAtA4gNQXN6KZpTi1Cib2a+TufdVmTN6/QxXKYbEQQn/iL00nEq1PETqq75qHLR7zPXDPWjTEQgdnPbZKrl61EBFA1pLx/Jd/VQYZ7ztOsnojnzN7rqXUh/5t8CP34OdOnY/dEFJewC6a0moOs6w7bHCwvAfl4HUd32+nmjbSfWeJ+U86uwW/OiON7Qv9DcOvJ4fZfygXbZU2iCdpPe+UN07QxrKpnzPmmO/Y522/uopWuQ9vLhRyK4KA4U9jkvLzS7P0VzeE7umXRFi67NxOKZSX+QmDto101AEyzErHV1+5He+7tMp5Nc36ekGDQH/4fmv99QdKmoGjt0fuPQdXgXSrgX1m9idWJiYihbtqxJQbpF5e4ArVq1YsmSfPjiAmXLlkWr1RIamlOMKDQ0lIoVc1/N9PT0xN7ePkdpu6+vLyEhIaSkpODgkLMM29HREUfHhyea9vb2NvkC53e/wTHBfPrfp+iyZVb0wfqMozNo4dkCb7cH+squH4CY2+Dojl3d3mDh8ZOvXCFq5Sqi160jPZuNnlPz5pQaPBi3nj3QuLiIB3d8gkONFFzKhREV5ExqvBZ7l3RKVU/AwTUdVhsR3FK0onfYw0f0jpTyET9Xd4je6FxOXgoKSumqaKzwntnqvS9U2rwKm95Be2wu2lbjRZ+QKejSM73RNU2ftcrf11qY9T55VIYxm2DxYJQ7J7FfMhie/VeIzOVGZDAsGiB6slDQvgAAa05JREFUhUtWRBm1Brui1DdrDXxaQ9BOlIirKJGBgAbt4R/FZyUyWPRK6tLEtiVKQZMR0Hw0mnJ1yPPTU6EOqV0/wT9lE7279rbO96lCHeieFTgVUX8B61Khbq597kpGn7t9hTpWOUyhnfO6TIFzK9EE7UZz64iwvCosTq+EsAvg6I6207tobf338GoEFRuhhJzB/tI6aDk+z5dY/D7Fh8M20TaodHwH+3q9oV6W281j8V3KD/UHQdButBfXoe38Xp6b5/k+6XRwXCQUlNavYO9QQJoEkkyK7Dyv+fNCaC0XFFS0zZ+3/bmpICjjI3SCDs2GXZ+hubgezZ0TQu/HrRIa/z9pfu0ojgf80TZ9Dm4egZ0zIP6eeH3Nbig9vkBbrvYjd/4y53NpcZAeGBjIggULCAoKYtasWZQvX57Nmzfj7e1N/fr1TdqHg4MDzZs3Z+fOnQwcOBAAnU7Hzp07cyjHZ6ddu3YsXboUnU6HJiMQuXz5Mp6eng8F6MWR1VdWoxiwUFFQWHVl1cN+13pv9Hr9jVoupVy/TtTKVaTevo29lxelhgxGW6YMMRs3EbVqFUlnzmRuqy1XllIDB+I+aDCO1XPp8c1QkXVw1VG+cezDz9s7Q6VmIgjPDMYzAnJXT9Dm8tGr7JcZMD5M8bdSsCmNn4Fdn4oM5+UtUNdEO8Lr+8UCTwl3qN3TtmO0Nc6lYdQ6WDpM2JosGgTPLIPqnXJud+8S/DUQYu+Iz+OotUXTJio/hAfCnplZ/1ZVIGPx61C2CUKVVsK1od4AsHcq0CFKMniERW/wqCpsp47NE+ensVsLx6EjNUlYE4IQsisole3GTwvl8DPLTQrSLWbLZEgIh/L1oX0xsYwsSvj2gw1vCqs0a6i8X90uHB4c3Yu+W4qkYMlLgPRROO/r0Wih/ZtQrZMQlYsIhD/7AgoaRUMlVYdy+D84lM01pUxN6DETancvtGEXJSwK0vfu3UuvXr1o164d+/bt47PPPqN8+fKcPn2aP/74gxUrDAVaD/PWW2/x/PPP4+fnR8uWLZk1axbx8fGZau+jRo3Cy8uLmTPFhPOVV15hzpw5vP7660yaNIkrV67wxRdf8NprxgU/igt34u6gGrBQUVG5E3cn54OpSXB+rbjfaLjB/UatXCV8zRUl0xIpfN48sLODtIxsmp0drl064z54MCU7dECxM/LxMOYZrGih1UvmqxI/Ticva+NYEpqPgYOzhOWLqUG63hu9/mDremoXFiXc4LmV8PezQrF3yVPQ62uIui4CIDtHCNgIydFQri6MXANuhrUeii1G/ZKBio1h0C9QwbQFVYmNKWwrKlvS8R3h2nHzKFzZBrV7FPwYjv8B0TfFAnGrlwvuuA2GwraP4NYx21l8XdoCZ/8V5dQDfsy/mvLjiHNpsZgbuEso8nd8J3/7O/KLuG02UlybJZLsPMoLs7nh1Qxe2gdrJkDAWkBFUdPFDCV7x3X7t6Hz+/Iclg2LgvT333+fzz77jLfeegtXV9fMx5944gnmzJlj1r6GDx/OvXv3+PjjjwkJCaFJkyZs2bKFChWEUNGNGzcyM+YAVapUYevWrbz55ps0atQILy8vXn/9dSZPnmzJr1LkqFSyktFMeqWSD1hsXdkmAg43L9ArHj5AyvXrIkDXPSxORFoa9t7eeDzzDO79+2Fnqjq/Mc/g/GS9H7eTlzVp+SIcniOy43dP592TnRwHF9aJ+4/Sar+DC4xYDv+OgUsbYcPrGf2AatYFoZS3sHB7VH1rjfklKxooW1MG6JKCwbUitHpRXC92fQo1u5nejmMNkqJh3zfifucpwqawoHCtADWeFJnV03/DEx/m/RpzSIoWGWCANhPBq7l19/84UX9QRpC+Jn9BeliAWCBWNOKaLJHkxqO8MJsbjiWhTHXxvcjFzQRFC+hkgP4AFl0pz549y6BBgx56vHz58tzPpgBuKhMnTiQ4OJjk5GSOHj2aQ3xuz549LFy4MMf2bdq04ciRIyQlJREYGMgHH3yQq/1acWRQrUFGM+mDaw3O+aC+1L3hUIMTn6iVqwyXGGo0uPboTpkxo00P0CEr661oxJcr+21+s976k9fQ+eJWBuim4e4lJhoAh3/Oe/uA9ZAaLwSFqrS07dgKGjtHePLjrH+rupwrttG3IDGy4MdVUBirdJF+yZKCpt0b4OgmyokvrCmYY4YHwo5P4Pdu4rvuUQ2aPFswx85O46fF7ZnlOc9B1mDbVNG2U7o6dPnAuvt+3KjbV8xhQs/C/auW7+fo3Iz99cnycZZIJBnJA0OoeTz/eGJRkF6qVKlcldRPnjyJl5dp1keS3PFx82F62+loFA1aRZvjdnrb6TlF4xIjRSYdjJa6p96+bXRykHb7jsHnjNL0WZh4HNq9JoLDdq+JfzcthImQRNA6w7rj3AqIyeN9Pb1M3DZ+pnD6RG3Nmb8zVmdzQ8koCX9EaToSg5l0qe8gKWicS0PbSeL+7s8hPc22xzu5GOb4wcHZcP+SeCzyetaidkFSpzc4uEJUMNw4Yr39Bu2FExn+8/3nSE2J/OJcGqp3FvcvrLZsHwkRWS1krV6xyrAkkkcGmTwwG4uC9KeffprJkycTEhKCoijodDoOHjzIO++8w6hRo6w9xseOgTUHsn7gekbXH00Pnx6Mrj+a9QPXM7DmwJwbXlgL6SlCLMZI6aq9l5fhIExRxPOWIrPeRQuvZqLtQZcG/xmxq4u+Bdf2iftGFniKNcZKvh/1VVtbVrpIJJbQ+hVwLgPhV7MWCG1BeCCsm5RRPZPdKUQVeifhgbY7dm44OAtRVxALh9YgJV78jgB+L0DV3FvdJGair0Q7v8ay1/svhLQkqNgIfNpaa1QSyaOBTB6YjUVB+hdffEHdunWpUqUKcXFx1KtXj44dO9K2bVs++ugja4/xscTbzZs3mr/B152+5o3mbzxsuwZw5h9x22iY0X2VGjLYcCZdVSk1dEg+RyspUuiz6f4LxGQuN84sB1Twaf/oluQ97qu2stJFUpRwdM1SHt/7FaQl2+Y4RkUTC6mCRr8Qem61EHvNL7s+E5l5t8qPV1+rranbBzR2EHoO7l8x77XpqVkL461feTSr0ySS/JAteaAqWnQoqDJ5YBSLgnQHBwfmzZtHUFAQGzZsYPHixVy8eJFFixY9Mr3hRZ6omxB8EFBEP7oRHKpWxfOzz7IeUBTQakGjwfOzz3DweUSDtMeVOr1E/2ViZO4ZK1XNKsnT90s+ishVW1npIilatHgBXCsJpXX/hdbff2qSEP/KkUHPTiFV0FTtIALq5GhhkZkfbh7LUg/v94NwtJBYh+wl7+Zm0wPWCX0Al3LQQCY+JJJcyUge6NpM5E6pVujaTJTJAyNYFKTPmDGDhIQEqlSpQu/evRk2bBi1atUiMTGRGTNmWHuMktw4+6+4rdoe3CvnuXmpwYNwqCa8oJ39/Cgzdiw1Nm+i1OCHBQAlxRyNNiubfvjnh1X975yA+5fBroTwx35UkSXfEknRwt4JOr0n7u/7xnClj7mkJorA9YfGwtnCIIVUQaPRQKOnxP389MWnJcPaVwFVaInU6mqV4UmyUW+guDVX4FC/cOL3ghAulUgkuVOmBrouU/GvNgFdl6lyLmYEi4L06dOnExcX99DjCQkJTJ8+Pd+DkuSBqppc6p6dtPBwACp+PJXyb78lM+iPMk1GQAl3iAjMEhfUcyoju16376OfhZEl3xJJ0aLpc6LSJ/5elhK2paQkwOGfRHC+5X2ICwGXChgudy/ECppGGVVLV7ZBfLhl+9j3jRDCcykPPb6w3tgkWWQveb932bTX3PKHW8dAYw9+Y207PolE8thgUZCuqipKLv02p0+fpnTpR9R3uCgReg7uBYDWAXz7m/SS9Lg4dDExANh5Vspja0mxx7EkNB8t7h+ek/V4WopQfgdo8gh5oxtDlnxLJEUHrT10yfALP/iDZVaIKfFw6EcRnG/9AOJCwd0b+s6CN8/BgJ+KXgVN+brg2ViIep5baf7rQ87Cge/F/T7fitJsifXJofK+xrTXHM3IojccCq4VbDEqiUTyGGJnzsYeHh4oioKiKNSuXTtHoJ6enk5cXBwvv/yy1QcpeQB9uVztnuBUyqSXpGVY5mnc3dGWdLHRwCRFipYvwqE5cH0/3D0Dno1EFicxEkpWhGqdC3uEEonkcaTBEDjwHYRdEMH2kx+b9rrkODj2u3hNwn3xWClv6PCOKP+2cxCPNX0WvFsLkbioG2KbpiMLf4Gu0dOiHP/M39DqRdNfl54mytx1aeDb79FuUyoK1B8EV3eIvnR9e4YhYu7A+QzLtlZy/iuRSKyHWUH6rFmzUFWVsWPHMn36dNzd3TOfc3BwoGrVqrRp08bqg5RkQ5cOZzMyoWZYZ6XeEZ7Z9p6ethiVpCjiXllMNs6tgCM/w6C5WUJyjZ4CrVlff4lEIrEOGg088RH8PQKOzBXBTcnyhrdPjhXK2YfnQEJGqbhH1Yzg/GmRnX8QfQVNUaLhUNj2Edz2F+rhZWuZ9rpDs0VwX6IU9P6fTYcoQZS8r38Dws6LkvdytQ1ve+wPsXji3RYqNSmoEUokkscAs2bpzz//PADVqlWjXbt22NnJSX6Bc/0AxN4V/ca1upn8stSMTLoM0h8z2rwqgvQz/4o+u4sbxeM+7Qt3XBKJ5PGmTm/wai4C1v3fQa8vH94mKQb++030nSdGiMc8qkHHd4UeS27BeVGmZHmo+aSoaDqzXCxU5MX9K7An42/Tc6Yspy4InDxEyfvV7aLk3VA2PTURjs8X91vLLLpEIrEuFvWku7q6EhAQkPnvtWvXMnDgQD744ANSUlKsNjhJLugF4+oPMktBNPVORpBeSfajP1Z4NYPSNUBNy/AHzrAk+/sZOLmkUIcmkUgeYxQlq8z92O+w4S1YMRZ2fAJ3TsHeb2BWQ9j1qQjQS9eAgXOzhB+LW4CuR18Bd2b5w84bD6LTwdqJkJ4MNbuKkn5JwVA/w/lGX8qeG2f/FZ9Nd2+o06dgxiWRSB4bLArSX3rpJS5fFqqXQUFBDB8+HGdnZ/7991/eey+P/h2J5aQmCi9OMKvUHbJl0ivJTPpjRXggRAQ9/Liqg3UTxfMSiURSGFTvDGVrgy5VZCTPr4YDs+C3TrD7M0iKgjK1YNBv8Op/QuyyuLfp1O0DDq6iV/7GYePbHvsdbh4Bh5JCFC8XwV6JjajbW6i1h12Ae5cefl5Vs2zXWo4v/p9LiURS5LAoSL98+TJNmjQB4N9//6VTp04sXbqUhQsXsnKlBaqlEtO4vAWSY8C9ClRpbdZLZU/6Y8rJRULVOFeUjOy6RCKRFALhgRB+NeMfqlg81Ff7AHT/HF49Co2HPzpBkL1TlvDbmb8NbxcZLKoKQPTWl6pi65FJsuPkATW6iPvn1zz8/LV9IoC3d4FmhWTrJ5FIHmkstmDTZZRp7dixg969ewNQpUoV7t+/b73RSXKiL3Vv+JQQ3jGD1LsiSLeTQfrjRdQNckx6c6BmPC+RSCSFwMlFGPQ0V7RCwV2jLdAhFQiNMzzTz6+F1KSHn1dVWP86pMaDTzvwe6FgxycR1BsobnMreddn0Zs8IwJ6iUQisTIWBel+fn589tlnLFq0iL1799Knj+jFuXbtGhUqSFETm5AQAVe2i/tmlrqraWmkhYYBYF/Jy9ojkxRlSnljcBKMkvG8RCKRFAKP6yKiTztREZccDZc3P/z8qSUQtBvsSkC/2WYvykushL7k/V4AhF3MejwiSFQ2grRdk0gkNsOiM/+sWbM4ceIEEydO5MMPP6RmzZoArFixgrZt21p1gJIMzq8WfXsVG0L5uma9NC0sDNLTwd4eu3JlbTRASZGk6UiMToKbyjI9iURSSDyui4gajaiIAzj9QMl7bAhs/UDc7zwFytYs2LFJsnDygBpPiPsX1mQ+rDn+O6BCzW6m2+hJJBKJmVgUpDdq1IizZ88SHR3NtGnTMh//5ptv+PPPP602OEk29KXuZmbRIZtoXIUKKHJF/vGiTA3oP0f0pSvanLf954jnJRKJpDB4nBcR9SXvV3dAfEaboKrCxrchKRo8m0CbiYU2PEkG9QeK24y+dLv0RDSnl4rHWr9SKEOSSCSPB1ZVYilRooQ1dyfRE3ldKLyiQIOhZr9c2q895jR9Frxbi/7PqBsiO9V0pAzQJRJJ4aJfRFw3EZFRV7NuH/VFxHJ1RCB+9xSaC6sBL5SAtXBxA2jsYMBPj45YXnGmTraS93sX8Q7fi5ISB2XrZGXZJRKJxAZYdAXQaDQoRqxA0tPTLR6QJBfO/ituq3UEN/OF3zIz6VI07vGlTA2hECyRSCRFicd5EbHxMyJIPziLFnaV0Z69IB7v8DZUbFC4Y5MInEqJYPzKVrSb3sL37mnxeIMh0hJPIpHYFIuC9NWrcypdpqamcvLkSf7880+mT59ulYFJMlDVfJW6A6TeuQ2AnfRIl0gkEklR43FdRFRFqb8SH4onoVnd+W5S4LVIUVIIIiu3/sOOjHqPvV+Ce2WxyCSRSCQ2wKIgfcCAAQ89NnToUOrXr8/y5ct54QVpF2I17p6G+5eFyqtvP4t2ITPpEolEIpEUIcIDYdsHmf/MkZPd8AZUbf94VBMUdcID4dRiIOs9UgBUnWjT8G4t3yeJRGITrKoi1rp1a3bu3GnNXUr0WfQ6vaCEm0W7SMvsSZer8xKJRCKRFDrGPOJRMp6XFDryfZJIJIWE1YL0xMREZs+ejZeXDASthi4dzq0Q9y0sdVdVldQ7dwCwl+XuEolEIpEUPo+rR3xxQ75PEomkkLCo3N3DwyOHcJyqqsTGxuLs7MzixYutNrjHmvBA2PUZxIWKUnePqhbtRhcbiy4+HgD7ihWtOECJRCKRSCQW8bh6xBc35PskkUgKCYuC9O+//z5HkK7RaChXrhytWrXCw8PDaoN7bDm5GNZNyhSVIS0ZfmkrLGnMFCnR96NrPTzQODtbe6QSiUQikUjMpelIOPiDgScfcY/44oR8nyQSSSFhUZA+evRoKw9Dkkl4YEaArsv2oCoCdgtESjJL3aVonEQikUgkRYNsHvEqCqqqQ1E0KI+DR3xxQr5PEomkkDA5SD9z5gwNGjRAo9Fw5swZo9uWLFmSKlWqYG9vn+8BPnaYIlJihlWNPkiX9msSiUQikRQhMjzidf5/cvfCUTzrtULb/HkZ+BU15PskkUgKAZOD9CZNmhASEkL58uVp0qQJiqKgqobENMDd3Z25c+cyfLhlgmePLVYWKUnLtF+rlL9xSSQSiUQisS5laqDrMhX/xE307tIbrUxuFE3k+ySRSAoYk4P0a9euUa5cucz7xkhOTubff/9l8uTJMkg3FyuLlKRm2q/JIF0ikUgkEolEIpFIijomB+k+Pj653jfEhAkT8Pf3t2xUjzNWFilJzcyky3J3iUQikUgkEolEIinqmNWTbiqNGjXCw8ODVatWWTSox5psIiUio65m3VogUiI90iUSiUQikUgkEomk+GBWT7q+Dz27/VpupKen53tgjzUZIiWcXCR60Et5iwy6mQG6mppKWlgYIMvdJRKJRCKRSCQSiaQ4YFZPup6TJ0/yzjvv8O6779KmTRsADh8+zP/+9z++/vpr64/ycaRMDbNU3HMjNTQMVBXFwQFt6dLWGZdEIpFIJBKJRCKRSGyGRT3pTz31FLNnz6Z3796ZjzVq1IgqVaowdepUBg4caNVBSiwj9c5tAOw8K6JoNIU8GolEIpFIJBKJRCKR5IVFkdvZs2epVq3aQ49Xq1aNCxcu5HtQEusg7dckEolEIpFIJBKJpHhhUZDu6+vLzJkzSUlJyXwsJSWFmTNn4uvra7XBSfJHprK77EeXSCQSiUQikUgkkmKByeXu2Zk7dy79+vWjcuXKNGrUCMhSf9+wYYP1RifJF5ke6dJ+TSKRSCQSiUQikUiKBRYF6S1btiQoKIglS5Zw8eJFAIYPH86IESNwcXGx6gAlliPt1yQSiUQikUgkEomkeGFRkA7g4uJC+/bt8fb2zix737lzJwD9+/e3zugk+SKz3F1m0iUSiUQikUgkEomkWGBRkB4UFMSgQYM4e/Zsrt7p0ie98FFVVfakSyQSiUQikUgkEkkxwyLhuNdff51q1aoRFhaGs7Mz586dY+/evfj5+bFnzx4rD1FiCbroaNSEBADsKlYs5NFIJBKJRCKRSCQSicQULMqkHz58mF27dlG2bFk0Gg1arZb27dszc+ZMXnvtNU6ePGntcUrMRN+Pri1TBk2JEoU8GolEIpFIJBKJRCKRmIJFmfT09HRcXV0BKFu2LHcyAkIfHx8uXbpkvdFJLEaWukskEolEIpFIJBJJ8cOiTHqDBg04ffo01apVo1WrVnz99dc4ODjw22+/Ub16dWuPUWIB0n5NIpFIJBKJRCKRSIofFgXpH330EfHx8QDMmDGDvn370qFDB8qUKcPy5cutOkCJZWTar8kgXSKRSCQSiUQikUiKDRYF6T169Mi8X7NmTS5evEhERAQeHh45VN4lhUdWubsM0iUSiUQikUgkEomkuGCxT/qDlC5d2lq7kliB1Lsik24ne9IlEolEIpFIJBKJpNhgkXCcpOiTltmTLoN0iUQikUgkEolEIikuyCD9EUSXkkLavXuALHeXSCQSiUQikUgkkuKEDNIfQdJCQgBQSpRA6+FRyKORSCQSiUQikUgkEompyCD9ESS7/ZoU8pNIJBKJRCKRSCSS4oMM0h9BpP2aRCKRSCQSiUQikRRPZJD+CJKl7C6DdIlEIpFIJBKJRCIpTsgg/REkyyNdKrtLJBKJRCKRSCQSSXFCBumPINJ+TSKRSCQSiUQikUiKJzJIfwSRPekSiUQikUgkEolEUjyRQfojhqqqWeXuXjKTLpFIJBKJRCKRSCTFCRmkP2KkR0aiJieDomBXoUJhD0cikUgkEolEIpFIJGYgg/RHDL1Hul3ZsmgcHAp5NBKJRCKRSCQSiUQiMQcZpD9ipN65DUj7NYlEIpFIJBKJRCIpjsgg/REjTdqvSSQSiUQikUgkEkmxRQbpjxip0n5NIpFIJBKJRCKRSIotMkh/xJD2axKJRCKRSCQSiURSfJFB+iNGpv2a7EmXSCQSiUQikUgkkmKHDNIfMVJlT7pEIpFIJBKJRCKRFFtkkP4IoUtKIj08HJDl7hKJRCKRSCQSiURSHJFB+iOEPouuODujcXcv5NFIJBKJRCKRSCQSicRcZJD+CJGWrR9dUZRCHo1EIpFIJBKJRCKRSMxFBumPEJn96NJ+TSKRSCQSiUQikUiKJTJIf4TI8kiX/egSiUQikUgkEolEUhyRQfojRKZHurRfk0gkEolEIpFIJJJiiQzSHyGk/ZpEIpFIJBKJRCKRFG+KRJD+008/UbVqVUqUKEGrVq3477//DG67cOFCFEXJ8VOiRIkCHG3RJfVuRiZdlrtLJBKJRCKRSCQSSbGk0IP05cuX89ZbbzFt2jROnDhB48aN6dGjB2FhYQZf4+bmxt27dzN/goODC3DERRNVpyMtoyfdTgrHSSQSiUQikUgkEkmxpNCD9O+++47x48czZswY6tWrx9y5c3F2dmb+/PkGX6MoChUrVsz8qVChQgGOuGiSHh6OmpoKGg32FcoX9nAkEolEIpFIJBKJRGIBdoV58JSUFPz9/ZkyZUrmYxqNhq5du3L48GGDr4uLi8PHxwedTkezZs344osvqF+/fq7bJicnk5ycnPnvmJgYAFJTU0lNTbXSb0Lmvqy5T3NIunkTALty5UgTAymUcRRlCvs9kpiGfJ+KB/J9KvrI96h4IN+n4oF8n4o+8j0qHjzO75M5v7Oiqqpqw7EY5c6dO3h5eXHo0CHatGmT+fh7773H3r17OXr06EOvOXz4MFeuXKFRo0ZER0fz7bffsm/fPs6fP0/lypUf2v6TTz5h+vTpDz2+dOlSnJ2drfsLFSIlz5yl0pIlJPr4cHPCK4U9HIlEIpFIJBKJRCKRZJCQkMCIESOIjo7Gzc3N6LaFmkm3hDZt2uQI6Nu2bYuvry+//vorn3766UPbT5kyhbfeeivz3zExMVSpUoXu3bvn+ccxh9TUVLZv3063bt2wt7e32n5NJfLePcKBcvV8adi7d4EfvzhQ2O+RxDTk+1Q8kO9T0Ue+R8UD+T4VD+T7VPSR71Hx4HF+n/QV3aZQqEF62bJl0Wq1hIaG5ng8NDSUihUrmrQPe3t7mjZtytWrV3N93tHREUdHx1xfZ4sPhq32mxe6UCG051i58mP3gTeXwnqPJOYh36figXyfij7yPSoeyPepeCDfp6KPfI+KB4/j+2TO71uownEODg40b96cnTt3Zj6m0+nYuXNnjmy5MdLT0zl79iyej7ntmN5+ze4x/ztIJBKJRCKRSCQSSXGm0Mvd33rrLZ5//nn8/Pxo2bIls2bNIj4+njFjxgAwatQovLy8mDlzJgAzZsygdevW1KxZk6ioKL755huCg4MZN25cYf4ahY7efk16pEskEolEIpFIJBJJ8aXQg/Thw4dz7949Pv74Y0JCQmjSpAlbtmzJtFW7ceMGGk1Wwj8yMpLx48cTEhKCh4cHzZs359ChQ9SrV6+wfoUiQeodkUm3r+RVyCORSCQSiUQikUgkEomlFHqQDjBx4kQmTpyY63N79uzJ8e/vv/+e77//vgBGVXzQJSSQHhUFgH0lmUmXSCQSiUQi+X97dx4f09X/Afwzmew7EllIYkkmgiREwhP6qCVqq9qKaioo0Whij+JBhEdRD2pfWkr1p/KorS2hlMQSaQlCbLE0Ea0QexLZZ87vjzT3MZJIkGUmPu/Xa14x95577rn3mzvxnXvOPURE2qpax6RTxci/cwcAoGNqCrmZWTW3hoiIiIiIiF4Vk/QaIP+vv7u6czw6ERERERGRVmOSXgMUPdldz96+mltCREREREREr4NJeg2Qn1r4ZHddjkcnIiIiIiLSakzSa4D/Tb/GO+lERERERETajEl6DSBNv8Yx6URERERERFqNSXoNUNTdXa8e76QTERERERFpMybpWk4olci/excA76QTERERERFpOybpWq7g/n0gPx+Qy6FrbV3dzSEiIiIiIqLXwCRdy0nj0W1sINPVrebWEBERERER0etgkq7lCjj9GhERERERUY3BJF3LSQ+N4/RrREREREREWo9JupbL/4vTrxEREREREdUUTNK1nHQn3Z530omIiIiIiLQdk3Qt978knXfSiYiIiIiItB2TdC33vzHpTNKJiIiIiIi0HZN0LabMfArVkycAAF0+OI6IiIiIiEjrcWJtLVaQWvjQOB0LC8hNTaq5NURERETaQ6VSIS8vr1xl8/Pzoauri5ycHCiVykpuGb0Kxkg71PQ46evrQ0fn9e+DM0nXYuzqTkRERPTy8vLykJSUBJVKVa7yQgjY2tri1q1bkMlkldw6ehWMkXao6XHS0dFBw4YNoa+v/1r1MEnXYvm3Of0aERER0csQQiA1NRVyuRwODg7luuulUqmQmZkJU1PTCrlLRhWPMdIONTlOKpUKt2/fRmpqKhwdHV/rSwgm6Vos/zanXyMiIiJ6GQUFBcjKyoK9vT2MjY3LtU1R13hDQ8Mal1jUFIyRdqjpcbK2tsbt27dRUFAAPT29V66n5p2ZNwinXyMiIiJ6OUXjYF+3OyoR0fOKPlded7w9k3Qtlp/K7u5EREREr6ImjocloupVUZ8rTNK1mDQmnd3diYiIiIiIagQm6VpKFBSg4G4aAM6RTkRERFTTdejQAePHj6/uZhBRFWCSrqUK7t0DlEpATw+61lbV3RwiIiIiqibh4eGQyWQICgpSWx4fHw+ZTIbk5GQAQHJyMmQyGerWrYuMjAy1si1atEB4eLj0vkOHDpDJZJDJZDA0NIRCocD8+fMhhKjswyF64zFJ11LSQ+NsbCCrgU9GJCIiItJkSfef4ov9VzBm61l8sf8Kku4/rdb2GBoaYsOGDbh27VqZZTMyMrBo0aIyywUGBiI1NRWJiYmYNm0awsLCsHbt2opobqny8vIqtf5XoYltopqN2Z2Wyv+L49GJiIiIqsO2uFvovDgaXx39A3vP38ZXR/9A58XR+CHuVpW1Ye/evbCwsMCWLVsAAK6urujYsSOmT59e5rZjxozBkiVLkJaW9sJyxsbGsLW1hZOTE4YPHw4PDw8cPHhQWp+bm4vQ0FDUq1cPJiYmaNOmDaKjo9Xq+Prrr+Hg4ABjY2P07dsXS5YsgaWlpbQ+PDwcLVq0wPr169GwYUMYGhoCAB4/foyRI0fC2toa5ubm6NSpE86dOydtd+7cOXTs2BFmZmYwNzeHj48Pzp49CwC4efMmevXqhVq1asHExATNmjVDZGSktO2RI0fQunVrGBgYwM7ODlOnTkVBQYG0vkOHDggJCcH48eNhZWWFrl27lnlOiSoSk3QtJd1J55PdiYiIiF6ZEAJZeQVlvrLzlMjKK8Cl1CeYuuM8VAJQqoTazyk7zuNy6pNy1ZeVV/DKXce///57DB48GFu2bIG/v7+0fMGCBdixYwfi4uJeuP3gwYPh7OyMOXPmlPscHTt2DFeuXFGbui4kJASxsbGIiIjA+fPnMWDAAHTr1k26mx8TE4OgoCCMGzcO8fHx6NKlCz7//PNi9V+/fh07duzAzp07ER8fDwAYMGAA0tLSsG/fPpw+fRpeXl7o3LkzHj58CADw9/dH/fr1cerUKZw+fRqfffYZdHV1AQDBwcHIzc3F0aNHkZCQgC+++AKmpqYAgL/++gs9evSAj48Pzp07hzVr1mDDhg2YO3euWpu+/fZb6OvrIyYmptJ7DxA9T7e6G0Cvpmj6NV3OkU5ERET0yrLzlWga9kuF1KUSQPdlx8td/tKcrjDWf7n/jq9atQrTp0/Hzz//jLffflttnZeXFwYOHIgpU6bg0KFDpdYhk8mwYMEC9OrVCxMmTEDjxo1LLLd69WqsX78eeXl5yM/Ph6GhIcaOHQsASElJwcaNG5GSkgL7v3t2hoaGYv/+/di4cSPmzZuHFStWoHv37ggNDQUAKBQKnDhxAnv27FHbT15eHjZv3gxra2sAwPHjx3Hy5EmkpaXBwMAAALBo0SLs3r0b27dvx6hRo5CSkoLJkyejSZMmAIDGjRsjPT1dalv//v3h7u4OAGjUqJHaMTk4OGDlypWQyWRo0qQJbt++jSlTpiAsLAw6fw8jdXFxwcKFC8sKB1Gl4J10LcXp14iIiIjeLNu3b8eECRNw8ODBYgl6kblz5+LYsWM4cODAC+vq2rUr3nrrLcycObPUMv7+/oiPj0dMTAy6d++O6dOno23btgCAhIQEKJVKKBQKmJqaSq8jR47gxo0bAIDExES0bt1arc7n3wOAk5OTlKADhV3ZMzMzUadOHbW6k5KSpLonTpyIkSNHws/PDwsWLJCWA8DYsWMxd+5ctGvXDrNmzcL58+eldZcvX4avr6/afNbt2rVDZmYm/vzzT2lZq1atXnj+iCoT76RrqYLbRd3dmaQTERERvSojPTkuzXnxmGOVSoWM9AyYmZth6aHr2Hg8GcoSuqrLZTIMf6sBJnZRlHvfL6Nly5Y4c+YMvvnmG3h7e6slmkUaN26MwMBATJ06FRs2bHhhfQsWLICvry8mT55c4noLCws4OzsDALZt2wZnZ2f84x//gJ+fHzIzMyGXy3H69GnI5erHUdS1vLxMTEzU3mdmZsLOzq7Y+HYA0nj28PBwfPjhh9i7dy/27duHWbNmYcOGDfjwww8xcuRIdO3aFXv37sWBAwcwf/58LF68GGPGjHnlNhFVJd5J11LSmHR2dyciIiJ6ZTKZDMb6umW+jPTlMNbXhX8bJwiUPJZcQOCjNk7lqs9YX7fEJPtFGjdujKioKPz4448vTDjDwsJw9epVREREvLC+1q1bo1+/fpg6dWqZ+zY1NcW4ceMQGhoKIQRatmwJpVKJtLQ0ODs7q71sbW0BFD7M7tSpU2r1PP++JF5eXrhz5w50dXWL1W1l9b+phxUKBSZMmIADBw6gb9++0kP0AMDBwQFBQUHYuXMnJk2ahK+//hoA4ObmhtjYWLXnAcTExMDMzAz169cvs21EVYFJuhZSZmRAlZkJAND7+0OQiIiIiCpfQysTfNHfAzoyQK4jU/v5RX8PNLCq3DuwCoUCUVFR2LFjB8aPH19iGRsbG0ycOBHLly8vs77PP/8chw8fRmJiYpllP/nkE1y9ehU7duyAQqGAv78/AgICsHPnTiQlJeHkyZOYP38+9u7dC6DwKfKRkZFYsmQJrl27hnXr1mHfvn1lfjnh5+cHX19f9OnTBwcOHEBycjJOnDiB6dOnIy4uDtnZ2QgJCUF0dDRu3ryJmJgYxMXFQaEo7MEwfvx4/PLLL0hKSsKZM2cQFRUFNzc3AMCnn36KW7duYcyYMbhy5Qp+/PFHzJo1CxMnTpTGoxNVN/4maqGi8ejyWrWgY2xcza0hIiIierMM8HbA4UkdMKp9I/T0sMeo9o1weFIHDPB2qJL9u7q64vDhw9i6dSsmTZpUYpnQ0NBydTtXKBT4+OOPkZOTU2bZ2rVrIyAgAOHh4VCpVNi4cSMCAgIwadIkuLq6ok+fPjh16hQcHR0BFI71Xrt2LZYsWQJPT0/s378fEyZMkKZZK41MJkNkZCTat2+P4cOHQ6FQ4IMPPsDNmzdhY2MDuVyOBw8eICAgAAqFAgMHDkS3bt0wbdo0AIBSqURwcDDc3NzQrVs3KBQKrF69GgBQr149REZG4uTJk/D09ERQUBBGjBiBGTNmlHn8RFVFJl517gctlZ6eDgsLCzx58gTm5uYVVm9+fj4iIyPRo0cP6OnpVVi9JcmIisKfoz+FYdOmaLhzR6XuqyapyhjRq2OctAPjpPkYI+3AOFW9nJwcJCUlqc3JXRaVSoX09HSYm5vzbutrCgwMxJUrV3Ds2LEKrZcx0g41PU4v+nx5mTyUD47TQkXj0Tn9GhERERFpskWLFqFLly4wMTHBvn378O2330p3tYmoZEzStVBB0fRrfLI7EREREWmwkydPYuHChcjIyECjRo2wfPlyjBw5srqbRaTRmKRrofyi6dc4RzoRERERabBt27ZVdxOItE7NGwjwBpCmX7Njd3ciIiIiIqKahEm6FuIc6URERERERDUTk3QtI/LzUZCWBoDd3YmIiIiIiGoaJulaJv9uGqBSQaavD3nt2tXdHCIiIiIiIqpATNK1TEFq4ZPdde1sIauBcwsSERERERG9yZjlaZn/PTSOXd2JiIiIiIhqGibpWia/aI50jkcnIiIiemN06NAB48ePr+5mEFEVYJKuZaQ50jn9GhEREVH1eXAD+DUc2P5x4c8HN6qtKeHh4ZDJZAgKClJbHh8fD5lMhuTkZABAcnIyZDIZ6tati4yMDLWyLVq0QHh4uPS+Q4cOkMlkkMlkMDQ0hEKhwPz58yGEqOzDIXrjMUnXMpx+jYiIiKianf0/YKU3ELMcuLir8OdKb+DslmprkqGhITZs2IBr166VWTYjIwOLFi0qs1xgYCBSU1ORmJiIadOmISwsDGvXrq2I5pYqLy+vUut/FZrYJqrZmKRrGXZ3JyIiIqpAQgB5T8t+5WcV/ryTAPw0BhAqQCjVf/4UAty5UL768p4W7vsV7d27FxYWFtiypfCLAVdXV3Ts2BHTp08vc9sxY8ZgyZIlSPt7Wt/SGBsbw9bWFk5OThg+fDg8PDxw8OBBaX1ubi5CQ0NRr149mJiYoE2bNoiOjlar4+uvv4aDgwOMjY3Rt29fLFmyBJaWltL68PBwtGjRAuvXr0fDhg1haGgIAHj8+DFGjhwJa2trmJubo1OnTjh37py03blz59CxY0eYmZnB3NwcPj4+OHv2LADg5s2b6NWrF2rVqgUTExM0a9YMkZGR0rZHjhxB69atYWBgADs7O0ydOhUFBQXS+g4dOiAkJATjx4+HlZUVunbtWuY5JapIutXdACo/IcQzD47jnXQiIiKi15afBcx78c0PHQCW5alLqIC17cq/73/dBvRNyl/+b99//z2CgoLw/fff491335W6qS9YsAA+Pj6Ii4uDt7d3qdsPHjwYBw8exJw5c7By5coy9yeEwPHjx3HlyhW4uLhIy0NCQnDp0iVERETA3t4eu3btQrdu3ZCQkAAXFxfExMQgKCgIX3zxBd577z38+uuvmDlzZrH6r1+/jh07dmDnzp2Qy+UAgAEDBsDIyAj79u2DhYUF1q1bh86dO+Pq1auoXbs2/P390bJlS6xZswZyuRxnzpyBrm5hahMcHIy8vDwcPXoUJiYmuHTpEkxNTQEAf/31F3r06IFhw4Zh8+bNuHLlCgIDA2FoaKjW3f/bb7/F6NGjERMTU+b5IapoTNK1iOrJE4isLACArq1tNbeGiIiIiKraqlWrMH36dPz88894++231dZ5eXlh4MCBmDJlCg4dOlRqHTKZDAsWLECvXr0wYcIENG7cuMRyq1evxvr165GXl4f8/HwYGhpi7NixAICUlBRs3LgRKSkpsP+7h2doaCj279+PjRs3Yt68eVixYgW6d++O0NBQAIBCocCJEyewZ88etf3k5eVh8+bNsLa2BgAcP34cJ0+eRFpaGgwMDAAAixYtwu7du7F9+3aMGjUKKSkpmDx5Mpo0aQIAaNy4MdLT06W29e/fH+7u7gCARo0aqR2Tg4MDVq5cCZlMhiZNmuD27duYMmUKwsLCoPP3FMcuLi5YuHBhWeEgqhRM0rVI0V10eZ060Pm7KxARERERvQY948I72i+gUqmQnpEBczMz6BxZAPy2prCL+/NkcuAfo4GO/yr/vl/C9u3bkZaWhpiYGPj4+JRYZu7cuXBzc8OBAwdQt27dUuvq2rUr3nrrLcycORPff/99iWX8/f0xffp0PHr0CLNmzULbtm3Rtm1bAEBCQgKUSiUUCoXaNrm5uahTpw4AIDExEX379lVb37p162JJupOTk5SgA4Vd2TMzM6V6imRnZ+PGjcIH9E2cOBEjR47Ed999Bz8/P/Tv31+qY+zYsRg9ejQOHDggrfPw8AAAXL58Gb6+vpDJZFK97dq1Q2ZmJv788084OjoCAFq1alXquSOqbByTrkU4Hp2IiIiogslkhV3Oy3rpGRf+9P4YQGljyUXh+vLUp29SuO+X0LJlS1hbW+Obb74p9SnrjRs3RmBgIKZOnVrmk9gXLFiA//73v9JY7udZWFjA2dkZPj4+2LZtG1auXIlff/0VAJCZmQm5XI7Tp08jPj5eel2+fBnLli17qeMyMVHv8p+ZmQk7Ozu1euPj45GYmIjJkycDKBzLfvHiRfTs2ROHDx9G8+bNpeR/5MiR+OOPPzBkyBAkJCTA29sbK1aseK02EVUlJulahNOvEREREVWzOo2B91YCMp3CO+fP/nxvZeH6StK4cWNERUXhxx9/xJgxY0otFxYWhqtXryIiIuKF9bVu3Rr9+vXD1KlTy9y3qakpxo0bh9DQUAgh0LJlSyiVSqSlpcHZ2VntZfv3sExXV1ecOnVKrZ7n35fEy8sLd+7cga6ubrG6rayspHIKhQITJkzAgQMH0LdvX+khegDg4OCAoKAg7Ny5E5MmTcLXX38NAHBzc0NsbKzaFxgxMTEwMzND/fr1y2wbUVVgkq5F+NA4IiIiIg3Q0h8IiQPajQWa9S38GRJXuLySKRQKREVFYceOHRg/fnyJZWxsbDBx4kQsX768zPo+//xzHD58GImJiWWW/eSTT3D16lXs2LEDCoUC/v7+CAgIwM6dO5GUlISTJ09i/vz52Lt3L4DCp8hHRkZiyZIluHbtGtatW4d9+/apdTUviZ+fH3x9fdGnTx8cOHAAycnJOHHiBKZPn464uDhkZ2cjJCQE0dHRuHnzJmJiYhAXFyd1vR8/fjx++eUXJCUl4cyZM4iKioKbmxsA4NNPP8WtW7cwZswYXLlyBT/++CNmzZqFiRMnSuPRiaobfxO1SH7q393d67G7OxEREVG1qtMY8AsH3v+m8Gcl3kF/nqurKw4fPoytW7di0qRJJZYJDQ2Vnmj+IgqFAh9//DFycnLKLFu7dm0EBAQgPDwcKpUKGzduREBAACZNmgRXV1f06dMHp06dksZ1t2vXDmvXrsWSJUvg6emJ/fv3Y8KECdI0a6WRyWSIjIxE+/btMXz4cCgUCnzwwQe4efMmbGxsIJfL8eDBAwQEBEChUGDgwIHo1q0bpk2bBgBQKpUIDg6Gm5sbunXrBoVCgdWrVwMA6tWrh8jISJw8eRKenp4ICgrCiBEjMGPGjDKPn6iqyERZg1VqmPT0dFhYWODJkycwNzevsHrz8/MRGRmJHj16QE9Pr8LqfVbSoEHIOXce9VYsh3mXLpWyj5qsKmJEr49x0g6Mk+ZjjLQD41T1cnJykJSUpDYnd1lUKhXS09Nhbm7Ou62vKTAwEFeuXMGxY8cqtF7GSDvU9Di96PPlZfJQPt1dixRIY9J5J52IiIiINN+iRYvQpUsXmJiYYN++ffj222+lu9pEVDIm6VpClZeHgnv3AAB69hyTTkRERESa7+TJk1i4cCEyMjLQqFEjLF++HCNHjqzuZhFpNCbpWqLgzh0AgMzQEPJataq5NUREREREZdu2bVt1N4FI69S8gQA11LPTr5X1REwiIiIiIiLSTkzStQSnXyMiIiIiIqr5mKRriaLp13Q5Hp2IiIiIiKjGYpKuJfJv/z1Huj2f7E5ERERERFRTMUnXEpx+jYiIiIiIqOZjkq4lOCadiIiIiIio5mOSrgWEEP9L0uvxTjoRERHRm6ZDhw4YP358dTeDiKoAk3QtoHz0CCInB5DJoGtjU93NISIiInrj3Uy/iaWnl+KzI59h6emluJl+s9raEh4eDplMhqCgILXl8fHxkMlkSE5OBgAkJydDJpOhbt26yMjIUCvbokULhIeHS+87dOgAmUwGmUwGQ0NDKBQKzJ8/H0KIyj4cojcek3QtUDRHuq6VFXT09au5NURERERvtl3XduG93e9h08VN+OXmL9h0cRPe2/0edl/fXW1tMjQ0xIYNG3Dt2rUyy2ZkZGDRokVllgsMDERqaioSExMxbdo0hIWFYe3atRXR3FLl5eVVav2vQhPbRDUbk3QtwOnXiIiIiCqHEAJZ+VllvrILspGVn4UrD64g/EQ4VEIFpVCq/ZwVMwuJDxPLVV9WftZr3ZXeu3cvLCwssGXLFgCAq6srOnbsiOnTp5e57ZgxY7BkyRKkpaW9sJyxsTFsbW3h5OSE4cOHw8PDAwcPHpTW5+bmIjQ0FPXq1YOJiQnatGmD6OhotTq+/vprODg4wNjYGH379sWSJUtgaWkprQ8PD0eLFi2wfv16NGzYEIaGhgCAx48fY+TIkbC2toa5uTk6deqEc+fOSdudO3cOHTt2hJmZGczNzeHj44OzZ88CAG7evIlevXqhVq1aMDExQbNmzRAZGSlte+TIEbRu3RoGBgaws7PD1KlTUVBQIK3v0KEDQkJCMH78eFhZWaFr165lnlOiiqRb3Q2gshVw+jUiIiKiSpFdkI0237epkLpUUOH9n98vd/nfP/wdxnrGL72f77//HkFBQfj+++/x7rvvSt3UFyxYAB8fH8TFxcHb27vU7QcPHoyDBw9izpw5WLlyZZn7E0Lg+PHjuHLlClxcXKTlISEhuHTpEiIiImBvb49du3ahW7duSEhIgIuLC2JiYhAUFIQvvvgC7733Hn799VfMnDmzWP3Xr1/Hjh07sHPnTsjlcgDAgAEDYGRkhH379sHCwgLr1q1D586dcfXqVdSuXRv+/v5o2bIl1qxZA7lcjjNnzkBXtzC1CQ4ORl5eHo4ePQoTExNcunQJpqamAIC//voLPXr0wLBhw7B582ZcuXIFgYGBMDQ0VOvu/+2332L06NGIiYkp8/wQVTQm6Vogn9OvERERERGAVatWYfr06fj555/x9ttvq63z8vLCwIEDMWXKFBw6dKjUOmQyGRYsWIBevXphwoQJaNy4cYnlVq9ejfXr1yMvLw/5+fkwNDTE2LFjAQApKSnYuHEjUlJSYP/3jaTQ0FDs378fGzduxLx587BixQp0794doaGhAACFQoETJ05gz549avvJy8vD5s2bYW1tDQA4fvw4Tp48ibS0NBgYGAAAFi1ahN27d2P79u0YNWoUUlJSMHnyZDRp0gQA0LhxY6Snp0tt69+/P9zd3QEAjRo1UjsmBwcHrFy5EjKZDE2aNMHt27cxZcoUhIWFQUensKOxi4sLFi5cWFY4iCqFRiTpq1atwn/+8x/cuXMHnp6eWLFiBVq3bl3mdhERERg8eDB69+6N3bt3V35DqwmnXyMiIiKqHEa6Rvj9w99fWEalUiEjIwNmZmZYc34NtlzeAqVQFisnl8nh7+aP4BbB5d73y9i+fTvS0tIQExMDHx+fEsvMnTsXbm5uOHDgAOrWrVtqXV27dsVbb72FmTNn4vvvvy+xjL+/P6ZPn45Hjx5h1qxZaNu2Ldq2bQsASEhIgFKphEKhUNsmNzcXderUAQAkJiaib9++autbt25dLEl3cnKSEnSgsCt7ZmamVE+R7Oxs3LhxAwAwceJEjBw5Et999x38/PzQv39/qY6xY8di9OjROHDggLTOw8MDAHD58mX4+vpCJpNJ9bZr1w6ZmZn4888/4ejoCABo1apVqeeOqLJV+5j0//73v5g4cSJmzZqFM2fOwNPTE127di1zjExycjJCQ0Pxz3/+s4paWn04/RoRERFR5ZDJZDDWMy7zZaRrBGM9Ywx0HQiBkseSCwgMch1UrvqM9YzVEsXyaNmyJaytrfHNN9+UOp69cePGCAwMxNSpU8sc875gwQL897//lcZyP8/CwgLOzs7w8fHBtm3bsHLlSvz6668AgMzMTMjlcpw+fRrx8fHS6/Lly1i2bNlLHZeJiYna+8zMTNjZ2anVGx8fj8TEREyePBlA4Vj2ixcvomfPnjh8+DCaN28uJf8jR47EH3/8gSFDhiAhIQHe3t5YsWLFa7WJqCpVe5K+ZMkSBAYGYvjw4WjatCnWrl0LY2NjfPPNN6Vuo1Qq4e/vj9mzZ6t1X6mp8ovGpPNOOhEREVG1cjJ3wuy2s6Ej04FcJlf7ObvtbDiaO1bavhs3boyoqCj8+OOPGDNmTKnlwsLCcPXqVURERLywvtatW6Nfv36YOnVqmfs2NTXFuHHjEBoaCiEEWrZsCaVSibS0NDg7O6u9bG1tARQ+zO7UqVNq9Tz/viReXl64c+cOdHV1i9VtZWUllVMoFJgwYQIOHDiAvn37Sg/RAwAHBwcEBQVh586dmDRpEr7++msAgJubG2JjY9W+wIiJiYGZmRnq169fZtuIqkK1dnfPy8vD6dOnMW3aNGmZjo4O/Pz8EBsbW+p2c+bMQd26dTFixAgcO3bshfvIzc1Fbm6u9L5orEp+fj7y8/Nf8wj+p6iuiqwTAFQ5OVA+eFD4xtq6wut/k1RWjKhiMU7agXHSfIyRdmCcql5+fj6EEFCpVFCpVOXapiihK9ruvUbvoYVVC+y6vgu3n96GvYk9+jr3haO5Y7nrfBVCCDg7O+PQoUPo1KkT5HI5vvzyS6l9Rfu2trbGhAkTpGnWio61aP2z//73v/8Nd3d36OrqSsf37P6efR8YGIh///vf+OGHH/D+++/jww8/REBAAP7zn/+gZcuWuHfvHg4fPgx3d3f07NkTwcHB6NChAxYvXox3330Xhw8fxr59+yCTyaR6n287AHTq1Am+vr7o06cPFixYAIVCgdu3byMyMhJ9+vRBs2bN8Nlnn6F///5o2LAh/vzzT8TFxaFnz54QQmDcuHHo1q0bFAoFHj16hKioKDRp0gQqlQpBQUFYunQpQkJCEBwcjMTERMyaNQsTJkxQa8fzx04V4/lrqaZRqVQQQiA/P196CGKRl/mcr9Yk/f79+1AqlbCxsVFbbmNjgytXrpS4zfHjx7FhwwbEx8eXax/z58/H7Nmziy0/cOAAjI1f/mmaZXl2WoqKoHf/PhoCUOnr45fjx4GX7BZFxVV0jKhyME7agXHSfIyRdmCcqo6uri5sbW2RmZn50vNfZ2RkSP+2hCWGOw9XW190M6gyFBQUIC8vD+np6bCzs8Pu3bvRq1cvKJVKmJqaQqlUqu0/MDAQa9asQU5ODjIzM5Geno7MzEwAwNOnT6Wytra28Pf3x7fffovc3Fxp+bP7K6Krq4tBgwZh1qxZ8PPzw9KlS7Fo0SJMmjQJqampqFOnDry9vfH2228jPT0d7u7uWLJkCRYuXIiZM2eiU6dOCAoKwvr166V6c3Nzi7UdKHyC/dy5c/Hxxx/j/v37qFu3Ltq2bQtjY2M8ffoUd+7cQUBAAO7du4c6derg3XffxbRp05CRkYHs7GwEBwfj9u3bMDMzQ+fOnTFv3jykp6fDzMwM27ZtQ1hYGNavX49atWrB398fY8aMeeGxU8V69lqqSfLy8pCdnY2jR4+qTesHAFlZWeWuRyZeZ4LG13T79m3Uq1cPJ06cgK+vr7T8s88+w5EjR/D77+oP8cjIyICHhwdWr16N7t27AwCGDRuGx48fl/rguJLupDs4OOD+/fswNzevsGPJz8/HwYMH0aVLF+jp6VVYvVmxv+H2qFHQb9wYjrt3VVi9b6LKihFVLMZJOzBOmo8x0g6MU9XLycnBrVu30KBBA2lO7rIIIaQHx73sOHJSN2rUKCQmJuLIkSMVWi9jpB1qepxycnKQnJwMBweHYp8v6enpsLKywpMnT8rMQ6v1TrqVlRXkcjnu3r2rtvzu3bvSWJZn3bhxA8nJyejVq5e0rKibhK6uLhITE4tNIWFgYCBN3fAsPT29SvljWNH1inuFD9DTs7fnH+8KUlmxp4rFOGkHxknzMUbagXGqOkqlEjKZDDo6OtJ0W2Up+v9m0XZUfosWLUKXLl1gYmKCffv2YfPmzVi9enWFn0fGSDvU9Djp6OhAJpOV+Jn+Mp/x1Zqk6+vro1WrVjh06BD69OkDoDBwhw4dQkhISLHyTZo0QUJCgtqyGTNmICMjA8uWLYODg0NVNLtK/W+OdD40joiIiIi0y8mTJ7Fw4UJkZGSgUaNGWL58OUaOHFndzSLSaNU+T/rEiRMxdOhQeHt7o3Xr1li6dCmePn2K4cMLx/gEBASgXr16mD9/PgwNDdG8eXO17S0tLQGg2PKaQpp+zZ7TrxERERGRdtm2bVt1N4FI61R7kj5o0CDcu3cPYWFhuHPnDlq0aIH9+/dLD5NLSUmpkV0hykuafs2ed9KJiIiIiIhqumpP0gEgJCSkxO7tABAdHf3CbTdt2lTxDdIg+amcI52IiIiIiOhN8ebeotYCQqVCQeodAICuHbu7ExERERER1XRM0jWY8uFDiLw8QEcHejZ1q7s5REREREREVMmYpGuwovHounXrQsZpWYiIiIiIiGo8JukajNOvERERERERvVmYpGswTr9GRERERK8qPDwcLVq0qJJ9DRs2DH369KmSfVWF6OhoyGQyPH78uLqbQm8gJukajNOvEREREWmmvORkpC1egr8mTkLa4iXIS06ukv3GxsZCLpejZ8+eVbK/5yUnJ0MmkyE+Pl5t+bJlyyp81qUGDRpAJpNBJpPB2NgY7u7uWL9+fYXuo7oVfRnw/GvGjBnV3qbnv6AYNmyY1D49PT00bNgQn332GXJycqqnoTWYRkzBRiUrmn5Nl93diYiIiDTG4x07kTpzJiCTAUIAMhkebNgAu7lzYdmvb6Xue8OGDRgzZgw2bNiA27dvw15DelxaWFhUSr1z5sxBYGAgsrKy8MMPPyAwMBD16tVD9+7dK2V/1SUxMRHm5ubSe1NT01eqR6lUQiaTQUencu7FduvWDRs3bkR+fj5Onz6NoUOHQiaT4YsvvqiU/QGVf0yvIi8vD/r6+pVWv+YcKRVTwDHpRERERJVKCAFVVlbZr+xsqLKykHPlSmGCrlIBSqXaz9QZM5BzJbF89WVlQQjxUm3NzMzEf//7X4wePRo9e/Ysdud6wYIFsLGxgZmZGUaMGFHsDuepU6fQpUsXWFlZwcLCAm+//TbOnDmjVkYmk2HNmjXo3r07jIyM0KhRI2zfvl1a37BhQwBAy5YtIZPJ0KFDBwDq3d2/+uor2NvbQ6VSqdXdu3dvfPzxx9L7H3/8EV5eXjA0NESjRo0we/ZsFBQUqG1jZmYGW1tbNGrUCFOmTEHt2rVx8ODBYsdUt25dODo6omPHjiUe0/r169G3b18YGxvDxcUFP/30k1qZyMhIKBQKGBkZoWPHjkguoWfEjh070KxZMxgYGKBBgwZYvHix2voGDRpg7ty5CAgIgKmpKZycnPDTTz/h3r176N27N0xNTeHh4YG4uLhiddetWxe2trbSqyhJf/ToEQICAlCrVi0YGxuje/fuuHbtmrTdpk2bYGlpiZ9++glNmzaFgYEBUlJSkJubi9DQUNSrVw8mJiZo06YNoqOjpe1u3ryJXr16oVatWjAxMUGzZs0QGRmJ5ORkdOzYEQBQq1YtyGQyDBs2TNrOwMAAtra2cHBwQJ8+feDn56cWD5VKhfnz56Nhw4YwMjKCp6en2u9P0bl2dXWFoaEhOnbsiG+//Vbtzn1FH1PRefT394e1tTWMjIzg4uKCjRs3StsmJCSgU6dOMDIyQp06dTBq1ChkZmZK64t+vz///HPY29vD1dW1WAwrEpN0DZWXnIzcP/4AAGT8eqjKulARERERvUlEdjYSvVq98HXN2wd3O3bCNW8fJPXpW5iYl0SlQlKfPmXWV/QS2dkv1dZt27ahSZMmcHV1xUcffYRvvvlGSvS3bduG8PBwzJs3D3FxcbCzs8Pq1avVts/IyMDQoUNx/Phx/Pbbb3BxcUGPHj2QkZGhVm7mzJno378/zp07B39/f3zwwQe4fPkyAODkyZMAgF9//RWpqanYuXNnsXYOGDAADx48QFRUlLTs4cOH2L9/P/z9/QEAx44dQ0BAAMaNG4dLly5h3bp12LRpEz7//PNSTq0KO3bswKNHj9TuYBYd09GjR3Hw4EE4OzuXeEyzZ8/GwIEDcf78efTo0QP+/v54+PAhAODWrVvo168fevXqhfj4eIwcORJTp05V2/706dMYOHAgPvjgAyQkJCA8PBwzZ84s9kXJl19+iXbt2uHs2bPo2bMnhgwZgoCAAHz00Uc4c+YMGjdujICAgHJ/QTNs2DDExcXhp59+QmxsLIQQ6NGjB/Lz86UyWVlZ+OKLL7B+/XpcvHgRdevWRUhICGJjYxEREYHz589jwIAB6Natm5TgBwcHIzc3F0ePHkVCQgK++OILmJqawsHBATt27ABQeHc/NTUVy5YtK7FtFy5cwIkTJ9TiMX/+fGzevBlr167FxYsXMWHCBHz00Uc4cuQIACApKQnDhg1D7969ce7cOXzyySeYPn16sbor8piAwt/pS5cuYd++fbh8+TLWrFkDKysrAMDTp0/RtWtX1KpVC6dOncIPP/yAX3/9FSEhIWptOnToEBITE3Hw4EHs2bOnXPF7ZeIN8+TJEwFAPHnypELrzcvLE7t37xZ5eXmvXdej7TvEJbem4pJrk8JX02bikltT8WjHzgpo6ZurImNElYdx0g6Mk+ZjjLQD41T1srOzxaVLl0R2drYQQgjl06f/+z9XFb+UT5++VNvbtm0rli5dKoQQIj8/X1hZWYmoqCghhBC+vr7i008/VSvfpk0b4enpWWp9SqVSmJmZiZ9//llaBkAEBQUVq2f06NFCCCGSkpIEAHH27Fm1MkOHDhW9e/eW3vfu3Vt8/PHH0vt169YJe3t7oVQqhRBCdO7cWcybN0+tju+++07Y2dlJ752cnIS+vr4wMTERurq6AoCoXbu2uHbtWonH8ujRI5Gfn1/iMc2YMUN6n5mZKQCIffv2CSGEmDZtmmjatKlafVOmTBEAxKNHj4QQQnz44YeiS5cuamUmT56stp2Tk5P46KOPpPepqakCgJg5c6a0LDY2VgAQqampQgghoqKiBABhYmKi9rp//764evWqACBiYmKk7e/fvy+MjIzEtm3bhBBCbNy4UQAQ8fHxUpmbN28KuVwu/vrrL7X2du7cWUybNk0IIYS7u7sIDw8vdh6fbVPRsRcZOnSokMvlwsTERBgYGAgAQkdHR2zfvl0IIUROTo4wNjYWJ06cUNtuxIgRYvDgwUIIIT777DPh5uYm/R4IIcT06dPV9lcZx9SrVy8xfPjwEtd99dVXolatWiIzM1NatnfvXqGjoyPu3LkjHbuNjY3Izc0tsY4iz3++POtl8lCOSdcwecnJ/+tCVUSpBACkzpgB41Ze0HdyqqbWEREREdUsMiMjuJ45/cIyKpUK6RkZMDczw4NVq/Bw83fS/8/UyOWoHTAE1mPGlHvf5ZWYmIiTJ09i165dAABdXV0MGjQIGzZsQIcOHXD58mUEBQWpbePr66t2N/vu3buYMWMGoqOjkZaWBqVSiaysLKSkpBTb7vn3zz8oriz+/v4IDAzE6tWrYWBggC1btuCDDz6QxhWfO3cOMTExanfOlUolcnJykJWVBWNjYwDA5MmTMWzYMKSmpmLy5Mn49NNP4ezsXOIx3b17FyqVqsRj8vDwkP5tYmICc3NzpKWlAQAuX76MNm3avPAcXL58Gb1791Zb1q5dOyxduhRKpRJyubzYfmxsbAAA7u7uxZalpaXB1tZWWn7s2DGYmZlJ72vVqoWYmBjo6uqqta1OnTpwdXWVejYAgL6+vtp+ExISoFQqoVAo1Nqbm5uLOnXqAADGjh2L0aNH48CBA/Dz80P//v3V6ihNx44dsWbNGjx9+hRffvkldHV10b9/fwDA9evXkZWVhS5duqhtk5eXh5YtWwIo/D328vJSW9+6deti+6noYxo9ejT69++PM2fO4J133kGfPn3Qtm1bAIWx9fT0hImJiVRvu3btoFKpkJiYqBbHyhyH/iwm6Rrm8Y6dhQ8hKYlMhsfbd6DupIlV2ygiIiKiGkomk0H2d0JYKpUKOgUF0DE2Rq1Bg/Dw280llxMCtT74ADpl1fcKNmzYgIKCArUHxQkhYGBggJUrV5arjqFDh+LBgwdYtmwZnJycYGBgAF9fX+Tl5VV4e3v16gUhBPbu3QsfHx8cO3YMX375pbQ+MzMTs2fPRr9+/Ypta2hoKP3bysoKzs7OcHZ2xg8//AB3d3d4e3ujadOmasf05Zdfok6dOqhTpw7atWtX7Jj09PTU3stksmJj5ivCs/uR/f1/+pKWPb/vhg0bwtLS8pX2aWRkJNULFJ5buVyO06dPS18eFCnq/j1y5Eh07doVe/fuxYEDBzB//nwsXrwYY8r4gsnExET6kuSbb76Bp6cnNmzYgBEjRkhjuPfu3Yt69eqpbWdgYFCtx9S9e3fcvHkTkZGROHjwIDp37ozg4GAsWrSo3G16NomvbByTrmHy//qr8CmhJRGicD0RERERVQv9Bg1gN3cuoKMDyOVqP+3mzq2UHo8FBQXYvHkzFi9ejPj4eOl17tw52NvbY+vWrXBzc8Pvv/+utt1vv/2m9j4mJgZjx45Fjx49pAeg3b9/v9j+nt/ut99+g5ubGwBIdxKVJfUkeIahoSH69euHLVu2YOvWrXB1dVW7g+rl5YXExEQpAX/2VdpTvB0cHDBo0CBMmzatxGNyc3Mr9ZhexM3NTRpr/+wxP18mJiZGbVlMTAwUCkWxpLGiuLm5oaCgQC2uDx48QGJiovQlRUlatmwJpVKJtLS0Yuf22bv3Dg4OCAoKws6dOzFp0iR8/fXXAMofYx0dHfzrX//CjBkzkJ2drfaQt+f36+DgAABwdXXF2bNn1eo5depUmefidY8JAKytrTF06FD83//9H5YuXYqvvvoKQOF5PnfuHJ4+fSqVjYmJgY6OTqU/IK40vJOuYfTq1XvhnXS9576VIiIiIqKqZdmvL4xbeeHx9h3I/+sv6NWrB8v3+1fakMQ9e/bg0aNHGDFiRLGpzvr3748NGzYgNDQUw4YNg7e3N9q1a4ctW7bg4sWLaNSokVTWxcUF3333Hby9vZGeno7JkyfDqIQu9z/88AO8vb3x1ltvYcuWLTh58iQ2bNgAoPAp5EZGRti/fz/q168PQ0PDUqdf8/f3x7vvvouLFy/io48+UlsXFhaGd999F46Ojnj//feho6ODc+fO4cKFC5g7d26p52LcuHFo3rw54uLi4O3tLR2Tl5cXUlNTMWfOnBKP6UWCgoKwePFiTJ48GSNHjsTp06eLPRBu0qRJ8PHxwb///W8MGjQIsbGxWLlyZbGH81UkFxcX9O7dG4GBgVi3bh3MzMwwdepU1KtXr1jX+2cpFAr4+/sjICAAixcvRsuWLXHv3j0cOnQIHh4e6NmzJ8aPH4/u3btDoVDg0aNHiIqKkr6IcXJygkwmw549e9CjRw8YGRmVOiXcgAEDMHnyZKxatQqhoaEIDQ3FhAkToFKp8NZbb+HJkyeIiYmBubk5hg4dilGjRuHLL7/E1KlTMXLkSMTHx0vnWlZaDlQBxxQWFoZWrVqhWbNmyM3NxZ49e6R1/v7+mDVrFoYOHYrw8HDcu3cPY8aMwZAhQ6Su7lWNd9I1jGX/fi+8k275fv+qbRARERERFaPv5IS6kyai3pLFqDtpYqU+M2jDhg3w8/MrMRnu378/4uLi4ObmhpkzZ+Kzzz5Dq1atcPPmTYwePbpYPY8ePYKXlxeGDBmCsWPHom7dusXqnD17NiIiIuDh4YHNmzdj69at0p1bXV1dLF++HOvWrYO9vf0Lk8VOnTqhdu3aSExMxIcffqi2rmvXrtizZw8OHDgAHx8f/OMf/8CXX34JpzLOY9OmTfHOO+8gLCxM7Zi8vb0RFBSEkJCQEo/pRRwdHbFjxw7s3r0bnp6eWLt2LebNm6dWxsvLC9u2bUNERASaN2+OsLAwzJkzR216ssqwceNGtGrVCu+++y58fX0hhEBkZGSx7vslbRcQEIBJkybB1dUVffr0walTp+Do6Aig8C55cHAw3Nzc0K1bNygUCukLh3r16mH27NmYOnUqbGxsij3l/Fm6uroICQnBwoUL8fTpU/z73//GzJkzMX/+fKnuvXv3SlP3NWzYEJs2bcKuXbvg4eGBNWvWSE93L6tL/Osck76+PqZNmwYPDw+0b98ecrkcERERAABjY2P88ssvePjwIXx8fPD++++jc+fO5R5GUhlkQrzkBI1aLj09HRYWFnjy5AnMzc0rrN78/HxERkaiR48eZV40ZXm8cxdSZ8wovKMuhPTTbu5cWPbrW0EtfvNUZIyo8jBO2oFx0nyMkXZgnKpeTk4OkpKS0LBhQ7Wxzy+iUqmQnp4Oc3PzUrti1xQymQy7du2S5jzXFm9SjLRZSXH6/PPPsXbtWty6dauaW/f6XvT58jJ5KLu7a6Cq7kJFRERERERUFdavX49//vOfsLa2RkxMDP7zn/+88G79m4hJuoYq6kJFRERERERUU/zxxx9YsmQJHj58CEdHR0yaNEntYYDEJJ2IiIiIiP72ho2EpWowb948rFy5ksMSXoBnhoiIiIiIiEhDMEknIiIiojcO7xgTUUWrqM8VJulERERE9MaQy+UAgLy8vGpuCRHVNEWfK0WfM6+KY9KJiIiI6I2hq6sLY2Nj3Lt3D3p6euUaF6tSqZCXl4ecnByOo9VQjJF2qMlxUqlUuHfvHoyNjaGr+3ppNpN0IiIiInpjyGQy2NnZISkpCTdv3izXNkIIZGdnw8jICDKZrJJbSK+CMdIONT1OOjo6cHR0fO1jY5JORERERG8UfX19uLi4lLvLe35+Po4ePYr27dtDT0+vkltHr4Ix0g41PU76+voV0kOASToRERERvXF0dHRgaGhYrrJyuRwFBQUwNDSskYlFTcAYaQfGqXxq1kAAIiIiIiIiIi3GJJ2IiIiIiIhIQzBJJyIiIiIiItIQb9yY9KIJ5tPT0yu03vz8fGRlZSE9PZ3jKzQUY6QdGCftwDhpPsZIOzBO2oFx0nyMkXZ4k+NUlH8W5aMv8sYl6RkZGQAABweHam4JERERERERvUkyMjJgYWHxwjIyUZ5UvgZRqVS4ffs2zMzMKnRuvvT0dDg4OODWrVswNzevsHqp4jBG2oFx0g6Mk+ZjjLQD46QdGCfNxxhphzc5TkIIZGRkwN7evsxp2t64O+k6OjqoX79+pdVvbm7+xv3CaRvGSDswTtqBcdJ8jJF2YJy0A+Ok+Rgj7fCmxqmsO+hF+OA4IiIiIiIiIg3BJJ2IiIiIiIhIQzBJryAGBgaYNWsWDAwMqrspVArGSDswTtqBcdJ8jJF2YJy0A+Ok+Rgj7cA4lc8b9+A4IiIiIiIiIk3FO+lEREREREREGoJJOhEREREREZGGYJJOREREREREpCGYpBMRERERERFpCCbpFWDVqlVo0KABDA0N0aZNG5w8ebK6m1RjhYeHQyaTqb2aNGkirc/JyUFwcDDq1KkDU1NT9O/fH3fv3lWrIyUlBT179oSxsTHq1q2LyZMno6CgQK1MdHQ0vLy8YGBgAGdnZ2zatKkqDk9rHT16FL169YK9vT1kMhl2796ttl4IgbCwMNjZ2cHIyAh+fn64du2aWpmHDx/C398f5ubmsLS0xIgRI5CZmalW5vz58/jnP/8JQ0NDODg4YOHChcXa8sMPP6BJkyYwNDSEu7s7IiMjK/x4tVFZMRo2bFixa6tbt25qZRijyjV//nz4+PjAzMwMdevWRZ8+fZCYmKhWpio/4/i3rWTliVOHDh2KXU9BQUFqZRinyrVmzRp4eHjA3Nwc5ubm8PX1xb59+6T1vJY0Q1lx4rWkeRYsWACZTIbx48dLy3g9VQJBryUiIkLo6+uLb775Rly8eFEEBgYKS0tLcffu3epuWo00a9Ys0axZM5Gamiq97t27J60PCgoSDg4O4tChQyIuLk784x//EG3btpXWFxQUiObNmws/Pz9x9uxZERkZKaysrMS0adOkMn/88YcwNjYWEydOFJcuXRIrVqwQcrlc7N+/v0qPVZtERkaK6dOni507dwoAYteuXWrrFyxYICwsLMTu3bvFuXPnxHvvvScaNmwosrOzpTLdunUTnp6e4rfffhPHjh0Tzs7OYvDgwdL6J0+eCBsbG+Hv7y8uXLggtm7dKoyMjMS6deukMjExMUIul4uFCxeKS5cuiRkzZgg9PT2RkJBQ6edA05UVo6FDh4pu3bqpXVsPHz5UK8MYVa6uXbuKjRs3igsXLoj4+HjRo0cP4ejoKDIzM6UyVfUZx79tpStPnN5++20RGBiodj09efJEWs84Vb6ffvpJ7N27V1y9elUkJiaKf/3rX0JPT09cuHBBCMFrSVOUFSdeS5rl5MmTokGDBsLDw0OMGzdOWs7rqeIxSX9NrVu3FsHBwdJ7pVIp7O3txfz586uxVTXXrFmzhKenZ4nrHj9+LPT09MQPP/wgLbt8+bIAIGJjY4UQhYmKjo6OuHPnjlRmzZo1wtzcXOTm5gohhPjss89Es2bN1OoeNGiQ6Nq1awUfTc30fAKoUqmEra2t+M9//iMte/z4sTAwMBBbt24VQghx6dIlAUCcOnVKKrNv3z4hk8nEX3/9JYQQYvXq1aJWrVpSnIQQYsqUKcLV1VV6P3DgQNGzZ0+19rRp00Z88sknFXqM2q60JL13796lbsMYVb20tDQBQBw5ckQIUbWfcfzbVn7Px0mIwsTi2f/APo9xqh61atUS69ev57Wk4YriJASvJU2SkZEhXFxcxMGDB9XiwuupcrC7+2vIy8vD6dOn4efnJy3T0dGBn58fYmNjq7FlNdu1a9dgb2+PRo0awd/fHykpKQCA06dPIz8/Xy0eTZo0gaOjoxSP2NhYuLu7w8bGRirTtWtXpKen4+LFi1KZZ+soKsOYvpqkpCTcuXNH7ZxaWFigTZs2anGxtLSEt7e3VMbPzw86Ojr4/fffpTLt27eHvr6+VKZr165ITEzEo0ePpDKM3auLjo5G3bp14erqitGjR+PBgwfSOsao6j158gQAULt2bQBV9xnHv20v5/k4FdmyZQusrKzQvHlzTJs2DVlZWdI6xqlqKZVKRERE4OnTp/D19eW1pKGej1MRXkuaITg4GD179ix2Lnk9VQ7d6m6ANrt//z6USqXaLxwA2NjY4MqVK9XUqpqtTZs22LRpE1xdXZGamorZs2fjn//8Jy5cuIA7d+5AX18flpaWatvY2Njgzp07AIA7d+6UGK+idS8qk56ejuzsbBgZGVXS0dVMRee1pHP67DmvW7eu2npdXV3Url1brUzDhg2L1VG0rlatWqXGrqgOKl23bt3Qr18/NGzYEDdu3MC//vUvdO/eHbGxsZDL5YxRFVOpVBg/fjzatWuH5s2bA0CVfcY9evSIf9vKqaQ4AcCHH34IJycn2Nvb4/z585gyZQoSExOxc+dOAIxTVUlISICvry9ycnJgamqKXbt2oWnTpoiPj+e1pEFKixPAa0lTRERE4MyZMzh16lSxdfzbVDmYpJNW6d69u/RvDw8PtGnTBk5OTti2bRuTZ6LX8MEHH0j/dnd3h4eHBxo3bozo6Gh07ty5Glv2ZgoODsaFCxdw/Pjx6m4KvUBpcRo1apT0b3d3d9jZ2aFz5864ceMGGjduXNXNfGO5uroiPj4eT548wfbt2zF06FAcOXKkuptFzyktTk2bNuW1pAFu3bqFcePG4eDBgzA0NKzu5rwx2N39NVhZWUEulxd7euHdu3dha2tbTa16s1haWkKhUOD69euwtbVFXl4eHj9+rFbm2XjY2tqWGK+idS8qY25uzi8CXkHReX3RdWJra4u0tDS19QUFBXj48GGFxI7X48tr1KgRrKyscP36dQCMUVUKCQnBnj17EBUVhfr160vLq+ozjn/byqe0OJWkTZs2AKB2PTFOlU9fXx/Ozs5o1aoV5s+fD09PTyxbtozXkoYpLU4l4bVU9U6fPo20tDR4eXlBV1cXurq6OHLkCJYvXw5dXV3Y2NjweqoETNJfg76+Plq1aoVDhw5Jy1QqFQ4dOqQ2loYqT2ZmJm7cuAE7Ozu0atUKenp6avFITExESkqKFA9fX18kJCSoJRsHDx6Eubm51LXK19dXrY6iMozpq2nYsCFsbW3Vzml6ejp+//13tbg8fvwYp0+flsocPnwYKpVK+oPs6+uLo0ePIj8/Xypz8OBBuLq6olatWlIZxq5i/Pnnn3jw4AHs7OwAMEZVQQiBkJAQ7Nq1C4cPHy42dKCqPuP4t+3FyopTSeLj4wFA7XpinKqeSqVCbm4uryUNVxSnkvBaqnqdO3dGQkIC4uPjpZe3tzf8/f2lf/N6qgTV/eQ6bRcRESEMDAzEpk2bxKVLl8SoUaOEpaWl2tMLqeJMmjRJREdHi6SkJBETEyP8/PyElZWVSEtLE0IUTgHh6OgoDh8+LOLi4oSvr6/w9fWVti+aAuKdd94R8fHxYv/+/cLa2rrEKSAmT54sLl++LFatWsUp2MqQkZEhzp49K86ePSsAiCVLloizZ8+KmzdvCiEKp2CztLQUP/74ozh//rzo3bt3iVOwtWzZUvz+++/i+PHjwsXFRW16r8ePHwsbGxsxZMgQceHCBRERESGMjY2LTe+lq6srFi1aJC5fvixmzZrF6b3+9qIYZWRkiNDQUBEbGyuSkpLEr7/+Kry8vISLi4vIycmR6mCMKtfo0aOFhYWFiI6OVptuKCsrSypTVZ9x/NtWurLidP36dTFnzhwRFxcnkpKSxI8//igaNWok2rdvL9XBOFW+qVOniiNHjoikpCRx/vx5MXXqVCGTycSBAweEELyWNMWL4sRrSXM9/9R9Xk8Vj0l6BVixYoVwdHQU+vr6onXr1uK3336r7ibVWIMGDRJ2dnZCX19f1KtXTwwaNEhcv35dWp+dnS0+/fRTUatWLWFsbCz69u0rUlNT1epITk4W3bt3F0ZGRsLKykpMmjRJ5Ofnq5WJiooSLVq0EPr6+qJRo0Zi48aNVXF4WisqKkoAKPYaOnSoEKJwGraZM2cKGxsbYWBgIDp37iwSExPV6njw4IEYPHiwMDU1Febm5mL48OEiIyNDrcy5c+fEW2+9JQwMDES9evXEggULirVl27ZtQqFQCH19fdGsWTOxd+/eSjtubfKiGGVlZYl33nlHWFtbCz09PeHk5CQCAwOL/dFjjCpXSfEBoPb5U5WfcfzbVrKy4pSSkiLat28vateuLQwMDISzs7OYPHmy2tzOQjBOle3jjz8WTk5OQl9fX1hbW4vOnTtLCboQvJY0xYvixGtJcz2fpPN6qngyIYSouvv2RERERERERFQajkknIiIiIiIi0hBM0omIiIiIiIg0BJN0IiIiIiIiIg3BJJ2IiIiIiIhIQzBJJyIiIiIiItIQTNKJiIiIiIiINASTdCIiIiIiIiINwSSdiIiIiIiISEMwSSciIiIiIiLSEEzSiYiINNS9e/egr6+Pp0+fIj8/HyYmJkhJSXnhNuHh4WjRokWFtaFDhw4YP358hdVHREREL8YknYiISEPFxsbC09MTJiYmOHPmDGrXrg1HR8fqbhYRERFVIibpREREGurEiRNo164dAOD48ePSv1/GsGHD0KdPHyxatAh2dnaoU6cOgoODkZ+fL5VZvXo1XFxcYGhoCBsbG7z//vvStkeOHMGyZcsgk8kgk8mQnJwMpVKJESNGoGHDhjAyMoKrqyuWLVv20vvNzc3FlClT4ODgAAMDAzg7O2PDhg3S+gsXLqB79+4wNTWFjY0NhgwZgvv370vrt2/fDnd3dxgZGaFOnTrw8/PD06dPX/ocERERaRLd6m4AERER/U9KSgo8PDwAAFlZWZDL5di0aROys7Mhk8lgaWmJDz/8EKtXry53nVFRUbCzs0NUVBSuX7+OQYMGoUWLFggMDERcXBzGjh2L7777Dm3btsXDhw9x7NgxAMCyZctw9epVNG/eHHPmzAEAWFtbQ6VSoX79+vjhhx9Qp04dnDhxAqNGjYKdnR0GDhxYrv0CQEBAAGJjY7F8+XJ4enoiKSlJSsIfP36MTp06YeTIkfjyyy+RnZ2NKVOmYODAgTh8+DBSU1MxePBgLFy4EH379kVGRgaOHTsGIUSFxIGIiKi6yAT/mhEREWmMgoIC/Pnnn0hPT4e3tzfi4uJgYmKCFi1aYO/evXB0dISpqSmsrKxK3D48PBy7d+9GfHw8gMI72tHR0bhx4wbkcjkAYODAgdDR0UFERAR27tyJ4cOH488//4SZmVmx+jp06IAWLVpg6dKlL2x3SEgI7ty5g+3bt5drv1evXoWrqysOHjwIPz+/YvXNnTsXx44dwy+//CIt+/PPP+Hg4IDExERkZmaiVatWSE5OhpOTU5nnlYiISFuwuzsREZEG0dXVRYMGDXDlyhX4+PjAw8MDd+7cgY2NDdq3b48GDRqUmqCXplmzZlKiDAB2dnZIS0sDAHTp0gVOTk5o1KgRhgwZgi1btiArK6vMOletWoVWrVrB2toapqam+Oqrr4o91O5F+42Pj4dcLsfbb79dYv3nzp1DVFQUTE1NpVeTJk0AADdu3ICnpyc6d+4Md3d3DBgwAF9//TUePXr0UueFiIhIEzFJJyIi0iDNmjWDqakphgwZgpMnT8LU1BSdO3dGcnIyTE1N0axZs5euU09PT+29TCaDSqUCAJiZmeHMmTPYunUr7OzsEBYWBk9PTzx+/LjU+iIiIhAaGooRI0bgwIEDiI+Px/Dhw5GXl1fu/RoZGb2wzZmZmejVqxfi4+PVXteuXUP79u0hl8tx8OBB7Nu3D02bNsWKFSvg6uqKpKSk8p4WIiIijcQknYiISINERkYiPj4etra2+L//+z/Ex8ejefPmWLp0KeLj4xEZGVnh+9TV1YWfnx8WLlyI8+fPIzk5GYcPHwYA6OvrQ6lUqpWPiYlB27Zt8emnn6Jly5ZwdnbGjRs3Xmqf7u7uUKlUOHLkSInrvby8cPHiRTRo0ADOzs5qLxMTEwCFSX+7du0we/ZsnD17Fvr6+ti1a9crnAEiIiLNwSSdiIhIgzg5OcHU1BR3795F79694eDggIsXL6J///5wdnau8PHXe/bswfLlyxEfH4+bN29i8+bNUKlUcHV1BQA0aNAAv//+O5KTk3H//n2oVCq4uLggLi4Ov/zyC65evYqZM2fi1KlTL7XfBg0aYOjQofj444+xe/duJCUlITo6Gtu2bQMABAcH4+HDhxg8eDBOnTqFGzdu4JdffsHw4cOhVCrx+++/Y968eYiLi0NKSgp27tyJe/fuwc3NrULPDxERUVVjkk5ERKRhoqOj4ePjA0NDQ5w8eRL169eHnZ1dpezL0tISO3fuRKdOneDm5oa1a9di69atUrf60NBQyOVyNG3aFNbW1khJScEnn3yCfv36YdCgQWjTpg0ePHiATz/99KX3vWbNGrz//vv49NNP0aRJEwQGBkpTqNnb2yMmJgZKpRLvvPMO3N3dMX78eFhaWkJHRwfm5uY4evQoevToAYVCgRkzZmDx4sXo3r17hZ4fIiKiqsanuxMRERERERFpCN5JJyIiIiIiItIQTNKJiIiIiIiINASTdCIiIiIiIiINwSSdiIiIiIiISEMwSSciIiIiIiLSEEzSiYiIiIiIiDQEk3QiIiIiIiIiDcEknYiIiIiIiEhDMEknIiIiIiIi0hBM0omIiIiIiIg0BJN0IiIiIiIiIg3x/xOf1Uj0G1lnAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from capymoa.evaluation import prequential_evaluation_multiple_learners\n", "\n", "# Define the learners + an alias (dictionary key)\n", "learners = {\n", " 'kNNReg_k5': KNNRegressor(schema=stream.get_schema(), k=5),\n", " 'kNNReg_k2': KNNRegressor(schema=stream.get_schema(), k=2),\n", " 'kNNReg_k5_median': KNNRegressor(schema=stream.get_schema(), CLI='-k 5 -m'),\n", " 'ARFReg_s5': AdaptiveRandomForestRegressor(schema=stream.get_schema(), ensemble_size=5)\n", "}\n", "\n", "results = prequential_evaluation_multiple_learners(stream, learners)\n", "\n", "print('Cumulative results for each learner:')\n", "for learner_id in learners.keys():\n", " if learner_id in results:\n", " cumulative = results[learner_id]['cumulative']\n", " print(f\"{learner_id}, RMSE: {cumulative.rmse():.2f}, adjusted R2: {cumulative.adjusted_r2():.2f}\")\n", "\n", "# Tip: invoking metrics_header() from an Evaluator will show us all the metrics available, \n", "# e.g. results['kNNReg_k5']['cumulative'].metrics_header()\n", "plot_windowed_results(results['kNNReg_k5'], results['kNNReg_k2'], results['kNNReg_k5_median'], \n", " results['ARFReg_s5'], metric=\"rmse\")\n", "\n", "plot_windowed_results(results['kNNReg_k5'], results['kNNReg_k2'], results['kNNReg_k5_median'], \n", " results['ARFReg_s5'], metric=\"adjusted_r2\")" ] }, { "cell_type": "markdown", "id": "f1fffd6b-7421-4c07-9cca-dde220164387", "metadata": {}, "source": [ "### 3.2 Plotting predictions vs. ground truth over time (Regression)\n", "\n", "* In Regression it is sometimes desirable to plot **predictions vs. ground truth** to observe what is happening with the Stream. If we create a custom loop and use the Evaluators directly it is trivial to store the ground truth and predictions, and then proceed to plot them. However, to make people's life easier ```plot_predictions_vs_ground_truth``` function can be used.\n", "\n", "* For massive streams with millions of instances it can be unbearable to plot all at once, thus we can specify a ```plot_interval``` (that we want to investigate) to ```plot_predictions_vs_ground_truth```. By default, the plot function will attempt to plot everything, i.e. if ```plot_interval=None```, which is seldom a good idea. " ] }, { "cell_type": "code", "execution_count": 10, "id": "f71c8f1b-776d-4204-b485-284aed60af2c", "metadata": {}, "outputs": [ { "data": { "image/png": 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7HS677DIsXLgQ11xzDRoaGrBjxw5s27YNa9euBQCcdNJJAICbbroJy5Ytg9lsRnNzc8LnvO2227B+/XqceeaZ+H//7//BYrHg3nvvhd/vxx133JHy53D//ffjnnvuwSc+8QnMmjUL/f39+N///V9UVVVh+fLlIz5++fLlqKysxHe/+12YzWZcccUVMX+/9dZbsWnTJlxyySWYNm0ajhw5gnvuuQeNjY0xzdvnzZuHc845By+88MKwr3f11Vdj69atuP322/H666+jubkZM2bMgNvtxtatW/HXv/4VlZWVI/anAYB///d/x1//+ldcfPHFuOmmmzBu3Djcf//92LdvH/72t7/pZd/mz5+P0047DT/4wQ/Q3d2NcePG4aGHHkIoFBrxNYZy/fXX4+6778bnP/95vPXWW2hoaMDq1atRVlY26udM1pe+9CV85StfwRVXXIELL7wQ7777LtauXTtofV64cCHMZjN+/vOfo6+vD3a7Heeffz4mTJiQ9WUkIiIiIhoOAyhERERERFn2+9//HieddBLuvfde/PCHP4TFYsH06dPxuc99DmeccYZ+v9tuuw0OhwO///3v8fzzz2Px4sVYt24dLrnkkhFfY9myZXj++edxyy23YOXKlVBVFbNmzcL111+v3+eTn/wkvv71r+Ohhx7CX/7yF2iaNmQAZf78+XjppZfwgx/8ALfffjtUVcXixYvxl7/8BYsXL075MzjnnHPw+uuv46GHHkJHRweqq6tx6qmn4oEHHkjYeD2ew+HA5ZdfjgceeAAXXHDBoMH1yy+/HPv378f//d//obOzE3V1dTjnnHNwyy23oLq6OuXlBYD//u//xrJly3D33Xfrz+t0OjF79mx85zvfwVe+8hVMmjRpxOeZOHEiXn31VXz/+9/Hb37zG/h8PixYsABPPfXUoP/tAw88gBtuuAE/+9nPUFNTg+uuuw7nnXceLrzwwlG9h7KyMmzYsAFf//rX8Zvf/AZlZWX47Gc/i4svvhgXXXTRqJ4zWddffz327duHP/3pT1izZg3OOussrF+/HkuWLIm536RJk/D73/8et99+O6677jqEw2E8//zzDKAQERERUd4pGjvvERERERERERERERERxWAPFCIiIiIiIiIiIiIiojgMoBAREREREREREREREcVhAIWIiIiIiIiIiIiIiCgOAyhERERERERERERERERxGEAhIiIiIiIiIiIiIiKKwwAKERERERERERERERFRHEu+FyDbVFXF4cOHUVlZCUVR8r04RERERERERERERESUR5qmob+/H5MnT4bJNHSeSdEHUA4fPoympqZ8LwYRERERERERERERERWQlpYWNDY2Dvn3og+gVFZWAhAfRFVVVZ6XpnAEg0GsW7cOS5cuhdVqzffiEKWM6zCNdVyHaazjOkxjHddhGuu4DtNYx3WYigHXYxrrSnkddrlcaGpq0uMHQyn6AIos21VVVcUAikEwGERZWRmqqqpK7stBxYHrMI11XIdprOM6TGMd12Ea67gO01jHdZiKAddjGuu4DmPEth9sIk9ERERERERERERERBSHARQiIiIiIiIiIiIiIqI4DKAQERERERERERERERHFYQCFiIiIiIiIiIiIiIgoDgMoREREREREREREREREcRhAISIiIiIiIiIiIiIiisMAChERERERERERERERURwGUIiIiIiIiIiIiIiIiOIwgEJERERERERERERERBSHARQiIiIiIiIiIiIiIqI4DKAQERERERERERERERHFYQCFiIiIiIiIiIiIiIgoDgMoREREREREREREREREcRhAISIiIiIiIiIiIiIiisMAChWOLVvyvQRERERERERERERERAAYQKFCsXEjsGiRuCQiIiIiIiIiIiIiyjNLvheASlxbG+ByAatWieurVgFTpgBVVUBDQz6XjIiIiIiIiIiIiIhKGAMolD/9/UBjI6Cq0dtWrxY/ZjPQ0wNUVuZv+YiIiIiIiIiIiIioZLGEF+VPZaXIOHE6AUURtymKuH7ffQyeEBEREREREREREVHeMIBC+bViBXDNNYCmASaTuLz2WnE7EREREREREREREVGeMIBC+ffkk+JyyZLY60REREREREREREREecIeKJR/zc3A0qXAsmXA2rXA+vX5XiIiIiIiIiIiIiIiKnEMoFD+rVwZ/X3ZMvFDRERERERERERERJRHLOFFREREREREREREREQUhwEUIiIiIiIiomK0ZUu+l4CIiIhoTGMAhYiIiIiIiKjYbNwILFokLomIiIhoVNgDhYiIiIiIiKhYtLUBLhewapW4vmoVMGUKUFUFNDTkc8mIiIiIxhwGUIiIiIiIiIiKQX8/0NgIqGr0ttWrxY/ZDPT0AJWV+Vs+IiIiojGGJbyIiIiIiCiz2HeBKD8qK0XGidMJKIq4TVHE9fvuY/CEiIiIKEUMoBARERERUeaw7wJRfq1YAVxzDaBpgMkkLq+9VtxORERERCnJawDl9ttvxymnnILKykpMmDABH//4x7Fz586Y+5x77rlQFCXm5ytf+UqelpiIiEoWZ1MTEQ2vrQ3YuTO278LOneJ2IsqtJ58Ul0uWxF4nIiIiopTkNYDy4osv4mtf+xo2b96M9evXIxgMYunSpXC73TH3u/7669HW1qb/3HHHHXlaYiIiKkmcTU1ENDzZd2HuXNFrARCXc+cCTU3i70SUO83NwJo1wLp14rK5Od9LRERERDQm5bWJ/Jo1a2Kur1q1ChMmTMBbb72Fs88+W7+9rKwMkyZNyvXiERFRqWtrA1yu2NnUU6YAVVVAQ0M+l4yIqLDIvgs33AD4fKJkkKIADgdw773su0CUaytXRn9ftkz8EBERUfHasgVYuDDfS1GU8hpAidfX1wcAGDduXMztDzzwAP7yl79g0qRJuOyyy/Cf//mfKCsrS/gcfr8ffr9fv+5yuQAAwWAQwWAwS0s+9sjPgp8JjVVchynrBgaAY48FVFVcdzqBxx4TP2YzcPAgUFEx6qfnOkxjHddhGqS5GXjjDeCPfxR9F1QVuP56cXsBridch2ms4zpMYx3XYSoGXI+pIGzaBFx2GfDUU4AhKSEZpbwOJ/ueFU3TtCwvS1JUVcXll1+O3t5evPzyy/rtf/jDHzBt2jRMnjwZ7733Hr7//e/j1FNPxeOPP57weW6++Wbccsstg25/8MEHhwy6EBERERERERERERFRafB4PLj66qvR19eHqqqqIe9XMAGUr371q3j22Wfx8ssvo7Gxccj7bdy4EUuWLMHu3bsxa9asQX9PlIHS1NSEzs7OYT+IUhMMBrF+/XpceOGFsFqt+V4copRxHaac+c53Bs+mvvPOtJ+W6zCNdVyHKaH/+A/g/PNF4+oNG4Dnnwduuy3fS5UQ12Ea67gO01jHdZiKAddjypuBAdFrUFbNMEqhakYpr8Mulwt1dXUjBlAKooTXjTfeiKeffhqbNm0aNngCAIsXLwaAIQModrsddrt90O1Wq7XkVoJk8HOhsY7rMGXd3/4GeL3AhRcC69eL67/+dcaenuswjXVchynGHXdEf7/oIvFT4LgO01jHdZjGOq7DVAy4HlPO1dYCv/td4h6E99wj/p6CUlyHk32/piwvx7A0TcONN96IJ554Ahs3bsSMGTNGfMyWLVsAAA1s3ktERLnQ3AysWQOsWycum5vzvUREREREREREVOpWrACuuUYET0wmcXntteJ2ypi8ZqB87Wtfw4MPPoi///3vqKysRHt7OwCguroaTqcTe/bswYMPPojly5dj/PjxeO+99/Ctb30LZ599NhYsWJDPRSciolKxcmX092XLxA8RERERERERUb49+aS4XLJEVM148kng7rvzuURFJ68BlN/97ncAgHPPPTfm9vvuuw9f/OIXYbPZ8Nxzz+Guu+6C2+1GU1MTrrjiCvzoRz/Kw9ISERERERERERERERWI5mZg6VIx2XPtWhFEoYzKawBlpP71TU1NePHFF3O0NEREREREREREREREYwSrZmRdXnugEBERERERERERERERFSIGUIiIiIiIiIiIiIiIiOIwgEJERERERERERERERBSHARQiIiIiIiIiIiIiIqI4DKAQERERlYItW/K9BERERERERERjCgMoRERERMVu40Zg0SJxSURERERERERJseR7AYiIiIgoS9raAJcLWLVKXF+1CpgyBaiqAhoa8rlkRERERERERAWPARQiIiKiYtTfDzQ2AqoavW31avFjNgM9PUBlZf6Wj4iIiIiICt+WLcDChfleCqK8YQkvIiIiomJUWSkyTpxOQFHEbYoirt93H4MnREREREQ0PJYCJmIAhYiIiKhorVgBXHMNoGmAySQur71W3E5ERERERJRIWxuwc2dsKeCdO8XtRCWGARQiIiKiYvbkk+JyyZLY60RERERERPFkKeC5c0X5X0Bczp0LNDWJvxOVEAZQiIiIiIpZczOwZg2wbp24bG7O9xIREREREVGhYilgohhsIk9ERERUzFaujP6+bJn4ISIiIiIiGsqKFcDmzcA994hSwKrKUsBUspiBQkRERERERERERERRLAVMBIAZKERERERERERERERk1NwMLF0qMtjXrgXWr8/3EhHlBQMoRERERERERERERBTFUsBEAFjCi4iIiIiIiIiIiIiK2ZYt+V4CGqMYQCEiIiIiIiIiIiKi4rRxI7BokbgkShFLeBERERERERERERFRcWlrA1wuYNUqcX3VKmDKFKCqCmhoyOeS0RjCAAoREREREREREVGp27IFWLgw30tBlBn9/UBjI6Cq0dtWrxY/ZjPQ0wNUVuZv+WjMYAkvIiIiIiIiygzWFyciGptY4oiKTWWlyDhxOgFFEbcpirh+330MnlDSGECh3OIJFRERERFRceLgGxHR2NPWBuzcGVviaOdOcTvRWLdiBXDNNYCmASaTuLz2WnE7UZIYQKHc4QkVEREREVHx4eAbEdHYJEsczZ0ryhoB4nLuXKCpSfydaKx78klxuWRJ7HWiJLEHCmUfGzYRERERERUn1hcnIhq7ZImjG24AfD4xO19RAIcDuPdebr+pODQ3A0uXAsuWAWvXAuvX53uJaIxhBgplF2czEBHRWMEyk0REqWN9cSKisY0ljqjYrVwpgieAuLzzzvwuD405DKBQdvGEioiIxgKWmSQiGj0OvhERjW0scURENCQGUCj7eEJFRESFinX7iYgyg4NvRERjV3MzsGYNsG6duGxuzvcSEREVDPZAodwwnlCtXy+u3313PpeIiIhKHev2ExFlDuuLExGNXStXRn9ftixa7oiIiBhAoRzhCRURERUaNs0kIsocDr4RERERURFiAIVygydURERUiFasADZvBu65R5SZVFWWmSQiIiIiIiIiAOyBQkRERKWOdfuJiIiIiIiIKAFmoBAREVFpY5lJIiIiIiIiIkqAARSisWDLFmDhwnwvBRFRcWKZSSIiIiIiIiJKgCW8iArdxo3AokXikoiIiIiIiIiIiIhyggEUokLV1gbs3AmsWiWur1olrre15XOpRm/LlnwvAREREREREREREVHSWMKLqBD19wONjYCqRm9bvVr8mM1ATw9QWZm/5UvVxo2iOfOGDcD55+d7aYiIiIiIiIiIiIhGxAwUokJUWSkyTpxOQFHEbYoirt9339gJnhRbFg0RERERERUOZrkTERFRljGAQlSoVqwArrkG0DTAZBKX114rbh8LZBbN3LkicwYQl3PnAk1N4u9ERERERESjwV6RRERElAMMoBAVsiefFJdLlsReHwuKJYuGiIiIiIgKB7PciYiIKIcYQCEqZM3NwJo1wLp14rK5Od9LlJqxnkVDRERERJQpLDeVPma5ExERUY4xgEJUyFauBJYtE78vWwbceWd+l2c0xnIWDRERERFRJrDcVGYwyz0zGMwjIiJKGgMoRJRdYz2LhoiIiIhotFhuKvOY5Z4eBvOIiIhSYsn3AhBRkVu5Mvr7smXRjBoiIiIiomImy02pavS21avFj9kM9PQwY2K0jFnu69eL63ffnc8lKnxtbYDLFRvMmzIFqKoCGhryuWREREQFjRkoRERERERERJnGclPZwyz31LB3TH6xZBoR0ZjGAAoRERERERFRNrDcVHYUQ6/IXGIwL39YMo2IaMxjAIWIiIiIiIgoW4zlpozXiXKJwbzcYv8jIqKiwQAKEVGpYQo5EVF+cTtMVFpYbooKBYN5ucGSaURERYUBFCKiEnLk2Q149WNfgLZhQ74XhYioNLGUB1HpYbkpKhQM5uUGS6YRERUVS74XgIiIcqCtDXC5cP/Tb2PHKR9H1QN/x/GNjUBVFdDQkO+lIyIqfpHtcEwpjylTuB0mIiogqqrhcJ8XU2qcUOTAdzFZuTL6+7Jl0cAeZd6KFcDmzcA994iSaarKkmlERGMUM1CIiIqdIYW8bb+oudu+6TWmkBMR5QpLeRARjQlPv9+G//r7Nvxrb1e+F4WKAUumEREVBQZQiAqYLxjGpl1H4fIF870oebHn6AAee6sV/lA434sytkVSyAPllehzinTxzopappATEeUKS3kQEY0J7X1eAEBbry/PS0JFgSXTiIiKAkt4ERWwlz/sxF9fP4jWnom4evHUfC9Ozj3yRgt2HxnAjLoynDRtXL4XZ2xbsQI9r70DtIurXc4qppATEeUSS3kQERU8f1AFAHiCnMBFGcCSaURERYEZKEQFrNsTAAB0DfjzvCS5p2kaWno8AIABP09gMqHzhVfEL/V16CyvYQo5EVGusZQHEVFB80Uy330Bnn8QERGRwAwUogLm9ocAAP2Ry1JytN+vzwDzcwZYRnRddDkwcRFQX4+uY2cBC6vyvUhERKWluRlYulTMQF27Fli/Pt9LREREBnoGCgMoREREFMEAClEBkwfu/b7SC6C09Hj1330hNfMvsGULsHBh5p+3gHV99gvAu6KJvHtcPXxf/zkceV4mIqKSwlIeREQFTWageDmBi4iIiCJYwouogOkZKCXYRL41Ur4LyEIGysaNwKJF4rKEdA0EYq53lmBpOCIiIiKiocgMFG+g9CawERHR2KWqGsd4sogBFKICJjNQvIEwQuEsZGEUsNZsZKC0tQE7dwKrVonrq1aJ621tmXn+Atfljg2gxAdUiIiIqAht2ZLvJSAaM/yR8w5moBAR0Vjy2Nut+P5j72Hrob58L0pRYgCFRocnYjkxYOh94i6xRuoZz0Dp7wcaG4G5c4HVq8Vtq1eL601N4u9FrrNfzEaocloBAF1uzk4gIiIqaiWadUs0Wv5ICS/2QCEiorHkcK+YhHyo1zvCPWk0GECh1PFELGc8htRxVwmV8fIFwzjaHx3c92ciA6WyUmScOJ2AoojbFEVcv+8+8fciFlY19HjEOjR7onivncxAISIiKk4lnnVLNBqhsIpQWAMgzkc0TcvzEhERUSYEwyr+vuUQ9nW6870oWSPHzXzMoMwKBlAoeTwRy6lQWNVr8AKx2SjF7lCvF8bzlYztAFasAK65BtA0wGQSl9deK24vcj2eADRNg9mkYFZ9OQCW8CIiIipKzLolGpWAoWSypmVoEhcREeXd9sMu/GPLYTz2Vku+FyVrArIEJTMos4IBFEoOT8RyzhMXNCilAIrsfyITRTJ68vLkk+JyyZLY60VOBkvGV9hQV2kHwCbyRERERanEs26pdOxs78earW0ZyxTxBWPPOVjGi4ioOLgj42kDvuIdV5MTj5mBkh0MoFByeCKWc564nif9JVTCS/Y/aawtA5ChHihSczOwZg2wbp24bG7O3HMXsK5IsGR8uR115faY24iIiKjIlHDWLZWOB147gEffbM1YSRbZ/0QyllMmIqKxyx+W5a2KN7NQTjz2FvF7zCcGUCh5PBHLqfiMk/4UIuWapmFne/+YDbrIDJRZEyoAZHgnt3IlsGyZ+H3ZMuDOOzP33AWs0x3NQBlfYQMg1qn4E0WiMW/LlnwvARFRYSjRrFsqHfL8KJXzpOHEn3NwFi/lBI9dibJOlscv5vGPAHugZBUDKJQanojlTPyMp1RODPYcHcAda3Zg1Sv7M7xU2adpGlq6RQbKMfUigFLMO7lc0TNQKuwos5nhsJkBAN1u9kGhIrJxI7BokbgkIip1JZp1S6VDniNkarBocAYKz0Eoy3jsSpQTgZLIQGEJr2yy5HsBaIxpbgaWLhUz99euBdavz/cSFa34DJRUeqAc6vUBAI70j70STT2eILyBMEwmBTPqRLPzYt7J5YrsgVJXboOiKKgrt6E14EVnfwAN1c48Lx1RmtraAJdLlJoExOWUKUBVFdDQkM8lIyLKn5Uro78vWxbNwCUqApqm6TOKvZkKoMSdc7ARL2UNj12JckpmZwTDKsKqBrNJyfMSZZaqagiFRT+wTO0TKRYDKJQanojljOyBoiiiWloq5bhcXnFf9xis2yuzTxqqHSi3iyyJYt3J5VKXO5qBIi9be7z67URjVn8/0NgIqIZBj9WrxY/ZDPT0sE8XERGVJE8ghDJbcZ7yGydYZWq2bfzzeDgIRdnAY1cy2rIFWLgw30tR9GQABRCZGsW2b/Qb3h+D/9nBEl5EBUoesI8rF/0qBlIo4dUXCaDEN6IfC2T/k8ZaJ+wWs347y3iNnqZpegaK7H9SFwmkdA6whBeNcZWVYtae0ykizoC4dDqB++7jCSgREZWkN/d34+sPvoPndxzJ96JkhfHcIGMZKCFmoFAO8NiVJJZwyxnjPqMYK5zEvL9Q8b2/QsAAClGBckdKdk2KlFfqT6GElwygBMMqguGxtfFs7REZKI21ZbCaFZgiWSfxKfWEpBsO9nmDCKsaFAWocVoBRANzsjdKPvT7gvjdC3uw9VBf3paBisSKFcA114h0PZNJXF57rbidiIioBO3tdAMA9ne587wk2WEcAPMGMnOeEJ+BwgAKZQ2PXUtbWxuwc2dsCbedO8XtlBXGDJRi7BESn4GiaVoel6Y4MYBChe/oTmDgaL6XYkSapsGVQpmtkegBlCoHAJGBkuxGUJbwAsZeFkpLJIDSVFsGRVFgt4jNVPyMsJKXwmwVmWVSW2aDxSw+z/rKSAAlj03kt7T04s393Vi7rT1vy0BF5MknxeWSJbHXiYiISpAc/A8U6TG0MeskWxkoLOFF2aCqGnYf6ccT77bhliXX4+Yv3IIBm5PHrqVClnCbO1eUbQPE5dy5QFOT+DtlXNEHUAyTCjRNQ2CMTaQeC4qr6BsVn54DwPr/AqxOYMmPgXEz8r1EQ/rr6y3Y8EEHfrB8Ho6ZUJH287kjgY8JlaLUUljV4A0mV6vRGMhxB0KoLrOmvTy5EAipaO8TGRGNtSLzxmE1wxsIF+VOblRG0XBQZpnI/icAMK5clvDKXwaKyyuChP0plKcjGlJzM7B0qejNtXYtsH59vpeIiIgobzxFHkCJLceS2QCK7EHpYwYKZYjLF8TWQ314v7UP2w67xGTJ0z8G1NcD9fXYtuxkLH7juXwvJuWCLOF2ww2Azyc2NooCOBzAvfeyhFuWGAMKxVjCKxCO3V/5AmpMSXxKX14zUG6//XaccsopqKysxIQJE/Dxj38cO3fujLmPz+fD1772NYwfPx4VFRW44oor0NHRkaclppw7uBmABgQ9wPM/Bfpa871EQ9rVIWYK7O/MTJq8J9IAvrbcCrtVfFWT7YPSZ8xAGUON5Nv7fNA0DeV2C2oiQR9moBiMcraKzDKpi/Q/Mf7e5wnmrcxbfyTQxwAKZcTKlSJ4AojLO+/M7/IQERHlkTwHGGvlfJOVzSbyVQ5xHuJhAIUy4MHXDuLbD2/Bn17ah9f3dcPtD8FpM+OUS87EMfPFBNHDs4/nsWspYQm3nItvIl9s4oNCmcrMpKi8BlBefPFFfO1rX8PmzZuxfv16BINBLF26FG53dAD6W9/6Fp566ik8+uijePHFF3H48GF88pOfzONSU061viEubeWAvx/YeBvQX5jlfrojg9SZKuPljpz0lNksqLBbIs898kCzLxiOSd9zj6ESXi16/xMnlEhDPYdVRM2ZgYKYhoNPzj8X9yy+EmGTecSGg9EMlGgApcJu0QNz3Xkq4zXglxkoQdboJCIiIsogOfjvL9IAit9YwitDgQ45YaumTBwzcwCKMuHVPZ3QNHGOe8mCBvxg+Vz8unkRvnLOLJw0rRYAcLjXl+elFOfba7a242h//ioUlJQxVH74iXda8fM1O8Z04CGmR0gRbtvjJxwX43vMt7yW8FqzZk3M9VWrVmHChAl46623cPbZZ6Ovrw9/+tOf8OCDD+L8888HANx3332YN28eNm/ejNNOO23Qc/r9fvj90Q2+y+UCAASDQQSDmetPMdbJz6KgP5P+dph7DgAmM8Ln3wLTq3dB6T0IrL8F4fP/Eyivz/cS6nzBMPp9YhC6e8CXkc91wBuEqqmwmTSU28w4qqnodfsQDNqHfVxXvx+qFt14ujz+wv4/Gxzo7IeqqWiosuvLbDUBqqZiwBf7PsbEOpwNzc3Q3ngDzxyuRtBsxXktW3DMlctF+aIhPosjLi9UTUW1wxzzedU4LWgL+NDe68Y4Z+7TO/s8Yl1Vw8CA168Hy0pFya7DVDS4DtNYx3WYxrrh1uEBXwCqpsIXCBXlOi7fHwC4/Zk51/f6xflXlcMMVVPh9gWK8rMrJMW+HdY0DR5/CBo0fOP8maiMZDep4RDUMDCx0gpVU9HS7c77Z/Dq7k48/MZBHOwawDWnT8vrsow1o1qPP/tZ4PzzRQBlwwbg+eeHPJ/PJ03TsG5rO3yhMLa39uL4KVX5XqRR8QZC0X1GEW7bPYZ9IiDGV4JB2zCPiFXs2+LhJPueFa2Apv3u3r0bxx57LN5//30cf/zx2LhxI5YsWYKenh7U1NTo95s2bRq++c1v4lvf+tag57j55ptxyy23DLr9wQcfRFlZWTYXnzKsofdNTO3ahD7nVOyYfCUsITeOO/wInMEe+Kw12D75KgQt6fcayYRuP/DYPjGbf2q5houa0vtaaRrwf7tMCGvA1bNUvNRuQosbOHuShrk1wz93uwf4x8FoctnpEzQcP65gvubD+udBEw55Yt/n2lYFBwaUpN57qfCHgfs/FP/jj07Q8JER/r+P7DWhNwAsb1LRWB69/dkWBS3u/H22T+w34WhkslXzTBVVye/fc26PC+jyKTilXkMkOYqIcswfBp47ZMKsKu4PiIhG8ucPTfCFgRobcNXM4stCebdLwWtHxUFZmQX43DHpv8dnW8Q513E1Grb3KqiwAFdn4HmpdBnP266brcIcVwPGHQQe2GOCAuCa2SoseawR806XgjeOKphSBlwyles9Cb4Q8OfdYsU8pU7DorqxeQz+wG4T3JGCLovrNZwwfmy+j6F80KPgpY7oQMXSKSqms51OUjweD66++mr09fWhqmroAGHBNJFXVRXf/OY3ccYZZ+D4448HALS3t8Nms8UETwBg4sSJaG9PXMbpBz/4Ab797W/r110uF5qamrB06dJhP4hSEwwGsX79elx44YWwWguzwbhpw+tQzBNQd2IzZh67VNzoOR/mjbcC7qNosr4B9bz/BBwZ/r9u2gRcdhnw1FPA2Wcn9ZD3Wvuwyb0HADBpfDmWXzwnrUXwh1T8vWcLAODy5SfA/UYr/Hu7MG/BZFx8/KRhH/vWgR5s9u3Tr89b0IDlCxI3Fy80Gx59HxMqgvjksjmYPl6M9B96eR+8+3uwYFEjLpg3Qb/vWFiHs6XjP27Bs/UfBerqMD7YheWvvgjcdlvC+2qahmceehe2sIqPLTsOE6sc+t96Xm+Bf9dRzDxuEpYvnJyrxde99MQ2KG6RMbj4zDmYUVc+wiPyQ9M0fOvR9+GxhDDjxGNwXENmtjmlvA5Tccj1OvzOwV4E976JgYf+ieXf/UTS+2iioXA7TGPdUOuwpml4qmcLwpqG8eV2LF8+P49LmR3h99qw7702AIDdYsby5Sek/Zxb1+6C/+gAzhwXQqfNgjKrBcuXL0j7eQtNIKQipKoos+V/OKjYt8OdA34827cNVrMJl126cNDfNU3DK4++D08ghEVnzEVTbf4m/Qa2HMaBre2YVFuG5cvn5m05xqJiXo/3dbqxxiV6VY9vqsHyc2bmeYlGZ93D76E8KCIox32kActPGBtjZMmybO/AzrcP6ddPPGU6Tps5LunHF/M6PBJZuWok+d9jRnzta1/D1q1b8fLLL6f1PHa7HXb74BJHVqu15FaCZBTs5+LtBbr3ACYTtlvnQe1w47iGKliqJwEX3gys/y9goA3ml+8Azv9PwJ6BTJS2NsDlAu6/H/B6xWVjI1BVBTQMv3Ht84dhUiKN3v3htD/TgUAAJsUERVFQ4bSjuswGk2KCL4QRn9sd1PRlAcSsl4L8H8fp8wbhDoRhNpkwta4SVoso51RuF+89pCkJ30fBrsNZ5P3O92F6dgcA4GBdE6xf/vmQ9+33BRFSAZNiwoTqclgN05omVjlhUkzo86W/zo6GJxj93vgKeD3tdgfgC6owKSbs7/bhhKnjM/r8pbgOU3HJyTrc1obAwXaYWlvQZ3XCmsI+Om1btgALF2b3NSivuB2msS5+HfYFw9CgwKQoCKlaUa7fIVXRjyODYQ1mswUmU3ppwkEVMHV1o+6WH8B04+3w19fBYrHovRmLxU+f3YYudwC/uHJBwZTQLdbtcFANwqSYUOEY+v01jivD7o4BdPSHMHNC/j6DkCa+U56gWpT/i1woxvW4xxs9Z2/t9Y/Z9xdUo+NkIbVwxx5GKwxTzDhgUBvdeyzGdXgkyb7fvDaRl2688UY8/fTTeP7559HY2KjfPmnSJAQCAfT29sbcv6OjA5MmDT8Ln8a4Q28B0NDtaMSvXunCr5/7EN999F08+NpB7POVQzv/R4C9CujZD2z6hah5lY7+fjEQM3cusHq1uG31anG9qUn8fRid/dEm3K4MNMSWzbUr7GYoiqLXSu33j9xEvs8bW7/PncRjCkFrpIH8hCoH7Jbogbw9MuAf3xSrlLl80f/xEZcPnsDQ/+POAbFuVjutsMXlhI+vEMHmowO5bxQYCKnwBw01On2Fu562dHv03/ccGcjjkhCVqMg+2vPlrwKth+C2lSH4wINJ76PTsnEjsGiRuCQiGiM8hqbqgSJtIu+La2Ycfz1lbW3wd3YDrS2o8bqA1hZoAwPwtRxO73kLjKZpaO3xwOMPoddTerXuc80dOU8rsw0dqJpS4wQAHO715mSZhuKPNJ0eK+MHlBvGsYLOAf+YXD/CqoawGh2j8xVhg3V/3HvyBopz359PeQ2gaJqGG2+8EU888QQ2btyIGTNmxPz9pJNOgtVqxYYNG/Tbdu7ciYMHD+KjH/1orheXcqn1TQDAG8FZAABFUdDvC2HDBx247ent+NHGbmyc/GX4YQOO7gD2bUrv9SorgVWrAKcTeoMDRRHX77tP/H0YXe5oACUU1uBNc4MsT3rK7CJJrCJymcwgswygjCu3xTxXoWvpFgeMjbXOmNvlrKhi3MmNlssbux7s63QPed/uSIms8RWDG4zI27oGAoP+lm0DcQdergIOoBwynMzsOeqGqhZXvVSighfZR3vLo/viPmdl0vvoUWlrA3buFMcGgLjcuVPcTkRU4IyTawIhNe3JXYUo/tzAF0xjsCgSqPc//iTQegiVfg9MBw8Cz78A7/zjsxuozzF/SNXnHvrTDTrRiOS5ePkw5dImVxdIACUyYTEQUhHg5EWKONofO9nyoGFy4VgRjJtI4CvC9Tt+wnG6Y5I0WF4DKF/72tfwl7/8BQ8++CAqKyvR3t6O9vZ2eL1ix1FdXY3rrrsO3/72t/H888/jrbfewjXXXIOPfvSjOO200/K56JRNQS/Q/h4CYRUbBqYBAP7rsuPwjQuOxakzxsFqNqG9z4cHdgJ/6l2Ine392LnuD3j67X14c383DvV6ERrNTKsVK4BrrhHZLCaTuLz2WnH7CDplVD5SOy9+gDtV8qSnPDJTpdIhDrj6fSPPEpKv3RCZyeIeJjsh47ZsGfXjZAZKY1zdV5mBwgBKlCtuPdjfOfRBjMxAkdkmRnXl4rZeT2B035k0xAcD4wMqhcSYgeILhmMCKkQlbdOm2MtsWrEC3nPP16/2OiqS3kenLM2sVCKifPMaJlBpmihxVWziAyZpDRZFAvU+uzh/coQCcIYCgNkEz113ZydQnyfGcypm+GefPK93DpeBEplAeLivMAIoAIatcEClRY51mSMlEg90jb0Aij9ufxF/vRjI76/FLP5PDKBkXl4DKL/73e/Q19eHc889Fw0NDfrPww8/rN/nV7/6FS699FJcccUVOPvsszFp0iQ8/vjjeVxqyrq2dwE1hMOhanSZ6jF7UiWaxpVhQWMNbjhnFn756RPwxTOmY86kSmxxno4OtQrevk4cfvVh/O6FPfjxk1vxlb+8jR8+8T4ef7s1tdd+8klxuWRJ7PURdA34gc5OKC++CHR2DiqjlSq3P5KBEpmpEg2gjHwgIwfXJ1eLZuEef442nKMtcxJ5XOv7uwAATUNkoPAAP8oVWb/kgfj+rqEzUGR2yfjywRkoVU4LrGYTNA3oyXEKf78/9vUGkggO5osMmFjNYpe5m2W8qNTJ7IwHHhDXH3ggJ9kZ3ve3i1/q69DrqEx6H52yNLNSiUodJ73kX3wGevzs22IQnz3hTTPrXvvc5xCYIZoj29UQyoI+oGkqfJddntbzFhrjoFoxDiIWmmQyUGQA5Wi/P69ZQcbXTmbcgUqDzECZP7kaAHCwe+ixh0LlD2e45GMBkllj1U5R/j++pBelL+8lvBL9fPGLX9Tv43A48Nvf/hbd3d1wu914/PHH2f+k2LW+AVXT8K/ADEBRcP7cCTF/LrNZcNax9fjeRXPxs6tOwqRzrkNDtQMXKq9jXnUQDqsZmqaho8+Hf77Xhh53CuWJmpuBNWuAdevEZXPziA/xtxxCf1cv0NqChv6jQGsLXLv2pDWQJLNGKvQSXmIjmMwsfRm8mRQJoGQ9A2W0ZU4MjwspJhzeeQBwD6AxEDuz126N9EDhDkAny10dP0UcxAxXwqsrMmOkLkEGiqIoGBcp49WZ4z4o8QflhXqQHgqraOvzAQAWzxwHgAEUKnHG7IyHHhK3PfRQTrIzPCeeAixeDCw+Db0/X5l4Hz3aTMh4aWSlEpWyddvaceODb+P91r58L0pJiz/+L8ZyPPEZKOkG7vwhFVp7OwDAftYZcAT9QHv7mCmHnCxjoIklvLJPft7DZaBUOayocFigaUB75LwjH4wBtZxWsaCCFQqr6I6Mp508vRbA2MxAid8HphtwL0Rye15TJsZ3ivE95ltBNJEn0oVDwKG30ecNYpsyB9VlVixqqhny7uPKbZh98gWYOOsEzKi14rsT38bdVy/CLz51AiZGAggp1WhcuRJYtkz8vmwZcOedw9+/vx/dxy8Cnn8Bjv17Mam/C2g9BNe1X05rIEk25iqzx5bw8gXDw84g0zRNz05oqHYCLld2M1BGW+Yk7nEdFeMRPnQYjvVrUTd3ZszjZEN5ZqBEyf/xR6ZUQ1GAHncAfUNkkMj+PIl6oABAXXl++qDIEl4yFbhQS3i19fmgqhqcNjNOmc4AClE+szN8Fy4D6usBAD1zjh+8j850w/dRZqXmgycQwpqt7alNGsmine39wwb3S0KmgnljzIdHBqBpwK4OlrrLp/jj/2JsJC8zKeSuKN1yJf6QCkyeAmXxYtjXPIOyT34MmDy56AahjIEnnl9ln97bdJgACgBMjpTfPtSTvzJexvVhLDYKp8zrdgegaaISw/GRDJQOl2/MZZrGb+uKcdvnj8tAKcYsm3xjAIUKy5HtQNCDQ14b2q1NOGd2PSzmEVZTRQFO/IL4ff9LULr3Yly5DTPrygEAB7LZ5KqyEp2/uAswm1Dn7kWVTwysuipr0xpIcsel+pbZzFAiZwfDNZJ3B8IIRxpcN7z7OrBpE4IdR7KXtj/agbS4x7VWiyyjRnc3lLjHOazsgRJPlmmrr7SLQBmGLuMlM0sS9UABgLpKcXuXO8cZKJESXhOrHJHrhXmQ3mLozTOrvgKKIj7TXk9hDFIS5YUxOwPIWXaGcRZwTKnMbDV8H0VWar4898ERPPpmC57d2p7vRYE3EMbKdTuxct3OnPfXKhiZDuaNIXJCRA/3k3nliTtuLsYMFDlbvkoOFqUbQAmGgeOOg23yRCiKAuecY4Hjjhv0WY51xkBTMa4XhUb2EikbpoQXYAig5LHXojEjaSBXZcCpoB2JlO+qr7SjusyK6jIrNA16/9qxIn5bV4zVTeL3id4At++ZxgAKFZbWN+ANhPGudgwUsxnnzK5P7nHjZwHTzxK/v7UK0DRMHSeakR8cpj9EJnSdcwHQ1IRxnj5UB8SOxHXukrQGkjwyAyUyU0VRlKT6oPR5g4Dfh/KAB5UP3A9F04DWFni27chebfrRljkxPK6ltgEA0Dj/mEGPYwbKYC6vWAeqHFZMjwQKE8309QRC+qy5RD1QAJHFBUSbzeeKDAQ21DhirhcaOQtsSq0TTpsZjbViu7LnKLNQqMTFZ2PkIDvDGEDRB2ez2fA91azUPDoQ2Qd0jzYYnsFsiT5vEGFVgzcQzvm+Je+yFcwbQ+T+nAGU/PLGld8pxuNoObu2NkPlSuRn5Iice8iSS8WWgWIcOOQEteyTvU3L7cNnoDRGAiiHe/NYwosZKBTn6EA0gAIA08aJsYf9nWMzgFIWKZFfjNkZegkvGUDh9j3jGEChwqFpQOub6HT7scc+DydOrdXr9yXlhM8AZivQuQs4uBnTxouNe0olvEahayAAtLeLDJR5xwIAXB/sTus59QwUe3Smih5A8Q/dbLuvsxdY/xyqHnsYyurVcAZ9QOshuM88J7u16Udb5iRyv9aFpwEAGl8dPFPTbmEGilEgpOqfRZXTghl1YkA/UQBFluUqt1vgsCY+aJe9Ubpy3ANF9nFpiJTa8wRCevZUIWmNBFCaIs0dZ02oAAB82MEACpW45mbg8cfF748/npPsDOOAYK8sW8iG7wCi26pRZfNlOFvCWDf9cF/+ZtLmXDaDeWOIHHTrdg99vErZ546bPV5sTeQ1TdMDAZkaLJKDT7L/oswYKLYASkwT+SIMrBUaTzB2YuRQohko+RuYNvZAKdTJbZRbR/vjAijjI5OUszzGlmmyjGVVZEzNH1ShaYU39pAOuT2vKctMViYNxgAKFY7uvQi7u3DUC7TaZg5qHj+i8vHAvI+J37f8BU3V4iClayCQ1f4KnQN+YPIUjP/uTaj65R3A4sVwLViU1nPKDBRjAEU2lB/uYKZPsQELF6I67AcUBeVBMYPFU1mT3YGk0ZY5iTyu9bIrgcWL0XT2qYPuImd/xTeKLFWyfJfZpMBpNWN6JFC4v8s96CAgWr5r6EBkXZ6ayMvvpCzhpWmF2axQDko2RgIox9SLAAozUKjkrVwZDZovWZKT7AzjoE+vsYRXiTd89wXD+jZ8uCzVQbKULWEcbMxnM9ycYzAPmqbpQbwed6DoBifGkvhgQrGVagqEVb2KZE0kmzrdwSJ5rmHXM1DEUAlLeFE69Cby1uFLeE2JnGt0DQTyMvCpqlpMoLVQ+1NSbukBlIoxHkAJxZa3AoovgCzfY40zM/tEGowBFCocrW+g2x3AXutsTKytwuyJFak/x7zLAGct4O5E2d51eqT8YFf2NvDd7gBw3HEYf+ZiVDmsQH09+k49Pa3nlAPJ5YaZKpUOsbEfsYRXYyOqPzIP0DSURQIo7iuuyu5A0mjLnKxciYFzl4imt/X1mPzfPx50F5mBEgyrUAswQyHXZAP5KqcViqKgaVwZzCYFA76Q3jBekhkodUP0PwGA8eXibz2eYE4zQGQgsMZp01NpC22m04A/pPc6mVIjDhaPiWSgHOjy8KSTKIeCYRWhcHQb5QuEY08MxlDD90xrNTScTXo7msVsCWPZj8N5rOWeFyUfzIseqwXDqp5RTbnniZuUUmxN5I0Tq6r1eu+ZzUCRA96+IluPjZ9dMZaxKTQyG2ykDJQKu0Uf3G3Lw+SD+G0ES3hlXyis4uUPO3M+kTEVgzNQxOTNQ73eMXUuLJe1wm7R57gUW4BB7sPkPjEQUguywsdYxgAKFQyt5XW9fNf5cyfoTdNTYnWIUl4AsO0JHFMtNiLZjJDLupB1FXZUOcWBtssbSmvWXbRWqiEDJYkSXnJwvfqd18Xjp0wSz/fKv0a9LNkme0yMr7AlbK4nZ4EBxTdLYDRk6Su5Y7SaTXpfjvgyXt2RgMpQ/U8AkeJpNilQVS2njdH7I5k0lQ6Lnl2V0szpHDCumzITqq7ChuoyK8Kqhv1Z7q9ERFHGGbO2SGA9ppH8GGr4nmnGRp5uf5LlELOYLeEp1QwUqYSDefEzlnvc7IOSL/JcQp5PjaWBrmTI8l12qwllkTK13jSz1WVgIb4HiifVAEoGe0plAzNQcssrS3iN0AMFACZHekMe6sn95IP4weSBAqwMUGzebe3Ffa/sw6NvtuZ7URLSNG1QD5TaMisqHBaoqoZDY2iSjB4gt5hgt6ZW4UTTNDzzfhveOtCTteVLV1jV9Ilm1YYsm2ILEuUbAyhUGFyHMXBkP3xBoL18Hj46a/zon2vG2cC4WUDIhzO7n8BM33b0tn4A+PqADJcSCIZVPWgxvsImMlAit4+25JSmafqsMeNMlcokZunL8k7Vp5wIrFmDsmu+ACxeDM/5F45qWXKhJRLcaooEAeJZzYp+8ucvxVlScSdhxsCDNFQflKN6Ca+hM1AURdFLfMVnsGSLpmkYiJzYVzos+nsZGCY4mA+J1k1FUTArUsZr9xGW8SLKFTmz2GEz6/3R9D4owJhq+J5pLXEDLUmX3chStoRxsLHN5Su9Mk4lHMyLX/e6cxlAKfBB61yT20zjTNRiogc7rGZDud9M90CRgZkUnjfDPaWywc8eKDkTCqt6X5FEEwXjyYz3fGRvxm8jmIGSfXIiULe7MDNQ3IGwnoEnxwsURcHUcWI9PTCGJhPKbZ3dYtKD5MnuMzpcfvztrVb8+V/7s7V4aTOOkzltZljNYj/GRvKZxQAKFYbWN9E5EECrbQZOOrZxyIbXSVEU4ERx8j+5fysu6XsQC7ffATz+ZeDhzwH/uAnYcCuw9fG0AyqivrPIAqiMNOqWB90ymJEqbzCsL5bxQEsOMrtGKuEFoOqrXwKWLUO53QzU18PzuS+MallyQc5caBznTPh3RVHgsMpG8iV2kJ/gJEz/HzuiMwum10X6oAyVgTJMDxQgWsYrV+nD7kBYH1Art1v04GDBZaBE1k1Zk1g6lo3kiXLOo9cQN+vNEXOZNVfI4meq9qdw/OH7x9P486JLsO3ST4sbMpAtYexn5QuEYzOFSkEJB/PiJ/n05Oo7OgYGrXNNfg/l9rLYBsp9+mxis37emHYAJb4HisxsSWYmfpZ6SmWDsdQZZydnl3Hw0pnE+IaegZKHAEr8eXahlVYuRvIzlxMLC40s31VdZo2pCiLLeI2lPiiBUHT7Lsfrkt0vykmeA74QQgVaDlO+P0URE5Dl+Fm6pS0p1shhcKIc8O57DS5vEHsqj8NVqTaPT2TCPODU62E7+A46+nagUu1FWNVgRggY6BA/HdsANQQsuGrUL9M5EB2gllkS1U4rjgT9cHmDeoPsVMhBIqvZpJcpAaI9UIabWSoHKeRsMxmA8RToDJJgWMWOdlFnvXGIDBRA7Oi8gXDpZKC0tQEuV+xJ2JQpQFUVXF7xvzQ2QJON5A90eaBpmr4udsnycuVDZ6AA0QCLXJ+zTR6QOyKzIyr0DJTCWk9lWZymcbHr5qwJ0Ubyxs+biLLHmJlZGxkQ7PGU2MB8Apqm6dsqU6QcYyrb0vc/fR1enHgyDh8/E/P/3xeA9evTXqb4Y462Pp+eNUTFbVAJr2wHUIY5XkJDQ3Zfu4BpmqYPjNfIDJQCHfQZLb+egWKKBjrSzkCJPicQLeE14vPKnlKq4TNevVr8mM1AT09aZREzzdj3pNgykwqNnj1rNcNsGvl8oTEyaSsfAZRAODoGIXtY8Twnu+TYRqFm+8jJlfVx1Sz0RvJZ7DOcaXL7brNE9xnJBpDdhgCX2x9GdVnh5SH4DQEiRVHgtJnR7wuVzvhZjjCAQvnn7UHvwa3QAJiaTsHkmsSZCCk75gI4jrkAazu3oM8TxIQLjsUxFQHA3Qkc/QB47xFg69+A8bOAKSeN6iW63NH+J1KVw4ojLv+oM1DkDjS+Tmq0T8TQzxufnSBTzwu1iecTbx/CEZcP5XYL5jVUDXk/eylloIxwEuZ65j0AQJWhhNfkGidsFhN8wTDaXT40VDvhC4b1jI4RM1Ai629XjjJQ5CwOmXlSUYBN5DUtWtd1Stw2adq4MljNJrj9If3zJqLskic5TqsZNU6xTevzMgOl2x2ANxCGyaRg2rgy7Ot0p5TN13PNl4E3WsR2+ePLopkTafDEnZC29/mG3cdT8YgfBOp2ZzHIOcYGrQHgrQPd2HbYhc+cOlUvr5ENxmz2mkgfvGIbKJdBAGMJr3Rn2sr9jJxpXZZsDxTZU+qGGwCfT1Q4UBTA4QDuvbfg1kPj+VSxZSYVGnkOPlIDeUmOg/RE9u3OJB+XCXK9GFdhQ0efD6qqwRdUBy/Dli3AwoU5W65iJgPBnkCoIINV8Q3kpWmRyYUtPR6EwiosWdyfZUrAEECJVjdJbp9h3Af0+4OoLrMOc+/8iGZQivfm0DMouY3PpMJf06nohfa/iq4BPzqsjTj9I8dm/PlljcaDvX6gYgIw8Tjg+CuA2ZFBglfvBvrbR/XcXQODSyTJzACZKZAqGeGusMfGN/U+EUMMjITCqv43uVHXD/wLcFbDtsN9WLtNfO7XnDF90Ps1SnWWwJg2QmPffk1sto0ZKGaTgqnjY/ugyPJdDqt5xIP2usjJdVeOMlDk4J5cp5PJrsq1o/1++IMqLGZlUCaZxWzSy6axDwpRbuglvGzGEl7MQGmNlO9qqHagNrItTyUYLcuCptwkeRieyHGMPBY53Dd2moxSeuR+XE58yWqZvRGOlwpt0FrTNDzw2kG8uPModnX0Z/W1jNns5ZFjwKILoETOCRwWc8YzUOQAlPH8Y8ReTmn0lNI0Da/t7cIRly+t5U+WN6YHSgmcW+VRor6mwymzWfK275TrQqXdogd4B52bsVxiRsntmKZl9jgsU4YKoNRX2uGwmREKa2jry812K10yC9NmNulBcl+S+0VvMPo9KKTxCiOZQSaPv/T9F7fxGcUACuXd0XfXIaRqOFh9MhY21WT2ybds0VMMD8SnGC76PFA3Gwh6gE13AsHUN/4yrTE2A0UMCo+25rdbP9AaIoDiDyU8iJcbc0VR9Jn95ZHLQstAcfmC+NNL+wAA586dgEVTa4e9vzyRKZlZUsOchCXqgQIAM8bLPihiPe9KUF5uKHoGSo4a2Ml1tcIu3kMy/X1yrbVXDko6E6bcHzOBjeTzis2CS443pgdKpIl8qfXWSEAGUBprnYZtafKfiyvyGXoyWH9bHsfI7WT7GDm5pvT1R/bvTZGyrFlvIp/GoHWutbt86IsEfd1Zrncvv89lNrNeDjiYyxJeOdhH+wwlvIyziUcMdAz7nDIDJbaEl6YlmQUve0gtWRJ7fQR7jg7gD5v2YtWr+1NY2tEzTkjzl0J2fx7JQfGyYSYKxpOZ7/H9zbLNGECUYwj6YPEY6vEzlhjHNgqxjJceQIkr4WVsJD9W+qDoPVCs6WWgFFLFDCNfXA+vaAZKYY0DjnUMoFB+de/DQPuHUBUzJp9wQWbT/yIzJKbu+wBAggCK2QKc+S3AUQP0tQCv35tyU/ku2aS7PEEGSpolvMptiUt4aVrigIg+sO606APm0dTzwtnQa5qGVa/sR583iIYaB646uXHEx8gdQUnNkhriJCzaAyX2QFxmROzrFAP6MhgyfoT+J0A0g6prIJDWiWeyZAaK7H1SiCW85KBkfP8T6VgGUPKHs99KkpwxW2a3sIm8gex/0lhbZij1mfy2VN43GFYzNsAqT9Zm1Yvt5OFeBlAGKdIgsDyGbYzsO3s8OTiuGOWgda7taItmnWT7uNwTmS3rtJlhi5xb5SwDJUf7aGOwQw4UaVp6k62iPVDE89nMJpgik2iSym5pbgbWrAHWrROXzc1Jva7s55X1gGNETAClVCan5YkeQEmigbwkAyiHc9wHRS8BZDWjIlJK3O0PRcslzp0rSiQC4nLuXKCpSfydRsUYmC20Ca/A0BkoQLSM16AxtgIlx5Fs5ug+I9ntX2wJr8IZrzAaKoMy3cxMisUACuVV99Z1cPvD2OeYhzOOm5aZJ42bITH1H48A7gEc7uhBKH5woGycCKIoZuDAq8DOZ1J6qc7ITmV8XA8UIDqrM1VDzVSxmE36TKhEA82JMhMq4mePFIAXdh7Fuy29MJsU3HD2LD04MhxHKfVAkRKchIVVTR+cMJbwAoAZkQBKS7cXobCqN4Qfqf8JANSWiSyVsKqNOnMqFXL91Xug6NlVhTObvKVbDkom7m8yyzCzupC+X0WNs99KWkwGijNawisXQd9C1tIT3VaNphyicbJHpspHuPUAitgv9XoCpVGCM1lFHAR26xkoYt/pD6rZP3kf5aB1rn3Q7tJ/z3apFo+h74I1MpiS9SbyOd5HG4MddotJr+KWzrZGDrDJAShFUfRBqKSCXitXRvtILVsG3HlnUq8rlzkXx5OqqsVknfhD6WXt0PA8em/TFDJQ8tRI3jgAK8/N3P7QmCuXOJbIsktAYU0kBER5eDlZOFEARZYPP9DtzulyjVZMDxRZwivJfbF3DGSg6AEi2QPFVkIl8HOITeQpf8Ih9G5/HgCgzTxXL8mRlgQNJevu/yOcPePgtTlweNlsTJ06IfYxE+YCJ64A3loFvPMXoHaG6JNi5B8A2rYArW+IUl8f/RrCtkp9xlBdTA+U9MoRDZWBAohSR95AGP2+ICZVx/ZlkAPf1YaBdVkGLJOlOdJxqNeLh99oAQBceVLjkLP740VLeBXG+8iJlSujvy8TjX37I7OtFQWoiCvxNqHSDqfNDG8gjMO9Pr0hfF0SARSzScG4ciu6BgLoHPBn5rs4DDlgJw/OK0cxazrb5EnLUAGUCrsFk6odaO/zYc+RAZyQ6fKDFGsMNgumzDIOCMr64IGQGJyNL3lZKoJhFe19YlvfWFumlwXqTyED1hg09wbCMccQo6FpGryRgcb6CgcqHRb0+0Jo6/Ppgf6S1dYGuFyxA8xTpgBVVUBDQz6XLGPkfnx8uR3ldgvc/hC63YHsfkcTHC8VGk3T4jJQsns869W3lxbYzTkog5uHfbQMzDmsZiiKAodVHAOnM9kqWhYseg5WZjPD7Q9ldRBKvq4vGIaqanrWS1ZeK+5cStOAYFiDzVJYzauLhSfFJvJAtJF87gMo0QDioBJeK1YAmzcD99wjyiWqasGWSxxLYjNQCuc8GAC6IxmkVrMp4bHhtPFy8qYHmqaNWDI834wBFNknJNn+IDElvAp04uSQGSgFmNk0ljEDhTIvybIEvgOvY8DVA7epEh856ezMvHaCGRKKomDaQCdwwkIc8A+xYZ99ETDtDEBTgZd/BXi6gYGjwM5ngQ23Ao9/GXj1N8DBzSKQsv3velkCs0mJ2anI3/tG2dxWbqDLE8xUkRkliYIziQIo5ZH020yW5hitQEjFH17cg2BYxfFTqnHhcROTfqxDb+KYo/dQoKU1ZPmuSod10MmVoij64NTezgG9DMD4ipFLeBnv15mDRvLywEPW65eBlEBILYggmT8U1ht5NtYOHeST9f0/ZBmv7OPst5InB8ucVjPsFrOekVnKjeTben3QNA1ldgtqy6zRXmlJBqM1TYvJls3Eybs3GNaroTptZjREBoLaSr2RfImUQNF7nDnEOgkAPe7S/Y5KrT3emPr22S7hJV8rZz1Q8rCP9usBlMyVK9EHkK3RIRKHnoGSveNT+bpanwueLM8WludSxvOIQjj2Llby/5lSAKVa7Df7PMGc9sXwG3ooJKxiMUbKJY4lxu9eofVAkeW76ioT91OdVOWA1WyCP6iiw5WbPqrpkFmYdku0iXyyPaCM++xUJinlkn9QD5TU+rxQchhAocxKoSxB61vPQNWAjvGnYvakqswtQ4KGklM/cizQ2Dh0kytFAU79MlAzFfC7gH9+G/jHjSIrpWMboIWB6kZg+lni/rvXo7u7G8DgJt16Ca9RblzlgYoMfhgNV55DDq4bAyhOq1k/j8l3Fsrf3m5Fa48XlQ4Lrj1zRkqzFKIBlBy8hwIurSHXqSpH4pmc0/VG8m4cHZA9UJLLJqmTjeRzEUCRPVAiB+dOq1lv1J7txqrJONzrg6aJAM9ws7HZSD7HkmwWnLM675RT8uRFBk6ifVAK80QmF1oN5bsURdGPP5LN5vMGwwir0dItmThOkIOMVrMJNosJDZFs2ZJvJF8iQWC34Ri2NnL80cNeRdjRHhsgy1kJL7tFD6Bkfd+Y5D46U/TZtpFzBLlvSGe2bXwTXiA68J3NWby+oAp0dgKbNsGz8cWsvY54rehkBGsuspNKnCzh5UyhB4rTFt1+5rIPijGAWG6TJbwM632+yiUW6MTGTDBODi20zIZoA3lHwr+bTQqaxolg34Guwi/jJbdzNrO5KJvI6wGiQZMKuH3PJAZQKDNSrHureXoQaHkHADBx0UWZT/mLmyEx9aV1AICDwzW5sjqAs74DWMuAoBeAAkyYByxaAVz2a+CSlcBHvwbUTANCfpGdgujAsyR7UwRC6qgG/OUgUXmCcgfRBrGDB4wSZaAoigKnPADKY1roe629eG57BwDgmjNmpFwiJFrCK4s7gDHQX0EPoAzx+clG8ruPDuizipPOQIkcqMvm89kkB/dkQFBRFD0LpRBmdRibMg9HBlD2d7oH91ei7Bhh9tsz77fh/z3wNna2F8dsboryBsR3TJ4Q1EZKDfZ6S3dwtrUnttSgvh31h5KqaS8nXkiZmBUvgzBlkUkgDdUyA6XEAyhAzgeYcy0QUvVB+gq7BeMYQNHtaBP9T2RpnpwFUKzRDJScZBnkcIa6sYk8kKkMFFnCKzpEovdAydYkrrY2eFsPA62ixLH7kb9l9fzDmM2Zs+BaCRuussRwpuShjFe0BJBZX96YrIhR9vhJSwFPbMwE49hGIUwiNJJVKRL1P5GmRiZvHuj2FHygKxCKBhjkdj3ZEl7G/Uomm8g/+mYLfrPhw4yMI/jj9ok5nYBcQkqzaDRl1ijq3ra8sxaBYAidjmk48/j5mV+m5mZg6VKxc1+7FtPWbxKv2+MZvrZs5SRg6U+A3hZg4nzAEZcZoyjA/E8Ar9yFsgPrYTXN1k8QJbvFBKvZhGBYhcsbjKmjmwy580xUL3q48hx6AKUsdnC93GaGxx/KermARA52efDP99vw1gGRrbNk3sRR9YrI+g5gjPRXkINdcpZxPFnCq61XDFRZzaYhs1Xi1eWxhBcg+qD0eYIF0QflUM/w/U+kSVUOvcb7gW4PZtVX5GLxSlvcth3r18f8eUebC5qm4fX93ZgzKf/fWcocbzBakgaIThYo5QyUlrhgr5xkoaoaPIHwiAM2xv4nQGYGdeVkDfl/khkoJV/CSzIOMK9fL67ffXc+lyhj5L7dZBKNt2U/NVlStFSpqoadHSKof9K0Whzu9ep9grJFn4xlj2YZ5GSQfIR9dCYZMymAzJwrRAegoudumchsGVLk/MN/0uXA1AUAAPcza4FVv8va+Yf+udnMUDUNbj8H2LLJE7dPTNaUGie2HurD4d7cTT4w9lCQwbW8ZUWUQM8wILrNAbJf2jFVegmvYfqpTo80kj/41nbgKxcBGzYA55+fk+VLVTQDxaRnLiZbHt5j+B5kKgPlYJcHa7a2i9+7PZiZ5jiCMQAKMICSLQygUPpkWYIbbgB8PjGjTlEAhwO4997BB36aht6t4oDaPOu8lAMMSYlrKDnpwqWwPvA2/EEVR/r9gxqwx6huFD9DaVoMVE6C2r0XxytvYHzFzJg/K4roidI54IfLF8SEqmFeKwH9QCthCa8E9Ugj5EBI/OC6CMT4czqrYVdHP/75Xhu2HurTbzt5+jhcedIwn+swsp6Bkuo6nCcyq6TKmXjTXVtmRbXTqq8L4yoS1yxNZHzk4Khz/yEAs9Nf2CEEw9HMrArD4F7FMOt2rsUPSg5FURTMqq/Ae6292HNkgAGUXBihWbCcFbSz3ZXLpaIckINX8phBDs6WcgAlPtgrG2P6gyoG/KERAyjxpUYzEUCJz6KVAZQjLj9CYRUWc4knv+dwgDnX5EzlCrsFiqJgXJnMQCnd7yggZuZ6A2E4bWbMmVSJp94F3DlqIu+0WWDLZQBlhH10JsU3fHek2TA3FFb1kobGDBQ5oS0rAZTI+Yf/f9foN3nsTlHaL0vnH3rmjtWEkMoSXtkWbSKfYgZKrcxAGaZ6RoYZZ7DLwGFezsvGyMTGdBm3OUDy5VdzRS/hNVwGSsgNuAdwYOceaACUAg10hcIq1MhnbbOYUirhpWlaVprIP7s1mmWYiUxdPUCUwaxMGqzEz2IoY1IoS9DTsh1abyvCigVzF1+Yk8UzZbJGo8kEHPcxBMIqFnleQX2CSepygLvPm/oGVp5UVSQY+KjU+6sk6oEyuIQXEO2lku0SXpqm4b3WXtz+zAf4+bM7sPVQHxQFWDxzHG6+fD6+eu4sfYOeKlnL0Z/NHcAYKK0R7YGSOANFURS9jBcA1CXZ/wSIBFA6O9H9zHpoGzakt6DDkLM2FEWJmY1VYU+tdn+2aJqml8WZMkIGCgAcO5GN5AuJXH/aen2j7kNFhSm+DEaNzEAptRJekRIJLl8Qfd4gFCVa6gMAKvVt6cjrvysuAyUTxwnxg0Xjym2wWUwIq1pOMhwLXj5KoORIfA+/2nLZRL60/+8yoD9nYqV+bO/J8qCkW/8emvVJSMHwyGX9xpLBJbwiA2KjLFXmMwQRbGZjACXLJbxWrIDvpFP0q26rM6vnHzLw5LSa9ZnKLOGVPV7DdzEVstxfXjJQrCZ90mZeGpuXSM+w+MBlwWWgDIwQQOnvx+QFs2HesAGewx3oKqsWQa65c4GmJhEIKxABQ4ksu8UEhyX5DJRgWIMaDuGy3tU4beA5BEJq2iUxj/b78cb+Hv16jzv9c1a9h5HcJ+agf1cpYgCFMifJurf733gGGgBX/YloqK/LxZIBiKvRmK7pZ6MXlShX+9HY++agP4+2kXxY1eAb5kBLnnjFpw76gmH9RCI+gCIHMbLdRP7XGz7Er5/7ELuPDMBsUnDOnHr89yc+gi+fPQtN44afyT8SeYCf9RlSOazdPBoycDZUDxQAsQGUYWaMxGhrw7jW/VBaWxA0W+H684NZq79sLN9lzI6JZqDkd9Db5Q1hwBeCogCTa0bOHpNZJ3uODCTVc4Cyy7ht/LCjcA7cKT2BUHSWnt4DJTI421dKs9sNtcBbu0Wgt77SHpPJW6n3kxr5RDz+Ppk4yZLZrnIQXVEUTKxiGa9SMKBnoIjvZm0Ze6AAwAdtYl80Z1JldDA+EM7qMYPXUDbIZsjiLqbjlGi/ksw0kZeTtCxmJSZTTi+Dks0m8rv3iV/q6+C2ObJ6/mHM5pQDbSzxkrz3W/uw/XDyWc7xZS2TJbM3Xd5gzvpDJuqBkrfKAGNgYmO64sc1BgqoB4rbH9ID/fH9fnWVlbD+358w2SMCAQdqGgo20CWDxIqiwGxS9O16MoEQTyCE8aEjmOHfiRO9rwJIv4zX+u0dMfvjjGSgBGNLeEX7vDBAnkkMoJSqTZtiLzOhuRlYswZYt05cNjcPuksw4IO2/xUAwMSF2UvrTmRqZBC/JQMBFM1kxmbb6QCA+pY1gBq78ZV9SOJnd47EOPMgUarvUI22ZaDGajbFpJ0D0UGMrM2cgtgpvd8qynUtnT8Rd1y5AJ//6PSUy5cNJZWdXFqSWIfzyTVEmTajGeOjAZT4/jwJRdKkLcfNQ82H2wEAnU+vzdrsEbmuVsb1ZqkcIjiYa62RVPkJVY6YGthDmVFXDpNJQZ83yNnVeeYLhhE0zDDawUbyRUOmnytKtLRKtbOEBmfb2kRQ21ALvHXrh4DfN6jUoMxUTSaAEr89zkwGingOp2GwSAaj2Ui+uMn9d0XkuFMeg3gD4ZIdoA2FVXx4ROyL5jVU6cf2YVXLakaI25AJJgMomqbFlIsZ6+Q6FV/Ca7TrWnz9eMkY9MoW79zjgMWLgcWnwfP9H2b1/MPYRF7PQMlAA+NS0O0O4NcbduHu55Nr+hwIqQhFvueplvByWM16eeVcZaHI82yH1aQHULyBcP62GwU+sTFd8duqvGT7DKEzkn1S5bQOX25/xQpMmzsNAHBw3OSCDXQFDP19FEWJKeE10sQCTyAMh+aFyaTAEfLArIXSCiz2+4LYtOsoAOD4KdUAMnMuI7fjsnKLfI/eLE/YKDUMoJQaeRL+wAPi+gMPDJpp7hnowwevrUXA70/tuZMoS7DzzedhCnnht4/DnAWnj/ZdjMq0SADlQJcn7Y1IryeI9x0nwWcqh93XCRx4JebvVcOU2hqOnLnpsJlhTtDofqiZpcbyXfE9L6IZKNnbKctBGLNJwVUnN+m16TNFzpDKegpigZfW0Et4DdEDBQCm10UH08aXJ5GBYkiTHu8RQbCu8pqszR6JDrDEBVAi63aq35lMa+lOroG8ZLOY9AZ6OwtpwD5S5qeUxB/M7iqk/welxThjVu7jasqiTeSzeWKw9+hASrNNM07WAp87V5RGAIDVq9H6w1uB555DoyN2n1+RQgaKzN6ZGJnpmpEMFFlqzTBYNKlabE8ZQCluA/7Y/bvDaoYjMvhcEoHOBPZ3ueEPqii3W9BY64TDatIr0mSzXItX/x6aY8pRFctAeTBBv5J0671HM1pih0f0zJYsBgH9p54G1NcDANzHzs3q+Uc08GQylEgujvUi294/1AdNE59XMvtY+T00Tv5IxZQacX5xuDc32ZtyPbCZzTH78GyXAR9SviY25ugcSm5zLGaxU/AEQgUz0J1M/xNp+iui9PeBRZGxvQIMdPkNARRxKbbrmjZyeUtvMAy76oU54Iel7TAcna1plRzfuOMIgmEVU8eX4fRZ4wFkpldc9PsrAyjyPWpFs+8vBAyglBLjSfhDD4nbHnpo0Ezzrev/DP8Lv8T2Fx/J+CL0bl0LALAecy7MOW4kOqXWCZNJgdsfQnea9Zi73H6EFBs+HHe2GMzZ9qTYAkfIAe5UM1DcevPVxJF+GZgJhmNrL8qm4TLzxUjOnMpmw8q+YQI4mRDNQCndjb+mafrOunKYDJRKh1UfDJPp3yOKpEnXeMU2oN9WlrXZI/I9VMRloFTkO1U84lCvDKAkX3buuMlVAIBth/uyskwpM5T5KSVy3ZIDAq093ryvT5QZelaDYRacLFcZVrWs7d9CYRW/XL8Lv3puV/76OAxRC7x1/GTghIVonFwbe/cUyiHKoHxDJFvUnYHyEXKyhrFcyeTIvqidJbyKmt5E3nCMIhvJp3vcPVbJTMi5DZVQFAWKosApJzZlabsVVjV9kNwZmZAlj82LpdeF8XxAL1eil/Aa3XuM9lSJPQfTAzNZHEQ2lljJ9ix0Y+aO3VDejUa29VD0OD+ZMt2eoMzItIzq/Fhmb7bmKoBiCCKaTYr+ncpbZkQ+Jjbm8BxKfhdltqampbBf0DTgnb8AB1/LyrLpAZShyncZTD37VGDxYhy85IqCrOABDG6wbgxojtQ3y3OoA3ZvD8zuAZjVMBxtezCwe9+oSp37Q2Fs+OAIAODi4xv0LLNMnGNEM8jE91Zk24i/+Ua5X6TBGEApJUk25FK9vQCAQMuWjL58a+tBVPTsgKIAx5x6SUafOxlWs0k/iT+YZhkvWarn6KRzAKsTcB0CWqO9UPQMlFRLePljm6/Gs1tMemaKMfLtijSrr3IMfpyeep7NDBRZWmqY3hzpkAOigZAKNctpxIUy8yOeOxDW33ui/7PRV86ehevOmoFp41PoPfPkkygL+oH6Onis2au/HO2BEruu6D1Q8p6BIrYNyWagAMD8ySL9dnubK7/rT4IyP9nqZVOI5LozodKBhshJZ0FlBdGoyZm/xkF5q9mkbzeyFdxod/ngjWx70z1uSEtcLfAwFBz+yMlAYyOa4kt42ZPPQJHHDjJDxBvMfBN58fzREl6Fuo+l9EUzUKLf09pyOThQQr2KDD5oE9lr8yZV6beV6yWhsnO8Y8yUcEay9uRAebEEUOTAo9UcPS/SS3iNstxv/AxlyZnlEl6apsWU8snmhDcgcRP5rJdILgKhsIrtbdFs1L4kzvH1nmAp9j+RptTKRvLZD6BomqavB3KQWU5uK6TSUlmTh3Mouc0pt1n0sY6kP+uu3cAHTwHv/DkryzZiA3mDxp/fjKnVfZjR9QJ6zzyn4Cp4ANF9XxXcwJofQtm9Qf/Mh+1v1d8Pz8c+Aft7b8Ls6oNFDcPZcRAD192QWqnzSFbTK7s74faHUF9px0nTavWqLd3uQNrHx/FBIlGqLPsZlKWGAZRSYzwJBxLXKQyLAwJb74fQwpnbYX742jMANKh181A1oTFjz5sK2Ug+/QCK2KlUV9cAsy8SN257Qv9cZSBBn53iahMzBMLDH2zpGSj2xAdaiqLoA8/GgWZjBkg8WcM0mwfkenPzYTIj0uEwzAbLZgri7iMDuPGv7+D5HUey9hqjJYNUZXZLTHPLRERKaF1qs52am+H8+v8DFp8G7/d/kLXZI/0ygBJXwkuuO/nMGAirmt7kuLEm+QDKzLpy2K0mDPhC+RtkHaLMT7Z62RSifn+0n8OcyGDVLjaSLwp6Ca+4QYiayD4vmYGM0ZAl/QCgpSePARQgphb4kYpaBNuPwGYxDTq5HU0PFBngyEgGimyYaziOmVjlgKKI/2O2/leUf3KdKzfs32sjmdHdJVjCKxBSseeIG4DIQJEyPiCvaXAEe/RzEDlhym416ceLtiLLNIiWdYweD0czRdJrIm+PK7VUluUSXsGwFjM5LJsT3oDo+3BYzUW3XmTTvk53zECrnIAwHLkuOkcbQKnJXQAlGNb04SEZWIs2ki/ywdc8nUMZtzmyZFrS58GebnHpy071g6RLePn6YH/tt/j0wJ9xVv+zOLr3vawsT7rk+FFTYA/QvQfYs9EQQB5m+1dZCc/3fwiHJQSzpsKihuEwBzFQWZ18qfNIVlN4wwas3doBAFg2fxLMJkU/jwmrmj5GMur3mGASAAMomccASimKn1ked11TI1/ekB99bR9m5CWPunyw7BcN6+tPyG3zeCNjH5R0yFIE48ttwJyLAbNVbIzb3wcgBoOrQt2YeeQ54NnvA09/E3j5l8ALPwOCQx8EeQKDTz7jJeqDEu2NMXQJr2zWWo72YEmtQV6yrGYlmoKYxR3A+u0d8AXCeOdgT9ZeY7T0//EI2SejtnIlyk48AUB26y8P1QOlwjBrOl8zlDtcPoTCGuzWwYOSw7GYTZgHMUiyLV+9EpLMMCxmxnVrzkTxfpmBUhz0DBRr7HZDztzqzUDt4ESMQZPWnjyXnzLUAm/9378AkydjSo1zUKB8qF5p8XzBsH6yNSlSwisT9bcT9UCxmqPbVPZBKV5u/+D9uyxN0luCAZS9nQMIhlVUO636dwzIfFNyZeczOOHgfTC9dg+ghhNmgVkjNfaLpQ56tNRQdGA63SbysoyWY4gSXsk0Gx6N+OyPbGegeA3l3Rx6DxQOro1ka1yZ3qRKeMkJBaMMoEyqFpMPBnyhpF4vHcb1UA7AlpdKBkqezqGM25zoZ53kd1EGTsJBIJRi3+IkyMnCdUOV8NI0YN8m4OlvAwdegTUSrPcPdGd8WTJBHu9WRM7XERiIaSQ/HO9Z58A+vgJmVYVFVeEw+dF/zgUjlzqPy2p666//RGdHFyq0IE4/RvQ+sZhN+vhdb5qZutEylIMnFmRz/KzUMIBSipqbgccfF78//vjgmeaGrJOuvVvSeqkDnQN4+NkNeH7Vj1EZ6oLV7sSUBeem9ZzpmBopaZSpEl51FXbAUQ3MWiL+8P6jwAdPYfwrN+MLXb/EKX1rEe7eBygmEWTp2ApsvA3wJx7UG/APHniIpw+OGOqby0awCTNQbCnukEehL8slvIwpiNmaJeULhvFuSy+AzDTyyjS9TFuWPmMguq5kq0wBEK3LXxnfAyVyXdO0rL7+cGT/k0SDksPauBHzf/wdoLMzv31Q4sr8JMwwLGLGHkEygNLa4yn+E78SEB0QjMtAkY3kvdkZnG3tNgZQ8pyBYqgF3jr7eOC44xKWGow2kR9+PyYnPljNppj62+nuY71D/K8mVYllbWcApWjJLGrj/r22hHug7GiL7X8iycDGaDMl4im9+8TlgVeAl38Fj88XeZ3od9BWpCW8YgaK0swUGSoDRT6vpkXLX2VS/HPmrAeKxaw3G2YGysi2HhITpGS/0WTKdCcKZqbCbjHrkw8OZXkSh1wHrGYTTJGyeLIcYzoNs8eMPJxDxWSgRD7rpDNQjJkn/oGMLldY1fSxroQTCgeOiknB//otEBgAaqbCWzZFLIons8uSKTJAWKZGjuUDbj0DZaTtuicQhn2gE2Y1DHNlORymIPo/2Dn8C8ZlNWkAnt0/ADz/Apbc+R+we6PnFPpxUhoTTcKqhnAkk9FumFgg918MoGQOAyilaOVKYElkwH/JkkEzzRU1uuH2tm5N+ek1TcP7+9vx6MOr8OH9N2LOe3dgtvddVDgsmHzalVCsyZfGybSpkQyUHncgrZkcMiovGz9h3uWAYgY6dwHv/AWW3r1QFAWttpnoX3AN8Il7gQtuAWwVombl+v+Kpl4ayLTt4TJQ9GbbSZbwkmU0spqBomdHZG9wP7qTy84O4N2WXgQjM/N6CnCmpN5nJoufcbQBZ/Z2skM1kbeaTXqQLF9lvKL9T5LsHWOYWTL/yF6gtQUf7mmHr+VQFpdyBIYyPzHXS4Bef99hQXWZFROrHdA0lvEqBkOW8IoMZGQr6N1iGLBo7/MVzOBja6S0WKJtVbIZKNHMVQtsFhMskRnq6QzeaZqmPz4+gCL7EjEDpXglLuGVuQapY80H7WLAda6h/wkQ/W64M3Vc7jPs41rfQM0bv4ZZC8aUDZLH0MGiyUCJbZYLpF/Cy5cgqwUAbIYB5WyUQZHnNbKXSyCkZvX/5NMzUEz6QBsDKMNz+YLY3ylmrp82U8wcT6oHSpoZKEBksqbLlfVtqN4DyBBArLCLY6ySmYiU43MoYyZdyp+13xhAyWz1gx5PAKqqwWxS9DKcAABVBXY+CzzzHaBtC2CyAAs+DSy7Hf5KUZ4/4HNndFkyRR6/l2nRAIojEoAfqW+WNxCCvdoB86yZsMybC+cxUzBwwknDv2BcVtMH9TNwsKYBNqg4/9+ujclqkp9xOt9xYwaZzVDqXb5HlvDKnCzVgqGxTFOjBwTmrh0iAp/EbGxN0/Dme+/j8Bt/R0P3GzhW80MBUFXhRPWcczBu4aXA+GOyuOQjc1jNmFDlwBGXDwe7PDh+SnXKz6FpGrojUXk9gFI+XpTy2vFPYMJcKFNPx9/M5TjktWHepHmocVQAjirgwluAjT8VTefX/ydw3o+Aqgb9ud1DzNw0SlTffLgMEJlVEAipCIXVEftnjIbMjqguy2IARU+zzM5B/uv7ogEtbyAMXzA86CQqn4yDXdmS8ZP6BGTgr9I+eF2psFvgC4bR7wtioqHcRa7IEj1Tkul/ImeWqGJ9nABg/K5t6Go9hF0//QoW7HgjP2WzmpuBCy8ELroIWLsWWL8++6+5/R/AQAcw5URg0gKRbZcHcsa97K8zd1IlOvp82NXRj0VTa/OyTJQZ0RJe8T1QIuWBsjCw0OcJwuUNQlHEsYM3EEZbnxfTIr3U8kmWFmscN3hbJYPswbAKfyisD5zGk73L5MSLMpsFLm8QnkAY40e5XIGwqs+Ai58I0qA3ks9zKTTKirCq6QPXMQGU8uwGOQuVLxjGvqOR/ieTYo8F9GzfTGWGB0QARZ1zCUx7N8B+9D18zH0E+yZ/Tb/LmM9A8Q+IEsgV9QCi5wL2mBJe4j2GVQ3BsKqXlEn6JRJktQAiC95pNcPtD8ETCOkZe5kiB75qy2zocvuhaWLdqC7LzjxX/bOzmPXBNTaRH962SPZJ07gyfTJmciW8Rq4sMZKylv3AplfhmaACx1w46ucZSaL1X2ZFZPO8sKA0NwNLl4ps3xycQ+lNv80mIJLokfRnHZOBktmJYrL/SV2lPbYiw+Z7gP0vid/r5wKLbwCqJgMALPZyaABCvsLMQNEDKKo7kkKgodIs3udIk3M9gTAmjK+EudwPi0mBo9yMgflnj/yiK1YAmzcD99yDNXPPAACc1ViBii/GZjXVRvYp6Uzgle9PUaIlO4HoxDNmoGQOM1BoEEWNfsFCvgGoPQeSety7b7wE65rvYVrXy3AqAVTWNWLm0hsw40urMe6CbwF1xyYViMk2eeAz2jJeLl8IwbAKRQHGlRkOohd9Dvj0X4ALbgZmL4WtXAzYxaT4VjcCF94KVE4C3J3A+h8D3fv0PyeVgeKIbTKmadrwGSg2s/6xZ6uubl8OsiMceqOvzL8Htz+E9w+JAxH5WWWrpv5oyfWoMoufcVmWM1A0LdogLT4DxXhbvlLFZYmepnFJZKAYZ5bUmKAcY8HxHbsBswnbvndr/nqO/OgmwPM4sGudOAHIUi8bnbcH2PIAsPs54MU7gL99CXj5LuDAv4bt95QNct2SM/Bn631QCvNgnpLnGaIRa7SEV+a31zJIMaHKgWmR8p9574MCsX3uikziSJSBYt/6nj6TebhtaXxWYyb6Msh9h6IogwYhowEUZqAUIznooyixg4VysNntD2Xm+G3LlvSfIwd2HxlAWNUwrtw2qASKM8O9CZXIQJo29aPAef+BgMmOKYF9OPvQvUBABHFkMGFMBlA0TZwv/ePrwFv3A0FftAyV1TjTNrp/GM1sW18oGliIV5bFQSgZ0HDazHDKsstZHLA2NjbXm8hnaXJasZDleY+fUi32mS5XUhkoaTWRj2S5T37naZxT+x58G58TWe9tbak/VxLkYL7TFBLnEO6uaNWLUslAMZRKzcU5VHQ7Zk695Lq3N/p7ILPnOXoDeWP/k6AXOPCK+P3k68R4VyR4AgA2h5hcFPTnudztEPRsHy2aIVOhiPc50vbPEwjDrnphNimwmExwap6YSjDDevJJHKyeiG3zT4WiqVj61KpBd5HHSemUOo1mkJljgl7RzExu4zOFARQaLFLCS1XMCKtA9753k3qYd9s/AWgwTZiHY5pvx6xr/4jKRZ8E7IXVvHhamn1QuiLlu6qdtthsDkUBzNGTRpkNMugAq6JelPOqnS5SLjfcAhz5AICx+epwGSix9c09gbA+4zNRAMPYPyRbZbzkLJxEAZxMkRko2Ugzf+dgL8Kqhim1TkyIZD4UWhkvOVs4a03kEa3Rm60eJN5gGGpkXY1vIg9E1+18HKgHQqo+KClLzYxoxQrgmi8AZ9uAU2w4KbALaJqKbdPmZXFJR9C2RcxKanktN68nSxGarYCzFgj5gIP/Al65SwRTXvg58OFzQG+LGATJovjycLIPysFu94jbvqP9ftz/6n72ZyhQ3sj/b3AAJXtN5GVJv6baMj1Q0ZJm/7RhhYNA65siALnmh0B/R8K7HeoVy1BTZhu8Hd24EcqJJ6KytxPACAEUuU9xxgdQRr/9NWbRxveRmlQtsmV63IH0BiHHyAB6qZGDCU6bRQ/gAeLkXR6/pf093bgRWLRIXBa4He2y/0nVoO+C/l3LxGC8pkVnH9urgAlz8d7sm+A3OTHeexDYcCvgc+kBTf9YLOHV3yYy96EBO58BnvkO7EffAxAbNDGZlGi2+iiOY/0JgjJS9DwqeyW87FaT3nMiW+drMjsHEO/Jrk9OG4PrRY5omoath2QApQpV77wObNoE1/6Ry/UO1b9tRIb+CXN71mJB5T44P9wk+ik0NYm/Z5hcB2Z73wfe/BPw/iOl00Q+T/RBb4sp9c86BxkoMcH/ozsATQUqJgCzlw6aFG11VgAA1AINoMjJA46wIYACMSlqpBJenkAIdk0EUMxmBQ7Vi35/CFoy57XNzVjzi/uAxafhlItOR90nLhl0F30yWBrHSP5gdF0y0gMozEDJGAZQaBDZA6XdNg0A0N/y3oiPCfk9cHRuAwCMP+cGOJsWFUS2SSIyA+VA1ygDKG7ZQH74FG450O1KNIDhrAGW/FikPwa9wPM/Bdq3GmqHD9NE3h47S18GaIwzieJls5F8IKTqJyrZLC/lyGIPlNf3dQEATp0xTs8qKrgAyjBZRpliHEBL6qAgRXKAxW41xa6rkQGxCnv+MlBkXyOHzax/x5LyyhNAmQLU1WFm8DCU9ja09fry1zBXBjS8Pbl5PTkDqroJ+PjvgKW3iZ5QFRNFMP7w28Ab/ws8813gb9eJpoPbngA6tgOhzH5GA4Ym8oBIiZ5QZYemAR92DD07S9M0rHp1HzbtOor1HyQetB6VoBfYeJuYyUdpGbqEV3SiggzOZkqLnpHm1Ju1ZzwDRVWB9q3Aa/cCj38Z2PQLEYDs3iMuEy6X7H9iKN9l6McEAJW7PgDcAxhobR/ypaOlP8X2LhMB9GgW7eDBogq7RQ+SjzpQOYYG0EuNPH6tiPvfK4qiBzpHvV+MW7+xalVWZ2Jnwo42UfJn3qTBk8gy2m8u6NEnvsEheq0csTXibzXXQbVXAj37geduRoUqBo2CY3GgvEOcX6KyASivA9ydmLXtN1jW9wgqEXsuJwMdoyn3608iAyUbGdpyWR0Ws74dzsb5mnit6PM6LCbD5DQOrg3lYLcH/b4Q7KEAjuk5jKpH/goAcO8/iNAHO4bdDnkCI5/XJySz3MucqHaKfX7YYRZZ7/fdl5UsdxlArEJkYN7bm7DvKmWOMQMl5WwfY9+TTAdQBhIEUCKTfTHhuISPsckASqAwe6DIyQP2cPR8sFyRJbxGyEDxh+DQM1AUOFQ3VFVLKigRuuMXeNMuSk8u+8TZCbOa9AyUdEp4hQ0l+A5uFhOxBo7o+0QGUDKHPVBoME1suH1184FDe6F1bB+xD0r7jn9BUYNw2+pwwvQ5mV+mLVuAhQsz8lRTIxkoR1w+eAPhlNNqu+IbyA9Bzup0DZXiaysHzvsP4OVfiUHGl38Jk/+zAKoSzs6X9B4o/tgAynAD62V2MzCQnRlNMvvEYlb0KHc26Af5GU4zd/mC2N4mDjxOnT5OH9gpuBJeeg+UbAZQxHqnaeJEMtM9YFyJ+p9s3Cia9W3YgMpK0SMpHwfqRwzpyvGzRYd18TxgEoD6CXAuno0Z79ZiL4Dth10489i6rCzrsLy5DqBEXsdZK/YRdceKn4VXA30t0FpeBzq2Q+n6UJQSOfyO+AFE88FJC4CzvhOTvTcaqqrp2zfj9nP2xEoccfmxs6MfJzTVJHzstsMu7IhsA4bcXo9Gxzag/X1RrnH20sw9bwkaqoRXldMKRYmUB/SFMtqHqyXSqL2ptkzf7rb0eKBpGhS/C+jeK0pw2quAYy9I7ck93cAHT4kgifG76qwFrGVitvUQJRla4wMocf2YAKDyvbeB9l703/kP4L1NCQdbhirhlc5MU322rdUsgoe2CuDMb+p/b6hxor+9H4f7vJhel0IvmbY2wOWKHUCfMgWoqgIaGoZ7JOWIXp4zwfHr+HIbOvp8o5uYkmD9xurV4sdsBnp68lcycwjeQBj7I5O05jZUDfp7eSazfX1iEC1ssgJmW+T1Q+iyTsKe+f+GptZ7AdchzPK+gE04HYGxmIHSsVVcTj8TmHsp8P4jCG/+G2b73sP4D24DJt8AzDgHiPQq6UNwVINFfkMmSDx5fpORrKE4xkFUOXkpWzP+5ediNZtgUQC7Iq6PydJuOfL+oT4gFMK8++6G5fqHUAlA+eSPoLUewsCJp6Am6B1yOxSTgaKqIthpSbKHzooVwOvPweIVfThCNjNw7bXi9izw6022fYACIOiOZkVkqTJBqTNmoDhTOQYLBWLLJOciA0UGsickrrLgiJTw0gKFm4Fi0sKwhb0ARKWJMpmBMsJ2Pej3QoEKs6LApCj64wZ8oRGDo73eIMKqBrNJ0avgxBunZ9MHxDnGKCah672tzCbg3b8C/e3A/pfhsJ4OILp/o/QxA4UGUcLipLp88nEIKxYE3X0ifXoYfTtfBgD4J50MxZTh1SrDMw6rHFZMqBI7hO1trhHuPdjRAZmBYh/2fnJQYtgmcxYbcOa3gPHHAAE3zuu4H1bVLwIeQ9DLHEUGmZPJTJAna9kojWTsfzKaDX6yZKPDkdIsU/XW/h5omobpdeWYUOVAbQFmoGiaBpc3tr9DNljNil56IxtlCgaM/U8SzCit7D4K+H36QEwuJTxYHMnAUeAjE4H6CeL6MU2Y/5nLAUTrJeeczEAJeoBgDspR+XrFpTOuSbuiQKtuws9a5uNH/Z9A6JN/Apb9N3DiF4CmxeL+MkOlN7k+W8MZCIT0CmHGAbw5k2QflMQnF5qm4bG3WvXrGQ2gyOwcX57WhSIiT27iy2CYTYq+r+31prHN7j0I7Nskeve0volg6xYoRz/AxGALppuOYIp3B05xv4Cz2/+MwONfFdkiL/wMeO9hkWHV25La6735J1GKxtsjJlPMWgKc/5/Ax+4BZpwl7jPECbHs1aT3PzH2Y4rsgyv9HsBsQv93vz/k4LI8NqmxBIEXf4FpHjFImc62X9btH2/qF8HDg/8SzZ8jZB+UlDJQDKVMsHq1uG316qyWMqHURTNQBh+LygyUHvcotq8J1m8oSlZnYqdrV0c/NE3DhCp7wobj5Zks0xSZhRw0Rwdm5HfYXDMFOE4ck1SExLFBSgPlnu7YwFU+aFp04G7SRwCrAzjx89h8zLfQaWmALewBNv9O9GDTtLTKlQybgRI5rshKBkooWjqsLMsD1jG9Y577L9Rt/C4sWmBUGTulYtthF2Cx4PjPfgxwOqEoCqoiZYr6auqG3Q7J73i53Qy8+HPgya+mNti9eQ3Mahiw26DaTMCTT6b7doakH2dpkYH5gIcZKFkmM79E+b4U+h/Fn1dkK4Aix7qCvmjP3gnzEz7GWSG+A0rQm5UqFukKhFQ4VTcUQ4nRMk0ci44UQAn7RVaNHCMpV/xQtHBS4xU9kczbceW2IcfJ5DGSP6iOOlNErkv16lERPAGAvla9JGW2+tuWImag0CCKJr5gTRPrsM/ahMbAPgTa3ofN0CgqRigAU9sWAEDlsWdkbkGyOONwQWMNntvegXdbenHStNqRH2DQPRDdEA5HzoQdscmcxQac9R2En/0BaoL7caHrbyi3njbk3WV9f7c/hLA6fAN5SQZkPFlICddnsWYxMwJILy1/OK/vFyeVp0wfBwCoLU+/DmWm+UOqXrM4UZ+bTFEUBWU2M/p9Ibj9oRHX8VTJvj0VSjjhjNKKl7YCJ1+GgaZPZfR1kyEPFiekEkDZswGABigmURfW24P506vw1LuHse2wa9SzSNLi6Yr+7usFrJOy+3py9ryjZtCffEEVu4+IwdNur4oJ42cB42cBc5eLQZG1/yFKFWUgW0ae3JXZY+vvz50kZv8e6PLAFwwPyqp6fV93TF+LYQPeqZLBpaBHzBZLdtYhDRLNQBl82FpdZkWfN4heTxDTxo/iyUMBYN1/iv49EcFACJ/sHoDFpKDqxSooUHCO3wV/UIW/rxx2h1WUk/H1Ap3t4ntX05T8a7pFjxIs/CwwZ3lsBpYtMhDjH5yBomna4AwUQMxI3bwZuOcewGRChd8NNE1F/2lnDrkIMihf378dOPQmZoYPAfhsmiW8IiVATP7oje4jgF2UdphUNYpG8nIA/YYbAJ8vmhHtcAD33luQA+ilSG6DE5VvGxc5rhp1eYq49RuqmtWZ2Ona0S6CGnL/E8+ZyTJNkQyUkCGA4tVnvVsATSyDPSz2c0kHULr2AGt/CMw6H1h8Q/rLOVq9B8XgoMUOjJul33zE1oi1476CCVN2YWL3WjEZ4+iOtMqjJWpML0Ub8WaxhJfVDEvk+CVbGSjyPZZbNaBzF8xhFdWhbnQpk/JzzFrgPIGQfhw7f8XHgW0vAffcgyr/APocFXB96jPDbodijl2OfgCE/KIUUtOpyS3AkpNhqvMAYRu0xR8Bpp2U7lsaksxOc2qRY+KgV9+eB8MqAiF1yFLhNDrRvhVmQw+UJLYx8QGUDDaR9wRC+vZHn1TYuRPQwqKEYkV9wsc5y8RxnlXzwR0ID1tNJR9kAMVs2MY5II5Fh+sBFQyrMAdFAMXkqARCblHGS/MmFViUpUtrhxlTsW19D+V2C9z+ELrdgWhWS8At/tdDjcEayPcwzbs1eqPrEJwNkfEzlmnMGG4FaRAZQBlX6URPxSxoAFwH3h/y/r6WtxHweTBgrsaMOQsysxBZnnF4QmMNAOC91t6Uo+SyV0LSGSjeJA6Cy8bBfeo3oCpmHOPfDsfOJ4a8a7nNAkUBakKdCLxxP8r3rUVVuCepDJSguxvYtRZ4/nbg3YeBcPoH6MkEcDIhG3V6u90BfNgRKd81QwRQojMlCycDRQap7FZTxstqxdNn2WUh1VPvUVFVnnBGaYUSBk5YiAEtzV3TobeBzt0pPeRIvziISjoDJRwC9kSy4maeKy693ZhRVw6H1Qy3PzTqPkujFg5Fsx6AaDZKNhlLeMUxZgQMCkwoClAWeUwGlrPflzhDa1y5DXUVdmiaNqgPSiis4ol3RBPQj84SI+9Jba+TZQwMpTo7rO+QOMnOcJ+YsUjTNH3QKlGZyBqnDdA0eI4eEPs3OUsuWb5eETxRTKI0wfhj0GOfjB5LHdTyeijOcUBlA3rrTsHLFRfhvTnfAK68D7jsLsBlBjZtAjZvSu015fowcf7g8nV2GUAZnCHb5Q7AFwjDbFL0bA6dnJm6ZInIQGlv14PWicjvZIUmvheOyKBJek3kI43pzYYAysBR/dfJNSLo09aXYi+ZFSuAa64RwROTSVwW8AB6UYn0KBvJwDAlvGozcVxlWL9jrgNifTj0Vm72eUn4IFIScm6C/idAtJeTJxBOf6auXwykBU3RgKpb77tg1rcn9kgPlKRLeMntaPfe9JYvXbJ8V/28mG2lP6hCVczon7lcTMwAAF+fYbJVhjNQZI/ArJbwijaSzkYWuHityGSsSO1/k0mBUxPrBhvJD/ZBWz9UVcPEagcmVDr07U7V5IkAANerrw/5WE3T9MHwcqsigicA0JXC+cmFi2EZL85PUVWWsH9CpuiD+ZFZ+Qi64bSaYYoE9bJRxWJEQZ/oDffSSqAAsxrS5Tdkn0VLO4ZG7uk3KAMlcwGUzv4A4HKh0mGJjjmM0P8EACz2cphNCmyqvyAzlvyhsMhAMcSIHao47h1uf+ENhuHQvFAAmJ1VgLUs0gfFm9R3QgZQZJmuQSKVdsb1iB6cMZm6r/wP8M/vigkNI5Db76YBw5it6xCcVvGGvQFu3zOlsEKDVBBMaqSnhcUG84TjgO7n4D+8bcg+KJ0fvAQNwJHqE3BmpWPQ30clyzMOZ0+sgCMy035vpxuz6iuSepymaehyJxlAccom8snNaO6vnIGNlZfjooEnoWx9DKidDjSdMuh+Zi2M0/0v44Te54AdTjT1+/EFdwA1O48BHOcCjSeLx8r/lacbs3peQl3Py1jwRjtQE/kftW0RJyZnfBMoH820XUTeX2TAJIulpYDoCU0mM1De3N8NTQOOmVihZ1tES3gVTgaK3v8ki9knkvHEPtNkqmulw5JwRmnVJRcBjY3pHaR7ukUpB3sl8Mk/DNu7ySiagZLkNqz1DXEA66wFjrlABFM83bCYTZg7qRJbWnqx7bArtTr/6fL1ATAcdOeiD4oM2CQKoBi+Qwkz8eRjvOkPeg34xfNXJhi8mzOpEp27RR+UjzRW67dv+vAojvb7UeW04ooTG/GvPV3wBcOZm2VnDGb5epPfzgbcwNofiJNtk0WUeJxwnBjcr5stSpiMQnufDx0u35C9YApVMKwhHDmZjCnhpYaBoztxSs8aLOx6AzNe8wDVDqC6CbgkhUGGyAxuOGuBC24GALz42kFs8HfgwuMmYsGpUwEAXe8dxjtvH4JDHY8zu/oAVwuwZbt47LqngPnLksuQ1bToya89wQx1PYAyOOh2KJJ90lDtgMUct442NwNLlwLLlqHywWeBLUeGPIkNhFT4Itv48sjAql0Vz53Otl8GuioVYwClQ/91UiToc8Tl12tCJ804gL5+vbh+992jXlZKgqFHGc4/f9i7xpTojFObbhN5IGb9xtq1Yh2QDv4LeOXXQNl4YNlPE+6PcsXtD+ll9obOQBHbMU3T0u83lyADRX6Hy20WQIkEUEIDgCmFDBQZwM1waZiUyfJdE2PLxsRki+jbzAE4rGJgezSTgORz2hPs//XATBaOjeXAl8Ni1jNAstGzEoh+LtUmsY6aFKAssg/wBzPf+3Csk+V4j58cOXaMbIeqyo4FNu9A34zEPQ0A8X+VAVKnYtj2JRtA0TSge58ewNACKU48SJG+HkYGlRHyQ9E0lGexMsGwwkHgpTtFOVAgcs5Vk7vXz4HYDBS5XxCB2mEzOCKBc9jKxTmDv2/o+6bo6IuvAJteRt2S06M36v1Phg6gyMCCPeyPnJNlaEwwQwIhFU7NA5NhXMCujRxA8fjDsKtemEwKFFs5oKmwmDvhUD365L3hyPGkQRkocZV2arduQcv8xehpbQfkuWr3XpH58+H66ESBIfiDKqpDXagNtAFKhZgUFg6iIijOsdlEPnMYQKFBZAaK2WpF9dTjoO0wIdh/VJSciE/bC4cQOvgmAMAyfeiyU6OSxZR9i9mE4ydX48393Xi3pTfpAIo7ENZ3diMdRMjBbl8guQE5jz+ED5wnYaalE8fjfeBfvwEqbwNqpkbv1LUHeP0P+OjAe/BrKjw1c9EWHIDNvQNVvsPA1sfET3kd0LBQNKI9sgPHurxoC/gQttrEYNzE44EP1wGdu4BnvwecfiMweVFSn0G83JXwynwGyuv7xE5lcST7BABqDaXXUh7gyZK+HPQ/kfRZdlk4eYtmCUTWlX88Acy3ADNOB57ehIo1/wROulIPyo1K70EAmjj5D3rEweUINE3TM8uSzkDZHRm8mXU+UB7ZLvpdQDiI46dURwIofbhkQQ4bHBvLdwE5CqBEgh8JTmqMAZSEmR3OyPcuA8sp161EJxxzJlXild2d2NkendHvC4bxjy2HAQCXnzAZNWVWmE0KwqoGly84YoA8KbKEV/zvIxk4Ep2pqIaAozvEzzYAihkYN0M0zE2xMf1vNn6I9j4ffvLx4/VMgLFAbosUBbCbFZFhduBV4PA7QGAAM/t8aA/7EFAjJ2vuI6m9gDzxdEUH/VsiA6BN46KDI7LnSEtHH3DuseKY5CQrcKwF+NeLwL1zk2tqHfKL/ysQHfgzGiaA0hLf/8Ro5Ur918ozFgOBPUPWZ5aZKWaTAltIvI4t7AFMWpo9UCIDtzAM9BgCKOPLbbBZTAiEVBzt9+sBlaQMN4BOmTWKEroDw2yD5fFybzq95QzrN5YtEz+AGG3a9qT43dMFbLoTWPJfeSuZKPqfABOrHXop33h2iwkmkwJVFd+3tAat9R4o0W26LKXntJkBkwji2MJuQNGSzzKQARRf35AT6LJODQNHIkHqIQIodovZUPbQpWcpppOBkuj/ET02zmYGihkWc3Zn+8vXqoLYlyhQUKWI38X5VfYnao0VmqZh66FIAGVKJBga2Q5VvdkC1NfDdc5nhny83ovIpMCmGspWdu9N7jvl7gSCnuh5aMiX1TJr8vzaFjZkz4e8qHBY0O8L5TYDRVWBV38TDZ4Aoml6kQVQZFklu8UEi9kEu9UEf1CFxx8aPoAiJ2hVNwJHd2YmAyWy3z+6ZiMAG+rfexPYOR0od0QzEYcLoNhEAMUSCsCVTk/CLAmEVVSp7tgASlg2kR96v+gJhGDXvKL0l02MF5pNChyaJ8kMFHFuMd44bigr7RhKmddufhk44kXP714C/vV3oLw8eh5w8FXgpC8A1qHP3QJhFbP828VmZcJxoqxbz36U+zoA2Ea1T6TEWMKLYmiqqgdQTBYrpk0chw7rFHEQcGTb4Ad0vA+vxwWvqQKNsxdmfoGGS9lP0wlNIrq7paU36cd0RQZZq5zWEQMiZTazftCTTBaK3Ah/MOlycaIQ8ou0VX+/+P2dv4ieAT37oVorsK7qSuxb8C08O+F6/LH+B+hd8CWRfWK2ioOu3c9FUi41BGpm4eWKi7F21n+K2XkLPwNcdDtQO0NsYF/4GfDuQ+JkJUVZyY6IzLrBB08B7zwAdO/VM1D8GcpAOdLvw75Okcp50rRoAKXKYYWiKJHG7YWRhZLLDBRZmzsb/XIGDbB85hzg+jOBb18ErFmDio9dAkAEHUPJlpmI198W/T3Jch49niBCYQ0mk5Lc7CrX4chsHEUEUOyVIlMAALy9mD9ZnGjtPjKQ2wOWXAdQVDU6kz7BjN++4Up4AUBZ5HuXwRJeiWY/y0by+yN9UABg3fYO9PtCmFBlx1nH1kHx9eJc/0ZUhnsy972PyUBJYXaYDLbUTAMuvQs49cvA9LOAsjoxE6lrN/Dm/4lZZ0nq9QT0xt0y26rgRUoHeQ2DS0rXh6IR6/6XxL7LVoGBKafjmerP4NmZPxKPC/mjAahk+PuBzk7gvgeAjRuhaZreF2dqTAAlUn7KE0bovlWiBKF8GXsKTa39LoRVDZ6wSdT1jycDKAH3oAbOH7SJQc2RMttkkHqoEl565qjTCiVygmZRAJvmTyt47okcx5QphsEid7SEl6IomKj3QUlxNu3KldFB82XLslrKpKSNsoTuQGCYEl6R/Wq/L5RaE/NktL0L9B4Q3yVbudg+vvG/eSv3srN9+PJd+OBpKOt/jBqL2D+m3esism+RTeSD4WjPPGMJLzNU2DRf8p+/zMxTQzH9oXKqe58YNLWWifMVg5hghyMyuO3vh9MWaZib4rGXpmn6Z2NP1ANFL+GV+UFkPRhkNem177NVwkvPEkT0+KESMoDCEi9G7S4fugYCsJgVzJ4Y+32W52PD9Tn1GErpKUHD/i7oFecRI+nZDwB6zwar6svq/8gXVAFNg001LGvAo5eWylZfnkE0DXjjj0DLa+Lcyhw59w3muCxylsVuc8T2RX7WIzYnl+cUVY3iMuRLryy7Yb9/9I13AQD1L20Q+/1TjwUCPpHhWTFh6OewOGE2iW2nZyDPmYsJ+IOiB4rJBD372xpZ14ebnOsJhOFQfWJMz1YO2CthMSlwqp5hy+RK3e4EGSiy0o6hlHmNrx8wm9D9pa+Iv/td0KtKhPwi03YYvmAYx/i3iwBR02KgagoAwOlt0/9OmcEACsVQVVU/6bCYLZhRV45Dthmi3MPhwQEU9+5X4Q+q2OM4DnMbqgf9PW3NzcCaNcC6deKyuTljT72gsQaKouBQj1effT6SzkgD+bqKkQdZFUXRszKSGZCTB8tlDkekrFadmIn84h3AM/8mggnQgGmn45U5P8RO50L0+8Po8wbhM5XBcsx5wNn/BlzxJ3E5+yJg0QrgY79F+2k/wjvlZ6ALhnIClZOAC28Fjr1QXN/2BLDxJykPZuo9UIaYaZcUTROZAzufFUGjv10HrPl3ETT64B/Amh9g1pafYbbvXfiDmRn8e2OfGFye11AV07/FZFJQE3kvPenMlswgOTic1mecJJlCnI06z3qZJTnIffXlQP0EwNUKLFuG8l/8TJ+QNeqZTsYASpKloWT/k7oKW3IZR7ufE5dTThTfU0WJKUdVX2lHXYUdYVXTB1NywtsNfyiMD4/0o73Ph7C7a+THpMPvAjQVgAI4Bm//YzJQEmUVZTADZUAvDzf4O1JXYcf4ChtUVcPuIwNw+YJYu7UdAPDxhVNEKaQP1+PkgRewyPNKehlQkqbFZaAM7mcxJGNZtKoG4JglIkvw478FLr87MgNJS+lz23M0Ojst5ZNgVRUn8n2tIjjv789I/6xhRWoCY+PG6L7RZo5+v6umiFnmn/wD3ItuwB7HfLQFnNFAZrKfd1sbsPcDoKUF8GnAqlXoenc7vP3uQX1Gxpfb4LCZEVY1tF16hejJ4Y/MIrUj+QxZfz9ae7x4uyOMd1sTBNZsMiNWA4LRQa4Bfwg728X/cdHUmmFfQm5jhyovoGeOOqz6ibjZBNg1b3pN5CP7jTIY9tOGDBQA+mfankoj+QLU6wngt8/vxu4jhTdQkJYEJ/ZiHzd8gFBuV8oTBFDKbWZYIyXnekc5M9XlC+LeF/dg++G47/YH/xCXs5aIY2fFBOzbFDlmzr0dkX3+nIlDBFA+XAt07sJ0tRVABspqRAKgoUgGinw+RYlsMy02wGKHSQGcqif5HijGHkyp7L8ySfY/mXicqERgEFNuS24z/f2jbvZuHJhOVMLLmYsSXlazHoBM5Rj4gzYXDibZc88Xea0KBlBG9H5k/zx7YuWgrCR53jjcBEn92MVuGTz43z1yTwMZQDGVj4MCOcEhe4OggZAIspoUQ/A56BnVOpmWdx8C9mwAoACn3wRUTNSXpZiIEm/id7nN0XsgjTSJUQ+gNACI7KcT9M1LmmG/f7RCnJvVu3vFfv9HXwEsFpHVMFz2k9kCJZL56fNkridLpgTCkQAKFL0puy0ktoPDZaB4g2GRgSIDKLYKkYGiegaXyU3QM05moAzqgRLX22+cpw9omoqe+QvF3+Mn3u15ftj3p3m6MTHYIgKujSeL7CQAdo84bwqEVL0cMqWHARSKETQMTputNpTZLPDXzgYAuFviGsmrYbj3bgYA+CadrM+ayagszjissFtw7ERx0L3lYG9Sj5EZKOPKkyvvEj3AGvmgQ558ltkis6nO/h5gtokyWwMdIvJ/zveAM74Be0Vt5HmDevRbDwJY7GLDefI1wLxLgfK6ocsyWWzAKV8SBygWu8hYefb7wN4XROPXJGbwydI8o8qO8PYCb60CHv+yCBK9tQpofVPMvLU4RFmxqacBJgvKXHuxrO9RXLz7J8B7j6Q96Pr6PjG4fKqhfJdUqwdQCiMDRQapclHCK3rymfkD5QFjDxQAGBCD2HB3AaEAFEXRD9STqSuakHFWV3xGxhDkjPz6ZPqfhALA3hfF78dcEL3dkE2hKArmR9L9t8UP9mSTpwu9niCOBMvR7vLhpfc/xK6OLA7uye+gowowDS550WsIHCcMImewB4rcDg6V8i5nD+7q6Mcz77XBFwyjaVxZ9Ps/0AGLSUF1uCepGUUjCgxEyzQBo8tASRCUQkW94XPrTfop9xyJHYhPyTt/FvuFf34H+PvXgL99CXj4s8BDn4X5yS9jQcv9kdJ5GdDWBuzcGVM6yPvhXsDvE9smmc4+bkZkUM2s91fo84WiPUWSOZGUM+7+7RtAa6sIhqxejZblnwSeew4NZeaYPiOKouhZKK09XpER69OAujqRgZJkhqzm60O/LwifUoaXd3cOvoPZImZcAzFlvN5t6YWmaWgaVzZiiTn5PfAOkc2nZzU6LYYAimiKmYkMFKdmmMHq7ozJpGmIlI87PMYDKJv3duPtAz14+I2WfC9K5sWd2EPTRgwQDlfCS1EU1JZHjqvco9u+bjnYi9f3dePRtwyfd9cekQ2qmIG5lwINC4ATvxB5wIOisXwOeQLR/idzEmWgaNHAd3WkbFLaA6K+2BJecuDNYY3204C9CoqiwKm6U+iBYjh2SGdgLh16AOX4QX+SA15OQ5YNAgOjbiIvs9sVBbDF95eCIQMliyW87BZT9Hwtyf20yxfEynW78KvndiX3Wnrvq+hgtAymZLJEcjHYGjl+nz958LGY3uc0UXnaCD2AYjUPHvxPpg9KJICiTJgnyoBp/qz2MfCFwnCo3pgSRwh69EH9nARQPngK2P6k+P3ULwFTF0ePhwLFFUCRwWxFiQZQkg5WyW2yszZaqjqQZtAist8/Wl4DAKhz94j9/rGRc44J80Z8CsUWCeR7Cm9iSSBkyECJBFAs4SR6oAREDxQRQKkQGShmkYES838yTPySgmFVH8+Qx0AxDJV2ar0uoL0dPbJXnDxvdNSIiSGdu4C+Q0MuZ23XFgCAu3qWGJOIBFCsA9FxEWahZAYDKBQjHIqe2FitYlCibMpxABQEe9tisxOOfABvfw98JifqZy7M7YJmyAmNNQCAd1t7k7p/lzv5DBQgGlRIJQNFn71XOw044xtilvaxFwLL7wSmnAQgOgB9uNenl1EdbnA9mn47xIZz+hnART8T/Vb8LmDz74B/3Ag8+VVRT3r734GO7UBw8ICHKz6Ak4yARwRBnrpJZJ34XSJYNGkBcMJngKW3AVf+H3DuvwNnfgv42N3wzPkk3KZK2IL9wNa/wfz0TTim42lxgpViqYbDvV609oid4aKpg0sP1ZRloF53BsXMFs6ybJYPcOkDLJH3MSB7FWj6LGVZgikjGShJZlNFAyhJBEZbNouDVNlnSIoLBsgyXtvbMtfYb0SebniDYbRbG8V8JE8Pfv7sDvz5X/uz05BUBlCGaNgb2wNlmBJeAbcITKVBDt5VDbEdlINZbx7owcYdYr278qTG6ACTpwsWswkVYdewJRmSFh8wSaUHip6BUpP4746axK8xjA8Ns+RT/m51RWZKWuzRDA9ABIj8A3AGuqAceiO150xkiNJB3qs+Azz3HMoUNToT2tB8XWbm9fuCUOVAWjKfjZxxV2ETO9FINklLfRNwwkI0TRw8aCJ7j7T2eERG7F33AKedBlxxWdIZsr09XQipGjymcrzf2pf4hCZBH5R3Dorv20jZJ4A4CR8um0+u41V2i94DxmwywaF64A+qoy6hKHug2A2Dc1BDMRMeohko2W2Im23yc9171F0wxwoZlUIJXU3TMBA5vhzqWFSWxxxtZq+cZHSwyxOd9S0H2qafAZSPF7/PXhaZ3KABr/wP0Ju7ANeujgG9/0lN/GxTQAyihiPHzIoY7Ep736z3QBHbJrehbJDOXgWTosCpefTyXiMyZp3kI4ASDoreX8CgAEpY1fT3YbeYYraX+iSgVAMoei8Cc8IeE/LzzMYAtrEHijwHdAfCegPy4Rzt9+slh5MJgMieC2VadLC1TGMGSrxASMWuSDbZRxoTBFAcyWSgGL6L8YP/8rhqOJEACiYcB7NJgVXzZ2VymxQIqXDENdk2ZqBko7RzjD3Pi8oTgBgLkJPUZAClyDJQ5PfeZjHp2xz9+z/Scbo8T3BUG7Z/Gcj6ePJJdDurgfo6jPf0il6lMtg3XP+TCJNN/K/8BZaBomka/KGwCKAo0QwUc9ANaBrCqjbkca83EILDmIFir4DFZIJD84hSawkmfmHnTqCtTQ+GWM2mxBP8DJV2av9wDzB5cvQYSZ43VjdGxxv2Dp2FMr5nCwDAXb8o+jgApv5DsEaqa7CRfGawiTzFCIUizVoBmCIziqdOqsNRSwOqAkdEhsL0MwAAWstr6PeFsM/+EZzUOHgW/1iwsKkGj77Zgp3t/fAGwvoMo6F0RgZak20wrM9QSaEHiiyhBEBkkjSePOi+ciN8qFccTFQ6rDANU3qoTJZlGu7Aq2oysPSnwLbHRU3pngNi0KP1DfGD/8/ef8dJct3Xofi5Fbo6T0/cjF3sLoDFIi0ymJEIEMtMkzZtC7L49LPk8ORAS8+29CxbH8umEqUnydKzwhMpU5RoiZRAElyCAAiAyInAAthdYHOcnZme1Lkr398f996q6u6q7uqenl2AnPP54DPYDtXV1VW37v2e7zkHjAGfuhK46pPAuqthOtTrZhLftStsk4XXH/w7v1NibAdw7WeAddewztswpEZhXfkpfPnITlyDI7hy8jgwdwjjtSOQn/jvTMK64w4WrJzufS6K8PirNo6E+3WnxUL/7aFA8buFLwSBsjpddrbjeueKl1NRnfVfUJ0FCluQS6qYgT4YgWKbTM0iEFOlVBQESpzr+qgIj7+r1VJC2FFx0mbX+jwIAWZKOpbqZrxslZWisYim6WAuuRl35U5hxDQBSvGDw/PYf7aEf3zrVty4NZzsGAhichdBoPTMQFHTzNvYsRjxlFs/8K5UdBuKa2Ld8svAgQbrRg6ECAs7lTne9b5rQ84juQAA9QUoMkHWLaHYpaMwNtrPvX4sUDwFSiH8eaFMiUnKmLaL0wF7j76vLUFG3P4f2fjvcE982wB94xtA8asg/ShsoiAIjZ/9WUDXvZDVZjYHXLcHqUzK35dA+Ho+qXiBzIacRQqIX/C7/37g9T8Gzv0QMAhAKc7euRfYvDk0qH1LUIHyxS+y++R3vw9MjQD/PJ5Cdm6eEXi6lIbluHjtbAm3bh9vfZGWY6QyJ1AM28GBafadbggh/dsh1HxV3UZVtzuKuaJrtqC5XkFXJszCC2BWXPmQLuxeEHMMzWkrdNTmvAK3IFBmyqsbiLvaCM6nXj1bwh1XdPEGfyfis58F7rmHqb+/9z3gkUciX9q0/GJvmIUXEJhX1QcjUIJzkgPTZbx70gTO8rnplR/zX0gIcOPnmBq1eAh48jfY3DaZx2rj8Cy7RiPzTwKqQWGbtKKiJKXevcXmBErTszwM/A7JPCQJSLl11OIUySltHUONi9BNvHCUjU1a3isEebsTIAqSakCBYlQCCpT+yADx+rD8EwAt4fR07hDIS38K3PhTTPW0QnhqGlX25uCuS2HYbmigfRDBRpWqbkPLdn+9OD+Sjq9KzVCuQBlSxuSPAo7MVWE5LkYzCWwc6VSni8aNumHDdtwWtaqAuLZTCYXlngDA6DZGjCyfYnOpqHWvUQUaXKE6uYspUBwT9WFYzEbA4AoUWQkSKE1vTO+Zy7ESnH0JeOGP2P/v+giw++P+c4l3EIHSx1xfXG8i4xUAsrxeU+9FlHnqBE6gVGeGMk5bn/2HsNe/B5icROYjfwX84K8Bt87WeTHWaJLG1DCW/vYiUGyXglIgLQiUHCNQJGpDgQUbCei2i2zYdSwUKAonUFwNirDwqjU7wuDxla+w/2QZy4eZVedoJhE+1/3iF73/Hdv7QWD5FTRNB7rlIOn9xnngkncD519h9qTXfrZz3NArKFSPogqgue5m9lh2HWt6sw1MSBXMuLm+rS3XEI41BcoaWuByBYorySC8OHjpRBbTiW1omA5o8U32QkpRP/4cbJfiTOZqbO8RaPp2xfqRJKbySTguxcHz3QtATdPBMe4jH6tTHUEFSu9Jh9+p0puIEAXo2TIr/PZSfwgFimn36CxVEsB1n2UB85/5EnD3rwDX/wSw5RZ286Qus0t47FeBR34Z9TOvAJQyKWO3Sb7rAMcfAx78N8CrX2HkSW4D8N7Ps1D7jddHTyI5NFWCS2S8lbgK+OCvwLn3C5jLX8vyAGpzzDP1m/+SZahM/7AjfFeAUooXT7Eid5h9F+BbeL1dukqrXnf9hSRQhjtRFkVbQggyCZl1ygQnw1UmMfXky4MsEmqz8ALXgL4VKDuqLzHbj6jskOXTTEJLZEbYBSGIO65AyWgsQwpAz7FlWLDrizBsF3PqJmQ1FdtGZPz7u7dhKp9EuWHhDx8/hj94/FgsQjcWxPENKfRTStsUKCG/JyErz0FxbGD6Fdw4/RX804UvYMPBPwFe/99skhnAZE5rCfD79I1b/Mkst1VRJQlJt4l6I344eyREoYzwcbEvCy/+2igFing85jbPLNVbfG/7JlBEIU0QN7ICaFkgMw7Ku7iG5pEfYh3UuPfDwObNbGwSC8SAvRkhxLsHNqRM//tzgs9rrmXNCufOMIJjy1iq46WCVDnLbXpaOv8i7jntWFpi44upMAtRQei3IFAQBJgVoOW4mMhqno1YL2S75KCIMWBM8sdgQgjyMhsLB1lk2Y7rFQREMKd3/gdyUESIfNN0Lpyn+iogqOh99fTKc5zedujDQlfcrzVV8rJO2rHSxpRgLtvB6Qrw5oMAKLDxBqCwpfXFsgK87/Ms8LZWBJ7+7dXPbQK8jKLI/JMA6Z3lResV5c2ZdYCy91sSt/AKZkYJaDlI6MPCy2q2WVBeBAXKHM/dXH91h+++IBxkibDzLTAOpwZUigQVKGEQ26UUsE49B1Smmd3xEBBUoGiK5GXxxckrC6p741jfimOXdP0CZ8pZs/Bqx4FpNr+6emM+tPCZTTCVJ6XRcypxbWc02c8zK2xlNkCuDZROR+/AMn8uMwmkxyBLBBJ10NRXz/pSt1wkaRMt/Zhmw2vsHEqIfEhGBKwm8NzvA6DA9ttZ3SF4zD0FyttctXr8ccjf/GeYrLzR+7Xwr7dkgLT1FShdrkXH9ptQWxQoKydQ9P/2BWBykm36vnuBn7iPPTF1Zff8Ew5FY7+Vqb+9yC5x30vSOvsa2UmAyJAIQYawayrK3qpuOkhSvSMDJeU20HAJnC99OTIzbpFrFcbC7LvakFRlJPl9ptSwWi28Nl7Pmgn0MjCzv/PN0y+DUooFZQOkPG/mkWRWawOwDmzdsTbGDwdrBMoaWuBYrGBMiV/M3jKawqy2DbZL0ZzmfrQLR9AozcMkGtJbbgjtvHin4PotBQDA/rOlrq/73sFZ1HQb60aS0d1lbRCKgTiWMOJmGeXhH0SOWyCJjr9eyoR0QvbG9XrcwoiiAVO7gCs/Crzv3wGf/J/Ax36fhdNLCrBwBIknv4DPLP8xrqQn0HJbdWxg/ghw6FvAD36TZZy88EcskyI9Dtz6s8CHv8i8TWN2n4ouLMNy2fcubMWpybvhfOwPgNv+OTBxOSN4zr0M/OA3mAXZ3KGO7ZxdamKurEOVpUgrlIK30H97ECiehVcclc8Kke5l9zYgqp59F7dHaAsWFmoUYf8xUJG/MtP675jZGvNVA4S62HTsq8yu7tv/CnjpTzuJlGO8A3fLzZ2qixAiQPgmX5AcFErRLLNuNZrbAIV3AV2et/ArH7sKH752AySJ4JXTy/iL57ss2vqBKAaFqL6altNSqNHb/u0hkB0TG5QC84fZb/TAPwP9wa9ha/VVKNSCrPCxsNp6LhBCvHH7xm2jHrnFdq4MuLZXtLBqIbkU/cKTXm/yPyMuPGl+Ifx58XjMDJRjRbbQEt+vL3LSNv1Fa1gmi3hsmBYvbdZB+g9fZR+lyp1kDocgvWsk0//+XHEpcNutwB99Gfp3vov5HcznectYpwJFkBflBs8f86zEaGz/6UqJneuXXcLIpzemy52ERduC+JXTvn1XXMVGjhPuYcUdcU8pyK3FmDxfSA5SKAkWghWbL55F53h93ntOlSWvGDns+8yFRPAYvTlbXR2bxHcIRGdypksD0EotvILWNSfOngU9+QT7R7BTOQgtx7IElSRTz7/2lwN9blw0TBtnlliRNDT/BGgZszPcQilu1kUoxDinpkAlYb8aYeHFFShGHAuv9vHzYlh4efknV3U85WWGiMYtMV5aDaRkti7qN+zdU6CEBMgDLBdFKP3tOp/nCYulFcB2/GBfjVv5eEHSMb5DKaD0jZPfJoilpO3frxJUh0ztNQuvAA7wxqerN4XMewBIEunZJNnwsk0DCpREGhjfwf6/m43X8kn2d+xSQEl5tlqGPoQGnwiYtouk22nhJdZlKyZQQjIiADC1oG2w6/iWn+msC3gZKKv33VswfwR48U/6t8TiVlcZY67HCxn0EAWKvwbvcqy98ZgAiRwj5ADAHAKBIppgZE7kFnkdZapzHA6DmmT74qzieToITNsFoQ5SlGf8JEe87JgRiTUORREoTdOG5jbZ+J/IsAwUiSBJG6AUqP/9z0ZmxonMt7jZyWIts1Q3W1VGsgJc+n7277Aw+bMvwqUUx5K7W+9hfA065c7z77I2xg8D79yq9xpWBTa3cqABn3NFlqCsYwUFY/E060Q6+wKqho2T2i5c+Q617xK4jhMor58rww106QZRapj43kFW4P17N2yKTRjl+ygGhy56ItDuMd1LgUII8QiIFS3ys1MsnP5jvw9ccR8sqmC9dRZ7F78MPPx/s+79R/8L8PWfAh75T8D+rwLTL7PCUiLLuko+8v8AO+4MDZ3uhmRggtEyyVeSrGPlnv/KcmKu2Ms+q7HIrBuWW4vFIu/mms0jkdJ4L+z0bWDhZdquV1y7EAoUr3tvyDJPUcTz7Ls6CBRW8I4doBcGrmJBYSv7GyNEvmHaqBs2Mm4VGuHnlWszq64gkWLpwMmn2PM7P9i5oRAi4GoeJH/ofCVybBka9BJ0wwRAMDU5FchkWUZCkfCpGzbjX96xEwBwamFIE1svRL7Q8ZQgjZMJGUqNTfZDx8HAfsbGK/8LeOSX2W9kVOEm8ng1dRv+euxnQfb8Y/aaQMFW4JPXb8JHr9uI+2/b2voEP09UmS3anGEQKKJQJs5Fo8qUeHHgWaMVwp/3FCilWJsTBMpHlefx95b+BHqzj84wsVCr1vxFbABUE3ZiQ1RZBTyB8dBDaLyL2YamE7L/nbXWAqUgvauUqzP66ZjecyUwOQUk8zh303tAd+/GSFoNHW+TquwpUM8tNyMD36Ng2i70GvsOV2zdhA0FpoB99Wzb+S8WxEYNjkvx2jl2fMMyu6KQ8xQondedl12G1nMhL7Fi3CAWjp41jCpDEt22Y9vZ37bx3stleweTDsF7lOtSvHb2AuZdvc1Q9yxoowmUQrAwMACCC/+dy0+jqRuscWZqV/SbCltYww4AnH52oM+Ni6M8/2QqH5F/ArTc59K8639FdqlizAmMh2J7qSCZpeXYOsBtwIpTJG8fyy60AsXSfd/90AB5PtaIQpGaAXgbV4oyEnhQBUrUuoAQX2lvN/jvWDm/4vw2PfB7iM8WHf9x5sHlNguvnp9nOQClUAMEiiQxddJFJVBsHeO1t0DOvgDMHgCWTgL1BXYu9JlzuVIs103MlHQQAly5Idr6r1eTZIsaTBT/1TQwzubiXYPkxdq1sJUVZRU27zCbq2eNpFurFCLfJSMCgL9Wy64Lrw2ofF53oRQoh74JHHsUOPtCf+/j82DFNWK93Fe9+TWlXJwc0KC1kyQNV4HiqeEkNrYtHmVPrOudfwIAiRQjJRzj7UWgGLYbOLc58aSxeXaOz3ujbB+bpguNNiFL8AgUQgiyYOdjTbcjM+OWeMOIIEZ6YSzYwBskUADf+eL8K61rZrMOzL4Bh1Ic065qVVGOMHXuuMPWxPqaAmUoWCNQ1tACx+IWXqR1EbRx/XosK5NsMjD/FpzTL6Bu2DiuXYXdG6MnF+8E7JzKIq0p7PvMh09Mvv3aeZi2i+2TmVj+4wJ9KVDaQ+S7oF8CBYgRJN8P0mPAjT+FAzf+V+xPvxuSkmATwUPfZJ1+jsVu6JtvYqTJPb8KfPKPmJpFiVhY9oAqE68pJdKnt7AFuPGfAJ/4Q2ByF5tsPfFrLUqChRqb2IR1FwuMBkLk44Q4ribEJEqWSCxybaXwLLyGHDQmFnaiK9rLPxEWQPzfK7LwEgoU0bFoVHsubosVdj5sUGus2yYzCdz1y0yuHCRSnvjvLPchtyG0I7IlRJ6fM9vGM0gmZNQNG6eXVlnOzAPk61IWWybyHaH2bH/YOb9UN/sOiXZd2nkteGHnnWOisO8aXSoi991vAwsL4UHynnKnDwXKzGvs7+abgNv/I5bv+T08mfsIFpOXQBXS5RDybDyr4RPXb/LPQQH+WoXbVkoxiLeeEJPbkc1ghR0ab3FjG90VH8HHYyhQKKUegXKT8QI2WqeRqp7svR8CehlYWAD2PQY8HtL1xHMFiDHE4nGbdVDjY58EwD3oQyy8AP8eWHL4Qjtux7RtsmMOAFoOZ5fYsd8Skn8isDmYg8LfF/czzyw1oDl1KBLBSGEMN29j5/9LJ9sIlMCC+MhcFQ3DRjap4LKpbLzvBSAnfMvDLLx4x2wWrXOeDGHfaZCgSVFEz6rUP4ejCJS4QalvY4hmFDEH7iDBVoIwm5M4z10kiHlKVIA8EFCgDJyBwkkaYuCaxguo6Ha0+iSISU6wNEuxbfYGwWEeON1VoR4oeiQd9voVhbryAgvV/HWYKNpmgvPFpB8i3y0s199uuwLlAmegLBxm86/0BCuqtkEU+j2yQ5K8buIUD0Q3bV/ZEeeaEduMUqAA/vyYNkr8EQqUz/bcdjeIgqXX8Q1/vRan4a0cUD/EUaDolgOVmlAof62aZueGW4dxEQOGyaFvYufcPkjP/i7w2H8FHvoPzJb5b/4J8L9/AnjgXwDnX70g+3K+zO5f60eSXdfkvZokxbWdSsi+ZbEaVKB0I1ACChTxPqyeNZJQQmm02ZqpajUC9YNBGtuqLCNi1y6WCwGwv7t2AVu2sOdFw1N6PHwbFzpEXjSA9GstzMdjOS6B4uUuBRUoMezS2gvrQwyRbyGSF4+xek5yxLOC6oVEis1Rid2E1ec6czVh2i7StM7s6RKZlntGTmKke5S9VcOwoHkWXlnveGcII3erut3R+IXPfhYAsFRj8524OaijmS4EyshmRr5St9Wm+vyrgGtjWZ7EsjKFRPAelmcKlDGbWROvZaAMB2sEyhpa4DrCwqu1UHvpRAbn1EuZHPWt76CxPAMTKkqF3V4g6DsVskRwDe8UD7Pxmi3r+MER1pHc4psfA6KoE1o4bEPdk/r2LpJn2xap+S6LVoFYQfJ9Yolm8VRuL1685ldYsPz2O5j89sO/DXzqT4D3/wIjTSYu65lx0guEEG+S0ZNBVzT22flNrDD7xH/3un+8wm6XbgDRKWlYLpsAOzbrNJs9cOEkxByCfMsl1QsStpv2FCh2a8G8OssURgN2ItYM9j08i7oau5ljwx72t7kMWHpX3/6eELZNE5excHKx3S6YF4Ragk88M5OMILn7v3AiZTdbyM8fZs9f9sFw2zlBBDiWd44osoQdk2wyeW75AhAopoOaPMLIwRBlx0hKhSITUNqfukq3HPyHv30dv/9Y22JPbDuEQFk+OwvUaxh58w2M6HXg3FlUDh/3O84E+lWgUOovtq6/H9i4B1WTnae5pAqSZd69YQqUSAgChStQZH25JTNkIHj2ZuNel1MslYZ4jayGKj4A+IqfGNubrxqo6jZU4mKU2zWRZikeMTwzAxx+HTh7FjBoZ9cg4FtYmQ0vjHzY8EKRZbuF7AjC6253+Hwk7jglSA+JKUlEtkk3gl3koJzryEHpXWQ8MV9Dyq0jnVBAtLxHoBw8X25dMIvjalTx6pkSAGDPlkJrYaMHBFHYHvxqO66vGBAKFMKWA6KjbiALL/47FdTAe0Xxp9Z6PfbTYf12hWh6ee/OCQDMMz9WvkQvRNmc9HruIqLmWXRGz/NEYaCiW30T+IBfjNybPoQENXDeHQM23dj7jckR+CT2kFVCgcL84Tl2/V8elX8CtIzZCbcBiTorm5OLca6FQGHbS7VbeBEg5bLr3XJ6jP/ecRJdSxdYgSLyT9ZdFTrfaumSFuDjsObUWl8X85oJ5pBEQTxHg/feFdp4+XZk/nfpx0o3aOFVialASbs1di9RNCAzCYkAabd2URUohPv605HNbO2WLLD7MsDm4I1FXwW+ypirsLnSulz3+ka+xxq/HrQ2DFp4jXECpXI+XFVhm+w5AChsAwAQrsKwV8kayXRENk6DFZlF0dZqBpwBnP6bCnM5NneMyIhALseURgBbf4XhQofIi3lmv8rqvhUonaStONZd1bkdBIpQLK+c6BZKz6QqB+y74uWfAEAimQEBkKDGYI2QqwTTcZASAfK88QsJds/I9shAMQwdEnUgE8nLQAEAVaJIUJ3VNyIy44RlaWwCJR1oNGn/nQHm4AIwGy9xLXKl1DGNNXe2WngxG90Rq8isvi8iSf6jhDUCZQ0tcHiIPJVbi8vbJzM4n9iGpuXALb6Jqm7jVOJyXLF54oIUdVcb120uAPDtnYL4xivnQCnFtZsL0b7GERCTq6bpdGXiKaV9ZaBoitzCMF9wBQqHZ9OTH2fh87f9M2DnXcxzcRXOC3FTiFSgtLw4C9zxi6xAWz7HwuUdywuGHw2zWHAd4Px+aMcewj2N7+Djy18G/ebPse6nB/8t64r69r8Bzr44xG/VHRcy/wTwF26UtslZDz7AFEZHHx5ou74Cpc3Ca2y7b1dTnfHyfQaz8OKF3dyG2MoGESC/XgkQKALrrgLu/s/AXf8ZWH8tswvZfnv4hpSE/z0Cn1nwFlirO5F0avPQbQc1KY9LxtKBUHufmCCEYDzLbACEEisOTi82sFgz8fq5sk8sUBoIO28jUKpVVH7y/wAefwKjLz2LvF4Dzk2jcv/n/I4zgX4zUIwK4DCrMtGt1lK8E7+fXo5vreEpUAgIgKxTXvnEP6jOEZPfOIuxYP5J1Bga3F6PjupjXFW5q+BC5cX3pF3tXSgRXYP3fwY4dw7QaWfXIAAksqC8+L5aNi9iwp/jxX1BdgQhxvNFWxAoMRe+4nVaDiAEZ7lSbEuXoHYRLi/UKv7v0fv7n1yoI0UbrKEhmcfGQgqbR1PMxosTJd7+AKBGBa+cEfkn8dWvgD+XaO9KFmMrIcQLD0aWKbdSYOPCILZC4j0iiB5qCsitZ/+vl/yiBPz7TOMdmoFiO66XsXDlxjxGMwkYlotDMyu4BrrZnPSyQLnIqMWw8MppCmSJEfilGE1F7WiYDmRq4yb9OQDA49Kt8TL9JDmg2huiSihQmG+YNk4v9sg/aft8mRCk3NrK5uSC6EgGCRShQGm38AJSPDi8J9EnxjI+LlxwAmWW55+s77TvAgJB6EGyg4+ZilVnwfKGjuab8a+ZOAqUjCZDphZosJFqxQQK/y4B25VMHw1v5T5D5JsWKyTKhDDiTaiTLqaFl14B4YHq7u2/BHzkt4FP/RHwD/4C+MyfAzd+jr/uwtgkznFl+rp8DwIlOaCFV6rA1FWgwNKJzjeWz7Iucy3nzZFJgs07LGN1bKzEujpJm2zqKebSpm/hRQctwN5/f2RGBACgIQiUifD3X+gQeZtnw/U77vHXy47e44X85SG2gZkAWdXrc7z72pnZ1sdXANGgqqkScxQBYuefAABR01BkgoSrv60aZJiFFydQRMMBV6BkCLveo2pLjs5zJGWJ2cYrCUBOQJEkpNxG13FXWJaG1pxCIBpNlmqmfx8O2mRf8i5ATrB6x8IRNq8+vx8AcFhlcQst97DcBoBI0KiOjFuJJInW0B/WCJQ1tMCx+SDQpkCZymlYyu6ASxlDW9VtHE9ehave4fZdAtdsHoEkEcyUdBQr/o3vWLGGV04vgxDg0zdt7nu7mYTsdYx2G2AN2/W6OtJdQjiDCFoljMTwVlwNBYoo7schcIaBZFwFikBmArj9P/ghos/9D88+omWfHRs4/hgjSZ74AvDK/8Ie/UVcYh6DU50DQFmnlpZnE5Snvgg887sXxNZASMMvRP4JACQUyevEbzlXanyCJmTlfSKSQMmtB/JcGlydDfj293meGlX/98htiF2YF9f7pMTfGzaBX7cbuPOXWM5OItP5vEAIadEth2CYKC0WQSlgaqMYzyQilR0TfHLWD4EiXksp9QOAjQrrCgQ6raZyOZT+xb8CZAkjeg157oVbyY/6HWcC/SpQhHIpPeapjMSxzSUVRmJxr2hvUdYLnEAhI5sgSwRZtxIrt6orgjkmXoG91N/7otDSUd19wSTsu67IW5Akxsmk3WrvhY3oGsxp7E06OrsGwR6zZGGbtTrFDa8gSIXiI99BLonxfMHS/H2J0ykpjp+Wh+tSTJfYAv2S8WgFirD3Ol9qMkKxDwuvU8UyNLfJ7HX4+24SNl6nAmMVf65WXsZy3YSmStjdxYs9DFFjqSBz80kFRBSk8mx+k+bHeBACRXRMikBOr1NPFD/EtQsgy+cj79QMlKDFZSaheNaur5wesEDfzeZk8+beFigXGZ59WxcChRDSYo/aL5qmgyv015CjVbjJUbyl7cGbcQmrQbK2ohBCZh198SCormMqr3XvNA0SKDJB2q0PRYHSYuEVpmbXciAgyHAS2nB6XN9iLsX90y9oBopZ94vKEYU7PSQ7IKjaSxIXeORRND9wZ+xrJo4CJaXKSLu1VoXqkBQoyRAFStciKpi1aqWFQOk+b7EdF7ZDkaJ1tjZNjgDJES8DZSgKukHAC7WNxETrfJIQQE36a4QLROQJBcpUvnvws6dAiTjuLWowUfwX98Nxbm8ZFiQv1lmj27y5jswJFHuVsiUEeZYhOgiIT55aDSQUyWvaHLi5KCIjAoBvsx2lQLnQIfKDKFBs0/uN4ypQ/BB5/9oXBErTtKOzM71GqxFG5H/2nzCrXXPlFl5iPErJlFkpArHzTwAAahqKxAr2K15HDRGm7SLtcgsv0XDAlTtpyn63qNoSNdn9QtKy/tpDy0OWCJK0GbmeMmzHmxuNZ+MRKCIDpV4rAZTvT3BMTKQZiQIwFcrMa4Bjwk1PYFZiDUtBSzjICpBbD0kiGLPn1yy8hoQ1AmUNLXBDQuQBtvBZt24jyvIYKrqNmk1wMnFF13C1dxLSCQWXr2MDqbDxopTib37IvG3fs3MCmwrRHalRIIR4RYxuOShi8FVk0upd2AVZzS+o96VAGeLg6RX3LxCB0pcCRWB0G/D+nwckBe7p53DD4rfZw5kEm/Ac+R7LuHjhj1hRX8sBW27FiXUfxPfzn8Sxa34e+MT/y7qgPvGHwO5PACAskPQ7/w449/LQv2cQovh1oY4xEOgODp4rwhJpwMWiFyKvqczqRxAb2SnfW7U6E7DwsvqTiotMlfQ4W3DFVaBwcmAUfKIc1QEVB6lO0saz0VllKXN5iX3/1MgkUwWKjpU2Amki178CpVj1SeVF7ufqTeC1PJugtXmML197I7BlC0aaVeRMNjmt3HGP33EmEPyd4vze4jwM/E7VYPGOEN7ZB98WoOc2+esmLocqS8g5pVi5VZGwTX+hlyz0pVBoUaBEQfKL771ImeOcQLk0Y4KAQJEIMm4tnkXT/fcDd72H/S4GOrsGOSyZk4qr1B0qFnSiuB/sthYQFl4zBi94OFaL4iESXqZKHsWqAcNyocpSV+uOyZyGhCLBclx2bQQKd91Q0S1UK2UQAClN9ewDhI3XoZmKvxDjv2+pxAoLV20ciT03EBBjT3vBo9wM3Lc9AoVlUSV5APMgRV2hJhGBnEgwVY9XiKn7BIqfgfLOXMyJ75pMyJAlgusvKQBg88eB7P+62Zx8+cu9LVAuMmoxFdRed2W9v/HVdSl008aN9acgEYL6pffCJTLemI455gyLQIkgug7/i58HHn0UVxR6FEnEeC2rkAlB2q2tMEQ+zMIrkLsgwJ/XqAGZ2jEsvPh2R5h/Omx91SwaO1B8CwBl88JMeCaCEUZ2CBsbs4pUWgP27IGRzce+ZuIoUFIJxSdQhPKydHpFIefhXejxGt6qut3y0b3mmSKwPu3WIAubJi3Pz8X6xetOnnsDAFBJbQl/vo/ct6HsTlwFCncGiFKYt6jBghkoQPcgebHOGt3mPSRzGyvXXB0bK3EepoXSV2QP8f327tmDjlcRGRFso70yUC5wiLxQoPQzpw3M/2JnoIQQwSK7itIuWaR6GdB1YKnO5gYGZVa7C+dXrEoVpM46a5rn2ea9HI1YUFOQJQKVmm8vCy/bZRZeUlCBwgkUfs6HhcjbjgvCrzk5GbhvaFkoEkHSrUd+z2U+z9FUiWU4xoBnIV/jc5VEptMCX4TJn3kWOPEDAIC18WbvXtdxDxvZDJkQjDnFNQXKkLBGoKyhBS638ILUuQjaPpHBdOJSLFQNnEnsxLrxwgVTHlwItNt47T9bwrG5GlRZwsf39HHzaEOcHBSxGI8TIC8QVKDEUSd44eBDlFT6naxvUwWKwPprgNv+OSzHxZ7Gs7i1+RQyJ74LfOvngJf/jHWgp0aBG34S+Nj/AN73ecxu+wQOpW7EdGIb63YnhHW87/mHwL3/jU0o9DKzBnv291dNjeJZeMXIuRkWxMLbW9i7jl+Iry8M1AXUohKoFdGi6hE2L9VZrwDjuLQ/OwHhFyy2JSbiPRQowsIr75TYA1EdUHEQEtzuLbBWuROnWWILkPwYX/SEqGEAYIJbeHlESAyIYwQEiBcv/6QQ6jFeblrA7CxGm1Xkr2B+z+VDRzo3Lo5ZIDumK0QXe2bKe8hXN/FxSPyGcRUo4veauByKPAQFilh0SQqb/PZj4RVHgRJ8vss2G6btKSq2JNmCUJEkpN1qfELvEA9tveIa9jfYNchhCwXKKhEoXkGQ8vND6yx+FXjXVtmU4Er8PIjTreplCOS8/JNNo6muWSOEkNYg+ZgZKCfm60jTOjRVgqJlmZUFWFDtlrE0XJfih0LBwIuB9WoZhLpegb4fRKnffFWj0kGgaG4DCFiK9gNR7MtxP2lPrScIlIACJd1HSPLbEUI5I4odl6/LIaMpqBs2jhYHnAvcfz+Mz/00/ujmT+Dhy9/VSlj2skC5yPAyznrMU8YyPKuozyD5puVgq3kUBWcBspbB2HV7AQAHpivxGi28e3Opr8/tQATRdXjDTuC6Pbh8a5cGjCCxPnIJZIkRKLo1QK6AQGD8EhBFtxY1eyIDEAmSRJB0G/EtvHLrfUeCC6VCmeP2XeuibWP0kPDl4DicVGVg82Y0P/Xp2NdMWBZJO4QCxaUUKGxl93jb8BXVAyDsu8S1XG5v9OilQBHdxzk0WaONZ+HF7N3MixX6zDNvehIoRrWnbelKYTuuN+ftRaCMdFGgUEr95g9Nbs1AAfwclFAFyin2N0igaOx+6q4SiSDWW2neROE1KXECxctBGbQoHpERAdv052pRDWxiLmH1v/YcCIMoUALNTBJ1uNVwd3ikbeDaV2TJG4MiG50qReDRR4Gf+TlG5BuUWe0+/J0Vq1LFObte5+dlH/knAIAEs/DS3oYWXqkIC68Ujc5A0W0XGleoyMms/4SWgyITJN1oBUrQvitu3IFoMkGzxO4z7Q4PADC5i92bbQOYZk28xoabALD1idK+fslv9hUo/TQgryESawTKGloQpUABWJD8D9Pvw1H1CjyXuRtXbQy5qN/B2LOlAAA4MldDzbDxjVfOAQDu3r0udvhTGAS50K0gJxbjcQLkBURxRJZIrPetuHskBBfcwot7BPelQBHY9l4s7vw0AOB9jUdAXv0LNuFJTwA3/TTw0d8Ddn2YqReA7lYT4zuAD/0asPvjAAhw6mngOz/PVCkr6EQLQ0u38AVCJtHW/dZcZn68AqUzfW+zJadCLDaz69nELMeKd6ieR1KVmX81+lRtBPNPgICF12LkW2zHZRMcSpG2eOFyJQRKiG1Y/gIpUMwqI1BGJzmBFOy4DZyTgkAJkiK9EEmg6DrQcEM9xstNE9i4CYXf+yJGfv2/AbfeiuqekMDfiOyYSIhOtaxPoNT0tuKdWITFUaC4LtDgv/3E5VAkAs1tolZbwUItSIIQMngGSjfE6Mg8MV8HpUwxkXG5NzMv2sUOCd+zG7jtVuALv9PZNchhybwgsAoECqXUI1CSNrcnCHRbC2QSMrMeJASmko2/P4EO7jj5JwIiSP7sUsNXxPQgbE7M15DkAfLtJNAtl7Kx42Vh45XIwbAd6JaDJDG8Bo9+IOYI7cGvleA9Rewz7zBU4ECBheYgChTRbSsIFNERLsjOQJHRD6V9+yyw+0E9mPmxfz9kieA6PodsybLpEy+/fAC7b5tFZS+3jA0Slt0sUC4y4oTIAz3mVV3QMB1M2jOQCCBtvgmXbZqEKksoNUyPJO4KQTgPw8KrjcxqygmcvuZmYPNm7FrfRZUfJNbzG72xmFIMHuxqxLTwIgTQcrxQHsOqSZDB2khfFoVDgUeghOefAAHbq2CnrZhHGDWv27f59LPssRjXjChmBrNI2pFOyMg4VaZASY8zEgUAlk9HvqcXQi28YipQRIB8kv/WPRUo/LNGiFDIcgsvQpCm9cHWVitFY4k1QBGCSjLCKlvLw7MtNVfXsnCxboJSClWWMNrDHttb34c0SDYtx5t6pxQpYOHF5xdj2wEQ1ugTnMe5rr/GChAoisbmHNRYJQWK5QKUIiWUvkKBYgoFCjvHhn7PFo1OiuZfw+0Qx8yxmOX2asKxfXtisx7/89rHxxgNYaHjGGLMj1wd2LMHoAk2tpvgTZ4y8P/94YpUqWKfppqCQOnDvgvgFl4ECaqv+rq3HwgFCglaePHzLUmjFSgNw0bSbUKWuIWXgJZjGSi0Hvk9+w2QB9haRpUlpN0ay04OI1AIAbbf4f87WUAjxwhZTZU6yRquQBm31xQow8IagbKGFjg8dJeEESiTGZSUCTxY+Aksquux+0ck/0RgKp/EhkISrkvxx0+ewExJR0ZTsPea9Svabj5GiLSYJPejQBE32JGUGovZHrYCxbRdbyC+UAHnoitj0BvA2XV347X0u1iBPrsOuPVngY/+LnD5PayQG4CQUS43IogvJQHs+UcsFyO/kRVNn/ldYN8vAGeeHxqR4ll4XSCVD8BsCgC/Wy3YOQxgoMWisFliChSRf8In6AEFCoAWG6/4H8AJFN5JHcfCa6FmglJgRG5CAf+sKAl5HHifWfIeikOgrhTUdT3SZt06/v1FAd61W3xxJ7IiAyV+AavYQqDw9y3PsA6o3/ofHR7jdMsWLJebwO7dGLn7djYGTk6i8u73hX9AP/YqngLFJ7o68nXEbxiHQNFL3GeWAPmNIHyhZlTme783Cu0kyCAKlJ4ESqH19SE4zgPkd05lvWMrinaxF8HvvRmYnGLfIdg1GIBPoAy/wBbMB9Mcfh6HLCgIISik2LmtS7xbsR8FSjLvhcJvGYvOPxEYRIFycqGOlFtn9+I2G7KbtrFr4M0Zrn6SFSyZbOy4Zpz0NTcQyAaCX4ONE2IsGtEkwODHNDsFSCzkO+k2B2q08FQZngKFLzZFIabmX1NpTQYqlfhE3tsMojM8O3POU9/dwFVCr5xeHlhRcOz2W5Gb0LBlown9O99tJSy7WaBcZNRiqqgFgbLUJ4HSNB3knBJkiQDZdUgokhfWfmA6xnUecm9eEQJk1rHxzaCzc73zT4Jje6oAiRBkwa6/gW28vPGLjYlBwrnjt9ByIIQgSWMoUILh9DEJ4qFAL/vF4y6++6F5Jd5+Vn0C5a57Yl8zhqcEiS6NJFUZabcOxwUj5UYFgXKq69fqhtAQ+T4VKOJ+FFyXhX8WH7eETVMyD2h+Bkrf6v5hoHgIAEBHt8GRIxQfkuwT8qts4yXyT9bltZ5ra7G+rxl2h3WjuA5VWYLqGgD48yqfnyTS/nplKaBCqc2yznJZ9ZvLACSSnECxmoMr1rrAsB0kqAFFfGXR+GA1AUo92/BB79mUUvzlC2fw9NG2ebmYp6cnopUOamBOZq0OgeTBaWsuizvutc/vY+ynEaakQ0ChG3X9GxVmJfkRrrAjEmBS4JItwCc/Em9/I6DbLiTqoFA/xR7oJ/8EAJQkFElCghreuv/tANNxWfZTUIHCx5SkKwiUzuPdMB1otAmZSK0ZqImsN1/upUDph0AhhGA0k0DKrTGrzTACBQAufb9vI7nlZpjcljPUgnJkE1OgOEXo71DV99sNawTKGlpAOdNOpc5ibT6peiFIskRw2bqIToF3MPZsYUWMg9xX+cPXbogd6h4Foc7onoES8EmNCWFXE1f9IRZTkZ6afUIUYRSZxPZ2XCnEjWHQSf5y08aT2b14bvd/Aj7yO8COOzu9JTnEQn+510J/4jLgQ78OXPMZNskrnwWe/p2hESl+zsyFs/BKt1t4tVsh9blYpJR6Haq5pOoTKGKCLggUowoYtcG6kzssvHqHyAtlxVatwUITU6NeMPlASHdaeAWDnFdj0QMA80tLIK4FiQDr1nEFTouywycmRAZKuWmy7pYeaJpOi2R/0ctO4R1QttLhMd78/74Ei0/sRtJqbxI5xm/lwctA8QkUcZ7kRMFIPFePQYIIhVJ6DJBkUE6+2LUVECjtNlyDKFB6WXjFUKCIAPkdkz6BosisUFJv6pHva4HY56hJPFZXgSIWNIQQKJboig7vrhOkd4P0kcniKVBGPAuveAQKe8255Ya/GOtCIFFKcWKhjpTbYPf5tu8wlUti20QGlMKz8Zoz2Pl83dRgU3VFljw7xiAZLa7DUUUUdfiCUk1D5gqsQQq6gnAX3Xy+hRe/HgMKlMyrPwSefBL1k/2rGd8OqM8WgXoN6f0/ZA98+cu4qjaHhG1iqW7izFL/RZ7Zsg5jSwFIJKC5OpZue28rYRllgfI2QN1oI7EjIOwplvu08GpYNvLOMidQ2Pl09SY2Jh08H+M6H6YCBWghs976td8HNm7E5et6dP0GbS/5eFog7FqJLJR1A6UBpQj7bNOhXiG3Q5muMaumtFuH2StEPmgNFpMgHgrmWDEdhUu63nM8tUiLhZdP9Ihxr/lTPx37mvGD6bsrUNIuV6AkRwIKlFNdvlR3hGegCAKlhwKFN3itzyeZAhPd582CrMkh0IzgWXhdpBD5WaY4opM9CrX9zKNWAJF/MtXDvgtgc05C2KXY3vAlrukW+y5JaV1jeDkoAQJFnEuFrZ7NJwAkkux+qrhG7wyjAWBwqyKJgO2jNwelgG0gyxUo9QELsGeXmvj+m3P4yxdPt5JNIXP6DkgyU6gAq0+gtGfnxT3f2ud/MbJqxJgTpUCpGiF1I0r9ffrOo+zvXXcxAmV2dsXjtGE5mLKmocJka8iRCFu9KCQykCWCBDWGl4HSlrE5CAzb6QyR52tkzW3w14QoUEwHmqszW98ggcItvFJuPbLZcxAFCnu9irRbY+Nx1H0wPQZsey+z2Lz09tA8HQ+5jZAJm9vTVR4/f1ywRqCsoQUuJ1DCFCgAcOkEG2wuW5ftOsl8p2LPFn+gGs8mcOeuqS6vjgeRXdGtA70RtIOICUFmTfKCaC+IxdSwOj7LAfuuuN6OK4VYYAwqMy81TIAQaKOb2ISsCzwCJc5CX0kA13wa+Pj/GDqR4megXMgQeU6gCLJNTHDF5KFPCy/dcr0Jc1ZTgKpQoHCyQ035KoTqrHfNxJ58URpQoPC8omDHacSxn6+xIvImlS8mV6I+Afzv0OgkUFyXDtU+L4iZmWkAAEmOQFYD40GIsiOnKUgoEiiN50PfbvXVYuG1eTPwvrs7PMZLH2dWeamEDE2Rvd+zbtiww0ibuAoUSgMWXuu8h311U1sGSiwCZallHwg/B5xatPVbT4jv4SlQ+N9hKlB6ZKC4LsWJeWYhsHMq631P4Y1r1Eu998V1W0LWo7CaBEowEJn02BeRg1JDH4oYvs8NKe2N9ZtjWXix1yzWTDQk/vounYozZR266SBHmsyqRetcFIkw+ZdOLqHcsFA02Pe5cmzwqXouZCwVc5FRiRd1tBy7fjXeUUcbA1l4iW5p4SfdqUCZA86fBw4fRuaBrwMAGkeOe7Z/7xhUq6j/zL8AHn8Cmee5RdBXvoLEVVfi6j/7PcC28cqZ/gv1Tx9bwDp7mv+LYrk0pGI/gD996gR+/aG3wsffFcKwHY+M72XhJQoJkcreCDRNB3mnBJkQ1qkM4BpOoByerfZWJQ8rRF4gQGYdntgK7N7tKWIiEVQm8qJIDmyMblgDzMvNOldPwiMPBIlJSEghRctBIiwDpWu+nG34/v1a3idQLkQGSgz7LiCg2giqRTwLr6rX0d2PWt2MFSLPMlAc6rLfUVgslVZi4dX5XTIxi9XBdViui52UgLCKywibJi3PiTWmTDXiHq+Fo8DBB4aTR8J/czrNz7knnwx/nZeDsrrnoa9A6U2gSBIJHPfW30pc0+mE7Gd3qKlWlUU3AiVg3wUAajINAiBBjVXJDjNsB0mXZ+MksoCc8POPrIZXnxjUwku8z7BcnA/aLoompqj8EwGhQll1AqWtuSg2gdKuQOlt4WWGZKAAgYbXMGLdqPqW2p/8B77C7sOfBDZuWjGB0jQdbLJOMaVGv/knAKCmoMgEMrXRaA4hryckY3MQmLaLpNsIzUBJcAIl7H7RtGymQJHQajGn5ViIPI1WoIis0X4JlNF0Amm3zuZrXRoJcMvPAp/8n8DETj9PJ6w2qyRA+Tw82XgHzbXfxlgjUNbQAipC5CO68t+9YxyKTHD7FSsnFt6O2D6R9QoOn7h+k5fFsBLkY4TIi8Jqpo8MlBu3juIn370Nf+/GCM/YNqRjSsLj4mIU9sXCpq9w8QDEor3Qw9cWAAoZP7siTtFhqW5CJ8loIuXp3+57fx2XejfmC5mB4suH+aRASKw33sD+ls+wYPmYEN0ZmiohoUiBDBS/CO7beM14Fl6VuARKY4l54xLZL56nCgAIKzBE2BwVeafZekGgrCT/BPBJG73s+eZGdYEPE4tFpr6Rs20EUEjRiBDika9xclAEySQ6h5fqFiPDxDafeIH9DXiMl9qus6ymeCRrqFdsDLs173u4NpMtC9UKAv77XgaKCJFf6r3AF+oqvniTsxOtjw8CsZASxz+48O9GpAY7y3oqUPjzEef2dKkJ3XKgqRI2FVIBCy82htq1GGofs4oWhUIEPAJlFQobouCTVmV/+xHkkjjfyrQ3oeGBLzZnOFkxkdViqU4zmuJdE+cbfHHkmJ3dixyCzNqYtnl4b2exVdh4HZmr4gdH59GU0kgnZIxIgy9CveJOkEARRTeJFyIC3XhBC69+FXOiqJPki1GPcM9MAiCA0QB2bgF27UL2a18FANSmZ0F37Vpx8OkFRS6Hxs/8c0CWkBGdxVx9d/1PfgJQFLxyutTXJh2X4tnjC5i0zkNMOyuV4RT7F2oGnju+iCOzVZxdHn4AsRh/ZYl0LT4D8DIFSg2zw/KmGxqGjZxbYl2gPP9qXV7DeDYBx6U4PNvj3BFjsV4aagi1bjk4tcjO9yt6KVCCykQ+hnkEyiDNFWJ8U1NeV3szECDf0diUZIXynkoDQZRICtt2QNmx6uBh4j0JlBDVhjemmn4GSj8ESqgtWBu8EHkXXIFyCXuisThw4bIZ8rmigNo0HbhdrhNBoBTSaovauddnpd22DBSJFTwdM6Yy9eUvAa/9FTD3RrzXR6FWBBbPAvUG8O1n2GNf/Wo4qX7BFCi+hVccRDVJ1oPOEl7+SZu6dVwEyR/z54YegXJpy0tJIg1JIlBdY/DMpC4wLFZgliVOoBDiZ48ECZQBVQXNAEl8YiFALngKlF4EitiX4d/DWjCoAqVtfCQxiB5BnrbfN7uqfcT+JDLAF3/HV9hdfg2we/eKCRTddrDJPMmIhnVX9b8BJeU3ajVrPV7cBTMzbBwIydgcBKblIOU22BxC3Cs4IaK4Ogh1Ii28kq7eaeHFM1CSbgOG5YbeU4UCRTTkxgUjUHpYeAGsVsvn710VKABIgdUK0/psX/uyhnCsEShraAF1+QQgQoFy3ZYC/uj+m7xOyR81SBLB/3nnZfip92zDu7avsBudI04Ggig8pPtQoKiyhA9cPumFQvdCRzD4CnExws2TAyyKghDBpaMxugFyGvODB4BSF/ILAM6XmvgP33gdf/zkCfZAIuMTKbs/zh6bea3v/a0ZNrM3JQF7oguADgsvMcFdt5vJqB3LV3zEgFAIZDWFqwh4jkWQQMn6OSjCazd2p1OV23dlpwBJxnffmMGzJ5f9InSENZQgECYIn3CulEBJjvCxk7ZMunOrHCRfWmSEVDLftv8RXbeTWdZZ56lJukAco51TrLhKKWWTQrHNuz/c4TEugk1FJgUhpLsSz1Pu9CgYivOQ220BrPDYYR+TKjCSpQt55sGz8GLjvcqPobSSTuV2BYooQLl292BJs+aHV3abNAMBS5pS6NNB+y7JMbyuPTfDrjmnEf6+Fohta9muir3VVKA0AwoUb/tRFl6pNgIlTsc0X/Sea7D3bhnrrT4R2CKC5KvUnzNFLF5PLLDfY6PGu2xDVDQTWQ3bJ5mN14OvnYdO0syi0xh8EepZQQQtvISdIgSBws+1RBYyYR11rkv7blQQjSCaKyy8eLeerLJrVlGA3/91IJVC2mLjCiUS9NwI8KUvrSj49EKjfsNNwJYtyJjNFvXddZ/7DCSJ4Hyp6RXi4uDg+TLs6iLyqGOEj5v1IREoB6b967LYxz7FhZcHo4UU7duQT6qQJAJKu9vatsOqLUGmNiOAOeFOCPFUKAd62XglR8AaKlw/32MIODpXA6UUE1kN473m4p6F16h3zWUoux80ByFQPJstfyype2r2kPFai2nVZAS2S0igAWCVCU5L9+eVk5d3falYA7QUi0RGhlmHcLztp9BsxFSgZISFV6rAcizEPHbAIPnQEPkAmdLNdjlMgdLdwssBoSwLgH1oHlA0SDwDUrOr8VRqNV6EE2ryQXHyJZal99ePAH/1N+yxr30NCCPVLziB0luBAkQ3SbbMXcS8r51AKVzC5g5mjZFJlAJLJ9lzIl9HQEl51kgDZyZ1QYuFl7iWBGlhNry5xKAuFsF9PjEfmNN48/q4CpTVJlDa7pGxM1D6D5H37PtgAq//tUeedVX7RNnqDslqUbdcbLDOsvrH5K7+NyBJkBM8S7LR+xiEolplDge7dnVkbA7abOMarCEsTIEiEQKN6tEWXrTJicXWDBRJAlJczRd2XQySgSJen3ZrMB23txsBR6/7l8QJlKw+u2p24j9OWCNQ1tACz8IrQoHy44CdU1m877LJodlSieyKbiHyfqfK6tmiCXLGtN2h2DhUvHDzC3euiAXG4AoU0Q3Qm/QhhHgdzaUeOSgHz1fguBQHpsutC9NEBrjqk+z/bYMtEPuAmJBnNYV1TVwgeP7RnoWX6NKf8v1Q+1gsegoBTWVFBMfiKoIASZnn2R3V8wHbmZgFloofIL9QM/D1H57Dnz19CpbW3bZDhKOPUj4hXSmBQog/2QmoKfLJziLmMNEsMUIqN76u9Qmh0mj7/uN9BMkLAoV1+7IC0UJV94vr//nXOjzGyyFKr645KBH72QEvQN5XQAY7tLwMKUn2t9nLxquNQBEklKovDT7J9HJM+PmnJPyFaLfFf7CzrFcWTw9bMBEgH8w/gaJ5oaW0F7EEBBQf3ckcOxgiP+SJuRiDUgm5tbAXghF+vi06MRUojuUtxk/X2JgXJ/9EQNh4nS0FguQjfg+hQJkSBEoECSSaUxyXoikJAmXwBbE3lvLFnetSbxzKeEU0/vtqYkHIcxn6KNJQSj3bL9Vpy0ABPNUA7roN+NznkHAsqJwsrP+T/wO4//6+v9vFRN1wgNlZRqAE1HcZTcEubuX0ah82Xk8dXcCkfR6jmYS3AK5XSkPZ14Pn/etgLobqsF8In/ZsjLmgJBGP6OyZLxeAy8dxOznaopAXOShBkij8g2WftBxiCPXhOXZt9rTvCn5uIAMl5TZAqDNYUdIrpPnjoWd5qIb8FjxEPkUbrDATBW/cF0G7IuNplb3TxZxJSUaOjwK+7VVgzZTIAmDz5Cxhc+1+CJQ4CpS0Z+EV6AxeYZB8mPWKIktemH2jy7kh1iYjqYTfpNKFmNQtB0nagCyWE5wkk3hDRorWu58bALtniuLwSpS6AFA9ybL0luWOLL0OUv0CnIeW43pFz3W5eASKyCFtbw7yGiMTgQyURNv8QlZ9q67FY2yuZlQAEF/dJKCmIBNOoAzJSSIIYeElkUChWPy16j6BMiB5E3S/EPMh9oRYX/ZYfwkCJQYxsSK0Eyhx7xft6vEY++llEi28Chz4BvAqU+Z2zUCKJFAEgbwC1QcA0zSQoDo7D7KDuc3IGjtvLKM+2Doql2OKk1Sq97gQF5zgomran0NIMsv+I0x5HWrhZTrQXG7hpbYqUAgIcvxe00526Zbjkaj9EiiFtMoVKD0svAIwIuzgBNRRNp6M2sXeY/waemKNQFlDCzwLrwgFyhr6hygcRvr/w79JrjSwvhuCHU3DyGLwOp9ikBHDglhgDKJAoZQGrIXi3cxGY/p1n+TdxY5LcWapbdKkJP1iaJ8WCH6A/IU7xoB/rjRMmxVExSLp1NxAns+1oEKgyjvXMhOtVoE5QaDMeYWY2IoNoUDJbfAWj5RSzFq8kCqK5AL794NS6pEDOWfZ36eVQgTJB1QvPUPUV4Byw4KkL4MAGBlrI1AiFChCtRZHgSJIpslsEhOceCmVlrsqJUqBrkiBWAqUXhZennLJn9SLcyQTUIyxB0QOSo8FfhuBkiqwY5h2yoN3+bWHyAPxuieDHvm9ILZn1jy7uCCEAmXnVNY/rqkxKGm2bRKHQIkRIA8AlsyvM+qsePHWDvEbZGXXt1aIyEARMvlZPQEK2luBIogJIuEE/6oiHD4OBIFybrnZtftPtxwWNg9gVOaL84gC4U0Bda+WHWFFtBURKK3qt5rpqxo9GxevGy8LAoK8zI5zP2rVpuV43Jlii+0G/KIF6VkrAg88AABIjxfY5zyyMm/ri4GGaQMbNyH9619oUd8BwA2XsPHslTOlWNuq6hZeO1vClDWDsXTCs47Va/He3w224+LQjH8drKYCJW6G39ggQfKcPLeSrffoKzfkIUkExYrR+7vFvc/0gcOz7NjuCiNQ2oNvgwoULQ+AQJEYiTKYhZcIkPfHZ9/CK1yBIvMMFKtbASUYIB/8u9oWXmLOFLDnjILXuR30e5dkr0Cd4eo6PeZxpZTGU6AQCwq14LoUVNwXVxgkb4QoUICA7XLEd6CUtlp4FVkjUbd5s26JIGVu08SVpSSZ9+4JPTMmg/Pp9rl1P6CU5Z9s3gy8++N+8wVX83WQ6j1y34aB+aoBShmJJpofe0G4TLQr6sQ1nU4ofm6HEqJwHdvO/i4d98+h/EY/NF1ADSpQViMDxUWScoujRM77TACApXuqtkEtvIL7PFNusuKy6/rXfa/1lyCfVj0Dpe2+FHfc46+jYi0bYz892yWLf0b5LAAE1D4h137UvDyQAbUSuAabv0kS6VRMxYSSZESD4jQHt5u7/37gc5/ryNgctNmGiN8n0XavTqS5AiWcQGmYDpJhChQ+b86AkaPt464gYlMJuSspH4axtIqUW+cESiHWe4wIOzgBdWwLCIAxuwjdXCNQVoo1AmUNLaCuUKBc2ILtjzJyvfz/4XdR9wrgXAkkiXjKgmFMvi5GBopYYAj/435QNWzPc7sQk5CIGyR/csGfKB0rthEoQQuEPif+ouB+IY8x0JaXo5dZp/bCIvDuuwFRFOpDgSLO+1xSCc8/AVoyUHL8PI1t4eUpUDa0TDhPNQWBEiiY8EC68sOPwXJc9vOYYgK/QgUKEFqkyXUjD1aIM0sNZJ0yy5fJRVh4tVmYTebYeb3Yh4XXZE7ziJfKMld1JLJMXdGGMKKyaxaUd8xK3bN1asIr2f+eHfknAsIOoKcCRRRtuIVXbgKyRJBzyoP9XsEck+DEN84Y0E68tBfggtByfsBn2zbLDQvzVQOEANsnM37hLj2GRJYVp6Q4NjYxCRRKFH9xO+TihlA1eHkdkhK5qNs6nkYqIWPWSLBzsNfCl++ro2ZxvsyKr31ZeHG1yrnlBmiXnIDTiw1QypoNkk4badGGsUyCkV4ANq1bBwKyogVxu4WXUIdlNAVSu8KILw5zRBAo8e+z4rWqRCDbIgMlQKBkAwTKZz8LPPQQsh+5D7j1VtQ+8vG+v9fFRs2wgd27kXn/u9kDXH0HAHu2FAAAx4u1nupVAHj+xBIcl+LyxDxSCRkJXhS2Giu/lk4u1FuKyP3YisVFTShQYs5fxX1hqR8ChTdxuG02L0lVxmX8eulp4xW8zwwBuuV4c7/L2wmUsOBbMb4nC6wgpOUgSyy8ezACpYsCJZRAyYFIfVp4Bbe/2hZeAaK/F8JsrwB4ZE+Gq+jiFu9sl3pZI1r7NgNIOewYWCQBnfL5jciqGDBIPkr50ssyqWE6sB22z/nnn0bul/49sLDQdd7SNB2k3DorBgbu6yQ54uXj9FT41+exWDdwfL4Gq1rs+f0iUZ1hcxNJAf7uidbnOMneggtg4SXGx6m8FtuFIsplwidQAhZe7QoUIBAkfywyQB6AR6Co1Ohq6zYoWAZKmwJFDSpQuEXcgPWD4BhHKXBqsc7GROowRwIxPkfhgoXIt1mExTnfgvN+bkdNzO77aTuud/2qDn9tcxkw6x4B3p+F13Cyqig/V6VEuv8AeQ45kYYsAQlqDEy4AfDHgYDKNxTd1kocksXGbtregJXIQZJYY4EeQh43TJsrUNoJFDbv0IgDhZodDhOD2ncBwGjChkxt2A6FrWZ7vwE+GZeIykDJb2J1QLc+lOacH3esEShraAF12ACwRqAMDz39/wFPjpsO8y0eIsRNeRhB8hdDHSEUKD07pEJQqrP9zSUVKHK8oc8PPI1ekNQNu6Xz8fh8SAd2D7udKPjH+MIqwsR52DBt4NQhoFYDTs+yPOnvPsv+PfNm7O2JiUVWU3wbpnYCJbseAAGsBkYkdjyrsTNQOIGS29hCDh6tKEw+3FjsCKSb/99/B9RrWEfrkMSEOTMZayLWFV4guq/6yIcEOQ8LZ5YayLoVFpoatEQDIgtGggjpFSLvuNSz+ZrMaZ71V73MVR0RQedeBkrQwqtbFlSywBZQbdkxHQhVoPDrur14J7rZullMuE4HgYL0OBSJIEF1VKsDqCmMarg6py8Fykh4AS6IFmK21PLUMT4GbSqkGBka6HwWBIpmlrt3IQf3NYaEnIou6Di5I31ALLpzhF+jWi5yUZdOKLjnqvVoShnMVnRQvdzdUowXBE/VZDguxVQ+icmYmWIA80hXZALDclFytJZtBiEUijsmMoGu8XACBQD+8a1b8YErJnHTFbyzeQUL4rxnh8jOSe+eklQ7LYB48TFL+rfwEnOYvOr4538ogTIHfPGLwL33MsXC5CTq/+e/7vt7XWx4WRMhquHRTAKXTrCF9qtnS123QynF00cZybtLY2OVPME6kq1mZcVe1YJU2FBgdjRzlSFaeNkmUDmPWiADJQ7izKvaIYtxPKTJQdh4vXGux3USocgcFMeKLP9kPJvwswijgm/PTwcsXvh+pAqQiSBQBrHw6rQ0FJYhoXbAWg4SYoTIizGqbVwY9tjegZgKFEqp323b3tnLx5xknwRKkDQIWmm1I2FVQAhQl7L+tkWxuzzd2b0eA6F2ZAiu18LPjXLTAgwdaaOBxP/6c+SMOnDuLKrTs5FBy03LRdqtsSJ5sJDI83HSbs0rxEWivoiFqomqbmOpOFigMwBg9gD7O3kF8Pf/IfC3f8v+/bd/66n5WqBdCAJFWNbGs+8CAs1BkRZeXULkAT9IfukE+w8IJ1B4BormGmgOmEPSDczCqxGegWI1PQWKbjoD2YC35zydmK+H5hpGwrPwukAKFFEHi3O+WQ1v3hNXgRK0UVKdQONlZcZrugu9L/TMQBlcBU4pBREEipbp8eouUNOQJQkJ14i/jg8Db7ZpV/m2oNdaiUMW97V2BYqWhUyApNuE5bheo60Ay0DRIQvVnoCSBCQFiszIl3aya9AAeQDI0ToIYUR92YpXr+qpoFSTaKhs7mEtn+17n9bQijUCZQ0toCIDZc3Ca6joZeEjFChhi/FhQigLhqlAGbmgIfIiA6V/AkjczOLadwVf282r+9Qim2yImt7x+Vpn0cPz7i3F/mzg4qh8gECIfMMA7vsA8PjjwOvH2JN//gD794PfABamY21PTCyyScUPn2wnUJSEV8TOO6xYEqtzxbF9Uia3vqXot+Bk2b/Lsx2BdPPffwp4/Als/av/Adg2mxg99WysiVhXiMV/QPURFuQ8LAgFCiNQ2goPgszRSy2FZJFlUtXtrtfSYt0ApRSKTDCaVr0ikV7htg0RHWNeBkrQwqtbFpQkBbJjuhS3QjJQxOS8o3gnCJRuFl7NEgDKlBzi89UU88gF0CwPEJAqrnEt12pRF1eBoutA2egswIUVRDxLi1LLw8dFgDzvzPbOxdQotNwYCFihpKfvvhfaHl3s97BK3aGiSOUFnvfYl3t2r4OUHIFhuViuNroHjhoVmLaLIyV2X/nMTZv7yj6TJYJrNxcAAM9NW2zcDyFQjnO/752jcoBci/4el4yn8ZPv2oZ0NmDTNiBybeStp2pMKYGsA/YdxOIwA0Zgd/Peb4eYwxRUfq+UlFYLEjHe1/2OZWEVOWgo7cUCpdSz1YmyrbphKxsbHz4411VJeWapgXPLTWRRx6TMzpPEpmtBAGhOY8W2jwem2W98xxVszKwb9vCO98t/Bjz4b6HNvgIgPoGSbcvliQNVZ/ccEuLJLoLk35qtdCeFh0ygvDUr8k/4tdwt+PayrYBlAggQ38kRryN0oBD59qwS+HZPoXbAyRGWceQ2PNuoULQTM+KvWWeWO6uFmAqUINnRqUBh+5ri9oRhHcVhECoQVZZarUDbQPQKZELQkLL+Oio9xsZO6gCVc7E+r+WzhY1PW+FLjC1RRHZpoQQ88ihGvvG/ga98BXm9DpybRu1PvhQZtKxb4QoU9KNAaSzA5ueBWV0Y/JwoHmR/p3YzUl10md91l6fma0FwjrFKIcjFqgiQj99I4TUHRVp4yYAVESIPAPlNrBjrWMD5V9ljXRQoBC6axvCVhMzCSyhQ2iy8zEZLfWIQG3AxR9hYYNs8MV/z5+e9AuSD+3KhQuTFnCUOccxf40gJvDIPOBQ9M1AECSxLBLIVJFDOeeN3rR8LL0F6rUApaNguNJcdXzkZT/kQCjUFRWLB7CtSoPBmGwAtKl8A0c0KEeSxUKBIqXbrswxToHDSvX1NrOs6ZGp3KlA4oaJI4QTKShQoxKhAlSXUpWzsrLiwLK121JOM3HNLawTKSrFGoKyhFcLCS1kjUIYJQaC0e6QCLNRVLJ5WW4EiOkiGokC5CPZSK1GgDNIN4Fl4demUPLnAJj7Xbi6AEIJyw+q0phjUwksXxa4LnYHCrn+dEtB//68BWQYafMHiEqApseBHK57/cVUPFLmjFCiAZ+OVMdikumHanq1CJGqzACgr1qVGWyYxNTnPusLsWkcgXTE3BsgSNn7wZkagmHLsiVhXeAqUzgyU2JkufWBmYREqNZllR3vhQZx3rt3SxZ5JyEhykmyxS5B80L6LEOJloNi1aAIlmDU0EleBEtxWVHErqBYJdCG32MMF4WWgdLHwagS+h+RPh5wk2xe93MP+KwxROSZxVGilOeDRR4F/90udBbiwgkjEuCJUcDsn+QIoUJgiqVHPNqbn+SgWjhFKoxasUsCruDdmBYHShXgAWBfvPddthU0SmK3osBul6BfrFcyUm6iTFK5Yn8P13HqpH/yjWy5BKiHjbF1heUEhi1cRmLpjhI9lstrpbx6GLrkqcdFerG5VoJTYi9osvNKCQOnLwosTKDIfT9Q2+wdR+K4vepk9mW4+38PG9CvAY/+Nff4KYdiud18KzZoA8N7LJjCaSaBY0fEHjx+LLOw/fYzd6943UYMiESC3HnJuHVRZQsqtY7E+uGKkqls4zRs8btw66jW7FIcRJO/YwNnnAQBT5x8FED8DpZc1URg0PieQc50EyubRFEZSKkzbxdG5LmTjkC28jvAAeS//pFvw7e//JqAo7JoWndbJESjCwmsQS54Qgtvreg9bS2g5SIQVYGkPYrllu15eEwXMVbTxiqlAEWQHIUCiXU3O9zXpsvtFvwqUbvZd7MNLkCVGoHh++YQEguT7t/GKsvDyFCgRDW8logJ79mDEMQBCkOWd+ZV0PjJomWWg1Nh0J9iMkMz7BEqP9RWtL3jWQ7pp9t0YxjZCgTlOoKy/Jt57gvPZVbJxEhZecQPkAb+JMCoDJaN1CZEH2PkjVCiiwSKKQOHjitUcfpC6YTMLL1kifjHeC5FvtNiAD0LCi7nc1ZvYeXdyoQ4q5udx7JMDgfarCkGgiEYto9KbsONj5smaioeOVFG10HM/W0K/g3O8ynnvXtoMWwOHWQQDQ5kvGpYLjbLvL0fk9MWCmvaV/HHXvf24P3RrVoggjxVOoJAOAiXLbtN83ttOurs6J14kySfxBLgNZ8ptRGagjA5AoEAvIyFLaEjZnhm8AkJVGmXhBQCNFLdKL/dP9K+hFWsEyhpaICy8pDULr6FiKseKJd96bbojdyC4cEr3GTTVL4alQDFsx5v0X0h7KW0FGSiiqDuaiX9u+1YT0UXmk7w4dsX6nOeff2KhbeI0YPjhxVKgiEkypYB1PZ+Q1ANBbpfdxCYvMT2f/RB51Q+Rz4UQKHnWHZHW57zP7+m3K7aX3wQQ4hfy0gnUpTwj+ppLwE/8REsg3Xx6FNhyCdbtWs+K1v/zz2NPxLoiRIEiivvDVqDoloNGiS1AkpkcoLYt+mTFXyQHiAlCiGdV1C1Ifj4QIA/41l9uo8S67UMIlKbleMXCQipmBgoApMPzWjw0lliHp6S0FFj8DJS2aySYgRK1+PEC5FsLNm6KKaGs6gAESliAPBCPRKVNRkzSRGcBLqwg4ql2St5DluN6pO7OEAUKUgUoMkHGrfXuAPcKdNEWXq5LYbkI+OQP1+bFay6g8RQoAHDHrkk4iSxM28UPj0SPUXMLRSw3LDSlDP7BzVv6Up8IjGYS+Ie3XOLZhlVKrQX65bqJUsMEIcCWND/3uxzPFgQtGQbsuA2OPZRS/56SUkM6zdnnpfixjirchcGzWpP4eBIMkAfYuSqrAKhnq+cV0lchELcDRx8BZl/3iv4rgSgeyRKJtEvIJ1X8m7svQzIh48hsFX/29MkOZappu3j+BLs2bxnh19rYdkDLQVUIkm6zv5yQNhw6XwGljGAopBOY4rY0QwmSXzjiFQXzlaMYtec7SewIiN89tgKFUmgGu3+p+c55AyEEV3EVyoHpLuPrEBUorktxio+zIoMFQHTw7Ydub90HgNkmCQJlEFVQu9UWAuNlGLEnq6A8xJp066put/aTZN+6ZDVtvDyryXgKFE2VO8dsPoYluCWOYTmxbPDEeqZbgDzbxxIkSShQAuuQAYPkgzkI7QRKJtGdaKw0LWDzZhSuuRKgFDl+PVav2A36Ez8R+h5PgRK0AAX4uRjPwsuuzUMc0abpwK11UflGoXSGnb+KBoztiPceJcGUGsCq2Xh5Fl4jfVh48blnLZCzCfjr7JSq+LZT7QVYAZGDAjAlflijCCGAyubglr4KBIrlsBB5Av96b1N9iDF+EAJF3Od3rWfjXrlpob7M12+9AuRD9mXVYPM5jGj6cO2eahLoZVBQnGsq0KUUbBeeFVbkW4JjTvC15WnPgpFSdJLrkSHyfL5o1geeL+q2w/M+ABJG9sWFmoIiS0hQ08tI64qYNlweujUrRJDHqsWaK6SODJQsCAiyRBAorcfb0fn7tGynfbCWhSJJSNJmp4UXn7uND0igqDK7z8SdA4pxu0OVGdxsitVYSDWee8gaorFGoKyhFUKBIq0RKMPER67dgKm8hsWaid/83uGWAVEsnJKqHDubY1BkvI6mlXV8CvWJIhNmHXSBIBYYpu327Q0+iIWX6BxYbpiRn3eSd3hun8hgB+/4FhY6/o4PqkDxc1suJBKKBEXmnU7VIjA7ywgUIbF/geefxOy2E50Zedn07WhCFSjs5i7VZpEWRZZe3SuV8/y9rLNCdDPfeukY6koeTcuBqTdZx1ogkK6YHQVmZzGh6axobSqxJ2JdERIiH2nh9+STrX/7xNmlBnJOGaosQc1GdHAJcqCtaCQmdbEIFE4Aj6RUyBJBxq3AcmhnBxR8opKFIfvjWc8cmJDj1gLPK3m8ZRJbjbpGxILMNqIXP56vfuvijfBj5g7SrS6Oc0d3WAwbv2aJEZP3fKyzAHf//Z2vD7HwOr1Yh+NS5JKK97sFQ+SRLECWCBRqolHvvShk38VfqDVMG2+cK+OBV6fxxYcP49/89ev48hEJZ5uJ1vcMCWLx6BEoPRQoAFMqbljHxpfnDp0M9funlGL/USZj37xhPbaOD+73/O4d49i4bgqUAm+cONdSRDmx4OfRaF6AfMwxxfNqpgPbeIlite1QGLbrXX8F1QUcPg9pU6AkeQdiP7ZCYtzNCwIl0XY8CfE7OrkKMa0N3s3aNwSxF0XQ9oF6IPOjG+m2eTSNf3n7TkgSwYsnl/CNV1oXra+dK6Fh2BjNJLCZcrvA0UuBRBaqLCFJG1hcAYFy4Dz7zoJcELY0c8NQoAirGbCsrKubL8VWoGT6JVD0Ej9XCdRceKHt6o1sXHhztkuBf4gESlVnxVJCfEtMD2HBtx45UPBfF1CgDDQnD8lAEeNlSg3/LSgnNonV5TiF5TR5ZG5vAsVyXPzGQ2/hr1/q0yakTwVKKNkhCBSbjbWUorclFXxVezuJ0fnhZa5AybWOj0Ix0GeQfIsdWYSFV5RCz1P6vvIiACD/rlsAANZsMfI7Nz0FCmmdowQVKD2Ol11hczGXyHApsDh/vuvrQzEn8k+ubLU67YVVDJI3bMcrevaTgZJNKiCEN3wF5retFl6CQImYZwRJJEHGhUDiRW3LGL4CR9g3RYXIAz6p14/9ooA4HoW0is2jjAwpL3ACJZaF14UKkddRM2w8drIBS45J2OkV6KaLZScFgyTh0t772ZJZ0aJAmYYiS95Y1DI/orRTOSwgxmjqDHyMdIvlfUjteR/9IpHheT3N7gqUPm24WhDVrBC2VgKQsNkcWkkXWp/g98QsV6C0j3+uKYiXkOPhKVDqHbWKpRVkoDACRUJTynhjUi94uWBdLLzMLKuxKGsEyopxUQmUJ598Eh/96EexceNGEELwgJh0cvzUT/0UCCEt/33oQx+6ODv7YwK6ZuG1KiikE/iFe3dhMqdhvmrgN7932FM1iIlIlBXEMCGK0gN1uwUgCvsjKXWgrt1BIRZMlKJ7CGYIPAVKOj45KDIcbIeGThiX6ybKDYt1F4+lfQKlPUh+QHsb36/+whOaYqLsVueBTRuBX/s9P8jtNu5JGrPbThS5RxxeRNDy4Z1YnARBdTaQG9JLgeIHyAP+ZHMyr2Hr1BgMKcXO18ZSSyDd/Ef/HrBxIwq0zIrW77or9kSsK0T3pG14XWfBri3Hpf6k8atfZa/96lcHsgw7vdglQN7bn/CikSiuL1SjJ2fFNgKFEILxrIaMU2UBiCEKFJ+obD1nhVKtqlvhtmypcKLHQ0iAPBBQN7UX7xTNv+6ibLw8BUrrsZM5GUUH6awUapD2YxNHhSYWRt97gv0NFuDCIBZQAQXKsSK3i5rMsrGZ0tbOXjXpdXEatS4EUWChVrQ0fPmZk/i/H3gDP/eXr+L/efQIvv3aeRw6X4FuO6AAzjZE4GYpaosDQRSpUk7v8PUgNq1fj4QiwW2W8dhbxY7nXz69jHp5ERIBbr4iumARB4QQfOiGyyBLBGZ9GQ8fnPWeE/Zd2yezoR3jXSEr/jg5oC1DUpWh8saMqm57CpRRmS+wg3ZifMGsUhMytfsq6opu26xHoISQRII05wRKxlPEXgALL1H4jSJo+0C9m01SG3ZvzOOn3r0NAPDdN2bwxGH/XHz6KBtf3rNzHFLpJHtw7FJAyyEhS0i6jdiL53ZQSnGQB8hfvZGNE1O5ISpQZvazv9veB9uluFJ/FVkl3pysXwsvWpuHQylqch6ZVHhh89JJVuibXm5GBxyLMbktE2wQiPtcnjcVtCAs+DbM2jFV4HaKA2SgUBrIQPELac2gbVAYEmzskbqNJyHZKr7CsPc4dHqxjsOzVXz/rbn4jU6uG1BvhmerCUSFrgPwimGyxUkCxCOCjYgcks4PL0EmBHU529oZLgiU5VN9nVuCDJIl0tFA14tgFpZRI7dcDzz0ELSH9kF9163Axo2R82bdcgMKlODv62egdF1bUQqHN5bMKZsAAAtzIcW4XnY8c4fY33W7u7+uHatIoBS5+iStKbHznAD224nXBy1q/RD5gIVXHAXK2KWRn0X4++1VUKDopu1noIhifJvqo2/yO4AGJwJTCZnNhwA0lnnjQCZi/RLEBQuRN1Cs6DhUNHG2HjNIXi+h3LTQkDKMQAFhJEaXscCz7msnUGpzgGN7Y3jLsbaagRy9NgJFSQAyL9YPOF/ULReaq7Oxc6UKFIkgQY3oNfwANlwdCGtWCAGlFKrD6jJyujMDBQDSIQoU16Wekig0E0bL8xD5ZovDBKV0RRkogkDpx8LLiGHhZWdZnUTSS71VVWvoiotKoNTrdVx33XX4gz/4g8jXfOhDH8LMzIz331/91V9dwD38MQT3pl6z8Bo+xjIJ/Py9V2A8y3yxf/N7h9kNt0cY6TDhScJXrEC5ONZSCVnyms/1vgmU/rsBFFnyit+lkJuYUJ9sKqSQVGXs4Iv404uN1kXIAJN+SqlPPFwEAsWz8arPA7uvAu7+KHvi3nuB//w77P8r51nwYRfYjuvnGFi8IB0SBAvAU6CgOoOcN3nsMXkQBAq3/xKL2kxCwXVbCqgFbbx4IJ1uOaiOTgK7dyPrlNj7n2BdfD2L1r2gJv2JPi/WZROKd97WFpb9SePXvsYe/NrXBrIMYwHyFbZAi+raFMWIts5r0TU7H0OBIiwIAWAim0DarbLzO6TQIRb17deZCLOOtGULsT5rQU14JbeeO34GSsg1InyVGxFEQQSBouZZN5ykD9CpPKiFl2P7i56PfLqzABeGkFwVL/9E2MqYNX/BxffJ5RZSZq1LMTmwUPubAxU8dXQBMyW2wJjKa3jXjnH8xLu24j072LGrUH7OD9niRYwdnnojJvkgp0awLq8h5dbw3QMzLYsi03bxNy+fRcqtYyqfRDbfveM5DvKFMWwqpJByG3hg/zTOl1jBQdg5bp/MBDq7+1C1DcHXOmjjJQo8BcILOskRX9GVyAAgXudgP40WDS+rRni9h3TainG/xoomgxRjihXdIwb6gjgvh6A+EIWxTFhQdwjes3MCH9vDFq5/8fxpumsdcgABAABJREFUvH6uhKW66X2P925J+dlgo5dyCy9GoLRbvsbFueUmyg0LCUXCZevYWOApUFZKoNQXmQUPCHDD/SiTPDS3ibHFV2K93bdui2evZFfmQClQkQqRiufJrIZkQobjUsyUI75fcoTtM3VXXIAt8ftc0KbSQ1jwbRg5wIvWabcG3XJalGs9YdbY9wBaxpNGNwsvAEiy10pRWSaO5Rd7g+OU1wTUe3xf4LlqtkNjF38YqeUCRApVtra81FPZhBEobD+JWfWej5OD0pWUCaLpZ6C0EDP5Tcxe1Gp2z11r/1w7+nPFdRKVjyPmWoV/8TPAvfeCEILcJZuA3btDs+YopZ6Fl9QeIq+NeGSe3s1SsbkMx7YAEMyqWwAAlcXZ1tf0suNxHT9Aft3V0Z8VBm8eNXwrOS9APqf1eGUn2nNQHJd6HeFpTfHzMMLui4CnDgbQVYEia2ye5ayCjZVrG5Cow/Jx2i28OprB+qshWI7rWftmEgq2T7DjYFUFgRIjA+UChshbDoVNVJxpKKCgvZV3RgVl3UJTysKQkixE3nV8O7Cwt/BrPy07/hxdUtg4WJsNKNAC16O4bylaeI5e0PZ1ADAFSpMRrOpwCJTI+d0ANlwdCGtWCIHlUKT4GiLRrkDhzT5pPncNrhWaFrM0AwCl3ZYW8EPkaR3VwPdsWo53/fdjG+9BL0FV2H2mm4V8EHGaABLJLGryCBxKgfKaCmUluKgEyn333Ydf/dVfxSc/+cnI12iahvXr13v/jY5270xZwwrhsps/6UdSu4bYmMhq+IV7d2E0k8BsWcdvfu8tzPLFXmTH2BAhOppWqkApB33ULyAIIX6QfJ8EiljItXfG90LBC5LvvImJ/JNtfDI4mdOQSypwXIozS4EumQEyUGbKOhyXIqFIyF9gCy+ALcATbhNUdPsEJdbpMbYQoE7PMDIx0SYESOqcQBFKk3ZkptgC2jExKbNjWz10pPuOehZenEAxRECxjGs2jaAm5VEzLJiBPAtBDGQ0BWqT79NdH4lXtI6DNtWHFOxQU5IrnzRynFlqIONWkExIfStQRCB8lIUXpdQjVyaDBEomgaxb4QRKoeN9nq1E29ggS8RbEJTDiiq97FU8BUrrQktMzrNh14joaotUoAjLkNZjlxxhhV5FH6BbPTJEni/8HROwQgp8YoFGJOC3fq+zABcGr5hQ8h4S9oEd+SdajmdQAJTvm13rUkwOLNSKDVbY+/SNm/E7n92DL3zqWvz/3rcdd1wxha3jbJG17KZa3zckiOKRkN/Hzw/JYyydwFTCQk238cihOe+pR9+cw2LNxIiss3M7riKkG5J5jGZUTCYsOLaDLz1zEpbjejkJ2yezoZY7PZFY2YIY8K8NpkDhqkYiLNEK/gu5dYciEWi02VewtddtiwgLLyAQJM8VKAPMR/706ZP47YePeAHeseBYmC+VcWC6jFqpU43UL2pG/00vH7tuI969cwKUAv/zB8fxNy+fBaXA5etzmLR5E0BmknXQcwUKAUW1Otj1JMiZK9bnPAWSUKAIn/+BIdQn4ztgqzns124CAGTPPhHr7eK4uS6NVdw2K+w3qyqjkf7ehBBcMsbGopa5VxCS7F/rKyTSShFKy0hEWHgx+w92bccNPAfgjyVq2hvXgSCBEn5uEn7PEIG6HRBELZFaLVzEmBXDwmux5s+VY5N1QetLqXtpoquFl9hno+adK3GOa78KlA4LL1kBRjaz/+8jSN4PkO/83HSPwG5B4o0EzkHRSBJmfWs5FI5LkXZrrEDaZtEmEYDAhd3tXtNYhOMyNVhFZnO2ZpnfW+Pa8SyfYkVwNc0I434QMucZFrz8kz7suwQ8m15OXAVzRlNqDAUKIcANPwlsvwPYdGPk58hcFeAYwyURKKWQOMkjtahS/RB5wB9X+lWgBK/BlCpj+2QGCbcJW6/DpTSehdcFC5E34LgUJtGwaKfYmNpjXtuoLKFpOmhIGdhQYVF+PXfp8hdjTpbw+zGRffKsPB2eFRaVfyIgCJQogrwHhmbhpaYhyxISrt79XOnThqsDYc0KITBtBym3wXctXIGSooJA8WtLDVMcjygFCstASbkN1HTbawgR98CMpnS11IpEQIESPwOlt4VXUpWxJE8yF4jKWpD8SvC2r5I/8cQTmJqawujoKO6880786q/+KsbHo6V+hmHAMPzFQaXCJnuWZcGyhhvg+06GOBbtx4TaFgAKEHnteK0SCkkJ//auHfith49germBr714Gi6lSMpk1Y+5JgEudVHTe1wPb7wBXHNN5NPLNR0udZFNSBf8PEnIQMN0UWuy6zzO55u2i6rObkJZtb/jnE/KcKmLhUoTltVaFDperMKlLi4ZTXrb3DaexmvnSjgyU8bWUT4JldOQXRfQq2ziK/Ueet88X4JLXWwby4C6Diz3AticBJBUCLL2Emy4cNUMHMhA4LhJ+S0gxUNwF06A5jZHbme53uTnigJamYHrunBT46ARv4GcGgdqcxhzF+AuAOXf+S1YiV8E3v/+zhebdcgNtvB2UhOAxTqsXeoiIVGsyypwkwW4JsW5c2ex5VL2meeX63Cpi6kU4PIisvNffoNNPi0LuPNO9t+A57akFUDcs3CrRdBxto1MQka5aWKp1sT6z34WeOklWNzCy0omWcj9Zz8b+zNtx8X0cgN7nBKSigQ7MRJ6TEkiD8l1QeuLcMXzb7yBwuadcKmL+Yoeej1UdRsNrv4Z0fzrfFw1IVMLhk1gKdmO/V2ssrEhp3WODVlNQlV32THItRWe1Dy7RuoLcEL2R6rOgbgu3OSY9z0ppSg3TLjURUqmHZ9HtFFIrgu3Mhd6bOTaPOC6cBL5lu+hZkYBUKjGct/jm1RfBHFdOGrbsaEyZKIAjgmnttCZAVSdZ98/NQLHjrk4VbLsPY1lOJaFqm5hucHGxQ05le17tQjZdUG1Ee/3p1oeAIVdX4z+fvUltu1EHgtVAy51cdWGLFJy65ib5HP1BVOD67pAsxT6+w0CSikahgWXUshmBa7rwlHSsa4RomQgUYobpoAHl1w89MYM3rdjFC6l+Pb+abjUxc6cA0IpLDneNrtCSkJ2KTYXNIwQA8eKwJ89dRy6ZSOpyJhIyXCaJXYOK+nI8a9js2qavaexHPs97cioElzqYrmuo9Lk14vDjidVM/64AEBWUiAE0Ow6ak0z9vlf5dvV3Dob45VUx/6S5DgbiyozcC3Lm49Ue81HAphebsClLl46sYBLx+IVumhjCcWKDtt1UVmcg2aaLTlKUfPhKFQa7HpIKv3NJf7RTRuxWNXx5mwFz59gxP1t2wqw559nx2Vkq/dbyKoGoIZauf8xCABeO7MMl7rYtS7jvX8sJfHjbaJUaw6sepbO/ZCdk+uuRamu46C2B7fWHoO8eBjWwglgZEvX9xMAigSYjotSTYfao+PbWD4PgKKpjsHuMjZuzGt4a6aMU/NV3LI1vMAkaSMgjWW41fmu85ZeWOhynwv93PoSO2Zq1r8u5AxkSpGhNbiug3JdhybF7H4X47OagcPXt5QCdcMCCIFKOu+HAEDVDAAKyayG73dtkW03mWu5DxE1w87RxnLLeBGGYoVdowAws1zHzomIonEApFpk20+O9Nx+XWdjjSqFXLOKmGuXoSmErXeaBiyr+3Htuk0BSiE3lkEIUCNpVPXW8VHKbwZZPAF34Rjo+j09vzMA1JpsLEmErP96jY+lOntvJrCmySSIN9a3v6emWyCuAZUaAJKw5FTgvkfgyEkABux69JhDKnOwHAcVaRzpwhRQpbAr89AXlyBfdhmzYgNYQ9DXv87+k2XgzBkgy/N3pvez33riCriOAzhsbRNnHCZqls9nl3qeJ/1CrAsmMkrfY24mwcbWpSo77v49QoZrWyBGHaAuHJKInmtsuoX951KvmbUdkqoBoHCM2lDX3oblQLVrACigpmGJa5+o7HoyanAsCymFnZOVhtHX55frbLxMqTIcx8Z4SsYEqcKlFHWaRLJtfRkOvi9mE45pMJJ3FSCZDaaYgYy6lMZy3YRWX+w6/5orzgGgSGQKoDbQBJsPO82yZ5vYjjqfM6Vpg82dkznQ7HqQhaNwl09Dk0fZsa77x5rUF9n5n8iFnv+SkmH3mfpg88WabiLhNiBJgC0lBp5zgqiQCaBSHeVe58pDD7Hx4o47gMcfZ/8e8rXdqCyBwAEBgaOkW9cokgbZdZF0Wa2irvv7W2noSLgNyITAkVMdx5zIaUgE0NwGLMdBrWkgqcqY5/fAkVT/YwkAyI1lKASoSRks1w0YhulZUkZBN2241IUEJ/IzVYmiKE/CcU/DXjoNekn46/qdE/8oIe53flsTKB/60IfwqU99CpdeeimOHz+OX/zFX8R9992H5557DrIczrB94QtfwK/8yq90PP7www8jnV6BHO1HFI888kjLvxPLi5AtE4cPvYnj8z9+F86FxB4JeHBRQoPXxU8Zc9hXf2tVP/NcHSgWJdjlIvbZR7u/+Gx0AOSzswTFEsEJZw77lg4MeS+7Y25GQtkEnnhyFuvTnedwGMom+94yAZ549GH0E9tynn/Xx5+dQ/Wob7FAKfDcUQmmC5x6YxY1fjjLiwTFeYJ9z8zBOkW9F98yPw9CKV558BuwlN4qg8fPExQrBJudOezb1+O3WgWcniZQyiexKC2jZCVwYN++lue3LpSxvlzE7FPfxuk3ozvWpvk5ZyaAY+VnMdIs4jhOY+HMvtDXXzFbRaFRRGX5hyg61+G5f/mvgVoN2Nf5+ow+i6uLRVhyBq888gQA4MRpCTYFnntqFocSrLvZMEzs3/8K3qgyq57X+G+0ubaIolWEK6l46dEn0deJ0QXbizOYrBZx9pnHcP4QOzbFaQnFBvDoE7M4NQJmFcbtwh75sz9jbwz5jlFY0IHzsxJUaxYluoC3XjmE8ludnbeF+nFcUSyiVn4FByv+9s1TZ1EssgXIA98+h3bHj2KT/W4ZBXj04Ye8x2cXlzBpmJhzCPY//P2Oz3txmqBYJTiKOeybea3luXl+DB55Yg6nRlrtSmRHx01F1mn84oPfAm0jGa8//QoSdhUHX34TtQMlAIDlsmMAAE8/MYv2Js715dPYulDEUv1pHD3fql4l1MHNp4+AgOKHT78CWznsPWdbJjYbJgATD37r7yCFSeUjcOPJt6C4Bl579hXoiVMtz+2Zr0CzKzj48LdRS25sea5QP4ErikXUNeDAvn2gtPfpKLuGd8xeevCbONdUUSxKyCrA9x/5HgBgsnIA2+eLKNXSOMzPL22ujFHDxMzJt7Av4pwbrR3F5cUiymUZp2pM5fXCk7Md58l0HQAkvHZmEUVE/36DwHKB2Tn2oy6WjkKhFl575iXo6rGe752ovokdxSLM6puw9WtwygR+62vT0B3gTIlgnebAdadRBPDDJ5+HLa98fnjjQhmKa2DHyAm8tTCOb/HfZmMaeOihaVw++zJG60WcfP0tFE/Fu9Z3FM9holrEmeeewMybg3VenuP3kkeensP5RXZSHXnlOWxdLmK+OY0TVX9frpqeh9pYQtOexnQthX37Tsb6jIOnJBR1oFh7C3mriFOvv4W5063fMWXM49piEfZCBT+09qHC78tLBNi370zPz3Bc4NQ5dj48uFxEZu71WEO2UZnH1gbrhC8tLeCVBx+AI3de03HmEgDwYpGguERwwprDvtLBWO8R2OYAb5QlLBmASoD5N2dxeH4fxmtFnLWXcb7Mjtk1yzUYhoni9Al868EGejXGB2G5wNNHJLgA5t6cxb4T/nM1Puf8mwcfxlTvujZenic4WiH4yCUuciobN2889Qhk18SBwyWcPfIITi5KOGRvxsbiEcx+83dxeuLOnttdnpdQt4HvPDzbcz82n3kZtmHiXMWJHK8AYKZMUCwSPF4rIlt8PfQ1V8zMo9Ao4sSTD2M+31/mWBDPzRAUywSn3DnsW+w9B77uzBtIWmUcevENVN9gqkBCHdxSLMIxCKrF0/juw3OYjPGbAP74XK0oOMSPieUCxXmmtnzysUdCz5mR+dNIGSYaSzOhxzLfOI0ri0U0Ei7eCDy/vnQYWxeLWGy8hGOzERasHM+flcCjuPDoM63z5iisK7+KbQtFLNVHcLTHPOiNJfY7n2zOYV/zcMtzil3HjcUiKOYxI59EUZfw+JOzONVjyv3DBYLiAsFRcw77yodCXyM7Om6aPY+aCZxGA+T1AxhdeMN7fn15AVsXiliuP4IjZ+LdT05W2RhIKugYa8X4uBgyPtoucHqa/cDP/8C/L5/lY/0Pnp1D+XDrcS+bQL1Yg2WaKM4v4sVHnmiZZGyqmnAME8cOvIJ95TZbLvEdSz/ESKmMGXsDlkpVWIYJ2ZzFXz76FMZFpl8YnnzS+99dM9/ESKOI024TsyG/dbdxeKp8FJcuFLFUfwlHixuiP28APHdaQrEJnDg0i33nXu3rvafmCIrLBM+8NAfnNG2ZPz/0nZO4eY4dz5e+/wO40gCZCBxbZ8/BMExUl+bw7Qf3QR4Sh9C0gcbiNAzLxNm5Je/aT9hVXF8sgpJFvLhvH95cZtfeK805jPex9p/jxyOrAPv2MeugZOkkDMPEW3NNnI+x9hHjJQC8/OADnPAbPnafOQzdMDBXqkF1Xcy6VSy8/BxOn4mwXwNQOHUcSdMEbVSwUJmHDg1z8ws4/OhDqKY2hb7nVT7mzNVOo2gV0UzYmK/N4ZKlIhZeeAynaRLFEsEzL87BOMmu5anya7h0oYjleh5HQo7ZzrlzGK8VcfrZJzB7qH8VymuLBNfUltCQa3jmpddQGmAbAJDVZ3D50iJo08aRk2exb18XVd5v/7b//z/zM+xvH2vhODBrS7jEMGETFfu+1zq+qHYVNxSLsAwJxeocnn1hDvVj7HifrwNWuQiD6njtzWM4W2zdr0L9BK6YL4I2JBTNIh74zveQT8C7TpJ1in3BCVhM3HTqMCTXwlmziSUyh298+7vo5QR26owEwwWeeXIWhyKWrG8uE9RrKm5CFc0fPoHD57vbF8edE/8oodGIl7H0tiZQPhuwULnmmmtw7bXXYseOHXjiiSdwl/Cpb8N//I//EZ///Oe9f1cqFWzZsgX33HMP8vkh2DT8iMCyLDzyyCP44Ac/CFX1r8qXzz0IrZbAdXtuwI7r3nsR9/DHA3eUdfzWw0dRNSzcdvV67N2zsfebgnjySeCjHwW+/e3wDv02nFqs4+XvHsZoOoG9e9u8Z+fmgEqFSSC/9jXWDf/zPw/k88C61m7pMz84gYWzJbzv5i2484oY3qVDxCv73sKZpQZuuHkbzh98vuMcDsORuSoerx3FVE7Dhz98VV+f574+g8XXZ7B1xzj2vsv3pp2t6Pjm8iGosoR/9PFrvQDIHbNVnHr0KNS2Yyx/ax/QXMYH33dLLNn60w8cxFTSwN+7cyeu2njhx67lF86g9NoJ5KQRTF15My55z96W58nJLKQXpzE5NYKr7tgbsRUW1vyScRKXTWVxmZkD6lMYv/OjwOQVoa8nz52D9Cd/hxuWl/BkxsGl5w5i76sPsifbO9lOPwPJmgKduhLr79gLy3HxwNJ+AMDH7rsWGU3BqRcd1J9+BemEjDvvuw+EECy/cAYnyQLetyWBqdkp0Pwm7L3vwys/aOI7vFGDdGgBkzu3Ys+N7Nice+ok7NPLuGrPZtx15RTwS78E64478Ihp4oOJBNQnngB+9Vdjf8azxxcx1TiNbVVgamwK4x/8mG8hEcTSCciPPIcpomHrZZe1XN8/uOUnUYeMm957HTaPtlZuXjy1hGebp3DZVBZ777nce/zsmy+hMp9AIzmFvXs7f/c3vncEtfka7nrfpbhpaytpMf30Sdin2DG4+8q2IgylkL/xLcAxcd8Hbmm1eXNtyF//KkBTGN/7aU++vlAz8J3SQaiyhI99+DoWmh4AOTcJ6ZlDmByfwGV3t+1rfR5y7a8AScE9H/10SyGBUor9J/8CCbeJd998HcY2bO88rmFwTMhf/wsAwJ17P9lhYyQ9+hzI4nFM3LoHdNNNrft64glILz0LumEPpt51L77wEBun/81dOxEJSiF/45uAY+JDt78Lj08TTBlncc2mEey9Ywfb7kEd0oH9mNx+C3bczI7B6aeWUXvpEDaMpnBXyG8IAOTYo5B++AKSE9dgamYKKVXGJz56XcfrTs1X8Z2vPIP05FZMyRsB18Z9d7wrnqd1Dyw3THyndAAJ2NiosnPpzvs+Ee0jHsTMRshPvoLJwjr83O7b8P/+4ASKsgTboZiaovi/3r8OU89NAYTgno98aijdjPJ3HgFqc/ind9yA5gEVB84zBfQ9/N4uff8FkIUaJt5zJ+jmW2Jtk7y6COnIIiauvAL02uhxthtqL59D+a0iJjaNYEouI60quPGy7ZCOHsXElbdhV2C70pNvwDxrY30jhWZuA/bu7fzNw/D8tw6BVnRcPjqFiVoJE7e+H3Tb+1pfZOuQv8GIvXV3fwANaHjsr1mh++579nQNvwSAxbqJb5f8os0N792NDSO9iyhPPvUEtPOsaKUlFdz7/ptbxsqo+XDkfjx/BuePLeDWazdg77X9F/E+UDfx1RfO4prNedx++SSkfd8HSU9h/P2fwp4N7HhLDz+D2sHXsDmfwm0fuKslh6oXXj9XxkTpOMYzGv7hJ3a3jIsHHz6Co8Uadt+4Dbds6754ppTi+18/gJRsIXHJeuy9fiNQPAS5VgCSeXzgY5/DkWINT9aPYlG9F1MoYUpdxlX33Ako3X+Xl7/zFs4tN3DTbTtx9abu85vy17+Lc40ECpdcGXrPEbh6qYE3970FTVVw333XdNwPAEB66RzIiTomrr4M9KrBricAOP7YcSydL+P227bivTt7BCBTCvkbfw04Gsbv+WjLvU1+4NsonZnF1nwat7z7PbhyQzwLTzE+T266DtveuxeWZeHv9j2CyYlJqIqMj4bcDwGgdkjF6YdewoQmhx5LcvoZSM8/BTp1FbYE5nXkdB7S829icmojLu8y3wOA5751CCa37lq/pYC9H+h9/ySvVyC9eRATl92Gy27ovn339Rkcf30G1182gb23XtL2pA35b/4OALBndBOcooM9N/lZXVFovDKNs4fmcMOV67D3xvCCJyrTkBtfBzEUjEkbsTVwnwUAFC+F/PghZFUFD2qX40NXrcOu9d1/z+dOLOI16zSu3JDH3rZ7fcO0vfHxg/fu8az4AKBYNfBg6SASsoSPf8T/res/nEb5zTlcFvI9ziw1cGj5+0iXk1i3dRv2frh1znum9jiq5w7hsi2TkdcZeXUB56s5ULoZV930XhSe+Vuopg356uvxrss3AP/u3wF/+qfMjsd1gX/6T1ttdVwb8t/9DZCdwvi9PwkU/N8vzjhMzk1AeuYNTE6sx2V3DX79huGxr7+BKd3Cxz54BbaNx5hjBCAfnMPcq9PYdukY9r5nGw7NVPBs8xg2F1L40J3rIH/7rwEi4UMf/vjKGrVensXBJ09gMp3E7Xd/MDz7bwDMVw0cL/41UlUNWy/bjS3i2FoNyH/7TQDA3nvvxsTZGo4+fQqb1+Ww94OXxd7+wfMVPNc8hs2jaezduwsAMP7w/4Z2IAFrYmfXcT0I+evfABwT9975vqHMMcNgPvA91BsVFMY3IuvIUEoJrF8/has+FL6PhuXg4JEvQ9MS+Ni9d+GNZ+rQT2kojI7h/e+6EXTjDeHve/U8Th+cxbXrLEwtTYFOXoEtV3wY0tNHMDmaxy1T12HhwCwuu2ISe29mqk5yoAHp4BuY3HEzdt7UuT/SD2dBji1jYvcVoNf0f33Yr81gdOkvMZLM4Yo77gEmLu/9pjBUpkG/8yimZ20UJqZwz717vBrJxcD5Y/uxfC4BV5voPNccE/LXvwmrpGNTqoDd127D3uvYvO7VsyUcn38GWTeN7Te/G9fsanvvwlHI338W6+clTBWmcNv72Nhh7T+Pw3QWt14+ib23dFfkdsDWIX+DrSM3ypdB0SXc/N7eY9KDpf2wXRf33XN1ZHD9xKklfOdxA6nGM9g+lcaOiOuu3znxjxKEc1UvvK0JlHZs374dExMTOHbsWCSBomkaNK1zoaGq6o/dSRAH7cdFojYAAlVLrR2vC4BLJlT84od346mj87jrynXxj/nMDCM7/vzPgWaT/d28mZEdG6IX9CPpJCQiQbfd1s+qVoGtW335NcDyGL70JVa0Xl5uyWaomS4kImE8m7zg50laUyERCQ7YJDTOtV0zKSQiYWyA/Z3IpyARCVWj9ZidLZUhEQnbJrJIJf0xZ+f6EciSjErTRtWk/o0sVQCMMiS7DvTYh1LDxFLdgixJuGJDAWqvYMtVQDalgboVuASQc1OQ2/d5YjtbJFXOQlaUyEWBbgMSkVBIyZDKS4AkQSpsjD4G63YA11yDwnOzkBwXdUmFqutAMgn84R8CwRysxjzbh5FNkFUVDcuCRCQQAowcfQvk+uuxbctWvEkIFKOEuZqNLWNpLDZsSETCxkQDkiQBuXWd328lyE6y/TLL3nZHM+zaa9iUnUe/8RtMprxvH9S774Z63319fcR02UQCNgqKCUlKQcpPhR/T3CS7rh/6W0g/8Rf+41/6EqZOyzg9thGl27fj0qnWItZy04FEJKwbSbec91MJAxUQLLtZSLICuU1WXNXZ+ybznfcQcQzqFg2/DjPMvk2ya63fpbrIzi8lASk77p1rumNCIhLyqQQSiZAJ48h69js0lzp/X7PCnsuMQwp5r6mNIdE8D7O2BFUNJ/s6YCyzbcoqpPRI5zWRGmXnvxUyBlhVb39ePlPBXMXEXMVEw+7Mk2lBugDUFyDZdczVNEhEwiXjWf/4iu+ZnfSOQSo/iRoIFLMSPR7adUCS0JRzfOzUQl87lmWF0oZNgWwBUnMJktPsOcbFgU3ZdToum+w6lZTw4xqG7Dj73lYNN186ge8dmsephToIIbhx6xh2jRH2vJaDlOg/NDYU6QLQmIfk6vjce3fhP33zAHTTweXrR9ixM2vs98+MxT8+6UL0ORMTBX7dzVbY9TKSSUDhv2/HviTzUGUJaarDdGjoNR4G3Wb32BR0SJIEKV3o3F9V5ffBCiRjGfnRbZAlCZQCFiXI9Ph+TZvtv8Ch2RoumehdcD47N49xPl+wHArVqoQey7jrBN2h/DiGXxO9sK6g4vP3siISzAZQn2O/xdRl/n6lRpBQJKSojorhYtNY/M85XGxAIhKu3VLoGBc3FNI4Pt/AYsPpue+LNQN1k43nL58p4TM3XwJSPMCum43XQ0okoDvs/l4f3Q3J2cDG7/MvATu6q1DyKRVSSYLuoPt+UApJXwZAgMxU19dunchBlWXotouKSb2crxbwe7Nkhp8DcVEx2HGZyMVYK5l1gNrsc/NTgBJ4fWoUsjyHLG3Aoj2ORRD8+kV61BvXDQcgPGss9H4IQMuNASBIunXIstJpC2I3+HZHWu+ZmTH2uF3vOleilKLE51cAsFi34n0no8yOT3ai5+9iUQKJSMhoiZBtqyxHyGqwuRFRYbmk5z7YYpvJLmMAP+YkPQrJkGA4bfOYyR2AJGFudhon6/N4OpnANVu6k5QOlSARCWmt83PziuKPj66EdKBY3rB0774c/K1HM2wO0LDcju3ZVEKaNiDJBFKqAKnteZaPQyBb9ehjoC/DcYG6UkAmPwotlUbdrGJ+fg7qVZcA3/gGW5N+8IPAI4+wf//u7/rvLx5n9lSpAqSJ7aH38q7jcIbf183qUOfsTdNBjV/Tm8ayUNX+ymNjWXaPrZnsuJsuO5+yqQRUWGyfE9nQuWZfSOUgSxI0WDBdaWjrbwcW0rQJiRDIqcC1r+RZdhQoJGp5NYRmyPnVDd7xCFxflyQbWALBOSuLm+NuS8sAug2JmkOZY4ZBtw0ABOl0BltHNgIlgoXFBayP+LzXz5WguU1oioyNGzYglzoDnSThUguKa0TupzfmSAab3yZHgLGt7FypzSC/NcGPdWCcsWp8nTAWfv6n+RrDbgx0fGwKJKkBWZKgpvKDH+NUHlSWoEGHBALTlZAaEtk3CCSzDoDAVnOd562qAkoCsmQgDR2269+HLZcgSQ0oEoESdjwyBUCSkCM6r62xe03ZYDWyyTjzg3boS946Mp/JY8FooGJErJk5bMeFS9lcLJPSIsevXEpDWZlir9WXIMGOzmXCj2ftPO73vagh8v3i3LlzWFxcxIYuBeI1rBCU+UnJyjuKW3tHY/1IEp+5aUskY9yBapWRJbt2AV/5CnvsK19h/96yhT0fgTT3vDYsF7YTIEtyub6CrUVQ3oUOkQf8kEe9jxB5ESA/2meAPHsP+11KbSHypxaYzO/SidaugKQqe938x+cD1lZe+GHvUNijPAh682gaqXbPnAuEdEJGzinBcWl4p8/IZhZ6Z9b9oOoQiGOwJVEHQAE54QeGhyG/Adi8GZkrWJdmTctEB8tVeYB8nim36jy4MbW8CHLDDcBjj0HNTSCrqci6Zbx+jh17ESI/Dv5bZGIEGPaDNF80i0BxADke5FxpDsca8cxSA1mnwgIqFY0FcoYhWWAFmz17gNHW63vcqgPX7cGC2zneFyudAfIAkHGrzANcymG57ZqglKLcjB4b8nwCXY46BuK4tZ9PIgQ+M9Wy4K7ycSgb5eUvzlu9DNhtQXyNRf6a8N/e0dg5apTnw7cdhmAQbliRv1sAKn+MJkfw/bf8wPNzyz3kxCIEXC/hfImFIG4sBLq/vfBiv5CTyLH/l40uYxHfnyrY+DaWDr8/BXMULDXX8t6VQgQij8o8MFXLxe/eFGHzRhUEwCevZ924skTwmRs3+2HJ/QS69/xMvi29grFMAp//4OX4+zdvwbWb/X1hr4vXZd6yTSP6vt4LYuxZqLFrOp9Uo8NItSwkiSBJ2XkXN9hahOaqDv+togJIRZB8rQhCiBdK2zB7f077uPHaud730uW6ifLyovdv03ZBu9yv4kCEOkcFdfeFEre2SI+3/hZaFqrMwknjhogKvDHNjstVGztzQESQfDFGuPepxbr3/4s1k93LRYD8xusBADWD/W4ZTQV28sa2Y53Wju3IauxeEBWQ7UEvw7VYQcu7P0RAkSVsLLC5V2SQvJh7BO7Ng6CvEHnxWWrKD2cWSI5AJhLSbi3WNeBBhLkHzhmDT4nTXbJtFB6gm3LrMJ2QObTYbvu4GHMcqug2rMB25yqGF6zbFU1+Tfb4jQHW8Q0AWkjwOnuCja85iZ3jsULkvWD6LvNt/juSVAEAoLf/XokMytIIqrqNCXvWWyd1Q9MLke/83OD4WDdbr5NSxDxLKBKqISHyuuUg7dZZgHxYCDV/TDK7dODyEPmqPIJsUoWWZ3OspXk+F//sZ1mGwcMPs78BJxEAwBxXEK7bPZgSIynusb3H/n5QrLJzJZdUBhrXvRB5/ruIazmtyowkB7oWKmNDSUImBAlqxL43x4FhuywsW2oLDycEUPl80mp4c+1qnyHyYn6QDpznUzIbS6aNjPd8T4h1jtljXrwCOCabw2jJNHZtZUrV8vJCa80kgEOnWEZXPpUA0fLIajJ0aLBdt2uIvM5/PxFeDi3LshEllpVYALsO68FxJnaIfLStdjfopgPNbfLzoD8VVgvUNAghUAmgwELVuLiRAE6THbdI+3QtB0ki0NymF8YOsPlJ0m2yJqKwOS0/3kliQqKOtyZdqrO59mgv360wBH7j0SybLyz3mAMG7+VaFyV3SpWhS2nUCP8ulfP9798aAFxkAqVWq2H//v3Yv38/AODkyZPYv38/zpw5g1qthl/4hV/A888/j1OnTuH73/8+Pv7xj2Pnzp249957L+Zu/0iDODzAUl4jUN626JPsCCI4eWm0T77uvx/43OdYsVqSoovWACpNNtnJX4SOArHA0fuYPPqL3f67f8QCWZAwAicX2AQlTFa5Y4rdnI4XByRQ5tj7Ll/XR6FtyEgnZOTdLgSKrHrEBZZPhW7DcalX5Lq2wCYUyK7rvnDKMYI8uXASBBS1bdzW4IEHOl9bmWl5T2N6BqjXkDl+hD3+5S8D04vIKxRJt4EDZ+bhuBQLNXY+jLiCQBmyFFwUaQKFOlHEDFvY9gtKKc4uNZB1OYGSGos+ppLEur43bwb+8adbru/JG64FNm/2CqtBzPPH2q1jSHMZCVlCQ8p2vK9hOl7xpJDqvNbyqR4kklfcWm59vMZ8j9t/pxo/luLYdiCR9QtWjYXW58S/0+HWHm6KPW5V+yFQSuwvL7B0QDweNgbw955rJjBT8oubZ5ea3T+Tb5M2S5heZq/dVAgs1MWxTPukZTLPvlvCqrDrOwx8H5cdtngejSD4ZYlA4zNJQ862vHelaPKFY14SC8w+yA6xkHRtwGrgqo15/PT7LsW/uusyTOWTgQLkKhAofNs7JrO496r1zF7FYfvR8rpY2+TH1BycQMm2XR/5lALoEYXSRBYSIcgQdg42YhRKTNuF7bDzSLHFd+xBoNTZNS0IuJ6FdPjjhiiSH52rodbjfa+dKyHpNtg4CZbP26wsdH1PL9QFaTAMAmWJ+2O323pqeSRkCUnawGIfBMp81UCxwgphYXZQ6/JsPJyLQaCcXGgtUr3y1nGgdAYAATZcC8D/3bJJBdh+Oyv+LB4Dlrpn52Q19nv0+v1Qn4dLKWpyHskQd4F2bBljBbYzi70IlOXw52PAdlzvPj4Si0AJEOvtSI5AlgjSbtU7r2LBu37931jU2TJdmm7UXgSK3knMsM8JEChdCJFFPifIJRUQQmA5bnTDRBBirpTqTaDoFtvvSLKDH5MML0x2EB0hEEWzSFIG8BoDJH7PDSO8Xq+x5ybsmVjfW/cIlPDPzfDrpL3AXObrkXZ1ard5JiNQaqw4GnLfI/wxqdu9pr4A23VRlUaQ1RRkRnmj01KRzSW++EVA1GjuvbfVvgsAFo+zv5NXRn9GN4jz0tY7m2JWgDneMLQuP1iuRntzUFM0cyVkwOJF9Kgmp36gpiBLjECJTTrEgGE7SPKw7I57t9hvq+nNJeqGHY8Y5fAIpQC5mzSWoCkSKnIBJxeiiYbQfbF7zIsHBaUtBMqlmzdClQlUq4pDM53EoutSHD87DQDI5QuAJCOjKWiSJBxKuxIoYsxJuvxelcgytU+WWaYXLDZHapkb9SJQRJF/wIYby2iCgLLzYCUEiqIBIFBkAs3Vh7LuXQlcfl9z1Ih5aSIDmRAkabOlttS0HGhUECghxyORBUCgSARJt+ERi0t1Ng7EbowOwvuNC17jWnuzYjsMfk8khO1LFARRvyjztXQ5Out4Dd1xUQmUl19+Gddffz2uv551Mn3+85/H9ddfj1/+5V+GLMt4/fXX8bGPfQyXX345fvqnfxo33ngjnnrqqVCLrjUMB4QrUPoJzV3DRUAfZEcQkkQ8RUMjbLEmitTCIi+kaG3YjneDEQXRCwmx0DAHUqD0fzMT76kbtveZtuN6HY7bJ0MIFP7Y4AoUNvnZORVxs78ASCeUgAIlQqExuo39LZ0KffposYqGYSOjKdii8glddl3oa/0PngAkBer6CWRvuRLV2+8K72Sj1Feg5DYA1Srq99wHPP4E0od4sOdXvgJccyPyzzwNUIq5uRmcXqyDUgpFJkhZvLCxWgSKXvJs8URnYJyuxF6YrxrQLQd5VNiCP4IE8PeHFyWeepj95df35LNPAAAWqiEESjVcgQK9hIQioSbnsVhrndSJrsi0poTmGeR7HQOxn82l1seFAiXb+jtVehEohLDzCQDq7QQK70qPOHYkwx53an0UW4XyIkphJcYAI6TDk7/3xTm2KBXHL64CpVldRN2wQQhTNXrwFCj+PqXz7Jik3RrqUZ1hgkBxWbG620JAHP6GJAiUeB6yvSA6LEcIXyz3Q3YoCT+HQS+DEIJ375jA1ZvEONxZgFwxxLbCFq9eUSqik22QbcZEvp1A6aZA4fuWk9j1H6crXhRyJLiQHVEMiFh8i/G/xlRWotjbs5AOvzi1fTKDTaMpUEpxYLr7/XT/2RJSbh2FtOp5cDdKfZCiIRDfVxQ3VwRBNIy1Eyg5qIqEpNvwitJxcOA8Ox47JrOhndRCgSIKht1wmitQbuBZVotHXoBLKTC+wzsvPRJbU9i5tIVn+xx7tOu2BXEWh0BxXIqKVIjVGb6VEyhneylQVqCSE/cdWSLse/eCuNbCiPXkCGQJSLv1/gqioQoUVjhJdTlORMtDIoBKTZhGyDkgVIkdCpRWQjoKguxbl096FmpxzrV+FCi9SAePQCFsP3W79ximewqUbgQKOzZyhp1D7QqAN2cqeFNn+z9pzcRSGwsyKBlBBolzvta2XhNzrfZGFU/pHDLHaloOUkKBEkLiC2JIiVKg2CZgVGA7FDW5wAmUKUYAWsueArYrKqzYjEKfuQACapqRtMBQVSiznFCeGpRASfnjmetS776Z0RTAEqrM4REoqmv0p1jrAdN2kaRNSASd8xNP9VH3FCi2Q1s69XvBOx5BcrexiHRCRlUewYn5uAQKbw5aLQWKY3lKk1Q6DSldwEhKRYIaePn4XMfLj8/XQPUKZIkgW2BrhqymwIDGmkq6jJXeOOYGFCgAMMLU0nmTfV5fBMoK54uOwX4HIivMLWJQEAKoKSiSBJWaseZ3qwnK5/t2ImK+n8hCkthvIcZkgDVxdVXkcKJJkSSkaAM1nRGLQjESpdzvisBvXIhLoAQaAMKyzwRE/a8oCQJluv/9WwOAi0yg3H777aCUdvz35S9/GalUCt/73vdQLBZhmiZOnTqFP/7jP8a6dT2Kb2tYEYjLFwY/Zp5370jEIDvCkOYDaLskHEBv+TV89YkqS15X54WEYND7mbwJBcogFl7phOwVM8V2pktN2A5FKiGHhrvunGQTodOLDd/OINlWuIuAbjne4v9iEigZmS22uhMoW9nf5dOhT+8/UwIAXLelAKnOJ5+iAzkKkgRk10HZtQuFETaxN+66u7OTrbkM2AYLf86uA3I51P/TfwFkCRmLd9dyZVbixncjlVCQcSp47C3W1TOZ00AawhpqyBZeyQLbL+p6hZqR1PAUKCd4t9YlSR0SITEIFF40uuf9Ldf3+PvfBQAdShLTdr1zvYNA8RQouY73ifeMRBCrvs1BxDHoqUBpPXfEpFzYwYRCkGMdCpTuBIrEzwlaXwx9PhRCgRK5uOliP9EswXRc7Oen5EevY+quyEKgACdQKkvsjZM5ze/MdZ2AKsYnUORkHrIkgYCiXonoxObj1LzFFShdFgIp/nE+gTKcwoYoKOYwgHIDCBBWIYvJKKualSAZ6NJuh0fYZNkYFxdDIFDar498Uva3105K8UV8DmxRHzpPaIMojhRUG4RnjUCNIlCEhRc7X0UhvR8Lr5GUius2FwAAr50tRb5etxy8OVNBijaQT6kw02z9YFRWRqB4CpQ4xfNeWI4gUBJZJGQJKbfe074hiIOcUIoKZp/iCpS6YXdV/VBKva7gvddsQC6pYKr2FiNMuH0X4Fu5eMdi593s76mn/MJhCLJxlUe1IrcMGvXmrt0gFCino8ZNoQJplroqKbph2bvPqV2LFR5CSGx/f4QCpU8LrxAFmXh71+OUyIBI7HmrETJORxHLSsJXc3aZwwqybzyb8ObGwh4pEmaDzeWAeAoUO9r2CoC372muQGn2oUCJ3Cbg3UtVTqDoluN14VNK8cCr05hXNmA0rWLSnkXTdCJtf/zP7W5HlvEa3toUKM0oBQr7tyjkBaFbLrPwksItvGSuTlKsiHtNYxEUFDpVoZMUUxllJpFSZWTdEk5Hqb4EbNOfy41s7v7aKATtx4ZIoAhLQ6HQ6xe5pApCeF+XYXu2S+lE0MJrCASKElSgDI9A0S03UChuJ1A4aWE1oSmSl5vUz+c3goocgClymyWkEwqqciE+gZLw1TCrAlv3VNmZdBZQ0yhk2fd/69S5jsbNV8+WkHbrGEmpkPh5mdUU6ERj24mhQNFc/hpR3M8zAiWlszVzbSACZTALL5fPC0kiPZjFXhBqmp+rutdocdHA5/uuGk2gyISpSIKEe910kKRNrsiJqMdoOcgye2+NX/ui7hOl3O8K0dyRHPEa19odUNohzsuuDQDw728HE9fBedfP+bara+gb76gMlDWsPliIPKDIawTK2x4xyI4weJ7jYQqUXvJrBPNPlHiLxyHDy0Cx+lGgDG7hRQgJdAGw7y4KC5dOZEKPwWROQzapwHGp78XdLf8ggOPzNVDKFqADyT+HhIxTAgAYUKMnDgVOoJQ6CRRKKfbz4taeLQWgygmU3PreH57bAEkCxikrXodaW1S5fVdmEuCWg/X33wls2YK02WxVZl13K/IpBVm3ghdPsk7HqYzq20YMW4EiSYFCDSueDEOBQinF99+cw5efOQWAESgAendtis7Xn/h0y/U98X//XwCAhbrZstherBuglE22Ojpsm8tIKBLqUs6zQhMo91B65T17CStc/h+ZgcIX3W3km/CbjVSgAD451qFAER2v4QSKkmPvI+1qmG6Iq0AJ89/XSyy0mWRxxfocbrmUHYuZst69CMN/23qZXSsbRwL2XXoZAGVkXtA+RlZg8wK3XokgiPhCrWgyAqWrAkVmv2WdpFveu1KIwleWiDG0T7JDLCbD9iekg3vF8BavIQXGQTNXPEuG2sAF3/brY1Q2AFAAIZ3IvMsuTVhBM07xURRHRhVeBFU0b0zugCBBhQKFqzhiWXiJuUdSxXVbCgBY3kfU9XHwPOuWHlcMJFUJZpZ1PVu1wTNQbMf1OkdXTKDYht8B2GHhlYMqS0jSZmwLL9tx8eYMO8/C8k8ANqaLomsxRHkoMF810DQdKDLBltEUbt06gkvMY2wOFCBQ6h6BwgtjU7uZItQ2gFPPRG4/e+50y/sjUZ+H4wJlebR7cZtjyxgb/5brEV2vPCgb1Am/TmOgr/wToLuFV6oAWWIZKHGuNQ9GJ9FhigyUbgQKITBldo07zS7jVNi42GZRGAYxJxjPaJjMi7ydHgoUcY9V037eQhd4qo2o84GPmSk3fo6T0YcCJZFh92ZK/X05eL6CY8UaStombCikMO4UIVHHUyv1/C4RCpQopZYgUNrPQTHWW47b0WSmWw5Sbo2pDELupTI/PxORBMoCHBeoyiMAIYwETY/zvMQyTi72KIJXpgFQ9vuspHHBy30bHoEy5xEogylQZIl4pHClaXmEV0qVfRXCkC28msO28KIN1pDVbuElOu+tBgjxv2c/RXHPwkuo4xqLAChSqRSaJIOTC7V4lmCenVhMwqVf2AZsl8IhCrKpBEAIMiPjSMgSZLOCN6ZLLS9nCtcaW9vwayqryWgiCbsngcKOScKzPW0jUJpsjtQ0HbguZQSkzdd8PTNQulstRsE1BJkzhObNRBqKxC28LrICRYwVbpTiPJGBRAg0qrdYeBm6Dpna0RZeAKDlPAuvmmFjid8Dc0kFqjxAmT1Ako3xDJVeTTQeEd+LQOHPz6mboW+8LV49Zg2hWCNQ1tACYeG1pkB5ByAG2RGGTFzv6Qh4IdEXIf8ECCpQ4i02KaUorSBEPvg+QcQECZQwEEKwY7ItByVm19Sx4sXPPwGArF0CAJTISHQnilCgVOcAq7XL8HxZx3zVgCITXLUx7xXMeipQACC3HgQE6wgrPFTDSAeRfyJyWMALebOzyJh6qzIrNYZ8UkXG8TMfNmk6U4hISvdQ+0HhBckLAoUtHAzL7ct+TmCpbuK3HzmCv3zhDCzHxe6NeewZFy2nMRUobcqOcW6xoZtOS1BhMEC+gyBsIVDaFCgRXZECgkRyAhYHcfbTIz8iMlDaMx5aEEWgiH9HHLvkCPssRe+j2OopUArhz0dloFg6XEvHYs1EXcrhriunMJ5JIJWQ4bgUM+UuHbz8s3ReFN4YzD/xfOVHO65hO8HGI6MWQqA4lrfoP2+yjsxunVRCcFShQyZQRKHaC9nsV4FS4PsTZpl2gS28BgmQBwLfmQ4cDJpOyF7XKACMyoGcEqmtcJdo7d6uxyjqCoJ7RDZbthEKYeFVnwco9TNQYhSDvK7rtIrtExlkkwqapoNj8+HHRRD4m9NMGUO55aS7ghD5YHZceqUK3OXTACg7T9tJcC2HhMIW5UttBHcUjs/XoVsOskkF28aji3VTXmE7elwRc5wto2kosoT3ji5CpSbmzAT03FbvdYIA8Ug6QoDLPsj+/9gj4UWcxx5D5qfuBxYWOqyJOlBf4AqUQizLtHRC8VSToeo9WfGvwQHPAzGfjN2Q041Y5xZeqX4UKJSGEh2+AqU7sWcqbG4qgnVb0C0bqpuij0PYeo5nE1jnKVB6ECjB+1QM9CwWiWBfys7hOARKT1IG8H5HJTPKCmp825RSfHM/I0Jv3H0ZEsksEpKLUXu+p42XFyQdQXqlIxR65YAKKoikKntFu/ZmHREiL0UoUJQMe0x1Ioq+dRakXZVGkEzIzBIxM4FUQkbOLeFMTwKFW+6ObFpZd3vMZrR+4GWg5AYjUICAwlq32iy8hhgir6a8EPlhKlAM20XSjbLwEgoU9j0GqSEIQskjd7ktb6owBVmWUNXtjoasUKirrEBxDNiOC4uo3j2NaCMopFWk3RqeP+HfM2bLOubKOrK0wdY2QQUKuAKli4WXIDjVdttTvqZVa37Ad920/Xm1pESTceLe5li+qq8fcGJK0laQfyKgJKHI7FxdLQUKpRRvzVZ61oO8XKeoNYSWhcRJkCDxbOnsfbIkdT3mikSQpA1UdRtLfGweywwYhRBi4dVrDuipmaJywTgUWfLuD3Hui2uIxhqBsgYP1HUDGShrBMqPKjwFyoDdK5UeRdLVRr8KlKphw3EpCBl8n0VHveg8PMWLC9siCBTAz0Y5LqTJMS28RID8xbTvAoCUyQqry2Qk+sadHOGLXsrDZX0I+67dG0ZY14NHoMSwYeSh8JNUECgh56pQoPDXAryQt3ETMv/6X7Yqs9JjSCdkjMt+oW2jyv8/3SWAfSUQxXJeHEipsrfoDiWEIkApxXPHF/HL3zyAQ+crUGUJ//i2S/D5D14OzeITrV4KlDYyR0BTZG/RF8xBicw/sZqAbSAhMwKl3Zu/V2EpoUheoSBUiRPMQBHnnG36+91GvokFXHvGQwu8DJSAbY9j+YWiCAIlXeCfZTe7dpG1wCuUFcKfF2OA1WAWBoH3lRoWdKoil8tiz5ZREEKweZT7+XfLQeHbtOvsGG0MC5APKUw5GnufWQux8BKBi5BRMtn50Y18TvI5e0kQKAN2drfDK0JQQUIPqEAxuhQKh2nh5Vm0hXV2DxhaLyt+AWNAGy9CWrMavEyZsO/Ou0+Tnv1N73mCID/ykt6yjVCkxwEisyyFxpIXxN6zkA7f+i+fVCFJBNd2sfFyXYo3zrHHpzR231bHt7Enm8vM3m4ACOVuqo2UGghR9l2Ar0BxGzBtNxaRdZDnn1y1Md9VHewFyXcpbAs7HjHH2dx4C5oi4aSyE6+d86+napiN4qXvZ0We5VN+aDQAzMwAhw8DX/4ysmYDOHcWteICezwK9SIc6qIiF2Jbxno2XlGWQuJ+OGAB1r/PxVWg8M8JzUApcAuvPjJQzBpr/gBarmEjjgIFgO0RKG3jlGP797owojeGAmWxzs6piazmEXVzXYg6AH3lnwAxyA6+nxovTMYLkY+vQCGpgp8ladp4/VwZJ+brUGUJ9127ERjdCkWSMGnP9FQc9wyRj7BcjrLwAvw8jvZ5c5MrUKIyUBLcmizh1EHDxsfGIiczR/z7SXqCK1AqOLNY766WLZ9jf0cGzD8REPfQITVq1AJ2hlMDWngBrUHyojiZTgQUKCsJ5RZQU5AkQF01AiWk076NtBBjfZymB4FG0NIM8Cx15eykN16fiGiECN2XuHPyfsEVKDZJeA1fSI5gNJ1Ayq3jjXNlTykoGjS2ZS22tuPXVEZTYBCtpwJFXPseYdmmQJHMKkZkNp7WDafVvivq/q4k/YygQRpuuN3cUAgUNQ1FkpCgel9r3n7wnTdm8JsPHcZ335jt+jqp13xfWHi1hcg7OjuGJJGJPuaJLGRJQsptoGZYnlpk0IbdYIh8IcWsAR2XdlXxxFWgAP69pi/F6xo6sEagrMGD49he0UpZI1B+ZOFPyAcbPIUkPX+RCJR+FSilurD58UNk+0XBU6BY0C0H0zwscXsXAsVToIhJYTBAOoKQsB0XJxbeHgSKZrBFbUUqdO9UiLDx2n+WFWav2zLCChWOCYB05FiEgstKx1w2yQ7tdAohUBqmDezejcyNe9gDQpmVHmeqoIxfMJqU+IRq2PZdAm2B6ISQQIdavIVHzbDxP39wAn/61Ak0TQeXTmTwXz52Fe7ctY4VyESORy/f8ChlB+AFvYrCBwDMc2JkMtuZfwIAajIFS9KwVLc8RQ8AlJrc2qTL2OBZmYXloIj9dCx/4SGySxStozMutHjXDvH7BgkU0fEqq5GKgGwmA11KsSBIcZx7oZtVC8D2n/AxKLj4b3L7LimLD1w+6RFtwo7m3FKXbrtUARQUtFkGKMWmFgKlS2cv30e7HtKFzQuLppIFCEFSlbt2NQsCZdlJdX63CNQMG3/x/GnMdlHXeMUl0aGn9Wm31Y201gckNLqhW4FxUAsvoNXGa0AEVVpepkyYDQQvniSpAUKdcPvENghSIScJBUqXxbck+aqw2pxXUGn3+A9De/PGdZvZ/gcL+gInFmqo6jZSqoQ8J4wyE1tBQWDZ7sDFN3EvysQINO8JESDfbt8FAFoOEiHIkSZAqWcL0Q0Hptl5d3WEfZeACJLvqkBZbFXZkpnXMJpO4JR2eUsXrugsbVGHaDlg803s/2dfZ3+rVWDzZmDXLuArX2Eq0XPTqH97H7BlC3u+HZQC9Xm4LlCVCpFd+u24hBfkzkURz232mv0iKsA7Et3uC8kRyIRZeNWNmEUmMXap6RarPHGp9iRQVDaeuO0KFNGlCwIkcig3Lfz6Q2/h2WP8HuxZIoYTKJRST5U6kdW8DJT5qtFdQeUpUGIQKPv3+6qNHhkoCWeIChTXbSlgimPcNB08wNUnd145xcamwlYoMsGkPdMz866lc5hS4OijwMEH2N8zL2CqcQzj1iyc6gJrJgFbJ4jtjoQU6cQcq4NAMe2AAqXQ8b4Ez0ABpbAaIb9xfQG2S1GTCp6NE9LjSCgSNGJBsRvd1bIVTqAEVON9Y//+oWegCIJvJK3GsgmMgiCuKk2fkEknlEAGyhAUKEoKsiRBcw00h2iLZFjcwksinXPiNtJC1BD6UqB4hBI/bzwF+ITXbChUj2GglDJyzstAWaUQeasJ26WwSMJXVSZHkExI2Jg0YTkuXuVrW0GgbM3w8YVfU8zCK2YGCqWQ7TYCRU16jV8bCbexDipQutnOBrM6Bmi4IVyBIndrgomLRNqzm1uNEHnLcfHoIdaYGXmvB9gxtno0YfEQec1tJVBcrkCRkl2OR8DCq6rbnuXqWHZAC/bA76zIkjeei1pWGAwrXgYK4Ksd49bQ/v/svXecJGd9Jv68lbo6Tk/enc3aqFVaBZAQAiMhtIBNMNhG57OMgbvDNr6zMTb3s7FxOPvOcIizfRgbHEgOZ4xJtkECISEBQkJCWkko7K42h5nZiZ2ru8L7++N936rq6qrq6p6e3ZWZ5/PZz+7O9PRUV3jD9/k+z7OGcKwRKGtwYVnewymvESj/buFKwldq4RURFL3aEBNE0hD5pV79qkMw7GagtHBysQ5K2WI7zsKB5aMw78rFWssrnFEnsoPv1FIDTdNBWpPbC6EXAIqxAIkAFbkY3+nkBskfd79UqptuKOC+TUVfCPhotDe+H5wUKdjLkKgdLv8VdgCFgAIFIRYWfGO+Sfc2dyNEKBAGHCAvEJLnkfdlgHTD2eUG3v+lH+DR44uQJII3XL0Bv/HaS7FuiFsM2L4FdVILrxDLkrGcKHJ4BTrXwivYjeeGqI5Clggope7zBXgZKHHPmrvJDDsHiuYt/kXx369cCnQAiQJBfAaKCJFfZEUQoJ14iugqKqRV1KQC60arzoe+pg2UetcjyoqkLQB12f3y2dlp1Fo2DDmHl+/yCL2kChTLpoDdQgqGd38AXuEupLOX8G5opx6mQGGfoy6xje1wNn7sTPMMlCWb/26j7J3rCDxwaA73PXcO//ToqcjXiHFHd/pUoOhxhMZqKFCEfUKr0z5B3Bv9WIa5xEz/QfLuM1IuIxN3PvnzJ0vMD7qeoPgoXpMXCpRunbZCSVY7lzhMvGnZ7sZWjCGXTbEA7tmS0UHEHTjFzvfVUzokrqweGhlDTS6gZTt92zd5mR+DDJC/pPN7/DroMoVKW20Ed9RxnVxkc25U/omAq0CJIFAch+LEgk9lW1sASqdQzGo4qe3AD86W3BwroZrIBc8H76J1x9p8HvjkJ4F0muUn8KKikUrD+ptPsO8HYZQA24RFmYVXN2sqgc3dFCgxDQVJIJTIiTtM4yy8UgXIEiBRG1ZSgtQtsLQ/vy2bzWXdzpPN7y0aJEJcW8McIEl4+kwJh2YquPtp3t0bl/EE1pQlCjkjWQ1juRQIYUR4rAd+UgXKvfeCXn01jGm2Juhm4aXxwmQ3tbrjUDf0N/I9WxWu+mGd5qLQ/t2jCzi5UEdKlfCay7mf/PAWqLKEMWvG3S9FoU2BMvMk8MhfAk/8A/v72x/Gpc/+MX568SO46en3A5+9A3joL9wGHEkinRl18J7F4DrTbtZA4HAFSufzltJUGBLbd7RqIc9Gfd5VoLjjn6KBpIaQ1mTk7BKOx9l4ibynfgPk770XuPpq4BBv1howgdJv/olAwW0OMt3ubqZA4Q0w6mAUKLIEEDgwmn1YNEXAbDUhU4tbeAUVKF6IPOA1YyTJLRPotPAStrxjLkl/NIJAOThTwXs/9yTe/+WnYcvtxzJwuBZefgKlAAKCS4fZOvd7xxZReeQxPH+OrcfW6033dYAIkddhOU4kgUIpRdO0oVEDMji57G8Q4yTjJCdQqobVFi4eizgr2Rg4DoXMz6scRxgkhSoyUJpdieR+8MixRfd9l+NC1s06qMPHzKhzxzNQdNpAy3Jcwp+6ipwuBAoPka81LdeZYaSPzF0AHfO7yJ+cj1kDukR8AgJYzF2NVrIa2hrCsUagrMGF7SNQVPXChVf3jAMHLvQRvKAgOif7VqBccAsvNvgntfBacje7/d/Tw74gL9ElE6c+AdgkJQqgR+eqjDgQC6SIhf/hWbbg2TmRj7XgOC+ozUGWCCNQ4rqQi50EygFunbJtLMtIpgrfgCex7wLYRlrWoEoUBXsJlWBnpm15pEw+kIECdHql8435uFxFWpORTSko2OwYz5cCBYjuDAzDPc/OolQ3MTmk4zdfeylef9WUq0xg78s3uJLSvSgrCjfNcrt1FIBRTqD480zmqmxDORG08OK/k2SGQ38uibWJa3MQteANFrfcjVa7csl2qLspi81ASReZ6oPa3gak7m3eopDTFFTkIgDAKJ2Lfn+BZtkrsMRtcEK6J3/wPLO/Gx6daBtXNw1zBcpSzGZRSaFO2di2KWNB8xeAYrzlpQz7Gg0NtGfHViNsvOo2dorTv2CJ+4X6upnDIbq0Ds5WWEBmCETncMrmhcV+80OC463jeGqOQWagqGnPPiG4ee03A8X/MyuwRsulVGB+Hql774H25PfYF8PuU0l2g2p1p5Go0UK8JgtBoHTZfIt5oHrOl4ESvx4RijVVltzO87QmY/c6dm6e4HOOgFBAXj3Jr4esYWQoj5pUgO1QGOU59INa1BzTK6wWsMzJwzALLyUFyCoPkmc5KHE4OlcDpSzfJKwr3Q+hQJmNCPeeKRtomg40RcL6gg5MPw4A0NftxsT4GByH4tETS6i1bFdM20GguPOfrxB7xx3A294GUIqM1QKhFNi0GbWfuD38QLlqsEwKcIjcVVkhICxhpktGeN7YigkUL4unK6yWV0QLs/BSNNcuhXSxd3URoWZLFCIPwFZ9QcMx7ysK9TNlg3VTu9ZJ4cfpD8/VFAmaIrlzR5zaCYLEj2oE8Vm/mZICeuoUUKtCX4h4hnmxS7E8BUoS/3ggxkNezJOpPCAr7jl+4BA7hlsvnfQsf4Y2Q5EIRq1ziTNQUooMLB5lX8xNAhuuA8Z2wclvQEPKwqR8Xj/+LZRqbD0wlFZD9wlC6RxcZ1IxD6pp1qwSgCQRGDK7N8z6cufB1uZhOQ4qcrG9aSUziowqI++UcDyKtLQtbx9Q6JFA8V1/AMA93wKqVWDhbOyPJcU5N/+kf/suwNsT+zNQ0n4Lr0FloPB9gGkMzsbK7bSX5M6sB1+IPOA1DyTNtWBEe7iFF7JjrlvDiYAFnONQ/MsTZ/G/734Oi7UWZksG6uD37SpZeDWNBhwKmETzcl75Oml7nn3ep584gu/+9C+Czs1j00gGGafdptvLQAGoWQ91nDBtCkrh2abJavszOcQaECa4C0NiBQrgWaj2SKAYlo0Ut25V9QGsi9U0z0AxBq5AoZTinme9fdly3DjbrIBSwCIqlFQESZrKMQLFYQ2yTUGicBs0Je58pHKQJYI0ZT8rHEpGgrmRT34W+P4nIx1IALD1ghgv+HUWTY7zMZarnpIxgQKFr5+NNQXKirBGoKzBhWWxAY6AT6IvBIiOlHvvvdBH8oJBJpXcMiMM5QscIp/WelOgrDRAHvAyHZbqpkugxOWfCGx3c1CCQfLhG1ARhrtz8sLadwEAavOQJYKSPIy6GXOvCAVK6ZS7MBD5J/s2F9n3XBXBumS/mxAgvw6KJKFoz7cv1CszwOOfZgVxWWvrWqz6ZfN+8GKO0izjt157KX7ztZdCafAFfG61CJRO1YfI6ui2qQbgWiG87sopt0OrDaKzN0mGS6rgFXYDxWRh4SWIEEop5rkapcPCy9dJOy6sv3jRhFLqWngNxVib+IM2QxFU7rjqpXayQ1xrQhjZEQlJ9t5T2Hi55y5auSNJBFaKXUOjlKDY6i+wxM2fAZunatPC6WlWCNi6cUPbS6eKaRDC7pe4TtYK2P2xJRNYYMdYeMnc7zyUzOVfq4Bt+Ds2AgEIC69SEz6SOL4YKJ6BRsuOJIjqTQsyNaE4osOvVwuvCOVGqwKIrr9BKlD8nb3B87oSxYt4zz5D5DE9jXxpATh9CoVmDfjOvawA1YjYyGlZrkBpJPJZF+RHJimBIkjr6jmXiOiW/+BXvvqLhleF5KDMlg1MLxuQJK9rVHSNtzR2D1WWEpCiIahHqRyDqMwAX/5vwMMfD++WLZ1ic5iWCx+HCLNR0hQJaafmEo5ReH6O3eNJrD+Fz3/N5/3vh8h42zyaYZYuZw+wb6zfh+u3sWN9+OiiOy/rqtxpj5qJUD1+8YsAAOmVtyBjNoCZGVSjrn1tjs0rYNcsqYXXcEZFTldAKXWLGW1YKYHSEGvKBE05/uDfiOdC5udKbZXjMySC7xlQoCS18KLuGB0kUNptDcUca9mU5aJ1UcLN+ey7BMS9di6CrAPgm6dCFCgB6zdD0YDTZ4D7vonUJVvDrd/4eKlYNYBSrjCJI1DYiSOEQJUj1lKB4qUoQlEK6JqM2y7zrW2HNkKRJaSdKoywjDH/2/qtw0SO4PZbgB/5deC2/4HFV/wR/mr8N/CpzX/ICtmOhfo5plyLamLLRyhQiMhwibIYBWCKfJx6YP6iFKjPw7IpKtJQO2GaHfUUKFE2TNUZNt4peuKsG/Yh2q8/AODLdwP33Qf85UfCr3+PGJgChV+PhVrLVTRlNV+IvJaJ+tHkIASSwtZlZnNwJALlz7Sj5Tr3E4EQeXHtkxbFW7bjWv26yiW3MWocE/kUsikFlk1xiq8FSw0T/+eeQ/ji42fa6s0NyseWVVKgGA12Tm1J84rR/Jkv1OawiTThnDqFL152M3D6FPYpDWCZ72/5+JjRZDSRAkBh206o3ZgoXuu0zlU/gQI9JxlHbE6gBDNQ4tDnetEwHaScBggBZH0waimWgdJ0FauDwpG5Kk4s1NxbtdyIeX+jDNuhaEjZ9gYzP7iFl07ZWGCYtns+AEBJxylQCpAIQY6wnz27zP5u2zfVF4Ef/DNw8Kts7RcFMQf71gsii3Q+xsZVzGGRn88HT4GyRqCsBD0TKCdPngy9SSmlOHnyZMhPrOGFAttkC1xHUkCki5xbC3akfPKT7P9xYZRrAOApUJJYc4RBFD4vVAaK6BBrJWTPhQJlaCUKFP6zpYbpBt2FFrUD8HJQgkHynUVLSime5wHyOy9w/glsC6gvQpYIqtJQfBEtv551z1hNoDIDw7Tx7DRbBOzbVGSvEUXwQAh4LPLrIMsERXuBbQTPHgC++QHgX34FOHQ3e83U1W2LfXGcnd2wRQAEoDbWpbjNkc+Dd1UQEtxe6EGBIjZ1bZZMfiQgAVwQn+d1o72gNRZQkpQaJkzbASGks3AuimF6EWP59p+rtWxmJYV4ddpQRHekiw4FSvi94yfLuoY5uzko/JonPHcOL+iYlSQEighsL8a/TowBnHD51qE56FYFaU3G+Hi7QktXZTeIN87jd8lhG/MNemCB7R5TZ8FCBMbKYQHrfHwSofDdCoVpXq+rGBZoQn/yZZ/128HZ8CIIC72ts45LSensjOyGKAWKKABq2WSWgv38zlVRoPRRLOIFqPxv/Dpw+gwKRhV48hFWgHrHL4YXoLQ8V6DUEwVbu/YcvHuxu4WXUKDMukREtxB5se4Iji1XbmL326HZqnuswpt8z7o80o7Iz2HnkPBxuV5KYMsXgpprWdWlmH/2cdY4cOQbwFffC8wdbP++yD8Z2RZNgKfy0GQJutPoqkA5co6tMUTTRhx0VXbP47mQrkbRRb5tNMvWAiLHZOpqXL9tBIQwtezJRdGRHHIuxJgTzI+6/XbgrruAr30N2VtvBqamojuZa3NwKFCW2ViVNESeEOLaeIljbD82MccsJ3o/P1qW497viWxhXduVYuR1ltO8KO9Uk63LXTK2vZDmKVC6WXixMYq0oiy82LPiL8CfLTXiLREB17pk1EegiKJ02H3mQqwrBOnmR8D6zeDuCBocSJ/4m3DrN16MlAiFDjYmxeWgeCSGFK38dptHiuwv3zm+be9k+5pT1UH5moPEFMtsn3WYrkqeIq3ohay7GVEt281KsuaPsJdFrLOiQuQJv24kHU3itxR27qyghVezwuz0HIqqXGhX/YogeaeE00v1cBLQb9/Vi7o+cP3ZsQCQZeAVN4Rf/x4h7s3JqLV2Qoj1vbCTJIRfV1eBMgACBYDEiRi7NTgSgTZ9YdlBdITICwuvZHtwUaglhHfIczIOAJAZAyHEs/Gaq+LZ6TJ+78tP45mzZaiyhLfftM3dpzSEAiUhgVJtWvH5GMFjbXDLJi3tjQX6EGBZwF/8Ca7/n/8dOH0GTU7kXvXW1wN3/Rv7Ph8fFVmCJCuwiMqD5Dt/v1BG5onBfk/QIopbeBUttv+pNXtRoPRn+WqYNlLUgEQISLcmmCRQM64VrGXTxE2vSfD1Z9h5ueEStoeLDVlvluFQRqBEKjS0HAgI0rwJqGk5qLcspBwDhHRRoPBzlecEiqiRD/v3z/713/yh6PdyrX4L7ngnmhznBqxASZINtoZo9Fwl37ZtG+bmOosJi4uL2LYtRIa+hhcMHK5AoUS+uG2xwjpSPvMZ9v+oMMo1uBAL8l78S/0oXWAFipggklt4rVyBwqTyTFIsOu4TESgTnjTZtJ3Q/AOBuUoTpYYJWSLYMjqA7o+VoLEEgIJIKmpSPr5TQZKBoc3s38sn8Mx0GabtYCyX8nJcqj1aeAFAfgqKRLDbeBIvefYPgW/+L+DsYwAosH4f8CP/Hbjp3e7LKaW+4MZAoUWSvcJ2fbF9Ab/aFl5mHTDZwkrYHkSqLzgM03YtriaDOSQCcV2bocdT5D/XvjEW3S0L1RYope5mcjSrdXYVi/s2M4LRbHtXjBgXMikltgumqwonaH1W5euNgIWXKO7E2ncJCJLMVaCIgk0X8inLvm9VEhRb43zu/fARDI5Dcd/Bc8g4VYznUm4uiR8buY3XqZgg+XmLvWadFlhgu5+z8x5J5dlnU1ohRAcvtCxZnEBJqEChlMJU420KBfyexYciCJR6y0baqXme7b3aGopz3ay0y+bdQuEA1ScCUXZbYjPbT2i92FwntfjxgxegRmzuy1wvA2mJFaB+/X3hBShuSaA7jURWn6Loqye28BIZKHNuR2qjZcV2KEatOybyOtYXdVBK8RQPkxcEylUbix3ElZJj932zXwuvXhQoAtVzwNd/h1k4CAvFuPwTgVQOqkyg0zqWYggUx6E4Os8KYKJpoxsEMRtmrXSMv9fWsSww9xxrjkgVgJFLMJzVXNu0bzzHOm9zqZC1lRhzgraRd94J7N/Pfm77VmDv3uhO5tocbIeiLBehyhLU4HwUg03DSQiU3hUoQmXpt5KLRQJiXUqzLJ+sU423SxUIKEUAwLn/fkagLCy6KvNI8GdBCnYoB1Ry/gL82eVGh3oyCKGSGvWF5wob0Ki8nbYst6i1jM/6ramxuU7fsol9PQyyAqhpEBAMSV5HcRQSde+6xcsiO1SfjeCr9oasa/maWKmc7vp7AZZ15Ob6CVtc+OySmjYot/oj3OorykJOWImVAwSKxK+blClGHpPIx7EbgWvM18t1KQubqAEFyhg0RcIISrBs6nZgt0EQSSIbqRf4rj8kCWg4wOZNwNQ44KysCEgpxcyAFCiuhRefq9IaV0u2BkugyCn2DNgDVKAISywaNncHQuTFmrsatFaOgGffxc8Hz7YCiLsGF0Hyd/1gBnd+7SBKDRNTxTTe/7q9eOmOMVd9WKf8GiUMkf/Ivc/jd7/8dLyFoA9NTqDIqu9eSBUARQFueSlexMlLABgyKthKl4F9+wBNb7u+ugw0ic6UN2bndRLjUU7ia/ZgYw238MqZS5CpyebIpARKnyHyjEBpsPX2INRSapqpOsDmhUHZeC3WWvj+CTav7r9snbuvjrSFbpZBKboQKOz+S6EFmVowTBv1lu98xD27/Npl4d2ThAQI7rnnfP+OI1CW2d++ayz26MJaOwwegZIgA4U/S8bho11fu4Zo9EygUEpDOzSq1Sp0fWWTzxouLCybDT60aV3ctlhhHSmEsP9/IiKMcg0uxCLx7HIjesKJQNPyQiIvWAYK37gwj8rur18eQAaKLJE2xc3kkJ4o0NQvTT65WI+18Dp8zlO2JJFhrip4odlMDQOEdCfbhI3XE/+AM0/eD1CKfZuL3lxR4RLnfC8ECrPwmjDPIG2cYzLy3a8BfuyPgZt/A9hwTVtBtWmFyMT98HuyhyzgBw4tw3zsAZcMiPKmDkIUG/K6En2fJSUBBCKKRiNZDYSwjqhK03K7XCbCiBvxs3qxw/pLPGdRXZEC3ua+SwaK8EUXpEfAaq2aJEBeQNh/CdLMb38WA5n/HA12UYdBdDPH2GMA8AppzTKeOL2MhWoLQ6TGuplDimyiEBjVRUcpxUyLjeljio9ksZreJjOE1ElzAkUy68x31w++UZvnofDdwhBlCdD5wr0pR1hYBY7Zb0l2cKbSUTynlMIwbWScKlOg9GV9xX+GOu12Bm6hcBXWCmG2YZRG5hYkgviZLrkykbjjDrzo1hfhx5++F2987n4gBVaAeuNbwl+vZSHzQM0kMn/RkZ+yhdojYQZKYwlZiTfuUMQqHUVRakKpArPPtH1v3yZ2fz95uoRq08JhruS8alOxg0DR8uyZtqoJnukQeDlbCQmUq38G2PoyAJRZONzzO0B52lOgDMc0nqXyUBUJaacea+F1ZrmBpulAV2WvaaEL3MJ2oKvRsh2XrN06mgWmD7BvrL/KnW+FjZdQzIaS2H7byAiiQhAvkSqnqiBQhhPnnwhsHuXjZjcFSo+2Iq4lbDY8f6IDYl6IUybqQ5AJQcapJlJ8tXWpcjV+4x/+kX3tzBmkjx2JV+PzMUoKKlBcYoatU/0FrzYCJYLIXXAtvHwESjcFilECQNm9ElcY5NZvzZtexg7xeJfiDy8iDsns98aNY202WlFw53d2jDsncyAEeNM1G0LXaMoII1D0WnROh/i9skSgVqeZxZWaaVvTCXUXpRStITZWKKXj7LNFrLXCQuQppVBM7uefjj7PlsquMQ3O33y9WSbsZ/MBBQoBwZTGnrXQIPmyUKD0QaAA7vXHK1/JFCjTfHxdYZB8pWnBaNkgJMSytkcI5Y9ARpXZ+OKGyA+KQPEUIXZEflyvIPzeIGFrokCIvNcElawgLsY0L/+Ez73poqsAvmSMPa+LtRYoBW7aOYbf+rFLMcXnM/Ec1BzVO5YEY/dMqQFKgdNhVo4haBrsHlY03zwqxqWpMYzd/ibsWGBk4L6zh0B++idYQ68+1LYfTXEChSlQOp8HUfDOI0K1myoAWg6KRDBszfeoQOmXQHGQcpj1aVcVcRKoGRAQ5CS2dhlUkPx9z50DpRS71+WxaSTjjoORQfJGGTalqJMsNDlijNeyAAgkiSDlNGCYDiNQnAZkucv54Oc7AwOEsutaSKvtDYh+AiWJAsVPoLgZKK3IJqNWrwqU+Xk0fuf3Lt467wsAib0LfvVXfxUAk0b/9m//NjIZbyKwbRsPP/ww9u3bN/ADXMP5gz07A9gWHBEK/MlPAhs2AIUCsH79BT22DtxxB/DQQ8BHP8o6UhwHePvbozuS1uBiPJ/CJeNZHJ2r4aFjC9jv9+7tAn+Qq65emCK/mCAoKKwEa8elBMHWSTCc0VzCaVtChQghBNvHc3jy9DKOnKtie4y9jQiQT+JhvurgRWsrPQY4CaSeu14NnPoeaHka287+BX5K3oCdmf8CYDNb6IqNeS8KlHVXQkoPYUlJ4/DQTdjzxrfGhjCK4pskkfBFRGYEWDzCFu+iyJ0eHryFjx/pEaAyzQpIhanEChRhARDbEZeQBPCOJZxAUWUJQ2kNy/UW5ipNl0AZDwvUdLtphzEqCeWKIFCSPWdDfJMZmenhtz4zDe/eCSiFxGI8362QCXgEirDwSmjfpvBiKxGqpbiCWcDiIxI+W6n7nmMy9K1ZkwVJhpAvIhD5VFghEOy8L9MMCICi5HuNuFayFrpxz+YKmCUKiGOBGssgfos0Pj6da6UAwoqF3ZDXFSzUTNSlHPJAbOB5tWm5G39NkVBrWji91HA/K+AR5Lqw8OpHuSFz2y+zzop+bj5JZwf3wBBmt2XWAcdq//5K37NH6F/8PH7s7FngVa8CUt8GZmaiN+JazrXwqjWtyMYpAaFSEX7RXTffqZx7XZTGPFKqhKbpoNa0IokJQaBcc/KTwJkZ4DUfdIn7qzYO4atPTePJMyXsPbUMSik2DqfZGBbo1k8PsWfaCWZzJIQoKncNka/wAvbIJcClr2N2k4/8FbDwPHDXf/dUGWEB8gKuhVcdy/UWLNvpVAUCeJ43X1wynu1uZ8gxGaFAmS4ZMG0HaU3GZF4DTj/CvjF1tfuaa7cM428fOuE+w6F2ZoSwOac2xxoIQrLGxDmMs/CyKVOg6L0SKGLcXKrDcWj7edGHICw90Sz3lK3kBsjH5Hy1wTdnRkIvshBap5ooc8gdBxyFFe8cB42RdcB7Xw/11Amoe/8zU5gtLYU2lBH+LMhmtX1ei7PwWjaAFN8H2i1G0CvtawShRhXqVMAj6iIJFKE0jbE4A8Cs3267DY3LbgD+4TtIzXWxDE8VgNocCqS7hZdQgsQWnwLz+4u2juCKDUORpIs2thUAkGuc7bz/xFuKAHl//klxU9t50GQJskRgOxTV7CakAKSqpyHl7EgCJaxRp2U7SNvsvlGy0feiw+3POggUvidY4gRKLqUyp4p9+1zCZ0Jm739ioQYg8Lz7Lbz6Ab/+2L8fuPtu4IHfZF83Sr1lqgQgxr/hjLbixrVcSgEhXl0/k5LZs0L5vTeIrn4ACn8fjbbQMO1Oy+I+IPEivxTW/BAIkS90a4IKoEO1KZqifLmG2yey0FUZFBR33LAVL9ne3hjmWn06YtzlxFTMOfWH1/stY+PQMniIeiqgQBG/89++iJ+syviXH/05vPrQdwBHB254eUdjjC5TNG0dllMLtfByFSjc9qmjsYYQoDAFeWkRI/YcW2P1moHSV4i8AVkCoA6GQAGADOEKlAEQKC3Lwf2H2P1zK1f+DWU0nF5qRO8pjRJryJIy0c84IbxxqIwUbcAwbVAAuqvIianL8DFT4XZlBsm0N5216sDSCe//lWl2bcL2AiHXWDQ5mraDcsMKVR56c0mXMWx6GvrcDHD6FMsTu5jrvBc5Es8Wjz/+OB5//HEmk3/qKff/jz/+OJ577jlcddVV+KTIo1jDCw+VCuzb3wLML4CWeafmxW6L5e9I8f9/DV1x43a2cPnukd66MKOCXM8nUork7i+6uXj5/apXokBhP+9NWknsuwS2T4gg+VpsBopQoOycvAgUVHyBa6fZfdJ1Uz+8BXj9n2J282thUAVT9hlsfeJO4N4/AE4+xF6j5XrrasmOovX6v8Dfjv4yvqdcB6rEKxyFSiaryeH3pj+cPGQBvyoIBKLnE2agiK7gZARKjwqUkMLhWN4LhD9XYQv60G48t5t22O0yXayZsB1PUdBNmeZuvhoRlj0u0bPo5Z9o2Y57R/jd5pNYCboZKHNMbSHUCF3OXSrPfo5aRmgXWRt86pxY8DGgXl7A02fLIKCYSomQ9M6fFRZe0yUj1Fv8zHIDdSkPTZXa80z89l0hz0NWV1GXcqAAjEpgHjBKsCnFgsUVKF0svACvI7VGMu57REEUIXO6gp2UndegjZebZwQeFNmvWkT3CCsXERkCA0GY/7T4t6x1FB0TwbVk6DNEHvCyJ/7ty8BN1wNTG6I34qm8GyJvdwlgBrwOU9UlUBI0Abg5KOfcXLY4u7BSwwQoxVCTd3SLjmYw26psSkG9aeFLB9jXrxL5WwEFSm6YEYWkzwBxcV/GKlBsyyNp83xTuvWlwGs/BExexorPots8rqlAy0ORCbKog1IvvDyII3O92XcBnjVk0FrpGA+B3jKaAZk/xJQ0SgrYcK37mmxKwZUbvXsn1MIL8MbXCLIqNoyYUqB2jnmbS0VkeyRQJgs6VJkRcx3Fe1nxxpMe7wNXaZm0IcefgRIFTqBknFoyX3Ixlg2vc9X4dY2N1Vmz2VWNL/HPTh2nfV6LsfCaLjXgyLqnKgpRoYRZeIlGjHrTCr/OcfknfnDrt6ZlA+Pj0G9+Rfzr+WcUBEq8hVfvCpRur89MbAMBMGrNRlodiWPSFcmzuCpubnsNIcTLnJBHAS0L2zIxas1Gh8jrngJFrLEM00HaqYEAUDPR854j5sTg9eXj2SLl4+j3H/acKvg6uogqCHXcDCXvTR1vvO7Hwgtos/7D/v3AS29h/45p1EiC2TIbGyKzBnuAIktt80JGk33PFwG67GGSQtIykCVAcwx3f7vi9+QKFCks60E0rtktwLZcgq5lObHPlYBn4cWfl5AGpoym4H+88XL80Zuv7CBPAM8yr2ZJ3hjUJQfFH16/VEtG9phNdu+quo+Ykb1Ab/zE67Dj7/4K7/7U/8DEP/8/YP8r2NcDaynXwssOt/ASY05WEChha6bCBsgSwbA1h7phePuWVQuRZ4oLpkAZjIUX4BEolYSEWxwePraAWtPCaE7Dvo1FAJ7rgbDX7ECzAsdBfIg8AGhZSIRZ1zILLwsaNVgDV1ztgltGKrzpCAjYHs8fAkCZda1YD0apUFw7y6L7JUWWMGywazlXDW9EaCWx8OLxB+lf+kXg9Bk01NTFX+e9iJGYQLnvvvtw33334a1vfSu++tWvuv+/7777cPfdd+NjH/sYdu7cuZrHuobVRD4P51ffDRACKmo0F7stli+MEnfdxf6/hkR40bYRyBLBqcV6ZGdzGKKCXM8nCCHuJNGNQBGbXVWWeraACKLoI2C29kKg8KLGM9NllChfiAaKixXDdFUHF4cCReSDJCRQAEDL4oH0K/Gp0V/F8sZbIMkqMPMU8PBfsO/3oj7hENYg/k6iKLiL9KjClj/Utt7++VYNgTyPvC//I87v/1y3AHnAK/wkJVBCQu0Fxn1B8pEWXm2WUEUMpVUoMgGlFEv1lk+BEl9sF5sv03bCQwX99irC+i0kp0Z0MyXqvvNnoAjiSda6Enr5XBaGlGb5Rd1svEIWvqHgm5/lRUbiXTEuwW3gDtkYjWY1pDUZtkMxXer0wD273EBdyjILLX8ocpfOZ02R0OSBsY2yr8BJKWCUYdkOGlIOKTWZ17/r1Q5+TmMIFEG2FRdmset/vg+Yn8dzM+2Ld1FILEgNEJCeusTbEEporKYCJYywWUH+CTAQBYpbgGpWgPEJ4Iqrogs6WhaSBKR5KHycrZDtUNfWU7F4oSAJgSLsHKsz7r0TZxVZNizknDI0wl/jK8pLEnEL+iKjbJ9LoLQXhYsj7PfSlpdN1QtcBUqchWd9nhEkstr+/GVHgVt+m9l6SQqw8UXxXfepPAgIRhQ2JkcFyQsCpZe1w0SeXXtRQBQQ9jvbxnLA0fvYFzffCKjt94oIbwVi1DgZ35wbgmwcgdIsA7YJ2wEqcjFxgLyALBGXfB5kDoo7zyVdAye18JKYhVeibEK/go7nQ9Q5MZs2ja5qfEVNwSQaHL+1YOB9LdtpC3+2bIq5WisyB6XRst1i7piv+SKlyO6aIDQHpccsN2F71dWqhI+ZItg3VoGS5D0DGSjdIBemQGQFCm2hsjAT+po26zChQBna3PE6kWlTM21geBssm2LCOhO51hJrIn9ws2HaSNMaJImAxHwGyrupSZCYqM+DUoqFlg7Uqsh99h/Y1z/5SeDkLNAykVEJsk4FpxYDQfK1c0yBKasdWXZ9I6YZrReIfdfECvNPBPwZXRlN8dl3pePH+l6gpiERCSpXoAwCMp+7lXQYgeIrplsNpBQvjyqJCqVhsnEh7RIoooGtfV0/ktUis1XF/r1u2j5LsfimJn+e1FJCBYrZZNcrlQoQCOJ++7X/2k7k/Sy3QQ2s7QSBEmXhJYinDF9jhdqeDm2AIhGM2HOw6+J5JK7iIRLi+z2Si82WBY02mRp+QBZeAJAmbI0RGfKeEJRS3PMM2xPesmfSVfWJZoZICy8eIl+Py0AB3MYhnTZYiHzThu40uhMoQJtqG2D7NhfCvmt8DzC2i/17/nD4+4SpjO69F2N//ylgft61zO74iHycjyWIePyBzl9iKKmLv857EaNnveInPvEJFAoFPP/887j77rvRaLCHP64YtIYXBuyX3QSkdcABs8Wi9OK2xQp2pHzoQxf2eF5AyKUUt0OzFxVK+QIHyAsImWJY/dWPpV79qmMgFCySRFx7iCTYOZHDppEM6k0Ln358mXXEBBb9woJjfVEfiBx7xQgQDEm7nA6cWkZdzkN/yX8CfvTD3Pudn/dC7/JQZhXHbT66HENNeNNHEWUZH5kRsYAfODoUKOza2g6N3fh4Fl4R3eqOncwaxA/xOtER68NYCIEyngtsKF1LKJV52xKCUd/PLSXMQNFV2V3khQbJ60UABLbjoHr2Wfa1XOemW3Qz9ZSBYjW9QkVmtOuGtqCrqEpFWDbtTqD0qECplZdBqINrJ/gyLJUPtZMjhGDjsGdHE4RQoKRVuX1ccQtT0feHpbFNn1HxESjNMgCKlkXRkLIYzmiJxk6XHEyiQDk9A9SqGHrmCeyZOw6cPoXDh8+AnvX84hv8eR4iYoPZJ/kQpkAJWNUMFGFkR6CIv6L3XOlaWzz/qaHo+1/LgYC4xcc48lqQKzI1oVA+RifZfLsKlFnP3zxmjC/VTQzZi1Al/rwEnkdXcQLW4OGqRAMKlJHiECyiwXIoWpX57scZgJgLYxsyhH1Xfn3nOSaEWXr9xN8AN/xC/C9Ltec4hBEoZcPEOU6CiCDeJBAEea1ptZ13oUDZNiQBJ7/LvnjJKzp+/sqNRXdujhyDAw0EQeTiiLMqm6MNdQgOkZFOkDkXhMhBGSiB0hAKlEFaeHkEStdmlbA8pS9+EXVOcGVMo6saP6VKaEhZOA7ai2y+9xXrLULgzj9nlxu+jKf24pwo7GRTSocyQ9xr58ohxR+/UjIBXNVGN0JNBPsmUKC49idx3bsh4b6xkBXUdTbGNeePhb+lJT6L5LPw6iRQBFlbb1mgI9tgOg4mzLORjWxhayyRJ8asQmPmIZ6PIgXztmrzsE0L5UcPAfd9E9nPfJJ9/TOfAS7dC3zxLmigGJersB2KM/7MiZJPfSL1XHYKx4AIlFmuuJ4Ms6ztA/4clIwme01HA8o/Ye+lQ5YINNpM1tyWALLFw9PDFCiSzBqOAKBVByHE/ZxJci08Cy+RgSL2l8n3X6IxrmHa3rnsokCpm70TKHaL3Q8pPWAXHbaOBCLXdroMNKU0J1A65x9R8M64GSjxChTHVcAVuj9DfTbctLjKQZbIgCy82DlMgamHV2rhdXC2gtNLDWiKhJfv8pofxTgYbeHFCJRkChRmG2yYNuqmsDRLQKCkClBkgjRl17ptfRBKoHRRoOhDbr4ZPvlJjNeWgNOnMHfwWGi+WSIbSgC44w7o+1/FfpWmX/x13osYPc9ki4uLeOUrX4ldu3bhta99Lab5hXzHO96B97znPQM/wDWcPzi2CTSbTIGyZov17x43cpnsQ0cXEgfReRZeF5hASahAcYu6K7TvAjwbmw3FdE9euYos4Zdu2YG8ruBIRcHJxTqosdxWCHPtuyYukg4ATjAoBVa4rifocpopGZgtscXG5VNDrMP4xl8CXvMB4NLXA5e/ua9DCQvEDD1kt7DVTYGy6FPYrDKB4rejArtvBfkXtZiklGKm3CUDxSixYGwiJ+6IjLPwEpYbZ5Ya7oZI2Hq5cDtpPUuosaxn/SU26kmsTWI9lCUJSBdxfKGGbz34HXZdwxQo/HqHBhgHoaS8DY5YzCZQH+V1BVW5AMtxIm1oXCTpNAaAFOvurTdN6LSOy0b5IBZzHTeNsI3I6cXODePZ5QZqUo4VYYySN664hbvowpSTYr/Tqvk+GycXDCkNh8iJ7LsAL4tm2elCoFQqWH7bfwbu+yaGvvcgti6ehXriOCpfuxfTl13jysg9Cy8RTN4vgVJkf7cVCldIaMTB3bz6fp+xUgLF58HdzUquG9wu85hCoFt8ZAXPOAWKuE5FucmINiLFZlW5EKRo9Zw7ZkcVgyilKBuMQFFkTkgEivKXTRXcjsSrNhU90i9w7jOajIbCPnt5cbb7cQaOQ9iMxTY6iAD5ONWl6P6Lg2tDxOaDMALlCF87TBXT0XNfCHRVdgsPwuKqZTk4s8TGmB3GU4xwzq8Dxnd3/LymSLh17wRkiUSvWwINBEGIsbvaDLnufA1SV4vsrfpQEMfmR61QgTI8UAsvH4HSrVmlWQHAx3gxLtx+O+p/8L8AAJk3v7GrGl+TGYFC4SNj2oiZvLsOyKUUV8lzZrkRWZwT92bYfOHloAxAgeInHeLAyccsFQRK9GbBs/CKeE/b8j5vt/ndf6zZKQCAtRie1+LmIEgtjxAubup4nXiua00b9dwWUApMWGfdMO8wuDZe/H5qmDbSTo3lG8SM/YR/j5g1L6cJAOoLsIiEyq5rkHZMKOIeFB3Mr3gtiKJgR45d4zYbL2FPVpiK/L09I0zp2QcEqRdrl9sD/M2FWU3xCJQB5Z8AAFRu4UWbsXMzwOasKOWigGU7SNncuipMgQJ05KDkXSveBAoUYXvpZqCI/VdC9TyADCdM6y0fgdJlLeQfS5ei1AkB2C2uQMkECuZRhF3EekqXAYOkWW0lxEpLqN5EwT20mYcTKEV7AXKTZbslInCFmsVqtj/DXWA1fFazg8gG5ddJ4ffqSi28hPrkxh1jbWsdT4ESfp/TZgkOTWjhxa1rDctBo2UxBUoSRU4qD0WSPAWKsLG0TZZ7B3AChTs1LTzPGiGDEPtIm+eb7dkDfOYzGKsvA6fPYP63fz/UbquZxMKLI33fPexXbd3OvrBW5+0LPRMov/IrvwJVVXHy5Mm2IPm3vOUtuOuuuwZ6cGs4v7CtFqDrwI7da7ZYPwS4YsMQsikFpYaJZ84mk3qW+abqQlp4AR7LntTCK/FmNwb7NhVx084x/OR1vYcgjuVS+KVbdqCl5FBqmJhdqnoLa3gKlJ0Xg30Xpe4CV+ZFrkaCLqcDp1ghYs+6vCfVBlg+ytX/ETh6rq/DyenJOp1El1O0nQhfrLcpUM6XhZdXpOkWwFhpWu75njh6MPx9xWY7PZy8o08UjFpVtqjzQShQjsyxDUk2pXQW49yCfNH7uXyIAiUJgeIGyYdf04ZSQMWwMGGexpnlBmgIgeKFyCd8tsV7zPFzmsD6rJBWUZGGYDkUVHTNhcE0AIsXh7opgmQFS3YKFMCOvI1h4tmiRSFKgUIpxdllg1ttyTwUmS+sE3T2Ur4Zs6p+AoVtEGuEbRiSZkeJgs2yHW5T6L0wj9I7fwmQJQw3qlCog+2LZwBZwsE//GNXRi6egRzPSFmx/dUgLbXi4HZohylQ+iTIZcWz21qJjRcAiJycuM/ON4tZ3h1ZCytwcwjSQ6gkoGWTWZXk1rG/KzPxWRhgm8OW5TACxVWgtBflM5qCq7iN14u3+e75gAKFEAKHP6OVpd7mpKblwOHNJpm4EHlBoOR7V122gRcJ87yLfiGMQOFj9vYe1CcCE4Eg+TPLLPMmpysonP02e9ElN0dezzfu24A//5lrXaKiA37bzBCIglpoRgTPv6oq7D16tfACvCD5wSpQkllVAmDZD77csEjoQ5AJgUwttIwuBKkYS9SMV+S68040LrsSAJDZs7OrGl9TuAKFUu/9AsSMWJ/kdAVTRZ7DtWz4CtfhCpTxkE5+UZyeCwuS71mBkiCvhH8GAMjwAmXcGtbr3o14T3GOiNQTCd7KcTJk+UTo90URddzm41BmNLRQ51foLevsPdc5s1AQvQEKFrgbRhO602AKlJjPIKVyoJDgUHif27aAxjIsh6IytQf5rZvYPsHvVPGilwMANutsrDqx4LuPy1xZ2m+AfBh6VaAcONDxJUqpS+oNikDx743TmuypD5I0FSSFokMmyRQodz89i1//62/hwSPR61fDctzCr5KOuDdc26xgkHwCBQonedw5MyQDpRtcC6+W7ZFR3RQovnOzXG8lcspxTDZGpdNBBQq/34K2WEb4eiolU7QknTVfmZ3zjxhz9LjcuOw4FDUFmVpYZ55mZEwSAkXLwXV+6MHGyzbYcTqDUJ8AzK1AUqBwtVQ3F4k4zFWaOHBqGQDwyj3tjgRDaTYXhypQKIXD56qGlIMmxxEoOci+DJSG0YRCWwkVKLn2DBSxPlg8yvbbqTwjkIc2sWfJ74bgh7ifRta7+WYgBGM1tk6ZHxoPtdvyMlC61wPS+18FXH89Gq/50bU67wrQM4Hyta99DR/4wAewcWP7RLhz506cOBG+SFjDCwPUtoBcHnSYL2TXbLH+XUORJVx/CbvWcYsrP8q+EPkLCbF56q5A6WGz2wVpTcbbXroNl03158W/YyKP//jSXbCIhpmygccPs8mzZTk4zm0zdkxeBARKY4n5FYMgVRAZKN0XPo/zxc2+zcXOb957rxc42SPyenxxTUAcY2S4r9igW01vQ3feLLy8Io1rdRSx8RDFrJHyArTrrgG+cQ/rVLEtthCzWkBVbLgT2ncBbFEtwhf9WRnwCBSxwZgIszMIsSIZzbLXzVWaiTNQgO4k0imDbWZlaqHesvHUcufxuB2ySRQogNfttnSc/Z2AQBEKFEqBVjlmjBRdxrKWKCh0psk+z1Xj8IXTFiNfv4l3AJ9eat8wLtZarItVVpDKiMIWf78EChTCr6Xtuz/FAr7Cs0ySKlBEEXyRB8/DbkVmTCxfeQ2waROGjAogSdg9dxzYtBnP7X2R+5q66xHNN5/9ZqCEbXzFJmVVFShVVkAFOor4K3vfFRIoYR7LQfDNvLCXqMWM/0L5V5RbbT/bFUKdUZtDRiVt7xWEWHeM0iW2mQVCbaHecdMl+N3XX4ZL1/Pr6g/J9p17wsflWmku2bFyiDlIkUn8RtwlUHrP/WpD4DosVjsJFNF8saMP9aoY52d5YVusQy7L1ViAPAiw7eWRP08I8a5HGPy2mSHwLLyiFShlqcjeKo6wisCGYhqEsPunFOxA7luB0kOIPLdDRLcMJ1UHVHYt7Ppy/HtGdDyL9U8SoklTJDRIhg1P4v0CxIxQyOZ1Fet5Flu7AqW9MCeyh0ZjFCihGShuM0gyAqWZVIHCnx1RoIyzTPVImYj39Nt39WAFTIcY2SGJAPWO38uOacTkliwh9l2At6attWwskSKaUhopiQKlcGUL0LlutniGgixJsfOQrsloSBlGFIu5orEEgMKCjIaURe4wV/H6nSp4M9KUysaQ4/N+Bcpp9ndhgASKaDhJQqBE7D9KDRNN0wEhBGO5le8RgXZ3hnYLrwEVpQGuQElGoBz67hPAAw/gyLcei3xNy3Kg0wYIiSNQ2kkLz8Kru6qgLUTe9IWh99DAJpryGi0LUASZE0+g+NctTdNJlBdDLfaemUxgHRNF2DXDx2M3RD7KwkvkLjlifRKybpIkkMIUZIlgg3mM2YElWQcT4r7fU0dP49BssjWj3eTXZRD5J+I4FJ0TKMaKMlDue+4cKGVKY0HoC/gzUDpIMqsJx2RzU510z0BhIfJ1NE0bZi+WZjwDRSiK3H2Ta9+1m50PSQJGd7CvBXNQbMt7NtJFN98MlGKizu67uX0vCrXbchUo3eZFAOn3/xYwPg7DctbqvCtAzwRKrVZrU54ILC4uIpUajIfkGi4MbIsNMkS6sMXxNZw/3LidLWAeP7mcSGVw0WSgCAUKjd/MLLkKlMEsjleKl+4Yw/Ao65748kPP4Nh8Dcfma7AdiqGM6oZ5X1CIDW1mBBmdbZxrXe6NsmG6ViL7NvmK+j4PTwDs74MHQz08o+BZeHXLQAnIxINQUt7C0OHv1UMHVF/wK1D4wq7QRfo+c+wsspVpvObkXwM/lQbu+kXgr14PfOrNwD/+DPDZO4AH/5Qff3IJPLNaaLcUExjJtudchHWRukUEH4EiNp2nFuuuDWCSsUFsMqPOwZEqe19BlH75ecstnACM6BFdy4kyUADvWlP+Pgk6XlVZQivFXteqxBRb/V3GYQUWX/dj07JxusE+394RJPJWn/IXAn3n7Oyyl5UjCTLNLXp0z0CRMkUAAG3LB2H/LlG2SUlUKIR3HRZbMus88x9LAKWGCczMoGhUgFe+ErvnTgAzMzg0W3E3QGI+SjudBfCeEOyYDssQGCTcgE+fdYM/9LlfiGMNetP3iiQWXnycTFMDoDR2bSCKIwW/AiUJMqOM0HUsFAm7xlHzjLjnx8my98XGckceTFqT29UQrSrcrnofsaPk2LgZS4qGoO6qHJX4XKDqoBQo7JhTxIJMTSzW2jv4Ldtrvtg+wc97SKd1FCYDChSRf3Kt/QR7wdTViZUBoXBVn8uh2T05X5G3o/DBM1BKchFAfwoUXZXdz9ihQnHnwuXE72eYtlv4SqTCFuRMKs9yBGIPlj2PTqNLQThCzVZJks3DockSDCnTHiIfGKNchaeuYAMvWM2UDDhRChR+b46GrGEn8vw+CypQKPXmqR4VKF2tSvj50fn8EZeB0lWB4jY59EbiE27HpdamQ610hB3ZsMmtBLsQKPWWhZJhYU5Zz6wMF49G/m6hQBHX0eJNEpaajyWBhL2bQ30ECiczG0oRIAS5PTtY57LfqYKvr8Yldj+dXqrDtB12jcucQBnaEPl7e0YSC68u+w/RkDKe16DEEeI9oEOBYq6CAkVkoDjN6LmZf/bZJ1kBd+6RA5F7r6Zle+qkqPnbJVACCpQIFbkfHrmrePknaqanQr1rY9emQEkeIg90t/FqWQ4km41RHXXOVJSFV3gzTkqEyNs09Diblg1CHWg2J5WjGk84gdKTAoW/X61l4Z8efBYfve/5RD9C+XqVDNJuTstAkSVoTjNRXk4YDNPGA4fZGHTr3s6mFPHM2Q7tXEM2y6AUsIkCoqTi121+Cy/Tgd3wEUoJcmdUWUIWDWRSijcOnBMEyqXea6NyUNymBOLtI7i91th1TGG6OLsIy+7sHG4myfHiEI0CjZa9ll++AvQ8Y7zsZS/Dpz/9aff/hBA4joMPfvCDuPnmmwd6cGs4v6B8gUelC1scX8P5w9bRDNYXdZi2g0dPdPH4h9cxfqEzUJIqUHr2qz4PuGTjFAq6AtWs4P/ee9g97zsn8isOuh8IhL1VZtTt+jRatmtdEoanTpdAKfMcdzsvKpU2D08A7O89e0I9PKPgdtJ1WXwlCvf1dzmm8qzzczWhDwEgrGjPF9qxlmRL81B/73b87NHfx67qI2yGPn0auO8+4J57AMv3M0QGpq7p7Xgium5liWAk6z0joQRKSEi6KJaIwNBsSkmUDyS618JUOIu1Fo7XUyAAto0xz9pTzSzuftrLK2haDtuYoEsWgR9BtVFS8om/zqomUKCEbW4C3Y/PnC2jSrLQZAkTqpEoO0VXZddu57TPxkuc9w3FjHddRLFSXK+YwpSaZd8j4vgB9z5d4lkmQmXUDe5z2rKj7Q44lustYGoDhv70/wBf+xq2ffovoEytR7lhYpZ7kjdaNmRqIgXedT+oEPlWleUH+b83SMiKV2xos8fBRaJAWebvF2fhxTbzMgE0aiQKkc8TQaAkVKBIktuBOuywOTBKgSIIlBHHN245VvfuY3H+tWybp3cqL57pcGupKLhWJHFzjGO7xX/XpqxfqBmAyNBkCWmn3mHhdWqpAdN2kE0pWFfQe1Z6ThbalQEnFmog1MbWyqPsBSHh8T1BLwIg7FqFjAXCmshxaGdGBV+HLJEiALTbgvaASBsvMd72oEAR60ldk7tbSAGhTQdRIHz8pt2OJ4IAPcqt3IRaMQ7CwotSeONJgFQWyoW8rmIsl4IqSzBtB2Un3f56DleBEtLJL0Lkq4bVrmZu1Tw70aQZKLxQ1JVQ4+Ol6PCOI4E9UiZKgSJUe8VExyiQLk7CJBpsywQqIYVr/nuLTf69oc78E8DLf6g1bSw/cxjnlA1QZQlYDA+nB3xKZz52CmLO0uLnvJQqoy7l2i28eNG7phQBALk3/BjrXAa8Dmau8M1Yy8imFBYkv9RgFm1Wk61XVzoe+uFTBBycqeBP7jmMJ08ve99PsP8Qnfnbxwen/O/MQBEWTYPOQCFQoxQo/LM7ey7F3Bk2js4dORm59zKEVREh0fO3IIBaIgNFrOGTK1CyKblv++SMq0DpL0QeAJa6ZMFUmxYUaoIQQNcD1ytMgUKpbzwutr9cZjmCtkNBhbLDh6blIEUbbm5b5Hkf2ghFYvaOiRUoAJDKY6Hagu6wXEt/A1oUHH5tSdI1XBLwezVFjb5D5B86uoBGy8ZEQccVGzo/vypLLsnckYPiD5DvNme4IfIGDNN2FTlSkmc3VYAsEdy2I4v37t/NVCuUAvPcMnrCT6DwHJQggeK3gxOEze23A3fdhaGvfBnqS64HndqAxcBntGzHbWBMsv8WaxdKKVohZMwakqFnAuWDH/wgPv7xj+M1r3kNWq0W3vve9+Lyyy/HAw88gA984AOrcYxrOE9wLD4RDiI8ag0vCBBCXBXKg0e6FxNEIeNCZ6AIBt3qZuFVG1yI/KBA0gVsGc1iY6aFUt3Evc8yO6YdF0P+CeBb4I63bVLj5M9iI3LlRt/iJp9v8/AE4AVOhnh4RsHtpOsi/3UVKHEFdX8xebXtuwA2looFL++0LAQ6AwGwhdbR+4Fv/jYmbsxBkWxYSwT4RhP4ggF8FcD+PwFu/zTwE58AfvJTwE99CrjkR3o7HtdSpbNIM5GRsKF1FAV7ye0YbUOIhZdQoIgmlqRqhTgVzvdPLKEmFZBNKUgpEibGx2FJGr761LS7OBbnTpWlZIUsIIRASbaBk/hGj1bnQ7uoAYSem6juxwNPn0RdyqKQVkCa5WQhwwA2iRwUX5C8IFCmirpvg7fcnnMT874KJ1Dkpi98ni/i5012DyRWoLhKMRM0qlsPbNG+XDeBvXtRvI013WiveTUuueUGAMBzM2xDWjdtpJ0629QTuX9bAUEUBAuFiu4pZQaNYA6K2zXepw0ZMEACJYEaRtEAWYMsMT/oJCHyOYkTKGFWFFHgNl4Fi609oqzCyoYJ3akjDd6tKQooEdZQLiKIq0yRqUBpRLh5FATBEzvH1OYYYS6rK1NvAK4VhypL0J0aGi27rRAsVJ+X6BTk0KGelZ5inJ8tN2GYNs4sN7CldRgFWmXnbMO1Kzt+//wXcq5TiswKwQhce0rddcgCZT/fkcmVEJsiCRR+bYxS9LgegJvzlXT9GzYvREAShE43z/oQy5h6y8IZrkZMkqMXnoEixiihQOEKz5QCSSJYx228zrX4WrrZPrYv8AyUsRDCXVdlt+lKhHYD8J5fLcfGnARwO227hsizZ16z6wClrtoj9D1dW7CItUQClWgYCmkNC8okK3yG+N03TBugFDlBoEQoUEQjU+3g8yi9//cwW89yBUo0gSLWWIIIs3mjBu1C4qf4vWH7i8M8s6LC1WD5sPGPN5qQ+gK2jrG5+gdnS16AfH7dYGsLehG2Q3FqegYf/OqzePL0Mr504Kz3/QT7j4MzbH7YvW4FjQ0B+O2tsym/AmWABEpbBkrInMk/+8LIJGyufFvIFOGkM6F7L8tg54HEZT0EFChDXVTkfjT8Fl414XDQG4GSdjNQrL5C5AGPAI9CuWFCo00oEgEJKob862uBVs1TtAeeK10BWkQHBWAZnQSKYQrVDxg5FfVs8CB5AD0pUFpKFsv1lqvgTqL+IJwwIKlB2s2lobhknxXbiBmFJ0+zueblO8cim0zFPqUjB6VZYgQK6RIgDwBanq15aR2GZcMRBEqSNS1/zYjS9FTQpVPsHpE1oLjFe61QoFRn2/dIYfPMnXcC+/eDEILRSzYBe/d2ZIn5SZAkGSgpRXKHRKO1RqD0i54JlMsvvxyHDh3CTTfdhDe84Q2o1Wp405vehMcffxzbt29fjWNcw3mCUKCsWXj9cOGGS0ZBCHBopuIGQYbh1GLd7Zi68BZe3RUolFI38PNiUqBAL0KWCN6wO9tWiLkoAuQBj0DJTUCVJbfAEdeFLIq6W0YDmwSfh2db4GSIh2cU3IDhriHyPSpQVjtA3v2dvHjy8MeABz+CXbP/hssaj0CdewooT6PQOAnp678FPPRRoLGIpcJm3CW/FpX7JWABQJMCP/N24K3/iW1utAxTzvRT/A0qUOqLwPP3APd/ED9x7HfwpqW/wVvnP4zdh//SC1sXCCkGDaVVtpH3/T8JXAuvkO61R48voibl3fcandiI7RM5tCwHn3+MeYlXfAG3iSEyUAQSFjdV3q1um03PkikIsQgWRbCI7kdnz6V44s//FnWaYZ/PKCVSoADARjcHxSsEnnUVKGlfR/Wyd626FKbSeXYtHdv0NvoG23As8U7jXjNQLJvCEvJz/2aTo9ay3W4p//2yhxcxRFHDaNlIOzXWoacXevKeb4OfzHCcwdhpdYMbXD9IBUqu/b36RYRnd+fv8zaTcWO/GHdzRFhR9LD5zjEiI2t2V6AU7EWoMmGEoLDG6kaARJz3bJGRqSTk/oyDKEbm4or5otM8t67/e9YPfh2GFVa893cfPj9XBSwLO973K30pPYUyoNa0cHCmAkqBa+wn2Jy/9WWDKXi6OWDh1yobNr83yyxDCQQLYNcuiTVVGCIVKOL+j1DHhGGpl/wToCfrJ4XbKcrNTtK5Da5ljHdPH56tgoJiSE2mDmc2TUELL1/3Kzx1qBjXhY3XdFMQKN591bRst0AXpkABvByUNhuvHgPkARZ4DSS38JJBkaIGGjGFoq7+8Qnn6CDyusIIFJt6RIIPhukg55SZjQ+RgUK4xVWusgzUqqg99QxKeg7nZmyorRYwczDUGkz8bsBX4OZzEe2i5BQECnV85Bq39S0R9rOh6y5REG9WcMNmNgc8cGgOVOSfDNK+C8CzS8DB2QoWKg3o1Auub5tDYvYfTct2LQt3Tw6QQPHtjdOa4guRH6wCReIZKJHKqjvuwOxP/5z7X1uSsfz2/xK69zLr7Fm25Ez0nKW1Eyj5LjmGfngZKD4Lr+B6vAvE+G/ZFKacLAMluG4Jdu4HUWmYkKkFRZKY5bMfrpLZN1e4uVHpjnW2TADKczPsZpiFlwPdqcfbpgGuhRfQG4FyvCLBoYDOMzkS2WdxqzF5oASKp0ChFKgmyFP1g1KKw7xRZM/66LFL7CU6SDKjDIcCDalL/gkApHKQCEHKaaBpOq5ySNYTjA9hDU5iDz22q30tpWW9sd6fg9LFXlc4Q8wHsvBEXY4QAiUuk46DEOI2CyTJBVpDOPoyfRwaGsL73vc+fPazn8VXvvIV/MEf/AHWr1+h1+8aLjiowweeNQLlhwojWQ171rGJ6bsRKpSZkoEPf53JDfesz/dtpzAoCAVKHIFSNli3AyEXXjHTBj45DpE6fuEV2yFJBENptd27/UIi0CEkut+iFuq2Q3FmmS3SRJd8G7iHZ1vgZA/wfNLjF+qiEyvW0sm/UV/t/BOBMR4Yt3QcOP4tbDx7F24pfwlXH/ko5K++B5ee/RzI0jFATYNe9R/w18X/isNns5isLvV9ziIhyI/TjwJ3/SbwxV8AvveXwJnvQ5dtNKQsAIqhhceAr78f+NpvAScfZoVnf84HByGkzfM8qdIryj95qdbC8+eqqMoFDPEiFcmN4y0vYtYWDx6Zx4mFms9epBcCxadAUfTEhd5cJgNDysByHC8fKIigvVlE9+PRqe2ovPhG2OkiKxwapcT2IGJ8OMULgZRSTJeEAiXt/bxRSmTfBTCf5xbRYdvUu77NMkzbQV3KIaVKiQuXKdXrJjdkXuw3OguTQkWUTSnu6wFgFy9iHOQ5KHVOoMgSVkY8tGWSVDo6rVcFQmkSVKCsKAPlPIbIA4CW9SlQumegZIQ6pBf7B27pkmmyokrQs1yg3LBQtBeZT31uwhuDuhIo4de6OMp+r9pahpXA2kLA/axxc4wbID8guxp+3SdSbP7zB8kfOVcFFAXb3/3zfSk9dVV210bfO7aItFPFpTa3lVipfZeAmwMWFSTPxpeqv/DJO96RHob4uP1koADAZt7UMVcx2nMwZMW7LxLaeJVcS9iEiuYeLLyUbJEdVqt3BYooMK3LJOvuVRUJDZKFQ335V5EWXuxeF8G9Zxoi38o7zkWu9NZVOXK+EBaU5yq+IHk3p6sHAsUUapEu5QtZBZQUH8PqXULk+XtGkTIJVaJBFNIqFpRJmI4DGqJAaVo2Rq0Z5tZSWB9OWFYqyLzqFuC+b6J29DiW9TzKp8qQHj0AfO0u4Oyzob/bs1ji1txJsq/AiKm6lIVN4c0VfN2zBPazoWtsLesWna8bp0hrMhaqLUyfPMK+H2FP1isaLRuf/u5xfOieo6jaGjRFwi/fNIn1RR2UegpWFxH7jyPnWPbkcFYLt6ztE3ndy8fKtmWgDJJAEcHczQ6bKj9mH36c/WOc7XXm7vtO6Ots/uzbcccYsM3yCLr4gjhby/ma23wOB70grcru9NYi/HqZ9egfACsOX17/Ht5Y+0dI1O60dwqg2mAEgiKz8PM2iGffbgEmH8Mi8k8EFJ2thexmnVl7+mCYNnRaZ+RI3Fo0vx4yt3NKSqBQSvH0AiuO6A67Xknsswg/n4kIg6RQM5AIQV62Eh+HH2dLBupNC5oixdpTinVMpwKlDMfhFl5dFShZTvY0YFg2KFc4iesY/7OiwcnXZHeOj83jezpfH5aD0mUvOMb32vMBBYpoANBVKbEN/BqBsnL0XCl/8sknQ79OCIGu69i8efNamPwLFI5tQQZA1iy8fuhw4/ZRPDtdxoNHFvBjV65vG4QXqk186GsHUW6Y2DSSwS++YscFPFKGJAoUsVjK6+rAAgIHAl+h89L1BfyPN1wORSZul8kFR8CjNqPJKNXNSHuV2bIBy6ZIqVL4RuT224HbbmNeyXffDXz96z0dTsEXNBt72M0Exa3zbeEFANe+nXXz1uaA2jwaZ0/hROUg1sk1XKJYoEQG3XErsO92LFo6jEeehDQ1hdHP/T3w6lf3dc4iIQo55TPe10Z3ABuuwRnrEvzV4ybGMY//tfMEcPzbrDvm2x9mRUuhvgh0YY5lNcyW2IYiqbWJl4HSvth97CQrZE1MrodW4c9sbhLbx3N48bYRfO/YIv7xkVN46Q52b4ZaSURBy7ENvtVMnn8CVgSpSkOw7AVWSBje2vmisA7VO+4AHnoI+OhHWfej4+Cxn3w7sHEjNoxJkMqEvV/EeQ1CKFCmSwYs28Fyw0TTdCBLhHX3ip83lr3CcpfCXS6lYE7OIesssJ8b2gAYy2hZFHUph2JG6ymXKa8rWKy1UJdyrG88xMJLdIgFu7i3j+cgSwSluom5ShN102IEikx6tk5pg6ywa9+qsqJfwkLSiuCSHWXWISw6JVekQBFKmmTd8qHw27J0I5A0dj10K5mFV5oKr/deFCjMwktvsjlHhIkH7zmhQFFUwogJ0R3azcIr4rPmi6Psd1AHy0sLGCp2L3ADPguvOFJx0AQK35iPqk2gBSzwsO6lWguLtRYIAbb93FuAA99pG2uSKj0nCjpKDROPn1rCpcYTyKgEGNkODG/p+rOJkBFkVzj5LBQobZ3j1XP8m2NoVH32L32goKsYyqgo1U2cXqpjx4TvGUwPs+epsRQ+rgcgFM2JLWFd1Wax60vVHFubpKwqWpYTXewJuaeFheq6hDVaESIPAI5Rhgx0kLyuhRdvdpgqsoLi8Sq/DmadjW2ygvkKW2uP5aLnC6FAmS2HKFASEEwCHoGS4H5I5SHV69BpPIHSVYGSlHQOoKAzAoVSwF462VFwMUwHY9Ys5BSJtO9CPo/cB/4ncPcR1FUdsu4AICBlCXjpPqA5C+CKzh8LWMVKXNlEuhEoqoSGlOMh8u0WXguUjUWhChRCWFNS+Qy05iJu3D6Gbzw7i5lThzGVQaS6phf84EwJn3rwuEvYFUfHsT1Vhjxk49L1BUwvG3hmuoJrt/jW+RH7j4Oz7LPtnuySPXngALBvX+JjVGQJt79oE6pNi40Tosg/4AwUSSLQHAP1GAXI7MtfBUxeCoyPA3NzmN+mYXfI6+wGOxe2EjN3By28+Pqt1rRgOzRy/2qYjuuQmNEUjxzvcf8luuYbLRsG0ZH1HUsUak0LL63dh0mtgUfMk1iqxa/767Ua0gAjLOTAGK+kGClrm2w8UPWua8lUhp1Py6HsWH3rv5blIOc0uitQFA1WZhyonmZNXAlI3CNzVUw3VGwnwIY0uz8qCZRCgkBJRBgkBc8ZLcjs93fbxwdxmM9tl4xnY+s4Yk4OVaCAoiFlEhEoIgOlVDex0eHnI51EgcLn41aVrbMJ8RQoEyEEyvgu4Oh9EQRK+P0kCJS5gFNMi89fSfJPBNKqjCWgvalkDT2h50r5vn373MmG8lHRP/moqoq3vOUt+NjHPgZdX+WA3jUMFFRkoKyFyP/Q4Zotw/jMQydwrmzg6HzNDdUr1U186GsHsVRrYXJIx6/etive//s8QUgx4wiUpYhC3QVHINRYeEtfFPB5j4sFrvAej+pCFh3xG4rp8I3InXd6/96/3wufTIhcKiQzpOOwvS6n2OJW+gIQKJIEnGkA+24CANjr6/jymaeR1xVc86bL8L2v/Btee+2PQVZVzJxl98T4S66F/Gq+Ke7jnEVi6hpg8jJASQMbrwWmrnaLF2MLNeDAM0iPbgG54bXAVbcDh74GHP6aV9CSlI4O8zEfaZbYwotv7o2W3VYsevQEKzhdtW0KeJpvVvh1+olrN+Lxk8vMaoa/T74XK0HfBr8X+7aCrmBJHoLlzEd3vEd1Gvu7H7/+dRw4uQTsA7Zv2gA8DaDMPbtDzmsQo1kNaY1tIKdLhltEWDeks42FP+TSLdzFd/bmdAV1KQ/bnAdtLIFQChglmLaDBsliQ4/ZUXldZQQKyXrHEkBUjpamSNg2nsXzs1U8N1OB0bIx7tR4h94KO+L0AtvYNMvnR4Hitw1zCY+YgNYkCOtw6xXNMiCenm6fP5WDzO0MliOUIYCn/NNdAqUXBQqz8NIMVlSxHRZqGbTnKTVM7LAXoeoSI124r3u/Fl5EVuGkCiBGCcuLs70TKOdVgcKu04jCNs3iuT8yx+6DjcMZVkwOjDX44heBj3yk69tP5FM4PFtBc34Je63HkCnKg1OfAN4Y1M3Cq02BwtYgVmac2R+h/xB5gNl4PVUv4eRiCIGyfCKxAsUlfxNnoCx7v6cLUrlhEAAZp4p6y4IWZb0YsNpqWQ6Ocyui9elkCpSUIqEusTGathq8KCjGRXZ+RKew6DQXFl4nKxKoAhCAjSeZEZfUGwnJPxHwLLz8CpRkSkk/ROB7MgKlAFk6h7RTw2JsiHwXBUqfFl6aIqGaXg8sAVZpBoppuAVF8XsvsWYg6SRWoZH56bcAz3wGjeMnYPEGR2XntcDGTGQOirhuFcMEpRRSi+dcpLspUNi94bRZeLHxec5h90Zk40qWr6/qC3jF7p34xjMzMJdOo5VSoa3Qwus7z8/jb77NPutYLoWfe+lW7PrBBmCuAhhl7F0/hXufPYdnpwMNBhH7j4MzbPyMzT+59142nn7jG8AttyQ+1lv3Tnr/Ec0TwUyNlUDRIUsEBA5arWjb7dn9rwPOlKDKEszxcczd+nOhr7ONKmQAjhozdwsCiFuS5TQFhOdkVw3LJVSCEOsDWSLMglMQKH04AGT4+rcODaO+Y4lC0zCQdSpIKymknIZrwRiFRp2No5Ka6rQyI7yRpzbPnov8ZMdY3HG8qRQsojHlSKudQDFMB2O0ztRnXda3dm49cO40e58E69ZvHpyDIWVQzGhoqS2Aekq0OMgWO5+qPlgLLwDIyyK/sjuR48fhWfac7upisyfm5OVG4Bo3K8xAQcp2t33UmIUXQGEbVaQcA4QkJJSExa7DG6bMOhs3iQSM7ux8vVCgLDzvNiJ0I1BcC68OBQrPBev2+XwQ66k1AqV/9NyW/YUvfAE7d+7Exz/+cTzxxBN44okn8PGPfxy7d+/G3//93+Ov//qvce+99+K3fuu3VuN417CKoA7PQFlToPzQQVdlXLuFbfJEmHy1aeHOrx/EuXITozkNv3bb7guefSIgBv94AoVNpIntFs4X/IXOiw2tGmDxDS4vMgvrjCgLr1NLbIOwWhZkotut0bJh2eEXvGHa7V1OUWhToJwnC6977wWuvpr9DW9jW21acCjYAotDBKyuK6wSqZbKAa98P/Ajvw5sv6WtsLNlNItfumUHfv5HeJZZehi46i3AG/4MuO4drEPykld0bCxGfUWT4Wyy8SGjyW7HmlChlBqm22107dYRb4PFu9RHcyncdhn79yGek9FTBgrgkWY9WIYwBUqB3XuRFl7L7O9gd9jttwN33QV87WuY/uJXMbvjMsgSwc7NG9n3+ZwLfahrXgIhBBtFkPxS3c0/EdYq7u9uLPusUborUGpSDg4FzOoSe/Zt07XwGk6YfyLgFm3AN2AhaglPgdL53sKL/NBshVl4UZ6BslKyQ/y8UR6MnVbX3+dToPiL+CvJxBiEhZcokmq57vkWWg6yLDJQojffQvknrCL6CZGXzKobEF8LIWvKQoEicwVKF1soFzHZM47Ono3a0lziw63xOTCbitmoVjmBkhsUgcLOZ1Fi50cQKM9z26btIjvNN9bgrrvY/xNgsqAD8/OYePjLGK2fQjqdBra+dDDHDnhzbsS1yocpTGuMsG+leDA16d/CC/DloCwEg+RFJthyovdZ7jkDJXmIPNGLkCTCCZSYokbAauvofBW2Q1FMq8gnPCxCCKiSAQXzyW8jelMFUEo7LLzGcilWiHUompIY39mxCE/2sXz0fCEsvOZCFSjJ52M38D1Jt20qD0kiSDt1mLYTuX5szrHjiFb9JLPZDIOWLaIh5VgXusgDEb/XsjFqzbI5zh8yHEBGlYEZNq6Yk2xc0e/n9kxdCBTboTBMBwq3hlO6Eigy6q4CZZntCTgJMGvFKFAAT9lbX8BUMY3LxxgBv1gzgfxU7O+Nw3y1ib97+AQA4OW7xvF7b7gMl64vtAV7716XByHArK+5JAoty8HRuRgCZXoaOHiQ2bAC7O+DB9nXe4UIOlcHG8wt87WE2YwmEQRZuYt/xsiMU/4c01glhMgdYb9Pkohr5RaXg1L3BcgT6njzQB/7L7G3a1Bh4RUfIk8abL2eUiWkaKOrhVejIQiUiP2X3yYX8K0li6Evz+kKDCnNnv1AfmLTspF2M1C6rJnyjHxskJiweY5a08Kjx5dgkAxGcxqy4BZeXZQflu1Atdlr1fQA18acQMlJQgnTowLlHLs3d3TJiHVD5IMKlGaZhcgnyUCRVUgau/a6U4dOG5AJAUmyphUKJYBda2HfNbytjTR3UdjAzo1tsiYOwGcVGX7+x4WFV+A5Fk0FSQLkBcT8uWbh1T96rpT/4R/+If7kT/4E+30dsVdccQU2btyI3/7t38b3vvc9ZLNZvOc978GHPvShgR7sGlYX1GYDD+knnHgNL3i8ZPsovntkAd87tog37pvCH99zGGeWGhjKqPi123YnDhM+HxATheVEF6SWXQLlIrufwwiUHmXiqwahPkkVXJsUUSyKKqIJBUpo/skAkNVkr9NJyOIDEEU3VZbiZax+66bVJlCmp4FyuX0TtmEDcjm2maEUHbZos2W24Vk1AqULrt4cUuhRdWDXbexPCMZ8obFD6WRjBCEEhbSKpVoL5YaJsVwKj51YAqXAtrEsy1W5+meAmaeYYobjtVesx7cOz7vBqD1loABAYQqYPsD+TvojuoKKXIRpUuDw15k38q79Xkeh43SGyAv4uh8fv+QqYOk09qwvIJ0PFIwSFmY2jaRxeLaC04sNd9PqEijidzcrvhyj+MJUSpFgyOx+bFYXofHPYVAFlqRhJCEhJuD6YlM+FoQUJqMUKAArZvzbk9NMgWLyDBRCVk52uIqQcken9arAT3Y0B/T7BkKg9GBFozEFSrcMlIbJxjDNqbs/lxiqDuhDIEYJ6+USjto6ak2rba1BKUWpYaJoLUKVuALF4hvIKEJTIIZAkTIjwPJx1EvnEh+up3KMGHccG6jyOVQE3a8U/NgLEvvMCwEFyvZxXvTqR+k5PY3J5Vng9CnszZ2E1qhBzVwCLJSB9QMq+LlF1QgFiiYsvHz3GO9SNjiBoqtyT1aCQQgC5cHHjmK6ZGD7eA7bJ7LYI+UY1duNiOOIsh8MhShAA8meN30IskSQtWMIFMfpuKcP8Q7dHRM5kB6GBk2VvSB5o+S9r17gVnrsv6JIKkkE64Z0nFqso4o0dNTcsW2BF3RGEyhQSg2T+f+rsnfeM90JJoAV+YQiKZWEUNNykIlH7hqWg1zABoZ+4xto3ns/8JKXhOeqWC3PKqgP28eCrmJemYRlTwOlk14mHoBWq4Vhex4yyURbeIHZQqWm1qM5PgmMj0NfnIO2bQ7AAiu+iQ5mH1KKjJQqoWk6qBgmFJNdXyUbf65TqgSDZHg+ThmEP4uOmkWlxs55ZM6geNb5z9yyvgn6DHC8mcOEpPYVukspxacePI6m6WDHRA533LCFEU5A214qoynYNpbF0bkanp0uuzavYTgyx0jHoYzq3pcuKhVg40b2rAl85jPsjywDS0uxuVIdWA0FCiGQtTSACmirHmp7adkO5ri13mVTBTx9ptRh/SPgNJkChWoxnysQIg+w5qKKYSUjUFIKI5SpwxTXPdj2CYjGyTrl6wPTiHk1IHMCJa3K0E0DFcOCaTtt2Xt+NBvsWklaxLVyG3GW2/+OaPDJagqaRIflGB12Y4bpIOWwAn23taE8zBqu5kwdE7VWbC3mwSMLMG0HheIwMo6MTEuEyMcrPwzLcVXEWmaQFl7svslILcDpzcJrsdbCQrUFQojrihIFMSdHhcjXpSzyCazcpVQOwBxStMGuj9SDcjxVYGvSZgWYe459bTzMNA+sK2RsF9uPzh8GRrd3t/DiDQoVw/LmUAAtWyhQeiBQ1hQoK0bP89lTTz2FLVs6OyW2bNmCp556CgCz+Zruh6lfwwUFtbkCZS1E/ocSl64roJjRUG9a+L1/eQbH52vIphT82m273e6xiwVJMlCWaj36VZ8viMnRMtjmLKBQuKAQBSmfvVW6m4XXEidQRga4QfCBEK/TKap7xQ0pjOsMBthC9cqfYvZUq1lAFZuwPXvYxgtgf+/ZA2XLZmRlVgQIfp4ZTqBMFF44OWLtIfLJC+5ukDw/B4+eYMWU67byjdXG64Dr3ubZ9YAV0n78as8KInIjH4XL3giMvhLY+aqejvNIai8WSZF1Fj3xD8CXfgl46nOsu7BZArNFIl54eAgOnFoGAFy9qQgoWntIZUJrkHYFCrtXNnBvemh5rmaiwNJx/r7xm1RCCBxO3pjVRXcBX+UKkl7Ve+J6LDt8LAhRoAhlYJgNzvbxHCSJYKnWQsMNkY8/r4ngbnxL5ylEno8tRrmtMDmQ9xQey/2gF/WNCNR0GjBM27XsDcIlr+0+MlAAV4UyjmX2fgFSuWHagN1C1ikzBUpu0iMGk1p4hXxehWdONMvziQ9VfNZIC6/aHEBt1onYgy1RLPh1zxN2fherLbQsBye4mqJbZ2Yk+Bw18fpXQz5zErszZ5BZXgB+/n8Cmzax7w8CXdRCnoWXr/DBLSPrShFA//knAnvWFzBaWYB9/wN4/pnjuPvpGXz0viP4y0eX8czZMh565iieOh2vCKaUuvYgidaUZp11lwLJioX6EGRCoNAWjEZEV3mrgqAFn1Bt7uzxPlBlCQ0pywiUZsVHzAy565K0Jrf5zosclBIV4zv7GdHx72+mCCKbUtxrPScsSHpUoBiWt+BPqkAhhCDHn522YhFXGZif+gwoIcDpU0gdO9KpMhBFLUnpfWyDFyRvORRYPtX2Pb0xC4naIFq6a0NP9kXXsCwLAEPbNgEf/DN2PI7FiJkQuAqBhgmVEyhqFwJFkyXUJXYvOWbTtRk1dU8NFkkgi8/ALb/25qpQJIJpOoqnzvSnuL//0ByeOVuGKkt420u3eeQJ4CNQ2Lx26Xr2TDxzNj4n7CBXMO9ZF5J/ks+zZqd02lOMEsL+/4lP9EaeAL4MlAEqUABInNBQnGZoF/l8tQVKKVRZcseGuUo4gUKEOiLuGAMh8oC3hu8I7vahzVpZ7C/Txb7UuBleMK46fO1o1iPXQo5DoTU9ZVmGjwEdBXYfDINnXkQRKMHmRyNiPfXAAwCA3LHDaBEdtk3b7MYch8K0HaRpHRJB1wL9pr03gGSGcVC9FB+7/wiz8goBpRT3H2Jz5zU7t4CAQHcEgRJPXBimDc0xIBFA7kVF3A2cOMwSNkf0EiIv5rYto5mulo0FX4h821q1WWIKFJKNzrjyQXx23WkgRQWBkvDZdW12fQTKxKXRrx/j1l7zPCuli9Ixo4XMoQCafShQPGeRmCLaGmLRM4GyZ88e/NEf/RFaLU8KZ5om/uiP/gh79rCgnDNnzmBycjLqLdZwkcJVoCgXWcf+Gs4LJIngJdvZInmp1oKuyXjPbbu8DueLCKJTzIypIy1frBZeaoZtxgwDePr7g5GJDwpu/omn1BCZImEESsUwXcnsxlVSoACeZUBU94pb2Iqz7xK4/M3AZT8+sGMLRZdNWD7HnqmgL62rQLmYcnG6QPiyShLpyeJPBMlXDBNlw3Q3tW0BoCG4aceYaxfX83l68PvAq98JfOu7PRynimVlDJ8a/mW0rnsn6yxvVYGn/gn40ruAA3/PXqgPsbybEJTqpmsZsW9T0Xu9QFIFCg+SP7VYx3SJbQg3FPlzJ0keKZDQwsv/u636kruAL3EFSa+qQ5FJsygUKM0q68r3odyI7uLWVRnbxrzNSkYQKCtWoPBz3RwgoREHQfg0K4NTvIifp45nC9IrelGgpHiIPG2A0nCpv5s9RemKCZQxwo6tFhjjSw0TQ/YiZImwolEq7xVcLSPeB50HJ4eRZVqeFftsodZKgK4ZKBU+d+fWrcyuzQ/eFZzh3aFL9RaOL9RgOxR5XXFtHXoGn6Mm7Aa2p6ehSSbkqg2UU/0VCqMgiCSz0VZ8cw/Dndv5/eXLYasqbPxaiX0XpqeRO34EH3jk7/GHd/8Z3v7cN/CKIsUmnaIu59GyHZQWzuEv7j8SafEEMPs2oX5IlPUl1Hdq2lXzxkJNu3uvZjWCGBRjl5YFZAW2Q10lUq8EiqYwAoVSANVZz04ylXeLbUGFp9gLLFh83uVjm+hsH+1yL04WfDkotuURuj6y0Yqz2uJjkCKT2EBhF0K9xYunrg2tr8Gl+Y+fZV87fQapyy/rJA9dFVGxr2e6oCuMQLEpsOwRHY5DUWgyWy4yvLnre/vHnGJaZa8f3sa+sHg04nez+6laq4I4bN7VssXY35NSJFiSBpsojFxbYhZhTY09ixlNaScx/BC2q1yBolbOYCSrYVGZwDcPJrdKFJivNvHZRxnp9KZrNnSu9wKWSnun2Dj/7HQ5kvAHgIO8MBuZq3DHHcDb3sbGIklif7/97ezrvcBqec/VIBUoAGQtDYkAKdoM3ZuJvcRkIeWu0Ut10w2cbgPPVSNxaxS1U4Hi5exEF8XFsaU1JVk234EDkd/KCLLd4eMMdTw1agAN00beXgbA8leGFXb/x9l4tTiBompRFl7thJ3XkMK/Lqzf/u7vAAC5b30TTUuC1TLb7Maa/BqknAa3qI0fu5X8ONb/7Cfw+PCr8fy5Kr504Ezo6w6fq2J62YCmSNi3k6lWUrQJQu2uCpRGy4ZOG8ksxXoBv2/SYNepFwXKoXPJ57Yidz8wbad9rdqsgHILLy3BnEFSeRYkTxvQnR4JFPH8VKY9u8YoBQrg5aDMH+JOBoH7KexHQmy83Puph3XSSFbD+qKOtNaPLnANQB8Eyp/92Z/hX//1X7Fx40bceuutuPXWW7Fx40b867/+K/78z/8cAHD06FH84i/+4sAPdg2rDD7RS2sZKD+0uHH7KAhhm6t337oTW0YH2zUzKCRSoFysIfKEAHIGuOce4JabOhQKA+3+7BUiLNynQMm4BErnwuc0zz8Zz6eShXr2CVGYjSRQkipQzidiNmGiW8b/efyS+wtl4dUPhtIqfuaGLfi5G7fG26cFkPd1rz1+chmUshyW8aClQgCSRPBr+3fjV2/b5WZmdMUKPK1TigRVluAQGcvrbgR+9MPAjf8NGNrICoLHWLdZnIrkwGn2+baOZb1cEf8iOaECZaqYBiFsw9qyHMgSaT9fwfdJQqDwn3FqS+4CfokrSHoln8WGetHUwGKGaYcKZalLjoC/qME69AaZgVLyERrnIwPFZ42z0t8nq55qqV8bLyOaUOiAlodEiOuhHZZNYpgOKAVS1IC7N+11880JlBGHFY2DxSBBoLjqE0KY9Zco6MTZL8VYeGWLLMCe1pMFiAPePJONUkRUZtnf+QE2kPFj15waCCGwHYrHT7Jj3jGRW5G1Fe64A/rP/ke8OM26JaUjrf4KhXFQ017xMEQxJArDLnHWLAM271YVCpRelYYCvkI5+cxnsK66gJf+9Z2448evx+/+zI14z6uuwI6JHAqowjBtnFyMJuNE4S2bUiItYNogioVJczMIga2x59KsLYe/JvD8nlyso2k6yKQUT4mYEClFgiEsvESxR0kBiuaqgfKBhghBoMyZfM5plmHajkuKj8YoUABgIs+Ocbbc9M6PpLifp96y8P4vP43f/MJTodYiQoGSOCyXv2+WsGKy+56+Bpemyj6LaluQ0nonedgL6RyCQppZeJmOA5Q8BYph2Ri1GIEiD0fbdwn4c5dcAm+U59VF5qCw19UrS3AcCouoSKfj93SEEG7vxtVJC0fYe6hsLRGbO+cqUBbYerfMCJQleQxPnVl2rd6SgFKKT37Hs+669dKQMdWXgQIwBasqSyg1TJwthds7+fNP9qyLmQe/+EX29ytf2f7/XuC3bVIG3IioZlgwO22iHjI3z7pqdh25lOLuz8LyYQgv7pNUzL3hWngZrupD3IflWAWKl4HiPvNR6swubgxiL1q1ZC870gwfs+stGwV7CRIBJEIwpLDPvRSjQGk1eQaIHtEM2KFA8Y3HfteB//f/AAC5r9+F5pEzsI8dA0qe0lXkOKVpnfGmCdZME0NpvPXGrQCArzw1jafPdiq67uck5Yu3jSCTZceqSIwM6EZcNJsGZGpxwmCAzZB87tc5gZIkzF7geaGunOx+fjRFci3eXJWR1QSsJg+RzyTbn/LGoZTTQIoavRFKggg78332d359/LwxugMAYYRz6RSC6tIwCBuvNgWKOy8m33+/Yd8G/MEbr8Ate9bEDv2iZwLlxhtvxLFjx/D7v//7uPLKK3HllVfi93//93Hs2DHccMMNAIA77rgDv/7rvz7wg13DKkOEyEsXWcF5DecNU8U0/r/X7MH7X7cXOyZW0eJohXAVKElC5C+i7BYX+TGWeTKkD0Ym3i9MAzjzGPD9TwH/9h7g4FfY10MsvMJC5N38k1UKkBcQVgRR8l+3MziJAuV8ImIT5mZF+D6PkNynVClZh+tFhJv3TMR6TofB23xZePR4wL6rC3IpBZdNDSUrHsbYqSUhK1lei+96SRILWX7th4CbfhUY3so/0KbI9zhwchmAT30C9KVA0VW5zU5x/ZDONjxh70OkRO8rc/95aiwDxjIcSrHssOe57xD5ptNuY8Uh8iyA6LycPb5Q1zyE9/yAFCj+EPnVJFDE8dpme67USiE2aIFA0sRI0OHmgnfdieJj2PgvNuVZwjsXZc0L0kwKTjYUHVZcCSpQyg0LQzbPP8n7gtkFORhl42W1vO7UEAIlN8wIFMlYiu1Wdt/OdlyrhMiCvlCgDCr/BHCvudSsuKTj946xc9XNFzwRDvwzrm0ewjpYmDow01+hsBtibLxyvDDsXnfevY70MGoWW+f1rUDpogRNTW5GLqVgQm0AlLp5ImEQRZnEmXpCudCD178gUKwoUi9gGXOIF5h2jPdOpGmKhAbPukCZdzTzMcpVoATu8w2cQJk1NFBOji/VWqCUWYIFXx+EsCadLRvtKkl+7P/ve6cwWzKwUG3h/kOdigVBgIRmlYSBP/c5Po+0FY95g4vBxyvdaoaTh0JJlLDJIYiCrmJRnmAKFKPkFl2bpoMxaxYEgDwcHSAvkPGtbd3mA1eBEh8kXy0tgAIsSDnBuWM2XlkWA8LVLTWZ3Rux11g853aLzVGlM9BVGUPrt4FS4FuHk9slfvPQHJ6dZtZdb79pW7jqRcyz/JyqsoRdvNgaZeN1bL4Gy6YYSquuIioUt98O3HUX8LWvsb9vvz3xsbsQxX1Fj1Qn9w2Vrf002gpVh87yAutkQQchxLXXC7PxkjiBIsWts1wCiLqfKx+w4Q1Dm4WXq0AJjIkJG5wEgdIwbY+UjyRQLOSdZXd9LDLEwggkgCkXaIsTKKluCpSghddQ6FyTMxswoMEanwRkr1ghCt5ZNEDQPQNF4MXbRvDyXeOgFPirbx1rs06rNi3XBvkVuydYJpKagSKxHLtuxEWrweY+SZK85pRBgF8njfZm4VVrWjizzK7HzoSNch05KPz6WJDQInoyAkXLQSIEOq17CpSk50Ncx9ln2N9x9l0AI6qKfN94+hH39wfzrPzwFCjefSwIuV4IlDWsHD2dbdM0sX37dpw+fRo///M/jw9/+MP48Ic/jHe+853In6+C3xpWDVQQKMpFVoRcw3nFjok81g9dfLZdfgipouUgtPjRtGy34HPRhcgDbMG1cSPw+v0rl4n3itoC8IPPA/f8LvDP7wDu/wAjTkqnAfBgs40vdl/uKlBCFumnuAJl4/Dq3i8e4RDePSS6nCKtVS4UIjZhYuPhl767HWN5fWVdxS8QFPg1nS418Ow0KwRdt6X3YMmuGICntZfX4rv/CAE2Xw+8+o/Ynxf/l9CfNUwbz0yzDVc0gZK8u3WTzyqvw14xSMok2LS7obLNCtBYYhJ4KQtNkaI77SPgWTqYnZtNJLPBEV31MrXcrrWVK1D4NfZb1aymhZeis85qwFecHMAa2bUGi/d4j0QXj+X238UKUVmwcSmYTUIpda0kpjK8ONDPZ+QKlLzFNv/VQDdtqWFiyPIpUAREYHGUAkWoT4gcugHOD4+DECBjl7Ac00ErUP/+AfZ2xPNi70CVK1By68K/3w/EObUMjGXY8yzUENv7zT8RmH8eeMUkCldfjnW/8Mcgn/9qf4XCbnAzazrt0rwMFH5/+VSwDX/3cr+Is+Phz0FeYwUT4bkeBlGUGUqqyuuj8E75mOTUl8NfEFCzHZoRVkS93weqTDyVgVCg8DFbrEuCaoPxXAqKTFBFmlkBGWW3kDOa07quW4QC5Vyl6RGf/N544tQyvvO8V2C/++kZmAErL49ASapAYedlIsWO8QuPn2lXtnzxi2gqGjA+hpTVCicP/RZefaCQVmBJGpZl/gzwHBSmQJmFJBGQmAB5Af9c7M6dI5fw9+RB8gG4BMoye+4aUi5RkU1XZTQIvzd4gbossXsjNndO0by5eumEe+72XXY5AOCBw3OxNnkCC9Um/sln3TUZpcgOWWMIG68oAuW5Gfb13WH5J37ceSewfz/79/79wIc+1PW423DggGdZOOD8EwCAkoZMCDTHCHUHOOez8ALCrX8EZJMVz2U9Zv5WNG9Nwz+X34Y3Cm0WXnUfaSrQQ4OTINLrLT+B0mkLKV5TsJch8zVwnrDPHWXhVTUsqNQEAaClEihQbMtrZBFrSf9cAyDbaqA5vA5WOtNmu+o2YlCukuph3XT7izdhqphGuWHir7511K1/fOf5eVg2xaaRDLaO8uNP5aDIEnSnDqNld4ynfpicQLFlvS+rwkjwtZfGLUjbss5i8Py5KigFJof0xNbQwsZLZJWJdXJTzgKEJLLwgpaFRAjSTg0KbUHpKQNF2OzyOSbOvktA2HgJAqXLXlA4DoRaeCVVZq5hIOiJQFFVFYYRLotcw78D2MLC6yIsOK9hDT6ITQAF0LI7CRSRy6Ep0sr8s1cLYpL8/rfZ3yuRifeCEw8CX3kP8OQ/AueeZcXE7Biw/ZXAS38FePNfArf9j7YMFJdACZEAn3cFSmQGShdrlQuFiE1YQe/ceMy4G54Xjn3XSiBszIRf9aaRTJu6YqBYoad1Ic6qgBBgZBvbYIbg6bMlWDbFeD7VTjT6CzI9FNn877EhSFz63ydh53MqOwQKAtu2geWTMG2KupTDcLZ7QSyINqu9QHco4IWNZlJKZDeYrsrYOprxAuSJvPIChBhvRQekrCXLJegXftsxQaAMgrARCpR+LbxEJkiiEHm2GUyDWXYEizT3H5rDd48sgBCCN11W5D/Tx3XKMSVI1lqGRO2O31PmFl6qJAUIlC5B8q7SKB9aEJCzo1BlCbrTwEKpi6Ln3ntRu/U2YH4euipHZwC4CpQBEihqFswOD5hMeedGkgi2rsRitVUDvvPHwGWXAte8Dtjxyv4KhUmQjr5WgkBptGwWjlvzCBRxL6RXOq9H2fHICpDKI5uSkbUrOHSuGqlGEkWZxA05vVp4+V5LBfkShM9OilKKw8IjPqmVpQ+a7LNpEscaVKAECleSRLB+KI2GlIVhOkCzjIUaK+SMJcjiEQqUc+WmT4EygmrTwqcePA4AeOWlkxjKqCjVTTx0tJ1wM3jhMTmBws7LtjzFSFbDXKWJzz/myw+4/XYYH/sr4PoboL/21eHkoaskKib7nQGI4t+cxFXd3MarWa8iby9DJgRIQKD4VW9iPYLcRGyQvLh+jQq7vi01mVIppbAgecf3LJQIJ1DiLLwAz8Zr+gl+4KO4+pJ1yOsKSnUTT5yOD5OnFPjUQyeZdddkDq/aG2MxI54tu8XU9AD2rmfHeWi2EkrWCNXWrnUDaGiIgrCi+s432f8HnH8i3lOSCFTa6pKBwtbUovAapkBRLB6ernchYkUjAicD3MaiRvcMFGbhFUKg9NDgJOYKRqBk246l4/c2W8jZZddaNMOVtFEWXhXDgkpbUGQCEnW9/Gtat4mFeIVzoG0Pn2vV0Vqqw3YoqO84DcuGRG1oPFi9l3VTSpHxC6/YDlWW8MzZMr7y1AwPj2eKvVfsHvee8VQBsgSkBXkRo/6wDDaXOMqA9/LcDkylJs9iSaZAOZw0/8S2gNOPAse/gx3WIWxoHUPr3FGgMsP+gCnvACRWoMgSwZDNxkypnwwUgfEuChTAC5JfOs7+7jLPiMy7MAuvXiy017By9Hy23/Wud+EDH/gALCu5j90aXiDgIXNkLQNlDRc5UorEpK8AWlbn4tHLP+m9CHheIAp6L33RymXiSWAawEN/AXznT1jHzsh24Lp3AK/7E+D1HwGu/y/AlpeEdsII64DgIt2yHZzlEttNqxggD3S38HIX6RebAiUChRgFyrqhVSzsXkQQ50Ds0ZPad/WNFXhaF0Is15LicZ99V9tY1IeFF9BOVm6IU6BkEtqh6RrqUo4VL5dPomU5jEDpQ7knOl6bpgOL29H41RKi+6/YxaJu17o8dKfGNi96YeUdcUHCYDXVJwJiLBUdkgOx8BLZKv1moPRu4aXCgULNtvH/5EId//A9VrB78zUbsCXntP1MT9CLgKxBloCCvdSRtdKRgSIgFCghqgYAsfkn7FhzkFVGepaXIgKOfdYiNS0NnD6FnFELz05ybKDK32eQFl6S5J7XyZRX/Nk8ktDTOwyUAt/7OLOXy44B179zsF2nQQiyK0Qt5LfdrLUsL2h7aKNrTbMiBQoQb8eTHkZalTEsVVFvWm6uWxA9Z+r1YeFF3FDsCIWZIEBTBUyXDNSaFlRZ8jqOe4DmZqD4vqgLAoV91jC1wfohHXUpy5QczQoWfAqUbhDF3OV6C2aVq00yI/j7h0+g1DCxbkjHT1y7EbftZQTkV38wA8d3gMKqRE963/PCpmLW8NaXMJusbzw76xbRceedaL74egBAavu2cPJwABkoAHAWnEDhChR7id3nhjrUNUQaaL8WotO6W5C8WLc0q6wYaKnJ5iBNkTi55n1tEYWO4wiFGJcFgTK0EYos4aad7POHWbP58ewywXMzFaiyhHe8dFv8/k1JeZaR/DptGkkjm1JgmDaOL7QX103bwZFz7Gt7VoNACVpR/csXgGoVaHW3iOwZroVXZ4h8y3JcqyrxzAmCcy6oQLEtSDbbeyjpLvdHQPXRzRkA8Brv2jJQgiHyCRucBHHaMG1fJkv4eN2qLIDAgcyzUjJcSRulQKk0TUagSBJrsAmDGANaVR/pnG9Xet9+O/D5zwMAsn/7KTSH14ECMI12BUraqTHbU/Qe2j5VTOM/3sBI1y88fgb/9tQ0ZksGUqqEGy7xmh+h5UBAMKKwzx5HXlgNNiY66gqblYLg1m+KJCFFm2hZjjuOx0GoQXfFNQdQCjz4J8AD/xt48E/x4hN/iTct/TV2Pv4HwL/8MvDgnwIA6j0SKBIBhmy2ViFKGpB6UzwCYPM+bw6KhVCgCHSZZ/xKMtHs0TTXLLwuBHo+24888gg+//nPY/Pmzdi/fz/e9KY3tf1ZwwsY3NpCjuikXcMaLhYQQtzJ0AgJQnHzTy5G+y7AmyRfd9vKZOJJsHQcuPs3gKP3ASDAZW9iKpNdt7FO2S6FkygLr5myAduh0FXZ9dddLeRcxUZ8iPxFp0CJQFgGSrBj7N87hPxf4LotIcGSBw4M7heuwNM6VoESA9uheJJ3XF69OVBI69PCq02B0kGgFL1/Jyzc5VIKGlIOlkMBy4BpO6hLWYxkeyfy0qrsek43ZZGB4lOgJCxC3rBtFEWpzvzWB2F9peUhuvgBeFZYq4kgSTMQC6+VEijL/H0SFNKUFCApUGQCnTZcYqPesvDn9z8Py6a4cmMRr758ndcF2muAPMDmn9wkFIlgyF7syECpNAwM2UuMQGnLQBFF+Yi8iG4ECiGgOntGassh3vwBa5GamgZOn0H27z4dnp1Um2PWDbIaHZLbL/hnGFO94s+Oldh3HbkXOPkQU3e99FdWx2LGD5fs6rxWskRchUnVsLxOzOGtroVXWl1hY0ScHU96BBIh2JFn993z58LVSCWX/E1q4SWKhcXEhyln2GulZqnzm+Vp4OTD7N+ZUZcE2D6RhZLEmiQATWE5F9RfJefjglD6FkLUBhuG02iQLOt6NcqulUgSBUpWk91rXVtmhfTnqxoeProIQoB33LQNmiLhR3aNI63JmC0ZePyUd88I65tUjwoUUBuXT6i4aSdTR3ziO8fcIp7Rrfgk1ED9WnjxRpEZMgGbUma3BYByorCqTyV6Hz+J2DZ/xgTJCwWK3GKEnK0lm4NSClMn2eLeIBIWHTZGdCVQhAKFf04UNgAAXs7P/TNnS6EqCEopDs1W8PA5Nk+/+dqN3RXJhHTYeBFCcOl6buM13T5GH5uvwbQdFNIq1g16nR1mRfWNu4D77gP+7593zdrrGTxEnhEo7XMmK64ywkE8w5EKFLPmKo3UdJc5RcwT3NbNvy6OUu6JfWM2pcSHyCdocHL3oi3LU8OY4QoUq8LGF0lhx5iiTYBStzYQRMWwoNAWZJkwC9Yw+NeRrrI4sJa88073M2ivuhV0xx52mA3v+huWjRRtMPWZlu2reeGmHWN48bYRUErxBa6qu+GS0XZ1Hh//igq75pUY+yyb25HRQQbIA0zlKauQJEDniptgk0wQLcvBsXl2XWMVKE/8A3Dqe8xabmIvzKGtWJbHUCV5n8Kc4EyaXYNEFlepHCSJoGALgqyHtZF/rTm+O9l1za9vXzd32Qsyq0x2jip8nnYtvJJmg61hIOj5bBeLRbz5zW/G/v37MTU1haGhobY/a3jhgjhsUJPWFChreAFAdKGJycOPZZdAuUjJwBDv3oGDUuDgXcDd7wPKZ1lB9ZbfAq56S/KOCnj2GUbLbusGPLXo5Z+stsonn/JZA4Wg5nY5vTDGrrAMlJmSF/r4w4CCT4WwYTiNdUOBzy1sEO69dzC/cAWe1qI49L1jiy7RlQT3PncOtaaFbErpLHiKMUDRATX5NR/NanjxthFcs2XY3RS7aLPwSlbEzaYU1OQ8I1AATqD0p0AhhLhkZ13iGzHfGLfsBsjHv/fm0Qz+v5un2LMwCOWGJLV3hw2CzOiG4O8YxOcQG61mHyHyVtMLVU+iwCHE7cbTnTrqLQuUUnziO8dxrtzEaE7DO17GO4SFF3g/BAoA5CYhE0agBMd4szIPAgeKorXf00JhlcTCKwISL+wb5ZCu6IC1SE1jz2iGWuHZSdwuArnJwas53EKIN/b0HSC/fAr4/ifYv696i2chsZqICZEHvIaCWr3O1ioAMLy13f5l1Y6tCADYlmVrxoMROSjLvSpQogKTYyDyqKRWQIFSWwDu+wN2Tw9vBba+FIdnhcVJf2OZpkgwSJQCJdzCCwDWD6VhSBlGPLSqWOAEymi2+1qbEOKub4zSHEzbwb89z37+tVesxyX8nk5rMm7Zw7p3v8otagC4iqTEFl6K5nWTNyt4y4s2YTir4Vy5iS8+zoqOYv8Q+Z4rtPDSVQmKTDCvTMK2KbPwohQSt/KqZ5IRKP58v7b5MyZIXjxXaYfb82jJ5qCUq0DhN0dmBJUmO09dLbwEWeoeLCNQJgo69k4VQCnwAFehUEpxcqGOf3r0FN77uSfxoa8fhklZ0fTWSxN0bwMeseVbZ1y6nj0Tz063P0fPuZlBXfJP+kGYFZUmAbIMvPGnEmXt9QTFU6A0AgoUN0+xkHI/Z1h2AgCgWYXjULSIjpTWZWwLKFAEOWg7NDTIHvApUIjpqUXCxsQEDU5ZvxuCGq9AoTxLq5Fl959GmJJ2uR5O9pQbQoFCou1dJclbTwilZJe1lMRfbxnevMIUKHVIBInUZ2EghOBnX7LVtUUEgFfsCjwz/HcPSd0VKI7BSDEyaAUKAKgZEBAMqxY/jvhGtOMLNdgOxVBa7dzjCBy5F3jmS+zf1/88cOvvYPbG38Vnxn4FX9j628BPfRq4/R+An/o0fpC/CUBChQYPkZcpjzTo5fr41/jje5L9DCHtKpQu+wRVllDkdS1BhrbWMlAuCHquNn3iE59YjeNYw8UAbuElrSlQ1vACgGDb/aGQtkPx0NEF3PMsWzwl3uyeb7ie/Mur8/7NCrPsOvMo+//UNcANv9CXdY0/MLdu2m4H2qkltuDauMr5J4A/nDqKQGH3QNfuuIsEQn1RNSxAZRJcQfpd1ATKgQPAvn0DeaucpoAQxvNdt9VXGJ2eBsplzwbhk58ENmwACgVg/QCtcXrA9ZeM4P5Dczg+X8Mf33MIv/HaS7sGG37v2CL+8RG2yXrN5etcZYaL4a2sO3MigU+uD4QQvPNHtod/s83CKxmBktMV1KQ8bFMQKBQNnoHSD/Ip5nVeJTlmWuInUHzWit1AggGdK0Wq4KkS+rRj6e33BQmUQShQOm3REkPYAklKaKh6KLQsFEmCThuot2x8/ZlZPHZiCbJE8Auv2OGNty6B0ufmOz8JWWYEyplgIG6VERMkP9luleHmanSx8Iq5f5Q8K/aZ1QUgEzK23HEH8NBDwEc/ihrvRMxedXl4dpIgUAaZfyLA751hyQDA7t2+FChWk+We2Caw/irg0tcP7hjjEBMiD4jCWBPmwgmAOuw+Tw+j3mLruBVnoMSBF/M26qwYcWi2AkppR4FVkL9Jxi6c+K5HBPVg56Zli6gBUPwEilEG7vtDoDbP7q2bfxNQ0y7Rs7OPAHkASMmBIjng3mdRIfIAUz02uIUXpTaq5WUACkYTKFAAYCKfwvH5GszqAk6XGpjTs9g4mcbrrmonEm7dO4mvPT2LY/M1PDdTwaXrC56FVy+dtqkCUJ8HmlVk8uvw1pdsxR/fcwhff2YW124Z9lQtUcW1FVp4EUJQ0FUsW6NoUQma1QRq85DLpwEA9cyGRO8jSERFJu2EYjBI3tcAKdbNGYd1c9OEJH5KlbAk5TxyLTPqNil1t/Aaa///0Cb3n6/YPY5nzpbxrcNzUGSCh48tYrbkkcIpRcbOAsV/eVkX6y4/YoLkj5yrwjBtlxw7xAmUVbHvAtrmC0gSoFJg8ybghpsG/7vUDAuRp02UOwiUzmYsYbHXaNluUw8AoFWFQykMKd29AOsSKGzvpykSdFWGYdooN6zQBjZBgucon4+VVHgmzJ13ev/ev99rdvIh7eZx2l7TUQSBghpTlVq5KcBchCJTpK0GKo6GsmF1NPFUmxZUmJxAidmDpYts/cWt+LqNCzJX9dhNXwaKaSPlNHi+Rv9K0rQm450v347//bWD2D6WxeaglSMv/hdIdwLFXukaLg5qBjBKKComYMUfBwC3OWDHZERm08wPgO/9Ffv35W8Gtr0MgFfvKYkQeUkCJA0tu4eMEC3btlfriUDxX8ukBArAmljOPsb+nYCoH8ulsFRrYb7SxPbxnC9Efk2Bcj6xdrbX4II4P2Qh8oO0h1nDeYdY7DUtB5RSPHp8Ee//0g/wN98+hqVaC0MZFddvG+3yLhcIKymEJcF3/oSRJ5ICXPtzwI+8t+9CpCJL7sLDLxU/LQLkg0HWq4CcL3Q9rHtIHFcm9cLowBCdnXXTgk2Bc7wrLJtSLl4SaMCKEEki2FBMQ5YIXiwIlDAbhM98hv0/zDbnPCGlyPhvr9yJ0RzrXv2/3zjsdv2E4emzJfzVt46CUuDmPRPM5igIVQd+7MPAi//z4A60DwuvfErhGSjs8zRtCoOkMdKnes9VV0EoULwxToTId8tAafu5QSg3gPbx77woUHy/T0mxbugVv+cKLLzEXKMPJVdIcDuDlNPAodkK/un7rOj3lhdtwrYx30ZbWHj12U3ZbuHlFYMopVDqrFtZGQoUokVRvllmhcMgmt3vHz3Pin1WLULFArhWIrWrrwMAZA98P/x1VaFAWT0Cpai0MFFIYde6PEb6ITgf+zRQOs3GiZe8a3VzT/wQ18oIv1aimGe79l1bAELQEPP6eSBQxuQaZImgVDc7bG4opR75223sqswAD/8F+/feN3qWRgmg5dixqCa/d80G8M0/YnYx6RHg5t8C9CHMV5tYqrVACOlbieRloLRbeFFK3Q7hfAiBMp5PQVIUGNDRshwY1WUASGzjOlFIAZRieWEGpYaJulLAO266BGrAhqyge5ZbX32KZQ4ZZh+dtmJM4uPBFRuHcOOOMVAK/M13jrufNdQWzDR8qr1i8t8ZQCGtwiEyGmme4bR8ElqVjaVmPhmBIsKD1xX09qJiTJC8mIvTgkBJSAIJCy9PgTLmKgPD7ok2BO/3gkeMXbWxiKG0ioph4csHzmK2ZECRCa7ZMoxfvHk77vyJK3DzFO2qUG2DS6Asu1+ayOsYzWmwHeoWY03bce35dq9mgLzfikolwMxM8oaFXiAyUJxmh/rjXEXYAXukZkqRXdW3X4XiGFU4FDCkTHcLoJDgdtEMFqUqcC28bL5mSaiMDoOYB0zbgSW3B9oHITUYgUIzY4CWhUQIRlV2jGE5KBXDguo0mR1ilAIF8NYTXEHWbX2q6Wz8oT4CpWU70GmDZaCscC26dSyLO3/yKvzyrbs6v8kt+3KEkUyxyg9+fKQXy6qk4Pd/UWX3grDnioKwp9wVpq4snwW+dSezS91yI3DFT7rfEnNzUGXU6oVg4KprAVnvYX7NjLD7ITsOFLck/zm/AiXBGO3a8fHnWDQWrClQzi/6qtR87nOfw2c/+1mcPHkSrVb7QPTYY48N5MDWcAFA2UOoKBdpAW+QuPdetsD5xjeAW2650Eezhj4gutCeOlPGl56cwckFVtDPphS89or1uHnP+MU7oYgug2aVhc/2YKnVFVYLmH2a/fuVvwOMhyysekRak9GynDap+CketrrpPChQBKlgOxRNy+mwW6jx48q+QCy8sprMNsEUMCyvY6zDxupiwCoqQn751l2oNS3vcwsbhHe+EzAMJk8hBNB14GMfG7wNQg8YSqt496t24X9+5TkcnavhL791FL/wI9tZF5kPx+dr+LP7noftUFy3dQQ//eLNq25x50LLMtLUsXqy8GIECuBQijJlnsx9FWjhy/ehnFhtU6Cw9eJQEmWg2/k7KALFnzlzPkLkV4GwWQmBIgpMvXRSa3nIEqBbdRzh4/11W0dcex0XwlKsbwuvCciShIK9BMO0YdkOFFlCtWmhYDLVQqoYICZSBe9ebywBufHAMXXJQAGQKbJiH60vIsLCnVmJ3HYb6sVLgQd+gOy5iM/oKlBWQSXHz6tqVfGHb7yiP97jxHeB5+8BQBh5cj5UWAL+a2UsdxRZxZghLfHcBF58qLsZKKtPoCjNZWwby+L5c1Ucmq225S+UDYurUtqtJztgtYBv/x/AMpgH+pU/1dOhpLgiSrYboM0qyLc/DCweYdf/lve597goMG0dzSS3swpAUyTYRIEp+dYc+hAM03GzL9xiuU95KksE6wo6GrMZVIwGdFQhq+OJi94TeR06bcA2WTHv5qt3d3ZOc+y/bB2+eXAOT58t48RCzVWb96ZA4c+/6LAGcPuLNuHpsyXMlgzcV2cqp9DimhgzlVRPNptBCLVqJbUe49YsMP04SKsGCgIzl8zCa6Kg49f27+60ShNB8rM/YEHyQpECdo1TqoQMt/AiiQkUCXUpB8fig2J2zPXbz6W6XGe/hZc+1Db+KrKE1+2bwucePY2dkzm8eNsIrt407CoLTLO3jDn3dwAddsh71xfwrcPzeHa6jCs2DjHVk+0grytYv5rrbD5fYP9+4JO/DDx/b7jiYqXgGShqSAaKm6eYb/+c4/kUyg1GEG8ZZYVyizeqGCTdvcAcsPAC2L19rtwMDZJ3HApDjOE2J4V7sDQMwj8PtKQUK2BGKFAUbhcp5SYAOws0yxhLWTheB5bqJrYEeisrhomxJAoUsXYUasouz5SWZve/YzZdhZhh2kg7NZ6BsoIsM3FIUXMAf/ayYOcoygIbgJslI60KgcLO5771Gu6rAHf9YAYv3xU+ZzgOxZE5bk8ZVFcaZdZQYNaZauP6X2hrAhFzc8tyYJiOO64IAiWRAiWVY9dFHHq6h7W7rAI/9n9YPUfqYY4a3QGWrUMTEfWiWWG+IgiUHj7fGgaGnqtNf/qnf4r3ve99+Lmf+zl86Utfwtve9jYcOXIEjzzyCN71rnetxjGu4TyB2NzC699zBspFaA+zhv4gFnv3HjwHibCNwv7L1uFVeycv/iwMN4yOsoX/IENnl09yG4z8wPzNM5qMUt10CxqlholywwQhIUHWqwBdlaHKEkzbQcWw2haMtm+R/kJRoDBbBwVLdRsNGzgXIrm/KCAUIY5PbfGZz7A/sgwsLa2I1BjJap2F+qANguMAb397uG3Oecb6oTT+6y078KG7D+KxE0v47KOncPuLN7vfny0b+ON7DqFpOtizPo//9LJtHQTLqoIQVrQrTwNDGxP9SEaTUZfZRsW0KcqUFbP6tvDixaJlHjoLY9klwoQCJVG+ilsAH1Cht43QOB8Eiu+5GNhn6INAoRSYeQr4wef5e/Tw2bUsZEmC7rAN+ERBx8/duLWTEBRBrn0TKOsgE2DIXgQoRd20UZAlZrVhL0KRCORCYH1GCCvG1OZYtkYfBEpumBFBaauMSlSuKbcWqT1wFBgfR+Y1EePQebDwQrPa33hCKfDYp9i/L3sjsP7KgR1aIhDCmkZq86zwFCBQhAJFKZ8AZDB7Q3iZF6u6nhMFveUTeIP9GRwoA9aBKYDuYusyvYhlm72moKudVox+PP5pYOk4u143/nLPjTGZbAEOkSFRG/Y3Pwhl4SAr3t/8m23jueik3zXZ/9yrccWHIWUBXmBDquB2KauyxBqQQprNpriNV7lRRjpV58G2ye7LyUIKWV5MldMFvObKTZGvHc+n8OJtw3j46CK+8tSM+3W9JwVK55iZTSn42Zdsxf/9xmHXwiu0CLlC+y4B0aW/pK0DagBOPgybUiwrY0hpyazPALjh6B0Y3c4JlGPsWa8vsPtw6TheX3oIaYc1l0lJCRRVQkPKuJmHtj7irrG7ZqCkhz2yNGQNcvPuCdy8O2G+SRKIzxRQ8++dGsK3Ds/jmbMlYGYZS088ietqZ7ErJYM8+n1WeDcNwGow0nvDtcDk5StXivqtqLZvBrS9q2OLpOiuhVcwlNvNUwwQRWM5DUfOtStQzDo7b00p7Y4JkXBD5D0Fgdsw0+gsztd9yhjd5M/SCggUSSLQNRlGy0aT6EzjHBEirzYZwSHlxoAGO+5RnsGxVItQoHTLQAE6C9xdnik9y9ZEluOwY5WH0LQcpKjBpofVVEPz985QoUCJJlAIV/LIAyB0OsAVKJeNqdi6mMXx+Rq++PgZvPXGrR0vPbPcQKPFbPc2DvuIddtkypPqLFs/vPzXO55VXZXd+2O50UJaY7UJodDoen8DgKKD+GqgPREoQH8qbFUHdr8GWDoGFDd3fblQI7oKlG42lGtYFfS8Kv3oRz+Kj3/84/gP/+E/4JOf/CTe+9734pJLLsH73/9+LC7GyODXcNGDcAWKFDd5vJCxysXANZxfiEKdIkm4de8kXnPF+q65BBcNJIl1shilwRMoi0fZ363MwCw6vPA+tgA7zfNPJgp63x2QvSKnK1iqtVAxzLZgOX/3VeY8HcsgkNcVLNWbaFjAbEUQKBfZ2HuhFCF+G4Svf539/yMfWZ3f1SN2Tebxjpu24eMPHMXXn5nFaC6FV+2dxHK9hQ9/7RAqhoXNoxn80s07O2xJzgv2vqGnlxNC3E2hYdqoSzmosoRsn7Y5osCyaPPNu2MBZgNUTbs2OLFd3ALNF7oCJR/+70G8Z6vqPYtRoBQ4/Sjw9BdYFzvACltbXtLD78tBlQh0pwFVlvCLr9genkfhKlD6LBRlx0GIhBSxkHGqqDdtFHQVpbrJCBSZMKuaIDKjjEAJC5J3CZSYDJTsGFSZIOeUcbZL83M1LgPAsQEeWrsqCpSVKI8AZnMiQs33vnEgh9Qz0iOcQOm8VtmUAlCKVPU0MCQDw1tBKXUVB6uagZJfzwpmVhMbG8+h1aghdfJxwPyW+5KCpWGHcTNao9dHv8+J7wKHv87+/ZJ3Adne7WNTKrNOytplOOeeBVQNePl7WYHch4MzK8s/AQCVF1sabQRKHpVlbtVETeDgwdBmM0GgVJsW0moVWjb5umXdUBpDKIMQYNvmTcwyJwavuXw9Hj66iO+fWHRVQT2tOSOenX2birjhklE8dJQr3MKKTyKjcAX2XYCnQJmTuIVXswzHoVhQJsOtw3qFCJI//m3g5ENtapvtzQpqoCjLw5CzyS28bKKiRdh1raus6E0Iuq8L/GRpIZk92YoQoUDZw4Pkh8/cB/PrD2B0sY6XGBY2qmngcOB+nX2aqfNkjWVDbbwOmLo6vjjebf4FPHXEKipQgiHyTSs6T3HMLbx6BIIIN7eUTHcS1FWgeLk1Yi0XpkARezNNkSAbfP5ZAYECsD2e0bJhICYDhVKkmouwAGhDE0CJjZPDGvvcS2EWXk0LmtPiFl4JFCju/+OfqZyuoUV0RqC0alzlZ0N3apAUsjrkmgAv5uvcwi/sGgkQTkTJ6dWz8CJmHbe/aBP+6KvP4VuH53DLnokOB4vD59j9uH3cl0VCKfDwx4C559g9+IrfiDzvQ2mVESh1E+uH0nAcCstmRHCisZaIa1IFQR8ESr+49q2JXyrqH/MVdh+7Fl69KDPXsGL0TKCcPHkSN954IwAgnU6jwj3J77jjDtxwww34yEVS5FhD7xAZKLL6AilC94qL2B5mDTGICK5+/ZXrMHPkGbzzDXsxWVzFRchqQR9ii/5B56AsHgXm54G//gIw+caBWNS54X18oX5qkS1aN56H/BOBXIoRKEEZsjimlCp13YxfTBAbD8MmWOKS+3UXmwIFuDCKEL8Nwt13MxLlIsL1l4xiodbCP3//NP7xkZPIaDK+/sws5qtNTBRS+JVbd61u0W/Q4JvaRst2A+T7tR0THYmlluQWJtEsowENJg9zLKYTdHkOOgPlfCtQ/BvtQRE2ohhIHWZjELb5dmzgxHeAp7/IshMAZi2w41Zgz+t6K+xqOWRSMl4ynMJNL9kVbde40gBSWQGyo5ClEobsRXeML9VbKNqLUFJSeLZIXDh5AgUK0sPQFAnZVgU1M8rDi/+KuJyt2jyzwJXVwTZDCLhF4D7XCrU5/j6FFVkRrQjivDQ6CZRcSsaQvQhqGoA0BBSm0DBt11ZtVS28Ujngx/4YWDoOrbqAh+95HBm7gq0TGaTtKlA9B7s6h9eU/hEV/RjQfG/nPdWWe/IGVnztA4QQmGoesMuwKQFuejew7vK215QNEzM8eHvnABQoDYk/07IKqDoqxjJgWcj/v08Ab/1L7wd8zWZTT53AQSkLhwI6rUNPmH8CsHXc264uYPgHeaSL3ZUIm0YyuGLjEJ46XXIDx3sOkQdCycf/cP1mPDNdRrlhhtu/CguvBMG+cRBrvRnJU8k5lGJemcQlg+gaHtsJgDDrOAAgMjC0ARjeiudkDY+WCphRNuLHtWR7e3FvLKc2AGQOZX0KwAyyKSXZuiA7zsbEhCrYFUEUUhvLbXvFgq5ib66Gm87dhYqq4TlsQyldwOZLtwFDQ6wQq6RZF/v8IeDMY2weOf0I+wPCzmtuAmjV2XxrNpiKwGywP5OXATe/L5pIabFGMzc7ZJAQGSi0PQNFqNkzIXmKbnaCL+PJ5gSKrSYgYwMh8oBHDpZD1A2C2Elrskfgr3B+zGgyFmtAHfxebtU7X9SsgNjsM2r5CUDjGRyyIFA6iYSKYUFxLbziFChD8f8PIJdS0JR0WHbNPdam5aDgiAyUVVyL8nW9Ztcgw4pVoEgW29Mr+irUwcR9YxnYOZnHdVtH8OjxRfzjI6fwntt2tY0ph9wA+bynnn72y+xvIrE5MWZcKaZVzJYMV+0uAuSBhAoUwF3HShIBWQ1FzgohiNCFWgu2Q30ZLy+gPee/A/RMoKxbtw6Li4vYsmULNm/ejIceeghXXXUVjh07Fhruu4YXDiTKBlfl33OI/EVsD7OGEMRk1YzmUrhqlPbt1X/BEdE5tSJMTwNHHwNOnQIWnYFZ1GUCBIpQoGwaXv38E4ECL8xWA4vAGi+2vVDyTwREobluXcQWXgLnWxHit0HYv5/9ucjwmsvXYaHaxDcPzuFvvn0MACuUvPtVu3oLQb0IIGeKAJhlTl3KYiTb//G7z2nTYmNc9RxglLBss/EurcnJvHrd0PPVCJF/gSpQZNVHSlXaCQtKgRMPAk/8g1cwVzPArv3MHqAfGxotBwKCS0clIK5YKwiUlXzO3CQU6RiG7EWXrKhXFjFKW1AkLVyBko4oylOaSIGC9DA0WYJCWzCazejXoUvOVmXa/QyrEswekuPQE8T9EHYOzxdENkKYAkVTMGbNsOyN4hZAklFvseuhyGT1vb0zI0BmBDqA6YNTOLVYx+7t2/HibSOAbeHEV/4K0tIXsbV2APi3XwOufyew4Rr2s/7ck7FdwJVvWdGhLGYuwZAxjYXL3oaNG6/r+L4IxZ4qpsPVUAkhzmmD8DUctxmsGhagKMi/5jbgwb8NbTbbMDWKAxIbezJODcO53pSzU5oBaHJ7XkYMXnvFejx12lsn91QoEgWwEPIxl1Lwy6/ciUeeP4trxx2gdNorjpsNZosFrNzCi8+J56wc6263DNgOMK+tw2WDaLTIjgE3/wYjAIa3AoWNrr3NvHMMp3mgdlK1i1D4fHvjf8I1N61HuawBmEl+v136enbeN/egduwX4tqcPAy8/mpvr+g4+NH6F2BQC09Z2/H5ws8gl1bxH27a1zlGb3s5cB1ltmdnvs+Um0vHGLEyfyj6d888xYiioH2kgCAaVlOB4jRRb5o8o4l4AfL5zmdSFF7bQ+TZPOkkIXnEa3wEimfh1UlKCGuxrKZ4BMoKQuQBIC3cEKhQoIQQKLU52A5FXcphYybtrpOGOIESDJG3bAf1JrPwkiW1iwIlMBZ0WUvmUgoqRIftVF27sabpQKd1FpOxqgqUAqCkoJg2CuYSqkb055Itdh5XRXHBFSjgNmE/ed1GHDi1hGenyzhwahlXb2ZED6UUh2YrINTGVfYPgLv+hD2TACNPXvSfmEIsBsWMFyQPePkghACqnGxtRvh6S5ZWWSHUJ4oZFYpMYNkUc5Wmm1m2loFyftHz6uuWW27Bl7/8ZVx99dV429vehne/+9343Oc+h0cffRRvetObVuMY13CeICy8/t0qUAQuYnuYNXD8MGTVDJpAqVSAzRuBN6dYvMqiMzCLOrFobbgKFE6gnIcAeQFhDVRpBgkUvkhfQTHhQkB0bpVaQI1YkIiEiYvNwkvgIleEXAgQQvDT12/BYs3Ek6eXoWsy3n3rLkzkL1ISLAZ6OgeLaGiYFhp6FsOZ/klpETJbNiwgW/AIFB4QW0ySf2KbnjXDaihQzoeFl+YnUAb4+1J5j0AReRuLx4DvfwKYO+j9vj0/Cux81co2gMLPuRlTuLda7HoBK/tduUnIEmlToLSWzwIAnPQII4+CiFKgmA1mHQfEkzqKBqLn2c93ISdcoj5MgVKd5Z9hFfJPgJVbeAl7sUD2yHlFFNkFNrePW9OsEDDMAuTFWuN859ntXpfHqcU6Ds5WGIEiK/jB6Kvx3Mgk3ql9lakS7v8AsP0W4JqfBQ78PSvyaDngpb/Sc+5JEE+v+3F8XX45fiq7B2F9tod5gPyuFdh3AZ5lVQ18DcfHRJGBkn/xNcDb3hbabDbuUDRl9qynnZobapsY4h5IaOezcyKHHRM5N/slrfURIh82hjkOth79e2w9+g3gaEwD6AqLvq7NUdMCipuA+cNwKMWCsm5wXcMRhcW8z9Y4qZJLWME0qApkx1CbY9era/6JwIZrPIJxtbHcAKpV4Phhtu8Re8X572LKPIWDRMPntdcBhGDXZD5aQUMIMLKN/bniJ4DaAnD2cZaRombYH43/raYZaVo6zZ79bgSKtgr7JEVnHfJwIFELTcuBrsqYjWnG8qx/mi7h4vDnIhmBwokgn+ojzsKrYXLVpl+BslILL0441igfc0IIFLN8Dg4FKsowez0nUXOEnZughZdYb6iiWSOWQCkG/t/NwkvBvKSzuY2fN8OyoTsNFla+mhkohAC5dVCaxzBkL+B4cxy2Q0NzvASBoq0GgSLuf76mH8ul8Kq96/DVp6bx2UdP44oNQ1BkCfPLZWydvx/XNB7Exmc5aS9rbK7d86OJGkCEur3UYNfYHyCfVFU/NDSMBVVmjXCr8eyuEIQQjOZSmC0ZOLPsWdjpawTKeUXPK9P3ve992LCB+Vq+613vwujoKB588EG8/vWvx6tf/eqBH+Aazg+o47gWXtJKQ9QudlyoYmCEFdUaAvhhyaoRRbVBESj5PPAXHwTu+12gYQP1wVnUZX0KFMt2cJZbKWw6rxZebKEelCGLbuXQwtZFDLGxnWkQaCkW2n3RSnBfAIqQCwFZInjnj1yC+w/NYe/6wnklFAeJnK6gJuWgWIuoSzmsW4GqT3QkVgwTGC2yLxolLEtsQ9OTfReRB9cBJmxY5C4dhoOCrLBii1kf7CY5VWBdr80ymzue+EfgyL0AKNtsXvbjbLM5iCw70b0dRy643yNep2E/cAmUJdQ5Ke6UGTHhZCfDf0YUNoOqBtFtrqS6hgJLmVFgcQG0FR5GC7DOSEHUh3ZhCwXKagTIAz4FSp2ti6QeN8quAiXiPJ4PxNit5VKMQLEcxw2Qr/vtX84H+Pp812QO9zwz6xIVAOtmPaduxKkX/w621u8BDn6VPXNnHvNsnm78pb5yT4IYy+s4vpDG3z50Ak+dKeGnrtuEdb4w6MOcRFiJfRfgdatWXQWKIFB4BoquRDabyRJBJj8MlBmBMtpDBgoA73lNaOdDCMFrrliP//uNw+xQVxgiD4A9Rw99FDjOs26IzArEqs7GMYX/nR4GLnlF8t8XArfI3LCAqS3A/GE0oaIsFXuzI+sD/vEqaXaMsLoR4cSiaSl/sTUpVSrAJXuAn+RNYzph+8Qv/y3w6jSyr9mPbxd+DFW5CADY3cszkx0Fdt4a/f2R7R6BsulF4a9xFSirsC5U05AIj2ygTdR58Law9wtrxhrOaJAkAtuhWKqbGMlqoG5+WQJCNiREXjSChdlDiTE8o8pApTfSNAougeIIAqXRkUfTKrOGgYo8xEhDftw5iZ2boIVXxbAgURsacViRPW7N4G+GEYrgGORTKpokDct2XAVG03SgO3Vu4bXKFlH5SShLx1F0GIFVbVodCnnqOFBsVohPZVbheBRh/eYV+3/0ivX49uE5nCsbuPe5c7htbBH46h/i5ZV5ZDUZsr4B2P1qYOdtPa2fxVgrFCjCwiuxfReYCmf3Ov47L0ILL4AFyfsJFEkiLygL838P6Hk23LFjB6anpzExwZjA22+/HbfffjsWFhYwMTEB27a7vMMaLkbYtjf5KcpFtkgaNC5EMTDGimoNASTNqnngAe/vV77ygh1u31gNC6+XXwU8vwl4+OhALeoyvhD56ZIBx6FIa/J5tU/LuxZe7Yvf+gXqVF0pxOdZbgETuAgD5NeQCLoqY/9lq1Q4PU/IphQsKJMYshexoEzi2pUoUHRPrWan8pAB4Mz30chNAUioQBEF8FR+cJZI+fXAnh9bPZulMOgFVkRZoQVMG8Rm8vA9wIMf8Yo0W14K7PuPAyniuhAFkxhywf2ell3Zec1NQpEIhswF1DgpTqozAAApH1H4FxZAQVVDkvwTDjXH3kMyo0kiw3Rci+LQeabCjnNVAuQB3yaeMsKqVwWVIFCyEZ3S5wNxFl4pZuFlORS0uAUEcH39M6uZfyLgW5/vvPFlAIAzSw1UmxbLXuMdy0P5LHDpW4GNLwIe+jNGZAIryj0J4mdfsgVDaRX3PncOT5xaxlNnSrh59wRev28KikRwYoE9b7tWSKCovNhyWt0CyA8D664A4BXLcyk1ttksXxwBzgDrzZOYOvWvwMjrk5PdPSpQAOCqjUPYsz6Pc+Vmb0rdMPs7xwa++xFmeUhk4Mb/Cmy+YdXmBbHWqzUt2PkpyAAWFDYPJSU1+kUh7Y1XSRUo4phEOLGwzV2JZdyqQOwVv/SLgOYAOoAmAW7KANdcBXnL9Wg1Xg5w2zu3KDoIDG8Fjt3vWQwFYVueMnM1LLwIAVF0yKQMzWmi1rQwktUwW4nOU5QlgtGshrlKE/PVJtu/8bmSJikUh4bId7fwKiimdy5WTKDwfaDN70WHn2cf6WFWGIFipEYZIcLHpTRlx220bBbkzu/zimFBoS0owuJJible/rWcPtR1zMjpCppEZ3NbiwWTN00LOm1AkvR2pfJqIDcJQgjGsQyANTYFCZRWqwFCeY5GZhUzUHxqobQm403XbMSnHjyOLz9xFq8Y/RKMahkleQTlXa/Hzv1v7tr8EoZhYeHF78cmX0f0ZG/ln8cuQgsvABjjajJhp55aU5+cd/Q8G0blnFSrVej6C8+6Yg0MluVNfsq/dwuv84kfBiuq1UBcVo04p3/3d8Ab3sD+3rjxhXdORUf0IAmUxaPAzAyz7xqgRZ0/A8Vv39Vv0HQ/yPmzFXwQ/8+8kEK74W2qBS7KAPk1/FAgn1Lw5cKbUbAXMa9OrYgYzWkKCGG8dyO3BTkAOPs4dpcewm2t3cjRHwdwSfybiDFxkFZbhADXnOess60vY0W6sV2De09REDz7GPt7eCtw7duAiT2D+x3B3xVnHbXSAHmB3ISrQDnGCy9SnRX+laGIed0NJl9u70J1Cbju949eYLZWihVNoAhCR5Wl8I24S6CsEpEqyZ6aqVlZAYFyMVh4LXV0DOdQR84ugQJo5jZCh6csXVUFSsj6vLBhA9apDmZMCYdnK7h687AbSOuq5yb3Aq/9EPCDf2YFvBXmnviRTSn46es34+Y94/inR0/jiVPL+P/Zu+/wqMq0DeD3OdMnmUkICSkQmvQiRVGxKwjqrgvqLqIsSBEbtlVc109FdNfVVVDXta4FFPtacBVFELAsKqAYVgUBWaqEHtIz7Zzvj3fOmZnUSTJ97t915ZqZM5Mz70xOprzP+zzPik378eW2QxjWtQNUFeiYaW734hVtwuUXQzHw24UiYw5BJbysxmYXm1kL++PAliLke/Yic8u7wM7lIkDd97yWJ4y1IForSmNJkoRbzukLSULrPncGN5FXVX/w5B/Arq9F8OTUm4DiE8LfXxs4/M3XVVVFZeHJyD7yM9Z6igAVsEY569hhCXyfDzfbRXuN0/oHaJ+xM60JODcweTLw/T+A3T8ANgPQGcCxXUVmygkz0X9rHbbsr0KGxYgukcyY92fKNRlACcrSiEoGin+/BlmCSXWhzj9RrPVT7NTE94ncTIsIoFS6RBDWvwBCCqd5uPY4PDX6a7iWSV/r9sHjU/TALBB4Dc+Wgj4jtLPCifY9r8Jnhkg7UsV4gvbr82egeCz+1xd/cMjkq4HVbECd24eyGjcKs8TxUFnn8ZfvksVrgqGZqVGjWe9jpPWNak6GxQCXbIOqAp7aKpgB+Dx1MKheyBKin4HiLyuaB5GB0limkKva3wdHMsBiiUKwr14JL82pvXKx8qcD2Hu4Avv+9z1q3F68nz0ZkwaPbPNxkuUPoNRvIt+qAErwwpsEDaDk+ctm/lImnlP2P4m9sAMoN998MwDxwWXOnDmw2wNvCD6fD2vWrMFQlidKWr7gAEqql/CKlVQtRRWrUmSNlQ+4//7Ac2qziQDK668DCxYk33Ma6RJegAigdC4Czp8J/O7GiJWoCwmgxKGBPBAoH9B0Ca8EWx3XAme9VUAJ20CeUl6m1Qi3bMUhWWSJtKcHiixLyLAYUVXnRVnh6cjMKQA2vQ/v4bXoW1eCzps2A74TRKPZ/IFiIrX6cKBh66EtgUmJWDR7j6bBvxU/kZThrwNtcQBDJgI9z259SadwaV8efW7R66Sxz4Z6Bko7JwIcBTDIMmxKFVy1Yp/mWjHxb8luIoBizQYgiUlsV0VgdWgrMlBs2SIrw6ZUocbtRVYjC4i0/if2xspEKr5Aj5FoBVAA8Vg8Na1vJK+qQT1Q4thEXlt5XP9vBcBSuRuSBByVc1ClmGBFDHqgNPP5vM/xF2DfVbdj6/4qDO6cpQcVsjOCjg2TDRj2++iMDUBhlg03jOqNjXsr8OY3u7H7SA2+/FlkvLQ3+wQITLh4fErIhGFICa9mFOTm4MkO12C4vAVDstYDFb8A/30D+GkJMOA3QO+xohyWqoqgWfkeoHw3cHR34BgOs4SXRm6kdn+LtAlKxSvud80zwJ51gGwETv0D0OX41u+zlSRJgtNqRHmtBxU+C7JPuRH/2/Et4FGiXsKrLRkolvoBlETNQNFs+h+QCeDsAYBnq1hENmIGYM/BST3q8MnG/Ti9T15kF3z5ezWh5pB4v6n/XqNNFhst7e6L1CSjFQZZgsVfwqvW7dMzQZrKaM9zWLCpFDhY5QIUBZI/K0AKZyJfC6CoiujDZrIiw2yALEtQFBWVdd6QwK5WHSAL/gUN7cw+AQIB9VqPT7y+eGrF+6K2IBGA6l8w4LH6sx6DMmk72E0odftwpDo4gOKFSfWIDJRwSp9as4CqurAyiy1GA7wGcT+u2kqYAb1cqByLcrL+viE5aqCEV33uWvF5yWuwQYrGZ8ngwFsQWZZwyYhivPL+MpRVVKNGzkSZIRe9OrX9s6S2yOFoTWgPlFaVfQwOmoTTGygOtH5GWs+jhC3/ncLCfjf87rvvAIgMlO+//x5mc+BF0mw2Y8iQIZg9e3bkR0gx4fU3eIUkQY7Wm326CbcUVTKJZSmyxsoHBD+n2odhSRLBlGR7TiNdwsvnEV9QBwwEzrtUbItQiTr9Q6vbi91HxBeD4pzY9T8BAj1Dmmwin6QlvDQMoFC81A8+dsho30pTh1UEUKrcPlHapmgYllYsQ8ddy9DN+D+gdIP4cXYWX4AbaSwNixPo1UwN8nQ1YByQ3VWU3In26kWTHZBkMWHirgKMjUx4apOh7R2LOQOSOQNALdSq/VCUfrC7xESIPadz479jMIr30bqjordGgwBKvQBcI4s/zJm5MMgSHGoVjlR7kJXR8H2t2feY6kOA6hMTslqZqmiwOESz+tY2kndXidWyQHxLeBmM4u/hqhAZCEGTT9LRnTDKEg4ZC1Dt8iI30xLogRKtCeZmPp/3nnEpPjcasWV/JSrqvFBVMdkTjx4QA4qcmPPrAVi97RDeXf8Lyms9GNa1/RORWgDF7VX0htJAYLK8pQDKwKIsDOychf5dzwH6XAbs+hL4/i3RD6jkVWDTB4CzSHwmbawEoD03NvXljRbRq8DnAT77G3Boq/hfPe1moPNx0b9/P6fNJAIodR6oqqr3F7FEuYRXcBN5a5jZXHoJL39Wg94DJdwm8rE2cDhQ6AHyOgEHc4B9BqDbyQBEJsZjl0amvF4Ic4aYnK46IBZ8+Evg6bRjPlrZJ/59axko1W4vDvjLdzmsxiYDz7mZYuL1YKUL8FRDUURVGTmclfZGS+DzgKcGMFkhSRIcViPKazyoqPWEBFC0IHimz/8ZIQIBFLv+XVTxZ2XWNshs0EorqvZGAiiZZpQerdN7ZAAiqCAyUKTwAhrWLPFeHGYmqGzJACpFBoqqqpDd4j1csmRGv5ysv6xolq8MkqroiwGCeWrE38dniNJ3er2EV22Dq/oXOnGK8wDUMuAXc3cUdrCFvGa1llYi2OVRUOfx6UHg1pXw8r8vGS3NZyPFkfZ/rFWFYgmv2Av7yFi1ahUAYNq0afj73/8OpzPJVwZSCJ9XRGtVyRCdCHS6aq4UVTKJRymypsoHaM/pggXisqom53NqzRandRUNSlq0SfluscrOnBHxiRLtw3i126fXFu0S4wwUvYRXXf0ASjOrgxOYs96HxOBGsUSxFDwxaDLI7V5p6rCaUIq6kGyxnWoB1mVdguPOyEGHQ58C/1slVi0D4kt5djcgt7cod5XbR0xOxLBEYNIwWYFuI2NzX1r9cFelmBBqbMV4cA+UdlIy84EDhyBVH0BlVSWsSjUkAPaORU3/kj3HH0ApA7ThNZaB0tTiD3sHmA0yHGoVDle70aORu6huLstRayAf7d462pd6rTxZuLTsE2t2u8untJs9R4y/9ggQ/EyX7YRBlnHQVKivkI16BgrQ5Ofzvr+/CHjrv9hxuAb7K8SkZJbNFNOSpcFkWcJpvfMwonsOjlS7UZTd/omu4Ka6Hp8Ks1E8tkqXVsKr+Uksq8mAm8f0DWzofirQdaRoyv7D2+K4O6gdq5LIzsouBrL8P/kDYvf6bnGKAKsWPDn9VqBoaGzu208LPlTUevRJPSD8slpt5bQa9QVQ4fYT0iYbfYoKr09J/AyUCZOBnz4Q54t7A1fNi839dujedABFmyyOagBFZKCYVRdq3T59NXpzi7Fy/aV/DlW5AVcVFFWFRzLDYg4j80KSxGS4u9qfTSDecJ1WE8prPI1UBxCv4Q5Vy0BpXcZZYwLVELz+5/ZwaIDWUxdY1KF9D9beO93VyPZn/mt9rYB6JbzCykDxz3+G2dvOYBX376mthFdRYfaJTAzZGoMAsr0jUFkFkywjQ6lotISXnoESxVJzABpkoGhOyzqAbRLwi6l7u7MrrSYDLCYZLo+CozUePQOlNU3k9c+yCdpAHggEUDQMoMReq98NF2iTlpRSFK94UVWl5JqETAqNlaJqZ0+KmErEUmTacxp8OZmeUyDw4Uv1iQ98YZQbadaR/4nTnJ4R/2Ka4f/QerTGrcd6OkfgS3xraF/eatxeKIqql3Oo8a+SS9gvd02wGGW9XrBBEs0dieIheGK4Q0b7Jwoz9XJ7YjJOVVWUVYvzmR07Az1mAIN/B5SWiC94OceIwAAFxKpUZkvMmf4AShOlo1wR6oECQM7MB/AjTLUHUH1YBNc8pkx9AqJRthwA/xMTpJo6rQeKo+XFH7YcEUBBNQ5Vuhq9Cy1In9HYCu6q/eI0Wg3kNXo/mlaW8NIancez/4nG3lFMNtaUhW4v2wGjLOGgsVDP9tGayEe1BwrQ6Ofzjo8/jpwMM45Uu/HNTjFWrTltPFlNhogET4DQCSW3T4HZKMPtVfTMiDZlG8gGoOeZQLdTgV++FaX/sosBR1F8g3cWh3h9MJiA0/8IFB4b8yFojZsr6jx6vwpJauXEXhsYDTLu/NUA/Xw4gifj3D4FVf6gWmaiZqAElW/CCVdGtndaczp0B3avbbwPih5AieL3JJMNBkmCWRElvKr9AYum+p8AgdI/BytdgFsEUOpke/gr9PUASiCbwBl0bAfTyivbff4FDa0s2dcYm0n7HugD7I1kNlQfhE9R4ZasMNv8nxu0zyaKFx39T01ZUAZKRZ3IQDGEW8Iruzuw5xuRCRwGgz871+uqgsurwKqIQIIhFsfpp58CH6yE8bSRyDYdQUUjARRPnfhMoRqjFUDx/50Ur8gENAS9l/q8yKz8H/KdVuw1dsfYHu0/RrJsZhzw1KG8NiiA0poAQ4fuYoy5vds9lmjJsIjAuLbQJNqZjNRQgr4bUqx5ff6JDpmHRMQ1VooqmSRiKbKJE4FzzgFcLuCdd4BPPon9GNrLYAw0hq0rj0AAZbs47dDYGtr20SYx/NmiKMiyxrxpmTYpq6pAldurZ3DUJGkTeS31HQA6ZlrC/nJLFGnBEyPt6X+icVpD+xXVekSDUSDQ5BFWJ9Dj9HbfV0qKZanMlgSVv2iU3kS+/Z8DDFn5AABL7SHUlu0FALisLWRT2v1lQYLLwGkZKIqx5cUftg6wmQ3IVCvw8faDGDu4qEEAUVtJa28uAyWa/U+AoABKK0t4VfszUDLj2P9Eo5VwCQ52ed1AxS8wyBIOGQv1YJX+nEf7fb2Jz+d9Cxz4atthfLtDHFfZEXhdTCSyLMEgS2Ky0asAlkB9fFmWwu6X0SiDEeh6YoRGGgHFJ4rA40nXAAWD4jIE7fNqRa0XdUHlu2KR1dTa7GajLOlN710eRT8u4lHCLix5/UQWa6/RMelpo9MayWvfvYJ5IpeZ2SSjLSQDRQtgNNX/BABy/QGU8lo3PHU+KCrgkmzhZ0KZMgAcCskmcAZlVwXTMjdtvsj1QAnux4ls/3PrCfps4g+gVBqyAyU3f/hJLz2WaxGZJ0ergzNQRADFZAizhNegi0UWsLOJ0qL1mPyBHLWuGnUeH6xKLWQJkNv7nb85wQtHKlUYDx9ClukXVB08AqBbyE19/gCKEq0AijEoiOipAQxBmTtl2wGvCwW5ubhv/PkwRqCXR7bdhAMVdTha49az/VqVoWHPAS56Nvr9adopN9OC3UfE/yEzUGKPzzgBAHz+HiiKlKAfkJLZ/PmB8lNjxwLzYpReHEmTJwPTpsFfDDr+ZbPmzxcTTIA4TcbnFIhsHxTtQ3xOz/bvq576X6Zj3UAeAAyypE9gBZfxqnLFoNRHlGhfqpv7wkMUbcG9HXIikAlVv1+RVm/aZjaw2WFzSkuBzZtDsyU2bxbb46WliXt35DJQzNmiVJfFdQieo+Ixe20tBVD8dc5rggMo/gmb7HzxHNpsDXumLVggFn9Ys5DjsEECcPDgAWw90DDDQ5tAzGysTGRlrDNQWhtAEX1k4tr/RKOtQA4OdlXsAVQFqjkDVbJTf82o1Sbfoh1AaeLzudbIVgsCZydABkqkBfdBAQIZgw6LMW7lyqJi0EXA+CfiFjwBgkp4BWWgWBP0vVCSJH1Cvcrl1bOSEjYDJbc38LuFonF8LGmL1Sr2ikBwsFhloMgSTKobNW6vXm6wuRJeDosRFpMMVQUqj5bBp6iok23hfy4z+7/7uYMDKE1loPhXx3uOig2R7IHi8TbeW6P6EHyKigpDB1HWeeVKYPhw4Ih4X88xijEGZ6BoJbwMshzepLksA1ldwq70YLKJ927FXQ23V4FVrYEsSe1fNNkUrWpIv35isUiVAuPB/cj68StUzv+7uD6IzxXlYF9wabT6fVAObBSnef0iEjwBAtl+R2s9cPvakIECiGMrwd8DtWwygAGUeOAzTgAAn1eULmAJL2pScKmD4MvUdlrqeXsDKD4vcHSnOJ8T+QwUo0GGJWiFUqz7n2gCpYECAZQavT598r12aSv68h0MoFD8GGRJn6iMRAZK/RJe5f6Viak4CRkx9b/0AuK0Xz+guLjBl96Y0euHN1E6SstMiUBDe0u2v+Gp9zDq/BkoSmZ+879ka2RSPrgHSkuLPyQJRnsOMkwqMpUKfPzDvgZ3oZfwajYDpYVxtldbAyhVWgAlATJQGgt2+cvfuBxdAUlqJAMlPpO2fQtCJ7eybamVgQI0FkBJ8GbhSUwvc1TrQZ3XH0CJcv+T9tCOjcP+lfqS1M6spGgLp/RSpNk6iP46UIGju0Kv05vIRzEDxR9Asah1qPEE9UBxNB0EkCQJef7+CRXlZXoJr7AnYLVsguAMFFvD72VAoI+V2e3/fhuJAIr/PdjlUeDTxhIUzEHNIXgVFZVKBuwH9gUWo2zbCVRVoUOFeH8P7YHibyJvkKJSatBq97+XeGoCGSiyFL2AhVY1RFs4UqXCqPiQZa5B5XkXNKgaovjLgqrRzJbS/g/q90E5sEmc5g+I2F1pfW7Kg3qgpGKAIS+TAZR44jNOAADF5++BYuAEBzVh4kRg6VJg2TJxOjIXXh4AAI2BSURBVHFivEeU/Cz+GqjtDaBoDeRNdtHMNgq02rMAUJwT2/4nGi1VXKvJ7PEp+gekjCTMQNGeR221K1G8aJNmkclACf1CrWWgaCvDqBH1v/QCDbMl4qHFEl7a6sX2v4aZsgohS4DTdxS+o6IHitTS+5mW1VDTSABFqzHewuIP1ZYNpwnI9FVgw56j2FdeF3K9Npnf4D1G8QUyPKKdgaIHstpawisBMlC0YFdwCa8ysfDD6xRlRfQAitYDJU6TtgVOa0ggIRWDv9qki9snnmvt9TphMw2SWGCVfqCElzWBAxJaRsLh/4oJToc1xbKSIkGSgA7+ckj1+6DEKANFlkQGyqFKt/7a2amFjHatAXVd2V4RQJFsIQvkmmVu2BBcO7bLg0p4ebXvZqoKkydyTeSD3w/ccsNgDqoPQvH5UPH9TtimTw0sRvlxC7BqFZyTLga8XlTWeeD1KVAUFTVufwBFlkLLTUWI1S4+hyheN1yuOliVGhiimYEChC4cqQaMig/Z2TIquzWsUKH6AyhSVAMojQS7FAU4+JM436l/xO5Ke69ucw+UJBGagZK47yWpKvWOKGoTn7+JPJiBQk1JhVJkiSZSJbzKtPJdPaKWdhpcizweJbyAhhkoNa5AM85k64ECAL85thCX9FQwrDir5RsTRZEWOGnpy3c49BJeegaKWO0XieyWlJZopTKBljMftO2R+PJty4FkMEKCAmvF/wAAhqyi5n9Hz2rwT8p/921QVox/7C0t/rDlwCQDxznKoKrA8o2hWSjVTfXZqj4kFi7IxsA4oqUtTeRVNUFLeAU1kfdPPKr+hrx636RY9UBpgiRJ6J0fmOBKxQCK1sDcVb+ElzX1Hmu8NdZEPpEzUCxGGTh0CIdvvxs4dEj/7E31aGW8yur1QdEm9c1R/K6k9UBR6rCnTNxflt3UYmAu12GBUXHDvnc1FAXYYekLsyHM19lGymYFPu8FVQbQAuBqNQyqOK9/320HgyzpwR43zA3GguqD8EJCZc9jkSErge/DbgAGA+x/vAEGswmqKibYq9xeqCpgVD3+AErkP6PaMzIASPAqKjy1lbCqogdKJLJ2m6UtFBlyMgyKD07XAVTVeaFqzUw1/s9LcgQWwTRJO268QYtTju4QfzuTDcjuHrG7cuolvNxw+bP9wj6+k0huUAZKKgaIEh2fcQIgIuMAoMr84EwUM5EKoBwRk03R6H+i0SYyMizGuE0mZOoZKOKDut6k0Jycq+NkWUKWGUk5dkotk0/qjumn9sCAQme796Wt3K6ql4HiZAZKyxKtVKaegdJCCa9IfPmWZdSZRSDC6xGfSbWyXk3SVrV664DlHwEjjwcOHQwdUwuLP9S8fgCAU1z/wWmVH+LLrQdC6rk3WcKryh9oycyPfr3stpTwclUC/vK8sOdGfkytpf2tPDWAp04EePwBFLmjmIisdoUGUKLeA6UZfUICKKkX/NUmXTw+MaGmNwtnBkrE6T1Qar2oTfAeKCgthaXiKLBnNw7Zs4A9u5FZXR7fXlyJSmsk3yADxR9AMUUxgGLSmsi74VPE/3Bz/U80eZkW9K/7Dr66apQbc7Dd3LeVTeQRkpEaHBzUaIvbcuRq8f3G4gQMkXld0co61kn+xxrSRP4QFEVFZUEf2C84P7AYxa0CXYshnTFS//5aVuMOZN0ZvGKcUWgcnmk1oU62wudT4a2rglWp8ZfwinJWsbZwZPFyGI8/Dma7ARalGtX+91ad//mTrdHMQNF65wT9rbTyXXn9xN8oQrSFWkdTvIRXriPwmSQVH1+i4zNOAACfz//GJ/ODM1HMWLPFabsDKP7VT9pqqCjQPrQW59jiNuGvrXTSJmb1/idJmH1ClEgKsqw4pVduRP63HUGBTlVVcVTrgcIASssSrVSmXjqqkRJeqhoUQInMl2+XNU/ftVcyIyOrhbIfJivgk4GqKuDVFwCLBOzeDbgUYP+BsO5T7T0WezqchAyLESd71+D8wwvxxY879Ou1CYeQAMr+jcB3L4vz0S7fBQQCKO4q8eSEQ8s+sXWIysraVjPbA70Kao8AVQdE4Es2wtKhCwCxKMLjU+DxN3+NZ2Zpn/xAUDAVX7ua7oGSeo813rT3RFVVcaRKBIcTsoSXvxeX5ZkngT2/4HBGNrDnF2Q+/vf49uJKVFoA5ehOUZJI445lACWwqj+cfoq5mWYMrfkKbp+C/2acDEhS+CWAGs1ACQQHtewG7btZR9n/+cDe/vJdGr2RPOo1Jvd5gdqjoom8nA370g/F9lGjRABl3z7AXa1PsJfVeFDh/2yaafRnz0QjgGIxwi1Z4VVEAMWmaE3ko5yBoi0cMZohd+sHg9OJLN8RPdNQ5z9WDZYoBlD00m9B2UL7/Q3kI1i+C6jXRD6FS3h1zAj8ryfke0mK42w5AQBUfw8UyPwnJIqZSGSg+LyB1U8xyECJV/kuIFDCS89AcTUysUVEcaX9n6qq+F8NNJFPgEncRDd/fuD82LGBzIl40b7kH9gELLsLcBaJgIGzyN8U1j+ZH6HyD25boNRUuaEDClo6ZiorgTfeAxwAVrlEAGXPHmDTbmDmu0BZWcv9YyQJv+ScjKHH/ga5qx5DzcFtqPl8Ltzd74e5Y9fQQH31YaDkZWDnl+J3zZnAgHFtf8Dh0gIoqiKCVuFMviRS+S6NvSNQsVf0rNGCb1nFyLCJiavKusAKfUmKXw8UQHzWObZLNowGKSlLhLZEK2virl/Ci5+nIs5okJFhMaLa5cWBSpEVFnbfiVjy9+KyPPsRAOCwXXxHcaie+PbiSlSOQsBgBnxuoHIvkCUCwYESXtFvIm9SAw3Rw8lAKaz5CfAdQpVkw/eW4YC3FceiqWEPlODgYLXbh0yLUe8blqMFUCLQ/0SjvSfUaiW8tGBVzSGoUOBSDaiVM2D/za+AMf4gwst3AD/9G3BX6Z9Dy6oDz1uGwR/8Mra/hG19mVYjXJINPl8ZfK5qWNRaEUCJZsms+hz5MMo7kO09jMo6LwqDqqnJ3hr4ABitUfzfNtbrV6OqQf1PItdAHgiU26xz+1DpnytIxQCK2Sgjy25CeY0nJR9fouOnJAIA+PwlvJiBQhRDegDlaNv3UbHH30DeBjgKIjKsxpzQIwe7y2pwUs8o13pvhr7SqS60hFcqTm4QJSujQYbNbECt24fKOi+O1ojPF6nYRyDlZXcTk0DuauDQFvFTn8EUsQwHxd5JP19uyGm57JvDAZxzAbDuQyDDX6pDkkRWyoJ/tmrCT+1yArLGPQD3ov+D3XUIR9/7I3LOmQ2XR4VB9cL5vyXA5sVisgwS0GsUMGRidJvBagwmMbnjdYkslHACKFX+DJxECqDYcvwBlMNA1X6xrUN3fRFErdunZ5haTIa4lreUZQk3ju4dt/uPNpNRPLdsIh8bDqsWQBEZAwlbwmvyZFi+3QfsqUKlf1V65kkj4tuLK1HJsmgkf2irWMhWP4AShYwGndEGgyTBEpSB0imMAErHPZ+gFMB/zcNR5RXHYNglgBppIm80yLBbjKhxeVFR6wkJoGTBX/rT1iG8/YdBq4ZQo2oZKP6xVB+CogCVcjYgSbD/7X5Ae1zHnQTIPwPuauRk+DMUajwwGsRrYIYc3QwUl2yF4gVcVeXIUmogy6bYfG7QB1EAoywhy1fWIANF9j9/RmsMeqBoGShHd4nPMUZLxCtn2EwGmAwyPD4FByrE/0aqlrjqnG1DeY0HTmaNxhw/JRGAQAYKe6AQxVBwBoqitK0OaHD5rihONgwpzsaQ4uyo7T8cegZKXWgGivaBmojaoaQEGDo0IrtyWI16AKWcJbySlz0HGP8UUPELUFEKVJaKCfDKfWKbt07UsI6UzHz9bLmxY3ir4U88E9j3PfDdVsAgi9WNg45r04SfoWMPVJ15L+pWPgTr0d3o8OmDOL2yP7q7t8Cy0QdAAnL7AMdPB3KiVzKzURaHCKC4KsNbLFHtD6Bkdmr+drGkN5I/Esic7dAtpAznYX+JIzvLUkSV1kTe7RVZZJXsgRJVTpsJ+8rrcNCfgWKN5cKfVr63WzZ8B3TsDeTlAgcPIfPr1VEbWtLr0D0QQOl+qtimTRRHs4m8yQZZRr0MlBYyKI7uhvHADzAaZGywn6RvDnsFeyMlvADxmlHj8qKizoMi2PSsTafqL/kW0QCK+L+pUrQm8oEMFJ+iotKQBaNBCn1M5kDvluwsrYSXW8+8scv+5zAKGSgWowyPQTxvnsoDkKDCEOsMlMxOMBpkZPkO64FyAICiQPaJv6XJHsXxaM+/9rfS+p/k9olYbxyNJEnItptwsNKlP9ZUzdCYdGI3/LSvAgOK2t+7klqHn5IIAKB4/RHpCL+QEZFfY19gMnJFSrSnBijbDnQ8pvX7jUED+UQRaCIvXq+0D+mZFk60ELXLypWiVvSKFcDZZ7d7dw6rCQcqXDhU5YLLI8ojsIl8kjJaxPtL/fcYVQVcFaJBbKQ4AwEUjy0vvAwEW46ob26XgF6DAWwC/vtTm4cwckBP/PHHmTjx8HvIqfkeQ2q+hkGWINm6A0MvA7qfFv2m8Y0xO4DqQ+I5D0f1IXGaEcUG8q0Nutr9Gaw1h4MCKN1hNMiwmg2oc/twsEqsGmVmaXRpq3Ld/n4zVeyBElXaKuFa/+r8mK2KbsN7u+W44UD+ACAvDzh4EJk9eEw0qbFG8lp5wij3QJEgwSa5AVWFJEvo5Gghg2KzKM12MOtYVBoCQY3we6A0bCIPiL4T+8vrUFGr9acUx7hDjXwGik0LoKj1AijVIoBSYchuuKhOH3dVSA8Uu3+BhjWKGSiSJInjoBZQKv1ZlwZzbPuSOQpgkCVkuY+EBlA8NVAUEUA326KYEWOqV8LrgNb/JLLluzRZ/gCKJlUzUAqyrCjIimKWGzUpNY8oajUtA0ViCS+iyFu5Ehg2TJwGkw1AwSBxvrSkbfvWAygxXg0bB44meqAwA4WojUpLgc2bgYULxeWFC8Xl0tJ27Vb7X919RHxhspoNbHSYaiRJZFFGMJhgDAqgKBn5zdwyiL0j0LkIuHoqMPsG4KQTgWEntfhrTbGZDTitTwFWOX6Dd+RzUWnIxuYOZwC/fgTocXp8gidAoOSHqyq82+slvKKUgdLU55rmaLXwj+4WQRQAyO4KAMj0v48fqBATHza+r0dVcBN5n6KimhkoUeW0hT6vUX8/bMd7u+X3l4rgCQDk5cFx4/VRG2bS00oQHdkuFhX4vP4yj4h6AAUATJIKA7zoYDc3v9K+rgLY8TkA4EDn0fpmo0GCQQ7zPa2ZDBQAelN2LYCSqfiD/fYoZKD4/AEIn0c859UH4VNVVBqyGwbftZKXQSW8yqrdetDYCi2AEvkMFACQ/Pdv8GeFKrHMPgGAzHwYDRKyffUCKO5qKKoKr2SC1Rydxw4g6LipE/8jWgZKlAIo2bbQ4JTW74soUvgpiQAAquKBBLAHClEklZYCFRWhX2A6dwacTqCwUGwrGALsXguU/hcYdHHr9q/4gKM7xfk0ykBxeRS4vUqguS8zUCIngmWcKMFVVgJduojygZpFi8SPwRBeA+4maP+ru8tEAIXluygcdlsGDhvzke07DF9WtzB/qQMwYCDQIUeUt8rrBIz5fbvGMXpAPpZv2o910vFYl3s8uudmBCYB4kWbBHJVtnxbVQ00kY90Ca9wPtc0RSvhpfXSyeykl/fItBpxqMqlrxyNZwP5dGAyBAIo2qIUSQIyGLiKivp16q3RXBXdzvf2+hkJ/IzdjKxiQJJFT4eaI6GZBdEMoPizJWRZgll1Id/ZQn/Knz8RwYacnjDl9QMO7APQiuwToGEpJj/t2K6sVx3A7vMHUKLQA6XSF/T/5KkRARRFRYXcoWEAJbiElz8D5WitGxV14rxV8ldhiVLPGtnfS8jq8meFxiOAIsuwKVWoqQ5agOERARSXZIXVFMXXI+3/wFMtSsC6KkRft7ZU3QhDVr3vG6lawovih0cUAQiU8JIMnOSIi5KSeI+AIk37AtOvn/jSAojTfv2A4mJxPQAUHitOD20F3DWN76sp5XvEB2KjFXC0MHGRAmwmg75Sqsrl1TNQMsKpk08ta8uKYkpeDoeY/LTZAqvqJUlcXrCgzcETIFAGZvcRsVKRDeQpHBkWA97qcAUWdbwRVkeYky5aVkPtkUB5q3Y2aM3JMOOE7jmBcSVCOSntMbnDyEBxVQSa3dtbmFhrjXA/1zRFm0hT/RO7WvkbBN7HD1a5/JcT4DmPhxh9H9AmlVxen95Y2G42hr8anVqlfgnLqGagtPO9vX7Jm0xmJTXNaAacncX5sh2B7AyDKbpl0SUJMFphkCWYFVfz/U98XmDrMnG+73nIDSr11aryRtoiAsUrvnv6acd2cAkvSfXB6otGE3nxf1PjUQMZI54avYRXlSGrYVUCcyADJdt/LHt9KkqPir+VGdHrgQIABqv4f8vUAkqWGAdQLJl6FoxatV/frLqr4VMAl2yLbk8mPYBSG8g+6dhb/I9EQf3vG20KoHBejprBAAoBCJTwYgZKHMRr0pJvDtEV7heYzE6iIazqC9QFDVeZv4F8TnQbyCcKSZICfVDqvIFVTokwuZXMolTGiZLA5MnAtGlixbrsb8A9fXqbGnAH00o6aGVh6q8II2pMhtkIt2xDpaFD+MeMltVQVw7Ulonz7QygAMDYgYFG7QkRpNd6zYSTgVLlzz6xdYjsJEV7g672nNDL2YEsI62Xmd5kOx0zUGL4fUBrIu/xKXpZF06UR4/TGuMSXu14b68/qe6w8P27WXoflO1B/U8yon+/JhuMsgST6kJBVjMZkru/Fu+N1myg68nIcwQCBZbWZB4Yg+4jKAvF2UgJL7tSBYMEkZ1jyQr/PlqgB1DcvsDEvLsaqDkc1AOliQwUxQsjvPrnU73JuBrdDBSTVTsWRL+RSHw+aS0pU5RElYICKO4a8VnCJVlhbU0mUmsF90CJcv8ToGHGe6sDKFxMSC1gAIUAAKriT99mE/nYieekJd8cYiPcLzAF/iyU1vZBOeIPoGg1eNOA1luhos6jl51IiMmteIhEELS9K4op+S1eLE5HjQq93A716+jXr0lM1Jjg1/L6E45NsjgDi38q9ga2tVPXjnb0K3Q0GFfcaKtow2kir5XvikYD+fYEXa3ZgBQ0URP02SXTP0nr9orslLRaGBGH7wPBPVCq2P8k6hpmoMRgCqaN7+3Bk+oGWYrNWJNZcCN5LQMlFiUfTTbkO6w4s2cmTj6miUxDVQV++lCc7zMGMBiRmxkUQGnNxLksB4IMQRUTtIzjCn8mW43LiwylUmSzWbPF70WI1kS+1u0NBFAqSwHFC68KVMlOvTm8zmgVgRwgpIwXAEBVYVL9GSiG6HxONdlCM060jJRYkp1iQYih5oC+zV0rMoRcsg0mQxQXYWr/C+6aoP4n/aN2d1n1MlDCzrLiYkIKE98RCQCg+ljCK6biNWnJN4fYC+cLTOEQcVr639btW28gn/r9TzR6BorLqzcqTMua3ZEKgkaxjBMliYkTgaVLgWXLxOnEie3eZf0Vq/W/0BA1JrhsU9gZKJIUKBHiXwwUqRWek07shuHdOuCMPnkR2V+7tKaJvL9ZLfyrTiOurUHX4L8VUK+EV+hEXtoEUOL0fSAkgOJfiV2/TwdFToMeKLHIsGrje3vwpHqm1QgpDTLc2yU4A0XLzDDHIAPFaIPNbMB5/bKbDvIf2gIc2SYWGfQSzeNzMsz637RVJbyARvugZNlCMzpqPL5AAKV+1mE7aeW5qt2+wMT80V3ifg1ZUCVDw5KbkhTUB6UKHYICKAZ4YdCegihloJhtoQs65DhkoJiyRADFXHsQqioyYTx14r1FMdmj+z+ul/CqEaVWZSOQ2ztqdxccIJMkwBhOWUouJqRWYACFAAQFUFjCKzbiMWnJN4f4COcLTP5AsSqzaj9Qub/h9Y1RFLHaCRAlvNKEtkq1ss6rlwdKm4kWIDpB0CiVcaIkMX8+MHasOD92LDBvXrt32TADhRNz1DKbyaB/JGpV0K3+JE2EJiiKsm2YdVYvFOdEsRlwuPQAShif1fQMlCgFftoTdLX7AyjmjJC/W/2FELZ0WRgRp0UM2sSpy6foK8eZgRI99Z/bqJbM0bTxvT14Ut2RCNl3ia6DvxRh9aHAa2+MMlAABLJeGrPZn33S/TTAKkppGWQJHTPEJHOrMlCauE9nIxkomb4KGCQJsGW3bv8tsOsZKL5AUKRsJwCgypgdcpsQQY3kczICny2cRh9k7XU3SgEUS0boa7jBFvsAiqVDEQDA6T2MWo9YfOjzZ6Aoxih/vjHV239Oz6j1mwFCF9+YjXJ4wSEuJqRWYACFAAR6oEhGTnLETKwnLfnmEB/hfIEx2YC8PuL8vjCzUCp+EU1ijRbAURSZsSYBLQPlSLULPkWsokmI8iqxEM0gaBTKOFH6ahBAsbOEF7VMkiTk+Cd2gsuMtCi4UbpsbPiFPRVojWfDaSKv9UDJjFIApT1BV+1v1aF7SO+2+v030mphRBwWMZgN4vn1eNVAD5R0+SwVKa0oo2o1GUJKY7Wq90SM1c9AoRZYHIFyiVqPh1i8B5n8E/6eusavrzoI7Fojzvc9L+SqXIc/gNLa4zC4n4WfVsLL5VFQ5/Ghxh2UgRLBBvJAoIRXnccHxRiagVIhZwNAwybyQGgj+aDPo9kWf18SgymipcaC2e2hPWDiEUAxZxVCloAs3xE949Drz2ZVo32sGi0AgoIY+QOjencZZgOMBi3DqhWfI7iYkMKUuO/eFFv+sgcye6DEVqwnLfnmkLha2wdFK9/VoXvUPvQlIq0u/r5y0WhWlqXWp6Anq2gGQaNQxonSl6NeuZLsRCnhFYm+QRRV15zZC9ee1at1ARRbUAaKxREyMZ8yrNnitK6i6QkzjVbCK1oZKO2hlRWrV3q0/uS9Ld2ayMf4+4BewsvnYwClLdpQRlVbqS9JbSidFEPBk+pps0CpvbQyXlqPh1gEUIwNgxkhfl4OQAXyBwWyZPy099dWH4emhiW8rCYZJn8drCPVbvgUNSiAEuESXkHvCx7ZH0CqPQIAOCqJQEXzGSihJbw6mEQ2BgzRy4iw1ftuZq4XUIkJRwGMBhkO31FU1IjPD0pdtX9AUS43J0mhGVl5/aJ8d5KehWI2tPL45mJCCkNc370///xzXHDBBSgqKoIkSVhc7yBVVRVz5sxBYWEhbDYbRo8eja1bt8ZnsKlOayIvJ8gkR7qIx6Ql3xwSk9YHZf+PgD8jrFll/gbyadT/BAh8wd9fKT4AZpgN6VWfOVpB0CiUcaIoSvBAgNkoh0zChN3PIpoi1TeIoqpHbgaO69bKVav2egGUVGTrANhzAdUXWOXcGFWNfgmv9uj3K2DY74H+F4Rsrj9Ra0unDBQg5t8HQpvIayW8EuB1OsHf29pTRlVrJG8xJvbnVpbwaoMO/lLKWolFcywyUPyT0t5GAuo+L7BtlTjf59wGV/fqJDIyCrNaWWosuCG4nyRJetZxabkYS6ZSIdb2RTgDxWiQ9dculxQa9CiTRK+RRt87gkp4dahXwgtAIJsnCjJsNihSYEwmu7OZW0eJrQMkgxkSVNQeFaXCff4MFCkW/Xq0/wdJBvL6Rv3utCwjc2sDhFxMSGGIawCluroaQ4YMwRNPPNHo9Q8++CAee+wxPP3001izZg0yMjIwduxY1NW1sPKKWo8lvOIjHpOWfHNITB16iBRjT61o+NeSNGwgDwQCKAcrRQaKPR2/3DEImt6SJBCg/a9aTYbYNMxtSjT6BlFiqZ+BkookKbDQonRD07erKwd8HgCSCLgkGmuWCJ5YQ1fh1s9+qN8TJeXF+PtAcABFy0CJew+URH9va2cZVS2DOpHLdwEs4dUmWgaKJiYlvJrJQPnlG8BVIQIYnYc3uPrUXrn460WDMXZgfuvus5Em8kAgOLi/QszRZaEKEiJfwgsIBEhcUmjQ45AiAhONvncEB1CCMlCcMchAcVjN+lglACZrHD6jSBJcVvF5wFO+V2xziwyUmARQtP+HnJ4x6Q+kLdqylB1u3S9yMSGFIa7viueddx7OO++8Rq9TVRWPPvoo7rzzTowbNw4A8NJLLyE/Px+LFy/GRE76RpTKEl7pY/78wPmxYwNvFBRfsgwUDAZ2fSUmR5pboVF1EDjsD7KkWQBFWyGpaP1P0m2VKiCCnmPGiP/djz8Gli+P94goFkpLgYqK0EBA586A0wkUFsZzZI1yWE04XOVuXTPwSNMmvBQlsG3RIvFjMABlZez/lQrSIQMFEAGUbSuaD6Bo2Sf2HCCJPtOnfQmvGDP5a8S7fYpeE98ZrwyUZHlv08qoXnUVUFcnsr0kCbBagWeeafG9RJtkjuuCgjAEZ6BkWriwMixaBoompgGURhYW/7xCnPY8E5AbHm+SJCHf2YasiyaCNtprxz5/BkqWWgnAGJUAit1sQHmNB3UIDXocUp369Q0E9UAJDqA4tAyUKDWQB0SJM7dshU2phixLkKxxyEAB4LV3grF8D3zlIgNFjWUAxWgFysuB/v2jf1/wlw0+dAjm918HuvmAs8+Oyf1SekjYT9bbt2/Hvn37MHr0aH1bVlYWTjzxRHz11VdNBlBcLhdcLpd+uaKiAgDg8Xjg8XiiO+gkoj0X2qnqdQNQoULm80RJof4xnAqkvIGQd6yG+st3UPpf2OTt5JLXIHndUDsNhGLrBKTQc9ASq1GFoipBl6WkPQbafAw/8IC2A/Gh8Oyz0+oYSEtVVUDv3oFAgM0GvPWW+DEYgF27gMzMmA+ruWM4wyRDURU4LYb4/Y9arWLC66abGk54PfqoOOX/TvIzOWHw/2+oRjuUVvxNk+qzRMe+MKgAyn+B7+jeRkt0SeV7ISsKVFvHVj0P8WaACgkqfKpYHGGUlOT4mySAthzDsqpAURXUuVW4PT4oqgqLQY39c56g721NmjgRWLcOeO45sfBJUYCZM8X2Fp47u/890Swn/uuNLAFeRYHNGJuxJtXrcGNMDhhMdsBfFkmRzVCj/FgkySRe611Voa/11QdhKN0AqCp8XU+N6GccSbaI+6wLvc8MswRFVbD3aA0kxQ2bWgNFyYTP5Ij4ZyyLQdxXtc8IRXvfV4GDSgYUSYFJbvg6JslW/7grYJQUmAwSXF4f7LIHiqJAlc0Reb9s6jhWjHbAewgyJHgkS1w+d/pseTBChVL+CzweD1RXFQAVqske9f876YAH8urV8HW5DBgU5ce+fz8yD++H8ssvMEoqPC+/DBQUiIB8fiszrhLd998DgwdHdJdJ/1rcDuE+ZklV/Z9U40ySJLz77rsYP348AODLL7/EKaecgr1796IwaPXJhAkTIEkS3njjjUb3M3fuXNxzzz0Ntr/66quw22OwGiBJmTb9Cx3de7C94HzY8qNfm5CIGjJ7KzFs57NQIWF996vhNTRMc7W5DmLwnpchQcUPnS9DtbUgDiONn2oP8Mq2wOq4Xk4VZxclxNsYEQX5tFTClnIJxzhUjOrM/1GKHkn1YcT/HoMEFb90OAl7ck6O95CiZsAvr8NRtxfb80bjgPPYBtcXlq1F1yP/wSFHf2zr1HiWf6JatFVGrU/Ul76in9Li7ant3D5g4dbQUlIz+ihobc9dCt+PZRJW75dQaAcu6JrYx/eLW2S4FOC8LgqKEyh+lcj67X0LWbW7AABb8i9AWWbvqN5fbuVGHHNgKY7au2Nz4UX69i5HVqNz2RqU27rip6LfRvQ+88u/Q/dDq3A4sw9+zv+1vn3tAQklRyRYZMDqK8dtvueQZ5exrscNYtFKBH20W8buamBi9lacU/0eAKBOtmOW61oAwBV9Fcj17jKv4gf0PLgMZfae2FI4Hm/8T0a5G5ia9V+cVhPYHi3KxndQ5NkJRTbjwOBZUbuf5lTt2YBeh1fikK0nvH3Goeemx1Dj9mFFpxkYWBjlrBhVhVGpa3ReIxp+qQaW7JYxrKOKEXn8/kHhqampwWWXXYby8nI4nU3/TyRsBkpb3X777bj55pv1yxUVFSguLsaYMWOafSLSjcfjwfLly3HOOefAZDLhm70fwVJhxrFDhqH38DPjPTyiFtU/hlOF/NE3kCp+wdihnaEWn9Tw+s8fhOTOg1p8Es44eXocRhhfHp+C5a+V6JeP65uH80cUx29A7ZCqx3BK+vxz4IILgPffB04/PX7juOWWhitf41ijt7lj2LOhFEe/L8Vpgwpw/tCiOI3Qr18/USbmrLOAVauAoiJg06b4jokiyvDvj4Dao8gddiqObaRpblOS7XVY+rEO8g9vIa+LBcop5ze4Xv6mFNK2TsgdeDr6Dmp4fSJb8/5GlJbXwWEx4fzzI7uqMpW15Rj2+hR8GPRZymo04IJfD4nSCMOQYO9tzbrjDpH5O2oUsGKFeE/5y19a/LXBZTXYsXQLzh2Yj/OPTaDSZI34RtmEPUdrMe7cAShoS6mnVkq21+HGSCVlkDcvAQB0PGMUkD8ouve3Jw/y6vXIy+2MY0b5X+sVHwwfLAFMnZB78pXo2cj3yHbd545MyGt+RF6nIvQ5K/D+Yt50AHu/3QMAKPTUwVmbgYKu3XD+r34V0fsHgF/+sx2uHWXo0SsDnXZ+BQCozuyGTmWdYDMZ8OtfNXwdk/bkQl5dgrzcIvQadT6qvtmDL34+jLP7e9DhpxLkdR2EXiPb/37Z1HH8n4Nfw3K4FD5bHs4/Pz7vyyVrM2H6z3/QORMYOPYclO56Fj7JjWOHn4Cxw6JQDryqSvSGUhoJFkczu/D114GbbsJERUKmqwZScNZ5KrSA2L9flLycN0881okTgdmzI5ZhkwqvxW2lVa5qScIGUAoKxKrq/fv3h2Sg7N+/H0OHDm3y9ywWCyyWho2gTCZT2h0E4dCeF0n1AZBgslj5PFFSSbn/7c7DgKpSyAc3Aj1PC71u/4/A/v8CBhMwfBIMqfS4w2QyAXazCXUeUbfWabMk/d8/5Y7hVKLVZn/xRaC2Vpx26RK/2uxvvy3Gcc45ovfN228Df/977MdRT2PH8NhBhXDazBh5TMf4H9/jxzfsGxTvMVFkZeQBrgrIGTlt+tsmzetwl+OAje8ABzfCIEsN+5zUHQFkGbKzMOmOcYfNjP0VbmRYk+RvkWBacwybTIDRYND7yTlt5vg+5wn63taoBx8MnD/3XPEThp6dsvDkpONgTII0n2vO6o2DlS4Ud4xtT6mkeR1uTO4xgD+rS7Y5o//6a3OIgKPPHfg+uGcD4CoHbNmQu42MfB+svN7iPo/8DINSp/cc65BphSyJx+5QqmAwyJAzOkKOwnPgsFkgSzJqJBtkWdynx9oRsiQjw9LE8WPLEuP21sJgMmHSyB645IRuMG7aJbabMyL6nbr+cSxbHQAk+MyZcTu+bbld4IUEi+swTKoLIqwhw5qRFZ0xdegAPPVU4z2jnnxSXB8NkycDX3+NnCefDATkp00T25NdZSXQrVtoUGrBAvET4b6OSf1a3EbhPt6EfQfv0aMHCgoKsGLFCn1bRUUF1qxZg5EjR8ZxZKlJ0pvIp9c/ClHCKfSX5PDXr9WpKlDyqjjfaxTgSK/SXcGCm8022iyQKBK0BuT9+omm44A47ddPrKqqrIz9mCZOBJYuBZYtE6cJvJrKYTVhzMACOOLVmDjY/PkieAKI00Rd2UxtN+A3QOfjgaKh8R5JdOX0FA1xPbXA4Z8bXl91QJw20h8l0WWaxXt7Qr2vl5TEewRRYw5qFu6wxnlNZRK9t7VHMgRPAKAo24YhxdnxHkZyyQlqJB+LJvJGraF7bWCb1jy+x+mRD54AQHZXILsboHiBXWv0zcGvHxlKJYyyBNhzIn//AOwm8f5Q5Qs0g681iftq8r1Da5Tub5wO+P8XfW7/hYaLryPJYBWZFooxBg3bm2DLzhedxrxuoPwXKIoKt2SBzRLF1/7Jk0XwQlVFMENVgenTox/MWLxYnI4aFXo52Tkcoq+jzRYojSdJ4vKCBRELnlDz4vouXlVVhZKSEpT4P5xu374dJSUl2LVrFyRJwk033YS//OUv+Pe//43vv/8eU6ZMQVFRkd4nhSJIFau5jcaETUoiSg+dBgCyEag5DFTsDWzfvUZMlhgtwKCL4ze+BBDyQT2aH/wovSXiB1UGAoga1/Uk4IxbAxMlqUqWgxZalIRep6pA9UFxPrNTTIcVCZnWBAugrFwJDBsmTlOQxRAcQIlzoJvvbZTsHIWAxSmqBNiyo39/Jn8AxesPoFQfBvZ+J873GhW9++3hr46w43N9kzPo9SPTVyGyI23RyTDQ3h8qlcB9VpvEfdmb+k5o9peKcleFbteCT8bolqkzagEUc/waCjlsVlQasuFVFKBsO3yqCpdshdUU5engeAQzUjkgH6+gFOniGkD55ptvMGzYMAwbNgwAcPPNN2PYsGGYM2cOAOCPf/wjrr/+elx55ZUYMWIEqqqqsHTpUlit0a/FmW4knwcAIBsTYKUoUTozWoC8fuL8vv+KU58X2PCaON/vgth8ME9gmQygUKzwgyoRJZpCf4330v+Gbq8tEyuDIQG26Kz+jSbt/dwW7wBKaSmwebMIoAPidPNmsT2FBGegZMY7A4Uo2ckGYMxfgLH3B4Ib0WQKykBRVeB/qwCoQKf+gDPMvnNtybDrdgoACTi4Wc94dNoC80cZSmVUAyja+0OlL3CflYZsAIHslAa0hRWKF/C6A9u9LnEa5QwUufvJ+Nk6COXFUQxstcBhNaHckANFBTwHf4aiAC7JBosxyu+38QhmpHpAPlUzbJJEXAMoZ555JlRVbfCz0P+BVZIk3Hvvvdi3bx/q6urwySefoE+fPvEccsqS/BkossHcwi2JKOr0yZEN4vR/q4DKfWJlU/9fx29cCSK4hFdGvCdaKPXxgyq1VQqX/6E4KvBnoBz5H1AX1PSy+pA4zegYnfItUdbJISaxcjOiO5nVrEQs3RglegCloiL+JbyIUoEjH8gujs19aQEUVRGBgG2rxOVjwpykb2uGnT0HyB8ozu/4DwDAYTHqidoZSgVkKXoBFC3QXu2VAP+8VYWcLYbW1KI6kw3w92gJyULxaQGU6C7OPm5AX/T/3RycdeqpUb2f5lhNMiqMHQEAvkPbgjJQovw9OtWDGfGQyhk2SSA5CnFS1Gk9UNKxKTVRwtHKc+z/EXBVAt//S1we/NvYrGpqqxhNFgZ/0W/ywzJRpPCDKrVFipf/oTiy54ha9FCBfd8Htmvlu5Kw/wkAnNIrF9ee1Qu/HlIYv0EkYunGKDEZZODQIeDzz+Hc+lO8h0NErRE86b97DVBzSGRaFJ/Y/O9FIsNOL+P1BaCqkGVJX9yWoVSIHihRyoK0+Sf8a90+YMA4oNvJOGwSfUGbXFQnSYG+NEF9UGKVgWKQJQwsyop+sKIZkiTBbROlPZWKUiiKijrJFv0SXhR5DErFFf9jCAAgqyKAYmQTeaK2i1QAIbsbYM0Sze1W/x2oKwcy88NfVRQPMZwsDK7VzQwUirpoflBlhkLqScXyPzxOE4+eqVoS2FatNZBPvv4ngJjQP65bB9jNcV4YkQ6lG0tLYS4vA/bsBgBkrliW/K9TROlEkgJBlJ8+EKfdTwOMzVQTiVSGXZcTRK+Xir0iExKBMl4ZvtiU8Kpxe8XCwowzUONRQq5rVCON5OGtE6dRzkBJFD67WFzh9alQVBXuWGSgEKUYBlAIQHAGCkt4EbVJJAMIkhQo0aGtLh0yMTFLcsRhsjC4hFfcJ1qI2ooZCqknFcv/8DhNTMF9UFRVnK9K7gyUhJLKpRv9r1Pmp54E9vwCAHAseS+5X6eI0pFWleDoLnHaUvP4SGXYme1A5+PFea2Ml9UIo+KGWXWJAIo9OhkoGf7vfTVun/75pHrj5pDrGh+z1ki+sQyU9AigqJn5AACPT4GiAi6JARSi1mIAhaAqSqAHCpvIE7VOtAIIWhkvAMg5Bug6sn37i4Y4TRZqzU5NBjmkCSoloXRc2Z6KGQokpFL5Hx6niS2vn6j/XncUOLpTbNMyUDIZQGm3VC7d6H+dMsuqvinTU5ucr1NE6Sy4rHPHXv7Sji2IVIadVsZr52pA8cFpNSFTET25ZLM1aiWnbWYD4KpDXVk5VP/nk9r1G4DqKtirypv+RT0DJagHip6BEse+WzEkO0QAxe0TGTsuyQYrv0cTtQr/Ywg+n1c/bzRyNTdR2KIZQCg4FoB/Am7oZYHJuEQSp8lCpz+AksH+J8ktHVe2p2KGAoVKhfI/PE4Tn8EUaORbukGc6j1QkrOEV0JJ9RrjkyfDMny4ftFRV5V8r1OUfNJx0Uw0GYOCFC1lnwSLRIZdwRDA4hBlpvd9D6fNhAx/AMWQ0bH1+wuTzVUDLP8E6qpPUfv6mwCA6p+2Aqs+hf2icU1/Pmm2hFd6BFDsGZmokTPh9ooAitdog9HA6WCi1uB/DMHr9ejnjWwiTxS+aAYQbNnAyGuBETOBgkGRGG10xGGysEduJkYe0xG/GVoUtfugKErnle2plKFATUv28j88TpODXsZrg3jvrT4kLrOEF4XBvOE7cSYvF05XTexepziJnp7ScdFMtGlZHkYr0PXk8H8vEhl2BiPQzX+fO/4Dh9WIDKUSkgTIUSrfBQDm7CyYhg0FDDJqzOLx15isgEGG/e67mv580mgAJb1KeDmsRpQbcuDyB1BUU0acR0SUfBhAIXg9bv28MU0i8EQRE80AQo/Tgd6j27+faIvxZKFBlnDFaT1xRh9OEiUdrmxPjQwFal4qlP/hcZr4tADKwc1AZSmgeAFJjlrteUot5uOGASeeCOPJI2F5/73YvE5xEj39pPOimWgz28Vp91MBUyuCAJHKsOvuL+O1ew2yzYpoIC9JkKLUQF5j79UDKC5GjdECyLIIoBR3hf2345v+Jb0HSmMlvNIjgJJpEQEULQNFDyoRUdgYQCH4vP4SXpIEWeYhQdRqyb7auL1SYbKQYoMr24V0f81IdalS/ofHaWJzFAIZuSJw8r/PxDZ7DiCzKSy1zHzZRCAvD5kWE6Rzz43u6xQn0dMTF81EV9/zRY/MQRfH5/479gIy8wGfGwUV3yNTqYDBIAFRDqDYzAZg3z7UmqxQR41CjckC7NsHe7NN5OtloHy3HvD5q7AYzVEdb6JwWE0oN3SEVxH9ryQGUIhajbPlBJ9XZKCokgESAyhErZfuAYRUmSyk2ODKdr5mUHLgcZrYJAkoHCrOb/Ov6Gf/EwqT2d882GGNcj85TqKnLy6aia5O/YFTb4pf1qEkiWoJALpVrEdXuwsdMyxRH4/dbACKOqPmiafhWvIRlJEnA0VFYntTggMoK1cCJxwHHPKXvUyTDBSn1YhyQ1Bwy2KP32CIkhRnywmKPwNFlbhijahNGEAgap10X9nO1wxKBjxOE59WxsslmvcikwEUCo/JEKMACifR0xsXzaS27qcCAEwHvsfZnWrQyWGJQQaKERgwADXDj0eN2wfk5UEeNBAWYzNTm+ZMoK4O2LdLvB4ZAezeDVRXAwcOR3W8icJhNeGosaN+WdbKmhFR2BhAIXj9GSiKzAbyREQUA1zZTkTUfvkDRd8TDRvIU5g6Z4sGzN06xqCMCyfR01u6L5pJZY4CUcoLqujFBQC2GGSgAKhx+1Dj9urbJC1A2xgvgE8+ARa9IDLgjBKwZw+wbCXQtWtaZMJlWo0oN2gBFAmylcFrotZiAIX0HijMQCEiopjgynYiovYzZwC5vQOXGUChMA3qnIW//fZYXDy8c2zukJPo6YuLZlKbv4yXLtpN5PUAildkoADN9z8BgOxOwNChgM0oMuCM8GfEGdImEy7DbIDLkIHPHL/Gp45fw2xJj9JlRJEU5ZxdSgY+rwsAAyhEREREREmlcChwcLM4zwAKtUJupiV2dzZxIjBmjFg08fHHwPLlsbtviq/58wPnx44NLKCh1ND1JODbFwFVBDOiH0ARU5i1bl9QAKWFeSxzpujFVFYOqD8CZoPIhDumT9pkwkmSBIfViP+qJwEAzjFx7o+otZiBQlB8/gwUA0t4ERERERElDa0PCgBk5sdvHETNYeYpUWqyZgXeh8wZgNEc1bvTgiXVbh9qXN6QbU0y+xum79srZkBHnigub9sZpVEmpuCeV1YGUIhajRkoBJ9H9ECBxMOBiIiIiChp5PQEioaL8/bo1p4nIiJqoMfpwN71MQni2/zBktrWlPAy2QFIQOci4L1ngSHFwDu3Afu9UR5tYgkNoHAtPVFrccacAhkoMg8HIiIiIqKkIUnAmbfFexRERJSuup4EuGcCHXtG/a7spqAm8h4RQMmwtJBNIUkiO2bAQODUE4Cy7UBeJ2Dw4GgPN6FkWgIVZyzMQCFqNc6YE3w+jzjDAAoREREREREREYVDkoDeo2NyV1q2SU1ICa8w5rHMGYC7CnBXA15/BRZjDPtAJYCQDBQjAyhErcW8LYLqz0CBzBdRIiIiIiIiIiJKLIESXj5Uh9tEHhCN5AF/AKVWnDdaozHEhMUSXkTtw/8agk+LwMtsIk9ERERERERERIlFC5bUeFrRRB4QGSiAyELxusT5NAugOK2B+T42kSdqPQZQSM9AYQ8UIiIiIiIiIiJKNPagJvLV4TaRB4ICKNVBAZT0KuGVGZKBwgAKUWsxgEJQvP4eKAYGUIiIiIiIiIiIKLFowRJVBY5Uu/zbWpOBUg1468T5NMtACS7hZWMAhajVGEAhPQNFYgYKERERERERERElGJNBgkGWAABHqsVC4Nb1QAkq4WUwR2OIkVVSErFdOUJKeHEqmKi1+F9DUHz+HigG9kAhIiIiIiIiIqLEIkmSHjBRVRVAW0p4+TNQTLZoDDFyVq4Ehg0TpxHgYAkvonZhygExA4WIiIiIiIiIiBKa3WJEZZ036HIrS3ipijifqD1QSkuBigpg4UJxeeFCoHNnwOkECgvbvFuHxYiRx3SEJEkMoBC1AWfMSQ+ggAEUIiIiIiIiIkplJSXA0KHxHgW1gb3e5H/9y40KLuEl+QvxGBIwgFJZCXTpAihKYNuiReLHYADKygCHo027liQJV5zWM0IDJUo/LOFFUBURQJHZRJ6IiIiIiIiIUlWESyNRbNmCep5YTDKMhjCmNUNKePl7oJgSsIm8wyEyTmw2QBK9XiBJ4vKCBW0OnhBR+zGAQlB9ovkWe6AQERERERERUcopLQU2bw4tjbR5s9hOSSO454nNFOYiYC2A4qkJ9EBJxAwUAJg8GZg2DVBVQJbF6fTpYjsRxQ0DKKQHUNgDhYiIiIiIiIhSilYaqV8/UQ4JEKf9+gHFxeJ6Sgr2oAyU4PPNCi7hpWWgJGoPFABYvFicjhoVepmI4oYBFAo0kTcyA4WIiIiIiIiIUghLI6WM4BJeYTWQBwCzXZz6PIDbHywz2SI8sgiaOBFYuhRYtkycTpwY7xERpT2mHBCg90BhACUsbDhHRERERERElDwmTwa+/hp48klRGklRWBopCYVkoIRbwstkByABUEUQBUjcEl4AMH9+4PzYseKHiOKKGSikv4FIDKC0jA3niBJHSUm8R0BERERERMmCpZGSXkZQD5SMcDNQJCnQB0WTyCW8iCjhMIBCgOIDAEgGJiQ1iQ3niBILg5lERERERNQaLI2U9EJKeJlbMYfVIIBijdCIiCgdcMacoOolvHg4NEprOKcogW2LFokfgwEoK2PNVKJYKS0FKipCg5mdOwNOJ1BYGM+REVFjWPaSiIiIEgVLIyW9NjWRB/yN5PeL87IR4PwXEbUCM1AIUEQJL/ZAaQIbzhElBi2Y2a+fCGAC4rRfP6C4WFxPRImDmWJEREREFEFtD6DYA+cN5giOiIjSAQMoFGgib2QApUmTJwPTpgGqKhrOqSobzhHFGoOZRMmBZS+JiIiIKApsQWW72lzCi+W7iKiVGEAhSD5moISFDeeI4o/BTKLExkwxIiIiIooSuykoAyXcJvKAv4SXHxvIE1ErMYBCgCqayDMDpQVsOEeUGBjMJEpczBQjIiIioiixtbmEFzNQiKjt2DWJIPlLeBkYQGkeG84RJYaJE4ExY8T/4McfA8uXx3tERBRs8mTg66+BJ58UmWKKwkwxIiIiImo3i1GGLEtQFBUZbS7hxQwUImodZqCQ3gPFYGA8jYiSwPz5gQDm2LHAvHnxHQ8RNcRMMSIiIiKKMEmS0KtTJhxWI/IcrQiEMAOFiNqBM+akZ6CwhBcREVEblJQAQ4fGexSJhZliRERERBQFt47pC6+iwmxsxZpw9kAhonZgAIUgaT1QDOY4j4SIiCjJrFwpsixWrADOPjveo0kcLHtJRERERFEgyxLMstS6X2IGChG1A0t4UaAHiokZKERERGEpLQU2bxYN0wFxunmz2E5EyeHzz0NPiYiIKDWxBwoRtQMzUAiy6gEAGA0MoBAREbWoshLo0kU0R9csWiR+DAagrAxwOOI3PiJqXmkpUFEBvPIKMG6cOO3SBXA6gcLCeI+OiIiIIi2khBczUIiodZiBQpAUUcLLYGIJLyIiohY5HCLjxGYDJH/5AEkSlxcsYPCEKJFpAdB+/YDXXxfbXn9dXC4uFtcTERFRamEGChG1AwMoaU5VlEAPFDaRJ2pZSUm8R0BEiWDyZGDaNEBVAVkWp9Oni+1ElLgYAE1s/JxFRETRYLID8L/vM4BCRK3EAEqa8/m8+nmjkRXdiJq1ciUwbJg4JSJavFicjhoVepmIEltwABRgADRR8HMWERFFiyQBZrs4b7TFdyxElHQYQElzPq9HP29kE3mixrFZNBE1ZuJEYOlSYNkycTpxYrxHREThqh/wZAA0fvg5i4iIYkEr42Vk+Xoiah2mHKQ5T3AAhWmMRA2xWTQRNWX+/MD5sWPFDxElh4kTgXPOAVwu4J13gE8+ifeI0hM/ZxERUaxYnEDVAX85LyKi8DEDJc0pWgBFkiDLPByIGmCtdCIiotQzf36g/N6oUcC8efEdT7ri5ywiIoqVQRcBPc4A8gfFeyRElGQ4Y57mfB43AECVDJAYQCFqHJtFExEREUUHP2cREVEsdD4OGHktYLLGeyRElGQ4Y57mvP4MFFUyxHkkRAmOzaKJiIiIooOfs4iIkltJSbxHQEQUNQygpDnF5xWnMhvIEzWLzaKJiIiIooOfs4iIktfKlcCwYeKUiCgFsYl8mvP5mIFCFBY2iyYiIiKKDn7OIiJKPqWlQEWF6GUFiNPOnQGnEygsjOfIqCklJcDQofEeBVHSYQAlzfk8DKAQEREREREREVGYKiuBLl0ARQlsW7RI/BgMQFkZ4HDEb3zU0MqVolTmihXA2WfHezRESYUlvNKc4vU3kTewhBcREREREREREbXA4RAZJzYbIElimySJywsWMHiSSEpLgc2bQzOFNm8W24koLMxASXM+fw8USDwUiIiIiIiIiIgoDJMnA19/DTz5JCDLIhtl+nSxnRIDM4WIIoIZKGlO1XqgyAygEBERERERERFRmBYvFqejRoVepsTATCGiiGAAJc0pXhFAAQMoREREREREREQUrokTgaVLgWXLxOnEifEeEdU3eTIwbRqgqiJTSFWZKUTUSgygpDm9hJfMJvJERERERETUgpKSeI+AiBLF/PnA2LHi/NixwLx58R0PNY6ZQkTtwgBKmlP1AAqbyBMREREREVEzVq4Ehg0Tp0RElByYKUTULqzblOYUfwCFPVCIiIiIiIioUaWlQEWFqKUPiNPOnQGnEygsjOfIiIioJfPnB86PHRvIGiKisHDWPM2pPjckADDwUCAiIiIiIqJ6KiuBLl0ARQlsW7RI/BgMQFkZGxETERFRymIJrzSnNZGXmIFCRERERERE9TkcIuPEZgMkSWyTJHF5wQIGT4iIiCilMYCS5vQeKAb2QCEiIiIiIqJGTJ4MTJsGqCogy+J0+nSxnYhir6Qk3iMgIkobDKCkOVURARRmoBAREREREVGTFi8Wp6NGhV4mothauRIYNkycEhFR1HHWPM2p/hJeYACFiIiIiIiImjJxIjBmjGg+/PHHwPLl8R4RUXopLQUqKkRJPUCcdu4MOJ1AYWE8R0ZElNI4a57mtAwUmU3kiYiIiKg1SkqAoUPjPQoiipX58wPnx44VP0QUG5WVQJcugKIEti1aJH4MBqCsjP2IiIiihCW80pwWQGEPFCIiIiIKG8uHEBERxY7DITJObDZAksQ2SRKXFyxg8ISIKIoYQElzqk+U8GIPFCIiIiJqUWkpsHlzaPmQzZvFdiIiIoqeyZOBadMAVQVkWZxOny62ExFR1DCAku60AIqRGShERERE1AytfEi/fqJkCCBO+/UDiovF9e1VUtL+fRAREaWqxYvF6ahRoZeJiChqEjqAMnfuXEiSFPLTr1+/eA8rpQR6oDCAQkRERETNiHb5EJYFIyIiat7EicDSpcCyZeJ04sR4j4iIKOUlfN2mgQMH4pNPPtEvG40JP+TkovgAABIDKERERETUksmTga+/Bp58UpQPUZT2lw8pLQUqKkLLgnXuDDidQGFhJEZNRBR/JSXA0KHxHgUlu/nzA+fHjhU/REQUVQmdgQKIgElBQYH+k5ubG+8hpRZ/BopkYGCKiIgo6bH8EcVCJMuHxKIsGBFRvDHDjoiIKGkl/Kz51q1bUVRUBKvVipEjR+L+++9H165dm7y9y+WCy+XSL1dUVAAAPB4PPB5P1MebLLTnQvW6AahQIfP5oaSiHa88bilZ8RimiPv8c+CCC4D33wdOPz3qd8djOI1NmgScfbYIoKxYAaxaBbT1OLBaRcbJTTcBdXWiIa4kie2PPipOo3SM8RimZMdjOAns3y8y7F5+WZQ7fPlloKBAZNjl58d7dHHHY5hSAY9jSnbpfAyH+5glVVXVKI+lzT766CNUVVWhb9++KC0txT333INffvkFP/zwAxxN1FieO3cu7rnnngbbX331Vdjt9mgPOekYfnobea5d2JF/LqwF/eM9HCIiIiIiIiIiIiKiqKqpqcFll12G8vJyOJ3OJm+X0AGU+o4ePYpu3brh4YcfxowZMxq9TWMZKMXFxTh06FCzT0S68Xg8WL58OXJLlyGjfCuMp92EviPOifewiMKmHcPnnHMOTCb28KHkw2OYIqKqSpQ5UpSG1xkMwK5dQGZmVO6axzBFVL9+ohfKWWeJjJaiImDTpqjeJY9hSnY8hpPA6683nWHH5t88hikl8DimZJfOx3BFRQVyc3NbDKAkfAmvYNnZ2ejTpw9+/vnnJm9jsVhgsVgabDeZTGl3EIRDVn0AJJjMVj4/lJT4v03JjscwtUuHDsBTTwFXXdVwcubJJ8X1UcZjmCJi/HhgzBjRDPfjj4Hly4EYHVc8hinZ8RhOYJMnA19/Ld6TZVkseJg2TWwnHY9hSgU8jinZpeMxHO7jTfgm8sGqqqqwbds2FBYWxnsoqcMnar3JxvT6ByEiIkoZkyeLyRhVFZMzqgpMn87JGUou8+eL4AkgTufNi+94iBJJSUm8R0DtsXixOB01KvQyEaUHvoYTJb2EDqDMnj0bn332GXbs2IEvv/wSF154IQwGAy699NJ4Dy1lSKoPAGBgAIWIiCh5cXKGiCg1rVwJDBsmTik5TZwILF0KLFsmTlm6iyh98DWcKCUkdAmvPXv24NJLL8Xhw4eRl5eHU089FV9//TXy8vLiPbSUISleAIDBwAAKERFR0po4sWH5IyIiSl6lpUBFBbBwobi8cCHQuTPgdAKsyJBc5s8PnB87NpBtR0Spi6/hRCkloQMor7/+eryHkPr8GSiyMaEPBSIiImoOJ2eIiFJHZSXQpYvol6FZtEj8GAxAWRngcMRvfERE1DS+hhOlnIQu4UXRJyv+HigGc5xHQkRERERERHA4xGplmw2QJLFNksTlBQs48UZElMj4Gk6UchhASXOS4u+BYmIJLyIiIiIiooQweTIwbRqgqoAsi9Pp08V2IiJKbHwNJ0opDKCkOUkVPVCM7IFCRERERESUOBYvFqejRoVeJiKixMfXcKKUwQBKmpNVLQOFJbwoxZSUxHsERERERERtN3EisHQpsGyZOJ04Md4jIiKicPE1nChlsHN4GlMV1Z+BIkE2MgOFUsjKlWKVx4oVwNlnx3s0REREREStN39+4PzYseKHiIiSA1/DiVIGAyhpTIWinzeZeChQCigtBSoqRMM2QJx27gw4nUBhYTxHRkREREREREREREmGs+ZpTPU3kAcAg5ElvCjJVVYCXboASiAwiEWLxI/BAJSVAQ5H/MZHRERERERERERESYU9UNJYcADFyAAKJTuHQ2Sc2GyAJIltkiQuL1jA4AkRERERERERERG1CgMoaUz1+QMokgRZ5qFAKWDyZGDaNEBVAVkWp9Oni+1ERERERERERERErcBZ8zSm9UBRJQMkBlAoVSxeLE5HjQq9TERERERERERERNQK7IGSzvwlvBSJhwGlkIkTgTFjgLFjgY8/BpYvj/eIiIiIiIiIiIiIKAlx5jyNqaoIoKgyDwNKIfPnB86PHSt+iIiIiIiIiIiIiFqJdZvSmT8DRZUMcR4IEREREREREREREVFiYQAljamK6IEClvAiIiIiIiIiIiIiIgrBAEo685fwUgwMoBARERERERERERERBWMAJZ35S3gxA4WIiIiIiIiIiIiIKBQDKGmMTeSJiIiIiIiIiIiIiBrHAEoak7QMFAZQiIiIiIiIiIiIiIhCMICSzlTRRJ4ZKEREREREREREREREoRhASWf+AIrEAAoRERERERERERERUQjOnKczhT1QiIiIiIiIiIjaQ1EUuN3ueA+D4sDj8cBoNKKurg4+ny/ewyFqtVQ+hk0mEwwGQ7v3w5nzdOZvIg8DDwMiIiIiIiIiotZyu93Yvn07FEWJ91AoDlRVRUFBAXbv3g1JkuI9HKJWS/VjODs7GwUFBe16bJw5T2OSP4DCEl5ERERERERERK2jqipKS0thMBhQXFwMWWal/HSjKAqqqqqQmZnJvz8lpVQ9hlVVRU1NDQ4cOAAAKCwsbPO+OHOezvw9UGAwxXccRERERERERERJxuv1oqamBkVFRbDb7fEeDsWBVr7NarWm1OQzpY9UPoZtNhsA4MCBA+jUqVOby3ml1rNCrSKpXnHKDBQiIiIiIiIiolbR+gWYzeY4j4SIiBqjBbc9Hk+b98EASjrz1+eU2AOFiIiIiIiIiKhNUrFvABFRKojE6zMDKGlM64ECmSW8iIiIiIiIiIiIiIiCMYCSxiSVGShEREREREREROnkzDPPxE033RTvYVCc1T8OunfvjkcffbRd+4zEPogSDQMoaYw9UIiIiIiIiIiIKNjcuXMhSRKuvvrqkO0lJSWQJAk7duwAAOzYsQOSJKFTp06orKwMue3QoUMxd+5c/fKZZ54JSZIgSRKsViv69OmD+++/H6qqRvvhUJjWrVuHK6+8MqzbLly4ENnZ2e3aB1GyYAAljWklvCQjS3gREREREREREZFgtVrx/PPPY+vWrS3etrKyEvPmzWvxdjNnzkRpaSk2b96M22+/HXPmzMHTTz8dieE2ye12R3X/bRHJMUVyX3l5eXrD7XjugyjRMICSxgIlvMxxHgkRERERERERUXJTVRV1Hl9cftqTybFkyRJkZWXhlVde0bf17dsXZ511Fu64444Wf//666/Hww8/jAMHDjR7O7vdjoKCAnTr1g3Tpk3Dsccei+XLl+vXu1wuzJ49G507d0ZGRgZOPPFEfPrppyH7ePbZZ1FcXAy73Y4LL7wQDz/8cEgmxNy5czF06FA899xz6NGjB6xWKwDg6NGjuOKKK5CXlwen04mzzz4bGzZs0H9vw4YNOOuss+BwOOB0OnHcccfhm2++AQDs3LkTF1xwATp06ICMjAwMHDgQH374of67q1evxkknnQSLxYLCwkL86U9/gtfr1a8/88wzcd111+Gmm25Cbm4uxo4d2+jzM3XqVIwfPx733HOPPs6rr746JEjS1L5++OEHnHfeecjMzER+fj4mT56MQ4cO6b9XXV2NKVOmIDMzE4WFhZg/f36D+69ffuvo0aO46qqrkJ+fD6vVikGDBuGDDz7Ap59+imnTpqG8vFzPKtKyjervY9euXRg3bhwyMzPhdDoxYcIE7N+/v8Hfa9GiRejevTuysrIwceLEkIymt956C4MHD4bNZkPHjh0xevRoVFdXN/ocEkUDazelMS0DRWYPFCIiIiIiIiKidnF5Fcx6ZX1c7vuJScNhNRla/Xuvvvoqrr76arz66qv49a9/HXLdAw88gBEjRuCbb77B8ccf3+Q+Lr30Uixfvhz33nsvHn/88RbvU1VV/Oc//8FPP/2E3r1769uvu+46bNy4Ea+//jqKiorw7rvv4txzz8X333+P3r17Y/Xq1bj66qvxt7/9Db/5zW/wySef4K677mqw/59//hlvv/023nnnHRgM4jn53e9+B5vNho8++ghZWVl45plnMGrUKGzZsgU5OTmYNGkShg0bhqeeegoGgwElJSUwmUTFllmzZsHtduPzzz9HRkYGNm7ciMzMTADAL7/8ggkTJuDyyy/HSy+9hJ9++gkzZ86E1WoNKWH24osv4pprrsHq1aubfW5WrFgBq9WKTz/9FDt27MC0adPQsWNH3HfffU3u6+jRozj77LNxxRVX4JFHHkFtbS1uu+02TJgwAStXrgQA3Hrrrfjss8/w3nvvoVOnTvi///s/rF+/HkOHDm10HIqi4LzzzkNlZSVefvllHHPMMdi4cSMMBgNOPvlkPProo5gzZw42b94MAPrzUX8fWvDks88+g9frxaxZs3DJJZeEBMa2bduGxYsX44MPPkBZWRkmTJiABx54APfddx9KS0tx6aWX4sEHH8SFF16IyspKfPHFFyz9RjHFmfM0ppfwYgCFiIiIiIiIiCitPPHEE7jjjjvw/vvv44wzzmhw/fDhwzFhwgTcdtttWLFiRZP7kSQJDzzwAC644AL84Q9/wDHHHNPo7Z588kk899xzcLvd8Hg8sFqtuOGGGwCITIUFCxZg165dKCoqAgDMnj0bS5cuxYIFC/DXv/4V//jHP3Deeedh9uzZAIA+ffrgyy+/xAcffBByP263Gy+99BLy8vIAAP/5z3+wdu1aHDhwABaLBQAwb948LF68GG+99RauvPJK7Nq1C7feeiv69esHACGBnV27duHiiy/G4MGDAQA9e/bUr3vqqafQuXNn/OMf/4DBYEC/fv2wd+9e3HbbbZgzZw5kWdb39+CDDzb5HGrMZjNeeOEF2O12DBw4EPfeey9uvfVW/PnPf25yX3/5y18wbNgw/PWvf9W3vfDCCyguLsaWLVtQVFSE559/Hi+//DJGjRoFQARhunTp0uQ4PvnkE6xduxabNm1Cnz59GjzurKwsSJKEgoKCJvexYsUKfP/999i+fTuKi4sBAC+99BIGDhyIdevWYcSIEQBEoGXhwoVwOBwAgMmTJ2PFihV6AMXr9eKiiy5Ct27dAED/OxDFCmfO05gEZqAQEREREREREUWCxSjjiUnD43bfrfHWW2/hwIEDWL16tT6R3Zi//OUv6N+/P5YtW4ZOnTo1ebuxY8fi1FNPxV133YVXX3210dtMmjQJd9xxB8rKynD33Xfj5JNPxsknnwwA+P777+Hz+fTJeo3L5ULHjh0BAJs3b8aFF14Ycv0JJ5zQIIDSrVs3PXgCiPJcVVVV+n40tbW12LZtGwDg5ptvxhVXXIFFixZh9OjR+N3vfqcHgm644QZcc801WLZsGUaPHo2LL74Yxx57LABg06ZNGDFiBCRJ0vd7yimnoKqqCnv27EHXrl0BAMcdd1yTz12wIUOGhPQQGTlyJKqqqrB79249gFB/Xxs2bMCqVasazQLZtm0bamtr4Xa7ceKJJ+rbc3Jy0Ldv3ybHUVJSgi5dujT4e7TGpk2bUFxcrAdPAGDAgAHIzs7WnzdAlP3SgicAUFhYqJeDGzJkCEaNGoXBgwdj7NixGDNmDH7729+iQ4cObR4XUWtx5jyNaT1QZPZAISIiIiIiIiJqF0mS2lRGKx6GDRuG9evX44UXXsDxxx8fEgAIdswxx2DmzJn405/+hOeff77ZfT7wwAMYOXIkbr311kavz8rKQq9evQAAb775Jnr16oWTTjoJo0ePRlVVFQwGA7799lu97JamscBAczIyMkIuV1VVobCwsEE/FQB6/5S5c+fisssuw5IlS/DRRx/h7rvvxuuvv44LL7wQV1xxBcaOHYslS5Zg2bJluP/++zF//nxcf/31bR5TezT2+C644AL87W9/a3DbwsJC/Pzzz62+D5vN1ubxtZZWKk0jSRIURcxZGgwGLF++HF9++SWWLVuGf/zjH7jjjjuwZs0a9OjRI2ZjpPTGJvJpTNYCKEbG0YiIiIiIiIiI0sUxxxyDVatW4b333msxEDBnzhxs2bIFr7/+erO3O+GEE3DRRRfhT3/6U4v3n5mZiRtvvBGzZ8+GqqoYNmwYfD4fDhw4gF69eoX8aGWi+vbti3Xr1oXsp/7lxgwfPhz79u2D0WhssO/c3Fz9dn369MEf/vAHLFu2DBdddBEWLFigX1dcXIyrr74a77zzDm655RY8++yzAID+/ftj3bp1IT05Vq9eDYfD0WyJrKZs2LABtbW1+uWvv/4amZmZIVkcjT2+H3/8Ed27d2/w+DIyMnDMMcfAZDJhzZo1+u+UlZVhy5YtTe7z2GOPxZ49e5q8jdlshs/na/ax9O/fH7t378bu3bv1bRs3bsTRo0cxYMCAZn83mCRJOOWUU3DPPffgu+++g9lsxrvvvhv27xO1FwMoaUzWm8ibWrglERERERERERGlkj59+mDVqlV4++23cdNNNzV5u/z8fNx888147LHHWtznfffdh5UrV+rNxZtz1VVXYcuWLXj77bfRp08fTJo0CVOmTME777yD7du3Y+3atbj//vuxZMkSAMD111+PDz/8EA8//DC2bt2KZ555Bh999FGT2TOa0aNHY+TIkRg/fjyWLVuGHTt24Msvv8Qdd9yBb775BrW1tbjuuuvw6aefYufOnVi9ejXWrVuH/v37AwBuuukmfPzxx9i+fTvWr1+PVatW6dddc801+OWXX3DDDTfgp59+wnvvvYe7774bN998s96zpDXcbjdmzJiBjRs34sMPP8Tdd9+N6667rtl9zZo1C0eOHMGll16KdevWYdu2bfj4448xbdo0+Hw+ZGZmYsaMGbj11luxcuVK/PDDD5g6dWqz+zzjjDNw+umn4+KLL8by5cuxfft2fPTRR1i6dCkAUXarqqoKK1aswKFDh1BTU9Po8z548GBMmjQJ69evx9q1azFlyhScccYZOP7448N6PtasWYO//vWv+Oabb7Br1y688847OHjwoP78E8UCAyhpTFK9AADZyAAKEREREREREVG66du3L1auXInXXnsNt9xyS5O3mz17dliltPr06YPp06ejrq6uxdvm5ORgypQpmDt3LhRFwYIFCzBlyhTccsst6Nu3L8aPH49169bpfUROOeUUPP3003j44YcxZMgQLF26FH/4wx9gtVqbvR9JkvDhhx/i9NNPx7Rp09CnTx9MnDgRO3fuRH5+PgwGAw4fPowpU6agT58+mDBhAs477zzcc889AACfz4dZs2ahf//+OPfcc9GnTx88+eSTAIDOnTvjzTffxLp16zBkyBBcffXVmDFjBu68884WH39jRo0ahd69e+P000/HJZdcgt/85jeYO3dus79TVFSE1atXw+fzYcyYMRg8eDBuuukmZGdn60GShx56CKeddhouuOACjB49GqeeemqLfVnefvttjBgxApdeeikGDBiAP/7xj3rWycknn4yrr74al1xyCfLy8kKa2mskScJ7772HDh064PTTT8fo0aPRs2dPvPHGG2E/H06nE59//jnOP/989OnTB3feeSfmz5+P8847L+x9ELWXpAbnmKWgiooKZGVloby8HE6nM97DSRgejwefPjQReYZKOH/1Z/QcdGLLv0SUQDweDz788EOcf/75DeplEiUDHsOU7HgMU7LjMUzJjscwJbtUOIbr6uqwfft29OjRo8VJfIqOmTNn4qeffsIXX3wRl/tXFAUVFRVwOp1tyjgJNnXqVBw9ehSLFy+OzOCIwhDJYzgRNfc6HW7cgM0v0phWwstg4GFARERERERERESJbd68eTjnnHOQkZGBjz76CC+++KKeDUJEFA2cOU9jeg8UNpEnIiIiIiIiIqIEt3btWjz44IOorKxEz5498dhjj+GKK66I97CIKIVx5jyNyVDEqcEc55EQERERERERERE1780334z3EKJm4cKF8R4CETUi9QqbUdgkrYRXktYaJSIiIiIiIiIiIiKKFgZQ0pgBIoBiNDCAQkREREREREREREQUjAGUNKY3kTexhBcRERERERERERERUTAGUNKUqiiBHihGZqAQEREREREREREREQVjACVN+Xxe/byJPVCIiIiIiIiIiIiIiEIwgJKmfF6Pft7ADBQiIiIiIiIiIiIiohAMoKQpT1AAxWhkDxQiIiIiIiIiImra3LlzMXTo0Jjc19SpUzF+/PiY3FcsfPrpp5AkCUePHo33UIiaVP//7swzz8RNN93Urn1GYh/xxgBKmvJ53AAAFRJkmYcBEREREREREVE6+eqrr2AwGPCrX/0qbmPYsWMHJElCSUlJyPa///3vWLhwYUTvq3v37pAkCZIkwW63Y/DgwXjuuecieh/xpgVq6v/ceeedcR9T/eDR1KlT9fGZTCb06NEDf/zjH1FXVxefgVID77zzDv785z+Hddum/s6t2UeiMsZ7ABQfij8DRZWMkBhAISIiIiIiIiJKK88//zyuv/56PP/889i7dy+KioriPSRdVlZWVPZ77733YubMmaipqcG//vUvzJw5E507d8Z5550XlfuLl82bN8PpdOqXMzMz27Qfn88HSYre4utzzz0XCxYsgMfjwbfffovLL78ckiThb3/7W1TuD4j+Y2oLt9sNszkyFYIiua+cnJyE2Ee8Jc6RQjHl1QIoMmNoRERERERERETtpqqApy4+P6raqqFWVVXhjTfewDXXXINf/epXjWZ7PPDAA8jPz4fD4cCMGTMaZAasW7cO55xzDnJzc5GVlYUzzjgD69evD7mNJEl46qmncN5558Fms6Fnz55466239Ot79OgBABg2bBgkScKZZ54JILSU0D//+U8UFRVBUZSQfY8bNw7Tp0/XL7/33nsYPnw4rFYrevbsiXvuuQderzfkdxwOBwoKCtCzZ0/cdtttyMnJwfLly1v9mJ577jlceOGFyMzMxHHHHYd///vfIbf58MMP0adPH9hsNpx11lnYsWNHg+f37bffxsCBA2GxWNC9e3fMnz8/5Pru3bvjL3/5C6ZMmYLMzEx069YN//73v3Hw4EGMGzcOmZmZOPbYY/HNN9802HenTp1QUFCg/2gBlLKyMkyZMgUdOnSA3W7Heeedh61bt+q/t3DhQmRnZ+Pf//43BgwYAIvFgl27dsHlcmH27Nno3LkzMjIycOKJJ+LTTz/Vf2/nzp244IIL0KFDB2RkZGDgwIH48MMPsWPHDpx11lkAgA4dOkCSJEydOlX/PYvFgoKCAhQXF2P8+PEYPXp0yN9DURTcf//96NGjB2w2G4YMGRJy/ADAv//9b/Tu3RtWqxVnnXUWXnzxxZBMiEg/Ju15nDRpEvLy8mCz2dC7d28sWLBA/93vv/8eZ599Nmw2Gzp27Igrr7wSVVVV+vXa8X3fffehqKgIffv2bfA3BAJl85555hkUFxfDbrdjwoQJKC8vb3Ffu3fvxoQJE5CdnY2cnByMGzcu5Dj0+Xy4+eabkZOTo/8/qPVeR+qX33K5XLjttttQXFwMi8WCXr164fnnn2/271x/H+Eegx9//DH69++PzMxMnHvuuSgtLdVv8+mnn+KEE05ARkYGsrOzccopp2Dnzp2NPoeRwNnzNKU1kVckQ5xHQkRERERERESUArwu4F+Xx+e+f/ciYLKGffM333wT/fr1Q9++ffH73/8eN910E26//XZIkqRfP3fuXDzxxBM49dRTsWjRIjz22GPo2bOnvo/Kykpcfvnl+Mc//gFVVTF//nycf/752Lp1KxwOh367u+66Cw888AD+/ve/Y9GiRZg4cSK+//579O/fH2vXrsUJJ5yATz75BAMHDmx05fzvfvc7XH/99Vi1ahVGjRoFADhy5AiWLl2qT2h/8cUXmDJlCh577DGcdtpp2LZtG6688koAwN13391gn4qi4N1330VZWVnIfYb7mO655x48+OCD+Nvf/oaHH34YkydPxs6dO5GTk4Pdu3fjoosuwqxZs3DllVfim2++wS233BJy/99++y0mTJiAuXPn4pJLLsGXX36Ja6+9Fh07dgwJMDzyyCP461//irvuuguPPPIIJk+ejJNPPhnTp0/HQw89hNtuuw1TpkzBjz/+qP/tmjN16lRs3boV//73v+F0OnHbbbfh/PPPx8aNG2EymQAANTU1+Nvf/obnnnsOHTt2RKdOnXDddddh48aNeP3111FUVIR3330X5557Lr7//nv07t0bs2bNgtvtxueff46MjAxs3LgRmZmZKC4uxttvv42LL75Yz4qx2WyNju2HH37Al19+iW7duunb7r//frz88st4+umn0bt3b3z++ef4/e9/j7y8PJxxxhnYvn07fvvb3+LGG2/EFVdcge+++w6zZ89usO9IPiZAHNMbN27ERx99hNzcXPz888+ora0FAFRXV2Ps2LEYOXIk1q1bhwMHDuCKK67AddddFxKoXLFiBZxOZ0jAqDE///wz3nzzTbz//vuoqKjAjBkzcO211+KVV15pcl8ej0cfwxdffAGj0Yi//OUvOPfcc/Hf//4XZrMZ8+fPx8KFC/Hcc8+huLgY//znP/Huu+/i7LPPbnIsU6ZMwVdffYXHHnsMQ4YMwfbt23Ho0KFW/Z3DPQbnzZuHRYsWQZZl/P73v8fs2bPxyiuvwOv1Yvz48Zg5cyZee+01uN1urF27Nqzjv83UFFdeXq4CUMvLy+M9lISyfXOJ+vU9Z6hr5/823kMhahO3260uXrxYdbvd8R4KUZvwGKZkx2OYkh2PYUp2PIYp2aXCMVxbW6tu3LhRra2tFRvctar6yoT4/LhrWzX2k08+WX300UdVVVVVj8ej5ubmqqtWrdKvHzlypHrttdeG/M6JJ56oDhkypMl9+nw+1eFwqO+//76+DYB69dVXN9jPNddco6qqqm7fvl0FoH733Xcht7n88svVcePG6ZfHjRunTp8+Xb/8zDPPqEVFRarP51NVVVVHjRql/vWvfw3Zx6JFi9TCwkL9crdu3VSz2axmZGSoRqNRBaDm5OSoW7dubfVjuvPOO/Xr9+zZowJQP/roI1VVVfX2229XBwwYELKf2267TQWglpWVqaqqqpdddpl6zjnnhNzm1ltvDfm9bt26qb///e/1y6WlpSoA9a677tK3ffXVVyoAtbS0VFVVVV21apUKQM3IyAj5OXTokLplyxYVgLp69Wr99w8dOqTabDb1zTffVFVVVRcsWKACUEtKSvTb7Ny5UzUYDOovv/wSMt5Ro0apt99+u6qqqjp48GB17ty5jT6H2pi0x665/PLLVYPBoGZkZKgWi0UFoMqyrL711luqqqpqXV2darfb1S+//DLk92bMmKFeeuml+vM6aNCgkOvvuOOOkPuLxmO64IIL1GnTpjV63T//+U+1Q4cOalVVlb5tyZIlqizL6r59+/THnp+fr7pcrkb3obn77rtVg8Gg7tmzR9/20UcfqbIs63/zxva1aNEitW/fvqqiKPo2l8ul2mw29eOPP1ZVVVULCwvVBx98UPX5fGpZWZnqcrnULl26hPzfnXHGGeqNN96oqqqqbt68WQWgLl++vNGxNvV3Dt5Ha47Bn3/+Wb/NE088oebn56uqqqqHDx9WAaiffvpps8+dpsHrdJBw4wbMQElTij+FUZFNcR4JEREREREREVEKMFpEJki87jtMmzdvxtq1a/Huu++KXzUacckll+D555/XS2ht2rQJV199dcjvjRw5EqtWrdIv79+/H3feeSc+/fRTHDhwAD6fDzU1Ndi1a1eD36t/uX7T+JZMmjQJM2fOxJNPPgmLxYJXXnkFEydO1PtYbNiwAatXr8Z9992n/47P50NdXR1qampgt9sBALfeeiumTp2K0tJS3Hrrrbj22mvRq1evVj+mY489Vj+fkZEBp9OJAwcO6M/diSee2OxzsGnTJowbNy5k2ymnnIJHH30UPp8PBoOhwf3k5+cDAAYPHtxg24EDB1BQUKBv/+KLL0IyZjp06IDVq1fDaDSGjK1jx47o27cvNm3apG8zm80h9/v999/D5/OhT58+IeN1uVzo2LEjAOCGG27ANddcg2XLlmH06NG4+OKLQ/bRlLPOOgtPPfUUqqur8cgjj8BoNOLiiy8GIDIvampqcM4554T8jtvtxrBhwwCIY3nEiBEh159wwgkN7ifSj+maa67BxRdfjPXr12PMmDEYP348Tj75ZADibztkyBBkZGTo+z3llFOgKAo2b94c8ncMp1dJ165d0blzZ/3yyJEj9X1pf/P6+9qwYQN+/vnnkGMAAOrq6rBt2zaUl5ejtLQ05FgwGo04/vjjG5Tx0pSUlMBgMOCMM85occxN2bRpU1jHoN1uxzHHHKNfLiws1P+/cnJyMHXqVIwdOxbnnHMORo8ejQkTJqCwsLDN42oJAyhpSvG6AQCqzBJeRERERERERETtJkmtKqMVL88//zy8Xm9I03hVVWGxWPD444+H3cD98ssvx+HDh/H3v/8d3bp1g8ViwciRI+F2uyM+5gsuuACqqmLJkiUYMWIEvvjiCzzyyCP69VVVVbjnnntw0UUXNfhdqzXwN8nNzUWvXr3Qq1cv/Otf/8LgwYNx/PHHY8CAAa16TFqpIY0kSQ16tERC8P1oJYoa21b/vnv06IHs7Ow23afNZgsph1RVVQWDwYBvv/1WD+xotJJWV1xxBcaOHYslS5Zg2bJluP/++zF//nxcf/31zd5XRkaGHsB64YUXMGTIEDz//POYMWOG3jNkyZIlIQEEQPROiedjOu+887Bz5058+OGHWL58OUaNGoVZs2Zh3rx5YY8pOMDSXvX3VVVVheOOOy6kzJcmLy+vTffRVEmuaGjs/ys4sLNgwQLccMMNWLp0Kd544w3ceeedWL58OU466aSojIdN5NOUz+dvoiUxhkZERERERERElA68Xi9eeuklzJ8/HyUlJfrPhg0bUFRUhNdeew0A0L9/f6xZsybkd7/++uuQy6tXr8YNN9yA888/X2+GfujQoQb3Wf/3vv76a/Tv3x8A9FXzPp+v2XFbrVZcdNFFeOWVV/Daa6+hb9++GD58uH798OHDsXnzZj04EvyjZanUV1xcjEsuuQS33357qx9Tc7TeLvUfc/3brF69OmTb6tWr0adPnwYT+pHSv39/eL3ekL/r4cOHsXnzZj2A1Jhhw4bB5/PhwIEDDZ7b4KyX4uJiXH311XjnnXdwyy234NlnnwUQ/t9YlmX83//9H+68807U1taGNHyvf7/FxcUAgL59++Kbb74J2c+6detafC7a+5gAEYi4/PLL8fLLL+PRRx/FP//5TwDied6wYQOqq6v1265evRqyLDfZLL45u3btwt69e/XLX3/9dYv7Gj58OLZu3YpOnTo1eHxZWVnIyspCYWFhyLHg9Xrx7bffNrnPwYMHQ1EUfPbZZ41eH87fua3HYGOGDRuG22+/HV9++SUGDRqEV199tVW/3xoMoKQpxd9EXpUZQCEiIiIiIiIiSgcffPABysrKMGPGDAwaNCjk5+KLL8bzzz8PALjxxhvxwgsvYMGCBdiyZQvuvvtu/PjjjyH76t27NxYtWoRNmzZhzZo1mDRpUqOr1P/1r3/hhRde0Pezdu1aXHfddQCATp06wWazYenSpdi/fz/Ky8ubHPukSZOwZMkSvPDCC5g0aVLIdXPmzMFLL72Ee+65Bz/++CM2bdqE119/HXfeeWezz8eNN96I999/X5+ED/cxNefqq6/G1q1bceutt2Lz5s149dVXQ5qHA8Att9yCFStW4M9//jO2bNmCF198EY8//nijDdAjpXfv3hg3bhxmzpyJ//znP9iwYQN+//vfo3Pnzg3KiQXr06cPJk2ahClTpuCdd97B9u3bsXbtWtx///1YsmQJAOCmm27Cxx9/jO3bt2P9+vVYtWqVHiTr1q0bJEnCBx98gIMHD+qZJY353e9+B4PBgCeeeAIOhwOzZ8/GH/7wB7z44ovYtm0b1q9fj3/84x948UVRKu+qq67CTz/9hNtuuw1btmzBm2++qT/XzTUVb+9jmjNnDt577z38/PPP+PHHH/HBBx/o102aNAlWqxWXX345fvjhB6xatQrXX389Jk+erJfvag1tXxs2bMAXX3yBG264ARMmTAgJ9NQ3adIk5ObmYty4cfjiiy+wfft2fPrpp7jhhhuwZ88eAOLYf+CBB7B48WJs2bIFs2bNwtGjR5vcZ/fu3XH55Zdj+vTpWLx4sb7PN998E0B4f+e2HoPBtm/fjttvvx1fffUVdu7ciWXLlmHr1q368x8NDKCkKdWnBVDYA4WIiIiIiIiIKB08//zzGD16dKNlui6++GJ88803+O9//4tLLrkEd911F/74xz/iuOOOw86dO3HNNdc02FdZWRmGDx+OyZMn44YbbkCnTp0a7Peee+7B66+/jmOPPRYvvfQSXnvtNX21udFoxGOPPYZnnnkGRUVFzU6inn322cjJycHmzZtx2WWXhVw3duxYfPDBB1i2bBlGjBiBk046CY888gi6devW7PMxYMAAjBkzBnPmzGnVY2pO165d8fbbb2Px4sUYMmQInn76afz1r38Nuc3w4cPx5ptv4vXXX8egQYMwZ84c3HvvvZg6dWqr7qu1FixYgOOOOw6//vWvMXLkSKiqig8//LBByaTGfm/KlCm45ZZb0LdvX4wfPx7r1q1D165dAYisg1mzZqF///4499xz0adPHzz55JMAgM6dO+Oee+7Bn/70J+Tn5+vBs8YYjUZcd911ePDBB1FdXY0///nPuOuuu3D//ffr+16yZAl69OgBQJQqe+utt/DOO+/g2GOPxVNPPYU77rgDQMtlvtrzmMxmM26//XYce+yxOP3002EwGPD6668DEP07Pv74Yxw5cgQjRozAb3/7W4waNQqPP/54S3+eRvXq1QsXXXQRzj//fIwZMwbHHnusPo6m2O12fP755+jatSsuuugi9O/fHzNmzEBdXR2cTicAEcSbPHkypk2bhjFjxsDhcODCCy9sdr9PPfUUfvvb3+Laa69Fv379MHPmTD3TJty/c1uPweDH9tNPP+Hiiy9Gnz59cOWVV2LWrFm46qqrwvr9tpDUpjrDpIiKigpkZWWhvLxcP0AI+H71EtSseAi+/ME4+ap/xHs4RK3m8Xjw4Ycf4vzzzw/7RZYokfAYpmTHY5iSHY9hSnY8hinZpcIxXFdXh+3bt6NHjx4hfTYoQJIkvPvuuxg/fny8hxIViqKgoqICTqezyVJhFFv33Xcfnn76aezevTveQ2m3uXPnYvHixSgpKYnafaT6Mdzc63S4cQPWb0pTqr+JPFjCi4iIiIiIiIiIiJLQk08+iREjRqBjx45YvXo1HnrooWazXIhai7PnaUpR/E3k5eg0piIiIiIiIiIiIiKKpq1bt+Ivf/kLjhw5gq5du+KWW27B7bffHu9hUQphACVNqT4tgJKcabJERERERERERJTYUrxzACWARx55BI888ki8hxEVc+fOxdy5c+M9jLSXeoXNKCyKVzSRh4ExNCIiIiIiIiIiIiKi+hhASVOKzx9AYQYKEREREREREREREVEDDKCkKa2El8QeKEREREREREREREREDTCAkq60HigGZqAQEREREREREREREdXHAEqaUhV/Bgp7oBARERERERERERERNcAASppS/T1QJJkBFCIiIiIiIiIiIiKi+hhASVNaBgoYQCEiIiIiIiIiogS2cOFCZGdnx3sYmDp1KsaPHx/vYRBRDCVFAOWJJ55A9+7dYbVaceKJJ2Lt2rXxHlLy82egyOyBQkRERERERERESWzHjh2QJAklJSUJuT8iSl4JH0B54403cPPNN+Puu+/G+vXrMWTIEIwdOxYHDhyI99CSmt4DxcgAChERERERERERNc3tdsd7CBGRKo+DiGIn4QMoDz/8MGbOnIlp06ZhwIABePrpp2G32/HCCy/Ee2jJzecPoLCEFxERERERERFR/MUo26GyshKTJk1CRkYGCgsL8cgjj+DMM8/ETTfdpN+me/fu+POf/4wpU6bA6XTiyiuvBAC8/fbbGDhwICwWC7p374758+eH7FuSJCxevDhkW3Z2NhYuXAggkNnxzjvv4KyzzoLdbseQIUPw1VdfhfzOwoUL0bVrV9jtdlx44YU4fPhws4+pR48eAIBhw4ZBkiSceeaZAAIlt+677z4UFRWhb9++YY2zqf1p5s2bh8LCQuTl5WH27NnweDzNjo+IkldCz5673W58++23uP322/Vtsixj9OjRDV5YNS6XCy6XS79cUVEBAPB4PHwxC6L4PDAAUCHzeaGkpB23PH4pWfEYpmTHY5iSHY9hSnY8hinZpcIx7PF4oKoqFEWBoijt29nKlZDPOQfK8uXA2WdHZoBN+MMf/oDVq1dj8eLFyM/PD6n6Evw45s2bh7vuugt33XUXAGDdunWYMGEC7r77bkyYMAFffvklrrvuOnTo0AFTp07Vf6+x50Pbpm2/44478OCDD6J379648847cemll2LLli0wGo1Ys2YNZsyYgb/+9a8YN24cPv74Y8ydO1ffT2O+/vprnHTSSVi2bBkGDhwIs9kMRVGgqipWrFgBh8OBjz/+OGQfzY2zuf2tWrUKBQUFWLFiBbZu3YrLLrsMI0aMwMyZM9v+RyGKE1VV9dN2v44lIO3/1uPxwGAwhFwX7vtPQgdQDh06BJ/Ph/z8/JDt+fn5+Omnnxr9nfvvvx/33HNPg+3Lli2D3W6PyjiTkadSRYa5CBW79+GXDz+M93CI2mz58uXxHgJRu/AYpmTHY5iSHY9hSnY8hinZJfMxbDQaUVBQgKqqqjaXhpL27YNUWQnrc8/BDMD73HOoy8qC6nBALSiI7IAhsk9eeuklPPvssxgxYgQA4NFHH8WAAQPgdrv1hciKouC0007DFVdcof/u//3f/+GMM87ADTfcAAC46KKLUFJSgoceeggXXXSRfrva2lp9P4CYmK2rq0NFRQWqqqoAANdeey1OO+00AMDs2bMxcuRIlJSUoE+fPpg/fz5GjRqFq666CgBw+eWX47PPPsOKFStC9hvMZrMBAKxWqz7/V1FRAY/HA7vdjvnz58NsNuvbWxpnc/vLysrCfffdB4PBgKKiIowZMwYff/wxLrnkklb+NYgSR2VlZbyHEBVutxu1tbX4/PPP4fV6Q66rqakJax8JHUBpi9tvvx0333yzfrmiogLFxcUYM2YMnE5nHEeWWDyec7B8+XJccM45MJnYB4WSj8fjwfLly3EOj2FKUjyGKdnxGKZkx2OYkh2PYUp2qXAM19XVYffu3cjMzITVam39DiorIQ0cCClo1bf5jTdgfuMNqAYD1MOHAYcjgiMGtm/fDo/HgzPOOEOfJ3M6nejbty/MZrO+TZZlnHTSSSFzadu2bcNvfvObkG1nnXUWnn76aWRkZOiru202W8htJEmC1WqF0+lEZmYmAOCEE07Qb9O7d28AYjLT6XRi27ZtGD9+fMg+Tj/9dKxcubLJuT1tvxkZGSG3MZlMGDx4MHJzcxv8TjjjbGx/gwYNQocOHQCIoEt+fj42b97MeUdKSqqqorKyEg6HA5IkxXs4EVdXVwebzYbTTz+9wet0UwHZ+hI6gJKbmwuDwYD9+/eHbN+/fz8KmojCWywWWCyWBttNJlPSviFHE58XSnY8hinZ8RimZMdjmJIdj2FKdjyGKdkl8zHs8/kgSRJkWYYst6HNcFYWsHAhcNVVQF0doKqAJAFWK6RnnoGUlRXxMWvjbGzM2mPRZGZmtnib+vuTJKnBbTwej369tt1isejng8vqaNvq70Ob2G3qeW7qcUmS1OTjCGecje3PbDbr2xRFgSRJUFW1bccAUZxpZbvq/z+kCu11qbH3mnDfexL6WTGbzTjuuOOwYsUKfZuiKFixYgVGjhwZx5ERERERERERERG10+TJwLRpIngiy+J0+nSxPQp69uwJk8mEdevW6dvKy8uxZcuWFn+3f//+WL16dci21atXo0+fPnoQJC8vD6Wlpfr1W7duDbtMTvD9rFmzJmTb119/3ezvaOW5fD5fWPfR0jhbuz8iSl0JHUABgJtvvhnPPvssXnzxRWzatAnXXHMNqqurMW3atHgPjYiIiIiIiIiIqH0WLxano0aFXo4Ch8OByy+/HLfeeitWrVqFH3/8ETNmzNBXaTfnlltuwYoVK/DnP/8ZW7ZswYsvvojHH38cs2fP1m9z9tln4/HHH8d3332Hb775BldffXWrM4xuuOEGLF26FPPmzcPWrVvx+OOPY+nSpc3+TqdOnWCz2bB06VLs378f5eXlzd6+pXG2dn9ElLoSPoByySWXYN68eZgzZw6GDh2KkpISLF26tEFjeSIiIiIiIiIioqQzcSKwdCmwbJk4nTgxqnf38MMPY+TIkfj1r3+N0aNH45RTTkH//v1b7OMyfPhwvPnmm3j99dcxaNAgzJkzB/feey+mTp2q32b+/PkoLi7GaaedhssuuwyzZ8/Wm7CH66STTsKzzz6Lv//97xgyZAiWLVuGO++8s9nfMRqNeOyxx/DMM8+gqKgI48aNa/b2LY2ztfsjotQlqaqqxnsQ0VRRUYGsrCyUl5ezmVMQj8eDDz/8EOeff37S1hql9MZjmJIdj2FKdjyGKdnxGKZkx2OYkl0qHMN1dXXYvn07evTo0bYm8gmiuroanTt3xvz58zFjxox4DyepKIqCiooKOJ3OlOwfQakv1Y/h5l6nw40bJHQTeSIiIiIiIiIiIoqc7777Dj/99BNOOOEElJeX49577wUAZlkQETWCARQiIiIiIiIiIqI0Mm/ePGzevBlmsxnHHXccvvjiC+Tm5sZ7WERECYcBFCIiIiIiIiIiojQxbNgwfPvtt/EeBhFRUki9wmZERERERERERERERETtxAAKERERERERERFRG6mqGu8hEBFRIyLx+swAChERERERERERUSsZDAYAgNvtjvNIiIioMTU1NQAAk8nU5n2wBwoREREREREREVErGY1G2O12HDx4ECaTCbLMdcrpRlEUuN1u1NXV8e9PSSlVj2FVVVFTU4MDBw4gOztbD3i3BQMoRERERERERERErSRJEgoLC7F9+3bs3Lkz3sOhOFBVFbW1tbDZbJAkKd7DIWq1VD+Gs7OzUVBQ0K59MIBCRERERERERETUBmazGb1792YZrzTl8Xjw+eef4/TTT29XiSCieEnlY9hkMrUr80TDAAoREREREREREVEbybIMq9Ua72FQHBgMBni9Xlit1pSbfKb0wGO4ZalT2IyIiIiIiIiIiIiIiChCGEAhIiIiIiIiIiIiIiKqhwEUIiIiIiIiIiIiIiKielK+B4qqqgCAioqKOI8ksXg8HtTU1KCiooL17Sgp8RimZMdjmJIdj2FKdjyGKdnxGKZkx2OYUgGPY0p26XwMa/ECLX7QlJQPoFRWVgIAiouL4zwSIiIiIiIiIiIiIiJKFJWVlcjKymryekltKcSS5BRFwd69e+FwOCBJUryHkzAqKipQXFyM3bt3w+l0xns4RK3GY5iSHY9hSnY8hinZ8RimZMdjmJIdj2FKBTyOKdml8zGsqioqKytRVFQEWW6600nKZ6DIsowuXbrEexgJy+l0pt0/B6UWHsOU7HgMU7LjMUzJjscwJTsew5TseAxTKuBxTMkuXY/h5jJPNGwiT0REREREREREREREVA8DKERERERERERERERERPUwgJKmLBYL7r77blgslngPhahNeAxTsuMxTMmOxzAlOx7DlOx4DFOy4zFMqYDHMSU7HsMtS/km8kRERERERERERERERK3FDBQiIiIiIiIiIiIiIqJ6GEAhIiIiIiIiIiIiIiKqhwEUIiIiIiIiIiIiIiKiehhAISIiIiIiIiIiIiIiqocBlDT1xBNPoHv37rBarTjxxBOxdu3aeA+JqFH3338/RowYAYfDgU6dOmH8+PHYvHlzyG3OPPNMSJIU8nP11VfHacREoebOndvg+OzXr59+fV1dHWbNmoWOHTsiMzMTF198Mfbv3x/HEROF6t69e4NjWJIkzJo1CwBfgynxfP7557jgggtQVFQESZKwePHikOtVVcWcOXNQWFgIm82G0aNHY+vWrSG3OXLkCCZNmgSn04ns7GzMmDEDVVVVMXwUlM6aO4Y9Hg9uu+02DB48GBkZGSgqKsKUKVOwd+/ekH009tr9wAMPxPiRULpq6XV46tSpDY7Pc889N+Q2fB2meGrpGG7ss7EkSXjooYf02/B1mOIlnHm0cOYhdu3ahV/96lew2+3o1KkTbr31Vni93lg+lITBAEoaeuONN3DzzTfj7rvvxvr16zFkyBCMHTsWBw4ciPfQiBr47LPPMGvWLHz99ddYvnw5PB4PxowZg+rq6pDbzZw5E6WlpfrPgw8+GKcREzU0cODAkOPzP//5j37dH/7wB7z//vv417/+hc8++wx79+7FRRddFMfREoVat25dyPG7fPlyAMDvfvc7/TZ8DaZEUl1djSFDhuCJJ55o9PoHH3wQjz32GJ5++mmsWbMGGRkZGDt2LOrq6vTbTJo0CT/++COWL1+ODz74AJ9//jmuvPLKWD0ESnPNHcM1NTVYv3497rrrLqxfvx7vvPMONm/ejN/85jcNbnvvvfeGvDZff/31sRg+UYuvwwBw7rnnhhyfr732Wsj1fB2meGrpGA4+dktLS/HCCy9AkiRcfPHFIbfj6zDFQzjzaC3NQ/h8PvzqV7+C2+3Gl19+iRdffBELFy7EnDlz4vGQ4k+ltHPCCSeos2bN0i/7fD61qKhIvf/+++M4KqLwHDhwQAWgfvbZZ/q2M844Q73xxhvjNyiiZtx9993qkCFDGr3u6NGjqslkUv/1r3/p2zZt2qQCUL/66qsYjZCodW688Ub1mGOOURVFUVWVr8GU2ACo7777rn5ZURS1oKBAfeihh/RtR48eVS0Wi/raa6+pqqqqGzduVAGo69at02/z0UcfqZIkqb/88kvMxk6kqg2P4casXbtWBaDu3LlT39atWzf1kUceie7giMLQ2DF8+eWXq+PGjWvyd/g6TIkknNfhcePGqWeffXbINr4OU6KoP48WzjzEhx9+qMqyrO7bt0+/zVNPPaU6nU7V5XLF9gEkAGagpBm3241vv/0Wo0eP1rfJsozRo0fjq6++iuPIiMJTXl4OAMjJyQnZ/sorryA3NxeDBg3C7bffjpqamngMj6hRW7duRVFREXr27IlJkyZh165dAIBvv/0WHo8n5DW5X79+6Nq1K1+TKSG53W68/PLLmD59OiRJ0rfzNZiSxfbt27Fv376Q192srCyceOKJ+uvuV199hezsbBx//PH6bUaPHg1ZlrFmzZqYj5moJeXl5ZAkCdnZ2SHbH3jgAXTs2BHDhg3DQw89lLZlNygxffrpp+jUqRP69u2La665BocPH9av4+swJZP9+/djyZIlmDFjRoPr+DpMiaD+PFo48xBfffUVBg8ejPz8fP02Y8eORUVFBX788ccYjj4xGOM9AIqtQ4cOwefzhfwDAEB+fj5++umnOI2KKDzK/7d3/zFVlv8fx18I8iMPigcQDikHFMVfIBOV0GUmZlJzmToQy5CU3IQcmsVqmdpcLctSW2ptptUyp2W2WRupgDMl8sfIdAvjjB9jeTR1ZP4q4FyfP/p6vuOHIJt4MJ+Pje1w3fd93e/77N5717ne576Oy6W8vDyNGzdOw4cPd7fPnj1bdrtdEREROnHihPLz81VeXq5du3Z5MFrgX0lJSdq6datiY2N15swZrVy5Ug8++KBOnjwpp9MpX1/fFhMeYWFhcjqdngkYaMPu3btVV1enuXPnutvIwbib3MitrY2Fb2xzOp3q06dPk+0+Pj6yWq3kZnQ5169fV35+vjIyMtSzZ093+6JFizRy5EhZrVYdPnxYL7/8ss6cOaN3333Xg9EC/5oyZYqmT5+u6OhoORwOvfLKK0pNTVVJSYm8vb3Jw7irfPLJJwoMDGyxDDN5GF1Ba/NotzIP4XQ6Wx0v39h2r6GAAuCukZOTo5MnTzb5/QhJTdbCjYuLk81mU0pKihwOhwYMGHCnwwSaSE1Ndb+Oj49XUlKS7Ha7duzYoYCAAA9GBnTc5s2blZqaqoiICHcbORgAPKO+vl5paWkyxmjjxo1Nti1ZssT9Oj4+Xr6+vlqwYIHefPNN+fn53elQgSZmzZrlfh0XF6f4+HgNGDBAxcXFSklJ8WBkQMd9/PHHeuqpp+Tv79+knTyMruBm82joGJbwuseEhITI29tbZ8+ebdJ+9uxZhYeHeygqoH25ubnas2ePioqK1Ldv3zb3TUpKkiRVVFTcidCADgkKCtKgQYNUUVGh8PBw/fPPP6qrq2uyDzkZXVF1dbX27dun+fPnt7kfORhd2Y3c2tZYODw8XOfOnWuyvaGhQRcvXiQ3o8u4UTyprq7W3r17mzx90pqkpCQ1NDSoqqrqzgQIdED//v0VEhLiHjuQh3G3OHjwoMrLy9sdH0vkYdx5N5tHu5V5iPDw8FbHyze23WsooNxjfH19lZiYqP3797vbXC6X9u/fr+TkZA9GBrTOGKPc3Fx9/fXXKiwsVHR0dLvHlJWVSZJsNlsnRwd03OXLl+VwOGSz2ZSYmKju3bs3ycnl5eWqqakhJ6PL2bJli/r06aPHH3+8zf3IwejKoqOjFR4e3iTvXrp0SaWlpe68m5ycrLq6Oh07dsy9T2FhoVwul7tACHjSjeLJb7/9pn379ik4OLjdY8rKytStW7cWyyIBXUFtba0uXLjgHjuQh3G32Lx5sxITEzVixIh29yUP405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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from capymoa.evaluation import prequential_evaluation\n", "from capymoa.evaluation.visualization import plot_predictions_vs_ground_truth\n", "from capymoa.regressor import KNNRegressor, AdaptiveRandomForestRegressor\n", "from capymoa.datasets import Fried\n", "\n", "stream = Fried()\n", "kNN_learner = KNNRegressor(schema=stream.get_schema(), k=5)\n", "ARF_learner = AdaptiveRandomForestRegressor(schema=stream.get_schema(), ensemble_size=10)\n", "\n", "# When we specify store_predictions and store_y, the results will also include all the predictions and all the ground truth y. \n", "# It is useful for debugging and outputting the predictions elsewhere. \n", "kNN_results = prequential_evaluation(stream=stream, learner=kNN_learner, window_size=5000, store_predictions=True, store_y=True)\n", "# We don't need to store the ground-truth for every experiment, since it is always the same for the same stream\n", "ARF_results = prequential_evaluation(stream=stream, learner=ARF_learner, window_size=5000, store_predictions=True)\n", "\n", "\n", "# Plot only 200 predictions (see plot_interval)\n", "plot_predictions_vs_ground_truth(kNN_results, ARF_results, ground_truth=kNN_results['ground_truth_y'], plot_interval=(0, 200))" ] }, { "cell_type": "code", "execution_count": null, "id": "2f1c9048-811c-4c74-b32b-fe3f07de4050", "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 }