{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# MLflow + whylogs Integration\n", "\n", "In this notebook, we will explore the [MLflow](https://mlflow.org/) integration in `whylogs`.\n", "\n", "This example uses the data from [MLflow's tutorial](https://mlflow.org/docs/latest/tutorials-and-examples/tutorial.html) for demonstration purposes.\n", "\n", "This tutorial showcases how you can use the whylogs integration to:\n", "* Capture data quality metrics while training a linear regression model in `mlflow`\n", "* Extract whylogs data back into an in-memory format from the MLflow backend\n", "* Visualize this data\n", "\n", "# Getting Started\n", "To run this tutorial:\n", "* Install [conda](https://conda.io/projects/conda/en/latest/user-guide/install/index.html)\n", "* Create a new environment with conda via `conda create --name whylogs-mlflow python=3.8`\n", " * You'll need to activate the environment with `conda activate whylogs-mlflow`\n", " * You'll need to install pip into the Conda environment `conda install pip`\n", " * To make the environment work with Jupyter notebooks, run `pip install ipykernel` to install the kernel module\n", " * Install the environment as a Jupyter notebook kernel via `python -m ipykernel install --user --name=whylogs-mlflow`\n", "* Install MLflow with scikit-learn via `pip install mlflow[extras]`\n", "* Install whylogs with matplotlib via `pip install whylogs[viz]`\n", "* You can also install the necessary libraries separately:\n", " * MLflow: `pip install mlflow`\n", " * whylogs: `pip install whylogs`\n", " * scikit-learn: `pip install scikit-learn`\n", " * matplotlib: `pip install matplotlib`\n", "* In your notebook, ensure you select `whylogs-mlflow` as your kernel\n", "\n", "# Setup\n", "First, we want to filter out noisy warnings" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "warnings.simplefilter('ignore')\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import random\n", "import time\n", "\n", "import pandas as pd\n", "import mlflow\n", "import whylogs\n", "\n", "from sklearn.metrics import mean_absolute_error\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.linear_model import ElasticNet" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Enable whylogs Integration\n", "\n", "Enable whylogs in MLflow to allow storing whylogs statistical profiles with every run. This method returns `True` if whylogs is able to patch MLflow." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": "True" }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "assert whylogs.__version__ >= \"0.1.13\" # we need 0.1.13 or later for MLflow integration\n", "whylogs.enable_mlflow()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Dataset Preparation\n", "\n", "Download and prepare the UCI wine quality dataset. We sample the test dataset further to represent batches of data produced every second." ] }, { "cell_type": "code", "execution_count": 4, "outputs": [ { "data": { "text/plain": " fixed acidity volatile acidity citric acid residual sugar chlorides \\\n0 7.4 0.700 0.00 1.9 0.076 \n1 7.8 0.880 0.00 2.6 0.098 \n2 7.8 0.760 0.04 2.3 0.092 \n3 11.2 0.280 0.56 1.9 0.075 \n4 7.4 0.700 0.00 1.9 0.076 \n... ... ... ... ... ... \n1594 6.2 0.600 0.08 2.0 0.090 \n1595 5.9 0.550 0.10 2.2 0.062 \n1596 6.3 0.510 0.13 2.3 0.076 \n1597 5.9 0.645 0.12 2.0 0.075 \n1598 6.0 0.310 0.47 3.6 0.067 \n\n free sulfur dioxide total sulfur dioxide density pH sulphates \\\n0 11.0 34.0 0.99780 3.51 0.56 \n1 25.0 67.0 0.99680 3.20 0.68 \n2 15.0 54.0 0.99700 3.26 0.65 \n3 17.0 60.0 0.99800 3.16 0.58 \n4 11.0 34.0 0.99780 3.51 0.56 \n... ... ... ... ... ... \n1594 32.0 44.0 0.99490 3.45 0.58 \n1595 39.0 51.0 0.99512 3.52 0.76 \n1596 29.0 40.0 0.99574 3.42 0.75 \n1597 32.0 44.0 0.99547 3.57 0.71 \n1598 18.0 42.0 0.99549 3.39 0.66 \n\n alcohol quality \n0 9.4 5 \n1 9.8 5 \n2 9.8 5 \n3 9.8 6 \n4 9.4 5 \n... ... ... \n1594 10.5 5 \n1595 11.2 6 \n1596 11.0 6 \n1597 10.2 5 \n1598 11.0 6 \n\n[1599 rows x 12 columns]", "text/html": "
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" }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_url = \"http://archive.ics.uci.edu/ml/machine-learning-databases/wine-quality/winequality-red.csv\"\n", "data = pd.read_csv(data_url, sep=\";\")\n", "data" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } } }, { "cell_type": "code", "execution_count": 5, "outputs": [], "source": [ "# Split the data into training and test sets\n", "train, test = train_test_split(data)" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } } }, { "cell_type": "markdown", "source": [ "We can quickly get a sense of the shape of the training dataset by profiling it with whylogs. Later, we can compare the baseline data metrics to the profiles of the batches as they flow through our model.\n", "\n", "If you'd like to learn more about whylogs, check out our [introductory notebook](https://github.com/whylabs/whylogs-examples/blob/mainline/python/GettingStarted.ipynb)." ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } } }, { "cell_type": "code", "execution_count": 6, "outputs": [ { "data": { "text/plain": " column count null_count bool_count numeric_count \\\n0 chlorides 1199.0 0.0 0.0 1199.0 \n1 quality 1199.0 0.0 0.0 1199.0 \n2 total sulfur dioxide 1199.0 0.0 0.0 1199.0 \n3 alcohol 1199.0 0.0 0.0 1199.0 \n4 density 1199.0 0.0 0.0 1199.0 \n5 free sulfur dioxide 1199.0 0.0 0.0 1199.0 \n6 volatile acidity 1199.0 0.0 0.0 1199.0 \n7 sulphates 1199.0 0.0 0.0 1199.0 \n8 citric acid 1199.0 0.0 0.0 1199.0 \n9 pH 1199.0 0.0 0.0 1199.0 \n10 residual sugar 1199.0 0.0 0.0 1199.0 \n11 fixed acidity 1199.0 0.0 0.0 1199.0 \n\n max mean min stddev nunique_numbers ... \\\n0 0.61100 0.086965 0.01200 0.044101 134.0 ... \n1 8.00000 5.626355 3.00000 0.785196 6.0 ... \n2 289.00000 46.488741 6.00000 33.239143 141.0 ... \n3 14.90000 10.404393 8.40000 1.060160 65.0 ... \n4 1.00369 0.996796 0.99007 0.001863 390.0 ... \n5 72.00000 15.822769 1.00000 10.503918 57.0 ... \n6 1.33000 0.530367 0.12000 0.178894 136.0 ... \n7 1.98000 0.657131 0.33000 0.168270 89.0 ... \n8 0.78000 0.269700 0.00000 0.193572 75.0 ... \n9 4.01000 3.310234 2.89000 0.153440 82.0 ... \n10 15.50000 2.575438 0.90000 1.459931 85.0 ... \n11 15.90000 8.328774 4.60000 1.723000 90.0 ... \n\n nunique_str_upper quantile_0.0000 quantile_0.0100 quantile_0.0500 \\\n0 0.0 0.01200 0.04100 0.05400 \n1 0.0 3.00000 4.00000 5.00000 \n2 0.0 6.00000 8.00000 11.00000 \n3 0.0 8.40000 9.00000 9.20000 \n4 0.0 0.99007 0.99235 0.99362 \n5 0.0 1.00000 3.00000 4.00000 \n6 0.0 0.12000 0.18000 0.27000 \n7 0.0 0.33000 0.43000 0.47000 \n8 0.0 0.00000 0.00000 0.00000 \n9 0.0 2.89000 2.93000 3.06000 \n10 0.0 0.90000 1.30000 1.60000 \n11 0.0 4.60000 5.20000 6.10000 \n\n quantile_0.2500 quantile_0.5000 quantile_0.7500 quantile_0.9500 \\\n0 0.07000 0.07900 0.0900 0.123 \n1 5.00000 6.00000 6.0000 7.000 \n2 22.00000 37.00000 63.0000 115.000 \n3 9.50000 10.10000 11.0000 12.500 \n4 0.99566 0.99677 0.9979 1.000 \n5 7.00000 13.00000 21.0000 35.000 \n6 0.40000 0.53000 0.6400 0.855 \n7 0.55000 0.62000 0.7300 0.950 \n8 0.09000 0.26000 0.4200 0.600 \n9 3.21000 3.31000 3.4000 3.560 \n10 1.90000 2.20000 2.6000 5.200 \n11 7.10000 7.90000 9.3000 11.700 \n\n quantile_0.9900 quantile_1.0000 \n0 0.3680 0.61100 \n1 8.0000 8.00000 \n2 148.0000 289.00000 \n3 13.4000 14.90000 \n4 1.0022 1.00369 \n5 48.0000 72.00000 \n6 1.0350 1.33000 \n7 1.3400 1.98000 \n8 0.6900 0.78000 \n9 3.6800 4.01000 \n10 8.3000 15.50000 \n11 13.0000 15.90000 \n\n[12 rows x 32 columns]", "text/html": "
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columncountnull_countbool_countnumeric_countmaxmeanminstddevnunique_numbers...nunique_str_upperquantile_0.0000quantile_0.0100quantile_0.0500quantile_0.2500quantile_0.5000quantile_0.7500quantile_0.9500quantile_0.9900quantile_1.0000
0chlorides1199.00.00.01199.00.611000.0869650.012000.044101134.0...0.00.012000.041000.054000.070000.079000.09000.1230.36800.61100
1quality1199.00.00.01199.08.000005.6263553.000000.7851966.0...0.03.000004.000005.000005.000006.000006.00007.0008.00008.00000
2total sulfur dioxide1199.00.00.01199.0289.0000046.4887416.0000033.239143141.0...0.06.000008.0000011.0000022.0000037.0000063.0000115.000148.0000289.00000
3alcohol1199.00.00.01199.014.9000010.4043938.400001.06016065.0...0.08.400009.000009.200009.5000010.1000011.000012.50013.400014.90000
4density1199.00.00.01199.01.003690.9967960.990070.001863390.0...0.00.990070.992350.993620.995660.996770.99791.0001.00221.00369
5free sulfur dioxide1199.00.00.01199.072.0000015.8227691.0000010.50391857.0...0.01.000003.000004.000007.0000013.0000021.000035.00048.000072.00000
6volatile acidity1199.00.00.01199.01.330000.5303670.120000.178894136.0...0.00.120000.180000.270000.400000.530000.64000.8551.03501.33000
7sulphates1199.00.00.01199.01.980000.6571310.330000.16827089.0...0.00.330000.430000.470000.550000.620000.73000.9501.34001.98000
8citric acid1199.00.00.01199.00.780000.2697000.000000.19357275.0...0.00.000000.000000.000000.090000.260000.42000.6000.69000.78000
9pH1199.00.00.01199.04.010003.3102342.890000.15344082.0...0.02.890002.930003.060003.210003.310003.40003.5603.68004.01000
10residual sugar1199.00.00.01199.015.500002.5754380.900001.45993185.0...0.00.900001.300001.600001.900002.200002.60005.2008.300015.50000
11fixed acidity1199.00.00.01199.015.900008.3287744.600001.72300090.0...0.04.600005.200006.100007.100007.900009.300011.70013.000015.90000
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" }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from whylogs import get_or_create_session\n", "\n", "with get_or_create_session() as session:\n", " summary = session.profile_dataframe(train, \"training-data\").flat_summary()['summary']\n", "\n", "summary" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } } }, { "cell_type": "markdown", "source": [ "Now that we've taken a peek at our training data metrics, there's one last item on our to-do list: split the test data into batches, so we can feed them through our model later on." ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } } }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Relocate predicted variable \"quality\" to y vectors\n", "train_x = train.drop([\"quality\"], axis=1).reset_index(drop=True)\n", "test_x = test.drop([\"quality\"], axis=1).reset_index(drop=True)\n", "train_y = train[[\"quality\"]].reset_index(drop=True)\n", "test_y = test[[\"quality\"]].reset_index(drop=True)\n", "\n", "subset_test_x = []\n", "subset_test_y = []\n", "num_batches = 20\n", "for i in range(num_batches):\n", " indices = random.sample(range(len(test)), 5)\n", " subset_test_x.append(test_x.loc[indices, :])\n", " subset_test_y.append(test_y.loc[indices, :])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Train the model\n", "We'll train an ElasticNet model using scikit-learn, then run this model for each of the batches of data, logging the model parameters, mean absolute error, and whylogs data metrics.\n", "\n", "Note that whylogs profiler data is automatically logged when `mlflow.end_run()` is called (implicitly or explicitly)." ] }, { "cell_type": "code", "execution_count": 8, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO: 'whylogs demo' does not exist. Creating a new experiment\n", "ElasticNet model ({'alpha': 1.0, 'l1_ratio': 0.7}):\n" ] } ], "source": [ "# Create an MLflow experiment for our demo\n", "experiment_name = \"whylogs demo\"\n", "mlflow.set_experiment(experiment_name)\n", "\n", "model_params = {\"alpha\": 1.0,\n", " \"l1_ratio\": 0.7}\n", "\n", "lr = ElasticNet(**model_params)\n", "lr.fit(train_x, train_y)\n", "print(\"ElasticNet model (%s):\" % model_params)" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } } }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Subset 1, mean absolute error: 0.5789794874388365\n", "Subset 2, mean absolute error: 0.6111029246160566\n", "Subset 3, mean absolute error: 0.8536210353690337\n", "Subset 4, mean absolute error: 1.0097638903189077\n", "Subset 5, mean absolute error: 1.1419334387935294\n", "Subset 6, mean absolute error: 0.4389454235595741\n", "Subset 7, mean absolute error: 0.6943716888788721\n", "Subset 8, mean absolute error: 0.5281415556056386\n", "Subset 9, mean absolute error: 0.8662166919084389\n", "Subset 10, mean absolute error: 0.8462118256399723\n", "Subset 11, mean absolute error: 0.9189648886334384\n", "Subset 12, mean absolute error: 0.6721440596916878\n", "Subset 13, mean absolute error: 0.8699212967729693\n", "Subset 14, mean absolute error: 0.7364127140011986\n", "Subset 15, mean absolute error: 0.8105048112918138\n", "Subset 16, mean absolute error: 0.5930083232393926\n", "Subset 17, mean absolute error: 0.6795532694207491\n", "Subset 18, mean absolute error: 0.38086797237556774\n", "Subset 19, mean absolute error: 0.7352651500373737\n", "Subset 20, mean absolute error: 0.6262069593715065\n" ] } ], "source": [ "# run predictions on the batches of data we set up earlier and log whylogs data\n", "for i in range(num_batches):\n", " with mlflow.start_run(run_name=f\"Run {i+1}\"):\n", " batch = subset_test_x[i]\n", " predicted_output = lr.predict(batch)\n", "\n", " mae = mean_absolute_error(subset_test_y[i], predicted_output)\n", " print(\"Subset %.0f, mean absolute error: %s\" % (i + 1, mae))\n", "\n", " mlflow.log_params(model_params)\n", " mlflow.log_metric(\"mae\", mae)\n", "\n", " # use whylogs to log data quality metrics for the current batch\n", " mlflow.whylogs.log_pandas(batch)\n", "\n", " # wait a second between runs to create a time series of prediction results\n", " time.sleep(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Accessing whylogs Data From Your Experiment\n", "Now, let's explore our whylogs data inside the MLflow experiment." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": "('whylogs demo', '1')" }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "client = mlflow.tracking.MlflowClient()\n", "experiment = client.get_experiment_by_name(experiment_name)\n", "experiment.name, experiment.experiment_id" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "MLflow stores the data profiles as *artifacts*. These can be retrieved in the same way you access MLflow projects, parameters, and metrics.\n", "\n", "whylogs exposes helper API for accessing whylogs-specific output of an experiment." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": "[,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ]" }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "whylogs.mlflow.list_whylogs_runs(experiment.experiment_id)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualizing whylogs Data\n", "Our integration allows you to quickly collect the statistical profiles produced during experimentation." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": "[,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ]" }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mlflow_profiles = whylogs.mlflow.get_experiment_profiles(experiment.experiment_id)\n", "mlflow_profiles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can then use `whylogs.viz` to easily produce visualizations for the whylogs profile data.\n", "\n", "Below, you can see how the data changed over time in our batches for the column called `free sulfur dioxide`." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from whylogs.viz import ProfileVisualizer\n", "\n", "viz = ProfileVisualizer()\n", "viz.set_profiles(mlflow_profiles)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": "
", "image/png": 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j/Ngxjd6vqeP1yZJSp2Ox47Handd0XkEBlq1chZ2796CgsBAms9nl+Yy3jk0lpaX4a9lyrFizVjWgpoiLjcXZZ5yO884606O9Qlr7uapYuXad07EecP78dOTq88Pxfdccrv7mji65tn5PLMfz0eYeB4HmHWvdOSdOS8/Av6tXY8++/SgqLobFam3x78PRoZQj+PrHH3Eo5YjTbYIgYNiQwYiLjW3WYzbnXMhRWno6fvnjT2zdsbPRz4++vZNw/tln4ZTJk1XPiX/962/83zffqt63sePyG+++j3WbnI9LkRERWLhgnv397+41TENmiwVL/12BJX/84XRuB8jlladPmdLo+70xlVVVWLZyJZauWImiYvVytoD8fp0z+1RceO45iGxGv9bxY8ciMSHe6bHXbdzIQBERERH5nE8CRYMHDsCxEycgAUg9dgy//vkXqqqq6u1TUlqKbTt34avvf7BnEwkABvbv74shtnvnzDkDi3/7HaLKROXmrducAkXNlZWTg5ffeAs5eXlu7V9ZVYVN27Zh07Zt+O6zTxDqoZVeTfnn3xX44rvvVZs0e5LJZMKrb7+DTVu3udzHYrXir2XLcex4Gp574rEOUZf74OEULFz0LkptfcsaU1FZiSV//IllK1fhvjtuw4SxY5v1s2pqjHjnw4+wSmVCQWEymbD49z+QV1CAR++7t1mP3961lfe0u/Ly8/H4s8+rBm0BQJQkrN+8BemZWVg4/wXUGI1Y9NHH2LlHvXwZAJzIyMDcefOwcP48dO/aVXWfHbt3NxoQbSi/oBA/LPkFK9aswTOPPYqknj3dvm9z/f7PUnz57XduNaPPzc/Hx59/gY2bt+Kx++9DVJT6KnGrKOJ/n3+BpStXunwsq9WKbTt3tnjcTTlw+LDL26a5WXoruU8fdOvSBbn5+c6Pf+iwU6DI29LS012+dtXU1BixcctWbNq6DddfdSUuOOfsZv28vPx8PPHc807lcByVlpXhzfc/QFV1Nc4+4/RmPX6g8PR7QJIkfPvTzy7Pt9T2T0vPQFp6BmpNJtzQyrKGlVVVOHDokNP2UyZPbtFKd0+xiiJ++uVX/Pzrb279rr1xbAKAdZs24YNPP1PNmGqopLQUX//wI9Zt2oQnH3ywVZlLivb2udqW1ZpM+L9vvsXSFSvdWsTRHD/+8iu+/elnl7dLkoT9B53fp55mFUV8//Ni/Pzb7249x7T0DLz1/odYtmIVHrnvHqdA1oXnnI3U48excctWp/v+74svMXjAAHTrWr/s8cq161SDRBqNBg/fe3ers6gNhgoseP0N1cVgiuqamkbPSRqz98ABvPneB/XK4rtSWVWFxb//gbUbN+HxB+5Hv76uF2k40mo0mDZ5slMm9P6Dh1BZVdXhq08QERGRb/nkqnGmbTWMEgD68rvv8fvf/9hvlwDcfPe9+Pjz/6u/8lIQMH3qFF8Msd2LiY52GXQ70MiqX3cUFhXjyefnuX3h6w9WqxVvvv8BPvr8/7weJAKAcoOh0SCRoyPHjuGzr7/x8oj8b9/Bg3j2xZfcChI5qqquxktvvOX271OxZfv2RoNEjjZt3aZ64dtWmUxm5OXnu/VV69BDTtEW3tPN9fNvv7s10Z6Vk4OFi97FA0882WiQSFFTY8TH//eFJ4ZYz8mSUrz0xpuqfx9P+OSLL/HZV1+7NRHr6GBKCl55+22nUqaKz776usUTMp7iKpsoIT6+WSu4B/bv5+LxnVeIBypJkvD5N99iz/79zbrfz7/93miQyNFnX3+DkyUlLRmeX3njPfB/336Hn379za0gkTccSjmi+nwmNJFN5E01NUa88Mqr+H7xErd+1946Nv3+9z9449333QoSOcrMysb8hQtR00hmmDva4+dqW1VaWoYnnnse//y7wuNBot/++rvRIJEvffDJp/jp19+a/RwPHz2KJ557AQZDhdNt99x6C3r16OG03Wg0YuGid2G2WOzbcvLy8D8X50fXX3UlRg4b1qxxNWS2WPDCq682GiRqjU3btuH5l15xK0jkqPjkScx/bSGKT7rOPmpowhjnY7TFakWKi/MZIiIiIm/xSUZR3969MWHsGGzbucseLGpI2eaYTXTK5El+69fQHvXvl6w6gZaTlwdRFFtcB/2zr79BRWWl6m3du3ZFt65dEBQUhIqKSmRmZ7c49b81SkpLsXbDRp//3OioKPTr2wfBwcHILyjEiYwM1Qu2FWvW4vyzzkLPdlpqsay8HK++9Y7qxI9Wq0XfpCQkJiSg3GDAkdRUp/0kScLbH36EPkm90LVLF6fH8IRlK1e53eg70KUeP447HnzYrX3VyrW0hfe0N23ftbtZ++/dfwCFRcVNlo3SarVI6tkTCfFx0AfpUV1TjZzcPBQUFanun19QiE1bt3m89Mi/q1fjz2XLVW9T/r4WiwWZ2TmqAYCDh1Owat16nD5rZr3tu/buxV8uHld57J49usNqtSI7Jxd5BQWteRounTypHrRwlfXlSjcX+5eWljV3SB6XmJCA7l27IjIiHCazGcUnS5CRlQWLwySdo8W//4FRw4d7ZSwWiwUr167DZRdd6JXH9wZvvAfSM7Pw219/qz5mSHAw+iX3RXRUFGpra3GypBQZWVkQRc+WXzx6zLm8c1hoKAb0Uw96+oJa2U5XvHVs2r1vv8uSWYkJCejZvTs0Gg2yc3OQX1DotE92Ti6W/PEnrr7sUrefS0Md/XM1kDQ3cO6u9MwsfPX9Dy5vT0xIQJ+kXhAEAXkFBcjMyvbKOABg+arVWLFmreptUZGRSOrVE5HhEUjPykRunnPmbEFREd54730898Rj9baHhITg8Qfux8NPP+NUEjItPR1fffc9brz2GpgtFry+6F0Ya2udHnvmtGk4/+yzWvHsZN/99DOOpZ1QvU2j0aBf3z5IiI9HTU0N0tIzmvWeSs/Mwlvvf6ga9I+NiUavnj0RrA9GfkEBMrOd/45l5eX46ocf8cCdd7j18wb274fQ0BCnQPaR1GMYN3q02+MmImorlFKy7pRQ7egcy3F7ojyuvwTK81BKMTdV2rYj80mgCADuufVWPPz00ygoLII7rWETExJw83X/9fq4OpKYqCjV7WazGdXVNS1qzm2xWLB91y6n7RpBwPNzn1DtzZCVnYM1GzY41Ycf0K8fPnhjIQDgqfkLVMs1Kbc7imhGHWhfCQ0Nwd233IJJ48fVq/O9/9AhLHjtdacLJ0mSsHLdOlx/1ZU+Gd+Cp5+C1WrBn8uWq07s/vfKKzB5/Lh627Talh8ufv7td1Q2KDcJAPFxcXj28UfrrU7MLyjE/IULkZ2TW2/f2tpafL/kF7cvugC53vqpM2agf9++0Go1yMzOxveLf0GhysT80WPHWhUwtVqtqo/bmLi4OI/2PvCE9vyenjB2LGadMg2dOyXCUFGBf1evcZlJJggCJowdgxnTpqJLp06oqqrGxq1bsXSFerbMkdRU1UBRXGwcRg4bhknjx2H40KGqpYNOZGTgzfc/UJ002n/wYL1AUWvfuzVGI77+4Sen+8XHxeK+O27HiKFD7dusoojFv/2uujr6j6VLnSZjXa2ijoqMxMP33l3vsQE5u3hJg1IrnlBZpT4Z69h7yh2u9rdYraiurkZYMx+vNUJDQjBsyGBMGj8e48eMVl1EU1lVhe9+Xqz6ujiUcgRWUXS7/JggCBg3ehSmTZqE7t26wWKx4GDKYfz4y2+oVZn4a7jq+cG77oTJZMLm7Tvw5XffO+1/zpwzcO6cM9wai6d56z2weZt61uv4MaPx0N13OTVTrzEasWvPXixfvRp79x9o2ZNpQG3CMqlnT7c+1xyP12+89wFSjztnlM1/ei7iHbLyPHms9tbfRRRFfP7NN04TvmGhobj71lvc7v3z9/J/ccUlF7eon6EnP1cDSUJcnP0188V3P2DL9u1O+zxw5x0Y0C/Z/v/2XGb5hyXqWXN6vR733HoLTpkyud72pStW4sPPPvf4OGpNJnz382LV26ZPmYK7b725Xq++NRs2YNFH/3PKxtuzfz/2HjjglPnTrWsX3H/H7XjpjTedFr/9sXQZRo0Yjl1796n24Eru0wd33nxjS5+aXVl5Of5a/q/qbf379sWD99yFrp0727eJoognnp/ndvbRl999D1ODjG6dVoubr/svTp81s95xYPfefXjxjTdhbtD/af2mzbjh6qsQEx3d5M/TaDRI6tkTKUfrjy/Di8FEImqbGvZzmzFtqlvzIzm5ubj7kcfsx+3G+gFS6zn+ndQCEmnpGdi6YwcAuOxNTOQvPgsURUSE49Xnn8drixbhwCG5f0DDgJFyqpncpzcef+D+ZjWCpKY1dkFvrDW2KFBkqKhQLfOhDw5G/759Ve/Ts0d3XHvF5fjPBedj2cpV0Onkl2GwXm/PFtFo1C/EW5tNEhQUhG5duiAqMhIajQYVlZXIL3RePdpaEeERqtkpw4cMwQXnnK3aoFutr4C3KBParj6QoqOiPJa5Y7VasWrtOtXb7r7lZqcSFl06d8IDd96Bh+Y+7bT/hs1bcPsN17s10TBp/Dg8/sD99bb169sXvXr0xMNPOT+2sbYWVdXVLT7uFJeUuJ3Fo3DV6N6f2tp72l03XnsNzj/rzHrbRgwdihMZGaqraW+85mqc12D/4UOHIC+/AHsPOE/qnixV70P02rznmxxbn6Qk3Hb99Zg7b77TbQ1LNbb2vbtu4ybVScfbbrjBKZCj1Whw2UUXYvvOXU5l+zKzslFWXm6fAElLz1Bd2SsIAh67/z4MHezcBy8oKMjlOFvDVWmpoKDmnfI0tn+N0ejTQNHF55+Hi88/r9F9IsLDcct1/8WO3XtQ0OBzzWq1wmAwIDYmxq2fp/b6HzSgP7RanWpmRsMgcHxcHAD59ehqrL567zfkrfdAiYtMs+Q+fZyCRIAc/Js6aSKmTpqIgykpzS6Jpqag0HmxQlIv9/qcOR6v9Xr192ZiQkKLM/1DgoPRrWsXhIeHQ4AAQ2UF8vLrsgq99XfZe+CgahD+qssuxZSJE5y2z54xHTt378GmBoG/qupqHD9xokXZWZ78XA0kWq3W/poJDVXvnxQXF+u393pTwsPC0K1LF4SGhkKSJJRXGFTPB9xhqKjA1u07VG+746YbnYJEgPc+A7fv2qVa5rlTYiLuue0Wp587c9o0pB5PU11ksHzVatUScRPGjsGlF16AH3/5td52SZKwcNF7qqUao6Oi8PiD99cLUrXUuk2bVRctREdF4enHHkFUZP1eZRqNBjqde0HenLw87NrrXHr47Dln4MzTZjttHz1yBM4543T82iCjVBRFHDh0GNMmT3Lr5/bu1cspUFRY3LwFaETU8WzYvAXXXHYpEhMar2zx+z9LPV5ulVruREaGfU7w1BnTGSiigOLTq46oqEjMm/sk9uzfj3UbNyHlaCpKy8tgtYr2El1TJ8oXzY6r+8gz1DI6FCHBLWuQGxkRAZ1W67SCzmg04sG5T+GUyZMxaMAA9O7V02mCKjQ0FBeee06Lfm5Lxvng3XdhyKCBfs/gmDJxgmqgKCMru1UZLYEq9fjx+r3HbBIT4jF65AjV+yT36YM+SUk4kVF/NaLVasX+Q4fd6rfgKpjUr28fhIWFOZXMAOQJ5o4eoG4r7+nmUssO0Wg0SO7TR3ViyFUQoF/fPqqBInd7n5ktFmRl56CwqBAlZWUwGCpgMplgqHDuBQAApgYrVFtr9759qttHDHUdsOzfL1m1v1NGVpZ9Mnafyu8EAIYMHKgaJPImVxOWasehxlRXu94/EJrKFxUXIzsnFyWlpSgtL4fRaITJbHbZo6U5ryVXr/+GE/aKGh/0/vMUb70H4mJjVO/786+/ISc3F6OGD0ffPr3Ro3t3BDWY9B86yDPvEbXJ4eb05fKGbl264K5bbsbA/v0aDXZ46++yW2XCt6nHHdC/n1OgSH7c7BYFitrr52pbNWhAf9x07TVI7tPHY+fcBw4dVi1T1ikxETOnTfXIz3DX3v0HVbfPnDbVZXDqtJkzVANF+w8egiRJqtflV1xyMY6lnXAKqqidX+u0Wjx6371IjI935yk0ydU5x5mnzXYKEjXX7r3NPxYNcNHTMCMry+1AkdpCjkAodUtEgc1qteK3v//Bzf+91uU+BkMFVq/f4MNRUZ+kJMx76kkAQGx0jH8HQ9RMflmeNmr4cK/VyifXDC5KV+iDghAW1rJSEEFBQRg9coRqT4/cvPx6AZHoqCgk9+mNgf37Y8qECT7txxMSEoLRIwLjNeeqT4bZbEaN0djs8kiBLjtXvXFz3969G71fcp/eToEiQE6bRisbc8fFxKheyEqqHdTantakkreV97SnNHeVtqv9G1uhVW4wYNXaddi0bTtOpKc3u0m7J51QKQUDAFfceHOzH8ux30aGSskrABg5vHXNqlsiIlw92Nvc8k2u9tdptX4pnyRJErZs34H1mzdj7/4DqFI5hnmbq2BIW1qh6K33wISxY1QXgVisVqzfvAXrN28BIL9+evTojuQ+fTB6+HBMGDvGIyvsAaj2Awnzc6mv2NgYt4LF3vq7nMjIVN3n3kcfb9XjNkdH+1wNdF27dEH/5OSmd2yGjKws1e0jhg7x+eLHnLxc1e3Jffq4vE+vnj0RFBTkVD7NUFEBQ0WFanaoRqPBg3fdiYeeetopi7WhG6+9xqOLRlyVZFPLfmoutWsPAJj/2uvNfqzmHDPUjtVqWVNERIqRw4Zh74EDWLF6DS6/+CKXC17/WbECJpMJPbp1Q62pFkXFJ3080o4nIjw84CrHELmrfaUuUKPUVl0CQK+ePVq1ou76q69yK7hRbjBg1959+O7nxbjn0cfw0htvoqy8vMU/t63S6XTQu1jR525WQlviKlOiqRV/rm43tHCixlFLA6MdBd/TnrNizVrc+eDD+OK775F6/Lhfg0QAUO7i/dgSjvX7K1w8blNlELxBrVcUIDendpVto76/+gRzjx7dfT/xl5uLR59+Fq+89TY2bd3mlyAR4P+ggyd46z2Q3KcPzjr9tCbvY7FakZ6RiZVr1mLhondxy733Y+2GjR4Zj0Ulayw4ONgjj+1t3vq7lFd4rr9Pw54lzcHP1fatokL93NQfn4EtOe/WajQuX5+uHg+QS8s//sB9jR5nZp0yDWefcbrL21vC5TmHi8//5ig3eOdY1JSQEOffYWuOOUTU/p152myEBAfDWFuLv130bTObzfbbLjjnLDg3ACEiqi/wCl6TV1RWVjnVPVa0Nrure9euePHZp/H2Bx8hLT3d7ftt3bET2Tm5WDj/hXbd3LYhq9XqsgSQu5Nwoih6ckh+0dREqzcnYr1RF75zYiJ+/fZrjz+uP/A97RnLV63G+5982ug+kRERiI+LQ3hYGA6mpHh9TKIHA1WOSSRmi0V1n4Yltnxh8MCBWLFmrdN2k8mElKOpbq1qrq2txeGjR1Vv69fIquyGPHGsLiouxtMLXkKJiz5YgJwZHB8Xh7i4WGRl5zQ6sdcansp88SdvvQcA4Jbr/ovoqCgs/v0Pp5X5rpQbDHjz/Q9grK3FnNmntmo8uqAgp4nFtrIi3Vt/F9HqufOl1mTO+epztT2cH7bF5xBIn4GueOu8W6PRNHrfzOwcmEwmj35+WLz4+xZFDx6LmrGv0eh8rG4Pn7lE5D0REeGYbSsd+vfyf3Hhuec4tVlYs2EDyg0GxMZEY+a0afjxl98afcxde/dix649yMjKQn5hASoqKmEVRYSGhKBr584YOmQwzjptNjp36tTk+Hbv3YelK1ci5WgqKquqEBEejuQ+vTFl4kSYTe6dJxcUFuKv5f9iz/79KC4+CYvFgpiYGAwdNBDnzJmDfn3dvy5zVG4w4Lrb7wQAnHvmHNXSfTm5ubjr4UcBAM8/8bhqpYzvFy/B94uXQCMI+Op/H9kXXRQUFeG2+x4AANxz262YPWO603ZFw/83vE9DlVVVWLZyJbZs34mcvDxYLBZ06dwJ06dMwQVnn9Xiua5f//wL//ftdwCAN15cgL69k5z2+er7H7D49z8QHxeHT999R/Vxbr3vARQWFWHyhPF47P77XP685j6PZ196GXv3H4A+KAifvfcuIiJc93WqrKrCjXfdA5PJhBlTp+CBu+5051dgJ4oi1mzYgPWbNuNERiYqKysRERGBPkm9MH3KFMyYNrXJZAurKGL1uvVYvX490jMyYaytRUR4OHon9cLEcWPx19LlyMnLw6zpp+C+229zvr/VirUbN2LD5q04kZGOiopKBOmDkBifgP7JfTF21CiMHzvGK+eaPjl7VSvF4Y4gnQ6RkRHo3KkTBg8Y4LWmnx3B4j/+UF1JLQgCpk+d0urHT+rZE68vmIc9+w9g09ZtOHz0CHJz81TrdTvKycvD7/8sxeUXX9TqMbQVOXnqpdiCg4Pdnlz3RNNrX3GZGeRi9aWiqkp9xXx0K2uPk3v4nm6dmpoafGE70Wpo3OhROPfMOeifnKx6MulNUVFRKD7pXG7gu88+aVXfnfBQ9ZXIVdWue+N5y7Ahg13etmzlKrcCRes2bXZ5nJ00fpzbY/HEsfqHJb+oBokS4uNx2UUXYuTwYeiUkGCfqJs7bz4OHvZ+0LGt8tZ7AJAnTK+45GKcedpsrFm/Abv37cfxEyca7RGp+OLb7zB9yuRWBdlDgoOdAkVtpX+Ut/4uUVGRgEolrrdfeQlJPXu2+HFbwhefq23l792Ytvgcwl1kqvsj+9P1ebfrBQSSJLkca3Skc9k5RWVlFV56481GKyIcP3ECH33+f7jntltd7tNcYWFhqs+nqqrK3p+spaJcPN+5Dz+E8WNGt+qxG6P2um8rGaFE5D/nn3Um/vl3BcoNBqxcs7ZeBqckSfjt738AAOfMmePWfOof/yzF7n37nbZXVlUhNS0NqWlp+HvZctx/5x2YMnGC6mNYLBYs+vh/ThnzStb0Lhe94Br6c9lyfPHtd06LrwqLilBYVIQ1Gzbi6ssuxX8uON+tx3MUHRWFnt27IysnB0dSj6nus3Xnrrrvd+xUDRQdPXYcANA7KcknLSRWrFmLz77+xqmNQmZWNr7+4Ufs3X8Azz3xGLRabbMf2/Ea+UhqqmqgaOvOnQCAkyUlOJaWhn59+9a7vay8HIVFRbbHc31N3pLnccasWdi7/wBMZjPWbNyIc+ec4fLx123cZL8mOqOZC/HKysuxYOEbSD1+3Gn77n37sXvffixdsRJzH35Ivs5QUVpWhvmvvY7jJ07U215uMGDv/gPYu1+916Ljz5r/2kIcS6t/f0uNFZnZ2cjMzsbKteswfOgQzJv7ZLOenzt8Eij6fvGSVic46oKCcNrMGbji4otd/jFI3cGUFPxu+4BoaPyY0ejVo4dHfo4gCBg9Yri9F5DRaERWTg7S0jNwKCUFW3fsVK2fv2vPXrcnlUVR9FjjWX/ZvG276vYB/ZzrpbtaoZdfUKB64PYUT/ab6NFNvSdTUytq0zLUb+/erVsrR0Tu4nu65fa46CEzbMhgPPXIw177uU29d7t16aI6GZt6/DhGDB3a4p+bEB+nuj0zO6fFj9lSnRMTMXrEcNWLnPWbN+Os00/D4IEDXN6/orIS3/z4k+pt8XGxGKmShevqHCe/oMCtMTdm49atTts0goD5T81Fl85Nr+YLRP7saeSt94CjmOhoXHjuObjw3HMAyIHgzKxsHD12DDt271HtgVFdU4OUo6kYPXJEi39ubEyM0+RpaVlZix/Pl7z1d+nWpQsOpRxRedw0nweKAM99rrpK4PDEMcdXBBdHzsLCojZ3bpAQH6+6PdNF/z5v6t61m+pr/viJE5jgosdnTm6eapmzqMhIREaq97wQRRGvv/su8gsa708EACvXrkP/5GScedrsJvd1R0J8nGqgKDM7p9XXCd26dlHdnnr8uFcDRWolJmNd9AUkIlJ07tQJUyZMwIYtW/DbX39jzmmzobV9fu7csxfZObkIDQ1x+/ir0WjQJykJw4YMRveuXRETHY3g4GBUVVfh6LHjWLthI8oNBrz1wYfo3y8ZiSqffx98+pk9SNSjezfMOfVUdO/WFUZjLQqLirBr7z7sP3So0euBP5cuwydffgVAXmhz6vRT0KN7dwgCkJWdg+WrViMnLw9f//AjunTuhGmTJjX3V4dhQwYjKycHJ9LTVTNftzsGinbuxK03XOf0GMds7T2GudmHLzY6GvOeehK79+7Dkj/+BAA8dPddiImpv8ihh4vPsnc//h80goAJY8di4rixiIuNRfHJk/hr+XKkZ2Ri/6FD+Hv5vzjvrDPdGo+jvn36ICw0FNU1NTiSesyppHZefj6yc+pWX23dsdMpUJR6vK7dSWO/k5Y8jwnjxiI6KgrlBgNWrFnTaKBo+erVAOTX39BB7vdINJvNeO6lV+wl6MeMHIlTJk9CTEwMSstKsX7TZuzetx9Hjh3Dcy+/jFdeeN4po8dkMuG5l16x968cOWwYpk+dgriYGJSUliIjKwubtm1Xve5RvPr2O/Yg0cRxYzFp3DjExMSgqroKx9JOYPvOXcjJy/Na5QifnoFLrfgym81Y+u8KPP7c8yhq5BdK9a3dsBHPv/SKajaRPigIN1x9VasePysnB8+//IrqhVBISAj6JydjzuxT8cBdd+LJhx9UfQy1lbau0udcNYttKzKysvDLn3+p3jZu1CinbSHB6qtol61c5VSaw2yxYN+Bg80aj84Hv+f+yckIDXV+HoVFRdh/8JDqfdIzM+2rMxxptVq3P4SpZfie9owC20qahgb26+eRx2/pe3fMqJGq27/54Se3a+GnZ2Zi4Tvv1iv9ktzgJFGxdcdOlyV5vOmCc85W3S5JEl5+8y2X/YcMhgrMe/U1lz1BLrngfNXXcoiLjIdV69ajtsHvVRRF7Nnn3ko6Q0WFalZSdHRUmwgS+eIzprm89R74+PMv8Ntff6uWROqcmIjxY0bj6ssuxZsvLXB5weJO5lFjOndKdNrWVo6x3vq7uHrcn379DZWV7v2+C4qK8PaHHzV6QdcYb3yuujrm7D1wUDVzPeVoqt96m7mi1pMFkIOman27ioqLke2HxQfucFX6Zt/BQzB4sOeNO0YOVw+srtu4yWXJNmVCpaHhQ4e4XLT21Q8/qi7IiI9TXzjyyZdfuVy13VzJfdTPOTZs2dLqxx4zUv2Y8dey5S7P7RoqNxjw0ef/57SSuDEZmc7H6k4Jzsd0IqKGLjxXvu4pKCrCRofj4G9//w0AOH3WLESEuy7T5ejxBx/Amy8twE3XXoMzT5uNSePHYfSI4Zg2aRJuvOZqLJz/AvS2Usdr1m9wuv+e/fuxcu06AMC40aPx5ksv4ryzzsSYkSMxZeIEXHjuOXhh7hOYOW2qyzFk5+Ti/775FgAwZ/apeOOlBbjgnLMxdtRIjBk5EhecczbeeGkBeif1AgB89f2PLSpbO8yW8WKxWnH8RHq92wyGChxJTYVOq4VGo7Fn0DjKLyi0L1poLHvGkV6vx/AhQ+otahjQvx+GDxlS7ys2Jkb1/sl9+uD1F+fjyYcewOwZ0zF6xHCcPmsmXnz6Kft9Vq5b59ZYGtJqNPbFlEdSnduWbLMFzpR+61t37HTaR8nCiYyIaHRBVkueR5BOh1mnTAMApGdkOmX8OI4hPUO+1j/j1OZlEy3+/Q/7PMF/r7wCzzz2CGZNPwWjRwzHqdOn49nHH8PVl10KAEhLz8AvtmCfo59+/c1+/XXlfy7B808+Lj/HkSMwe+YM3HjtNfjorTcQHxerOobjJ07YF/ycf9aZeOLBB+xjmDZpEq6/6kq89/preOaxR9Cze/dmPT93+bRwcmuziiQAeQUFePuDDzH/qbmeGFK7UG4wIC8/H5IEmMxmVFRW4ERGJtZv2uzyzQMAN/33WnTtor5qyl1mswW79+3H3seewPixYzB9yhSMGjFcNe0yXeUEGAASEpxXIURGqK9ee/O9D3DN5Zeia5cuqKqqwqEjR9GtS2dMGj++Vc/D06qqq7Fmwwb06tED+iA9yisM2LNvP/5atly1PENYWBhOnzXTaburg8feAwdw/xNPYsTQoQgJDkZBYSH27D+AisrGy7k1FOVileA//65AXEwMRg4fDo1Gg4zMTGRmZ+PaKy5v1uMDcnBn9vTp+HPZcqfbFn38Pzz1yEP1stoKi4rxxrvvqz7WtMmT2PvGDSaTGXn5+W7v37lTJ/vKXb6nPcPV592JDOcAhSiK2OIi09CVlr53Z0ydgu8XL3E6Dh05dgxz5y3A9VdfiSEDBzpNDJktFhxKScGyFauwZccOiKKIe2+vKyMzevhw6HQ6p0mo4pMn8f4nn+L2G2+oVzP7UMoR+8mmN4waPhyzTpmG1SoXMOUGAx5+6hmcPmsmJowZg4T4eFRUVmLfwYP4a9lyl8fRgf37Y46Lk01Xx+rM7Gzc+8hjGDtqFMLDw1BcUoK9+w802m/IkasJOkNFJYpPnnRaxZ6Wnu7W6m5fiXLxvt+6Yye++v4HTJ4wHsH6YGTl5mDfgYO4/cYbvD4mb70HiktK8Pe//+KPpctw+qyZGD9mjGrmb7nB4PLvn6hy7GyOXj16OL2v0jMyIUmSV/v+eYK3/i5jR41CQny8U5CnoLAQjz77LG64+mqMGTXSvvpWYRVFpB47jn/XrMH6jZtgMptxyXnntei5eeNzNT5WfTLebDbjkaefxcRxY5EQF4fKqiocSjkSkAHDiPBwBAcHq66GXPTRx9i8fQd6du8Gi9WKY2lpOHzkaMD2L+rXty9ioqOdFhnU1tbizfffx0N3312vln56ZpbqBJsnjB8zBrEx0Sgtqz+WvIICvPfJp7j9huvrlTRbv2kz/lI5RweAM06dpbp9w+YtqpMjISEheGHuE/jjn6VYumJlvdssFgteffttvL5gfqvLw40fMwr/qgS3Nm3dhr///RdnnXaa/VghiiLWbtyELDeDjMl9eqN/375IbTAhWFVdjceffR7XX3Ulpkyc4FTCSZIkpGdmYtW69Vi5Zi2qa2rczkBS7ttQUk/PVP0govatX9++GDZkMA4cOoxf//wL06dMQVp6BvYfPASdVtus7JKm+p0kJiSgT+/eOJKaqloh5pc/5EXR4WFhuO+O21w/XiPnpb/+9RcsVit6du+OW6+/zukcDQCC9Xpcd+WVeP7lV1BQWIi09HSn7JamNCy15lhxYvvu3RAlCSOGDIHZbMZBW9a3489Q5loFQcCQQQOb9bNb6pXnn1VdiBcWFoaJ48Zi6YqVyMzKhtlsblHrlmGDB2Pnnr3IKyhAucGA6Ki6cqzbdsnXGJdedCG++fEnZGZnIy8/v96csvI7Gaxyzu6J53H6rJn49S85ALpizVr0T3auyrR81RoAckBLCSy5w2Kx4J9/VwCQqz1dfN65qvv954LzsXXHDhxLO4G/li3HJeefZy+RZzQa8dfyfwEAgwcMcFllR6vVQqNRLw+Ym1c3jzdsyBCX4x0zcqTLxS2t5dNAkbuFRgSVfQWH7YcOp2D/wUMYPtT1L60j+fK77/Hld9836z7/ueD8VjdNdiRKErbu2ImtO3ZCq9WiZ/fu6JSYgGC9HjVGI7Kyc1yuwpo2aaLTtv79knHkmPOqs8zsbLz4+pv1tl1+8UUBN6lcXV2Nt97/0O39b7zmaoSpTBgMGjAAy1auUr1PZlY2MrNaV9Kif7J6doPFYsEX330POLyuEhMSWhQoAoCLzz8Pq9dvcFrNWlhUhPsffxL9k5OREB+HcoMBKUdTVVc8BgcH44oO3vfGXanHj+OOB90vb/b1/z5yWmXE93Tr9HFRGnLX3r2YO28+pk6ciJCQYJwsKcXGLVtdZri40tL3bmxMDC6/6EJ5nwZSjx/H3BfkCZxePXogMjICFosFZeUGZGRmqpZDUkRFRWLqxAlYu3GT022r163Hjl27MbB/P+j1emTn5PqkHM+t11+H4yfSVX+WciKonAw2JSE+Hg/fc5fLes+DBrguZVdQVIS///3XvUE3EBkRgcSEeBQV15/ktlqtePipZ3DW6achMSEextpaHDycgs1btzXZ78SXkvv2gUYQVMe0+Pc/sPj3P+pt80WgyFvvAUXxyZP47ufF+O7nxYiOikKvnj0QGREBSZJQbjDg2PE0mMzODXwTE+LRv5UZhwNU7l9VXY3U48dVbwsk3vq7BOv1uOHqq/DaO4ucbsvNy8eCha8jIjwcST17IjoqChLkv1NGZpbHM3A8+bnat3cS9Hq9arZVdXU1Vq9b79Gxe4NGo8GAfsmq2eWiJGHbzp3YttN5tWog0ul0OH3WTPz0q3OT8N379uPme+/DoP79ER4ehvwCeULLWyU4g/V6XH7xxfjws8+dblu9bj2279yFQQP6Q6/XIzM7u14ZGUejhg/HyGHO/RjSMzOx6OP/qd7n9huvR/euXXHjNVfj0JEjTtcpJ0tK8do7i/DCk0+0qH+CYuzo0UhMSEBRcXG97ZIkydmdf/6NPr17QxRFHEtLc3txBiBP+N3032vx5AvznAKTpWVlePP9D/DBZ5+jd6+eiImOgUYjoNxgQHZOLsoNhhY9n6PHjqsebwb2D+zjNhEFjgvPORsHDh1GWnoGdu/bjzUb5MUI0yZPVi0P15ScvDxs3bETaSfSkZufj3KDAVXV1bCYzbDYqhU1zMyuqanBgcOHAQBTJk50uVC0Kdt37QYATJ86pdHPiuTeve3fp6VnNDtQFBMdjR7duyE7JxcpDTJet9uCIhPHjYXZYrEHipRsEgA4aguKJPXs2eLn2lyuqjUAQKeEBADyAomKykrExaovZGyMY2bUkdRj9pK1lZVVSDkqZ1idfcbp2Lh1K9IzMrF1x057qW2grvRcU1WAWvo8uneTS8kdTEnB+k2bceM1V9db/GI0GrFhy2YAzX8NpqWn2z/HZ0x1nfEmCAJmnnIKjqWdQLnBgLT0dHvA6sDhFHvfpTmntWy+3bHs7Kat2zBu9Cifl2P2SaDoonPPwS9//gUBQHx8PK78z8Uu983OybXv261bV5xzxhk4evw41m/cVO9kbePWrQwUtYA+KAjXX3MVzj799KZ3biGr1Yr0zEy3Jj6HDhqEU2fMcNp++qyZ+HvZ8oCa8PKWc+acgdNmOv8OAGDy+HH47KsItzOFNBpNs1Zb9u2dhP7JyY1mnnlCXGwsHr73Hsx79TWn8YmiiCOpqTjinN1qJwgC7rv9tlZnwFHL8D3dfEMHD7Y3yGzo4OEUHDyc0qrHb81796LzzkVeQQGWr1IvNVNWXu6y9Fpj/nvlFdi+azeqa2qcbquorMSO3Xua/ZitERoaihefeRoLFr6Ow0ePtvhxenbvjqcffQSJtpNWNUMGDkSPbt2Qnas+4dZQc47Vc2bPxtc//Oi0vay8HN/9vNitx/CXqMhITJ44ARu3OPdZ8idvvQcaKjcYXJZYdaQRBNx5002qKyabY8jAgdBptfYLeMXWHTsDPlAEeO/vMnXSROTm57vsPVZZVYWDKa07JjdXaz9Xg2yrJF0tJlLjKmjrT2fMmuXWe0TR3PNcX7rk/POwZsNGp+AFIE9c7NnvXKbNW848bTZSjqbaJwodVVZVNfl53DkxEQ/edafTdkNFBV56/U3VLLDZM6Zj5jR55a5er8fD99yNh596ximYefBwCv7v2+9w07XXNOMZ1afVaHDr9ddhwcLXVW8vKCpyu0ycmkED+uPe22/FOx98pPqeMRqNSDnayIVLM6kFRHVabaOLUIiIHI0dNcp+7fnV9z8g05ZJ7DiJ746CwkJ89Pn/Ydfepstki1L9z+Pj6en2lheDWhjoLiwqtk/Wf/PjTy7P3RpS61vnjmGDByM7J7deqTWz2Yw9+/ZDEAR7oOizr752yqBRrsOHBkhrhPDwuoXnLS39nty3D0JDQ1BTY8SR1FR7oGjHnt2wWq0YNVzOiJ84dqxToCg3L99eKrk1v5Omnsfpp87EwZQUVNfUYMOWrZg9Y7r9tvWbt9jLtjc3McIxqz+5T+9G9+2bVLcoOD0z0x4ocixPOLB//2b9fPv9+vWzL4ZZs2ED0tLTMXXSRAwa0B/Jffq4XUayNXwSlnKszz9q+DCcOn26y6//XnkFevXoAQlAbm4e+iQl4b7bb8M8W6k5JXmtYQ1JapxOq8VpM2dg0cJXPRokak0lk0njx+GpRx5SnRhJ6tkTd9x8Y6OR5rZOr9fj+quuxC3X/dflPiEhIbjjphvdKhkzdNCgeuVW3PXwPXf5pNfF6BHD8exjj9ZLX3VHeFgYnnjwfkyZOMFLIyNHfE97hlajwQN33YkwN0olBgcH47KLLmz2z2jNe/eOm27ETddeg5Bg9R4R7mh4XIqPi8NjD9xnr1vcmMSEBK+lSjuKiAjHC3OfwPVXXdnsk6qQkBBceuEFeOPF+eiU6DpIBMi/i7tvvcWtFP9ePXvgyYcecHscF5xztuqqbjVTJk5AX4fVdYHg9htvcNm/w588/R5o6bEzPCwMTzz0IEaPHNHicSgiIsJVSxSs27QJ1gCdXG/IG8cmALj0wgvw4N13IioyshWP69v7AY1/rl5z+WXolNh0D5PIiAg8/sD9iG/BimJvmzZ5kn0SojEajQZXXHIxTpky2QejapmQkBDMffhBt1avRkZEeP289p7bbsGFLvr1NWbwwAF46blnEBVV/71iFUUsfOdd1QCMUh7IUa8ePXDjNVer/ow//lmKdZucM5CbQ+n75o6hgwY1u47/zGnT8Mzjjza6SKQpghuF96220ngNDR86xCeTQUTUPgiCYD/mp6Wnw2K1YszIEejdy3WfmIYKi4rx+HMv2INEer0eY0aOxCXnn4fbbrgej95/L559/DF7b6CGHHvyOWZFNEe5oWULtcwq2fruGDZEzqApLSuzf77tPXAQxtpa9OvbF3GxseicmIg+tsCA0pfHarUiLT0DQOAEinS65peaa0ir0WDwALmMXopD8EwpbT1x3FgA8vkpIJfsUxZxKYGzsLAw+++rJZp6HlMmTLB/Pq5YvabebUpZ2l49etQrJeiOSofF+ZFNXC84Xk9UVNTdz/E90JKMLkBeDHb/nbfbzyczs7Px3c+L8eyLL+OaW27DXQ89gq++/wGFRc4LkzzFJzN2SiMmwL1f1uiRI+ylYpauWIlBA/pj8MABGDJ4kH0VdmErVgm1Z0FBQQjW6xEWFobOiYno1rULhg0ejNEjR3jlZLNPUhJefOZprF6/Abv27sHJksZT+3U6HUYOG4pz58xpclLk9FmzMHTQYKxYswYHDh9GXn4BqmtqIEkSgoP1iIuJRZ+kJPvBPZAMHTQI115xOTZu3Yr9hw6hsKgYRqMRYaGh6JSYgLGjRuGMU2e5dfExZeIEPPHgA/jky69UX/exMTG44pKLcfqsmS1aEdu5Uye8/crLWLN+Pbbt3IWMrGwYDAaYLRYE6XSIjIxAj27dPZLBN3L4MCx69RX8tXw5lq9a5VQ/3VFkRAROmzUT5591pstmfuR5fE97Tt/eSXj1hefx3ief4PAR54wWnU6HCWPG4LqrrwQA/PjLr816/Na8dwVBwHlnnYkpEyfg39VrsGbDhiZ72wiCgF49emD8mNGYPnWKalBk5LBhePn5Z/HhZ5/j6DHnbKeQkBCcc8bpuOT88/Db3/9g1969zXrOLREUFIQLzz0HZ5w6C9t378HuvfuQlpEOg6ECFZWV9pVvjiZPGI97br1FtSSoK4MG9Me8uU/ig08/U+0HEh4WhovOOxcXnHN2s8rgBOl0eOqRh/D1jz/h7+X/ql4I9ezeHVdf9h9MGj8ec+fNd/uxfSEyIgKvvPA8NmzajM3bt+NEegbKDAaYTCZotVpERoSja5cu6NfHt8EkT78H7rn1VgwfsgGbt2/HkaOpTlk9DXVOTMQpUybjgnPO9mi5ihlTpzhlLhQVn8T2nTvbRElPbx2bAGD6lCkYPWIEVq1dh1Xr1rvVt6dr584YO2okpk+dUq/xcHN463M1MiICLz/3DN7/5DPs2L3b+XG0Wsw4ZRquvfwyxERH49Ovvm7R+L1JEAQ8ct+9+Oq77/HPipWqx7dhQwbjxmuuQd/eSXj7w4/8MEr39e7VC6/NewEf/5/6amydTofTZszAFf+5GDv37MWmrdu8NhatVovrr74KUyZOxC9//ontu3arlnZW9O2dhPPOOgvTp0xWLfXzxbffYd/Bg07b9Xo9Hr737nqlXxRnnjYbe/YfwJbtzn0Y3/vfp+jVo2ezJjEbuvTCC9CtSxd89vU3OFlS4nR7YkI8LrvoQsyeMQNPL3gRcK9Nkd2o4cOx6NWXsXbjJqxcuxbHjqc1mZUXHxeHMSNHYNrkSRjeSG8BxbYdO516qAHA9EbK3hARqZk+bSq+/vEnlJaVAQAuOle9x4orX//wo/2+06dMwc3XXau6wObn35zLrAL1sz+0LvqvNEUU646x5599ltu93txZOKNmWL1Sa6nonJhoLzs3afxY+22Txo/DiYwMewZNRlaWPWN26KDACBR5yrAhg7Fr714cSzsBq9UKUZLqZVgB8rlt58REFBQVYfuuXTh91ix7oGjIwAFeLZWm1+sxY9pU/LVsOQ4fPYrsnFz06N4N6ZlZ9vkHVz0WPUXQqC8EMVvqzmNbs0B66KBBeP+Nhfh31Wps37Ubx0+csJcuz8nLw+Lf/8A//67AQ/fcjbGjPL/4VpC8VSDZwQ133oXycjl9cPbMmbjrlpsa3f+zr7/BH/8sBQAkxMfhf++87bRdp9Phpy+cay+TfxUVFyMzOwfFJ4tRU2OEyWyGXq9HRHg4enTriqRevRAaEuLvYbZJVqsVKampSM/IRHVNjfw77d4NQwYNanW5Gn/JzsnF8fR0VFRUoMZoREhwMCIjI9C7VxKSevYI+ObbHQHf056RnpmFI6lHYaioRHhYGBLi4zBs8OBmBSK8ray8HMdPpKOktARV1TWora1FsF6P8PAwdOnUGb169mhWRmBGVhaOHjuGckMFQkJC0K1LZwwdPBjBer0Xn0XzbNiyBQvfeddp+xmnzsKdNzd+ruKKJEk4fuIEjqWdQEVlJcJCQ9G1S2cMHzq0yQaxTTFUVGDfwYMoLCqGRhAQGxODfsl90b1r11Y9Lsk89R6ora1FVk4OsnNzUVlZhRqjEYIgIDQkBPFxcUjq1RNdO3f2ynMwm824+Z77nHpl9E9OxqsvPNcmP1c9fWxSVFZW4Xj6CRQVn0R1dTWMtbUI0ukQFhaKTomd0KtHd8THxXn8+XjjczW/oBCHjqSgtKwMOq0OCfHxGDlsGCIi2k5GgqGiAgcOH0ZhUTFEqxUxMdEYMnCQT7LevaGgsBAHDqegrLwMQUF6dE5MxPAh/vvcN5lMSD2ehtz8fFRVVcFitSI8LAxxsbEY2L8fYqKj/TIuTxBFUe6JlJ2NqqpqREVGoE9SEvr17evRyaoaoxFp6enILyhEdXU1aoxG6HQ6hIaEIDEhAT26dWv26/WRp591KiMcEx2N/y16u9XnDETU/uw/dAhPz38RADDvqSedAtKLf/8dX33/I/r17YOF8+c53f+We+9HUXExhg4ehAVPP2XfLkkSLr/hJphMJiT17Ik3Xlrgco5p7rz5OHg4xekxtu/abS8J+uj992LKBNeZs29/+BFWr1uPxIQE/O+dt+zbc/LycNdDjwAArvzPJbjcBz2q7374UWTn5uKcOWfg5v9ei5vuvhclpaV497VX0aO7vEgoPTML9z/+BDSCgM/efxdbtu/Ah599jp7du2PRa684PWZBURFuu0+uIHHPbbfWK48GACvXrsOijz4GAHz09pvo3Eig67ufF+OHJb8AAH791vWin+Y8ZmOOHjuGR595DgDw+oJ5MBgq8Pwrr2JAv2S8+sLz9v0++/ob/P73Pxg3ehSeeuRhPPrMszh67Diuu/IKXHSec5DSk89D+XsAcn+u66++Cv/74kv8tWw59Ho9PntvkctECeU9MGv6Kbjv9tvs25evWo33P/kUAPDSs880mpF0KOUInnxBfn/ddctNOH3WrHq/EwD4+uOPGj0PdzUONRaLBVk5OTh85Cg2btlqTxCIiY7GB28sRKgbVWyawydnH5VVcjMnCXIN3uuuuqLR7JbDKUcg2PYvK6+70A13OLFuixe6HUFiQkKrUvTJNa1Wi6GDBrWrFQs9unezf/hSYOJ72jN692rdqllfiImO9uiKlKSePZHUM7Cfc3ys+iTwjt17YDQaEdKCIKggCOjXt2+zG6q6IyoyEtMmTfL445LMU++B4OBgr70GmhIUFITzzz4TX31fv69V6vHj2LhlK6ZNbnuvH08fmxQREeFul3X0JG98rnbp3KnNBlQUUZGRjU4qtTWdO3VC506B8zfR6/UYOnhQwJTI8SSNRoNhgwfXWxnuDaEhIR69Ftu4Zatqr8nzzprDIBERtci5c+Zg2OAhiI9rXtkrQ0WFPUNmxLChLVqI7LgIKjvHvb6tDXVOTERISAiMRiMOHDrsk0DRsMGDkZ0r9yk6lpaGktJSdO/atd48Ve9ePdGlcyfkFxRi+65dre5PpHGYzw603ovJfRz7FB2z91xWsokUk8aNw+9//4N9Bw6isrIKJzLkvptDvfxZDMh/jwH9knH02HGsXr8Bl198EdZu2AgAmDpxQouqaTnO1RxLS2s0UHT8xAmH+9WVYnQMauXk5WFgC3t1NaTT6dAnKQl9kpJw9hmn2wNSZeXlOHbihFsZzM3hkzSE+vX7KvDMghdVG3mbzWZ8+d33OObwS3dceVzj0CA7PIBWYRMREVHb069vH9VyOSWlpXh6/ovYsHkLMrKykJGVhbUbN+GVt97G/7740g8jJXLfuWeeqTpB8Pk339ibzBIRkf9UVVfj82++ddoeHxeLc8880w8jIqL2IDg4GAP790NCM/sSOi7ENzn0mFdjsaiXV+7WtYu9nPL2Xc4lcd2hlN8F5OyplKPO5dvVtCbYopS9T8/IxIYtWwE4B0XkbXJfnq07diL1eJp83xYGRRwXIzr2uAkEWq0WgwfIQZKUo6n2v+XEsePq7TdoQH9ER0XBZDZjyR9/wGw2IyQkBMl9evtknEoWT7nBgLc//Nh+jTNn9qktery+vXvbYxer16+Hq+Jroihi9fr1AIDoqKh6/YEdA0MtLbFfWdn0tZrj665hFQlP8EmgaMiggZAAezvHExmZeHr+Atx8z32Y+8J8LFj4Oh5/7nn89/Y78OuffwGAff+uXbrYHyc7N8/+PQNFRERE1BpBQUGY46KGcWpaGhYuehf3PfYE7nvsCbz53vvYvG17vUaXRIEoWK/HdVdd6bT9ZEkpPv78Cz+MiIiIHH38f1+o9ia6/qqrAqpELxF1DFGRkfZs5x27d6O6utppn5LSUrz4+ps4kpqq+hgajQanTJ4MQM5kX79ps9M+oihi2cpV2NxIjz7H3kqvvPUO0tLTXe6blZODl998GwWFjfezbIySFWSxWrF0xUoAdUEhR5Ns2/YeOIhsW5ZNSzOKHLPA1fr4+ZsSiNi6U+6j1zDDCpD/3hPGjgEA/LX8XwDA4AH9VfscesMpkychNFQOuCm/w149e2DQANeZQI3R6XQ46/TTAABp6Rn4fvES1f1+WPIL0tIzAABnn3F6vefbr29fdLPFMP5e/i+KVD7nzRYLfljyi2pvRQBYtX495r36WqO9VPfsq+tH26tHjyaeWfP5JKf5tJkzsGHzlnrbJAAnS0pQ4vDLUeJ1gsP3ygtPkiQcSU21B5vY3J6IiIha64pLLsaufftaXCKBKBBNnzIF6zdtdlrRuW7TJvRP7ovzzuKKdSIif/hz6TJ7iRxHE8aOwSlTJvthREREwNmnn4YvvvseJ0tK8egzz+HsM05H506dUGOsweEjR7Fm/QZUqQSQHP3nwvOxZsMGVNfU4M33P8DBlBSMGj4cOp0OGVmZWLN+o72UmSuDBvTHpRdegJ9+/Q2lZWV45OlnMWXCeIwaPhxxcXEwGo3Iy8/Hzj17cejIEUiShOuuvLzFzzs2Jgbdu3ZFTl4eamtrERsTgwH9kp32U/r5lZWXA5AzqFo6L53UsycS4uNRfPIkfvv7H1hFEQP79UNtbS0ysrIwcdy4RkufeZtSPq62thaAeoaVvH0c/l29xr6fL8rOKUJCQnDK5MlYvmq1fducU1uWTaS45PzzsHn7dmRmZeOHJb8gJTUVM6ZOQVxsLEpKS7F24ybs3X8AANA7qRcuVunFdM0Vl+HVt95BRWUlHnnqGZx/1pnondQLJpMZqcePY82GjS6DRIqde/Zi5569GDpoEMaMGoHuXbshWK9HSWkptu7chW07dwIAxo0e1XYDRSOHDcO0yZOwYfMWCKjLLALqAkJosB0AoqOjce6cMwAAh44csaeSCQAbNxMREVGrhYWFYf5Tc/H6ovew/9Ahfw+HyGPuuuVmPPDEXJSWldXb/vk33yI+Pq5d9YMhImoLNm3bhs++/sZpe1xsLO68+SY/jIiISHb+OWfj8NFUbNu5E9m5ufj4/+pnoWsEAafPmonjJ07YMyoaiouNxWP334cFr78Bk8mEpStW2rN0FP379oVer8fBFOd2JIqrL7sU4WFh+PrHn2CxWLB+8xasb5B8oIiOilItJd4cw4YMRk6eXMFqwtgx9UrxKZQMGiUwMXRQy4MiGo0GN15zNRa+swhWqxW//fV3vdtbmhXjKf369rH3igLUM6wAYOSwofZ+RgAwzMd9EM84dZb976HX6zFj2tRWPZ5er8fzTzyO+a+9juMnTmDv/gP2wJCj/n37Yu4jDyEoKMjptikTJtgDnWXl5fjy+x+c9pk8YTwOpRxBucEAnbZ+WCYuNgY6rRYWqxUHU1Jcvk+GDxmCB+66s4XPtHE+65J47+23QRIlbNy6tV5AyPntJwePoqOi8PSjDyM0NBQAUFpWhhFDh9r3GT1yhFfHS0RERB1DTHQ05j31JPbs34/1mzYj5WgqSsvKUGM0QhAEBAfrERMVjV49e2C8LdOZKNDFREfjkXvvwdMLXoTVWldPXhRFvLHoPXR6PhH9+vbx4wiJiDqOY2kn8Pqi95x6aWi1Wjx8z92IiY7208iIiACtRoPHH7gP//y7Av+uWYOc3DwIADolJmLMqJE4fdZM9OzeHXPnzW/0cUYOH4a3X34RP/36G/bsPwCDwYDw8HD0T07GrFOmYfKE8Vj08f8aDRQBwIXnnoPpU6dg2cpV2HfgIHLz81FZVYUgnQ4J8fHo3y8ZUydOxOgRw1td7mzY4MFYtnIVANfZMwAwafw4e2CitUGRKRMn4NknHsOS3/9EaloaTCYToiIjkdSzR73SdP4g9ynqj9379rvMsALkMu5jR47Chi1bEBwcjH59+/p0nD27d0dQUBDMZjOmTZqIiPDwVj9mbEwMXp33PNasW4/1m7fgREYGqqqqEB4ejj5JSThlymTMPGUatBrXnXyuvuxSDBk4EH8sXYrU42moqalBZGQkBvbvj7NOm42Rw4fh5nvuAwCEh4XWu++0SZMwZOBAbNiyFXv370d6ZiYMtj5W0VFRSO7TGzOmTsXkCeNVA5qeIEiuOjR5yaZt2/DLH3/hWFqa6u3RUVGYOW0qLj7/PHsjKSIiIiIiIiIiIiIi6tiWrVyFDz79DADwyvPPYWD/fn4ekXskScKl190Ai8WCW677L86xVVILFD7LKFJMmTABUyZMQLnBgPSMTFTYmkKHhYWia5cu6Nq5s6+HREREREREREREREREAe6ff1cAAHr36tVmgkQAkJ2TC4vFAgDon6yereVPPg8UKaKjojBy+DB//XgiIiIiIiIiIiIiImojDh5OQXpmJgC5V1GgkCQJpWVliIuNVb3dbLHg82++BQB069LFZVk/f/JboIiIiIiIiIiIiIiIiMgdfy1fDgAIDg7GjGlT/TyaOmazGTfffS/69+uH4UMGI6lnT0RGRsBisSArOwcr161Ddk4uAOC/V17u59Gq80ugKL+gEIYKA8xmi1v7D21lkzAiIiIiIiIiIiIiImqbSkpLsXXHTgDAtMmTEB4W5ucR1SdKEo6kpuJIaqrq7RqNBjdcfRUmjR/v45G5x2eBIpPJhO8XL8GKNWtRaetL5BZBwJKvv/TewIiIiIiIiIiIiIiIKGAtXbESVqsVADAngMrOAYBOp8PVl12K1OPHkZmdjcrKKtQYjQgJDkZiYgKGDR6Ms08/Hd26dvH3UF0SJEmSvP1DTCYTnpq/AMeOp6G5P0wAsOSbr7wxLCIiIiIiIiIiIiIiog7NJxlFv/+zFKnH0yBADvy4y+sRLCIiIiIiIiIiIiIiog7MJ4GiDVu2OG1jEKhpu3fvhiiKEAQBOp1f2kkREREREREREREREVGAsFgskCQJGo0Go0eP9shj+iT6kJ9fYM8kUgJEvXr0QGJCAkJDQxDEIIgqURQBAJIkwWw2+3k0REREREREREREREQUCJT4gSf4JkIjyGEiCYBWq8XzTz6OoYMG+eRHt2WCIEBpIRUUFOTn0RCRv0iSBIvFAkBujicIzSniSURE3sRjNBFR4OIxmogocPEYTdRySlKJJ983PgkUJcbHIzs3FwKA/sl9GSRyk06ng9lsRlBQEEaMGOHv4RCRn5hMJuzfvx8AMHjwYOj1ej+PiIiIFDxGExEFLh6jiYgCF4/RRC23b98+mM1mj7ar0XjskRoxcthQ+/d80xMREREREREREREREQUGnwSK5pw2296jKDMr2xc/koiIiIiIiIiIiIiIiJrgk0BRz+7dMXvmTEgAysvLsWP3Hl/8WCIiIiIiIiIiIiIiImqET3oU3XbfAzDZGiwBwBvvvofIiAj37iwI+OitN7w0MiIiIiIiIiIiIiIioo7LJ4GiwuJie+k5AKgxGlFjNLp1X6HpXYiIiIiIiIiIiIiIiKgFfBIociTB/eCP5M2BEBERERERERERERERdXA+DRQxO4iIiIiIiIiIiIiIiChw+CxQxOwgIiIiIiIiIiIiIiKiwOKTQNEv33zlix9DREREREREREREREREzaDx9wCIiIiIiIiI2iNJAgwiYGKJDSIiIiIKYAwUEREREREREXlBkRXIsACFVgaLiIiIiChwMVBERERERERE5GGiCBSL8vc1IlDDQBERERERBSif9ChSWEURO3fvRsrRVFRUVkIUxabvJAi459ZbvD84IiIiIiIiIg8pFgEr5NWZtQCMIhAlAILg54ERERERETXgs0BR0cmTWPDa68jMynL7PhIAAWCgiIiIiIiIiNoMUQROikAQ6gJFJkn+N8S/QyMiIiIicuKT0nOSJOGl199ARlYWJMDtLyIiIiIiIqK25qQIWCCvzNRBXgBZIwG1vNAlIiIiogDkk0DR9l27cSIjEwLQrC8iIiIiIiKitkTpTaQEiEIE+XsT5PJzIoNFRERERBRgfBQo2lXv/8wmIiIiIiIiovaoxJZNFARAK8hfwZCvc2sluQQdEREREVEg8UmPovSMTAB1PYcmjx+PU6ZMxqtvvwMBQI8e3XHr9dfZ93//k0+Rn1+AiePG4twz5/hiiEREREREREStIopAkUM2kd62XW/7v1GSv9iniIiIiIgCiU8yigqLi+2l5KKiovDQvXdj1Ijh9ttrjbUYNniw/ev6q66CBGDX3n3o1qWLL4ZIRERERERE1ColUv1sIuWCW2srP1cLOVDE8nNEREREFEh8EiiqMRoByCuoRg4fBq1Gg2C9HgLkLKOSsjJIUt2Z8tjRo6DVaGAxm7Fs5SpfDJGIiIiIiIioxUQRKLbWle0IAiDYVkwKtvJzgFx+rpaBIiIiIiIKID4JFFmtVvv3cbGx8g/WaBAVFSXfbrEgNy/Pvo9Wo4EuKAgAsGfffl8MkYiIiIiIiKjFSiXADDlApBMAbYPbg4X65eeIiIiIiAKFTwJFwXq9/Xu9LQAEAAnxcfbvN23bbv8+Ny8ftbW1kADkFRT4YohERERERERELSKKQJGLbCKFxrbdBDmjiOXniIiIiChQ6JrepfWio6JQYzRCAFBaVmbf3qtHDxw/kQ4JwE+//AqTyYSE+DgsX7XGvk91TY0vhkhERERERETUImW2bKJQqGcTAbbyc5IcKFKyisIElR2JiIiIiHzMJ4GiTp0SkV9YCAnAkdRj9u2DBgzA6vUbIAAwWyxY/Nvv9tuU/kVRkZG+GCIRERERERFRsynZREpwSC2bSKEXAI0tSFQrAWG+GiQRERERUSN8UnquZ/fu9u+zsrNRWFQMAJg0bhy0Wvl0WgkMOX4JAIYPGeyLIRIRERERERE1W7ktS0gP19lECg3k1ZpmyMEiK8vPEREREVEA8EmgqG/vJPv3EoANW7YAAKKiInH2GadDOTcWHL4AQKfT4eLzz/PFEImIiIiIiIiaRZKAQjeziWC7LcT2fa0tq4iIiIiIyN98Unpu4rhxiI2Osf8/ISHe/v21V1yO/IICbN+1u9599Ho97rv9NiT17OmLIRIRERERERE1S7koZxOFANA2kU2kcCw/Z2T5OSIiIiIKAD4JFIWHhWH0yBGqtwXpdHjyoQexd/8B7D90CJWVVejcKRHTp05BfFycL4ZHRERERERE1GxKNpEAufRcY9lECo0ABElALYBaEbBq5CATEREREZG/+CRQ5I6Rw4dh5PBhTtvz8vPRtUsXP4yIiIiIiIiISF25VQ72hML9bCJFMOT7GiFnFYUzUEREREREfuSTHkUttXnbdjz01DP+HgYRERERERFRPQUOvYnczSZS6AX5YlwpP0dERERE5E8Bk1HkSBRFfPnd9/jt73/AhVVEREREREQUSFqTTQTI5ef0kpxRVCsCFg2g48UvEREREfmJVwNF+w8dwuZt21FUXAxJkpAQH48RQ4di4vhx0GrUk5nKysvx2juLcDjliDeHRkRERERERNQihda68hxBaF42kSIEttJzkLOKIhgoIiIiIiI/8UqgyGQy4a0PPsSWbdudblu+chW6d+uGuQ8/hC6dO9W77WBKCha+8y7Ky8vB7HsiIiIiIiIKNBWiHNwJgZxN1NKLap0AaKW68nPhUssCTkREREREreWVHkXvffIpNm/bDglQ/crOzcUTz7+A3Lx8+31+/fMvPLvgJZTZgkQ8PyYiIiIiIqJAk2+RL6QFtDybCJDLzwUBsAIwiYDFYyMkIiIiImoejweKUo4exbqNmyAALr8AucTcoo8+RmVVFV5+8y18+d33sIpivX0AQOOiRB0RERERERGRLynZRHq0LptIEWL71wiglmU1iIiIiMhPPF56bvX6DU7bHM93lUCQBOBIaipuv/9BVFdXO2URSQDiYmPw4N13eXqIRERERERERM1W4KFsIkUQy88RERERUQDweKDoyLFj9oCPBECr0WDwoIGIi4lBcUkJUo6mQrJlDkkAqqqrATgHicaMHIH77rgdUZGRnh4iERERERERUbNUikANWt+byJEgAHpJftxaEbBo5AAUEREREZEveTxQdPJkCQA52KPX6zH/qSfRPznZfnt6ZibmvboQpaWlTn2IlMDS1ZddiovOO9fTQyMiIiIiIiJqkQKrZ7OJFMGQA0U1tqyiIGYUEREREZGPebwBkLG2FoB88jx9yuR6QSIA6N2rF/575RVoWH5ZApCYkIAFzzzNIBEREREREREFjEoRqJY815vIUZDt8WoB1IiAxF5FRERERORjHs8oslgs9kyhTomJqvuMGDrE/r1yDjxx3FjcfestiAgP9/SQiIiIiIiIiFrMW9lEQF35uWoAJgkwQw5IERERERH5iscDRe5w7DskAJg9cybuuuUmfwyFiIiIiIiIyKVqWzaRJ3sTNRQMOVBktJWf07P8HBERERH5kMdLz7lDq9XW+3+nxAR/DIOIiIiIiIioUflezCZS6GwBKCMAI8vPEREREZGPeTWjqKq6GkXFxa3eLzGBgSQiIiIiIiLyrWoRqLJlE2m8lE0EOJefM0HOMiIiIiIi8gWvBYokAL//9Td+/+vvRvdBU/sJApZ8/aXHx0dERERERETUmHyrnEnkzWwiRTCAGgA1tvJzwSw/R0REREQ+4tXSc1IjX27vx5x7IiIiIiIi8rEaWzZRMORsoiAv/zydAGgB1ILl54iIiIjIt7waKBIa+XJnPyIiIiIiIiJ/ULKJNPB+NhFsjx8MecGkSZIDRkREREREvuC1QFFT59AMCBEREREREVEgMopApQToIQdwvJ1NpNBDvkaukYBaZhQRERERkY94pUcRz2eJiIiIiIiorVKyibTwTTaRQicAOgkwQQ5WRQpy2TsiIiIiIm/yeKDol2++8vRDEhEREREREfmEUQQqbL2JfJlNBNvPC5YAM+SMIpMEhDBQRERERERe5tUeRURERERERERtib+yiRRK+TmjJH8REREREXkbA0VEREREREREAGpt2US+7k3kSGv7ubWQA0Uig0VERERE5GUMFBERERERERHB/9lEsP1Mve37Wkn+IiIiIiLyJgaKiIiIiIiIqMOrFQGDn7OJFMECy88RERERke8wUEREREREREQdXoFV/lcLQAf/ZBMpNJADVSaw/BwREREReR8DRURERERERNShmWzZRMHwfzYRbGMItn1fy6wiIiIiIvIyBoqIiIiIiIioQ8u3AhLqsok0fswmUugF+YKd5eeIiIiIyNsYKCIiIiIiIqIOyxxg2UQKDeSglRlyVpGVwSIiIiIi8hIGioiIiIiIiKjDyhflbCIlMBMI2USAHLQKsX3P8nNERERE5E0MFBEREREREVGHZBaBchHQQw4QBUo2kUIpP1cjycEiIiIiIiJvYKCIiIiIiIiIOqQCMfB6EzlSglcWALUiy88RERERkXcwUEREREREREQdjlkEygI4m0gRbPvXCJafIyIiIiLv0Pn6B9aaTNi6YwcOHzmKktJSVNfUAADmzX0SVdXVWLZylX3f2OhozJp+iq+HSERERERERO1coGcTKfQCoLH1KDJKQLi/B0RERERE7Y5PA0VrN2zEZ19/g4qKCvs2CYByPq7X67F81SoUFhYBADRaLcaOGoWoqEhfDpOIiIiIiIjaMUuA9yZypBEAvSRnFNWKgEUD6AI0qEVEREREbZPPSs8tXbESb3/wIQwVFZAgB4gaCtLp8J8LLrDfLlqt2Lpzp6+GSERERERERB1AgQiICPxsIkWI7V+WnyMiIiIib/BJoOhkSQk+/epre/aQ8qVm+pTJCA4Ott++/+AhXwyRiIiIiIiIOgBLG+lN5EgnyEEtpfycxGAREREREXmQTwJFy1augsVisQd/XGUUAXL5uaGDBtpvz8zO9v4AiYiIiIiIqEMotGUT6SAHXwI9mwioC2hZAZhEwOLvARERERFRu+KTQJGSFSQBgCDguiuvwNlnnO4yWNS9a1f7/idLSnwxRCIiIiIiImrnrCJQassmEgT537aC5eeIiIiIyFt8EijKzc+3l5sbPnQILjz3HMRER7vcPzw83P59jdHo/QESERERERFRu1fQBrOJFEEO5edqWX6OiIiIiDzIJ4Giqupq+/d9e/ducv/qmhr791qt1htDIiIiIiIiog7EMZsIaFvZREBdBpQVQK0ImP09ICIiIiJqN3wSKNLr607BdW4EfjIys+zfh4WGemVMRERERERE1HEUOWQT6YS2lU2kCLb9W2PLKiIiIiIi8gSfBIqiIyPt/Yhy8/Mb3bektBQHU1Lspeo6JSR4e3hERERERETUjokicFIEgmz/D2p078AVJMiBrloANSLLzxERERGRZ/gkUNQ/ORkAIAHYuWcv8goKVPerqKzE64veg8VisQeW+iX39cUQiYiIiIiIqJ0qbJBNpG2D2URAXfk5EYBJYvk5IiIiIvIMnS9+yNjRo7B+82YIAGpra/Hw3KcRERFRb59nX3wZR48fQ62xFgJgDxSNHzPaF0MkIiIiIiKidkgUgRJbNpGAtptNpAgGUA3AKMlf+jYa9CIiIiKiwOGTjKJpkyYiIT4OgHxiXl1Tg6KiIvvtEoD9Bw/CaKy1B4gEAN26dsWo4cN9MUQiIiIiIiJqh4pEwIq2n02k0NnKzxkBGFl+joiIiIg8wCeBIq1Wi3tvvw2CRv5xjhlDCsm23X6bIOCOm2/0xfCIiIiIiIioHXLsTdQesomAuvJzEuTycyZ/D4iIiIiI2jyfBIoAYPiQIXjwrjsRpNfXCwo5fgHyya5Go8E9t96CoYMG+Wp4RERERERE1M4Ut7NsIkUw5GvoGlv5OSIiIiKi1vBJjyLF1EkT0ScpCd8tXoytO3bCbK7felOj0WDUsKG45vLL0bd3ki+HRkRERERERO1Ie8wmUugEQCsBtZDLz0UJcqYREREREVFL+DRQBADdunbBQ3ffBbPZjOMnTqC0rBxW0YroqCj0SUpCRHi4r4fk5PNvvsVvf/0NALjntlsxe8b0RvffumMnVq1bh2NpJ1BuMCA8LAzdunbB1EmTMGf2qQjS+fzXTERERERE1KEVi4AFQCjkTKL2kk0EyEGhYAmoglx+rhZAiL8HRURERERtlt8iGEFBQRg0YIC/frxLq9dvsAeJmmK1WvHGe+9j45at9baXGwwoNxhw+MhRLF+1Cs8+9iji4+K8MVwiIiIiIiJqoGE2kd7fA/ICPYBqyOXnaiUgpB0FwoiIiIjIt5jq4uDoseP44JNP3d7/06++tgeJ+iQl4YxTZ6Fzp0RUVFZhw+bN2L5rNzKzsrFg4Rt4bd7z0Gq13ho6ERERERER2ZTYsonC0P6yiRQ6AdBJgAly+blIAdC0w+dJRERERN7n0UBRUXGxJx/OLjEhwSuP66iktBQvv/kWTGYzunXpgtz8/Eb3z87JxdIVKwEAI4YOxdOPPoygoLqq1zOmTsFX3/+Axb//gbT0dKxevwGnzZzh1edARERERETU0YkiUCTWXey2x2wioK78nBlyRpGJWUVERERE1EIeDRTdet8D8Ph5qSBgyddfevpR6zGbzXj5zbdQUlqK3km9cM1ll2H+awsbvc/yVasgiiIA4LYbr68XJFJc+Z9LsGbDBpwsKcXSFSsYKCIiIiIiIvKykga9iTT+HpAX6SGX1quRAKPEPkVERERE1DIeP2eWPPwFSfL0EJ28/8mnOHrsOKKjovDkgw8iOLjpNWc79+wFAPRO6oXuXbuq7qPT6TBp/HgAwPET6SgtK/PYmImIiIiIiKg+UQSKbdlEAmw9itpxlo1WkJ+jCXKgSPT+5TMRERERtUMeDxQJHvzyhd/++hur12+ATqvFo/ffi06JTZe5qzEakZOXB0DuTdSY5D69AQCSJOH4iROtHi8RERERERGpK7WVYguCrTeRvwfkZYJQV1qvVpK/iIiIiIiay6Ol5xSNnZsKTdyu7OMLu/ftxxfffQ8AuOX66zB00CC37pdrCxIBQKcm+iclxtfdnpuXD4xu/jglSYLJZGr+HYmoXTCbzarfExGR//EYTRQ4RABFCIIWgAQJWkmCCDR9AdrGydlTGtRIEiotIrTysybwGE1EFMh4jCZqOckLVdg8GigaMmggBJW8flEUcfjIUQgAdEFBGNAv2eVjlJcbkJ2bCwFA1y6dERcb68kh2uXm5WPhO4sgiiLOOv00zJl9qtv3LS0rt38fER7e6L6RkZF19ysvb2RP1ywWC/bv39+i+xJR+5KSkuLvIRARkQs8RhP5lxATj6CevSFWVcJstaCqptrfQ/IZIToWYnAIsouKkFmYD0gMFjXEYzQRUeDiMZrI/zwaKFrw9FOq23fs3o0FR94AAIwdNRKP3X+fy8cwGCpw+wMPwmg0IioyEvOfmuvJIQIAqqur8eIbb6CquhrDhgzGzf+9tln3r62ttX+v1zfezygoqO5XXGusbWRPIiIiIiIiaildpy6QzCZAkiCZOta1l1RbA01IKDTBIZBCQiB1oCAZEREREbWeV0rPNbRizTr79z27d29036ioSEyeMB6r1q3H0dRj2LZzJyaMHeuxsYiiiDfe+wDZObnonJiIR++7F1pt8ypXmxzSIXVN3Nfx9lpzy8rH6XQ6DB48uEX3JaK2z2w221fXDBo0CEFBQX4eERERKXiMJgoM5RCQjyAEQ4QuSIfgiDCflTQPBCKAckjQRccgIToS0Sw/B4DHaCKiQMZjNFHLHT58GBaLxaOP6ZNA0ZHUVPv3JjdqTibEx9u/X7l2nUcDRd/8+BN27N6NkOBgPPHQg4hyKA3nLscsIbGJlH6L1Wr/Pjio8ewjVwRBaDJziYg6hqCgIB4PiIgCFI/RRP4hSUCJGdAC0ECDYAHQdaQoEQCNBOgkwATAIuig1QHaDvY7aAqP0UREgYvHaKLmUWv/01oajz+iiorKSgiQe4juO3Cwyf2LiosB2/5Hjx336Fj+WbESgiDgvjtuR+9ePVv0GMH6YPv35iYid47N2IJDghvZk4iIiIiIiJqrTJQDJHrIwZHm1YtoHwQBCLF9bwRg9Hx/YyIiIiJqx3ySURQWGorKykoAQHpGBr5fvASXXXQhNBrnOFVGVhY2bd1mDyxVVlV5fDySJOGVt952a99FH32MRR99DAC457ZbMXvGdMTGxNhvr6pqvPZzRUWl/fvY6OjmD5aIiIiIiIhUSRJQZK0LDukhB006Ir0gZxYZJaBWAsL9PSAiIiIiajN8Eijq27s39h44YA/+/LjkF6zZsAHTp0xB58REhIWFoaKyEkeOHcOGzVtgMpns9aTDw8J8McRm6dals/374pMnG9230JYdBQBdu3Tx2piIiIiIiIg6mnIRqIWcTdNRs4kUGgEIkuTfR60IWDQdrwQfEREREbWMTwJF06dOxt4DBwDAHiwqKCzCz7/+5rSv5LCPAGDQgAEeHctTDz8Eq2htdJ8TGZn47KuvAQAXn3cuRo8cAQDo0a0bACAsLAxdO3dGXkFBk6XxjqWl2b/v2zupNUMnIiIiIiIiB4W2bCIBHTubSBEMOVBkhJxVxEAREREREbnDJ4GimdOm4c+ly3AiIxMCYM8WUiubXO88VhBwwdlneXQsQwYNbNb+3bt1w/AhQ5y2jxk1En8tW44TGRnIys5Bzx7dnfaxWCzYtnMnAKBPUhLi4+JaNmgiIiIiIiKqp9wqB0VCwWwihWP5OSPLzxERERGRm5ybBHnjh2g0mPvwQ+jSqVO94JCg8gXUBZCuufwyDB7o2YwiTznj1FkQbMvV/vfFlzBbLE77/LDkF5wsKQUAzJl9qk/HR0RERERE1J4VOvQmCgKziQC5/JwegAW28nNqqzOJiIiIiBrwSUYRAMTHxeGNF+fj82++xap162G1ui7/lpiQgBuvuRqTxo/z1fCaLalnT5w2cwb+Xb0G+w4exGPPPIs5s09Fp4REGCorsXHLVns2kbIvERERERERtZ5BlMurKdlEPruwbQNCIP9ujJCziiIYQCMiIiKiJvj0fDo0NBR33nwTrrjkYuzYvQdHjx1DWbkBFosF4eFh6N61K4YOHoQRQ4fas3UC2a03XI9yQwW27dyJtPQMfPDp50779OjeDU89+jB0Ol66EBEREREReUKBhdlErugEQOtYfk7i74eIiIiIGueX6EVcbCzOOHUWzjh1lj9+vMcE6XR48qEHsGnbNqxetx7HT6TDUFGB0JAQ9OjWDVMmTsCZp81GUFCQv4dKRERERETULlTYsolCwGwiNRoBCJLk31GtCFg0cjCNiIiIiMgVnlOrGD5kCH799mu3958yYQKmTJjgxRERERERERERIGcTaSD3uGU2kbqG5eeC+DsiIiIiokZo/D0AIiIiIiIiIndUikANAD2YTdSYIEEuzVcryV+S5O8REREREVEg8+h59W33PWD//oJzz8bZp58OAHh6/ostf1ABmDf3ydYOjYiIiIiIiNq4fCuzidwhCIBekoNqtSJg1sjBNSIiIiIiNR4NFBUWFwOQT9qrqqrt2w8cPoyWnL9LtsciIiIiIiKijq1SBGok9iZyVzDkQFGNLatIz4trIiIiInLB46XnGjv3lJrxRURERERERKQoYDZRswTZgmm1AGpElp8jIiIiItd82qNIaMYXEREREREREQBUiUC1xN5EzSEI8u9LBGCSALO/B0REREREAcvjgSJXGUHNySZiVhEREREREREpmE3UMsG2f42S/EVEREREpMajC7HmPfWk/fvOiYn27z96601P/hgiIiIiIiLqIKpFoMrWm0jDbKJm0QmATgKMAIwiECkwyEZEREREzjx6jj1s8GDV7Z0SEzz5Y4iIiIiIiKiDyLfWlShnNlHzCAKgl4BqyOXnTKjLMiIiIiIiUvikR5HUiq6ZZovFgyMhIiIiIiKitkLJJgqGnE0U5O8BtUHBkINsNSw/R0REREQu+CRQ9MyCl1BWXt7s++Xk5eGxZ571woiIiIiIiIgo0BXYsok0YDZRS+kEQAugFnL5uVas4yQiIiKidsongaIDhw/jgSfmYv/BQ27fZ82GDXj4qaeRnpHpxZERERERERFRIDKKQKUtm0hgNlGLCYL8O5Qgl5+r9feAiIiIiCjg+CRQBABl5eV47uVX8MOSXxrdr9ZkwjsffoR3PvgIRiNPYYmIiIiIiDqifGYTeYwedeXnaplRREREREQN6Hz1gwQAoijih8VLcCjlCB646w7EREfX2yc9MwsLFy1Cbm4eeO5KRERERETUMRlFoILZRB6jEwCdBJgg/24jBbnnExERERER4MOMIkAOFkkA9h08iAeemIsDhw/bb1u6YiUee/Y5e5CI56xEREREREQdk5JNpAWziTzBsfycUZJL0BERERERKXySUTQgORlHjx+HgLpgUVl5OZ598WX854LzkZWdgy3bt9uziByvAfr07u2LIRIREREREVEAqGU2kVco5eeMkvwV4u8BEREREVHA8Emg6KXnnsHi3//Aj7/8CqvFYg8EiaKIn375FQDqZRFJALQaDS654HxcdtGFvhgiERERERERBQBmE3mHVgCClPJzEiBKLD9HRERERDKfBIo0Gg0uvfACjB8zGm998CEyMrPqZRehwfc9u3fHvbffhn59+/hieERERERERBQAakXAwGwirxAEQG8LFNVK8lcoA0VEREREBB/3KOrdqxcWznsBk8aPqxcgUoJEAoCZ06bi9QXzGCQiIiIiIiLqYJhN5F3BQv3yc0REREREgI8DRVarFT8s+QXbd+5Cw/N9JVi0becubNy61ZfDIiIi8ghRBIosQIYZqLACEidgiIiI3Kb0JtKD2UTeooH8e3UsP0dERERE5JPScwCQnpmFtz/4EBmZmfWyiRwJAKpravDOBx9h285duPOmmxAREe6rIRIREbVYhQjkWuSJFwCotgLxEhCnBXRcDU1ERNSkAqutXy3kC1VmE3meIAAhDuXnjBIQxt8zERERUYfnk0DRz7/9jh+X/AKLxWIvMQfIFwHRUVEAgHKDoV4Zui3btiPlaCruue1WjB4x3BfDJCIiajaTCORYgUpJntgKBSBCnoApFIEaCeisBUJ8msNLRETUtpjZm8hn9AKgkerKz4X5e0BERERE5Hc+mbb65sefVINEw4cMwZsvLcAbL87HkEED62UaSQBKy8ow79XXfDFEIiKiZhFFIM8CHLUAVRIQArlUjlaQV+aGQf6QNUhAlgUotbK8CxERkSv5DbKJNMxy8RoB8u/YDLncn5XnJ0REREQdns9KzwF1ASCNRoMrL7kY/7ngfAi2egLz5j6J735ejMW//wFIkn1fNnggIqJAU2YF8qyABXJwSCmP4/i9zvZ9jQQYIe9vlIAELRDEyS8iIiI7swiUM5vIZxzLzxkhn5+E89yEiIiIqEPzaaBIAhAfF4cH77oTQwYNrHebRqPB1ZddiqGDB+Gt9z+EwWDw5dCIiIiaVCMCORagBvIHaCjkRRBBtkktx9XPgiBPeGkhB4tqARSL8mRMogYI17D3AhEREQDki7YFhWA2ka84lp+rlQB2BiYiIiLq2HzWMUECMH7MaLz50gKnIJGjUcOH440X52NwI/sQERH5kkUEsszAMYsc8AmBHBjSCUCoAAQLrie1dIK8SjcM8uRXpQRkW4GTLEVHREQkZxOJclauhtlEPqP8ri2Qy89ZeE5CRERE1KH5JFCk0+lw07XX4MmHHkRkREST+8fFxmLe3CfxnwvO53JrIiLyG1EEiizAEQtQZiuJEwI5+BMiyN9r3fiY0tgCShG2LCML5NXTuVZ5FS8REVFHVSCyN5G/BNv+NYLnI0REREQdnU9Kz7383DNI7tOnWfdRStENGzzYS6MiIiJyrUIEci1y/f4gyEEhpW9CEJq/jkHpYaQBoLWVoisV5VW8iVogkqXoiIiogzGLQBmzifzGsfyckeXniIiIiDo0nwSKmhskcjRy+DAPjoSIiKhxJhHIscol4rSo60OkE+omslpDZytDp5XkFbzVkH9evATEaeXbiYiIOoJCZhP5lUYA9LbzkVoRsGh4HkJERETUUfkkUNRQdk4utu7cgdTjaSgvNwACEB0VjQHJfTFh7Fj06N7NH8MiIqIOTBTl8jcnRfn/IZADRFpbgMiTEycaW9k6HYAaW3ZRoSh/30kLhPqsgyAREZF/WJhNFBBCIAeKjJCziiIYKGoTJImZ6OQ5fD2Rp0m2cqZ8XRG1LT4NFNXU1ODDzz7H+s1b6o4aDrbt2IGvf/wJp0yZjNtvuB6hoaG+HB4REXVQZVYgzyr3DtJD/nBUSsUp33uaUsbOsRSdQQJMFiBBC0RruLKaiIjar0IREMFsIn/TCbYsZ6X8HCeMA1qNCGRY6hYdhWqAcAEIFtzrm0kEAFYRqAJQJQLVEmCW5NdQvAaI4DUItYIoAkW2hSAhApCokY9T/Fwhaht8FiiqrKzCky/MQ3ZODhrtkylJWL9xE06kZ+DFZ59GRDgrJRMRkXfUiECOBaiB/IGolJkLUoI4Pjih1dpK0SnZRUbIQasaSe5dFMSTaiIiamcsotynj9lE/qcRgKAG5ef49whMVluQyApAlIByAOVW+TYd5J5TIQDCNUCoIP+fk7Mk2YLAlbagkFECzIB9Xk4LeeFapQRUW4FIUZ7cD+HkPjVTuW3xpRny68pge03FSEC8Vj4mEVFg81mg6J2PPkJWTg4AeRKuMRKA7JwcLProYzzx4ANeHxsREXUsFlE+iS2T5Asjpcyc0ofI1ysyBQEIhnxCrZSiOykCtZJ8oRbOCzUiImpHlGwiHWyTlPyM86uG5ee4SCUwZdomYEMhv2dESX4fSbYvoyT3viyx2hY+Qc4SCRXkrKMQjfx+4zll+yVJgEWSgz5VkrwozgT5dQLYrndgC9I7bBMEQCfJ+5Y3mNzn8YCaYrT1+K1u0OPXCvmYVSwCFaL8eorRMPuRKJD5JFB0JPUYtu/aXS9A5CqrSLB9SQC279yFo8eOY0C/ZK+PkYiI2j/R1oNImaBSgjPKamZvlZlzl04AwmErAQP5Iq/WCiRIQKyWJ9VERNT2WR2yiZQyr+RfQQ7l52olIILl5wJOgUU+L1SCRKGQ/0ZWyOe0yr9K8Ej5qpSACtvki9Yqr+gPhrwIKcyWdcRAbdtlFeXgoFJCrlaSS2krdLYvDerm2gRB/r8GddlEAgDJdj1Ua8s4KhLl106CBoji5D6psIpArq3MnADnxZeA/HoyQf7KtQLlovyaiuRCSKKA5JNA0doNG+3fSwC0Wi1OmTwJw4YMQVxsLDSCgPIKAw4eTsHqdethsdR9tK3ZsIGBIiIiarUKEci1yCepQbCdyNouiIIQOCeqysW/UorOBCBflANHiVp5ZSgREVFbxWyiwCMIgF6SS/HWioBZwwBeIKm0LXJS/iZKyUag/oSOJMmT/fWCRw6BIwnypG0N5P6c9uwSh6yjUI3/F06ROqWEnBIUMtquExxLyGkhX+MAdYEhjVA/KKSB+t9XmejXoW5y3yjJmSJlIqscUB1Xiy/VevyGon4AskoCaqxAlAQkCHWZbUQUGHwSKDp89Kg9SyhIp8P8p+diQL9+TvtNnzIFp8+aibnzFsBsMkECcPjIUV8MkYiI2imTLRW+skEqvLLSKRAnqJSTbA3kFb61kFdf14pysIgrsIjqiCJQCXkiLViQ3x+BFPwlojpWESgR63rgMBgROIIhBxBqbBPQ7CURGMwikGmRz2F1sPXRdPG3EQRbYMBhm4T6GUeOwSPltmpbmbJiABqr/PghkING4YL82cpsEt8zi7a+QZJt8Zgk//2A+iXkBDhnCylBoZaUGtQJ8v30qAsYVdom96MlIIEL1zo0V4sv7a/HBq8NZWGmDrbMIttrqkwEqgBEQQPodIDFAiLyP58Eik6WlACQP7jGjR6tGiRS9OvbFxPGjsGGzVsAAMUnT/piiERE1M6IIlBgW+0E1KXCa5WVTm3gAqdhKbpqyEGveAmI07aN50DkDSZRLl1RYZs8ER1u01nlldExGiBCw/cJUSApclh9rGPJq4ASZOtRUgu530SkwIC7v4mi3JdIhLzQSTmHbQ5BqMs0AeqyjuoFjxoEjiwSUA65MT1Ql3UUAjmjJNRWso6vD8+xinKgtlK09Su1ZV8olAzMINT1/FYyhRzLyCnBotZSJveVn6kEjEpEeYyxGl6LdDS1olw6rqWLL5WevEo1D+U1fhJa6JL6wVpcUO98noj8wyeBourqavv33bt1bXL/zomJ9u9rjEavjImIiNqvMiuQZ5VrdDumvzdMhW8LBKGuDESNbQKn0HYR2Ukrr/Ykau9E26pDg22CwmTbrkHdpInSNFeEHECqsAJ6q7waOkYDhGk4KU3kT6JDNpGAuqwiCgxK+blqyCu+zWDGl78V2EqMKf2IgtH6c1jHrCNlMkgJELkKHkmQs8yqAZRY696/IYL8FSEAwZqWZa90RJItO6jC1l/IKNYvIacEfVpaQs6TNLbXnQ5yINkE+dhQ4NC/KJLnV+2aVZTLoJd6aPGlRgCCJfl+tRJQCwnm0FDoevRGLiR0tsrn7DyWEPmHTwJFoaGhqKqqAgAU27KLGlNQWFh335CQRvYkIiKqUyMCORZ5RZ4OdSudgmyr4trqRYyyqs+xFJ1BAmotcim6aF6gUTtksTXHVbKGlHIrOtRdpCorZ5WVthLkALHV1szZCqBUkoPHwbYV8tEaeWKLF6BEvlUkyu9JZWKJpawCTzBsE9csP+d3BitQLNqCQ5D/9da5nmPWkRLAFeEcPHLsdyRCPhc1SEAhAK1Vfr0EQ846CrNlHfH8VJ5or4TcW0jJFnIsIaeUeWushJwG/v1dagX5usqxHF21BGRbgQhb/6JQTu63K5IkL+4osMqv18b6EDWX47m7VpJQVlUNQR+MKn0QMqxAjATEs8QhkV/4JFAUHxeHqqoqSAC2bt+BnPPPQ/du3VT3zc7JxfZdu+09jeJiY30xRCIiasMsopxBVCbJF1LKJLKSCt9eJqO0AhCG+tlFuVb5+0St65r1RG2BZKvDX27LGqq1bVdWPSsr25VVjMqkVsMVtUGom9gyQy6hY4W8erdIkstRhgpAlEb+Yj8jIu9TGl8zmyiw6Wzl54xg+Tl/MonyBLwOtsxZwfclvpTsFYVSsk6t15GSeVQryYu1yqwOPXQE+TM3XJADCW0ts7+5RFsJuSpbNpixQQk5x4CcYwk5JWDk6RJynuQ4ue9Yjs4gAdUOk/sMMLd9VbY+REbULb7UCK77ELWUIABBEiBVV0KymBGmj4EZAk7argXiNEAMSxwS+ZRPAkWD+vdHRlYWBMil5B5++hmcceqpGDpoEOJiYwAIKCsvx8GUFCxbuQomkwkS5A/HQQP6+2KIRETUBikTT4UOPQ+0kE9klaaZgXaR1VpK6REt6oJFJ0X5Yi1RI6/ibG/PmdoviyiXkzPYgkSOWUPBqJuk0jgEhpT3eGOUCa4gyI9pgRwwUrKMqiWgygoUsZ8RkU8UM5uoTXAsP6dMAgf7e1AdjCgCGZbW9SXyBseSdQqlZJ1a8Ei5rVoCqiSgGIDGKge9QiAHjcIFOWOgrR4PlBJylQ1KyCl9VpSgj+P5jGMJOceMobZ07u6YUeLYa6ZYlMvpxWvl86q2+nftyMy2PkQG2+LLUNt2ry++lCSg1ohQSAiC/D4yAcgTgXKWOCTImZmi0D7ndwKNTwJFp0yZjGWrVgGQPxiNxlr88fc/+OPvf5z2VQJEimmTJ/liiERE1MZU2FY6mWCrk466Em0dIUNAJwDhkEvRGSE3Fq21AgkSEKvlxRkFJslWRs4xa0g597O/d1E3kaKsXG3NJIqSfaSHc9CI/YyIvE8U5QlEZhO1DcGQMyKU8nMs/eNbuaJ8XufJvkTe4liyDqjLOnLV60iE/PlbDqDctjLEMesozPavPkAz2ay2fomVthJyJtu5BFCXEeR4HuNYQq5eUAiB+fyaS2ML+gWhLnPKBFugQQTibZP77eG5tneibeFlsSi/V5XgphKo9lX/MS3kYLJaicNIUQ4YscRhx1Itygv7KiT5Oi1RK/fFI+/xSaBo6OBBGDF0KPYdPGj/wJRc7Cs4/Dt0yGAMHzLEF0MkIqI2wiQCOVY5MKJFXR8iZaVTR5rc1djqhSul6EyQm40aIZ9EcXKHAoHVljFksJVhUSZV7OUrUBcYak7WUHMpJVN0qOtlxH5GRN7nmE2kbcPZAx2FTqjrh2gUgSgeA32mzCo3jFf6EXmzL5E3OGYdKRNNSoDIVfBIghxkqJaAk6gLJocI8leEAARrfDdRrVAWtlTazl2UrBllHks5V1HKXQP1z2U0Dl/t/f2jlMa2oG5yv9JWji5aAuIFIIST+wGrzCqXcLegLiikVOfwx+JLVyUOy23VAGJtJQ5Zcr39Em2ZZCet8sIVAXVZjCZXwQTyGJ8EigDggbvuwCNPP4vikyftEwKuSAAS4uPx0N13+Wh0REQU6EQRKLCVmgPqLsyUlU4dtWSUUv5Bg7qJnVIRqBXlYBFX8pGvSbYJlTJRnigwSnVZQzrUvXcdJ1SUPgy+eq06Zh+KqAsaNdbPKLoD9FYg8rSGvYkCoYQWNU4QgGBJzpww2c4rQvw9qA7AaFsIZe9LhPZxbuuYdaRkE4pwDh459jsSYVtgIgGFALRWOcsoBHLGb5gt68hTQTRJkj//K21l8mpclJBTzreBuqwgx6CQr4NZgUQ5r1LK0Zlsk/ulIlAJIM5W8YCT+4GjRgRyLPJEvA5ysA8InMWXrkocFjmUOIxmicN2xWI7ZywR5esyx2B8U3EE8hyfBYpioqPx2rzn8fYHH2LP/gP27cof2jEoOGr4MNx3x+2IiY721fCIiCiANVzppEzWOn7f0TUsRVcNecIhXgLi2ASUvExskDWkNG5uOLHi7ayhltDYjiVBklz7urF+RmFCXT8jXpgSNe2k7WJf6bXC903boId8HlEjyQGMEG1T96DWUPoSAXWZd+25RKPSo0ehlKxT63WkZB7VSvKEdqm1buFJsC3rKFyQy1G5e01gtfUUqnLIFrI43K5kH9vLxKF9l5DzJKVcohI0UgJGBbbzxHjbwptAOP/rqCyifF1dZutD1HDxZaB9TjcscWiCvIAh1yqXsmaP3rav1lb60GDrOx2Euv5YWoGZRL7ms0ARIAeLnn38MaQcTcWW7duRmpYGg6ECABAVFYn+ycmYNG4cBg3o78thERFRgGq40kkpMxdku4DmRUZ9gu1EWilFVwv5pKtGAjpp5YtoIk8xibaVorbyLA2zhlwFhwL1Qs5x1bOrfkYGCTA49DOK1dT1ZiCi+pTeRDowm6it0QmATpmQk+RJe55zeU+2Vf5dh6JuUjRQPyu9wbFknUIpWacWPFJuq7JlARUD0Fjl6wPHrKNgW3DH6FBCTumlo1ZCDqif8ewYFOoIJeQ8SSMAIZL8N1GOJTWSvIhNmdwP4+S+TymfyUW2yfhg1C8zF+iLL5USh479iyoloMYKRNmCkCwX3XZIktx3qNgqH8uBukXAQN2CCeU6y+T7IXZYPg0UKQYN6M9gEBEFjBKrnN4aBPmENRxyLWxeEPiPq5VOSip8oK10CiRK6QfHUnQGCai1yKXouIqPWkq0lQ8pF+VVuI1lDSn9CbRomytum9PPSA8dtJ26wlpW4rIHJ1FHpJQO6ejZRPmGSmzKzEH/hFgMTkyAThv4qzaU8nNmyBPrtZJchpM876RV7sUQgrq+RG3tM9MbHBdvAHVZR656HYmQF3aUAyi3yvfRoS4rCahbzOLYH5El5LynYa8ZJbuowta/KMbWa4Y9Vb3PYKvOYYKtBxjql2FuK6/3xkocVonyAi5W0ghsSkniEluJT2WuR5l7U66/HM8ZJV5g+ZRfAkVERIHAKgJZVvlkVQM5a8WgXFg41MIO18gXx0EerIVN6pQTh8I2utIpkCirrhyzi3Kt8veJrBFObjKJcmCowpY1pEy22C8yUb/XUKBnDbVEk/2MIEDbuRs0CZ2QBQ1irXJPIx6vqCNjNpEsq8yAPw8fg1kUYTDWIkijwcDEeAht4OCgTKbbA0X+HlA7VGNbGOXYw6ujBlSb4ph1pExiKQEiV8EjCfVLyAF1i1nqBYXAz2tvathrRsnqOinKmV5xGiCGk/teYRTl678qSX6tK9U5AqUPUUs5ljjU2oJFZrDEYSAz2+Z4ykX5eO3Yt9Zxrod/M/9joIiIOqQqEci0yJN9ygcUUHfBIUE+ia2GnHEkQP7wChbkoFG4AIRo2t+EqD9ViECupe2vdAokykm0FnXBopOi/NruxHrOpEIU5QbmBtvFu5Lmr6wGVSvJYq/V3wFeS2r9jEyShKrqGgg6LWq0WtRYgUJbP6NY2/uME3/U0ZTYJgKVbKLAz6HxvLSTpfjnaBr0Wi0ig/UoqTHiUMFJRIUEo1tUpL+H1yStIB/rTJDPG1h+zrOstr5EyjWGTuDkTHM5Zh0pPZ1E1A8eSWAJuUChZMzpUFc6zAQgT5Sz6hJtPSB5nGk9qwjk20pEA859iNpLUE4jyOcZjuXolBKHBhFIYIlDv6sS5T6vlbYy5XrULURR+g9xcV1g8ei5yNPzX7R/f9rMGZgxbSoAYNFHH7f8QQUB99x6S2uHRkQEQJ4ELbTV5lVW1SgTfzo0qIMN51rYlbZaqgCgdaiFHW6rha1n1lGzmUT5ZK6yna10CiQ6QS6pqJUAI+RVZdlWIEECYrWcxO7oLCJQZssaqnbIGnJc6aWstlVKiHT0ILnj5JRWklBZXQFJF4RwfRBECC77GYVyAoQ6AFGUa84rF5odcbFHSuFJrDiWjtAgHaJDghGk0cBstSLbUIED+cWI0OsRFRLs72E2ShAAvUOfIpaf86xMa10wlSXnPEdZyEKBS2ub3HcsHVYtyZU+Im2T+6Gc3G8RUZQXahRa5fkMZcGgY1ZXe/u9NixxWGtbqGKQgCpbicMErTxPQ74hinILgZNWee5ByZjVoK4KhVIqv729HtsDjwaKDhw+bF+VP2LYUPv2VevWoyV/e6UpMgNFROQJZtvKvRrUnSgpF2bKRLnjQVGpha3WRFUJHpltE+9lVoe61w5ZR6EsP+SSKMrp4Sfb+UqnQKGsuFJK0ZkgrzQzQi5Fx/rgHYdkCwiV27KGam3bHfsKAR03a6i5BACwWgGrFWGQIAn1S9NZUNfPKFiUy9JFC/J7jr9Pao/KHLKJdELdMaWj2J9XiDVpmYjQByEyWI9gnRbxYaEI0WmRXmrAsZMliAzWY2z3LtDrAvu3EyzIi0uMti+Wn/OMQou8QIpBIuqoGvaaUbJBym2T+7G2/kUsle2+Slt1jlrYKqGgLoiiR/s/xjgGw5QFDg1LHHKBpHdZbGWHS209KrWoX15Oeb9z0Vxg82l2M/tPEZG/lFnlrBUJdRkrQULjJ02OtbAVSmaRWvBIua1aki+qiwFoHLKOQjVy8ChY4AlKma2hpgX1Vze115VOgUL5HWsgZxfVQj6RM4pAJy0QydV77ZZFlEswGGxBIls7NuggX0gqxznHXkN8Lzafkg3pqp9RrW2VZzHkBQUxGvl9x991YBAleXWzUZIXggQJQIhg61EI/o3cIYrya7yjZhPtyM7DpowcRAXrEaEPQkhQEOLCQqARBESFBKNLZBiyyytxuLAYkcF6DO2cEND9ijSwrfqH/L6wSjyHba0q20IppW8X+xJRR9awf5EyuV8kymXJ47Vyrxm+R1wz2foQKX2XlYC+1haE7miT8hrb3ItjAFIpcWiQ5Iw1ljj0rBpbeTmDrbxcEOq/Dtlrum3xaaCoua8JBpaIqLVEW1mzMqn+appgtCxjxbHcEFCXdeSqiaoIeYKwHEC5bWbWMesozPavvoOsLK8RgRxbVpcO9YN2XF3iOw1L0dVAfp/ES0Acm8m2C5IkZ445Zg0pmdr2vl+oy+Jj1pDnqfUzMtsCRlbICwqqrICO/Yx8SrIFgWogB8lNkINDZkn+G6ldf9iDp7a/abBt0UeIIG/j+6ZOR84m2pSRjR3Z+YgJCUZYkA5h+iDEhobYA0GCICAhPAw1FgsKK2twuKAYUSHB6BUT5eeRuyYIQEiD8nNhfK23mNnWI1VZjBEksC8REVB/ct+oHHMgB0DKRbl/EXur1tdUdY6OXiZarcRhlQTUsMShR0iSvAixWJQXITqWl1Neh0Hg67At8vh5iavgDoM+RORrNbaLMRPqnzh5cmWNY9aRckBVAkSugkcS5BPgagk4ibqJ2xCHknXBmvb1oWoR5QyiMttKJ+XvoUy6cWLU9wTbBZlSiq4W8sVGjSRnF4WywHubY7WtlDPYTtgttu32IDnqUv/t/XXAAK23OS4w0KOuHJ3F9jeyon4/owgNECOwn1FrKMEgI+RgUC3k/yvBINFhX+UzXIO694n9cWz/Kp/pRgmodrwBDo3UGwSRgjtgEEm0rShVgkMdKZtozfEM7MsvQlxoCEJ0WoQH6xETEuyULaTVaNA1MhJGsxV5lVU4WFCEyGA9YkND/DTypukFQONQfi7M3wNqo0RR7ktkRf0eqR3lPULkDq0gH2P0qMsGqbRN7kdJQLxGvmbu6O+bEitQoFKdw74YrIP/fhSNlTistvUvYonD5hFtwaGS/2fvvcPsOOuz/8/0OXV7VbNcJatYsiXb4ArYwRRXwKYHAqlAQkLe5M0vvVPeEJIQAgmQBDAG4wYuGBvbcu+Srd7L9r6nt2m/P2Zm96x2V9pdbd/5XNdeWp05Zc7ZOTPP89zf733bbmGQv7bjj3cDe7mFz7QKRZ/7zeEsobPPWj30+9/+2f83nS8TEBAQcFp6vcGTwPBkbLYGTuWLgop3m81o8ag872go+NxbfJIsd2KuAxoCKCqYxszu+Axge1VOPbb7Hv1ATVEIWpDnA/7gudyKLuVA0XRziyqChep5jeNVdydsdxJdcIa7hmSGBdlycUhmaS1czzf8CZSM+7c62ZrOxJ14DQK67drSBXlGY+N4Nlh+Z1CRkZ1B9kn39zvm/O8ADH8/wP18fcHIF4/84o7ybELbGb69fHvegSyMEpH8rgFVKLuu+yLSIvubJr0FmKXUTWTbNo8fPsGB3n5qwiFUSSSqaVTo6riWcpos0RyPUhpMcqQ/QUxV2bqiCU2en70l/jWlBBRtsILOxynR7RVxhBgu1gnO6wEBozl5cd/vBhm0XevGKnHpOiDkPHeOAoE7x2Q4ncVhreRmiAbXtvEp2u7nlfTWdfzjD9zPzf9sg+vawmdaR6Nvv/rqMW9fv3btdL5MQEBAwLiYNrRa7qKpPxjwQ2Ln8sLvh8L7+JZ15VlHljO84OTgDmDyACgo56/DMQxakYmYEPW6juaz0JL2AjVLeB1TBJVO8xW/eq+8u6jDcn+vC6qs5hX2SV1Dvnzsd6uMlTUUdA3NT8rPh2PlGRW8CtqlnGfki0FFXDGowEgxyDrp/r4Y5BdpjBCCGBaDyruI/N8n8pn61+5R4hHji0gW7v5mygQkgWErOwX3HKt5FimquDC/s47jZhMtpW4i27Z5+MARjg0kqYuEUCSJuKYS08YXiXximkpjLEJrMs2+3n5imsaGpjrEefihldvPFXDPTZH5t5vzmpTlVmBruN//pZgbEhAwWXy7eAW3oK2EO+7tLsuaiS+RojbDyyFKnZRDFLhzTA7f4lBmuLuoiBdVEFgcjknGy57MeuPYIVtDAnu5xcr8LFsKCDgNjneSCk5GAeWkbWg1hy0dwB08acy/Y6Xcss7HX1Aa0XnkgIVNwSghiCJ5BHI29OJ2HSneYCcsupN2RZj7gWLJy4XKOO6gwa908geyS2EwvxDxJ2MSw2JRv+0uCNUHg+Y5w3HchXG/ayg/RtfQeOJQ8PdaOEwmzyjiiUaLJc/IcdxrXblNnC8GGYwWg0TKMoM4SQhitBhULgrBmX0v/Gs3jO6WKc8sHCEeMb6IZHjnWn9cCyBYI0UkVXBtdjSvI2m+ikhJe9jq1889W8xYts1P9x6iLZmmPhJGlkQqdI2Ypk7o8X5eUcGw6Mpk2dvTR1xXWV1dObM7PkXK7eeKjptzGDAxSja0WWVCtnDmnRC24+A4DpIY+AQHLH5Ev5CC4cX9vON+r/ysmfAinafYXhdHn9fF4Y/7/XFjMN6fGn7X83gWh3XS0rYGtW23g6/fG5eLDK8T+O45CotjHhIwmkAoClhwOA4cMd0Jdo3oWiMFJ6iljW1Dl3chk3A7I8rbixfKBd63JPLxF50MxyGfy4IkoSlxQBhafPIzGBLeSpq/qORnHemeeDQbn8HpAjWXoj3AQkQW3AUgyTu2st5ErNaBKik43840lu12Ema8vKiCM5w1NFbXkG+l5Vd2LZTzXcDYTCTPKOlAsizPqEoAfQFU1Fr28OJO0RNAS2Xvq0wrGRJ2TiUGjdkVxNx9D8YqAPEZS0Qqzy2csIiEZ11YJiJp3rXeF5Hm6hzgdxMJLP7FFcOyuG/3QbozWRqiEWRRoDKkE1GV0z+4DFEQaIxHKJgmvdncUF5RbWT+pQCJgitk+919phiM6yaCbcMJ0/2+hxgeE58JJwaTPH7oOKuq4mxd3kTlPM63CgiYLvx5sr9A7VuHpRw3a6bCce3D1EV0XkpY0GW571NhuBMxcOeYHgKLw9EYnjCZsN2xuV/0CyOjA+b7nCPgzJhWoWjPvv3T+XRDrFu7ZkaeN2BhYuOeoNKO236bDFpElzQlG46b7sRVw1tYEhaHpYO/6CQ7QKmIA4TjMQRhZNaR5YxcfMo57uJ+H8MWPJrgdR3hWtZNd0ZJwoLOMQI1F5pYF+DiV+75VnQlXDG2gFthpQV/z2nB7xbK2G62ScFbSPfXhX3BYKysoaBraPEz2TyjuAhxYW7zjGzvmPZD7/2FHL87aiwxyBeE/GMcRotBJ4tCC00UnaiINF4Xkp+35P9e8oT8chFpSFjzrr3lnUjKDItIScsdh/kL4Yu5m6hgmNy7+wADuTyN0QiSKFAV0glPUiTyUSU3r6hoWRwbSBJTNbaubCKsTO35ZhIN9+9cxP1uL6XFs6nS6Y2d/FyiM3U56MvmeeTAEUzLZn9PP47jcNnKZVTo2jTtcUDA/KZ8fllieJzRb7vj6Wpx4Re2FTx3jlzgzjEr+OdmmdEWh2nP4jC2AAqyzoScZy+X8cadCsNFDb69XLCms3SYVqHoz/7u75n240YQuO8H35vuZw1Y4OjCsE1JeYtojehuC05gS4MBT5xwGBnkuJgrWf0OHb+aCoYXl8rFI9sZtusxcQfRKe8G2bOsC+GKR2FvEWkqg5+8F6iZJwjUXGz4E7FyK7pB25281EvugHmxfs9mCssThPxuoWLZ91RguItEYORi+MmdFcHnvvSYaJ5RLzOfZ+R4tnB5hsXN8tygcjHIP65PJwaN2x20BI71U4pIjG1l51/nKbvdv3/J+9swhojkX5u1sk4kRTjz4pHybKLFPAbLlgzu3bWfVLFEYyyCKAhUh0OElDObUkdUheZYlBOJFPv7+onpKhc11c87WzHffs7vdg3s505NwnLFfL947UyL2HIlg5/uPYgANMYiDOQLHOgdQBQELl3RTDwQiwKWEH7WjN9dVML96SzLL4ousMV903b3P2G74wK/UCzIIZodJGG0xWHOcfOvY15xemgRzX9t23Up6LPcdVW/I9wfg/vd69NdYBww/5kR6znn9HeZMIIznc8WsJgYCjcMWkSXHJbn9Z1yRrZeayzNv7tvP+XjOG7GRbl4ZDkjF5qK3kLSgOUJO3hB2oJnWSeeuvrYtF2RLuG4rx0MZBcvkjDSii6PW+VW7UBNcK4dF8dbSMvY7iSj4FU8ntwtpDC8cO5/l0d1WQSfcUAZs5Fn5ItB5blBRpkYZJfdt1zk8YVO//byY3spi0FTxbciHIuxxKOh38cQkWzc81AORkzWhs5FZSKS34kkT0BESlrDHROLuZsoXShxz+795EoGDdEwkihSE9bR5DOfTguCQFVYJ28adKay7O3uI6apnFtThTCPviCiAKp3XigG9nOnpOh1BMgMd/efyWdl2Tb37zlIwTCpj4ZRJImmWJTOVIZ9Pf0AgVgUsCTxF/fL7eiyXvGMv7ivz/PFfduzbu/xcojKs2ACd47ZZSyLwxLDFoeV3vx3IVscml7m1aDtjunL3StEYdiKbyGJrAHTy4wIRdN1PAUSUcDpkHAXtk9uEfWrSOILrIok4PRkbWg13b/1yeJE8Ld2Kc+48HEos6pjeCGpfGEp47jt1QCS13Wk41nWCd6AyBl7IFvuWRsMZBcfgncs+FZ0RdxjoOC4E7DwYl0ZnASG7X6Hcs5wt5C/mC7gfnbl+UL+YLxcFAoqtgImw2TyjDQvz6hSGM4zchy3iMDvDCoysjPIPun1hoLYGVsMEoTRQlAgBs0c44lIjgMIo8WjchHJYaSAZOOet7IwSkTyM5FURuYh+SJSjzV8XlusmQmD+QL37jpAybJoiEYQRYHacAhVnr6LnygINESjFAyLgXyBvT19xDWNhtj86tvR8QRk3DFAdBH+vc8UP5fIt+/xq7Kn/nw2D+07zEAuT0Ms4omUIWRv4tOZyrC/tx8BgUtXNhHTArEoYGlRnjXjdzmXcMdA5Yv7yjw8X6Vt6DDd/VXw1jeE4XnDYrymLgTKRbpyEbLPdv9mNZJbiLWQimOLNnRb7nqPH+fh5w8F9nIB5Uy7UHQ6cUeY4H0CAiaKn6VR3iKad9yOk5jtCkbheV5FEnB6bC9Yr8ce9uoVhaDKZqL4A04fPxNhSDRiOOvIX1Dyq8kTnjeWP8n1AzX9gWwQqLk08P/WIq44X8QV5YsW1AEVS0iYt213cd23kPO7hXz8XBl/kRzGEYUIvjcB08Pp8ox8//4BQLPda4AvJpXjH5tDNoeMtoobSwgKRM75g/93OLlgBIav/eN2I5WJSP6PhTseOFlE8itui7jjAUmYoQrEOaY3k+X+PQexHIf6SAhJFKiNhFCk6a+QUCSR5oooRdOiZTBFTFWJqApRTT39g2cJ2SvQ83PIIk7w3T+ZtpMyu/zx8lR55ngrJxIp6qNhJEGgJqyjSK48Wxdxl/k6Uxn29faD4HYWxebRMRMQMFsMOc4wcnG/tyxrJj5PFveLtpu3nXGCHKL5zHgWh35Wup9fNF+vg45XCNzrZV7B8PoZDAtEQe5tQDnTOp5/21VXjnm7YZo89+JLCEAoFOKyLZeM+xy9/f3s3rsPATj37LNZsax5OncxYJFyuhbRCgdqF3iL6FLGsKHFu7j5Fzbf63s+DPQWImNlIvgLRmOJR/42CAaySx1JgDAju4s6LPf3unlarXcm+BZcGS9fyM9k8b8PvvCje//3F9Z9YchfeA8W0gNmi9PlGRnO6NwrGJ2LNSQAMXwM+88fsDDxr/1wehFpVDfSGCKSyfAxtBgLRjpSaX629xACAnWRMLIoUhsOIUszlx0UVhSa4hFODKY40DdATFPZ3Nw4o685GUTBtb0st587k26ZxUa/5XYx6AzPVc7ke/FGRzc7O3u9DiKRytBIu0NBEDyxyKEzlWVfTz+CAJcub55XAmNAwGziL+7LDK8LFRzXDjLh2dFF5mhx37Khy7P9gmGHFMkvgF1k19HFwqksDuMO1Arzy+LQtzMc8OatflSAPx/1i8uCtbSAsZhWoeh3f+s3x7z92Rde5LkXXwJgy+ZN494PoFAo8Juf/wPS6TTFYpHP/MavT+cuBixyxmsR7bfdRb6F2CK61Ela7qDOZligUISgFXsmONmyzl80Olk8mg6v9YCFjV+xJzEsFvV7VnT1czj5mg4s283wyHrZQkWv8wK8iRzD1lsnL6yXi0KBgBowHxgrz6j8eB4zM4iF+/0NmDoTEZHGsrJzGBYdFxMnBpM8vP8IsihSHdJckSjiLtbPNFUhnYJh0ZFOs7enn5imckFdzbzJKzrZfm6xFYhMlbyX3+mPEc40s/NYf4LnjrdRoWtokkhcczvMTkYQBGojYQA6Uln2drs2dFuXNwViUcCSRhaG7Xl9wSjjLe77hcTaLJ2/bBsGHdf6yyLIIVqIjGdxmPCKCascNyt9Lq+JhufAk/BiAmRGipFDrhfBsRZwCmZlTP/Us88N/d7Y0HDK++q6zlu2buUXTz5JW3s7z77wAtdeOXanUkDAeCz0FtEAdzDV7l3kZDyRyFucDgSK2aG868i/WDiBxUhAGbIAETwbGtzKqjYLah2okua/KO94QlDGE4UK3vXCd1fyhVON0dlCvigkESysB8x/ygsBNIJzecDkGKsL2WcxHkuH+wb5xcGjaLJEpa6jym4mjDQLIhG4C//1sTB506Q/l2dvdz9xXaM5HpuV1z8dykn2c9FFeAxMFsvLJfK76+QztGLsy2Z59OBRdFkiosiEVeWUdnKiJxY5uDZ0e7r7EICtK5qIqIFYFLB0KV/cL18bGvAKiatEd3F/JtcXsja0m25hnb+uIQpBDtFCZTyLwx7P4rBGnH1L9qzt2stlvO5vleE5arlAFBxrARNhVoSiI8eODVWo5fP5096/oiI+9Pu2Z58PhKKAKbPQWkQDXAreZKvE8AKt5F2Qg+qHuSX4rgScjJ8TJ+MuGBVxLRUKuFZ0s1WpNxEsGzK4g+m8JxL5GS0CZRO28h9hZKdQ4OEcsBgIjuGA6WKxHUt7u/t48sgJwopMXNfQJImacAhxlgegsiiyLB6laJq0pdLs6eojqqrEdW1W92MsBAFUx83qK9lgiO61cynTarnzzDBnbjmXLZV4YM9hBEGgUtfQZJmqkH7ajjJRcC0ScaAz7YpFAFtXNI/ZiRQQsJQYKjgFZE8sMoDusvyi2DQv7hu264yS9ix/Q97tvn37fC+oCzg1ogCa4/49y7PS273i9LoZzkr3u9QGLHfe7Xey+s4WvgtGYH8eMFlmRSjKZrOAq2y+/sabfOIjH0Y8RUVWe0fn0P2PnTgxC3sYsJg5XYtotVf5HtgmzA96LbclW2C42sav1ggucAEB8xPfNkECRE8sGrRd0bdempsOTsdxB+t+t5A/gPfxuyt8ixgYzhUaIQoRnHsCAgIClgJvdnTzzLFWoppKXFXQZInqcAhxji4CuiKzLB7l2GCKQ/2DxDSVi5c3okonmwPOwb7hCkV5r6toKefA9pruQrDO8GL0VA8Zw7K5f/dBiqZJQzSMLLnH4ERtB0VBoC7q2dB5YpEoCGxZ3kQ4EIsCAoYKicvt6HKOK/bGvMX90BnOW2zbFaD6bXdNs7zwdajTYwmfMxcT5Vnp5cdU+qSs9OksnDRt6PNyrkyGs3J91wu/e24xFVjbjsNANo8uCugR/90GzBSzIhTFYlGSyRQAnV1dfOPb3+GTH/0IkXB41H3f3LWbl159FQH3pJqbQAdSQMBEKG8RlRkWjLptSM1Ri2jAMJYNLV67rC8M+RV5QbVNQMDCQDrJii6PW1VV7bgZcTNl6+A4YDru+SPruDkBJVxvZhgWfcaykDs5WyiYuAUEBAQsPV5p7eCllg4qdI2IIqOrCtUT6OKYaeK6RkMsTHsyw96ePmK6yoX1tXO+X7LgVuUXcYtCYsLSvH5mvQVhvxv5TLoEbNvm4X2HGcwXaIxFEEXf8nByT+iLRY4DnZkMu7p7AYEtKxoJK4FYFBBQvrhfbkeX8hb3K715y1QE8ITlZpWZlBXRBYWvix6/OP3kY8q3OKwRofIM58J5z14u5dnLKQx3qUllxfEL/RhzHIecYdCSSNORStObzZHIFylZFisq4mxZVk9tXeVc7+aiZlaEovPPPZdXXt8+JP48+fQzvPjKq2y9+GIa6usIh0KkMxkOHD7Mnn37cRxnSB+Mx6KzsYsBSwhRAN0LXvXbjv0W0ZSXXzSTLaIBo0nb0Ga6A6ryluwzqcgLCAiYGwQvI07Gs3fD9WwuONNTpQeusJzHHXj71cxm2fahoE5GWsiVdwr5bfkBAQEBAUub5461sr2jm8qQRlh282AmYvU1GwiCQH0kTMEw6c3m2dvdR1zTWFEZP/2DZ3S/XPu5HG7xncHSs5+zbGgxh7M8lTPMJXr6aCstyRQN0TCiIFAT1lGkqeViiV7OlYNDVzrL7u4eBAG2LG8kFIhFAQHAsCNCeX6RgdutkbZdsahSnJj4m7Ohw3TnJzKuDSUM28wFc46lgV/ofLLFYacNySlYHDqOu0bZ6815y+3l/PwhX6CaB0OWKWFaFl3pLK3JFN2ZHAO5PNmSgYP7nkKyQkRViAkaEU0hWzLmepcXPbMiFL3tqqt45fXtACM6hZ55/vlR93XK7iMA6y+8cDZ2MWCJMVYViYGrzme9KpLaKVaRBEwc23azTPpt928RZuSAbaFe7AICljp+VZWI211UxD2/Fi2oY3Ldm47jLkJlPLvQgtct5HjbfeFH91+boFsoICAgIOD0OI7Dk0dOsKe7j+qQji5LRDSVSl2bFyKRjySKNMdjFE2LznSW3d29xDSVypB++gfPIBquUFRYgvZztg3Hva4BP5foTELpt7d3sau7l9pwCEkUqQrpaPKZLdWIgkBDLAJAVzrLrq5eBOCS5U2ElFlZBgoIWBCIXpFbeSdICejwsmb8xf2xvt+G7XYQJU/KIRqymVtC58WAYcazOGzzLA5rT1M8aXv2cgO2u04p4h6j/nx2odrLOY5DqlDkRCJFZypDXy5HslDCtF0fEE2S0GV5qJtWFAQEQUAWRIq2jRBYzs0KszJCuHzrFjauX8fO3XuGFnBgeJGnnPI/uyTLvO+mG2d+BwOWLOWihIE7yTFwhYuMDdWim18UXOCnn5INJ0zXnkrDywvxKjAW2gUvICBgbCTBXUAp7y7qsNzf68bJhrM8QSjrZQuVyrqFBIY9oAVGdwv5otBCrqoKCAgICJh5bNvmFwePcah/kNpwCEUSiekacU2dVyKRjyZLNMejlAaTHO1PENNUti5vOmMx4Uzw7ecKuJY4S8l+rscbo4QY7qSe6ns/0j/I88fbqNA1VEkkrqnTlickCgIN0Qjg0JXOsbOrFwTYsqwJPRCLAgJG4C/ulwtGWQfyFsQdqBVA9xb3/YX8Xtu1uvbXM3ybuaDoNWA8i8OkV5xe5UD1ScXpRe+YSnrHlcxI8dEXiBbKsVUyLdqTadpSKXoyOQbyBfKGO7OXBIGQIhPXVGRRRBJdUUgUBFRJRJUkFElClUREBFpSmTl+N0uHWRsd/PHv/S5/8+WvcODQ4SExaLxj2wFEUeSzv/5pVi5fPkt7GLCUKW8RLa8i6fTyi2pFiAb5RdPGoOUuFjt4EyzcBeMzqcQLCAiYn/j5cBLDYlG/Z0VX79k5ZLwFF1+s9wtJJEYGdIJ7HvYFoyFRiODcERAQEBAwMWzb5sH9RzgxmKQuEkaRRCp0jZg2v83TYppKYyxCayLN/p5+4prG+sY6xDm6AJ5sP1fCvd4vdtLeQp6GO/44kyK33kyWXxw8RlhRiCgyYVWd9uNQFAXqo66df2c6x67OXgQELlneiD6HQmNAwHxEKBN6FIbPbQmvkK3a657sstw5i8KwUBzkEAWMxXgWh71lFoeyAH2WK0zCcL7VQrKXcxyH/lyOlsE0nZkM/dk8qWIJ23HflC7L6LJEVFUQBdF1/xAEZE8UUj1RSBbFUQU7jj1Wm0nATDFrI4NwOMzf/8Wfc/+DD/Hgzx8llU6Pe98LL7iAT370I5x79urZ2r2AAGBkFUnppCqSibSIBpway3bbbVPOyHZZjZkLuT8VjuPQkkixu7uX3kwOSRSHqhc0WUaTJUKKjC7LhBSZsKIQVhR0WUKRJbfywWuHDQgIODWyABFcK7oC7rn1uDUsCgm454WxuoXKRaHAQi4gICAgYKqYls0Dew/SkcpQHw0jiyKVukZ0notE4OYV1UbCFAyLrkzWyytSOau6cs72ScPN5PDt57RFfn02bGg1hwtZFGHqc5hMqcQDew8hCQIVuoamSFSFZsb2UPLEIgfczqLOHs+GrnFOu9ICAuYrfqGbLxr5a0PdrkMWEsMFr0EOUcBEKLc4LHjHUxE3Kx3cOa5fXOnPfxXmr7tRvmTQkkzRnkrTm8mTyBcoWu6bkUWRkCJTFdKHLOREQUASBFcQkl1RSJGkOSt2CRifWR0VSKLI+2++iZvf/S727N/PwcNHSCSTmKZJJBJhWVMT69ZcQFNj42zuVkDACE6uIilvEc15+UU141gmBYxPzgt8NRjuDpDnyGquL+tOkI4NJsmWDCRRIKwolCyLgmli2Q6WY2ONU7kg4F78ZK/iQRFFVFlCkyQ02RWZfHEppMhEVFdg0mQZWRSQRXHIbzUgYCkhemK8jDtAthkO4/S3+3lCUtm24KsSEBAQEHCmlCyL+3YfoDeTo8EXiUI6kWmy+ZoNREGgMR6hYJr0ZHPs6e4jpmnUREKnf/AMIAvDWYQFG+KL2H7OtuG46Y5dQgxnkEwFw7K4f/dBSqZFQ9TtaqsJhWZ0biCJrg2d40B3JsubXT0IgsDFyxoCsSggYBxEAXTHE4W9daHyTg+N+buQHzA/8a3Z/fwig+Fjqty6cD4Jj6Zl0ZPN0ZpI05XJMJAtkCmVcHD32y+qrtA11/3DE4Z86zhfHAqKrBcGczIiUBSFTRs2sGnDhrl4+YCACXHKFlHPjm4ygexLFduzZ+i13YtImJGf7WxdJ7KlEru6ejnUN8hgvoCAa+HREAm7VQ6igCiI2I6D4zg4MPSv7Thuy6wzfJuD490ORdMiZxjYjuOJTGMLTKLgikS+WDTUYitL6J7A5HcwhRWZsCcwSSIYto0cXFQDFgH+91/CnWyV28gF3UIBAQEBATNBwTC4Z9cBBvMFGqIRJFGgOqwTUhaOSOSjSm5eUdGyODaYIKqpXLqiaU7eiyCA5riWTCVPMNJnfS9mh07b7Yj2c4k0pjZmsW2bB/ceJpEv0BiNIIkiNeEQ4ixMKiVRpDEWATyxqLMbAdi8rBFNlmb89QMCFiLlWTMqbnaqTJBDFDB1yovTSwznEc2HY8pxHNLFEi2JFB2pNH3ZPIlCEdN22+lUyV27qgmHkAR3HU0Q/PWt4TUuRRptIRewMAhKRwICToPfIlqeX1Rw3BbRpGdHFwns6MbEsKHFcrNHfGFInMXKG8Oy2NfTz/7efnoyOWzHIaIq1EVCQ109miy5dnKKPNT26ngCkC8aWd6/9rg/ZWJS2eP9x/jCkuOUP7dNzjDIlEpDHUzjWa9KgoAouP9qnQPuBViW0SRxuHup3B5PVQgpMorX8TSWz2tAwFzjW30GBAQEBATMJNlSiXt2HSBdLNEY80SiUAhdWbhT4Yiq0BSL0pJIcaC3n7imsrGpHkkUZ31fNNycorzjdhXpi1BvSFgwME25RE8eaaEtlaYhGkEUBarDIWRp9v5uvljkAN3pLG909oAAFzc3ogZiUUDAuJTnEAUETAd+0cFcYlgW7ck0bck0PdkcA7k8OcME3ELnkCIT11RkSUTEL7AWUE7KFpqL8UfAzLBwR8cBAbOMLAxXkfiCUdqzo6twoFZa/L7ckyFluXlEvj2DgNuyrTKzoppt2xwfdHOH2pNpDNtGkyWqQxqKJCEIAqokElIUNElkz9ETPPfmHnoSCdaffRbXbt5AQ3UVkgASk9vR0WISpxCXvB/bGcpoKX+828A0LC4ZpokDWLZN1rJIFUpYjoNl24yjL43oXipv+/Xzl8rt8YL8pYCAgICAgIDFRrJQ4N5dB8gbJg3R8FD3xmx1T5QMk/ufeYG9x05wyZrzeO9bL5uWzhFBcDuiCoZBZzrLnp4+YprKOTVVsz52kzxLpiLuHMl2FpfjQsl2CwRl3M5n9QxyiV5r62RvTx+14RCSKFAV0uekk0cSRZr8zqJ0ljc7ehCBTYFYFBAQELBocRyHgVyBlmSSzlSGvlyBdKE45Ijju9zUqopXrCwMueK4uULumlJQiLy4CYSigIBJ4FeR+MFyvmA0YEPGhhoRKqWpTx4WA7YNHTYM2u4JptyeYSY/l+50lp1dPRwfTJI3TGRRJKYpaJLs/t08cSgkS7T19PHQ9p08++ZuBtMZKmJRaqur+PETT3PX49tYe9YKrt28kSs2XEg0PPGeB8EL6Jvs9GqsziXLE4tsTwzK5/PYDiiaOnR7uT1eucgEDHcvec8/XflLUVXl/Lpq6iLhYHAQEBAQEBAQMG8ZyOa5d88BDMum3sskqomEUKXZWQjvS6b40g/u5lBrBwBvHj7G0fYuPvf+m5CmoYNEFAQaYlEKpsVArsDenj7iukZ9NHLGzz0ZfPs5A9d1oehAaJEMEf1cIgfPJkiYejfB4b5BXjzRTqWuoUgiFbpGeA7zsYbEIi+zaEdHDwgim5rrZ+07EhAQEBAwc+QNg9ZEmo6U2y00mC9QNC0AZFEgJCtUhjRkQRyykJPKs4U8cUgM1n2WFIFQFBAwBXz7NJnhUEMD17s66eUXxZZgflHBhhbTrSjU8ALphTOzZzgVqUKRXV29HO4fJFkoIgoCMVUhHg0jCgKSKHrdMjKpTJYnXn+TbTt20tLdC8DK5kbefuVbOO+slYiiyEAyyXOvbGfPoSPsO97Kf/3sUS698Hyu3byRzeefizJDFXai4Cb/jvfsjuOgWm77byQaQRCEUflJfnfSqWzxTp2/5HcxnT5/6Uh/gk3NDVzYUIMSTCQDAgICAgIC5hndmSwP7D6Ig0O9l0dZGwnN2rhlz7ETfPnOe0hmsiNu37ZjJ4VSiS986DYU+cyn4ook0hyPUjBNTgymiGoql6kKEVU94+eeDJoAWadMKJrVV5852i13XhNieE4zlfWy7nSWxw4d8/JHZSKaSnQORSIfSRRpjLs2dD2ZLG90dCEAm5rrgzF+QEBAwALCsm16Mjlakym60lkGcnnSxRIObjGw7q2LxTV1yDlGLBeFPBs5SQxcZZY6gVAUEHAG+Bkb5XZ0Oce1XIt5+UWhJZJf1GdBl+VehEK4wpDv4Tud779omuzt6edAbz+9mRwOEFWVoUUAURBcSzVVxjYtXt6zn23bd7L72HEcByRJYuPa89m6cT0NtTX0Dgzyi2eep6u3n7desombrn8bV2zZzLOvbmff4aO8sGsfL+zaRywc4qqL1nPt5g2ct2LZnF88BUFAgElXd5ycv3Raa7yT8pcKpkkyX+T5E2305XJsWd5EhT7XzroBAQEBAQEBAS5tyRQP7juMKAjUhtz8l1ovn3KmcRyHn7/0Gt958BdYXvDzyby0Zz9//78/4v9+7Hb0aRB0wqpCczzKicEUB3sHiKkam5c1zMr79RFxx/x+lutisJ8bsCDhuFm14hkUvmUKJX627xCSKFChaeiKRKWuzflcwkcWRZriEcChJ5NjR0c3ggAXNQViUUBAQMB8xHEcMqUSrYk07ak0fdkciUIRw3LHHaokossy1eGQ63jjiT+yKKBKkicOSSiSGHQLBYwiEIoCAs4QQXC/SOV2dAZuZ1HWgioHaiQ3n2cxYtnQYkHGGRaG/MmUNE3v2bZtDvcn2NvTR0cqjWk76LJMTTiEIole7pBEWJFRRIGdh4+xbcdOXt17kJLpduJEw2Eu2XAhm9etIRwKceh4C088/zLH29o5d1kTW885i8effo7nX9vBVVsv5pZfeTtXXLKJZ1/dzv4jx0jn8jzy4qs88uKrNNfWcM3mDUN5RgsJt5146vlLJctGlyT68wX2dPcxkCuwdXkTK6viwSAjICAgICAgYE451p/g5wePoIgSVV4+ZW0kNCshyyXD5FsPPMITr79x2vu+cegof/2dO/mzT36IiK6f8WtXhXTyhkVHOs2+nj7immsVPFtihCCA6hXNFReB/VzBhg7LK3jDsx6fwvsxLIv79hzAsCzqIhEUSaQ6HJo3IpGPKxZFcYDeTI7t7d0IwMZALAoICAiYcwzLojOdoTWRpjuTZTBXIGsYgFs4HJJlYqqKLIqIAojev4ooefZxotctNHsFJAELl0AoCgiYJgTB7SySGZ4kGUCvDWnbFYsqxOkTT+YDGRtaTTBxq+0EXO/uqdoylOM4Dh2pDLu6emlJJCmYFoooEtc0VElEFN0MnbAio8syxzu7eGD7Tp7buYdUNjf0PE31dWy9aD1rzzkb0zLZuf8gr+3cgywIXL9lE//6Gx9j6zlnIQgCJdPkoVd3cNfTL/LSjp289ZJN3HbDdXT39fPsK69z8NgJADr6+rnr8W1nlGe00PD9akPeRFKTJfpzBTrTGZ44fJyNTXVsaKpHnwYblYCAgICAgICAyXKgt5/HDx0nJMtUhDRUSaImHEKahdaW3kSSL/3gJxxu6xi17eLzz+Gdl23ha3ffT75YGrp934lW/vy/vs9ffvLDVJxhrpAgCDTEwhRMk/5cfiivqCkePaPnnQya4DorFLyfhToqtrxcIl8gmmoukW3b/HTvIZKFIo2xCLIoUBMJzdvCKlkUaY5FwXHoyeZdsUgQ2NhYjzwNmVoBAQEBASPJ5As8u3s/K+trWLdqBeCugw0WCrQMpuhMZ+jL5kkViliew4smS+iyTK0SGnLUEQTBzZaWJBTZ+1cU511RQsDCQHAcZ+xE84A5Z+fOnRiGgaIobNy4ca53Z95gOa7NWd7xvDbn6bnP8iZJJVwhBSAiQJ0IkQVuR2fb0G1Dn+12Uqm4XUS+UHYm7y2RL7Czs4cjAwnSxRKiIBDXVDRZRhQoyx1SGEgmeeaN3Ty9Yxcdff1DzyGKAmvOXs2Wi9azvLGBwWSK13bu4dCx41y65jxuestWbti0nugpLNNa+ga469mXeOXQUVauXMHqFcvo7OnlmVde58iJ1lH3lyWJrWvdPKOLL5jePCPHcchmMgBEotF5ccF3250N+jI5BgsFbAfOqank0uXN1EQW6tJAQEBAwOSxbIue7m4A6hsakMSg+jogYLbZ3dXLU0dPEFEU4pqGJkuztii/++hxvnLnPSTLCpV83nftFXz4V96GJIocam3nr797J5l8YcR9ltfX8tef+ig1FfEz3pe8YXJsIEGmZLC2robLVzUT02bHIthxXEeFEq79dr00PwrkSqUSu3btAmDDhg2op7H7O25A2oEw7vwmxNTmNo8dPMb+3n4aomFkUaQuEkadobzT6cSwbDpTaXqyeTRZYsuyRjY01c+qlWHA7GNaFpbjLkIHBMwmS3Ec7TgOP3v5df6///kRg5kMddXVvG3LJrasW0POtCl4rjiS6HYLaV43kG8hJwrCiFwhVZIQF7rf6ylwbIeWVIbqkM6KeIRrltXN9S7NG2ZCNwiEonlMIBSNzUIRisCdMJkM5xeZuMJKXIQ6yRVW5sGa/6Qo2XDChAKevRzuJMr3754KBcNkd3cvB3sH6M/lATd3KKQoyN7FUPfEIaNU4oVde3l6xy72nSTYhHSNzevWcvH6tcSjUY63tfP6rr1UaCrXbdnEe7duZkVVxaQsFJKFIq8cOcGTO/cg6DqN9XW0d3XzzCuvc6y1fczHxMIhrty4jrddvHFa8ozmo1DkUzIt+nJ5+nN58oZJbSTEJcsaObemKmhtDggIWBIsxQluQMB84vX2Ll443kZMU4mqCrri+vLPtEjkOA4Pv/Aq//3wY6PyiHRV4Xc/cDNv3XDhiNuPd3XzV9/+AYlMdsTtDdWV/PWnPkZjzZlbGifyBY4PJrEduHhZA5csa5w1+7CCDSkgJrhCUXgeDAUnIxT1epmrOq7I5f87WV5p7eCllg7qIiEUSaImrBNSptKXNDcYlk1HKk1vNo8uS1yyrIkNTXWBWLQIsW2bV9u62N7eRVx3883Oq6kKLAcDZo2lNI62HYd9HV1849EnGcwXaG6op6muDkWRsSybvoEB4iGdFfW1yKKEILjWckqZKKRI0tAa2VIhEIrGZ8EKRcdbWkbddtbKlTP9sgueQCgam4UkFPk4nlBU8v61cEWiKhGqJdfSYCEwaLl+3Q7DVnOKMDXBy7JtDvQOsK+3n65UBstxCHtikCKKCKKAJkmEVQUZ2H7wMNu27+T1A4cwrZGT8brqKrZetJ51558LwO4Dh+nt6eXi81bzzks2saapgaqwPuUFA8dxSBaKtAwmefXocbqzeaLRKK0dXTzzyuucaB9tM+LTXFvNNZs3nlGe0XwWisAd8Azm8vTnCiQLRTRZYl1DHZuaG4ioC2dSHBAQEDAVltIENyBgvvHSiXZeaeukQteIKDIhVaE6pM/4WKloGHzz/od5avvOUduaaqr5k4/fzsqG+jEf29HXz19++wf0JpIjbq+Ox/jrT32UFQ1ntgDiOA5dmSztyQwRReGylU2sra+dlfGj7cCA4xaS1UvuPGeumahQlLXhmOnlEeHOMaeSMXugt5/HDh6jUtfQFZnKkE5MO3UX03zEsCw6Uhl6s3lCssyW5Y2sawzEosVEXzbLLw4epz+XJ6YqZA0TURA4p7qSLSuaqFnEtuoB84fFOo52HIdsyaA1maIjmaEnm6U7lUH0RNhkOkNHdw/t3T10dPXQ1duHaVkArD9nNZ+66QaaPdF2vlqWzhaBUDQ+C1YouvUjHxsZmy4I3PeD7830y56S3r4+Xnl9O3v27ed4awsDgwkMwyAaibBqxQou37qFd1xzNdppWvUN0+SxJ57k+Zdfpr2jk2wuR0U8zjmrV/P2q6/k8q1bp7yPgVA0NgtRKPKxnOHuIgNXcAkLrj1DTJx6R85MY9vQZrl2EgquvZzoZRFNRuRyHIfWZJrdXT20JNKULAtVEompqnsBFF1v1ZCXO3SotY2nd+zi+Z17yRZG2nQIgsC5Z61k68b1nLW8mVQmw4Ejx6gJh7h243rWr1xGQywyrRMzXzBqTaRoGUxyqLcfUZZpae/k6Zdfo7Wz65SPn2qe0XwXisDdx5xh0pfNMZArYNo2K6viXLq8icbY/NzngICAgOlgsU5wAwLmO08fbeHNzh6qQjohWSKiqlSGtBkfc/Qmknzx+3dzpL1z1LZLLjiX3//gbURD+mmf4y+//YMR1skA8UiYv/y1j3DOsqYz2kfLtmlJpOjN5mmORblsZTMrKs/c2m4iJGzPfk6Aennu7ecmIhRZNhw03bmZP7+ZSuZqZyrDfXsOEJJl4ppKRFOp1Gf+mJwphsWiHCFFYcvyJtY31AauAQscy7Z5/kQbOzt7kUSBmlAIURRwHJtEvkTeNKkK6WxqqueC+hrUoLsoYAZZLONo07LoTGdpS6boSucYyOfJlgzAXbfsGxjk4PEW2rt66OjuIZMbbVdbjq6qfOLd1/Erl16yqG3lJkIgFI3PghWKPvLp3yCXzw+/KHDfnd+f6Zcdlzd37eavv/gl7NO89eamRv70C3/AsubmMbcPDA7yV1/8Ei2tbeM+x1svu5QvfPYzSFO4uAZC0dgsZKEI3O4ii5GCkYBr0VAnQmie5RflPas5g+EuIn/yNNHrVX82z86uniHPdEkQiOkqmlcdIfu5Q6pCT/8AT+/YxdNv7KZnMDHquTRVYePaC9iyYR1VFXE6unvIZzJsOmslG1avpCEWpT4amVF/ZcdxGMwXaE2k6EhnODGQpGTbdPX08otnXqC9u+eUj59sntFCEIp8DMumP5ejP1cgWzKo9CwM1tTVBBYGAQEBi5LFMsENCFgo2LbNE0dOsK+nn5qwjipJxDSVillYkN915Dhf+eE9pMbII/rA26/iQ9ddO+EFnUQ6w199906Od3aPuD2safz5Jz/E2rPOzIGjaJocG0iSKpa4oLaay1Y2U3kaAWs68O3nop79XGSONYXTCUWO43YSZR03j0iaYi5RqlDgR2/uA6A6HEKXJWrCoXk9bp8IJcuiI5mhN5cjrChsXd7EukAsWrC0J9M8fugYqWKJqpBGSFaQJYEKTUOVJQbzBQbzRZKFIgKwurqCLcuaqIuGF/yxHDA/WYjjaMdxGCwUaB1M05nO0JfNkSwWsWx3jVmTJHRZRpYE3th3iLsfe5JiqTTqeeKRML/6rut449BRnn1z95ivtW71Kj77vhtpqq2e0fc0nwmEovGZCd1AnpZnOQ3nnnM2O3fvQcCt0plr8oUCtuMgiiIb161j4/p1NDc2IkkSnd3dPP7kU7S2t9PR2cVfffFL/OuXv0RIHzmotiyLv/vK/xsSiS695GKuuOwyYrEo3T29/OKJJzne0sILL79CdWUln/7Vj8/FWw2YhwiC+8WTcLtzfMEo5UDOgkoHaiRQ58E4rMeEHtsVh8K4+67g/pxunJgrldjV1cuhvkEG8gUEIKqp1EfCyKKAKArosms1ly8UeG77m2zbsYvDbWPbuFVXVLBl4zo2rDkPWZLo7u0jJom8Z9N6KkI6jbEoNWF9ViYtgiBQHQ5RFdJZXhmnKRalI5VBlyV+9f03k0qlefLFl9l7+NiYjzctixd37+PF3fuG8oyuvXgj509DntFco0giDdEIuqzQl82RKBR57lgbvZkcW5Y3EddnJ1A5ICAgICAgYPFh2zY/P3iUI/2JofyXuKYS09QZHUM5jsNDz7/Cfz/yGLY9ckarqyqfv/0WLl+/ZlLPWRmL8ne//nH+9n9+yIGW4dzLXLHIX33nTv7k47ez6bxzprzPmizTHI9SHExyuH+QqOZ2hGjyzC4BqAKIDhQ8J4XIjL7amdNtuSKRn7eqM3mRqGRZ3L/nEKbtUB8Jo0gi1YtAJAJQJYnmiigO0JfN8VpbJ6IAa+sDsWghYVgW2462sL+nH1WWaIpFEAQB0ba5/5fP8fzOPayor+Pj73oHq5qbCMkSiUKRw/0JerN5NjbWc2FDzYyfPwIC5iNF06QtmaYtmaYnkyORL5A3TQAkQSCkyFRoGrIoInn5Qb0DCX74yGMcGifX+upN6/n0jTcQj4R5x5ZNXHXROv7j/ocZTGdG3G/PsRP83r98kw9f/zZuvPKy4LwbMOPMSkfRcy+9xD/9278PCUUCcOd3/muU+DJbvPL6dl7dvp07bruV2pqaUdst2+Zf/+ObPP38CwB8/IN3cNtNN464z2NPPsU3vv0dAD5wy8185PYPjNhuGAZ//aUvs3vvPkRR5Otf+TLNTY2T2s+go2hsFnpH0cnYnlBUdNyuHRu3W6dGgkpxbuwaDBtaLMg5bv5QudXcqfbHsCz29w6wv6eP7kwO23GIKAphVUYWRURBQJMlQoqC6Di8tv8g27bvZMehI6Mm3T6rVyxj68b1nHvWSgrFImahyKZVy6mJRakK6TR69nJzORFzHIeBXIHWZIr2VJq2RJqiZWGZJrv3HeDpV3eQKeuqHI/m2mqu2bSBazZvHBFmvJA6isopGCa9nhVd0bJojkfZuryJlZXxBfMeAgICAk7HQqyEDBifkmnxZmc3HakMTbEo59ZUUXkGOYcB04dl2zy47zAtiZRbeCSJVOjajOe/FEsG37j/IZ7esWvUtubaGv7kY7efUa5QvljiH773I3YdOT7idlmS+MMPvW/SAlQ5juPQm8nRmkyjyRKXrmhmfWPdjB/PSRuKQI1nPzeXeayn6ihK23DcHJ7v6MLk99W2be7dfZCudIbGWARZFKmLhhddlk/JsmhPupXzUU1l6/LGQCxaIBzrT/DkkRPkDIPqcAhNElEkiZ7ePr5+z0/pHkgM3VcUBT74jmu45ZoryJRKDHgZtA6wqjLO1uVNNHgiU0DAdDDfxtH20HUzRVc6S182T6ZUGnKkCskymiyhSCKiICIKIAoCive9khB47KVX+fETT2OY1qjnr4nH+M1b3s2lF14walsmX+B/Hn6cX762Y8x9O3/FMj77/hvHzUBcrAQdReOzYK3nAP7s7/6ePfv2uy8K/Mc//xMN9XNzcDuOc9oLWyKZ5Nd+57PYjsP6C9fyd3/2pyO2/8H/96ccPX6CutoavvnPXx3TWq61rZ3P/dEfA3DLe97NJz7y4UntZyAUjc1iE4p8xsovinr5RdFZtKNLWW4ekc2w1ZwiuBOosfbBtm1OJFLs6eqjNZXCsGw0SSKqKaiShOBdNMOKgiaJ7DvewtM7dvHi7n3ki6PbbwEUWWb9BeexdeM6aqurKOQL1McinN9QhypL1EXCNMQi6POsoslxHPpyedoSKdpTGdqSbg6TJon09fTxyq49vL7/0FBI4alYu2oF117s5hlFQvqCFIrAXdTpz+UZyBVIFUtEVYWNTfVsaKwLKtICAgIWBfNtghswNVL5Iq+0dXK4f4CSZSOJApbtoEoS9ZEw59dWcVZ1JRFVWVDX4cWCYVk8sOcQnekMDd4ifEVIIzpG3sx00jOY4Ivfv5ujHaNzKLesOY/f/+CtRKah+LFkmHzlh/fw6r6DI24XRYHf/cDNXLt56nNB23YzQrszWeqjYS5fuYyzqirOdJdPSdGGJPPDfm48ociw4ZBbEI6GO9/RpvDVfvTAUQ72DdAQdTuJaiPhRZvpUjIt2lNp+rJ5YprKluVNXNhQGwjp85SCYfDE4RMcGUgQkmUqdQ1RFAgrMo+/+Co/euLpcYs1161e5Z7fwmEG8nkS+SLZkkFMVdnQWMe6xjpCSjCXCzhz5nIc7TgO2ZJBazLlWmxmcyQKBUqWDYAiiuiKjCqJQ4XPgiAgCQKqLKFKEqonEImCwPHObv7tnp+NmWEIcP2lF/OJd1932nHDG4eO8O/3PkRvIjlqmyxJ3P72q7jt2iuQF+m15mQCoWh8Fqz1HMAffu6zfOFP/4wBL3Oktb19zoSiiUzuKisqqKiIM5hIMjA4OGLbwOAgR4+fAOCyLVvGzR9asXwZq1as4ERrK6+98cakhaKApYXvh11uR5fx7OgqHKgRXVFspsbhtg2dNgzY7onB9+b2A11PpieTZWdnL8cHE+QME1kUiGkamiS59nqiSFhVCCsy7b19/Hz7Tp59Yzf9qfS4+xCPRblk/YVsXrcGTVURHZuzqyuoDjcSVhQaYhHqIuF5W7kmCAJ1kTC14RDLKuI0x1O0J9O0pdLEaqp5z3Vv444b3sG+w0d57o3d7DvROu5z7TvRyr4TrfzXzx5ly5rzeMva87no3LNm781ME5IoUhcJE1IU1EyOwUKBl1s66MvmuXRFE9Xh0FzvYkBAQEDAEqY1keK19i7akilwoELXqA7LCEDJsimaJh3pDG2pNJG2TppiUdbUVbOsIhYUPMwSJdPi3t0H6MvmhkSiqpBOWFVm9HV3Hj7GV354D+nc6K7wO95xNXe845ppC5hWFZk//ugH+Je7H+DZN/cM3W7bDl/78QPkiyXedfmWKT23KAo0xSMUTJOeTI493b3ENJWaGRyDKZ79XN6zoJtv9nO2l8FqM5xLNBXJ8aWWdg72DVAXCXnHZWjRikQAqiyxLB4DoC+b57W2TgRgbSAWzTv29/TzzLEWiqZFXTiEIomosoRZLPKVu+5l7/GWUz5+z7ET/P6/fIvPvO9GLr3wAsKKwkAuT7JQ4sWWdtpSabYsb2RZPBYUTwQsGEzLojOdpS2Zojudoz+fJ1cyXOcrwe0WiqgqFaKIJIAoigi4FpyKJKHKIqokIXmCkY9hmvzoyWe5d9vzWLY96nUbqiv5zG03svHc1RPaz03nncO//v5v84NfPMkjL75CeXuHaVn88PFtvLB7H597/02cs6zpDD+VgICRzMrs5raPfGzE/x3gH/7fVyf2YEHgvh98b/p36jRYtk06kwVAVUYOG48cOz70++pVq075POesPosTra20tXdQKBTQ58huL2Bh4GcAybj/ljzBaNCGjA3VIlRJ7uRrOinY0GK6FhEaIOJOmDRcyzmfdLHErs4eDvcPkvACLmOaSkM0jCgISKJISJYJqTKZTJanXtnJtu27ON7VPebr+qxoauSyTRs4b/UqcByqwiGWV8QIqwqVumsvNxsBxdOFIAjUR8PURtz30ZxI0eF1GPUVTFauPovfXb8Wq1Dg+Tf3sG3HLjr7B8Z8LtOyeGnPfl7as59oSOfKi9bztgWWZyQIAjFNRfVCHftzeQ72DTCYL7BleSNnV1fOW/EvICAgIGDxYds2u7v72NnZw0C+gCyKVIdCqJJbLRpS3IUC23HIGwa5kkHBtCiYJof7BznSP0iFrrGiMs6aumrqopFFZzM1X8gbBvfs2k+yUKQhFkHyciJnspLdcRx+9txL/O8jvxyymvEJaSqfv/1WLls32jLmTJElic/fcSu6qvL4qyNtZ771wCPki0Vuu+aKKT23Kkk0xyOUTItjA0limsrW5c0z9jmKAqgOFHC7i0xxbu3nTqbLhjwjC+MmO6ze39PPq62dVIV0t8NN15ZEh4UqSzTHYzhAvycWiYLABfU1gVg0D8gWSzx26BityTQRVaEx5lqnxnWNnQcO8Y37HiZbKIx63Ir6Otp7+0ac89K5PF/8/t3ccPkWPvme6wlXxAgpBRL5Ai2JFP3ZPOsaatnYVD/jwn1AwGRxHIdEoUDLYJrOtGubmSoWMb0uOs1bm6gJh5BEYahbSBZFVMkVhFRZQhHFU667HGxt5+v3/IyW7t5R2wQB3vvWy/jIO9+GPskO6JCm8us33cAVGy/k6/c8SEdf/4jtxzu7+T///m1uvfqt3PGOa1CXwPUnYHaYlSNprGbWifrdCbPjjDeKtvZ2TC+cbFnzSIW2o3O4jbC+tvaUz1NXtr2jq4uzzzpr0vviOA6l0tgWXUsRG7CQcBBwAGuOjpGZRsYVbEQEDMBAoNuGpO1QhUUUh+lYkkgg0OOdCnQc12oOB9lxv6d5w2Jfbz+H+gbpyeRwgIiqUBcJIXntt7osEVJkHMvi5T37eeaNXew8coxT/WkkUWTd+edy5ZbNVFbEkQSB+kiYxlgYVZapjYRoiLqdKAC2Y0/8xDGPqAnrVIU0mmIRGmJhOlIZOlJZWhNpQorMNZdewi3XXMGxjk627djFc2/uGTfPKJMv8OhLr/HoS6/RVFPNNZs3cM3mDTRWV415//mGKok0xMKokkh/Lk9fNsdTR07Qk8mysamOsBJMMAICAhYeVpmdqDUBa9GAuSNvGGxv7+ZA7yB50yQky24ngFfsElEVIqoyonhBlyUqdI28YXqikUnBMskbJru6etnb3Ud1WOesqgrOq6mkIhTkGU0XmVKJ+3YfIlsyqI+GPZFIR5clZso9vVgy+Pf7HhzR1eOzrK6G//vR21leXztjry8KAr9963sIaRo/e+6lEdu+9/MnyBWKfPj6a6dULBRRFBpjEVqTKfb39BNVZNY31iNNU1fUyShAAZGc45A2LCJzNJA3DGPE72kE+pFRvf1RHMebU078OTtSGZ44fJyIqqBLIlFVJazIM3ZczDdUSaQ5Fh3KaX2ltQPHcTivrio4/80hb3b28HJrJ5btDF3bdFlCE0T+98FH+eVrb4x6jCgK3P72q3n/tVdysLWdf/7x/aPsrh596TX2HDvBFz54Gysa6ggr8lB20attnbSn0lyyrIFlFbHg7x8waaZrHF00LdqTadpTroXcYL5AwcsIkrwioLimIYmudZzo/SiefZzfNTTWNXGsc3uxZHDXL7fx4HMvjyoqAVheX8tnbruRNauWj/scE2HtqhV89Xd/nR8/8Qw/febFEa9l2w73bnuel/bs57Pvu5E1q1ZM6TXmOzYOeD+WbQfr42XMxLhjVjKKbv3Ix5jK5cLBzUe5787vT/MenZ5vfPs7PPbkUwD83m//Fm+76sqhbf/zw7t44KGHAfjnf/z7U3YVPfSLx/j2/7odUX/+R/+HSzZdNOF98L0GA05CFEnHqkg6AqooojsWqiiiiKJ3wp+YveCCQpIRVA00zf3XsbHTKezeLpx8bmrPKQhIK85GqqjEKRZxjBI4Nk6hgG0adOSKHEvn6C2UsBwHVRQISRKyKLhikii6QZgC7D3WwnO79/H6gSOUPIF1PCLhENdeegnrLjgPWZbRRJFqXaFSkVFliWpNpUpVZmzSOpfYjsNg0aAnX6S3UKSvUMJyQJdEKhWFClXGcWzePHyc53bvZcehYxPKMzp/eTNXbFjL5WvPJxKa/12LjuNQsGwSJYO0YWE5Do1hjbWVUao1dfF9fwPGpGBa9BVKxBSZiCIF1fgBU8ZxHPKmRX+xRESRqVAVpOA8ElDGYNFgXyJNZ66A7UBEltBEEQEHRRIJSRK6dOqKUR/LdijYNkXLomDalGybom1jOaCIAlWqwopoiKawPuHnDBhNpmTwVGc/hm1TpSqIgkCFKqPM4LWiJ5Hkaz95kJae0VXBF593Nr910w2EdW3GXr8cx3F44LmXufeZF0dt+5Utm/jor1w7pQVZx3HoKRQZKJrEFZkLq6Isj4anY5dHIwiI1W7RpNXTid0/+nOddWQV5fy1YNve/KcIk1xwyhgGT7T3ARBTZHRJJK7IS/K7XrJsegslkoZJVJa4sCrGymhoSX4Wc0mmZPByb4KBokFYlghJ7rpIRJbo7OnlGz99lK6BwVGPq6uI89u3vIvzlzcP3ZbNF/jOz3/JK/sOjbq/Ikt85LpreMfFGzEdh5Q3l8tZNpoosioW4vyKKCF58dovBswPHMchUTTozhfpL5ZIlkxypjVUjqCJIookIAsCAgIiDqK3XqiIAorXOSRNce1w34k2/uvhx+gZHJ0hJAoCN751KzdfeRnqNFsUH+3o4r8efpzWnr5R2wTgV7Zu5gPXXoG+yDr8HMeh17CJyRLVEqwysnO9S/OOBZlRtJA4duIETz7zLOB2BF35lstHbC8Wi0O/q6dpH1TKTgzljwuYOrbj8Hz3ADlzpPenJAhIAkiCiCx6FwBRQBFFVK99VPPEDV0S0b3KAUkQ3FZT5rHAZJk4eRNMA0wDQdWQKqoQw1GsRL878TImPskRwhHklWeDrGDnMmA7OKZBfyLF4XSWrlyRkm0jCQJhWUIR3c4mSRDQJffzbOvp5bld+3hx7wFS2dOLVeeftZJrL9tCTU01ojdwrdVVwrJEWJGp0RRii3ySJQoCNbpKlaZQV9ToyRfozZfoK5boKhRJGAZVqsKm887mkgvOIZsv8NK+gzy/ax8H2zrGfd6DbR0cbOvg+49tY/O5q7liw1o2nbt63oYbCoJAyGvjVkWDpGHSmSuSMUwuqIiyMhpelEJhgEvRtNg9mOZEJofluINaXRKJKjJVqkJtSKVaU9E8C6iAgJMxLZveYonefJHBokHKMCl4obOiABWKQnNYZ3lUX/TXlYDxsW2b9lyRg8kMA0UDEYgqMooguFZTnkCkiMKkjhFJFIiIEmFJxFTcwoeCaVGybUq2Q2+hRE+hhC6lqdVUVsZC1OkaqhSI4RMlWTJ4uqMfy3GGRKJKVZ7RgoLdx07w9fsfIZMfbcn0vqvfws1XXjar1yRBELj1qsvRVZU7f/n0iG2PvfYG+VKJT7/n+klb9wqCQI2mUbIdkobJ8XSeiKJQpc3AopLj4BSLiJGoW+gmK+5cZg6RV58LgoBTLIBlTVokKlk2z3QOYDlQ5R2TS/k6o0oidbrbm5UyTPYl3CzaQCyaHWzbZl8iy4Gk+7lXqQoiDrokEpYlHntlO3c/NXZmyuUXXsCvvesdo8TvSEjnc7e+h22rd/ODx7dRNIaLQA3T4n8efZJdR0/w6fdcT3VIR5csUoZJ2rA4mMzSXyhxQWWUpnDQXRswPTiOQ9Gy6coX6SsUSRQNMoaF4fU8yIKAKgrEFRlRYGhdTxSG1wNl7/czPS/likV+/ORzPLF955jbVzXU8xvvvZ5VjfVn9DrjcXZzI3/7ax/mwRde5YHnXh7x3XaAX7y6g+2HjvCpd1/P+tUrZ2QfAhY/syIU1dbULJiBQiaT5ctf+1dM00QUBH73t35jhNgDUCrr8jndQmz59uIU2+NkWWbt2rVTeuxiJG9ZtLT10pHOUbJMfH8z23FFJMdxsB3IWTa26WDZzrj2dAIgiyKyJCKLohvyKEmokoQmuz+6LBOSZcKKTEiRCSsKmuxWv0uiOOsL2jZ4VnQ2hiIj1DWi1tVTiU0cm1MdkTbQj8QAIiKg4pARJQ709HBiIEmqWEIUBGKqQqUsu8KbKBJSZEKKQiKV4pk3drNtx07ae/tP8UouYV3jhisv57xzzkaSZSRRoDYcojEWQZNlasI6DdEIkUVW8TARGoELbJvuTG6oRbornaUzXyRl2dRHQlTXVHPT1W/lvVdezon2Dp7fvZ/n9+ynq390RRi4eUavHjjMqwcOEw2FuHLjhVyzeSMXrJy/eUZxxyFeKNGXzZEsFnlzME1BUrh4WQMxbSqxwgHzlYJh8nJrJ/t7B7BsmwpdQ5YETMvBtG0SJZPeQomDqSyKZ+NSHdKoj0ZYVhGlUtdQJWneHssBM4PjOAzmC7Qm0nRmsvRn86SLpaHrun+djmoSAlCwLNKGwZ5EmsPpHHWREOfWVnFWVQXhGVrMsyyL/j63sq+mthZpnor0S4WSabOrq4c9Pf2kiwaqJFHrBXmLgkDYyx9SplG4cRyHommR8+zp8oZJwbJoyxVoyxWo1DWWV8S4oLaK2mg46KA8BV3pLNtOHAEB6iLuZ1UbDiHPkNDmOA4/ffYlvv/oE6OsY8KaxufvuIWta8+fkdeeCO9/x9VUxGP8x/0PjbB0fnbnXkzb4ffvuBVlCtX7Skjn2ECSrnyRGtNheWP1jIzHDSCFQ7S2jpra6jmxnzMMg/379yMtX4Wo6eiCgxiNupbbFfEJP49t29y35xB5y6I+EkGRxCEr7qVMBAhFTNqTGQbyBQ6l81RUVnBeTVUwZptBerM5njp0goF8gQpdJSwrSJJIha6Sz+X52k9+xpuHj416nK6q/MbNN3Dt5o2n/Pu896q3sOmC8/inH93H8c6RecOvHzzC8a4ePn/Hraw/exVVlsVArsBgvsBA0eD1vhTn10lsam4gHsznAk7DyeNoB3cs0JbK0JPJMZAvkCsZruOUACFZJqqp3nrccLbQ8Fqe6FrICWcuDJXz+oHDfPP+h+lLpkZtkyWJD153NTdf9ZZZKdb96Luu46rNG/n6vQ9y+KSC4t5Eii/+8F6u37qZX333dUT0+e84czpsx0FKZdB1jcpomA0NZ8/1Ls0b9u3bNxSbM13MivXcQsEwDP7qi19iz779AHzo/e/jjttuHXW/b373v3n0l08A8B9f/X80NTaO+5y/eOJJ/uM73wXgj37vd3nrZZdOeH9867npbCFbDOQMi8dbu+jJ5rFsm4giYztO2Q8j/g/uJNDBu9123ImW4P47JC7hbrMc78d2xvQaBbczRBa9ziVJRBHdoDtNltAkGV2W0BWZsKygqzIRRSasKiiS5D3uzCvlLQeKDpRwJ2EOEBGgVoSYODqQtWRDi+kGt4qWxaHuXo729TOQzeMAUVUhrChDF1tdccUxyzB5Yfc+tm3fyd7jLafdL1EUuHTtBbzlkk1E4jFsx/X3b4hGqI+E0RSZ+miEhmgYJVhMA8C0bbrSWdqTKdqSaTrTWRzHIawqNETDVOoahZzbtRWORDjU1sG27Tt5buce0rmx84zKaaqp5trNG7hm80Yaa+ZnnlHeMF0v4VyBomWxLB7j0hVNLK+IBZPMBU7RNHmppYO9PX0Ylk2lF/YsCgJhr1K8ZFoYtoVh2RiWjWk7GJYbHO+fhcOKTIWuURsJ0xyP0hiNENXUJb9As9jIlwxakynXXzyTY7BQoOj5i8uiQEhW3G5gb3LoVwz6E0PbcciVDPKmObRwbzsOEVWhOR5lTV0NzfEo2jRaQVi2RU+3u4hS39CAJAbXtrkglS/ySlsnh/sHKFk2EVUhqiiIooDsic8R7/8zie045A2TXMkgZ5gUTTfPqGhZSIJATTjE6uoKzqutpjLIMxpBayLFQ/sOI4kC1SEdWZKojYRmTFgrlEr8+71j5xEtr6vlTz5+O8vqTp1HO1s8++ZuvvbjB0Z1Blx8/jn88UdvR5uCyDOQy3NiMIUgwJZlTWxa1jDtn7XjwICXe1onQp00eo4y05RKJXa3tiMvPwtNcFAEER2QJrkfP99/hEP9gzRGI8iSSG0khBrMZYYoGCZtyTQD+QLVIZ1LVzYHYtEMYNk2zx9vY2dXL7IoUB0KIYqCN07WeX3/Qb5+74NjOn6ct7yZP/jgbTTVVk/49UqGyfcefYKHnn951DZBgA+87SrueMc1iKJApmTQn82TLBQpWhb10TCXNDeyuqYyKJAIGBM35yzHvtYOegslsrZDqljC9K51muQWhCnSSFFI9hyDVMldh1PEmbP6TWVzfPehx9i2Y+wuojWrlvPZ993E8vrZHy9Yls2Dz7/EDx/bNmYERE08xm/d+p45LXiZDhzboSWVoTqksyIe4ZpldXO9S/OGmdANAqHIwzRNvvwv/8orr28H4Pq3Xctnfv3TY973v+/8IT99+BEA/u3LX2LF8mXjPu9Dj/6Cb3/PzViaakZRIBSNpFwoAqiPhMa9rzOOeFT+44y6jRECk3+bLzaV/1v+OF9cshyb8b5VkigMCUWK6FY6aLLbwaR7VdF6WedSRFW8C6N78ZNOapd1HDBxBSO3y8httY2LUCuA7glGCQvaTJvuVIZDnd10JFJYjkNIlomoCornoa9JEiFVRkbkzUNH2LZjJ6/uOzihnJzzljdz7ZbNrFi5nKLlxs3FNZXmeJS4rhFVVRpjEarDoWBRZBxM26YzlaEtlaY9mabLE4wiqkKF7FpbxGLDwolhWmw/cHhSf6e1q1Zw7cUbuWLDhUTD43935gLTthnI5unP5UmXDGKqykXN9axrqEMLvK4XHCXT5JW2TnZ39VGyLFcgkmVEUSCkKMQ1dUSFuOM4GLZNybQoWTYly8KwLEzbxvTEo6JlUfKOc0kUiKkqVSGd+miE5RUxL+R86VrALDRMy6Inm6ctkaIrk6E/VyBTLA1lVOqKjC5JyJ5N7JCNxEmhs/Koa6NDwbTIGQa5kkHBNCmYFnnDRAAqQzorKmOsqa2Zlu6OQCiaW1oTKV5r76ItmQIHKnQN3ROjNUkioimE5ui8YNq2K1waJjnDpOCJRqZto0oS9dEw59dWc1ZVBRFVWdLnrqP9g/z8wFFUWaJK11BktxNspooBuvoH+eL37+Z4V/eobZddeAG/d/sts5ZHNFFe3XeQL9/5Ewxz5HjvwrNW8mef+NCk99dxHDpSWTpSaSp0jctWNHN+XfW0H4dp2y1UqxagTgZ1lg/zVKnEcVsC0ySkKuiCOOl9eOFEG6+1dVEfCaNIItXhECElcPE/mbxh0u6JRTUhnctWNnNOIBZNG+3JNI8fOkaqWKIqpBOSZWRJoFLXEXD4n4cf5+cvvTbqcYIA77v2Sj543TVT7nZ4bf9B/vUnPxtTgFqzajm/f8dtNFRXYlg2g7k8g4UCqUIJRRI5v7aai5c1UrkAsnQDZpai6Z4j2pJpejI5BvMF8p7AIQoQVhRUSRrqFhouCBt2/lEkadZcfV7YtZdv/fTnJDOjM3E0ReFjN7ydd71l65wXLrb39vPv9z44bmH3NZs28Kkb30k8MkOZhDNMIBSNTyAUzRCGafJP//Z1XnrVvai+7aor+dxv/gbiOF/2Bx5+hP+584cAfPGv/oI154+vzt51z738+L77AfjqP/wdZ5911oT3KxCKxmYyQtFUGS0ejSM22SeJTmM8flhYAofhLiZfXBrqYrLtcc0Y/O4lWZS8llrRs8eThwQmRZbRVIVoOIyuqShAXHTozhU50DfI8b5+8iVjyNJJk0RET7TybfWOtHWwbccunp9gp0p9VSXXbFrP5vVrMUWZgmkiCQLVYZ3meAxdlqkO6zTGokSX+ALIZDAsi650ltZEmvZUiq5MFhwISSJNFTEqQ/qowUgml+f5XXvZtmMn+463nvY1ZEliy5rzuPbijVxywXlTsi2ZCRzHIV0s0ZfNM+jlBJxXW8XW5c1UhYPJxULAsGxeae1gd1cvRcuiQtcIe4u2IUUmpmkTtnyyvM6i0tCPjWnbnoDkbiua1pANmS7LxDWV2kiIpniUpliUuKbNmGVRwMTxv9utiRQdqTS9XsWp4VUMqpI4VBjhZwe6FYPC0KTQ/XdyHbm27ZA3/e4Og4JpUSjr7qiNhDi7uopzayqpDOlTuk4FQtHsY9s2u7v72NnZw0C+gCyKVHg5QP65JqqqqPPo2mZY9pB4mTctiqY5ouOtKRZlTV01yypi09rxthDY39PPLw8fJ+R1jvp2gTPV/bXj4BH+6a57R+URCQJ86Lpref/brprxzrOpsuvIMf7+f39EoTQy6+fc5c38xSc/POlFINO2OTGYpD9XYEVFjMtXLqMpHp3OXcawYRAIAfWyW9A2W1g2HDIdSpaNk8sRj0UICeKkupr29vTxy0PHqQ7paLJEVUgnGthpjcsIsSgc4rIVTYFYdIYYlsW2oy3s7+lHlSWqvW7UiKoQ1zVaunv46l330dLdO+qxNfEYn7/jVjacc9YZ78dAKs3X7n6AnWNY2oV1jd+57b1cuXEdjuOQLRkM5PMk8kUKpkVtOMTmZQ2cV1MdjMuXCLbj0JfJ0ZJM0ZXOusWgxRK247gFYbLsRToIWKaFiIOm60PWcb5bgDyD3ULjMZjO8K0HHuGlPfvH3L7x3NX8zq3vnVduLbbt8OjLr/G9nz9BYYzYk4pImN+4+d28dcPaBXc+DoSi8QmEohmgWCzyj1/9Gm/s2gXADde9g9/85CdO+cV55fXX+Yd/+mcAvvDZz3DVW98y7n3/5Zvf4qlnngXgru9+m9Ak/CEDoWhsZkMomgoj7O3GFJTc+1hjdDE5YzzecZWlodscB9ce7yRxabz8JVEQUGSJomG6YpDqZSvhWrD4XUu9g4Ne7tAuugfGzr4pJxrSuWLjOq68aD2xykoG8nlM20HzKmMbohFU32ouGgk6Qc4Aw7LoSGVoTaQ43jfAoLcoENVUGqJhKnR9zGqarv5Bnn5jF9u276Szf+C0rxMLh7hi4zqu3byBC1YunxcDh6Jp0pfN058rUDBN6qNhti5vYnV1ZdCRNk8xbZvXWjt5s6uHomkR19ShCvmwIhPT1DO2m3QcN8/I7zgqWRaG6YlGto1l2xQ98QgYmkRX6hoN0QjL4jFqoyHCSiBczzQly3Lz15JpujNZBvMFcoZfMegu5GtexaAoCIiigCgwYmKoStK0Vuj53R1ujszI7g5NlqiPhLmgrppVVRWTOkYCoWj2yBsGr7d1sa+3n7xhEpLdc4ssCoii6NrNqcqcV3aeCr/jLT8kGg3bJAq4HVErKuOsqauhbgnkGe3s7OHpoy1EVYWYpqIpMjUz1H3uOA73P/0CP/jFk6PziHSNP/jgrWxZM//tWQ60tPE33/0h2cJIoWtlQx1/9amPUh2PTer58obJ0YEE2ZLBhfU1XLZy2bTmRDoODDpuVups28+dMCDlONjZDNg2tbEo8iTO0W2JFD/de4iwqhBTFaKaGnRFTIC8YdCWTDOYL1IbDnHZymbOrq4Mxl5T4Gh/gqeOnCBnGFSHQ2jeInplyF1Qf+TFV/mfRx4f1WkIcPm6NfzObe+d1i4C23Z44JkXuPOxp0ZZYQJct2Uzn77pneiqiml73UX54lAW8rk1VVyyvJGaeeZsETB9DObzvNraybGBJEXPCUIRRXRFHrKPFr1OIcnLFrJLJWRBoCIem9MxnOM4PLV9J9996BejiknAzS785Huu57qtm+ft+axnMME37nuINw4dHXP75evW8Bs3v2vSY4W5JBCKxmfBCkX/9q3/nPqDBYHP/cavT9/OlJHJZvn7r/wT+w4eBODWG9/Lr37og6d9XP/AAJ/67O8CcOO7buBTH/vouPf93P/5Y1rb22lubOQbX/1/k9q/QCgam/kqFE2VIYHIHquL6dRdTSMe7wtMtte5hBtWKQmu4CAJAmFZJqQqlIpFt/tk+04Otrafdh9lSWTLmvO5dvNGLli9kt5cgWShOJRt1ByPUhnSCSsKjbEINTNoFbIUyRsl9re00ZMvMmg69Hot/zFNpSEaoSKkjbmg4jgOB1vbJ51ndM3mDVyzeQNNNRP3r54JbNthIO9a0aUKJXRFZkNDHRc11xNSpj9wOWBqmLbN9vYu3ujooWCaIwSikOJ2+MxkHpnt+F1HnnhkWhi2m3Vk2TaGbVM0TUzbPWeqkkRMU6kJh2iMRVgWj1Kh6/Om82Ah4jgO/bk8LYkUnekM/dk8Ka9iEBjqfPUt5IZCZ0XR9RX3beRmqWLQcdzq8rxhkPWs6YqeVZ3tuNe1pniUtXU1NMVjpy14CISimac3k+PVtg6ODSSxHIe4phJWFQTc73RUU4eyzxYSI/OMDAqGm802lGcUCbG6qpLza6um3PE2n3mttZMXWtqJaypRVUFXFKrDM5PblC+W+Ld7fsYLu/aO2raivo4/+fjtNNfWTPvrzhTHO7v5y+/8YJQdTmNNFX/9qY/RUF05qedL5AscH0ziOLB5WQOXLGuc1mt3xoYcUOXZz2mzcCj3WtBlgYZNPpPByeeor6ub8Dl6MF/g7jf3IQoCVWHX5qs6vPi+hzNFzjBoT6QZLBSpi4S4bEUzqwOxaMIUDINfHj7B0YEEIUWmUnfnezFNJaappLI5/u2en/Ha/kOjHqsqMp967zv5lUsvnrHP+2BrO/90131jFpouq6vhCx+8jbOXNeE4DjnDZCDndhflTZOqkM6m5nouqKsJcr4WCY7jcHwwyevtXXSmMgiCMDQHlAQQRXFozKZIEqrsFYR5x2c2kwEgEo3O2TmiN5HkP+57iO0Hj4y5feva8/mtW95NTUV8lvds8jiOw5Ovv8l3H3psVFEJQETX+dSN7+RtF29cEOfkQCganwUrFN36kY8xlUPP96i/787vT/MeQW9/P3/7pa/Q0taGIAh87I7bue2mGyf8+N/74z/hRGsrNdVVfOtr/4w8hkVEa1s7n/ujPwZOLyiNRSAUjc1iE4qminOK7CVnKC/JFYxCsowkOGzf7+bZbD9weMwKoJNZe9YKrt28kcvXraGEQHcmS84w3QlTSGdZPEpIUagMaTTGosQ1dUFcaBYa/iKkYdsYepjOdJa2RJrebA5BcDuMGqMR4vrYghFMLc9ozarlvO3ii+Y0z8i3LujL5hjIF7Edm7OqKti6vJn6aDg43uYQ27bZ3tHNjo5u8oZJTFOJKgqCKLgWcLo6J5M/v3PTzTryBCTTxPKsn/yOpKJpDo0zwqpCha5RHwnTHI9SH40Q1dQFt+g8W+RLBi1J10KuJ5MnkS8MVQzKokhIllBlGVkQEMTyikGvU8jL5psPn+9E8oxWVsa4oK6WusjYRRCBUDQz2LbNkYEEO9q76cpkkQSBCl1DkyUEwT3PRDUFTZIWxbXglB1vkkTdIsszeuF4G6+1d1Hp2ZOGVYWqGRLDOvsH+OL37+ZEV8+obZevW8Pv3X4zIW1+5RFNhPbefv7y29+nL5kacXtNRZy/+fRHWVY38WBtx3HoSmdpT2WIqAqXrWhmbX3NtP09fPs5HWiYBfu5nA1HTVAAEZtsfz+YxoTP0QXD4K4391EwTGojITRZojYSnhfXrYVEruR2FiUKReojYS5b0cRZgVh0Wvb19PPssRaKnmWbIomoskxlyLXm3HHwCP/6k58ymM6Meuzqpkb+4EO3sqJ+5hdSc4Ui33rgEZ5+Y9eobbIk8fF3vYMbr7gMQRCwbJvBXGEouwhgdXUlW5Y3UhcJ5nQLFdO2ebOjh93dvSQLRVRJJK65x6kgQEiRy7KFxi4IcxxnToWi01m2xSNhfv2mG7hy47oFd5wOpNJ884FHeGXvgTG3X3z+Ofz2be+lrrJilvdscgRC0fgseKFoKi80E0LR8ZZW/vbLX6Z/YBBZlvncb/w611x5xaSe45HHHuc//+d/AfjALTfzkds/MGK7YRj8zZe/wq49exEFga996R9ZuXz5pF4jEIrGJhCKJo5tO+w5doKnd+zihV17yRWLp31Mc20N127ewNWbNlBTWUFXOkNfNo9h2yiSSH0kTGMsiipL1EXCNEYj6EGY64xy8iKkaTueJZ2bYdSbzQ9VmDXGIsROs8A95TyjzRu5ZM25KHOQnWBYFn3ZPAO5PFnDpDqkc/GyRs6vq170tjzzDdu2eaOzhx3t3WQNg6jqVoKLooAuS+7kYJ515/j5IOVZR4bldh6ZnnhUtCwMyxXQFVEkqqlUhXSv6yhGVVhfNAvSk8G0LHqyOVoTabrSGQZyBTKl0pDI5lrIuWHKkjAcOquU2cepXujsfP/sbNshZxrkS+boPCNRoDYc4uyaKs6tHplnFAhF00vJtHizs5vd3X2kiyU0SSKuqW5HmigQVhQiqjrhrLOFxug8o2FrupF5RjUsq4guyDyjp46cYFdXL9UhHV2WiGgqlbo2I+eI7QcO80933TeqolYQ4MO/8jbef+2V8/7cdCp6BhP85bd/MMpquCIS5i8/9VHObm6c8HNZtk1Lwh1XNseiXL6qmeXTVDnt289ZuPZz9TNoP2fZcNB01x40QMQiOYlztGXb/GTnfvpyeRqiERRJoC4SDtwSpsgosWhlM2dVVSzo791MkSmWeOzQMdqSaTd/SNMQBYjrGlFVwbQsvv/ok/zsuZfGfPxNV17Ox254+6zP1Z7avpNvPfDImIvsl1xwLp/7wM1URiM4XhftQC5PolAkZ5hU6BoXNdaztqFmQV7PliqpYpFXWzo51D9IybKIKApRTfFyRl0r4MgErYDnUijq6Ovn3+99kD3HWsbcftVF6/n0je+kIhqZtX2abhzH4fmde/mvn/2cpOdMU46uqvzqu6/jnZdeMm/zGQOhaHwWvFA0WWaqo+h3vvCHdHR2AXD7rbewYd2Fp31MJBzh7LNWDf3fMAy+8Kd/TktbGwCXb93CWy69lHg0SndvL7944kmOnTgBwDvf8XZ++1O/Nun9DISisQmEotPT2t3Lth07eXrHrlFVhmNREQlz5UXruXbzBs5d3kzOMOlIZUgWCtgORDxLueqwTsj7vTay+H3z5wvjLUIWTHMoA6QtmaYv5wpGcU2lYQKCEQznGT29YycdfRPLM7r5qrdw2zVXzPpAwnYckoUifdkcyUIRWZS4sL6Gzcsap9VLP2BsbNtmV3cvr7d1kSkZRD2vflFwBaKYpi2oTDLr5Kwjy/Z+LK/7yKJgWkP2aW7OkkZdJERTLEpTPEpUUxfVedBxHFKFEi3JJB0pt0ggWShieh2oqiShe91AkpcrJAgCsigOiUK+QLTQF4BMf6HeMMl7lmB503Az+bwcvvNr3TwjXRYDoWgaSOWLvNLWyeH+AUqW7eYNKa4ILUsiUVUl4v1/qVDe8ZYfI8+oMqSzoiLGBQskz8i2bR4/fJwDvQNDVfJxXZuRjnTHcbh32/Pc+diTnDzbjeg6f/ChW7nkgvOm9TXnisF0hr/89g9o6R7ZMRXWNf7ikx9mzaoVE36uomlybCBJqljigtpqLlvZPG2ZPL79XKUA9TNoP3fUgKwDIUASQHUseidxjn54/2GO9CdojEaQJZG6SGhGLXSXAuViUUM0zGUrmlkViEUj2NHRzUst7di249m4C+iKTJWuI0sibT19/NNd93HMW8cqpzIa4fduv5nN5587B3vu0tk3wD/96D4Ot3WM2lYVi/J7t9/MpvPOAdwxeLJQZKDMzn5VZQVblzfSEIsEx8U8pjWR4rX2LtqTaRzHIa5rhGUZQRRcK2BVIaTIk/obzoVQZFk2P3vuJe56fBsl0xy1vSoW5bdvfQ+XXnjBjO/LbJHK5vj2g4/yzBu7x9y+bvVKPvu+m2iqndv4gbEIhKLxWdBC0WTwTwszJRT9+u9+nt6+vkk9Zt3aNfz9n//ZiNt6evv4my99mbaO0RdDn8u3buUPP/eZMa3pTkcgFI1NIBSNTSKT5dk3dvPUjp0cbe887f1VWebSCy/g2os3sOm8cxAFgcFCka50lmzJ8BYgNJbFY0O2TI2x6IxVfAaMz+mq1QuGSXvKFYvakin6cwVEQaCiTDA63d/McRwOtbazbccunn1z92nzjN664UI+f/stqHPQTZYzDK+7qEDJslheEeOyFU00x2PBsTkD2LbNnu4+XmvvIl0sEVHcwHFRFNxKf11dFBWAjuMM2dL5WUcly8K0be/HtbPzLdYkQXBDrXWNhmiEZRUxasKhSU+O5pKSablCcypFTybHQL5A3nAnS5LgLlBokoQsCoiCiCj63ULDnUJ+KO1ixc8zOtmaLmcYOH6eUSxCgyJSq6ssa2oKhKJJ4i86tCVT4ECFrqF7eUOaJBHRFELywvlezRQTyTM6u6qS8+ZpnpFt2zy8/wjHBpNDC+9xL2tjuvfVzSP6KS/s2jdq28qGOv7kY3fMy4WQMyGdy/M3372TQyct0uqqwp98/A4uOvfsCT9XqlDk2GAS07LZ3FzPJcubp6UQxLAhgdvlUy9DxQxcOrpN6LFdiztJcMUix5l41+dzx1rZ3tFNfSSMIonUhEOBc8I0kfXEomShSGM0wmUrm1lZGZ9356rZZjBX4LFDR+nO5FwbZ68Lo8Kz5QT45as7+PaDv6BoGKMeX96xM9cYpsUPH3+K+59+Ycztt17zVj58/dtQvPNJviy7KGsYxFSVDY11rG+sC7538wi3WLCPXZ09DOQLyN7xqUoiopdJG1HVKReKzbZQdLyrm6/f8+CYoibAdVs284n3XE90mook5huv7D3ANx94hIFUetQ2VZH58PVv48YrL5tX87tAKBqfBSsU7d43epA+HoePHuN/f3gXAnDF5Zfxzuvewfq1a6d1f6ZLKAIolUo8+sSTvPDyy3R0dpHL54lFo5x79mrefvXVvOXSrVPez0AoGptAKBqmaBi8svcA27bvZMehI9j2qb/OggDrzz6Lazdv5C3r1xLWNUzbpjudpTebo2TZyKJIbSREcyyKJkvUePZyYVWZpXcVcDITtTXKGwbtyQxtyTStyRSD+QKSIBDX3Qyj6AQXYyaaZ7R21Qr+5ON3EI+Ep/7mpohp2wxk8/Tl8mRKBnFN5aLmetY11AWhqNOEbdvs6x3g1dYOUsUSYUXxqr5Bl2ViurrordhsxykTjewh4ciwLCzbtYcqePlHgNdZpVITdruOmitiQ0Guc43tOPTncrQOpulMZ+jP5UkVS0MdU7oso8uuf7jo2ceJfreQPCwKyeLC7xaaKm53h0nOW6w/Oc8oqsicXVt1yjyjABfbttnd3cfOUyw6RFV13tlYzhdOl2dUHw1zXl01q6sqCCtzn2dk2TY/3XOItlSaeq/zqVLXiM5AN3BHXz9f/P7dtHT3jtr21g1r+dz7bya0SLuQ88Uif/c/P2LPsRMjbpcliT/6yPsnXBntOA49mRxtyTS6LHPpyibWNdSdcT7PTNvPpW04boIKyLgdS4ow8XH07q5enjxywrVEVNw8mKi6OI+VucIVi1IkCyWaYhEuW9HMiiUqFtm2zSutnbze0YWAQE1YRxRce9XKkIYkiqRzeb5x30O8uHv0epoiS/zqu67nPW/dOu8+vx0Hj/Avdz9AIpMdte285c38wYduo6nGFet9x4iBnNvFbjkOKyriXLq8iab47OfVBAyTLZZ4rb2LA70DFEyTsDc2k0UBscxe7ky7mWdLKDJMi3ueepZ7tz2HaY3O666vquQzt72Xi86beGHFQiWTL/C/jzzO46/uGHP7eSua+dz7b2JlQ/0s79nYBELR+CxYoWiyfPb//BHtHZ2EQiH+81/+mWhk7qsj5oJAKBqbpS4UublDx9m2fRcv7N5LvjjaC/hkVjbUc+3FG7jqovVDQXV5z15uMF/AdhxCsuxZyoXQZZmGWIT6iGu5EDC3TDb/IlcyaEulaU+maE24Ng9+CHhjLDKpEOzT5Rk119bwF5/8MI01VZN/Y2eI4zikiyV6szkS+SKCAOfVVrN1edO02aQsRRzH4UBvPy+3dpIsFD3LNddiTpNl4po6FCa/1HC7jlxbuqG8I9PCdJyhrKOSZ1kHIAoQUVUqdI36aJhl8Sh1EVd4n+lA7GzJoDWRoiOVpiebI5kvDnVDKaKI7oXLSuKwKCQJrm2E6glGqiQFwd3jYNkOed+arlQiWyxRtG0M20EWBWrCYc6pqeSck/KMljp5w+D1ti729faTN0xCsnt+KV90iE7Q0z5g4nlGa+traI7PTZ6RYVnct/sg3ZksDdEIsihQGdKJzEAB0mv7D/HVH91HrjAyk1MQ4GPvfAe3XvPWRf9dLBoGX/7BT3j9wOERt4uiwOdvv5WrN62f0PPYtkNrMkV3JkdDNMzlK5exqurMw66zNmRx7efqJNCn6atu2HDIcw/ScAUi39puIuPo1kSKn+495NrqqgoxXaNC16Zn5wJGkCmVaEukSRVdsejylc2smOdB6tNNTybLYwePMZAveJ1DCrIoUBHShjpodx05ztfufoD+MWzkV9TX8YUP3cZZTQ1zsPcTI5HJ8q8/+SnbTzoXgZuJ8lu3vptrNw+vcRVMk4FcgUS+QKZkEFEU1jXWsrGxPihYnWW6UhlebeukJZHC9P8dGQAA7UNJREFUchzimkpYkRFFcSjHNeR1fk8HsyEUHWpt59/ueXCURSu4Y4T3vOVSPvLOty/aQpLxePPQUf79vofoGUyM2iZLIh94+9W879orkOe46DEQisZnyQhF3/3BnTz480cRgI9+8A5uu/G9c71Lc0IgFI3NUhWKJps7VBWLctVF67n24o2sbmpAEAQcxyFRKNKVzpAuuvZycV1jmZe1EdNcIaE6WNSaV0w1KD1bMrz8otSQL7gkClTqOg3R8KQEI4A3Dh3hSz/4yShxsiIS5k8/8SHOX7Fs4m9qGimaJr2ebVbBtGiIRti6vJGzqiuDRe5J4DgOh/oHebmlg8F8gZAsU6G7XWial0GkL1GB6FTYji8cDVvWuV1H9pBtXcG7DUCV3AlWTShEYyxCc0WMSl1DPYPuLNOy6EpnaUum6cpkGcjlyZaMIQvfkCKjyTKKKCIKIIoiAgzlCfnikCQIwd93ChimxUAqRcG2sQWJgmWRN9w8I12WqI9GuMDLM1qqix29mRyvtnVwbCA5vOigKgi42VfTveiwFCnPMxqr460ypLOiMsYFtbOXZ1QwTO7dfYCBXJ6GaARJFKgK64SV6f0eOI7DPU89xw8ff2rMPKI//PBtc5rdMdsYpsU///h+Xti1d8TtggC/dct7eOdll0zoeUqmxbHBBMlCiXNrKrl85TKqw2c27zJtGMTt+qmXoHIa1p5sG45aUCjLJdIZ7lY63Th6IJfn7p373eNT1wmpcjAXmmEyxRJtSVcsao5HuXzlMpZXxOZ6t2Ycy7Z57ngbu7p6kUWB6lAIUXS7iCp0DUkUMC2LH/3yae7d9tyo8xnAuy7fwifecz3aNJ9HZwLbdnjohZf53s9/OWYHx7WbN/Kbt7yLkOaKsrbjkCrLLjJtm2UVMbYsa2J5ZSwYI8wgtm2zv2eAN7q66cvmvTUDbahoTJdloppyRvOV8ZhJoahoGNz1+DZ+9uxLQy4K5Syrq+Gz77uRtWetnLbXXGjkiyXu/MWTPPziK2Oec85qbOCz77+Rc5c3z/7OeQRC0fgsGaHohz+5h5888FME4PzzzuWLf/WXc71Lc0IgFI3NUhKKEukMz7y5m207dk0od0hTFC5ft4ZrL97AxnPORvK6gWzbpjuToyebo2h6XvbhEMsq3OrSmnCIBs+aLGD+MVWhyCdTLA1lGLUmUqSKJbdqTddpjIbdxboJDsiOd3bzt//9Q/pP8rRVFZk//ND75izw0bIdBnJ517agWCKsyGxsrGdDUz2hwOP6tBzuG+SllnYG8gV0TyASBQFVdjMk9CAfZFJYXmdRybJHZB354pFvWecLOWFFIa6r1EXCNMejQ+fjsboqHM+ioyWRojOVoTebI1UsDQlRmiShK64o5HcLCb6FXFm2kDJFH/GA0fgTXMdxUEJh8qY5srvDE+1imkpzLMqa+hqaYtFFb6tm2zZHBhLsaO+mK5Md6mz1OxL9RYfFbmE5F9i2M3Qc5gyDgmlRMIbzjGojIVbPcJ5RtmRw7679pIolGqJhRG/sOd25E/likX+5+6e8tGf/qG2rGuv5vx+7fcjiaClh2TbfuO8hnnjtjVHbPvHu67nl6rdM6HnShSLHBlOULIuNTXVcurz5jP6GjgMJBwygXnS7isQzPPw6TOi3XZFIFIb/9TnVODpvGNz1xl6KlkVdOIQqy9RGQsGC9CyQKZZoTaZJF0ss88SiZYtYLGpLpPjl4eOkiiXX3lCWkSW3gM//TnX2D/DVH93HodbR2SmxcIjPvf+mOZtrnQlH2zv5f3fdR0df/6htjTVVfOGDt3FeWcFh0bQYzOUZzBdIlwxCisza+ho2NTUE6xXTTN4w2d7exb6ePnKGie7N/WRRRBTFYbu5GXSZmSmhaM/RE3z93gfp7B8YtU0UBW69+q3c8Y5r5iRzeT6y73gLX7/3Qdp7R39P5/rzCoSi8VkyQtGf//0/sHuv68MajUT4/n9+c473aG4IhKKxWexCUbFk8PLeA2zbsZM3Jpg7tPGc1Vy7eSOXr187ol22aLr2cgO5ApYzXNncEAmjyjINsTD10UiQ6TLPOVOhyCddLI3oMHIFI5EqzxZrooJRXzLF3/33XRzv6h5xuygIfPqmG3j3W6aezXYmOI5DtmTQm80xmC9iOw5nV1WydWUTdXOQo7QQODaQ4MUT7fTl8uiyRIWuuQKRJBHT1SBAfppwHAfDHhaNSpabc2TaNqZlu9u82wFkUSSqKlSFQzREw1RoGt2ZLD2ZHIOFAnnD9deRvCwXVZKQPWFI8GzkfFHI7xoKrLxmjrEmuEN5RiXTXag3vO4O0+3uqArprKysYE19NTXhxZVnVDIt3uzsZnd3H+liCU3yFh0k9xgNKwoRVUUJrG1nhbnIM0oXStyzaz85w6A+GkYSRWrC+rRb37X39vOP3/8xbT2js2ev2Hghn3v/TehLOGPGth2++/BjPPT8y6O23fGOq/ngddec9u/tOA79uTwtiRSyKHHp8kY2NNWf0TkrZ0MGiAtuV1HoDE4FKQtOWK7dnAToAsgnvaXxxtGWbXP3zn305wo0RMMokhTky80yaa+zKF0ssbwixuUrm2mOLy6xyLAsnjpyggO9A6iyRFVIRxIEIqpC3Bt3Azy1fSffeuARCqXRtvIbz13N52+/heoF/NnkiyW+/eCjY4rXkijykXe+jVuueiuip/I6jkOqWBrKLipZNk2xKFuWN7CysiL4np4hbqd3J8cHE5i2Q0xTCSsKouA6DkRVZVassmH6haJ8scj//vwJHn3ptTG3r25q5LPvv5FzljWd0essRkqGyY+feJr7n3lhzHXIuerACoSi8VmwQtGefaMrvMpxcDBKBgODg7zwyitsf3MnAuAAkiRxz/f+Z6Z3cV4SCEVjsxiFoqnkDq1qrOfazRu5etN6airiJz2fTWc6S0c6g+NA3Ktijoc0IqpKYyxCTTiollsoTJdQ5JMuFmlLDncYZUqGKxiFNBqiYUITWCjKFYp86c6f8Oaho6O23XL1W/j4DdcNDfRnm5Jl0Zd1u4tyhklNOMSWZY2cU1s1K1Y7C4ETg0leONFObzaHJrkCkSwKyN6CbkgJBKKZxu06ssvyjvxuI2tIPCqY1gibhJAso3n5QaLg2cgJAnJZp5Aqichi0C00m5xugjsiz8jr7sgbJiXLQhZFasMhN8+opooKXVuwf7tUvsgrbZ0c7h+gZNlEvZBj/xiNqioRRZmza8NSpzzPKOtZ05XnGUVVhaZ4lLV1NTTFY2hT7HgbyOW5b/cBSpZNfSSE6B3j091B9+q+g/zzj+4nVxyZRyQKAh+94e3cevXizyOaCI7jcNfj27j7yWdHbbvxisv4tff+ymk/J9txaE+m6UpnqQmHuHzlMs6uqZzyPlkODDig4ApFVVM8NEpeLpGI+1yaAOoYb2W8cfSD+w5xbCBJY9TNZK2LhFCC4rlZp1wsWlER4/KVy2iKR+d6t6aFI/2DPHWkhbxhUB3W0bwCnsqQPnSOzRYKfOuBR3jmjd2jHi+JIh9959u5+aq3LJpr53Nv7uEb9z006twNcNG5q/m9kwSxkuV3FxXd4hNZYk1dDZuaG4gHOWKTwrZtDvcPsqOjh26v0zuuD1uL67JERFVn3Wp8OoWi7QcO8437HhozqkGWJO54x9Xces1b5zxzZ75zuK2Dr9/z4KjCYJibTKdAKBqfBSsU3fqRjzGZr7pvxeIA1VWVfOfr/zYzOzbPCYSisVlMQtFUcoeu3rSeazdvZHVz45j3yZUMjgwkyBsmMVXl7OoKdEWhKqzTFIsQVdVg4rzAmG6hyCdV8AWjFK3JNNmSgSKKVIU16iOR04oFpmXxjfse4snX3xy17a0bLuTzt98yZ63ctmfP1ZvJkSwUUSWJCxtq2dy8tC0LWhMpXjjRRncmhypJVIY0ZMEViGJeUGlwfpgbHMfB9MQjP+vIsCwM2wHHQZJEREFA8iwBfVFI8bzDA+aOyUxwDcseJRrlDAPLyzNqiEa4oK6alZULJ8+oNZHitfYu2pNpHMehQtfQvbwhTZKIaErQnTjPmGie0ZraGmonkWfUm8ly/56DWI5DndcpVzvNi++27fCTp57lR7/cNspLPxrS+cKH3sfm88+ZttdbLNz/9Av8789/Oer267Zs5rdve89pq/MNy+L4YJLBfJHVVRVcvnIZddGpdWs7DiQdKAF1oisWTXYN3LbhsOk+h47bRVSeS1TOWOPoZ4618EZHD/XRMIooUhMJoU9zx1vAxEkXS0PFaysqYrxl1TIaYwtXLMobBk8cPsHRgQQhRabS6xyKaSoxbXguvv9EK1/90f1jBsk311bzBx+8bU5zQWaK7oEEX/3RfRxoaRu1LR4J87sfuJkta84bus1xHDIlg/6s211UtCzqo2G2NDdyVk1lUAh4GkqmyY6OHvZ095EpeZ3eujrkRhBSFKKqMmdC+XQIRelcnu8+9BhPbR+9LgFwwcplfPZ9N7GiIRAYJophWtz39PP85MlnxswYq6+q5DPvey8XnXv2jO9LIBSNz4IXiib6Qv59BeDqK67g87/zWzO2b/OZQCgam4UuFE0pd2j9Gq7dvJGN564edyJn2zbtqQxd6SyiILCiIkZ9LEJtOMyKyti0230EzB4zJRTBcFt/y2CSznSG1kSarGGgSCLVIZ36SBj9FOKB4zjc/cQz3PXLp0dtW7tqBX/y8TuIz6HtW65kuN1F+TyGZbOiMs6ly5toik9vUOZ8pyOZ5rkTbXSls6iSSKWuD3UQBQLR/MV2HFcssmxE0bUElLzMoYD5w1QmuI7jULLcbo5x84y87o7GeHTeWcTats3u7j52dvYwkC8giyIVuobqCZohz9N+secwLQZs2yFnGuR9m8Qx8ozOrq7i3JrKU+YZdaTS/GzvIQQEaiKhoW656cw1yBWKfO3uB3hl74FR285qbOD/fux2Gmuqpu31Fhu/ePl1vvnAw6MEtis3ruP3br8F5TTf11zJ4KhXjLahsY5LVzRPWdA+U/u5NhMGT5FLVM7J4+g93f1sO9oyZIdYFdKJLBBhfjGTzBdoT2XIlAxWVsa5fGXzghSL9nb38ezxVgzLoiYUQpFEVFmmKqQNLcRbts09Tz3Hj594ekx7p3ds2cSnb7xh1qr15wLLsvnRE09zz1PPjjonAbz3isv41Xe9A6VsDcOwLAZzBQbzBVLFEookcn5tNRcva6QypM/i3i8MBnN5Xm3r5Eh/AsMe2emtSCKRedLpfaZC0Qu79vGfP32ERCY7apumKHzknW/jPW+9NLArnCInunr4+j0/41Db6Ow0gOu3buYT77meiD5z38FAKBqfBS8UTQYH0FSVr/zd37Bi2bLT3n8xEghFY7MQhaIp5w5dfBGXr1tz2kFitljiyECCgmkR11TOrqkkqqqsrqqkKhwMmhY6MykU+TheB05rIkVHOkNrIkXOMFElkapQiIZY+JSB40++/ib/fu+DWPbIapPm2hr+4pMfntOFG9Oy6c/l6c/lyZQMKjSNTc0NXNhQs+gtRjrTGZ4/3kZHKoMiiVR5ApEkicQ0d3IQiA4BAWfGmU5wHcchb5pDC/V5wxWNyvOMVlVVcEHd3OcZ5Q2D19u62NfbT94wCckyMU1FFgVEUSSiulWpwWR8YXJynlHRNMn5eUayRH0kzAV11aw6Kc/oxGCSh/cfQRZFqr3F0Nppznpp6+nji9+/m7be0XlEV120ns+8771LOo9oojz9xi7+5e4HRs1Ftqw5j//zkfejKacWTPpzeVoGU4iCwJbljVzU3DClan7LgUHHzRVqmKT93KAFbZbbQSQJw/+O+1pl4+i8GuKRA0eJeueqmK5REdhXzRuS+QJtqQzZksGqyjiXr1xGQywy17s1ITLFEo8dOkZbMu0eW5qGKEBc14iW5cD2JpL884/uZ+/xllHPEdY1fue293LlxnWzvftzxq4jx/naj++nP5UetW11UyNf+NBtLK+vHbrNz6QdyLt2dEXTojYS4uLmBs6tqZ7W4oSFiOM4HBtIsr2ji85UBkEQqNBVdK+zW5Mkopoy9P/5wFTH0Yl0hv/82c95Yde+MbdvOOcsPnPbjUEByTRgWTYPPv8SP3xsGyXTHLW9Oh7jt299D1vXnj8jrx8IReOzoIWiyVJVWcnnf+e32Lhu6VwkTyYQisZmoQhFtu2w++hxtu3YyYu7951x7tDYr2HTkkzTm8khigKrKiuojYSoj0RYWRUP2rAXCbMhFPk4jkMiX6Q1kfQEozR500SVJGrCOvXR8LjdaW8eOsoXf3D3qGO9IhLmTz/xIc5fMXeiv9851ZvJkSgUEQWBC+qq2bK8aVEuEHRnsjx/rI22VBpFFKkMaSiiiCR6ApEaCEQBAdPFdHqrW7ZN3jDLrOlML8/Idjs0IiHOrani7OrKWc0zckOPOzg2kMRyHOKaSlhVEABVkoh62WaBDeLiYPw8IwPbYUSeUcG0eOLwcTRZolLXUWVx2gXNV/Ye4J9/fP+o8YUoCHz8Xddx81WXB9e0SfDyngN85Yf3YFrWiNvXn72KP/3VDxLSxh8XOY5DRypDRypDRUjj8hXNnFdbPQWBfNh+rtaznzuV2ONT8CznJE6dS1SOP45Olgye6ux3x0W6RlhVqDpFl1zA7OMXrrV7YtFZVa5YVB+dv2KR4zi80dnDSyfasR3HO/8J6IrsFmiVCRfP79zLN+57iGyhMOp5LjxrJb//wVupq6yYzd2fF6SyOb5+74NjdotqisKnb7qB67ZsGvFdNW2bgaHsoiKSIHJuTRWXLG+kOjw/14dmEtO2ebOjh93dvZ7tukhc01AlCUGAsKIQ0ZR516EOkx9HO47Dth27+O5DvyCdy4/aHtY0PvGe67l+6+bg/D7NdPT18+/3PsieY6OFboCrN63n0zfeMO2OMoFQND4LVij6129+a0L3k2WZinicc88+m4s3XTSizXQpEghFYzPfhSI/d2jbjl30T1Pu0FikCkWODSQpWhaVusbZ1RVENG1o8Shg8TCbQpGP4zgM5gtuh1EqQ2syRcG00GSJhmiYukh4zEWg453d/O1//3BUVZiqyPzhh97HpRdeMOP7fioKpklfJkd/vkDRtGiKRdm6oomVlfFFscDZl8nx3Ik2WhMpJFF0bS48gSjqCUSL4X0GBMwnplMoKsdfqM+VSq4dmGdNZzkOuizTGA1zfl0NK6vihE/TBTAVbNvmyECCHe3ddHmhxxW6hjYUeiwT1ZRTdpsGLHxOl2cEEFEV4rqGJknURELTdp2xbYe7n3yGH41hbxsLh/jDD72Pi86beW/8xcibh47yD9/7MUXDGHH7eSua+YtPfoTYKRZaTdvmxGCS/lzhjCzCCjakgJhnPxc+jbZo23DIBJPhXCKNsXOJyrFsi5aODh5v68UGasMhVFmmdhqP1YDp42SxaHVVBZetXEb9FDOxZpLBXIHHDh2lO5MjrqlEVQXRs2Itt3XOF0t8+8FHeeK1N0Y9hygK3PGOa3j/265c0t24juPw85de478ffgzDtEZtv2Ljhfz2re8lWmYx5zgOOcP0BKMCBdOiOqSzqbmB8+uq56UoMt2kikVebenkUP8gJcsioihENQVJEJC8Tu/IPO/0nsw4ujeR5D/uf5jtBw6PuX3LmvP4rVvfQ+0Eiq4DpoZtOzz68mt87+dPUCiNLoaviIT59ZvfxRUbLpy2+UEgFI3PghWKAqZGIBSNzXwUimYqd2gsLNvmxGCKvlweWRQ5qypOTThMQyzCiorYvB4EBEyNuRCKfBzHYWBIMEpzfDCF4zjUREI0x6Jj5k/0JVP83X/fxfGu7hG3i4LAp2+6gXe/Zets7f6YWF4FWn/O9beOKAobm+rY0FS/YIOMB3I5nj3WTksiiSQKVOo6iiQiBwJRQMCMM1NCUfnzj8ozMtyFez/PaFk8xpr6appi0TO21CyZFm92drO7u4900Qs91lRkyQ09DisKEVVFWeL2LkuRsfKMRAHCsoymyFSHp2/hPVso8LUfP8Cr+w6O2ra6qZH/+7HbaaiunJbXWqrsP9HK3/z3D8kViiNuX9VYz1996qNUnUL8yRsmRwcSZEsGF9bXctnKZmKTzFOxHRjw7OfqJag+zanrhAEpB8IM5xJN5HArmQZ3bd9D2jBpiIVRJJm6abZGDJhehsSiZIasYbC6qpLLVzVTN4e5p+XYts3LrZ1sb+9CEARqwjqiIBBWFSp1bcSxdbitg6/+6D46+gZGPU99VSV/8MFbWbNqxWzu/rzmeFc3X73rPlq6e0dtq6us4Asfum3U5+XO7QoMFgqkCiVEAVZXVbJleSO1kfCiLGZpTaR4rb2L9mQax3Go0DVCsozgZZpGVYXQAsmgncg42rYdHnvldf73578c06knFg7x6Ztu4OqL1i+I97wY6BlM8B/3P8yOg0fG3H7ZhRfwm7e8m+p47IxfKxCKxmfeC0V33v0TWtvbAWhqbORXP/TB6XrqJUkgFI3NfBGKJps7JAoCG85dzbWbN04od2gsEoUCxweSlCyb6pDO6upKoqrC2TWVxE5hExGwsJlLocjHcRz6c3kO9Q2yt6ePbMmgUtdYVhEbMwA4VyjypTt/wpuHjo7adsvVb+HjN1w3p8GZjuOQKRn0ZXIMFgrYDpxTU8mly5upmQfi80QZzBV47ngrxweTiIJAVcgViMot5gKBKCBgZplpoagc23EolFnT5Q3T6zYyEQWoCoVYWRlnTV0N1WF9UguhqXyRV9o6Odw/QMkaGXosSyLReRJ6HDA/ML2Ot4JpoUiuldd0HfutPb384/fupqOvf9S2qzet5zO33Yg2xtgjYPIcbe/kr757J6lsbsTtzbXV/PWnP3ZKG6xEvsDxwSSOAxcva+DiZY2TFqoTtmc/J0C9PL79XJ8FnZPIJfKxbZuf7TtESyJNjaYQ0jTqopFA6F4AuHbYBdpTGXKGydnVlVy+spnaORaLetJZHjt0jIF8wbUwVBQkUaAi5C3Ue+dB23b46bMvcudjT2Ja9qjnuXrTen7zlnfPaAD8QqVoGPz3w4/z6Euvjdo2XgeW4zjkve6iRKFIzjCp0DUuaqxnbUPNuNbpCwnLttnd3ceuzh4G8gUUr3tNkUREQSCkyERUFVUSF5RYcrpxdGffAF+/90H2HDsx5uOv3LiOT990A5Xz2KJyseI4Dk9t38l3HvzFmJaaEV3n1977K7z9kovO6JgMhKLxmfdC0W///hfo7vn/2XvvMMnOwsz3d3Ks0F2dw8xIEyUhoYwEQhIggkWwCAaEMQYbX/s6rOP1rtde1rtm1/beXd/dtc3afuzFa4JAgDDBgC0QEjlolEZhRpOnc+7K6YT7xzlVXd1VPdM903nO73n6mZ5Kfbrr1Dnf+d7vfd9JAF5115382v/1CwD8uw//5/pj7rn7Lu664xVr9SN3NJFQ1JrNFIoupndoT083d994LXdef+1Fq+mu53F6Ls1sIRgQXNmeIGkY9MYt+uORi2insxWEohoV1+XY1CzPjk8ylS9iKgr9cYtki4x3x3X5yENf5pHDTze9zsuvvZrfeOd9qMrmDtorjst0ochMoUix6tBhGdzc38veVHJLf67SxRLfOTPM6bk0ApA0dDRJRBTFoKBZUyOBKCJig9hIoaiRpX1GgWgU9BkpYZ/R3lQbe9uTxM8zid9qVaoe9g1pkoSlKYsmvyIi1pMfPHeU//HgPzb3EYkC7/+J1/LmO14W7YtrzPDkNP/+bz/WFBvckYjzH3/hZ+jrSLV8nu/7jGfzjGRy2KrCywb7ONSVWtX7U4ufs8P4OavF0KvowUkHZIIvXQBlhT/i0VNneWZsijZVRhZFepNx9HWI6oxYH5aKRXvbk9y2q39TFnW5nsd3Tg9zZGIKWRTqDkpTUUjoGlLDIorZTJb//uA/8syJ002vo6sqv/TWe7n7hmh+50L84Lmj/MVnv0iu2DwBfc0Vu/nNd7+1KWLM9TzSpTKzhRLpUhkf2NOW4Ob+Hrpj1rY8f+TLFR4fGefY1Awlx8VUZGxVRRYFxIZ4ue3aT73cONr1PL70nR/yyYe/SaXqND2vLWbzS/e9kZdds7nR9hHBMe9vvvBVfvDc0Zb333BgL//3W99IV1vyol4/EoqWZz10gzWdocvmcviAAHS0t9dvf/aFF+oZ1te95Jq1/JERERvCuYlJHn3iGR576tkV9w7ddcO13H3Ddezp7b6knz1XCFbrVT2PDtNgd1uCmKZyZXsS+yJcSRERl4IqSVzT3YGtKhwZn+TsXIaz8xnKrtvUWyRLEr/2jrfQ3ZbkgSX9At878jxzmSy/9753rXnZ4WpQZYmemIUmicwUSszkizx66ixT+QLX93W3dEttJplSme+eGebk7DwAbYaGJsmIohAIRKoarfaPiLhMqHWP2ZpKtR5NV6HouJSrLpO5AmPZPIeHx+mOmRzqTDGYjGMoCl64KvWZcFWqLIq0h47E2qpUW1VbxotGRKwHnufzqa8/yoOPfLvpvrhl8jv3v53r9l2xCVu28xno6uA//9IH+NDffoyJ2bn67dPpDP/2r/6eP/z597a8nhEEgS7bpOQ4TOWLPD85TTx0m68UVQDRh1L4tXQ9uOvBGSeYX1AIeolWOoHx1OgEz4xNkTJ0BM8lJks7wlVwOSEIAsmwk2Ykk+Pk7DyCIPCyXX2kztOjtdYMz2f4+okzZMoV2g0dXZaRpSDqWV+y6O1Hzx/jzz/7RbKFYtPr7B/s47fe/TZ6U+1N90U0c9s1h9jb38t///Tnee70uUX3PXf6LL/5P/6aX3n7m7ntmkP12yVRpN00MJQgem2uWObU7DxT+QLX9nTyku7OpvdsqzKWyfHj4TGG5jN4vk9MU0nqGqIoooRjQCNc2LPTODs+yV987oscHxptef9rbr6eD9z7WuwNPA5ELE97PMa/fu9P8b0jL/A3X/gK6SUu5SdfPMm/+v/+ivf9xGt4w8tujuYrtjhreoQslUp1QSidufBkekTEVmYum+PbTz3Lo08+w6nR8Qs+vtY79Kobr+PavavrHWpF1fU4M5tmrlRClSQOdaZIGhp9cZu+eGxHDggitgeiIHBFe7K+eunY1Bwj6Rxlx6U3bi8qDhUEgXfdcxedbUn+8nNfwvUWohdeODvEv/lfH+VDH3gPPam2zfhVgOD3aTcNdEVBkyVmCyWeGBlnulDg1oFeemIb5xBYjly5zHfPjnBieg4fSOoamiwjiWCpKraqLlrJGBERcXmhSBKJsEtoUZ9R1aHsuJydy3BmLkNcU0mZBuO5PMWqgyHLdFnmolWp9hYvPY7YeeSKJf77pz/P40ePN913ZX8v/+a9P3XRq1A3G9fzyFcqFKoucU3BUJRNH1O0ors9yR//0vv593/7cYYmF7pB5nN5/uBv/g8f+sB7OLBroOl5kijSG7cpOS4jmRzPTUxhayoJfWWR2KIAig9loOyBIwZiUI1zLjgEfUSiABor6yU6PTPPd84Mk9A1VElEFUGPhO9tSU0s8gnEohMzgZh5264+2td5krjqunzz5FmOTc2ihYvLJEHAUhXiurboerxcrfL3//QwX20RlyYI8Pa77+Dd99yFfIk9gpcbnckE//EX3sfnvvkdPvWNxxbF/WcLRf7kYw/yhttu5gNvfC1ag1vQUGR64zamqjBbKJIulfn+uRFG0lluGeilN77513et8DyPo5OzPDU+wXS+GHTPGhqqJCEKArosY2sKqiRtye2/VKqOy+cf+y6f+ea3W0Y2diYT/Mrb38T1+/duwtatHUH/qFdPBNAVmbimbuvxtyAIvOK6q7l27x7+7kv/zGNPHVl0f6lS4W++8FW++8xz/Mrb37ysWzli81nT6Ll3/9wHqZQDe6dtWfzub/wrDuzdy7t/7oN1Aektb7yXN77utat63c6OjrXaxG1FFD3XmvWMntuM3qFWzOQLnJ3P4Hg+XZbJ7mScmK5xZXsSc4s5HCLWn60UPbeUbLnCs+NTPD8xTb4a9BYNJGIt99Onj5/iTz7+YFOcTMIy+f3338+Bwf6N2uxlqboeM4UCM4VSvYfphv5uDnWmLrkg/mLIl6t87+wwL07P4uOT1HU0ObhQsFSVmBZN6EZEbDabFT13Ic7XZxTXVExVQSBwiu7kVakRW5uhiSn++GOfbln0ftcN1/LLb3vTosm/rYzv+5Qcl0ypTLZSoVhxKLsOtcsJRRLptEy6bXNTxhQrIZMv8B/+9yc4OTK26HZdVfn9n3031+7d0/J56WKJM3MZHM/jhr5ubhroRVuhMFP2IA1YYfycHQ5rJhyY9BZEotq/F2I6n+czzxyrd2cZioLqVhEEYUsdoyNWh+/7zBVLjKRzFB2H/ak2btvVT5u5Ph0/J2fm+ObJsxSrDu2mjiZJKJIUxD0v2bfPjE3w3x54aJHIWiMVj/Eb73rrsp+diJXzwplz/NmnPs/UfLrpvl3dnfz2/W9nd09X030lx2G2UGK+WCJXqWKpCi/p7uDanq4tM7dSrDo8MTLOC5PTFKoOuhws/pHFIFq8Hje3A/vVauPoU6Pj/N1Xv8HZ8cmmxwgC3Hv7rbz39a9eszm39cb3fRwv6HMsVIJ46LLjUnFdqq6H2zAVLwCWqtBlm7QZq+sY3ar8+IUX+avP/1NTrC2AKsu853V38+Y7blvR7xpFzy3Plu8o+tX/53cZHQ0GlbUIutr39R+42hcVBB76+D9c+sZtQyKhqDVrLRRtVu9QK6quy6nZedKlCpos1XsFBhIxereAqyFic9jKQhEEPT/Hpmc4MjbFdKGIpSr0xVr3Fp0Zm+CPPvrJpgGDqsj8zv1v59arNz9j2Pd90qUy0/mgDFUSBA52tnPzQC/xFa6QvVSK1SrfOzvC0akZPM8naegYcrByzFIVYtt8xVFExE5iqwpFjSz0GVUpOy5Cw6pUbYeuSo3Y+nz/2Rf4Hw9+gVKluY/o5974Ot748lu39L7puB7ZcoVMuUy+UqXkuDihc1oUQJeDYvHaZN+ZuTRl1yWuqfTGrPN2h20mhVKZD//9Azx/ZnHUkyrL/O5738HNhw40Pcf3fSZzBYbTWXRF5tbBPq7p7liR+Oz5MOsH8wTdErSLkPfhtAMqQQSKtsJeonylwgNPvYDjeXSYOposkzJ1Cvk8sHWP0RErw/d9ZgslRjOBWHSgo42X7eqnzVg7sahYrfL1E2c5PTuPqcgkQudQTFOJaeqi/cf3ff7pez/m/3z1YaqO2/Rat11ziF95+5uJRfFYa0auWOIjD32Z7x15vuk+VZb5wJtexxtedlPT59zzfTIN3UWO59GfiHHzQC8Dic1La5nKFfjx8Bhn5uZxvCBezlSUwG0pSdiqgqkqO3ohT6lS4eNf/Tr/9IPDtJqe7utI8avveDNX79m1CVt3fmpiUG2MXaq6lB2HsutR9VzcJQvPFUlEk4IYVEORMRUZXZKZKhSYyOXxfbA1hW7bCrvPtvf1fr5U4u+/8nUe/tETLe/fP9DHr77jLS0F3kYioWh5trxQ9Fd/91H++ZFHEFgsDl0KAvDQJz62Rq+2vYiEotaslVC0mb1DrZjKFTgX5s922xaDiRhxQ+fK9iTGNsnRjVgftrpQBMHg+/TsPM+OT3F2PoMqifTErKbeIggy7z/80Qc4Mz6x6HZREPjgW97AvbffspGbvizFqsN0vsBsoUTZdemL29wy0MuuZHzdJhmKVYfvhwKR63kkDQ1dlkMHUSQQRURsRbaDUNSI43kIEB1LIjYN1/P41MOP8plvfqfpvoRl8jvveceWW33v+z6FapV0qUKuXKFYdai4bv2aV5UkTEUmFsauBQ49Mej70lRMRWYsneP47Bzj2TyKKNJhGXTHrEWRvVuFcqXKn3z8QZ588eSi2yVR5Dff9VbueGlz77Dr+QynM0zkCnTbFrft6mN3W2JFPy/jQQlICdAmBSIRBFFzihAIRRfCcT0+9fTzpEtlum0TWZLotExEgW11jI44P4FYVGQkE8ReH+hs52WDffUuo0vh+Ykpvn1mmKrrkjINFFFElWXaDK3JBTify/Pnn/kCh4+daHodTVH44Jtfzz233BDtb+uA7/t8/fGn+Nsvfo1ytdp0/8uuPsivvP3NLXtwy47LXKHIbOguMhWZq7o6eGlv14b1P3uex4mZOZ4cnWQil0cSBOK6hh4uCtRlCUtV6//fyTx3+ix/8dkvMTbT7CoWRYG33vly3vmaOzfVWez7frDgyglc+qXQoV9xXKqei7NUDBJFVElCkyUMJRCELEVFlUUEQUAKF2tpiowhy2iyTLFaZSSdYTiTYyIbLGywNZVu2ySh69s+Yv7pE6f4yENfZiLsWW5ElkR+6lWv5G1334GyjBM5EoqWZ8sLRUMjI/zWv/0DXMdZdPvFOopqrqRIKIqEokYuRShabe+Qrircds1V3H3jtWvSO9SKiuNycnaebLmCIcvsTSWJaRqDyRjdtrXjBwcRF2Y7CEU1JrJ5joxPBlFpPnRaBj1LeosgWK36p5/4DE8fP9X0GvfdeTvve8M9W6Lk0PU8ZgpFZgolsuUKtqpwXW831/Z0rGkhcrnq8IOhEZ6fmMHxvIZJJgEzFIjkaFI3ImJLspWFIt/3KZYrZAsFsoUi2UKRQqmMv2ZLunYusijR1Z6kN9W+bWJOtgO5QpE/+/TneaLF5Ore/l7+zc+8k87kysSF9aTquqRLZbLlKoVKlZLj1GNiJEEIJn5UhYSmEdM1JFEIYhxVFVtTsFQVS1UWnbtdz2Mkk+XE9BwnZuYpOQ4xVaEnbpPcgu6iquPwZ5/6PN9/9oVFtwsC/PLb3sxrb7mh6TkVx+X07DzpcoV9qSS37epfUY9MxYN5gvg5B6j4QdScJIDOhXuJPM/ji8+fYCidCXpkxCDmT5HELX2MvhgmZucZnZ6mLRZjsLvzshT911osypbLPPziGYYzWWxVIa5piCLENA1bbe4Ve/LFE/yPB7/AfC7f9FpX9Pbw2/e/jYGuy7M+YSMZnpzmvz7wOc6MTTTdl4rH+M13v5WXXLmn6T7f98mUK8wWiswXy1Q9j96Yzc0DPexuS6ybe6fiODwxOsHzEzPkKhU0SSKuB9d4kihgKEFP5FaNJl1LiuUyH/vaI3zl+z9uef+enm5+9R1vZt9A34ZsT00MKjluPbK5FhNXcb26W7iGLIqokoguy+hy4Awy1aDvWBCEep+ULsvoirTwvSyjSGLL81DFdRnN5ALBKJ1lMlcAIKapdYfRVpgfuVhKlQof/+dv8k/f+yGtVIjzveeRULQ8W14oAvjO93/A//zrv6HaQtm/GCKhKBKKlrJaoahcqfKD54/y2BPP8NSJUyvqHbpu3xXcfeN1vOzqtesdasV4NsdwOofv+/TFbfriNsnQRbSWk9AR25vtJBRBcLH17PgUz01MU6w6JA2N/nhzb5HjunzkoS/zyOGnm17j5ddezW+88z7ULeCm832fXKXKVK7AXKkEPuxLtXHLYO8ll+hWHIcfnhvj2ckpqq4XZumHApGiENMjgSgiYquzUZOQ5WqVbKFIrlBcJPxkw//nCqWF24vF+mNdr7kMOGJ1tMVs+jra6etI0dvRTl8q+Lcn1bZt+nO2AmfHJ/njj32a8bCMvpFX3Xgdv/TWN27K39P1PPKVKplyhXyl5hYKPjcCoMlS4OpVVRK6jqZI9fO0ranEQnFopeXiuXKFEzNznJiZYzSTQxZFOkydnpiNusJen43CdT3+4nNf4ptPNI/Vfu5Nr+Mtd9zWdHu2VOb0XJqK6/HS3i5uGehFv8B4zvNhzodaeNdqe4m+efIsR8anAidR6NaqXUttd6HIcV1eODPE4WPHOXz0xKIeHF1V2T/Qx4Fd/RwYHODArn7aYvYmbu3GsVQsOtjZzst29ZNYRUy053k8NTbJD8+N4vk+KdNAEgV0RaZN15v6YKqOw8e+9ghf/M4PWr7eT77yNt77+lejRNfxG0al6vAPX/sGX/7uD5vuEwT4qVe9kne95i6kFt0+FTdwF80Vy2TLQfT/oc4UN/R3E9PWLm58rlDkR8NjnJqZp+p52KqCFcbJKZIYLCxQlG0tAqyGJ188yUce+nLLrilZknjnq1/JW+96xbLukkvBdWtiUJWi4wQxcY5H1Q2iYxtnCuVwAYgmB0KPoShYilIfA4iCgCbL6HKDEKQE/1/peKAVFcdlNJNlOJNleD7LVL6AIICtqvSEsbXbOYrwhTPn+IvPfYmRqZmm+0RR4L5X3s677rlr0XgwEoqWZ1sIRQCzc3M8+p3vcuLUKXK5PEeef77uJOrs6KCzc3WrKz78B7+/1pu4LYiEotasRChq7B363pEXmrLPW7FevUOtKFUdTs7Okw/tzntTbcQ0lV3JOJ2Wue0uYCLWl+0mFEFg6z86OcOzE1PMhL1F/XGbxJIVs77v8+A3vsUDX3+s6TWu2j3I773vXS1jAzaDsuMyky8yUyhSdBw6LZObB3q4sj256tWcVdflR0OjHBmfpuK6JHQNMxSIDEUmpmkoO7CsNCJiJ7LaSUjHdQOxJxRzsvkiueIFxJ9ikUrVOe/rRmw8ggAdiUQgHnWk6Eu1h9+309XWti6THNuV7x15nv/5mS9QqixeTCiJIj/3ptdx7+23bMj41/d9yo5LplQmW6lQqAYTRbV1ZHKtNFxTiWsatqbUVwbX3EK2ql5yZ4Tn+4zW3UVzFKoOtqrQE7NJGltrEsjzfP72S19rufL7/tfezTtf/cqmsd1Mvsi5dAZFlLhlsJfrersu+DvV4uc0QAJ0AeQV/BmeGBnnO2eG6TANVFmi3dAXLU7ajkLRXDbHE8dO8PjR4zx9/BSFcnnFz+1MJji4ayAUj/q5sq93Syy8Wg9832cmFIsqjstVXSluHexbUafobKHEv7x4isl8gbimYqsKoijWx+RL95PhyWn+2wMPcXqsOZUkaVv8+jvv44YDe9fsd4tYHY8ffZH/+ZkvkskXmu47tHuA33zX2+huTzbd5/s+2XKF2UKJ+VKZiuvSbVvc1N/NFRdxjdf4uqdn0zwxOs5YJocgCMR1FUMO9i1NkrA1BV1u3td2KrlCkf/9T//ScpEowN6+Hn79nfex6wJ9NRfC831KjkOhUqXYEBNX8Vwcd7EYJAkNYlAYBWepCnp4XS4g1IWimghU+369Oz7LjsNoJsdwOstwOhCMRCFwOvbELGKauqXGCquhUnX49Dce4/Pf+l7Lhfx9HSl+7R1v5qqwlyoSipZn2whFS3nrT/9MXSi6/6fewU/d95Pr/SN3BJFQ1JrzCUWr7R1qj8e48/qXrFvv0FI8z2M8m2c0zB3tj9v0xCzaTYM9bUm0aEIhogXbUSiCYJB2amaOZyemOTefQZMkemImHZbVlLP7yOGn+cvPfalp5XtfR4oPfeA99KTaNnLTl8XzfeYKRaYLJTKlMrosc01PB9f3djc5plpRdT0eHx7jmfFJyk5QaG2FkRa1boPLIW4gImIn4Hk++VKJbL7A5MwMuWKJqu/XxZ1cMfg3U3cBBf+uZsIvYvsiigJdbclQPEqFjqR2elMpOtsSl01clOt5fPJfvsnnHv1u030J2+J33/MOrrly9/r9fNcjU66QLZfJV6oUHbceISMKoMsylqIQ0zUSmoYii0iiiK0GglBNHFqvc3OhUuXEzBwnZ+YYTmcRBYGUZdAbs7ZUuoDv+3ziX77JZ1v0St135+387E/cs2jCzPN9htNZJrJ5UqbBbbv7ubLFJG0jFQ+KgAioK+wlOjkzx1eOniSua1iKTFzXmkSC7SAUuZ7HyeFRHj96nMPHTnByZGzNXluWRK7o66k7jg4ODtDdntySf4eLwfd9pgtFRtM5Ku6FxSLP8/jh0ChPjEwgCAIpU0cSgz6xZIvyeN/3efjHT/K3X/paywUbNx/az6++4y0kbWtdfr+IlTObyfI/HvxHnj5xuuk+U9f45be+qWW/GgSL+GYLJeaLJTLlCookcaCznRv7ulcVaeh4Hk+PTvLsxBTpUhlVEolrWugwAVNRsEIH6uXED549yl9/4SvMZXNN96mKzDvuejlvuOUGYvGVdQF7vk/ZcShWF3qDyq5L1XWpet6iaDNJEFAanEFBTJyMLitIYiAGqXVXkBQKQsGXJkubLsaUHYeRdI7hMJJuulBEFATimkr3NheMTo6M8eef+WJTdzUEi7Huvf1W3vv6V6MrSiQULcO2FYp+4V/9Rv3Dft+b7uXe1752vX/kjiASilqzVChSPHfL9Q61olitcnJmvr5icG97G7amsLstQco0dsxgPWLt2a5CEQQXV5O5As+MTXJ8ptZbZNITby5vfvr4Kf7k4w9SLC92ACYsk99///0cGOzfyE1flqDQ2mE6n2e2UMbxPPa0JbhloJfuWOteMcfzODw8xtNjk5SWCESGIhOPBKKIiE3D931KlUqTkycTOnxyjbcXFxw/uWKxZcb2VkWWRGKmiaXrl028yaVQKJWZyWTW5T2WJZGe9sB91Jtqp78zRW/oRkrF4zvm/ckWivzZpx7iyRdPNt23f6CP333vT61pH1Ht/JwplclVqhSqVSqOW189rEpS4BZSVRJGzckbTBA3uoWMFm6C9cT3fcayOY5PB4JRrWC9J2bTbupbagLooUe/yz987RtNt7/u1hv5xfvuXXRdVXVdzsylmSuWuaI9wW27+uk8j0vc94N+IgCZC/cSTeXyfPbIMVRJIqGrmKpKm9Hc9bRVhaJsochTx09y+OgJnnjxREsnxHJoikL5EqL+E5bJ/sH+uvNo/0A/5ioi27Yavu8zlS8ylslR9Vyu6uzg1l29TfFhE9k8/3L8NHPFEkldw1SCieKkobV0dmTyBT7y0Jf5wXNHm36mIku8/97XbpgbMmJleJ7PP377e3zin7/ZMnr3NTdfzy+85Q3oanO9QC1ufK5QZK5Upuy4dFgGN/Z1s6+j/bxx4JlymR+fG+P4zBwV18VSFGxNQRIEJFHECuPmLpdFIjXmszn+5otf43tHnm95/0uu3M0vv/VNxPXg/Wg8Rnu+T6UWE1d1KDlO2BsUdAZ5DQM0URBQJRFVCsSeWo+gocj1v7kqBbdrcuAc0hpEoa10nl2OUtVhJJOtO4xmdohgVHVcHnrsu3zmkW/huM2f2a62JL/81jfS1tUVCUUt2LZCUcTFEQlFrSlUXb58coh/eeIZfnDkeV44fWZVvUO3XXOo5cBgvfA8j9FMnrFsYDkeTMTojlmkTIM9bYlocjjigmxnoahGphT0Fj0/GfQWtRkafS16i86MTfBHH/0kM5nsottVReZ37n87t159cCM3+7xUXZfpQpHZfJF81aHN0Lmhv5tDHal6prnreTwxMsFTYxMUq85igUiWienqZbeiLCJiPalUHXLFYiDy1CPdmmPdcg1iT7ZQaHlhslURBLANg5gZfAXfm8H34W1x08Q29frtMdNAV9VoMmuVlKtVJmbnGJ2aZXRmhrHpWUanZxidnm25KnYtUBU5EI1SoQOp7kZKkbRbL0bYipwZn+CP/+FBJmab+4hec9P1/OJ9915yHFbVDSLkMuUqhUqVkuPghpe2UrgQwwqL6eO6iiSKKKJUF4Ts8Jy8VboAi1WHk6G7aCidQUCgzdTpi9kX7PjZSL7y/R/zN1/4atPtr3zpS/j1d/4kcsO4Jl+pcnp2nmLV4dqeTm4d7FuRA/tC5CoVPvXU87he0CujKRIdyyy82ypCke/7nB2fDF1Dxzl2dnjRROeF2Nvfy00H93Hzof3sHegjmy/w4tAILw6NcOzcMMeHRlcUt94KQYDBrs666+jArn4Guzq31aT2YrHIqzuLYpqK63l8+/QQz05MI4tCKMCKWIqybEH8kZOn+e+f/semaxKAXd2d/Nb9b2NPz/onkkRcHC8OjfBnn3qoZSdef2eK337327iyv7flcx3XY7ZY6y4qIwki+zrauKm/p6mfdmg+w+Mj44yks/i+T0LXgni5sN/GDsWK7XLuXit83+exp47wd1/6Z7KFYtP9hqby/ntfyz0330DV85jNZCl7Hp4oUnFdKo5HtUkMAkVs7AySMRUFQ5Xr53FVkupOIGOJM2g7Hc/OR7HqMJLOMpLOMpTOMFssIYWCUU/Mwta253j/3MQkf/7ZL3J8aLTl/bdd9xLef+9rOdSdioSiBiKh6DIjEopa878e/ja//Q/NroNW7Ont5u4bruPO61+y7r1DrchXqpyamaMYOgiuTCWxVZU9bYmmQUZExHLsBKEIar1F02FvUWnZ3qLpdIYPf/SBJguyKAh88C1v4N7bb9noTV8W3/dJl8pM5YukS2VkUQhKUPu6OTk7zxMj4xSqDjFtoaRUlwMH0VYrrN4oPM/ne0ee5wvf/j7T6QxX7RnkpoP7ufHgvsumgDlibfB9n9Hp2aDg+9gJXjw3vKKxwVbC0NRFIk/cDEQf2whEngXhpyYCRY6grUKxXGFsJhCOAgFplrGZQERajTNgNRiaGgpIqaALKdVOX+hG2ip9fgDfeeY5/vwzX2xyPEiiyM+/+fX8xG03r3oSw/U88hWHTLlMvlKhWHWoNAi8uixhKgpxTSWua/VJIVNRsMP+EVtT171T4FLxfZ+JXJ7jYXdRtlzBUGR67GCR2Vb57H/ziWf48898oUnouOWqA/w/73nHIhFwplDk3FwGURC4ebCXl/Z2XZI4V3VdPvX0C2RKZbptE1mS6LLMZf82mykUFcsVnjlxun6eWkk0eg1DU7l+/15uPrSfGw7sveC1rOt5DE9O8+K5YY6dG+HFoWGGJqcu2hWpqyr7B/qCuLpdAxwY7Ce5xcdpgVhUYCyTp+p5XN2dYiAR57tnhsmWK7QbOrosIUtS3UW0FMd1eeDhR3nose+2/Nvde/st/Oy99ywqWo/YmhRKZf76C1/hsSePNN0nSxLv+4nX8OZXvGxZgblQdZgpFJkvlig5Lu2GzvV93exPtXF0apZnxieZK5ZQwm4rRRLrfbOWqqJK4pY+36wFnuczk8kwNj27aEw0PDXD6PRM/XGiKNIWj9GWTHDNviu44dABBEnCcb36Ag8AAeoxcZosYcoyhqJgqgqyKCAIAoooLoqHq3UHabK8ZRZ+bASFapWR9ILDaK4mGOmhYLQNF4i5nseXv/tDPvHP36TiNEd9tsVs/r9f/jl+9qbWEZKXI1teKHruhWZL7lpwzVWH1uV1tzqRUNTM6Ow8/b/0r8/7mI3uHWqF53kMpbNM5gqIgsCuZJxO26TTMtmdTNTdBhERK2GnCEWwfG9Rp2UtusAvlMr86Sc+w9PHTzW9xn133s773nDPlpksgWBlz1S+wFyhRNl10WSJsuOGHQdBOa4uS8Q07bLtIvM8nx88d5RPff0xzk1MtnzMvoE+bjq4j5sO7Wdff9+Weo8jtgblapXnTp3l8LETHD52vOVK0c1AkSVswyBu1Rw8ZoPw0+D6sQxioRvINo1FK+8jdg65Yomx6RlGZ2YZnZphbGaWselZRqZnKJTWp6PKNvRAPOpILepF6u1ox9JX3q9wKbiex8f/+RE+/9j3mu5L2ha/+96f4uqwmPh8+GHcTLpcJluuUKgGcTM1UUIWF+LiErqGrSmIgoAmy3VByFYDt9B2jGGBoJMgcBfNc3Y+EBcCN7aNsUUmqL//7Av8twc+1+TIvG7fFfzez7wLQwsSHDzfZyyTZTSTJ2novGywl/0d7Rc1geV5Hv/4/HFG0ll6bAtZEum0zPNeW220UDQ6PVPvGnru1Fkc113xcwe6Orj50H5uOriPQ7t3obQYM+bKZSZyBQxZJmUZYfdJ69+pUCpzfDhwHb14boQXzw2TvgQhu6stycFd/fXYuiv7elC2UJcWBPvbdL7AaCaP43n4vo8mSyQNHUkQApehrrU8NozNzPJnn3qo5Yr2mGnwa+94y5ZKN1grcuUqk7k8qizRYRlbXlBfLd984hn++h+/0tJxd9PBffzaT/3ksh1TrucxWygxVyqRKVUQhWDRQ9lx61GmshjEy5nhdd9Oca7U8H2fuWxuYWFMOKYZnZ5lfHa2ZXdXKpnghmuuoqO9jbZEnETMRgz/LoEYJNbdP7osIbgOhiQSj8UQRRFZFBeJQI2i0OUkBq2EQqUaiEWZDMPzWeZLZSRBIGFo9NhWPc1kOzE2PctffO5LPHf6bNN91+wZ5Nn/8gebsFVbky0vFL31p3+GNd/9BIGHPv4Pa/2q24JIKGrm2XMjXPs7/7Hp9s3qHWpFtlzh1Mw8ZdcloWvsbU9gqSpXtCdXVYQYEVFjJwlFsLBa9pmxKY5PzwLQaZv0xqxFUYyO6/KRh77MI4efbnqNl197Nb/xzvsuObZmLXE8j9l8kZliCd/3scOcYE2WiGvqliql3kh83+fHL7zIAw8/xumxC/fI1UhYJjce3MdNB/dz/YG92NHx87JlYnaew8eO88SxEzxz8nTLC9K1QhSFQNBpjHYzjbr4szjuzSBmmdi6jlMJJv+3Uv9FxNbD930y+UK46nYhxm4sdCOVKhffOXI+ErYVikehkBR2I/V2tK9ZHHO2UOS/PvC5lgs89g/28a/f+046EvGWz3U9j2y5QqZUIV+tUqo6VMNuCQHQFRlLUYjrKglNQ5ElJEHE1hQsdcEttNOiXGvuiBPTcxyfmSNdKqPLMt0xkw7T2BKTkU++eII//tiDTcflg7sG+HcfeE/93O24Hmfm08wWSuxKxrltVx89F+FO+caJMzw3MU23bSGLAh2WecEFOOstFFUdh2drCxiOHmdsZnbFz1VlmWv37uGmUBzqbm9b9rG5cpWhdIZsg3NWkQInQ5dlrmgy0Pd9JufmA8fRuWFeHBrh1OjYRcevypLEFX3dHBwc4EDoOupuT276edALPzuTuQKmIqNJEooUiEWt9hff93n0ySPLigkv3XcFv/7O+zYloWS98EIBZDyXp9Dw+VUliZSp02WbO+raZWw6FAGHm0XAtpjNr7/zJ7l+/96Wz/V9n2LoLsqUKkiiEHTciSKKKGJrQbfddl2YAGFKRi7fIALN1Mcq4zOzKx6ftCcS3HHLDVy9fy+FYomRiUnm0mmSlsmrr7+WrkQcJXRaSULgDFIlgVI2iyqK9HZ3Yakqsrjz3VhrTb5SYbgeSZetp50kdJ1ue2XniK2E5/n8y48O8/df+fqi4/JgZwfn/vI/beKWbS22jVC0lll2AvDQJz62hq+4fYiEomZ83+e9f/FRPvntHyIIAlddsZvX3XL9hvcOtcLzPM7OZ5nKF5BFkd3JOCnLoNu2GEzGo5UPERfNThOKamRKZY6EvUWlWm9RIobZsFLW930e/Ma3eODrjzU9/6rdg/ze+961peJ2fN8nW66Qq1RRJPGyF4ieePEEDzz8GCdaXJStBlEUOLRrkJsP7efGQ/vY3d21rQa6Eauj6ri8cOZcPapneHL6ol7H0vXAwWPWXDxmC+FHX3S7qTUXoV+IrdJ/EbG9abVit+5Gmpml6qzclbAaUvEYvWEXUn9HO72pQEjqSbWt2ClwenScP/n4g0zMzjfdd8/NN/CL9/1E/bVqcT7ZcplsuUqxWqXsuPXrR1USMRSFmKqQ0HVMNeh2MJRgpXYsdAtdTp0PZcfl9OwcJ2fnOTObxgeSukZvzMLcAhM/z585x4c/+gCF8mK33J7ebv7w599bX6lfrFY5NZsmX6lyTXcHLxvsw9ZWfv32+PAY3zs7QodpoMoS7Ya+or6j9ThGT82neSIUhp45eXpVIm9XWzIYzxzcx7V791wwwqxQqXJuPkOmXEEUBLosk764TbZSYSyTI1epIgoCMVWhyzaJ69qqRMRK1eH02HjgOBoKYusm5+ZX/PylJCwzEI129XNgsJ/9A/2YunbRr3exeL7PXLFExXGxwmNHq/c+XyrxV5//Ct9++tmm+2RJ5L2vfzVvueP2HeNydzyPsUyO6XyRquehiCKdlkFPLNinhuYzlBwXTZJot3S6rJ0jGFUdl08+/M2WrleAt971ct7z2le1dPJBsKghXSpTchw0ScbWlPM6+rYavu+TLRSbnUEzs4xNz1xSfHNbIs4rbr6BlxzYR75Q5LuHn+Tp54+RsC1+9W1v4p4br1twBckSuiKjhGLQTp3r2Cxy5VAwymQZCs8dNcGoxza3xLhhNUzNp/mrz3+Fw8eOoyoy//Y97+Dfv/FVm71ZW4ZtIxStFT6RUBQJRc0Uqi4PPPsiOcfD1DW6rM3v+smUypyaTVNxXdoMnSvbk1iqwpXtSeKbMDCO2Fns5MFT2XE4OjnDkYkpZgslbFWhr0Vv0SOHn+YvP/clXG/xise+jhQf+sB76EktvwJzM/B9f1sNwNYS3/d5+sQpHnj4UY6dG1n2cbt7unjVjddx7NwITx0/uaqLk45EvL769rp9V2z6QoGIS2c2k62vxn76xKlV7Q9tMbvec7W7pzPo8TH0DVttHwlFEetNrQNgdGqmPqEzGsa+TMzONZ0b1wJBgM5kst6F1OhG6mpL1mMTv/30s/z5Z7/Y5CiRJZFfeMtP8KqbXkq2XCVbDt1CjoPrBZeftS4HW1WIaxpxTUWSFlZo26qKrQURcpf7givf95kpFDkxPcuJmXlmiyU0WaLbtui0Nt9ddHJkjD/8u483lZb3d6b4w59/L53JBABzhRJn59P4PtzU380N/T2L3OTLcWJ6jq8eOxkUxSsySUMntkKRaS2O0a7rcfTcUCgOnWjq0Twfkihy9Z5d3HQoiNYd6OxY0TYUqlWG5oNV4aIg0GEZDMRjGIpMb9xGlSTGs3kmc3nGsjlmCyV8wFRkUqZBKhTULob5bI4Xh0Y4dm6YF8+NcHx4tKXTZiUIAgx2dXFgsJ+Du/o5sGuAga6ODT1HL/f3Pnp2iD/71OdbCmN9HSl+691vZd9A3zpv4cZQqFQZzeSYL5XxfB9TkemN2bSbOoai0G1bKJLIcDrLaCZwJJSdIE67w9TpsKwdE5/91PGT/I8Hv8BcNtd0376BPn773W+jt6N92edv9eu8XKHY5AyqRcXlS6U1/VnJeIxX3HwD1x7cT6lcYWh4BKFaYaCjg5fuHuBVLzmEfgFBfyfPdWwm2ZpglM4wlM6SLVeQRZE2XaNrmwlGvufz3NgkXbbFga527urv3OxN2jJsC6ForYmEokgoWkqh6vLw0DiT+eBCZDOFItfzODOXZqYQlBjuaUvQbhr0xCwGErFNv2iL2Bns9MGT63mcnp3nyMQUQ/PZZXuLnj5+ij/5+INNE8gJy+T3338/Bwb7N3rTI5Zw5OQZHnj4UZ4/c27Zxwx0dXD/PXdz+0uuqr+/ixwkR08wPLVyB4kiS7zkyj31bqPe1PIXdhFbB9f1eHFoOBSHTqwqllAUBA7uGuDGQ0E04RW93Zt6oRMJRRGbiet6TM7PL6wQbiiUnppL13t91hJJFOlqS9IWs5uO94mYzb7dg7zu5bei6QaVhn4WTZawlCAmLqkHjltRELHCXoeaOKTJ22eF9kZTdV3OzKU5MTPH6dk0rueRNDR6Y/amx8oMTUzx7//u48xmsotu70wm+I8f/Bl6O9rxfZ/xbJ6RTA5bVXjZYB+HulLn3e6JXJ7PHTmGJkskNBVLU0nqK3d/XuwxOp3L88SLJzl89DhPvnhyVROsbTF7IT53/5WrctSUqlXOhT0TogAdpslAwkZXFHpjNt0xa5Fwmi1XmMjmGc/mGM8FwpHj+aiSRJuu0WEZlzwh6HoeQ5NTYc9R4DwampziYg8vuqqyf7CPg2Fc3YHBfpIXEUV4sbiux2e/+W0+/ci38LzmX+Kem2/g59/8+nrP1nbF8zzmSmXGs3nylSoCkDQ0+uMxTFUhoWt02xZthl7fP2qi9PB8hpFMjuF0tt6/2mEadFrmRQuQW4n5XJ4//8wXOHzsRNN9uqryi/fdy6tu3LpzcIVSeVE8XC3CdnR6tkmwXytUWaYn1U5fRzsD3V30D/Rj2lbd6TiQjKPLEn3xGF22ueK5sJ0+17HZZErlRQ6jXKWKIookDY1u28RQtr5g5Hs+5zI52g2dwbgVCUUNbHmh6H/+1V+v1Ust4l/90i+uy+tudSKhqDVbRSiaL5Q4PZem6nmkTJ09bUlimsqV7clVxShERFyIy2Hw5Ps+47k8R2q9RQJ0Ws29RWfGJvijj36SmSWTEKoi8zv3v31HFsxuB54/c44H/uVRjpw6s+xj+jpSvOueO7njumsueOEwPjNXjx07cvL0qiKX+jpS3Byu2r16z+5l4yMiNp7apNsTx4JJt1xx5ZNuccvkxgP7uOnQPq7fv5eYuflu4hqRUBSxVak6DhOz8wtdSDMLvUgz6cwlv76iyPR1ddLX3UVfdxf9PV3YZhAHK4ti3S2U0LWF3j5JWuQWMhU5Wlh1EcwWipyYnuPEzBzThSKqJNFtm3Ta5qa6r8Zn5vjQ336syaHRFrP5w59/L7t7unA9j7NzGaYLRfrjNrft6qc/0br7JVeq8MAzz+P5PinTQJclUqaxquPsSo/RnudzanSMw0eD8cfx4ZEVCyGCAAcG+7nx4H5uPrSfK3p7Vh1VVqo6DKUzzBeDCL+UZbArEUNTFHpjFj0xG1kU8TxwCRbUSkLwsyGIKJzMBYLRRK7AWDZHseogiQIxTaXLsohpKtIaRagVSmWOD9eEo6DzKJ0vXPTrdbUlA8fR4AAHd/VzRV/PiuMvV8PUfJo/+9RDvHBmqOk+S9f55be9iVdcd/Wa/9yNxPE8xjN5pgsFKq6HLIp0WAZ9MRtVluiwTHpsa1F0o+MFiT5yuE/5vs/0EsGo4rrhZ9Ck0za2fS+c7/t8+bs/4v989es4bvO1xl03XMsv/uS9mxKdCFAsVwIHcRhBOza9EBWXzuXX5WfKkkRPqm2Rk7jWaZiKxyk5DufSGTKlIAqz0zLoj8cxFIneuE23ba36nH45zHVsBdI1wSh0GOVDwajN1OiyrC0d6RsJRcuz5YWiiLUlEopas9lCkeN5nJ5NM1csoUoiV7QnSeo6fXGb/kRsW5cYRmxNLqfBU7pU5tmxSZ6fmgl6i0yd/riN0ZDfPp3O8OGPPtAU+yEKAh98yxu49/ZbNnqzL1uOnRvmgYcf5akW5eU1utvbePdr7uTO669FklY/eVWuVDly6jSPHw1iyabm0yt+rq6qXL//yrrbaCeVEG8HapNujx89zuFjxzkxPLqq1cf7BvqC9+7gPvYO9G3ZyeRIKIrYjpQrVcZmF6JpFlYkz7aM4wFItSXpDwWhvu4uOtvbEEWRcqXC2OQUiiBw+9UHSJkmiiwhCQKWqmJrSiAMqeqOWIm+VXBcj7Pzgbvo1Mw8jueR0FV6Yzb2Mn0sG8FMOsO//9uPN7mDY6bBhz7wHvYP9lNyHE7PzJOtVDnUmeJlu/pILJmMrbouDzz1PLlKlS7LRJFEOm1z1dda5ztG50slnj5+isNHT/DEiyeW3fdbYRs6NxzYy02H9nPD/r0kwi6m1VKuOgyls8yFiydSpsFAMoYhK/TELHpjNrIUCEQFoAR4gAhogM7C5D4E7p+ZQrEeS1eLGxMAS1XosAzaDH1FkX+rwfd9Jmbn66LRsaFhTo+O47gXF40pSxJX9vUEfUdhbF1XW/KS9uvvPPMcH3noyxRK5ab7rt6zi99891vrMYnbkWI1iJebKy7Ey3XbFh2WgS7LdMcsOi1z0Xtf9iAPOATiowZYQiBCQtD1NJ0vMpzOMBK6Eiquhy7LdJoGqR0gGJ0aGeO/feohRqZmmu7rSbXx2+9+G/vXKbmiXKkuuIJmVnYuvlRkSaS7vY3e0B1Ucwn1plJ0JOMtx9tNUZimwUAihh5GGC51Oq6Gy2muY7PxfZ90qczQfIbRbI7h+Sz5atCt3G4YdFkG+hYUjCKhaHkioegyIxKKWrOZQtFMocDZuSyO59FpmexJxrF1rd5JFBGxHlxug6ey4/DC5AzPjk8xWwx6i/rjNvGGmJFCqcyffuIzPN1CoLjvztt53xvu2TGls1uRE8OjPPDwoy3jGmp0JhO88zV38qobr6t3WVwqvu8zNDnF4aMnePzocV44e65lZMhyXNHbU3cb7R/s37LCw3YmVyjy1ImFSbfVrHg0dS2YdDu4nxsP7N3QGJpLIRKKInYa+WKJc1PTTKSDCQRRkonZNqqqBKvMZ+cYmZhkZHyS0YlJ5jMZPvjmN3DfHbcFEXINbqHo87D+zBdLHJ+e5eTMPJP5Aqok0mmZdIWdI5tBOpfnP/zvT3BqdHGsqKGp/MHP3s81V+4mXSxxZi6D63tc39vDzQM9dSHR8zweeu5FxjI5esIJyIt1SzUeo03LYmRqpr6A4YUzQ6vq+NrT211ffHJwcOCiFsDUKDsuw+kMs4VAIGozdHYl4xiKTHfMrrvqnVAgKhM4PiRAF6DsB5P7NcHIEIL7ah853/fJlCuBwyhbYDybYypfwPV9dFmizdBJmca6riKvVB1Oj41z7Nwwx4dGOHZupGUf0EpJ2FYQVbern4ODA+wf7MPQLuz2KJYr/O0Xv8Y3Dj/VdJ8oCrz7NXfx9lfdsS3Hhb7vM18sMZbNkwvj5RK6Rn/cxtJU4ppGd8yivSFeDpoFIh2ohv+XAINgPxMXCUaFYII5dBhVPQ9DlumwDTpMY83Fx42kVKnwt1/8Z77++JNN90miyE+//lXc98qXX9T1ZaXqMD67EBFX6xocm55tSslYK0RRoLutbUnPYCAGdSYTKz52LRaIFkdh9sTs+vH5Urjc5jq2Ao2CUeAYzFCoOqiSSJth0B0z0aStEwMcCUXLEwlFlxmRUNSazRCKqq7L6dk086UymiSxtz1J3NAYSMTojUWTQhHry+U4eHI9j1Oz8zw7PsVQutZbZC1aSeq4Lh956Ms8cvjppue//Nqr+Y133oeqrH1kxeXMqdFxPvX1x/jR88eWfUwqEeedr34lr77p+nWPfcsVw5XAYUzdakSJmGksWgkct8x13NKdi+/7nB2frPdLHT03tCrxbndPFzcf2s+NB/dxaNfgJU26bRaRUBSx3XFcl0y5QrZcIV+pUnIcnPBzLAoChixjqQpxXUX0fCZnZ5mYnWN6Lo3ve7z9FS/jpiv3IG/Dz+9OwfE8huYzHJ+e5dRsmorrEtdU+uI2sU1yF+WKJf7T3z/AC2cXR3ypssy/+Zl3csOBvUzm8gyncxiKzK2DfVzT3YEgCDz84mlemJqhOxSHLqUXpVSu8OPnXuDpk2d4+uSZVTqTFa7bd2X9PNWRiF/UNjRSdVyG0llmwh6RNkNnMBHDUBW6bYu+uI0iSZRDgagaPk8FTAFUARQBPB8KPuT8IIpuOcEIgli78TCWbjIbxNKVXRdZFIlrKl22WY+HXG/mszleHBrh2LlhXjw3wvHhUUqVyoWf2AJBgMGurjCyrp8DuwYY6OpYJPicGB7lzz71EKPTs03P725P8lvvfhsHdw1c9O+zWTiex2S2wGS+QMV1kUWBDtOkN26hyTKpsDfZUhdH4lc8yLEgEBkE+5UsguBD3oesH4iSCmAS7HNCg2A0lSswlM4wms4xkgkFI0Wm0zJIbXPB6DtPh66zcrPr7KX7ruDX33lfy4SCquMyMTtX7w1aEIRmmU6nL7rP63yIgkBnWyJ0Bi1ExPV1tNPVlrykhXqNXWkC0GEZDLaIwlwLLse5jq1CIDSXGZpPM5rNMTSfpeg4qJJEytTpsk20dYgAXfV2RkLRskRC0WVGJBS1ZqOFoql8gXNzGTzfp8s22ZWIEzcCF1FjHFZExHpxuQ6eaoXHz4xPcmJ6rmVvke/7PPiNb/HA1x9rev5Vuwf5vfe9KxIA1oCz45N86uuP8f1nX1j2MW0xm3e86g5ee8uNmyLQLYo5O3qc48OjK36uKAgc2NXPTQf3c9Oh/VzR2x1N9p+HYrnCMydO8/ix4zxx9PiqVkPWJt1uOriPGw/u29YRLzUioShiO+H7PvlqlUyxTK5SpVh1qLgutQtCTZIwVYWYppLQVXRZRhRETFUJ3EJhv5Aub52VphELZErlurtoPJdHCUWW7pi5KZO3pUqFP/7Yg00OcFkS+a13v42XXXOIoXSGyVyRHtvitt39jGdz/ODcKJ1WMOGcMvVVX3NNzM5x+FjgPn725BkqjrPi5/Z1tIfjgX1cc8XuNevJqbouw6FA5PnQZmjsSsQxVIUu26IvZiOLEiWgyEIPkU4wkS+JgcPDDIUi3w9cRjm3WTDSCQWjJR9Rx/OYyhcYz+SYzBcYy+TIlCuIAliqSqdpkjS1De25cj2PocmpoOvo3AgvDg0zNDl10RPrhqayb6CPg7sGEASBhx79bkvX2F3XX8sv3rd5/TMXS7HqhPFyJTzfx6hHyhlochA112U3f97PJxBZQrC/AJR8yHiQC4VKgUCkNAj2u0bBKBB6s2EkXQ7H8zBDwajdNDfN0XipTMzO82efeohj54ab7otbJu99/asbIuMCYWhqLo23DlOrggAdicQiZ1BNGOpuT655j1cpdBDNlxa60gYTscBBZC9EYa4ll+tcx1bC933miqW6Y3AonaHkuGiSRLul02VtrmAUCUXLs22Fol/89d+8+CcLAn/93/9s7TZmGxEJRa3ZKKGo4ricmp0nU66gyxJ7U0nimsZAMk6PbUUXxxEbxuU+eKr1Fj03OUPZcWg3dfriMYwGMeKRw0/zl5/7UtOFYF9Hig994D30pNo2erN3BMOT03z6G4/xnWeeW/aCPWFbvP2uV/D6225C20Li+Xw2xxMvnuTwseM8+eLJlnn0y9Eej4XdOPt56f4rVhRrspPxfZ/R6RkOHz3B4WPHee702VV1DvR3pup/z6uv2LUu5dSbSSQURWxVfN+n6nmkS2VyoVuo7Li44QFdEgQMJRCAErpKTNMQRQFVksL4uCBGzlKVbRnJdLnieh7D6Swnpuc4OTtHyXGJqQp9S2J8N4qq4/BfP/k5frjEjSwKAr/y9jdzx/XXcjq85uqNWYxn8yR0DUORSRo6MU1d5pUbf4bLC2fO1d2tS/uRzocsSbzkyt11caivI7Xq3/G82+Z6DKczzBSCif2krrErGcdUFTotk754DFmU6v1DPoHYYwjB5Lwsht+3EH7g4gSj2iry8VyOiWyesWye6UIB3wdDlmk3dTqsoHtmM85p+VKJE0OjC86joREy+cKavLahqfziffdy9w3bZ37F933mS2XGszmy5SBeLq5rdcdgTFPpsW3aTL3JFVYNBaIqywtES9/imlst40HWgwrL70+u5zGZK9QFo9FsFsfzQ8HIJGUa29Jt6roen/7GY3zmm99eFzfQUlLxWCACdaQWRcX1tLdvyAK8UtVhKJ1hvhgKRKbBYDKGvqQrbT243Oc6thK+7zNbF4yyDKWzlB0XTZboMHU6LAttE7omI6FoebatUPTWn/4ZBOBifpAAPPSJj63xFm0PIqGoNRshFE1k8wyls/i+T0/MZiBhkzR0rmhPou+wCa6IrU80eAp7iyamOTIxzdwyvUVPHz/Fn3z8QYrlxfEVCcvk999/PwfWqYR0JzI2Pcunv/EtvvXUkWVXx8VMg7fd9Qp+4vab0dULT+I0kitXGM3kKDkOlqrSYerYmrpuE5GO63Ls7DCPhxNI5yYmV/xcWRK55orddbdRX0f7ZSEElKtVnj11JhSHTjAxO7fi56qyzEv27qm7hnpT7eu4pZCvVJnM5cmUgs++KApIgoAkisiigCyKwZckoogiiiShiMH9oiAgCsIlvaeRUBSxVXA9j3ylSqZcIVepUKw6VENRVwA0WcJSFWKqSsLQ0WQJURCwVLXBLaRs2uRwxNqSK1c4MTPHiek5RrM5ZFGkI4yjutgYt4vFdT3+52e/wGNPHmm674NvfgN33fRSTs+lKTkutqoQ11QsTSV5HmFrNpPlidA19PSJU03jv/ORSsS5+dB+bjq4j2v3XoGxAjFqtTiex0g6y1S+iOf7JPTAQWSqCp22SX/cRhRl8gQT8RBGfQmgCSCH7iG9xUR+K3w/6C3KesEkf34FghFAoVJlPJuvi0bjuTxV10ORRJK6RqdlYqnKph4TfN9nYnaeY0PDddfR6dHxVS1aATgw2M9vvftt22YBmed5jOcKTOULlB0XSRDoMA36EjaaLNNuGvTYFnaL/XepQKQTCEPnE4iW4viBsyjrBXF0LkGsoUmwj4pLBKOJXJ7hsPNkNJPD9X0sRabTtmg39Q11qq0VR06e4b9/+vNr0iXUFrPrPUF9HQvuoN5UO9om9V2Xqw7n0lnmi0FXWnsoEBmyQnfMWpTksV5Ecx1bD9/3mSkU65/n4XSWsuuiyxIp07ikONiL2p5IKFqWbS8UrRafSCiKhKJm1lMoKlUdTs3Ok6tUMRWZvak2bE1ldzJOp2VGF80Rm0I0eApwPY+TM3M8OzHNcDqLJkv02It7i86MTfBHH/1k02BeVWR+5/63c+vVBzdj07cNE7NzPPiNb/PNJ59etmfGNnR+8s7bedPLb12V08bzPGaLJcazeQpVB1EATZIpOk5wASvLJHQtiJhRlXXNyZ+cm69PLj1z8jSV6sojaXpSbdxcj6TZs6N6sGpRPYePHufIKqN6OpOJYNLt0D6uvfKKdb/grTgOk7kCs8USJccFCFwPgoDjebiej+v7uJ637EIlAepCUaO4JAmN4pKAIkooDUKTWBeYQBCESCiK2BR836fsuGRKZbKVCoWqQ9lxqB26FVHEUGRsTSWhaVhacFzVZbkuCNmqirnOx9uIzcXzfUbSWY6H7qJi1cFWFXrjNgld29D33vN8/uYLX+FrPzzcdN9Pv+5V3HXLjcwWS9iaWp+Majyeup7H8aGR+nnq1Oj4in+2KAjsH+jjlqsPcvNV+9nd3bVux+pAIMoxnS/g+j5xTWVXMh4sjLEMeuMxBEmmSBADBkG3UG0SXwNMMRCNLmYTfT+ID8t5gViU98EjmODXCYSnVoJR1XWZzBWCHqN8gdFMjnyliiQI2KpCl20S17Ut4y6sVB1Oj43Xu45eHBphcm6+5WMFAd7xqlfyrtfceUm9LRtFueowms0xWyjh+j66LAWRcpaJpsh02SZdtoXa4nc5n0BkhuLjaversg9ZNxCL8mF/US2OTl3yeo7nMZHNM5wOJpjH6oJRsA+1bUPBKJMv8Jef+1KTK7IVCdtaiIjraKcvlaoLQushSF8sZcdhKJ1lrhAKRIbOYDKOocihQGRvWFxpNNexdfF9n+l8Mfg8p7MMZ3JUQsGowzTpsI2Wx6E1345IKFqWSCi6zIiEotash1BUW60zmskBPn0xm964TZthcEV7clPslRERNaLB0wL13qKxSU7MzCGEvUU9Mbuegz2dzvDhjz7AmfGJRc8VBYEPvuUN3Hv7LZux6Vuaqfk0n3nk23zj8ada5rgDmJrGT77yNt50x8uwdH3Fr+14HuOZHFP5IlXPq/cl9MRsVFmkWHWYzheYzhcpuy6iIGAqMm2mTpuuocnyuk68V6oOz546E3QbHTvOxOz8ip+rKQrX7buiXnK93fp2LiWqRxJFrr5iVz2qZ6CzY90FEtfzmM4XmS4UKVSq+AQCY1C2GkyY6IqM63nBVzjE9Xwfx/MCAcn1qbguVdfD8Vyq4e2O54cCUyAyeb6/rMBUE4lqIpMkBGURkgCqqgaikijWxSVVkpAaHEwCRGJSxKpxPY9suUKmVCZfdShWHRxvwS1kKDKWohDTNRKahiKLSKJYF4Rq4tB2LhmPuHjylSonZuY4OT3HSCaLKAqkTIPemLWhvQO+7/MPX/sGn3/se033vfWul/Pmu16BIAh1EStbKPLkiyc5fPQ4T7x4gmyhuOKflbBMbgydrQd6u7EMfV3FfNfzGM3kmMwFAlFMVdnVFsNWNVKWQW8shi/LlAiEm5rTp9Y/VIuXk9do8y5WMPJ8n9lCkfFsnslcnrFQsIDgOJMyDVLWxkwOrpa5bK7uOHrx3AhnJybpSMT5uTe9jpdcuWezN++CpItlxrJBbxRAXFPrkZG2qtIds0iZRkuBdz0EokZ8H4oNcXSl8OdohPswywtGw+ksY9k8vu9jqgrdtkmboW8Z0XEl+L7Pv/zoCT77ze9QrlbpTbXRG4pAfTVnUEf7qq6RNoOy4zKcztQ/022NApFt0Ru3N/yzHc11bH0832c6vxAxOZzOUvU8dDnoJOsIOwXXi0goWp5tLRSthtr5JRKKIqGoFWstFBWrVU7OzFMIV9jtbU9iaSp72hJNK9kiIjaDaPDUzHyxxJHxKV6YnKbsuE29RYVSmT/9xGeaypMB7rvzdt73hnsQxeizPZPO8NlvfoeHf/zEsvEduqry5jtexk/ecRu2ufLjbbFaDct2y3h+kFXeG7NpD0upg+Jdk4rrBpP/uTxzpXLgEikUcX0fWRSxVZl20yShq+s+wen7PiNTMxw+dpzHjx7nhTPnVhVrsrunK+jiObSfQ7sGkbZgJvtMOsMTx4I4uaeOn6JUWXlUT2N303X7rtiQAmjP80iXy0zlimTKFTzfRxFF2gydbtvCUOUwvrB54soNBSDX8+qCkOt5oUjU+BUKSeHtPj6+74cC08J9Vc+jWheZlny5Hp7vc769pe5eEkASxEA8Cv+VpcXiUhCRF9xWi8aLXB+XD77vU6g6ZMplcuUqxWrQLVS7aFMlEVMJBKCEoWEqMqIQOogauoUMZX2F9ojthef7jGVynJiZ5cT0PPlqFUtR6I1bJI3mbpP1wvd9Pvvod/jEP3+z6b433HYzr7v1Rg4fO84TR09w7Nzwqgri9w301c/D+/r7EMX1d326nsdoNhSIPB9bVdiVjGNrKinToCcew5MVak2JMoEgpLMwia8vifFaSy5WMALIliuMZxci6SZzeRzPR5MkkoZGh2VgKpsbS7fd8cKOn8l8gVIYL1e7rtHDvqiemI29TPzfhQQiY433LS/swcqGglGVxaLn0p/leB7j2RxD6SyjDYKRFbrUtptgtF2pOC5D6SyzodjeZugMJmIYqkKXbdEXszc8krRGNNexffB8n6lcgaF0htF0jpFMIBgZSiAYpcz1EYwioWh5tq1QtBqOnzzJ737oDxGAV991J7/6f/3CZm/SphEJRa1ZK6HI8zxGs3nGMjkEQWAgEaMnZtFuGuxpS2zJVVIRlyfR4Kk1Jcfh+YlpnpuYYq5YbuotclyXjzz0ZR45/HTTc19+7dX8xjvv21GxYathLpvjc49+l3/+4eNUw9iupWiKwhtffgv33fly4pa5otetle2OZXPkwrLdhK7RH7exNJW4ptETs2gz9KaLXd/3yZQrTOcLzBSKzBaKTOYKpEvlIOJCkohpgSBgaxtTrF4olXn6xKmwp+c4c9ncip9r6To3HNhb7+lJ2NY6bunyuK7HsaFhDh89zuFjJzgzNnHhJ4WIgsDBXQPceCgQh67o7d6wyaB8ucJErsB8qYzjeYiCQEJX6bYsYroaOIkskw7TwFzDmDvfDyLrGoWjJkFpyX1V1yWdzYLvY1oWHix6TMV160JTcHvoXvJrEXkeyyQ9NsXjiYIQCEs1ganmXpJEZFFCCUUmSRRYi/6liI2h6rpkyhWy5Qr5SpWS4+CGO4UoCKEApBDXNOJ60OemiGLoEgrcQpaqbLs4n4jNIVgkN8eJ6XmG0hlEQaDdNOiNWxvaxfrl7/6Iv/3S1y7pNUxN4/oDV3LTwcDZ2xazmx6zXkKR53mMZfNMhOKJpSrsSsSJ6SptRigQKQrV8PEqwQS+IgRxXaYY3LZRh+hGwSjnBz1GjYLR+QSFsuPW3UWTuQJjmRxFx0ESBeKaSqdlEdfUaBHWKig7DqOZhXg5TZbotoJIOU2W6LKt+vet2GiBqOnnh3F0OT+IpPMIRNBaf9HS/dpxPcayQdfJcDrDRK5QF4y6bYuksXViDXcS1VAgmikU8YE2I+hKM1SFLsukNx7b9PScaK5j++H5PpO5fN1hNJLJ4XgeZigYtZtmPe1lLYiEouW5LIQigD/48H/iuReOIooif/Ff/wu93d2bvUmbQiQUtWYthKJ8pcqpmXmKjkNMU9nbngy6iEIXUUTEViIaPC1PvbdofJrhTBZdluiJ2XRYQSyD7/s8+I1v8cDXH2t67lW7B/m9971rxSLITiCdy/PQY9/lqz94fNleHlWW+Ynbb+atd72C5ArFDc/zmAhXQ9bLdi2DvnhQtpsyDXpiNlbDhH7FC8qbVYJJk8YLStfzmC+WmQpFo5lCkal8gXyluuF9RjV83+f06HgYUXeCF4eGWekIShCCVc5Bt9F+ruzrXdfJlPlcnidD19CTL54kXyqt+Llxy+TGA/u46dA+rt+/l9gGnhPLjsNErsBcsUTZcREAW1PrK9RkSaLd0Om0TGKaumUEENdzmRgfx/V92js68RBaCkqLBCfXDdxOfuBB8uvxeH4oKgXOpZp7qRq6oRb6l4J/z9u/JAqICKFoVBOWggi8unspFJlq39fj8YQoHm+98DyPQtUhXSqTq1QpVh0q7oJgr0kSlqpgaypJXUOTJURBrN9mh/9qkhS9R1sY3w9W3jsEBfAuwSSqKgSr7zf7rfN9n/FcnhPTs5yYmSdbrmAqcn3R3Ea5i77x+FP85ee+tCrX0GBXJzeFCxiu2jN4wc6ZtRaKPM9jPFtgPJfH8TwsRWYgGSeha7TpOp3JOL6s4LIwgW+GE/h6OIGvbOL7X4sQa3QY+QT7Z81htNwQxfU8ZgpFxjJBj9FYJsd8qYxA0BPYYRm0GXoUcXkeMqUyo5kc2XIFH4hpKn0xm4ShYSkK3TGblLm8y6ZRIIKgJ2gjBaJGfB/KBIJRJhQfIRjbmzSP7yFYGDGWzTM8n2E4k2UimwfA1gLBKLGFerC2M1XXZTgUiDwfkqFAZKoKnZZZv0ZbL5wwnrB+3jvPPhnNdWxfXM9jMl9geD4QjEazWRzPDwUjM7x+u/TPcyQULc9lIxR94sHP8NkvfBEBeNMbXs/P/cx7N3uTNoVIKGrNpQhFnucxnM4xkcsjCgKDyRhddhB/tDuZWJODWETEWhMNns6P7/uMZXMcGZvi+MwcoiDQZRl0N/QWPXL4af7yc19q6t/p60jxoQ+8h55U22Zs+oaRyRf4wre/zz9970eUKtWWj1FkidffehNvu/sVtMdjK3rdpashm8t2Lbpsc5FDc+kFLoQXEQQ55/KSi8qK6zJTKDKdD1xGm9ln1EgmX+DJF0/y+NHjPPniCXLFlYsxbTG7Lsa8dP+Vl5xn7nk+J0dGg4LvY8c5MTy6YhELYP9AHzeGUT17+3s39ALd8Tymc4EgmA/FS0OR6TANOi0TpR5vY5LcopMHl3KM9nx/GTFpQTRqdV9tUtVrdD81xuPV3U6hwOT79f4l9zw7x+L+pVo83oK4JIcuppq4pMhSPR4v6l9qxvd9Kq5HplQmW65QqFYpOW79/ZNFAUNWsDWFhK5hayqiIKBJ0iK3kKnIW3Lfv9ypiUEugSDkEKyqd8N/W33SBAIHx3LnvI2m5DicmpnjxMw85+YzQFBq3hu363G+6833jjzPn33qoWWjXlVF5rq9V3DTof3ceGAf3e3JVb3+WglFtUUx49k81XDl9GAiTsLQaDMMUok4vizjE7zHS+PlNnICfyVcimBUc4EHsXQFxrOBcOSFY8E2Q6fDNNCj+Esg2Hem8kUmcgVKjoMoCKRMnb64jS4rtJk6PbZ13kUwVQ/yBIusYHMFoqX44f5Ti6Mrs1gkbRVtWHVdRjM5htMZRjK5BsFIpds2Seg60lb6wGwTFgSiEp7vk9Q1BpNxTEWh0zbpX2eBqOxBgcXXeSLBOU8nOOctfVujuY7tjxtGaA7NpxnJ5BjN5HB9H0uR6bQt2k39klzvkVC0POuhG2zJzB2nYVXdU88+u4lbErGTyJYrnJqdp+y4JHSVK9uTWGrwb9LY2qWDERERyyMIAn3xGKaiYKoKL0xOM5bNU3Y9+sKJjlff9FJS8Rh/8vEHKZYXOllGp2f41x/5O37//fdzYLB/E3+L9SFXKPLF7/yAL333h4t+70ZkSeS1t9zI2191Bx2J+IpeN1MuM5bJkwlj4WKaSn/MJm5oWKpKT4uy3aURGQbBJESZIAqlABQB2QfND2IrRILIud6YTW/MplCtMp0vMpXLM9/QZ5SbzzIm5hv6jLQ1tbu3Im6Z3HXDtdx1w7W4rseLQ8McPnaCx48ev2C821w2xzcOP8U3Dj+FJIpctWeQmw/t56aD+xno6ljRpEquUOSp46eCHodjJ0jnCyve9sZYvBsO7CXZIqpnPfE8j7limel8gWylgucHnSvdtkl3LIg+slWVjnXMut4qiIKAKkuorPx3XOhPWj4ObzkH0+L+peC+wLkUikuNEXmhi6kSikvLrfiviUM1sUgK4/GkUFiSWriXFGnBvbST4vFczyNXqZApBRFyxapDNVygUHNDthk6cU0loWuosoQkCFgNvUK2qm5aT0BEM0vFILfhq5UYJLIwKSYJwcW2HN5WAcp+8G8h/JL88LxHsPp+o91GuixzVVcHHZZJu2lwYnqO6UKRfKVKTyy4bb1FypdfezW6qvL/fvKz9bFKd3uSmw7u56ZD+3jJlXvQlLWLGF0tXrhieiwTCESGLHNFe4KkodNmmrQn4viShAcoBJP3augaMsL+oa14iBOEBYHB8iHfEEmXIxibGbXxmLD0uQIJXSOha+xKJpjI5RnP5EIhLcdYNs9UvkhcU+myzboIfrlRcVzGsjlmCkUcz0eVpCDu3rZQZYku26Tbts47cb+VBaIaggB2uC2muOAwKgKVcD9aKjwqksTutgS9MZv+bI6RdIbhdJbJXIFcuUJMU+sOoyjS8MJUXY+RTJbpfBHP94PPZoODqD+xfgKRF7qHitDkpKwSCNIlgi/JB9VfEI0uw8PCjkQSRXrjNl22SX82XxeAxzI5zsylmcoVgk6ySxSMIjaGLecoKpVK/M6/+xCjo2P4gK5rPPB3f7vZm7UpRI6i1qzWUeR5HufCQYcsCuxOJkhZBt22xWAyHh2oIrY80SqblVOqOjw/Oc2z41PMl8phnINV7y06MzbBH330k8xksouepyoyv3P/27n16oObtOVrS75U4svf+SFf+M4PKJTKLR8jiSKvvvl6fupVd9DVlrzga3qex3ShxEQuT7EarIZsN/RQjAtWQ/bGLGx18WrIC13gekDRCy4ki2GEhU9wkaEQXEgsjSxo7DOazheZKzb3GcXDEumN6jNqZDqd4YlQNHrmxKllXVyt6GpL1ou4r71yD1oY1+f7PmfGJuquoWNnV1fwvaenm5sOBX1Jh3YNIm2wg9b3fXKVCpO5IulSCcfzkQSBpK7RHTOxNS3oHTINOixzw1ayrwXb5Rhd719aTlBylwhPDV/15zfcX3E9HM8N/nUXC1Ou5+GGLqbzxuM19C/VBSahFoMnBAKTJKKE/UuN8XjiJsfj+b5PyXHIlCpkKxUKlSplx63/vookYiqB6JnQNaywiNxQlCA+LhSHoiL4zcf3gy+XYFKrUQhyaRaDaq4gicVikARhbGPz/ZIArh8IRWUfnHDirBLG09Vet+awVdn4SbSy43JqZo6Ts3OcncsEfRZ60C1oquu/n87n8hwfGqEn1cZA58oWTayEi3UU1VwgY9kcFddDl2UGEjbthkF7zA4WWUgSAsH7ZQsgiYHoZ4rBGGY7fbS9cBzWKBjVHEYGrQWjRhzPYypfYLwhli5TriAKAlY4WZ00tMvi2jtbLjPasKDKVhX64jZJQ8dUlPqCqvONT5cbP0ti8O9WEIiWo+JDJuwvyoX7kUIQR6cuc1wrOy5jmSzDmSzD81mm8oVAgAoXoMV17bIUGy+E43kMpxsEIk1lMJmoR0H2J2Lr1j3nhvto7dpNJNgvDYLrPCNc/FDyoVQTk8I+KwiOLRog4zK7DcbRESvH8TzGs/m6ADyWzeP7Pqaq0G2btBnLx2u2InIULc+2jZ779EOfP+/9vu9TrVaZnZvjyWeOkMkEtncfUBSFB//+f6/3Jm5JIqGoNasRijKlMqdm01RclzZd44r2BLamcUV7koSubdQmR0RcEttlEnKr4HoeJ2bmeHZ8ipFMDl0OHCmpsLdoOp3hwx99gDPji10foiDwwbe8gXtvv2WTtvzSKZYr/NP3fsQ/fut7y0ahiaLAq254KT/16leuKHLP8TzGMjmm80WqnocqiXRaFr2xYDVkp2XSE2teDbmaFZB+uMK6fiERFi7XntsYWdCqz2iuWGI6Xzx/n5GlYygb02fUSNVxeO70WQ4fDQSe0enZFT9XlWWu3buHZMzmqRdPNgmc50NXFV6678ogqufgvhW7xdaaUtVhstY75Aa9QzFNpdMyaTeDHoNAHDKaRMbtwk4/Ri/0J9UEpWYxqd6h5C58X4u4q7mX3PC5lbp7yW1wL9UeE4hLnr98/1JNIKq7l2oReWEsXuOXIomoooQkCQv9S1ycwOS4HtlyhUy5TL4SRMjVRDRRENBlCUtV624hORS27CVuoSjmePPwvMXOoFpUXO2rkZoYJBIINjUhSCY8BwkL/5dq3wsLzznfLub7gSBV9oMJ1UoY1VQOb6/t+xLB5GrdbbQBh0ff95kpFHlxepaT03PMlcpBrGzMomMD3EXrwWqFotrCmNFMjorrossS/fFY4LqKx4nbJoIoBpOiBOMZKZwUXS5maztRE4xqkXSrFYx832euGCwsGs/mGc8GY0ifIFq23Qxi6dQd1rMW7DdBvFxtQVWbodMfLqhKGho9MZv4BToWl46fdRZESDPcx7aqQNSIH47lM2EcXZHguKoRCgnLCkZBrPVIOstQOst0KBjFNI1u24wEoxDH8xhJZ5kKBaK4prIrGccKHfn98Rj6Oi26qoTxcrV9VCHYLzUheF/NFk5KJ9wfil5wrlu8ONDHLZfxS0U6EnGUHTaOvpypzSMMZ4IOo/FQMLJUJXAYrVAwioSi5dm2QtFbf/pnWOmhvLYxQvh9X08Pf/nf/t/12bAtTiQUtWYlQpHreZydyzBdKKKIInvaErSbBj0xi4FEbFte5ERcvuz0Scj1wPd9RjM5joxPcaJFb1GhVOZPP/EZnj5+qum59915O+97wz3bKuagXKnyle//mM9/63tklokgEwS48/preddr7qSvI3XB1yxUqoyGJcWe72OFKyDbzWA1ZHcs6Hdbejx1woi5pRe4K43I8MLV1qUlX7UV1yvvMwrcRlP5IpWGPqN2Uw8L4jcnN390eqYuGj176uyiuN1Lpb8zVY/quXrPLpR1zCA/H06YUz1bKFIIe4fMeu+QhSKLJHWdDssgaejb/oJ/Oxyja6N9n+AzthG4vrfIgVQXixb931/oUQrv9/1aPB5NYlRjRN4igSn8Wedz2dXdS3XnUiAe1SLyZDFwLslS4GQCyFWq5MoVilWHirvgFtIkKXALhaKQociIgli/rSYO6Zt0nLmc8UO3ztKouOXEIJFmZ9BSMahRBKo9bi0j4hqdRhUfqg2LJWpnCJGF85/C+ruNKq7Lmbk0J6ZnOTOXxvV8kkbgHLY2wF20lqxUKPJ9n5l8kZFMjrLrokkS/YkYnbZJRzKJbRoIAsgIwaQoC2Ob8/X5bFe8WgxdKBgVVykYQTCWHMsG/cAT2Xy930mRRJK6Rqdlbrv9aSlVx2U0mw/j5YIFVV2WRU/MQpEluqwgXu5Ck/atBKLGBVbbRSBaihf2F2W8YF+qEBzPdEKRdZnfqew4jKSDDqPhdJbpQhFREIhpgcModpnGGQYCUY7pfAHX94lpKruSMWxVIxUKROvhym8VL6eysI+u1ElZWyjRKBoVfI+KH8QQi/goCPXFgdtxn49opuq6jGfzDKezDKczTOTy+D7YmlKPmDzfHG0kFC3Ptu8oWsl1ae04UIudufXmm9ZvgyJ2JPPFEqfn0lRdj5Sps6ctia0FXUQxTd3szYuIiNgABEGgPxHDUhUsVeb5yZl6b1F/3MbUNf7d++/nIw99mUcOP73ouf/4re8zOZfmN955H+oWj78qV6v88w8P89Cj32U+l2/5GEGAV1x7De+6504Gu84/qKqtAh3P5smFjpykodEfj2GqCgk9mCRKhFF+jbQSiC7mAlcUFmIL3AahqByuRlxxn1GlynQh6DOaK5WYyhWYLZQ4N59lVMxjqwop0yC+AX1GjfR1pOi7I8Wb73gZxXKFIydP8/jR4xw+doKZdGZVr6XKMi/Zu4ebDgaRcr2p9nXa6gvjeR6zobMrW67gE0ym98YsumwTTZaJaRqdlkG7YUSuikvADyfrfH9h8rsWj+W1+JeGfzc0b1oQw5n1BeGsNum+Xp5u3/epui4Vx6XsOFSqTvCvU/vXDb6v1m5zKZQrVM8j2OqKTHvMImEYJEyDmK4ihH9IRRTRJBFDljEUGUUIXAbRxMb64vvB+cFh5WJQzREkCaHQQrMYtNQZVIuSW2+k8BxpsuCwbXQb1Ry3FRbOsbIPir+waGKt9zlVkjjQ0U7KNGg3TE7OzDJTLFGoVOmyTTptc8dEiPm+z2yxyEg6R8lxUSWJK9oS9CXjpJIJDE1DEEALBSJFCOKzTDGYKN2pc9WiECz0MYXFglHBhyzBPqkv02FUw1QV9qba2JWMMxn2F03mCoxmckzli8wWStiaQpcVOEW202LOXLnCaCZXjz22VYXeWDyIl1NVum2z5YKqpazV+HmrIgoQExYcd9latCGL+4uWfo40WebKVJK+uE1/Ilt3GM0UgnFmXFPpvowEI8fzgs9NLhSI1FAg0jRSpkF/InCurTVeKGCWWIiXs8LrtItxUgpCGK8a7hdlH3KOx9DUFKKmIyeSgcOWqM9oJ6FIEoPJOD0xi/6EzfB8huFMjolsnlx5HlsLjpkJXUfazge8HcKGzoCt9u3u7OzkbW9+07psS8TOw/U8Ts+mmS2WUCWRg51tJHUjHFzELosBRERExGKShs7NA32Yqspz41PMFAJ3SX/cJqap/No73kJ3W5IHvv7Youd978jzzGWy/N773kXcMjdp65en6jj8y4+e4LPf/A5z2dyyj7v9JVfxrnvuZE9P93lfz/U8JnIFJnMFKq6LLAr0xCz6YjaqLNFhmfTYQUdB83ODC9xaE5LGYgfRpVzgSkJwMWIBVXFh9Vljn1GVYOJCIZiwqPUZmarCLlVhMBFbts9ovlSu9xl1mAbWBvcZGZrKrVcf5NarD+L7PmfHJzl87DiPH12+g6irLcnNYZxcY4fRZuD7Ptlypf73dP2gdyhlBj2AlqZgyDIdlknKMtYtI327Unt7PX9x/JVP8/9bfZ2PcP47cD0QTooTfDa2zzTcKgj7lzzfDxyHkoAtyriyhOspeA33u174fRhxB2E8nutR9Vwc16PiuPiCT5thYuoqkiihyhKKJCNJYiCUC1C7uvEIJlIWtmfhPRAav2fhPRFbfC8KC9dLl/uw1feDz0atM6gWE1cThJZSE3Zq3T41Z1Dt/CMKi2Pi6t1BbK2/tRA6VTQhFMTEBdGoHLqNyuH5rxh+iX64cILgXCit4YRayjSID6h02gbHp2c5PZtmOJ0lW64EvYQXiNHa6swWigync5QcB1US2ZOMs7szRXs8jqYqCPjooUAki8GEtikE+9jlQkvBKIyeqjkDLiQYKaE7qzduM1soMp7NM5HLM5bJMVcskSlVMELncbsVxNJtRTzPYybs6yxUHUSBMF4uhqHKJHWdnmUWVC1lpwtES5EFaJMCgdVwIdsgOpZ9MP3meGkIFmvsTbXRF4/RFwpGw+kMM4USmXKFRCgY2TtUMHJDgWiyQSAaTMawwy7W2mK+tWapw02GNXdSCrXXwMObHMfXdVKJGI4gUyK87mNhcaDqt06UiNg+KJLErmSCnphNf2bBMTiZK5ArV4hpat1htJ3SXXYaG3bFvpoVjIIgcNvNN/ELP/s+Yra9btsUsXOYLZQ4M5fG8Tw6TYPdbQlimsqVqSSWGrmIIiIuZwxF5qW9XdiKwrMTQW/Rmbk0vXGblGnwrnvuorMtyV9+7ku43sL00wtnh/g3/+ujfOgD71lRl89GUHVcHjn8FA8+8u3zuk9uveoA737t3VzZ13Pe1ytXHUazOWYLJVzfx5Bl9rQl6LQMNFmmJ4yXU1pcsK+nQNQKJVzFawvL9xlVCCbMaqvPggtOgYSukdA19rQlmvuMcgWmw+91RSapabRb+oYXzAuCwJ7ebvb0dvP2u+8gWyjy1PGTPHX8FOVKlX0Dfdx8aD/9nalNn5QrVh0msnnmSyUqrocAxHWNrrCoWpUkUpYZiG/bPFJmJdTHuIIQOBy81mLPcqLP+VhOYBCEBXFBYqFPRWDxxXPtcXUxQlh4vZ3Fxf1Wtf6kqrs44i6ItvORpaBjyFQVEISF97AW5ecvvK+Nri6PBQGw8bYLvufLCExii39r7/fS93Q7fdxqYtByzqClf6va730+MWhpTFxNQNqO8w1C7XcMF0x4tXNdTTRq6DaqnQMFglXYNbdRq4nX1aJIEntTbYG7yDQ4OTPHVL5IoVqlyzLptK0NdeauBXOFEsOZLMWqU48p39vdSVs8hixJSPjBRChCvRvmQtG5O51GwSgvBmJRLnR71wQjIxSMltvnREEIFo+E1+vj2WBF+Xguz2Quz7l0lolcgaSh0WEZGz4WW46q69W7lqqehyKK9MVsemI2mizRGcZbryTy63ITiJaiCdAhBcJQNuwvKhHsQ5ofOCtbCbGGIrMv1UZf3KYvbtdj6WaLgWAU11V67O0vXteoC0T5Aq7nY6sKg4k4MV2l3TQYWAeByPMWFiHUIr81wv1TWGcnpe/hFwsk8RDlJYkSfrCP1BIllDBRQhVY0xjYiI1DlSR2tyXojdn0x7MMZ7IMz2eZyhfIVSrYahAxGXWSbQ4b0lH0yLe+taLHybJMIhbnyiv2RAIRUUfRcjR2FLmeR7ZhVfiV7cl6TFJv3I4OKhE7gu3Qf7EdqPUWPTM+ycmZ+XpvUU/MRpZEnj5+ij/5+IMUy5VFz0tYJr///vs5MNi/SVsOjuvy6BPP8OAj32Zybn7Zx910cB/3v/Zu9g30nff1MqUyo5lcPSIsrqn0xW3iuoatqvTGbNrM1t0xbkMEASwWiAwhuJjYqAvcS+4zyheZLpy/z6jN0Hdc4fLFUHU8JvN5Zgslik7wF7YUhQ7LoNMykSWRNkOnwzKDVWDb8O+1tMenUehpFem2IPb4eJ4PgrDsfiIs+apP+DcIPjWxp/5/YfELNDlQhCXOlBaP2YZvw5anHv1Hw/7QShTym/cd/ObnN335ywuLyyE0/Hs+cWnRl9DwnHXcTxrFoMbeoPOJQfWouFAoURq2syYG1WPiGr7fyZOrS/HDv2k9os5f6DmqsuC6qv2NalE/l3pccDyPofkMx6dnOTU7T9X1iIVjiNgWnaBt7CiqyjIj6RyFUCAaSCY40NdNwraCzg0BLEFADRen1Arat+Cvtem4oSOkUTCCsNie4G+5kr9b2XGYqMXSZfOMZfMUHQdJFIhrKl1WGC+2CR/wfLnKaDZLulTG81nU12k09HWuJIZxqUC03gustgOuv9BflPWCY5pEEGt2IbdKoVJlJJOtOxLmimUkQSCua/TETGx1ax6PLoTneYxmA+HU8XwsVWFXTSAyjHq0+tr+zECEKRGcO2odUqYQxMutt5OyUqlw5MgRAK699lrUcKH30j6jxkQJwu1UCD5L6mX4+dlJlB2H0UyuHjE5lS8EsZWaFnSSqSpDUUdRS9ZDN9gQoSji4oiEotbUhKKz8xmmcwU836fLNsMTqMaV7cl1sd9GRGwWkVC0tswVSzwzPsnRiRkqrku7adAft9EVmTNjE/zRRz/JTCa76DmqIvM797+dW68+uKHb6roe33rqCJ9+5FuMz8wt+7iX7r+S+++5i0O7B5d9jOd5TBWKTGYLFB0HURBImTp98Ri6HIgiPTF72S43L7zArQlEKkG2dE0gWk0+9XqwXJ+Rx0L0Vi3OZ+lEWdBnVGAqV1jUZ+T6PrIoblqf0WYTRKwEYlquXA16h2SJdkOnx7ZQZZm4rpIyTdpNfUv1VbTq8Tmf6AMrd/nUJt4XvjxKhQJ4HjHbRgp7aqTGxzTM5DdFj11ABGp6jYhtSSuBqJWY1CgU1R7T+PzGx7otnrNUxDofjQLT0v26UVRa9P8WAlNNDKoJQUtj4pYTg2run3p/UPiaNSdNoyOo5hKKJoJaU1s4USFw2zr+gtuotniidi5UWXBlXexxJV0qc2J6lhMzc0zkCiiiSKdt0m23diFvJr7vMzE3z2SpQsn1kEWRPe1tHBrowTYMfM/DEAUsQVg0KapE+9qKqAlGtUi6ixWM3HDMEfQXFRjL5JgvlREASw0WprQZ+rrvX57nhX2dBfLVoK+zzdDpi9v1vs6emEVyBfFyEAlEK6HqQ8YNuoty4XlRIRCMLiTUFipVhtMLgtF8qYwkCiR1LYhB3ibOds/zGMvmmcgVcDwPK4zPjusabYbOQCK25kk51VAgqgkvMsE1nc7C9d1GOCmXE4oa8cNzWmOaRCkUkiAYHyg0Jkqs7zZHrA9lx6m7BYfTWaYLRURBIKaqaIpMyjQioWgJkVB0mREJRa0pVF0++uxxRjM5NFlib3uShK4xkAjK0bbDQCAiYjVEQtHaU6xWeX5yhmfHp0iXynVHTUxTmclk+fBHH+DM+MSi54iCwAff8gbuvf2Wdd8+1/P47jPP8+lvPMbI1Myyj3vJlbu5/7V3c80Vu5d9TNVxGc3mmSkUcDwfVZLoss1wol+i27bosi00ufV+1UogWuog2kyBaCm1VdatVp/5BBNltQuJpavPfN9f1Gc0WygylS/Ui4oX9xmpO7Js0/d90qUKU/k8mVKlLpa1GcEFt6kqmKGTKGUGEYWbiesFF4m1r5U6MOA8zguBZvcFzWJNTeDxXIeRoSF8z2PP7l2ostL0WsIyrxERcSEaBaLlHEwtb2shMLVyL7USl1b62antyhcSg2rOoMZOIEFYEhPX8Ljoc3Jp1FZh11xGFS+YpK4JSbX3qjaxVnMbrfbv7noeQ+ksJ6bnODkzR9l1A3dRGBezFa7JsqUy59JZ8pUqkiBwZWeKawb70VUFz3WJSSKGICyaFN1KY5rtRM0dkvOgcAmCUTAOKTORywddRtk8k/lgcaguS4F72TTQFXlN9zHH8xjP5JgqFKm6Qbxch2XQG8bLdVgm3TELU1nZgtTzCUQb7cDfDvjh8SrjLfQX1cbsJhee/M9XKgyns3VHQrpURhYFErpOt21uWcGoSSBSZAaScRKhQNQfD/qI1ora37nAwiIClWB/VITgc2qIwf66UX+ulQhFjXgNQlEpjC4shYtV4PyJEhHbg1LVCR2DwddMKBgNJuIc7EhGQlED66EbbJlW4ceffJKTp88giiLXX/sS9u/du9mbFLFFEQUBAehLxOi2LVKGzpXtSfQVZAJHREREABiKwkt7u7AUmWfHpxnN5qjMpemL27THY/znX3o/f/qJz/D08VP153i+z9984atMzs3zvjfcsy4RGJ7n8/1nX+BTX3+MocmpZR931e5B3vO6u7l27xXLPqYWlzFfDEQOW1XojdkkDQ1TVemNWaRMA2kZF0hNIKoJLPWLiC0qENUQhOCickP6jHSNdnPj+4zWg0KlykQuz3yxTNXzEIUw8sUOouQ0OVjF1WGZmGs8ObNSvDCWpCYK1VwLNWqxbXVRpoXgs1yPzyKHD80CT1PMW8NrVFyPoflZAGwGUbeOsSpiB9C4fy7ceOHnNfYnLetgavGYmoqw0v6l2vnhfGJQowhUj4kjmrxZLwRhQfyxAVdcEk3X4DYqEXwJfji55q/cbSSF3T4pM1g4cGJmlrFsnlNVh5Rl0BOzUDfJXZQtlxmaz5KrVJFFkQPdHVw7OIAsS4FARCA6KA2l7NH+eGlIAsTD8WFeXHAYlYA0wb5l+BcWjARBIGnoJA2dXckEE9lcIBiFwtFYNs9UvkhCU+m0TWxNvaS420K1ymg6cC95vo+pyAwmYqRMA11R6LGtesTuSnDCiOZWHZ6RQLQ8Qvg5VIWF/qJMKHI7gO4HDqPlrj0sVeVgZ4r+eIy+eJaRTJah+QwzhSLpUilwgtkm5hYRjDzPYyJXYCybx/E8TEUOFkAbGkldpz8RWzbl4eJ+XiDeFllIWzAII+VCJ6UhbA8npSiEbjzAEc/fZyT7QZ9Rq0SJiK2LrsjsTbXRF4/Rnwj6i4YzWSRR2Jbx5tuNDXEUVSoVfvdDf0ilEqynkBWZ//bhP0JRFCqVCv/hT/8LLxw9tug5r7n7bn7lF35+vTdtSxM5ilrj+nB4Os10sUynbTEYM7fEyT4iYr2IHEXrh+/7jGSyPDM2xanZsLfINumJWeD7fOShL/PI4aebnvfya6/mN955H+oaCdS+7/PD54/xqYcfa3IyNXJgsJ/3vO5uXrrvypbHPc/zmCuVGc/kF8Vl9MdjGKpMMozLSJxnpa/X0EHkE4gu9jYQiC7EJfUZOW4QwZYvMFsMuoym8wUqrret+4wqjsNkrshssUQp7B2yVYUOy6TDNFAkkTbToMM0zrvPrAe+H5zvKyyIQm7D/QJhd4mwsCK+1l+ykh6fpbddCqtdCRkRsVW52P6l2uex3hsUiUFbFr+2WKImGnkLolHNlQnB+1eLqFNWMLHt+T4j6SzHp2c5OTNP0XGCBSpxe8URXWtBrlxhKJ0lW64EAlFPF1cP9CIA5UKBHttAl2Q0IShlV4j20fWi0WFUE4xqDhGDlTuMIHD7TOUKjGUXYuky5QqiIGCpSn1Ry0ojcGvj5YlsnlwlGC8nDI3+uI2lqsTDXow2Q1/xvus2LLCCSCC6VNxQLMqGDiOXlfcXAWTLNYdREGGVCY8JbbpG1yYKRjWBaDybpxoKRAOJOElDI6EHEXNrKRA5DfFyPsHf0BSCRXJSKJRvRLzc+ViLcXRjn1HJC85pS/uMZFonSkRsfQqVKqfSOSrVKgfa4+y19c3epC3DtnUUPf7UU5wdGgKCwcEb3/B6lNCy+78//gmeXyISAXzj0Udpb0ty/zvevhGbGLHN2N2WoCsZRVNERERcGoIgMJCIYykqlqpwdHKGsWyOiuPSl7D5tXe8he62JA98/bFFz/vekeeZy2T5vfe9i7hlXvTP932fw8eO88mHH+PUyNiyj9vb38v9r72bmw7ua3lR43ge49l8XbyQRZHemBXGZch0WgbdMQvjPHEZtSLTIs0CkR5e4K5XielGIIYXQgaL+4waIwuWW32myhK9cZveuL24z6hYYiof9Bmdm88ymslv+T4j1/PqLql8Jegd0mWJ/rhNlx2s/o7rGp1hF8ByjrO1xvMWi0IOi6OsJBacXzX3QqN7TA6/344iZkTEVqHmXoLgMxfcuEkbE7EuCMJCX1+MYDV2k9sonFyrrT4X/eC8WBOOasffRkRBYDAZp93UQ3fRHKOZHKdn50mZBj1hfNd6kS9XGUpn6pPBLxno5ar+XlzXw69W8NNzqL5PLKYTl7b3eGa7UHMYmaHDKO8FolGZ4Fyv+IFzZCV9IrIo0hu36YlZYX9QzWGUYzpfJFuuYCgyqXD/W27RjuN5TGTzTDWMl3tiFn0xG1WW6DCDxWKr6Tu+kEC02R2e2xVJgKQUCLqGG4hFeT/8W4f7zvnExpimclVXioGETX8YXzU8n2GqUGSuVKbNCAWjDUoFWCoQGbLMFe0JkoYe1ijEiGnamv28cnhdV+vwUQiu5dTQNWQKF+5/2k40OmljQus+o1qihOQHx5+oz2j7YCgKe1Jt9UUeEevLhghFzzz73MJ/BIE3vu51AOQLBR751rdbXn/4wOe//E+87tWvItXevhGbGRERERFxmdJm6tw62IutKByZnGK6UKTiuvTFbd75mjvpbEvyl5/7Eq63EHT1wtkh/s3/+igf+sB76Em1rern+b7PU8dP8smHH+X40Oiyj9vT283999zNrVcfaHkRE+T35pgrlvB8H0ORuSIeo8NqiMuwzfOusFwqEMkEF7jqDhGIWiGFv5fpL0QWLO0zqhJckCoEcRe11WemqrBLTTCYiDf1GU2GfUbzpTKaJBHbIn1GnueRLpeZyhXJlCt4vh8Uj1sm3baFocpYSuAkSpkG6jpO5kHYI+UvxIksdQuJLAhAKmFnibjYQSQL4e07bN+MiIiI2Ejk8BxvErjHqjSIRg1uo9oEm8DCJFvNgdt4erNUlWt7u+iwTI5Pz3JiZo6JXIFcpUpvzCJp6GsaG1OoVhmar/WRiFw72MfB3h4q1QpeuUyPoSEpCqMjGbxiAbunc8eNabY6sgCJcNxlNUTS1cZatUi6lUzYCoJAu2nQbhrsbkswns0xkQt6jMazeYbTOSZzBRK6Rqe10EtTrFYZzeQXxsuyzBVtwXhZk2V6YkG8nLKKqMRIINoYVAFS0kIcXTaMUMsQLOoy/PNHZcY0jau6NPrjMfrjsXok3VS+yHyxTJup0WWZGOskGHmex2Q+iJiruoFAtLstTrtpENcCgSiur41A5IWL34oE42qBhXg5KbyuM4XtES93KQihY0qXFhIlimE0XYmFeLoS4SIIP+oziohoZEOEotNnzgLBgWr34CA93V0AHH7qKaphNE7jqtHaZ9OpVvnWd7/HW9/8po3YzIiIiIiIyxhDUXhpfzeWpnBkfIqxbJ7KXIa+uMXdN15HKh7jTz7+IMVypf6c0ekZ/vVH/o7ff//9HBjsv+DP8H2fIyfP8MDDj/LC2aFlH7eru5N333M3t11zqGUXUrpYYjSbJ1uuIABxPYjLsLUgLqM7ZtF+gbiMZQWicIWZJV4eFxIb2WeUMvV1uxBtRb5cYSJfYL5Yxgl7hxK6SrdlEdNVNFmux8ytZvXsanG95gi52rhPYCFKRA3fDzGceKy9N0ooCkUxERERERHrh9jgNvL9xW6jSug2qp0XG91Gir+wkjuI/BToT8RoMxbcRcPpLKdn06TMCj1xC12+tGmIYrXKufksmVIZSRK5blc/+7o6KJUreKUig5aBLomYIghVh5FC/pL/PhGXRqNglF8iGFVYnWAEYKkKe1Nt7ErGmcgVmAhFo7FM0GE0Wyhhqwqu7y/Ey+kafeF4OdYQL7ca8TISiDYeQVjoEjPFoLsoG076VwgWdJmcf5wY1zWu0lT6EzH64jYj6SxD6SyTuSJzxTLthk6nZWKsUQ+n53lM5YtBUoXrocsyu9vjtFsGsVAgSqyRQOQ29GL5BMdhK0xRqO2XxmW6Xy5KlKgtDoz6jCIizsuGCEXjk5N18efAvr3120+cOl3/XgD6+nq56sBBvv7oo/XHH3n++UgoioiIiIjYEGRR5GBnCktVOTI+yanZeYbms5Qdl2v27uGPf+kD/NFHP8lMJlt/Tjpf4A/+5v/wO/e/nVuvPrjsaz936iyffPhRnjt9dtnH9HemePc9d/GKa69pEog8z2MyV2AyX6DkuEiCQJdl0p8I4uWCaBcL6wK5zrUy0wKXr0DUikVxPELrPqPlVp9JohgILpbZ3GeUKzJdCFYSTuQKDX1GBqokrrloVHEcJnIFZoslyo6LANiaSqdpkLIMZEmi3dDpsEzimrrmP9/zAjGoJgy5BD0mNWq9F/UIOQK3UF0UCv+NLtAiIiIiNo/GhRQWwarsSui4rfhQ8Ra+LxN8CX54jA/Pj4ai8JKezkXuosl8gVylQk/Mpt1cvbuoVHUYms8wHwpELxns44rOFKVSGUol9sQtbElctGq+cv6XjNhgGgWjnBBG0vkXLxgpksRAOPk/WyjWY+nGQse9JAp02yZ98YXxcrdtYa+yByYSiDYfMRyj1yb+c34QSVcgOBYZfiAmLbff1BZ5xbUO+uMxemMZRrM5huYzTISR0m2GQZdloF+kYOR5HtOFIqOZmkAksbc9ScoyiGkqA4n4mo2/K+Giv9oxTmEhUk5uENei8XTAcokSjX1GVaDgh31GftRnFHF5siFCUb5QqH+fTCTq3586cwZYKEH94Pt+huuvvZaZ2RmefCYoMxsaGdmITYyIiIiIiACCi4jBZBxLVbAUlRemZgJ3kevS25niT3/l5/nwRx/gzPhE/TmVqsOffOxBPviWN3Dv7bcser2jZ4d44OFHefrE6aU/qk5vqp133XMnr3zpS5o6YSqOy1g2x3ShiOv5aLLErkSMLttCk2W6bJPuWNAtcz5qcQQFgon7RoFIFcC+TAWiVpyvz6h2IbFWfUYdpkHsEvuMHM9jOl9gplAiXwnSyA1FZiARoyuMUkkaGh2mSdLQ1qx3yPeDv89St1ANgfBCKxSFaqXhkrBYFIoi5CIiIiK2NmI44aiz4DaqOY0qSyLqCuGX5IOMQJttc5O+4C4aSmc5O5cmUy7TG7MxlAtPSZSrDkOZLPPFMqIgcM1AH4OpJKVSGalc5kDSJiaJl+2q+e2ILAQdNJYIlnfpgpEoCPUI3d1tccazeaZyhWAhkCzTZVt02eYFx8tLqbk1SuH/awKRFApEVrTPbTiyAG1S4CJq7C/KstBfdL79RhCEhW6gZJzemM1oJugxmsjlmSsWaTcMumIm2jJ9V0sJBKJSKBC5aKFA1G7qixxElyoQtYqX0wijwsXge1NcGHNHNHOhRInieRMlNnXTIyI2hA0RikRRxHODqYNqtVq//czZc/XYOVGSuPpgsBL7it2760JRNhfZxCMiIiIiNp520+CWXb1YqsyzE9NM5YuUnaC36D/94s/yXz75WZ4+fqr+eM/3+ZsvfJXJuXne94Z7ODEyyqcefpQnXjy57M/oakvyrtfcyd03XIe0RCjIlcuMZvKkS2V8IKaq9MZtkoaGpSj0xGxSlnHB1bhLBSKJoFxYDwUiSwz+jWjNhvYZWQaWurI+I8/zmC+VmcoVyFaqeL6PKol0h8KhLsvYavCaKdNYVe7+8j9zQRSquYUao4NlFi6kGgvPGyPkatFyERERERHbk8bjOgRxPrWIunLYQVdiidtIlunr6iBh27RNTXNqZo7pfJF8pUqPbdJumi3PfWXHYTSbZzZfRBAEDvZ105+IUylX0B2Hfe1xErIUrZrfxihLBKOcF4ypLlYwEgSBmKYR0zR2JxNUXBdTVVbtXlsqEKksdhBFAtHmUuuh0cL+oky475QIxqiaH7ghz/ceCYJAm6GT1AMhp6/uMMoynsszWyyRMvW6wNhK5PE8j5lQICq7LpokcWV7gpRprLlAVNsfl8bLSZGr7aJZNlEi6jOKuIzZEKHItizm5+cBOH4qmFQ7efo0+UKhHjHX39uLGsblSA2TGU6DsBQREREREbGRmIrC9f09WKrKsxNBb1F1LkNv3OL3f/bd/NXn/4lHDj+96Dn/+K3v86PnX2R0embZ1+1IxHnna+7kVTe+FEVeOOfVLjYmcnkKVQcxLO3tj9sYikKbodMTs4itILIgEojWlktbfdbcZzQVCkYz+UA0WkmfkR/m7E/mCqRLJRzPRxIEkrpGT8zE1rSgd8g06LAMDOXie4f8cLKv0S3UGCEnsvD3UAldQWLwb6NbSCK6kIqIiIjYyUgNLlzfD84ZS91GFR8qCKimwaFdA+zq7uTY6ATHJ6c5O58lU67QF451IHBTT+SLTOXy+MDenk56YzGcShlL8Lmmq42kIkWr5ncQjYJRroXDSAsFo9VM0KqyhCpfmoMoEoi2NkL4ntT6i7Khw6hE0KtWi6M73yIlIbzeajP00GG0EEk3ls0zWyjRbul0WSZa2K/m+z4z+SIj2Rxlx0WVJK5oS9BhGdihQJRcA4GoGu6PtXg5mTBejmCfrMXLRYuwLp1WfUYrTZSIzkMRO4kNEYr6+3qZC4Wi555/gf/9sY9z9PhxYCF2bs/uXfXH1x4LoGlrU/AWEREREXHp+KF94HIaDMmiyKGuFLam8sz4JKdmgt6iLtvk/37bm+huS/LA1x9b9JzlRKL2eIx3vOoOXnvLDSgNRc6O5zGeyTGVL1L1PBRRpC8WxJepskSnZdITW1n58/kEIiWMmIsEoktjrfuMpvIF5pbtMzKwNYXZQom5QomyG/QOxTSVTsuk3dRRJIlUKA7Z6upzz30/7J9gcYRczS0kEOxHGmFUYfg3EJe4hWSiC9WIiIiIyxkhPEfUxhluQ0Rd2Q8mbksISLrGDVfu5mB/Lz86eYbxdIay49Fu6viCyHgmg+f57O5M0WOb+I5DUhHZ29FJUpaiifodjBLGii2NpCsRTNRejGC0EiKBaHsjCUH3lSkEcXS1/qIcC3F06gX2mWbBKIikG0pnGcsEglGHqaNIMuPZHCXHRZXEBYFIVelPxGgz9EsSiLxQYC8SjMmhIV4uXPBnigvj8Yi151ISJSIitjsbIhRdffAgzz7/Qj1m7stf+2eA+v8BDuzdW3/86Nh4/ftEIr4RmxgREREREVKbNG6cMK4V0tes7nI4KFIIBlI7fVBU6y0yw96iow29Rffd/Qo625L85ee+hOt5LZ+ftC3efvcdvP5lN6E2ZPEXq1VG0jnmS2U838dUZHYl47SHbpKemEWHZSKvoFOmdlFRIHi/RAIRQwdUMXQQEV1QrDVr2Wc0lS8wnQ/7jHIFZoslzs1n6j/LVGQG7RhdloUiiyR1nQ7LIGmsrhDc84LPdk0Yqn2+a0iEnUI1t1B4Yb3ULRStoIuIiIiIOB9SOHFrEowvK9SEIyFYKa/I3HblLsazeZ48M8S5+QyiIDDQnqTbMpHw6dJV9iVSJBRpx483IxZQBVA3QDDyvEBMaBSILAGUSCDaligCtIdxdHoYR1cAMqw8xlAQBFKmQbuh1yPpRjI5htNZRjJBNYYqiexOxumyTSxVZWCNBKICwb7oEYyzTcJIOTF0TYViUcTGcKFEiVLUZ7RqaguPPT/Yz2tffovv/SVfgh98JiLWlw0Riu6+4xV89gtfxPe8ReJQ7XMjiCK33nQjAIVCgWPHj9fv2zUwsBGbGBEREXFZ0SgGuUu+aifiRqTwSySYYK5lzkMwKAoKi8NeEha6SXYaKdPg1sGgt+i5sLeo4rjccs0h/l3c5k8//hmK5Ur98XHL5G13vYKfuO1mNDWIU/F9n/lSibFMnlyligAkDI3+eAxLVUjoGj120EW0kosNP1ylmycSiDab5Vaf1RxHtdVnhfDzsrTPaLeaYFcyTrpUZqZQZDpfYLZQolh1SFk6miwT0zQ6zKB3SJYuLCD6fiBgLXUL1RAJPrN6KArVYnwkYbEoJBPtQxERERERF0+jG9f3A7dRXBJplzVMfORdfUzlixiyhCaK9FkG+9ts4rIcnX8uYxoFI3OJYNTYYbRawSgSiHYuQriISxOC/SbjQdZbGIfrftjtc4H3VxAEOiyTlGnQn4zTN59hLJPDA1KmjhU6iNovUSCqhgJR7dpaJozTY8HRZlwGCzO3OpeSKLETz2GNgo/PwjzSUvFnOdHnfAgNX2LD92q4UDFifdkQoai3p4fXv+bVfPXhr9ff4BoCcMdtL6OzowOA7/3ox7ihoARw6MCBjdjEiIiIiB1HTQxyaHYG1U7WjdQmjCWCAY3M4igpUQju8wCn0ZHgL5TbFwlP6KF4pNBQas/OGCSZqsINfWFv0fgU47k8lfkMA319/Odf+gAP/Ms3SecL3Hr1Ae69/VYMLejf8zyPiVyByVyBsusiiQLdtkVf3Ap7ZYJ4OVNdea9MyVssENmhs0UJBSKNnfE3325cap9R0tBJGjp72hLMFktkSuVgH7GMC8YPet6CKFQTghs/6zKhiCgsOAIbt7cmDkUXoxERERER60XNpSoLYIkCyZjBLlPlZDqH4MMVcYu4uiFTFRHbBFWANjGIUF7qMKp1GOkrEIwigejyQQzH4TUnTtYL4ugKLMTRaSsQYARBoLMmGCXiZMpl2nSddvPiBaLaQr8CC/Fy9X1RCPZ3I7qW27IslyhR9oL5kJK/ffqMaoKPz2LRZzmxp/E2OL/oI9As+ogEf7/a9wILC5JrIlD9byQsPEZkYVFmxPqyYaOvn3vvTzM9M8uPn3hi0e0H9+/j//rA+wGoVqs89KUvAQvdRbfeeONGbWJERETEtqMmBrksCEIei6PiGqmdgDWCE61M6CBgoXOk5giSCO6vfd84iHbF0J3gLwhFrrdYOKpNhOcJbMISzZF1W22gtFJkSeSqsLfoyNgkp2bnGZrP0G1b/O7PvHNRVFzZcRjN5JgtlHB9H12WgqgCy0RTZLptiy7bRJFWXrYbCUTbhwutPiueZ/WZJIp0WiadVmuTve8vFmprn/8aIqFYG4o/MiCIzRFyEtH+EhERERGxeYgCxGSJ61OJzd6UiC1MrQOrLRzvmm7g0s75wYRsPZKO5rHNUoFIIRg/K2GkV63/JWLnIQuQlALhxXADsSjvQ5ZgXG74F+4vAhAFgS7bpMu++PArLxQSigRjdoFgfzWFwD2khwKEEu2L24aaeGEB1U3uM/JDocdfEuvWKtqt1df5aBJ7WBC+Gv8vNTx2OcFHYEEsEpZ5rabXiNgwNkwokmWZf/vbv8mPn3iSZ557DkmSOLBvLy+/9db6Y06ePsNgfz+D/f0AdHZ00Nfbs1GbGBEREbEl8SHMgpKDzGKvuTeokdrJtdYtUhd8wpcRhAXXUKODaKkYdD5q4lHN/umHUVv1SWs/cB25hIJR6GyqTYhD4DiqRdbVJqy302BAEAR2JeNYqoKlKhydmmE0m6PsOvTFbcquy1g6T6Zcxgfimkpf3Caua9iqSk/Mot00VtUtUw4FIofgb2UJQU6vLAYXu9o2Ft8uBy6lzwgCUXhphFzt8y8QfJY0wpgWFsTfRrdQo0swIiIiIiIiImK7UVuEo0pgE0z+LxKMwkU3BoFzOxKIIiAYU6thf1Etjq5EMK5eq86r5XAa4uV8guvoWlS4JAZCURQvt/2pXW9dap/RSnp81lLwaRRuljp9ls7P1MSc+msIS8QemkWg7TTHE7GBQlGNW268gVtuvKHlfYcO7Of3fus3N3iLIrYjQQlq8L3rt1C2w4NQdECK2C74fpjXzuLeoMAdJCJ29iAIAvnw8bUTdy3WrRYTt1QMWiQI1cQg1v5z0RhdVcMTF0SjRtdRzf1QaXAeQbPrqBZJstU/w0FvUR+WqvBs2FuULpWpuB6iIJCyDPrjNrqs0G7q9MQsbFVdVVRBK4Go7iASggvdrf53iljMhfqMaheuBT/4zNYuCOrPJ+wUEhZE4VqUT6NbaCtGHEREREREREREXCpLBaMmh5G/MHEaCUQREOwzZnjtZIphHJ23EGGo+8EivLUQbPxwzqpAMKaHYD+0hNDtH25LtNBv57GaPiPJD4SjixV8Frl0aHb4LHX/NG7jBQWeJQ6f6Lry8iAK/o3YdggEB9pa2V+51YP8hgOnv/gg2lI9h0VqOEQHwIj1oeYGauwNalwV0khNDJLxKefzeG6V9kQCVZCC/VNYEIdqYtF6ikGrRWwYIMFCcXGj66jq///t3Xd8VfX9x/H3vTd7JyRswh6yt6AgIMsFAu5arRaptnVbq7VatdZV66y2WrX+6qwbqaKAgLJkBsIeIeyZPci84/fHzb25N7lJbpJ7bxLyej4e8Dg583tzz/ncm/M5n+/Xnux1JI6qVh25jnUULPsfdM3htVXlGLc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\n" }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "viz.plot_distribution(\"free sulfur dioxide\", ts_format=\"%d-%b-%y %H:%M:%S\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": "
", "image/png": 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\n" }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "viz.plot_uniqueness(\"free sulfur dioxide\", ts_format=\"%d-%b-%y %H:%M:%S\")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": "
", "image/png": 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}, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "viz.plot_missing_values(\"free sulfur dioxide\", ts_format=\"%d-%b-%y %H:%M:%S\")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": "
", "image/png": 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k1evXa/LE2m8GAAAAAIDTBTWUUC+ZR4/pk6++thkmVZd+5Ii++v4Hh/fhUPph3fvIY3W6oFhdaVmZ3nz/A22qw0WFKuXl5Xr17Xf03iefNjhMSty9W3c9+HCdw6T7HnusThc+qquoqNAX336veYsWWV2fn1+gR55+xm6YdDrw8PDQgL59rK6ry+tbH9sTE/Xex586dJ+NZTQa9do77yr14MGm7opV/fv2tXonduqBg9q7b5/VbfLy87Vpa4LF8naREYqLianTcf+YM9dmmFTdwbRDeuv9D2yu/232n3rlrbfrFCZVl3rgoJ566SUVWRlV1BAJOywvnA7o27dJS1n9OXeeHnn6mTqFSYm7k/TAY/+tU5hUXV5+vp577XXt27/f6npXnvttefWtt+scJsG5Pv/mW73w2hsOD5MOH8nQo888azdMcpWt27frsWeerVOYVF1BYaGefeU1rVyz1mLdgL59dfH5061u9+1PP2tX0h7z1yaTSa+9/a6ycyxfi25duuimf11br35Z8+us2XbDpMZw1nsqa9pHRqpt69YWy7dtd+x7EwAAAABoagRKcKqFS5epzGh02P5KSkv11IsvKTcvz2Kdj4+PYnp019BBA9WtSxd5nFKuTKq8SPDux59YlOmz5XhWlpYsX9GoPs9btLiyTn8tTCaTnnvtNR0+kmGxztPTUz26dtXQQQMV3b2bzXlBPv7yK+XnF1gsf/fjT2yWwfLw8FBsdA8NGzxIvXv2lJ+vb619bUrdulovQ1NYVKRjx4/b3dbH21sxPbpr2KBBGjZ4kHrFxtotgbZ05Uq75cMcJaJNG/WLj9fIoUM0sF9fdWzf3ubcHEajUb/O/tPpfWoIdzc3jbMxCmSxjd+jVWvXyWjlHDFp3Lh6HdvPz0/xveI0fMhg9ejaVW42wpf1mzZry7ZtFss3bU3Qp199bXWb8LAw9YuP14C+fW2OQjqYdkg///5HvfpszaH0w1bPF31792r0vhtj5qzZNstEVZeVna1nXn7Fahm4wIAAxcXGaMjAgeocFWU1ICspKdH7n35mudzF535r1m7YqJVrLS/QS1KAv7/5569ffG+1j4w87eeyae4c8ftmzav/e1uFVkbBSpXlGXv1jNWwwYPUMzpaXg4sdXmq7JwcvfDaG1bLorq7u6tb584aNqiyH9Z+5k0mk15/9z2lH7a8keTSC2ZYvTmjvLxcr7z1P/Mo4Jl/zNLmBMvAPyQ4SA/cebs8PT0b8MxOSkk9oC++/c7m+vCwMA3q30+DB/RXh/bt6rVvZ76nsqVvb8vRlbv2JNW90wAAADB7/d33NP3yK3XdbXc0dVeavW9+/EnTL7/Sakn100lzeR7X3XaHpl9+pV5/970m7UdzRsk71FvL0BBNGDNGcTEx8vf309Fjx/T7n3Os3lVfUlKifSkp6n4iBOjetaveeeUlSdIr/3tHSXv3Wmzz1CMPqWW1UQ4BAQHmx7PmzNUhKxdHzpk4QVdcdJECAk6W10tLT9fTL71sMSrnSGam1mzYoGGDBtXzmTvXijVrrM4dMHTQQF131T9rjPw4npWlF15/Q4m7a16oKCoq1vwlSzR9ymTzspTUA1qxZo3VY/aLj9etN1xXY66F8vJyXX/7nbWGM00l+JQ5SKrLyc1Vy9BQ89du7u6KbNtWA/v11eABA9S9axeLeZEqKiq0buMmvf7Ou1bnrUnYsUPjRlXOxREWGlrvn19J8j0lpPP389eAvn00eMAADejbx+pcF9k5OXr/08+s3mHe0NI/rjBhzBj99NvvFiOGlq1cpasvv8zi9bdW7s7Ly6te5cn+ff11GjlsaI15jPbu26cnnn/R6uiF+YsWKz4uzvx1RUWFPvnqK1Wc0mc/X1/9+/rrNHTQwBrhwIIlS/Xme+9b7Hf23Hm69IIZFs+xPlIPHrC6vFPHDnXa/ulHHlZ5uVGr1q3X5998a7F+yqSzapSocnd37NuA737+xWroc9mFF2j6lMk1Ltwm7d2rp1582eJ7tHPXbu1J3qeunTuZlzWHc/8qG2HSpPHjdP3VV1l83/Py87Vm/QbNXbhQu/dYniuai7tuuVmlpaXavWevXn37HYv1QwYO1FWXXdIEPXO9dRs3adeePVbXjRs1Uv/3z3/Ir1oZ1NLSUl18deNH6Vjz46+/Kb/AMsxoGRqqxx64Tx3anQxYDh/J0FMvvWQxV1lJSYm+/fkX3XnzTTWWGwwG3XHzTbr34UctRhIeyczUux99rKmTz7E6ytzDw0P33X57jb+1DfXdzz9bDcy8vLx064nzenV/zV+gdz/+pE77dtZ7KnuirJynjx3PUn5BgVPKPwMAAFhz6pylo0cMt3g/aE3aoUP69733mz/L94yJtjrnNxyj+vfJ2nyyySn7tWZ9ZTn88845m/eTaFYYoYR6CQkO0juvvKzLLrxAvXrGqnNUlAb176+H77vHYrLxKtUnkPb28lLbNm3Utk0beXlZv7M1PCzM3KZtmzYKrBYo/fHXHIv2naOidMM1V9e4oChJkW3b6torr7B6jK0J22t9rtV5enqqY/v26hUbq/i4OHWOiqpxUakuQkNCFN29m+J7xSk2uofatG4lN8PJX8Hf/7R8biHBwbrrlpstyoiFhoTo5v/7l9XjbD1l9MX8xYutlgNrFxmh/9x1h0WY4e7ubnN0THNw6ve5uuLimhOntw4P1/9eflFXX3G5Ynp0t3qh383NTYMH9Nc0GxeMqpcacnd3r/fPb9s2bSzm7Ln+mqv08L33aOLYMVbDJEkKDgrS7TfdKB8rd07Xt/yRK7Vp3crq5PLZOTnatLVm2aHjWVnavtOyHNCIIYPr9WZpwpjRNcIkSerSqZP+edmlVttvPSWQ27Jtu1IPWJYRvPziizRs8CCLkSbjR4+yGkoUFBbaLO1XV0cyLEvK+Xh7q42VUkrWtAqv/PmzdT4O8Pev8bPZKjyszn0zGAyKaNNGPaOjFd8rTj26davx81tUXGy1HNyQgQN1yYzzLUYBdOvSRZfMON/qsU49jzXVub+64zZ+73p062r13BIYEKAJY0brhSf+qwfvvlNdOnWysnXTaxkaqrZt2ig01LJcpST5+vpYnNOaC3d398rymLExiu8Vp26dO9d4z1Bf8xYttrq8d8+euvWG6y3+7jtrhFJ5ebkWLllqdd2/r/u/GmGSVHnetXWRYPmq1VbLcQb4++v+O++wOjpn2arVevzZ562GPddd9Q/F9Ohel6dhV25entass5wvTpJu+te1FmGSpHqNiHLWeyp7ojpYD/4zMp0/0hkAAMCW5atW16nyym9//lWnUvJwjX379+u7n3/Rdz//YnUecaApMUIJ9eLh4Wn1Aoq3l5d6dOumtRs2WKwrKnbMvCIpqak6npVlsbx3T8uL11W62yiPtt/GKIBTBQYE6K5/36LY6B4WF6zratL4cZo+ZbLdi3D5+QVWR7vEdO9u8wJKh3bt5OvrYzHfy/5TLoxv3Wb9Aur5U6Y0ulxNU7B2x3YVHx/rZWuqKywsVOrBg8o8ekxZOTnKz89XaVmZ9qemWm1fWlr7fGGNZTKZdPjIEaWlpysrO1vZObkqLi5WWVmZ3KxcqK7LHGZN6axxY7V1u+XP3eJlKzSgb1/z18tXrbYYFSRJZ0+Y4JB+DBs8SG+9/4HFm+Kc3Fwdz8oyX1TctGWL1e3tnlu6dbVa/mz/gYM2zzt1YS0sDA4OavLyaTdee42GDRqkFi1sl4hM2L7davnChp2jT57HmuLcb02ojfD3vU8+047EXerVs6c6R3VURNu2cj8llB/Uv3+DjwvrHrz7TsXFxNT75g5byisqtM3KSGtJumj6NJf+Dibt3Wt1xGx4WEv1jbcsqyZVhuidOna0mIOsvLxcCTt2alD/fhbbRHVor39f9396+a3/Wayz9qH1rHFjNWn8+Lo+Dbu27dhp9fzfKjxcY0YMb9S+nfmeyp6QkGCryyvP6x3rvB8AAABHKi8v16+z/9T//fMfNtvk5uZp0bLlLuwVOnXsqCcfflCSFBIU3LSdAeqJQAkOY+tim6NucNiXYn2i9pmzZmvmrNn12ldd5jSSKufmaOzcJd27dq31ju79Bw5YnZ9k5dq19a4dWv25VVRU6GBamtV28b3irC5v7nJzLctpVTl1JFCVAwfTtGDpUq1dv0HpR440i7tujEajlq1cpRVr1mjbjp0qLimpfaPTxOCBAxQYEGDxe7Z2wwYVFhaaLwBbK3fXOSpK3bt2cUg/fH18FBoSYrV8Y05urjlQ2rffeph4230P1PuYdT232GLt56A5zGvWN7633TBJsv06vv/pZ1bnRbInL+/k69gU535rBvXvb/VDVklJieYvXmIeneV1YkRrl86d1C8+Xv37xDeqDCKsc3RId/TYMashjpenp2Kjezj0WLU5eCjd6vLOUVF2t+vSKcoiUJIqy5fISqAkSSOHDVXS3r367c+/7O47uns3XXf1VXbb1Mf+A9bD3d49Yxsd3jnrPVVtbJ2rS86gv+8AAOD0Eh8Xpy3btmn+osW6ZMb5Nkfz/zl/vkpLS9UuIkIlpSXKPHrMxT39+wnw97da3QU4HTTfulY47fj5OfeiZ46VeTkayhWjTuojJ89ynpeGKi0tNT/Ozy+wegewm5ubwlq2dNgxXSkpOdnq8haBgRZlbMrLy/XhZ5/r9gf+o5l/zNKhw4ebRZiUuDtJt93/gF5/9z2t37T5jAqTJMnTw0NjR46wWF5aVmaezyv98GGr38tJ48c5tC++Pj5Wl1cvj+is37+GKLMywsfWhPHNjbX5qhqqtOzk69hczv1DBlbOeVbrMcrKlJScrL/mL9AzL7+im+66R5u2JjT4uHCNPBs/ZyEhIS4PBK3NQyZV/p2zx9b63FpCkasuv0w9Y6Jtrg9q0UL333G7PD0cdx9a9dC4uvCwupfhtKWpzunWStRKUkkj/y4AAAA01NkTxsvH21vFJSWaPXee1TZlZWXmddOmnCOpaatjAGj+GKEEh3F2+bQKK7X8G6o5hArVVZRb3knrCMZyy4vTkuRxmt4tX1FRoY2brZcn69PLciTZG+++pyUrVtrcn5vBoODgYLUMCVFZuVEpNkZYOFJySor++/zzFmV1qvPx8VHLkBCFhoZo9569p+XdzRPHjrV6x/viZSs0cexYLbUyOsnX10ejhg9zaD+Kiq2/zv7+J8tkOfL3r7HnFmsXbE+X77+zXsfmcu43GAy6/47b9fGXX2nO/AVWw3prMjIz9eQLL+qhe+5W/z7xtba3NrLidHS6PQ9r5Rol67+TTaW2kTsNHtljMMjdzfb7goKCAh3JyLA5519DWAvPJce83s56T1UbWzeHNLRkMgAAQGMFBPhr/JjRmjVnrmbPnafp506xeG+yePly5eTmKiQ4SGNGjND3v/xqd58bt2zR+o2btf/AAR3OOKK8vHyVV1TI18dHbVu3Vs/YGJ0zYbxat2pVa/82bdmqvxYsUOLuJOUXFCjA319dOkVp2ODBKqvjzYBHMjI0a+48bU5I0NGjx2Q0GhUcHKye0T00ZdIkde3csLlsc3JzddWNN0uSzj17ktWSgWmHDumWe+6TJP33Pw9YrQT07U8/69uffpabwaAvPnhP/icqthzJzNQNt98pSbr1hus1fvQoi+VVTv361G1OlV9QoDkLFmj1ug1KS0+X0WhUm9atNGrYME2bfE6Dr9/O/GOWPv36G0nSK888rc5RlmWdv/j2O/302+9qGRqqj956w+p+rr/9TmVkZmrooIG6/47bbR6vvs/jsWef05aEbfLy9NTH/3vL7hzs+QUFuvaWW1VaWqrRw4fpzlturstLYFZRUaHFy5dr2cpV2rc/Vfn5+QoICFCnjh00atgwjR4xvNb56csrKrRo6TItWrZMKftTVVxSogB/f0V17KDBA/pr1l9zlZaerrGjRur2G2+w3L68XEtWrNDyVWu0b3+K8vLy5enlqfCWYerWpbP69+mjgf37OeUzbfP5lAzUooWNSeanTZmsa6643MW9cSxbpaRqO7nWxlb5ldKyMpWVlZ12cyjNWbDQ5iiIU4OIHYm7rIZJbgaDJk86S2NGDFeHdu3Mc4ItWLJUb773vuM7fYpPv/rGapjUPjJSF50/TXExMTVGWl132x3KPE0Cherat4tUdPduStydVGP5jl27dCQzU8tWWQZKo4cPtzmiqCGKiouVZWXuHalmecQWLQKlQ5ZtXn/+WXVs395h/akLa3e42wsfmxNb57Hrrvqnpkw6qxH7bT7nfk9PT91wzdWaPmWyFi9foS3btik5Zb+KbQSXVSoqKvT+p5/p3VdfrvWiv60Q9HRzuvzcVrE1F1NBoe15+5zF5kgjG6N6qhQUWJ+sN6iWkU2fffW11XnvqhjLy/X8a2/olWeeclio5G9jVLsjJhx21nuq2hRZKZkonT6jTAEAwJlp6jln689585WTm6sFi5do8lkTzetMJpN+nf2nJGnKpEl1ukb0+59/Wa3AkF9QoKTkZCUlJ2v2nLm64+abNGzwIKv7MBqNevP9D7Rk+Yoay3Nyc7Vxy1Zt3LK1Ts/tjzlz9dnX31jMM52RmamMzEwtXr5CV1x8kS6cNrVO+6suqEULtY+M1IG0NO1K2mO1zZoNG08+Xr/BaqC0e0/l3J5RHTuawyRnmr94iT7+8isVnvK+OvXAQX353ffakrBNj//n/gZVYahe1WBXUpLVQGnNhg2SpGPHj2tPcrK6du5cY312To4yMjNP7C/Goc/jrLFjtSVhm0rLyrR4xQqda+c6xNIVK83VCM6qZ6Wc7JwcPf3SKxbztmbn5GjT1gRt2pqgv+Yv0EP33G3zs0lWdraeevFl7d23r8bynNxcbUnYpi0J22rtw1MvvqQ9yTW3NxaVK/XgQaUePKgFS5aqV89YPfnQg/V6fnVBoITTRoSNeYisTbx8urE1x9Ke5GSZTKYG33Xs4+OjAH9/5RdYXhBLPXhQXTo17E6NppB26JC++PY7q+uiOnawKEVVVVrtVBedP12XXXiBo7tnZqqwPWohNy/P6kU7fz8/Pfv4owrwt333xOlo4pgxFoGSyWTSp199rYNplgnO2RMcM9l7lTXr11sdRdIuIqLGBduINm20I3GXRbukvckuD5SsXazNzs1xaR8aKqKtrXO09TKVdd5vMzz3t27VSpfMOF+XzDhfFRUVOnwkQ/sPHFBiUpJ5rrZTHcnI0KH0dEVGRNjdd2FhoXJz82qds6q5sPX36fCRI1Y/YDRXLUNDZTAYLEaxZWXnKDcvr9Zyc47ULqKt1eXJKSl2t0veb329vZ+5JctX1Dp/klT5gefFN97UEw/+Rx4OuMPNVtnd1IMHG71vZ72nqk12jvUbXhw5sgsAAKC+WrdqpWGDBmn56tX6ddZsTZowXu4nRk5s2LxFB9MOydfXp86fx93c3NSpY0fFxcYosm1bBQcFydvbWwWFBdq9Z6+WLF+hnNxcvfbOu+rWtYvCrbzve+ejj81hUrvICE0aN06REW1VXFyijMxMbdyyVQk7dtitMPHHX3P04edfSJI6tm+vcaNGql1kpAyGynm05y5cpLT0dH353fdq07qVRgwZUt+XTnGxMTqQlqZ9KSkqLS0135BcZV31QGnDBl1/jeWco3tOlPqPs1NiurqQoCA9+fCD2rRlq37+/Q9J0t3/vkXBwTXnDG9n4z3+W+9/IDeDQYP699fgAf0VGhKio8eOadbcuUrZn6qEHTs0e+48nXfO2XXqT3WdO3WSn6+vCouKtCtpj86ZOKHG+vTDh2tc61mzfoNFoFT9+oC916Qhz2PQgP4KatFCObm5mr94sd1Aae6iRZIqf/56RtfteyNVloh8/NnnlZJaWeGoX3y8Rg4douDgYGVlZ2nZylXatDVBu/bs0ePPPafnn/ivxQih0tJSPf7s8+Z5ZePj4jRq+DCFBgfreFaW9h84oJVr1+noMdtzmb3w+hvmMGnwgP4aMmCAgoODVVBYoD3J+7Ruw0alpac7reINcyjhtNGjW1erF9x3JO7S6nXr67QPo9Gon3/7XQuXLnV09xolvGVLdWjfzmJ55tFj+uOvOXXah8lk0tyFi8x/cKp0sTG8d/lq64FLc7Q5IUH3P/ZfqxOmGwwGXX+V5R/tIxmZVvcV3a2bQ/pk64KarYnGJSkj86jV5e0iIs64MEmShg8ZLF9fyxFHq9aus1gW3b2bojp0cNixj2dl6cvvfrC67tTwsZ+NMmQ/zPxV+fl1G51wJDNTr7/7nt0/+HXRulW4xbKiomIdybT+89yc9O3dW25WLtQuX7WqzuFPUXGxvvj2O22oVtqyuZz7X3jtDS1cutTiQ42bm5si2rbR0EEDdc0Vl+vNF59Xm9bWyzvknzKCxMfGiLw/58+3WJabm2f+MNKc+Hhbfw5zFiy0KHtXZjRq6zbbI2Gakr+fn9q2bm113QoX/73s1qWL1XNnRmamErbvsLpNSmqq+e7H6tzd3W1+UNu7b5/+9+FHFsvd3NwUcsoHVqnyd+6Tr76urft1Yqv0yNbtO5Sb27h505z5nsqe/anWy+a2Cm/8vFAAAACNMf3cyZIqP7euWL3avPzX2bMlVZasr+s1iQfuulOvPvu0/vWPK3X2hPEaMnCA+vbupRFDhujaK6/QS089IS9PT5WWlmrxsuUW229OSNCCJZWfywb07atXn31G551ztvrFx2vY4EGafu4UPfHQfzRmxHCbfTiYdkifnnhfOmn8OL3y7NOaNmWy+veJV7/4eE2bMlmvPPu0ojpWXmP44tvvG1SSO+7ECBpjebn27kupsS43N0+7kpLk4e4uNzc384ic6g4fyTDPj2pvNE51Xl5e6hUbW+OmsO7duqpXbGyNf7ZuWurSqZNefuYpPXj3nRo/epT69u6liWPH6JlHHjZvs6CBn4vd3dwU06O7pMoRSqdaeyJg8zox0m3N+g0WbaquDQQGBNi9gbchz6P6fN4p+1NtXodI2rvXPOXFWePqNzrpp99+N4dJ/7zsUj16/70aO2qk+vbupXGjRumxB+7XFRdfJElKTtmvX6x8nvhh5q/ma4eXXXiB/vvgA5XPMb63xo8ZrWv/caXee+0VtQwNsdhWqvwcV3VT9NRzztZ/7rrT3IcRQ4bo6ssv0/9eflGP3n+v2kdG1uv51RWB0hkm/fDhGv9sOX48q0a702HCYHd3d00YM9rqupfefEvf/zJTeTYmns48dkwzZ83WzXffq8+//c7q6IimdvZ463eDfPzlV/roiy913EbpruycHM1ZsFC33/8fvf3hR0o+5Y/cwL59rW73x19ztHpdzQv7ZWVl+mPOXJtl5Zwpv6DA/POYevCgticm6q/5C/TYM8/p8WeftzrKSpJmnHeuYqN7WCy3dQPyvv37LZYVFhZqc4LlkG17WgQEWF3+/qefaunKlUo9eFBJe/dq1py5mrtwkd0+Hc7IsFoqZ+v27covsF/iqDnz8fHRqGF1mxNpko2f/7pYuHSp9u7bp7RDh7QraY9+/v0P3f3Qw1bDHQ8PD005e1KNZf379LF6t/yRjAzd99hjWrdxk8qtvPksr6hQ4u4kvfn+B7r1nvu0aOkyFRc37u6PDu2sv6Hal2L5c9vcBLVooSEDB1osN5aX67Fnn9fsufNslnNLS0/XNz/+pBvvuEs//fa7Mo+eDF+by7n/0JHDeuPd93Xrvfdr5qzZSjtkfV/Hjh+3GUSGh9X8OWsZYv0N4jc//qTHnnlOn33zrT775ls98fwLuvbft9YI2poLW29yt2zbpjv+86A+/PwLffnd93r5zbd07c3/1g8z7ddkb0qnhs1Vvvr+B+3ctbvGsqKiIn338y9O6Ye7u7vGj7JeD/3N9z+wGMWTkXlUr7z1ttX2I4YOka+V8rc5ubl67tXXzGUeqrvswgt0/x23Wy2DMWvOXIvSJA3RtXPnGqVHq5SUlOjVt9+2+B1KST1g9YKELc56T2WPtfcXLUNDzsgbRgAAwOmla+fOioutDDRm/jFLUuXF7oTtO+Th7l6v0Sq1zccSHhamTlFRJ46RYrH+l98rj+/v56fbb7rB9v7sjCqfOWuWjOXlah8Zqeuvvso84qo6by8vXXXZZZIqP9vXNtrfmlNLvFW3btMmVZhMiouNVUz3ypDl1AClKtAwGAxWr1s5w/P/fUydOlpWivDz89PgAf0lVZaNO7VMYF1VhWzpR45YXDtcu7EyULro/OmVxzl40OLadNVrEtOjh93KAQ19HhPHjjE/nr94idV9z124WFJl8FUVQNWF0WjUn/Mqb/7s3rWLZpx3rtV2F06bar6BbtacuSqvNi90cXGxZs2dJ0mK6d5dl8w43+o+3N3d5WZjnttD6Sdf07jYWJv97Rcfr1tvuN7OM2o4St6dYW666546tXv17XdqfP3kww+ql50fwubiovOna8mKlcrKzq6x3Gg06usfftR3P/+i9u0i1SosXF6ensoryFdGRqbV8kPNzaTx4zR34SJz0l3FZDLp9z//0qy/5igyIkJtWreSj7e3CgoLdfTYcR1IS7M7DHjMiBH66ocfLOazKCsr03Ovvq72kZFqHxmp0rJS7UraY/PCrLPNmjNXs+bMrdc2Y0aMMCf/p+rUsaPWbdxksfzL777XgUOHFNO9u9zc3HTw0CEtXrZc2Tn1KyvWrWtXLVu12mL5seNZFhf2xo4aqbPGjVW7iIjKO3VO+YOXk5urO/7zkCaNH6fgoBYqKCjUpq0J2ril+V08rq+JY8dozoKFdtsEBgRouI3aynXxxrt1n/tqxnnnWgy59/by0jVXXK4X33jTov2h9MN6+qWXFeDvr47t2yuoRQuZZFJObq72px5wyHwf1UW0baPAgACL38PNWxM0ZOAAhx7LGa66/FJt3LLFYnL6wsJCvf/pZ/r0q6/VsX17tWwZKnd3d+Xm5Sn98JFaR3Y1p3P/wUOVd8N9+tXXCmvZUpERbRXoHyBjuVHHs7K0d19KjTeMVWK6d68xP5okRfforrT0dKvH2bJtm7Zss183uTmI7t7d5u946oGDSj3Q+BJmrnLWuHH6Y85ci7sX8wsK9OATT6pzVJTatG6lgoJC7dqT5NR5omZMPU+Lli23OMdkZGbqjgceVLcuXRTWMlQ5ublK3J0ko9FosQ9vb29dauUDSnl5uV58401lHrX8vYvvFacLp02VwWDQJTPO19c//GjR5n8ffqQO7dtZ/YBXVx4eHpo4dozVgHHT1gT93223K7pbN/n7++nwkcoLAPbe65zKWe+p7LE2l0CPro4ZFQ0AANBY06dM1rYdO5Wcsl+btiZo8fLKm3VGDB1qtSxdbdLS07Vm/QYl70vRocOHlZObq4LCQhnLymQ88Xno1JuEioqKtG3nTknSsMGDFWjjRt3aVF3rGTV8mN25gLqcCLakygDt1PJrtQkOClK7yAgdTDukxFPmUVp3IjwZPKC/yoxGbU9M1Jr1G2pco9p9Ijzp2L59g59rfdkrT90qrHLkfEVFhfLy8y0+n9ZF9ZFWu5L2aFD/fpIqv9eJuytHbE0+a6JWrFmjlP2pWrN+g6afO8W8TVXJu9pKADb0eURGVJaw256YqGUrV+naK6+oMadpcXGxlq+unNO7vj+DySkp5hBt9HDbI+gMBoPGjBypPcn7lJObq+SUFHXr0kWStG1nonleqEkT6jc6qkpISLD58co1azWgbx+5WQlVnYlACacVfz8/PfbA/XrkqaetBh/l5eVK2Z9qHrp4OnF3d9fD996th554ymp5qwqTSQfS0nQgLa1e+w0I8NeVF1+sDz773Or6huyzqbkZDLpw+jRdesEMmyfN8aNH6Zc/ZlncrVBhMmnR0mVatHRZo/owevgwff3Djyq2MeLCGm9vb40ZOcI8Yqm6IxkZ+vybbxvVp+aoa+fO6tSxo9U7t6uMHTXSohaxMwzq31+XXjDD6rrhQwbr0OHD+up762Xy8gsKtD0x0ZndM+sVG6uVa9fWWLZ240bdcO3VTpv7w1Fat2ql/9x9p55+8WWL4FSSSsvKzBO11kdzPfcfPXasTmUOvby8dMO1V1ssnzhmjBbYuGvKGjc3twaVanCmoQMH6OMvLENQW5rjc6jSLjJC551ztn6dNdtinclk0t59+ywmTXWW0JAQ3XPbrXryhRctXq+KigrtSkrSLssqE2YGg0G333iD1fmEPv7yK23bsdNieUhwkO68+SbzeebCaVO1dft2i7alpaV67tXX9fJTTyogoOGjby6Yep4WL19RY0RileLi4nqPHK7OWe+pbEk7dMhqOBzXs26lTQAAAJytf58+ah8ZqQNpafri2++UeqLkVvWL/XVxJCND733yqTZu2Vpr2wpTzfexe1NO3nwX3a1rvY5bJSPzqPmi/lff/2DzM/ypqkrP1VdcTIwOph2qMUKprKxMm7cmyGAwmAOlj7/40jwip+o9eNVonJ51nD/J2fz9/cyPy6zckFYXXTp3kq+vj4qKirUrKckcKK3fvEnl5eXq06uX/P38NLh/f4tA6VD6YXP1oca8JrU9j4njxmh7YqIKi4q0fPUajR99svrDslWrzTcGThpfv0AnJfXkFBddOkXZbdu52s13Kamp5kCpelnEHg2ckqNH164KDwtT5tGjWrx8uZJTUjR8yGBFd++mLp06uaRCAiXvcNqJ6tBeLzzxeL0mTTtVc70oG9aypZ5/4nGrZaPqytpTm3zWRE0cO7ZO2w8ZOFBBLVo0+PjOZDAYNHTQQL3y7DO6/KIL7SbwrVu10g3X1O0CfHhYWL3/kAS1aKF7br3F5hwotvzzskvrPFfQ5IkTG3THSHNTfcjxqQwGQ71f+1PV9sfS3d1d06ZM1v133m73Z+ai6dN0179vVovAwAb3xRGnliGDLEciHc/KOi1Gq0iVE0o+89ijjZoTy9rr2NTnfoMatm3L0BA99fCDVl+P6O7dNMXORKHVnT1hvKZPmdygPjiTj4+PbvrXtXV6bXtGR+u2G50z5N5RrrzkYpul705lq6yao/Tt3UuP3X9fvf8m+/v56T933aFhVkZ+Lliy1OpoYDeDQXfecnONMnRubm668+abrN61dyQjQ6/87+1GhYM+Pj566J676nRXYGBAgNXnY4+z3lNZs9DKTSoGg0FDBjT/kaUAAODvwWAwmD9PJKekyFhern7xvRXVwfY8NqfKyDyqBx5/whwmeXl5qV98vC6Yep5uuOZq3XfHbXrsgfvNcxedqvpcmdVHWdRHTm79qstUaXCJtxOlArOys803Km3Ztl3FJSXq2rmzQkNC1Do83Dx6v6rsXXl5uZJPlK5vLoGSh4dno/fh7uammO6V5fsSq4VsVfMnVZWjq6qwsispyVwRqCpg8/Pza2S1A/vPY9igQebrRPMXLa6xbt6iyhu8O7RrZ54Pqq7yq91EGVjLdaPq15Xy8k5uV/13oKHX+zw9PXXHzTeaP0elHjxoLpt/5XU36Ja779UX335ncx53R2CEEk5Lbdu00VOPPKT1mzZr3qJF2rw1werd8NX5+fmpV2yMhg8ZrMH9+7uop/UXHBSkB+68Xdt3JmruwoVas2FjraNgvL29Fduju4YOGqRhgywvuBgMBt38f9eqU1QHffPDT1bvJO/Qrp0uu/ACDR00UNfddoejnk6DeHh4yNvLS76+vmoVHqa2bdootnt39e/bx+qcC7ZMGDNaQS1a6IPPPleGlTuU/f38NHHcWF0y43ytXLO21tJspxrQt6/efvlFzVu0WFu2bVPaoXQVFBSooqJCXl5eCg4OUlSHDhrUr595mwB/fz396MP66PMvtHj5CqsX47p37aKrLrtMPWOitW6TZdm+082o4cP06dffWJ2rIy42RpFt2zZq/x+88ZqWrFipNevXa9/+VOXn58vTy1PhYWHqExens8aNU7vIiNp3JGnUsGHq27u3Fi5ZqoVLl5knSrSnbevW6t8nXqOGD6sxcWZDDezXT36+vio8ZV6t2XPnqU+vXo3evyt07dxJLz31hFauXav5i5Zoe2Ki1TJw1QW1aKH4uDiNGDpY/eLjrbZpynP/I/fdowVLlmrtho3am5ysilrKYrWPjNTYUSM15ayJNYbYn+r//vkPhQQH66fffrNaQq1zVEddc+UV6hUbq29+/KnB/XemYYMH6T933akPP//C6rk2JDhYl14wQxPHjnHZSL+G8vTw0P133qGff/tdP//+h0pKLOdF69Gtm668+CL16hmrvxYscGp/4nvF6c0XntesuXM1d+FCZWXb/gAdGBCgCWPHaOo5Z1udpDdp71699/EnVre9cPo09e7Z02J5y9BQ3XrDdXrm5Vct1m3cskXf/PiTzdKzdRHVoYNefPIJvf+p9btcPTw8NGH0aF164Qxt2LxFK9estbIX25zxnupUZWVlVuuzx8XGnBE3hQAAgDPHqBHD9eX3P5hLiZ9/rvU5YGz58rvvzduOGjZM/3fVP6zekPnjr9bnTa0+msTdxvwwtamoOPk5bOrkczSwn/V5w0/VKjy8QceLq1HiLUmtw8PN5e6GDDz5+XLIwAHat3+/eUTO/gMHzNdAGnNTZHMUFxujjVu2aE/yPpWXl6vCZKoxYkuqnIaidXi4jmRmat3GjZo4dqw5UIrt0d2pJdq8vLw0esRwzZozVzt379bBtENqFxmhlNQD2r2nsg9njavbTfcNZXCzfmdamfHk9Qt7Zf1q0zM6Wm+/8pLmLVykdRs3ae++feZrI2np6frpt9/157z5uvvWf6t/H+vXVxqDQOkMM/PrL5tsX5ddeIEuu/CCOrd/+pGH69ulGgwGgwb266uB/frKaDQq9WBl6ZKCggIVFBbKYDDIx9tboSEhimjbRu3btbM6UV+Vxr529X3+tekZE62eMdGqqKhQ2qF07T9wQHn5+SosKlRFhUk+3t4KDgpS2zZt1LFD+1onRjQYDJo8sXKk0rbtO5SWnq7ikhIFtQhUty5datw9/8EbrznseZyqsd/3+hrYr6/6xffWzt27tS9l/4nn3EJtW7dWTI/u5hP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}, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "viz.plot_data_types(\"free sulfur dioxide\", ts_format=\"%d-%b-%y %H:%M:%S\")" ] }, { "cell_type": "markdown", "source": [ "We can also plot the mean error of each run for comparison." ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } } }, { "cell_type": "code", "execution_count": 18, "outputs": [ { "data": { "text/plain": "
", "image/png": 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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "plt.close('all')\n", "\n", "runs = mlflow.search_runs(experiment.experiment_id)\n", "plt.figure(figsize=(10,2))\n", "plt.plot(runs['start_time'], runs['metrics.mae'])\n", "plt.show()" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } } }, { "cell_type": "markdown", "metadata": {}, "source": [ "With whylogs, collecting and visualizing data quality metrics at both training and inference time for your MLflow runs is made dead simple. These metrics can be invaluable when trying to debug model failures or optimize their performance.\n", "\n", "whylogs data can be visualized in more complex ways. Check out [whylogs.viz](https://whylogs.readthedocs.io/en/latest/api/whylogs.viz.html) for details on the API.\n", "\n", "In addition, you can also check out how **WhyLabs** can help you visualize data quality metrics by visiting [our sandbox](http://try.whylabsapp.com/). Feel free to reach out to our [slack channel](http://join.slack.whylabs.ai/) if you have any questions!" ] } ], "metadata": { "kernelspec": { "name": "whylogs-mlflow", "language": "python", "display_name": "whylogs-mlflow" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 4 }